Topic-Aware Multi-turn Dialogue Modeling
Paper
• 2009.12539 • Published
Datasets:
dial_id stringlengths 19 19 | utterance sequence | segmentation_label sequence | da sequence | role sequence | turn_id sequence | topic_id sequence |
|---|---|---|---|---|---|---|
dialseg711_dial_000 | [
"check the weather for the 7 day forecast",
"What city are you interested in?",
"Los Angeles, please. Will it be hot?",
"It will be hot today in Los Angeles.",
"Yes, can you give me the information on the Huntingdon Marriott Hotel?",
"Absolutely. It is an expensive hotel located in the west part of town. ... | [
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dialseg711_dial_001 | [
"Can you help me find a restaurant that serves greek food and is expensive?",
"I apologize but there are no expensive greek restaurants listed, would you like to try a different food type or price range?",
"Do you have any Indian restaurants?",
"We have 14 indian restaurants in the expensive category. Do you ... | [
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dialseg711_dial_002 | [
"Schedule a meeting today at 9 am with management to discuss the company picnic.",
"Setting reminder for meeting with management to discuss company picnic for today at 9 am.",
"Thanks!",
"You are welcome.",
"what will the weather be like in the city",
"What city do you want the weather for?",
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dialseg711_dial_003 | [
"I need a taxi to come after 19:30.",
"Where would you like to be picked up from?",
"I am in wandlebury country park.",
"Where will you be going to?",
"I'll be going to meze bar restaurant.",
"You are booked on a red lexus .",
"Great. Can I get a contact number?",
"Yes, your contact number is 07236149... | [
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dialseg711_dial_004 | [
"I need a taxi to take me to yippee noodle bar by 9:45",
"Absolutely, where will the taxi be picking you up from today?",
"The Rajmahal please",
"All right, a blue skoda will come for you. Should you need to contact them, the number is 07714291108.",
"Can you find me the closest hospital to me?",
"The clo... | [
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dialseg711_dial_005 | [
"Hi, I'm looking for an expensive restaurant.",
"Okay, we have 57 restaurants in that price range. Are you looking for a place in a certain part of town?",
"I'd like something in the centre if possible.",
"Most of the expensive restaurants in Cambridge happen to be in the center of town! Would you like to try... | [
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dialseg711_dial_006 | [
"I am looking for a guesthouse to stay in over the weekend. I don't need internet or free parking.",
"How about the Avalon?",
"The Avalon sounds good. What is the address?",
"The Avalon is located at 62 Gilbert Road, CB43PD. Would you like me to book this for you?",
"I need a taxi to go to cambridge punter.... | [
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dialseg711_dial_007 | [
"does the forecast say it will snow",
"What city do you want to know the forecast for?",
"Will it snow in Seattle today?",
"It will not snow in Seattle today.",
"I am looking for a mexican restaurant in the centre.",
"I'm sorry, there aren't any Mexican restaurants in the centre of town. Would you like to... | [
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dialseg711_dial_008 | [
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"I found 21 results. What side of town would you like?",
"I would prefer the north side of town please.",
"There are quite a lot of them in that area. Do you have a price range in mind, or a particular star rating you'd like me to look for?",
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dialseg711_dial_009 | [
"Yes, I'd like to book three nights, for three people, at the Worth House hotel.",
"What day will you be checking in?",
"I would be arriving Sunday.",
"Ok. The booking was successful. Your reference number is M15ZT8QM.",
"I need to book a taxi to take me from Mumford Theatre to go to Darry's Cookhouse and W... | [
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dialseg711_dial_010 | [
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"There are two cheap restaurants on the west side, one Italian and one Vietnamese. Do you have a preference?",
"Shucks. No Polish?",
"No, sorry we have no cheap Polish restaurants in the west of town, would you like me to look... | [
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dialseg711_dial_011 | [
"I need to get a train from cambridge to Norwich.",
"I have a train leaving at 12:36 and arriving at 13:55. Is that ok?",
"Actually no, I need a train leaving on Monday after 20:30.",
"I have a train which leaves at 20:36. Would that work for you?",
"book for 4. get me the reference number please",
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dialseg711_dial_069 | [
"I'm looking for lodgings that are moderately priced.",
"I've found several hotels in the moderate price range. Is there a specific area of town you're looking to stay in?",
"Yes, I'm looking to stay in the north.",
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dialseg711_dial_070 | [
"what time is the meeting",
"The meeting is at 3 pm",
"I'm looking for a place, I believe its official name is \"Parkside Police Station\".",
"The Parkside Police Station is located at Parkside, Cambridge and their telephone number is 01223358966. Can I help you with anything else today?",
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dialseg711_dial_071 | [
"I'm looking for a museum to visit in the centre of town.",
"There are eleven museums in the city centre. Might I recommend the museum of archaelogy and anthropology?",
"Tell me more about the anthropology museum please.",
"The museum of archaelogy and anthropology is free to get into and is located at the Un... | [
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dialseg711_dial_072 | [
"what's the temperature going to be for the week",
"What city do you want the weather for?",
"fresno",
"Next week, fresno's temperatures will vary between lows in the 40s to a high of 100F",
"Am injured and are looking for a hospital nearby",
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dialseg711_dial_073 | [
"I am looking for a train that departs from cambridge and arrives at my destination by 11:30.",
"Certainly. There are a number of trains departing from Cambridge. Where is your destination?",
"I need to get to Bishops Stortford for a very important meeting. Can you find me a train to get me there by 11:30?",
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End of preview. Expand
in Data Studio
Dataset Card for SuperDialseg
Dataset Summary
[More Information Needed]
Supported Tasks and Leaderboards
[More Information Needed]
Languages: English
Dataset Structure
Data Instances
{
"dial_data": {
"dialseg711": [
{
"dial_id": "dialseg711_dial_000",
"turns": [
{
"da": "",
"role": "user",
"turn_id": 0,
"utterance": "check the weather for the 7 day forecast",
"topic_id": 0,
"segmentation_label": 0
},
...
{
"da": "",
"role": "agent",
"turn_id": 23,
"utterance": "Reminder set for your meeting at 11am on the 13th with management to discuss your company picnic. Is there anything else?",
"topic_id": 4,
"segmentation_label": 1
}
],
...
}
]
}
Data Fields
Dialogue-Level
dial_id: ID of a dialogue;turns: All utterances of a dialogue.
Utterance-Level
da: Dialogue Act annotation derived from the original DGDS dataset;role: Role annotation derived from the original DGDS dataset;turn_id: ID of an utterance;utterance: Text of the utterance;topic_id: ID (order) of the current topic;segmentation_label: 1: it is the end of a topic; 0: others.
Data Splits
Test only
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
[More Information Needed]
Licensing Information
MIT License
Citation Information
@article{xu2020topic, title={Topic-aware multi-turn dialogue modeling}, author={Xu, Yi and Zhao, Hai and Zhang, Zhuosheng}, journal={arXiv preprint arXiv:2009.12539}, year={2020} }
Contributions
- Thanks to @xyease for constructing this dataset.
- Thanks to @Coldog2333 for adding this dataset.
- Downloads last month
- 10
Homepage:
github.com
Repository:
github.com
Paper:
Topic-aware multi-turn dialogue modeling
Point of Contact:
jiangjf@is.s.u-tokyo.ac.jp
Size of downloaded dataset files:
6.9 MB
Size of the auto-converted Parquet files:
719 kB
Number of rows:
711