template to llm desc

.gitignore

@@ -0,0 +1,213 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+#poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+#pdm.lock
+#pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+#pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#  Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#  that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#  and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#  you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Cursor
+#  Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
+#  exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
+#  refer to https://docs.cursor.com/context/ignore-files
+.cursorignore
+.cursorindexingignore
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
+
+
+# Custom
+**/output*
+**/__pycache__
+

desc/classnames/Caltech101.txt

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+face
+leopard
+motorbike
+accordion
+airplane
+anchor
+ant
+barrel
+bass
+beaver
+binocular
+bonsai
+brain
+brontosaurus
+buddha
+butterfly
+camera
+cannon
+car side
+ceiling fan
+cellphone
+chair
+chandelier
+cougar body
+cougar face
+crab
+crayfish
+crocodile
+crocodile head
+cup
+dalmatian
+dollar bill
+dolphin
+dragonfly
+electric guitar
+elephant
+emu
+euphonium
+ewer
+ferry
+flamingo
+flamingo head
+garfield
+gerenuk
+gramophone
+grand piano
+hawksbill
+headphone
+hedgehog
+helicopter
+ibis
+inline skate
+joshua tree
+kangaroo
+ketch
+lamp
+laptop
+llama
+lobster
+lotus
+mandolin
+mayfly
+menorah
+metronome
+minaret
+nautilus
+octopus
+okapi
+pagoda
+panda
+pigeon
+pizza
+platypus
+pyramid
+revolver
+rhino
+rooster
+saxophone
+schooner
+scissors
+scorpion
+sea horse
+snoopy
+soccer ball
+stapler
+starfish
+stegosaurus
+stop sign
+strawberry
+sunflower
+tick
+trilobite
+umbrella
+watch
+water lilly
+wheelchair
+wild cat
+windsor chair
+wrench
+yin yang

desc/classnames/DescribableTextures.txt

@@ -0,0 +1,47 @@
+banded
+blotchy
+braided
+bubbly
+bumpy
+chequered
+cobwebbed
+cracked
+crosshatched
+crystalline
+dotted
+fibrous
+flecked
+freckled
+frilly
+gauzy
+grid
+grooved
+honeycombed
+interlaced
+knitted
+lacelike
+lined
+marbled
+matted
+meshed
+paisley
+perforated
+pitted
+pleated
+polka-dotted
+porous
+potholed
+scaly
+smeared
+spiralled
+sprinkled
+stained
+stratified
+striped
+studded
+swirly
+veined
+waffled
+woven
+wrinkled
+zigzagged

desc/classnames/EuroSAT.txt

@@ -0,0 +1,10 @@
+Annual Crop Land
+Forest
+Herbaceous Vegetation Land
+Highway or Road
+Industrial Buildings
+Pasture Land
+Permanent Crop Land
+Residential Buildings
+River
+Sea or Lake

desc/classnames/FGVCAircraft.txt

@@ -0,0 +1,100 @@
+707-320
+727-200
+737-200
+737-300
+737-400
+737-500
+737-600
+737-700
+737-800
+737-900
+747-100
+747-200
+747-300
+747-400
+757-200
+757-300
+767-200
+767-300
+767-400
+777-200
+777-300
+A300B4
+A310
+A318
+A319
+A320
+A321
+A330-200
+A330-300
+A340-200
+A340-300
+A340-500
+A340-600
+A380
+ATR-42
+ATR-72
+An-12
+BAE 146-200
+BAE 146-300
+BAE-125
+Beechcraft 1900
+Boeing 717
+C-130
+C-47
+CRJ-200
+CRJ-700
+CRJ-900
+Cessna 172
+Cessna 208
+Cessna 525
+Cessna 560
+Challenger 600
+DC-10
+DC-3
+DC-6
+DC-8
+DC-9-30
+DH-82
+DHC-1
+DHC-6
+DHC-8-100
+DHC-8-300
+DR-400
+Dornier 328
+E-170
+E-190
+E-195
+EMB-120
+ERJ 135
+ERJ 145
+Embraer Legacy 600
+Eurofighter Typhoon
+F-16A/B
+F/A-18
+Falcon 2000
+Falcon 900
+Fokker 100
+Fokker 50
+Fokker 70
+Global Express
+Gulfstream IV
+Gulfstream V
+Hawk T1
+Il-76
+L-1011
+MD-11
+MD-80
+MD-87
+MD-90
+Metroliner
+Model B200
+PA-28
+SR-20
+Saab 2000
+Saab 340
+Spitfire
+Tornado
+Tu-134
+Tu-154
+Yak-42

desc/classnames/Food101.txt

@@ -0,0 +1,101 @@
+apple pie
+baby back ribs
+baklava
+beef carpaccio
+beef tartare
+beet salad
+beignets
+bibimbap
+bread pudding
+breakfast burrito
+bruschetta
+caesar salad
+cannoli
+caprese salad
+carrot cake
+ceviche
+cheese plate
+cheesecake
+chicken curry
+chicken quesadilla
+chicken wings
+chocolate cake
+chocolate mousse
+churros
+clam chowder
+club sandwich
+crab cakes
+creme brulee
+croque madame
+cup cakes
+deviled eggs
+donuts
+dumplings
+edamame
+eggs benedict
+escargots
+falafel
+filet mignon
+fish and chips
+foie gras
+french fries
+french onion soup
+french toast
+fried calamari
+fried rice
+frozen yogurt
+garlic bread
+gnocchi
+greek salad
+grilled cheese sandwich
+grilled salmon
+guacamole
+gyoza
+hamburger
+hot and sour soup
+hot dog
+huevos rancheros
+hummus
+ice cream
+lasagna
+lobster bisque
+lobster roll sandwich
+macaroni and cheese
+macarons
+miso soup
+mussels
+nachos
+omelette
+onion rings
+oysters
+pad thai
+paella
+pancakes
+panna cotta
+peking duck
+pho
+pizza
+pork chop
+poutine
+prime rib
+pulled pork sandwich
+ramen
+ravioli
+red velvet cake
+risotto
+samosa
+sashimi
+scallops
+seaweed salad
+shrimp and grits
+spaghetti bolognese
+spaghetti carbonara
+spring rolls
+steak
+strawberry shortcake
+sushi
+tacos
+takoyaki
+tiramisu
+tuna tartare
+waffles

desc/classnames/ImageNet.txt

@@ -0,0 +1,998 @@
+tench
+goldfish
+great white shark
+tiger shark
+hammerhead shark
+electric ray
+stingray
+rooster
+hen
+ostrich
+brambling
+goldfinch
+house finch
+junco
+indigo bunting
+American robin
+bulbul
+jay
+magpie
+chickadee
+American dipper
+kite (bird of prey)
+bald eagle
+vulture
+great grey owl
+fire salamander
+smooth newt
+newt
+spotted salamander
+axolotl
+American bullfrog
+tree frog
+tailed frog
+loggerhead sea turtle
+leatherback sea turtle
+mud turtle
+terrapin
+box turtle
+banded gecko
+green iguana
+Carolina anole
+desert grassland whiptail lizard
+agama
+frilled-necked lizard
+alligator lizard
+Gila monster
+European green lizard
+chameleon
+Komodo dragon
+Nile crocodile
+American alligator
+triceratops
+worm snake
+ring-necked snake
+eastern hog-nosed snake
+smooth green snake
+kingsnake
+garter snake
+water snake
+vine snake
+night snake
+boa constrictor
+African rock python
+Indian cobra
+green mamba
+sea snake
+Saharan horned viper
+eastern diamondback rattlesnake
+sidewinder rattlesnake
+trilobite
+harvestman
+scorpion
+yellow garden spider
+barn spider
+European garden spider
+southern black widow
+tarantula
+wolf spider
+tick
+centipede
+black grouse
+ptarmigan
+ruffed grouse
+prairie grouse
+peafowl
+quail
+partridge
+african grey parrot
+macaw
+sulphur-crested cockatoo
+lorikeet
+coucal
+bee eater
+hornbill
+hummingbird
+jacamar
+toucan
+duck
+red-breasted merganser
+goose
+black swan
+tusker
+echidna
+platypus
+wallaby
+koala
+wombat
+jellyfish
+sea anemone
+brain coral
+flatworm
+nematode
+conch
+snail
+slug
+sea slug
+chiton
+chambered nautilus
+Dungeness crab
+rock crab
+fiddler crab
+red king crab
+American lobster
+spiny lobster
+crayfish
+hermit crab
+isopod
+white stork
+black stork
+spoonbill
+flamingo
+little blue heron
+great egret
+bittern bird
+crane bird
+limpkin
+common gallinule
+American coot
+bustard
+ruddy turnstone
+dunlin
+common redshank
+dowitcher
+oystercatcher
+pelican
+king penguin
+albatross
+grey whale
+killer whale
+dugong
+sea lion
+Chihuahua
+Japanese Chin
+Maltese
+Pekingese
+Shih Tzu
+King Charles Spaniel
+Papillon
+toy terrier
+Rhodesian Ridgeback
+Afghan Hound
+Basset Hound
+Beagle
+Bloodhound
+Bluetick Coonhound
+Black and Tan Coonhound
+Treeing Walker Coonhound
+English foxhound
+Redbone Coonhound
+borzoi
+Irish Wolfhound
+Italian Greyhound
+Whippet
+Ibizan Hound
+Norwegian Elkhound
+Otterhound
+Saluki
+Scottish Deerhound
+Weimaraner
+Staffordshire Bull Terrier
+American Staffordshire Terrier
+Bedlington Terrier
+Border Terrier
+Kerry Blue Terrier
+Irish Terrier
+Norfolk Terrier
+Norwich Terrier
+Yorkshire Terrier
+Wire Fox Terrier
+Lakeland Terrier
+Sealyham Terrier
+Airedale Terrier
+Cairn Terrier
+Australian Terrier
+Dandie Dinmont Terrier
+Boston Terrier
+Miniature Schnauzer
+Giant Schnauzer
+Standard Schnauzer
+Scottish Terrier
+Tibetan Terrier
+Australian Silky Terrier
+Soft-coated Wheaten Terrier
+West Highland White Terrier
+Lhasa Apso
+Flat-Coated Retriever
+Curly-coated Retriever
+Golden Retriever
+Labrador Retriever
+Chesapeake Bay Retriever
+German Shorthaired Pointer
+Vizsla
+English Setter
+Irish Setter
+Gordon Setter
+Brittany dog
+Clumber Spaniel
+English Springer Spaniel
+Welsh Springer Spaniel
+Cocker Spaniel
+Sussex Spaniel
+Irish Water Spaniel
+Kuvasz
+Schipperke
+Groenendael dog
+Malinois
+Briard
+Australian Kelpie
+Komondor
+Old English Sheepdog
+Shetland Sheepdog
+collie
+Border Collie
+Bouvier des Flandres dog
+Rottweiler
+German Shepherd Dog
+Dobermann
+Miniature Pinscher
+Greater Swiss Mountain Dog
+Bernese Mountain Dog
+Appenzeller Sennenhund
+Entlebucher Sennenhund
+Boxer
+Bullmastiff
+Tibetan Mastiff
+French Bulldog
+Great Dane
+St. Bernard
+husky
+Alaskan Malamute
+Siberian Husky
+Dalmatian
+Affenpinscher
+Basenji
+pug
+Leonberger
+Newfoundland dog
+Great Pyrenees dog
+Samoyed
+Pomeranian
+Chow Chow
+Keeshond
+brussels griffon
+Pembroke Welsh Corgi
+Cardigan Welsh Corgi
+Toy Poodle
+Miniature Poodle
+Standard Poodle
+Mexican hairless dog (xoloitzcuintli)
+grey wolf
+Alaskan tundra wolf
+red wolf or maned wolf
+coyote
+dingo
+dhole
+African wild dog
+hyena
+red fox
+kit fox
+Arctic fox
+grey fox
+tabby cat
+tiger cat
+Persian cat
+Siamese cat
+Egyptian Mau
+cougar
+lynx
+leopard
+snow leopard
+jaguar
+lion
+tiger
+cheetah
+brown bear
+American black bear
+polar bear
+sloth bear
+mongoose
+meerkat
+tiger beetle
+ladybug
+ground beetle
+longhorn beetle
+leaf beetle
+dung beetle
+rhinoceros beetle
+weevil
+fly
+bee
+ant
+grasshopper
+cricket insect
+stick insect
+cockroach
+praying mantis
+cicada
+leafhopper
+lacewing
+dragonfly
+damselfly
+red admiral butterfly
+ringlet butterfly
+monarch butterfly
+small white butterfly
+sulphur butterfly
+gossamer-winged butterfly
+starfish
+sea urchin
+sea cucumber
+cottontail rabbit
+hare
+Angora rabbit
+hamster
+porcupine
+fox squirrel
+marmot
+beaver
+guinea pig
+common sorrel horse
+zebra
+pig
+wild boar
+warthog
+hippopotamus
+ox
+water buffalo
+bison
+ram (adult male sheep)
+bighorn sheep
+Alpine ibex
+hartebeest
+impala (antelope)
+gazelle
+arabian camel
+llama
+weasel
+mink
+European polecat
+black-footed ferret
+otter
+skunk
+badger
+armadillo
+three-toed sloth
+orangutan
+gorilla
+chimpanzee
+gibbon
+siamang
+guenon
+patas monkey
+baboon
+macaque
+langur
+black-and-white colobus
+proboscis monkey
+marmoset
+white-headed capuchin
+howler monkey
+titi monkey
+Geoffroy's spider monkey
+common squirrel monkey
+ring-tailed lemur
+indri
+Asian elephant
+African bush elephant
+red panda
+giant panda
+snoek fish
+eel
+silver salmon
+rock beauty fish
+clownfish
+sturgeon
+gar fish
+lionfish
+pufferfish
+abacus
+abaya
+academic gown
+accordion
+acoustic guitar
+aircraft carrier
+airliner
+airship
+altar
+ambulance
+amphibious vehicle
+analog clock
+apiary
+apron
+trash can
+assault rifle
+backpack
+bakery
+balance beam
+balloon
+ballpoint pen
+Band-Aid
+banjo
+baluster / handrail
+barbell
+barber chair
+barbershop
+barn
+barometer
+barrel
+wheelbarrow
+baseball
+basketball
+bassinet
+bassoon
+swimming cap
+bath towel
+bathtub
+station wagon
+lighthouse
+beaker
+military hat (bearskin or shako)
+beer bottle
+beer glass
+bell tower
+baby bib
+tandem bicycle
+bikini
+ring binder
+binoculars
+birdhouse
+boathouse
+bobsleigh
+bolo tie
+poke bonnet
+bookcase
+bookstore
+bottle cap
+hunting bow
+bow tie
+brass memorial plaque
+bra
+breakwater
+breastplate
+broom
+bucket
+buckle
+bulletproof vest
+high-speed train
+butcher shop
+taxicab
+cauldron
+candle
+cannon
+canoe
+can opener
+cardigan
+car mirror
+carousel
+tool kit
+cardboard box / carton
+car wheel
+automated teller machine
+cassette
+cassette player
+castle
+catamaran
+CD player
+cello
+mobile phone
+chain
+chain-link fence
+chain mail
+chainsaw
+storage chest
+chiffonier
+bell or wind chime
+china cabinet
+Christmas stocking
+church
+movie theater
+cleaver
+cliff dwelling
+cloak
+clogs
+cocktail shaker
+coffee mug
+coffeemaker
+spiral or coil
+combination lock
+computer keyboard
+candy store
+container ship
+convertible
+corkscrew
+cornet
+cowboy boot
+cowboy hat
+cradle
+construction crane
+crash helmet
+crate
+infant bed
+Crock Pot
+croquet ball
+crutch
+cuirass
+dam
+desk
+desktop computer
+rotary dial telephone
+diaper
+digital clock
+digital watch
+dining table
+dishcloth
+dishwasher
+disc brake
+dock
+dog sled
+dome
+doormat
+drilling rig
+drum
+drumstick
+dumbbell
+Dutch oven
+electric fan
+electric guitar
+electric locomotive
+entertainment center
+envelope
+espresso machine
+face powder
+feather boa
+filing cabinet
+fireboat
+fire truck
+fire screen
+flagpole
+flute
+folding chair
+football helmet
+forklift
+fountain
+fountain pen
+four-poster bed
+freight car
+French horn
+frying pan
+fur coat
+garbage truck
+gas mask or respirator
+gas pump
+goblet
+go-kart
+golf ball
+golf cart
+gondola
+gong
+gown
+grand piano
+greenhouse
+radiator grille
+grocery store
+guillotine
+hair clip
+hair spray
+half-track
+hammer
+hamper
+hair dryer
+hand-held computer
+handkerchief
+hard disk drive
+harmonica
+harp
+combine harvester
+hatchet
+holster
+home theater
+honeycomb
+hook
+hoop skirt
+gymnastic horizontal bar
+horse-drawn vehicle
+hourglass
+iPod
+clothes iron
+carved pumpkin
+jeans
+jeep
+T-shirt
+jigsaw puzzle
+rickshaw
+joystick
+kimono
+knee pad
+knot
+lab coat
+ladle
+lampshade
+laptop computer
+lawn mower
+lens cap
+letter opener
+library
+lifeboat
+lighter
+limousine
+ocean liner
+lipstick
+slip-on shoe
+lotion
+music speaker
+loupe magnifying glass
+sawmill
+magnetic compass
+messenger bag
+mailbox
+tights
+one-piece bathing suit
+manhole cover
+maraca
+marimba
+mask
+matchstick
+maypole
+maze
+measuring cup
+medicine cabinet
+megalith
+microphone
+microwave oven
+military uniform
+milk can
+minibus
+miniskirt
+minivan
+missile
+mitten
+mixing bowl
+mobile home
+ford model t
+modem
+monastery
+monitor
+moped
+mortar and pestle
+graduation cap
+mosque
+mosquito net
+vespa
+mountain bike
+tent
+computer mouse
+mousetrap
+moving van
+muzzle
+metal nail
+neck brace
+necklace
+baby pacifier
+notebook computer
+obelisk
+oboe
+ocarina
+odometer
+oil filter
+pipe organ
+oscilloscope
+overskirt
+bullock cart
+oxygen mask
+product packet / packaging
+paddle
+paddle wheel
+padlock
+paintbrush
+pajamas
+palace
+pan flute
+paper towel
+parachute
+parallel bars
+park bench
+parking meter
+railroad car
+patio
+payphone
+pedestal
+pencil case
+pencil sharpener
+perfume
+Petri dish
+photocopier
+plectrum
+Pickelhaube
+picket fence
+pickup truck
+pier
+piggy bank
+pill bottle
+pillow
+ping-pong ball
+pinwheel
+pirate ship
+drink pitcher
+block plane
+planetarium
+plastic bag
+plate rack
+farm plow
+plunger
+Polaroid camera
+pole
+police van
+poncho
+pool table
+soda bottle
+plant pot
+potter's wheel
+power drill
+prayer rug
+printer
+prison
+projector
+hockey puck
+punching bag
+purse
+quill
+quilt
+race car
+racket
+radiator
+radio
+radio telescope
+rain barrel
+recreational vehicle
+fishing casting reel
+reflex camera
+refrigerator
+remote control
+restaurant
+revolver
+rifle
+rocking chair
+rotisserie
+eraser
+rugby ball
+ruler measuring stick
+sneaker
+safe
+safety pin
+salt shaker
+sandal
+sarong
+saxophone
+scabbard
+weighing scale
+school bus
+schooner
+scoreboard
+CRT monitor
+screw
+screwdriver
+seat belt
+sewing machine
+shield
+shoe store
+shoji screen / room divider
+shopping basket
+shopping cart
+shovel
+shower cap
+shower curtain
+ski
+balaclava ski mask
+sleeping bag
+slide rule
+sliding door
+slot machine
+snorkel
+snowmobile
+snowplow
+soap dispenser
+soccer ball
+sock
+solar thermal collector
+sombrero
+soup bowl
+keyboard space bar
+space heater
+space shuttle
+spatula
+motorboat
+spider web
+spindle
+sports car
+spotlight
+stage
+steam locomotive
+through arch bridge
+steel drum
+stethoscope
+scarf
+stone wall
+stopwatch
+stove
+strainer
+tram
+stretcher
+couch
+stupa
+submarine
+suit
+sundial
+sunglasses
+sunscreen
+suspension bridge
+mop
+sweatshirt
+swim trunks / shorts
+swing
+electrical switch
+syringe
+table lamp
+tank
+tape player
+teapot
+teddy bear
+television
+tennis ball
+thatched roof
+front curtain
+thimble
+threshing machine
+throne
+tile roof
+toaster
+tobacco shop
+toilet seat
+torch
+totem pole
+tow truck
+toy store
+tractor
+semi-trailer truck
+tray
+trench coat
+tricycle
+trimaran
+tripod
+triumphal arch
+trolleybus
+trombone
+hot tub
+turnstile
+typewriter keyboard
+umbrella
+unicycle
+upright piano
+vacuum cleaner
+vase
+vaulted or arched ceiling
+velvet fabric
+vending machine
+vestment
+viaduct
+violin
+volleyball
+waffle iron
+wall clock
+wallet
+wardrobe
+military aircraft
+sink
+washing machine
+water bottle
+water jug
+water tower
+whiskey jug
+whistle
+hair wig
+window screen
+window shade
+Windsor tie
+wine bottle
+airplane wing
+wok
+wooden spoon
+wool
+split-rail fence
+shipwreck
+sailboat
+yurt
+website
+comic book
+crossword
+traffic or street sign
+traffic light
+dust jacket
+menu
+plate
+guacamole
+consomme
+hot pot
+trifle
+ice cream
+popsicle
+baguette
+bagel
+pretzel
+cheeseburger
+hot dog
+mashed potatoes
+cabbage
+broccoli
+cauliflower
+zucchini
+spaghetti squash
+acorn squash
+butternut squash
+cucumber
+artichoke
+bell pepper
+cardoon
+mushroom
+Granny Smith apple
+strawberry
+orange
+lemon
+fig
+pineapple
+banana
+jackfruit
+cherimoya (custard apple)
+pomegranate
+hay
+carbonara
+chocolate syrup
+dough
+meatloaf
+pizza
+pot pie
+burrito
+red wine
+espresso
+tea cup
+eggnog
+mountain
+bubble
+cliff
+coral reef
+geyser
+lakeshore
+promontory
+sandbar
+beach
+valley
+volcano
+baseball player
+bridegroom
+scuba diver
+rapeseed
+daisy
+yellow lady's slipper
+corn
+acorn
+rose hip
+horse chestnut seed
+coral fungus
+agaric
+gyromitra
+stinkhorn mushroom
+earth star fungus
+hen of the woods mushroom
+bolete
+corn cob
+toilet paper

desc/classnames/OxfordFlowers.txt

@@ -0,0 +1,102 @@
+passion flower
+water lily
+cyclamen
+watercress
+frangipani
+wallflower
+rose
+petunia
+poinsettia
+clematis
+hibiscus
+lotus
+anthurium
+thorn apple
+barbeton daisy
+sword lily
+morning glory
+columbine
+geranium
+bishop of llandaff
+tree mallow
+pink-yellow dahlia
+bee balm
+snapdragon
+californian poppy
+bird of paradise
+fritillary
+sweet william
+azalea
+primula
+cape flower
+purple coneflower
+colt's foot
+artichoke
+wild pansy
+peruvian lily
+ruby-lipped cattleya
+canna lily
+gazania
+lenten rose
+buttercup
+pelargonium
+desert-rose
+hippeastrum
+giant white arum lily
+marigold
+orange dahlia
+hard-leaved pocket orchid
+english marigold
+stemless gentian
+tree poppy
+pincushion flower
+sunflower
+magnolia
+osteospermum
+garden phlox
+sweet pea
+daffodil
+king protea
+great masterwort
+black-eyed susan
+bearded iris
+windflower
+ball moss
+spear thistle
+silverbush
+balloon flower
+oxeye daisy
+cautleya spicata
+common dandelion
+yellow iris
+monkshood
+love in the mist
+corn poppy
+grape hyacinth
+canterbury bells
+globe-flower
+toad lily
+pink primrose
+fire lily
+red ginger
+prince of wales feathers
+carnation
+mexican aster
+alpine sea holly
+siam tulip
+spring crocus
+globe thistle
+bolero deep blue
+tiger lily
+moon orchid
+gaura
+japanese anemone
+foxglove
+bougainvillea
+camellia
+mallow
+mexican petunia
+bromelia
+blanket flower
+trumpet creeper
+blackberry lily

desc/classnames/OxfordPets.txt

@@ -0,0 +1,37 @@
+abyssinian
+american bulldog
+american pit bull terrier
+basset hound
+beagle
+bengal
+birman
+bombay
+boxer
+british shorthair
+chihuahua
+egyptian mau
+english cocker spaniel
+english setter
+german shorthaired
+great pyrenees
+havanese
+japanese chin
+keeshond
+leonberger
+maine coon
+miniature pinscher
+newfoundland
+persian
+pomeranian
+pug
+ragdoll
+russian blue
+saint bernard
+samoyed
+scottish terrier
+shiba inu
+siamese
+sphynx
+staffordshire bull terrier
+wheaten terrier
+yorkshire terrier

desc/classnames/SUN397.txt

@@ -0,0 +1,397 @@
+abbey
+airplane cabin
+airport terminal
+alley
+amphitheater
+amusement arcade
+amusement park
+anechoic chamber
+outdoor apartment building
+indoor apse
+aquarium
+aqueduct
+arch
+archive
+outdoor arrival gate
+art gallery
+art school
+art studio
+assembly line
+outdoor athletic field
+public atrium
+attic
+auditorium
+auto factory
+badlands
+indoor badminton court
+baggage claim
+shop bakery
+exterior balcony
+interior balcony
+ball pit
+ballroom
+bamboo forest
+banquet hall
+bar
+barn
+barndoor
+baseball field
+basement
+basilica
+outdoor basketball court
+bathroom
+batters box
+bayou
+indoor bazaar
+outdoor bazaar
+beach
+beauty salon
+bedroom
+berth
+biology laboratory
+indoor bistro
+boardwalk
+boat deck
+boathouse
+bookstore
+indoor booth
+botanical garden
+indoor bow window
+outdoor bow window
+bowling alley
+boxing ring
+indoor brewery
+bridge
+building facade
+bullring
+burial chamber
+bus interior
+butchers shop
+butte
+outdoor cabin
+cafeteria
+campsite
+campus
+natural canal
+urban canal
+candy store
+canyon
+backseat car interior
+frontseat car interior
+carrousel
+indoor casino
+castle
+catacomb
+indoor cathedral
+outdoor cathedral
+indoor cavern
+cemetery
+chalet
+cheese factory
+chemistry lab
+indoor chicken coop
+outdoor chicken coop
+childs room
+indoor church
+outdoor church
+classroom
+clean room
+cliff
+indoor cloister
+closet
+clothing store
+coast
+cockpit
+coffee shop
+computer room
+conference center
+conference room
+construction site
+control room
+outdoor control tower
+corn field
+corral
+corridor
+cottage garden
+courthouse
+courtroom
+courtyard
+exterior covered bridge
+creek
+crevasse
+crosswalk
+office cubicle
+dam
+delicatessen
+dentists office
+sand desert
+vegetation desert
+indoor diner
+outdoor diner
+home dinette
+vehicle dinette
+dining car
+dining room
+discotheque
+dock
+outdoor doorway
+dorm room
+driveway
+outdoor driving range
+drugstore
+electrical substation
+door elevator
+interior elevator
+elevator shaft
+engine room
+indoor escalator
+excavation
+indoor factory
+fairway
+fastfood restaurant
+cultivated field
+wild field
+fire escape
+fire station
+indoor firing range
+fishpond
+indoor florist shop
+food court
+broadleaf forest
+needleleaf forest
+forest path
+forest road
+formal garden
+fountain
+galley
+game room
+indoor garage
+garbage dump
+gas station
+exterior gazebo
+indoor general store
+outdoor general store
+gift shop
+golf course
+indoor greenhouse
+outdoor greenhouse
+indoor gymnasium
+indoor hangar
+outdoor hangar
+harbor
+hayfield
+heliport
+herb garden
+highway
+hill
+home office
+hospital
+hospital room
+hot spring
+outdoor hot tub
+outdoor hotel
+hotel room
+house
+outdoor hunting lodge
+ice cream parlor
+ice floe
+ice shelf
+indoor ice skating rink
+outdoor ice skating rink
+iceberg
+igloo
+industrial area
+outdoor inn
+islet
+indoor jacuzzi
+indoor jail
+jail cell
+jewelry shop
+kasbah
+indoor kennel
+outdoor kennel
+kindergarden classroom
+kitchen
+kitchenette
+outdoor labyrinth
+natural lake
+landfill
+landing deck
+laundromat
+lecture room
+indoor library
+outdoor library
+outdoor lido deck
+lift bridge
+lighthouse
+limousine interior
+living room
+lobby
+lock chamber
+locker room
+mansion
+manufactured home
+indoor market
+outdoor market
+marsh
+martial arts gym
+mausoleum
+medina
+water moat
+outdoor monastery
+indoor mosque
+outdoor mosque
+motel
+mountain
+mountain snowy
+indoor movie theater
+indoor museum
+music store
+music studio
+outdoor nuclear power plant
+nursery
+oast house
+outdoor observatory
+ocean
+office
+office building
+outdoor oil refinery
+oilrig
+operating room
+orchard
+outdoor outhouse
+pagoda
+palace
+pantry
+park
+indoor parking garage
+outdoor parking garage
+parking lot
+parlor
+pasture
+patio
+pavilion
+pharmacy
+phone booth
+physics laboratory
+picnic area
+indoor pilothouse
+outdoor planetarium
+playground
+playroom
+plaza
+indoor podium
+outdoor podium
+pond
+establishment poolroom
+home poolroom
+outdoor power plant
+promenade deck
+indoor pub
+pulpit
+putting green
+racecourse
+raceway
+raft
+railroad track
+rainforest
+reception
+recreation room
+residential neighborhood
+restaurant
+restaurant kitchen
+restaurant patio
+rice paddy
+riding arena
+river
+rock arch
+rope bridge
+ruin
+runway
+sandbar
+sandbox
+sauna
+schoolhouse
+sea cliff
+server room
+shed
+shoe shop
+shopfront
+indoor shopping mall
+shower
+skatepark
+ski lodge
+ski resort
+ski slope
+sky
+skyscraper
+slum
+snowfield
+squash court
+stable
+baseball stadium
+football stadium
+indoor stage
+staircase
+street
+subway interior
+platform subway station
+supermarket
+sushi bar
+swamp
+indoor swimming pool
+outdoor swimming pool
+indoor synagogue
+outdoor synagogue
+television studio
+east asia temple
+south asia temple
+indoor tennis court
+outdoor tennis court
+outdoor tent
+indoor procenium theater
+indoor seats theater
+thriftshop
+throne room
+ticket booth
+toll plaza
+topiary garden
+tower
+toyshop
+outdoor track
+train railway
+platform train station
+tree farm
+tree house
+trench
+coral reef underwater
+utility room
+valley
+van interior
+vegetable garden
+veranda
+veterinarians office
+viaduct
+videostore
+village
+vineyard
+volcano
+indoor volleyball court
+outdoor volleyball court
+waiting room
+indoor warehouse
+water tower
+block waterfall
+fan waterfall
+plunge waterfall
+watering hole
+wave
+wet bar
+wheat field
+wind farm
+windmill
+barrel storage wine cellar
+bottle storage wine cellar
+indoor wrestling ring
+yard
+youth hostel

desc/classnames/StanfordCars.txt

@@ -0,0 +1,196 @@
+2012 Audi TTS Coupe
+2012 Acura TL Sedan
+2007 Dodge Dakota Club Cab
+2012 Hyundai Sonata Hybrid Sedan
+2012 Ford F-450 Super Duty Crew Cab
+1993 Geo Metro Convertible
+2012 Dodge Journey SUV
+2012 Dodge Charger Sedan
+2012 Mitsubishi Lancer Sedan
+2012 Chevrolet Traverse SUV
+2012 Buick Verano Sedan
+2012 Toyota Sequoia SUV
+2007 Hyundai Elantra Sedan
+1997 Dodge Caravan Minivan
+2012 Volvo C30 Hatchback
+1999 Plymouth Neon Coupe
+2007 Chevrolet Malibu Sedan
+2012 Volkswagen Beetle Hatchback
+2007 Chevrolet Corvette Ron Fellows Edition Z06
+2010 Chrysler 300 SRT-8
+2010 BMW M6 Convertible
+2012 GMC Yukon Hybrid SUV
+2012 Nissan Juke Hatchback
+1993 Volvo 240 Sedan
+2012 Suzuki SX4 Sedan
+2010 Dodge Ram Pickup 3500 Crew Cab
+2009 Spyker C8 Coupe
+2012 Land Rover Range Rover SUV
+2012 Hyundai Elantra Touring Hatchback
+2010 Chevrolet Cobalt SS
+2012 Hyundai Veracruz SUV
+2012 Ferrari 458 Italia Coupe
+2012 BMW Z4 Convertible
+2009 Dodge Charger SRT-8
+2012 Fisker Karma Sedan
+2011 Infiniti QX56 SUV
+2012 Audi A5 Coupe
+1991 Volkswagen Golf Hatchback
+2012 GMC Savana Van
+2012 Audi TT RS Coupe
+2012 Rolls-Royce Phantom Sedan
+2012 Porsche Panamera Sedan
+2012 Bentley Continental GT Coupe
+2012 Jeep Grand Cherokee SUV
+2012 Audi R8 Coupe
+2007 Cadillac Escalade EXT Crew Cab
+2007 Bentley Continental Flying Spur Sedan
+2012 Chevrolet Avalanche Crew Cab
+2010 Dodge Dakota Crew Cab
+2010 HUMMER H3T Crew Cab
+2007 Ford F-150 Regular Cab
+2012 Volkswagen Golf Hatchback
+2012 Ferrari FF Coupe
+2012 Toyota Camry Sedan
+2012 Aston Martin V8 Vantage Convertible
+1994 Audi 100 Sedan
+2011 Ford Ranger SuperCab
+2012 GMC Canyon Extended Cab
+2012 Acura TSX Sedan
+2012 BMW 3 Series Sedan
+2012 Honda Odyssey Minivan
+2012 Dodge Durango SUV
+2012 Toyota Corolla Sedan
+2012 Chevrolet Camaro Convertible
+2012 Ford Edge SUV
+2007 Bentley Continental GT Coupe
+1994 Audi 100 Wagon
+2012 Ford E-Series Wagon Van
+2012 Jeep Patriot SUV
+2011 Audi S6 Sedan
+2012 Mercedes-Benz S-Class Sedan
+2012 Hyundai Sonata Sedan
+2012 Rolls-Royce Phantom Drophead Coupe Convertible
+2006 Ford GT Coupe
+2012 Cadillac CTS-V Sedan
+2012 BMW X3 SUV
+2007 Chevrolet Express Van
+2007 Chevrolet Impala Sedan
+2012 Chevrolet Silverado 1500 Extended Cab
+2012 Mercedes-Benz C-Class Sedan
+2012 Hyundai Santa Fe SUV
+2009 Dodge Sprinter Cargo Van
+2012 GMC Acadia SUV
+2012 Hyundai Genesis Sedan
+2012 Dodge Caliber Wagon
+2012 Jeep Liberty SUV
+1993 Mercedes-Benz 300-Class Convertible
+2009 Ford Expedition EL SUV
+2012 BMW 1 Series Coupe
+2012 Jaguar XK XKR
+2012 Hyundai Accent Sedan
+2008 Isuzu Ascender SUV
+1998 Nissan 240SX Coupe
+2012 Scion xD Hatchback
+2012 Chevrolet Corvette ZR1
+2009 Bentley Arnage Sedan
+2010 Chevrolet HHR SS
+2012 Land Rover LR2 SUV
+2012 Hyundai Azera Sedan
+2009 Chrysler Aspen SUV
+2012 Buick Regal GS
+2012 BMW 3 Series Wagon
+2012 Jeep Compass SUV
+2012 Ram C/V Cargo Van Minivan
+2009 Spyker C8 Convertible
+2007 Audi S4 Sedan
+2012 Rolls-Royce Ghost Sedan
+2000 AM General Hummer SUV
+2007 Ford Freestar Minivan
+2011 Bentley Mulsanne Sedan
+2011 Audi TT Hatchback
+2009 Mercedes-Benz SL-Class Coupe
+2012 Chevrolet Silverado 1500 Hybrid Crew Cab
+2012 Buick Enclave SUV
+2009 Chevrolet TrailBlazer SS
+2009 HUMMER H2 SUT Crew Cab
+2012 McLaren MP4-12C Coupe
+2011 Dodge Challenger SRT8
+2012 Suzuki SX4 Hatchback
+2009 Bugatti Veyron 16.4 Convertible
+2012 Toyota 4Runner SUV
+2007 Buick Rainier SUV
+2010 Chrysler Sebring Convertible
+2001 Acura Integra Type R
+1994 Audi V8 Sedan
+2008 Audi RS 4 Convertible
+2012 Honda Accord Coupe
+2012 Audi S4 Sedan
+2012 Aston Martin Virage Coupe
+2012 Chevrolet Sonic Sedan
+2007 Chevrolet Monte Carlo Coupe
+2007 Volvo XC90 SUV
+2007 Ford Mustang Convertible
+2012 Aston Martin Virage Convertible
+2012 smart fortwo Convertible
+2012 FIAT 500 Abarth
+2012 Infiniti G Coupe IPL
+2007 Dodge Caliber Wagon
+2012 Hyundai Tucson SUV
+2012 Acura ZDX Hatchback
+2012 BMW ActiveHybrid 5 Sedan
+2012 Ferrari California Convertible
+2012 Nissan Leaf Hatchback
+2001 Lamborghini Diablo Coupe
+2012 Audi S5 Convertible
+2007 BMW 6 Series Convertible
+2012 Ferrari 458 Italia Convertible
+2012 Chevrolet Silverado 2500HD Regular Cab
+2012 Chevrolet Corvette Convertible
+2009 Bugatti Veyron 16.4 Coupe
+2012 Tesla Model S Sedan
+2012 FIAT 500 Convertible
+2012 Hyundai Veloster Hatchback
+2011 Lincoln Town Car Sedan
+2012 Lamborghini Aventador Coupe
+2009 Dodge Ram Pickup 3500 Quad Cab
+2012 Nissan NV Passenger Van
+2007 Honda Odyssey Minivan
+2012 Maybach Landaulet Convertible
+2012 Chevrolet Silverado 1500 Regular Cab
+2012 Suzuki Kizashi Sedan
+2012 Chevrolet Tahoe Hybrid SUV
+2012 Mercedes-Benz Sprinter Van
+2007 Suzuki Aerio Sedan
+2012 Audi S5 Coupe
+2012 Aston Martin V8 Vantage Coupe
+2010 Chevrolet Malibu Hybrid Sedan
+2012 Ford F-150 Regular Cab
+2012 Ford Fiesta Sedan
+2007 Ford Focus Sedan
+2012 Bentley Continental Supersports Conv. Convertible
+2007 Chevrolet Silverado 1500 Classic Extended Cab
+2007 BMW X5 SUV
+2012 Jeep Wrangler SUV
+2008 Acura TL Type-S
+2008 Chrysler Crossfire Convertible
+2012 Lamborghini Gallardo LP 570-4 Superleggera
+2012 Mercedes-Benz E-Class Sedan
+2007 Chevrolet Express Cargo Van
+2012 GMC Terrain SUV
+2008 Dodge Magnum Wagon
+2012 Honda Accord Sedan
+2008 Chrysler PT Cruiser Convertible
+2011 Mazda Tribute SUV
+2012 BMW M3 Coupe
+1998 Eagle Talon Hatchback
+2002 Daewoo Nubira Wagon
+2012 BMW X6 SUV
+2008 Lamborghini Reventon Coupe
+2012 Cadillac SRX SUV
+2012 MINI Cooper Roadster Convertible
+2012 Acura RL Sedan
+2012 BMW 1 Series Convertible
+2007 Dodge Durango SUV
+2010 BMW M5 Sedan
+2012 Chrysler Town and Country Minivan

