Datasets:
Tasks:
Text2Text Generation
Modalities:
Text
Formats:
parquet
Sub-tasks:
open-domain-abstractive-qa
Languages:
English
Size:
100K<n<1M
Tags:
License:
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - crowdsourced | |
| language: | |
| - en | |
| license: | |
| - unknown | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text2text-generation | |
| task_ids: | |
| - open-domain-abstractive-qa | |
| paperswithcode_id: break | |
| pretty_name: BREAK | |
| dataset_info: | |
| - config_name: QDMR-high-level | |
| features: | |
| - name: question_id | |
| dtype: string | |
| - name: question_text | |
| dtype: string | |
| - name: decomposition | |
| dtype: string | |
| - name: operators | |
| dtype: string | |
| - name: split | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 482339 | |
| num_examples: 3195 | |
| - name: train | |
| num_bytes: 5148086 | |
| num_examples: 17503 | |
| - name: validation | |
| num_bytes: 914780 | |
| num_examples: 3130 | |
| download_size: 15971078 | |
| dataset_size: 6545205 | |
| - config_name: QDMR-high-level-lexicon | |
| features: | |
| - name: source | |
| dtype: string | |
| - name: allowed_tokens | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 4240755 | |
| num_examples: 3195 | |
| - name: train | |
| num_bytes: 23234518 | |
| num_examples: 17503 | |
| - name: validation | |
| num_bytes: 4158679 | |
| num_examples: 3130 | |
| download_size: 15971078 | |
| dataset_size: 31633952 | |
| - config_name: QDMR | |
| features: | |
| - name: question_id | |
| dtype: string | |
| - name: question_text | |
| dtype: string | |
| - name: decomposition | |
| dtype: string | |
| - name: operators | |
| dtype: string | |
| - name: split | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 900632 | |
| num_examples: 8069 | |
| - name: train | |
| num_bytes: 12790466 | |
| num_examples: 44321 | |
| - name: validation | |
| num_bytes: 2237472 | |
| num_examples: 7760 | |
| download_size: 15971078 | |
| dataset_size: 15928570 | |
| - config_name: QDMR-lexicon | |
| features: | |
| - name: source | |
| dtype: string | |
| - name: allowed_tokens | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 10331822 | |
| num_examples: 8069 | |
| - name: train | |
| num_bytes: 56913064 | |
| num_examples: 44321 | |
| - name: validation | |
| num_bytes: 9936933 | |
| num_examples: 7760 | |
| download_size: 15971078 | |
| dataset_size: 77181819 | |
| - config_name: logical-forms | |
| features: | |
| - name: question_id | |
| dtype: string | |
| - name: question_text | |
| dtype: string | |
| - name: decomposition | |
| dtype: string | |
| - name: operators | |
| dtype: string | |
| - name: split | |
| dtype: string | |
| - name: program | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 927038 | |
| num_examples: 8006 | |
| - name: train | |
| num_bytes: 19821676 | |
| num_examples: 44098 | |
| - name: validation | |
| num_bytes: 3504893 | |
| num_examples: 7719 | |
| download_size: 15971078 | |
| dataset_size: 24253607 | |
| # Dataset Card for "break_data" | |
| ## 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://github.com/allenai/Break](https://github.com/allenai/Break) | |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Size of downloaded dataset files:** 79.86 MB | |
| - **Size of the generated dataset:** 155.55 MB | |
| - **Total amount of disk used:** 235.39 MB | |
| ### Dataset Summary | |
| Break is a human annotated dataset of natural language questions and their Question Decomposition Meaning Representations | |
| (QDMRs). Break consists of 83,978 examples sampled from 10 question answering datasets over text, images and databases. | |
| This repository contains the Break dataset along with information on the exact data format. | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Languages | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Dataset Structure | |
| ### Data Instances | |
| #### QDMR | |
| - **Size of downloaded dataset files:** 15.97 MB | |
| - **Size of the generated dataset:** 15.93 MB | |
| - **Total amount of disk used:** 31.90 MB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| { | |
| "decomposition": "return flights ;return #1 from denver ;return #2 to philadelphia ;return #3 if available", | |
| "operators": "['select', 'filter', 'filter', 'filter']", | |
| "question_id": "ATIS_dev_0", | |
| "question_text": "what flights are available tomorrow from denver to philadelphia ", | |
| "split": "dev" | |
| } | |
| ``` | |
| #### QDMR-high-level | |
| - **Size of downloaded dataset files:** 15.97 MB | |
