A woman is writing something on a post-it note which is hanging on a bulletin board with a lot of other post-it notes.

A woman is writing something on a post-it note which is hanging on a bulletin board with a lot of other post-it notes

A man in a green jersey and rollerskates stumbles as a man in a black jersey appears to collide with him.

A man in a green jersey and rollerskates stumbles as a man in a black jersey appears to collide with him

A taxi SUV drives past an urban construction site, as a man walks down the street in the other direction.

A taxi SUV races to pick up some clients while a man walks peacefully in the other direction.

A taxi SUV drives past an urban construction site, as a man walks down the street in the other direction

A taxi SUV races to pick up some clients while a man walks peacefully in the other direction

A white chihuahua mix with long curly hair is jumping to catch a red and green toy bone.

A white chihuahua mix with long curly hair is jumping to catch a red and green toy bone

Man in a black suit, white shirt and black bowtie playing an instrument with the rest of his symphony surrounding him.

Man in a black suit, white shirt and black bowtie playing an instrument with the rest of his symphony surrounding him

A man selling donuts to a customer during a world exhibition event held in the city of Angeles

A man selling donuts to a customer during a world exhibition event held in the city of Angeles.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have jumped into the lake.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have jumped into the lake

Two young children in blue jerseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.

Two young children in blue jerseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink

A shirtless man is singing into a microphone while a woman next to him plays an accordion.

A shirtless man is singing into a microphone while a woman next to him plays an accordion

A man is chasing an SUV that is going in the same direction as him.

A man is chasing an SUV that is going in the same direction as him

Families waiting in line at an amusement park for their turn to ride.

Families waiting in line at an amusement park for their turn to ride

A woman is doing a cartwheel while wearing a bikini in the sand next to the beach.

A woman is doing a cartwheel while wearing a bikini in the sand next to the beach

A man selling donuts to a customer during a world exhibition event while people wait in line behind him.

A man selling donuts to a customer during a world exhibition event while people wait in line behind him

Women and children sitting outside in the shade while a group of younger children sitting inside in the shade.

Women and children sitting outside in the shade while a group of younger children sitting inside in the shade

Under a blue sky with white clouds, a child reaches up to touch the propeller of a plane standing parked on a field of grass.

Under a blue sky with white clouds, a child reaches up to touch the propeller of a plane standing parked on a field of grass

At an outdoor event in an Asian-themed area, a crowd congregates as one person in a yellow Chinese dragon costume confronts the camera.

At an outdoor event in an Asian-themed area, a crowd congregates as one person in a yellow Chinese dragon costume confronts the camera

A man in a white t-shirt takes a picture in the middle of the street with two public buses in the background.

A man in a white t-shirt takes a picture in the middle of the street with two public buses in the background

A group of onlookers glance at a person doing a strange trick on her head.

A group of onlookers glance at a person doing a strange trick on her head

People wearing red shirts are standing in a large pool of water as it splashes over and around them.

People wearing red shirts are standing in a large pool of water as it splashes over and around them

Two young boys of opposing teams play football, while wearing full protection uniforms and helmets.

Two young boys of opposing teams play football, while wearing full protection uniforms and helmets

A pregnant lady singing on stage while holding a flag behind her.

A pregnant lady singing on stage while holding a flag behind her

A senior is waiting at the window of a restaurant that serves sandwiches.

A senior is waiting at the window of a restaurant that serves sandwiches

The middle eastern woman wearing the pink headscarf is walking beside a woman in a purple headscarf.

The middle eastern woman wearing the pink headscarf is walking beside a woman in a purple headscarf

A older gentleman finds it humorous that he is getting his picture taken while doing his laundry.

A older gentleman finds it humorous that he is getting his picture taken while doing his laundry

A man in a blue shirt standing in front of a garage-like structure painted with geometric designs.

A man in a blue shirt standing in front of a garage-like structure painted with geometric designs

The sisters are hugging goodbye while holding to go packages after just eating lunch.

The sisters are hugging goodbye while holding to go packages after just eating lunch

The man in the black shirt trades Pokemon cards with his girlfriend.

The man in the black shirt trades Pokemon cards with his girlfriend

Man in a black suit, white shirt and black bowtie playing an insturment with the rest of his symphony surrounding him.

The middle aestern woman wearing the pink headscarf is walking beside a woman in a purple headscarf.

A senoir is waiting at the window of a restaurant that serves sandwiches.