desc/classnames/UCF101.txt

@@ -0,0 +1,101 @@
+Apply Eye Makeup
+Apply Lipstick
+Archery
+Baby Crawling
+Balance Beam
+Band Marching
+Baseball Pitch
+Basketball
+Basketball Dunk
+Bench Press
+Biking
+Billiards
+Blow Dry Hair
+Blowing Candles
+Body Weight Squats
+Bowling
+Boxing Punching Bag
+Boxing Speed Bag
+Breast Stroke
+Brushing Teeth
+Clean And Jerk
+Cliff Diving
+Cricket Bowling
+Cricket Shot
+Cutting In Kitchen
+Diving
+Drumming
+Fencing
+Field Hockey Penalty
+Floor Gymnastics
+Frisbee Catch
+Front Crawl
+Golf Swing
+Haircut
+Hammering
+Hammer Throw
+Handstand Pushups
+Handstand Walking
+Head Massage
+High Jump
+Horse Race
+Horse Riding
+Hula Hoop
+Ice Dancing
+Javelin Throw
+Juggling Balls
+Jumping Jack
+Jump Rope
+Kayaking
+Knitting
+Long Jump
+Lunges
+Military Parade
+Mixing
+Mopping Floor
+Nunchucks
+Parallel Bars
+Pizza Tossing
+Playing Cello
+Playing Daf
+Playing Dhol
+Playing Flute
+Playing Guitar
+Playing Piano
+Playing Sitar
+Playing Tabla
+Playing Violin
+Pole Vault
+Pommel Horse
+Pull Ups
+Punch
+Push Ups
+Rafting
+Rock Climbing Indoor
+Rope Climbing
+Rowing
+Salsa Spin
+Shaving Beard
+Shotput
+Skate Boarding
+Skiing
+Skijet
+Sky Diving
+Soccer Juggling
+Soccer Penalty
+Still Rings
+Sumo Wrestling
+Surfing
+Swing
+Table Tennis Shot
+Tai Chi
+Tennis Swing
+Throw Discus
+Trampoline Jumping
+Typing
+Uneven Bars
+Volleyball Spiking
+Walking With Dog
+Wall Pushups
+Writing On Board
+Yo Yo

desc/gpt-4.1/descriptions_top4/Caltech101.json

@@ -0,0 +1,602 @@
+{
+    "face": [
+        "A face is identified by the presence of two eyes above a nose and mouth arranged symmetrically on a head.",
+        "Faces are recognized by symmetrical arrangement of eyes nose and mouth with consistent spatial relationships and smooth skin texture.",
+        "Faces have symmetrical features like eyes nose and mouth arranged predictably unlike other objects which have varied shapes and structures.",
+        "Face images show human faces with clear eyes nose and mouth often centered and distinct from other object shapes and textures."
+    ],
+    "leopard": [
+        "A leopard has a sleek body with distinctive dark rosette spots on golden fur, resembling a large wild cat.",
+        "Leopards have distinctive spotted fur patterns and a feline body shape, unlike most other objects which lack animal features.",
+        "A leopard is identified by its golden fur covered with distinctive black rosette-shaped spots and a muscular, agile body.",
+        "Leopards are recognized by their golden fur covered with distinctive dark rosette spots and a muscular body with a long tail."
+    ],
+    "motorbike": [
+        "Motorbikes have two wheels, a visible frame, and handlebars, unlike most other objects which lack these distinctive features.",
+        "A motorbike is identified by two wheels, a seat, handlebars, and an exposed engine, unlike cars or bicycles.",
+        "A motorbike has two wheels, a seat, handlebars, and a visible engine, often appearing sleek and elongated.",
+        "A motorbike is recognized by its two wheels, exposed engine, handlebars, and elongated seat distinct from cars or bicycles."
+    ],
+    "accordion": [
+        "An accordion is recognized by its pleated bellows, rows of buttons or keys, and rectangular body with metal grills.",
+        "An accordion is recognizable by its pleated bellows, keyboard or buttons, and rectangular shape often held between two hands.",
+        "An accordion looks like a boxy musical instrument with pleated bellows and rows of buttons or keys on each side.",
+        "An accordion is uniquely identified by its pleated bellows and parallel rows of keys or buttons on either side."
+    ],
+    "airplane": [
+        "Airplanes are recognized by their long fuselage, wings extending sideways, tail fin, and often visible engines or landing gear.",
+        "An airplane typically has long wings, a streamlined body, and a tail, distinguishing it from most other objects.",
+        "Airplanes have long wings, a streamlined body, and a tail, unlike most objects which lack these distinctive aerodynamic features.",
+        "Airplanes uniquely have large wings extending from a central fuselage with engines and a tail fin visible in side views."
+    ],
+    "anchor": [
+        "The anchor has a prominent curved shank with flukes at one end and a ring or stock at the other.",
+        "An anchor has a curved metal shape with flukes and a shank, unlike most objects which lack these distinctive features.",
+        "An anchor is recognized by its curved shank, flukes, and stock, forming a symmetrical metal shape designed to grip surfaces.",
+        "Anchors are identifiable by their curved shank, flukes, and stock, which are distinct from other objects in shape and structure."
+    ],
+    "ant": [
+        "Ants are small segmented insects with thin bodies six legs and antennae unlike most objects which lack these features.",
+        "Ants are small segmented insects with narrow waists elbowed antennae and three distinct body parts head thorax and abdomen.",
+        "An ant is small with a segmented body, narrow waist, six legs, and elbowed antennae, unlike most other objects.",
+        "An ant is small slender with a segmented body six legs and antennae unlike larger or more complex shaped objects."
+    ],
+    "barrel": [
+        "Barrels are cylindrical with rounded sides and flat ends, unlike most objects which have varied shapes and surface features.",
+        "A barrel is a large cylindrical container with rounded sides flat ends and metal bands often made of wood.",
+        "A barrel is cylindrical with rounded sides flat circular ends and often features visible hoops or bands around its body.",
+        "A barrel is typically cylindrical with bulging sides flat ends and visible wooden staves often bound by metal hoops."
+    ],
+    "bass": [
+        "Bass can be identified by its elongated body, distinct dorsal fin, and characteristic fish shape compared to other objects.",
+        "Bass are recognized by their elongated body, distinct fins, and characteristic mouth shape, differing from other objects in structure.",
+        "Bass have elongated bodies, distinct fins, and scales, differing from objects with rounder shapes, smoother surfaces, or mechanical features.",
+        "The bass is uniquely identified by its elongated body, distinct dorsal fin shape, and visible gills compared to other objects."
+    ],
+    "beaver": [
+        "Beavers have brown fur, flat tails, and large front teeth, unlike most objects which lack these animal-specific features.",
+        "A beaver can be identified by its flat tail large front teeth brown fur and broad body often near water.",
+        "Beavers are recognized by their flat tails, large front teeth, brown fur, and robust bodies often depicted near water.",
+        "The beaver category features a furry animal with a flat tail, prominent teeth, and often appears near water or wood."
+    ],
+    "binocular": [
+        "Binoculars are typically identified by their two parallel cylindrical tubes joined together, designed for viewing distant objects with both eyes.",
+        "Binoculars are typically two parallel cylindrical tubes joined together with lenses at both ends and a central hinge for adjustment.",
+        "Binoculars are recognized by their paired cylindrical tubes, central hinge, and eyepieces designed for simultaneous use by both eyes.",
+        "Binoculars typically have two parallel cylindrical tubes for lenses, unlike most objects which lack this distinctive dual-tube structure."
+    ],
+    "bonsai": [
+        "Bonsai are miniature trees with detailed branches and leaves, unlike most objects which lack this natural tree-like structure.",
+        "Bonsai can be identified by their miniature tree shape with thick trunks and carefully pruned branches in small pots.",
+        "Bonsai images feature small meticulously shaped trees in pots with dense foliage and visible trunks often against plain backgrounds.",
+        "Bonsai images show small intricately shaped trees in pots often with twisted trunks and dense foliage against simple backgrounds."
+    ],
+    "brain": [
+        "A brain has a wrinkled, convoluted surface and irregular shape, unlike most objects which are smoother and more defined.",
+        "The brain appears as a convoluted, rounded mass with deep grooves and folds, unlike most smooth or angular objects.",
+        "The brain category is recognized by its convoluted surface, symmetrical shape, and prominent grooves and folds unlike other objects.",
+        "A brain appears as a wrinkled, folded mass with symmetrical hemispheres and a distinctive convoluted surface unlike other objects."
+    ],
+    "brontosaurus": [
+        "Brontosaurus images show a large long-necked dinosaur with four legs unlike most other objects which are not prehistoric animals.",
+        "Brontosaurus is identified by its large body, long neck and tail, and four thick legs resembling a classic dinosaur shape.",
+        "Brontosaurus is recognized by its long neck, large bulky body, four thick legs, and long tapering tail resembling a dinosaur.",
+        "Brontosaurus is uniquely identified by its long neck and tail with a large bulky body and four sturdy legs."
+    ],
+    "buddha": [
+        "Buddha is identified by a serene face, elongated earlobes, ushnisha on the head, and often a meditative seated posture.",
+        "Buddha images feature a serene human face or figure with distinct head shapes, unlike other objects which lack these characteristics.",
+        "Buddha images typically show a seated or standing human figure with distinct facial features and often a serene expression.",
+        "Buddha images feature a serene face, elongated earlobes, ushnisha on the head, and often a meditative seated posture."
+    ],
+    "butterfly": [
+        "Butterflies have symmetrical wings with colorful patterns and slender bodies, unlike most objects which lack wings and vibrant patterns.",
+        "Butterflies are recognized by their symmetrical wings with vivid patterns, slender bodies, and antennae, distinct from other objects.",
+        "A butterfly has delicate symmetrical wings with colorful patterns and a slender body, distinct from most other objects.",
+        "A butterfly has two large symmetrical wings with colorful patterns and a slender body with antennae, unlike most objects."
+    ],
+    "camera": [
+        "Cameras typically have a lens, buttons, and a rectangular body, unlike most other objects which lack these features.",
+        "A camera is identifiable by its lens shape, rectangular body, and visible buttons or dials unlike most other objects.",
+        "A camera is recognized by its lens circular shape body buttons and sometimes a visible flash or viewfinder on the front.",
+        "The camera category features boxy shapes with prominent circular lenses and buttons, often appearing metallic or black among objects."
+    ],
+    "cannon": [
+        "A cannon is a large cylindrical object often mounted on wheels with a wide barrel and a sturdy base.",
+        "Cannons are large cylindrical objects often mounted on wheels, distinct from other objects by their barrel shape and metallic surface.",
+        "Cannon images feature large cylindrical barrels, sturdy mounts or wheels, and metallic textures, distinguishing them from other objects.",
+        "A cannon is typically large, cylindrical, and mounted on wheels or supports, often with a wide barrel facing outward."
+    ],
+    "car side": [
+        "Car side images are recognized by their elongated horizontal shape visible wheels windows and roofline distinct from other object categories.",
+        "Car side images show a clear vehicle profile with wheels and windows, unlike other objects which lack these automotive features.",
+        "Car side images show a horizontal rectangular shape with wheels at the bottom and windows along the upper side.",
+        "Car side images show vehicles viewed directly from the side highlighting wheels windows and the overall profile of the car."
+    ],
+    "ceiling fan": [
+        "A ceiling fan has rotating blades attached to a central hub, usually mounted on the ceiling, unlike most other objects.",
+        "A ceiling fan typically has multiple blades radiating from a central hub and is usually mounted flat against a ceiling surface.",
+        "A ceiling fan is recognized by its central hub with multiple evenly spaced blades radiating outward, usually mounted overhead.",
+        "A ceiling fan has rotating blades attached to a central hub, usually mounted on the ceiling, resembling a spinning propeller."
+    ],
+    "cellphone": [
+        "A cellphone is typically rectangular, flat, and compact with a screen and buttons or touchscreen on one side.",
+        "Cellphones are typically rectangular with a screen and buttons, unlike most objects which have varied shapes and visible functional parts.",
+        "Cellphones are typically small rectangular objects with a screen and buttons, often darker in color compared to other objects.",
+        "Cellphones are typically rectangular, flat, and have a screen with buttons or icons, often featuring a speaker and visible edges."
+    ],
+    "chair": [
+        "A chair is identified by its flat seat, backrest, and usually four legs, designed for a person to sit on.",
+        "A chair is recognized by its flat seat, backrest, and typically four legs designed for sitting, distinguishing it from other objects.",
+        "A chair typically has a flat seat, a backrest, and four legs, designed for sitting and supporting a person.",
+        "Chairs typically have a flat seat, a backrest, and legs, distinguishing them from other objects with different shapes."
+    ],
+    "chandelier": [
+        "Chandeliers are recognized by their ornate branching arms, multiple light sources, and hanging decorative elements often arranged symmetrically.",
+        "Chandeliers have multiple arms or branches with hanging lights or ornaments, unlike most objects which lack such elaborate structures.",
+        "A chandelier appears as a decorative hanging light fixture with multiple arms or branches often adorned with crystals or glass.",
+        "A chandelier is identified by its ornate structure with multiple arms or branches holding lights, often hanging from the ceiling."
+    ],
+    "cougar body": [
+        "Cougar body is identified by its large muscular feline shape short tawny fur long tail and distinct facial features.",
+        "Cougar body images show a large muscular feline with tan fur unlike inanimate objects which lack animal shapes and textures.",
+        "Cougar body images show a large muscular feline with a long tail usually in side view without the head visible.",
+        "Cougar body images show a large muscular feline with a long tail tawny fur and no prominent mane or spots."
+    ],
+    "cougar face": [
+        "Cougar face images show a furry feline face with distinct eyes and nose, unlike other objects which lack animal features.",
+        "Cougar face images show a rounded feline face with forward-facing eyes short muzzle and distinctive ear shape unlike most objects.",
+        "Cougar face images show a large wild cat with rounded ears forward-facing eyes and a distinctive short muzzle.",
+        "Cougar face is identified by its rounded ears, broad nose, prominent whisker pads, and feline eyes with a tawny fur color."
+    ],
+    "crab": [
+        "Crabs have a broad flat body with a hard shell and prominent sideways legs unlike most other objects.",
+        "A crab can be identified by its broad flat body, two large claws, and multiple legs radiating from its sides.",
+        "A crab has a rounded body with multiple legs extending sideways and two prominent front claws, resembling a spider.",
+        "Crabs are recognized by their broad flat bodies, prominent sideways legs, and two large front claws distinct from other objects."
+    ],
+    "crayfish": [
+        "Crayfish are recognized by their elongated bodies, prominent pincers, segmented tails, and jointed legs, resembling small lobsters.",
+        "Crayfish have segmented bodies, long antennae, and prominent pincers, unlike most other objects which lack these features.",
+        "Crayfish have a segmented body, large front claws, long antennae, and resemble small lobsters with a hard exoskeleton.",
+        "Crayfish have elongated bodies with segmented tails, prominent pincers, and resemble small lobsters among the various objects."
+    ],
+    "crocodile": [
+        "A crocodile has a long body, rough scaly skin, short legs, and a wide snout filled with sharp teeth.",
+        "A crocodile is identified by its elongated snout, rough scaly skin, short legs, and a long powerful tail.",
+        "Crocodiles are recognized by their elongated snouts rough scaly skin short legs and long powerful tails distinct from other objects.",
+        "Crocodiles have elongated bodies rough scaly skin long jaws and visible teeth unlike most other objects in the dataset."
+    ],
+    "crocodile head": [
+        "A crocodile head is elongated with rough textured skin prominent eyes and visible sharp teeth along the jawline.",
+        "A crocodile head is recognized by its elongated snout, visible sharp teeth, rough textured skin, and prominent eyes.",
+        "A crocodile head is long and flat with rough textured skin, prominent eyes, and visible sharp teeth along the jaw.",
+        "The crocodile head is unique for its long snout with visible sharp teeth and textured scaly skin."
+    ],
+    "cup": [
+        "A cup is typically identified by its cylindrical shape, open top, and often a handle on one side.",
+        "A cup typically has a cylindrical shape with a handle and open top, unlike most other objects with different forms.",
+        "A cup typically appears as a rounded vessel with an open top and a handle, distinct from more complex or flat objects.",
+        "A cup is typically cylindrical with a handle and an open top often appearing smooth and symmetrical compared to other objects."
+    ],
+    "dalmatian": [
+        "A dalmatian is a medium sized dog with a white coat covered in distinct black or dark brown spots.",
+        "Dalmatians are recognized by their white fur covered with distinct black spots and their medium sized athletic dog body shape.",
+        "A dalmatian is identified by its white coat covered with distinct black spots and its overall dog-like body shape.",
+        "Dalmatians have a distinctive white coat with black spots which sets them apart from other objects in the dataset."
+    ],
+    "dollar bill": [
+        "A dollar bill is rectangular, flat, thin, and features detailed printed designs unlike most other objects which are more three-dimensional.",
+        "A dollar bill is a flat rectangular object with intricate patterns and faces, usually greenish and distinct from other items.",
+        "A dollar bill is rectangular, thin, and features detailed printed designs with faces and numbers, unlike most other objects.",
+        "A dollar bill uniquely features rectangular shape, greenish color, and intricate printed patterns resembling currency designs not found on other objects."
+    ],
+    "dolphin": [
+        "Dolphins have streamlined bodies, smooth skin, a dorsal fin, and a distinct beak unlike most other objects in appearance.",
+        "Dolphins are recognized by their streamlined bodies, curved dorsal fins, elongated beaks, and smooth skin, often shown leaping or swimming.",
+        "A dolphin appears as a streamlined aquatic animal with a curved body, distinct dorsal fin, and elongated beak-like snout.",
+        "A dolphin is sleek gray with a curved body, a dorsal fin, and a long beak-like snout, resembling a fish."
+    ],
+    "dragonfly": [
+        "A dragonfly has a long slender body, large transparent wings, and is more delicate and elongated than most other objects.",
+        "Dragonflies are recognized by their long slender bodies, two pairs of large transparent wings, and prominent bulging eyes.",
+        "Dragonflies have long slender bodies, two pairs of large transparent wings, and prominent bulging eyes, unlike most other objects.",
+        "Dragonflies have two pairs of long transparent wings with visible veins and an elongated segmented body distinct from other objects."
+    ],
+    "electric guitar": [
+        "An electric guitar has a solid body, long neck, pickups, and tuning pegs, unlike most everyday objects in appearance.",
+        "An electric guitar is recognized by its solid body, long neck, tuning pegs, pickups, and distinctive curved or angular shape.",
+        "An electric guitar has a solid body, long neck, six strings, and distinctive pickups, often with a shiny or colorful finish.",
+        "An electric guitar has a solid body, long neck, six strings, and distinctive curves, often with visible pickups and knobs."
+    ],
+    "elephant": [
+        "Elephants are recognized by their large size, long trunk, big floppy ears, thick legs, and distinctive tusks.",
+        "Elephants are large gray animals with trunks and big ears, unlike most objects which lack these distinctive features.",
+        "The elephant is large with a long trunk big ears and thick legs making it distinct from most other objects.",
+        "An elephant is large with thick gray skin a long trunk big floppy ears and prominent curved tusks."
+    ],
+    "emu": [
+        "Emus are large flightless birds with long necks and legs, unlike most objects which lack feathers and birdlike features.",
+        "An emu is a large flightless bird with long legs a long neck and shaggy brownish feathers.",
+        "An emu is a large flightless bird with a long neck, long legs, and shaggy brownish feathers.",
+        "Emus are large flightless birds with long necks, long legs, shaggy brown feathers, and a distinctive upright posture."
+    ],
+    "euphonium": [
+        "A euphonium is a shiny brass instrument with a large bell, curved tubing, and three or four piston valves.",
+        "A euphonium has a large flared bell, curved tubing, and valves, unlike most objects which lack these brass instrument features.",
+        "A euphonium is recognized by its large curved brass body, wide bell, and complex arrangement of valves and tubing.",
+        "A euphonium looks like a shiny brass instrument with a wide bell and several valves, similar to a small tuba."
+    ],
+    "ewer": [
+        "An ewer resembles a decorative pitcher or jug with a wide spout and handle, often used for pouring liquids.",
+        "Ewers are recognized by their tall narrow bodies curved spouts prominent handles and often decorative designs distinguishing them from other vessels.",
+        "Ewers typically have a spout and handle with a rounded body, unlike most objects which lack this distinctive pouring shape.",
+        "A ewer is identifiable by its pitcher-like shape with a wide body, narrow neck, and a prominent spout and handle."
+    ],
+    "ferry": [
+        "A ferry is a large boat with multiple windows and decks, unlike most objects which lack such maritime features and structure.",
+        "A ferry is a large boat with multiple windows and decks, often appearing flat and rectangular compared to other objects.",
+        "A ferry is identifiable by its large boat shape, multiple decks, and windows, often carrying vehicles or passengers across water.",
+        "A ferry is recognized by its large boat structure with multiple windows, decks, and often visible passenger or vehicle areas."
+    ],
+    "flamingo": [
+        "A flamingo is a tall bird with long legs a curved neck and distinctive pink or reddish feathers.",
+        "A flamingo is identified by its long neck, long legs, curved beak, and distinctive pink or reddish feathers.",
+        "Flamingos are recognized by their long curved necks, thin legs, pinkish feathers, and distinctive downward-bending beaks.",
+        "Flamingos are tall birds with long legs, curved necks, and pink feathers, unlike most other objects which lack these features."
+    ],
+    "flamingo head": [
+        "A flamingo head is identified by its long curved neck, pale pink color, and large downward-bending beak.",
+        "The flamingo head is long and curved with a distinct downward bend and a prominent beak compared to other objects.",
+        "The flamingo head is unique for its long curved beak with a distinct downward bend and contrasting color pattern.",
+        "The flamingo head is recognized by its long curved beak, slender neck, and distinctive contrasting pink and white coloration."
+    ],
+    "garfield": [
+        "Garfield is an orange cartoon cat with black stripes, large round eyes, and a distinctive chubby body and face.",
+        "Garfield is an orange cartoon cat with black stripes and a round face, unlike most real-life objects or animals.",
+        "Garfield is an orange cartoon cat with black stripes, big eyes, a round face, and a slightly chubby body.",
+        "Garfield is recognized by his orange fur, black stripes, large round eyes, chubby body, and distinctive cartoonish facial expression."
+    ],
+    "gerenuk": [
+        "A gerenuk is a slender antelope with a long neck, long legs, and distinctive large ears compared to other animals.",
+        "Gerenuk have long necks slender legs and a distinctive upright feeding posture unlike most other animals in the dataset.",
+        "A gerenuk is a slender antelope with long legs and neck, often seen standing upright to reach tree leaves.",
+        "Gerenuk are recognized by their long necks slender legs small heads and upright posture unlike other animals in the dataset."
+    ],
+    "gramophone": [
+        "A gramophone is recognizable by its large flared horn and turntable base, unlike most other objects in the dataset.",
+        "A gramophone has a large horn and a turntable, unlike most objects which lack these distinctive audio playback features.",
+        "A gramophone is recognized by its large flared horn, turntable base, and vintage mechanical design unlike modern devices.",
+        "A gramophone has a large horn-shaped speaker, a turntable base, and an overall vintage mechanical appearance compared to other objects."
+    ],
+    "grand piano": [
+        "A grand piano has a large curved body with a lid and visible keys, unlike most objects which lack these features.",
+        "A grand piano is large with a curved body, long lid, visible keyboard, and three legs, unlike most other objects.",
+        "A grand piano is recognized by its large curved body, horizontal strings, visible keyboard, and prominent lid often propped open.",
+        "A grand piano is large with a curved body, flat lid, visible keyboard, and three legs, often appearing glossy."
+    ],
+    "hawksbill": [
+        "Hawksbill features a distinctively patterned turtle shell and beaklike mouth, unlike most other objects with simpler shapes and textures.",
+        "Hawksbill can be identified by its distinctive beak-like mouth and patterned shell, resembling a sea turtle more than other objects.",
+        "The hawksbill resembles a sea turtle with a pointed beak patterned shell and flipper-like limbs among various object shapes.",
+        "Hawksbill is recognized by its distinctive beak shape, patterned shell, and flipper-like limbs, unlike most other objects."
+    ],
+    "headphone": [
+        "Headphones are typically identified by two ear pads connected by a curved band designed to fit over or around the head.",
+        "Headphones are recognized by their circular or oval ear cups connected by a curved band designed to fit over or on the head.",
+        "Headphones typically appear as two ear cups connected by a curved band, often circular or oval, distinct from most objects.",
+        "Headphones are unique for their two ear cups connected by a curved band designed to fit over the top of the head."
+    ],
+    "hedgehog": [
+        "A hedgehog is a small round animal covered in short spines with a pointed nose and small legs.",
+        "A hedgehog is small round and covered in short spines with a pointed nose and small dark eyes.",
+        "A hedgehog has a small rounded body covered in spines with a pointed nose unlike most other objects.",
+        "A hedgehog is recognized by its small rounded body covered in short spines with a pointed snout and tiny feet."
+    ],
+    "helicopter": [
+        "Helicopters have rotating blades on top, a tail rotor, and a distinct elongated body unlike most other objects.",
+        "A helicopter is recognized by its main rotor blades on top, tail rotor, elongated body, and landing skids or wheels.",
+        "A helicopter is identified by its main rotor on top, tail rotor, elongated body, and landing skids or wheels.",
+        "A helicopter has a central body with a large main rotor on top and a smaller tail rotor at the rear."
+    ],
+    "ibis": [
+        "An ibis is a long-legged bird with a downward-curved beak and slender body, distinct from most other objects.",
+        "An ibis is identified by its long curved bill slender neck and legs and overall elegant wading bird shape.",
+        "The ibis is recognized by its long downward curved bill slender neck long legs and overall white or dark plumage.",
+        "Ibis have long curved beaks and slender legs, unlike most objects which lack these distinctive bird features."
+    ],
+    "inline skate": [
+        "Inline skates are recognized by their boot shape with a straight line of small wheels attached underneath the sole.",
+        "Inline skates have multiple small wheels aligned in a single row under a boot, unlike other objects in the dataset.",
+        "An inline skate is identified by its boot with a straight line of small wheels attached underneath, unlike other footwear.",
+        "Inline skates have wheels aligned in a single row and straps, unlike most objects which lack wheels or this specific structure."
+    ],
+    "joshua tree": [
+        "Joshua tree has spiky branches and clustered leaves, unlike most objects which have smoother shapes and more uniform surfaces.",
+        "Joshua tree has a distinctive branching structure with spiky leaves clustered at the ends of thick irregular limbs.",
+        "A joshua tree has a thick trunk with spiky branches and clusters of sharp leaves, resembling a desert tree.",
+        "A Joshua tree has a thick trunk with spiky branches ending in clusters of sharp leaves, resembling a unique desert silhouette."
+    ],
+    "kangaroo": [
+        "A kangaroo has a large body, long powerful hind legs, a small head, and a long thick tail for balance.",
+        "A kangaroo is identified by its large powerful hind legs long tail upright posture and small head with large ears.",
+        "Kangaroos are recognized by their large powerful hind legs long tail upright posture small head and often visible pouch.",
+        "A kangaroo is uniquely identified by its large powerful hind legs and long thick tail used for balance and movement."
+    ],
+    "ketch": [
+        "Ketch images are distinguished by two masts, sails, and a boat hull, unlike single-masted or non-boat objects.",
+        "Ketch has two masts and sails, distinguishing it from other objects which lack these nautical features and boat structure.",
+        "A ketch can be identified by its two masts with the shorter mizzen mast positioned behind the main mast.",
+        "A ketch is a sailboat with two masts and sails, appearing sleek and elongated compared to other objects."
+    ],
+    "lamp": [
+        "A lamp is typically identified by its bulb or shade on top and a supporting base or stand underneath.",
+        "A lamp is recognized by its upright structure, bulb or shade at the top, and often a visible base or stand.",
+        "A lamp typically has a base and a shade or bulb, often appearing upright and distinct from other objects.",
+        "Lamps typically have a distinct base and shade structure, often featuring a bulb, unlike most other objects with varied forms."
+    ],
+    "laptop": [
+        "A laptop typically appears as a thin rectangular device with a hinged screen and keyboard, often shown open or closed.",
+        "Laptops have a flat rectangular shape with a visible hinge and keyboard, unlike most objects which lack these features.",
+        "A laptop is typically flat and rectangular with a visible hinge connecting a screen and keyboard, often appearing open or closed.",
+        "A laptop is recognized by its rectangular clamshell shape, visible keyboard, screen hinge, and often a touchpad below the keyboard."
+    ],
+    "llama": [
+        "Llamas have long necks, woolly bodies, and distinct faces, unlike most other objects which lack these animal features.",
+        "A llama is recognized by its long neck, woolly body, upright ears, and gentle face, resembling a small camel.",
+        "A llama looks like a large woolly animal with a long neck, upright ears, and a gentle facial expression.",
+        "Llamas are recognized by their long necks, woolly bodies, large ears, and distinctive elongated faces compared to other animals."
+    ],
+    "lobster": [
+        "Lobsters are recognized by their elongated bodies, large claws, segmented tails, and long antennae, unlike most other objects.",
+        "A lobster is identified by its elongated body, large front claws, segmented tail, and hard shell with a reddish or brownish color.",
+        "Lobsters have segmented bodies, long antennae, and large claws, unlike most objects which lack these distinctive crustacean features.",
+        "A lobster has a long segmented body, large claws, and antennae, resembling a spiny armored sea creature."
+    ],
+    "lotus": [
+        "Lotus has broad rounded petals and a central seed pod, unlike most objects which lack such floral structures and symmetry.",
+        "Lotus is recognized by its large rounded petals, central seed pod, and broad flat leaves often seen above water.",
+        "A lotus is identified by its large round petals arranged symmetrically around a central seed pod and broad flat leaves.",
+        "Lotus images show large, rounded petals radiating from a central point, often with broad leaves and water backgrounds."
+    ],
+    "mandolin": [
+        "A mandolin has a teardrop-shaped wooden body, a neck with frets, and multiple tuning pegs, unlike most objects.",
+        "A mandolin is identified by its teardrop-shaped wooden body, round sound hole, and a short neck with tuning pegs.",
+        "A mandolin has a rounded wooden body, a long neck, and strings, resembling a small lute or guitar.",
+        "A mandolin is recognized by its teardrop-shaped wooden body, round sound hole, short neck, and paired tuning pegs."
+    ],
+    "mayfly": [
+        "Mayflies have two or three long thin tail filaments extending from their abdomen which are uncommon in other objects.",
+        "Mayflies have delicate elongated bodies with two or three long tail filaments and large transparent wings unlike most other objects.",
+        "Mayflies are recognized by their delicate elongated bodies large transparent wings held upright and long threadlike tails.",
+        "A mayfly has delicate transparent wings held upright, a slender body, and long threadlike tails distinct from other objects."
+    ],
+    "menorah": [
+        "A menorah is a branched candelabrum with multiple arms, typically arranged symmetrically and often depicted upright and ornate.",
+        "A menorah is identified by its branched candelabrum shape with multiple arms extending from a central stem.",
+        "A menorah is recognized by its central stem with multiple evenly spaced branches each holding a candle or lamp.",
+        "A menorah has a central stem with multiple branches holding candles, unlike most objects which lack this distinctive structure."
+    ],
+    "metronome": [
+        "A metronome is typically a tall narrow device with a swinging pendulum and a scale or markings on its front.",
+        "A metronome typically has a tall triangular shape with a swinging pendulum, unlike most other objects which lack this form.",
+        "A metronome is recognized by its upright rectangular body, swinging pendulum, and a graduated scale for tempo markings.",
+        "A metronome typically looks like a small upright device with a swinging pendulum and a numbered scale on its front."
+    ],
+    "minaret": [
+        "Minarets are tall slender towers with balconies unlike most objects which are shorter wider and lack architectural detailing.",
+        "A minaret is uniquely identified by its tall slender tower structure often featuring balconies and pointed or domed tops.",
+        "A minaret is a tall slender tower with a pointed top often attached to a mosque and featuring small windows.",
+        "Minarets are tall slender towers with balconies and pointed tops often attached to mosques standing out from other objects."
+    ],
+    "nautilus": [
+        "Nautilus is recognized by its spiraled shell with chambered sections and smooth curved lines distinct from other objects.",
+        "Nautilus has a distinct spiral shell with visible chambers, unlike most other objects which lack this unique coiled structure.",
+        "A nautilus has a smooth spiraled shell with distinct chamber lines resembling a coiled seashell among other objects.",
+        "A nautilus is identified by its distinct spiral shell with smooth chambers and striped patterns, resembling a coiled seashell."
+    ],
+    "octopus": [
+        "An octopus has a rounded body and multiple long arms, unlike most objects which have distinct shapes and lack tentacles.",
+        "An octopus is recognized by its bulbous head, eight long flexible arms, and lack of a rigid skeleton or shell.",
+        "An octopus has a rounded body with eight long flexible arms radiating outward, often appearing soft and fluid in shape.",
+        "An octopus is identified by its bulbous head and eight long flexible arms radiating from its body."
+    ],
+    "okapi": [
+        "An okapi has zebra-like striped legs, a horse-like head, and a dark brown body with white markings.",
+        "An okapi has zebra-like striped legs, a horse-like body, and a long neck, unlike most other animals.",
+        "An okapi looks like a horse-sized animal with a dark body, striped legs, and a face similar to a giraffe.",
+        "Okapis have zebra-like striped legs, a horse-shaped head, and a dark brown body, making them uniquely recognizable."
+    ],
+    "pagoda": [
+        "A pagoda has a tiered tower structure with multiple eaves, often resembling an ornate temple or religious monument.",
+        "Pagodas have tiered roofs with upward-curving eaves and vertical symmetry, unlike most other objects which lack these architectural features.",
+        "A pagoda is identified by its tiered tower structure with multiple eaves and upward curving roofs distinct from other objects.",
+        "Pagodas are recognized by their tiered roofs, upward-curving eaves, and multi-level tower structure distinct from other architectural forms."
+    ],
+    "panda": [
+        "Pandas have distinctive black and white fur, round faces, and large dark eye patches unlike most other objects or animals.",
+        "Pandas are recognized by their black and white fur, round face, large dark eye patches, and robust body shape.",
+        "A panda is identified by its black and white fur, round face, large dark eye patches, and stocky body.",
+        "A panda has a round face, black eye patches, black limbs, and a white body, resembling a cuddly bear."
+    ],
+    "pigeon": [
+        "Pigeons are recognized by their plump bodies small heads short necks grayish feathers and distinct wing and tail patterns.",
+        "Pigeons have a compact body, small head, and feathers, unlike most objects which lack organic shapes and textures.",
+        "A pigeon can be identified by its plump body, small head, short legs, and iridescent feathers around the neck.",
+        "A pigeon appears as a medium-sized bird with a plump body, small head, short legs, and often grayish feathers."
+    ],
+    "pizza": [
+        "Pizza is typically round flat with a textured surface featuring toppings unlike most other objects which have distinct shapes and surfaces.",
+        "Pizza is typically round with a flat base, topped with melted cheese, tomato sauce, and visible toppings like pepperoni or vegetables.",
+        "Pizza appears as a round flat object with a textured surface often showing slices cheese tomato sauce and various toppings.",
+        "Pizza is typically round with a flat crust, topped with melted cheese, tomato sauce, and various visible toppings arranged in patterns."
+    ],
+    "platypus": [
+        "Platypus has a duck-like bill webbed feet and a flat tail unlike most other objects which lack these features.",
+        "A platypus has a duck-like bill webbed feet flat tail and a furry body unlike most other animals.",
+        "A platypus looks like a small furry animal with a duck-like bill webbed feet and a flat tail.",
+        "The platypus is recognized by its duck-like bill webbed feet flat tail and unique body shape unlike other animals."
+    ],
+    "pyramid": [
+        "Pyramids have a distinct triangular shape with flat faces and pointed tops, unlike most other objects with varied forms.",
+        "A pyramid has a distinct triangular shape with a pointed apex and a broad base, unlike other objects.",
+        "The pyramid appears as a triangular or trapezoidal structure with straight edges and a broad base tapering to a point.",
+        "A pyramid is identified by its triangular sides meeting at a single point and a broad flat base, forming a geometric shape."
+    ],
+    "revolver": [
+        "A revolver is a small handheld firearm with a short barrel and a rotating cylinder containing multiple bullet chambers.",
+        "A revolver is identified by its cylindrical chamber, short barrel, and distinct grip, unlike most other objects.",
+        "A revolver has a distinct cylindrical chamber and barrel, unlike most objects which lack these mechanical and metallic features.",
+        "A revolver is recognized by its cylindrical chamber, short barrel, trigger, and grip, forming a compact, metallic handgun shape."
+    ],
+    "rhino": [
+        "The rhino category features large bulky animals with thick skin one or two horns on their snouts and short legs.",
+        "Rhinos are large animals with thick skin, a prominent horn on their nose, and a bulky, rounded body shape.",
+        "A rhino is recognized by its large bulky body thick skin prominent horn on its snout and short legs.",
+        "A rhino is large with thick gray skin and one or two prominent horns on its snout, unlike other animals."
+    ],
+    "rooster": [
+        "Roosters have colorful feathers, a comb on their head, wattles under their beak, and a distinctive upright posture.",
+        "A rooster is recognized by its prominent comb, colorful plumage, upright posture, long tail feathers, and distinctive beak shape.",
+        "A rooster is identified by its colorful feathers, prominent comb on its head, and long tail compared to other birds.",
+        "A rooster has a prominent red comb, wattles, colorful feathers, a curved tail, and a distinctive upright posture."
+    ],
+    "saxophone": [
+        "A saxophone has a curved metallic body with keys and a flared bell, unlike most objects which lack these features.",
+        "A saxophone is identified by its curved metallic body, flared bell, numerous keys, and distinctive mouthpiece typically made of brass.",
+        "A saxophone has a curved metallic body, flared bell, numerous keys, and a distinctive mouthpiece, unlike most other objects.",
+        "A saxophone has a curved metallic body with a flared bell, numerous keys, and resembles a shiny bent tube."
+    ],
+    "schooner": [
+        "A schooner is a large sailing ship with two or more tall masts and prominent sails, usually seen on water.",
+        "A schooner is identified by its multiple tall masts with large sails, long narrow hull, and classic sailing ship shape.",
+        "A schooner is recognized by its multiple tall masts with large sails and a long narrow hull typical of sailing ships.",
+        "A schooner has multiple tall masts with sails and a long narrow hull, unlike most other objects which lack these features."
+    ],
+    "scissors": [
+        "Scissors have two symmetrical blades joined at a pivot with handles, unlike most objects which lack this distinct cutting mechanism.",
+        "Scissors are recognized by their two elongated blades joined at a pivot with symmetrical handles forming a distinctive cross shape.",
+        "Scissors have two elongated blades joined at a pivot with looped handles, resembling an X or open V shape.",
+        "Scissors are identified by two elongated blades joined at a pivot with handles forming loops for fingers, resembling an X shape."
+    ],
+    "scorpion": [
+        "A scorpion has a segmented body, pincers in front, and a curved tail with a stinger at the end.",
+        "A scorpion has a segmented tail with a stinger, two pincers, and an elongated body with multiple legs.",
+        "Scorpions have segmented bodies, pincers, and a curved tail, unlike most objects which lack these distinct anatomical features.",
+        "A scorpion is recognized by its segmented body, pincers, and a curved tail with a stinger at the end."
+    ],
+    "sea horse": [
+        "A sea horse has a curled tail, elongated snout, and upright body resembling a chess knight, unlike most other objects.",
+        "A sea horse has a slender curved body with a curled tail and a distinct horse-like head among all objects.",
+        "The sea horse has a curled tail and elongated snout with a horse-like head, unlike any other object in the dataset.",
+        "Sea horses have curled tails, elongated snouts, and upright bodies, unlike most other objects which lack these unique features."
+    ],
+    "snoopy": [
+        "Snoopy is a cartoon dog with a white body, black ears, and a distinctive round nose, often lying on a doghouse.",
+        "Snoopy appears as a cartoon dog with a white body, black ears, and often a playful or relaxed pose.",
+        "Snoopy images feature a cartoon dog with a rounded head, black ears, and a distinctive white body often in playful poses.",
+        "Snoopy images feature a cartoon dog with distinctive black ears and a white body unlike most real-world objects in Caltech101."
+    ],
+    "soccer ball": [
+        "A soccer ball is round with a pattern of black and white patches, making it distinct from most other objects.",
+        "A soccer ball is typically round with a pattern of black and white patches unlike most other objects in the dataset.",
+        "A soccer ball is typically round with a pattern of black and white pentagons and hexagons on its surface.",
+        "A soccer ball is round with a distinctive pattern of black and white pentagons and hexagons covering its surface."
+    ],
+    "stapler": [
+        "A stapler is a small, rectangular object with a hinge, often metallic, designed to press and bind papers together.",
+        "A stapler is typically metallic, elongated, and hinged, unlike most objects which have varied shapes and lack this mechanism.",
+        "A stapler is typically metallic, elongated, and hinged with a flat base and top, often resembling a small lever.",
+        "A stapler is typically metallic, elongated, has a hinged top, and features a visible slot for inserting paper."
+    ],
+    "starfish": [
+        "Starfish are easily identified by their five arms radiating from a central body and their rough, textured surface.",
+        "A starfish has a central body with five radiating arms, creating a symmetrical star shape unlike most other objects.",
+        "Starfish have a distinct five-armed radial shape with rough textured surfaces unlike the smoother or differently shaped objects in the dataset.",
+        "Starfish are recognized by their five radiating arms, rough textured surface, and central disk, unlike most other objects."
+    ],
+    "stegosaurus": [
+        "Stegosaurus is recognized by its large back plates, spiked tail, small head, and overall dinosaur body shape.",
+        "Stegosaurus has a bulky body, small head, long tail, and distinctive large plates along its back compared to other objects.",
+        "A stegosaurus is identifiable by its large body, small head, and distinctive row of upright plates along its back.",
+        "Stegosaurus has a distinctive row of large back plates and a spiked tail, unlike most other objects in the dataset."
+    ],
+    "stop sign": [
+        "A stop sign is easily recognized by its red octagonal shape and bold white uppercase STOP lettering in the center.",
+        "A stop sign is easily identified by its red octagonal shape with bold white STOP lettering in the center.",
+        "A stop sign is red and octagonal with bold white letters, unlike most objects which have varied shapes and colors.",
+        "A stop sign is a red octagonal sign with bold white letters spelling STOP, standing out among mostly non-sign objects."
+    ],
+    "strawberry": [
+        "Strawberries are small red fruits with tiny surface seeds and green leafy tops unlike most other objects in the dataset.",
+        "A strawberry is recognized by its red color, conical shape, small surface seeds, and green leafy cap at the top.",
+        "A strawberry is small red heart-shaped with tiny seeds on its surface and a leafy green cap on top.",
+        "A strawberry is small red heart-shaped with tiny seeds on its surface and a leafy green cap at the top."
+    ],
+    "sunflower": [
+        "Sunflowers are recognized by their large round yellow petals surrounding a dark central disk and a tall green stem.",
+        "Sunflowers have large round yellow petals and a central dark disk unlike most other objects which lack this distinct floral structure.",
+        "A sunflower has a large round dark center surrounded by bright yellow petals and a tall green stem with broad leaves.",
+        "A sunflower has a large round center with bright yellow petals radiating outward resembling a sun among various objects."
+    ],
+    "tick": [
+        "A tick is a small oval creature with eight legs, resembling a tiny spider, often darker and flatter than insects.",
+        "A tick is small round and flat with eight legs and no wings or antennae unlike insects or larger arthropods.",
+        "A tick is small, oval, and flat with eight short legs and lacks wings or antennae, resembling a tiny spider.",
+        "A tick is small, round, and flat with eight legs, unlike most objects which have varied shapes and structures."
+    ],
+    "trilobite": [
+        "Trilobites have a segmented, oval exoskeleton with a distinct three-lobed body plan not seen in other objects.",
+        "Trilobites are recognized by their segmented oval bodies with ridged exoskeletons and three longitudinal lobes running head to tail.",
+        "A trilobite has a segmented oval body with ridges and a distinct head unlike most other objects in the dataset.",
+        "A trilobite has a segmented oval body with a distinct head, ribbed segments, and often a ridged tail section."
+    ],
+    "umbrella": [
+        "An umbrella is identified by its curved canopy shape with radiating ribs and a long central handle, unlike most objects.",
+        "Umbrellas are recognized by their curved canopy shape, central shaft, and radiating ribs often with a handle at the bottom.",
+        "Umbrellas have a curved canopy with spokes and a central handle, unlike most objects which lack this distinctive shape and structure.",
+        "An umbrella is uniquely identified by its curved canopy shape with radiating ribs and a central handle underneath."
+    ],
+    "watch": [
+        "A watch typically appears as a small round or rectangular object with a face and visible straps or bands.",
+        "A watch typically has a round face with numbers or markings and visible hands, unlike most other objects.",
+        "A watch is typically round with a face displaying numbers or markers and has straps or bands attached on either side.",
+        "A watch is typically circular with a face displaying numbers or markers and hands, often attached to a strap or band."
+    ],
+    "water lilly": [
+        "Water lily is recognized by its large round floating leaves and prominent central flower often seen on water surfaces.",
+        "Water lily can be identified by its round floating green leaves and large colorful flowers resting on water surfaces.",
+        "Water lilly has broad flat green leaves and delicate flowers floating on water, distinct from animals vehicles or manmade objects.",
+        "Water lily images feature flat round leaves and delicate flowers floating on water, unlike most objects which lack aquatic context."
+    ],
+    "wheelchair": [
+        "Wheelchairs have large rear wheels, small front wheels, a seat, and handles, unlike most objects which lack this structure.",
+        "A wheelchair is identified by its large wheels, seat, and handles, designed for sitting and personal mobility assistance.",
+        "A wheelchair typically has large rear wheels, smaller front wheels, a seat, and handles, resembling a mobile chair frame.",
+        "A wheelchair is recognized by its large rear wheels, small front casters, seat, and handles arranged in a distinctive chair-like frame."
+    ],
+    "wild cat": [
+        "Wild cats have fur patterns, sharp eyes, pointed ears, and feline body shapes unlike most inanimate or non-feline objects.",
+        "A wild cat can be identified by its fur patterns, sharp eyes, pointed ears, and agile body compared to other objects.",
+        "Wild cat images show fur patterns pointed ears sharp eyes whiskers and feline body shape distinguishing them from other objects.",
+        "Wild cat images show agile feline bodies with pointed ears sharp eyes and patterned fur often in natural outdoor settings."
+    ],
+    "windsor chair": [
+        "A windsor chair has a wooden seat with a rounded back made of spindles and distinct splayed legs unlike other objects.",
+        "A windsor chair has a wooden seat with a rounded back made of multiple thin spindles and simple legs.",
+        "A windsor chair features a wooden seat with a semicircular backrest made of multiple thin spindles and splayed legs.",
+        "A windsor chair is identified by its wooden construction, spindle backrest, splayed legs, and rounded seat, often with armrests."
+    ],
+    "wrench": [
+        "A wrench is a long metal tool with a handle and an open or closed loop at one or both ends.",
+        "A wrench has a long metal body with an open or closed gripping end unlike most other objects with varied shapes.",
+        "A wrench is typically metallic, elongated, with a handle and an open or closed loop at one or both ends.",
+        "A wrench is typically long and metallic with a handle and an open or closed jaw for gripping nuts and bolts."
+    ],
+    "yin yang": [
+        "The yin yang symbol is a circular shape divided into black and white halves with a dot of each color in opposite sides.",
+        "Yin yang is identified by a circular shape split into black and white halves with two contrasting dots inside each half.",
+        "Yin yang features a distinct black and white circular pattern with two dots, unlike most objects which have varied shapes and colors.",
+        "The yin yang symbol features a circular shape divided into black and white teardrop halves, each containing a contrasting dot."
+    ]
+}

