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Question: Two white dogs with black spots jumping through the grass.

Two white dogs are running through a field.

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The black dog waring a red collar is running through the water with a ball in its mouth.


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Question: A child is enjoying the ducks on a fall day.

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A small boy enjoys chasing ducks in the fall.

A teenager enjoys a bike ride across a bridge on a sunny day.


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Question: A woman in a salon gets her hair colored and permed

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A woman is getting her hair done at a salon.

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A man in a pink robe gets his hair trimmed.


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Question: Two young women are sitting on a bed beside some posters.

Two women pose for a picture in a bedroom.

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Two women are standing around a covered table outside surrounded by beautiful flowers.


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Question: The woman is smiling at the mirror while in a bathroom.

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A woman is standing by the sink and her face is reflected in the mirror.

A man is smiling at a woman in a white dress.


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Question: A young girl sits atop a lady 's shoulders as they revel with the celebrating crowd.

Two woman and a child look at each other while a night party scene goes on behind them.

A young child dressed in yellow dances among a group of people gathered outside.


Question: Man walking down the steps of a steeple.

An individual is walking down a set of steps with a bag in their left hand.

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Guy riding a bicycle down a grassy trail.


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Question: Two girls wrestle in the sand at the beach as a tan dog walks by.

Three people and a white dog are sitting in the sand on a beach.

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A woman is climbing a volleyball net on a beach as two others watch.


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Question: A man in a gray hooded sweatshirt rides his bicycle on a half pipe.

A picture of a skateboard ramp and a french sign.

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A woman in a blue helmet and brown shorts rides her bike on a busy street.


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Question: At a laundromat a woman rummages through her purse while customers wash clothes in the background.

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A woman at the laundry mat is looking for something in her black leather purse.

A woman is standing in front of a large clothes dryer and folding a bed sheet.


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Question: The boy is carrying the other boy.

A teenage boy gives another teenage boy a piggyback ride in a forest.


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Question: Puppies, chickens and a turkey examining bucket contents on dirt.

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Some chicken, dogs, and a turkey are trying to get some food out of a white bucket.

Two little girls on a trampoline and a playhouse is behind them.


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Question: Two people on the beach reading a magazine.

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------

E.g. A couple walking down the street. == A man and a woman walk along the sidewalk.

Two men sitting in sand reading magazines.

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Question: A brown dog is being attacked by two other dogs.

represent this image caption to find another similar image caption. For example, 'A girl is swinging over waves on a rope swing.' should be close to 'A girl swinging from a tree on a rope over crashing waves.'

A black and white dog is carrying a stick in its mouth.


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Question: A businessman leaving early for the day.

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A man in a suit is walking outside of a glass fronted building towards a parking lot.

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A guy ready to make a purchase at a small shop.


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Question: Two men have fun drinking

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A man wearing a business suit holds up a drink as the other laughs.

Two adults and a small child washing hands.


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Question: A person stands on a snowy and icy shoreline looking out into the ocean at twilight.

A man looking at the scenery through binoculars.

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A group of people rest on a cliff overlooking a scenic view.


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Question: A man climbing a rock with a rope hanging down and safety clips on his waist belt.

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Caucasian female with a red wool hat, khaki pants, gray jacket and brown hiking boots, a heavy camping bag across her back with a water bottle inside pocket sleeve.


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Question: a boy smiles by the pool.

A young boy outside by the pool, smiling.

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a young girl standing outside a restaurant at night.


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Question: A swan preparing for flight across the pond

A dog splashing though a large puddle in a field.


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Question: Two men are running with numbers pinned to their shirts.

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Two men in black shorts and sleeveless athletic shirts are running.

Two people in white sweatshirts are walking carrying balloons.


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Question: A toddler with a Texas university jersey wears a laundry basket on his head.

A small child wearing jeans and a football jersey is wearing a clothing hamper as a hat.

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A man who wears glasses, a blue shirt and a Chicago White Sox cap holds a young boy who also wears a blue shirt.


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Question: A man is wearing a number on his white shirt.

A man in a white shirt is running in a race as a woman watches him.


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Question: A person wearing a white shirt sits and makes a face.

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A woman wearing a dress with a scoop neck is making a face.


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Question: A man napping on the ground with a shirt over his eyes with a person standing beside him.

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A man lying down with a maroon cloth over his eyes and someone standing over him wearing flip-flops.

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A man with a dog walking down the sidewalk with someone behind him with a bag.


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Question: A man in a green jacket is smiling.

Several men standing in front of graffiti


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Question: A young man shows off his food wares at a local market.

A man selling food on the streets during late night with three lamps.

A woman is selling peppers at a local food market.


Question: One standing man and one seated man in a concrete block alley on cellphones, both wearing fitted caps and loose-fitting khaki clothing.

Two men are talking on their cellphones while in an alleyway.

Two men dressed in slacks, one in brown sweater and one in blue sweater, sweeping.


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Question: Four people holding three dogs in a field.

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E.g.:
A woman, wearing an apron is standing at some sort of very long assembly line. == A woman working at a factory wearing white and orange.

Four people stand with their dogs in a field.


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Question: Children hang on a wall next to water.

sveral young boys climbing out of the water on a concrete sidewalk

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

Examples:

Given Two police officers on rollerblades, standing near a man in baggy clothing outside. it matches with Two uniformed men on rollerblades talk to a hooded man in an alley. but not with An officer with a man in a black ball cap and red shirt sitting on the dirt near a tree.

Question: A mother lays on the carpet next to her young child.

A woman lying on the floor, smiling and reaching out to a young child.

An unshaven man looks down at a blanket wrapped baby in his arms.


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Question: A silhouette of a man in the background on a snowy hill.

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A hiker is standing at the top of a snow covered peak looking at the beautiful view.

The back of a man wearing a kilt on a grass field.


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Question: A man in a white shirt and a woman in a red shirt and black jacket are sitting by the window in a restaurant.

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A male and female are at a table with a drink.

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------
E.g.:
A man with shaggy blond-hair singing and playing a guitar. == A man in a t-shirt plays an electric guitar and sings into a microphone.

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: A child playing with fire.

Child holding an object that is on fire.


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Question: A man rides a skateboard off of a picnic table over the steps.

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People watch as a man does skateboard tricks down a table on the steps.

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A bicycler rides his bike on the road next to rocks with snow.


Question: A motocross rider does a jump in the woods.

The mountain bike is being ridden on a trail through the wood that is marked out by red tape.

