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--- |
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language: |
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- en |
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paperswithcode_id: quarel |
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pretty_name: QuaRel |
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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: answer_index |
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dtype: int32 |
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- name: logical_forms |
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sequence: string |
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- name: logical_form_pretty |
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dtype: string |
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- name: world_literals |
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sequence: |
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- name: world1 |
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dtype: string |
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- name: world2 |
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dtype: string |
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- name: question |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 1072874 |
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num_examples: 1941 |
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- name: test |
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num_bytes: 307588 |
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num_examples: 552 |
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- name: validation |
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num_bytes: 154308 |
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num_examples: 278 |
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download_size: 631370 |
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dataset_size: 1534770 |
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--- |
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# Dataset Card for "quarel" |
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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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## Dataset Description |
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- **Homepage:** [https://allenai.org/data/quarel](https://allenai.org/data/quarel) |
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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:** 0.60 MB |
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- **Size of the generated dataset:** 1.46 MB |
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- **Total amount of disk used:** 2.07 MB |
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### Dataset Summary |
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QuaRel is a crowdsourced dataset of 2771 multiple-choice story questions, including their logical forms. |
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### Supported Tasks and Leaderboards |
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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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[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 |
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### Data Instances |
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#### default |
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- **Size of downloaded dataset files:** 0.60 MB |
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- **Size of the generated dataset:** 1.46 MB |
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- **Total amount of disk used:** 2.07 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"answer_index": 0, |
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"id": "QuaRel_V1_B5_1403", |
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"logical_form_pretty": "qrel(time, lower, world1) -> qrel(distance, higher, world2) ; qrel(distance, higher, world1)", |
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"logical_forms": ["(infer (time lower world1) (distance higher world2) (distance higher world1))", "(infer (time lower world2) (distance higher world1) (distance higher world2))"], |
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"question": "John and Rita are going for a run. Rita gets tired and takes a break on the park bench. After twenty minutes in the park, who has run farther? (A) John (B) Rita", |
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"world_literals": { |
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"world1": ["Rita"], |
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"world2": ["John"] |
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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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- `answer_index`: a `int32` feature. |
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- `logical_forms`: a `list` of `string` features. |
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- `logical_form_pretty`: a `string` feature. |
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- `world_literals`: a dictionary feature containing: |
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- `world1`: a `string` feature. |
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- `world2`: a `string` feature. |
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- `question`: a `string` feature. |
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### Data Splits |
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| name |train|validation|test| |
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|-------|----:|---------:|---:| |
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|default| 1941| 278| 552| |
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## Dataset Creation |
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### 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 |
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#### Initial Data Collection and Normalization |
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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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### 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 |
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### 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 |
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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 |
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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 |
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### 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 |
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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 |
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``` |
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@inproceedings{quarel_v1, |
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title={QuaRel: A Dataset and Models for Answering Questions about Qualitative Relationships}, |
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author={Oyvind Tafjord, Peter Clark, Matt Gardner, Wen-tau Yih, Ashish Sabharwal}, |
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year={2018}, |
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journal={arXiv:1805.05377v1} |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@mariamabarham](https://github.com/mariamabarham), [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