desc/gpt-4.1/descriptions_top4/DescribableTextures.json

@@ -0,0 +1,284 @@
+{
+    "banded": [
+        "Banded textures show distinct parallel lines or stripes differing in color or shade across the surface easily recognizable visually.",
+        "A banded texture shows parallel lines or stripes with alternating colors or shades creating a distinct pattern in materials.",
+        "Banded textures show alternating light and dark stripes distinct from other textures through their clear repetitive linear patterns and uniform spacing.",
+        "A banded texture shows distinct parallel lines while others may have spots stripes or random patterns differing in appearance significantly."
+    ],
+    "blotchy": [
+        "Blotchy textures show irregular patches of color or shading creating a mottled appearance unlike smooth or uniform patterns.",
+        "Blotchy textures show irregular color patches unlike smooth uniform or finely detailed ones which have consistent patterns across surfaces.",
+        "Blotchy textures show irregular patches of color or shade varying across the surface making them distinct from uniform patterns.",
+        "A blotchy texture appears irregular with patches of different colors or shades scattered unevenly across the surface."
+    ],
+    "braided": [
+        "Braided textures show interwoven strands forming complex patterns distinct from smooth or granular surfaces aiding easy visual recognition among textures.",
+        "A braided texture appears as interwoven strands forming a complex pattern distinct from smooth or granular surfaces in appearance.",
+        "A braided texture shows interwoven strands unlike smooth wavy or spotted textures which have uniform patterns and colors.",
+        "A braided texture appears as interwoven strands creating a complex pattern with a distinct crisscross design and layered appearance."
+    ],
+    "bubbly": [
+        "Bubbly textures show rounded raised areas unlike smooth flat or rough jagged ones in appearance and feel.",
+        "A bubbly texture appears as numerous small raised dots giving a frothy appearance similar to foam or bubbles on liquid.",
+        "A bubbly texture appears as numerous small round shapes clustered together giving a frothy look to the surface.",
+        "Bubbly textures feature rounded shapes with varying sizes and clear separations making them easily distinguishable from other textures visually."
+    ],
+    "bumpy": [
+        "Bumpy textures have irregular surfaces with noticeable protrusions and depressions differing from smooth flat or uniformly patterned textures significantly.",
+        "A bumpy texture has irregular protrusions unlike smooth flat or wavy textures which have even surfaces and consistent patterns respectively.",
+        "A bumpy texture appears uneven with raised areas and irregularities differing from smooth surfaces in visual and tactile qualities.",
+        "A bumpy texture appears with irregular raised areas creating a rough uneven surface distinct from smooth ones easily."
+    ],
+    "chequered": [
+        "A chequered texture has a grid of alternating squares unlike smooth wavy or spotted textures which lack this pattern.",
+        "A chequered texture features a pattern of alternating light and dark squares resembling a chessboard in appearance.",
+        "A chequered texture appears as a pattern of alternating light and dark squares forming a grid like chessboard easily recognizable.",
+        "Chequered textures feature alternating light and dark squares forming a grid pattern easily distinguishable from other textures by this unique arrangement."
+    ],
+    "cobwebbed": [
+        "Cobwebbed textures are characterized by thin intersecting lines creating irregular patterns that resemble spider webs in appearance and structure.",
+        "Cobwebbed textures appear thin and intricate with intersecting lines unlike solid smooth or rough surfaces with uniform patterns and colors.",
+        "A cobwebbed texture appears intricate with thin intersecting lines creating a delicate network resembling spider webs in appearance.",
+        "Cobwebbed textures appear as thin irregular lines forming complex interconnected patterns resembling spider webs in appearance."
+    ],
+    "cracked": [
+        "Cracked textures show distinct lines and separations in surfaces distinguishing them from smoother or more uniform textures easily.",
+        "Cracked textures show deep irregular lines while others may be smooth bumpy or have uniform patterns and colors instead.",
+        "Cracked textures show irregular lines and gaps distinguishing them from smooth or uniform surfaces in various materials easily.",
+        "Cracked textures uniquely show irregular lines and separations indicating surface damage not seen in other textures types simply."
+    ],
+    "crosshatched": [
+        "Crosshatched textures feature intersecting lines creating grid patterns unlike smooth or wavy textures which lack such structured designs.",
+        "Crosshatched textures feature intersecting lines creating a grid pattern distinct for easy recognition among various texture types in images.",
+        "A crosshatched texture appears as intersecting lines creating a grid pattern resembling a woven fabric or mesh structure visually.",
+        "Crosshatched textures show intersecting lines forming a grid pattern distinguishing them visually from other texture types easily."
+    ],
+    "crystalline": [
+        "Crystalline textures appear structured with clear edges unlike smooth soft or rough irregular textures that lack defined patterns and shapes.",
+        "Crystalline textures show sharp defined edges regular patterns and clear repetitive structures distinguishing them from others easily.",
+        "Crystalline textures appear as shiny regular patterns with sharp edges and clear boundaries distinguishing them from other textures easily.",
+        "Crystalline texture appears as clear structured patterns with sharp edges and reflective surfaces resembling ice or gemstones in appearance."
+    ],
+    "dotted": [
+        "Dotted textures are recognized by evenly spaced small distinct spots creating a patterned appearance different from other textures visually.",
+        "A dotted texture appears as small separated spots scattered across a surface creating a distinct pattern easily distinguishable visually.",
+        "A dotted texture appears as small evenly spaced dots creating a pattern across the surface area visually distinct from others.",
+        "A dotted texture shows small separated spots unlike continuous patterns in striped or wavy textures which have unbroken lines."
+    ],
+    "fibrous": [
+        "Fibrous textures appear stringy and elongated unlike smooth shiny or granular ones which have different surface patterns and structures.",
+        "Fibrous textures are characterized by long thin interwoven strands creating a rough uneven surface distinct from other textures.",
+        "Fibrous textures appear as long thin strands or fibers interwoven creating a rough uneven surface distinct from smooth ones.",
+        "Fibrous textures uniquely show long interwoven strands creating a distinct linear and layered appearance unlike other textures."
+    ],
+    "flecked": [
+        "A flecked texture shows small scattered spots unlike smooth solid or uniformly patterned textures which lack such distinct irregularities in appearance.",
+        "Identify flecked texture by spotting irregular scattered spots or specks across the surface distinguishing it from uniform patterns easily.",
+        "Flecked textures are characterized by small irregular spots scattered across a surface creating a distinctive speckled appearance easily recognizable.",
+        "A flecked texture appears as small scattered spots or patches on a surface creating a speckled appearance in various colors."
+    ],
+    "freckled": [
+        "Freckled textures show small brown spots on skin unlike smooth or rough textures which lack such distinct markings entirely.",
+        "Freckled textures show small irregular brown spots on lighter skin areas differing from smooth or uniformly colored textures for easy identification.",
+        "Freckled textures show small brown spots scattered on a lighter background distinguishing them from other textures easily.",
+        "A freckled texture appears as small brown spots scattered across a lighter skin tone resembling scattered pepper."
+    ],
+    "frilly": [
+        "Frilly textures have ruffled edges unlike smooth flat or rough bumpy textures which lack such intricate detailed patterns and designs.",
+        "Frilly textures are characterized by their ruffled layered appearance creating a soft and delicate visual effect easily distinguishable from others.",
+        "Frilly textures appear delicate with ruffled edges and intricate patterns distinguishing them from smoother or coarser types easily.",
+        "A frilly texture appears delicate with ruffled edges and layered folds resembling soft fabric or petal edges in nature."
+    ],
+    "gauzy": [
+        "Gauzy textures appear thin airy and translucent unlike dense heavy or opaque ones which block light and lack transparency completely.",
+        "Gauzy textures are thin airy translucent with fine mesh patterns easily distinguished from dense heavy materials by their light airy appearance.",
+        "A gauzy texture appears thin airy and translucent resembling delicate fabric with a soft airy appearance and subtle sheen.",
+        "A gauzy texture appears translucent airy and delicate with a fine meshed structure easily distinguishable from others visually."
+    ],
+    "grid": [
+        "Grid texture shows regular intersecting lines unlike natural textures which have irregular patterns and varied coloration in appearance.",
+        "Grid textures feature regular intersecting lines forming uniform squares or rectangles easily distinguishing them from other varied textures in images.",
+        "A grid texture shows regular intersecting lines forming squares or rectangles easily distinguishable from other texture types in images.",
+        "A grid texture uniquely features intersecting lines forming consistent square or rectangular patterns unlike other textures."
+    ],
+    "grooved": [
+        "Grooved textures show linear patterns with consistent spacing and depth distinguishing them from other textures in visual analysis easily.",
+        "A grooved texture appears as parallel lines creating a pattern that feels ridged to the touch in various materials.",
+        "Grooved textures show linear patterns and ridges unlike smooth or bumpy surfaces which lack such distinct linear features and depth.",
+        "Grooved textures show parallel lines with consistent spacing creating a pattern that feels ridged to touch visually distinct from others."
+    ],
+    "honeycombed": [
+        "Honeycombed textures feature hexagonal patterns unlike smooth shiny or rough bumpy surfaces seen in other textures in images.",
+        "Honeycombed textures feature hexagonal patterns with uniform shapes and sizes creating a distinctive grid like appearance for easy recognition.",
+        "A honeycombed texture appears as a series of hexagonal cells closely packed resembling a bees honey storage structure in nature.",
+        "A honeycombed texture appears as a network of hexagonal cells resembling a bees nest structure in a uniform pattern."
+    ],
+    "interlaced": [
+        "Interlaced textures show overlapping lines creating a woven pattern distinct from other textures through their intersecting design and visual complexity",
+        "An interlaced texture appears as alternating layers woven together creating a complex pattern with varied visual depth and structure.",
+        "Interlaced textures show a pattern where elements cross over each other creating a woven look distinct from other textures types.",
+        "Interlaced textures show alternating lines of different colors while others may have uniform patterns or random color distributions throughout."
+    ],
+    "knitted": [
+        "Knitted textures show interlocking loops and softness unlike woven which has tight intersecting threads and smoother surface appearance.",
+        "A knitted texture shows interlocking loops forming a fabric pattern distinct from woven or smooth textures in appearance.",
+        "Knitted textures show interlocking loops creating a distinct pattern unlike smooth or woven materials in appearance.",
+        "Knitted textures show interlocking loops creating a patterned surface distinct from woven or smooth materials for easy recognition."
+    ],
+    "lacelike": [
+        "Lacelike textures appear intricate with fine interwoven patterns resembling delicate lacework distinguishing them from other textures easily.",
+        "A lacelike texture appears delicate with intricate patterns unlike smooth solid or rough granular textures which lack such fine detailed designs.",
+        "Lacelike textures are delicate intricate patterns with fine holes and interwoven strands creating a see through lacy appearance easily distinguishable.",
+        "A lacelike texture appears delicate with intricate openwork patterns resembling fine lace with small holes throughout its structure."
+    ],
+    "lined": [
+        "A lined texture appears as parallel or intersecting lines creating a distinct pattern easily distinguishable from other textures by its regularity.",
+        "A lined texture appears as parallel or intersecting lines creating a pattern across the surface in various orientations and densities.",
+        "Lined textures show consistent parallel lines creating a uniform pattern aiding in easy visual recognition among various textures.",
+        "A lined texture uniquely features parallel or intersecting lines creating a distinct pattern not found in other textures."
+    ],
+    "marbled": [
+        "Marbled textures show swirling patterns and color variations unlike uniform or repetitive textures which have consistent appearances throughout.",
+        "Identify marbled texture by its swirling patterns and blend of colors creating a unique stone like appearance in images.",
+        "Marbled textures uniquely show swirling patterns of contrasting colors blending seamlessly in a fluid like manner distinct from others.",
+        "A marbled texture appears with swirling patterns of contrasting colors resembling polished stone surfaces in various designs."
+    ],
+    "matted": [
+        "A matted texture appears fuzzy and nonreflective unlike shiny or smooth textures which are glossy and reflective in appearance.",
+        "A matted texture appears fuzzy with tangled fibers lacking shine and smoothness compared to sleek or polished surfaces.",
+        "Matted textures are characterized by their dense fiber appearance and lack of shine distinguishing them from smoother or glossier surfaces easily.",
+        "A matted texture appears fuzzy with tangled fibers lacking sheen distinguishing it from smoother shinier textures easily."
+    ],
+    "meshed": [
+        "Meshed textures appear interwoven with visible gaps unlike solid smooth or patterned textures which have continuous surfaces or repetitive designs.",
+        "Meshed textures are characterized by interlocking strands forming a grid pattern distinct from other textures by their structured repetitive design.",
+        "A meshed texture appears as a network of intersecting lines forming a grid pattern easily distinguishable from other textures.",
+        "A meshed texture appears as an interwoven grid pattern with consistent spacing and uniform openings throughout its structure."
+    ],
+    "paisley": [
+        "Paisley textures have intricate swirling patterns unlike simpler textures which are more uniform and lack detailed designs in appearance.",
+        "Paisley textures have swirling teardrop shapes with intricate patterns making them unique and easily distinguishable from other textures.",
+        "Paisley textures feature swirling teardrop shapes with intricate patterns inside distinguishing them from simpler textures easily.",
+        "Paisley texture features swirling teardrop shapes with intricate patterns and curving lines creating a distinctive ornamental design in fabrics."
+    ],
+    "perforated": [
+        "Perforated textures have small holes evenly spaced across the surface distinguishing them from other texture types easily.",
+        "Perforated textures have holes or openings while others may be smooth rough or have different patterns and colors instead.",
+        "Perforated textures appear as surfaces with small regular holes or openings distinguishing them from other texture types easily.",
+        "Perforated texture appears as a surface with small holes evenly distributed creating a patterned look distinct from other textures."
+    ],
+    "pitted": [
+        "A pitted texture appears as small holes or indentations scattered across a surface giving it a rough uneven look.",
+        "A pitted texture shows small holes or depressions unlike smooth flat or bumpy surfaces that lack such indentations.",
+        "A pitted texture appears with small holes or indentations scattered across the surface making it rough and uneven to touch.",
+        "Pitted textures show irregular holes or depressions giving a rough uneven surface appearance distinct from smooth or patterned textures."
+    ],
+    "pleated": [
+        "Pleated textures show folded layered patterns unlike smooth flat or rough bumpy surfaces in appearance clearly distinguishing them visually.",
+        "A pleated texture appears as folded material with parallel ridges and grooves creating a consistent pattern across the surface.",
+        "Pleated textures show regular folded patterns with visible creases and layered folds distinguishing them from other textures easily.",
+        "Pleated textures show repeated folds with consistent spacing and directionality making them easily distinguishable from other texture types."
+    ],
+    "polka-dotted": [
+        "Polka dotted textures are identified by evenly spaced circular spots on a contrasting background easily distinguishing them visually.",
+        "Polka dotted textures have distinct round spots unlike striped or plain textures which have lines or uniform color respectively.",
+        "Polka dotted textures feature evenly spaced round spots on a contrasting background for easy visual recognition among various textures.",
+        "A polka dotted texture features evenly spaced round spots on a solid background creating a playful and distinctive pattern."
+    ],
+    "porous": [
+        "Porous textures appear with visible holes and gaps allowing air or liquid to pass through easily distinguishing them visually.",
+        "Porous textures appear with visible holes and gaps unlike smooth solid ones which have uniform continuous surfaces without interruptions or openings.",
+        "A porous texture appears as a surface with many small holes or openings allowing passage of air or liquid through it.",
+        "Porous textures show visible holes and gaps allowing light and air passage distinguishing them from solid smooth surfaces easily."
+    ],
+    "potholed": [
+        "A potholed texture shows irregular holes and rough surfaces unlike smooth or uniformly patterned textures which lack such distinct damage marks.",
+        "Potholed textures appear bumpy irregular with visible holes and uneven surfaces distinguishing them from smoother textures easily.",
+        "Potholed textures show irregular sunken areas surrounded by raised edges differing from smooth or uniformly patterned surfaces significantly for easy recognition.",
+        "Potholed textures uniquely show irregular dark spots surrounded by lighter areas indicating wear and damage on surfaces."
+    ],
+    "scaly": [
+        "Scaly textures are characterized by overlapping flat pieces creating a rough surface distinct from smooth or fibrous textures in images.",
+        "Scaly textures appear as small overlapping flat pieces covering a surface resembling fish or reptile skin closely.",
+        "Scaly textures have rough overlapping scales unlike smooth soft or shiny surfaces which appear uniform and lack layered patterns.",
+        "A scaly texture appears rough with overlapping flat pieces resembling fish scales or reptile skin in various colors and sizes."
+    ],
+    "smeared": [
+        "A smeared texture appears blurry and inconsistent unlike sharp clear patterns of other textures in visual appearance analysis.",
+        "Smeared textures show elongated streaks blending colors smoothly unlike sharp defined patterns in other textures for easy visual recognition.",
+        "Smeared textures appear blurry with colors blending together lacking sharp edges and distinct shapes in comparison to others.",
+        "A smeared texture uniquely shows elongated streaks and blurred edges not seen in other texture types clearly."
+    ],
+    "spiralled": [
+        "A spiralled texture shows continuous curved lines unlike flat smooth or randomly dotted textures which lack such patterns.",
+        "Spiralled textures show continuous curved lines forming a central point distinguishing them from other varied texture patterns easily.",
+        "A spiralled texture features continuous curved lines forming a central point with radiating patterns distinguishing it visually among textures.",
+        "A spiralled texture appears as continuous curved lines forming a coil or helix pattern resembling a spring or whirlpool."
+    ],
+    "sprinkled": [
+        "A sprinkled texture appears with scattered small elements unlike smooth or densely packed textures in visual appearance and feel.",
+        "A sprinkled texture appears as small distinct particles scattered unevenly across a surface creating a speckled look easily noticeable.",
+        "A sprinkled texture appears as scattered small particles over a surface creating a speckled appearance distinct from smooth or uniform textures.",
+        "Sprinkled textures feature random small dots scattered unevenly creating a speckled appearance distinct from uniform or patterned textures in images."
+    ],
+    "stained": [
+        "Stained textures show color variations and marks unlike uniform smooth or rough textures which have consistent appearances across the surface area.",
+        "Stained textures show irregular color patches and varied patterns distinguishing them from uniform or structured textures in images easily.",
+        "A stained texture appears with irregular color patches and spots differing from the base material in appearance and hue.",
+        "Stained textures show irregular color patches differing from the main surface making them distinct in appearance among various textures."
+    ],
+    "stratified": [
+        "Stratified textures show layered patterns with distinct horizontal lines and varying shades for easy recognition among diverse textures.",
+        "Stratified textures show layered patterns while others may have uniform random or repetitive designs differing in visual structure and complexity.",
+        "Stratified textures show layered patterns with distinct horizontal lines differing in color or texture from each other visibly.",
+        "A stratified texture shows layered patterns with distinct horizontal bands differing in color or texture across the surface."
+    ],
+    "striped": [
+        "A striped texture features parallel lines of alternating colors creating a regular pattern visually distinct from other textures.",
+        "Striped textures feature parallel lines alternating colors creating a repetitive pattern easily distinguishable from other textures visually.",
+        "A striped texture is identified by parallel lines of varying colors consistently repeating across the surface in a linear pattern.",
+        "Striped textures show parallel lines while others like spotted or wavy have irregular patterns and shapes varying in color and size."
+    ],
+    "studded": [
+        "Studded textures have raised dots or bumps evenly spaced creating a pattern that stands out for easy recognition in images.",
+        "Studded textures have raised dots or points unlike smooth or patterned textures which lack such protrusions and have uniform surfaces.",
+        "A studded texture appears with raised dots or bumps evenly distributed creating a patterned surface distinct from smooth or flat ones.",
+        "A studded texture appears as a surface with small raised dots or bumps scattered across it creating a rough feel."
+    ],
+    "swirly": [
+        "Swirly textures have circular flowing patterns unlike straight lined or spotted textures which are more uniform and less dynamic in appearance.",
+        "Swirly textures feature continuous curved lines forming circular patterns distinct from straight or dotted designs enhancing visual flow and complexity.",
+        "A swirly texture appears with continuous curved lines forming spiral patterns distinct from straight or dotted textures in images.",
+        "A swirly texture appears as continuous curved lines forming circular patterns resembling whirlpools or abstract designs in various materials."
+    ],
+    "veined": [
+        "Veined textures show distinct line patterns unlike smooth rough or spotted ones which have uniform or scattered features respectively.",
+        "A veined texture shows intricate lines resembling veins in leaves or marble creating a detailed pattern across the surface.",
+        "Veined textures show distinct line patterns across surfaces resembling veins in leaves or marble distinguishing them visually from others easily.",
+        "Veined textures show distinct linear patterns that intertwine creating a unique network easily distinguishable from other texture types in images."
+    ],
+    "waffled": [
+        "A waffled texture has a grid pattern with raised squares unlike smooth or rough textures which lack such structured designs.",
+        "Waffled textures show gridlike patterns with raised squares creating a consistent repetitive design easily distinguishable from other textures visually.",
+        "A waffled texture appears with square grid patterns and raised dots distinguishing it from other textures easily.",
+        "A waffled texture uniquely features a grid of intersecting lines creating square or diamond shapes not seen in other textures."
+    ],
+    "woven": [
+        "Identify woven texture by its interlaced patterns creating a distinct crisscross appearance unlike smooth or granular surfaces.",
+        "Woven textures show interlaced patterns unlike smooth shiny or rough bumpy surfaces which lack such structured designs in appearance.",
+        "Woven textures show interlaced patterns with visible threads creating a repetitive geometric structure distinct from other textures in appearance.",
+        "A woven texture shows interlaced threads forming a patterned surface distinct from smooth or rough textures in appearance."
+    ],
+    "wrinkled": [
+        "Wrinkled textures show irregular lines folds and creases distinguishing them from smooth or patterned surfaces easily visible to the eye.",
+        "Wrinkled textures show irregular folds and creases with varied depths and patterns distinguishing them from smooth or structured textures easily.",
+        "A wrinkled texture appears as uneven folds and creases on a surface resembling aged skin or crumpled fabric.",
+        "Wrinkled textures show irregular folds and creases unlike smooth flat or bumpy surfaces which have even or raised patterns respectively."
+    ],
+    "zigzagged": [
+        "Zigzagged textures have sharp angular lines forming repetitive V shapes distinguishing them from smooth or curved patterned textures easily.",
+        "A zigzagged texture features sharp angular lines forming repeated V shapes creating a dynamic and visually striking pattern in images.",
+        "A zigzagged texture shows sharp angular lines unlike smooth or wavy textures which have curved continuous patterns instead.",
+        "Zigzagged textures show repetitive angular patterns that visually stand out due to their distinct alternating peaks and valleys in the surface."
+    ]
+}

desc/gpt-4.1/descriptions_top4/EuroSAT.json

@@ -0,0 +1,62 @@
+{
+    "Annual Crop Land": [
+        "Annual crop land shows regular patterns and straight edges, unlike natural or urban areas with varied textures.",
+        "Annual crop land appears as regular, rectangular patterns with distinct field boundaries in satellite photos.",
+        "Annual crop land shows distinct, regularly spaced rectangular patterns from planting and harvesting cycles.",
+        "Annual crop land has distinct rectangular patterns and straight edges from farming rows visible in satellite photos."
+    ],
+    "Forest": [
+        "Forest has dense green tree canopies with uniform texture and no visible roads or water bodies.",
+        "Forest appears as dense green patches, while other land types show varied colors like brown, blue, or urban patterns.",
+        "Forest has a uniform green color with distinct tree patterns visible in centered satellite photos.",
+        "Forest appears as dense green patches with uniform tree canopies in a centered satellite photo."
+    ],
+    "Herbaceous Vegetation Land": [
+        "Herbaceous vegetation land has a uniform, bright green color with no distinct structures or patterns.",
+        "Herbaceous vegetation has dense green plants with uniform height, unlike forests or urban areas with varied structures.",
+        "Herbaceous vegetation appears as uniform green areas, unlike forests or urban areas with varied textures and colors.",
+        "Herbaceous vegetation appears as uniform green areas with no trees, distinct from forests or urban regions."
+    ],
+    "Highway or Road": [
+        "Look for long, straight, dark lines with few trees or buildings, often with parallel edges.",
+        "Highways have straight, long, and uniform lines with clear edges, unlike other land types.",
+        "Highways or roads have long, straight, and continuous linear patterns in centered satellite photos.",
+        "Highways or roads appear as straight, dark lines, while other land types show varied textures and colors."
+    ],
+    "Industrial Buildings": [
+        "Industrial buildings have distinct rectangular shapes with multiple smaller structures and flat roofs.",
+        "Industrial buildings have flat roofs and structured layouts, unlike natural or agricultural lands with varied textures.",
+        "Look for large, rectangular structures with flat roofs and organized layouts, often surrounded by roads or parking areas.",
+        "Industrial buildings have large, flat roofs and geometric shapes with uniform colors, often surrounded by parking lots."
+    ],
+    "Pasture Land": [
+        "Pasture land has evenly spaced green patches with visible grazing animals, unlike other land types.",
+        "Pasture land appears greener and more uniform than other land types in centered satellite photos.",
+        "Pasture land has a uniform green color with visible grazing patterns and fewer distinct structures.",
+        "Pasture land appears as uniform green patches with visible grazing animals or sparse vegetation."
+    ],
+    "Permanent Crop Land": [
+        "Permanent crop land has distinct rows or patterns, unlike natural or urban areas with irregular shapes.",
+        "Permanent crop land has organized rows and geometric patterns, unlike natural or irregularly shaped land types.",
+        "Permanent crops have distinct, regularly shaped fields with visible planting patterns, unlike other land types.",
+        "Permanent crop land appears as regular, rectangular patterns with distinct rows, often green, in satellite photos."
+    ],
+    "Residential Buildings": [
+        "Residential buildings have uniform, rectangular shapes with organized layouts and small, evenly spaced structures.",
+        "Residential buildings have uniform structures and roofs, unlike natural or agricultural land which shows varied textures.",
+        "Residential buildings have distinct, organized patterns of small, rectangular structures with uniform spacing.",
+        "Look for dense, organized structures with flat rooftops and small yards in the center of the image."
+    ],
+    "River": [
+        "Rivers are long, narrow, winding water bodies that stand out from other land types due to their distinct blue color.",
+        "River has a winding, narrow shape with dark blue water, unlike the uniform green of forests or fields.",
+        "Look for winding, narrow, dark blue lines flowing through the landscape, often branching or merging.",
+        "River has a distinct winding, serpentine shape with dark, flowing water visible in the image."
+    ],
+    "Sea or Lake": [
+        "Water bodies are large, dark, smooth areas with no vegetation, reflecting light differently than land.",
+        "Water bodies are large, dark, and reflective, surrounded by land, unlike other terrain types.",
+        "Look for large, flat, dark blue areas with smooth, uniform surfaces, often surrounded by lighter land.",
+        "Sea or Lake appears as a large, uniform blue area, unlike land which shows varied textures and colors."
+    ]
+}

