tosin/dialogpt_mwoz
Text Generation
•
Updated
•
62
•
4
Datasets:
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Annotations Creators:
machine-generated
Source Datasets:
original
ArXiv:
Tags:
License:
dialogue_id
stringlengths 12
13
| services
sequence | turns
sequence |
|---|---|---|
PMUL4398.json | [
"restaurant",
"hotel"
] | {
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"utterance": [
"i need a place to dine in the center thats expensive",
"I have several options for you; do you prefer African, Asian, or British food?",
"Any sort of food would be fine, as long as it is a bit expensive. Could I get the phone number for your recommendation?",
"There is an Afrian place named Bedouin in the centre. How does that sound?",
"Sounds good, could I get that phone number? Also, could you recommend me an expensive hotel?",
"Bedouin's phone is 01223367660. As far as hotels go, I recommend the University Arms Hotel in the center of town.",
"Yes. Can you book it for me?",
"Sure, when would you like that reservation?",
"i want to book it for 2 people and 2 nights starting from saturday.",
"Your booking was successful. Your reference number is FRGZWQL2 . May I help you further?",
"That is all I need to know. Thanks, good bye.",
"Thank you so much for Cambridge TownInfo centre. Have a great day!"
],
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SNG1013.json | [
"hotel"
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"I have 4 different options for you. I have two cheaper guesthouses and two expensive hotels. Do you have a preference?",
"No, but I'd really like to be on the south end of the city. Do any of those fit the bill?",
"Sure. Does price matter? We can narrow it down and find exactly what you need.",
"No I don't care about the price. Which one do you recommend?",
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"How about for 3 nights?",
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} |
PMUL0121.json | [
"restaurant",
"hotel"
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"Hi there! Can you give me some info on Cityroomz?",
"Cityroomz is located at Sleeperz Hotel, Station Road in the Centre area. It is a moderatley priced hotel with a 0 star rating. Would you like to book a room?",
"Yes please. I need it for 7 people for 3 nights starting on tuesday.",
"How many days would you like to book it for?",
"I would like to book it for 3 nights beginning on Tuesday.",
"Ok, Your rooms have been booked. Your reference number is CYJDAR7R . Is there anything else I can help you with today?",
"Yeah, I need a restaurant in the west and with expensive pricing.",
"There are 9 expensive restaurants in the west area. Do you prefer a certain type of food?",
"No, I don't have a preference, but I need the phone number and postcode.",
"I recommend Graffiti, the number is 01223277977 and the postcode is cb30lx. Would you like me to book a table for you?",
"No, right now, I just need the infor. Thanks!",
"Can I help you with anything else today?",
"That is all. thanks",
"Thank you for using our system."
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PMUL3484.json | [
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"i have their info, what would you like to know?",
"I would like to book a reservation for it. Can you help me with that?",
"I sure can. First, I will need to know when you want your stay to begin and how many days you'll be staying. Also, how many people will be staying?",
"We will be arriving on Sunday and will stay for 5 nights.",
"Can you tell me how many guests will be staying in the room?",
"There will be 8 guests.",
"Booking was successful. Your reference number is 4UFN3SWC . Will that be all for today?",
"that is it thank you.",
"You have a nice day then!",
"Can you actually look up a restaurant for me as well?",
"sure thing what's the area and or name?",
"It's a place called Don Pasquale Pizzeria.",
"A very nice place in the centre. Need a reservation?",
"Yes, I do. I'll need it booked for the same day, same people, and we'd like to eat at 19:00.",
"Booking was successful. The table will be reserved for 15 minutes. Reference number is : GVM0PAM2 .",
"Great. One more thing. Can you book a taxi between the two places? I'd like to arrive at the restaurant in time for my reservation.",
"Contact number 07404031593. You are in a Red Skoda.",
"Thank you so much that was all I needed.",
"Alright, hope you enjoy the rest of your day."
