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Question: A boy throws a soccer ball from the sidelines in a soccer game.

A child holding a soccer ball over his head.

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Two men 's soccer teams compete for a ball under the lights at a night game.


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Question: Two women are sitting at a table talking.

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A man eats from a disposable plate while two dogs beg for his food and two women sitting nearby look at one another.

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Two older men are standing outside talking.


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Question: A man with a basket is walking through an are gallery.

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People admiring paintings on the street.

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A man with a backpack is walking down a road.


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Question: People dressed in white juggling.

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a beautiful woman with angel wings juggles with her two mime-like partners on a sunny day.

Men dressed in red and white playing musical instruments.


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Question: A man with silver face paint on is wearing angel wings while another man smiles at him.

A mime in white face makeup, wearing a black bolero hat, white suit, white angel wings, standing next to a man in a green shirt, tan pants, smiling broadly.

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A woman dressed in a black top and green skirt dancing, as a man in the background looks on.


Question:
represent this image caption to find another similar image caption
E.g.
'A man painting a city scene.' == 'An elderly man in a black shirt with glasses painting a picture of a building.' != 'A man on a ladder painting a brick building blue.'

Question: A baby playing in the tub.

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A boy is playing with a toy dinosaur in the bathtub.


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Question: A man wearing a raincoat and a white hat is sweeping outside on wet brick floors.

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A person in a blue jacket sweeps up on wet brick.

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A woman wearing a white shirt and a skirt is walking down the sidewalk.


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Question: A young girl picks her nose.

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A little girl with a ribbon in her hair is picking her nose.


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Question: Three women in white clothes and white angel wings are juggling.

Three young women trying to perform in front of their president.

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A guy with white pants and a black hat is juggling.


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Question: An elderly man is playing an accordion.

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An old man with blond-hair in a blue shirt and brown hat is playing an accordion.


Question:
represent for finding similar similar short image descriptions
Fewshots:
'Two working men take a water break.' == 'Two men stand in a basement workshop, looking at each other.' != 'A dog and its owner takes a run.'

Question: The black dog is jumping over a fence with a bird in its mouth.

A dog, holding a bird in its mouth, jumping a fence.

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A brown dog is running across the grass with a stick in its mouth.


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Question: A man in a blue sweater is remodeling a room.

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A man with a mask on his face is pausing to take in all the work he has left to do as he does a measurement.

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A man in a sweatshirt and blue jeans is taking a nap on a bench.


Question: represent this image caption to find another similar image caption The query could be 'A man wearing a Facebook lanyard is holding a microphone.' and should be close to 'A man in a white shirt holds a microphone.' but very far from 'A man in a green shirt is holding a protest sign.'

Question: three people at work on repairing a room

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several young boys looking into a computer monitor


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Question: A man on a boat is using a large stick to push another boat away.

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A man with curly hair and glasses tries to tug a large rope on a boat to no avail.


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Question: A man climbing the face of a rock.

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A boy with a red shirt climbs a large rock while a man with a red shirt helps him.


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Question: A live jazz concert with a red jazz banner.

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A band composed of a man on trumpet with a orange shirt, drummer in yellow and bass in green performs for a crowd.


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Question: A black and brown dog standing on a beam above water.

A black dog is standing on an iron girder that bridges the river.

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A small white and gray dog in a jacket standing in the snow.


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Question: The man at the used tire shop has a white beard.

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The man with a white beard and blue cap is standing in the doorway of a workshop.

The man with the brown hair is at the shop getting his beard cutoff.


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Question: A young girl wearing Mardi Gras beads and a green dress is accompanied by two boys, one on foot and one on a bicycle, as she walks down a dirt road.

Two children, one of which is being helped by an adult in a tank top to ride a bike.

A man wearing a brown shirt and backpack is pushing a stroller while a small toddler is walking along aside him on a rain-covered street.


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Question: a blond boy in a white and orange t-shirt is playing on a swing.

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A boy in a surfing shirt is swinging on a swing.

A boy wearing jeans a white shirt and red shoes is on a climbing wall.


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Question: Young African children are playing in a dirt and gravel street dressed in shorts and t-shirts.

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Four children are playing together, and they are standing outside of a building.

Two women are dancing in the middle of a paved road wearing tights and leotards.


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Question: A young man with glasses is holding a small girl.

A man with glasses in a jacket holding a small girl also in a jacket.

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A middle-aged woman is holding a baby.


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Question: Two people carry a captured animal between them while a third person walks along.

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Two men are carrying an animal carcass while accompanied by third.

represent this caption to find a short caption that could stem from the same image.

Examples:
Provided: "A brunette woman does a wheelie on a white bicycle with purple tires." Match: "A girl is performing a wheelie on her bicycle in front of a gray cinder block building."

A man in a light blue shirt walks towards the camera as another man and a police officer walk away.


Question: Checking the sounds system out.

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A man tests an instrument using his ears and hands.


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Question: Onlookers behind a fence watch and someone rushes to help as a white and brown speckled bull thrashes around and the rider falls to the ground.

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A rider is in the process of falling off their bull.

A man jumps into the air while a young girl pretends to fight back while standing on a couch.


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Question: Man in blue shirt stands outside the car.

A man stands at the wheel of a classic american car, door and trunk open.

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Man in blue shirt on a ladder painting building.


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Question: A man is fly fishing Alon in a stream.


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Question: A young boy balances on top of a rock on a sunny day near a lake.

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A little boy is standing on a rock in front of a lake his arms flung wide.

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Two people stand and a third jumps in the air on a sunny day on an ocean beach.


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Question: A little boy stands at a football field and prepares to kick a child 's play ball.

A little boy in orange kicking a soccer ball.

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A blond, female soccer player prepares to kick the soccer ball.


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Question: The dog is running while looking up

A large white and black dog is running very fast through the grass.

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A dog with something pink in its mouth is looking forward.


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Question: A brown dog races through a field.

A black and tan dog walking through the snow.


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Question: A woman, in a t-shirt and a skirt, leans forward in an attempt to throw a large sized black ball.

Youth playing kickball in a park on a sunny day.

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A man in a blue jersey and red hat is about to throw a baseball.


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Question: A girl with blond-hair and a black shirt.

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For instance, <<The man in the red shirt is taking a photo of the couple that is hugging on the sidewalk.>>  to <<a couple hugging with other people standing around in front of some buildings>>

A woman sits at an outdoor cafe table with really big blond-hair.

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A little girl with red-hair and a teal tracksuit on a swing.


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Question: An orange crane tearing down part of a wall.

