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49
[ "white", "white", "white", "white" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" } ]
[ "in a barn", "in a barn", "in a barn", "in a barn near" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" } ]
[ "no", "no", "No", "no" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" } ...
[ "with her mommy and 5 sisters", "her mommy and 5 other sisters", "her mommy and 5 other sisters", "her mommy and 5 other sisters" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "orange and white", "orange with white tiger stripes", "orange", "orange" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "no", "no", "No", "no" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "she painted herself", "she painted herself", "paint herself like them", "paint herself like them" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "the farmer", "the farmer's", "the old farmer's", "the farmer's" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "they started laughing", "they started laughing", "rubbed her face", "started laughing" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "a bucket of water", "dropped her into a big bucket of water", "into a big bucket of water", "a big bucket of water" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "licked her face", "licked her face", "licked her face", "licked her face" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "no", "no", "No", "no" ]
[ { "text": "Once upon a time, in a barn near a farm house, there lived a little white kitten named Cotton. Cotton lived high up in a nice warm place above the barn where all of the farmer's horses slept. But Cotton wasn't alone in her little home above the barn, oh no. She shared her hay bed with her mommy and 5...
[ { "content": "What color was Cotton?", "role": "user" }, { "content": "white", "role": "assistant" }, { "content": "Where did she live?", "role": "user" }, { "content": "in a barn", "role": "assistant" }, { "content": "Did she live alone?", "role": "user" },...
[ "Asta.", "Asta", "Asta", "Asta" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" } ]
[ "a bottle", "a bottle", "the bottle", "a bottle" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" } ]
[ "Asta.", "Asta", "Sharkie", "Asta" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "Yes", "yes", "yes", "yes" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "Yes", "yes", "yes", "yes" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "a note", "a note", "a note", "a note" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "No", "no", "no", "no" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "Asta's papa", "Asta's papa", "Asta's papa", "Asta's papa" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "Sorry. I cannot find the answer based on the context.", "They took the note to Asta's papa", "They took the note to Asta's papa", "They took the note to Asta's papa." ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "yes", "yes", "yes", "yes" ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "Sorry. I cannot find the answer based on the context.", "Sorry. I cannot find the answer based on the context.", "Sorry. I cannot find the answer based on the context.", "Sorry. I cannot find the answer based on the context." ]
[ { "text": "Once there was a beautiful fish named Asta. Asta lived in the ocean. There were lots of other fish in the ocean where Asta lived. They played all day long. \n\nOne day, a bottle floated by over the heads of Asta and his friends. They looked up and saw the bottle. \"What is it?\" said Asta's friend Sh...
[ { "content": "what was the name of the fish", "role": "user" }, { "content": "Asta.", "role": "assistant" }, { "content": "What looked like a birds belly", "role": "user" }, { "content": "a bottle", "role": "assistant" }, { "content": "who said that", "role": ...
[ "An elderly Chinese lady and a little boy", "elderly Chinese lady", "an elderly Chinese lady", "elderly Chinese lady" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" } ]
[ "Yes", "a little boy", "yes", "yes" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" } ]
[ "a paper carrier bag", "a little boy", "a paper carrier bag.", "paper carrier bag" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Yes", "Yes", "yes", "yes" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Nicole", "her daughter bought the house next door", "Nicole", "his neighbor" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Shanghai", "Shanghai", "next door", "house next door" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "mother", "her brother", "grandmother", "mother" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "food", "more nutrients", "a thermos with hot soup and a stainless-steel container with rice, vegetables and either chicken, meat or shrimp, sometimes with a kind of pancake. This", "-a thermos with hot soup and a stainless-steel container with rice, vegetables and either chicken, meat or shrimp, sometimes wi...
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Yes", "yes", "yes", "yes" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "I am having heart surgery soon, so her mother has decided I need more nutrients", "has become an almost-daily practice", "she has decided the narrator needs more nutrients.", "needs more nutrients before heart surger" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "an iPad", "an iPad", "an iPad", "an iPad" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "hot soup and a container with rice, vegetables and either chicken, meat or shrimp, sometimes with a kind of pancake", "soup and a stainless-steel container with rice, vegetables and either chicken, meat or shrimp, sometimes with a kind of pancake.", "hot soup, rice, vegetables, chicken, meat, or shrimp, someti...
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "I am now working on some more Chinese words", "Nicole", "go with her to her house.", "use the iPad" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Yes", "yes", "yes", "yes" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "\"Thank you\"", "Thank you", "\"Thank you\"", "\"Thank you\"" ]
[ { "text": "My doorbell rings. On the step, I find the elderly Chinese lady, small and slight, holding the hand of a little boy. In her other hand, she holds a paper carrier bag. \n\nI know this lady. It is not her first visit. She is the boy's grandmother, and her daughter bought the house next door last Octobe...