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} |
SNG0389.json | [
"train"
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"What time of day would you like to leave?",
"I want to leave on Tuesday.",
"Do you have a time you'd like to leave?",
"I'd like to leave after 9:30.",
"Is that 9:30 AM or PM?",
"Looking for a train Tuesday leaving kings lynn after 9:30 to go to cambridge.",
"I'm sorry, I'm not seeing any trains for that time. Would you like to try another time or a different route?",
"No, I'd like a train leaving after 09:30 departing from Kings Lynn and going to Cambridge. Please take another look?",
"There are no trains running at this time. Can I narrow your search in any way?",
"Wow...no, I really needed that time. I guess not. Thanks anyway.",
"I do have a train living at 10:11 of that would work for you.",
"Yes, that works. Please book for two people. Thanks for checking again.",
"It's my pleasure. You're booked with reference HXG3N56O . The total fee is 19.6 GBP payable at the station. May I help with anything else?",
"Perfect. Thank you for your help. Have a great day. Bye.",
"Thank you for using our service, goodbye.",
"Have a nice day.",
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} |
SNG01520.json | [
"restaurant"
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} |
PMUL3951.json | [
"restaurant",
"train"
] | {
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"1",
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"3",
"4",
"5",
"6",
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1,
0,
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0,
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],
"utterance": [
"Please find me a train from cambridge to stansted airport",
"Sure, I can do that but first I need a little more information. What day would you like to travel as well as departure and arrival times?",
"Saturday leaving Cambridge anytime after 20:00 please",
"TR3128 will leave at 20:40 and arrive by 21:08. Do you need more information or would you like to book tickets?",
"Can you book me 6 tickets please?",
"You're all set. Total for tickets is 48.48 GBP payable at the station. Reference number is JD6SA21J .",
"I am also looking for The Riverside Brasserie.",
"riverside brasserie is a modern european restaurant in the centre. Its address is Doubletree by Hilton Cambridge Granta Place Mill Lane and postcode is cb21rt. Want to book it?",
"Yes, I would like to book it and get a reference number.",
"Unfortunately, I cannot book it at this time.",
"Can you try for Saturday at 13:00?",
"How many people will be dining?",
"6 people will be dining",
"Your booking was successful. Your reference number is 3VX3AOKS .",
"Thanks for everything you have been great!",
"Thank you is there anything else today?",
"No that is all I needed. Thank you ever so kindly.",
"Wonderful. I'm glad I could help. Have a great day. Goodbye."
],
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"I'm looking for an expensive restaurant in the centre if you could help me.",
"I sure can. There are lots of choices. Are you looking for a particular type of food?",
"No, not really. I think I'd like to try something different. Could you suggest something?",
"There is a Korean restaurant called Little Seoul located at 108 Regent Street City Centre. Would you like their phone number?",
"Yes, I would like both the phone number and the postcode please.",
"The phone number for little seoul is 01223308681, postcode cb21dp. Can I help you with anything else today?",
"Can I also have the address please?",
"The address for Little Seoul is 108 Regent Street, City Centre. Is there anything else I can help you with?",
"I also want to see the travel times for a train going from Kings Lynn from Cambridge on Saturday. It should leave after 09:15.",
"Is there a time you would like to arrive by?",
"I got that backwards. Need a train leaving Kings Lynn after 9:15 and arriving in Cambridge sometime on Saturday.",
"TR2514 leaves at 10:11 and arrives at 10:58. Will this one work for you?",
"Sure. Could you tell me the exact travel time?",
"Sure. The travel time for TR2514 is 47 minutes. Anything else I can help you with today?",
"that is it for today. good day thank you",
"Have a wonderful day yourself. Goodbye."
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PMUL2979.json | [
"taxi",
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"hotel"
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"I'm looking for a places to go and see during my upcoming trip to Cambridge.",
"What area of town would you like?",
"I would like to go to the south area please.",
"On the south side, your options are the cinema, entertainment venues, museums, nightclubs, parks, and a theatre.",
"That's a lot of choices, how about nightclubs? Can you get me a couple of phone numbers for good ones? I'm hoping to catch DJ Squalour from Ibiza!",
"The only nightclub in the south is called the place on 22 sidney street. Phone number is 01223324600. Can I help you with anything else?",
"Yes, I would like an expensive hotel with free parking.",
"I have places that fit that description all over town, except in the north. If area is no concern, I recommend the Gonville in the center of town.",
"Is it four star?",
"No, it only 3 stars. The Huntington Marriott is 4 stars though. It is also expensive and has free parking and internet.",
"Okay well now I need to get a taxi to leave the hotel by 17:45 to the attraction. I will need a contact number and car type.",
"Booking completed! Booked car type : red lexus Contact number : 07421633218",
"I want to confirm that the booked red Lexus is a taxi, as I previously requested?",
"Yes, it is! Anything else needed?",
"No that is it. Thank you!",
"you are welcome. enjoy your stay."