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Workmen and excavation machines hard at work at a building site

A man walking by a cement column next to the sea.


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Question: A man and two small boys jump on a trampoline.

A man and two boys jump on a trampoline.

A girl in a white shirt jumps on a trampoline.


Question: A man with a beard in a captain suit with a bike next time him.

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A man is sitting on a park bench while panhandling.

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A man with glasses and a beard holding a baby.


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Question: A yellow dog jumping off of a porch.

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A blond dog runs down a flight of stairs to the backyard.


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Question: Three people standing in a group at a park and one man reading at a park.

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For example, 'A man in orange pants and brown vest is playing tug-of-war with a dog.' should be close to 'A man in a brown vest and glasses plays with a brown dog.'

A man sitting on a statue outdoors, near a woman standing next to him.


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Question: A group of people on a boat.

represent this image caption to find another similar image caption! Given A man in a yellow kayak riding through rapids., a positive would be A man battles the waves as his yellow kayak goes perpendicular in the water.

Several young people in life jackets are sitting on something floating in water.

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A group of people on a mountain trail.


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Question: Three boys wearing yellow lifevests on a raft on the water.

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Three boys in life jackets float on a raft.

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Woman being pulled from a boat on a yellow tube across the lake.


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Question: A little boy crawls along the surface of a big rock.

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A small white dog is running across a grassy field.


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Question: A young boy dives to catch the ball during a baseball game.

A boy baseball player in a green and yellow jersey leaps for the ball.

Two boys go after a soccer ball during a game while a goalie waits.


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Question: A girl trains her white dog with treats.

A little girl plays fetch with a white dog.

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A man plays with his dog, making him jump for food.


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Question: A black schoolgirl holds a white doll on an dirt road.

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A young girl wearing a red dress is holding up a toy doll.

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A young girl wearing a pink hat stands on a grassy field.


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Question: Three dark-skinned children are sitting on stools, while a fourth stands, and a man sits in the background of the room.

Four young children appear in this image wearing pants and shirts while they lounge in the room.

A man and a woman are seated holding musical instruments while another woman stands at a podium.


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Question: A person and a black dog are walking through the snow.

The hiker is walking up a snow covered hill with a black dog.

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Two white dogs are running through a field.


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Question: A boy is diving through the air into a swimming pool.

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The young boy is jumping into the pool on his belly.

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The provided query could be "A woman with reddish hair applies mascara to her eyelashes." and the positive "A woman with red-brown hair and dark painted fingernails is carefully applying mascara."

A girl in a green bathing suit jumps off a building into a lake.


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Question: Boys in orange life jackets sitting on raft in water

kids in orange life vests on sitting in a black raft

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A person in a hat reaches with a paddle while sitting in a canoe on a lake.


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Question: A man working on a building three stories up.

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A painter is painting a white window outside a brick building.

A man unsafely standing on a ladder painting a wall.


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Question: A man in a blue vest sits perched outside a window with a paint can.

Man on a makeshift scaffolding, fixing a window.

A man in a hat sits on a sofa with an infant.


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Question: An adult male wearing a backpack walks and looks to the left.

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the man is wearing a backpack and sunglasses while walking through an outdoor market.

A man in a blue shirt and black pants walking to a store while talking on his phone.


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Question: A girl is running through a field with a brown dog and white dog running beside her.

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A girl in purple pants running with two dogs.

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A brown and a black and brown dog are playing in the water and the black one is carrying a long stick in its mouth.


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Question: An African-American man in a white carrying what appears to be metal art, walks along side a Caucasian woman wearing a white sweater.

represent this image caption to find another similar image caption For instance, <<A woman putting makeup on a man.>>  to "A woman is applying makeup to a man."

A black man in a green sweater holds a mini Eiffel Tower in one hand and something unknown in the other.

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A woman 's lower body can be seen as she wears blue jeans and walks in front of a large sign depicting another woman wearing a black top and sunglasses.


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Question: A German shepherd is showing its teeth as it growls at another German shepherd.

A dog wearing a striped sweater touches noses with another dog.


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Question: A little boy starts to toss a mini basketball.

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Three little boys on the beach watching another boy kick a ball.


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Question: A group of people are walking toward a sign that reads " The Deep End ".

People stand in front of a sign that says " The Deep End. "

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A man and a boy standing in front of a sign that says " HELL ".


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Question: A large dog running on grass with a tennis ball in his mouth.

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------

The provided query could be "A woman reading a book while traveling." and the positive "A girl reading an adventure book during here travel by train."

A dog runs through the grass towards the camera.

A brown dog climbing out of a pool with a stick in his mouth.


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Question: A young person in a baseball uniform has their arm extended.

A young pitcher, wearing a maroon shirt and hat, has just thrown a pitch.

A female wearing a gray top is standing with her legs crossed.


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Question: A middle-aged man in a camouflage sweatshirt falls to his knees and holds out his hat.

A homeless man is kneeling in the street and begging for money.

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A man in a blue t-shirt is holding a little girl upside down.


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Question: Frank Lampard going in for a tackle in a football game against Liverpool.

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A Chelsea soccer player ( Frank Lampard ) and a Liverpool soccer player both make an attempt at the ball while the referee watches in the background.

A football player running with the ball during a game.


Question:
represent for finding similar similar short image descriptions

E.g.
"Someone is cooking a meal." == "A woman in a blue plaid shirt and white apron cooks food in a pot next to vegetables and rice." != "He is smiling while having a drink."

Question: A guy with glasses is working on a computer in his office.

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A woman with blond-hair is sitting in a booth with a drink working on her laptop.


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Question: Man in a red shirt and olive colored cargo shorts trying to rock climb.

A man in a red shirt is hanging off a big rock.

A man in a blue striped shirt and blue jeans, is playing in the hay.


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Question: Four men, in uniforms are in the process of moving an old style canon along a dirt path.

4 men dressed in period uniforms are pulling an old cannon along a trail.

Two young boys are carrying a large object across a wooden deck.


Question: Represent the following document

Question: A line of people at a carnival game, with one woman failing her right arm.

A woman is attempting to knock over a glass by throwing a potato.

A child at the bowling alley throwing a small orange ball down the isle with another child in the background.


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Question: There are two dogs playing in the dirt.

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A white and a white dog are fighting over a stick in the water.


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Question: A gray-haired man in a sleeveless shirt and another older gentleman in all white look to their left while standing on a pier with a fish.

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Two men standing on a dock looking and pointing at boats.

Two dark-haired men in orange shirts leaning on a desk next to a man in a uniform.


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Question: The girl min the pink top is looking at the man who is wearing orange boots and patterned pants.

