Datasets:
Tasks:
Question Answering
Sub-tasks:
extractive-qa
Languages:
English
Size:
100K<n<1M
ArXiv:
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 "search_qa"
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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/nyu-dl/dl4ir-searchQA](https://github.com/nyu-dl/dl4ir-searchQA)
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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:** 6163.54 MB
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- **Size of the generated dataset:** 14573.76 MB
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- **Total amount of disk used:** 20737.29 MB
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### [Dataset Summary](#dataset-summary)
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# pylint: disable=line-too-long
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We publicly release a new large-scale dataset, called SearchQA, for machine comprehension, or question-answering. Unlike recently released datasets, such as DeepMind
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CNN/DailyMail and SQuAD, the proposed SearchQA was constructed to reflect a full pipeline of general question-answering. That is, we start not from an existing article
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and generate a question-answer pair, but start from an existing question-answer pair, crawled from J! Archive, and augment it with text snippets retrieved by Google.
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Following this approach, we built SearchQA, which consists of more than 140k question-answer pairs with each pair having 49.6 snippets on average. Each question-answer-context
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tuple of the SearchQA comes with additional meta-data such as the snippet's URL, which we believe will be valuable resources for future research. We conduct human evaluation
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as well as test two baseline methods, one simple word selection and the other deep learning based, on the SearchQA. We show that there is a meaningful gap between the human
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and machine performances. This suggests that the proposed dataset could well serve as a benchmark for question-answering.
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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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#### raw_jeopardy
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- **Size of downloaded dataset files:** 3160.84 MB
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- **Size of the generated dataset:** 7410.98 MB
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- **Total amount of disk used:** 10571.82 MB
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An example of 'train' looks as follows.
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```
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```
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#### train_test_val
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- **Size of downloaded dataset files:** 3002.69 MB
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- **Size of the generated dataset:** 7162.78 MB
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- **Total amount of disk used:** 10165.47 MB
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An example of 'validation' looks as follows.
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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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#### raw_jeopardy
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- `category`: a `string` feature.
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- `air_date`: a `string` feature.
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- `question`: a `string` feature.
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- `value`: a `string` feature.
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- `answer`: a `string` feature.
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- `round`: a `string` feature.
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- `show_number`: a `int32` feature.
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- `search_results`: a dictionary feature containing:
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- `urls`: a `string` feature.
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- `snippets`: a `string` feature.
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- `titles`: a `string` feature.
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- `related_links`: a `string` feature.
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#### train_test_val
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- `category`: a `string` feature.
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- `air_date`: a `string` feature.
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- `question`: a `string` feature.
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- `value`: a `string` feature.
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- `answer`: a `string` feature.
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- `round`: a `string` feature.
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- `show_number`: a `int32` feature.
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- `search_results`: a dictionary feature containing:
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- `urls`: a `string` feature.
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- `snippets`: a `string` feature.
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- `titles`: a `string` feature.
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- `related_links`: a `string` feature.
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### [Data Splits Sample Size](#data-splits-sample-size)
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#### raw_jeopardy
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| |train |
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|------------|-----:|
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|raw_jeopardy|216757|
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#### train_test_val
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| |train |validation|test |
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|--------------|-----:|---------:|----:|
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|train_test_val|151295| 21613|43228|
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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{DBLP:journals/corr/DunnSHGCC17,
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author = {Matthew Dunn and
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Levent Sagun and
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Mike Higgins and
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V. Ugur G{"{u}}ney and
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Volkan Cirik and
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Kyunghyun Cho},
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title = {SearchQA: {A} New Q{\&}A Dataset Augmented with Context from a
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Search Engine},
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journal = {CoRR},
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volume = {abs/1704.05179},
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year = {2017},
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url = {http://arxiv.org/abs/1704.05179},
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archivePrefix = {arXiv},
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eprint = {1704.05179},
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timestamp = {Mon, 13 Aug 2018 16:47:09 +0200},
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biburl = {https://dblp.org/rec/journals/corr/DunnSHGCC17.bib},
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bibsource = {dblp computer science bibliography, https://dblp.org}
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}
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```
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### Contributions
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Thanks to [@lewtun](https://github.com/lewtun), [@mariamabarham](https://github.com/mariamabarham), [@lhoestq](https://github.com/lhoestq), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
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