A skateboarder does a stunt in the city.


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Question: A baby in jeans and a winter jacket sits on top of a blue slide.

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A blond toddler in a puffy jacket sits at the top of a blue slide.

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A small dog plays with a toy on top of a white blanket.


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Question: A tan dog is playing with a soccer ball.

The yellow dog is playing with a soccer ball.

A black and brown dog is playing with a brown and white dog.


Question: A older couple next to the box office.

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Eldery couple wearing hats looking at tickets on the street.


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Question: A man is snowboarding over a caution sign.

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A person doing a jump with their snowboard over a orange and white caution sign.

A person in orange pants is skiing down a slope.


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Question: Two basketball players play in a game.

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Two rugby teams playing in a field with a ball.


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Question: A basketball player jumps to make the shot while another tries to stop him.

Two men are playing basketball and one is trying to block the others shot.

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A football player throws a football while two of his fellow players try to keep defenders away.


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Question: A man in blue uniform about to throw a basketball.

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A man in red and black about to strike a tennis ball.


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Question: Group of people standing in front of a stone structure.

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While visiting the Mayan ruins, a guide points in the direction of more attractions.

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Three women talking in front of a brick building.


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Question: There is a crowd of sports fans, including a boy with a yellow and green painted face, in the front row of a stadium.

A family sits at the front of a crowded stadium.

A man in a brown shirt plays a musical instrument with a band in front of a crowd of people.


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Question: A girl smoking in an alley.

A woman in a colorful jacket smokes inside the doorway of a business on a city street.

represent for finding similar similar short image descriptions!

For instance, <<A young child is petting an animal.>>  to "A person holds a young child in front of a sheep while a woman looks on."


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Question: Willie Nelson in a black shirt and cowboy hat.

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Willie Nelson looking stage right while at the microphone.

Old man wearing a blue bandanna and building furniture.


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Question: A black dog is running along a muddy stream surrounded by fall foliage.

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A curly clack dog is running down a natural path.

Two children move along a gravel path surrounded by trees.


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Question: One soccer player runs past a fallen teammate towards the ball.

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A man helps up a woman who has fallen after kicking a soccer ball.

The field hockey players scramble in front of the goal.


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Question: The man in blue has the basketball while the man on the left watches and the man on the right tries to stop him.

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A basketball player concentrating on keeping the ball from other players.

A rugby player in a black and yellow uniform runs down the field while number six on the other team tries to tackle him.


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Question: A man in a blue jersey plays basketball.

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A North Carolina basketball player dribbles the ball.

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A woman in a red jersey is playing basketball.


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Question: A leashed dog holds its mouth open wide.

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One bird opens its mouth while the other bird looks back at it.


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Question: A dog is carrying something in his mouth.

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A dog in a field holding something in its mouth.

A large dog lays next to a small baby with a pacifier in its mouth.


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Question: A young girl walks quickly outside.

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The girl is running through a park near a wooden park bench.


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Question: a woman performs on the street

A woman wearing black is balancing a fishbowl on her head.

A musician with long hair performs on a stringed instrument.


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Question: Two teenage girls, one is smiling.

Two Asian women in red bottoms, one in a blue top, one in a white top, leaning down over something while the woman in the blue top smiles.

A young man and an older woman are laughing.


Question:
represent for finding similar similar short image descriptions:
E.g. "A black girl and white girl walking hand and hand in a busy area of a city with a public train in the background." == "Two women are wet while holding hands with a long building and buses in the background." != "A group of girls walking and talking along the beach with a building in the background."

Question: girl wearing radio t-shirt has open mouth

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------

Given A black dog splashes in the water., a positive would be The black dog 's head is poking up out of the water.

girl in purple shirt making something out of wood


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Question: There are hundreds of people with red shirts running a marathon.

A crowd of people wearing red shirts runs along a city road.

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There are a bunch of pigeons walking on the ground.


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Question: Two people with signs reading " Free Hug " are staring with people nearby.

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Two women with signs that say " Free hugs ".

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A man wearing a t-shirt that says " Gigolo " stands at the counter talking to someone.


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Question: People walking down street lined with Chinese lanterns.

People walk down a paved street that has red lanterns hung from the buildings.

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A woman bending over by colored lanterns on a beach.


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Question: Man with sign hugging woman.

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Question: A woman with red-hair stapling a piece of paper.

A woman with long red-hair stapling a small stack of papers.

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A man with blond-hair and shirt with brown stripes looking at a framed photo.


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Question: Today is a great day for an umbrella.

A woman an children walking on a rainy street in the city.

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Examples:

"A family of four walking around looking." == "A family is hiking across a rocky landscape."

Friends enjoying a celebration and learn how to knit.


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Question: The snow borader is riding a rail.

A snowboarder is attempting a trick down an outside railing.

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A wmoan is jumping off land and into a ditch.


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Question: A woman is doing yoga and smiling at the camera.

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A woman is exercising in a tropical setting.

A boy is flying a kite and smiling at the camera.


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Question: Man in an office setting jumps rope in business attire.

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Man leaning back in his chair sleeping in an office.


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Question: The happy couple enjoys the scenic winter stream.

Two people stand in front of a lake in the snow and pose for a picture.

A group of people enjoying a beautiful day in the park.


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Question: There are four people dressed in warm clothes sitting in the snow in front of a huge piece of ice.

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A group poses for a picture in front of a frozen waterfall.

A group of people, led by a man with a backpack, are walking past people sitting on the grass in front of an old building.


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Question: A large bird spreading his wings in flight over a body of water.

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A black dog running on a path, in the midst of a field


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Question: A man points to a blackboard to show a child something.

A girl in a Burka is learning vocabulary in a classroom.

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A man with three younger children look at a large painting.


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Question: A tribal group filling water jugs in the desert.

Africans wearing colorful clothing gather behind a fence.

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Two children cleaning water in their village.


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Question: A lady getting her hair done.

Redheaded woman holding clear plastic over part of her hair while someone runs their fingers through her hair.

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Question: A snowboarder goes down a short hill next to stairs.

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Person snowboarding on hill near snow covered stairs with buildings nearby.

A skier wearing red flies off the edge of a snow covered rock.


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Question: Man pulls three wheeled blue cart with various cleaning supplies in gray and blue buckets.

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A man in blue jeans and a red and black plaid shirt stands near a blue cart filled with buckets, brooms, and mops.

A woman in a pink and yellow dress walks past a stack of tires and a yellow nd gray striped building.


