Datasets:

pcwoods
/

2026-animaldescription-text-dataset

source_id stringlengths 13 27	animal_row int64 2 100	description stringlengths 137 224	label int64 0 2	animal_type stringclasses 3 values	parent_id stringclasses 70 values	augmentation stringclasses 4 values	is_augmented bool 2 classes
text_hw1_d000	2	These smaller animals have characteristic dark circles around their eyes and are known for having “sentinel lookouts”. They live in large “mobs” in underground burrows, and eat scorpions.	0	Mammal	text_hw1_d000	none	false
text_hw1_d001	3	These tree-dwelling animals have black and white banded tails giving them their namesake. They are present throughout Madagascar, are led by females, and are known for having “stink fights”.	0	Mammal	text_hw1_d001	none	false
text_hw1_d003	5	These grey animals are one of the largest on land, with massive ears and a big trunk. They have ivory tusks and use their trunk to drink and move food to their mouth. Despite their size, they are generally passive.	0	Mammal	text_hw1_d003	none	false
text_hw1_d004	6	This large cat has a fittingly large mane, and a famously loud roar. Mostly present in Africa. They exist in groups known as “prides”, with females doing most of the hunting.	0	Mammal	text_hw1_d004	none	false
text_hw1_d006	8	These animals are the largest rodent. They are semi-aquatic, with webbed feet. They are grazers living in South America, and are famously tolerant of other species, often living in symbiotic relationships.	0	Mammal	text_hw1_d006	none	false
text_hw1_d007	9	These animals are the smallest otters, with short and dexterous paws. They primarily eat crabs and shellfish and live in rivers and shallow marine areas in Asia. They live in family groups, and are highly vocal.	0	Mammal	text_hw1_d007	none	false
text_hw1_d008	10	These famous animals are the largest primate, led by silverbacks. They walk on their knuckles, and will beat their chest to show off to others. They are primarily herbivores.	0	Mammal	text_hw1_d008	none	false
text_hw1_d010	12	These famously lazy animals have two claws and a very slow metabolism. They are nocturnal, and spend most of their time sleeping while hanging upside down from trees.	0	Mammal	text_hw1_d010	none	false
text_hw1_d012	14	These small animals have black-grey bodies with a white chest and a black chest band. They nest in guano burrows, and eat fish from the coast. They live primarily in Chile and Peru.	1	Bird	text_hw1_d012	none	false
text_hw1_d013	15	These grey animals are famously vocal, residing primarily along the California coast. They have external ear flaps and can rotate their hind flippers to walk. They are known for being highly trainable.	0	Mammal	text_hw1_d013	none	false
text_hw1_d014	16	These small animals have distinct pink glands above their eyes and a black and white coat. They have a donkey-like call, and unique spots on their chest. They live primarily in Southern Africa.	1	Bird	text_hw1_d014	none	false
text_hw1_d015	17	These spotted animals are the tallest on land, with long necks containing only seven vertebrae. They have and long dark tongues, and each has a coat pattern unique to them.	0	Mammal	text_hw1_d015	none	false
text_hw1_d016	18	These intelligent apes share most of their DNA with humans. They use tools such as sticks to fish for termites, and live in complex communities in Africa. They occasionally hunt monkeys.	0	Mammal	text_hw1_d016	none	false
text_hw1_d017	19	These animals are the largest of their kind in the world, and lay the largest eggs. They have only two toes on each foot and can run at up to 40 mph. They live on the plains of Africa.	1	Bird	text_hw1_d017	none	false
text_hw1_d018	20	These small burrowing rodents live in huge colonies. They use complex alarm calls to warn each other of predators. They live in North American grasslands, and are considered a keystone species.	0	Mammal	text_hw1_d018	none	false
text_hw1_d019	21	These animals have with narrow, closely packed black stripes and a white belly. They have large, rounded ears, and live in dry areas of Kenya and Ethiopia. They are known for having unique patterns for each individual.	0	Mammal	text_hw1_d019	none	false
text_hw1_d020	22	These pigs have a bright rusty coat with white face markings and long tufted ears. They use their snouts to root for food in the forests of Central and West Africa, and live in small groups.	0	Mammal	text_hw1_d020	none	false
text_hw1_d021	23	These wading animals are bright red, getting their color the crustaceans they eat. They have long, down-curved bills and live in large colonies in South America.	1	Bird	text_hw1_d021	none	false
text_hw1_d023	25	These fluffy animals were domesticated and bred for their soft fir. They communicate with each other by humming, and are famous for spitting at things that are irritating them.	0	Mammal	text_hw1_d023	none	false
text_hw1_d024	26	These small marsupials have reddish fur around their neck and shoulders. They carry their young in a pouch and hop to get around. They live in Australia and are mostly solitary.	0	Mammal	text_hw1_d024	none	false