desc/gpt-4.1/descriptions_top4/FGVCAircraft.json

@@ -0,0 +1,602 @@
+{
+    "707-320": [
+        "Look for a large, long-range jet with a distinctive swept wing and four engines under the wings.",
+        "A 707-320 is a large, long-range jet airliner with four engines and a distinctive tail design.",
+        "The 707-320 has a longer, narrower body and four engines, unlike many twin-engine or smaller aircraft.",
+        "The 707-320 has a long, narrow body with four engines and a distinctive T-tail configuration."
+    ],
+    "727-200": [
+        "Look for a medium-sized jet with a T-tail, three engines, and a distinctive bulbous nose.",
+        "A 727-200 is a medium-sized jet with a distinctive T-tail and three engines, common in passenger flights.",
+        "The 727-200 has a distinctive T-tail and three engines, with a longer fuselage than the 727-100.",
+        "The 727-200 has a distinctive T-tail and three engines, unlike most other aircraft with conventional tails."
+    ],
+    "737-200": [
+        "Look for a medium-sized jet with a rounded nose, T-tail, and two engines under the wings.",
+        "A 737-200 is a mid-sized jet with a distinctive T-tail and two engines mounted on the wings.",
+        "The 737-200 has a distinctive T-tail and shorter fuselage compared to most other aircraft types.",
+        "The 737-200 has a distinctive T-tail and rounded nose, with a shorter fuselage compared to other 737 models."
+    ],
+    "737-300": [
+        "A 737-300 is a medium-sized passenger jet with a distinctive T-tail and two engines under the wings.",
+        "Look for a medium-sized jet with a rounded nose, T-tail, and two engines under the wings.",
+        "The 737-300 has a distinctive T-tail and winglets, with a rounded nose and medium-length fuselage.",
+        "The 737-300 has a distinctive T-tail and shorter fuselage compared to many other aircraft types."
+    ],
+    "737-400": [
+        "Look for a medium-sized jet with a pointed nose, wing-mounted engines, and a slightly curved tail.",
+        "A 737-400 is a medium-sized passenger jet with a distinctive T-tail and two engines under its wings.",
+        "The 737-400 has a medium size, T-tail, and distinctive winglets for easy recognition among aircraft.",
+        "The 737-400 has a distinctive T-tail and rear-mounted engines, unlike many other aircraft designs."
+    ],
+    "737-500": [
+        "The 737-500 is a medium-sized, twin-engine jet with a distinctive T-tail and pointed nose.",
+        "Look for a medium-sized jet with a rounded nose, wing-mounted engines, and a T-tail configuration.",
+        "The 737-500 has a distinctive shorter body and older design compared to newer, longer aircraft types.",
+        "The 737-500 has a distinctive rounded nose and a small, single emergency exit above the rear door."
+    ],
+    "737-600": [
+        "A 737-600 is a medium-sized passenger jet with a distinctive T-tail and swept wings.",
+        "Look for a mid-sized Boeing jet with a pointed nose, two engines, and a distinctive T-tail.",
+        "The 737-600 has a distinctive shorter body compared to larger aircraft and lacks the wide-body design of others.",
+        "The 737-600 has a distinctive short fuselage and winglets, distinguishing it from other Boeing 737 variants."
+    ],
+    "737-700": [
+        "Look for a medium-sized jet with a pointed nose, two engines under wings, and a small tail.",
+        "A 737-700 is a mid-sized passenger jet with a distinctive T-tail and two engines under its wings.",
+        "The 737-700 has a distinctive T-tail and smaller wings compared to many other aircraft types.",
+        "The 737-700 has a distinctive T-tail and straight wings with small winglets."
+    ],
+    "737-800": [
+        "A 737-800 is a medium-sized, twin-engine jet with a pointed nose and straight wings.",
+        "Look for a medium-sized jet with a pointed nose, straight wings, and two engines under the wings.",
+        "The 737-800 has a distinctive T-tail and single-aisle design, unlike many larger wide-body aircraft.",
+        "The 737-800 has a distinctive T-tail and two engines under shorter wings compared to most other aircraft."
+    ],
+    "737-900": [
+        "Look for a medium-sized, twin-engine jet with a pointed nose and slightly swept-back wings.",
+        "A 737-900 is a mid-sized, twin-engine jet with a distinctive T-tail and pointed nose, common in commercial fleets.",
+        "The 737-900 has a distinctive narrow body and wing design compared to wider bodies or different wing shapes.",
+        "The 737-900 has a distinctive short fuselage with winglets and a large tail fin compared to other aircraft."
+    ],
+    "747-100": [
+        "A 747-100 is a large, wide-body jet with a distinctive hump on the front and four engines.",
+        "The 747-100 has a distinctive hump on the top of the fuselage that other aircraft lack.",
+        "Look for a large, wide-body jet with a distinctive hump on the front and four engines.",
+        "The 747-100 has a distinctive hump on top, unlike most other aircraft which have a straight fuselage."
+    ],
+    "747-200": [
+        "A 747-200 is a large, wide-body jet with four engines and a distinctive hump on the front.",
+        "Look for a large, wide-body jet with four engines and distinctive hump on the front.",
+        "The 747-200 has a distinctive hump on the upper deck that other aircraft do not have.",
+        "The 747-200 has a distinctive hump on the fuselage and four engines, making it easy to recognize."
+    ],
+    "747-300": [
+        "A 747-300 is a large, wide-body jet with a distinctive upper deck and three decks on the tail.",
+        "Look for a stretched upper deck and three decks visible from the front when identifying a 747-300.",
+        "The 747-300 has a stretched upper deck compared to other 747 models and most other aircraft.",
+        "The 747-300 has a stretched upper deck that extends further forward than any other 747 variant."
+    ],
+    "747-400": [
+        "A 747-400 is a large, wide-body jet with four engines and a distinctive hump on the front.",
+        "The 747-400 has distinctive hump-like upper deck and four engines, unlike most other aircraft.",
+        "The 747-400 has a distinctive hump, four engines, and winglets, making it easy to recognize.",
+        "The 747-400 has distinctive winglets and a longer upper deck compared to other aircraft."
+    ],
+    "757-200": [
+        "Look for a medium-sized twin-engine jet with a T-tail and a distinctive rounded nose.",
+        "A 757-200 is a medium-sized twin-engine jet with a distinctive T-tail and pointed nose.",
+        "The 757-200 has a distinctive T-tail, two engines, and a medium-length fuselage with a pointed nose.",
+        "The 757-200 has a distinctive T-tail configuration not found on most other aircraft types."
+    ],
+    "757-300": [
+        "Look for a medium-sized, twin-engine jet with a straight wing and a distinctive pointed nose.",
+        "A 757-300 is a medium-sized, twin-engine jet with a longer body than the standard 757.",
+        "The 757-300 has a longer fuselage than the 757-200 and distinctive winglets for easy recognition.",
+        "The 757-300 has a longer fuselage than other 757 models but similar wings and tail."
+    ],
+    "767-200": [
+        "A 767-200 is a wide-body jet with two engines, medium wings, and a distinctive T-tail.",
+        "Look for a large, wide-body jet with two engines and distinctive winglets.",
+        "The 767-200 has a distinctive wide-body design with two engines, unlike many narrow-body or three-engine aircraft.",
+        "The 767-200 has a distinctive wide-body design with two engines mounted under the wings."
+    ],
+    "767-300": [
+        "A 767-300 is a medium-sized wide-body jet with two engines and a distinctive T-tail.",
+        "Look for a large, wide-body jet with two engines and distinctive winglets on the tips.",
+        "The 767-300 has a distinctive wide-body design with two engines, unlike many narrow-body or four-engine aircraft.",
+        "The 767-300 has a distinctive wide-body design with two engines and a prominent T-tail."
+    ],
+    "767-400": [
+        "A 767-400 is a wide-body jet with a longer fuselage and larger wings than most narrow-body planes.",
+        "Look for a wide-body jet with a rounded nose, winglets, and a distinctive stretched fuselage compared to other 767s.",
+        "The 767-400 has a longer fuselage and larger wings compared to other similar aircraft types.",
+        "The 767-400 has a wide-body design with curved wingtips and a distinctive stretched fuselage compared to other aircraft."
+    ],
+    "777-200": [
+        "Look for a large twin-engine jet with a distinctive wide-body design and a pointed nose.",
+        "A 777-200 is a large, wide-body jet with two engines, often used for long-haul flights.",
+        "The 777-200 has a wide body, long wings, and distinctive winglets, making it easily recognizable.",
+        "The 777-200 has a distinctive wide-body design with a large, rounded fuselage and high-wing placement."
+    ],
+    "777-300": [
+        "Look for a large twin-engine jet with a distinctive wide-body and a pointed nose.",
+        "The 777-300 has a long fuselage, large wings, and distinctive tail design with a pointed nose.",
+        "A 777-300 is a large wide-body jet with a distinctive wing design and long fuselage.",
+        "The 777-300 has a longer fuselage and larger wings compared to most other aircraft types."
+    ],
+    "A300B4": [
+        "Look for a wide-body twin-engine jet with a distinctive rounded nose and large winglets.",
+        "The A300B4 has a wide body and twin engines, unlike many smaller or narrow-bodied aircraft.",
+        "The A300B4 has a wide, twin-engine fuselage with high-mounted wings and a distinctive T-tail.",
+        "The A300B4 is a wide-body twin-engine jet airliner with a distinctive high-wing design."
+    ],
+    "A310": [
+        "Look for a wide-body twin-engine jet with a distinctive T-tail and a rounded nose.",
+        "The A310 is a medium-sized, twin-engine jet with a distinctive T-tail and straight wings.",
+        "The A310 has a distinctive twin-engine layout with a T-tail and a medium-sized, pointed nose.",
+        "The A310 has a distinctive wide-body design with a T-tail, unlike many other aircraft."
+    ],
+    "A318": [
+        "An A318 is a small Airbus jet with a sleek body and wing design.",
+        "Look for a small Airbus with a pointed nose and distinct winglets near the wingtips.",
+        "The A318 has a short fuselage, small wings, and a distinctive Airbus tail shape.",
+        "The A318 is smaller than most airliners and has a distinctive short fuselage compared to others."
+    ],
+    "A319": [
+        "Look for a short fuselage, winglets, and a distinctive Airbus tail with a rounded tip.",
+        "The A319 has a shorter fuselage than larger Airbus models but similar wings and tail design.",
+        "The A319 is a smaller, narrow-body jet with a pointed nose and straight wings.",
+        "The A319 has a short fuselage, winglets, and a specific tail design compared to other aircraft."
+    ],
+    "A320": [
+        "An A320 is a medium-sized, twin-engine jet with a pointed nose and straight wings.",
+        "Look for its wide fuselage, winglets, and two engines mounted under the wings.",
+        "The A320 has a distinctive T-tail and winglets that set it apart from most other aircraft.",
+        "The A320 has a distinctive T-tail and winglets, unlike many other aircraft with conventional tail and wing designs."
+    ],
+    "A321": [
+        "Look for a medium-sized Airbus with a wide body and a slightly curved nose.",
+        "An A321 is a medium-sized passenger jet with a wide body and two engines under its wings.",
+        "The A321 has a longer fuselage than other Airbus models with the same wing design.",
+        "The A321 has a longer fuselage than other Airbus models and a distinctive wing design."
+    ],
+    "A330-200": [
+        "Look for a wide-body twin-engine jet with a pointed nose and a distinctive stretched fuselage.",
+        "The A330-200 is a wide-body jet with two engines, similar to other Airbus wide-body aircraft.",
+        "The A330-200 has a longer body and smaller wings compared to most other aircraft types.",
+        "The A330-200 has a wide-body design, two engines, and a distinctive winglet shape for easy recognition."
+    ],
+    "A330-300": [
+        "Look for a wide-body twin-engine jet with a large wing span and a distinctive tail design.",
+        "The A330-300 is a wide-body jet with two engines, larger than most narrow-body aircraft.",
+        "The A330-300 has a wide body and two engines, distinguishing it from smaller or single-aisle aircraft.",
+        "The A330-300 has a wide body, two engines, and a distinctive wing design with winglets."
+    ],
+    "A340-200": [
+        "The A340-200 has a longer fuselage and four engines, distinguishing it from most other aircraft.",
+        "Look for a long, slender fuselage with four engines and a distinctive wing shape.",
+        "The A340-200 has four engines and a longer, more pointed nose compared to most other aircraft.",
+        "A A340-200 is a long-range, four-engine jet with a distinctive wing design and slightly tapered fuselage."
+    ],
+    "A340-300": [
+        "Look for a long, wide-body aircraft with four engines and a distinctive T-tail configuration.",
+        "The A340-300 is a long-range, four-engine jet airliner with a distinctive wide-body design.",
+        "The A340-300 has four engines and a longer, more pointed nose compared to most twin-engine aircraft.",
+        "The A340-300 has four engines, a wide body, and a distinctive wing design with winglets."
+    ],
+    "A340-500": [
+        "The A340-500 is longer and has four engines, unlike most twin-engine or three-engine aircraft.",
+        "Look for a long, slender fuselage with four engines and a distinctive wing design.",
+        "The A340-500 has a long fuselage, four engines under wings, and a distinctive tail shape.",
+        "The A340-500 is a long-range, four-engine jet with a sleek body and extended wings compared to other aircraft."
+    ],
+    "A340-600": [
+        "A A340-600 is a long-range, wide-body jet with four engines and a distinctive stretched fuselage.",
+        "Look for a long, wide-body aircraft with four engines and a distinctive T-tail configuration.",
+        "The A340-600 has four engines and a longer fuselage compared to most other aircraft types.",
+        "The A340-600 has a longer fuselage compared to other A340 models and most other aircraft."
+    ],
+    "A380": [
+        "A380 is a large, wide-body, four-engine passenger aircraft with two main decks.",
+        "Look for a large, double-deck airplane with four engines and a distinctive wide body.",
+        "The A380 has four engines and a distinctive double-deck fuselage that other aircraft lack.",
+        "The A380 is much larger with two full decks and four engines compared to other aircraft."
+    ],
+    "ATR-42": [
+        "The ATR-42 is a twin-engine turboprop aircraft with short wings and a high-wing configuration.",
+        "The ATR-42 has distinct twin turboprop engines and a short, robust fuselage with a high-wing design.",
+        "Look for a twin-engine regional airliner with a distinctive rounded nose and relatively short, stocky fuselage.",
+        "The ATR-42 has fixed landing gear and twin turboprop engines, unlike many jet or retractable-gear aircraft."
+    ],
+    "ATR-72": [
+        "An ATR-72 is a twin-engine turboprop aircraft with short wings and a boxy fuselage.",
+        "Look for a twin-engine turboprop with T-tail, rounded nose, and distinctive winglets.",
+        "The ATR-72 has fixed wings and twin turboprop engines, unlike jet aircraft with retractable landing gear.",
+        "The ATR-72 has a twin-engine turboprop design with short wings and a distinctive high-wing configuration."
+    ],
+    "An-12": [
+        "An An-12 has a large boxy fuselage, four engines under wings, and a high tail with a twin tailboom.",
+        "The An-12 has a distinctive tail with a high-mounted horizontal stabilizer and twin vertical fins.",
+        "The An-12 is a four-engine turboprop cargo aircraft with a distinctive high-wing design.",
+        "The An-12 has a large tail fin and four engines mounted on top of the wings."
+    ],
+    "BAE 146-200": [
+        "The BAE 146-200 is a small, four-engine jet with a boxy shape and no tail-mounted engines.",
+        "Look for a small, wide-body jet with four engines and a distinctive T-tail configuration.",
+        "The BAE 146-200 has a distinctive boxy shape, four engines under wings, and no tail-mounted engines.",
+        "The BAE 146-200 has a distinctive boxy shape and four engines on the rear fuselage, unlike most other aircraft."
+    ],
+    "BAE 146-300": [
+        "The BAE 146-300 is a small, four-engine jet with a boxy shape and no tail-mounted engines.",
+        "Look for a short, wide-body jet with four engines and large windows, often with winglets.",
+        "The BAE 146-300 has a distinctive boxy shape and four engines, unlike many other aircraft.",
+        "The BAE 146-300 has a distinctive boxy shape, four engines under wings, and a high T-tail."
+    ],
+    "BAE-125": [
+        "Look for a small, executive jet with a distinctive swept wing and a T-tail.",
+        "The BAE-125 is a small, executive jet with a streamlined body and short wings.",
+        "The BAE-125 has a distinctive tail design with a small, rounded fin compared to other aircraft.",
+        "The BAE-125 has a small, streamlined body with a distinctive T-tail and straight wings for easy recognition."
+    ],
+    "Beechcraft 1900": [
+        "The Beechcraft 1900 has a distinctive twin-engine turboprop design, unlike many other aircraft types.",
+        "A Beechcraft 1900 is a small twin-engine turboprop aircraft with a short fuselage and fixed landing gear.",
+        "The Beechcraft 1900 has a small twin-engine turboprop design with a high-wing and fixed tricycle landing gear.",
+        "Look for a small twin-engine turboprop with a high-wing and a distinctive tail design."
+    ],
+    "Boeing 717": [
+        "Look for a small twin-engine jet with a T-tail and a rounded nose.",
+        "The Boeing 717 is a twin-engine jet with a T-tail and a distinctive rounded nose.",
+        "The Boeing 717 has a T-tail, two engines under wings, and a distinctive rounded nose.",
+        "The Boeing 717 has a unique T-tail and rear-mounted engines, unlike most other aircraft."
+    ],
+    "C-130": [
+        "A C-130 is a large, four-engine transport aircraft with high wings and a distinctive tail.",
+        "Look for a large, boxy cargo plane with four engines and high wings.",
+        "The C-130 has a distinctive boxy fuselage and high-wing design unlike many other aircraft.",
+        "Its distinctive boxy cargo hold and high wing design set it apart from other aircraft."
+    ],
+    "C-47": [
+        "A C-47 is a twin-engine cargo plane with a distinctive tail and cargo door, common in military use.",
+        "Look for a twin-engine, high-wing cargo plane with a rounded nose and twin tail.",
+        "The C-47 has a distinctive twin-engine, high-wing design with a rounded nose and tail fin.",
+        "The C-47 has a distinctive rounded nose and twin engines, unlike many other aircraft with different shapes."
+    ],
+    "CRJ-200": [
+        "The CRJ-200 is a small regional jet with a short fuselage and two engines under its wings.",
+        "The CRJ-200 has a distinctive small size, rear-mounted engines, and a T-tail, unlike many larger aircraft.",
+        "Look for a small regional jet with two engines, a T-tail, and a distinctive pointed nose.",
+        "The CRJ-200 has a small, streamlined body with winglets and a distinctive tail shape for easy recognition."
+    ],
+    "CRJ-700": [
+        "A CRJ-700 is a regional jet with a small size, two engines, and a pointed nose.",
+        "The CRJ-700 has a distinctive T-tail configuration that is not found on other aircraft types.",
+        "The CRJ-700 has a distinctive small size, rear-mounted engines, and a T-tail configuration for easy recognition.",
+        "Look for a small regional jet with two engines, a T-tail, and a pointed nose."
+    ],
+    "CRJ-900": [
+        "A CRJ-900 is a small regional jet with a pointed nose and two engines under its wings.",
+        "The CRJ-900 has a distinctive T-tail design that is not found on other aircraft types.",
+        "Look for a small regional jet with a pointed nose, large wings, and two engines under the wings.",
+        "The CRJ-900 has a small, streamlined body with high wing-mounted engines and a distinctive tail shape."
+    ],
+    "Cessna 172": [
+        "A Cessna 172 is a small, single-engine, high-wing aircraft with a tail wheel configuration.",
+        "Look for a small, single-engine, high-wing, tricycle-gear plane with a rounded nose and tail.",
+        "Cessna 172s are small, high-wing, single-engine planes, unlike larger jets or multi-engine aircraft with different wing positions.",
+        "Its high-wing, tricycle landing gear, and single-engine configuration are distinctive."
+    ],
+    "Cessna 208": [
+        "A Cessna 208 is a small, single-engine turboprop aircraft with a high-wing design.",
+        "Look for a small, single-engine turboprop with a high-wing and a large rear cargo door.",
+        "The Cessna 208 has a boxy fuselage and turboprop engine, unlike many other aircraft with sleeker designs.",
+        "The Cessna 208 has a high-wing, turboprop design with a large, boxy fuselage and fixed landing gear."
+    ],
+    "Cessna 525": [
+        "A Cessna 525 is a small, twin-engine business jet with a streamlined fuselage and retractable landing gear.",
+        "The Cessna 525 is smaller with a streamlined design compared to larger, bulkier commercial or military aircraft.",
+        "Look for a small, sleek, corporate jet with a distinctive T-tail and short, wide wings.",
+        "The Cessna 525 has a small, streamlined body with a distinctive T-tail and a rear-mounted engine."
+    ],
+    "Cessna 560": [
+        "A Cessna 560 is a small, single-engine, propeller-driven aircraft with a streamlined fuselage.",
+        "Look for a small, white, twin-engine plane with a distinctive T-tail and straight wings.",
+        "A Cessna 560 has a smaller, more streamlined body compared to larger commercial or military aircraft.",
+        "The Cessna 560 has a distinctive small size, high wing, and bubble canopy for easy recognition."
+    ],
+    "Challenger 600": [
+        "A Challenger 600 is a business jet with a sleek, corporate design, distinct from military or commercial airliners.",
+        "The Challenger 600 is a mid-size business jet with a distinctive T-tail, unlike most other aircraft.",
+        "The Challenger 600 has a distinctive T-tail and straight wings with a sleek, corporate jet design.",
+        "Look for a sleek, corporate jet with a T-tail, retractable tricycle landing gear, and a pointed nose."
+    ],
+    "DC-10": [
+        "The DC-10 has three engines, a distinctive T-tail, and a wide-body design with a high wing.",
+        "The DC-10 has three engines, with one mounted on the tail and two on the wings.",
+        "A DC-10 is a large, wide-body jet with three engines and distinctive T-tail configuration.",
+        "Look for a wide-body trijet with a distinctive T-tail and three engines, one on each wing and one on the tail."
+    ],
+    "DC-3": [
+        "A DC-3 is a twin-engine propeller aircraft with a distinctive rounded fuselage and tail.",
+        "Look for a twin-engine, low-wing aircraft with a rounded nose and a distinctive tail design.",
+        "The DC-3 has a distinctive twin-engine, low-wing design with a rounded nose, unlike many other aircraft.",
+        "The DC-3 has a distinctive twin-engine, low-wing design with a rounded nose and tail."
+    ],
+    "DC-6": [
+        "Look for a four-engine, mid-wing, tail-mounted propeller aircraft with a distinctive rounded nose and fuselage.",
+        "A DC-6 is a mid-sized propeller aircraft with a streamlined body and four engines.",
+        "The DC-6 has a distinctive tail design with a rounded top and a forward-sloping stabilizer.",
+        "The DC-6 has a distinctive high-wing, taildragger configuration with a large tail and rounded nose."
+    ],
+    "DC-8": [
+        "A DC-8 is a large, four-engine jet airliner with a long fuselage and swept wings.",
+        "A DC-8 has a long, narrow body, swept wings, and four engines mounted under the wings.",
+        "The DC-8 has a distinct narrow fuselage and four underwing engines, unlike many other aircraft designs.",
+        "The DC-8 has a distinctive narrow fuselage, four engines under swept wings, and a T-tail configuration."
+    ],
+    "DC-9-30": [
+        "Look for a small, twin-engine jet with a T-tail and a pointed nose.",
+        "A DC-9-30 is a medium-sized, twin-engine jet with a T-tail and a pointed nose.",
+        "The DC-9-30 has a distinctive T-tail configuration with a high-mounted horizontal stabilizer.",
+        "The DC-9-30 has a distinctive T-tail and two engines mounted on the rear fuselage."
+    ],
+    "DH-82": [
+        "A DH-82 aircraft is a small, biplane with fixed landing gear and a tail skid.",
+        "The DH-82 has a biplane design with fixed landing gear, unlike many monoplanes with retractable gear.",
+        "The DH-82 aircraft has a unique biplane design with wings of equal span and a fixed landing gear.",
+        "The DH-82 aircraft has a biplane design with fixed landing gear and a distinctive open cockpit."
+    ],
+    "DHC-1": [
+        "Look for a small, single-engine biplane with a fixed tailwheel landing gear and a rounded nose.",
+        "The DHC-1 has a simple, rugged design with fixed landing gear, unlike many aircraft with retractable gears.",
+        "The DHC-1 is a small, single-engine biplane with a wooden frame and fixed landing gear.",
+        "The DHC-1 has a high wing, fixed landing gear, and a distinctive tail design with a large vertical stabilizer."
+    ],
+    "DHC-6": [
+        "The DHC-6 is a twin-engine turboprop aircraft with short wings and a high tail.",
+        "Look for a twin-engine, high-wing aircraft with short, stubby wings and a distinctive tail configuration.",
+        "The DHC-6 has a distinctive twin-engine turboprop design with high wings and a short, stocky fuselage.",
+        "The DHC-6 has twin turboprop engines and a high-wing design, unlike many other aircraft with different configurations."
+    ],
+    "DHC-8-100": [
+        "The DHC-8-100 is a small, twin-engine turboprop aircraft with a short nose and straight wings.",
+        "The DHC-8-100 has a short fuselage, high-wing, and twin turbofan engines mounted on wings.",
+        "Look for a small twin-engine turboprop with a T-tail and fixed landing gear.",
+        "The DHC-8-100 has a distinctive T-tail and high-wing design, unlike many other aircraft."
+    ],
+    "DHC-8-300": [
+        "A DHC-8-300 is a twin-engine regional turboprop aircraft with a distinctive high-wing design.",
+        "Look for a twin-engine turboprop with a T-tail and a distinctive high-wing design.",
+        "The DHC-8-300 has a distinctive T-tail, high wings, and turbofan engines mounted on the rear fuselage.",
+        "The DHC-8-300 has a distinctive turboprop design with large propellers, unlike jet aircraft with smaller engines."
+    ],
+    "DR-400": [
+        "A DR-400 is a small, light aircraft with low wings and a tailwheel, often used for training.",
+        "The DR-400 has a low wing and tricycle landing gear, unlike many other aircraft with high wings or tail wheels.",
+        "Look for a small, low-wing, tricycle-gear airplane with a rounded nose and bubble canopy.",
+        "The DR-400 has a low-wing, tricycle landing gear, and a distinctive bubble canopy for easy recognition."
+    ],
+    "Dornier 328": [
+        "A Dornier 328 is a small twin-engine turboprop aircraft with a conventional design.",
+        "Look for a small twin-engine turboprop with a distinctive T-tail and a rounded nose.",
+        "The Dornier 328 has a distinct turboprop design with a high-wing and twin engines, unlike many jet aircraft.",
+        "The Dornier 328 has a distinctive twin-engine turboprop design with a short nose and high wings."
+    ],
+    "E-170": [
+        "Look for a small, twin-engine jet with a T-tail and a distinctive pointed nose.",
+        "The E-170 is a small, twin-engine jet with a sleek body and a standard tail design.",
+        "The E-170 has a distinctive T-tail and rear-mounted engines, unlike most other aircraft.",
+        "The E-170 has a distinctive T-tail and rear-mounted engines, unlike most other aircraft."
+    ],
+    "E-190": [
+        "The E-190 has a small wing, rear-mounted engines, and a distinctive T-tail configuration.",
+        "The E-190 is a mid-sized commercial jet with a twin-engine configuration and a sleek, modern design.",
+        "Look for a medium-sized jet with a T-tail and winglets, often used for regional flights.",
+        "The E-190 has a distinctive T-tail configuration that is not found on other aircraft types."
+    ],
+    "E-195": [
+        "Look for a medium-sized, twin-engine jet with a pointed nose and a T-tail configuration.",
+        "The E-195 is a narrow-body jet with a T-tail and rear-mounted engines.",
+        "The E-195 has a wide fuselage, rear-mounted engines, and a T-tail configuration for easy identification.",
+        "The E-195 has a longer fuselage and larger wings compared to smaller regional jets."
+    ],
+    "EMB-120": [
+        "Look for a small, twin-engine turboprop with a distinctive T-tail and a rounded nose.",
+        "The EMB-120 is a small twin-engine commuter plane with a rounded nose and straight wings.",
+        "The EMB-120 has a twin-turboprop design with a distinctive T-tail and rounded wingtips.",
+        "The EMB-120 has a distinctive twin-engine turboprop design with a rounded nose and T-tail, unlike many other aircraft."
+    ],
+    "ERJ 135": [
+        "Look for a small, twin-engine jet with a T-tail and a pointed nose.",
+        "The ERJ 135 has a small size, high wing, and rear-mounted engines for easy recognition.",
+        "The ERJ 135 has a distinctive T-tail configuration not found on other aircraft types.",
+        "The ERJ 135 is a small regional jet with a short fuselage and rear-mounted engines."
+    ],
+    "ERJ 145": [
+        "Look for a small, regional jet with a T-tail, rear-mounted engines, and a pointed nose.",
+        "The ERJ 145 has a small size, rear-mounted engines, and a distinctive T-tail, making it easy to recognize.",
+        "An ERJ 145 is a small regional jet with a T-tail and rear-mounted engines.",
+        "Its distinctive T-tail configuration is unique to the ERJ 145 among all aircraft types."
+    ],
+    "Embraer Legacy 600": [
+        "Look for a mid-size executive jet with a T-tail and swept wings.",
+        "The Embraer Legacy 600 is a mid-size business jet with a sleek design and straight wings.",
+        "The Embraer Legacy 600 has a distinctive wide-body design with a T-tail and large winglets.",
+        "The Embraer Legacy 600 has a distinct wide-body design and T-tail, unlike many other aircraft."
+    ],
+    "Eurofighter Typhoon": [
+        "The Eurofighter Typhoon is a twin-engine, delta-wing fighter with canards and a distinctive swept-back tail.",
+        "The Eurofighter Typhoon has a delta-wing design with canards, unlike most aircraft that have conventional wings.",
+        "The Eurofighter Typhoon has a delta-wing design with canards and a twin-engine configuration.",
+        "Look for a delta-wing, canard configuration with twin tails and a distinctive forward-swept wing root."
+    ],
+    "F-16A/B": [
+        "Look for a small, single-engine fighter with a bubble canopy and a pointed nose.",
+        "The F-16A/B is a single-engine fighter jet with a tail fin and a bubble canopy.",
+        "The F-16A/B has a single-engine, bubble canopy, and swept wings with a distinctive tail fin.",
+        "The F-16A/B has a single-engine, delta wing design with a bubble canopy, unlike many multi-engine aircraft."
+    ],
+    "F/A-18": [
+        "Look for a twin-engine, multirole fighter with forward-swept canards and a distinctive tailhook.",
+        "A F/A-18 is a twin-engine, multirole fighter jet with distinctive wing configurations and sharp, angular design.",
+        "The F/A-18 has a distinctive twin tail, forward canards, and a trapezoidal wing shape for easy recognition.",
+        "The F/A-18 has a unique forward-swept leading edge on its wings."
+    ],
+    "Falcon 2000": [
+        "The Falcon 2000 is a twin-engine business jet with a sleek design and mid-size cabin.",
+        "Look for its distinctive twin-engine, swept-wing design with a T-tail and a pointed nose.",
+        "The Falcon 2000 has a distinctive twin-engine layout and a T-tail, unlike many other aircraft.",
+        "The Falcon 2000 has a distinctive T-tail configuration not seen on other aircraft types."
+    ],
+    "Falcon 900": [
+        "Look for a large, three-engine jet with a distinctive T-tail and a pointed nose.",
+        "The Falcon 900 has three engines and a distinctive T-tail, unlike most other aircraft.",
+        "A Falcon 900 is a sleek, business jet with a mid-size body and high wings.",
+        "The Falcon 900 has a distinctive T-tail configuration not found on other aircraft types."
+    ],
+    "Fokker 100": [
+        "Look for a short fuselage with winglets, a T-tail, and a distinctive nose shape.",
+        "A Fokker 100 is a medium-sized jet with a rounded nose, straight wings, and a conventional tail.",
+        "The Fokker 100 has a distinctive T-tail and straight wings, unlike many other aircraft with swept wings.",
+        "The Fokker 100 has a distinct T-tail and large winglets, making it easily recognizable among aircraft."
+    ],
+    "Fokker 50": [
+        "Look for a twin-engine turboprop with a rounded nose and a distinctive high wing design.",
+        "A Fokker 50 is a medium-sized twin-engine turboprop aircraft with a distinctive high wing and tail design.",
+        "The Fokker 50 has a distinctive T-tail configuration that sets it apart from other aircraft.",
+        "The Fokker 50 has a distinctive T-tail and straight wings with small winglets."
+    ],
+    "Fokker 70": [
+        "Look for a medium-sized jet with a T-tail, straight wings, and a distinctive rounded nose.",
+        "The Fokker 70 is a medium-sized twin-engine jet with a sleek body and T-tail design.",
+        "The Fokker 70 has a distinctive rounded nose and small, forward-mounted horizontal stabilizers.",
+        "The Fokker 70 has a distinctive rounded nose and shorter fuselage compared to many other aircraft."
+    ],
+    "Global Express": [
+        "A Global Express is a long-range business jet with a sleek design and pointed nose.",
+        "The Global Express has a distinctive elongated fuselage with a large, pointed nose.",
+        "Look for a sleek, corporate jet with a T-tail and pointed nose, often in corporate liveries.",
+        "The Global Express has a longer, sleeker body and a distinctive T-tail compared to most other aircraft."
+    ],
+    "Gulfstream IV": [
+        "A Gulfstream IV is a sleek, corporate jet with a pointed nose and straight wings.",
+        "Look for a sleek, corporate jet with a distinctive T-tail and pointed nose.",
+        "The Gulfstream IV has a distinctive sleek fuselage, T-tail, and large winglets for easy recognition.",
+        "A Gulfstream IV has a distinctive sleek design with a T-tail, unlike many other aircraft with conventional tails."
+    ],
+    "Gulfstream V": [
+        "A Gulfstream V is a sleek, business jet with a pointed nose and straight wings.",
+        "The Gulfstream V has a distinctive pointed nose and swept wings, unlike many other aircraft.",
+        "Look for a large, sleek business jet with a distinctive T-tail and pointed nose.",
+        "The Gulfstream V has a distinctive T-tail and straight wings with winglets for easy recognition."
+    ],
+    "Hawk T1": [
+        "The Hawk T1 has a short nose, straight wings, and a T-tail, distinguishing it from other aircraft.",
+        "Look for a small, two-seat trainer with a short nose, bubble canopy, and delta wings.",
+        "A Hawk T1 is a small, twin-engine jet trainer with a straight wing and a T-tail.",
+        "The Hawk T1 has a distinctive trainer design with tandem seating and a less streamlined body than combat aircraft."
+    ],
+    "Il-76": [
+        "The Il-76 is a large, military transport aircraft with four engines and a distinctive tail design.",
+        "Look for a large, four-engine cargo plane with a distinctive high T-tail and rear loading ramp.",
+        "The Il-76 has a distinctive boxy shape and high-mounted wings, unlike most other aircraft.",
+        "The Il-76 has a large, boxy fuselage, high-mounted wings, and four turbofan engines for easy recognition."
+    ],
+    "L-1011": [
+        "Look for a large trijet with a distinctive T-tail and three rear-mounted engines.",
+        "The L-1011 is a large, wide-body jet with a distinctive tri-engine layout and a glass nose.",
+        "The L-1011 has a distinctive trijet layout with three engines, unlike most twin-jet or four-engine aircraft.",
+        "The L-1011 has a distinctive trijet engine layout with three engines, one on the tail and two under the wings."
+    ],
+    "MD-11": [
+        "Look for a large, wide-body jet with a distinctive tail and three engines, including one on the tail.",
+        "The MD-11 is a wide-body jet with a distinctive tail and three engines, larger than many other aircraft.",
+        "The MD-11 has a distinctive tail design and larger wings compared to many other aircraft.",
+        "The MD-11 has a distinctive tail design, longer fuselage, and winglets that set it apart from other aircraft."
+    ],
+    "MD-80": [
+        "Look for a short fuselage with winglets, two engines under the wings, and a T-tail configuration.",
+        "The MD-80 has a distinctive T-tail, wing-mounted engines, and a rounded nose for easy recognition.",
+        "The MD-80 is a mid-sized jet airliner with a distinctive T-tail and wing-mounted engines.",
+        "The MD-80 has a distinctive T-tail and rear-mounted engines, unlike many other aircraft with different tail and engine placements."
+    ],
+    "MD-87": [
+        "Look for a twin-engine jet with a T-tail and a pointed nose, shorter than a MD-88.",
+        "The MD-87 is a medium-sized twin-engine jet with a pointed nose and a T-tail configuration.",
+        "The MD-87 has a distinctive T-tail and longer body compared to most other aircraft.",
+        "The MD-87 has a unique short fuselage, T-tail, and winglets, distinguishing it from other aircraft types."
+    ],
+    "MD-90": [
+        "Look for a twin-engine jet with a T-tail and a pointed nose, similar to a smaller MD-11.",
+        "The MD-90 is a medium-sized, twin-engine jet with a sleek body and pointed nose, similar to other MD series planes.",
+        "The MD-90 has a distinctive T-tail configuration not found on other aircraft types.",
+        "The MD-90 has a unique T-tail and rear-mounted engines, distinguishing it from most other aircraft."
+    ],
+    "Metroliner": [
+        "Look for a small, twin-engine plane with a rounded nose and a distinctive tail design.",
+        "The Metroliner is smaller, with a rounded fuselage and twin turboprops, unlike larger jets or propeller planes.",
+        "A Metroliner is a small, twin-engine commuter plane with a short fuselage and fixed landing gear.",
+        "The Metroliner has a small, twin-engine design with a high-wing and a distinctive tail configuration."
+    ],
+    "Model B200": [
+        "The Model B200 has a distinctive high-wing, twin-engine design with a T-tail configuration.",
+        "The Model B200 has a distinctive high-wing, twin-turboprop design unlike many other aircraft types.",
+        "The Model B200 has a distinctive T-tail configuration that sets it apart from other aircraft.",
+        "Look for its distinctive twin-engine, high-wing design with a T-tail and large, rectangular windows."
+    ],
+    "PA-28": [
+        "Look for a small, low-wing, four-seat aircraft with a tricycle landing gear and a single engine.",
+        "A PA-28 is a small, single-engine, four-seat, low-wing aircraft with a tricycle landing gear.",
+        "The PA-28 has a low wing, tricycle landing gear, and a single-engine configuration.",
+        "The PA-28 has a low wing and tricycle landing gear, unlike many other aircraft with high wings or tailwheels."
+    ],
+    "SR-20": [
+        "A SR-20 is a sleek, modern, single-engine aircraft with a streamlined design and retractable landing gear.",
+        "The SR-20 has a sleek, modern design with a low wing and retractable landing gear, unlike many other aircraft.",
+        "The SR-20 has a sleek, modern design with a low-wing configuration and a distinctive tail shape.",
+        "Look for a small, sleek, single-engine plane with a glass cockpit and a distinctive tail design."
+    ],
+    "Saab 2000": [
+        "The Saab 2000 is a twin-engine turboprop aircraft with a distinctive high-wing and rear-mounted tail.",
+        "The Saab 2000 has a high wing, twin turboprop engines, and a distinctive rear-mounted tail cone.",
+        "The Saab 2000 has a high-wing, twin-turboprop design unlike many other aircraft with different configurations.",
+        "Look for a twin-engine turboprop with a high wing and a distinctive T-tail configuration."
+    ],
+    "Saab 340": [
+        "The Saab 340 has a twin-engine turboprop design, unlike many larger jet aircraft or smaller single-engine planes.",
+        "Look for a twin-engine turboprop with a high wing, T-tail, and a distinctive rounded nose.",
+        "The Saab 340 is a twin-engine regional turboprop aircraft with a short fuselage and fixed landing gear.",
+        "The Saab 340 has a twin-turboprop engine, short fuselage, and high-wing design with fixed landing gear."
+    ],
+    "Spitfire": [
+        "A Spitfire is a sleek, single-engine fighter with elliptical wings and a distinctive pointed nose.",
+        "Look for a low-wing monoplane with elliptical wings and a pointed nose.",
+        "The Spitfire has a distinctive elliptical wing shape and slim fuselage with a prominent tail fin.",
+        "Spitfires have elliptical wings and a sleek, streamlined body, unlike many other aircraft with straight or rounded wings."
+    ],
+    "Tornado": [
+        "Look for a twin-engine, swing-wing aircraft with a distinctive T-tail and sharp, angular design.",
+        "A Tornado aircraft is a twin-engine, variable-sweep wing jet with a distinctive delta shape.",
+        "The Tornado has a distinctive blended wing-body design, unlike many other aircraft with separate wings and fuselages.",
+        "The Tornado has a distinctive swing-wing design and twin engines with a unique tail configuration."
+    ],
+    "Tu-134": [
+        "Look for a small, twin-engine jet with a distinctive T-tail and a rounded nose.",
+        "A Tu-134 is a twin-engine jet with a distinctive T-tail and rear-mounted engines.",
+        "The Tu-134 has a distinctive T-tail and forward-swept wings, making it easy to recognize.",
+        "The Tu-134 has a distinctive T-tail and forward-swept wings, unlike most other aircraft."
+    ],
+    "Tu-154": [
+        "The Tu-154 has three engines, a T-tail, and a distinctive rear-mounted engine configuration.",
+        "The Tu-154 has three rear-mounted engines and a distinctive T-tail, unlike most other aircraft.",
+        "A Tu-154 is a medium-range jet with three engines and a distinctive T-tail, common in Soviet-era designs.",
+        "The Tu-154 has a distinctive T-tail and three rear-mounted engines on a wide wing."
+    ],
+    "Yak-42": [
+        "Look for a medium-sized airliner with a T-tail and forward-swept wings.",
+        "A Yak-42 is a medium-sized passenger jet with a distinctive tail and swept-back wings.",
+        "The Yak-42 has a distinctive T-tail, three engines, and a rounded nose, setting it apart from other aircraft.",
+        "The Yak-42 has a distinctive T-tail configuration with a high-mounted horizontal stabilizer."
+    ]
+}