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A group of people are standing together outside.

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A man with a orange hat holding a stick is talking to a man wearing sunglasses and wearing a striped shirt.


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Question: A uniformed man wearing an orange vest is standing in a park with a pagoda.

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A man in a black jacket and jeans stands in front of a brick wall.


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Question: Enjoying a parade on a hot summer day.

Two men in white T-shirts walk down the middle of the street as other look at them.

A little girl enjoying a frozen treat on the beach.


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Question: Person standing in the water by a yellow boat with an oar in their hand.

A person in red and blue holding a paddle in front of a yellow canoe in the water.

A person in a white shirt walking next to small child in the woods.


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Question: Young people hang out at a party.

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Question: A young boy in a blue shirt pours sand from one container to another.

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A young child in a blue shirt is playing with sand

A man in a gray shirt is pouring a drink into a flute.


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Question: A black and brown dog swimming in a lake.

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Black and tan dog swimming toward shore of pond

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A brown and white dog running in a field of grass.


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Question: Two girls riding a train, one in a skirt is reading a book, the other in a blue shirt and glasses is looking out the window.

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A woman in a blue shirt looks out the window of a train across from a woman in a red skirt.

A lady wearing jeans and a green t-shirt is walking on the street, and a man in a blue shirt is sitting and reading a newspaper.


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Question: Two young kids play and run.

A little boy quickly pushes another child on a riding toy.

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Question: Two dogs play around in the grass.


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Question: A brown and white dog fetching a toy.

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A black dog playing with a purple toy in the snow.


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Question: Father standing with his daughter perched on his shoulders.

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Examples:

"A girl with a camera, looking at the screen." == "One young girl dressed in red polka dot outfit plays with toy."

A man carrying a toddler on his shoulders.

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A woman sitting on a bench with her child.


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Question: A woman wearing a bathing suit points in a case as another looks on.

A man with a gold chain looks on in the city and a woman gasps behind him.


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Question: A blue and white soccer team playing against each other.

kids running after soccer ball in their game

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A large group in red white and black perform on a stage.


Question: represent for finding similar similar short image descriptions Given A man in a baseball cap plays electric guitar., a positive would be A bassist rocks out in his flannels. & a negative would be A man in a black suit plays the piano.

Question: A group of young girls is walking toward the camera in a grassy park studded with yellow flowers, with trees and a parking lot in the background.

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Six children running through a field of flowers surrounded by trees.

Two men sparring on a field with one man grabbing the wrist of the other while several people watch on a green lawn with a yellow house and several cars in the background.


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Question: A man is painting words on the front of a sales stand.

A dark-skinned person, crouched while painting a sign.

A man is washing the windows of a brick building.


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Question: A boy and girl are playing on chains hooked to wooden posts.

The two young adults are playing on the chain play set.

A man is climbing on top of some metal poles attached to each other.


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Question: An elderly person wearing a robe sitting on a stool at the bottom of a stairs.

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A religious man in a robe is sitting in contemplation.

A man dressed in an orange colored robe wearing sandals is sitting on a bench outside of a building.


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Question: Person in white outfit sits next to brown garbage can.

A man wearing white site beside a building.

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A man holding a white sweatshirt stands next to a white car.


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Question: Asian man resting against something in front of a street vendor

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A man sits near a bicycle while people make selections from a street vendor in the background.

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A dark-skinned guy with a orange sweater over shoulder in front of a bunch of fruit in the street.


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Question: A man pedals an unusual bicycle past a firetruck.

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A man is rising an unusual stepping bike outside in front of a firetruck.

A person in a red skirt rides their scooter by a construction site.


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Question: An ultimate player pancakes a disc with a female and male in the foreground.

A man in green shorts is jumping to catch a frisbee as another man and woman run towards him.

A person is in the air with a trick bike.


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Question: A young group of people are protesting a sign to protect African Americans from death, or being killed while under custody of the United States Government.

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A black man and a white woman, both wearing maroon shirts, are holding a sign between them that reads " Maritime workers say stop black deaths in custody " in all caps.

The people in a city are walking on the streets protesting for the freedom of Palestine.


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Question: A big brown dog runs with a stick in his mouth, and a big black down runs behind him.

A black dog and a brown dog with a stick in his mouth are running in the field.

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A little red-haired boy runs down a grassy hill followed behind by two girls.


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Question: A group of people are backpacking through the woods and snow.

A group of four hiking through a snowy forest.

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A group of people are walking down a road.


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Question: A dog and a person look under the shelf.

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A woman and a dog both kneel with their heads down and butt in the air.

A dog is sleeping on the ground near a building.


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Question: A boy in blue is blowing bubbles.

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A girl in a pink dress is jubilant while a woman blows bubbles nearby.


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Question: A little girl with blond-hair and a blue shirt is blowing bubbles outside with someone.

A little girl is blowing bubbles through a yellow hoop.

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A little girl, with long blond-hair and wearing a dress, looking at her refection in a puddle.


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Question: A person standing on a ladder against a wall with a picture of a woman holding a plate of chicken.

A man in a black jacket and blue jeans standing on a ladder in front of an Aunt Jemima sign.

A man standing with a glass in his hand and a white hat.


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Question: Man with white hair playing an accordion in the middle of some buildings.

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A older man playing the accordion outside in the street.

A man playing a guitar in the fog around other musical instruments on stage.


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Question: A picture of two volleyball teams with one girl on the ground, looks like she hit the floor.

Female athlete for the bulls is holding what looks to be a hockey stick, with rocks and trees in the back.


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Question: A volleyball tournament that is sponsored in a Spanish country.

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Fewshot example: "Three young chinese children eating." == "A girl poses with friends and food."

Girl 's volleyball team competing, one team wearing light blue and the other black.

A shoot around at a women 's college basketball game.


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Question: A man in yellow holding a coffee is walking on the sidewalk.

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A man in a yellow shirt walks past a tree on the sidewalk.

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A woman with high heels and a purse is walking on the sidewalk.


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Question: Two children standing beside each other holding bowls of food.

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Two Asian boys holding plastic dished of food looking directly into the camera.

Two girls, one in overalls, holding on to a fence with water behind them.


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Question: Two men kick in the air at each other on a grassy area, while another man watches them in the background.

Two men, one with a black shirt and the other with a white shirt, are kicking each other without making contact.

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A man in a black shirt is looking over to the left while in a crowd.


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Question: A young girl jumping in the sand on the beach

A girl jumping on a sand dune at the ocean.

A boy wearing red swim trunks plays in the sand at the ocean.