[ { "content": "Who is at the door?", "role": "user" }, { "content": "An elderly Chinese lady and a little boy", "role": "assistant" }, { "content": "Is she carrying something?", "role": "user" }, { "content": "Yes", "role": "assistant" }, { "content": "What?", ...
[ "Yes.", "yes", "yes", "yes" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" } ]
[ "Dennis Farina", "Dennis Farina", "Dennis Farina", "Dennis Farina" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" } ]
[ "Actor", "he was an actor", "cop-turned-actor", "cop-turned-actor" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" } ]
[ "No", "no", "no", "no" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "Yes", "yes", "yes", "yes" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "No", "yes", "no", "\"Snatch\"" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "Farina was cast in a film", "he got into acting", "he was a consultant", "got into acting" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "Michael Mann", "Michael Mann", "Michael Mann", "Michael Mann" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "\"Thief\"", "Thief", "Thief", "\"Thief.\"" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "cops or gangsters", "cops or gangsters", "cops or gangsters", "cops or gangsters" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "He joined a TV show cast.", ", he joined the cast of Law & Order", "he joined the cast of \"Law & Order", "joined the cast of \"Law & Order\"" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "\"Law & Order\"", "Law & Order", "\"Law & Order\"", "\"Law & Order\"" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "Detective Joe Fontana", "Detective Joe Fontana", "Detective Joe Fontana", "Detective Joe Fontana" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "No", "no", "no", "no" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "An expensive car", "an expensive car", "an expensive car", "flashy clothes and an expensive car" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "No", "no", "no", "no" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "Flashy", "flashy", "flashy", "flashy" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "No", "no", "no", "no" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "No", "no", "no", "no" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "A cop", "a police officer", "cop", "cop" ]
[ { "text": "(CNN) -- Dennis Farina, the dapper, mustachioed cop-turned-actor best known for his tough-as-nails work in such TV series as \"Law & Order,\" \"Crime Story,\" and \"Miami Vice,\" has died. He was 69. \n\n\"We are deeply saddened by the loss of a great actor and a wonderful man,\" said his publicist, ...
[ { "content": "Is someone in showbiz?", "role": "user" }, { "content": "Yes.", "role": "assistant" }, { "content": "Whom?", "role": "user" }, { "content": "Dennis Farina", "role": "assistant" }, { "content": "What did he do?", "role": "user" }, { "conte...
[ "school", "school", "school", "school" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" } ]
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" } ]
[ "go to Quentin's house", "get cookies and milk", "they go in for cookies and milk", "go in for cookies and milk" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "story time", "story time", "story time", "story time" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "right before bedtime", "right before bedtime.", "right before bedtime", "before bedtime" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "no one answered", "no answer", "no one answered", "no one answered" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "that she was upset", "she was upset", "that she was upset", "that she was upset" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "yes", "yes", "yes", "yes" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "everything would be okay", "heverything would be okay.", "that everything would be okay", "that everything would be okay" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "her teacher", "her teacher", "her teacher", "her teacher" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "No", "no", "no", "no" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "Quinton's mother", "Quinton's mother", "Quinton's mother", "Quinton's mother" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "to the dentist", "dentist", "the dentist", "to the dentist" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "yes", "after lunch", "after lunch", "after lunch" ]
[ { "text": "Kendra and Quinton travel to and from school every day. Kendra lives further from the bus stop than Quinton does, stops every morning at Quinton's house to join him to walk to the bus stop. Every afternoon, after school, when walking home from the bus stop they go in for cookies and milk that Quinton...
[ { "content": "Where do Quinton and Kendra travel to and from every day?", "role": "user" }, { "content": "school", "role": "assistant" }, { "content": "Does Quinton live further from the bus stop?", "role": "user" }, { "content": "No", "role": "assistant" }, { "co...
[ "five", "five", "five", "five" ]
[ { "text": "Staten Island is one of the five boroughs of New York City in the U.S. state of New York. In the southwest of the city, Staten Island is the southernmost part of both the city and state of New York, with Conference House Park at the southern tip of the island and the state. The borough is separated f...
[ { "content": "How many burroughs are there?", "role": "user" } ]
[ "New York City", "New York City", "New York City", "New York City" ]
[ { "text": "Staten Island is one of the five boroughs of New York City in the U.S. state of New York. In the southwest of the city, Staten Island is the southernmost part of both the city and state of New York, with Conference House Park at the southern tip of the island and the state. The borough is separated f...
[ { "content": "How many burroughs are there?", "role": "user" }, { "content": "five", "role": "assistant" }, { "content": "in what city?", "role": "user" } ]
[ "New York", "New York.", "New York", "New York" ]
[ { "text": "Staten Island is one of the five boroughs of New York City in the U.S. state of New York. In the southwest of the city, Staten Island is the southernmost part of both the city and state of New York, with Conference House Park at the southern tip of the island and the state. The borough is separated f...
[ { "content": "How many burroughs are there?", "role": "user" }, { "content": "five", "role": "assistant" }, { "content": "in what city?", "role": "user" }, { "content": "New York City", "role": "assistant" }, { "content": "and state?", "role": "user" } ]
End of preview. Expand in Data Studio