text_hw1_d025	27	These animals have broad black and white strips, and live in large herds. They live in East Africa, and famously make large migrations across the Serengeti.	0	Mammal	text_hw1_d025	none	false
text_hw1_d026	28	These pink animals have grey legs and distinct knees. They feed with their heads upside down to filter their food and build mud-mound nests. They live in lakes and wetlands in South America.	1	Bird	text_hw1_d026	none	false
text_hw1_d028	30	These pink animals are the largest flamingo, with pale pink feathers and a pink bill with a black tip. They often rest on a single leg. They are found across most of Eurasia and Africa.	1	Bird	text_hw1_d028	none	false
text_hw1_d030	32	These white animals are the largest land carnivore. Under their fur is black skin that absorbs heat. They hunt seals from the sea ice of the Arctic, and are the only animal that will actively hunt humans.	0	Mammal	text_hw1_d030	none	false
text_hw1_d032	34	These tortoises are the largest found on mainland Africa, with large spurs on their back legs. They dig deep burrows to escape the heat, and eat grasses and plants.	2	Reptile	text_hw1_d032	none	false
text_hw1_d034	36	These large white animals have a big throat pouch for catching fish, and black flight feathers. They often fish together in groups, and soar for long distances. They live in Africa, Europe and Asia.	1	Bird	text_hw1_d034	none	false
text_hw1_d038	40	These large rodents look like a cross between a rabbit and a deer, with long legs. They pair for life, and raise their young in shared nurseries. They live in the grasslands of Argentina.	0	Mammal	text_hw1_d038	none	false
text_hw1_d039	41	These huge grey animals spend most of the day in water, and produce a red viscous liquid. They can't swim, and walking along riverbeds instead. They have huge tusks, and are closely related to whales.	0	Mammal	text_hw1_d039	none	false
text_hw1_d040	42	These spotted animals live in large clans led by females. They have powerful jaws that can crush bone, and are famous for their laughing calls.	0	Mammal	text_hw1_d040	none	false
text_hw1_d041	43	These small apes have a ring of white fur around their faces, and white hands and feet. They swing through trees using their long arms, and sing loudly in pairs. They live in Southeast Asia.	0	Mammal	text_hw1_d041	none	false
text_hw1_d044	46	These large, flightless animals are the second tallest in the world, and can run at up to 30 mph. Males incubate the dark green eggs and raise the chicks. They are found throughout Australia.	1	Bird	text_hw1_d044	none	false
text_hw1_d045	47	These dogs have coats unique to each individual, with large round ears. They live and hunt in packs, and are one of the most successful hunters in Africa.	0	Mammal	text_hw1_d045	none	false
text_hw1_d046	48	These grey animals have a black mask around their eyes and a ringed tail. They have sensitive paws and will eat almost anything. They live in North America, often around human settlement.	0	Mammal	text_hw1_d046	none	false
text_hw1_d047	49	These small monkeys have a crest of long white hair on their heads. They usually give birth to twins, with fathers doing most of the carrying. They only live in Colombia.	0	Mammal	text_hw1_d047	none	false
text_hw1_d048	50	These small, round animals have dark, glossy feathers and red skin around their eyes. Males have a bushy red crest on their heads. They live in forests in Southeast Asia.	1	Bird	text_hw1_d048	none	false
text_hw1_d049	51	These tiny antelope have long, flexible snouts that help them keep cool. They live in pairs, marking territory with dung piles. Only males have horns. They live in East Africa.	1	Bird	text_hw1_d049	none	false
text_hw1_d050	52	These grey cats have thick grey coats and long tails used for balance and warmth. They have wide and furry paws that act like snowshoes. They live in the mountains of Central Asia, and can't roar.	0	Mammal	text_hw1_d050	none	false
text_hw1_d051	53	These animals are the only deer where all individuals grow antlers. Their eyes change color with the seasons, and they are famously associated with Christmas. They live in the Arctic.	0	Mammal	text_hw1_d051	none	false
text_hw1_d053	55	These large brown animals are the heaviest land animal in North America, with a large shoulder hump. They were nearly hunted to extinction in the 1800s, and are known for rolling in the dirt.	0	Mammal	text_hw1_d053	none	false
text_hw1_d054	56	These animals are the largest forest antelope, with a tan coat and thin white stripes. They are shy and have long spiral horns. They live in the forests of Central and West Africa.	0	Mammal	text_hw1_d054	none	false
text_hw1_d056	58	These tortoises have bright red or orange scales on their legs, and a dark shell with yellow centers. They eat mostly fruit, and live in the forests and grasslands of South America.	2	Reptile	text_hw1_d056	none	false