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Question: Two men standing on a bank, looking at a small boat that has pulled along side a huge cruise ship.

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Two men stand near the shore, looking at a cruise liner.

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A series of boats are anchored on a sandy beach with trees, while some kids play with the sand in front of them.


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Question: A man is climbing a steep rock wall with a safety harness on

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A person in a red shirt and black pants rock climbing.

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A woman, wearing shorts and a tank top, tries to scale a rock face using climbing gear.


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Question: A woman is riding her bike and enjoying the ocean scenery.

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A female bicyclist takes in the ocean view.

represent this caption to find a short caption that could stem from the same image To give you a sense - "A man sitting at a table with three other people." should be close to "Man with curly brown hair, wearing a black coat and brown V neck shirt, sitting at a table with hands folded and rested on lap."

A man is riding his bicycle through the woods.


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Question: A young boy sitting on an upturned boat on the beach.

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A child in a red jacket, waist deep in a pit on the beach.


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Question: A man in a dark shirt and pants riding a tall bicycle.

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A man on a very tall bike rides across a crosswalk.

A man, in a red shirt, riding an old tractor.


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Question: A mother and child sit on the ice at a crowded rink.

A woman sitting on the ground and comforting a crying child

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A happy woman and her son enjoying a moment together on a cool day at the rock shoreline of a lake.


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Question: A man wearing a Rastafarian hat and Fred locks leans forward with his arms outstretched and his hands together.

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A man wearing a suit stands on the street with his right hand outstretched.


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Question: Two dogs run through the snow, one with a tennis ball.

A Rotweiler with a tennis ball in its mouth and a black lab running in the snow.

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


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Question: a worker in uniform is cleaning off the windows of a restaurant.

A man in a light colored uniform is outside an Asian restaurant cleaning the display window which features exotic foods hanging on hooks.

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Two people outside cleaning windows while on a ledge of a boat.


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Question: A man holding a baby who is petting a pony.

A toddler is petting a brown and cream colored pony.

A woman holding a blond headed child that is crying.


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

E.g. "The little boy fell face first into the grass while playing football." == "A boy in blue with a football sprawls in the grass." != "The little boy has a red coat on as he plays outside."

Question: The teenagers are fighting over a basketball during a game.

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Two basketball players struggle for the ball.

A teenage girl is catching a softball during a game.


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Question: a person with cutting machine cleaning the garden.

Man standing with a chainsaw, looking down at the work he is about to do.

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A man 's arms putting some paper in a copying machine.


Question: A man, dressed in white and wearing a red cap, plays on the grass.

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

"Variety is the spice of life no matter what the culture may be." == "A man in a red shirt preparing food."

A man in a red shirt and wearing a white bandanna on his head is sitting on a sound stage.


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Question: A man and a skateboard on top of a barrel.


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Question: Two women wearing bikinis are playing beach volleyball, one jumping in the air serving the ball, the other jumping to receive the serve, while a third women crouches to hit the ball if necessary.

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One male in a blue sports uniform is kicking the soccer ball while a second man in a white sports uniform is trying to kick the ball out of the way.


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Question: The boy is wearing a green cap and holding a black baseball bat.

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A middle eastern boy is wearing a black shirt and carrying a blue bag and a blue bucket.


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Question: Six men in orange vests and hard hats on a ship.

Several Hispanic workers in blue safety hats and orange safety vests stand before their leader in a yellow safety hat.

Two men in baseball hats and bright yellow shirts work behind a fence.


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Question: The man wearing padded clothing is fending off an attack by a dog.

A man training a dog to attack his padded arm.

A man in a batman costume and a number on his chest is running with others down a street.


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Question: Three friends are laughing on a skiing trip.

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Question: A blond dog is standing beside a blond puppy, who is trying to get a stuffed animal from the adult dog.

An adult golden retriever and a puppy are playing tug-of-war with a brown toy.

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.


Question:
represent this image caption to find another similar image caption Fewshots:
'A young girl enjoys a frozen treat by the pool.' == 'A little girl enjoying a frozen treat on the beach.' != 'A happy woman and her son enjoying a moment together on a cool day at the rock shoreline of a lake.'

Question: A man in swimming trunks running on the beach.

A man is running along the shore of a beach on a rainy day.

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A man in a jacket walking on the sidewalk.


Question:
represent this image caption to find another similar image caption
Given Three men in matching outfits climb a rock wall next to a waterfall., a positive would be Three people are climbing rocks near a small waterfall. & a negative would be A man in a blue hat and plaid shirt is repelling down the side of a rock face.

Question: Inspectors trying to check a car that had collided with a track outside Chevron gas station in Texas.

The fire department examines a wrecked car at a Chevron gas station.

A man getting gas in front of a convenience store.


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Question: Two brown dogs wrestle on the grassy hill.

Two grayish-brown dogs looking at something in the grass.

Two people are laying down and kissing on a grassy lawn.


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Question: Three girls on a field, one is carrying a ball.

a female rugby player trying to outmaneuver opposing players.

Two men on a playing field, one of them holding a football.


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Question: A man plays a guitar while another man sits next to him wearing a mask.

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Two men next to a building playing a guitar and drums.

A man blowing into a horn with a woman standing next to him wearing a scarf around her head.


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Question: A dog shoulder-deep in snow.

A dog up to its belly in the snow attempts to move.

represent for finding similar similar short image descriptions

E.g. A man with a white beard is wearing an apron and in the kitchen. == A man with a beard and a light brown shirt is near a chart that has LMMVSD on it.


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Question: A girl in a purple shirt and a girl in a green shirt are twirling a ribbon in a room.

Three children dancing around with gold and red fabric.

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A girl in a red shirt and plaid hat, and a boy in a black sweatshirt and hat are in a playground, touching a blue seahorse.


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Question: Two people are outside walking through the snow.

People walking on the side of the road during a snowy day.

Three people are walking through a field of tall grass.


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Question: A man wearing a blue wetsuit is wakeboarding through a big wave.

A body boarder with yellow flippers gets thrown around by a wave.

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A young boy in red swim trunks is jumping into a pool.


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Question: A couple kissing on a sidewalk in a city during winter.

Teen girl in a parka kissing teen boy in a brown jacket on a snowy street

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A crowd of people walking on a sidewalk in a city.


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Question: Young man in warm coat outside storefront.

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Examples:

"Three couples in white clothes and swim caps play piggyback." == "Men and women wearing white swim caps giving each other piggyback rides."