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Question: A shirtless man and another man laughing.

A shirtless man is laughing at his friend posing for a picture with a drink in his hand.

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A shirtless man with a Pharaoh hat on his head.


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Question: A police officer is standing in a doorway.

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Question: A greyhound wearing a muzzle and the number six on a yellow jacket is running on a dog track.

muxzzled greyhound leaping in race with yellow jacket.

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A dog wearing a green sweater and a backpack walking on snow.


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Question: A lady stands in a field of tulips looking unamused.

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A young child stands in a path in a field of sunflowers.


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Question: A hiker lies in the foreground as three men play with a soccer ball in a rural, wooded area.

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A man playing with a soccer ball as two others look on in a large expanse of grass.

A boy and his younger brother taking a stroll through a grassy and forested field.


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Question: a red-haired woman with glass sitting at a craft booth, displaying the items to the audience.

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A woman is having a conversation at a craft fair.

a man with sunglasses on his head is looking at the woman with a white hat and red scarf next to him whilst standing in front of a red sports car.


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Question: A woman with brown hair and blue pants is sitting on a bench outside of a coffee shop.

a woman with brown hair sitting on a bench outside a cafe.

A man wearing tan pants is sitting on a red couch inside a house.


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Question: A man in blue shorts is hitting a tennis ball on a dirt court.

A man with a red and white shirt and blue shorts, is jumping to hit a tennis ball with his racket.

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To give you a sense - "A child and his parents are decisive over which sushi to buy." should be close to "A Asian family of three makes their choice of foods at an Asian market."

A woman in a red top and white skirt hits a tennis ball with her racket on a tennis court.


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Question: Three young people play a game in the park.

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Two boys and two girls play a game of cards at a table.


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Question: A man is sitting outside playing music.

A man next to a bicycle is playing a pan flute.

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An elderly woman is sitting by a window reading.


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Question: A man is wearing a kilt and is carrying bagpipes.

A boy in an orange shirt, with a blue bookbag across his shoulder, talks with a man wearing a red kilt and holding bagpipes.

A man with a orange hat holding a stick is talking to a man wearing sunglasses and wearing a striped shirt.


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Question: Some kids play outside on a nice day.

The boy in the black sweatshirt is hitting the yellow object held by the boy in the blue sweatshirt.

Some young adults are sitting outside on a patio talking.


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Question: Two young boys playing a game on a log while other kids look on.

Two kids are balancing on a log and holding a rope.

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Four girls playing soccer on a field as their coach looks on.


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Question: A boy in deep mud is attempting to get out with onlookers nearby.

A boy in a blue shirt climbs through the mud.

There is a young man running towards the camera, in the street, and his friend is cheering him on.


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Question: Someone is cooking in a fast food restaurant.

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Foods and beverages on display in a Japanese marketplace.

Two men are cooking in the kitchen using rice milk.


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Question: A child swinging a multicolored banner.

A young boy is playing with a colorful streamer.

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A young girl in glasses and sweatsuit swings a racket.


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Question: A girl in a white hat is jumping to play tennis.

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A woman in a white shirt is playing tennis.

A boy in a blue and red top is jumping into the ocean.


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Question: A man in black standing on a rock with the phrase " life is short " spray painted on it.

A man stands on a rock and takes in the view.

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A girl is standing on a graffiti covered stone with something in her mouth.


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Question: Casually dressed men and child dance in a full cinema.

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Several people, including a man in a black t-shirt and jeans, dance inside a theater.

A black and a white man both older playing musical instruments in a park.


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Question: Old lady making tea before she dies.

A woman in a blue shirt and a black headscarf is brewing tea.

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Question: Two girls swinging bags.

two young girls htting each other with sacks on a field.

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E.g. This shows a group of people walking over an arched red bridge. == A group of tourists is crossing a bridge that connects a walking path to a trail of nature.


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Question: A small girl climbs a rock wall.

A young girl practicing rock climbing on an indoor wall.

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A man in a red suit climbs a rock wall.


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Question: A toddler plays contently in the dirt.

little boy in a blue jacket playing with dirt

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A few children are playing in fountains.


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Question: a couple of people struggling through a muddy pit

Two girls wake through some mud at a park.

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people are running a race through some water


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Question: A boy in a swimming suit is diving into a pool.

A man is in an enclosed outdoor swimming area and diving off the edge into a pool of clear blue water.

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A girl in a green bathing suit jumps off a building into a lake.


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Question: A woman which her knees to her chest sitting in a chair.

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A dark-haired woman sitting with her knees up to her chest on a worn chair.

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A man in black sitting with a woman in a silver shirt and makeup art on her face.


Question:
represent this image caption to find another similar image caption

Fewshots:
'A couple very excited about what is going on.' == 'A young man and woman are dancing in a brick courtyard.' != 'A couple on the side of the road talking.'

Question: A man sitting in a wicker chair in a white room with one arm draped over the back of the chair, chuckling.

A one-armed man in a brown shirt sits in a chair facing the camera.

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A woman wearing a black and white shirt, glasses and has a ring on her right hand, is smiling, while sitting on what appears to be a sofa with a blanket throw on the back of it.


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Question: Bikers are seen riding during a parade, one has an American flag.

People on motorcycles ride down a street with an American flag waving.

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E.g. A group of children on the " Frog Hopper " ride at a fair. == Little kids are on an amusement park ride.

A man holding a red and white flag rides a horse on the beach with a dog following beside.


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Question: A person with a fishing pole silhouetted in front of a blue sky.

A person with a fishing pole is backlit against a blue cloudy sky.

A dog running at the beach in front of the ocean and a bright blue cloudy sky.


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Question: Asian fisherman holding a fish up posing for a picture on a boat in the ocean.

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an elderly man checking a fishing net in a small boat on the beach.


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Question: A man is ducking down between the red tulips in a flower field.

A man in camouflage clothing hides in a bed of roses and other flowers.

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A boy in a striped t-shirt is standing by a tree in front of the picnic tables.


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Question: A young boy rides a scooter by the beach.

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A young child on a scooter with a blue helmet, blue shirt, brown shorts and blue shoes

A young girl rides a unicycle next to another riding a scooter on a busy street.


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Question: A boy and a dog run through the grass.

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A young Asian boy running with a white and gray dog on green grass.

A young boy and a young girl are holding hands walking through water in the street.


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Question: A boy wearing Spiderman clothes standing in a bathroom.

A little boy is in a bathroom holding a green ball.

A boy in orange suit is standing in a wheat field.


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Question: A father and son are flying a red kite.