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35
],
"span_end": [
44
]
}
},
{
"dialog_act": {
"act_type": [
"Attraction-Inform",
"general-reqmore"
],
"act_slots": [
{
"slot_name": [
"address",
"area",
"choice",
"phone"
],
"slot_value": [
"22 sidney street",
"south",
"the only",
"01223324600"
]
},
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
}
]
},
"span_info": {
"act_type": [
"Attraction-Inform",
"Attraction-Inform",
"Attraction-Inform",
"Attraction-Inform"
],
"act_slot_name": [
"choice",
"area",
"address",
"phone"
],
"act_slot_value": [
"the only",
"south",
"22 sidney street",
"01223324600"
],
"span_start": [
0,
26,
55,
89
],
"span_end": [
8,
31,
71,
100
]
}
},
{
"dialog_act": {
"act_type": [
"Hotel-Inform"
],
"act_slots": [
{
"slot_name": [
"parking",
"pricerange"
],
"slot_value": [
"yes",
"expensive"
]
}
]
},
"span_info": {
"act_type": [
"Hotel-Inform"
],
"act_slot_name": [
"pricerange"
],
"act_slot_value": [
"expensive"
],
"span_start": [
21
],
"span_end": [
30
]
}
},
{
"dialog_act": {
"act_type": [
"Hotel-Inform",
"Hotel-Recommend"
],
"act_slots": [
{
"slot_name": [
"area",
"area"
],
"slot_value": [
"all over town",
"except in the north"
]
},
{
"slot_name": [
"area",
"name"
],
"slot_value": [
"center of town",
"the Gonville"
]
}
]
},
"span_info": {
"act_type": [
"Hotel-Inform",
"Hotel-Inform",
"Hotel-Recommend",
"Hotel-Recommend"
],
"act_slot_name": [
"area",
"area",
"name",
"area"
],
"act_slot_value": [
"all over town",
"except in the north",
"the Gonville",
"center of town"
],
"span_start": [
40,
55,
111,
131
],
"span_end": [
53,
74,
123,
145
]
}
},
{
"dialog_act": {
"act_type": [
"Hotel-Inform"
],
"act_slots": [
{
"slot_name": [
"stars"
],
"slot_value": [
"4"
]
}
]
},
"span_info": {
"act_type": [
"Hotel-Inform"
],
"act_slot_name": [
"stars"
],
"act_slot_value": [
"4"
],
"span_start": [
6
],
"span_end": [
10
]
}
},
{
"dialog_act": {
"act_type": [
"Hotel-Inform"
],
"act_slots": [
{
"slot_name": [
"internet",
"name",
"parking",
"pricerange",
"stars",
"stars"
],
"slot_value": [
"yes",
"The Huntington Marriott",
"yes",
"expensive",
"3",
"4"
]
}
]
},
"span_info": {
"act_type": [
"Hotel-Inform",
"Hotel-Inform",
"Hotel-Inform",
"Hotel-Inform"
],
"act_slot_name": [
"stars",
"name",
"stars",
"pricerange"
],
"act_slot_value": [
"3",
"The Huntington Marriott",
"4",
"expensive"
],
"span_start": [
12,
21,
48,
75
],
"span_end": [
13,
44,
49,
84
]
}
},
{
"dialog_act": {
"act_type": [
"Taxi-Inform",
"Taxi-Request"
],
"act_slots": [
{
"slot_name": [
"leaveat"
],
"slot_value": [
"17:45"
]
},
{
"slot_name": [
"phone",
"type"
],
"slot_value": [
"?",
"?"