Man in a black suit, white shirt and black bowtie playing an intsrument with the rest of his symphony surrounding him.

An Indain woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have jumped into the lake.

At an outdoor veent in an Asian-themed area, a crowd congregates as one person in a yellow Chinese dragon costume confronts the camera.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have jumped inot the lake.

A man in a green jersey and rollerskates stumbles as a man in a black jersey appears to collied with him.

Women and children sitting outside in the shade while a gropu of younger children sitting inside in the shade.

A shirtless man is singing into a mircophone while a woman next to him plays an accordion.

A pregnant lady singing on stage while hodling a flag behind her.

A taxi SUV drives past an urban construction site, as a man walks down the srteet in the other direction.

A man is chasing an SUV tha tis going in the same direction as him.

People wearing red shirts are standing in a large pool of water as it splashes over and aroundt hem.

Two young boys of opposing teams play football, while wearing full protectino uniforms and helmets.

People wearing red shirts are stnading in a large pool of water as it splashes over and around them.

A man in a green jersey and rollerskates stumbles a sa man in a black jersey appears to collide with him.

A man in a blue shirt standing in front of a gaarge-like structure painted with geometric designs.

A white chihuahua mixw ith long curly hair is jumping to catch a red and green toy bone.

A taxi SUV drives past an urban construction site,a s a man walks down the street in the other direction.

A taxi SUV racse to pick up some clients while a man walks peacefully in the other direction.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appear sto have jumped into the lake.

Women and children sitting outside in the shade while a grou pof younger children sitting inside in the shade.

A man in a green jersey and rollerskates stumbles as a man in a blackj ersey appears to collide with him.

A woman is writing something on a post-it note which is hanging on a bulleitn board with a lot of other post-it notes.

The middle eastern woman wearing the pink headscarf is awlking beside a woman in a purple headscarf.

A shirtless man is singing into a microphone while a woman enxt to him plays an accordion.

The middle eastern woman wearing the pink headscarf is walking beside a woamn in a purple headscarf.

Two young boys of opposing teams play football, while wearingf ull protection uniforms and helmets.

A older gentleman finds it humoroust hat he is getting his picture taken while doing his laundry.

A man in a blue shirt standing in front of a garage-like structure painted with geometri cdesigns.

A group of onlookers glance ta a person doing a strange trick on her head.

A woman is doin ga cartwheel while wearing a bikini in the sand next to the beach.

A senior is waiting at the window of a restaurant that serves asndwiches.

Under a blue sky with white clouds, a child reaches up to touc hthe propeller of a plane standing parked on a field of grass.

At an outdoor event in an Asian-themed area, a crowd congregates as one person in a ylelow Chinese dragon costume confronts the camera.

A man selling dnouts to a customer during a world exhibition event held in the city of Angeles

A man selling donuts to a customer during a world exhibitione vent while people wait in line behind him.

Two young children in bluej erseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.

A older gentleman finds it humorous that he is getting his picture taken while doing his alundry.

 Ashirtless man is singing into a microphone while a woman next to him plays an accordion.

The man in the black shirtt rades Pokemon cards with his girlfriend.

A mna in a white t-shirt takes a picture in the middle of the street with two public buses in the background.

Man in a blakc suit, white shirt and black bowtie playing an instrument with the rest of his symphony surrounding him.

A group of onlookers glance at a persond oing a strange trick on her head.

A man in a white t-shirt takes a picture in the middle of the tsreet with two public buses in the background.

Two young boys of poposing teams play football, while wearing full protection uniforms and helmets.

Under a blue sky with white clouds, a child reaches up to touch the propeller of a plane standin gparked on a field of grass.

A group of onlookers glance at a person doing  astrange trick on her head.

Famiiles waiting in line at an amusement park for their turn to ride.

Under a blue sky with white clouds, a child reaches upt o touch the propeller of a plane standing parked on a field of grass.

A pregnant lady singing on staeg while holding a flag behind her.

People wearing red shirts are standing in al arge pool of water as it splashes over and around them.

A man in a white t-shirt takes a picture in the middle of the street with two public buses in the backgroudn.

The sisters are hugging goodbye while holidng to go packages after just eating lunch.

A pregnantl ady singing on stage while holding a flag behind her.

A man selling donuts to a customer during a wordl exhibition event held in the city of Angeles

A woman is writing something on a post-it note which is hanging on a bulletin board with a lto of other post-it notes.

Two young children ni blue jerseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.