desc/gpt-4.1/descriptions_top4/Food101.json

@@ -0,0 +1,608 @@
+{
+    "apple pie": [
+        "Apple pie is typically a round dessert with a golden brown flaky crust and visible apple slices or filling inside.",
+        "Apple pie typically features a golden brown crust with a lattice or solid top and visible cooked apple filling inside.",
+        "Apple pie is recognized by its golden flaky crust, lattice or solid top, and visible baked apple filling with spices.",
+        "Apple pie typically features a golden brown crust with a lattice or solid top and visible baked apple filling inside."
+    ],
+    "baby back ribs": [
+        "Baby back ribs are curved pork ribs with meat on top, usually glazed with barbecue sauce and served in racks.",
+        "Baby back ribs are curved pork ribs with visible bones, glazed or sauced, and often served in racks with a caramelized surface.",
+        "Baby back ribs are recognized by curved pork ribs with visible bones, glazed barbecue sauce, and a caramelized, sticky surface.",
+        "Baby back ribs are identifiable by their curved pork bones covered in glazed barbecue sauce with visible charred grill marks."
+    ],
+    "baklava": [
+        "Baklava appears as golden brown layered pastry squares or diamonds filled with chopped nuts and soaked in sweet syrup.",
+        "Baklava is layered golden brown pastry with visible nuts and syrup, often cut into diamonds or squares, unlike most foods.",
+        "Baklava is recognized by its layered golden flaky pastry filled with chopped nuts and soaked in sweet syrup or honey.",
+        "Baklava is recognizable by its golden flaky layers of phyllo dough filled with chopped nuts and soaked in syrup."
+    ],
+    "beef carpaccio": [
+        "Beef carpaccio features thin raw beef slices often garnished with greens cheese or capers unlike cooked or heavily sauced dishes.",
+        "Beef carpaccio features thin raw beef slices arranged flat on a plate often garnished with greens cheese or drizzled dressing.",
+        "Beef carpaccio features thin raw beef slices arranged flat on a plate often garnished with greens cheese or drizzled dressing.",
+        "Thinly sliced raw red beef arranged flat on a plate often garnished with arugula cheese and drizzled olive oil."
+    ],
+    "beef tartare": [
+        "Beef tartare is recognized by its raw finely chopped red beef often topped with a raw egg yolk and garnishes.",
+        "Beef tartare appears as finely chopped raw red meat often topped with egg yolk and garnishes unlike cooked or mixed dishes.",
+        "Beef tartare is raw finely chopped red beef often topped with a raw egg yolk and garnished with herbs or onions.",
+        "Beef tartare typically appears as finely chopped raw red beef often topped with a raw egg yolk and garnished with herbs."
+    ],
+    "beet salad": [
+        "Beet salad is recognized by its deep red or purple beet chunks often mixed with greens cheese nuts or bright vegetables.",
+        "Beet salad is identifiable by its deep red or purple beet chunks often mixed with greens cheese nuts or light dressing.",
+        "Beet salad typically features vibrant red or purple beet chunks mixed with greens cheese nuts or other colorful vegetables.",
+        "Beet salad typically features vibrant red or purple beet pieces often mixed with greens cheese or nuts for added color contrast."
+    ],
+    "beignets": [
+        "Beignets are square or rectangular deep fried pastries dusted with powdered sugar often appearing golden brown and pillowy.",
+        "Beignets are small square or rectangular fried pastries dusted with powdered sugar often appearing puffy and golden brown.",
+        "Beignets are square or rectangular fried dough pieces, golden brown, and heavily dusted with powdered sugar, unlike most pastries.",
+        "Beignets are square or rectangular deep fried pastries dusted with powdered sugar often showing a puffy and golden brown appearance."
+    ],
+    "bibimbap": [
+        "Bibimbap is distinct for its colorful arrangement of vegetables, meat, and egg on rice, often served in a bowl.",
+        "Bibimbap is a colorful Korean rice bowl topped with neatly arranged vegetables, meat, and a fried egg in the center.",
+        "Bibimbap is a colorful Korean rice bowl topped with assorted vegetables, sliced meat, and a fried egg arranged neatly.",
+        "Bibimbap is recognized by its colorful arrangement of assorted vegetables, meat, and egg atop rice, often served in a bowl."
+    ],
+    "bread pudding": [
+        "Bread pudding is characterized by chunky bread pieces soaked in custard, often baked golden with visible raisins or spices.",
+        "Bread pudding typically appears as a moist, chunky baked dessert with visible bread pieces, often topped with sauce or dusted sugar.",
+        "Bread pudding looks like a dense, moist dessert with chunks of bread, often topped with sauce or sprinkled with powdered sugar.",
+        "Bread pudding typically appears as a moist, chunky dessert with visible bread pieces, often golden brown and sometimes topped with sauce."
+    ],
+    "breakfast burrito": [
+        "A breakfast burrito is a tortilla wrapped around eggs, meat, cheese, and vegetables, often appearing plump and golden.",
+        "A breakfast burrito is a tortilla wrapped around visible eggs, potatoes, cheese, and often sausage or bacon, usually cut open.",
+        "Breakfast burritos are typically cylindrical tortillas wrapped around visible fillings like eggs, cheese, and meats, often showing a toasted surface.",
+        "A breakfast burrito is uniquely identified by a tortilla wrap visibly stuffed with eggs, often with potatoes, cheese, and sausage."
+    ],
+    "bruschetta": [
+        "Bruschetta typically consists of toasted bread slices topped with diced tomatoes, garlic, basil, and olive oil, often brightly colored.",
+        "Bruschetta is typically toasted bread topped with diced tomatoes, basil, garlic, and olive oil, often appearing colorful and rustic.",
+        "Bruschetta typically features toasted bread slices topped with diced tomatoes and herbs, unlike most foods which lack this distinct presentation.",
+        "Bruschetta features toasted bread slices topped with diced tomatoes, basil, olive oil, and sometimes garlic, creating a colorful appetizer."
+    ],
+    "caesar salad": [
+        "Caesar salad is identified by romaine lettuce, croutons, grated cheese, and creamy dressing often topped with grilled chicken.",
+        "Caesar salad is recognized by romaine lettuce, croutons, parmesan cheese, and creamy dressing often topped with grilled chicken.",
+        "Caesar salad typically features romaine lettuce, croutons, grated cheese, and creamy dressing, making it look fresh and leafy.",
+        "Caesar salad typically features romaine lettuce, croutons, grated cheese, and creamy dressing, often topped with grilled chicken."
+    ],
+    "cannoli": [
+        "Cannoli are tube-shaped pastries with a crispy shell filled with creamy white ricotta, often dusted with powdered sugar.",
+        "Cannoli are tube-shaped pastries filled with creamy ricotta, often dusted with powdered sugar and sometimes topped with chocolate chips.",
+        "Cannoli are tube-shaped pastries filled with creamy ricotta, often dusted with powdered sugar and sometimes topped with chocolate chips.",
+        "Cannoli are tube-shaped pastries filled with creamy ricotta, often dusted with powdered sugar and sometimes topped with chocolate chips."
+    ],
+    "caprese salad": [
+        "Caprese salad is uniquely identified by alternating slices of fresh mozzarella and tomatoes with basil leaves arranged in a simple pattern.",
+        "Caprese salad features sliced tomatoes, mozzarella, and basil arranged in layers, often drizzled with olive oil and balsamic.",
+        "Caprese salad features sliced tomatoes, fresh mozzarella, and basil leaves arranged in layers, often drizzled with olive oil.",
+        "Caprese salad features sliced tomatoes mozzarella and basil leaves arranged in layers often drizzled with olive oil and balsamic."
+    ],
+    "carrot cake": [
+        "Carrot cake typically has a moist brownish crumb with visible orange flecks and is often topped with creamy white frosting.",
+        "Carrot cake is recognized by its moist brownish crumb with visible orange carrot flecks and often topped with creamy white frosting.",
+        "Carrot cake is a moist brownish cake often topped with white cream cheese frosting and sometimes decorated with nuts or carrots.",
+        "Carrot cake typically has a dense texture with visible orange flecks and is often topped with creamy white frosting."
+    ],
+    "ceviche": [
+        "Ceviche is identifiable by raw fish or seafood marinated in citrus juice mixed with onions cilantro and colorful vegetables.",
+        "Ceviche typically features raw fish or seafood marinated in citrus juice, mixed with onions, cilantro, and colorful vegetables.",
+        "Ceviche is uniquely identified by raw fish or seafood marinated in citrus juice, often mixed with onions and herbs.",
+        "Ceviche typically features raw fish marinated in citrus juice with visible onions herbs and colorful vegetables unlike most cooked dishes."
+    ],
+    "cheese plate": [
+        "A cheese plate typically features assorted cheeses often sliced or cubed with crackers fruits or nuts arranged on a flat surface.",
+        "A cheese plate typically features assorted cheeses often sliced or cubed arranged with crackers fruits or nuts on a platter.",
+        "A cheese plate features assorted cheese slices or wedges often with crackers fruits or nuts arranged on a flat serving surface.",
+        "A cheese plate features assorted sliced or cubed cheeses often arranged with fruits nuts crackers or bread on a platter."
+    ],
+    "cheesecake": [
+        "Cheesecake typically appears as a creamy, pale dessert with a smooth top and a crumbly or dense crust at the base.",
+        "Cheesecake is recognized by its creamy dense texture smooth pale surface and often a crumbly biscuit or graham cracker crust.",
+        "Cheesecake typically has a smooth creamy surface often with a pale color and sometimes a crumbly crust at the base.",
+        "Cheesecake is typically creamy and pale with a smooth top often on a crumbly crust sometimes topped with fruit or sauce."
+    ],
+    "chicken curry": [
+        "Chicken curry is recognizable by its golden or reddish sauce with visible chicken pieces often garnished with herbs or spices.",
+        "Chicken curry is distinguished by tender chicken pieces in a thick, often yellow or orange spiced sauce with visible oil.",
+        "Chicken curry is recognized by its rich orange or yellow sauce, visible chicken pieces, and presence of herbs or spices.",
+        "Chicken curry typically appears as pieces of chicken in a thick, yellow or orange spiced sauce, often with visible herbs."
+    ],
+    "chicken quesadilla": [
+        "Chicken quesadilla is typically a folded or layered tortilla with visible grilled chicken pieces and melted cheese, often cut into wedges.",
+        "Chicken quesadilla typically appears as folded or grilled tortillas filled with melted cheese and chicken, often sliced into wedges.",
+        "Chicken quesadilla is recognized by folded or layered tortillas with visible grilled chicken cheese and sometimes vegetables often cut into wedges.",
+        "Chicken quesadillas typically feature folded tortillas with visible grilled marks and melted cheese, often showing chicken pieces inside or spilling out."
+    ],
+    "chicken wings": [
+        "Chicken wings are typically small, curved pieces with visible bones and crispy skin, often coated in sauce or seasoning.",
+        "Chicken wings are small curved pieces of chicken with visible bones often coated in sauce or seasoning and sometimes crispy.",
+        "Chicken wings are typically small, curved pieces of meat with visible bones, crispy or saucy skin, and a reddish or golden color.",
+        "Chicken wings are small, curved pieces of fried or baked poultry often coated in sauce, usually served with bones visible."
+    ],
+    "chocolate cake": [
+        "Chocolate cake is typically dark brown with a moist texture and often topped with chocolate frosting or dusted with cocoa.",
+        "Chocolate cake is recognized by its dark brown color, moist crumb texture, layered structure, and visible chocolate frosting or decoration.",
+        "Chocolate cake is typically dark brown, often layered, with a moist texture and sometimes topped with glossy chocolate icing.",
+        "Chocolate cake is a dark brown layered dessert, often topped with glossy chocolate icing and sometimes decorated with sprinkles or fruit."
+    ],
+    "chocolate mousse": [
+        "Chocolate mousse typically appears as a smooth, creamy, dark brown dessert often served in cups or bowls with a fluffy texture.",
+        "Chocolate mousse is typically smooth, airy, and dark brown, often served in cups or bowls with a creamy texture.",
+        "Chocolate mousse typically appears as a smooth, airy, dark brown dessert often served in cups or bowls with a creamy texture.",
+        "Chocolate mousse is typically smooth, airy, dark brown, often served in cups or glasses, sometimes topped with whipped cream."
+    ],
+    "churros": [
+        "Churros are long, ridged, golden brown pastries often dusted with sugar, distinct from round, flat, or layered foods.",
+        "Churros are long, ridged, golden brown fried dough sticks often dusted with sugar and sometimes served with chocolate.",
+        "Churros are long ridged sticks of fried dough often dusted with sugar and sometimes served with chocolate for dipping.",
+        "Churros are long ridged fried dough sticks often coated in sugar and sometimes served with chocolate dipping sauce."
+    ],
+    "clam chowder": [
+        "Clam chowder is a creamy white soup with visible chunks of clams potatoes and sometimes vegetables often served in a bowl.",
+        "Clam chowder is a creamy white soup with visible chunks of clams potatoes and sometimes vegetables often served in a bowl.",
+        "Clam chowder is creamy and thick with visible chunks of clams and potatoes unlike most other foods which lack this texture.",
+        "Clam chowder is creamy white or beige soup with visible clams potatoes and sometimes celery often served in a bowl."
+    ],
+    "club sandwich": [
+        "A club sandwich is typically stacked with layers of toasted bread, sliced meats, lettuce, tomato, and often cut into triangles.",
+        "Club sandwiches are uniquely identified by their stacked layers of bread, meats, lettuce, tomato, and toothpicks holding quarters together.",
+        "A club sandwich is distinct for its layered toasted bread, sliced meats, lettuce, tomato, bacon, and visible sandwich cross-section.",
+        "A club sandwich typically features stacked toasted bread layers filled with sliced meats lettuce tomato bacon and mayonnaise cut into quarters."
+    ],
+    "crab cakes": [
+        "Crab cakes are typically round golden brown patties with a coarse texture unlike smoother or differently shaped foods in the dataset.",
+        "Crab cakes are round golden brown patties with a slightly crispy exterior often flecked with herbs and small crab pieces.",
+        "Crab cakes are round golden brown patties with a coarse texture often showing visible crab meat and breadcrumb pieces.",
+        "Crab cakes are round golden brown patties with a coarse flaky texture often showing visible crab meat and breadcrumb pieces."
+    ],
+    "creme brulee": [
+        "Creme brulee is identified by its smooth creamy custard base topped with a thin layer of caramelized golden brown sugar.",
+        "Creme brulee has a smooth creamy base topped with a shiny caramelized sugar crust often served in a shallow dish.",
+        "Creme brulee is a creamy custard dessert with a smooth surface topped by a thin layer of caramelized golden sugar.",
+        "Creme brulee features a smooth creamy custard base topped with a caramelized golden brown sugar crust in a shallow dish."
+    ],
+    "croque madame": [
+        "A croque madame is a toasted sandwich topped with a fried egg, often showing melted cheese and ham inside.",
+        "A croque madame is a toasted ham and cheese sandwich topped with a fried egg, often served with sauce.",
+        "Croque madame is distinct for its toasted sandwich topped with a fried egg, often showing melted cheese and ham inside.",
+        "Croque madame is distinct for its toasted sandwich with ham and cheese topped with a fried egg on top."
+    ],
+    "cup cakes": [
+        "Cup cakes are small individual cakes with a rounded top often decorated with frosting and sprinkles in paper liners.",
+        "Cup cakes are small individual cakes with a rounded top often decorated with frosting or sprinkles and served in paper cups.",
+        "Cup cakes are small individual cakes with rounded tops often decorated with colorful frosting and sprinkles in paper wrappers.",
+        "Cup cakes are small individual cakes with a rounded top often decorated with colorful frosting and sprinkles in paper liners."
+    ],
+    "deviled eggs": [
+        "Deviled eggs are halved hard boiled eggs with creamy yellow yolk filling piped or spooned into the white halves.",
+        "Deviled eggs are halved hard boiled eggs with creamy yellow yolk filling piped or spooned into the hollowed whites.",
+        "Deviled eggs are halved hard boiled eggs with a yellow creamy filling in the center often sprinkled with paprika.",
+        "Deviled eggs are halved hard boiled eggs with creamy yellow yolk filling, often garnished with paprika or herbs."
+    ],
+    "donuts": [
+        "Donuts are typically round with a central hole, often glazed or frosted, and may have colorful sprinkles or powdered sugar.",
+        "Donuts are typically round with a hole in the center and have a glazed or frosted surface, unlike most other foods.",
+        "Donuts are round pastries with a hole in the center, often glazed or topped with colorful sprinkles or icing.",
+        "Donuts are round pastries with a hole in the center, often glazed or topped with colorful icing and sprinkles."
+    ],
+    "dumplings": [
+        "Dumplings are small dough parcels often filled with meat or vegetables, featuring pleated or pinched edges and a soft texture.",
+        "Dumplings are typically small dough parcels often with pleated edges, enclosing a filling, unlike flat, open, or layered foods.",
+        "Dumplings are small dough parcels often folded or pleated, usually containing visible fillings and sometimes served with sauce or broth.",
+        "Dumplings are small dough parcels often filled with meat or vegetables, usually round or crescent-shaped, and appear soft or steamed."
+    ],
+    "edamame": [
+        "Edamame are bright green immature soybeans served in pods often steamed or boiled and typically sprinkled with coarse salt.",
+        "Edamame is recognized by its bright green color, smooth oval pods, and often appears steamed or sprinkled with coarse salt.",
+        "Edamame looks like bright green immature soybeans served in pods, often steamed or boiled, with a smooth, plump appearance.",
+        "Edamame are bright green immature soybeans in pods, distinct from most foods by their color, shape, and podded form."
+    ],
+    "eggs benedict": [
+        "Eggs benedict features poached eggs on English muffins with ham or bacon, topped with creamy yellow hollandaise sauce.",
+        "Eggs benedict features poached eggs on an English muffin with ham or bacon, topped with creamy yellow hollandaise sauce.",
+        "Eggs benedict features poached eggs and ham on an English muffin, topped with creamy yellow hollandaise sauce.",
+        "Eggs benedict features poached eggs on an English muffin with ham and hollandaise sauce, often topped with a yellow sauce."
+    ],
+    "escargots": [
+        "Escargots are typically small snails served in shells with visible garlic herb butter and often presented in a round escargot dish.",
+        "Escargots are usually small snails served in shells or dishes, often topped with green garlic herb butter and parsley.",
+        "Escargots are small cooked snails often served in shells with green herb butter, unlike most foods which lack visible shells.",
+        "Escargots are cooked snails often served in shells with garlic butter, appearing as small, glossy, spiral shapes on plates."
+    ],
+    "falafel": [
+        "Falafel typically appears as small round or oval deep fried balls or patties made from ground chickpeas or fava beans.",
+        "Falafel is typically small round or oval deep fried balls with a coarse brown crust and a greenish interior from herbs.",
+        "Falafel is typically small round or oval deep fried balls or patties with a coarse brown crust and greenish interior.",
+        "Falafel is recognized by its small round or oval deep fried balls made from ground chickpeas or fava beans with a crispy brown exterior."
+    ],
+    "filet mignon": [
+        "Filet mignon is a small, thick, round beef steak, usually brown on the outside and pink or red inside.",
+        "Filet mignon is a thick, round, tender beef steak often served medium rare with a seared brown exterior.",
+        "Filet mignon is a small, thick, round steak with a smooth texture, usually served grilled or pan-seared without sauce.",
+        "Filet mignon is a small thick round steak with a smooth texture and minimal fat often served medium rare."
+    ],
+    "fish and chips": [
+        "Fish and chips typically feature golden battered fish fillets and thick fries, often served together with a light crispy texture.",
+        "Fish and chips typically feature golden battered fish fillets alongside thick potato fries often served together on a single plate.",
+        "Fish and chips typically features golden battered fish fillets and thick potato fries often served together on a plain plate.",
+        "Fish and chips features golden battered fish fillets paired with thick potato fries often served together on a plain plate."
+    ],
+    "foie gras": [
+        "Foie gras typically appears as smooth, pale beige or pinkish slices or pâté, often served with toast or garnish.",
+        "Foie gras typically appears as smooth, pale beige or pinkish slices or pâté, often served with toast or fruit.",
+        "Foie gras typically appears as smooth, pale, creamy slices or pâté, unlike most foods which have varied textures and colors.",
+        "Foie gras is recognized by its smooth creamy texture, pale beige color, and often served as thick slices or pâté."
+    ],
+    "french fries": [
+        "French fries are thin golden sticks with a crispy exterior and soft interior often served in piles or alongside burgers.",
+        "French fries are thin, elongated, golden-brown potato strips with a crispy exterior and soft interior, often served in piles.",
+        "French fries are thin, golden, crispy strips of potato, distinct from other foods by their uniform shape and fried texture.",
+        "French fries are thin golden strips of deep fried potato often served in piles and usually accompanied by ketchup or other dips."
+    ],
+    "french onion soup": [
+        "French onion soup is typically brown with melted cheese and bread on top served in a bowl with visible onions.",
+        "French onion soup is identified by its brown broth topped with melted cheese and toasted bread slices floating on top.",
+        "French onion soup is recognized by its caramelized onions, clear brown broth, and melted cheese topping over toasted bread.",
+        "French onion soup typically appears as a brown broth topped with melted cheese and toasted bread in a round bowl."
+    ],
+    "french toast": [
+        "French toast is typically sliced bread soaked in egg mixture, pan-fried, and often topped with powdered sugar or syrup.",
+        "French toast typically appears as golden brown bread slices, often dusted with powdered sugar and sometimes topped with fruit or syrup.",
+        "French toast typically appears as golden brown bread slices, often dusted with powdered sugar and sometimes topped with fruit or syrup.",
+        "French toast is typically sliced bread soaked in egg mixture, pan-fried, and topped with powdered sugar, syrup, or fruit."
+    ],
+    "fried calamari": [
+        "Fried calamari typically appears as golden brown rings or tentacles with a crispy texture, distinct from most other foods.",
+        "Fried calamari is recognized by its golden brown crispy rings or tentacles often served with lemon wedges or dipping sauce.",
+        "Fried calamari typically appears as golden brown rings or tentacles, often breaded and crispy, usually served with dipping sauce.",
+        "Fried calamari typically appears as golden brown rings or tentacles with a crispy breaded coating, often served with lemon wedges."
+    ],
+    "fried rice": [
+        "Fried rice appears as mixed grains with visible vegetables and proteins, often golden brown from soy sauce or seasoning.",
+        "Fried rice is recognized by mixed grains of rice with visible vegetables and proteins, often showing a slightly oily appearance.",
+        "Fried rice appears as a colorful mix of rice grains with visible vegetables, eggs, and sometimes meat or shrimp pieces.",
+        "Fried rice is uniquely identified by mixed grains of rice with visible bits of vegetables eggs and meats scattered throughout."
+    ],
+    "frozen yogurt": [
+        "Frozen yogurt is typically swirled, creamy, served in cups or cones, and often topped with fruits, nuts, or candy.",
+        "Frozen yogurt typically appears as a swirled creamy dessert in a cup often topped with fruits or colorful candies.",
+        "Frozen yogurt is often served in a swirl shape with a glossy smooth texture and sometimes topped with colorful fruits or candies.",
+        "Frozen yogurt typically appears as a smooth swirled soft serve in a cup often topped with fruits or candies."
+    ],
+    "garlic bread": [
+        "Garlic bread is recognized by its golden toasted crust, visible garlic and herb flecks, and often a buttery sheen.",
+        "Garlic bread is typically sliced baguette or loaf with a golden toasted surface and visible garlic butter and herbs.",
+        "Garlic bread typically appears as golden toasted bread slices with a buttery surface often speckled with green herbs like parsley.",
+        "Garlic bread is typically sliced baguette or loaf with a golden crust, visible garlic butter, and often sprinkled with herbs."
+    ],
+    "gnocchi": [
+        "Gnocchi are small, soft, oval dumplings often ridged or smooth, distinct from pasta, noodles, or rice-based dishes.",
+        "Gnocchi are small, soft, pillowy dumplings often oval or ridged, usually pale and served with sauce or cheese.",
+        "Gnocchi are small, soft dumplings often oval or pillow-shaped, usually pale and served with sauce or grated cheese.",
+        "Gnocchi are small, soft, pillowy dumplings often oval or ridged, usually pale in color and served with sauce."
+    ],
+    "greek salad": [
+        "Greek salad typically features chopped tomatoes cucumbers onions olives and feta cheese, often with olive oil and herbs.",
+        "Greek salad is identifiable by chunks of tomato cucumber red onion olives and feta cheese often mixed with olive oil.",
+        "Greek salad is distinct for its mix of tomatoes cucumbers olives feta cheese and red onions often with visible olive oil.",
+        "Greek salad is uniquely identified by large chunks of feta cheese combined with olives, tomatoes, cucumbers, and red onions."
+    ],
+    "grilled cheese sandwich": [
+        "A grilled cheese sandwich is golden brown bread with melted cheese inside often cut diagonally and looks warm and crispy.",
+        "Grilled cheese sandwich is recognized by golden toasted bread slices with melted cheese oozing between them and sometimes visible grill marks.",
+        "A grilled cheese sandwich typically has golden brown toasted bread with melted cheese oozing between two slices.",
+        "Grilled cheese sandwiches typically show golden toasted bread with visible melted cheese oozing between two slices, unlike most other foods."
+    ],
+    "grilled salmon": [
+        "Grilled salmon is usually pink-orange with distinct grill marks and a flaky texture, often served with lemon or herbs.",
+        "Grilled salmon is recognized by its pinkish-orange flaky flesh, charred grill marks, and sometimes a glistening or slightly oily surface.",
+        "Grilled salmon typically has pinkish-orange flesh with visible grill marks and a flaky texture unlike most other foods.",
+        "Grilled salmon typically appears as pinkish-orange fish fillets with grill marks often served with vegetables or rice on the side."
+    ],
+    "guacamole": [
+        "Guacamole is typically a chunky green dip with visible avocado pieces often mixed with tomato onion cilantro and sometimes lime.",
+        "Guacamole is typically green chunky and creamy with visible avocado pieces often mixed with tomatoes onions and cilantro.",
+        "Guacamole is recognized by its chunky green appearance with visible avocado pieces often mixed with tomato onion cilantro and lime.",
+        "Guacamole is a chunky green dip made from mashed avocados often mixed with tomatoes onions cilantro and lime juice."
+    ],
+    "gyoza": [
+        "Gyoza are crescent-shaped dumplings with pleated edges, typically pan-fried to a golden brown and often served in groups.",
+        "Gyoza are small crescent-shaped dumplings with pleated edges, typically pan-fried to a golden brown on one side.",
+        "Gyoza are small crescent-shaped dumplings with pleated edges and a golden crispy bottom, often served in groups.",
+        "Gyoza are crescent-shaped dumplings with pleated edges, pan-fried to a golden brown on one side and steamed on the other."
+    ],
+    "hamburger": [
+        "A hamburger is typically a round sandwich with a visible cooked patty, lettuce, tomato, and sometimes cheese between two buns.",
+        "Hamburgers typically feature a round bun with a visible meat patty and layered toppings unlike most other foods.",
+        "A hamburger typically features a round bun with a visible beef patty, lettuce, tomato, cheese, and sometimes onions or pickles.",
+        "A hamburger is recognized by a round bun sandwiching a visible cooked patty often with lettuce tomato cheese and condiments."
+    ],
+    "hot and sour soup": [
+        "Hot and sour soup is typically dark brown with visible tofu strips mushrooms and egg ribbons in a clear broth.",
+        "Hot and sour soup typically appears as a dark broth with visible tofu strips mushrooms and sometimes egg ribbons floating throughout.",
+        "Hot and sour soup is recognized by its dark broth, visible tofu, mushrooms, bamboo shoots, and floating egg ribbons.",
+        "Hot and sour soup appears as a dark broth with tofu mushrooms egg ribbons and vegetables often garnished with green onions."
+    ],
+    "hot dog": [
+        "A hot dog is a sausage in a long bun, often topped with mustard, ketchup, onions, or relish.",
+        "A hot dog is a sausage in a sliced bun often topped with condiments like mustard ketchup onions or relish.",
+        "A hot dog typically features a sausage in a sliced bun often topped with condiments unlike most other foods.",
+        "A hot dog is recognized by a sausage nestled in a sliced bun often topped with condiments like mustard or ketchup."
+    ],
+    "huevos rancheros": [
+        "Huevos rancheros typically feature fried eggs on tortillas topped with salsa, often accompanied by beans and vibrant garnishes.",
+        "Huevos rancheros typically feature fried eggs on tortillas topped with tomato salsa often accompanied by beans and colorful garnishes.",
+        "Huevos rancheros features fried eggs on tortillas topped with salsa often accompanied by beans and colorful garnishes.",
+        "Huevos rancheros feature fried eggs on tortillas topped with tomato salsa often accompanied by beans and vibrant Mexican garnishes."
+    ],
+    "hummus": [
+        "Hummus is a creamy beige dip often served in a shallow dish with olive oil and sometimes garnished with spices or herbs.",
+        "Hummus is a creamy beige dip often served in a bowl, sometimes garnished with olive oil, herbs, or spices.",
+        "Hummus is recognized by its creamy beige appearance often served in a bowl with olive oil and sprinkled spices on top.",
+        "Hummus is a creamy beige dip often served in a bowl, usually garnished with olive oil and spices on top."
+    ],
+    "ice cream": [
+        "Ice cream typically appears as smooth or swirled scoops or soft serve, often in cones or bowls, sometimes with toppings.",
+        "Ice cream is typically smooth or swirled, often in scoops or cones, and appears creamy with pastel or bright colors.",
+        "Ice cream is recognized by its creamy texture, cold appearance, smooth scoops, pastel colors, and often served in cones or bowls.",
+        "Ice cream typically appears as smooth or swirled scoops or soft serve, often colorful and sometimes topped with sprinkles or sauces."
+    ],
+    "lasagna": [
+        "Lasagna is layered with pasta sheets, meat or vegetables, tomato sauce, and cheese, often baked with a browned top.",
+        "Lasagna typically appears as layered pasta with visible sauce and cheese, often baked with a browned top and rectangular shape.",
+        "Lasagna typically appears as layered pasta with visible meat sauce, cheese, and sometimes herbs, often baked to a golden top.",
+        "Lasagna is uniquely identified by its visible stacked layers of pasta, sauce, cheese, and meat or vegetables."
+    ],
+    "lobster bisque": [
+        "Lobster bisque is a creamy orange soup often served smooth with a garnish and sometimes pieces of lobster or herbs.",
+        "Lobster bisque is creamy orange-pink soup often garnished with herbs or lobster pieces, unlike chunkier or solid foods.",
+        "Lobster bisque is a creamy orange soup often garnished with herbs or lobster pieces and served in a bowl.",
+        "Lobster bisque is a creamy orange-pink soup often served in a bowl sometimes garnished with herbs or lobster pieces."
+    ],
+    "lobster roll sandwich": [
+        "A lobster roll sandwich features lobster meat in a split-top bun, often with visible chunks and a light dressing or butter.",
+        "A lobster roll sandwich features chunks of lobster meat in a split-top bun often with mayonnaise and sometimes lettuce or herbs.",
+        "A lobster roll sandwich features lobster meat in a split-top bun often with mayonnaise and celery, distinctively seafood-focused and light-colored.",
+        "A lobster roll sandwich features lobster meat in a split-top bun, often with mayonnaise, appearing pinkish and creamy inside bread."
+    ],
+    "macaroni and cheese": [
+        "Macaroni and cheese is identified by elbow-shaped pasta coated in creamy yellow cheese sauce often appearing baked or gooey.",
+        "Macaroni and cheese typically appears as elbow pasta coated in creamy yellow cheese sauce, often baked with a golden top.",
+        "Macaroni and cheese is recognized by its creamy yellow-orange cheese sauce coating small curved pasta shapes, often appearing gooey and baked.",
+        "Macaroni and cheese typically features small pasta shapes coated in a creamy yellow cheese sauce, often appearing baked or gooey."
+    ],
+    "macarons": [
+        "Macarons are small round sandwich cookies with smooth tops ruffled edges and vibrant colors unlike most other foods.",
+        "Macarons are small round sandwich cookies with smooth domed tops and pastel colors often filled with creamy or fruity fillings.",
+        "Macarons are small round sandwich cookies with smooth domed tops ruffled edges and vibrant colors filled with creamy centers.",
+        "Macarons are small round sandwich cookies with smooth domed tops ruffled edges and vibrant colors filled with creamy centers."
+    ],
+    "miso soup": [
+        "Miso soup is typically a clear brownish broth with floating tofu cubes seaweed and green onions often served in a small bowl.",
+        "Miso soup typically appears as a clear broth with floating tofu cubes, seaweed, and green onions, unlike most other foods.",
+        "Miso soup typically appears as a clear brownish broth with floating tofu cubes seaweed and green onions among various foods.",
+        "Miso soup is recognized by its clear broth with floating tofu cubes, seaweed, and green onions, often served in bowls."
+    ],
+    "mussels": [
+        "Mussels are small dark oval shells often served open with orange or pale flesh inside sometimes in a broth or sauce.",
+        "Mussels have dark oblong shells often served open with orange flesh inside unlike most foods which lack shells or similar presentation.",
+        "Mussels are recognized by their dark oval shells often open to reveal orange or yellow flesh arranged in a bowl or plate.",
+        "Mussels are small dark oval shells often served open with orange or yellow flesh inside, usually accompanied by broth or herbs."
+    ],
+    "nachos": [
+        "Nachos are typically tortilla chips covered with melted cheese and toppings, often appearing colorful and layered compared to other foods.",
+        "Nachos are crispy tortilla chips topped with melted cheese, often garnished with salsa, jalapenos, beans, or sour cream.",
+        "Nachos are recognized by crispy tortilla chips topped with melted cheese, jalapenos, salsa, and sometimes beans or ground meat.",
+        "Nachos are identifiable by tortilla chips topped with melted cheese, often layered with salsa, jalapenos, beans, and colorful garnishes."
+    ],
+    "omelette": [
+        "Omelettes are typically yellow or golden, folded or flat, with a smooth or slightly browned surface and visible cooked egg texture.",
+        "Omelettes are typically yellow or golden, flat, and folded, often with visible fillings like vegetables, cheese, or meats inside.",
+        "Omelette appears as a flat round dish made from beaten eggs often yellow with visible fillings like vegetables or cheese.",
+        "Omelettes are typically yellow, folded, and slightly browned, often with visible fillings, unlike most other foods in the dataset."
+    ],
+    "onion rings": [
+        "Onion rings are golden brown circular rings with a crispy fried coating often served stacked or piled on a plate.",
+        "Onion rings are circular, golden brown, and crispy, with a visible onion center, unlike most other foods in Food101.",
+        "Onion rings are circular golden brown fried rings with a crunchy coating and a visible hollow center from the onion slice.",
+        "Onion rings are circular golden brown fried rings with a crispy breadcrumb coating and a visible onion center inside."
+    ],
+    "oysters": [
+        "Oysters are recognized by their irregular rough shells and moist grayish flesh often served on the half shell with garnish.",
+        "Oysters look like irregularly shaped grayish shells often served open faced with moist, shiny, plump flesh inside.",
+        "Oysters have irregular rough shells and a moist grayish interior, unlike most foods which are smoother and more uniformly colored.",
+        "Oysters are typically grayish or beige shellfish served in irregular shells often on ice with a moist glossy surface."
+    ],
+    "pad thai": [
+        "Pad thai typically appears as stir fried rice noodles with shrimp or chicken, peanuts, bean sprouts, and lime wedges.",
+        "Pad thai is recognized by stir fried rice noodles with shrimp or chicken, peanuts, bean sprouts, lime, and vibrant garnishes.",
+        "Pad thai is identifiable by stir fried rice noodles with shrimp or chicken, peanuts, lime wedges, and bean sprouts.",
+        "Pad thai typically features stir fried noodles with shrimp or chicken, peanuts, bean sprouts, and lime, often garnished with herbs."
+    ],
+    "paella": [
+        "Paella is recognized by its yellow saffron rice, mixed seafood or meats, vegetables, and often visible lemon wedges.",
+        "Paella is recognizable by its yellow saffron rice, mixed seafood or meats, and colorful vegetables arranged in a shallow pan.",
+        "Paella is distinct for its vibrant yellow rice mixed with seafood or meat and vegetables often served in a wide shallow pan.",
+        "Paella is a colorful rice dish with saffron, seafood, chicken, and vegetables, often garnished with lemon wedges."
+    ],
+    "pancakes": [
+        "Pancakes are flat round and golden brown with a smooth surface often stacked and sometimes topped with syrup or fruit.",
+        "Pancakes are flat round golden brown cakes often stacked and served with syrup butter or fruit on top.",
+        "Pancakes are flat round golden brown stacks often topped with syrup butter or fruit and have a soft fluffy texture.",
+        "Pancakes are flat round golden-brown cakes often stacked and served with syrup butter or fruit on top."
+    ],
+    "panna cotta": [
+        "Panna cotta is a smooth creamy molded dessert often topped with fruit or sauce and has a glossy gelatinous surface.",
+        "Panna cotta is usually smooth and creamy, molded into a dome or cup shape, often topped with fruit or sauce.",
+        "Panna cotta is a smooth creamy dessert often molded and topped with berries or sauce usually appearing glossy and pale.",
+        "Panna cotta is a smooth creamy molded dessert often served in a dome shape with fruit sauce or berries on top."
+    ],
+    "peking duck": [
+        "Peking duck is recognized by its glossy crispy brown skin sliced meat and often served with thin pancakes and scallions.",
+        "Peking duck features glossy crispy brown skin with sliced meat often served with pancakes and garnishes unlike most other dishes.",
+        "Peking duck is recognizable by its glossy crispy brown skin often sliced and served with thin pancakes and green onions.",
+        "Peking duck features glossy brown crispy skin often served sliced with pancakes green onions and hoisin sauce on the side."
+    ],
+    "pho": [
+        "Pho is a Vietnamese noodle soup with clear broth, rice noodles, sliced meat, and fresh herbs, often served in bowls.",
+        "Pho is a Vietnamese noodle soup with clear broth, flat rice noodles, sliced meat, and fresh herbs like cilantro and basil.",
+        "Pho is recognized by its clear broth, flat rice noodles, sliced meat, fresh herbs, and lime in a deep bowl.",
+        "Pho typically features clear broth, rice noodles, sliced meat, and fresh herbs, unlike many foods with thicker sauces or mixed ingredients."
+    ],
+    "pizza": [
+        "Pizza is typically round with a golden crust, melted cheese, tomato sauce, and visible toppings like pepperoni or vegetables.",
+        "Pizza typically has a round flat base with visible toppings like cheese sauce and meats arranged on a baked crust.",
+        "Pizza is recognized by a flat round crust topped with melted cheese tomato sauce and various visible toppings like pepperoni or vegetables.",
+        "Pizza typically appears as a round flatbread topped with tomato sauce cheese and various toppings, often sliced into triangular pieces."
+    ],
+    "pork chop": [
+        "A pork chop is a thick, bone-in or boneless meat cut, usually light brown outside with a juicy, pale interior.",
+        "Pork chop typically features a browned or grilled meat slice with visible bone and fat, unlike most other foods.",
+        "Pork chop typically appears as a thick, browned meat slice often with a bone, sometimes garnished or served with sides.",
+        "Pork chop is recognized by its thick bone-in or boneless meat slice, browned seared edges, and visible marbling."
+    ],
+    "poutine": [
+        "Poutine is distinct for its combination of French fries topped with cheese curds and brown gravy, creating a layered appearance.",
+        "Poutine is identified by fries topped with brown gravy and cheese curds, creating a messy, saucy, and chunky appearance.",
+        "Poutine looks like a pile of French fries topped with brown gravy and white cheese curds, often messy and hearty.",
+        "Poutine is distinct for its fries topped with brown gravy and cheese curds, creating a messy layered look."
+    ],
+    "prime rib": [
+        "Prime rib is identifiable by its thick juicy slices of beef with a pinkish center and a browned seasoned crust.",
+        "Prime rib is characterized by thick juicy slices of roasted beef with visible marbling and a pink to red center.",
+        "Prime rib is thick juicy beef with a browned crust and visible marbling, unlike most foods which lack this appearance.",
+        "Prime rib appears as thick juicy beef slices with a browned crust and pinkish red center often served with au jus."
+    ],
+    "pulled pork sandwich": [
+        "Pulled pork sandwiches feature shredded pork in barbecue sauce on a bun often topped with coleslaw or pickles.",
+        "A pulled pork sandwich typically features shredded pork in sauce on a bun often with visible slaw or pickles on top.",
+        "A pulled pork sandwich features shredded pork in sauce on a bun often with coleslaw and looks hearty and rustic.",
+        "Pulled pork sandwich is uniquely identified by shredded pork meat piled inside a bun often with visible barbecue sauce and slaw."
+    ],
+    "ramen": [
+        "Ramen typically features curly noodles in broth with toppings like sliced meat eggs and vegetables unlike most other foods.",
+        "Ramen is identified by noodles in a broth with sliced meat, egg, and vegetables often topped with green onions.",
+        "Ramen is recognized by its curly noodles in broth, often topped with sliced meat, egg, and green onions.",
+        "Ramen typically appears as a bowl of noodles in broth topped with sliced meat eggs vegetables and sometimes seaweed."
+    ],
+    "ravioli": [
+        "Ravioli are small square or round pasta pillows filled with cheese or meat, often served with sauce or herbs.",
+        "Ravioli are small pasta squares or circles with crimped edges, filled with ingredients, often served with sauce or cheese.",
+        "Ravioli are square or round pasta pillows with visible sealed edges, often filled and served with sauce or cheese.",
+        "Ravioli are small square or round pasta pockets filled with stuffing, often featuring crimped edges and a smooth or slightly textured surface."
+    ],
+    "red velvet cake": [
+        "Red velvet cake is a layered dessert with deep red sponge and white cream cheese frosting, often decorated with crumbs.",
+        "Red velvet cake is recognized by its deep red color, layered appearance, and creamy white frosting, often with cake crumbs.",
+        "Red velvet cake is distinct for its deep red color and cream cheese frosting, unlike most other foods in appearance.",
+        "Red velvet cake is identified by its deep red crumb layered with white cream cheese frosting, often topped with red crumbs."
+    ],
+    "risotto": [
+        "Risotto is creamy with visible short grain rice, often mixed with vegetables or seafood, and lacks distinct broth or noodles.",
+        "Risotto appears creamy and slightly soupy with visible short rice grains often mixed with vegetables cheese or seafood.",
+        "Risotto looks like a creamy rice dish often served in a shallow bowl with visible grains and sometimes garnished.",
+        "Risotto appears as a creamy rice dish with visible grains, often mixed with vegetables, cheese, or seafood, and looks moist."
+    ],
+    "samosa": [
+        "Samosas are triangular pastries with a golden brown crispy exterior, often distinct from round, flat, or saucy foods.",
+        "A samosa is a golden brown triangular pastry with a crisp shell, often filled with spiced potatoes and peas.",
+        "Samosas are triangular pastries with a golden brown crispy shell, often showing crimped edges and sometimes visible savory filling.",
+        "Samosas are triangular pastries with a golden brown crispy exterior, often showing crimped edges and sometimes visible savory filling."
+    ],
+    "sashimi": [
+        "Sashimi features thin slices of raw fish or seafood, usually served plain without rice, sauces, or heavy garnishes.",
+        "Sashimi features raw, sliced fish or seafood pieces, often arranged neatly without rice, garnished with greens or wasabi.",
+        "Sashimi consists of thin slices of raw fish or seafood, usually served neatly arranged without rice or heavy garnishes.",
+        "Sashimi is identifiable by its neatly sliced raw fish pieces, often served without rice and arranged simply on a plate."
+    ],
+    "scallops": [
+        "Scallops are small round white or beige seafood pieces often seared with a golden brown crust unlike most other foods.",
+        "Scallops are small round white or beige pieces often seared golden brown with a slightly translucent center and smooth texture.",
+        "Scallops are round, creamy white seafood pieces often seared golden brown with a slightly translucent center and served in shells.",
+        "Scallops are round, creamy white seafood pieces often seared golden brown, distinct from most foods due to their unique shape."
+    ],
+    "seaweed salad": [
+        "Seaweed salad is typically glossy dark green thin strands often with sesame seeds and sometimes mixed with shredded carrots or red pepper.",
+        "Seaweed salad typically appears as glossy green strands or ribbons, often with a shiny wet look and sprinkled sesame seeds.",
+        "Seaweed salad typically appears as glossy green strands or ribbons, often garnished with sesame seeds and sometimes thinly sliced vegetables.",
+        "Seaweed salad is recognized by its glossy dark green strands, often mixed with sesame seeds and thinly sliced vegetables."
+    ],
+    "shrimp and grits": [
+        "Shrimp and grits typically feature visible shrimp atop creamy yellow grits often garnished with herbs or sauce.",
+        "Shrimp and grits features pink shrimp atop creamy yellow grits often garnished with green herbs or bits of bacon.",
+        "Shrimp and grits features pink shrimp atop creamy yellow grits often garnished with green herbs or bacon pieces.",
+        "Shrimp and grits features pink shrimp atop creamy yellow grits often garnished with green herbs and sometimes bits of bacon."
+    ],
+    "spaghetti bolognese": [
+        "Spaghetti bolognese features long pasta noodles topped with a chunky red meat sauce often garnished with grated cheese or herbs.",
+        "Spaghetti bolognese features long pasta noodles topped with a chunky red meat sauce often garnished with grated cheese or herbs.",
+        "Spaghetti bolognese features long pasta strands topped with chunky red meat sauce unlike most other foods with different shapes and colors.",
+        "Spaghetti bolognese features long pasta noodles topped with a chunky red tomato and ground meat sauce often garnished with herbs."
+    ],
+    "spaghetti carbonara": [
+        "Spaghetti carbonara is pasta with creamy yellow sauce, bits of pancetta or bacon, and often topped with grated cheese.",
+        "Spaghetti carbonara features long pasta strands coated in creamy sauce with visible pancetta bits and often sprinkled with grated cheese.",
+        "Spaghetti carbonara features long pasta strands coated in a creamy yellow sauce with visible bacon pieces and sometimes grated cheese.",
+        "Spaghetti carbonara features long pasta noodles coated in a creamy pale sauce with visible bits of bacon or pancetta."
+    ],
+    "spring rolls": [
+        "Spring rolls are typically cylindrical, golden brown, and crispy with visible vegetable or meat fillings often seen through a thin wrapper.",
+        "Spring rolls are typically cylindrical, golden brown, and have a thin, crispy wrapper often revealing a mix of vegetables inside.",
+        "Spring rolls are typically cylindrical, golden brown, and crispy, often showing visible vegetable or meat fillings through a thin wrapper.",
+        "Spring rolls are cylindrical wrappers filled with vegetables or meat, often golden brown and served with dipping sauce."
+    ],
+    "steak": [
+        "Steak is typically a thick, grilled or seared slice of beef with a browned crust and visible muscle fibers.",
+        "Steak typically appears as a thick, browned slab of meat often with grill marks and a juicy, reddish or pink center.",
+        "Steak is recognized by its thick grilled or seared meat surface, visible muscle fibers, and brown to reddish coloration.",
+        "Steak typically appears as a thick, browned piece of meat with visible grill marks and a juicy, reddish interior."
+    ],
+    "strawberry shortcake": [
+        "Strawberry shortcake features layers of sponge cake whipped cream and visible fresh strawberries often topped with more cream and berries.",
+        "Strawberry shortcake features layers of sponge cake, whipped cream, and visible fresh strawberries, giving it a distinct colorful layered look.",
+        "Strawberry shortcake features layers of sponge cake, whipped cream, and visible fresh strawberries, often topped with more cream and berries.",
+        "Strawberry shortcake features layers of light cake, whipped cream, and bright red strawberries, often topped with more cream."
+    ],
+    "sushi": [
+        "Sushi typically features bite-sized rice with raw fish or seafood, often wrapped in seaweed, unlike most other foods.",
+        "Sushi features small rice rolls or balls topped or wrapped with raw fish or seafood often with seaweed and colorful garnishes.",
+        "Sushi is identifiable by its compact rice base topped or wrapped with raw fish or seafood often presented in neat bite-sized pieces.",
+        "Sushi is uniquely identified by compact rice rolls or blocks topped or wrapped with colorful raw fish or seafood slices."
+    ],
+    "tacos": [
+        "Tacos are typically folded tortillas filled with visible layers of meat vegetables cheese and sauces often held by hand.",
+        "Tacos are folded or rolled tortillas filled with meats vegetables and toppings often appearing colorful and handheld among foods.",
+        "Tacos are typically folded tortillas filled with visible layers of meat vegetables cheese and salsa often presented in a handheld form.",
+        "Tacos typically feature folded tortillas filled with visible meats, vegetables, and toppings, unlike most foods with enclosed or mixed presentations."
+    ],
+    "takoyaki": [
+        "Takoyaki are round golden brown balls often topped with sauce and bonito flakes unlike most foods which have different shapes.",
+        "Takoyaki are round golden brown balls often topped with sauce mayonnaise bonito flakes and green onions, resembling small savory doughnuts.",
+        "Takoyaki are round golden brown balls often topped with sauce mayonnaise bonito flakes and green onions, typically served in trays.",
+        "Takoyaki are round golden balls with visible octopus pieces, drizzled with dark sauce and mayonnaise, and topped with bonito flakes."
+    ],
+    "tiramisu": [
+        "Tiramisu typically has layered cream and cocoa powder on top, often showing distinct layers of cream and soaked cake.",
+        "Tiramisu is layered with cream and cocoa powder on top, often showing coffee-soaked cake or ladyfingers in cross-section.",
+        "Tiramisu is recognized by its layered structure with creamy mascarpone, coffee soaked ladyfingers, and a dusting of cocoa powder on top.",
+        "Tiramisu typically appears as layered squares or slices with creamy filling, dusted with cocoa powder, often showing visible layers."
+    ],
+    "tuna tartare": [
+        "Tuna tartare typically appears as finely diced raw tuna often shaped in a mound and garnished with herbs or sauces.",
+        "Tuna tartare typically appears as small cubes of raw red tuna, often garnished with herbs or avocado on a plate.",
+        "Tuna tartare typically appears as finely diced raw red tuna often shaped in a mound and garnished with herbs or avocado.",
+        "Tuna tartare features finely diced raw tuna often mixed with herbs and sauces, usually presented as a neat mound or ring."
+    ],
+    "waffles": [
+        "Waffles are easily identified by their golden brown color and distinctive grid pattern of square or rectangular indentations.",
+        "Waffles are recognized by their grid-like pattern, golden-brown color, crisp texture, and often square or round shape.",
+        "Waffles have a distinctive grid pattern with deep square pockets, unlike most other foods which have smoother or irregular surfaces.",
+        "Waffles are golden brown grids with square indentations, often served stacked and topped with syrup, fruit, or whipped cream."
+    ]
+}