ChatRAG Bench

ChatRAG Bench is a benchmark for evaluating a model's conversational QA capability over documents or retrieved context. ChatRAG Bench are built on and derived from 10 existing datasets: Doc2Dial, QuAC, QReCC, TopioCQA, INSCIT, CoQA, HybriDialogue, DoQA, SQA, ConvFinQA. ChatRAG Bench covers a wide range of documents and question types, which require models to generate responses from long context, comprehend and reason over tables, conduct arithmetic calculations, and indicate when questions cannot be found within the context. The details of this benchmark are described in here. For more information about ChatQA, check the website!

Other Resources

Llama3-ChatQA-1.5-8BLlama3-ChatQA-1.5-70BTraining DataRetrieverWebsitePaper

Benchmark Results

Main Results

ChatQA-1.0-7B Command-R-Plus Llama3-instruct-70b GPT-4-0613 GPT-4-Turbo ChatQA-1.0-70B ChatQA-1.5-8B ChatQA-1.5-70B
Doc2Dial 37.88 33.51 37.88 34.16 35.35 38.90 39.33 41.26
QuAC 29.69 34.16 36.96 40.29 40.10 41.82 39.73 38.82
QReCC 46.97 49.77 51.34 52.01 51.46 48.05 49.03 51.40
CoQA 76.61 69.71 76.98 77.42 77.73 78.57 76.46 78.44
DoQA 41.57 40.67 41.24 43.39 41.60 51.94 49.60 50.67
ConvFinQA 51.61 71.21 76.6 81.28 84.16 73.69 78.46 81.88
SQA 61.87 74.07 69.61 79.21 79.98 69.14 73.28 83.82
TopioCQA 45.45 53.77 49.72 45.09 48.32 50.98 49.96 55.63
HybriDial* 54.51 46.7 48.59 49.81 47.86 56.44 65.76 68.27
INSCIT 30.96 35.76 36.23 36.34 33.75 31.90 30.10 32.31
Average (all) 47.71 50.93 52.52 53.90 54.03 54.14 55.17 58.25
Average (exclude HybriDial) 46.96 51.40 52.95 54.35 54.72 53.89 53.99 57.14

Note that ChatQA-1.5 is built based on Llama-3 base model, and ChatQA-1.0 is built based on Llama-2 base model. ChatQA-1.5 models use HybriDial training dataset. To ensure fair comparison, we also compare average scores excluding HybriDial.

Evaluation of Unanswerable Scenario

ChatRAG Bench also includes evaluations for the unanswerable scenario, where we evaluate models' capability to determine whether the answer to the question can be found within the given context. Equipping models with such capability can substantially decrease the likelihood of hallucination.

GPT-3.5-turbo-0613 Command-R-Plus Llama3-instruct-70b GPT-4-0613 GPT-4-Turbo ChatQA-1.0-70B ChatQA-1.5-8B ChatQA-1.5-70B
Avg-Both 73.27 68.11 76.42 80.73 80.47 77.25 75.57 71.86
Avg-QuAC 78.335 69.605 81.285 87.42 88.73 80.76 79.3 72.59
QuAC (no*) 61.91 41.79 66.89 83.45 80.42 77.66 63.39 48.25
QuAC (yes*) 94.76 97.42 95.68 91.38 97.03 83.85 95.21 96.93
Avg-DoQA 68.21 66.62 71.555 74.05 72.21 73.74 71.84 71.125
DoQA (no*) 51.99 46.37 60.78 74.28 72.28 68.81 62.76 52.24
DoQA (yes*) 84.43 86.87 82.33 73.82 72.13 78.67 80.92 90.01

We use QuAC and DoQA datasets which have such unanswerable cases to evaluate such capability. We use both answerable and unanswerable samples for this evaluation. Specifically, for unanswerable case, we consider the model indicating that the question cannot be answered as correct, and as for answerable cases, we consider the model not indicating the question is unanswerable as correct (i.e., the model giving an answer). In the end, we calculate the average accuracy score of unanswerable and answerable cases as the final metric.