text_hw1_d059	61	These animals are the largest lizard, growing up to 10 ft long. They have venom glands in their jaws, and females can reproduce without males. They live on a few Indonesian islands.	2	Reptile	text_hw1_d059	none	false
text_hw1_d060	62	These monkeys are the largest in the world, and males have a bright red and blue face and rump. They live in large groups called "hordes”, and have long, sharp teeth. They live in Central Africa.	0	Mammal	text_hw1_d060	none	false
text_hw1_d061	63	These spotted cats are the largest in the Americas, with spots that have spots inside them. They have a powerful bite and are strong swimmers. Some are born completely black.	0	Mammal	text_hw1_d061	none	false
text_hw1_d062	64	These animals are found only in Vietnam. Males are a glossy blue-black, with a white crest and red skin on their face. They are extremely rare, and may now be extinct in the wild.	1	Bird	text_hw1_d062	none	false
text_hw1_d063	65	These animals have a long snout and sticky tongue for eating ants and termites. They use their powerful claws for digging, and are active at night. They live in Africa.	0	Mammal	text_hw1_d063	none	false
text_hw1_d064	66	These dark brown animals are one of the largest of their type, with a wingspan of up to 10 ft. They nest in trees and can tear through tough skin. They live across Europe and Asia.	1	Bird	text_hw1_d064	none	false
text_hw1_d065	67	These large, flightless animals have a hard bump on their heads and a blue neck with red wattles. They have highly sharp claws, and males raise the chicks. They live in Australia and New Guinea.	1	Bird	text_hw1_d065	none	false
text_hw1_d066	68	These animals have green and copper feathers, long neck feathers, and a white tail. They are the closest living relative of the dodo, and live on islands in Southeast Asia.	1	Bird	text_hw1_d066	none	false
text_hw1_d067	69	These white animals have a black neck and a bright red patch on their heads. Pairs mate for life and dance in pairs. They live in East Asia.	1	Bird	text_hw1_d067	none	false
text_hw1_d068	70	These animals have blue backs and bright yellow chests. They use their beaks to crack nuts, and can live for around 60 years. They are famous for mimicking sounds. They live in South American rainforests.	1	Bird	text_hw1_d068	none	false
text_hw1_d069	71	These small monkeys have rusty fur. Pairs are known to intertwine their tails when sitting together. Fathers are primary caretakers for babies. They live in the Amazon rainforest.	0	Mammal	text_hw1_d069	none	false
text_hw1_d070	72	These spotted cats have the longest leg to body ratio of any cat, and very large ears. They jump to catch birds and rodents, and are highly successful hunters. They live in African wetlands.	0	Mammal	text_hw1_d070	none	false
text_hw1_d072	74	These white animals have blue skin around their eyes and black tips on their wings and tail. They live only on the island of Bali. They have often been illegally traded as pets.	1	Bird	text_hw1_d072	none	false
text_hw1_d073	75	These white antelope have characteristic twisted horns and have wide hooves for walking on sand. They only rarely need to drink, as they get water from plants.	0	Mammal	text_hw1_d073	none	false
text_hw1_d074	76	These small animals have dark bands across their backs. They live in large groups and give birth at the same time. Adults keep watch over children, and they are famous for removing ticks from warthogs.	0	Mammal	text_hw1_d074	none	false
text_hw1_d075	77	These large white animals have black wing feathers and a red bill and legs. They communicate by clattering their bills, and migrate between Europe and Africa. They are famous for fictionally delivering babies.	1	Bird	text_hw1_d075	none	false
text_hw1_d077	79	These animals are famous for the large plumage of eye-spotted feathers, which males fan out to attract females. Females are brown and green. They have loud calls.	1	Bird	text_hw1_d077	none	false
text_hw1_d078	80	These grey animals are covered in white spots, with a bare blue and red head and a bony knob on top. They live in flocks on the ground, are known for eating ticks, and are found in Africa.	1	Bird	text_hw1_d078	none	false
text_hw1_d080	82	These animals have a broad, U-shaped snout, with their lower teeth hidden when their mouth is closed. They make loud bellowing calls, and nest temperature decides the sex of their young.	2	Reptile	text_hw1_d080	none	false
text_hw1_d081	83	These animals are the largest living reptile, and have the strongest bite ever measured. They can travel long distances at sea, and are ambush predators. They live in Southeast Asia and Australia.	2	Reptile	text_hw1_d081	none	false
text_hw1_d082	84	These animals have a very long, thin snout for catching fish. Males have a large growth on the end of their snout. They live in rivers in India and Nepal.	2	Reptile	text_hw1_d082	none	false