]
}
]
},
"span_info": {
"act_type": [
"Taxi-Inform"
],
"act_slot_name": [
"leaveat"
],
"act_slot_value": [
"17:45"
],
"span_start": [
57
],
"span_end": [
62
]
}
},
{
"dialog_act": {
"act_type": [
"Taxi-Inform"
],
"act_slots": [
{
"slot_name": [
"phone",
"type"
],
"slot_value": [
"07421633218",
"red lexus"
]
}
]
},
"span_info": {
"act_type": [
"Taxi-Inform",
"Taxi-Inform"
],
"act_slot_name": [
"type",
"phone"
],
"act_slot_value": [
"red lexus",
"07421633218"
],
"span_start": [
37,
64
],
"span_end": [
46,
75
]
}
},
{
"dialog_act": {
"act_type": [
"Taxi-Inform"
],
"act_slots": [
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
}
]
},
"span_info": {
"act_type": [],
"act_slot_name": [],
"act_slot_value": [],
"span_start": [],
"span_end": []
}
},
{
"dialog_act": {
"act_type": [
"Taxi-Inform",
"general-reqmore"
],
"act_slots": [
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
},
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
}
]
},
"span_info": {
"act_type": [],
"act_slot_name": [],
"act_slot_value": [],
"span_start": [],
"span_end": []
}
},
{
"dialog_act": {
"act_type": [
"general-thank"
],
"act_slots": [
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
}
]
},
"span_info": {
"act_type": [],
"act_slot_name": [],
"act_slot_value": [],
"span_start": [],
"span_end": []
}
},
{
"dialog_act": {
"act_type": [
"general-bye",
"general-welcome"
],
"act_slots": [
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
},
{
"slot_name": [
"none"
],
"slot_value": [
"none"
]
}
]
},
"span_info": {
"act_type": [],
"act_slot_name": [],
"act_slot_value": [],
"span_start": [],
"span_end": []
}
}
]
} |
MUL1681.json | [
"restaurant",
"train"
] | {"turn_id":["0","1","2","3","4","5","6","7","8","9","10","11","12","13"],"speaker":[0,1,0,1,0,1,0,1,(...TRUNCATED) |
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Dataset Card for MultiWOZ
Dataset Summary
Multi-Domain Wizard-of-Oz dataset (MultiWOZ), a fully-labeled collection of human-human written conversations spanning over multiple domains and topics. MultiWOZ 2.1 (Eric et al., 2019) identified and fixed many erroneous annotations and user utterances in the original version, resulting in an improved version of the dataset. MultiWOZ 2.2 is a yet another improved version of this dataset, which identifies and fixes dialogue state annotation errors across 17.3% of the utterances on top of MultiWOZ 2.1 and redefines the ontology by disallowing vocabularies of slots with a large number of possible values (e.g., restaurant name, time of booking) and introducing standardized slot span annotations for these slots.
Supported Tasks and Leaderboards
This dataset supports a range of task.
- Generative dialogue modeling or
dialogue-modeling: the text of the dialogues can be used to train a sequence model on the utterances. Performance on this task is typically evaluated with delexicalized-BLEU, inform rate and request success. - Intent state tracking, a
multi-class-classificationtask: predict the belief state of the user side of the conversation, performance is measured by F1. - Dialog act prediction, a
parsingtask: parse an utterance into the corresponding dialog acts for the system to use. F1 is typically reported.
Languages
The text in the dataset is in English (en).
Dataset Structure
Data Instances
A data instance is a full multi-turn dialogue between a USER and a SYSTEM. Each turn has a single utterance, e.g.:
['What fun places can I visit in the East?',
'We have five spots which include boating, museums and entertainment. Any preferences that you have?']
The utterances of the USER are also annotated with frames denoting their intent and believe state:
[{'service': ['attraction'],
'slots': [{'copy_from': [],
'copy_from_value': [],
'exclusive_end': [],
'slot': [],
'start': [],
'value': []}],
'state': [{'active_intent': 'find_attraction',
'requested_slots': [],
'slots_values': {'slots_values_list': [['east']],
'slots_values_name': ['attraction-area']}}]},
{'service': [], 'slots': [], 'state': []}]
Finally, each of the utterances is annotated with dialog acts which provide a structured representation of what the USER or SYSTEM is inquiring or giving information about.
[{'dialog_act': {'act_slots': [{'slot_name': ['east'],
'slot_value': ['area']}],
'act_type': ['Attraction-Inform']},
'span_info': {'act_slot_name': ['area'],
'act_slot_value': ['east'],
'act_type': ['Attraction-Inform'],
'span_end': [39],
'span_start': [35]}},
{'dialog_act': {'act_slots': [{'slot_name': ['none'], 'slot_value': ['none']},
{'slot_name': ['boating', 'museums', 'entertainment', 'five'],
'slot_value': ['type', 'type', 'type', 'choice']}],
'act_type': ['Attraction-Select', 'Attraction-Inform']},
'span_info': {'act_slot_name': ['type', 'type', 'type', 'choice'],
'act_slot_value': ['boating', 'museums', 'entertainment', 'five'],
'act_type': ['Attraction-Inform',
'Attraction-Inform',
'Attraction-Inform',
'Attraction-Inform'],
'span_end': [40, 49, 67, 12],
'span_start': [33, 42, 54, 8]}}]
Data Fields
Each dialogue instance has the following fields:
dialogue_id: a unique ID identifying the dialog. The MUL and PMUL names refer to strictly multi domain dialogues (at least 2 main domains are involved) while the SNG, SSNG and WOZ names refer to single domain dialogues with potentially sub-domains like booking.services: a list of services mentioned in the dialog, such astrainorhospitals.turns: the sequence of utterances with their annotations, including:turn_id: a turn identifier, unique per dialog.speaker: either theUSERorSYSTEM.utterance: the text of the utterance.dialogue_acts: The structured parse of the utterance into dialog acts in the system's grammaract_type: Such as e.g.Attraction-Informto seek or provide information about anattractionact_slots: provide more details about the actionspan_info: maps theseact_slotsto theutterancetext.