Young man with cap and buttoned coat stands before building.


Question:
represent this caption to find a short caption that could stem from the same image.
Fewshots:
'A photographer taking a picture while surrounded by people' == 'A crowd of people containing some people who are smiling and some who are taking photographs.' != 'The lady wearing a black hat is taking a picture while the snowfalls.'

Question: A girl and a guy shop for records in a music store.

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Three girls and a guy looking through a window at a store.


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Question: A large amount of persons flying kites in a park.

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People are gathered flying kites on a hillside.

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A lot of people eating in a common area.


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Question: This person is laying on the floor at the bottom of the stairs and is missing a shoe.

A woman lays at the bottom of a staircase exhausted, one of her shoes is on the bottom step.

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A boy is inside holding something on top of his head.


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Question: A man takes a jog down the sidewalk.

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A man in a white shirt is jogging on a sidewalk.

A woman with a large bag walks down the sidewalk.


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Question: A skateboarder leaping from a pool in front of a crowd.

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A skateboarder performs a trick in front of a large crowd.

A young boy skateboarding down some stairs in front of a silver wall


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Question: A guy in boarding shorts is trying to do a flip or handstand on the beach.

A man is doing a back flip on a beach in front of the ocean.

A young lady in a red and white bikini is doing a cartwheel on the beach.


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Question: Small dog running through a field.

The dog is running full speed through the meadow.


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Question: A person in a long orange coat walks along a sets of stairs.

Person in a long red coat walking in front of a building.

A woman in a blue shirt and black pants walks down a road.


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Question: A woman in black cleaning up some tables with a restaurant and staircase in the background.

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A woman reaching for an item on a table.

Two women are wet while holding hands with a long building and buses in the background.


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Question: A man in a full wetsuit surfs a crashing wave.

A man in a wetsuit is surfing on a green surfboard.


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Question: A flock of birds fly away with food in their beaks.

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Seagulls fighting over a scrap of bread.


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Question: A brown dog is fetching a stick in a country setting.

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A brown dog is carrying a stick in its mouth.

A brown dog is playing with a ball in the water.


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Question: Competing skier going down the course leaning to make a sharp turn.

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A skier in a ski suit is skiing downhill, near a fence.

A hockey player on ice making a hard left turn on his skates.


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Question: a skier going down a hill with cable cars in the background

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a brown dog walking in a river with trees in the background


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Question: A child playing with building blocks on a wooden table.

A small boy is building with some wooden blocks.

Young child and woman with glasses playing with toys on a red rug.


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Question: A chinese festival.


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Question: A smaller orange dog putting its head on a larger black and white dog

A brown dog is jumping up at a black and white dog.

A brown and white dog on a road with its mouth open near a tennis ball


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Question: A small dog is standing in a field.

A black and white dog looking at the camera.

A big white dog and a small black dog sit in the snow.


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Question: A person on a bicycle moving across the top of a train.

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A person is in the air while riding his bicycle on top of the train on a clear blue sky day.

A person on a bike doing a wheelie on a rock.


Question: A woman at a stove jumps back from the high flames of a pan.

A man in a black shirt and jeans is backing away from a fire on a stove.

A bald man is cooking on a stove, throwing a stabbed fish in a pan.


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Question: An SUV traveling through mud.

A large vehicle travels through a bumpy and muddy path.

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A man riding a dirt bike in down a hill in competition.


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Question: A man in a black leather jacket walks next to a white brick building in a big city.

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A man is looking into the distance whilst people behind him walk between buildings.

A woman in jeans and a black jacket standing on the road in front of a white and red bus.


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Question: The boy is on blue bike and is above a fence.

A man jumps a bicycle down a porch stairway too close to the fence.

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The provided query could be "Orange clad workers removing snow from steps on a cold winter 's day." and the positive "Workers making dangerous icy steps not so dangerous."


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Question: A man playing fetch with his dog on a beach.

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A brown dog chases something a man behind him threw on the beach.

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A grandfather playing with his family on a playground.


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Question: A white dog plays in the grass.

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The white dog walks along the dead grass with its tongue out.


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Question: A group of four guys wearing tutu

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A group of Asian kids wearing green smocks running.


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Question: A man in a red jacket and goggles is skiing in a flurry of snow.

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A snowboarder wearing orange is going down a mountain.

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------
E.g.:
A girl is working with her trainer on a gymnastic bar. == A little girl training for gymnastics in a gym.

A girl in a green sweater is walking in a snow flurry.


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Question: A farmer and three children work on a farm.

Three boys and there father working in a yard.

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Question: A black and white dog is chewing on a camera.

Black and white dog chewing on a canon camera setting in the grass the camera is black and white.

A black and gray dog is playing with a blue ball outside.


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

Given Women are seated at a picnic table eating, while a man in a white t-shirt and a yellow and orange balloon design on his head stands in the background., a positive would be A gray-haired person with glasses enjoys a sandwich. & a negative would be A woman with a blue shirt and blue shorts has her hand on a white taxi, as a boy in a green and white shirt walks beside her.

Question: A person in a green shirt jumping on a lawn near several other crowds of people.

A young boy in a green shirt is jumping.

A girl with a ponytail is jumping in the air next to a large body of water and some rocks.


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Question: A small brown dog plays with a ball on the beach.

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A dog in a green collar fetches a stick from the dead leaves.


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Question: Two girls decorating a christmas tree.

Two young girls stand beside a tree decorating it with Christmas ornaments.

Little boy in a orange shirt holding a broom with a christmas tree in the background.


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Question: A woman hanging a star on a Christmas tree.

A woman placing a star ornament on a Christmas tree.

A family poses in front of the fireplace and Christmas tree.


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Question: Two girls don tinsel at a Christmas party.

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Two young girls are wrapped in Christmas tinsel.

A singer in a red suit performs at an event.


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Question: small boy with blue eyes wearing a white and red, orange and yellow bib

A brunette baby wearing a red and gray striped shirt, jeans, and a bib with fruit characters on it is sitting on a decorative blanket.

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a young man wearing a gray and black shirt and a white headband


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Question: Older Indian woman uses a loom while smoking a pipe.

An older woman from Asia is making a rug.

A female standing in a doorway, smoking a cigarette.


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Question: Two men are riding on a wooden vehicle pulled by two donkeys : one black and one gray.

Two men ride on a rural road in a flatbed vehicle pulled by two horses.