text_hw1_d083	85	These animals are named after the green color of their body fat. Adults mainly eat seagrass, and migrate long distances to nest on the beach where they hatched.	2	Reptile	text_hw1_d083	none	false
text_hw1_d084	86	These animals look like a pile of dead leaves, with a flat, triangular head. They use their nose like a snorkel to breathe, and suck prey into their mouths. They live in the Amazon.	2	Reptile	text_hw1_d084	none	false
text_hw1_d085	87	These animals look like lizards, but are the last of an ancient group of reptiles. They live only in New Zealand, have a "third eye" on their head, and can live for over 100 years.	2	Reptile	text_hw1_d085	none	false
text_hw1_d088	90	These animals have a large frill around their neck, which they open when threatened. They can run on their back legs, and spend most of their time in trees. They live in northern Australia.	2	Reptile	text_hw1_d088	none	false
text_hw1_d089	91	These venomous animals have beaded pink and black skin. They chew their venom into prey and store fat in their tails. A diabetes drug was developed from their saliva. They live in the Southwest US and Mexico.	2	Reptile	text_hw1_d089	none	false
text_hw1_d092	94	These small animals have crests above their eyes that look like eyelashes. They have no eyelids, lick their eyes to clean them, and have sticky toes. They were thought to be extinct until 1994.	2	Reptile	text_hw1_d092	none	false
text_hw1_d094	96	These animals are the longest of their kind in the world, and mainly eat snakes. They display a “hood” and growl when threatened, and females build nests for their eggs. They live in South and Southeast Asia.	2	Reptile	text_hw1_d094	none	false
text_hw1_d098	100	These rusty animals have black bordered blotches and a checkered belly. They are harmless constrictors that help control rodents. They live in the Southeast US, and are common pets.	2	Reptile	text_hw1_d098	none	false
text_hw1_d000__int_swaps_v0	2	These smlaler animals have characteristic dark circles around their eyes and are known for having “sentinel lookouts”. They lvie in large “mbos” in underground burrows, and eat scorpions.	0	Mammal	text_hw1_d000	internal_character_swaps	true
text_hw1_d001__int_swaps_v0	3	Thsee tree-dwelling animals have black and white banded tails gviing them their namesake. They are present trhoughout Madagascar, are led by females, and are known for having “stink fights”.	0	Mammal	text_hw1_d001	internal_character_swaps	true
text_hw1_d003__int_swaps_v0	5	These grey animals are one of the largest on lnad, with massive ears and a big turnk. They have ivory tusks and use their trunk to drink and move food to their mouth. Despite their szie, they are generally passive.	0	Mammal	text_hw1_d003	internal_character_swaps	true
text_hw1_d004__int_swaps_v0	6	Tihs lagre cat has a fittingly large mane, and a famously loud roar. Mostly prseent in Africa. They exist in groups known as “prides”, with females doing most of the hunting.	0	Mammal	text_hw1_d004	internal_character_swaps	true
text_hw1_d006__int_swaps_v0	8	These animals are the largest roednt. They are semi-aquatic, with webbed feet. They are garzers living in South America, and are famously tolerant of other species, otfen living in symbiotic relationships.	0	Mammal	text_hw1_d006	internal_character_swaps	true
text_hw1_d007__int_swaps_v0	9	These animals are the smallest otters, with short and dexterous paws. They primarily eat crabs and shlelfish and lvie in rivers and shallow marine areas in Asia. They lvie in family groups, and are highly vocal.	0	Mammal	text_hw1_d007	internal_character_swaps	true
text_hw1_d008__int_swaps_v0	10	These fmaous animals are the largest pirmate, led by silverbacks. They walk on their knuckles, and wlil beat their chest to show off to others. They are primarily herbivores.	0	Mammal	text_hw1_d008	internal_character_swaps	true
text_hw1_d010__int_swaps_v0	12	These famously lazy animals hvae two claws and a very slow metabolism. They are nocturnal, and spend most of tehir time slepeing while hanging upside down from trees.	0	Mammal	text_hw1_d010	internal_character_swaps	true
text_hw1_d012__int_swaps_v0	14	These small animals have black-gery bodies with a wihte chest and a black chest band. They nest in gunao burrows, and eat fish from the coast. They live primarily in Chile and Peru.	1	Bird	text_hw1_d012	internal_character_swaps	true
text_hw1_d013__int_swaps_v0	15	These grey animals are famously vocal, residing primarily along the California coast. Tehy have external ear flaps and can rotate their hind filppers to walk. They are known for benig highly trainable.	0	Mammal	text_hw1_d013	internal_character_swaps	true
text_hw1_d014__int_swaps_v0	16	These small animals have distinct pink glands above their eyes and a black and whtie coat. They have a donkey-like call, and unique spots on tehir chest. They live primarily in Soutehrn Africa.	1	Bird	text_hw1_d014	internal_character_swaps	true
text_hw1_d015__int_swaps_v0	17	These soptted animals are the tallest on land, with long necks containing only seevn veretbrae. They have and long dark tongues, and each has a coat pattern unique to them.	0	Mammal	text_hw1_d015	internal_character_swaps	true
text_hw1_d016__int_swaps_v0	18	These intelligent apes share most of their DNA with humans. They use tools scuh as sticks to fish for terimtes, and live in complex commuinties in Africa. They occasionally hunt monkeys.	0	Mammal	text_hw1_d016	internal_character_swaps	true
text_hw1_d017__int_swaps_v0	19	Thsee animals are the largset of their kind in the world, and lay the largest eggs. They hvae only two toes on each foot and can run at up to 40 mph. They live on the plains of Africa.	1	Bird	text_hw1_d017	internal_character_swaps	true
text_hw1_d018__int_swaps_v0	20	These small burrowing rodents live in huge colonies. They use cmoplex alarm clals to warn each other of predators. They live in North American grsaslands, and are considered a keystone species.	0	Mammal	text_hw1_d018	internal_character_swaps	true
text_hw1_d019__int_swaps_v0	21	These animals have with narrow, closely packed black stripes and a white belly. They hvae large, rounded ears, and live in dry areas of Kenya and Ethioipa. They are known for having unique patterns for each indivdiual.	0	Mammal	text_hw1_d019	internal_character_swaps	true
text_hw1_d020__int_swaps_v0	22	These pgis have a brihgt rusty coat with white face markings and long tufted eras. They use their snouts to root for food in the forests of Central and West Africa, and live in small groups.	0	Mammal	text_hw1_d020	internal_character_swaps	true
text_hw1_d021__int_swaps_v0	23	These wading animals are bright red, gettnig their color the crustaceans they eat. They hvae long, down-curved bills and lvie in large colonies in South America.	1	Bird	text_hw1_d021	internal_character_swaps	true
text_hw1_d023__int_swaps_v0	25	These fulffy aniamls were domestciated and bred for their soft fir. They communicate with each other by humming, and are famous for spitting at things that are irritating them.	0	Mammal	text_hw1_d023	internal_character_swaps	true
text_hw1_d024__int_swaps_v0	26	These small marsupilas have reddish fur around their ncek and shoulders. They carry their young in a pouch and hop to get aronud. They live in Australia and are mostly solitary.	0	Mammal	text_hw1_d024	internal_character_swaps	true
text_hw1_d025__int_swaps_v0	27	These animals have braod black and white strips, and live in lrage herds. Tehy live in East Africa, and famously make large migrations across the Serengeti.	0	Mammal	text_hw1_d025	internal_character_swaps	true
text_hw1_d026__int_swaps_v0	28	These pink animals have grey legs and distinct knees. They feed with their heads upside down to filetr thier food and build mud-mound netss. They live in lakes and wetlands in South America.	1	Bird	text_hw1_d026	internal_character_swaps	true
text_hw1_d028__int_swaps_v0	30	These pink animals are the largest flmaingo, with pale pink feathers and a pnik bill with a black tip. Tehy often rest on a single leg. They are found across most of Eurasia and Africa.	1	Bird	text_hw1_d028	internal_character_swaps	true
text_hw1_d030__int_swaps_v0	32	These white aniamls are the lragest land carnivore. Under their fur is black skin that absorbs heat. They hunt seals from the sea ice of the Artcic, and are the only animal that will actively hunt humans.	0	Mammal	text_hw1_d030	internal_character_swaps	true
text_hw1_d032__int_swaps_v0	34	These tortoises are the largest found on mainland Africa, with large suprs on their back legs. They dig deep burrows to escpae the heat, and eat garsses and plants.	2	Reptile	text_hw1_d032	internal_character_swaps	true
text_hw1_d034__int_swaps_v0	36	These large whtie animals have a big throat puoch for catching fsih, and black flight feathers. They often fish together in groups, and soar for long distances. They live in Africa, Europe and Asia.	1	Bird	text_hw1_d034	internal_character_swaps	true
text_hw1_d038__int_swaps_v0	40	These large rdoents look like a cross between a rabbit and a deer, with long legs. They pair for life, and raise thier yuong in shared nurseries. They live in the grasslands of Argentina.	0	Mammal	text_hw1_d038	internal_character_swaps	true
text_hw1_d039__int_swaps_v0	41	These huge gery animals spend most of the day in water, and proudce a red viscous liquid. They can't swim, and walking along rivebreds instead. They have huge tusks, and are closely related to whales.	0	Mammal	text_hw1_d039	internal_character_swaps	true
text_hw1_d040__int_swaps_v0	42	Thsee spotted animals live in large clans led by females. They have powerful jaws taht can crush bone, and are famuos for their laughing calls.	0	Mammal	text_hw1_d040	internal_character_swaps	true
text_hw1_d041__int_swaps_v0	43	Thsee small apes have a ring of white fur around their faces, and white hands and feet. They swing through trees uisng their long arms, and sing loudly in pairs. They live in Souhteast Asia.	0	Mammal	text_hw1_d041	internal_character_swaps	true