desc/gpt-4.1/descriptions_top4/OxfordFlowers.json

@@ -0,0 +1,614 @@
+{
+    "passion flower": [
+        "The passion flower has a distinctive corona of thin filaments radiating from its center unlike any other flower.",
+        "Passion flowers have unique intricate layered petals with striking filaments and a central corona unlike simpler petal structures of common flowers.",
+        "The passion flower has striking purple and white petals with a unique central corona of wavy filaments.",
+        "The passion flower has unique intricate purple and white petals with a central corona of wavy filaments and prominent stamens."
+    ],
+    "water lily": [
+        "Water lilies have large round floating leaves and showy flowers with many petals that bloom on the water surface.",
+        "Water lilies have large round flat leaves that float on water with their flowers rising above the surface.",
+        "Water lilies have large round floating leaves and showy flowers that sit directly on the water unlike most flowers with stems above ground.",
+        "Water lilies have large round floating leaves and showy cup-shaped flowers with numerous petals in white pink or yellow colors."
+    ],
+    "cyclamen": [
+        "Cyclamen flowers have upswept petals in shades of pink, red, or white with heart-shaped leaves and a distinctive reflexed shape.",
+        "Cyclamen flowers have uniquely upswept petals that curve elegantly backward unlike any other flower.",
+        "Cyclamen flowers have unique upward-swept petals and heart-shaped leaves, unlike many flowers with symmetrical petals and oval or lance-shaped leaves.",
+        "Cyclamen flowers have unique upward-swept petals with a distinctive heart-shaped leaf pattern and often a contrasting color at the base."
+    ],
+    "watercress": [
+        "Watercress has small white flowers with four petals and round green leaves growing in clusters near water.",
+        "Watercress has small white flowers with four petals and round green leaves, unlike larger colorful blooms of many other flowers.",
+        "Watercress has small white clustered flowers with four petals and yellow centers, often growing in wet or aquatic environments.",
+        "Watercress flowers are small white clusters with four petals and yellow centers, often growing in moist environments."
+    ],
+    "frangipani": [
+        "Frangipani flowers have thick, waxy petals in clusters with a strong fragrance, unlike many flowers with softer, thinner petals and less scent.",
+        "Frangipani flowers have five waxy petals in white, yellow, or pink with a sweet fragrance and a spiral arrangement.",
+        "Frangipani flowers have thick, waxy petals arranged in a spiral with a strong central yellow or white gradient and no scent.",
+        "Frangipani flowers have thick waxy petals in a pinwheel shape with vibrant colors and a strong sweet fragrance."
+    ],
+    "wallflower": [
+        "A wallflower is a small, clustered flower with four petals, often in shades of yellow, orange, or red.",
+        "Wallflowers have dense clusters of small bright flowers with four petals and a sweet scent unlike larger single bloom flowers.",
+        "Wallflowers have four-petaled blooms in bright yellows or oranges with a sweet scent and grow in dense clusters on tall stems.",
+        "Wallflowers have dense clusters of small, four-petaled blooms in vibrant yellows, oranges, or purples with a sweet, spicy fragrance."
+    ],
+    "rose": [
+        "Roses have layered petals with a conical shape, thorny stems, and a strong fragrance, distinguishing them from other flowers.",
+        "Roses have layered petals with a rounded bloom thorny stems and a strong fragrance distinguishing them from other flowers.",
+        "Roses have tightly packed layered petals forming a distinctive conical or rounded shape unlike most other flowers.",
+        "Roses have layered petals with a distinct conical shape and thorns on their stems unlike many other smoother petaled thornless flowers."
+    ],
+    "petunia": [
+        "Petunias have wide trumpet-shaped blooms with vibrant colors, often striped or veined, and slightly sticky, hairy leaves.",
+        "Petunias have trumpet-shaped, velvety petals in bright colors like purple, pink, or white, often with contrasting veins or edges.",
+        "Petunias have trumpet-shaped blooms with smooth or ruffled edges and vibrant solid or multicolored patterns unlike many other flowers.",
+        "Petunias have trumpet-shaped blooms with smooth or ruffled edges and vibrant colors often with contrasting veins or centers."
+    ],
+    "poinsettia": [
+        "Poinsettias have bright red petal-like bracts surrounding small yellow flowers with dark green pointed leaves.",
+        "Poinsettias have bright red petal-like bracts surrounding small yellow flowers unlike any other flower.",
+        "Poinsettias have bright red petal-like bracts surrounding small yellow flowers while most flowers have colorful petals and visible stamens.",
+        "Poinsettias have bright red petal-like leaves with small yellow flowers in the center and dark green pointed leaves."
+    ],
+    "clematis": [
+        "Clematis flowers have large star-shaped petals with prominent stamens while other flowers vary in shape size and petal arrangement.",
+        "Clematis flowers have large star-shaped blooms with four to eight petals and often climb with vine-like stems.",
+        "Clematis flowers have large star-shaped petals with a central cluster of prominent stamens and often come in vibrant purple pink or white colors.",
+        "Clematis flowers have distinctive multiple layers of pointed petals radiating outward like a star."
+    ],
+    "hibiscus": [
+        "Hibiscus flowers have large trumpet-shaped petals with a prominent central stamen and often vibrant colors like red pink or yellow.",
+        "Hibiscus flowers have large trumpet-shaped petals with a prominent central stamen while others vary in size shape and stamen visibility.",
+        "Hibiscus flowers have large trumpet-shaped blooms with five petals often in bright colors like red pink or yellow and a prominent central stamen.",
+        "A hibiscus has large, colorful, trumpet-shaped petals with a prominent central stamen and glossy green leaves."
+    ],
+    "lotus": [
+        "The lotus flower has a distinctive flat circular seed pod at its center when fully bloomed.",
+        "The lotus has large round flat leaves and a distinctive cone-shaped center with layered petals unlike most other flowers.",
+        "A lotus has large round floating leaves and a tall distinctive bloom with layered petals often pink or white.",
+        "A lotus has large round floating leaves and striking pink or white petals with a prominent central seed pod."
+    ],
+    "anthurium": [
+        "Anthurium flowers have glossy heart-shaped spathes with a prominent spadix in bright colors like red pink or white.",
+        "Anthurium flowers are glossy heart-shaped with a spiky center spike and come in bright red pink or white colors.",
+        "Anthurium flowers have glossy heart-shaped red or pink spathes with a yellow spiky center called a spadix.",
+        "Anthurium flowers have shiny heart-shaped spathes and a spiky center spike while most flowers have soft petals around a circular center."
+    ],
+    "thorn apple": [
+        "Thorn apple flowers have large trumpet-shaped white or purple blooms with spiny seed pods and deeply lobed dark green leaves.",
+        "Thorn apple flowers have large, trumpet-shaped white or purple blooms with spiny seed pods and deeply lobed leaves.",
+        "Thorn apple flowers have large, trumpet-shaped white or purple blooms with spiny seed pods and a distinctive, slightly drooping appearance.",
+        "Thorn apple flowers have large trumpet-shaped blooms with spiky seed pods unlike most flowers with softer petals and smoother seed cases."
+    ],
+    "barbeton daisy": [
+        "The Barbeton daisy has vibrant orange or yellow petals with a dark center and long slender leaves.",
+        "The Barberton daisy has bright orange or yellow petals with a dark center and long slender green leaves.",
+        "The Barbeton daisy has distinct bright orange petals with a dark brown or black center, unlike most other flowers.",
+        "The Barbeton daisy has bright yellow or orange petals with a dark center, while other flowers vary in color and shape."
+    ],
+    "sword lily": [
+        "Look for tall stems with colorful funnel-shaped flowers arranged in a spike and long sword-like leaves at the base.",
+        "A sword lily has tall spikes of colorful funnel-shaped blooms unlike flat daisies or clustered roses.",
+        "The sword lily has tall spikes of brightly colored funnel-shaped flowers arranged symmetrically along a sturdy upright stem.",
+        "A sword lily has tall spikes of colorful funnel-shaped blooms with sword-like leaves, standing out among other flowers."
+    ],
+    "morning glory": [
+        "Morning glory flowers have trumpet-shaped blooms with vibrant colors and heart-shaped leaves unlike many other flowers with varied petal arrangements.",
+        "Morning glory flowers have a distinctive trumpet-shaped bloom with a bright center and vibrant funnel-like petals.",
+        "Morning glory flowers have vibrant funnel-shaped petals with a white center and heart-shaped leaves on climbing vines.",
+        "Morning glory flowers have unique trumpet-shaped blooms with vibrant colors and heart-shaped leaves that curl at the edges."
+    ],
+    "columbine": [
+        "Columbine flowers have unique bell-shaped blooms with five distinct backward-pointing spurs and delicate, lobed leaves.",
+        "Columbine flowers have unique bell-shaped blooms with five distinct backward-pointing spurs and delicate, lobed leaves.",
+        "Columbine flowers have unique bell-shaped blooms with long spurs and delicate, divided leaves unlike most other flowers.",
+        "Columbine flowers have unique bell-shaped blooms with five petals and long spurs, often in shades of blue, purple, pink, or white."
+    ],
+    "geranium": [
+        "Geraniums have rounded leaves and clustered bright flowers while others may have varied leaf shapes and differently arranged or colored blooms.",
+        "Geraniums have rounded clusters of five-petaled flowers with distinct veining and often dark markings on their leaves.",
+        "Geraniums have rounded clusters of five-petaled flowers with distinct veining and often dark markings on their leaves.",
+        "A geranium has round, bright clusters of small flowers with five petals and dark green, lobed leaves."
+    ],
+    "bishop of llandaff": [
+        "The bishop of llandaff has deep red petals with a dark center and yellow stamens unlike many other flowers.",
+        "The bishop of llandaff flower has bright red petals with a dark center and stands out among other flowers.",
+        "The bishop of llandaff flower has bright red petals with a dark center and long green stems.",
+        "The bishop of llandaff flower has striking deep red petals with a dark center and bright yellow stamens."
+    ],
+    "tree mallow": [
+        "Tree mallows have large, hibiscus-like blooms with five petals, often in pink or purple, and broad, lobed leaves unlike many smaller flowers.",
+        "Tree mallow flowers have large, hibiscus-like pink or purple petals with a prominent central stamen column and deep green, lobed leaves.",
+        "Tree mallow flowers have pink or purple petals with a darker center, resembling small hibiscus blooms on tall, leafy stems.",
+        "Tree mallows have large pink or purple hibiscus-like flowers with five petals and heart-shaped leaves on tall, branching stems."
+    ],
+    "pink-yellow dahlia": [
+        "Pink-yellow dahlias have layered petals with vibrant pink edges fading to yellow centers and a round, dense flower head.",
+        "Look for large, layered pink petals with yellow centers and dark green leaves on a tall, sturdy stem.",
+        "A pink-yellow dahlia has layered petals with vibrant pink edges fading to a soft yellow center, standing out among flowers.",
+        "Pink-yellow dahlias have layered petals with vibrant pink and yellow hues, unlike simpler single-petal flowers in the OxfordFlowers dataset."
+    ],
+    "bee balm": [
+        "Bee balm has vibrant tubular clustered flowers with ragged petals in shades of red pink or purple and aromatic minty leaves.",
+        "Bee balm has bright tubular flowers in red pink or purple with ragged petals and a spiky center surrounded by leafy bracts.",
+        "Bee balm has vibrant tubular flowers in red pink or purple with ragged petals and a distinctive minty fragrance.",
+        "Bee balm flowers have distinctive tubular clusters with spiky petals and bracts that look like tiny fireworks around the bloom."
+    ],
+    "snapdragon": [
+        "Snapdragons have tall spikes of colorful, tubular flowers with two lips that open like a dragon's mouth when squeezed.",
+        "Snapdragons have tall spikes of colorful tubular flowers with two lips that open like a dragon's mouth when squeezed.",
+        "Snapdragons have tall spikes of colorful, tubular flowers with distinctive jaw-like petals that open when squeezed, unlike flatter or simpler blooms.",
+        "Snapdragons have a distinctive mouth-like opening on their blooms that can be squeezed to open and close like a dragon's jaw."
+    ],
+    "californian poppy": [
+        "The California poppy has bright orange cup-shaped petals with blue-green feathery leaves unlike many other flowers.",
+        "The Californian poppy has bright orange cup-shaped petals with blue-green feathery leaves and grows close to the ground.",
+        "The Californian poppy has bright orange cup-shaped petals with a silky texture and blue-green feathery leaves.",
+        "The Californian poppy has bright orange cup-shaped petals with silvery-blue feathery leaves and grows close to the ground."
+    ],
+    "bird of paradise": [
+        "The bird of paradise flower has bright orange and blue petals shaped like a tropical bird's beak and plumage.",
+        "The bird of paradise flower has striking orange and blue petals shaped like a bird's beak and plumage unlike typical rounded flowers.",
+        "The bird of paradise flower has bright orange and blue petals that resemble a tropical bird's beak and plumage.",
+        "The bird of paradise flower has striking orange and blue petals shaped like a bird's beak and plumage."
+    ],
+    "fritillary": [
+        "Fritillaries have checkered or bell-shaped petals, often nodding, while other flowers vary widely in shape, color, and petal arrangement.",
+        "A fritillary flower has bell-shaped blooms with checkered or spotted patterns in shades of purple, white, or yellow.",
+        "Fritillaries have bell-shaped flowers with checkered patterns in shades of purple, white, or yellow hanging from slender stems.",
+        "Fritillary flowers have distinctive checkered or tessellated patterns on their petals unlike any other flower type."
+    ],
+    "sweet william": [
+        "Sweet William has clustered small five-petaled flowers with jagged edges, often in pink, red, or white with a dark center ring.",
+        "Sweet Williams have clustered small flowers with jagged petal edges in shades of pink red white or purple often with a dark center.",
+        "Sweet William has clustered small flowers in dense flat-topped blooms with jagged petal edges unlike many single large-petaled flowers.",
+        "Sweet William flowers have clustered small blooms with fringed petals often in contrasting colors like pink white or red."
+    ],
+    "azalea": [
+        "Azaleas are vibrant funnel-shaped flowers with lush green leaves often blooming in clusters of pink red white or purple hues.",
+        "Azaleas have vibrant funnel-shaped flowers with five stamens and clusters of blooms in shades of pink red purple or white.",
+        "Azaleas have clusters of vibrant funnel-shaped flowers with prominent stamens and often two-toned or speckled petals.",
+        "Azaleas have vibrant clustered funnel-shaped flowers with prominent stamens and dark green oval leaves often growing in dense bushes."
+    ],
+    "primula": [
+        "Primulas often have a distinctive yellow center surrounded by petals in various bright colors like pink purple or white.",
+        "A primula flower has bright colorful petals arranged in clusters with a yellow center and grows close to the ground.",
+        "Primulas have clusters of colorful funnel-shaped flowers with five petals and a yellow center, often growing in rosettes of wrinkled leaves.",
+        "Primulas have clustered blooms with five petals often featuring a yellow center and come in vibrant colors like pink purple or white."
+    ],
+    "cape flower": [
+        "Look for vibrant tubular petals often in red or orange with a curved shape resembling a miniature cape or hood.",
+        "The cape flower has distinctive spoon-shaped petals with a central cluster of long, thread-like stamens.",
+        "A cape flower has vibrant petals with a unique star-like shape and often comes in bold colors like red or purple.",
+        "A cape flower typically has vibrant colors and unique petal shapes compared to simpler more common flower varieties."
+    ],
+    "purple coneflower": [
+        "The purple coneflower has a distinctive spiky orange-brown central cone surrounded by drooping purple petals.",
+        "The purple coneflower has a prominent spiky orange-brown center with drooping purple petals and a cone-shaped seed head.",
+        "The purple coneflower has a distinctive spiky orange-brown center with drooping purple petals unlike many other flowers with simpler petal arrangements.",
+        "A purple coneflower has vibrant pinkish-purple petals surrounding a spiky orange-brown center, standing out with its bold colors and cone shape."
+    ],
+    "colt's foot": [
+        "Colt's foot flowers have bright yellow petals with no visible green sepals beneath them, appearing before the leaves.",
+        "Colt's foot has bright yellow daisy-like flowers with no visible stems and heart-shaped leaves appearing after blooming unlike many flowers.",
+        "Colt's foot has bright yellow daisy-like flowers with no visible stems and large heart-shaped leaves growing separately from the flowers.",
+        "Colt's foot has bright yellow daisy-like flowers with no visible stems and heart-shaped leaves appearing after the flowers bloom."
+    ],
+    "artichoke": [
+        "An artichoke flower has a large, thistle-like purple bloom with spiky green bracts surrounding a dense, rounded center.",
+        "Artichoke flowers have large, spiky, thistle-like purple blooms with layered bracts and a dense, rounded shape.",
+        "Artichoke flowers have large purple thistle-like blooms with spiky green bracts at the base and a round, textured center.",
+        "Artichoke flowers have thick, layered green bracts and a spiky purple center, unlike typical flowers with delicate petals and open blooms."
+    ],
+    "wild pansy": [
+        "Wild pansies have heart-shaped petals with dark centers and vibrant colors, unlike simpler or differently shaped blooms like daisies or roses.",
+        "The wild pansy has a distinctive dark central face-like pattern with radiating lines on its petals.",
+        "Wild pansies have heart-shaped petals with dark lines radiating from the center and often feature purple, yellow, or white colors.",
+        "Wild pansies have heart-shaped overlapping petals with dark central lines and a distinctive five-petal face-like pattern in vibrant colors."
+    ],
+    "peruvian lily": [
+        "The Peruvian lily has six petal-like tepals with dark streaks and a cluster of small inner petals in vibrant colors like pink or orange.",
+        "The Peruvian lily has distinctive speckled or streaked markings on its inner petals unlike most other flowers.",
+        "A Peruvian lily has vibrant funnel-shaped blooms with speckled petals in colors like pink orange yellow or white.",
+        "Peruvian lilies have clustered trumpet-shaped blooms with speckled petals while others may have single larger or simpler petal structures."
+    ],
+    "ruby-lipped cattleya": [
+        "The ruby-lipped cattleya has a vibrant deep red or purple lip that sharply contrasts with its lighter petals.",
+        "The ruby-lipped cattleya has vibrant purple petals with a bold, deep red or magenta lip and a prominent yellow throat.",
+        "The ruby-lipped cattleya has vibrant purple petals with a distinctive deep red or magenta lip at the center.",
+        "The ruby-lipped cattleya has bold, vibrant petals with a distinctive deep red lip, unlike simpler or less colorful flower varieties."
+    ],
+    "canna lily": [
+        "Canna lilies have large bright blooms and broad tropical leaves unlike most flowers with smaller petals and delicate foliage.",
+        "Canna lilies have large tropical leaves and bold colorful blooms with wide petals often in red orange or yellow hues.",
+        "Canna lilies have large, paddle-shaped leaves and vibrant, asymmetrical flowers with prominent stamens and bold, tropical colors.",
+        "A canna lily has large tropical leaves and vibrant colorful blooms resembling irises with bold red orange or yellow petals."
+    ],
+    "gazania": [
+        "Gazanias have bright daisy-like flowers with bold stripes or rings in vibrant colors and dark centers, unlike simpler petal structures in other flowers.",
+        "Gazanias have bright daisy-like flowers with bold stripes or rings in vibrant colors and dark centers on long slender stems.",
+        "A gazania flower has bright, daisy-like petals with striking color patterns and a dark center, often in yellow, orange, or pink.",
+        "Gazania flowers have vibrant daisy-like petals with bold stripes or rings and a dark contrasting center."
+    ],
+    "lenten rose": [
+        "Lenten roses have bowl-shaped, nodding flowers with five petals, often in shades of white, pink, or purple, and leathery evergreen leaves.",
+        "Lenten roses have bowl-shaped, nodding flowers with five petal-like sepals in shades of white, pink, purple, or green, often speckled inside.",
+        "A lenten rose has dark green leaves and cup-shaped flowers in shades of white pink purple or green blooming in late winter.",
+        "The lenten rose has dark green leaves and bowl-shaped white, pink, or purple flowers with prominent yellow stamens in the center."
+    ],
+    "buttercup": [
+        "A buttercup is a small bright yellow flower with glossy petals and a simple cup shape.",
+        "Buttercups have shiny yellow petals with a cup shape while other flowers vary in color shape and texture.",
+        "Buttercups have glossy yellow petals with a shiny surface and a small cluster of stamens in the center.",
+        "Buttercups have glossy yellow petals with a shiny surface and a central cluster of numerous small stamens surrounding a green receptacle."
+    ],
+    "pelargonium": [
+        "Pelargoniums have distinct rounded, slightly lobed leaves and clusters of vibrant five-petaled flowers often with dark markings or veins.",
+        "Pelargoniums have rounded, often zonal leaf patterns and clusters of five-petaled flowers in vibrant colors like red, pink, or white.",
+        "Pelargonium flowers have distinctively marked petals with bold dark streaks or blotches unlike other flowers.",
+        "Pelargoniums have rounded, often zonal leaf patterns and clustered bright flowers unlike simpler petals of many other blooms."
+    ],
+    "desert-rose": [
+        "Desert-rose has thick succulent stems and trumpet-shaped pink or red flowers unlike typical leafy stems and varied petal shapes of other flowers.",
+        "The desert-rose has a thick swollen trunk and succulent stems unlike most flowers which have slender green stems.",
+        "The desert rose has thick succulent stems, trumpet-shaped pink or red flowers, and sparse leaves with a swollen trunk base.",
+        "A desert-rose flower has thick stems, vibrant pink or red trumpet-shaped blooms, and succulent-like leaves, standing out among other flowers."
+    ],
+    "hippeastrum": [
+        "Hippeastrum flowers have large, trumpet-shaped blooms with prominent stamens that extend beyond the petals.",
+        "Hippeastrum flowers have large trumpet shaped blooms with six petals often in bold red white or pink colors and long thick green stems.",
+        "Hippeastrum flowers have large, trumpet-shaped blooms with bold stripes or solid colors, unlike smaller or more delicate flower varieties.",
+        "A hippeastrum has large, trumpet-shaped blooms with bold colors like red or pink and long, sturdy stems."
+    ],
+    "giant white arum lily": [
+        "The giant white arum lily has a large, smooth, trumpet-shaped white bloom with a yellow spike, unlike most flowers' multi-petal or colorful designs.",
+        "The giant white arum lily has a large funnel-shaped white spathe surrounding a tall yellow spadix with smooth waxy petals.",
+        "The giant white arum lily has a large, trumpet-shaped white bloom with a yellow spadix and smooth, dark green leaves.",
+        "The giant white arum lily has a large smooth white spathe surrounding a tall yellow spadix unlike any other flower."
+    ],
+    "marigold": [
+        "Marigolds are bright orange or yellow flowers with layered petals and a distinct round shape among other flowers.",
+        "Marigolds have bright orange or yellow petals with a dense layered look and a strong scent unlike many other flowers.",
+        "Marigolds have bright orange or yellow petals with layered, ruffled blooms and a strong, pungent scent.",
+        "Marigolds have bright yellow or orange petals with layered ruffled blooms and a distinct strong scent."
+    ],
+    "orange dahlia": [
+        "Orange dahlias have layered, round petals and vibrant orange hues, unlike simpler petal shapes and varied colors of other flowers.",
+        "An orange dahlia has vibrant, layered petals with a bold round shape, standing out with its rich, warm color among flowers.",
+        "An orange dahlia has vibrant orange layered petals with a round full shape and slightly pointed tips standing out among other flowers.",
+        "Orange dahlias have layered, spiky petals with vibrant orange hues and a prominent central disk surrounded by tightly packed florets."
+    ],
+    "hard-leaved pocket orchid": [
+        "The hard-leaved pocket orchid has small greenish flowers with a pouch-like lip and narrow stiff leaves.",
+        "The hard-leaved pocket orchid has thick waxy leaves and small pouch-like flowers often in shades of pink or purple.",
+        "The hard-leaved pocket orchid has a distinct pouch-like lip that resembles a tiny pocket on its bloom.",
+        "The hard-leaved pocket orchid has thick waxy leaves and small pouch-like flowers with intricate purple and white patterns."
+    ],
+    "english marigold": [
+        "English marigolds have bright orange or yellow petals with a dense, round shape and a distinctive strong scent compared to other flowers.",
+        "The English marigold has bright orange or yellow petals with a dense, rounded shape and dark green, slightly serrated leaves.",
+        "English marigolds have bright orange or yellow petals with dense layered blooms and a strong spicy fragrance.",
+        "English marigolds have vibrant orange or yellow petals with a distinctive dense layered ruffled appearance unlike other flowers."
+    ],
+    "stemless gentian": [
+        "A stemless gentian has deep blue trumpet-shaped flowers that grow low to the ground without visible stems among other flowers.",
+        "The stemless gentian has no visible stem with flowers blooming directly from a rosette of leaves unlike most flowers with tall stems.",
+        "The stemless gentian is recognized by its deep blue trumpet-shaped flowers growing directly from a rosette of leaves without visible stems.",
+        "The stemless gentian uniquely grows its vibrant blue flowers directly from the base without any visible stem."
+    ],
+    "tree poppy": [
+        "Flower tree poppies have large bright petals with dark centers while others vary in size color and shape like roses or daisies.",
+        "The flower tree poppy has large, bright orange or yellow petals with a dark center and tall, slender green stems.",
+        "A flower tree poppy has large vibrant blooms with delicate papery petals and a prominent dark center among other flowers.",
+        "Tree poppies have large crinkled white petals with yellow centers and bluish-green feathery leaves on tall woody stems."
+    ],
+    "pincushion flower": [
+        "Pincushion flowers have small clustered blooms with long stamens sticking out like pins in a pincushion, often in bright colors.",
+        "Pincushion flowers have dense round blooms with tiny petals sticking out like pins, unlike flatter or more open petal arrangements in other flowers.",
+        "Pincushion flowers have dense clusters of tiny stamens protruding like pins from a rounded center resembling a pincushion.",
+        "A pincushion flower has small, spiky petals clustered tightly together, resembling a pincushion, often in shades of blue, pink, or white."
+    ],
+    "sunflower": [
+        "Sunflowers have large bright yellow petals with a dark brown center and grow taller than most other flowers.",
+        "Sunflowers have large bright yellow petals, dark brown centers, tall sturdy stems, and broad leaves arranged in a spiral pattern.",
+        "Sunflowers are large with bright yellow petals and a dark brown center disk standing tall on thick green stems.",
+        "Sunflowers have a large dark center disk surrounded by bright yellow petals arranged in a spiral pattern."
+    ],
+    "magnolia": [
+        "Magnolias have large, showy, cup-shaped white or pink petals with a thick, waxy texture and a prominent central cone of stamens.",
+        "A magnolia flower has large, showy petals in white, pink, or purple, often with a sweet fragrance and a sturdy, cup-like shape.",
+        "Magnolia flowers have large, broad petals arranged in a distinctive cup or star shape unlike most other flowers.",
+        "Magnolia flowers have large, showy petals in white, pink, or purple with a distinctive cone-like center and thick, waxy leaves."
+    ],
+    "osteospermum": [
+        "Osteospermum flowers have daisy-like petals with vibrant colors and a dark contrasting center disk, often with spoon-shaped or pointed tips.",
+        "Osteospermum flowers have daisy-like petals with vibrant colors often purple or white and a dark contrasting center.",
+        "Osteospermum flowers have daisy-like blooms with spoon-shaped petals often in purple pink or white and a dark center disk.",
+        "Osteospermum flowers have daisy-like petals with a unique spooned or pointed shape and often a dark center, unlike many other flowers."
+    ],
+    "garden phlox": [
+        "Garden phlox has clusters of fragrant, five-petaled flowers in pink, purple, or white with a prominent central eye.",
+        "A flower garden phlox has clusters of small, vibrant, star-shaped blooms in shades of pink, purple, white, or red with a sweet fragrance.",
+        "Flower garden phlox has clustered star-shaped blooms in vibrant colors with a sweet fragrance, unlike simpler or less fragrant flower varieties.",
+        "Flower garden phlox has clustered star-shaped blooms with five petals, vibrant colors, and a sweet fragrance on tall, sturdy stems."
+    ],
+    "sweet pea": [
+        "Sweet peas have delicate, ruffled petals and slender stems, unlike broader petals and sturdier stems in many other flowers.",
+        "Sweet pea flowers have distinctive winged petals and a prominent keel that sets them apart from other flower types.",
+        "Sweet peas have delicate, ruffled petals in clusters on long stems with vibrant colors like pink, purple, and white.",
+        "Sweet pea flowers have delicate, ruffled petals in soft colors like pink, purple, and white, often with a pleasant fragrance."
+    ],
+    "daffodil": [
+        "Daffodils have bright yellow or white trumpet-shaped centers surrounded by six petal-like tepals on a single stem.",
+        "Daffodils have a central trumpet-shaped corona surrounded by six petal-like tepals in a star shape.",
+        "Daffodils have bright yellow trumpet-shaped centers surrounded by six petal-like tepals on a single stem.",
+        "A daffodil has bright yellow trumpet-shaped petals with a central corona surrounded by six petal-like tepals."
+    ],
+    "king protea": [
+        "The king protea has a large, bowl-shaped bloom with spiky pink petals and a fuzzy center, unlike smaller or simpler flowers.",
+        "The king protea has the largest flower head with striking pink and white petals resembling a crown.",
+        "The king protea has a large, bowl-shaped bloom with pink outer petals and a fuzzy central cone surrounded by stiff bracts.",
+        "The king protea has a large central dome surrounded by pointed pink petals with a fuzzy texture and sturdy green leaves."
+    ],
+    "great masterwort": [
+        "Great masterwort flowers have distinct umbrella-like clusters of tiny star-shaped flowers with prominent bracts beneath them.",
+        "Great masterwort flowers have dense clusters of tiny white or pinkish blooms with prominent green bracts beneath each cluster.",
+        "Great masterwort has dense clusters of small white or pink flowers with prominent bracts, unlike simpler single blooms or looser flower heads.",
+        "Great masterwort has dense clusters of small white or pink flowers with delicate petals and a fluffy, star-like appearance."
+    ],
+    "black-eyed susan": [
+        "A black-eyed Susan is a bright yellow daisy-like flower with a dark brown center and long slender petals.",
+        "Black-eyed Susans have bright yellow petals with a dark brown center, while other flowers vary in color, shape, and center appearance.",
+        "Black-eyed Susans have bright yellow petals with a dark brown center and grow on tall stems with rough leaves.",
+        "Black-eyed Susans have bright yellow petals with a dark brown center and grow in clusters on tall, hairy stems."
+    ],
+    "bearded iris": [
+        "Bearded irises have fuzzy ridges on their petals unlike most flowers which have smooth or differently textured petals.",
+        "The bearded iris has a fuzzy ridge or \"beard\" on its lower petals that stands out distinctly from other flowers.",
+        "The bearded iris has tall slender stems with large ruffled petals and a distinctive fuzzy line on the lower petals.",
+        "A bearded iris has large, showy petals with a fuzzy ridge on the lower petals and tall, slender green stems."
+    ],
+    "windflower": [
+        "Windflowers have delicate, daisy-like petals with a dark center, often in white, pink, or purple, and slender stems with deeply lobed leaves.",
+        "A windflower has delicate, daisy-like petals with a bright yellow center, often in shades of white, pink, or purple.",
+        "Windflowers have delicate, poppy-like petals with a dark center, often in shades of white, pink, or purple, on slender stems.",
+        "Windflowers have delicate, poppy-like petals with dark centers, while other flowers vary in shape, color, and petal arrangement."
+    ],
+    "ball moss": [
+        "Ball moss has small gray-green tufts and lacks showy petals, unlike colorful, petal-rich flowers like roses or tulips.",
+        "Ball moss is a small, gray-green, clumping plant with wiry stems and tiny flowers, often resembling a tangled puff among larger blooms.",
+        "Ball moss has thin wiry stems with small gray-green scaly leaves and tiny flowers clustered in dense spherical shapes.",
+        "Ball moss has small gray-green clustered flowers with thin, wiry stems and lacks showy petals, resembling fuzzy tufts more than typical blooms."
+    ],
+    "spear thistle": [
+        "A flower spear thistle has spiky purple or pink blooms with sharp, thorny leaves and a tall, slender stem.",
+        "A spear thistle has spiky purple flower heads and prickly leaves, unlike softer petaled flowers with smooth foliage.",
+        "The spear thistle has spiky purple flower heads with sharp, thorny leaves and a tall, rigid stem covered in prickles.",
+        "The spear thistle has tall stems, spiky purple flower heads, and sharp, deeply lobed leaves with white veins and prickly edges."
+    ],
+    "silverbush": [
+        "The silverbush has small white or pink flowers with silvery green leaves and a low spreading shrubby growth habit.",
+        "The silverbush has small silvery leaves and tiny white or pink flowers unlike most flowers which have larger colorful blooms.",
+        "A silverbush flower has small white or pink blooms with delicate petals and a bushy green foliage base.",
+        "The silverbush has small white flowers with yellow centers and silvery-green leaves that are densely packed on trailing stems."
+    ],
+    "balloon flower": [
+        "Balloon flowers have unique puffy balloon-like buds before blooming unlike most flowers which open directly from smaller buds.",
+        "A balloon flower has unique star-shaped blooms with five pointed petals that puff up like small balloons before fully opening.",
+        "Balloon flowers have unique inflated balloon-like buds that open into star-shaped petals with deep blue or purple hues.",
+        "The balloon flower has unique inflated balloon-like buds that swell before opening into star-shaped blooms."
+    ],
+    "oxeye daisy": [
+        "The oxeye daisy has white petals around a bright yellow center with long slender stems and toothed dark green leaves.",
+        "The oxeye daisy has white petals around a bright yellow center and grows on tall slender stems with narrow green leaves.",
+        "The oxeye daisy has white petals around a bright yellow center and grows on tall slender stems among green leaves.",
+        "The oxeye daisy has white petals around a bright yellow center, while other flowers vary in color, shape, and center appearance."
+    ],
+    "cautleya spicata": [
+        "The Cautleya spicata has tall spikes of bright orange or yellow flowers with lush green leaves and a tropical appearance.",
+        "Cautleya spicata has tall spikes of orange or yellow tubular flowers with lush green leaves and a tropical appearance.",
+        "Cautleya spicata has tall spikes of bright orange and yellow tubular flowers with lush green tropical foliage.",
+        "Cautleya spicata has striking orange-red flower spikes with yellow tips that stand out vertically above its lush green foliage."
+    ],
+    "common dandelion": [
+        "The common dandelion has bright yellow petals in a single round head with toothed leaves unlike many other flowers.",
+        "The common dandelion has bright yellow petals with a round fluffy seed head and long jagged green leaves.",
+        "The common dandelion has a bright yellow flower head made up of many tiny ray florets without any visible central disc.",
+        "Look for bright yellow petals in a round cluster with a green stem and jagged leaves close to the ground."
+    ],
+    "yellow iris": [
+        "The yellow iris has three large drooping petals with distinctive dark yellow or brown veining at the base.",
+        "A yellow iris has tall, slender stems with bright yellow petals that curve gracefully outward, standing out among other flowers.",
+        "The yellow iris has tall slender petals with a vibrant yellow hue and a central upright standard petal contrasting with drooping falls.",
+        "The yellow iris has long slender leaves and bright yellow petals with a unique drooping shape unlike most other flowers."
+    ],
+    "monkshood": [
+        "Monkshood flowers have tall spikes of hooded blue or purple blooms with glossy dark green leaves.",
+        "Monkshood has tall spikes of hooded blue or purple flowers with deeply lobed dark green leaves.",
+        "Monkshood has a distinctive hood-shaped petal and tall spikes of blue or purple flowers unlike most other flowers.",
+        "Monkshood flowers have a distinctive hood-like petal shape that resembles a monk's cowl."
+    ],
+    "love in the mist": [
+        "Love in the mist has delicate thread-like leaves surrounding its flowers unlike any other flower.",
+        "A flower love in the mist looks delicate with soft petals and a dreamy pale hue blending subtly into its surroundings.",
+        "Love in the mist has delicate feathery foliage and unique star-shaped blooms with a misty appearance unlike most other flowers.",
+        "Love in the mist has delicate feathery leaves and unique blue or white flowers surrounded by lacy green bracts."
+    ],
+    "corn poppy": [
+        "Corn poppies have bright red petals with dark centers and delicate, papery texture, often with black spots at the base.",
+        "The corn poppy has bright red petals with a distinctive black spot at the base of each petal.",
+        "Corn poppies have bright red petals with black centers and smooth stems while other flowers vary in color shape and texture.",
+        "The corn poppy has bright red petals with a black center and thin delicate stems with few leaves."
+    ],
+    "grape hyacinth": [
+        "Grape hyacinths have small bell-shaped blue or purple flowers clustered tightly on a stalk unlike larger looser blooms of other flowers.",
+        "Grape hyacinths are small, clustered flowers with deep blue or purple bell-shaped blooms resembling tiny grapes on a stalk.",
+        "Grape hyacinths have dense clusters of small bell-shaped blue or purple flowers on short spikes resembling tiny grapes.",
+        "Grape hyacinths have small bell-shaped blue or purple flowers clustered tightly on a spike resembling a bunch of grapes."
+    ],
+    "canterbury bells": [
+        "Canterbury bells have distinctive bell-shaped flowers with flared edges and prominent veins on the petals.",
+        "Canterbury bells have tall spikes of bell-shaped flowers in shades of purple blue or white unlike flatter or clustered blooms of other flowers.",
+        "Canterbury bells have tall stems with large bell-shaped purple blue or white flowers clustered along the top.",
+        "Canterbury bells are tall flowers with bell-shaped blooms in shades of purple blue or white clustered along a sturdy stem."
+    ],
+    "globe-flower": [
+        "Globe-flowers have round, bright yellow cup-shaped blooms with many petals, unlike flatter or differently colored flowers like daisies or roses.",
+        "Globe-flowers have bright yellow round blooms with many overlapping petals resembling small globes and glossy dark green divided leaves.",
+        "Globe-flowers have bright yellow round blooms with overlapping petals resembling small globes and deeply lobed dark green leaves.",
+        "Globe-flowers have uniquely spherical bright yellow blooms with tightly packed petals resembling a small ball."
+    ],
+    "toad lily": [
+        "A toad lily has star-shaped purple or white petals with dark spots and long slender leaves on arching stems.",
+        "Toad lilies have star-shaped purple-spotted flowers with six petals and long stamens, often growing on arching stems in shady areas.",
+        "Toad lilies have unique speckled petals and orchid-like shapes unlike most flowers which are solid-colored and simpler in form.",
+        "Toad lilies have unique speckled petals resembling a toad's skin, unlike any other flower's smooth or uniformly colored petals."
+    ],
+    "pink primrose": [
+        "Pink primrose has delicate five-petaled pink flowers with yellow centers and slender stems with narrow lance-shaped leaves.",
+        "A pink primrose has delicate, soft pink petals with a yellow center, often growing low to the ground in clusters.",
+        "Look for its soft pink petals with yellow centers and slightly ruffled edges on a low-growing plant.",
+        "The pink primrose has distinct notched petals with a bright yellow center and delicate pink hues."
+    ],
+    "fire lily": [
+        "The fire lily has bright red or orange trumpet-shaped flowers with long stamens and often dark speckles at the base.",
+        "A fire lily has bright red or orange trumpet-shaped flowers with long stamens and grows on tall slender green stems.",
+        "The fire lily has bright red or orange trumpet-shaped flowers with long stamens, unlike many flowers with varied colors and shapes.",
+        "The fire lily has striking bright red or orange upward-facing flowers with prominent black-speckled centers."
+    ],
+    "red ginger": [
+        "Red ginger flowers have bold red cone-shaped bracts with small yellow flowers emerging from them, making them stand out visually.",
+        "Red ginger flowers have tall bright red cone-shaped blooms with large green leaves and yellow tips on the petals.",
+        "Red ginger flowers have bold red cone-shaped blooms with small yellow flowers emerging from the top among lush green leaves.",
+        "Red ginger has tall bright red cone-shaped blooms with waxy bracts, unlike common flowers with softer petals and varied colors."
+    ],
+    "prince of wales feathers": [
+        "The Prince of Wales feathers flower has tall, plume-like clusters of tiny flowers, unlike typical blooms with larger, distinct petals.",
+        "The Prince of Wales feathers flower has tall spikes with dense clusters of tiny pink or purple feathery blooms.",
+        "Prince of Wales feathers flowers have tall plumes of tiny clustered blooms in soft pink or white with feathery delicate textures.",
+        "The flower prince of wales feathers has distinctive tall plumes with feathery white tufts resembling an ostrich feather."
+    ],
+    "carnation": [
+        "Carnations have ruffled petals and a distinct clove-like scent unlike smoother simpler petals of many other flowers.",
+        "A carnation has ruffled petals with a clove-like scent and comes in various colors like pink, red, white, and yellow.",
+        "Carnations have ruffled petals with a clove-like scent and come in various colors often with a zigzag edge.",
+        "Carnations have densely ruffled petals with a spicy fragrance and come in vibrant colors often with serrated edges on their petals."
+    ],
+    "mexican aster": [
+        "Mexican asters have bright daisy-like flowers with yellow centers and slender petals, often in purple or pink, unlike bulkier or differently shaped blooms.",
+        "A Mexican aster has vibrant daisy-like petals with a yellow center, often in purple, pink, or white, standing out among other flowers.",
+        "Mexican aster has bright yellow centers with layered purple or pink petals and long slender leaves on tall stems.",
+        "Mexican aster flowers have distinctive bright yellow centers surrounded by numerous thin purple or pink petals."
+    ],
+    "alpine sea holly": [
+        "Alpine sea holly has spiky blue or silver flower heads and thistle-like leaves unlike most flowers with soft petals and smooth foliage.",
+        "Alpine sea holly has spiky blue or purple thistle-like flowers with cone-shaped centers and silvery-green spiny leaves.",
+        "Alpine sea holly has spiky blue or purple thistle-like flowers with cone-shaped centers and silvery-green spiny leaves.",
+        "Alpine sea holly has spiky blue thistle-like flower heads with a distinctive metallic sheen and cone-shaped center."
+    ],
+    "siam tulip": [
+        "The Siam tulip has vibrant pink or purple clustered blooms with broad green leaves and a distinctive upright growth habit.",
+        "The Siam tulip has vibrant pink or purple clustered blooms with long green bracts and glossy lance-shaped leaves.",
+        "Siam tulips have bright pink clustered blooms and broad green leaves unlike many flowers with single petals or different colors.",
+        "The siam tulip has vibrant pink or purple clustered blooms with long green leaves, standing out among flowers for its tropical elegance."
+    ],
+    "spring crocus": [
+        "The spring crocus is a small cup-shaped flower with slender petals often in purple white or yellow blooming early in spring.",
+        "Spring crocus flowers have slender petals in purple white or yellow with a distinctive orange center unlike many broader petaled flowers.",
+        "Spring crocus flowers have slender grass-like leaves and cup-shaped purple or white petals with a bright orange stigma.",
+        "The spring crocus has slender purple or white petals with a bright orange stigma center."
+    ],
+    "globe thistle": [
+        "Globe thistles have round, spiky blue or purple flower heads and silvery stems, unlike most flowers with softer petals and varied colors.",
+        "Globe thistles have round, spiky blue or purple flower heads with stiff, silvery stems and thistle-like leaves.",
+        "Globe thistles have round, spiky blue or purple flower heads on tall stems with gray-green, prickly leaves.",
+        "A globe thistle has round, spiky blue or purple flower heads with a unique, thistle-like appearance among other flowers."
+    ],
+    "bolero deep blue": [
+        "The bolero deep blue flower has vibrant deep blue petals and a distinctive ruffled shape unlike most other flowers.",
+        "A bolero deep blue flower has vibrant deep blue petals with a striking contrast against its dark green foliage.",
+        "The bolero deep blue flower has vibrant deep blue petals with a striking yellow center and a compact, rounded shape.",
+        "The flower bolero deep blue has uniquely vibrant deep blue petals with a striking yellow center."
+    ],
+    "tiger lily": [
+        "Tiger lilies have bright orange petals with dark spots and long curving stamens sticking out from the center.",
+        "Tiger lilies have distinctive orange petals with dark spots and curved tips unlike any other flower.",
+        "Tiger lilies have bright orange petals with dark spots and long curved stamens sticking out from the center.",
+        "Tiger lilies have bold orange petals with dark spots and curved tips, unlike simpler petal shapes and colors in other flowers."
+    ],
+    "moon orchid": [
+        "Moon orchids have large round petals and a distinct lip while other flowers vary in shape size and petal arrangement.",
+        "A flower moon orchid has delicate white petals with a yellow center and long slender leaves among other flowers.",
+        "Moon orchids have large white petals with a yellow and purple center and long slender leaves growing from the base.",
+        "Moon orchids have large, round, flat white petals with a yellow center and long, arching stems with glossy green leaves."
+    ],
+    "gaura": [
+        "Gaura flowers have delicate, butterfly-like petals on long, slender stems with a mix of white and pink hues.",
+        "Gaura flowers have delicate, butterfly-like petals on long stems, usually white or pink, with a light and airy appearance.",
+        "Gaura flowers have long slender stems with delicate white or pink petals that flutter like butterflies in the breeze.",
+        "Gaura flowers have delicate, long stems with small white or pink blossoms that flutter like butterflies in the breeze."
+    ],
+    "japanese anemone": [
+        "A Japanese anemone has delicate, cup-shaped pink or white petals with a yellow center and tall, slender stems.",
+        "Japanese anemones have white or pink petals with yellow centers and grow on tall slender stems with dark green lobed leaves.",
+        "Japanese anemones have delicate white or pink petals with yellow centers and tall slender stems with deeply lobed leaves.",
+        "Japanese anemones have distinctive central clusters of yellow stamens surrounded by slightly overlapping petals in white or pink shades."
+    ],
+    "foxglove": [
+        "Foxgloves have tall spikes of tubular bell-shaped flowers in pink purple or white unlike flat or clustered blooms of many other flowers.",
+        "Foxglove flowers have tall spikes of tubular bell-shaped blooms in pink purple or white with spotted throats inside.",
+        "Foxglove flowers have tall spikes with tubular bell-shaped blooms in pink purple or white often with spotted throats inside.",
+        "Foxglove flowers are tall with tubular bell-shaped blooms in pink purple or white often spotted inside hanging from a central spike."
+    ],
+    "bougainvillea": [
+        "Bougainvillea flowers are vibrant and papery with bright pink purple or red bracts surrounding small white or yellow centers.",
+        "Bougainvillea flowers have vibrant papery bracts in pink, purple, or red surrounding small white or yellow true flowers.",
+        "Bougainvillea has vibrant papery bracts in pink purple or red surrounding small white flowers with thorny vines.",
+        "Bougainvillea has vibrant papery bracts surrounding small white flowers while most other flowers have soft petals as their main feature."
+    ],
+    "camellia": [
+        "A camellia flower has glossy dark green leaves and large, showy blooms with layered petals in shades of pink, red, or white.",
+        "Camellias have glossy dark green leaves and large symmetrical blooms with many petals, often in shades of pink, red, or white.",
+        "Camellias have glossy dark green leaves and showy symmetrical blooms with layers of petals often in pink red or white colors.",
+        "Camellias have glossy dark green leaves and symmetrical rosette-shaped blooms with layered petals in shades of pink red or white."
+    ],
+    "mallow": [
+        "Mallows have round, hibiscus-like flowers with five petals, often pink or purple, and heart-shaped leaves with toothed edges.",
+        "Mallows have distinct five-petaled blooms with a central column of stamens, often in pink or purple, unlike simpler petal structures in other flowers.",
+        "Mallow flowers have distinctive five-petaled blooms with prominent veins and a central column of fused stamens.",
+        "Mallow flowers have distinctive deeply notched petals with a central column of fused stamens and pistils."
+    ],
+    "mexican petunia": [
+        "Mexican petunias have vibrant purple trumpet-shaped flowers with long green leaves and grow in upright clumps.",
+        "Mexican petunias have trumpet-shaped purple flowers with smooth green leaves while others vary in color shape and leaf texture.",
+        "The Mexican petunia has vibrant purple trumpet-shaped flowers with dark green leaves and grows in upright clumps.",
+        "Mexican petunia flowers have distinctive trumpet-shaped blooms with five evenly spaced deep purple or blue petals."
+    ],
+    "bromelia": [
+        "Bromelia flowers have thick, spiky leaves and vibrant bracts, unlike typical flowers with softer petals and simpler leaf structures.",
+        "Bromelia flowers have thick, spiky leaves and bright, tubular blooms often growing in a rosette shape with vibrant colors like red or pink.",
+        "Bromelia flowers have a distinctive central spike surrounded by brightly colored bracts that form a star-like rosette.",
+        "Bromelia flowers have thick, spiky petals with vibrant colors and a central cone-like structure surrounded by stiff, overlapping bracts."
+    ],
+    "blanket flower": [
+        "Blanket flowers have bright red or yellow petals with dark red or brown centers and long slender stems.",
+        "Blanket flowers have bright daisy-like petals with red or yellow tips and dark centers, unlike simpler or differently shaped blooms.",
+        "Blanket flowers have bright red and yellow daisy-like petals with a raised dark red or brown center and long slender green leaves.",
+        "A blanket flower has bright red and yellow petals with a dark center, resembling a daisy with vibrant, warm colors."
+    ],
+    "trumpet creeper": [
+        "The trumpet creeper has large, orange-red, trumpet-shaped flowers, while others vary in color, shape, and size like daisies or roses.",
+        "A trumpet creeper has large orange or red trumpet-shaped flowers with long tubes and flared ends growing on climbing vines.",
+        "The trumpet creeper has large, orange-red trumpet-shaped flowers with yellow throats and grows on climbing vines.",
+        "The trumpet creeper has large orange-red trumpet-shaped flowers with five flaring lobes and long stamens extending beyond the petals."
+    ],
+    "blackberry lily": [
+        "The blackberry lily has orange speckled petals and clusters of blackberry-like seed pods after blooming.",
+        "The blackberry lily has distinctive blackberry-like clusters of shiny black seeds after its orange speckled flowers fade.",
+        "The blackberry lily has star-shaped orange flowers with red spots and long slender leaves resembling an iris.",
+        "The blackberry lily has striking orange speckled petals and clusters of blackberry-like seed pods after blooming."
+    ]
+}