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A man in a light blue cap is riding on a cart behind an animal who is pulling the cart.


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Question: Two men with excited looks on their faces leap inside of a fenced in area.

Two boys inside a fence jump in the air while holding a basketball.

Children are jumping up and down inside a caged trampoline beside a building.


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Question: A little boy shoveling snow.

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A little kid with a red and gray coat holding a shovel in the snow.

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Question: A woman walking her dog along a street of residences.

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Examples:

"A woman wearing a pink dress, holding a black purse, and hoisting an umbrella over her head on a post or a beam." == "Women in pink dress with white polka dots standing on stone base shoo-shes those in view."

Woman in a jacket, walking a small white dog.

A man walking on the sidewalk past storefronts.


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Question: A father and his two young children watch seagulls on the beach.

Two children on surfboards wave to each other.


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Question: Women with red-hair and white and black shirt with an O face.

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A redheaded woman is dressed in a brown and white outfit with a matching headband and heavy makeup while looking startled in front of a brick wall.


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Question: Kid in red sweatshirt ice skating

A child in a red hoodie and black pants ice skating in a rink.

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Boy in red shirt and black shorts sweeps driveway.


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Question: Skier jumping off the edge of a snowy cliff.

A skier is jumping off a steep hillside covered with snow.

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A climber with a backpack accends a snow covered mountain.


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Question: A mountain biker wearing a colorful helmet rides downhill.

A man is riding a mountain bike through woodland.

A couple, wearing helmets and backpacks, ride their bikes down a brick road.


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Question: A man in all black clothing on stage reading something from a piece of paper into the microphone to the audience.

A man wearing glasses is reading something from a paper he is holding.

A old man talking into a mike held by another old man.


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Question: There is a large gathering of people in costumes outside on the street.

People are dressed in Victorian outfits in a crowded outdoor area.

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There is a small gathering of people on the grass in front of a beach.


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Question: A fairly large group of people are at a waterfront of some kind like a river with lots of rocks around them, bathing and gathering up some water.

Kids, toddlers and women taking a bath and washing clothes, probably near a riverbed and one girl is carrying a container of water.

A little girl sitting in a small body of water, with sand and beach toys surrounding her.


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Question: People are holding a vigil.

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A large group of people stand together in the dark.

A group of people gather on the street for a celebration.


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Question: A bespectacled man speaks into a microphone under red, neon lighting.

A man stands in front of a microphone wearing glasses and looking at a piece of paper.

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A woman in a peach dress with red wristbands is singing into a microphone on a stage.


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

------

E.g. 'A woman sings and plays guitar while young adults mill around in the background.' == 'A singer is performing before a small crowd outside.' != 'A man plays a drum, among a group of people are gathered in a nightclub.'

Question: Three clowns in bright, multicolored costumes.

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Two adults and two children dressed in skeleton costumes.


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Question: The girl on the sidewalk is using a hula hoop.

A little girl on the sidewalk close to the road is playing with three hula hoops

A boy in black clothes is doing a cartwheel on the beach.


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Question: Three children are with two animals in the water.

Three children are in water with two bulls.

An adult women and a little girl sit by water in the woods.


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Question: A man is sitting on top of another man 's shoulders, in a crowd, taking a picture.

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A man wearing a black beret, black coat, and black gloves takes a picture in the middle of a crowd

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A man is sitting on the grass holding a baby in front of him.


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Question: People in white standing on sports field while crowd watches from stands

Three ball players in uniform stretch on a striped green surface in front of a large crowd and signage.

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Fewshot example: "A man sitting in a racing car with black sunglasses and a look that reads " I 'm ready to win. "" == "A man wearing sunglasses is sitting in a small vehicle."

A yellow and white car driving on a track next to each other while spectators and cars can be seen in the background.


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Question: A lady with a child is looking at a scene.

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Asian mother and child are looking at the aquarium tank.

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A man and a woman looking at the camera.


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Question: man holding black paper with white illustration

The man in the blue smock and beret holds up a brass rubbing.

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Closeup of a hand holding a pencil above a page of sheet music.


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Question: Black bird flying with a leafy branch in its mouth.

A black bird flies while carrying a small tree branch in its beak.

A dog in grass with a blue item in his mouth.


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Question: A team of hockey players, with one player taking a shot.

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There is an ice hockey game in progress.

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Two men on a playing field, one of them holding a football.


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Question: A cheerleader in a red uniform poses in a parade.

A woman in red and white standing in the middle of the street.

A football player in a red shirt holds a ball in a game watch by spectators.


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Question: A kid skateboards down a set of railings on a snowy day.

boy skateboarding down a stair railing in winter

A BMX bike rider tears down a curve on the path.


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Question: A man skiing down a hill.

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Question: A person wearing pink pants and a white jacket is snowboarding.

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A woman in white jacket snowboarding at a park.

A woman in an orange jacket and orange glasses is jogging.


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Question: People are sitting on a train or subway.

There are people standing on a sidewalk.


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Question: A young asian boy, standing in the city bus while holding on to the overhead handrail

A kid in a blue jacket and striped shirt rides the bus.

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 boat with a hotel name on side and with several people on board navigates through the water.

A group of people are on a boat in a marina.

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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 black and brown dog is running with a tennis ball in its mouth.

A brown and white dog runs with a tennis ball in its mouth.

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A white dog is leaping in the air with a green object in its mouth.


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Question: A waiter taking orders for customers.

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A chef in a blue hat bends over in front of people while they are eating.


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Question: A young boy with a blue umbrella waits outside a shop.

A little boy in a green shirt holds a blue umbrella in front of a doorway framed by orange signs with Asian writing on them.

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A young boy wearing a dark blue hat sleeps on a bench at a terminal.


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Question: Two women embrace, one in a brown shirt and one in a purple shirt, as other people look on.

A young girl in a short-sleeve brown shirt with a name tag on it, has her arm around another young girl in a quarter length brown shirt and jeans.

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A woman, in a black shirt, and a man, in a gray shirt, hanging out in a kitchen.


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Question: An older lady teacher talking to young students who are in uniform in front of the classroom building.

A young group of children in uniforms talk to an elderly woman with a bag.

Class full of African students sitting in blue desks with teacher in the front of the classroom.


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Question: Two people at the top of a mountain.

Two people stand at the peak of a mountain.

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Question: Children standing on an interesting log.

Three kids in a forest standing on a tree log.


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Question: A man sitting in front of his computer looking at his email.

