Datasets:
Tasks:
Text2Text Generation
Modalities:
Text
Formats:
parquet
Sub-tasks:
open-domain-abstractive-qa
Languages:
English
Size:
100K - 1M
License:
Update files from the datasets library (from 1.3.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.3.0
README.md
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---
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---
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# Dataset Card for "break_data"
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits Sample Size](#data-splits-sample-size)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## [Dataset Description](#dataset-description)
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- **Homepage:** [https://github.com/allenai/Break](https://github.com/allenai/Break)
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Size of downloaded dataset files:** 76.16 MB
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- **Size of the generated dataset:** 148.34 MB
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- **Total amount of disk used:** 224.49 MB
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### [Dataset Summary](#dataset-summary)
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Break is a human annotated dataset of natural language questions and their Question Decomposition Meaning Representations
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(QDMRs). Break consists of 83,978 examples sampled from 10 question answering datasets over text, images and databases.
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This repository contains the Break dataset along with information on the exact data format.
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### [Supported Tasks](#supported-tasks)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Languages](#languages)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## [Dataset Structure](#dataset-structure)
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We show detailed information for up to 5 configurations of the dataset.
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### [Data Instances](#data-instances)
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#### QDMR
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- **Size of downloaded dataset files:** 15.23 MB
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- **Size of the generated dataset:** 15.19 MB
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- **Total amount of disk used:** 30.42 MB
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An example of 'validation' looks as follows.
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```
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{
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"decomposition": "return flights ;return #1 from denver ;return #2 to philadelphia ;return #3 if available",
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"operators": "['select', 'filter', 'filter', 'filter']",
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"question_id": "ATIS_dev_0",
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"question_text": "what flights are available tomorrow from denver to philadelphia ",
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"split": "dev"
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}
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```
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#### QDMR-high-level
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- **Size of downloaded dataset files:** 15.23 MB
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- **Size of the generated dataset:** 6.24 MB
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- **Total amount of disk used:** 21.47 MB
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An example of 'train' looks as follows.
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```
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{
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"decomposition": "return ground transportation ;return #1 which is available ;return #2 from the pittsburgh airport ;return #3 to downtown ;return the cost of #4",
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"operators": "['select', 'filter', 'filter', 'filter', 'project']",
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"question_id": "ATIS_dev_102",
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"question_text": "what ground transportation is available from the pittsburgh airport to downtown and how much does it cost ",
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"split": "dev"
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}
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```
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#### QDMR-high-level-lexicon
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- **Size of downloaded dataset files:** 15.23 MB
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- **Size of the generated dataset:** 30.17 MB
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- **Total amount of disk used:** 45.40 MB
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An example of 'train' looks as follows.
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```
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This example was too long and was cropped:
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{
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"allowed_tokens": "\"['higher than', 'same as', 'what ', 'and ', 'than ', 'at most', 'he', 'distinct', 'House', 'two', 'at least', 'or ', 'date', 'o...",
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"source": "What office, also held by a member of the Maine House of Representatives, did James K. Polk hold before he was president?"
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}
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```
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#### QDMR-lexicon
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- **Size of downloaded dataset files:** 15.23 MB
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- **Size of the generated dataset:** 73.61 MB
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- **Total amount of disk used:** 88.84 MB
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An example of 'validation' looks as follows.
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```
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This example was too long and was cropped:
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{
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"allowed_tokens": "\"['higher than', 'same as', 'what ', 'and ', 'than ', 'at most', 'distinct', 'two', 'at least', 'or ', 'date', 'on ', '@@14@@', ...",
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"source": "what flights are available tomorrow from denver to philadelphia "
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}
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```
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#### logical-forms
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- **Size of downloaded dataset files:** 15.23 MB
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- **Size of the generated dataset:** 23.13 MB
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- **Total amount of disk used:** 38.36 MB
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An example of 'train' looks as follows.
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```
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{
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"decomposition": "return ground transportation ;return #1 which is available ;return #2 from the pittsburgh airport ;return #3 to downtown ;return the cost of #4",
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"operators": "['select', 'filter', 'filter', 'filter', 'project']",
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"program": "some program",
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"question_id": "ATIS_dev_102",
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"question_text": "what ground transportation is available from the pittsburgh airport to downtown and how much does it cost ",
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"split": "dev"
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}
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```
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### [Data Fields](#data-fields)
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The data fields are the same among all splits.
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#### QDMR
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- `question_id`: a `string` feature.
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- `question_text`: a `string` feature.
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- `decomposition`: a `string` feature.
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- `operators`: a `string` feature.
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- `split`: a `string` feature.
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#### QDMR-high-level
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- `question_id`: a `string` feature.
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- `question_text`: a `string` feature.
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- `decomposition`: a `string` feature.
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- `operators`: a `string` feature.
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- `split`: a `string` feature.
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#### QDMR-high-level-lexicon
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- `source`: a `string` feature.
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- `allowed_tokens`: a `string` feature.
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#### QDMR-lexicon
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- `source`: a `string` feature.
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- `allowed_tokens`: a `string` feature.
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#### logical-forms
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- `question_id`: a `string` feature.
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- `question_text`: a `string` feature.
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- `decomposition`: a `string` feature.
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- `operators`: a `string` feature.
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- `split`: a `string` feature.
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- `program`: a `string` feature.
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### [Data Splits Sample Size](#data-splits-sample-size)
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| name |train|validation|test|
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|-----------------------|----:|---------:|---:|
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|QDMR |44321| 7760|8069|
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|QDMR-high-level |17503| 3130|3195|
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|QDMR-high-level-lexicon|17503| 3130|3195|
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|QDMR-lexicon |44321| 7760|8069|
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|logical-forms |44098| 7719|8006|
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## [Dataset Creation](#dataset-creation)
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### [Curation Rationale](#curation-rationale)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Source Data](#source-data)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Annotations](#annotations)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Personal and Sensitive Information](#personal-and-sensitive-information)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## [Considerations for Using the Data](#considerations-for-using-the-data)
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### [Social Impact of Dataset](#social-impact-of-dataset)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Discussion of Biases](#discussion-of-biases)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Other Known Limitations](#other-known-limitations)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## [Additional Information](#additional-information)
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### [Dataset Curators](#dataset-curators)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Licensing Information](#licensing-information)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Citation Information](#citation-information)
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```
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@article{Wolfson2020Break,
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title={Break It Down: A Question Understanding Benchmark},
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author={Wolfson, Tomer and Geva, Mor and Gupta, Ankit and Gardner, Matt and Goldberg, Yoav and Deutch, Daniel and Berant, Jonathan},
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journal={Transactions of the Association for Computational Linguistics},
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year={2020},
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}
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```
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### Contributions
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Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
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