A man and boy are flying a kite together.

A man and a woman are riding a large motorcycle.


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Question: a man on the sea.

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Question: A man riding a motorcycle is performing a trick at a track.

A man puts his motorcycle up on its rear wheel on a track.

A man is doing a jump as he snowboards down a mountain.


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Question: A young boy in red Crocs and a helmet hangs from a climbing wall.

A boy wearing jeans a white shirt and red shoes is on a climbing wall.

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A young blond-haired boy wearing a number on the front of him leans on a railing.


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Question: Two women and a man removing brush weed out of their yard after a storm.

Three people gathering and binding sticks or brush.

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Examples:
Provided: "Image of a sunset at the beach with a kid in the foreground." Match: "A person on the beach beside the ocean at sunset."

A man doing clean up work of brush around a public area.


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Question: A man and a woman stand in front of Stonehurst Elementary School holding signs which protest against ICE raids in California.

Protesters protest ice raids in front of Stonehurst Elementary School.

A man in a blue dress shirt speaks to people protesting in the street.


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Question: Group of people sitting on beach around campfire drinking soda pop and talking.

Several people sitting around a campfire at night.

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Two kids laughing together with food and drinks in front of them.


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Question: A young boy wearing a denim jacket sticks his tongue out.

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Fewshot example: "This couple is enjoying a bike ride through Amsterdam and using their guidebooks to find an especially interesting route." == "A man and a woman with red bikes are stopped near a bridge."

A young boy with reddish hair and gray colored eyes sticks his tongue out.

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A little girl in a red sweater and red headband holds onto a tree limb and sticks out her tongue.


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Question: An Asian man with no shoes and wearing a white t-shirt carrying wood in baskets.

A man collecting wood over his shoulder.

A man in a white long-sleeve shirt and black cap holding a bottled drink under his arm.


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Question: person on a wakeboard in the air

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Question: Two girls karate fighting

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Two children perform a karate move on a red mat.

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Question: Two little girls spar in a Karate bout.

Two young girls sparring in white martial arts outfits while a third person watches from the side.

Two martial artists practice in a vacant room.


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Question: a lone parasailer surfing in the ocean wearing a black swimsuit.

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A man waterskis while attached to a parachute.

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A man beginning to waterski wearing a red life jacket.


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Question: A soccer game about to start.

Several soccer players are standing on a field.


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Question: Four women play soccer, two wearing all white and two wearing red, white and blue.

The girl with the long ponytail prepared to throw the ball to another player on the field.

Two hockey players, one in white and black, the other in black and yellow, about to start a game.


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Question: Two teams play ball on an open field near a wooded area.

A girl in a red, white, and blue uniform running on a soccer field.

A group of children are walking on a trail near a green wooded area.


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Question: Elderly man sitting in a doorway.

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A man in a white shirt and dress pants sits just underneath a stone archway.

Woman in dark jacket sitting on a bench.


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Question: a person holding a picture of a face in front of their own face sitting on a bench.

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The person blocks his face with newspaper to avoid being photographed.

A man in a gray top sitting with his back on a gray wall sitting on the ground with his eyes closed.


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Question: Four people are sitting around a TV playing a video game.

Four individuals playing a video game simultaneously.

Two people are sitting near a door playing the guitar.


Question:
represent this caption to find a short caption that could stem from the same image

E.g. "Two people talking, while the man has a beer." == "A man with a beer in his hand listens to a woman talk." != "A man in a black t-shirt looking down as he holds a drink."

Question: two men in a ring getting ready to fight.

Two men with brown hair are sitting opposite of each other in what appears to be a competition setting.

represent this text

For instance, <<Eager fans await a concert.>>  to "Hands are raised by a crowd at the New York Marriott Marquis."

a man and a woman are in a field holding hands.


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Question: Two man are wrestling on a yellow and blue floor.

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A young boy is sleeping on a blue and green striped pillow at night.


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Question: Two men are looking at each other.

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Two men in black shirts are fighting over a waffle.

A man and a child are laughing at each other.


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Question: A man wearing a tank top is positioning a piece of metal over his head.

A man wearing a black sleeveless shirt doing construction work.

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The provided query could be "Three children in a ball pit." and the positive "Some children playing in a pit full of colorful balls"

A man wearing a suit jacket is taking a closer look at something in a window.


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Question: A man in a gray shirt is holding a metal pipe.

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a man in a dark tank-top holds an iron bar while looking to the right.

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A man in a green shirt is holding a protest sign.


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Question: A man in a muscle shirt smokes in front of wooden boards.

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A man wearing a red t-shirt sweeps the sidewalk in front of a brick building.


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Question: While playing soccer girl in red striped shirt runs into girl in white shirt.

Girls in red and white striped uniforms standing in a field.

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For instance, <<Two black dogs running on grass.>>  to "Two black dogs running"

A soccer team player in a green shirt is running off the field.


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Question: A woman in blue shorts and a red and white striped shirt throws a soccer ball out onto a green field with players on it.

A female soccer player is throwing the ball into the field.

Two youths, a goalie in black shirt and another boy in a striped shirt, are moving the ball on a soccer field.


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Question: A man in a red shirt is learning how to climb a cliff.

A man in brown is helping a man in red climb a rock.

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A child in a yellow shirt is climbing a tree.


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Question: A priest performs religious ceremonies against a colorful backdrop that includes a statue and various religious objects.

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A heavily adorned buddhist or hindu religious figure wearing an ornate crown on an ornate throne holding a quill.

A man holds up a large unfolded white piece of paper standing in front of an area decorated with balloons and other decorations as two children are nearby.


Question: A woman carrying a white ball is running behind a small boy.

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A woman with a softball runs after a child in a grassy lawn.

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A man in a tank top is standing next to a young girl.


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Question: A beige dog runs through the shrubbery toward the camera.

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A brown dog is running through a wooded area.

A little girl in a red coat runs in the green grass toward the pavement.


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Question: An man with dark hair is sleeping reclined in an office chair by a computer.

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Man leaning back in his chair sleeping in an office.

A woman in a red shirt is under a blanket and sleeping in a vehicle.


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Question: A boy at the beach runs through the surf towards three other people who are already in the water.

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The provided query could be "People walk on a sidewalk beside a building that has graffiti on the brick wall." and the positive "People that are walking in a urban area in a large city where there are concessions."

Two children are on the beach and are playing in the wet sand.


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Question: An Asian man in colorful robes holds a bell and leans toward a small table, with Buddhist or Hindu decorations on the table and the walls.

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A man with glasses wearing ornate clothing sitting down with an ornament in his hand.