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A man wearing glasses and a white shirt checks his email account.

A young Asian man is looking at his cellphone.


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Question: A goalie braces himself for the ball that 's coming his way.

Several hockey players are at the end zone as the goalie misses the puck which slid into the net.


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Question: A snow skier in a red top and black pants moving down a hill.

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A skier outfitted in red on a snow-covered mountain.

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------

Examples:

"Elderly person blowing bubbles outside." == "Man in gray and blue coat blows bubbles."

Snowboarder wearing an orange jacket and carrying a sky-blue bag snowboards toward a previously traveled trail.


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Question: A skier in a bright green jacket sliding downhill.

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A person bicycling through deep snow.

A woman in white jacket snowboarding at a park.


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Question: A young boy playing basketball.

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The boy dribbles the ball in the playground.

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Question: A guy on a skateboard, jumping off some steps.

a skateboarder in a green shirt is taking a jump of a step in front of a pink building.

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A child in a red jacket jumping off of a rock into sand.


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Question: a snowboarder in red rides down the slope.

A person wearing a red coat snowboards down a snowy hill.

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Question: A woman in a lavish orange dress dances with a man in all black clothing.

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A woman in an orange dress is dancing with a man in a black suit.

A young woman wearing a glittery black costume glides across the ice.


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Question: A man is playing with two dogs in his yard.

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The man holds up something in his hand to get the dogs to jump.

Two young women are playing with a duck in the snow.


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Question: Crowds cheer on cyclists as they complete a race to the finish.

Bicycle road racers passing a group of cheering spectators.


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Question: Brown hair little girl dressed in a green and white shirt and blue jeans plays with balls.

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A child with a green shirt is holding a red ball against its mouth.

White small child wearing a brown and gray striped hoodie plays at park.


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Question: A couple, wearing bright shirts, converse in a quiet corner of a room.

A couple enjoying a glass of white wine.

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Two men converse with each other in a furnished room.


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Question: A man with a white headband playing drums.

A drummer is sitting behind a drum kit near to someone playing a guitar.

represent
A man in a red cap with a nose ring.


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Question: Four men are playing in a basketball game.

A basketball player in orange has the ball while three others in blue and white defend.

Two guys are playing baseball in a parking lot.


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Question: four people are in silhouette whilst watching the sunset.

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Four human figures are backlit by a sunset.

A man and woman holding hands are jumping into the water.


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Question: a girl plays soccer while a younger boy looks on.

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two children play soccer next to a red cone.

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a female looking out the window as a male looks in.


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Question: A person with a tattooed arm holds a frying pan over a mixing bowl.

A man with a tattoo on his left arm flips his food into the air with his frying pan.

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A man in a white shirt with hot pads on is holding a tray with a variety of breads with a wooden fence behind him.


Question:
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Young children are playing on a field.

Small children in uniforms standing in the grass.

The three children are playing on the rails.


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Question: Blond children are dressed to play soccer.

Three young children are playing soccer.

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Question: A surfer catches a wave as a man on a jet ski looks on in case of an accident.

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A surfer in a red shirt is under a large wave.

A young boy gives a thumbs up as he is pulled up on a wakeboard in a river.


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Question: A shaggy black and white dog is running on the grass.

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The black and white dog is running on a green yard.

A tan and white dog is walking on a beam.


Question:
represent this image caption to find another similar image caption
------
Examples:
Provided: A tanned man with dark glasses on, punk style hair and tattoos on arms and chest. Match: An older man with his nipples peirced stands shirtless. Hard Negative: A man in a red t-shirt, gray hair stand with a black backpack over his shoulder.

Question: Two adults - a male and a female - are standing on scooters in a field of yellow flowers.

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Two people on scooters in a field of flowers.

A large brown dog and a small brown dog are standing near each other beside a body of water.


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Question: A young boy on the beach by ropes.

A child is climbing over a chain leading to open water.

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Question: A lot of people are gathered around a mosque-like building.

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A group of people are standing around a big bonfire.


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Question: Executive man on a suit waiting.

Man wearing a suit with green tie standing.

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Question: Man in red and white top hat walks past dilapidated sign for disco club.

A man in a wig and red and white hat walks past a disco club.

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A person wearing a hooded jacket and blue jeans stands facing a shop with the sign " Feelings " on it.


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Question: Several children wearing red sweaters are riding tricycles in the park.

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The brightly colored rider is riding down a countryside hill on a scooter.

A group of men are wearing hats while riding a horse in front of spectators.


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Question: A group of bike riders are riding on the street.

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Many people are in the bicycle racing, including one man in a three-wheeled bike.

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A man on a bike is walking a dog along a boardwalk.


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Question: A group of men and woman are singing together.

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------

For instance, <<A woman wearing headphones is performing aerobic exercise in a home setting on a piece of exercise equipment, with other exercise equipment visible in the background.>>  to "A woman runs on a treadmill while listening to music."

A chorus is standing in front of an American flag in sailor hats singing.

A group of men and women are praying outside.


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Question: A girl wearing a hat near a Domino 's Pizza sign.

A girl with a purple beanie sits and waits at Domino 's Pizza.

A crowd hangs out in front of a pink " finish " sine.


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Question: Young men are working in the woods.

Five men in hats and blue jeans working in the woods.

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Two men looking to be construction workers work in the sand.


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Question: A boy runs on colorful lines.

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Two people watch a dog run along a blue cloth with numbers on it.


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Question: A woman is asleep on a chair on a bus.

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Question: A young adult male wearing a black t-shirt and blue jeans, performing a skateboard trick in a urban residential setting.

A teenager is attempting a skateboarding trick in an urban area.

A black male in a green t-shirt and blue jeans, playing violin while seated in a green chair.


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Question: A toddler wearing safety glasses and ear protectors.

A little boy with a blue goggles and headset is wearing a black shirt with a number on it and a gray shorts.

A girl, wearing safety goggles and blue rubber gloves, is using test tubes.


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Question: A baby in silver pot sitting on stove top.

A baby in a red shirt sits in a large pot on a stove.


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Question: A girl wearing a red jacket playing outside.

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Example:
Provided: "A man wearing a fanny pack and a woman are walking down a crowded street." Match: "Large amount of people walking along a busy urban street."

A child wearing a coat among some trees and funny designs.

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A young boy wearing a black and orange jacket playing in the snow.


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Question: A young woman with a knit cap stands against the wall of a Domino 's Pizza.

