File size: 22,650 Bytes
88c0185 8fd3709 88c0185 8fd3709 2708a0f 88c0185 6bf7671 acede68 ee5f78c 5848f2d ee5f78c 88c0185 6bf7671 88c0185 6bf7671 88c0185 68c5599 88c0185 acede68 88c0185 acede68 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 88c0185 68c5599 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 |
---
annotations_creators:
- expert-generated
language_creators:
- found
language:
- en
license:
- cc-by-3.0
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
source_datasets:
- original
task_categories:
- question-answering
task_ids:
- closed-domain-qa
paperswithcode_id: doc2dial
pretty_name: doc2dial
dataset_info:
- config_name: dialogue_domain
features:
- name: dial_id
dtype: string
- name: doc_id
dtype: string
- name: domain
dtype: string
- name: turns
list:
- name: turn_id
dtype: int32
- name: role
dtype: string
- name: da
dtype: string
- name: references
list:
- name: sp_id
dtype: string
- name: label
dtype: string
- name: utterance
dtype: string
splits:
- name: train
num_bytes: 6924209
num_examples: 3474
- name: validation
num_bytes: 1315815
num_examples: 661
download_size: 5879543
dataset_size: 8240024
- config_name: document_domain
features:
- name: domain
dtype: string
- name: doc_id
dtype: string
- name: title
dtype: string
- name: doc_text
dtype: string
- name: spans
list:
- name: id_sp
dtype: string
- name: tag
dtype: string
- name: start_sp
dtype: int32
- name: end_sp
dtype: int32
- name: text_sp
dtype: string
- name: title
dtype: string
- name: parent_titles
dtype: string
- name: id_sec
dtype: string
- name: start_sec
dtype: int32
- name: text_sec
dtype: string
- name: end_sec
dtype: int32
- name: doc_html_ts
dtype: string
- name: doc_html_raw
dtype: string
splits:
- name: train
num_bytes: 204874908
num_examples: 3416
download_size: 5879543
dataset_size: 204874908
- config_name: doc2dial_rc
features:
- name: id
dtype: string
- name: title
dtype: string
- name: context
dtype: string
- name: question
dtype: string
- name: answers
sequence:
- name: text
dtype: string
- name: answer_start
dtype: int32
- name: domain
dtype: string
splits:
- name: validation
num_bytes: 22705288
num_examples: 3972
- name: train
num_bytes: 114778994
num_examples: 20431
download_size: 5879543
dataset_size: 137484282
---
# Dataset Card for doc2dial
## Table of Contents
- [Dataset Description](#dataset-description)
- [Dataset Summary](#dataset-summary)
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
- [Languages](#languages)
- [Dataset Structure](#dataset-structure)
- [Data Instances](#data-instances)
- [Data Fields](#data-fields)
- [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
- [Curation Rationale](#curation-rationale)
- [Source Data](#source-data)
- [Annotations](#annotations)
- [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
- [Social Impact of Dataset](#social-impact-of-dataset)
- [Discussion of Biases](#discussion-of-biases)
- [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
- [Dataset Curators](#dataset-curators)
- [Licensing Information](#licensing-information)
- [Citation Information](#citation-information)
- [Contributions](#contributions)
## Dataset Description
- **Homepage:** https://doc2dial.github.io
- **Repository:** [Needs More Information]
- **Paper:** https://www.aclweb.org/anthology/2020.emnlp-main.652.pdf
- **Leaderboard:**
- **Point of Contact:**
### Dataset Summary
Doc2dial is dataset of goal-oriented dialogues that are grounded in the associated documents. It includes over 4500 annotated conversations with an average of 14 turns that are grounded in over 450 documents from four domains. Compared to the prior document-grounded dialogue datasets this dataset covers a variety of dialogue scenes in information-seeking conversations.
### Supported Tasks and Leaderboards
> Supported Task: [Shared Task](https://doc2dial.github.io/workshop2021/shared.html) hosted by DialDoc21 at ACL.