desc/gpt-4.1/descriptions_top4/OxfordPets.json

@@ -0,0 +1,224 @@
+{
+    "abyssinian": [
+        "An Abyssinian cat is a sleek short-haired pet with large ears ticked fur and a playful energetic appearance.",
+        "An Abyssinian has a sleek short coat with ticked tabby markings large ears and an athletic slender body.",
+        "The Abyssinian has a sleek short coat with ticked fur and large ears while other pets vary in fur length and patterns.",
+        "The Abyssinian has large pointed ears almond-shaped eyes a ticked coat with bands of color and a slender athletic body."
+    ],
+    "american bulldog": [
+        "An American Bulldog is a muscular medium to large dog with a short coat broad head and strong jaw among pets.",
+        "The American bulldog has a distinctive broad muscular build with a large square head and pronounced jaw.",
+        "An American bulldog is muscular with a broad head and short coat, unlike slender or long-haired pets like cats or smaller dogs.",
+        "An American bulldog has a muscular build, broad head, short coat, and distinctive wrinkled face with a strong jaw."
+    ],
+    "american pit bull terrier": [
+        "An American Pit Bull Terrier is a muscular medium-sized dog with a short coat broad head and strong jaw among pets.",
+        "An American pit bull terrier has a muscular build, broad head, and short coat, unlike many other pets which vary in size and fur length.",
+        "An American pit bull terrier has a muscular build, broad head, short coat, and ears that can be cropped or naturally floppy.",
+        "The American Pit Bull Terrier has a muscular build, broad head, short coat, and distinctive wide smile with strong jaws."
+    ],
+    "basset hound": [
+        "A basset hound has long droopy ears, a wrinkled face, short legs, and a long body with a white tan and black coat.",
+        "A basset hound is a short-legged dog with long ears, droopy eyes, and a wrinkled face, known for its sad but sweet expression.",
+        "Basset hounds have extremely long droopy ears and short legs that set them apart from all other pet breeds.",
+        "Basset hounds have long droopy ears short legs and wrinkled faces unlike most pets which are more compact or less wrinkly."
+    ],
+    "beagle": [
+        "A beagle is a small to medium-sized dog with short legs, floppy ears, and a white coat with black and brown patches.",
+        "A beagle has a distinct white-tipped tail and tri-color coat of black brown and white unlike other pets.",
+        "A beagle has a short coat with white black and tan patches floppy ears and a medium size muscular build.",
+        "Beagles have short tricolor coats, long floppy ears, and a medium-sized muscular build with expressive brown or hazel eyes."
+    ],
+    "bengal": [
+        "Bengal cats have distinctive leopard-like spots and rosettes with a sleek muscular build unlike most other domestic pets.",
+        "A Bengal cat has a sleek, muscular body with striking leopard-like spots and a wild yet elegant appearance among pets.",
+        "A Bengal cat has a sleek coat with distinctive leopard-like spots or marbled patterns and often a striking golden or rust color.",
+        "A Bengal cat has distinctive marbled or spotted coat patterns that resemble a wild leopard."
+    ],
+    "birman": [
+        "A Birman is a medium-sized cat with long silky fur blue eyes white paws and a golden or cream-colored body.",
+        "Birmans have medium-long silky fur, deep blue eyes, white paws, and a color-pointed coat unlike many other pets.",
+        "Birmans have silky white fur with color points on ears face legs and tail and striking deep blue almond-shaped eyes.",
+        "A Birman has long silky fur, deep blue eyes, white paws, and a colorpoint coat with a golden tint on the back."
+    ],
+    "bombay": [
+        "A Bombay cat is a sleek black short-haired pet with shiny fur and striking copper or gold eyes.",
+        "A Bombay cat has sleek black fur, copper or gold eyes, and a muscular yet slender body with a glossy coat.",
+        "The Bombay cat has sleek black fur, copper or gold round eyes, and a muscular yet slender body.",
+        "The Bombay cat has a sleek all-black coat and striking copper or gold eyes."
+    ],
+    "boxer": [
+        "A boxer has a short muzzle, strong jaw, and wrinkled forehead that are distinct from other pets.",
+        "A boxer has a short muzzle, muscular build, and wrinkled forehead, unlike most pets which are smaller or have smoother features.",
+        "A pet boxer has a short coat, muscular build, square jaw, and a wrinkled forehead with a pushed-in nose.",
+        "A pet boxer is a muscular short-haired dog with a square jaw folded ears and a distinctive pushed-in nose."
+    ],
+    "british shorthair": [
+        "A British Shorthair has a round face, dense coat, and stocky build, unlike sleeker or fluffier pets with different body shapes and fur textures.",
+        "A British Shorthair has a round face, dense blue-gray coat, stocky body, and large copper or gold eyes.",
+        "The British Shorthair has a dense plush coat with a rounded face and large copper or gold eyes.",
+        "The British Shorthair has a round face, dense blue-gray coat, stocky body, and large copper or gold eyes."
+    ],
+    "chihuahua": [
+        "A pet chihuahua is a tiny short-haired dog with large ears and a pointed muzzle, often weighing under six pounds.",
+        "Chihuahuas are tiny with large pointed ears big round eyes and a short or long coat often in tan black or white colors.",
+        "A chihuahua is much smaller with large ears and prominent eyes compared to most other pets like cats or larger dog breeds.",
+        "A Chihuahua is tiny with large pointed ears big round eyes and a short or long coat often in tan black or white colors."
+    ],
+    "egyptian mau": [
+        "The Egyptian Mau has a spotted coat, almond-shaped green eyes, and a graceful, muscular build, unlike most other pets.",
+        "The Egyptian Mau has a distinctive spotted coat with randomly placed dark spots on a lighter background.",
+        "The Egyptian Mau has a spotted coat, gooseberry green eyes, and a distinctive mascara-like marking around its eyes.",
+        "The Egyptian Mau is a sleek spotted cat with striking green eyes and a graceful muscular build."
+    ],
+    "english cocker spaniel": [
+        "An English Cocker Spaniel is a medium-sized dog with long floppy ears a silky coat and expressive eyes often in various colors.",
+        "An English Cocker Spaniel has long floppy ears a silky coat and a compact body unlike shorter fur or different ear shapes in other pets.",
+        "English Cocker Spaniels have long floppy ears a silky coat and a cheerful expression with a compact sturdy body and feathered legs.",
+        "An English Cocker Spaniel has a medium-sized body with long floppy ears silky fur and a cheerful expressive face."
+    ],
+    "english setter": [
+        "An English Setter is a medium-sized dog with a white coat and long, silky fur marked by distinctive flecks or patches of color.",
+        "An English Setter has a speckled coat long feathered ears and a slender build unlike most other pets which vary widely in fur and shape.",
+        "An English Setter has a speckled coat long silky fur feathered tail and ears and a slender athletic build.",
+        "An English Setter has a long feathered coat with unique speckled or belton markings and elegant feathering on the legs tail and ears."
+    ],
+    "german shorthaired": [
+        "A German Shorthaired Pointer has a sleek short coat, distinctive liver or liver-and-white coloring, and a lean athletic build compared to other pets.",
+        "A German Shorthaired Pointer is a medium-sized dog with a sleek brown and white spotted coat and a muscular athletic build.",
+        "A German Shorthaired Pointer has a distinctive liver and white speckled coat with a sleek athletic build.",
+        "A German Shorthaired Pointer has a sleek short coat with distinct liver or liver and white spotted or patched markings."
+    ],
+    "great pyrenees": [
+        "A Great Pyrenees is large with a thick white coat and a gentle expression, unlike smaller or short-haired pets.",
+        "A great pyrenees is a large white dog with a thick double coat and a gentle expression often with dark markings around the eyes.",
+        "A pet Great Pyrenees is a large fluffy white dog with a gentle expression and a thick double coat.",
+        "The Great Pyrenees has a distinctive thick white double coat with a plumed tail and a majestic bear-like face."
+    ],
+    "havanese": [
+        "Havanese dogs have long silky hair small size and expressive eyes unlike short-haired or larger pets like cats or labradors.",
+        "A Havanese is small with long silky hair a fluffy tail and expressive eyes often seen in white black or tan colors.",
+        "A Havanese is a small fluffy dog with a silky coat, expressive eyes, and a cheerful demeanor often seen in various colors.",
+        "The Havanese has a long silky coat with wavy or curly hair and distinctive expressive round eyes."
+    ],
+    "japanese chin": [
+        "A Japanese Chin is a small elegant dog with a flat face large eyes long silky hair and a distinctive feathered tail.",
+        "The Japanese chin has a distinctive flat face, large round eyes, and a silky coat, unlike most pets with varied facial structures and fur types.",
+        "The Japanese Chin has a distinctive flat face, large wide-set eyes, and a feathered tail that curls over its back.",
+        "The Japanese Chin has a distinctive flat face with large wide-set eyes and a feathered tail that curls over its back."
+    ],
+    "keeshond": [
+        "A keeshond is a fluffy medium-sized dog with a thick gray and black coat, fox-like face, and distinctive spectacles around its eyes.",
+        "A keeshond has a thick grey and black coat, a fox-like face, and distinctive spectacles markings around its eyes.",
+        "A keeshond has a thick gray and black coat, fox-like face, and distinctive spectacles markings around its eyes.",
+        "A keeshond has a distinctive thick gray and black ruff around its neck resembling a lion's mane."
+    ],
+    "leonberger": [
+        "A leonberger is a large fluffy dog with a lion-like mane, a black mask, and a thick golden to reddish-brown coat.",
+        "A Leonberger is a large, fluffy dog with a lion-like mane, while other pets vary widely in size, fur length, and features.",
+        "A pet Leonberger is a large fluffy dog with a thick golden or brown coat a lion-like mane and a gentle friendly face.",
+        "A leonberger has a large size with a thick mane-like coat and distinctive black facial mask."
+    ],
+    "maine coon": [
+        "A Maine Coon is a large fluffy cat with tufted ears a bushy tail and a distinctive rugged appearance among pets.",
+        "A Maine Coon has large tufted ears a bushy tail a long shaggy coat and a robust rectangular body shape.",
+        "A Maine Coon is larger with tufted ears, a bushy tail, and a shaggy coat compared to most other pet cats and animals.",
+        "Maine Coons have large tufted ears bushy tails and long shaggy fur with a distinctive rectangular body shape."
+    ],
+    "miniature pinscher": [
+        "A miniature pinscher is a small sleek dog with short fur pointed ears and a lively confident stance among pets.",
+        "A miniature pinscher is a small sleek dog with short coat erect ears and a confident stance often in black tan or chocolate colors.",
+        "A miniature pinscher has a sleek short coat small size pointy ears and a confident upright stance resembling a tiny Doberman.",
+        "The miniature pinscher has a sleek short coat with a distinct high stepping prancing gait and erect ears."
+    ],
+    "newfoundland": [
+        "A Newfoundland is recognized by its large size, thick black or brown coat, webbed feet, and gentle expression.",
+        "Newfoundlands are large, heavy-coated dogs with broad heads and webbed feet, unlike most smaller or short-haired pets.",
+        "A Newfoundland is a large, muscular dog with a thick black or brown coat, webbed feet, and a gentle, expressive face.",
+        "A Newfoundland is a large, fluffy dog with a thick black or brown coat, webbed feet, and a gentle, friendly expression."
+    ],
+    "persian": [
+        "Persian cats have long fluffy fur flat faces and round eyes unlike short-haired or leaner pets with more defined facial features.",
+        "Persian cats have flat faces long thick fur round eyes short noses and a stocky body making them stand out among pets.",
+        "A Persian cat has a flat face long thick fur a round head large eyes and a short muzzle.",
+        "A Persian cat has a distinct flat face and long luxurious fur that sets it apart from other pets."
+    ],
+    "pomeranian": [
+        "Pomeranians are small fluffy dogs with thick double coats and fox-like faces unlike smoother or larger pets like cats or labradors.",
+        "Pomeranians are small fluffy dogs with fox-like faces pointed ears and a thick double coat often in bright colors like orange or cream.",
+        "A Pomeranian is a small fluffy dog with a fox-like face pointed ears and a thick double coat in various colors.",
+        "A Pomeranian is small and fluffy with a fox-like face, pointed ears, and a thick double coat in various colors."
+    ],
+    "pug": [
+        "A pug is a small wrinkly dog with a flat face big eyes and a curly tail often fawn or black in color.",
+        "A pug has a short wrinkled face and a compact muscular body unlike most pets which have varied smoother features and proportions.",
+        "A pug has a flat wrinkled face with large round dark eyes and a short curled tail unlike other pets.",
+        "A pug has a wrinkled face short muzzle curled tail and compact body with a fawn or black coat."
+    ],
+    "ragdoll": [
+        "Ragdolls have blue eyes, semi-long silky fur, pointed color patterns, and a large muscular build with a gentle expression.",
+        "Ragdolls have striking blue eyes, semi-long silky fur, and a pointed color pattern unlike many other pet breeds.",
+        "Ragdolls have striking blue eyes and a semi longhaired coat with a pointed color pattern and a plush silky texture.",
+        "A Ragdoll is a large, fluffy cat with striking blue eyes, a soft coat, and a gentle, relaxed demeanor."
+    ],
+    "russian blue": [
+        "A Russian Blue has a sleek blue-gray coat, bright green eyes, and a slender elegant body with a gentle expression.",
+        "A Russian Blue has a sleek blue-gray coat, bright green eyes, and a slender elegant body with a fine bone structure.",
+        "A Russian Blue has a sleek blue-gray coat, green eyes, and a slender build, unlike other pets with varied colors and body shapes.",
+        "The Russian Blue has a distinctive solid blue-gray coat with a silvery sheen and bright green eyes."
+    ],
+    "saint bernard": [
+        "A Saint Bernard is a large dog with a thick coat, droopy face, and often has white with brown or red markings.",
+        "A Saint Bernard is much larger and has a thick coat with distinctive facial markings compared to smaller or short-haired pets.",
+        "A Saint Bernard is a large, strong dog with a thick coat, floppy ears, and a gentle, friendly expression.",
+        "A Saint Bernard has a large, muscular build with a distinctive white and reddish-brown coat and a gentle, expressive face."
+    ],
+    "samoyed": [
+        "A Samoyed has a thick white fluffy coat and a smiling face unlike most other pets which vary widely in color and fur type.",
+        "A Samoyed is a fluffy white dog with a thick double coat a smiling face and a curly tail over its back.",
+        "A pet Samoyed is a fluffy white dog with a thick coat, smiling face, and curled tail, standing out for its friendly and lively appearance.",
+        "A Samoyed is recognized by its fluffy white coat, black eyes, smiling expression, and curled tail over the back."
+    ],
+    "scottish terrier": [
+        "A Scottish terrier has a compact body short legs a wiry coat a distinctive beard and pointed erect ears.",
+        "A Scottish terrier is a small sturdy dog with short legs a wiry coat and distinctive pointed ears and beard.",
+        "A Scottish terrier has a compact body short legs a wiry coat and a distinctive beard with pointed ears and a long head.",
+        "A Scottish terrier has a distinctive wiry coat short legs and pointed ears unlike many other pets which vary widely in size and fur type."
+    ],
+    "shiba inu": [
+        "A Shiba Inu has a fox-like face, curled tail, and a compact body with red, black and tan, or sesame fur.",
+        "A Shiba Inu is a small, fox-like dog with a curled tail, pointed ears, and a thick coat in red, black, or tan.",
+        "A Shiba Inu has a fox-like face, curled tail, and compact size, unlike many other pets which vary widely in shape and fur.",
+        "A Shiba Inu has a fox-like face, curled tail, small erect ears, and a thick double coat in red, black, or tan colors."
+    ],
+    "siamese": [
+        "A Siamese has a sleek body, blue almond-shaped eyes, and pointed color patterns on its ears face paws and tail unlike other pets.",
+        "Siamese cats have striking blue almond-shaped eyes and a creamy coat with darker points on ears face paws and tail.",
+        "Siamese cats have sleek bodies, striking blue almond-shaped eyes, and distinctive pointed color patterns on their ears face paws and tail.",
+        "A Siamese cat has a sleek body, blue almond-shaped eyes, and distinctive pointed color patterns on its ears face paws and tail."
+    ],
+    "sphynx": [
+        "A sphynx is hairless with wrinkled skin while most other pets have fur and smoother skin.",
+        "A hairless body with wrinkled skin and large ears distinguishes a pet sphynx from other pets.",
+        "A pet sphynx is a hairless cat with wrinkled skin large ears and a slender muscular body standing out among furry pets.",
+        "The Sphynx cat is hairless with wrinkled skin large ears and a muscular body making it stand out among pets."
+    ],
+    "staffordshire bull terrier": [
+        "A Staffordshire bull terrier has a muscular compact body broad head and short coat unlike most pets which vary widely in size and fur.",
+        "A Staffordshire Bull Terrier is a muscular short-haired dog with a broad head strong jaws and a friendly confident expression.",
+        "A Staffordshire bull terrier has a distinct broad head with pronounced cheek muscles and a short muzzle.",
+        "A Staffordshire Bull Terrier has a muscular build, broad head, short coat, and distinctive wide smile with strong jaw and cheek muscles."
+    ],
+    "wheaten terrier": [
+        "A wheaten terrier is a medium-sized dog with a soft, wavy, wheat-colored coat and a friendly, energetic expression.",
+        "A wheaten terrier has a distinctive soft wavy coat that is pale beige or wheat-colored.",
+        "A wheaten terrier has a soft wavy coat and a square build while other pets vary widely in fur texture and body shape.",
+        "A wheaten terrier has a soft wavy coat in light golden wheat color and a medium-sized sturdy build with a friendly expressive face."
+    ],
+    "yorkshire terrier": [
+        "A Yorkshire terrier is a small long-haired dog with a silky blue and tan coat and a confident lively demeanor.",
+        "A Yorkshire terrier is small with long silky blue and tan fur a compact body and a perky topknot on its head.",
+        "A Yorkshire terrier has long silky hair and a small size, unlike pets with short fur or larger bodies like cats or labradors.",
+        "Yorkshire terriers have long silky coats small size pointed ears and a compact face often with tan and blue or black coloring."
+    ]
+}