A young dark headed girl wearing a kimono is carrying a yellow piece of art with black and orange designs on it in the shape of a cube attached to two small wooden boards.


Question:
represent this caption to find a short caption that could stem from the same image

For example, 'Several people are doing a traditional dance in the streets of a city with many onlookers in the background.' should have a representation like 'German street festival dancer.' but very far from 'Two girls stand next to a row of bicycles with a crowd of people in the background.'.

Question: A man sitting outside making something with some kind of tool.

A man sitting and holding something with his hands at a table.

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A man in a yellow shirt is using some kind of a device.


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Question: A smiling blond girl on the side of the road.

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A girl hanging out with her friends on the sidewalk cracks a smile.


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Question: A man sits by a dock looking at the water.

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The man in the brown jacket is sitting on the ground by the jetty.

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A group of people stand in the sand looking out at the water.


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Question: A woman with a backpack looks at her cellphone while sitting on a short concrete wall.

Woman sitting and looking at phone, with a black backpack.

Person in a red beanie looks over the water while sitting on a wooden bench.


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Question: A young woman is laying in the sun with her face covered by a purple scarf.

A girl has placed a purple cloth over her face while she lies on wooden structure.

A man is sitting on a blue bench with a blue blanket covering his face.


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Question: The woman in the brown shirt is sitting on a bright red bench.

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A woman in a black shirt sitting on a red bench.

represent this caption to find a short caption that could stem from the same image
Given A lady with an orange jacket is holding a walkie talkie, while another lady wearing a lime green jacket is standing near her looking at something in her hand and holding a cane., a positive would be Two woman in uniforms are standing in the middle of a street in front of an ambulance.

A girl in a blue shirt is sitting on a swing.


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Question: Little boy kicking pink soccer ball on a basketball court.

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A young boy kicks a ball in an outdoor court.

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Young woman playing soccer outdoors on a grassy field.


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Question: A woman wearing a scarf stands near the water and looks down.

A man with a gold chain looks on in the city and a woman gasps behind him.


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Question: A burly man on top of plastic pipes flexing in a black and white polo shirt.

A man in a brown, striped shirt stands flexing his arms on top of a structure on a rooftop.

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A barefooted guy in an orange shirt and black pants jumping on a trampoline in a cage.


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Question: A hang glider high in the air with a few clouds in the blue sky.

Kite flying high in the sky with sky rider.

A woman walking across a hill with dark clouds in the background.


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Question: Two children are building something on the floor.

Children playing with broken office equipment.

The grownups are smiling as a child plays with some rocks on the ground.


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Question: Three men in construction outfits stand next to a cement tray as it pours into the street.

A man in a construction uniform is guiding a brick wall into place as it is being lowered to the ground.


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Question: Several construction workers are standing at a construction site.

Construction workers in orange working by a street.

A construction worker is driving heavy equipment at a work site.


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Question: There is a man in a light shirt climbing a rocky cliff.

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A girl in a yellow shirt leans against a tree as her friends climb a steep, rocky hill.


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Question: A gray-haired man in a striped shirt is lecturing at a podium.

An elderly man wearing a red sweater is sitting on a stone bench talking to a balding man wearing a purple sweater.


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Question: The black dog is walking along a tree trunk bridge over water.

A black dog is slowly crossing a fallen log that is outstretched over a stream of water.

A child is walking along a stone pathway.


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Question: A man in a blue shirt and jeans poses by large mossy rocks.

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A man is laying under a large mossy rock in the forest.

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A man wearing a gray sweater and striped hat stands in front of a mosaic monument.


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Question: The black dog 's head is poking up out of the water.

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There is a brown dog leaping on the beach.


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Question: construction worker working on a structure

A construction worker with a barbed wire tattoo and a white hard hat is bending over while a stack of bricks are on the wall behind him.

Man wearing a orange safety uniform is working on a railroad track.


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Question: A child in winter gear is posing while a crowd of people sit and stand behind her.

The little blond-haired girl in a gray sweatshirt dances at a park with people seated behind her.

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A person wearing a long brown coat is taking a picture of a building while two other people stand by.


Question:
represent this caption to find a short caption that could stem from the same image
E.g. given 'Two boys standing in an empty corn field in the winter.' it should be close to 'Two people stand on a harvested field in cold weather.' but not to 'An adult women and a little girl sit by water in the woods.'.

Question: The brown dog splashes through the water.

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A big, brown dog running through the water

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The black and white dog runs through the grass.


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Question: Girls in school showing off their drawing.

A girl wearing a teal shirt smiles while holding a piece of paper, with the other side held by someone standing off-camera.

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Question: Three girls smiling and laughing while a boy sits and watches.

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Three women laughing at the front of a class in front of a marker board, one of the women is holding a green paper in her hand.

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Two girls are riding camels while another girl looks at them.


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Question: A woman sitting in a seat with a hat on singing.

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A boy sitting on a concrete wall with a hat on.


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Question: A girl dancing with four boys watching.

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The six kids are in the shade of a leafy green tree.

A small child dancing in front a orchestra band.


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Question: Dog in desert area with distant man in background.

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A yellow dog is walking along a mountain trail

Man jumping with a rock formation in background.


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Question: The dog is playing with the stick on the beach.

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A brown dog runs on the sand carrying a stick.

Two white dogs are playing on the grass.


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Question: A little boy is watching a merry-go-round.

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Small child looking at a colorful children 's amuseument ride.

A little girl pushes a merry-go-round in a park while two other kids hold on. ee


Question: A little girl is sitting on the counter dangling one foot in the sink whilst holding a dish jet washer.

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A little girl wearing sunglasses puts her feet into the kitchen sink.

A little girl is laying down on her back on a hardwood floor, looking out of the corner of her eyes at a smaller child who is wearing pajamas, a hairnet and a surgical mask.


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Question: An Asian and an African American child enjoying themselves at a colorful playground.

Kids at a park play on a basketball court.


Question: A man is cleaning a large boulder laying on a pallet.

An artist in a black sweater is sculpting large rocks.

A man in blue jeans is picking something out of a blue bucket on the walkway.


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Question: A man is scaling a large boulder at dusk.

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Question: A young toddler is ' holding ' a large pole on a grassy field where several people are gathered for an event.

A child in a black hat and blue shirt is standing behind a wooden pole.

A group a five people wearing the same shirt are sitting on the grass with a dog.


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Question: A young boy is practicing his karate in a gym.

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The young child is standing in a martial arts pose.

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A group of women are practicing kickboxing at a gymnasium.


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Question: The people are riding a gondola down the calm river.