A man selling donuts to a customer during a world exhibition event held in the city fo Angeles

A woman is writing something on a post-it note which is hanging on a bulletin board with a olt of other post-it notes.

At an outdoor event in an Asian-themed area, a crwod congregates as one person in a yellow Chinese dragon costume confronts the camera.

A older gentleman finds it humorous taht he is getting his picture taken while doing his laundry.

Familise waiting in line at an amusement park for their turn to ride.

A senior is waiting at the windowo f a restaurant that serves sandwiches.

A man in a blue shirt standing in front of a garage-lik estructure painted with geometric designs.

Women and children sitting outside in the shade while a group of younger children sitting inisde in the shade.

Two young children in blue jersesy, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.

A taxi SUV drives past an urban construction site, as a man awlks down the street in the other direction.

Families waiting in line at an amusement park for theirt urn to ride.

A woamn is doing a cartwheel while wearing a bikini in the sand next to the beach.

A taxi SUV drives past an urban construction site, as  aman walks down the street in the othe rdirection.

A man is chasing an SUV that is going in the smae directoin as him.

An Indian woman is washing and cleaning dirty laundry at a lake and in the backgronud is a kid who appears to haev jumped into the lake.

A older gentleman finds it humorous that he is getting his picture take nwhile doing his alundry.

A man in a white t-shirt takes a picture in the middle of the street with two pbulic buses in the bcakground.

People wearing re dshirts are standing in a large pool of water as it splashes oevr and around them.

Two young boys of opposing teams play football, whilew earing ful lprotection uniforms and helmets.

A man in a white t-shirt takesa  picture in the middle of the streetw ith two public buses in the background.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have ujmpedi nto the lake.

People wearing red shirts are standing in al arge pool of water as it splashes over and aroudn them.

Families waiting in lin eata n amusement park for their turn to ride.

A pregnant lady singing on stage while holding a flgab ehind her.

A group of onlookers glance at a person doign a strange tirck on her head.

Two young children in blue jerseys, one with the number 9 an done with the number 2 are standingo n wooden steps in a bathroom and washing their hands in a sink.

A white chihuahua mix with long curly hair is jumpin gto catch a red and greent oy bone.

 Awoman is writing something on a post-it note which is hanging on a ublletin board with a lot of other post-it notes.

A man selling donuts to a customer durign a world xehibition event held in the city of Angeles

A man sleling donuts to a customer during a world exhibiiton event while people wait in line behind him.

Women and children istting outside in the shade while a rgoup of younger children sitting inside in the shade.

Families waiting in line a tan amusementp ark for their turn to ride.

The sisters are huggingg oodbye while holding to go packages after just eating lnuch.

A pregnant layd singing on stage while holding a flag behidn her.

A shirtless man is singing into a microphone while a womann ext to himp lays an accordion.

Two youn gboys of opposing teams play football, while wearing full protectionu niforms and helmets.

At an outdoor event in an Asian-themed area, ac rowd congregates as one person in a yellow Chinese drgaon costume confronts the camera.

A man in a blue shirt standing in fornt of a garage-like srtucture painted with geometric designs.

The middle eastern woman waering the pink headscarf is walking beside a womani n a purple headscarf.

A taxi SUV drivesp ast an urban construction site, as a man walks down the street in the other directino.

A taxi SUV races to picku p some clients while a man walks peacefully in the other idrection.

A group of onlookers glanc eat a person doing as trange trick on her head.

A woman is doing a cartwheel while wearing  abikini in the sand next ot the beach.

A man in a white t-shirt takes a picture in the middle o fthe street with two public buses in hte background.

A sihrtless man is singing into a microphone while a woamn next to him plays an accordion.

Two young children in blue jerseys, one with the number 9 and one with the number 2 are standing no wooden steps in a bathroom and washing their hadns in a sink.

At an outdoor event in an Asian-themed area, a crowd congregates as one personi n ay ellow Chinese dragon costume confronts the camera.

A taxi SUV drievs past an urban construction site, as a man walks down the street ni the other direction.

Two young children in bleu jerseys, one with the number 9 and one with the number 2 are standing on woodne steps in a bathroom and washing their hands in a sink.

A mna selling donuts to a customer during a wolrd exhibition event held in the city of Angeles

Under a blue sky with white clouds, a child reaches up t otuoch the propeller of a plane standing parked on a field of grass.

A older genlteman finds it humorous tha the is getting his picture taken while doing his laundry.

Man in a black suit, white shirt and black bowtie playing an instrumen twith the rest ofh is symphony surrounding him.