frames: only forUSERutterances, track the user's belief state, i.e. a structured representation of what they are trying to achieve in the fialog. This decomposes into:service: the service they are interested instate: their belief state including theiractive_intentand further information expressed inrequested_slotsslots: a mapping of therequested_slotsto where they are mentioned in the text. It takes one of two forms, detailed next: The first type are span annotations that identify the location where slot values have been mentioned in the utterances for non-categorical slots. These span annotations are represented as follows:
{
"slots": [
{
"slot": String of slot name.
"start": Int denoting the index of the starting character in the utterance corresponding to the slot value.
"exclusive_end": Int denoting the index of the character just after the last character corresponding to the slot value in the utterance. In python, utterance[start:exclusive_end] gives the slot value.
"value": String of value. It equals to utterance[start:exclusive_end], where utterance is the current utterance in string.
}
]
}
There are also some non-categorical slots whose values are carried over from another slot in the dialogue state. Their values don"t explicitly appear in the utterances. For example, a user utterance can be "I also need a taxi from the restaurant to the hotel.", in which the state values of "taxi-departure" and "taxi-destination" are respectively carried over from that of "restaurant-name" and "hotel-name". For these slots, instead of annotating them as spans, a "copy from" annotation identifies the slot it copies the value from. This annotation is formatted as follows,
{
"slots": [
{
"slot": Slot name string.
"copy_from": The slot to copy from.
"value": A list of slot values being . It corresponds to the state values of the "copy_from" slot.
}
]
}
Data Splits
The dataset is split into a train, validation, and test split with the following sizes:
| train | validation | test | |
|---|---|---|---|
| Number of dialogues | 8438 | 1000 | 1000 |
| Number of turns | 42190 | 5000 | 5000 |
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Initial Data Collection and Normalization
[More Information Needed]
Who are the source language producers?
[More Information Needed]
Annotations
Annotation process
[More Information Needed]
Who are the annotators?
[More Information Needed]
Personal and Sensitive Information
[More Information Needed]
Considerations for Using the Data
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
The initial dataset (Versions 1.0 and 2.0) was created by a team of researchers from the Cambridge Dialogue Systems Group. Version 2.1 was developed on top of v2.0 by a team from Amazon, and v2.2 was developed by a team of Google researchers.
Licensing Information
The dataset is released under the Apache License 2.0.
Citation Information
You can cite the following for the various versions of MultiWOZ:
Version 1.0
@inproceedings{ramadan2018large,
title={Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing},
author={Ramadan, Osman and Budzianowski, Pawe{\l} and Gasic, Milica},
booktitle={Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics},
volume={2},
pages={432--437},
year={2018}
}
Version 2.0
@inproceedings{budzianowski2018large,
Author = {Budzianowski, Pawe{\l} and Wen, Tsung-Hsien and Tseng, Bo-Hsiang and Casanueva, I{\~n}igo and Ultes Stefan and Ramadan Osman and Ga{\v{s}}i\'c, Milica},
title={MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling},
booktitle={Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
year={2018}
}
Version 2.1
@article{eric2019multiwoz,
title={MultiWOZ 2.1: Multi-Domain Dialogue State Corrections and State Tracking Baselines},
author={Eric, Mihail and Goel, Rahul and Paul, Shachi and Sethi, Abhishek and Agarwal, Sanchit and Gao, Shuyag and Hakkani-Tur, Dilek},
journal={arXiv preprint arXiv:1907.01669},
year={2019}
}
Version 2.2
@inproceedings{zang2020multiwoz,
title={MultiWOZ 2.2: A Dialogue Dataset with Additional Annotation Corrections and State Tracking Baselines},
author={Zang, Xiaoxue and Rastogi, Abhinav and Sunkara, Srinivas and Gupta, Raghav and Zhang, Jianguo and Chen, Jindong},
booktitle={Proceedings of the 2nd Workshop on Natural Language Processing for Conversational AI, ACL 2020},
pages={109--117},
year={2020}
}
Contributions
Thanks to @yjernite for adding this dataset.
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Repository:
MultiWOZ 2.2 github repository
Paper:
MultiWOZ v2.2
Point of Contact:
Paweł Budzianowski
Size of downloaded dataset files:
553 MB
Size of the auto-converted Parquet files:
22.7 MB
Number of rows:
20,874