desc/gpt-4.1/descriptions_top4/UCF101.json

@@ -0,0 +1,608 @@
+{
+    "Apply Eye Makeup": [
+        "Apply Eye Makeup involves precise hand movements near the face focusing on eyes with tools and products for enhancement.",
+        "Apply Eye Makeup involves precise hand movements near the face unlike broader actions in other categories in UCF101 dataset",
+        "Identify Apply Eye Makeup by focusing on hands near face and use of makeup tools in closeup scenes of UCF101 videos",
+        "A person applying eye makeup uses small tools and focuses closely on their eyes for precise application in UCF101 dataset"
+    ],
+    "Apply Lipstick": [
+        "Apply Lipstick shows a person holding a small object near their face unlike other actions which dont involve makeup application.",
+        "Identify Apply Lipstick by focusing on hand movements near the face and the presence of a small object in hand used for application.",
+        "Apply Lipstick involves a person holding a small object near their mouth with precise hand movements for application.",
+        "A person applying lipstick typically holds a small tube to their lips while looking in a mirror or at themselves closely."
+    ],
+    "Archery": [
+        "Archery involves a bow and arrow with focused stance while other actions show varied movements and equipment use.",
+        "Archery involves a person holding a bow aiming and releasing an arrow with focus and precision in a calm stance.",
+        "Archery involves a person holding a bow aiming and releasing an arrow towards a target from a distance accurately.",
+        "A person doing Archery holds a bow aiming an arrow focusing on a distant target with great concentration and precision"
+    ],
+    "Baby Crawling": [
+        "Baby crawling involves a small person moving on hands and knees with a distinct low body posture and slow motion.",
+        "Identify Baby Crawling by small child on hands and knees moving forward on the floor in a slow motion manner.",
+        "A person doing Baby Crawling moves on hands and knees like a small child exploring the floor slowly and cautiously.",
+        "Baby crawling shows a child on hands and knees moving forward unlike standing walking or running actions in adults or older kids."
+    ],
+    "Balance Beam": [
+        "A person on a Balance Beam is identified by their narrow beam walking and balancing actions in gymnastics settings.",
+        "Balance Beam shows a person on a narrow beam performing gymnastics unlike other actions which lack this specific equipment and posture.",
+        "Balance Beam features include narrow beam walking precise balance and controlled body movements distinguishing it from other actions easily.",
+        "A person doing Balance Beam performs precise movements on a narrow beam requiring balance and coordination in gymnastics."
+    ],
+    "Band Marching": [
+        "Band marching involves uniformed individuals playing instruments in formation unlike casual actions which lack structured group activity and attire.",
+        "Band marching features synchronized group movements musical instruments and uniform attire distinguishing it from other actions clearly",
+        "Band Marching involves people in uniform playing instruments while moving in organized formations during parades or events.",
+        "Band marching uniquely features people in uniform playing instruments while marching in organized formations in open spaces."
+    ],
+    "Baseball Pitch": [
+        "A person doing Baseball Pitch appears with a ball in hand throwing it with a specific arm motion and body stance.",
+        "A person doing Baseball Pitch throws a ball overhand with a focused stance aiming for the batter in a game setting.",
+        "Baseball Pitch involves a person throwing a ball with specific arm and body movements unlike other actions in UCF101 dataset.",
+        "A person doing Baseball Pitch uniquely shows a windup motion followed by a powerful arm throw towards a target."
+    ],
+    "Basketball": [
+        "Basketball involves players dribbling shooting and passing a ball while defending against opponents in a court setting efficiently.",
+        "Basketball players wear specific uniforms and dribble a ball while others do not in various actions within the dataset.",
+        "Basketball involves a person dribbling shooting and passing a round ball in a court setting uniquely among actions.",
+        "Look for individuals holding a ball jumping or dribbling on a court with a hoop in the background to spot basketball."
+    ],
+    "Basketball Dunk": [
+        "A person doing Basketball Dunk leaps high to forcefully slam the ball through the hoop with strength and precision.",
+        "Basketball Dunk involves a player jumping high to score while other actions show different sports or movements on the ground.",
+        "A person doing Basketball Dunk leaps high holding the ball aiming to score through the hoop with force.",
+        "Basketball Dunk features include a person jumping high with one hand holding the ball aiming to score in the hoop efficiently."
+    ],
+    "Bench Press": [
+        "Bench press involves lying on a bench lifting weights above chest with arms extending and bending at elbows repeatedly for strength training.",
+        "Identify bench press by spotting a person lying on a flat bench lifting weights with arms extended upwards.",
+        "Bench press shows a person lying down pushing weights up while other actions involve standing or different body positions movements.",
+        "Bench Press uniquely involves lying on a flat surface while lifting weights directly above the chest in a controlled manner."
+    ],
+    "Biking": [
+        "Biking involves continuous leg movement pedaling a two wheeled vehicle with a person sitting upright steering with hands on handlebars.",
+        "Biking involves a person on a bicycle with two wheels while other actions show different body movements and objects.",
+        "Identify biking by observing individuals seated on two wheeled vehicles pedaling outdoors in various environments and attire.",
+        "A person biking appears seated on a bicycle pedaling with legs while holding handlebars for balance and control during movement."
+    ],
+    "Billiards": [
+        "Billiards involves a person using a cue stick aiming at balls on a table with pockets for scoring points in games.",
+        "Billiards involves a cue ball table and focused posture unlike sports with dynamic movements or outdoor settings.",
+        "Identify Billiards by observing a person aiming hitting balls with a cue stick on a table in a calm environment setting.",
+        "Billiards uniquely involves a person using a cue stick to strike balls on a table with pockets for scoring points."
+    ],
+    "Blow Dry Hair": [
+        "Identify blow dry hair by spotting a person holding a hairdryer aiming it at their head while standing still.",
+        "Blow Dry Hair shows a person holding a hairdryer directing airflow to their hair unlike other actions focusing on different objects.",
+        "Blow drying hair shows a person using a handheld device to dry hair while moving it with their other hand for styling.",
+        "A person holding a hairdryer close to their head while moving it is unique to Blow Dry Hair action."
+    ],
+    "Blowing Candles": [
+        "Blowing candles involves a person leaning forward exhaling air towards lit candles to extinguish them visibly different from other actions.",
+        "Blowing candles shows a person exhaling towards lit candles unlike actions involving movement or interaction with different objects or environments.",
+        "Blowing Candles involves a person exhaling to extinguish lit candles on a cake in a celebratory setting with focused attention.",
+        "A person doing Blowing Candles appears to lean forward exhaling intensely towards lit candles on a cake in celebration settings."
+    ],
+    "Body Weight Squats": [
+        "A person doing Body Weight Squats bends knees lowers body using body weight for resistance in a controlled manner.",
+        "A person doing Body Weight Squats bends knees lowers body while standing upright using body weight for resistance only.",
+        "Body weight squats involve bending knees lowering body using bodyweight unlike actions with external weights or different movements.",
+        "Body weight squats involve bending knees lowering body using body weight for resistance unlike other exercises needing equipment."
+    ],
+    "Bowling": [
+        "Bowling is identified by a person holding a ball and swinging their arm to release it down a lane towards pins.",
+        "Bowling involves a person throwing a ball down a lane aiming for pins unlike other actions which dont use such equipment or settings.",
+        "Bowling involves a person holding a ball swinging it back and forth then releasing it down a lane towards pins for scoring.",
+        "A person bowling swings their arm forward releasing a ball down a lane aiming to knock down pins accurately and powerfully"
+    ],
+    "Boxing Punching Bag": [
+        "Boxing Punching Bag involves repetitive arm movements targeting a stationary bag while maintaining a strong stance and focused posture.",
+        "Identify Boxing Punching Bag by observing a person repeatedly striking a hanging bag with forceful punches in a gym setting",
+        "Boxing Punching Bag shows a person repeatedly hitting a stationary bag unlike actions involving movement or different objects.",
+        "Boxing Punching Bag uniquely shows repetitive arm movements targeting a stationary bag unlike other actions in the dataset."
+    ],
+    "Boxing Speed Bag": [
+        "Boxing speed bag features rapid hand movements close to a small bag with a person standing in a fixed position.",
+        "A person boxing speed bag rapidly punches a small bag while standing in a gym or training area focused on speed.",
+        "Boxing Speed Bag shows rapid hand movements on a small bag unlike slower actions in other sports activities in UCF101",
+        "Boxing speed bag uniquely involves rapid hand movements on a small bag unlike other actions in UCF101 dataset"
+    ],
+    "Breast Stroke": [
+        "Breast stroke involves a person moving arms outwards then inwards while kicking legs together in a frog like motion for swimming.",
+        "Breast stroke shows a person moving arms outwards then inwards while kicking legs in a frog like motion unlike other strokes.",
+        "A person doing Breast Stroke moves both arms forward together then pulls them back while bending knees and pushing legs outwards.",
+        "A person doing Breast Stroke moves arms out to sides then together while kicking legs outwards and bringing them together in a circular motion."
+    ],
+    "Brushing Teeth": [
+        "Brushing teeth shows a person holding a toothbrush near their mouth unlike other actions which do not involve this specific motion.",
+        "Brushing Teeth involves repetitive hand movements near the mouth with a toothbrush distinguishing it from other actions clearly",
+        "Look for a person holding a toothbrush near their mouth with repetitive up and down hand movements near face area.",
+        "Brushing Teeth shows a person holding a toothbrush near their mouth moving it back and forth in a cleaning motion."
+    ],
+    "Clean And Jerk": [
+        "Clean and Jerk involves lifting a barbell from floor to shoulders then overhead distinguishing it from other actions by its specific lifting sequence.",
+        "Identify Clean And Jerk by spotting a person lifting a barbell from floor to shoulder then overhead in a single motion quickly.",
+        "Clean and Jerk involves lifting a barbell from floor to overhead while other actions show different body movements and equipment use.",
+        "A person doing Clean and Jerk lifts a barbell from floor to shoulders then overhead in one continuous motion in weightlifting."
+    ],
+    "Cliff Diving": [
+        "Cliff diving involves a person jumping from high cliffs into water unlike other actions which may not include such heights or water.",
+        "Cliff diving is identified by a person jumping from a high cliff into water with arms spread wide in midair.",
+        "A person doing Cliff Diving leaps from a high cliff into water executing various aerial maneuvers during the dive.",
+        "Cliff diving uniquely shows a person soaring through air above water after jumping from a high natural rock formation."
+    ],
+    "Cricket Bowling": [
+        "Cricket bowling is identified by a person in a bowling stance throwing a ball with a run up on a field.",
+        "Cricket bowling involves a person throwing a ball with one arm extended while running up to a wicket unlike other actions.",
+        "Cricket bowling involves a person throwing a ball with a specific arm motion and body posture different from other actions in sports.",
+        "Cricket bowling uniquely shows a person running up and delivering a ball with a specific arm action not seen in other sports."
+    ],
+    "Cricket Shot": [
+        "Cricket Shot involves a bat swing and ball while other actions like running or jumping lack these specific elements and equipment.",
+        "Cricket shot involves a player swinging a bat to hit a ball with distinct body posture and hand movement for recognition.",
+        "A person doing Cricket Shot holds a bat swings it aiming at a ball during a game or practice session.",
+        "A cricket shot uniquely shows a player swinging a bat to hit a ball in motion during a game."
+    ],
+    "Cutting In Kitchen": [
+        "Cutting in kitchen involves sharp tools hands moving precisely on food items distinguishing it from other actions easily and clearly.",
+        "Cutting in kitchen involves holding knives and chopping food unlike other actions which may not include these specific tools or activities.",
+        "Look for hands using knives on food items in a kitchen setting with visible kitchenware around the person.",
+        "A person cutting in kitchen typically uses knives on food items standing at a counter in a home environment efficiently."
+    ],
+    "Diving": [
+        "Diving is identified by a person jumping into water with arms extended and body streamlined in various positions.",
+        "Diving involves a person jumping into water with specific body positions unlike other actions which lack this aquatic focus and posture.",
+        "Diving features include a person jumping from height entering water with streamlined body and minimal splash for efficient entry.",
+        "A person diving leaps into water with body streamlined and arms extended aiming for a splashless entry in action scenes."
+    ],
+    "Drumming": [
+        "Drumming involves rapid hand movements on drums with sticks while seated or standing in a rhythmic pattern.",
+        "Drumming involves hands moving rhythmically on drums with sticks or fingers in a repetitive pattern distinguishing it from other actions.",
+        "Drumming involves rhythmic hand movements on drums while other actions show diverse body postures and object interactions instead.",
+        "Drumming involves a person playing drums with sticks using rhythmic hand and foot movements in various settings and attire."
+    ],
+    "Fencing": [
+        "Fencing involves two people with protective gear and swords engaged in a structured combat sport requiring precise movements and strategy.",
+        "Fencing involves two people with protective gear and swords while other actions show varied movements and no specific equipment used.",
+        "Fencing involves two people in protective gear using swords with precise movements and strategic positioning for scoring points in a match.",
+        "Fencing involves two people using swords in a controlled duel requiring agility precision and strategic movements in a marked area"
+    ],
+    "Field Hockey Penalty": [
+        "Field Hockey Penalty involves players in specific uniforms using sticks to hit a ball unlike other actions which vary widely.",
+        "A person doing Field Hockey Penalty appears with a stick aiming at a ball on a marked field during a game stoppage",
+        "A person doing Field Hockey Penalty stands ready to strike the ball during a game with focused intensity and precision.",
+        "A person doing Field Hockey Penalty uniquely holds a stick aiming at a ball on the ground during a specific game moment."
+    ],
+    "Floor Gymnastics": [
+        "Floor gymnastics involves specific body movements on a mat unlike other actions which may not require such precise poses and balance skills",
+        "Identify floor gymnastics by spotting a person performing precise acrobatic movements on a mat without using any apparatus.",
+        "Floor gymnastics features precise body control dynamic movements and floor contact distinguishing it from other action types in sports analysis",
+        "Floor gymnastics involves athletes performing complex routines with flips and spins on a mat in a controlled indoor environment"
+    ],
+    "Frisbee Catch": [
+        "Frisbee catch shows a person actively throwing or catching a disc unlike other actions which may not involve such specific object interaction.",
+        "Frisbee catch involves a person throwing and catching a flat disc with dynamic arm and hand movements in open spaces.",
+        "A person doing Frisbee Catch appears focused throwing or catching a flying disc in various outdoor settings with others nearby.",
+        "Frisbee catch uniquely involves a person extending arms to catch a spinning disc in midair with focus and precision."
+    ],
+    "Front Crawl": [
+        "Front Crawl shows a swimmer moving forward with alternating arm strokes and flutter kicks unlike other swimming styles or actions.",
+        "A person doing Front Crawl moves arms alternately while kicking legs in water mimicking a swimming action efficiently and swiftly.",
+        "Front Crawl uniquely shows alternating arm strokes and flutter kicks while swimming face down in water continuously.",
+        "A person doing Front Crawl moves arms alternately in a circular motion while kicking legs in a flutter kick rhythm continuously."
+    ],
+    "Golf Swing": [
+        "Golf swing involves a person holding a club swinging it to hit a ball with focused body posture and arm movement.",
+        "A person doing Golf Swing holds a club swinging it in a wide arc for hitting a ball on a course.",
+        "Golf Swing involves a person holding a club swinging it in a specific stance unlike other actions in UCF101 dataset",
+        "A person doing Golf Swing holds a club preparing to hit a ball in a stance focused on precision and power."
+    ],
+    "Haircut": [
+        "Haircut involves scissors cutting hair with a person standing or sitting while another holds and trims their hair carefully precisely.",
+        "Identify Haircut by observing someone using scissors or clippers on another persons head focusing on hair styling actions closely.",
+        "Haircut involves a person cutting hair with scissors while others show varied actions like dancing or playing sports differently.",
+        "A person doing Haircut uniquely involves scissors or clippers cutting hair while another holds it steady in UCF101 dataset."
+    ],
+    "Hammering": [
+        "Hammering involves repetitive arm movements with a tool striking an object distinguishing it from other actions in the dataset clearly.",
+        "Hammering involves a person holding and swinging a hammer unlike actions without tools or different motions used in various tasks",
+        "A person hammering appears holding a tool repeatedly striking an object distinguishing it from other actions visually",
+        "A person doing hammering holds a hammer striking an object repeatedly with forceful motions in various settings."
+    ],
+    "Hammer Throw": [
+        "Hammer throw involves a person swinging a heavy ball while other actions show varied movements without such specific equipment use.",
+        "Hammer throw features a person spinning rapidly holding an object with a chain aiming to throw it far with precision and power.",
+        "A person doing Hammer Throw spins rapidly holding a heavy ball on a wire aiming to throw it far.",
+        "The unique visual cue is the person spinning with a hammer in hand preparing to throw it far."
+    ],
+    "Handstand Pushups": [
+        "Handstand pushups involve a person balancing upside down on hands while bending and extending arms unlike other actions in appearance.",
+        "Handstand pushups uniquely show a person inverted with hands on the ground performing pushups while balancing on their hands alone.",
+        "A person doing Handstand Pushups appears inverted with straight legs arms extended and body perpendicular to the ground during pushups.",
+        "A person doing Handstand Pushups balances upside down on hands while lowering and raising body vertically in controlled motion."
+    ],
+    "Handstand Walking": [
+        "Identify Handstand Walking by spotting a person upright on hands moving forward with legs extended in air balanced on hands alone.",
+        "Handstand walking shows a person upright on hands while others may use feet or involve different body positions for movement.",
+        "Handstand walking features a person walking on hands with legs extended above balancing upright in various environments efficiently.",
+        "Handstand walking uniquely shows a person walking on hands with legs extended in a straight line above."
+    ],
+    "Head Massage": [
+        "Head massage involves hands on head while other actions show varied limb movements and postures not focused on head.",
+        "A person doing Head Massage typically uses hands to apply pressure and rub the scalp methodically for relaxation.",
+        "Head massage involves hands pressing and rubbing the scalp and neck area distinguishing it from other actions in the dataset clearly.",
+        "A person doing Head Massage typically shows hands on another's head applying pressure and circular motions for relaxation."
+    ],
+    "High Jump": [
+        "A person doing High Jump is identified by their vertical leap over a bar with bent legs and extended arms.",
+        "High jump involves a person leaping over a bar using specific techniques unlike other actions which dont require such precise movements.",
+        "High Jump involves a person leaping over a bar using a curved run up and one foot takeoff technique for clearance.",
+        "A person doing High Jump leaps over a bar using a one and a half meter long pole for support in action."
+    ],
+    "Horse Race": [
+        "Horse race shows people riding horses at speed while others may walk or perform unrelated activities differently.",
+        "Identify horse race by people riding horses competing in a race track with spectators around watching the event closely.",
+        "A person doing Horse Race rides a horse swiftly competing against others in a track event for speed and endurance.",
+        "Horse race uniquely shows people riding horses at high speeds in competitive racing events on tracks."
+    ],
+    "Horse Riding": [
+        "Horse riding features a person seated on a horse holding reins and guiding it while maintaining balance and control.",
+        "Identify horse riding by spotting a person seated on a horse with reins in hand in an open field setting.",
+        "Horse riding involves a person seated on a horse using reins while other actions show different body positions and movements.",
+        "A person doing Horse Riding sits atop a horse guiding it with reins in various settings like fields or tracks."
+    ],
+    "Hula Hoop": [
+        "Hula Hoop involves a person using a hoop around their body unlike other actions which do not use such equipment.",
+        "A person doing Hula Hoop spins a hoop around their body in rhythmic circular motions often with added dance steps.",
+        "A person doing Hula Hoop spins a hoop around their waist continuously in a rhythmic circular motion distinguishing it visually.",
+        "Hula Hoop involves continuous circular motion around the waist with a hoop distinguishing it from other actions in UCF101 dataset"
+    ],
+    "Ice Dancing": [
+        "Ice dancing involves graceful movements with partners gliding spinning and performing synchronized steps on ice rinks.",
+        "Ice dancers wear skates perform graceful synchronized movements on ice distinguishing them from other action categories easily.",
+        "Ice dancing shows synchronized movements in elegant costumes on ice unlike other actions which vary in setting and attire.",
+        "Ice dancing features synchronized movements graceful poses and fluid arm gestures distinguishing it from other actions in sports."
+    ],
+    "Javelin Throw": [
+        "Javelin Throw involves a person holding a long stick preparing to throw it unlike other actions which dont use such equipment.",
+        "Javelin throwers exhibit a powerful overhand throwing motion with a run up and a distinct follow through for recognition in action videos",
+        "A person doing Javelin Throw appears to be throwing a long spear using one hand with a powerful motion in an open field.",
+        "A person in Javelin Throw holds a long thin object above shoulder level preparing to launch it with a powerful throw."
+    ],
+    "Juggling Balls": [
+        "Juggling balls involves multiple objects in motion unlike actions focusing on single object manipulation or body movements alone.",
+        "Identify juggling by spotting multiple balls in motion above hands in a rhythmic pattern amidst various actions around.",
+        "Juggling Balls involves rapid hand movements with multiple objects in air distinguishing it from other actions in UCF101 dataset",
+        "Juggling Balls uniquely shows multiple objects in motion above hand level unlike other actions in UCF101 dataset"
+    ],
+    "Jumping Jack": [
+        "Jumping Jacks involve rapid arm and leg movements unlike slower actions such as walking or standing which have minimal motion.",
+        "Jumping Jacks involve arms and legs moving simultaneously outwards and inwards in a rhythmic continuous motion for exercise.",
+        "Jumping Jacks involve arms and legs moving outward simultaneously in a repetitive manner distinguishing them from other actions easily.",
+        "A person doing Jumping Jacks moves arms and legs outwards then inwards repeatedly in a rhythmic fashion for exercise."
+    ],
+    "Jump Rope": [
+        "Identify jump rope by continuous arm swings and legs moving rhythmically up and down in a repetitive manner.",
+        "Jump rope involves continuous motion with arms swinging and legs jumping while others show varied static or dynamic movements differently.",
+        "A person doing Jump Rope swings a rope over their head while jumping continuously in place or moving around.",
+        "Jump rope involves continuous arm swings and feet hopping distinguishing it from other actions by its rhythmic repetitive motion pattern."
+    ],
+    "Kayaking": [
+        "Kayaking involves a person paddling a small boat on water distinguishing it from other actions by its aquatic setting and equipment use.",
+        "Kayaking is identified by a person in a small boat using a paddle for movement on water distinguishing it from other actions.",
+        "Kayaking shows a person in a small boat with a paddle on water unlike other actions which dont involve watercraft.",
+        "Kayaking shows a person paddling a small boat on water distinguishing it from other water sports by the boat type and action."
+    ],
+    "Knitting": [
+        "Knitting involves intricate hand movements with yarn and needles unlike other actions which may not require such fine motor skills.",
+        "Knitting involves hands manipulating yarn with needles creating fabric patterns distinct from other actions in UCF101 dataset",
+        "A person knitting typically holds yarn and needles with focused hand movements distinguishing it from other actions easily.",
+        "Knitting uniquely involves hands manipulating yarn with needles creating fabric loops in a repetitive pattern not seen in other actions."
+    ],
+    "Long Jump": [
+        "Long jump involves a person running then leaping into a sand pit unlike other actions which dont require such specific equipment or motion.",
+        "Long jump features include a person running then leaping into a sand pit with extended arms and legs for distance.",
+        "A person doing Long Jump appears running then leaps far into a sand pit distinct from other actions in appearance.",
+        "A person doing Long Jump runs fast then leaps far into a sand pit demonstrating athletic skill and precision in motion."
+    ],
+    "Lunges": [
+        "Lunges involve a person stepping forward with one leg while lowering their body and bending both knees distinctly.",
+        "Lunges involve one leg forward bent at knee while the other is extended back differing from other actions in leg positioning and balance.",
+        "Lunges involve one leg forward bent at knee while the other extends back with a straight posture distinguishing it from other actions.",
+        "A person doing Lunges steps forward with one leg bends knee lowers body and returns to starting position repeatedly."
+    ],
+    "Military Parade": [
+        "Identify Military Parade by uniformed individuals marching in synchronized formation with precision and discipline in open spaces.",
+        "Military parade shows uniformed individuals marching in formation while other actions vary in attire and lack structured group movement.",
+        "A person doing Military Parade marches in formation with others wearing uniform carrying flags or weapons in a ceremonial display of strength.",
+        "Military parade features synchronized marching uniformed personnel carrying flags and weapons in formation for ceremonial display recognition."
+    ],
+    "Mixing": [
+        "Mixing involves hands moving rhythmically in a bowl combining ingredients distinguishing it from other actions in diverse settings clearly.",
+        "Identify Mixing by observing hands in motion blending ingredients in a bowl with focused attention on the task.",
+        "Mixing shows hands blending ingredients in a bowl while other actions involve different body movements and tools not used in cooking.",
+        "A person mixing blends ingredients in a bowl using a spoon or whisk in a kitchen setting for cooking purposes."
+    ],
+    "Mopping Floor": [
+        "Mopping involves a person pushing a mop across a floor in a back and forth motion to clean it effectively",
+        "Mopping floor involves a person pushing a mop across a floor unlike other actions that may not use cleaning tools or involve standing.",
+        "A person mopping floor uses a long handled tool to clean surfaces methodically moving it back and forth across the area.",
+        "A person mopping floors holds a mop and moves it back and forth while cleaning the ground surface diligently."
+    ],
+    "Nunchucks": [
+        "Nunchucks involve fast dual arm movements with two connected sticks for combat training distinguishing it from other actions easily.",
+        "Nunchucks involve fast dual stick movements unlike slower single object actions or static poses in other UCF101 categories",
+        "Identify Nunchucks by two sticks connected by a chain used for swinging and striking in martial arts practice and demonstrations.",
+        "A person doing Nunchucks swings two connected sticks rapidly in various martial arts moves for self defense or demonstration purposes."
+    ],
+    "Parallel Bars": [
+        "Parallel Bars involve a person swinging and performing tricks on two horizontal bars distinct from other gymnastics or sports actions.",
+        "Parallel Bars involve gymnastics with two bars while other actions show diverse movements and equipment not specific to gymnastics routines.",
+        "Identify Parallel Bars by two horizontal bars used for gymnastics where athletes perform swings and flips in a gym setting.",
+        "A person doing Parallel Bars swings and performs gymnastic routines using two bars for support and balance in a gym setting"
+    ],
+    "Pizza Tossing": [
+        "Pizza tossing involves a person throwing dough in the air with hands in a circular motion creating a spinning effect for even cooking.",
+        "Look for someone throwing dough in the air with hands while standing in a kitchen or similar setting during food preparation.",
+        "Pizza tossing involves spinning dough in air while other actions show different object manipulations or body movements in varied settings.",
+        "A person doing Pizza Tossing flips dough high in air using hands in a kitchen setting during food preparation process."
+    ],
+    "Playing Cello": [
+        "Playing Cello involves a large instrument held between legs with a bow unlike smaller hand held instruments or solo dance actions.",
+        "Identify a person playing cello by their large instrument posture and bowing hand movement distinct from other actions",
+        "Playing Cello involves a person sitting holding a large string instrument with a bow moving across strings to produce music sounds.",
+        "A person playing cello sits holding the instrument vertically using a bow to play strings while seated in a calm posture."
+    ],
+    "Playing Daf": [
+        "Playing Daf involves hand movements on a frame drum unlike actions like running or jumping which use legs extensively.",
+        "Identify Playing Daf by observing a person holding and rhythmically hitting a round frame drum with their hand in various settings.",
+        "Playing Daf involves rhythmic hand movements on a circular frame drum distinct from other actions for clear visual recognition",
+        "A person playing Daf moves rhythmically hitting a round frame drum with hands in a musical performance setting."
+    ],
+    "Playing Dhol": [
+        "Playing Dhol involves two sticks hitting a drum while other actions use different tools or body movements for varied activities.",
+        "Playing Dhol involves two sticks hitting a large drum with rhythmic movements and a person sitting while playing vigorously often in groups.",
+        "A person playing Dhol is identified by holding a large drum with two sticks and rhythmic hand movements near it.",
+        "A person playing Dhol holds a drum with both hands rhythmically hitting it while standing or sitting in a focused posture."
+    ],
+    "Playing Flute": [
+        "Playing flute involves a person holding a flute to their mouth and fingers moving on holes for music production precisely.",
+        "Playing flute involves holding a wind instrument with fingers on keys while other actions dont require similar hand positions or instruments.",
+        "Identify playing flute by observing hands on flute mouthpiece and fingers moving along instrument body during performance",
+        "A person playing flute holds the instrument horizontally using fingers to cover holes while blowing into one end creating music sounds"
+    ],
+    "Playing Guitar": [
+        "Playing guitar involves hands on strings and body posture distinct from other actions like dancing or running in appearance.",
+        "Playing guitar involves hands strumming strings on a guitar body with fingers pressing strings for notes recognition.",
+        "Playing guitar uniquely involves hands strumming strings on a guitar body while fingers press frets on the neck.",
+        "Look for hands on guitar strings fingers strumming and body posture typical of playing musical instruments in video frames"
+    ],
+    "Playing Piano": [
+        "A person playing piano typically sits at a keyboard instrument moving fingers to press keys creating music sounds.",
+        "Identify playing piano by hands on keys fingers moving rhythmically body seated focused on instrument not moving much elsewhere.",
+        "Playing piano involves hands on keys with focused posture unlike actions with full body movement or different objects interaction",
+        "Playing piano involves hands on keys fingers moving rhythmically distinguishing it from other actions in diverse datasets efficiently."
+    ],
+    "Playing Sitar": [
+        "Playing Sitar involves a person holding a sitar instrument and strumming strings unlike other actions which dont use musical instruments.",
+        "Identify a person playing sitar by their focused posture and hands skillfully moving on a long necked stringed instrument.",
+        "Playing Sitar involves a person sitting holding a long necked instrument with strings plucking them with fingers or a pick.",
+        "A person playing sitar sits or stands strumming a long necked stringed instrument with focused hand movements and posture."
+    ],
+    "Playing Tabla": [
+        "Playing Tabla involves rapid hand movements on two drums with specific postures and rhythmic patterns distinguishing it from other actions.",
+        "Playing Tabla involves hands hitting a drum while other actions may not use musical instruments or require different body movements.",
+        "Identify Playing Tabla by hands rapidly striking a pair of small drums with intricate rhythmic patterns and focused posture.",
+        "A person playing tabla sits with hands rhythmically striking small drums in a focused and skilled manner during performance"
+    ],
+    "Playing Violin": [
+        "Playing violin involves holding a violin and bow with specific hand positions unlike actions in other categories which vary widely.",
+        "Playing violin involves holding a violin under the chin using a bow on strings with precise hand movements and posture.",
+        "Playing violin uniquely involves holding a violin and bow with specific hand positions not seen in other actions",
+        "A person playing violin holds a violin under chin and uses a bow on strings while standing or sitting upright."
+    ],
+    "Pole Vault": [
+        "Pole Vault involves a person using a pole to jump over a high bar distinguishing it from other actions easily.",
+        "Pole vaulters leap over high bars using poles distinctively bending and stretching their bodies for clearance in athletic competitions.",
+        "Pole vault involves a person using a pole to jump over a bar unlike other actions that dont require such equipment or technique.",
+        "Pole Vault uniquely features a person using a long pole to vault over a high bar in a single fluid motion."
+    ],
+    "Pommel Horse": [
+        "Pommel horse actions involve circular leg movements around a fixed beam with hands gripping handles for balance and control during gymnastics routines",
+        "Pommel horse involves a person rotating around a fixed beam unlike other actions which dont use such specific equipment or techniques.",
+        "Look for a person performing circular movements on a low beam in a gymnastics setting to identify Pommel Horse action easily.",
+        "A person doing Pommel Horse spins around a bar using hands for support in a gymnastics routine requiring strength and balance"
+    ],
+    "Pull Ups": [
+        "Pull ups involve a person hanging from a bar lifting their body weight upwards using arm strength and core muscles for exercise.",
+        "A person doing pull ups hangs from a bar and pulls themselves up repeatedly using arm strength alone in various settings.",
+        "Pull ups involve hanging from a bar lifting body weight while other actions may not require such specific equipment or posture.",
+        "Identify pull ups by observing a person hanging from a bar lifting their body upwards repeatedly using arm strength alone."
+    ],
+    "Punch": [
+        "Punching involves a person extending their arm quickly towards a target with a clenched fist for impact recognition.",
+        "Identify a punch by observing a person extending their arm quickly towards another individual or object in a forceful manner.",
+        "Punching involves rapid arm movement towards a target unlike other actions which may focus on legs or full body movements instead.",
+        "A person doing Punch moves their arm quickly forward aiming to strike an opponent with a clenched fist in combat."
+    ],
+    "Push Ups": [
+        "Push ups involve a person lowering and raising their body using arms with hands on the ground in a consistent rhythm.",
+        "A person doing push ups is on hands and knees lowering and raising body vertically in a controlled manner repeatedly.",
+        "Identify push ups by spotting a person in a plank position lowering and raising their body using arm strength alone.",
+        "Push ups show a person in a horizontal position with arms bending and straightening while other actions vary in posture and movement."
+    ],
+    "Rafting": [
+        "Rafting involves people in life jackets on water with paddles unlike other actions which lack these specific elements and settings.",
+        "Rafting involves people wearing life jackets holding paddles navigating through water on inflatable rafts in groups often.",
+        "Rafting features people holding paddles in inflatable boats navigating water rapids distinguishing it from other water activities easily.",
+        "A person doing Rafting appears navigating water on an inflatable boat often with paddles amidst splashing waves and nature."
+    ],
+    "Rock Climbing Indoor": [
+        "Rock climbing indoor features include gripping holds on artificial walls and climbers using safety harnesses and ropes for support and safety.",
+        "Rock climbing indoor shows people gripping artificial walls with safety gear unlike natural outdoor settings or other sports activities.",
+        "Look for individuals using ropes and harnesses scaling artificial walls in a controlled indoor environment for rock climbing.",
+        "Indoor rock climbing uniquely features climbers on artificial walls using hooks and ropes in controlled environments not found outdoors."
+    ],
+    "Rope Climbing": [
+        "Identify Rope Climbing by spotting a person ascending a vertical rope using hands and feet in a controlled manner without safety gear.",
+        "Rope climbing shows a person ascending vertically using ropes while others involve different body movements and equipment in various settings.",
+        "Rope Climbing uniquely shows a person ascending a vertical rope using hands and feet in a controlled manner for height gain.",
+        "Rope climbing shows a person ascending vertically using a rope with hands and feet gripping tightly for support and movement."
+    ],
+    "Rowing": [
+        "Rowing involves repetitive arm and leg movements in a seated position unlike standing actions or those with less rhythmic movements.",
+        "Rowing is identified by a person using oars to propel a boat through water in a rhythmic back and forth motion.",
+        "Rowing involves rhythmic arm and leg movements with a person seated on a boat using oars for propulsion in water.",
+        "Rowing uniquely involves repetitive arm movements with oars in water distinguishing it from other actions in the dataset"
+    ],
+    "Salsa Spin": [
+        "Salsa Spin involves a person rotating gracefully with a partner unlike other actions that may not include such specific dance moves.",
+        "A person doing Salsa Spin moves rhythmically turning in circles with a partner gracefully among various actions",
+        "Salsa Spin features rapid body rotation arm movements and fluid footwork distinguishing it from other dance styles and actions",
+        "A person doing Salsa Spin appears to be moving in a circular motion with their partner in a rhythmic dance style."
+    ],
+    "Shaving Beard": [
+        "A person shaving beard typically uses a razor focusing on facial hair removal in a bathroom setting carefully and precisely.",
+        "Shaving beard involves a person using a razor on facial hair which distinguishes it from other actions in the dataset",
+        "Shaving beard involves a person using a razor on facial hair unlike actions like running or jumping which involve full body movement.",
+        "Identify shaving beard by observing a person using a razor on their face focusing on the beard area specifically."
+    ],
+    "Shotput": [
+        "Shotput involves a person holding a heavy ball preparing to throw it with a specific stance and motion for distance.",
+        "Shotput involves a person holding a heavy ball preparing to throw it unlike other actions which dont require such equipment or stance.",
+        "A person doing Shotput holds a heavy ball preparing to throw it with one hand over shoulder in a powerful stance.",
+        "Shotput uniquely involves a person holding a heavy metal ball preparing to throw it with one hand in a powerful stance."
+    ],
+    "Skate Boarding": [
+        "Skateboarding involves a person balancing on a board performing tricks in various environments distinguishing it from other actions easily.",
+        "Skateboarding involves a person on a board with wheels performing tricks unlike other actions which may not use such equipment.",
+        "Identify skateboarders by their stance on a board performing tricks or gliding on ramps and streets in casual attire.",
+        "A person skateboarding shows dynamic balance on a board with feet positioned for control during tricks or rides."
+    ],
+    "Skiing": [
+        "Skiing involves people sliding downhill on snow covered slopes using skis with poles for balance and speed control in varied terrains.",
+        "Skiing involves people wearing skis poles and winter gear gliding down snowy slopes distinguishing it from other actions easily.",
+        "Skiing involves individuals wearing skis and winter gear sliding down snow covered slopes unlike other actions in various environments.",
+        "Skiing uniquely shows people gliding on snow using skis with poles in mountainous terrains amidst winter conditions."
+    ],
+    "Skijet": [
+        "Skijet shows a person on water with a jet ski unlike other actions which dont involve water or similar equipment.",
+        "Skijet involves a person riding a jet ski on water at high speed creating splashes and waves around them.",
+        "A person doing Skijet is seen riding a watercraft at high speed on water similar to surfing or jet skiing actions.",
+        "Skijet uniquely involves a person standing on a board propelled by water jets creating a distinct splash around them in action."
+    ],
+    "Sky Diving": [
+        "Sky diving involves a person free falling from an airplane with a parachute for a thrilling aerial adventure experience.",
+        "Sky divers wear harnesses carry parachutes and free fall from high altitudes unlike other actions which are ground based or less extreme.",
+        "Skydivers wear specialized gear free fall from high altitudes distinguishing them from other action categories easily and clearly.",
+        "Skydivers wear parachutes freefall from high altitudes with open arms and legs spread wide for maximum air resistance during descent."
+    ],
+    "Soccer Juggling": [
+        "Soccer juggling involves a person skillfully controlling a ball with body parts unlike other actions focusing on different equipment or movements.",
+        "Soccer juggling uniquely involves a person repeatedly kicking a ball in the air with feet and head maintaining control without it touching the ground.",
+        "A person doing soccer juggling uses feet to keep a ball in air showing skillful control and coordination in varied positions.",
+        "A person doing Soccer Juggling skillfully controls a ball with body parts keeping it airborne during play or practice."
+    ],
+    "Soccer Penalty": [
+        "A person doing Soccer Penalty stands on a spot kicks the ball powerfully towards the goal during a match game.",
+        "A person in Soccer Penalty stands still then sprints to kick the ball aiming at the goalpost distinctly.",
+        "Soccer Penalty shows a player kicking a ball in a focused stance unlike casual kicks or other sports actions in appearance.",
+        "A person doing Soccer Penalty stands on a field aiming to kick a ball placed on the ground towards a goal."
+    ],
+    "Still Rings": [
+        "Still Rings involve a person holding a static position on gymnastic rings unlike dynamic actions seen in other sports activities",
+        "Still Rings involve a person performing static gymnastics moves on rings focusing on strength and balance in a controlled environment",
+        "Still Rings uniquely shows a person hanging motionless from two suspended rings unlike other dynamic actions in UCF101 dataset",
+        "A person doing Still Rings maintains a fixed position on gymnastic rings performing controlled movements with minimal body sway and rotation."
+    ],
+    "Sumo Wrestling": [
+        "Sumo wrestling shows large wrestlers in mawashi belts grappling while other actions involve diverse attire and movements not specific to sumo.",
+        "Sumo wrestlers are large heavyset individuals wearing mawashi wrestling in a ring with traditional Japanese attire.",
+        "Sumo wrestlers are large strong men wearing mawashi wrestling in a ring using grappling techniques to push opponents out.",
+        "Sumo wrestling features two large wrestlers in traditional attire grappling in a ring aiming to push each other out."
+    ],
+    "Surfing": [
+        "Surfing involves a person balancing on a board riding ocean waves distinct from other actions by water interaction and posture.",
+        "Identify Surfing by observing a person standing on a board riding waves in water amidst splashes and foam.",
+        "Surfing involves a person on a board riding waves while other actions show different equipment and body positions in various settings.",
+        "Surfing uniquely involves balancing on a board over water waves distinct from other actions in UCF101 dataset"
+    ],
+    "Swing": [
+        "Identify Swing by observing rhythmic arm movements and body swaying in a dance like manner with partners.",
+        "Swing involves rhythmic arm movements and a partner unlike other actions which may focus on legs or solo performance",
+        "Swing involves two people moving rhythmically side to side with coordinated steps and arm movements in a dance setting.",
+        "A person doing Swing moves rhythmically often with a partner in a dance floor setting enjoying music and social interaction."
+    ],
+    "Table Tennis Shot": [
+        "Table Tennis Shot involves a racket hitting a small ball while other actions may not use similar equipment or have distinct motions.",
+        "A person doing Table Tennis Shot holds a paddle and hits a small ball across a net in a fast precise manner.",
+        "Table Tennis Shot involves rapid hand movements with a small paddle hitting a tiny ball back and forth over a net.",
+        "Identify Table Tennis Shot by observing rapid hand movements and a small ball near a table with two players actively engaged."
+    ],
+    "Tai Chi": [
+        "Tai Chi is identified by slow deliberate movements fluid postures and calm demeanor distinguishing it from other actions easily.",
+        "Tai Chi involves slow graceful movements with deep breathing and balance distinguishing it from other actions in the dataset",
+        "Tai Chi involves slow fluid movements unlike faster more vigorous actions seen in other activities in UCF101 dataset",
+        "Tai Chi uniquely features slow deliberate movements with a focus on balance and fluidity distinguishing it from other actions."
+    ],
+    "Tennis Swing": [
+        "Tennis swing involves a racket and ball while other actions may not require specific equipment or follow a set motion pattern.",
+        "Tennis swing shows a person holding a racket swinging it powerfully to hit a ball during a game or practice session.",
+        "A person doing Tennis Swing holds racket swings it to hit ball during a tennis match or practice session",
+        "A person doing Tennis Swing holds a racket swings it with force aiming at a ball during a game or practice session"
+    ],
+    "Throw Discus": [
+        "Throw Discus involves a person spinning and throwing a heavy disc unlike other actions which may not include such specific equipment or motion.",
+        "Throwing discus involves a person spinning and releasing a heavy disc in a circular motion for distance in a field event.",
+        "A person throwing discus spins holding an object then releases it with force aiming for distance in a field setting",
+        "Identify Throw Discus by a person holding a discus preparing to throw it with a wide stance and arm extended back."
+    ],
+    "Trampoline Jumping": [
+        "Trampoline jumping is identified by a person bouncing high in the air with legs extended or bent in various positions.",
+        "Trampoline Jumping shows a person bouncing high in air performing flips and tricks unlike other actions in UCF101 dataset",
+        "Trampoline jumping involves high vertical leaps with rapid bounces unique to trampolines distinguishing it from other action types easily.",
+        "Trampoline jumping shows a person bouncing high in air while other actions involve ground level movements and different body postures."
+    ],
+    "Typing": [
+        "Typing involves hands rapidly moving on a keyboard with fingers pressing keys in a repetitive pattern for data entry tasks.",
+        "Typing is identified by hands on a keyboard fingers moving quickly in a repetitive motion focused on the screen area.",
+        "Typing involves hands on a keyboard with focused body posture unlike actions requiring full body movement or external objects interaction.",
+        "Typing uniquely involves fingers rapidly pressing keys on a keyboard in a repetitive motion unlike other actions."
+    ],
+    "Uneven Bars": [
+        "A person doing Uneven Bars swings between two bars performing flips and tricks in gymnastics routines swiftly and gracefully.",
+        "Uneven Bars involve swinging gymnastics on two bars while other actions show different sports or activities without gymnastic equipment.",
+        "Identify Uneven Bars by gymnast performing on two parallel bars with swinging and flipping movements distinct from other actions.",
+        "Uneven Bars involve swinging between two bars with complex handstands and flips distinguishing it from other gymnastics routines significantly"
+    ],
+    "Volleyball Spiking": [
+        "Volleyball spiking involves a player jumping high and hitting the ball with force unlike other actions which are less dynamic and varied.",
+        "Volleyball spiking involves a player jumping high to hit the ball over the net with force during a game.",
+        "Volleyball spiking involves a powerful jump with one arm extended above head hitting the ball forcefully towards the opponent court.",
+        "A person doing Volleyball Spiking jumps high hitting the ball forcefully over the net in a powerful motion towards opponents."
+    ],
+    "Walking With Dog": [
+        "Walking with dog shows a person and a dog moving together outdoors distinguishing it from other actions easily.",
+        "Walking with dog shows a person and a dog moving together unlike actions involving solo individuals or different animals.",
+        "Identify a person walking with dog by spotting a human figure moving alongside an animal on a leash in outdoor settings.",
+        "A person doing Walking With Dog uniquely shows a leashed animal moving alongside them in outdoor settings consistently."
+    ],
+    "Wall Pushups": [
+        "Wall pushups are identified by a person doing pushups with hands on a wall body inclined forward and legs straight back.",
+        "Wall pushups involve a person facing a wall hands placed on it body straight moving closer then pushing away repeatedly for exercise.",
+        "Wall pushups involve hands on a wall body angled differently from floor pushups and other exercises focusing on arm and core strength.",
+        "Wall pushups uniquely show a person facing a wall with hands on it while doing pushups in a standing position."
+    ],
+    "Writing On Board": [
+        "Writing on board involves a person using a tool to write on a surface unlike actions like jumping or running which are more dynamic.",
+        "Writing on board involves a person standing using a marker or chalk on a board often in educational settings clearly visible.",
+        "Writing on board involves a person using a marker to write on a large flat surface while standing and facing the board.",
+        "A person writing on board appears focused holding a marker actively drawing on a large flat surface in educational settings"
+    ],
+    "Yo Yo": [
+        "Identify Yo Yo by the rapid up and down hand movements and the spinning object between fingers clearly visible.",
+        "Yo Yo involves a stringed toy manipulation unlike other actions which may not use objects or have different motion patterns.",
+        "A person doing Yo Yo swings a stringed toy up and down skillfully using their hands for tricks and entertainment.",
+        "A person doing Yo Yo shows repetitive hand movements with a stringed object swinging up and down rhythmically in various tricks."
+    ]
+}

scripts/promptsrc/base2new_all.sh

@@ -0,0 +1,22 @@
+seeds=(1 2 3)
+datasets=(
+    "ucf101"
+    "eurosat"
+    "oxford_pets"
+    "food101"
+    "oxford_flowers"
+    "dtd"
+    "caltech101"
+    "fgvc_aircraft"
+    "stanford_cars"
+    # "sun397"
+    # "imagenet"
+)
+
+for dataset in "${datasets[@]}"; do
+    for seed in "${seeds[@]}"; do
+        bash scripts/promptsrc/base2new_train.sh "$dataset" "$seed"
+        bash scripts/promptsrc/base2new_test.sh "$dataset" "$seed"
+    done
+done
+

scripts/promptsrc/base2new_test.sh

@@ -2,7 +2,7 @@
 
 
 # custom config
-DATA="/path/to/dataset/folder"
+DATA="~/Datasets/CoOp"
 TRAINER=PromptSRC
 
 DATASET=$1
@@ -50,4 +50,4 @@ else
     --eval-only \
     DATASET.NUM_SHOTS ${SHOTS} \
     DATASET.SUBSAMPLE_CLASSES ${SUB}
-fi
+fi

scripts/promptsrc/base2new_train.sh

@@ -1,7 +1,7 @@
 #!/bin/bash
 
 # custom config
-DATA="/path/to/dataset/folder"
+DATA="~/Datasets/CoOp"
 TRAINER=PromptSRC
 
 DATASET=$1
@@ -34,4 +34,4 @@ else
     --output-dir ${DIR} \
     DATASET.NUM_SHOTS ${SHOTS} \
     DATASET.SUBSAMPLE_CLASSES base
-fi
+fi

trainers/promptsrc.py

@@ -5,16 +5,19 @@ import torch
 import torch.nn as nn
 from torch.nn import functional as F
 from torch.cuda.amp import GradScaler, autocast
+import json
 
 from dassl.engine import TRAINER_REGISTRY, TrainerX
 from dassl.utils import load_pretrained_weights, load_checkpoint
 from dassl.optim import build_optimizer, build_lr_scheduler
 from clip import clip
 from clip.simple_tokenizer import SimpleTokenizer as _Tokenizer
-from .imagenet_templates import IMAGENET_TEMPLATES
 
 _tokenizer = _Tokenizer()
 
+DESC_LLM = "gpt-4.1"
+DESC_TOPK = 4
+
 
 def load_clip_to_cpu(cfg, zero_shot_model=False):
     backbone_name = cfg.MODEL.BACKBONE.NAME
@@ -116,16 +119,23 @@ class VLPromptLearner(nn.Module):
         with torch.no_grad():
             embedding = clip_model.token_embedding(tokenized_prompts).type(dtype)
             self.ZS_image_encoder = clip_model_temp_image.visual
-            # Now pre-compute the frozen VL embeddings
+            # Now pre-compute the frozen VL embeddings from LLM descriptions
             all_teacher_features = []
-            # Using multiple text templates to ensure textual diversity during training
+            desc_file = f"./desc/{DESC_LLM}/descriptions_top{DESC_TOPK}/{cfg.DATASET.NAME}.json"
-            for single_template in IMAGENET_TEMPLATES:
+            with open(desc_file, "r") as f:
-                x = [single_template.replace("{}", name) for name in classnames]
+                all_desc = json.load(f)
-                x_tokenized = torch.cat([clip.tokenize(p) for p in x])
-                text_features = clip_model_temp.encode_text(x_tokenized.cuda())
-                all_teacher_features.append(text_features.unsqueeze(1))
 
-        self.fixed_embeddings = torch.cat(all_teacher_features, dim=1).mean(dim=1)
+            for cls in classnames:
+                cls_descs = [f"a photo of {cls}, {desc}" for desc in all_desc[cls]]
+                cls_token = torch.cat([clip.tokenize(cls_desc) for cls_desc in cls_descs]).cuda()
+                with torch.no_grad():
+                    cls_feature = clip_model_temp.encode_text(cls_token)
+                    cls_feature = cls_feature / cls_feature.norm(dim=-1, keepdim=True)
+                    cls_feature = torch.mean(cls_feature, dim=0)
+                all_teacher_features.append(cls_feature)
+
+        self.fixed_embeddings = torch.stack(all_teacher_features)
+        print(f"Using LLM descriptions from: {desc_file}")
         # These token vectors will be saved when in save_model(),
         # but they should be ignored in load_model() as we want to use
         # those computed using the current class names