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Animal Descriptions Dataset

pcwoods/2026-animaldescription-text-dataset

This dataset contains descriptions of various popular zoo animals labeled by type. Types are limited to Mammal, Bird, or Reptile for simplicity.

Source

Descriptions were hand-written based on popular zoo animals from https://zootrack.me/animals/popular. Facts about each animal for descriptions were identified using AI tools.

Fields

Field	Meaning
`description`	Text description of the animal
`label`	Numeric label (0: Mammal, 1: Bird, 2: Reptile)
`animal_type`	Readable label name
`is_augmented`	Flag for synthetic data

Splits

Split	Original rows	Synthetic rows	Total rows
train	70	1000	1070
validation	15	0	15
test	15	0	15

Augmentation and preprocessing

Character rate in this run: 30% of eligible words, capped at 3 words per description. The corpus contains 70 distinct original training descriptions.

Each method independently starts from an original training description; transformations are not stacked.

Internal character swaps: swap adjacent internal characters in selected words.
Internal character deletions: delete one internal character from selected words.
WordNet synonym replacement: replace one word with a WordNet synonym.

Method	Generated rows
internal_character_swaps	334
internal_character_deletions	333
wordnet_synonym_replacement	333

Load and compare

from datasets import load_dataset
ds = load_dataset("pcwoods/2026-animaldescription-text-dataset")
# Train with ds["train"], choose settings with ds["validation"], then score ds["test"].

AI Use

Generative AI was used for identifying animal facts to create descriptions from, as well as for structuring some descriptions and in the programming process to prepare this dataset.

Downloads last month: 36

Models trained or fine-tuned on pcwoods/2026-animaldescription-text-dataset

cannj/2026-24679-animal-description-distilbert

Text Classification • Updated Sep 23