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Two boats are being maneuvered down a quiet river.

A dog is running on the grass beside a boat on the river.


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Question: Two people are rowing a canoe through the water.

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E.g. A guy dressed in blue shirt and shorts leaps over blue tube while children watch in background. == Some boys are in a front yard playing and one is trying to walk on his hands.

Two people in a boat paddle their way past large trees.


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Question: A group of people rowing a boat.

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Examples:
Provided: "A man riding a bicycle down the street." Match: "A poor looking man in a blue shirt is riding a bicycle slowly."

a group of people rowing a large rowboat in the lake.


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Question: Two dogs are running around in the water.

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Two black dogs run into the white waves on a beach.


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Question: A person jumping in a rock and treefilled area.

The boy in the red shirt climbs a large rock.

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Question: A boy is kicking up dust as he runs in the dirt by a tree.

A young boy kicks his leg up while standing in the water.


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Question: A bald man in a kilt standing outside at a festival.

People gathered at a med-evil type festival.

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A balding man in a black shirt at a dinner table.


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Question: Two toddler boys look onward from the playground.

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two young boys in swetashirts at a playground

A baby and 2 year old laying on the ground under a play mobile.


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Question: Two people sitting on a tree stump in front of a pond.

Two young boys sitting on stumps next to a creek on a sunny day.

Two young boys sitting in a chair by flowers and a green rake.


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Question: Women in white dresses are accompanied by men in tuxedos as they walk into a church.

Girls dressed in white flowing dresses walking into a building along side young boys dressed in black suits.

Two woman are wearing brightly colored dresses and smiling as the proceed down the street as people watch from a balcony.


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Question: A boy is about to lie in the green grass.

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Examples:

"A young Asian woman and a young Caucasian man are having a sit-down dinner at what appears to be a special event or conference." == "A group of people are sitting around a table, having a meal."

A young man is laying in a grassy field.

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For example, 'A young girl enjoys ice cream with two older women in a pier-like setting.' should be close to 'Two older women and a little girl standing outside under flowers.'


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Question: Boy reaches above head for blue pole.

Small boy reaching for blue bar in play area, another child in background.


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Question: Two long-haired musicians are playing in the grass separated by some trees from a large building behind them.

Two men, one with blue hair and a blue beard, playing instruments together on the grass, surrounded by trees and bushes.

Two men dressed in black with large colored bowties are performing a comedy routine near some bushes in front of a small audience.


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Question: A person canoeing on water with a black background.

A man is paddling a kayak on water beside a large rock face.

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A man sitting on a boat with a flag and the sunset in the background.


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Question: A man loading rocks into a wheelbarrow.

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A man moving rocks out of a wheel barrel.

A man using a crane to lift up a sculpture.


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Question: A man holding a green bowling ball stands by the ball return machine in a bowling alley.

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A guy stands with a green bowling ball in his hand, and looks down the bowling lane.

A woman wearing a blue outfit is ready to throw her blue and red bowling ball down a lane in a bowling alley.


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Question: Children riding tricycles on the pavement.

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Question: A girl sits on the side of a large mountain with one leg hanging off.

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A woman in a red shirt is sitting on the edge of a cliff.

Two people, a man and a woman, lie in the grass with one another with their feet on the edge of a graffiti covered concrete wall.


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Question: Four children and a woman are tending sheep in an arid location.

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There are a group of people around a heard of sheep.

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A woman and a child are walking in a woody area.


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Question: A young man in all black running in a race on a sidewalk with onlookers sitting in grass behind him.

A female runner dressed in blue athletic wear is running in a competition, while spectators line the street.


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Question: Two men, one kneeling and one squatting, are posing in front of a clear wall with shops in the background.

Two teenagers in green and brown coats pose for a picture while out shopping.

Four bicyclists wearing yellow and orange vests are standing in front of a shack with mountains in the background.


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Question: A large brown dog leans into the water from the grassy shore.

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A dog walking into a lake with reeds in the background

A young child stands on a wood dock next to the water.


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Question: A band plays in a bar setting

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A band is playing a guitar and singing in a recording studio.


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represent this caption to find a short caption that could stem from the same image
E.g. People are holding umbrellas. == People walk around outside on a sunny day, holding umbrella 's that have purple on them. != people are protesting with whistles and megaphones.

Question: Men in cowboy hats take a break at a rodeo.

Four cowboys sitting at a table drinking Jack Daniels in the middle of a rodeo arena.

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A cowboy with a white hat fails to wrangle a calf at a rodeo.


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Question: A lady and young girl sit at a restaurant together.

A woman and a young girl are sitting at a table in a restaurant.

A group of people sitting and standing at a park.


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represent this image caption to find another similar image caption:

Fewshots:
'There is a strange driving down the street in some contraption playing their instruments.' == 'Two men in yellow coats and one in a red jacket play a variety of instruments.' != 'There are people running down a hill in the city.'

Question: Man wearing black shirt bent over using a saw to cut through stone.

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A man in a yellow and blue hat working on with wood.


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Question: Two children are reading a book.

A little girl and boy sitting next to each other looking at a book.


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Question: A woman works a loom holding a green comb

A woman is weaving with a comb in her hand.

In a old urban house, a old middle eastern man sows together a striped purple and light blue cloth on a wooden table.


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Question: A painter on a ladder paints the brick exterior blue.

A man on a ladder painting a brick building blue.

A person sitting on a scaffold is painting a wall.


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Question: a young boy sitting in a tree swing playing with his cat.

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A small boy, who is sitting in a baby swing is playing with a cat, sitting on the branch over his head.

A little small girl playing in a river with a dog.


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Question: A woman standing among a bunch of pink flowers, with a little shack in the back.

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A young child in a red shirt is chewing a stem of grass and there is a horse in the background.


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Question: The German shepherd dog is trying to catch a blue ball.

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Question: Three greyhounds are racing on a track at night.

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Question: A small boy stands on a cement stump in a park with his hands on his head.

Small child in white shirt and print shorts with hands over their head standing on object.

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A young girl in pink pants is holding a bowl of grass on her head and standing in front of a blue wall.


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Question: A man wearing a helmet is driving a go-cart.

A Man is riding a go-cart at the go-cart track.

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A boy wearing a helmet is jumping his skateboard.


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Question: A small sweets vendor sells under a tent at night.

A group of people ordering sweets at a fair in the evening.

A man sells fruit on the street from a cart.


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E.g. A man in jeans is riding an ATV over sand. == A person rides a four-wheeler in the air. != A man in a red costume jacket is riding a white horse on dirt ground.