Evaluation Scripts

We also open-source the scripts for running and evaluating on ChatRAG (including the unanswerable scenario evaluations).

License

The ChatRAG are built on and derived from existing datasets. We refer users to the original licenses accompanying each dataset.

Correspondence to

Zihan Liu ([email protected]), Wei Ping ([email protected])

Citation

@article{liu2024chatqa,
  title={ChatQA: Surpassing GPT-4 on Conversational QA and RAG},
  author={Liu, Zihan and Ping, Wei and Roy, Rajarshi and Xu, Peng and Lee, Chankyu and Shoeybi, Mohammad and Catanzaro, Bryan},
  journal={arXiv preprint arXiv:2401.10225},
  year={2024}}

Acknowledgement

We would like to give credits to all the works constructing the datasets we use for evaluating ChatQA. If you use these resources, please also cite all the datasets you use.

@inproceedings{feng2020doc2dial,
  title={doc2dial: A Goal-Oriented Document-Grounded Dialogue Dataset},
  author={Feng, Song and Wan, Hui and Gunasekara, Chulaka and Patel, Siva and Joshi, Sachindra and Lastras, Luis},
  booktitle={Proceedings of the 2020 Conference on EMNLP},
  year={2020}
}
@inproceedings{choi2018quac,
  title={QuAC: Question Answering in Context},
  author={Choi, Eunsol and He, He and Iyyer, Mohit and Yatskar, Mark and Yih, Wen-tau and Choi, Yejin and Liang, Percy and Zettlemoyer, Luke},
  booktitle={Proceedings of the 2018 Conference on EMNLP},
  year={2018}
}
@inproceedings{anantha2021open,
  title={Open-Domain Question Answering Goes Conversational via Question Rewriting},
  author={Anantha, Raviteja and Vakulenko, Svitlana and Tu, Zhucheng and Longpre, Shayne and Pulman, Stephen and Chappidi, Srinivas},
  booktitle={Proceedings of the 2021 Conference on NAACL},
  year={2021}
}
@article{reddy2019coqa,
  title={CoQA: A Conversational Question Answering Challenge},
  author={Reddy, Siva and Chen, Danqi and Manning, Christopher D},
  journal={Transactions of the Association for Computational Linguistics},
  year={2019}
}
@inproceedings{campos2020doqa,
  title={DoQA-Accessing Domain-Specific FAQs via Conversational QA},
  author={Campos, Jon Ander and Otegi, Arantxa and Soroa, Aitor and Deriu, Jan Milan and Cieliebak, Mark and Agirre, Eneko},
  booktitle={Proceedings of the 2020 Conference on ACL},
  year={2020}
}
@inproceedings{chen2022convfinqa,
  title={ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering},
  author={Chen, Zhiyu and Li, Shiyang and Smiley, Charese and Ma, Zhiqiang and Shah, Sameena and Wang, William Yang},
  booktitle={Proceedings of the 2022 Conference on EMNLP},
  year={2022}
}
@inproceedings{iyyer2017search,
  title={Search-based neural structured learning for sequential question answering},
  author={Iyyer, Mohit and Yih, Wen-tau and Chang, Ming-Wei},
  booktitle={Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics},
  year={2017}
}
@article{adlakha2022topiocqa,
  title={TopiOCQA: Open-domain Conversational Question Answering with Topic Switching},
  author={Adlakha, Vaibhav and Dhuliawala, Shehzaad and Suleman, Kaheer and de Vries, Harm and Reddy, Siva},
  journal={Transactions of the Association for Computational Linguistics},
  year={2022}
}
@inproceedings{nakamura2022hybridialogue,
  title={HybriDialogue: An Information-Seeking Dialogue Dataset Grounded on Tabular and Textual Data},
  author={Nakamura, Kai and Levy, Sharon and Tuan, Yi-Lin and Chen, Wenhu and Wang, William Yang},
  booktitle={Findings of the Association for Computational Linguistics: ACL 2022},
  year={2022}
}
@article{wu2023inscit,
  title={InSCIt: Information-Seeking Conversations with Mixed-Initiative Interactions},
  author={Wu, Zeqiu and Parish, Ryu and Cheng, Hao and Min, Sewon and Ammanabrolu, Prithviraj and Ostendorf, Mari and Hajishirzi, Hannaneh},
  journal={Transactions of the Association for Computational Linguistics},
  year={2023}
}
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