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--- |
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annotations_creators: |
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- crowdsourced |
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language: |
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- en |
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language_creators: |
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- found |
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license: |
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- cc-by-4.0 |
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multilinguality: |
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- monolingual |
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pretty_name: Question Answering via Sentence Composition (QASC) |
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size_categories: |
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- 1K<n<10K |
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source_datasets: |
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- original |
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task_categories: |
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- question-answering |
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- multiple-choice |
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task_ids: |
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- extractive-qa |
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- multiple-choice-qa |
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paperswithcode_id: qasc |
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dataset_info: |
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features: |
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- name: id |
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dtype: string |
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- name: question |
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dtype: string |
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- name: choices |
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sequence: |
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- name: text |
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dtype: string |
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- name: label |
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dtype: string |
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- name: answerKey |
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dtype: string |
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- name: fact1 |
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dtype: string |
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- name: fact2 |
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dtype: string |
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- name: combinedfact |
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dtype: string |
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- name: formatted_question |
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dtype: string |
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splits: |
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- name: test |
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num_bytes: 393683 |
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num_examples: 920 |
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- name: train |
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num_bytes: 4919377 |
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num_examples: 8134 |
|
- name: validation |
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num_bytes: 562352 |
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num_examples: 926 |
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download_size: 1616514 |
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dataset_size: 5875412 |
|
--- |
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|
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# Dataset Card for "qasc" |
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|
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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 and Leaderboards](#supported-tasks-and-leaderboards) |
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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](#data-splits) |
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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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|
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## Dataset Description |
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|
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- **Homepage:** [https://allenai.org/data/qasc](https://allenai.org/data/qasc) |
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- **Repository:** https://github.com/allenai/qasc/ |
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- **Paper:** [QASC: A Dataset for Question Answering via Sentence Composition](https://arxiv.org/abs/1910.11473) |
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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:** 1.61 MB |
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- **Size of the generated dataset:** 5.87 MB |
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- **Total amount of disk used:** 7.49 MB |
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|
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### Dataset Summary |
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QASC is a question-answering dataset with a focus on sentence composition. It consists of 9,980 8-way multiple-choice |
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questions about grade school science (8,134 train, 926 dev, 920 test), and comes with a corpus of 17M sentences. |
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|
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### Supported Tasks and Leaderboards |
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|
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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 |
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|
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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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|
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## Dataset Structure |
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|
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### Data Instances |
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#### default |
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|
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- **Size of downloaded dataset files:** 1.61 MB |
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- **Size of the generated dataset:** 5.87 MB |
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- **Total amount of disk used:** 7.49 MB |
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|
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"answerKey": "F", |
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"choices": { |
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"label": ["A", "B", "C", "D", "E", "F", "G", "H"], |
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"text": ["sand", "occurs over a wide range", "forests", "Global warming", "rapid changes occur", "local weather conditions", "measure of motion", "city life"] |
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}, |
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"combinedfact": "Climate is generally described in terms of local weather conditions", |
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"fact1": "Climate is generally described in terms of temperature and moisture.", |
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"fact2": "Fire behavior is driven by local weather conditions such as winds, temperature and moisture.", |
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"formatted_question": "Climate is generally described in terms of what? (A) sand (B) occurs over a wide range (C) forests (D) Global warming (E) rapid changes occur (F) local weather conditions (G) measure of motion (H) city life", |
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"id": "3NGI5ARFTT4HNGVWXAMLNBMFA0U1PG", |
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"question": "Climate is generally described in terms of what?" |
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} |
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``` |
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|
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### Data Fields |
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The data fields are the same among all splits. |
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#### default |
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- `id`: a `string` feature. |
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- `question`: a `string` feature. |
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- `choices`: a dictionary feature containing: |
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- `text`: a `string` feature. |
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- `label`: a `string` feature. |
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- `answerKey`: a `string` feature. |
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- `fact1`: a `string` feature. |
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- `fact2`: a `string` feature. |
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- `combinedfact`: a `string` feature. |
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- `formatted_question`: a `string` feature. |
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|
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### Data Splits |
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|
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| name |train|validation|test| |
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|-------|----:|---------:|---:| |
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|default| 8134| 926| 920| |
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|
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## Dataset Creation |
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|
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### Curation Rationale |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Source Data |
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|
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#### Initial Data Collection and Normalization |
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|
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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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#### Who are the source language producers? |
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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 |
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#### Annotation process |
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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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#### Who are the annotators? |
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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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|
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### Personal and Sensitive Information |
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|
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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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|
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## Considerations for Using the Data |
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|
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### Social Impact of Dataset |
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|
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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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|
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### 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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|
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### Other Known Limitations |
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|
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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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|
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## Additional Information |
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|
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### Dataset Curators |
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|
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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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|
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### Licensing Information |
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The dataset is released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license. |
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### Citation Information |
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|
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``` |
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@article{allenai:qasc, |
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author = {Tushar Khot and Peter Clark and Michal Guerquin and Peter Jansen and Ashish Sabharwal}, |
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title = {QASC: A Dataset for Question Answering via Sentence Composition}, |
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journal = {arXiv:1910.11473v2}, |
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year = {2020}, |
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} |
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``` |
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|
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### Contributions |
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|
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Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun) for adding this dataset. |