Question: A young man in jeans and a white shirt breakdances on a busy sidewalk.

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Examples:

"This photo shows a group of people walking and one man is holding a bottle of wine while handing a glass of wine to a woman walking near him." == "A redheaded woman standing next to a man in a black jacket with a wine bottle."

A guy wearing a white shirt breakdancing on the sidewalk.

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A man in a plaid shirt exhales smoke on a crowded city street.


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Question: Four women having a conversation during a busy event.

Four young trendy women sitting and talking in a public place.


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Question: Two boys and two girls jump as they have their photo taken.

Four children, out in a yard, leap into the air.

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Two men posing for a picture while getting ready to have a drink.


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Question: Two girls cleaning a floor.

Two girls are kneeling on the floor scrubbing the ground with soap suds.

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Examples:

"Young boy wearing jeans and a blue shirt playing with a dog." == "A boy in blue plays fetch with a dog."


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Question: Boy wearing a red shirt standing on a plastic object and holding a yellow toy shovel.

represent the following document
For instance, <<A baseball player swinging a bat>>  to "Cricket player on field, swinging bat."

A girl wearing a pink hat and pants with a gray sweatshirt and blue gloves is sitting on the ground holding a stick.


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Question: Young child jumping in the air.

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A small child is chasing water squirts in a fountain.

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------

For instance, <<college men and woman sitting at a meeting in a room with a teacher while one of the men is standing and explaining something.>>  to <<Three people sitting and one male standing making hand gestures.>>


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Question: A man wearing a white shirt and black pants is falling down onto a bed in front of a window facing the ocean.

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A man dressed in white and blue clothes leap on his bed in a hotel room near the beach.

A man in a white t-shirt and black pants is standing in front of a organ playing it in a room with a piano sitting to his left.


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Question: A man sleeps on a foldout chair on a sidewalk.

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Asian man sleeps under a newspaper while sitting in a lawn chair.

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Question: A flight attendant showing passengers how to use the airplane safety vest.

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Woman on airplane models a flotation device.

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A man and woman showing a small child how to use a gun.


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Question: Two young girls holding hands and walking down a path at dusk.

Two young girls in dresses and sweaters walking hand in hand down a path.

Three people walking on a path in a meadow.


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Question: A group of spectators are watching a baseball game.

It 's a busy baseball game, with the man on base trying to catch the ball and tag out the runner coming towards him.

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A group of people are at a club watching a performance.


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Question: A larger brown dog is chasing a smaller gray dog on the grass.

A large tan dog runs after a small tan dog on a grassy yard.

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A brown dog runs on the sand carrying a stick.


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Question: A man in a hat is sitting on a black and yellow concrete wall.

A boy sitting on a concrete wall with a hat on.

A girl wearing a red and black striped shirt is sitting on a brick wall near a flower garden.


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Question: A man in a red and white striped shirt runs a hotdog stand across the street from a pizza parlor.

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A man in a red and white striped shirts sits on a stool at a hotdog stand.

A man wearing a red t-shirt sweeps the sidewalk in front of a brick building.


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Question: The girls smile at the camera.

Three young black girls posing for the camera.

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Question: A seated child plays with a croquet mallet.

A child in a jacket is sitting in the grass.

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A toddler girl with pigtails plays with a camera tripod.


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Question: A group of young Asian men leaning on a balcony, two in black shirts the rest in white.

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Two young adult men, one with a brown shirt, and one with a white and pink striped shirt, are sitting in a room with a computer.


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Question: An older, balding man is sitting at computer with a reflective orange vest on in a work environment.

Man in an orange vest is sitting down in front of a computer at a desk.

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A man in a suit and with a name tag and red tie stands in a dining area.


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Question: a man rides a green motorcycle around a corner

The number 52 motorcyclist in a blue and black helmet is going around a corner.

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a man in a black outfit is riding a blue snowmobile across the snow.


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Question: A hiker, dressed in a hiker 's outfit and carrying walking poles, stands on a prairie among patches of snow, rocks and grass.

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A woman is walking away on a wooden walkway through a field of golden plants.


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Question: A large black and brown dog tries to bite a large blue ball.

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A small dog chases after a large brown cow.


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Question: Two little girls, one with chocolate on her face, make faces.

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A little girl with a ribbon in her hair is picking her nose.


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Question: A man is taking photographs of a large garden of white and orange tulips.

A man takes pictures of white and yellow tulips.

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Two girls crouch in front of a garden of small shrubbery.


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Question: A man in a red shirt holds food for a woman in military outfit.

A woman with a ponytail wearing a uniform talking to a man in a red shirt with food in his hands.

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A man in a black outfit is taking a photograph of a man in a red jacket.


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Question: A dog splashes in the murky water.

A dog on a leash shakes while in some water.

A young boy laughs while splashing in the ocean.


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Question: The little girl is running and laughing.

A little boy in a red outfit is jumping.


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Question: The man is asking for money.

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A man in Seattle holds a sign begging for money.

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Question: Three women are walking on the sidewalk with bags in their hands.

Two ladies with shopping bags walking down the sidewalk laughing.

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A man and woman are walking down the street holding hands.


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Question: A man in a long-sleeved green shirt watching a man cutting something with a skill saw as another man in a striped shirt stands behind him.

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A man is cutting wood with a power tool.

A woman in a black shirt is operating a beverage machine while a man in a white shirt watches.


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Question: A woman in a pink dress with a black purse is walking down a stone road.

People getting ready to attend a big church event.

A woman wearing a brown skirt is walking over a bridge.


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Question: A dog runs across sand.

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Question: A man wearing jeans and a red plaid shirt stands inside of a phone booth.

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E.g.:
A red-haired woman carries a baby on her chest in a carrier. == A redheaded woman with a baby in a harness.

A person in a checkered shirt stands in a phone booth.

A man with a blue plaid shirt is posing inside a tree.


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Question: People standing around a city street while a woman cleans the street.

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A woman holding trash bags is standing next to a large line of people on the sidewalk.

A boy wearing a hat with a feather in it walks on the street while a number of people are in the background.


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Question: Two people are sitting against a building near shopping carts.

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Two homeless men sitting next to a building with a shopping cart.

Two women are standing under an umbrella together, in front of a bandstand.


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Question: A blond dog jumps in the air on the grass.


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Question: A pair of hands involved in a task.

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Someone is preparing some kind of food.

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A group of people perform together on stage.


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Question: A group of people in a modern-looking casual restaurant.

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A woman is standing at a gathering holding a soft drink.

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A group of Asian people in a crowd in a city.