A girl with a beanie stands in front of a window that reflects a Domino 's Pizza sign.


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Question: A young child is sleeping on a chair.

A child in a brown, patterned jacket lays on a couch with a blue blanket

Two cats and an infant are sleeping on a bed.


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Question: A snowboarder is making a jump over a hillside with deep powder located in the woods.

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A scene of snow and water.

Several skiers stand in the distance surrounded by snow.


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Question: People walk along a sidewalk by a brick building.

A line of people walking down the street.

A man walks down the street in front of a white van.


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Question: A biker dressed in white rides through the forest.

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a person on a motorbike, riding through the woods

A man in white guides his daughter through a stream in the forest.


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Question: A blond woman wearing a red shirt is singing into a microphone with a man wearing a black shirt and red tie.

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To give you a sense - "Two oriental women who are both wearing skirts and crossing the street." should be close to "Two Asian women crossing the street, one in salmon and the other in orange."

A woman in a pink sweater is smiling at the microphone.

A rock band playing on stage with the lead guitarist wearing white striped pants and the lead singer in a black shirt and jeans with the bass player in the background.


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Question: Young male in a black t-shirt and jeans grinding on a skateboard along a low graffitied wall.

A skater performs a stunt off a cement wall covered in graffiti.

A girl in a pink tank top is sliding on a ledge on a skateboard.


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Question: People are doing rally in the building.

People meeting in a Utah building with nice artwork.

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There are many people collected in a field.


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Question: A group of people and a brown dog looking at the snow.

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A winter scene with many things going on.

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Two men in a group of people looking down at something.


Question:
represent for finding similar similar short image descriptions
E.g. given 'A small child rides a bicycle on the side of a road.' it should be close to 'A little girl riding a two wheeler, wearing her helmet close to the street with passing cars.' but not to 'A man with a dark t-shirt walks his small white dog on the side of a road.'.

Question: A dirt bike rider jumps into the air and does a trick.

A motorcycle daredevil making a high jump.

An action shot of a kid in green performing a skateboard trick off some steps.


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Question: The dog is lying on the cobblestone street.

A brown god relaxes on a brick sidewalk.

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A dog is crouching on the grass near a hurdle.


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Question: Large group gathers around at a clean air conference with cameramen located in the middle.

Protesters assemble to promote the clean air act.

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Woman in black dress speaking to attendees sitting randomly in a room.


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Question: A sculpture made out of paper on the left with people in the background.

Horrific artwork displayed at the local hipster bar.

A lady standing on the sidewalk with images on the wall.


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Question: Two young girls wearing swim goggles are sitting on a bed.

2 young childern in bathing suits and goggles, wearing swimsuits and sand toys playing on a bed.

A boy wearing swimming goggles cups his hands while in a pool.


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Question: Asian boy puts his head inside a large bubble.

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a young boy sticking his head inside a huge bubble

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Two woman are holding a large blue tank.


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Question: Four people in a band are performing.

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Four musicians perform their act in the spotlight.


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Question: People are gathering around a table of food and outside a taxi wisks by.

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A group of people are sitting around a stage and a bonfire.


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Question: A boy in striped swim shorts is jumping in the air over a water play area.

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One teenager taking a risk by diving on his side.

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A girl with a ponytail is jumping in the air next to a large body of water and some rocks.


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Question: Two boys are playing in the water near an old building and a boat.

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A couple of children playing in the shallow water with an upraised house nearby.

Two little girls play around an old abandoned building.


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Question: Two men playing instruments.

Two Latinos playing instruments ; one on the violin and the other on harp.


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Question: A man in a button up shirt sings into a microphone.

A white male, wearing a khaki shirt, singing passionately at a concert.

A blond woman dressed in black is singing into a microphone.


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Question: A group of people perform using a fake snake.

A woman is holding a toy snake, she is on stage with a guy speaking through a microphone, and a man in clown makeup holding a guitar.

A male with a hat is performing with a microphone.


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Question: Two people sit on a dock near the water.

Two people sit on a dock next to each other watching the sunset.

A man sits on a hill overlooking the ocean.


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Question: A tan-skinned man sitting in a chair with a bag under his arm, talking on a white phone.

A man sitting in the corner talking on his cellphone.

A guy in a white shirt with glasses standing by a tree holding something in his hand.


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Question: Several people are gathered to buy things from a small market.

represent for finding similar similar short image descriptions
Examples:

"An Indian man stands among a group of Indian people writing on a clipboard." == "A man is writing something and standing with a group of young people outside."

a group of many people who seem to be selling or eating food under a tent.

A young village girl is making a funny face while buying goods at a market.


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Question: A man wearing sunglasses is playing a guitar and singing into a microphone.

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A musician playing a guitar and harmonica singing a song with " Whatever it Takes " written on his guitar.

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A woman, wearing a dress, while sitting down playing a musical instrument and singing into a microphone.


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Question: A large amount of people using sleeping bags to sleep in front of a building.

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Question: Four people on a sidewalk doing different things in front of a tent.

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A man wearing a black jacket and jeans setting up a stage.

A man and a woman standing on a sidewalk in between buildings.


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Question: A snowboarder hangs upside down from his board during a maneuver in front of a crowd of people.

A snowboarder doing a handstand on a ramp.

represent this caption to find a short caption that could stem from the same image
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To give you a sense - "A middle-aged Caucasian man is driving a postal van." should be close to "A mailman delivering the days mail."

A male skateboarder skates off the steps to make a trick move for the camera.


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Question: A man taking a picture of a woman and young boy.

Tourists taking a picture in front of a building.

A girl taking a picture with her cellphone of a large group of people.


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Question: A group of men in white shirts and dark shorts are running on an athletic field.

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A group of people in matching uniforms jogging around a track.

Two women both dressed in white tops and dark-colored shorts are standing in front of some motorcycles on a city street


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Question: Three ladies are standing in a room that looks like a work lounge.

Several people are gathered in a room with a bulletin board and small television.

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


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Question: A scientist with a checkered shirt on is looking into a microscope to learn more about the world.

A man studies something beneath a microscope.

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A man with a goatee, glasses, hate with wings is examining what looks to be some kind of sound equipment.


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Question: A crowd of people watching a snowboarder do tricks.

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Spectators watch as a snowboarder does a trick.

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A kid doing a skateboard trick while in the air.


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Question: Children participating in a foot race.

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A group of young Asian men walking in a marathon.

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One woman participating in a track and field event.


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Question: Students are laughing with teacher.