A senior is waiting at teh window of a restaruant that serves sandwiches.

A pregnatn lady singnig on stage while holding a flag behind her.

An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to ahve jumped into hte lake.

A man in a green jersey and rollerskates stumbles as a man in  ablack jersey appeasr to collide with him.

A man in a blue shirt standing in front of a gaarge-like structure painted wit hgeometric designs.

 Awoma nis doing a cartwheel while wearing a bikini in the sand next to the beach.

At an outdoor event in an Asian-themed area, a crowd congregates as one person in a yellow Chinesed ragon costume conrfonts the camera.

A man ni a green jersey and rollerskates stumbles as a man in a black jersey appears to collide iwth him.

Under a blue sky with white clouds, a child reaches up to touch the propeller of a plane standing parked ona  ifeld of grass.

The middle easter nwoman wearing the pink headscarf is walking beside a womani n a purple headscarf.

A woman is doing a cartwheel whiel wearnig a bikini in the sand next to the beach.

A group of nolookers glance at a person doing a srtange trick on her head.

The middle eastern woman wearing the pink headscarf is walking besidea  wmoan in a purple headscarf.

A woman is writing something on a post-it note which is hanging ona  bulletin board with a loto f other post-it notes.

A man selling donuts to a ucstomer during a world ehxibition event held in the city of Angeles

Two yuong boys of opposing teams play football, while wearing full protection nuiforms and helmets.

A shirtless mna is singing itno a microphone while a woman next to him plays an accordion.

Women and children sitting outside in hte shade wihle a group of younger children sitting inside in the shade.

People wearing red shirts are standign in a large pool of water a sit splashes over and around them.

Man in a black suit, white shirt and black bowtie palying an insrtument with the rest of his symphony surrounding him.

A man in ag reen jersey adn rollerskates stumbles as a man in a black jersey appears to collide with him.

A woman is writing something on a post-it note which is hanigng on a bulletin obard with a lot of other post-it notes.

Under a blues ky with hwite clouds, a child reaches up to touch the propeller of a plane standing parked on a field of grass.

The man in the black shirt trades Pokem oncards with his girlfriend.

A senior is wiating at the window of a restaurant that serve ssandwiches.

A older gentleman finds it humorous that eh is getting his picturet aken while doing his laundry.

Man in a black suit, white shirt and black bowtie playing an instrument with the rest of hsi sypmhony surrounding him.

Women and children sitting outside in thes hade while  agroup of younger children sitting inside in the shade.

Families waiting in line at an amusement park ofr their turn ot ride.

A senior is waiting att he window of a restaurnat that serves sandwiches.

A man in a blue shirt standing in front of a garage-lik estructure paitned with geometric designs.

Add two typos to input by swapping two adjacent characters twice

A man is chasing an SUV that's going in the same direction as him.

A older gentleman finds it humorous that he's getting his picture taken while doing his laundry.

"A is more COMP than B" entails "B is more antonym(COMP) than A"

Eg. A is more active than B implies that B is more passive than A

"Eg. All tigers are huge -> All tigers are enormous" should not change the label

"A is COMP than B" gives no information about "A is COMP than C"

Eg. "A is better than B" gives no information about "A is better than C"

Eg. "A was a writer before they were a journalist" contradicts "A was a writer after they were a journalist"

If premise and hypothesis are the same, then premise entails the hypothesis

Charlotte and Frederick are friends. The former is a journalist.

Christine and Barbara are friends. The latter is an intermediary.

Arthur and Florence are friends. The former is an administrator.

Eg. "A and B are friends. The former is a teacher."" entails "A is a teacher." (while "B is a teacher" is neutral).

All people in the park are fighter pilots. Frank is in the park.

All people in the park are fighter pilots. Elaine is in the park.

All people in the park are fighter pilots. Carolyn is in the park.

All people in the park are broadcasters. Benjamin is in the park.

All people in the park are fighter pilots. Edith is in the park.

All people in the park are philosophers. Caroline is in the park.

All people in the park are philosophers. Florence is in the park.

All people in the park are fighter pilots. Rachel is in the park.

All people in the park are philosophers. Kathleen is in the park.

All people in the park are philosophers. Harriet is in the park.

Need prediction function to be softmax for monotonic if you specify label

Eg. 'All people are X' should entail 'He is X' and 'She is X' equally.

All people in the park are interior designers. She is in the park.

All people in the park are interior designers. He is in the park.