| - **Size of the generated dataset:** 6.54 MB | |
| - **Total amount of disk used:** 22.51 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| "decomposition": "return ground transportation ;return #1 which is available ;return #2 from the pittsburgh airport ;return #3 to downtown ;return the cost of #4", | |
| "operators": "['select', 'filter', 'filter', 'filter', 'project']", | |
| "question_id": "ATIS_dev_102", | |
| "question_text": "what ground transportation is available from the pittsburgh airport to downtown and how much does it cost ", | |
| "split": "dev" | |
| } | |
| ``` | |
| #### QDMR-high-level-lexicon | |
| - **Size of downloaded dataset files:** 15.97 MB | |
| - **Size of the generated dataset:** 31.64 MB | |
| - **Total amount of disk used:** 47.61 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "allowed_tokens": "\"['higher than', 'same as', 'what ', 'and ', 'than ', 'at most', 'he', 'distinct', 'House', 'two', 'at least', 'or ', 'date', 'o...", | |
| "source": "What office, also held by a member of the Maine House of Representatives, did James K. Polk hold before he was president?" | |
| } | |
| ``` | |
| #### QDMR-lexicon | |
| - **Size of downloaded dataset files:** 15.97 MB | |
| - **Size of the generated dataset:** 77.19 MB | |
| - **Total amount of disk used:** 93.16 MB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "allowed_tokens": "\"['higher than', 'same as', 'what ', 'and ', 'than ', 'at most', 'distinct', 'two', 'at least', 'or ', 'date', 'on ', '@@14@@', ...", | |
| "source": "what flights are available tomorrow from denver to philadelphia " | |
| } | |
| ``` | |
| #### logical-forms | |
| - **Size of downloaded dataset files:** 15.97 MB | |
| - **Size of the generated dataset:** 24.25 MB | |
| - **Total amount of disk used:** 40.22 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| "decomposition": "return ground transportation ;return #1 which is available ;return #2 from the pittsburgh airport ;return #3 to downtown ;return the cost of #4", | |
| "operators": "['select', 'filter', 'filter', 'filter', 'project']", | |
| "program": "some program", | |
| "question_id": "ATIS_dev_102", | |
| "question_text": "what ground transportation is available from the pittsburgh airport to downtown and how much does it cost ", | |
| "split": "dev" | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### QDMR | |
| - `question_id`: a `string` feature. | |
| - `question_text`: a `string` feature. | |
| - `decomposition`: a `string` feature. | |
| - `operators`: a `string` feature. | |
| - `split`: a `string` feature. | |
| #### QDMR-high-level | |
| - `question_id`: a `string` feature. | |
| - `question_text`: a `string` feature. | |
| - `decomposition`: a `string` feature. | |
| - `operators`: a `string` feature. | |
| - `split`: a `string` feature. | |
| #### QDMR-high-level-lexicon | |
| - `source`: a `string` feature. | |
| - `allowed_tokens`: a `string` feature. | |
| #### QDMR-lexicon | |
| - `source`: a `string` feature. | |
| - `allowed_tokens`: a `string` feature. | |
| #### logical-forms | |
| - `question_id`: a `string` feature. | |
| - `question_text`: a `string` feature. | |
| - `decomposition`: a `string` feature. | |
| - `operators`: a `string` feature. | |
| - `split`: a `string` feature. | |
| - `program`: a `string` feature. | |
| ### Data Splits | |
| | name |train|validation|test| | |
| |-----------------------|----:|---------:|---:| | |
| |QDMR |44321| 7760|8069| | |
| |QDMR-high-level |17503| 3130|3195| | |
| |QDMR-high-level-lexicon|17503| 3130|3195| | |
| |QDMR-lexicon |44321| 7760|8069| | |
| |logical-forms |44098| 7719|8006| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the source language producers? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the annotators? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Personal and Sensitive Information | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Discussion of Biases | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Other Known Limitations | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Licensing Information | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Citation Information | |
| ``` | |
| @article{Wolfson2020Break, | |
| title={Break It Down: A Question Understanding Benchmark}, | |
| author={Wolfson, Tomer and Geva, Mor and Gupta, Ankit and Gardner, Matt and Goldberg, Yoav and Deutch, Daniel and Berant, Jonathan}, | |
| journal={Transactions of the Association for Computational Linguistics}, | |
| year={2020}, | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |