Joint Speech and Text Training for LLM-Based End-to-End Spoken Dialogue State Tracking
Paper • 2511.22503 • Published
text string | normalized_text string | context string | normalized_context string | audio audio | audio_len int32 | wav_id string | turn_index int32 | agent_text string | domains string | slots string |
|---|---|---|---|---|---|---|---|---|---|---|
{"label": "Hello, is this Customer Service Center?", "domains": "[]", "slots": "{}"} | label hello is this customer service center domains slots | 42,240 | MUL0003 | 0 | Yes, this is Cosmos Service Center. How may I help? | [] | {} | |||
{"label": "I remember it called City Zooms.", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'name': 'Cityroomz'}, 'profile': {'name': 'Wilhelmina Newberg'}, 'restaurant': {'day': 'Friday', 'people': '1', 'time': '14:00', 'area': 'centre', 'food': 'Indian'}}"} | label i remember it called city zooms domains hotel profile restaurant slots hotel name cityroomz profile name wilhelmina newberg restaurant day friday people 1 time 1400 area centre food indian | USER: Hello, is this Customer Service Center?
AGENT: Yes, this is Cosmos Service Center. How may I help?
USER: Well, I'm looking for a place to dine. Do you have any recommendation for me?
AGENT: Of course, there are plenty of restaurants. Do you have any specific area?
USER: Well, I'd like to stay in the place with co... | user hello is this customer service center agent yes this is cosmos service center how may i help user well i'm looking for a place to dine do you have any recommendation for me agent of course there are plenty of restaurants do you have any specific area user well i'd like to stay in the place with convenient transpor... | 51,360 | MUL0003 | 20 | Okay, let me check it for you. Oh yes, we do have the place. What do you want to know? | ['hotel', 'profile', 'restaurant'] | {'hotel': {'name': 'Cityroomz'}, 'profile': {'name': 'Wilhelmina Newberg'}, 'restaurant': {'day': 'Friday', 'people': '1', 'time': '14:00', 'area': 'centre', 'food': 'Indian'}} | |
{"label": "No, that's all I need. Thank you. Bye.", "domains": "['hotel', 'profile', 'restaurant', 'taxi']", "slots": "{'hotel': {'name': 'Cityroomz'}, 'profile': {'name': 'Wilhelmina Newberg', 'phonenumber': '6358043750'}, 'restaurant': {'day': 'Friday', 'people': '1', 'time': '14:00', 'area': 'centre', 'food': 'India... | label no that's all i need thank you bye domains hotel profile restaurant taxi slots hotel name cityroomz profile name wilhelmina newberg phonenumber 6358043750 restaurant day friday people 1 time 1400 area centre food indian taxi arriveby 1400 | USER: Hello, is this Customer Service Center?
AGENT: Yes, this is Cosmos Service Center. How may I help?
USER: Well, I'm looking for a place to dine. Do you have any recommendation for me?
AGENT: Of course, there are plenty of restaurants. Do you have any specific area?
USER: Well, I'd like to stay in the place with co... | user hello is this customer service center agent yes this is cosmos service center how may i help user well i'm looking for a place to dine do you have any recommendation for me agent of course there are plenty of restaurants do you have any specific area user well i'd like to stay in the place with convenient transpor... | 47,840 | MUL0003 | 40 | Have a great day. Bye. | ['hotel', 'profile', 'restaurant', 'taxi'] | {'hotel': {'name': 'Cityroomz'}, 'profile': {'name': 'Wilhelmina Newberg', 'phonenumber': '6358043750'}, 'restaurant': {'day': 'Friday', 'people': '1', 'time': '14:00', 'area': 'centre', 'food': 'Indian'}, 'taxi': {'arriveby': '14:00'}} | |
{"label": "Okay, I suppose I would like to try the second one.", "domains": "['restaurant']", "slots": "{'restaurant': {'area': 'East', 'name': 'Royal Standard'}}"} | label okay i suppose i would like to try the second one domains restaurant slots restaurant area east name royal standard | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for the information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a restaurant.
AGENT: Okay.
USER: I suppose the restaurant should be in the expensive price range.
AGENT: All that?
USER: I will travel in the eastern part o... | user hello agent information center how can i help you user yes i'm looking for the information in cambridge agent go ahead please user i'm looking for a restaurant agent okay user i suppose the restaurant should be in the expensive price range agent all that user i will travel in the eastern part of the city so i pref... | 63,040 | MUL0005 | 18 | Okay. Do you need a reservation? | ['restaurant'] | {'restaurant': {'area': 'East', 'name': 'Royal Standard'}} | |
{"label": "Well, I think that's all. So do you have any recommendations?", "domains": "['hotel', 'restaurant']", "slots": "{'hotel': {'area': 'East', 'parking': 'no', 'stars': '4', 'type': 'guest house'}, 'restaurant': {'area': 'East', 'name': 'Royal Standard'}}"} | label well i think that's all so do you have any recommendations domains hotel restaurant slots hotel area east parking no stars 4 type guest house restaurant area east name royal standard | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for the information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a restaurant.
AGENT: Okay.
USER: I suppose the restaurant should be in the expensive price range.
AGENT: All that?
USER: I will travel in the eastern part o... | user hello agent information center how can i help you user yes i'm looking for the information in cambridge agent go ahead please user i'm looking for a restaurant agent okay user i suppose the restaurant should be in the expensive price range agent all that user i will travel in the eastern part of the city so i pref... | 74,080 | MUL0005 | 38 | Okay, let me check for you. | ['hotel', 'restaurant'] | {'hotel': {'area': 'East', 'parking': 'no', 'stars': '4', 'type': 'guest house'}, 'restaurant': {'area': 'East', 'name': 'Royal Standard'}} | |
{"label": "Well, I suppose the taxi should... I want to book a taxi to commute between two places. And I suppose it should arrive...", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'day': 'Tuesday', 'people': '7', 'stay': '5', 'area': 'East', 'name': 'A And B Guest House', 'parking': 'no', 'star... | label well i suppose the taxi should i want to book a taxi to commute between two places and i suppose it should arrive domains hotel profile restaurant slots hotel day tuesday people 7 stay 5 area east name a and b guest house parking no stars 4 type guest house profile name batman mandola restaurant area east name ro... | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for the information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a restaurant.
AGENT: Okay.
USER: I suppose the restaurant should be in the expensive price range.
AGENT: All that?
USER: I will travel in the eastern part o... | user hello agent information center how can i help you user yes i'm looking for the information in cambridge agent go ahead please user i'm looking for a restaurant agent okay user i suppose the restaurant should be in the expensive price range agent all that user i will travel in the eastern part of the city so i pref... | 166,560 | MUL0005 | 58 | Cool. | ['hotel', 'profile', 'restaurant'] | {'hotel': {'day': 'Tuesday', 'people': '7', 'stay': '5', 'area': 'East', 'name': 'A And B Guest House', 'parking': 'no', 'stars': '4', 'type': 'guest house'}, 'profile': {'name': 'Batman Mandola'}, 'restaurant': {'area': 'East', 'name': 'Royal Standard'}} | |
{"label": "Also, I'm looking for a hotel called Atcorn Guesthouse.", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'name': 'Acorn Guest House'}, 'profile': {'name': 'Milan Cruz'}, 'restaurant': {'day': 'Tuesday', 'people': '5', 'time': '13:45', 'name': 'Pipasha Restaurant'}}"} | label also i'm looking for a hotel called atcorn guesthouse domains hotel profile restaurant slots hotel name acorn guest house profile name milan cruz restaurant day tuesday people 5 time 1345 name pipasha restaurant | USER: Hi, I'm looking for a restaurant called the Pipacha Restaurant.
AGENT: The Pipa restaurant? Yes, I'm checking for you. And I have found this place for you.
USER: Today is Monday. Can you book a table for five persons at 1.45 p.m. tomorrow?
AGENT: Sure, may I have your name?
USER: My name is Milan Cruz, M-I-L-A-N-... | user hi i'm looking for a restaurant called the pipacha restaurant agent the pipa restaurant yes i'm checking for you and i have found this place for you user today is monday can you book a table for five persons at 145 pm tomorrow agent sure may i have your name user my name is milan cruz milancruz agent okay and your... | 65,600 | MUL0006 | 8 | Okay, yes, I have found this restaurant. | ['hotel', 'profile', 'restaurant'] | {'hotel': {'name': 'Acorn Guest House'}, 'profile': {'name': 'Milan Cruz'}, 'restaurant': {'day': 'Tuesday', 'people': '5', 'time': '13:45', 'name': 'Pipasha Restaurant'}} | |
{"label": "Well, I'm looking for a place to stay.", "domains": "[]", "slots": "{}"} | label well i'm looking for a place to stay domains slots | USER: Hello, I'm from the University of Cambridge.
AGENT: Yes, here it is. How can I help you?
USER: Yes, I'm looking for information in Cambridge.
AGENT: Okay, what information do you need? | user hello i'm from the university of cambridge agent yes here it is how can i help you user yes i'm looking for information in cambridge agent okay what information do you need | 51,520 | MUL0007 | 4 | Wow, please go ahead. | [] | {} | |
{"label": "Yes, and we will stay there for four nights.", "domains": "['hotel']", "slots": "{'hotel': {'people': '4', 'stay': '4', 'area': 'East', 'internet': 'yes', 'name': 'A And B Guest House', 'pricerange': 'moderate'}}"} | label yes and we will stay there for four nights domains hotel slots hotel people 4 stay 4 area east internet yes name a and b guest house pricerange moderate | USER: Hello, I'm from the University of Cambridge.
AGENT: Yes, here it is. How can I help you?
USER: Yes, I'm looking for information in Cambridge.
AGENT: Okay, what information do you need?
USER: Well, I'm looking for a place to stay.
AGENT: Wow, please go ahead.
USER: Well, the hotel should include free Wi-Fi.
AGENT:... | user hello i'm from the university of cambridge agent yes here it is how can i help you user yes i'm looking for information in cambridge agent okay what information do you need user well i'm looking for a place to stay agent wow please go ahead user well the hotel should include free wifi agent to verify if needed oka... | 46,080 | MUL0007 | 24 | Go ahead, please go ahead. | ['hotel'] | {'hotel': {'people': '4', 'stay': '4', 'area': 'East', 'internet': 'yes', 'name': 'A And B Guest House', 'pricerange': 'moderate'}} | |
{"label": "Well, may I know the address?", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'day': 'Thursday', 'people': '4', 'stay': '4', 'area': 'East', 'internet': 'yes', 'name': 'A And B Guest House', 'pricerange': 'moderate'}, 'profile': {'name': 'Simon Brogdon'}, 'restaurant': {'area': 'East'... | label well may i know the address domains hotel profile restaurant slots hotel day thursday people 4 stay 4 area east internet yes name a and b guest house pricerange moderate profile name simon brogdon restaurant area east food italian pricerange moderate | USER: Hello, I'm from the University of Cambridge.
AGENT: Yes, here it is. How can I help you?
USER: Yes, I'm looking for information in Cambridge.
AGENT: Okay, what information do you need?
USER: Well, I'm looking for a place to stay.
AGENT: Wow, please go ahead.
USER: Well, the hotel should include free Wi-Fi.
AGENT:... | user hello i'm from the university of cambridge agent yes here it is how can i help you user yes i'm looking for information in cambridge agent okay what information do you need user well i'm looking for a place to stay agent wow please go ahead user well the hotel should include free wifi agent to verify if needed oka... | 39,360 | MUL0007 | 44 | Of course, the address will be Cambridge Ratio Park, Newmarket Road, Vendidden. | ['hotel', 'profile', 'restaurant'] | {'hotel': {'day': 'Thursday', 'people': '4', 'stay': '4', 'area': 'East', 'internet': 'yes', 'name': 'A And B Guest House', 'pricerange': 'moderate'}, 'profile': {'name': 'Simon Brogdon'}, 'restaurant': {'area': 'East', 'food': 'Italian', 'pricerange': 'moderate'}} | |
{"label": "And I need free internet and parking lots, please.", "domains": "['hotel']", "slots": "{'hotel': {'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}}"} | label and i need free internet and parking lots please domains hotel slots hotel internet yes parking yes pricerange expensive type hotel | USER: Hi.
AGENT: Hello, customer service. How can I help you?
USER: Hi, I need to stay overnight in Cambridge. Please find me a hotel.
AGENT: Sure, what kind of hotel do you want to stay?
USER: I'd like to find an expensive one.
AGENT: Sure. And anything else? | user hi agent hello customer service how can i help you user hi i need to stay overnight in cambridge please find me a hotel agent sure what kind of hotel do you want to stay user i'd like to find an expensive one agent sure and anything else | 63,840 | MUL0008 | 6 | Sure, wait a moment. Well, I have several options for you. I recommend you stay at the Express by Holiday Inn Cambridge. And the address is 15 to 17 Norman Way, Cottham's Business Park. Can you accept it? | ['hotel'] | {'hotel': {'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}} | |
{"label": "Oh, no, I'm good.", "domains": "['hotel', 'profile']", "slots": "{'hotel': {'people': '4', 'stay': '3', 'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}, 'profile': {'name': 'Alice Thompson'}}"} | label oh no i'm good domains hotel profile slots hotel people 4 stay 3 internet yes parking yes pricerange expensive type hotel profile name alice thompson | USER: Hi.
AGENT: Hello, customer service. How can I help you?
USER: Hi, I need to stay overnight in Cambridge. Please find me a hotel.
AGENT: Sure, what kind of hotel do you want to stay?
USER: I'd like to find an expensive one.
AGENT: Sure. And anything else?
USER: And I need free internet and parking lots, please.
AG... | user hi agent hello customer service how can i help you user hi i need to stay overnight in cambridge please find me a hotel agent sure what kind of hotel do you want to stay user i'd like to find an expensive one agent sure and anything else user and i need free internet and parking lots please agent sure wait a momen... | 27,040 | MUL0008 | 26 | All right. | ['hotel', 'profile'] | {'hotel': {'people': '4', 'stay': '3', 'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}, 'profile': {'name': 'Alice Thompson'}} | |
{"label": "My phone number is 3164.", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'people': '4', 'stay': '3', 'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}, 'profile': {'name': 'Alice Thompson'}, 'restaurant': {'day': 'Monday', 'time': '15:50', 'area': 'North... | label my phone number is 3164 domains hotel profile restaurant slots hotel people 4 stay 3 internet yes parking yes pricerange expensive type hotel profile name alice thompson restaurant day monday time 1550 area north pricerange expensive | USER: Hi.
AGENT: Hello, customer service. How can I help you?
USER: Hi, I need to stay overnight in Cambridge. Please find me a hotel.
AGENT: Sure, what kind of hotel do you want to stay?
USER: I'd like to find an expensive one.
AGENT: Sure. And anything else?
USER: And I need free internet and parking lots, please.
AG... | user hi agent hello customer service how can i help you user hi i need to stay overnight in cambridge please find me a hotel agent sure what kind of hotel do you want to stay user i'd like to find an expensive one agent sure and anything else user and i need free internet and parking lots please agent sure wait a momen... | 72,800 | MUL0008 | 46 | 0.564 | ['hotel', 'profile', 'restaurant'] | {'hotel': {'people': '4', 'stay': '3', 'internet': 'yes', 'parking': 'yes', 'pricerange': 'expensive', 'type': 'hotel'}, 'profile': {'name': 'Alice Thompson'}, 'restaurant': {'day': 'Monday', 'time': '15:50', 'area': 'North', 'pricerange': 'expensive'}} | |
{"label": "Yes, please try to search something that could serve a prestigious food.", "domains": "['restaurant']", "slots": "{'restaurant': {'area': 'South', 'food': 'Portuguese', 'pricerange': 'cheap'}}"} | label yes please try to search something that could serve a prestigious food domains restaurant slots restaurant area south food portuguese pricerange cheap | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a restaurant.
AGENT: Okay, any requirement?
USER: Yes, I think it should be in the cheap price range, and I want it to be sitting around facing the north.
AGENT: Okay, I got it. Anything else? | user hello agent hello how can i help you user yes i'm looking for a restaurant agent okay any requirement user yes i think it should be in the cheap price range and i want it to be sitting around facing the north agent okay i got it anything else | 91,360 | MUL0009 | 6 | Okay, sir. Important food for you. Please wait. | ['restaurant'] | {'restaurant': {'area': 'South', 'food': 'Portuguese', 'pricerange': 'cheap'}} | |
{"label": "Yes, of course. My name is Roland Barbee.", "domains": "['hotel', 'profile', 'restaurant']", "slots": "{'hotel': {'day': 'Thursday', 'people': '8', 'stay': '3', 'name': 'Carolina Bed And Breakfast'}, 'profile': {'name': 'Roland Barber'}, 'restaurant': {'area': 'South', 'food': 'Portuguese', 'pricerange': 'ch... | label yes of course my name is roland barbee domains hotel profile restaurant slots hotel day thursday people 8 stay 3 name carolina bed and breakfast profile name roland barber restaurant area south food portuguese pricerange cheap | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a restaurant.
AGENT: Okay, any requirement?
USER: Yes, I think it should be in the cheap price range, and I want it to be sitting around facing the north.
AGENT: Okay, I got it. Anything else?
USER: Yes, please try to search something that could ... | user hello agent hello how can i help you user yes i'm looking for a restaurant agent okay any requirement user yes i think it should be in the cheap price range and i want it to be sitting around facing the north agent okay i got it anything else user yes please try to search something that could serve a prestigious f... | 54,720 | MUL0009 | 26 | Okay, and how to spell it? | ['hotel', 'profile', 'restaurant'] | {'hotel': {'day': 'Thursday', 'people': '8', 'stay': '3', 'name': 'Carolina Bed And Breakfast'}, 'profile': {'name': 'Roland Barber'}, 'restaurant': {'area': 'South', 'food': 'Portuguese', 'pricerange': 'cheap'}} | |
{"label": "Okay.", "domains": "['hotel']", "slots": "{'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}}"} | label okay domains hotel slots hotel name hamilton lodge parking yes pricerange moderate stars 3 | USER: Hello, I want some information about hotel. I'm looking for a hotel. They are having a star of three, including free parking.
AGENT: Sure. And how about the price range?
USER: A moderate price is okay to me.
AGENT: Sure, let me find the hotel for you. We do have a hotel called Hamilton Lounge available.
USER: Tha... | user hello i want some information about hotel i'm looking for a hotel they are having a star of three including free parking agent sure and how about the price range user a moderate price is okay to me agent sure let me find the hotel for you we do have a hotel called hamilton lounge available user that's available ag... | 16,960 | MUL0010 | 10 | 336- | ['hotel'] | {'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}} | |
{"label": "I also want to book a taxi from the hotel to the restaurant.", "domains": "['hotel', 'profile', 'restaurant', 'taxi']", "slots": "{'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}, 'profile': {'name': 'Virginia Langan'}, 'restaurant': {'area': 'centre', 'food': 'A... | label i also want to book a taxi from the hotel to the restaurant domains hotel profile restaurant taxi slots hotel name hamilton lodge parking yes pricerange moderate stars 3 profile name virginia langan restaurant area centre food asian oriental taxi departure hamilton lodge destination jesus green outdoor pool | USER: Hello, I want some information about hotel. I'm looking for a hotel. They are having a star of three, including free parking.
AGENT: Sure. And how about the price range?
USER: A moderate price is okay to me.
AGENT: Sure, let me find the hotel for you. We do have a hotel called Hamilton Lounge available.
USER: Tha... | user hello i want some information about hotel i'm looking for a hotel they are having a star of three including free parking agent sure and how about the price range user a moderate price is okay to me agent sure let me find the hotel for you we do have a hotel called hamilton lounge available user that's available ag... | 87,840 | MUL0010 | 30 | And when would you like the taxi to arrive? | ['hotel', 'profile', 'restaurant', 'taxi'] | {'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}, 'profile': {'name': 'Virginia Langan'}, 'restaurant': {'area': 'centre', 'food': 'Asian Oriental'}, 'taxi': {'departure': 'Hamilton Lodge', 'destination': 'Jesus Green Outdoor Pool'}} | |
{"label": "Okay, that's all. Thank you.", "domains": "['hotel', 'profile', 'restaurant', 'taxi']", "slots": "{'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}, 'profile': {'name': 'Virginia Langan', 'phonenumber': '6402287187'}, 'restaurant': {'area': 'centre', 'food': 'Asia... | label okay that's all thank you domains hotel profile restaurant taxi slots hotel name hamilton lodge parking yes pricerange moderate stars 3 profile name virginia langan phonenumber 6402287187 restaurant area centre food asian oriental taxi departure hamilton lodge destination jesus green outdoor pool leaveat 0130 | USER: Hello, I want some information about hotel. I'm looking for a hotel. They are having a star of three, including free parking.
AGENT: Sure. And how about the price range?
USER: A moderate price is okay to me.
AGENT: Sure, let me find the hotel for you. We do have a hotel called Hamilton Lounge available.
USER: Tha... | user hello i want some information about hotel i'm looking for a hotel they are having a star of three including free parking agent sure and how about the price range user a moderate price is okay to me agent sure let me find the hotel for you we do have a hotel called hamilton lounge available user that's available ag... | 33,120 | MUL0010 | 50 | You're welcome. Thank you, Volker. Have a nice day. | ['hotel', 'profile', 'restaurant', 'taxi'] | {'hotel': {'name': 'Hamilton Lodge', 'parking': 'yes', 'pricerange': 'moderate', 'stars': '3'}, 'profile': {'name': 'Virginia Langan', 'phonenumber': '6402287187'}, 'restaurant': {'area': 'centre', 'food': 'Asian Oriental'}, 'taxi': {'departure': 'Hamilton Lodge', 'destination': 'Jesus Green Outdoor Pool', 'leaveat': '... | |
{"label": "Yes, Chris starts with a C for cat and then follows H, R, I, I for eel and then follows S.", "domains": "['profile']", "slots": "{'profile': {'name': 'Chris Truman'}}"} | label yes chris starts with a c for cat and then follows h r i i for eel and then follows s domains profile slots profile name chris truman | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a place to die.
AGENT: Okay, so I changed the room for you.
USER: Thank you. I think I want it to be in the expensive price range.
AGENT: Okay, I got it. Anything else?
USER: Yes, maybe I want to try something British food.
AGENT: Okay, British f... | user hello agent hello how can i help you user yes i'm looking for a place to die agent okay so i changed the room for you user thank you i think i want it to be in the expensive price range agent okay i got it anything else user yes maybe i want to try something british food agent okay british food chicken for you ple... | 166,560 | MUL0013 | 18 | Okay, I got it. And go ahead, please. | ['profile'] | {'profile': {'name': 'Chris Truman'}} | |
{"label": "Oh, the same group of people.", "domains": "['profile', 'train']", "slots": "{'profile': {'name': 'Chris Truman'}, 'train': {'arriveby': '10:00', 'departure': 'Kings Lynn', 'destination': 'Cambridge'}}"} | label oh the same group of people domains profile train slots profile name chris truman train arriveby 1000 departure kings lynn destination cambridge | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a place to die.
AGENT: Okay, so I changed the room for you.
USER: Thank you. I think I want it to be in the expensive price range.
AGENT: Okay, I got it. Anything else?
USER: Yes, maybe I want to try something British food.
AGENT: Okay, British f... | user hello agent hello how can i help you user yes i'm looking for a place to die agent okay so i changed the room for you user thank you i think i want it to be in the expensive price range agent okay i got it anything else user yes maybe i want to try something british food agent okay british food chicken for you ple... | 42,080 | MUL0013 | 38 | Okay, that is two people in total. | ['profile', 'train'] | {'profile': {'name': 'Chris Truman'}, 'train': {'arriveby': '10:00', 'departure': 'Kings Lynn', 'destination': 'Cambridge'}} | |
{"label": "I'm looking for a place to die.", "domains": "[]", "slots": "{}"} | label i'm looking for a place to die domains slots | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for some information in Cambridge.
AGENT: Go ahead, please. | user hello agent information center how can i help you user yes i'm looking for some information in cambridge agent go ahead please | 79,040 | MUL0014 | 4 | Okay. | [] | {} | |
{"label": "Well, I prefer the second one.", "domains": "['restaurant']", "slots": "{'restaurant': {'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}}"} | label well i prefer the second one domains restaurant slots restaurant area north food modern european name the hotpot pricerange expensive | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for some information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a place to die.
AGENT: Okay.
USER: I think I will travel in the northern part of the city, so I prefer to eat there.
AGENT: Okay, looking for a restaurant ... | user hello agent information center how can i help you user yes i'm looking for some information in cambridge agent go ahead please user i'm looking for a place to die agent okay user i think i will travel in the northern part of the city so i prefer to eat there agent okay looking for a restaurant in the north user th... | 32,480 | MUL0014 | 24 | Do you need a reservation? | ['restaurant'] | {'restaurant': {'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}} | |
{"label": "Thank you so much.", "domains": "['profile', 'restaurant']", "slots": "{'profile': {'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}}"} | label thank you so much domains profile restaurant slots profile name dennis brodeur restaurant day friday people 4 time 1415 area north food modern european name the hotpot pricerange expensive | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for some information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a place to die.
AGENT: Okay.
USER: I think I will travel in the northern part of the city, so I prefer to eat there.
AGENT: Okay, looking for a restaurant ... | user hello agent information center how can i help you user yes i'm looking for some information in cambridge agent go ahead please user i'm looking for a place to die agent okay user i think i will travel in the northern part of the city so i prefer to eat there agent okay looking for a restaurant in the north user th... | 22,880 | MUL0014 | 44 | Your bookie has been successful. | ['profile', 'restaurant'] | {'profile': {'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}} | |
{"label": "Okay, could you please make a reservation for us?", "domains": "['profile', 'restaurant', 'train']", "slots": "{'profile': {'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}, ... | label okay could you please make a reservation for us domains profile restaurant train slots profile name dennis brodeur restaurant day friday people 4 time 1415 area north food modern european name the hotpot pricerange expensive train arriveby 0845 day friday departure london kings cross | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for some information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a place to die.
AGENT: Okay.
USER: I think I will travel in the northern part of the city, so I prefer to eat there.
AGENT: Okay, looking for a restaurant ... | user hello agent information center how can i help you user yes i'm looking for some information in cambridge agent go ahead please user i'm looking for a place to die agent okay user i think i will travel in the northern part of the city so i prefer to eat there agent okay looking for a restaurant in the north user th... | 44,320 | MUL0014 | 64 | Okay, you need how many tickets? | ['profile', 'restaurant', 'train'] | {'profile': {'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}, 'train': {'arriveby': '08:45', 'day': 'Friday', 'departure': 'London Kings Cross'}} | |
{"label": "No, I forget only that.", "domains": "['profile', 'restaurant', 'train']", "slots": "{'profile': {'idnumber': '5151673000674591', 'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensi... | label no i forget only that domains profile restaurant train slots profile idnumber 5151673000674591 name dennis brodeur restaurant day friday people 4 time 1415 area north food modern european name the hotpot pricerange expensive train people 4 arriveby 0845 day friday departure london kings cross | USER: Hello?
AGENT: Information center, how can I help you?
USER: Yes, I'm looking for some information in Cambridge.
AGENT: Go ahead, please.
USER: I'm looking for a place to die.
AGENT: Okay.
USER: I think I will travel in the northern part of the city, so I prefer to eat there.
AGENT: Okay, looking for a restaurant ... | user hello agent information center how can i help you user yes i'm looking for some information in cambridge agent go ahead please user i'm looking for a place to die agent okay user i think i will travel in the northern part of the city so i prefer to eat there agent okay looking for a restaurant in the north user th... | 32,000 | MUL0014 | 84 | Okay, will that be all for today? | ['profile', 'restaurant', 'train'] | {'profile': {'idnumber': '5151673000674591', 'name': 'Dennis Brodeur'}, 'restaurant': {'day': 'Friday', 'people': '4', 'time': '14:15', 'area': 'North', 'food': 'Modern European', 'name': 'The Hotpot', 'pricerange': 'expensive'}, 'train': {'people': '4', 'arriveby': '08:45', 'day': 'Friday', 'departure': 'London Kings ... | |
{"label": "Yes, it should be in the moderate price range and also be located centrally. And yeah, that's about it.", "domains": "['restaurant', 'train']", "slots": "{'restaurant': {'area': 'centre', 'pricerange': 'moderate'}, 'train': {'arriveby': '15:30', 'day': 'Sunday', 'departure': 'London Liverpool Street', 'desti... | label yes it should be in the moderate price range and also be located centrally and yeah that's about it domains restaurant train slots restaurant area centre pricerange moderate train arriveby 1530 day sunday departure london liverpool street destination cambridge | USER: Good day. Good day.
AGENT: Hi, customer service. I'm racist.
USER: Can you please assist me in looking for a train please?
AGENT: Okay, no problem. Alright, just need some information like the departure time and departure location.
USER: Yes, it should depart from London Liverpool Street and it should arrive by 1... | user good day good day agent hi customer service i'm racist user can you please assist me in looking for a train please agent okay no problem alright just need some information like the departure time and departure location user yes it should depart from london liverpool street and it should arrive by 1530 and it shoul... | 145,440 | MUL0018 | 16 | Okay. Okay. All right. On the system, I found some good options. One would be the restaurant 17. | ['restaurant', 'train'] | {'restaurant': {'area': 'centre', 'pricerange': 'moderate'}, 'train': {'arriveby': '15:30', 'day': 'Sunday', 'departure': 'London Liverpool Street', 'destination': 'Cambridge'}} | |
{"label": "Okay, could you please then look for one that serves Asian Oriental cuisine?", "domains": "['restaurant']", "slots": "{'restaurant': {'area': 'centre', 'food': 'Asian Oriental', 'pricerange': 'expensive'}}"} | label okay could you please then look for one that serves asian oriental cuisine domains restaurant slots restaurant area centre food asian oriental pricerange expensive | USER: Good morning. Good morning. Good morning.
AGENT: Good morning, customer service and my help.
USER: Could you please assist me in finding a place to dine, please?
AGENT: No problem. Anything in particular you're looking at?
USER: Yes, I should serve some Vietnamese cuisine and also be in the expensive price range.... | user good morning good morning good morning agent good morning customer service and my help user could you please assist me in finding a place to dine please agent no problem anything in particular you're looking at user yes i should serve some vietnamese cuisine and also be in the expensive price range and it should b... | 148,640 | MUL0020 | 6 | Okay, Asian-Oriental, let's see. | ['restaurant'] | {'restaurant': {'area': 'centre', 'food': 'Asian Oriental', 'pricerange': 'expensive'}} | |
{"label": "Hello, I'm looking for some special browns with seafood for a specialty.", "domains": "['restaurant']", "slots": "{'restaurant': {'food': 'Seafood'}}"} | label hello i'm looking for some special browns with seafood for a specialty domains restaurant slots restaurant food seafood | USER: Hi.
AGENT: Hello, customer service. How can I help you? | user hi agent hello customer service how can i help you | 123,040 | MUL0021 | 2 | All right, seafood restaurant, let me check for you. Do you have any other preference? | ['restaurant'] | {'restaurant': {'food': 'Seafood'}} | |
{"label": "Just send the information by text will be okay.", "domains": "['profile', 'restaurant']", "slots": "{'profile': {'name': 'Robert Watson'}, 'restaurant': {'day': 'Saturday', 'people': '3', 'time': '12:00', 'area': 'centre', 'food': 'Portuguese', 'pricerange': 'cheap'}}"} | label just send the information by text will be okay domains profile restaurant slots profile name robert watson restaurant day saturday people 3 time 1200 area centre food portuguese pricerange cheap | USER: Hi.
AGENT: Hello, customer service. How can I help you?
USER: Hello, I'm looking for some special browns with seafood for a specialty.
AGENT: All right, seafood restaurant, let me check for you. Do you have any other preference?
USER: I think it should be in the center of the city with cheap price.
AGENT: Sure, c... | user hi agent hello customer service how can i help you user hello i'm looking for some special browns with seafood for a specialty agent all right seafood restaurant let me check for you do you have any other preference user i think it should be in the center of the city with cheap price agent sure center and cheap pr... | 58,080 | MUL0021 | 22 | Sure, no problem. You said you want to book a train? | ['profile', 'restaurant'] | {'profile': {'name': 'Robert Watson'}, 'restaurant': {'day': 'Saturday', 'people': '3', 'time': '12:00', 'area': 'centre', 'food': 'Portuguese', 'pricerange': 'cheap'}} | |
{"label": "Okay, great. Thank you.", "domains": "['profile', 'restaurant', 'train']", "slots": "{'profile': {'name': 'Robert Watson'}, 'restaurant': {'day': 'Saturday', 'people': '3', 'time': '12:00', 'area': 'centre', 'food': 'Portuguese', 'pricerange': 'cheap'}, 'train': {'arriveby': '11:45', 'day': 'Sunday', 'depart... | label okay great thank you domains profile restaurant train slots profile name robert watson restaurant day saturday people 3 time 1200 area centre food portuguese pricerange cheap train arriveby 1145 day sunday departure cambridge destination peterborough | USER: Hi.
AGENT: Hello, customer service. How can I help you?
USER: Hello, I'm looking for some special browns with seafood for a specialty.
AGENT: All right, seafood restaurant, let me check for you. Do you have any other preference?
USER: I think it should be in the center of the city with cheap price.
AGENT: Sure, c... | user hi agent hello customer service how can i help you user hello i'm looking for some special browns with seafood for a specialty agent all right seafood restaurant let me check for you do you have any other preference user i think it should be in the center of the city with cheap price agent sure center and cheap pr... | 31,200 | MUL0021 | 42 | Oh sorry, the departure time is 1 1 0 6. | ['profile', 'restaurant', 'train'] | {'profile': {'name': 'Robert Watson'}, 'restaurant': {'day': 'Saturday', 'people': '3', 'time': '12:00', 'area': 'centre', 'food': 'Portuguese', 'pricerange': 'cheap'}, 'train': {'arriveby': '11:45', 'day': 'Sunday', 'departure': 'Cambridge', 'destination': 'Peterborough'}} | |
{"label": "Yes, it's called the Bangkok City.", "domains": "['restaurant']", "slots": "{'restaurant': {'name': 'Bangkok City'}}"} | label yes it's called the bangkok city domains restaurant slots restaurant name bangkok city | USER: Good afternoon.
AGENT: Good afternoon. I'm customer service. I'm my help.
USER: Good afternoon. Yes, could you please assist me in looking for a particular restaurant, please?
AGENT: No problem. Do you have a name for the restaurant? | user good afternoon agent good afternoon i'm customer service i'm my help user good afternoon yes could you please assist me in looking for a particular restaurant please agent no problem do you have a name for the restaurant | 45,600 | MUL0022 | 4 | Bangkok City. Okay. Just give me a second. I'll look for it on the system. | ['restaurant'] | {'restaurant': {'name': 'Bangkok City'}} | |
{"label": "No, thank you very much, Pablo, for me.", "domains": "['profile', 'restaurant', 'train']", "slots": "{'profile': {'idnumber': '4017788305505475'}, 'restaurant': {'name': 'Bangkok City'}, 'train': {'people': '5', 'arriveby': '08:15', 'day': 'Tuesday', 'departure': 'Norwich', 'destination': 'Cambridge'}}"} | label no thank you very much pablo for me domains profile restaurant train slots profile idnumber 4017788305505475 restaurant name bangkok city train people 5 arriveby 0815 day tuesday departure norwich destination cambridge | USER: Good afternoon.
AGENT: Good afternoon. I'm customer service. I'm my help.
USER: Good afternoon. Yes, could you please assist me in looking for a particular restaurant, please?
AGENT: No problem. Do you have a name for the restaurant?
USER: Yes, it's called the Bangkok City.
AGENT: Bangkok City. Okay. Just give me... | user good afternoon agent good afternoon i'm customer service i'm my help user good afternoon yes could you please assist me in looking for a particular restaurant please agent no problem do you have a name for the restaurant user yes it's called the bangkok city agent bangkok city okay just give me a second i'll look ... | 56,480 | MUL0022 | 24 | Okay. Thank you for calling and have a good day. | ['profile', 'restaurant', 'train'] | {'profile': {'idnumber': '4017788305505475'}, 'restaurant': {'name': 'Bangkok City'}, 'train': {'people': '5', 'arriveby': '08:15', 'day': 'Tuesday', 'departure': 'Norwich', 'destination': 'Cambridge'}} | |
{"label": "Yes, correct.", "domains": "['profile', 'restaurant']", "slots": "{'profile': {'name': 'Monica Lane'}, 'restaurant': {'day': 'Tuesday', 'people': '1', 'time': '15:30', 'area': 'centre', 'pricerange': 'expensive'}}"} | label yes correct domains profile restaurant slots profile name monica lane restaurant day tuesday people 1 time 1530 area centre pricerange expensive | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a restaurant and I want it to be in the expensive price range and should be in the city center. Thank you.
AGENT: Okay, I'm searching for you.
USER: Yes, and please make sure they serve Mexican food.
AGENT: Okay, Mexican food.
USER: Okay.
AGENT: ... | user hello agent hello how can i help you user yes i'm looking for a restaurant and i want it to be in the expensive price range and should be in the city center thank you agent okay i'm searching for you user yes and please make sure they serve mexican food agent okay mexican food user okay agent i'm afraid that we ha... | 20,320 | MUL0024 | 18 | Okay, I'm booking. What else can I help you? | ['profile', 'restaurant'] | {'profile': {'name': 'Monica Lane'}, 'restaurant': {'day': 'Tuesday', 'people': '1', 'time': '15:30', 'area': 'centre', 'pricerange': 'expensive'}} | |
{"label": "Yes, of course. My ID number is 1622-", "domains": "['profile', 'restaurant', 'train']", "slots": "{'profile': {'idnumber': '1622', 'name': 'Monica Lane'}, 'restaurant': {'day': 'Tuesday', 'people': '1', 'time': '15:30', 'area': 'centre', 'pricerange': 'expensive'}, 'train': {'people': '1', 'arriveby': '09:3... | label yes of course my id number is 1622 domains profile restaurant train slots profile idnumber 1622 name monica lane restaurant day tuesday people 1 time 1530 area centre pricerange expensive train people 1 arriveby 0930 day tuesday departure peterborough destination cambridge | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a restaurant and I want it to be in the expensive price range and should be in the city center. Thank you.
AGENT: Okay, I'm searching for you.
USER: Yes, and please make sure they serve Mexican food.
AGENT: Okay, Mexican food.
USER: Okay.
AGENT: ... | user hello agent hello how can i help you user yes i'm looking for a restaurant and i want it to be in the expensive price range and should be in the city center thank you agent okay i'm searching for you user yes and please make sure they serve mexican food agent okay mexican food user okay agent i'm afraid that we ha... | 98,560 | MUL0024 | 38 | Okay. | ['profile', 'restaurant', 'train'] | {'profile': {'idnumber': '1622', 'name': 'Monica Lane'}, 'restaurant': {'day': 'Tuesday', 'people': '1', 'time': '15:30', 'area': 'centre', 'pricerange': 'expensive'}, 'train': {'people': '1', 'arriveby': '09:30', 'day': 'Tuesday', 'departure': 'Peterborough', 'destination': 'Cambridge'}} | |
{"label": "Okay, not a problem at all.", "domains": "['train']", "slots": "{'train': {'arriveby': '14:30', 'day': 'Friday', 'departure': 'Cambridge', 'destination': 'Broxbourne'}}"} | label okay not a problem at all domains train slots train arriveby 1430 day friday departure cambridge destination broxbourne | USER: Good afternoon.
AGENT: Our customer service and my assist.
USER: Could you please assist me in looking for a train, please?
AGENT: Okay, no problem. Where would you be departing from and where are you going to?
USER: It should depart from Cambridge and it should depart at, let me just check, give me a second. It ... | user good afternoon agent our customer service and my assist user could you please assist me in looking for a train please agent okay no problem where would you be departing from and where are you going to user it should depart from cambridge and it should depart at let me just check give me a second it should depart w... | 29,280 | MUL0025 | 6 | Okay, I think I found an option. Yes, I found an option for you. How may I help? | ['train'] | {'train': {'arriveby': '14:30', 'day': 'Friday', 'departure': 'Cambridge', 'destination': 'Broxbourne'}} | |
{"label": "Later.", "domains": "['train']", "slots": "{'train': {'departure': 'Leicester'}}"} | label later domains train slots train departure leicester | USER: Hello, I'm looking for a train departs from Cambridge on Tuesday.
AGENT: Yes, and where are you heading to? | user hello i'm looking for a train departs from cambridge on tuesday agent yes and where are you heading to | 24,320 | MUL0026 | 2 | Manchester and when would you like the train to arrive? | ['train'] | {'train': {'departure': 'Leicester'}} | |
{"label": "I also want some information about a church called Little St. Mary's Church.", "domains": "['attraction', 'profile', 'train']", "slots": "{'attraction': {'name': \"Little Saint Mary'S Church\"}, 'profile': {'idnumber': '379793'}, 'train': {'departure': 'Leicester', 'leaveat': '14:15'}}"} | label i also want some information about a church called little st mary's church domains attraction profile train slots attraction name little saint mary's church profile idnumber 379793 train departure leicester leaveat 1415 | USER: Hello, I'm looking for a train departs from Cambridge on Tuesday.
AGENT: Yes, and where are you heading to?
USER: Later.
AGENT: Manchester and when would you like the train to arrive?
USER: Um, it should leave after 2.15 p.m.
AGENT: leave after 2.15pm. Yes, I have one train for you.
USER: Okay, I want to know the... | user hello i'm looking for a train departs from cambridge on tuesday agent yes and where are you heading to user later agent manchester and when would you like the train to arrive user um it should leave after 215 pm agent leave after 215pm yes i have one train for you user okay i want to know the arrival time agent th... | 112,160 | MUL0026 | 22 | Yes. | ['attraction', 'profile', 'train'] | {'attraction': {'name': "Little Saint Mary'S Church"}, 'profile': {'idnumber': '379793'}, 'train': {'departure': 'Leicester', 'leaveat': '14:15'}} | |
{"label": "I will leave on Sunday.", "domains": "['train']", "slots": "{'train': {'day': 'Sunday', 'departure': 'London Kings Cross', 'destination': 'Cambridge'}}"} | label i will leave on sunday domains train slots train day sunday departure london kings cross destination cambridge | USER: Service Center.
AGENT: Yes, this is Customer Service Center. How may I help?
USER: While I'm looking for a train, can you help me with that?
AGENT: Of course, where's your destination?
USER: My destination is Cambridge.
AGENT: Okay, and where is your departure?
USER: Well, I'm in the London Cancross Railway Stati... | user service center agent yes this is customer service center how may i help user while i'm looking for a train can you help me with that agent of course where's your destination user my destination is cambridge agent okay and where is your departure user well i'm in the london cancross railway station now and i'm not ... | 52,640 | MUL0027 | 8 | Most of the time we would like the train to arrive. | ['train'] | {'train': {'day': 'Sunday', 'departure': 'London Kings Cross', 'destination': 'Cambridge'}} | |
{"label": "Yes, that's right. Thank you.", "domains": "['attraction', 'train']", "slots": "{'attraction': {'area': 'centre', 'type': 'museum'}, 'train': {'arriveby': '09:15', 'day': 'Sunday', 'departure': 'London Kings Cross', 'destination': 'Cambridge'}}"} | label yes that's right thank you domains attraction train slots attraction area centre type museum train arriveby 0915 day sunday departure london kings cross destination cambridge | USER: Service Center.
AGENT: Yes, this is Customer Service Center. How may I help?
USER: While I'm looking for a train, can you help me with that?
AGENT: Of course, where's your destination?
USER: My destination is Cambridge.
AGENT: Okay, and where is your departure?
USER: Well, I'm in the London Cancross Railway Stati... | user service center agent yes this is customer service center how may i help user while i'm looking for a train can you help me with that agent of course where's your destination user my destination is cambridge agent okay and where is your departure user well i'm in the london cancross railway station now and i'm not ... | 29,600 | MUL0027 | 28 | Okay then, I found a Cambridge Contemporary Art community requirement. | ['attraction', 'train'] | {'attraction': {'area': 'centre', 'type': 'museum'}, 'train': {'arriveby': '09:15', 'day': 'Sunday', 'departure': 'London Kings Cross', 'destination': 'Cambridge'}} | |
{"label": "Yes, could you please look for one that's on Friday and it's right by 1415.", "domains": "['train']", "slots": "{'train': {'arriveby': '14:15', 'day': 'Friday', 'departure': 'Stevenage', 'destination': 'Cambridge'}}"} | label yes could you please look for one that's on friday and it's right by 1415 domains train slots train arriveby 1415 day friday departure stevenage destination cambridge | USER: Good day. Hello.
AGENT: Hi, customers. I'm my help.
USER: Could you please assist me in looking for a train, please?
AGENT: No problem. Where would you be from in Western Asian?
USER: It should depart from Stevenage and it should head to Cambridge.
AGENT: No problem. Any particular day or time? | user good day hello agent hi customers i'm my help user could you please assist me in looking for a train please agent no problem where would you be from in western asian user it should depart from stevenage and it should head to cambridge agent no problem any particular day or time | 102,720 | MUL0028 | 6 | Okay, all right. Do you have an option here that do you have in terms of the train how may I help with it? | ['train'] | {'train': {'arriveby': '14:15', 'day': 'Friday', 'departure': 'Stevenage', 'destination': 'Cambridge'}} | |
{"label": "Sorry, what type of this attraction?", "domains": "['attraction']", "slots": "{'attraction': {'name': 'Cherry Hinton Hall And Grounds'}}"} | label sorry what type of this attraction domains attraction slots attraction name cherry hinton hall and grounds | USER: Hi, this is Kay. I'm planning my trip in Cambridge.
AGENT: Sure.
USER: So I'm looking for this particular attraction, which is called Cherry Hinton Hall and Grounds.
AGENT: Cherry Hinton Hall and Grant. One moment, please.
USER: Okay.
AGENT: any particular information that you need? | user hi this is kay i'm planning my trip in cambridge agent sure user so i'm looking for this particular attraction which is called cherry hinton hall and grounds agent cherry hinton hall and grant one moment please user okay agent any particular information that you need | 107,360 | MUL0029 | 6 | It's the entertainment. | ['attraction'] | {'attraction': {'name': 'Cherry Hinton Hall And Grounds'}} | |
{"label": "That will be all. Thank you so much.", "domains": "['attraction', 'profile', 'train']", "slots": "{'attraction': {'name': 'Cherry Hinton Hall And Grounds'}, 'profile': {'idnumber': '0278861348991451'}, 'train': {'people': '5', 'arriveby': '12:35', 'day': 'Monday', 'departure': 'Norwich', 'destination': 'Camb... | label that will be all thank you so much domains attraction profile train slots attraction name cherry hinton hall and grounds profile idnumber 0278861348991451 train people 5 arriveby 1235 day monday departure norwich destination cambridge | USER: Hi, this is Kay. I'm planning my trip in Cambridge.
AGENT: Sure.
USER: So I'm looking for this particular attraction, which is called Cherry Hinton Hall and Grounds.
AGENT: Cherry Hinton Hall and Grant. One moment, please.
USER: Okay.
AGENT: any particular information that you need?
USER: Sorry, what type of this... | user hi this is kay i'm planning my trip in cambridge agent sure user so i'm looking for this particular attraction which is called cherry hinton hall and grounds agent cherry hinton hall and grant one moment please user okay agent any particular information that you need user sorry what type of this attraction agent i... | 45,440 | MUL0029 | 26 | Thank you. Bye. | ['attraction', 'profile', 'train'] | {'attraction': {'name': 'Cherry Hinton Hall And Grounds'}, 'profile': {'idnumber': '0278861348991451'}, 'train': {'people': '5', 'arriveby': '12:35', 'day': 'Monday', 'departure': 'Norwich', 'destination': 'Cambridge'}} | |
{"label": "It should be some sort of a museum and preferably one that is located in the central part of town.", "domains": "['attraction', 'profile', 'train']", "slots": "{'attraction': {'area': 'centre', 'type': 'museum'}, 'profile': {'idnumber': '9190007372408690'}, 'train': {'people': '1', 'arriveby': '15:45', 'day'... | label it should be some sort of a museum and preferably one that is located in the central part of town domains attraction profile train slots attraction area centre type museum profile idnumber 9190007372408690 train people 1 arriveby 1545 day thursday departure cambridge destination norwich | USER: Good day.
AGENT: Hi, customer service. How am I?
USER: Please assist me in looking for a train, please.
AGENT: No problem. All right. Where would you be departing from and where are you heading to?
USER: The train should head to Norwich and it should depart from Cambridge.
AGENT: Okay. Any particular day or time?... | user good day agent hi customer service how am i user please assist me in looking for a train please agent no problem all right where would you be departing from and where are you heading to user the train should head to norwich and it should depart from cambridge agent okay any particular day or time user yes could yo... | 148,000 | MUL0030 | 18 | Okay, look at St. Louis. Let me take a look. Okay, I believe I found a good option, which would be the Cambridge Contemporary Art Museum. | ['attraction', 'profile', 'train'] | {'attraction': {'area': 'centre', 'type': 'museum'}, 'profile': {'idnumber': '9190007372408690'}, 'train': {'people': '1', 'arriveby': '15:45', 'day': 'Thursday', 'departure': 'Cambridge', 'destination': 'Norwich'}} | |
{"label": "Well, tell me though, Jez.", "domains": "['attraction']", "slots": "{'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}}"} | label well tell me though jez domains attraction slots attraction name cherry hinton water play type multiple sports | USER: Yes, I'm planning my trip in Cambridge, so I'm looking for some information.
AGENT: Welcome to Cambridge. How can I help you, sir?
USER: I'm looking for some places to go in turn. And the attraction should offer me some places to do different sports.
AGENT: Oh, sure, sure.
USER: So, any...
AGENT: Okay, go ahead, ... | user yes i'm planning my trip in cambridge so i'm looking for some information agent welcome to cambridge how can i help you sir user i'm looking for some places to go in turn and the attraction should offer me some places to do different sports agent oh sure sure user so any agent okay go ahead please user do i have a... | 76,160 | MUL0031 | 12 | Okay, the park address is Cherry Haton Road, East 8th Street. | ['attraction'] | {'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}} | |
{"label": "W-I-N-E-S.", "domains": "['attraction', 'profile', 'train']", "slots": "{'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}, 'profile': {'name': 'Anita Wines'}, 'train': {'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Birmingham New Street', 'leaveat': '08:01'}}"} | label wines domains attraction profile train slots attraction name cherry hinton water play type multiple sports profile name anita wines train day tuesday departure cambridge destination birmingham new street leaveat 0801 | USER: Yes, I'm planning my trip in Cambridge, so I'm looking for some information.
AGENT: Welcome to Cambridge. How can I help you, sir?
USER: I'm looking for some places to go in turn. And the attraction should offer me some places to do different sports.
AGENT: Oh, sure, sure.
USER: So, any...
AGENT: Okay, go ahead, ... | user yes i'm planning my trip in cambridge so i'm looking for some information agent welcome to cambridge how can i help you sir user i'm looking for some places to go in turn and the attraction should offer me some places to do different sports agent oh sure sure user so any agent okay go ahead please user do i have a... | 47,040 | MUL0031 | 32 | Anita Wang. And your ID number, please. | ['attraction', 'profile', 'train'] | {'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}, 'profile': {'name': 'Anita Wines'}, 'train': {'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Birmingham New Street', 'leaveat': '08:01'}} | |
{"label": "I suppose that's all. Thank you very much.", "domains": "['attraction', 'profile', 'train']", "slots": "{'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}, 'profile': {'idnumber': '3792133014440858', 'name': 'Anita Wines', 'phonenumber': '166984'}, 'train': {'people': '6', 'day': ... | label i suppose that's all thank you very much domains attraction profile train slots attraction name cherry hinton water play type multiple sports profile idnumber 3792133014440858 name anita wines phonenumber 166984 train people 6 day tuesday departure cambridge destination birmingham new street leaveat 0801 | USER: Yes, I'm planning my trip in Cambridge, so I'm looking for some information.
AGENT: Welcome to Cambridge. How can I help you, sir?
USER: I'm looking for some places to go in turn. And the attraction should offer me some places to do different sports.
AGENT: Oh, sure, sure.
USER: So, any...
AGENT: Okay, go ahead, ... | user yes i'm planning my trip in cambridge so i'm looking for some information agent welcome to cambridge how can i help you sir user i'm looking for some places to go in turn and the attraction should offer me some places to do different sports agent oh sure sure user so any agent okay go ahead please user do i have a... | 54,560 | MUL0031 | 52 | Thanks for calling. Bye-bye. | ['attraction', 'profile', 'train'] | {'attraction': {'name': 'Cherry Hinton Water Play', 'type': 'multiple sports'}, 'profile': {'idnumber': '3792133014440858', 'name': 'Anita Wines', 'phonenumber': '166984'}, 'train': {'people': '6', 'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Birmingham New Street', 'leaveat': '08:01'}} | |
{"label": "Okay, no problem.", "domains": "['attraction', 'train']", "slots": "{'attraction': {'area': 'centre', 'type': 'theatre'}, 'train': {'arriveby': '18:43', 'day': 'Wednesday', 'departure': 'Stevenage', 'destination': 'Cambridge'}}"} | label okay no problem domains attraction train slots attraction area centre type theatre train arriveby 1843 day wednesday departure stevenage destination cambridge | USER: Hi, this is Harry. I'm planning my trip in Cambridge.
AGENT: Okay.
USER: So I'm finding those places to go in T'an, which would be a theater. And I'd like to go to somewhere very popular in the city.
AGENT: Okay. Theater in the Century. So there's a...
USER: Yeah.
AGENT: One main ADC theater is located
USER: Mm-h... | user hi this is harry i'm planning my trip in cambridge agent okay user so i'm finding those places to go in t'an which would be a theater and i'd like to go to somewhere very popular in the city agent okay theater in the century so there's a user yeah agent one main adc theater is located user mmhmm agent on park stre... | 30,560 | MUL0034 | 18 | Okay, may I have your ID number please? | ['attraction', 'train'] | {'attraction': {'area': 'centre', 'type': 'theatre'}, 'train': {'arriveby': '18:43', 'day': 'Wednesday', 'departure': 'Stevenage', 'destination': 'Cambridge'}} | |
{"label": "Okay, it's Amanda Gonzalez.", "domains": "['hotel', 'profile']", "slots": "{'hotel': {'people': '4', 'internet': 'yes', 'stars': '4', 'type': 'guest house'}, 'profile': {'name': 'Amanda Gonzalez'}}"} | label okay it's amanda gonzalez domains hotel profile slots hotel people 4 internet yes stars 4 type guest house profile name amanda gonzalez | USER: Hello?
AGENT: Hi, as I'm a service, I'm a help.
USER: Could you please just meet in the first place?
AGENT: No problem. Anything in particular you're looking for?
USER: Yes, it should be in a type of hotel, more like a homey type of sitting and it should have a star rating of 5 and also it should include some acc... | user hello agent hi as i'm a service i'm a help user could you please just meet in the first place agent no problem anything in particular you're looking for user yes it should be in a type of hotel more like a homey type of sitting and it should have a star rating of 5 and also it should include some access to interne... | 61,280 | MUL0038 | 10 | How do I unlock these? | ['hotel', 'profile'] | {'hotel': {'people': '4', 'internet': 'yes', 'stars': '4', 'type': 'guest house'}, 'profile': {'name': 'Amanda Gonzalez'}} | |
{"label": "Could you please make a booking for the same group of people, please?", "domains": "['hotel', 'profile', 'train']", "slots": "{'hotel': {'day': 'Thursday', 'people': '4', 'stay': '1', 'internet': 'yes', 'stars': '4', 'type': 'guest house'}, 'profile': {'name': 'Amanda Gonzalez'}, 'train': {'people': '4', 'da... | label could you please make a booking for the same group of people please domains hotel profile train slots hotel day thursday people 4 stay 1 internet yes stars 4 type guest house profile name amanda gonzalez train people 4 day thursday departure london liverpool street destination cambridge leaveat 0815 | USER: Hello?
AGENT: Hi, as I'm a service, I'm a help.
USER: Could you please just meet in the first place?
AGENT: No problem. Anything in particular you're looking for?
USER: Yes, it should be in a type of hotel, more like a homey type of sitting and it should have a star rating of 5 and also it should include some acc... | user hello agent hi as i'm a service i'm a help user could you please just meet in the first place agent no problem anything in particular you're looking for user yes it should be in a type of hotel more like a homey type of sitting and it should have a star rating of 5 and also it should include some access to interne... | 63,360 | MUL0038 | 30 | Okay, for the same person. Okay, so for photo. Okay, just to get your ID number, please. | ['hotel', 'profile', 'train'] | {'hotel': {'day': 'Thursday', 'people': '4', 'stay': '1', 'internet': 'yes', 'stars': '4', 'type': 'guest house'}, 'profile': {'name': 'Amanda Gonzalez'}, 'train': {'people': '4', 'day': 'Thursday', 'departure': 'London Liverpool Street', 'destination': 'Cambridge', 'leaveat': '08:15'}} | |
{"label": "Yes, can you please make it for boys to leave after 9.45pm and it should be on Friday.", "domains": "['train']", "slots": "{'train': {'day': 'Friday', 'departure': 'Cambridge', 'destination': 'Stansted Airport'}}"} | label yes can you please make it for boys to leave after 945pm and it should be on friday domains train slots train day friday departure cambridge destination stansted airport | USER: Hello?
AGENT: Hi, customer service. How may I assist?
USER: Can you please assist me in looking for a train, please?
AGENT: Okay, no problem. Where would you be departing from and where are you heading to?
USER: It should go to Stansted Airport and it should leave from Cambridge.
AGENT: Okay, so, okay, so departe... | user hello agent hi customer service how may i assist user can you please assist me in looking for a train please agent okay no problem where would you be departing from and where are you heading to user it should go to stansted airport and it should leave from cambridge agent okay so okay so departed from cambridge go... | 176,000 | MUL0039 | 6 | Okay, so to leave after 9, let's say it's 9.45 p.m. Okay. Can you say the day once again? | ['train'] | {'train': {'day': 'Friday', 'departure': 'Cambridge', 'destination': 'Stansted Airport'}} | |
{"label": "Okay, that's totally fine. Could you please provide me with the postcode, the price range, and also the address of the place?", "domains": "['hotel', 'train']", "slots": "{'hotel': {'area': 'West', 'internet': 'yes', 'parking': 'yes', 'stars': '4'}, 'train': {'day': 'Friday', 'departure': 'Cambridge', 'desti... | label okay that's totally fine could you please provide me with the postcode the price range and also the address of the place domains hotel train slots hotel area west internet yes parking yes stars 4 train day friday departure cambridge destination stansted airport | USER: Hello?
AGENT: Hi, customer service. How may I assist?
USER: Can you please assist me in looking for a train, please?
AGENT: Okay, no problem. Where would you be departing from and where are you heading to?
USER: It should go to Stansted Airport and it should leave from Cambridge.
AGENT: Okay, so, okay, so departe... | user hello agent hi customer service how may i assist user can you please assist me in looking for a train please agent okay no problem where would you be departing from and where are you heading to user it should go to stansted airport and it should leave from cambridge agent okay so okay so departed from cambridge go... | 179,520 | MUL0039 | 26 | Okay, so the postcode is CB236BW and the price range is within the cheap price range. All right. What was the other information that you needed? | ['hotel', 'train'] | {'hotel': {'area': 'West', 'internet': 'yes', 'parking': 'yes', 'stars': '4'}, 'train': {'day': 'Friday', 'departure': 'Cambridge', 'destination': 'Stansted Airport'}} | |
{"label": "And of course, my ID number is 9821.", "domains": "['profile', 'train']", "slots": "{'profile': {'idnumber': '9821'}, 'train': {'people': '2', 'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Leicester', 'leaveat': '08:30'}}"} | label and of course my id number is 9821 domains profile train slots profile idnumber 9821 train people 2 day tuesday departure cambridge destination leicester leaveat 0830 | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a train to go to Leicester and depart from Cambridge.
AGENT: Okay, press hold on.
USER: Yes.
AGENT: What health requirements for the train?
USER: Yeah, the train should leave after 8.30 and should leave on Thursday, Tuesday.
AGENT: Okay, leave on... | user hello agent hello how can i help you user yes i'm looking for a train to go to leicester and depart from cambridge agent okay press hold on user yes agent what health requirements for the train user yeah the train should leave after 830 and should leave on thursday tuesday agent okay leave on tuesday and leave aft... | 99,680 | MUL0040 | 12 | Okay. | ['profile', 'train'] | {'profile': {'idnumber': '9821'}, 'train': {'people': '2', 'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Leicester', 'leaveat': '08:30'}} | |
{"label": "Yes.", "domains": "['hotel', 'profile', 'train']", "slots": "{'hotel': {'day': 'Thursday', 'people': '2', 'stay': '5', 'area': 'West', 'name': 'The Cambridge Belfry', 'parking': 'yes', 'stars': '4', 'type': 'hotel'}, 'profile': {'idnumber': '9821473618826563'}, 'train': {'people': '2', 'day': 'Tuesday', 'dep... | label yes domains hotel profile train slots hotel day thursday people 2 stay 5 area west name the cambridge belfry parking yes stars 4 type hotel profile idnumber 9821473618826563 train people 2 day tuesday departure cambridge destination leicester leaveat 0830 | USER: Hello?
AGENT: Hello, how can I help you?
USER: Yes, I'm looking for a train to go to Leicester and depart from Cambridge.
AGENT: Okay, press hold on.
USER: Yes.
AGENT: What health requirements for the train?
USER: Yeah, the train should leave after 8.30 and should leave on Thursday, Tuesday.
AGENT: Okay, leave on... | user hello agent hello how can i help you user yes i'm looking for a train to go to leicester and depart from cambridge agent okay press hold on user yes agent what health requirements for the train user yeah the train should leave after 830 and should leave on thursday tuesday agent okay leave on tuesday and leave aft... | 15,200 | MUL0040 | 32 | Okay, I'm booking. And can I have your name? | ['hotel', 'profile', 'train'] | {'hotel': {'day': 'Thursday', 'people': '2', 'stay': '5', 'area': 'West', 'name': 'The Cambridge Belfry', 'parking': 'yes', 'stars': '4', 'type': 'hotel'}, 'profile': {'idnumber': '9821473618826563'}, 'train': {'people': '2', 'day': 'Tuesday', 'departure': 'Cambridge', 'destination': 'Leicester', 'leaveat': '08:30'}} | |
{"label": "I hope the train should arrive by 16.45 p.m.", "domains": "['train']", "slots": "{'train': {'arriveby': '16:45', 'day': 'Thursday', 'departure': 'Cambridge', 'destination': 'Bishops Stortford'}}"} | label i hope the train should arrive by 1645 pm domains train slots train arriveby 1645 day thursday departure cambridge destination bishops stortford | USER: Hello, is this customer service center?
AGENT: Yes, this is Cosmos Survey Center. How may I help?
USER: Well, I'm looking for a train. Can you help me with that?
AGENT: Of course, leisure departure.
USER: I will depart from Cambridge.
AGENT: our ideal destination
USER: My destination is Bishop Stout Fort.
AGENT: ... | user hello is this customer service center agent yes this is cosmos survey center how may i help user well i'm looking for a train can you help me with that agent of course leisure departure user i will depart from cambridge agent our ideal destination user my destination is bishop stout fort agent okay then what they ... | 86,240 | MUL0041 | 10 | Okay, so a train from Cambridge to Bishop's Fort and leave on Thursday right there by 14.45 in the afternoon, right? | ['train'] | {'train': {'arriveby': '16:45', 'day': 'Thursday', 'departure': 'Cambridge', 'destination': 'Bishops Stortford'}} | |
{"label": "Now, before that, can you tell me some information about this place?", "domains": "['hotel', 'profile', 'train']", "slots": "{'hotel': {'area': 'South', 'internet': 'yes', 'pricerange': 'cheap'}, 'profile': {'idnumber': '8931073679302336'}, 'train': {'people': '8', 'arriveby': '18:07', 'day': 'Thursday', 'de... | label now before that can you tell me some information about this place domains hotel profile train slots hotel area south internet yes pricerange cheap profile idnumber 8931073679302336 train people 8 arriveby 1807 day thursday departure cambridge destination bishops stortford | USER: Hello, is this customer service center?
AGENT: Yes, this is Cosmos Survey Center. How may I help?
USER: Well, I'm looking for a train. Can you help me with that?
AGENT: Of course, leisure departure.
USER: I will depart from Cambridge.
AGENT: our ideal destination
USER: My destination is Bishop Stout Fort.
AGENT: ... | user hello is this customer service center agent yes this is cosmos survey center how may i help user well i'm looking for a train can you help me with that agent of course leisure departure user i will depart from cambridge agent our ideal destination user my destination is bishop stout fort agent okay then what they ... | 67,040 | MUL0041 | 30 | Of course, what kind of information? | ['hotel', 'profile', 'train'] | {'hotel': {'area': 'South', 'internet': 'yes', 'pricerange': 'cheap'}, 'profile': {'idnumber': '8931073679302336'}, 'train': {'people': '8', 'arriveby': '18:07', 'day': 'Thursday', 'departure': 'Cambridge', 'destination': 'Bishops Stortford'}} | |
{"label": "Okay, no problem at all.", "domains": "['train']", "slots": "{'train': {'day': 'Sunday', 'departure': 'Leicester', 'destination': 'Cambridge'}}"} | label okay no problem at all domains train slots train day sunday departure leicester destination cambridge | USER: Hello? Hello?
AGENT: Hi, customer service, I'm Hal.
USER: How are you?
AGENT: I'm doing good. Thank you for asking. I hope you're doing good too.
USER: I'm also good. Could you please assist me in looking for a train, please?
AGENT: No problem. Where would you be departing from?
USER: It should depart from Leinst... | user hello hello agent hi customer service i'm hal user how are you agent i'm doing good thank you for asking i hope you're doing good too user i'm also good could you please assist me in looking for a train please agent no problem where would you be departing from user it should depart from leinster and it should head... | 32,960 | MUL0042 | 10 | Okay, there is an option I see here. All right. Yes, can I help with the option? | ['train'] | {'train': {'day': 'Sunday', 'departure': 'Leicester', 'destination': 'Cambridge'}} | |
{"label": "No, thank you very much. I prefer not to receive orders via my email at all.", "domains": "['hotel', 'profile', 'train']", "slots": "{'hotel': {'day': 'Sunday', 'people': '5', 'stay': '3', 'area': 'North', 'pricerange': 'moderate', 'type': 'guest house'}, 'profile': {'name': 'Charles Arndt'}, 'train': {'day'... | label no thank you very much i prefer not to receive orders via my email at all domains hotel profile train slots hotel day sunday people 5 stay 3 area north pricerange moderate type guest house profile name charles arndt train day sunday departure leicester destination cambridge | USER: Hello? Hello?
AGENT: Hi, customer service, I'm Hal.
USER: How are you?
AGENT: I'm doing good. Thank you for asking. I hope you're doing good too.
USER: I'm also good. Could you please assist me in looking for a train, please?
AGENT: No problem. Where would you be departing from?
USER: It should depart from Leinst... | user hello hello agent hi customer service i'm hal user how are you agent i'm doing good thank you for asking i hope you're doing good too user i'm also good could you please assist me in looking for a train please agent no problem where would you be departing from user it should depart from leinster and it should head... | 104,160 | MUL0042 | 30 | Okay, no problem, Vin. All right, so I want to use your email. Will there be anything else I can help you with? | ['hotel', 'profile', 'train'] | {'hotel': {'day': 'Sunday', 'people': '5', 'stay': '3', 'area': 'North', 'pricerange': 'moderate', 'type': 'guest house'}, 'profile': {'name': 'Charles Arndt'}, 'train': {'day': 'Sunday', 'departure': 'Leicester', 'destination': 'Cambridge'}} |
End of preview. Expand in Data Studio
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Check out the documentation for more information.
Dataset: spokenwoz_whisper_dst
Short description
Prepared SpokenWoZ training dataset adapted for Whisper-style DST (dialog state tracking) tasks. Each example contains an utterance, normalized text, and aligned audio (16 kHz).
Key metadata
- Number of examples: 73,950
- Total size on disk: ~9.08 GB
- Splits: train, validation
- validation examples: 7,284
- Features:
text(string): original utterance textnormalized_text(string): normalized form of the utteranceaudio(Audio, sampling_rate=16000): path/bytes for the audioaudio_len(int32): audio length
Credits
This dataset preparation borrows from pirxus/spokenwoz-whisper: https://huggingface.co/datasets/pirxus/spokenwoz-whisper
License & Citation
- License: CC0 1.0 Universal (CC0-1.0)
- Paper reference / citation: https://arxiv.org/pdf/2511.22503
Notes
- Stored as Arrow shards; load locally with
datasets.
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