> Leaderboard: [LINK](https://eval.ai/web/challenges/challenge-page/793)
### Languages
English
## Dataset Structure
### Data Instances
Sample data instance for `dialogue_domain` :
```
{
"dial_id": "9f44c1539efe6f7e79b02eb1b413aa43",
"doc_id": "Top 5 DMV Mistakes and How to Avoid Them#3_0",
"domain": "dmv",
"turns": [
{
"da": "query_condition",
"references": [
{
"sp_id": "4",
"label": "precondition"
}
],
"role": "user",
"turn_id": 1,
"utterance": "Hello, I forgot o update my address, can you help me with that?"
},
{
"da": "response_solution",
"references": [
{
"sp_id": "6",
"label": "solution"
},
{
"sp_id": "7",
"label": "solution"
},
{
"sp_id": "4",
"label": "references"
}
],
"role": "agent",
"turn_id": 2,
"utterance": "hi, you have to report any change of address to DMV within 10 days after moving. You should do this both for the address associated with your license and all the addresses associated with all your vehicles."
},
{
"da": "query_solution",
"references": [
{
"sp_id": "56",
"label": "solution"
},
{
"sp_id": "48",
"label": "references"
}
],
"role": "user",
"turn_id": 3,
"utterance": "Can I do my DMV transactions online?"
},
{
"da": "respond_solution",
"references": [
{
"sp_id": "56",
"label": "solution"
},
{
"sp_id": "48",
"label": "references"
}
],
"role": "agent",
"turn_id": 4,
"utterance": "Yes, you can sign up for MyDMV for all the online transactions needed."
},
{
"da": "query_condition",
"references": [
{
"sp_id": "48",
"label": "precondition"
}
],
"role": "user",
"turn_id": 5,
"utterance": "Thanks, and in case I forget to bring all of the documentation needed to the DMV office, what can I do?"
},
{
"da": "respond_solution",
"references": [
{
"sp_id": "49",
"label": "solution"
},
{
"sp_id": "50",
"label": "solution"
},
{
"sp_id": "52",
"label": "solution"
},
{
"sp_id": "48",
"label": "references"
}
],
"role": "agent",
"turn_id": 6,
"utterance": "This happens often with our customers so that's why our website and MyDMV are so useful for our customers. Just check if you can make your transaction online so you don't have to go to the DMV Office."
},
{
"da": "query_solution",
"references": [
{
"sp_id": "6",
"label": "solution"
},
{
"sp_id": "7",
"label": "solution"
},
{
"sp_id": "4",
"label": "references"
}
],
"role": "user",
"turn_id": 7,
"utterance": "Ok, and can you tell me again where should I report my new address?"
},
{
"da": "respond_solution",
"references": [
{
"sp_id": "6",
"label": "solution"
},
{
"sp_id": "7",
"label": "solution"
},
{
"sp_id": "4",
"label": "references"
}
],
"role": "agent",
"turn_id": 8,
"utterance": "Sure. Any change of address must be reported to the DMV, that's for the address associated with your license and any of your vehicles."
},
{
"da": "query_condition",
"references": [
{
"sp_id": "40",
"label": "precondition"
}
],
"role": "user",
"turn_id": 9,
"utterance": "Can you tell me more about Traffic points and their cost?"
},
{
"da": "respond_solution",
"references": [
{
"sp_id": "41",
"label": "solution"
},
{
"sp_id": "43",
"label": "solution"
},
{
"sp_id": "40",
"label": "references"
}
],
"role": "agent",
"turn_id": 10,
"utterance": "Traffic points is the system used by DMV to track dangerous drivers. The cost of the traffic points is independent of the DRA, so you get a separate charge based on the total points you accumulate."