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One student argues with another over an assignment.

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Question: A child in a red and black striped shirt plays with a yellow ball on a wooden deck.

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


Question: Represent the next text

Question: Two women in hats are standing in front of onlookers, one is playing a violin and the other is playing an accordion.

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The two street performers in costumes play the violin and another instrument.

A man in a black cap and blue coat is playing the accordion while sitting down.


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Question: A group of people watch a man in a white shirt speak.

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A man in a red jacket watching another man jump.


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Question: A man is speaking in front of an audience.

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A couple is performing in front of an audience.


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Question: A barechested man surfs on a white surfboard.


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Question: Standing and sitting evenly with a line of trees, two female figures face the direction of a water body.

One girl is standing with her back towards us, with another girl sitting down next to her, both looking out toward the water.

There are two adults walking side by side, with a town in the distance.


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Question: A heavier man wearing a blue shirt and black pants walks down the sidewalk of a shopping center.

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

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A woman wearing black boots and a skirt walks down the sidewalk.


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Question: A bull charges out of the gates at a rodeo.

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The bull is running with a yellow fence behind him.

A bucking horse is throwing a man off his back at a rodeo.


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Question: A speedboat rips through the water.

A large boat filled with people navigate through a still lake.


Question:
represent for finding similar similar short image descriptions
E.g. "The young child is yelling into the microphone, while other children watch." == "Little kid is taking a bit of something from a puppet." != "An older man is playing multiple instruments while others look on."

Question: A large white bird flying over water.


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Question: The little girl in blue jeans is running on the grass.

Person in dark slacks and top walking towards wooded area.

A little black dog is running on the snow.


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Question: A tan dog standing on the snow looking into the woods.

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A brown dog walking on a snowy surface near snow covered trees.

A gray dog beside a black and white dog running in green grass.


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Question: A man in purple plays a guitar for money.

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A man with a red hat is playing the drums.


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Question: The teacher is helping her student complete some work.

A woman is sitting at a table in a classroom, with a girl.

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A class of students all doing different actions.


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Question: A girl with a camera stands before a body of water.

A young oriental woman wearing jeans, a blue jacket and white shirt is standing at a beach holding a camera or cellphone while shielding the sun from her eyes with one hand.

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A man sitting on a wall and looking at a body of water.


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Question: Someone climbs an indoor climbing wall.

A man in a green shirt is climbing an obstacle course.

A crowd is watching a dog climb up a staircase.


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Question: Two men wearing wrestling gear with their heads pressed together.

Two female fighters, one wearing blue and gold and one wearing red are fighting each other in a ring.


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Question: Children play in the sand at the beach.

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Three children are looking at an object that is floating in the water on the beach.

represent for finding similar similar short image descriptions.
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Examples:
Provided: "Two bikers riding towards you with the sun setting or rising in the background." Match: "2 people one wearing a blue shirt the other orange taking a bike ride in the country with a beautiful orange sunset behind them."


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

Question: Before a couple orders their food in a restaurant, they decide to clown around for the other couple sitting with them.

A old woman and man posing for a picture.

A group of individuals at a bar wait at the counter for a bartender to take their order.


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Question: A man in blue jumps his dirt bike in a misty forest.

A person with a helmet is jumping a bike over something in a wooded area.

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A man in red plaid rides his bike in a park.


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Question: A musician is playing a cello in an orchestra.

A man is passionately playing the cello in within a larger orchestra.

A person is playing a trombone in a brass band playing outside.


Question:
Represent the natural language.
Weaver stringing yarn making something.

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An Asian lady weaves beautiful fabrics together outside her storefront selling her pre-made pieces.


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Question: A man in a brown jacket walking alone up a flight of stairs.

An older gentlemen walks up a concrete flight of stairs.

A man in a white shirt walking down the sidewalk.


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Question: A truck on a mound of dirt is backed up to a lake.

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a truck is backed up to water with two men on the back.

A man in an orange vest trying to pull a vehicle which is attached to another vehicle out of a rocky area.


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Question: A man rides a bike through a course.

A child rides a bike towards other children on a street.


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Question: Three kids hugging wearing blue shirts with nice boy smiles.

three young boys dressed in blue are posing for a picture.

A smiling woman embracing a young girl in a jacket with an apple print.


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Question: Older black-haired woman leaning on the edge of a brick wall with hanging laundry behind her.

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In front of a clothesline where sheets and carpets are drying, a woman looks out over a concrete-block railing.

Young Asian girl in white shirt and jeans sitting on a dock near a cargo ship.


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Question: A bunch of people playing soccer.

A shot-on-goal action photo of soccer players in red and black uniforms.


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Question: A family of nine sits crowded on a white couch and smiling.

represent for finding similar similar short image descriptions

Nine people gather on and around a living room couch for a photo opportunity.

Four children and a woman in red pants sit on a rickety wooden porch.


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Question: A black poodle with a rope toy in its mouth.

A black standard poodle is playing with a red and white toy outside.

A swimming dog with a small branch in its mouth.


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Question: A lot of people in suits attend a convention

A large group of people attending an event with vendors and food.

Represent the input:
Many people watching a performance


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Question: A black dog running away from a wooden fence with snow on the ground.

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A black dog in a yard with a green object in its mouth.


Question:
represent for finding similar similar short image descriptions

Examples:
'Man brewing and drinking coffee.' == 'A man wearing green with long hair is mixing his drink with a spoon.' != 'Two men and a woman drinking beers together.'

Question: A teenage boy wearing a white t-shirt with a black design is playing an electronic keyboard.

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A man wearing a hat and glasses is playing an electric guitar.


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Question: Three small boys working on a piece of furniture on a deck.

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Three children playing with metal furniture.

Three men, two with shirts, one without working on the roof of a house.


Question:
represent this image caption to find another similar image caption.
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The provided query could be 'A man running away from a charging bull.' and the positive 'A guy is running away from a black bull.' and the negative 'A group of men watching as another man rides a bull in a rodeo.'

Question: A woman is riding a bike while wearing a helmet.

An African-American woman rides a bike down the road.

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A man riding a bike is chatting to a man wearing a blue uniform.


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Question: People in warm coats peruse produce at a tented outdoor market.

Vendors sell fruits and vegetables in an open-air market.

A vendor sells plants at an outdoor market.


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Question: A man walks past a storefront that has a name in French.

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A man is walking along a sidewalk outside a store.

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A woman on a street walks in front of a window covered with newspapers.