}
]
}
```
Sample data instance for `document_domain` :
```
{
"doc_id": "Benefits Planner: Retirement | Online Calculator (WEP Version)#1_0",
"domain": "ssa",
"doc_html_raw": "<main class=\"content\" id=\"content\" role=\"main\">\n\n<section>\n\n<div>\n<h2>\nBenefits Planner: Retirement\n</h2>\n</div>\n</section>\n\n\n<section>\n\n<div>\n\n<div>\n\n\n</div>\n\n<article>\n<section>\n\n<h3>Online Calculator (WEP Version)</h3>\n<p>The calculator shown below allows you to estimate your Social Security benefit.\nHowever, for the most accurate estimates, <a>use the Detailed Calculator</a>.</p>\n<p>You need to enter all your past earnings\n, which are shown on your <a>online </a>.</p>\n\n<p>Please Note:</p>\n<ul class=\"browser-default\">\n<li>The Online Calculator is updated periodically<span>*</span> with new benefit increases and other benefit amounts. Therefore, it is likely that your benefit estimates in the future will differ from those calculated today.</li>\n<li>The Online Calculator works on PCs and Macs with Javascript enabled.</li>\n<li>Some browsers may not allow you to print the table below. </li>\n</ul>\n<p></p>\n\n<div>\nThe Online Calculator temporarily stores information on your local computer while your browser is open. To protect your personal information, you should close your browser after you have finished your estimate.\n</div>\n<p></p>\n\n<div>\n<p>Note: If your birthday is on January 1st, we figure your benefit as if your birthday was in the previous year.</p>\n<p>If you qualify for benefits as a Survivor, your <a>full retirement age for survivors benefits</a> may be different.</p></div>\n\n<div>\n</div></section></article></div></section></main>",
"doc_html_ts": "<main><section><div><h2 sent_id=\"1\" text_id=\"1\">Benefits Planner: Retirement</h2></div></section><section><div><article><section><h3 sent_id=\"2\" text_id=\"2\">Online Calculator (WEP Version)</h3><div tag_id=\"1\"><u sent_id=\"3\" tag_id=\"1\"><u sent_id=\"3\" tag_id=\"1\" text_id=\"3\">The calculator shown below allows you to estimate your Social Security benefit .</u></u><u sent_id=\"4\" tag_id=\"1\"><u sent_id=\"4\" tag_id=\"1\" text_id=\"4\">However ,</u><u sent_id=\"4\" tag_id=\"1\" text_id=\"5\">for the most accurate estimates ,</u><u sent_id=\"4\" tag_id=\"1\" text_id=\"6\">use the Detailed Calculator .</u></u></div><div tag_id=\"2\"><u sent_id=\"5\" tag_id=\"2\"><u sent_id=\"5\" tag_id=\"2\" text_id=\"7\">You need to enter all your past earnings , which are shown on your online .</u></u></div><div tag_id=\"3\"><u sent_id=\"6\" tag_id=\"3\"><u sent_id=\"6\" tag_id=\"3\" text_id=\"8\">Please Note:</u></u></div><ul class=\"browser-default\" tag_id=\"3\"><li tag_id=\"3\"><div tag_id=\"3\"><u sent_id=\"9\" tag_id=\"3\"><u sent_id=\"9\" tag_id=\"3\" text_id=\"9\">The Online Calculator is updated periodically * with new benefit increases and other benefit amounts .</u></u><u sent_id=\"10\" tag_id=\"3\"><u sent_id=\"10\" tag_id=\"3\" text_id=\"10\">Therefore ,</u><u sent_id=\"10\" tag_id=\"3\" text_id=\"11\">it is likely that your benefit estimates in the future will differ from those calculated today .</u></u></div></li><li tag_id=\"3\"><u sent_id=\"11\" tag_id=\"3\"><u sent_id=\"11\" tag_id=\"3\" text_id=\"12\">The Online Calculator works on PCs and Macs with Javascript enabled .</u></u></li><li tag_id=\"3\"><u sent_id=\"12\" tag_id=\"3\"><u sent_id=\"12\" tag_id=\"3\" text_id=\"13\">Some browsers may not allow you to print the table below .</u></u></li></ul><div>The Online Calculator temporarily stores information on your local computer while your browser is open. To protect your personal information, you should close your browser after you have finished your estimate.</div><div><div tag_id=\"4\"><u sent_id=\"13\" tag_id=\"4\"><u sent_id=\"13\" tag_id=\"4\" text_id=\"14\">Note:</u></u><u sent_id=\"14\" tag_id=\"4\"><u sent_id=\"14\" tag_id=\"4\" text_id=\"15\">If your birthday is on January 1st ,</u><u sent_id=\"14\" tag_id=\"4\" text_id=\"16\">we figure your benefit as if your birthday was in the previous year .</u></u></div><div tag_id=\"5\"><u sent_id=\"15\" tag_id=\"5\"><u sent_id=\"15\" tag_id=\"5\" text_id=\"17\">If you qualify for benefits as a Survivor ,</u><u sent_id=\"15\" tag_id=\"5\" text_id=\"18\">your full retirement age for survivors benefits may be different .</u></u></div></div></section></article></div></section></main>",
"doc_text": "\n\nBenefits Planner: Retirement \n\n\nOnline Calculator (WEP Version) \nThe calculator shown below allows you to estimate your Social Security benefit. However , for the most accurate estimates , use the Detailed Calculator. You need to enter all your past earnings, which are shown on your online. Please Note: The Online Calculator is updated periodically * with new benefit increases and other benefit amounts. Therefore , it is likely that your benefit estimates in the future will differ from those calculated today. The Online Calculator works on PCs and Macs with Javascript enabled. Some browsers may not allow you to print the table below. Note: If your birthday is on January 1st , we figure your benefit as if your birthday was in the previous year. If you qualify for benefits as a Survivor , your full retirement age for survivors benefits may be different. ",
"title": "Benefits Planner: Retirement | Online Calculator (WEP Version)#1",
"spans": [
{
"end_sec": 32,
"end_sp": 32,
"id_sec": "t_0",
"id_sp": "1",
"parent_titles": "[]",
"start_sec": 0,
"start_sp": 0,
"tag": "h2",
"text_sec": "\n\nBenefits Planner: Retirement \n",
"text_sp": "\n\nBenefits Planner: Retirement \n",
"title": "Benefits Planner: Retirement"
},
{
"end_sec": 67,
"end_sp": 67,
"id_sec": "t_1",
"id_sp": "2",
"parent_titles": "[{'id_sp': '1', 'text': 'Benefits Planner: Retirement', 'level': 'h2'}]",
"start_sec": 32,
"start_sp": 32,
"tag": "h3",
"text_sec": "\n\nOnline Calculator (WEP Version) \n",
"text_sp": "\n\nOnline Calculator (WEP Version) \n",
"title": "Online Calculator (WEP Version)"
},
{
"end_sec": 220,
"end_sp": 147,
"id_sec": "1",
"id_sp": "3",
"parent_titles": "[]",
"start_sec": 67,
"start_sp": 67,
"tag": "u",
"text_sec": "The calculator shown below allows you to estimate your Social Security benefit. However , for the most accurate estimates , use the Detailed Calculator. ",
"text_sp": "The calculator shown below allows you to estimate your Social Security benefit. ",
"title": "Online Calculator (WEP Version)"
}
]
}
```
Sample data instance for `doc2dial_rc` :
```
{
"id": "78f72b08b43791a4a70363fe62b8de08_1",
"is_impossible": false,
"question": "Hello, I want to know about the retirement plan.",
"answers": {
"answer_start": [
0
],
"text": [
"\n\nBenefits Planner: Retirement \n\n\nOnline Calculator (WEP Version) \n"
]
},
"context": "\n\nBenefits Planner: Retirement \n\n\nOnline Calculator (WEP Version) \nThe calculator shown below allows you to estimate your Social Security benefit. However , for the most accurate estimates , use the Detailed Calculator. You need to enter all your past earnings, which are shown on your online. Please Note: The Online Calculator is updated periodically * with new benefit increases and other benefit amounts. Therefore , it is likely that your benefit estimates in the future will differ from those calculated today. The Online Calculator works on PCs and Macs with Javascript enabled. Some browsers may not allow you to print the table below. Note: If your birthday is on January 1st , we figure your benefit as if your birthday was in the previous year. If you qualify for benefits as a Survivor , your full retirement age for survivors benefits may be different. ",
"title": "Benefits Planner: Retirement | Online Calculator (WEP Version)#1_0",
"domain": "ssa"
}
```
### Data Fields
For `document_domain`,
- `doc_id`: the ID of a document;
- `title`: the title of the document;
- `domain`: the domain of the document;
- `doc_text`: the text content of the document (without HTML markups);
- `doc_html_ts`: the document content with HTML markups and the annotated spans that are indicated by `text_id` attribute, which corresponds to `id_sp`.
- `doc_html_raw`: the document content with HTML markups and without span annotations.
- `spans`: key-value pairs of all spans in the document, with `id_sp` as key. Each span includes the following,
- `id_sp`: the id of a span as noted by `text_id` in `doc_html_ts`;
- `start_sp`/ `end_sp`: the start/end position of the text span in `doc_text`;
- `text_sp`: the text content of the span.
- `id_sec`: the id of the (sub)section (e.g. `<p>`) or title (`<h2>`) that contains the span.
- `start_sec` / `end_sec`: the start/end position of the (sub)section in `doc_text`.
- `text_sec`: the text of the (sub)section.
- `title`: the title of the (sub)section.
- `parent_titles`: the parent titles of the `title`.
For `dialogue_domain`:
- `dial_id`: the ID of a dialogue;
- `doc_id`: the ID of the associated document;
- `domain`: domain of the document;
- `turns`: a list of dialogue turns. Each turn includes,
- `turn_id`: the time order of the turn;
- `role`: either "agent" or "user";
- `da`: dialogue act;
- `references`: the grounding span (`id_sp`) in the associated document. If a turn is an irrelevant turn, i.e., `da` ends with "ood", `reference` is empty. **Note** that spans with labels "*precondition*"/"*solution*" are the actual grounding spans. Spans with label "*reference*" are the related titles or contextual reference, which is used for the purpose of describing a dialogue scene better to crowd contributors.
- `utterance`: the human-generated utterance based on the dialogue scene.
For `doc2dial_rc`, this conforms to [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) data format. For how to load Doc2Dial data for reading comprehension task, please refer [here](https://github.com/doc2dial/sharedtask-dialdoc2021).
- `id`: the ID of a QA instance;
- `question`: user query;
- `answers`: the answers that are grounded in the associated document;
- `answer_start`: the start position of the grounding span in the associated document (`context`);
- `text`: the text content of the grounding span;
- `title`: the title of the associated document;
- `domain`: the domain of the associated document;
- `context`: the text content of the associated document (without HTML markups).
### Data Splits
Training & dev split for dialogue domain
Training split only for document domain
## 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
Song Feng, Hui Wan, Chulaka Gunasekara, Siva Sankalp Patel,Sachindra Joshi. Luis A. Lastras
### Licensing Information
Creative Commons Attribution 3.0 Unported
### Citation Information
@inproceedings{feng-etal-2020-doc2dial,
title = "doc2dial: A Goal-Oriented Document-Grounded Dialogue Dataset",
author = "Feng, Song and Wan, Hui and Gunasekara, Chulaka and Patel, Siva and Joshi, Sachindra and Lastras, Luis",
booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
month = nov,
year = "2020",
publisher = "Association for Computational Linguistics",
url = "https://www.aclweb.org/anthology/2020.emnlp-main.652",
}
### Contributions
Thanks to [@songfeng](https://github.com/songfeng), [@KMFODA](https://github.com/KMFODA) for adding this dataset. |