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--- |
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annotations_creators: |
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- crowdsourced |
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language_creators: |
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- crowdsourced |
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language: |
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- en |
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license: |
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- cc-by-sa-4.0 |
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multilinguality: |
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- monolingual |
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size_categories: |
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- 10K<n<100K |
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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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- text2text-generation |
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task_ids: |
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- extractive-qa |
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- abstractive-qa |
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paperswithcode_id: drop |
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pretty_name: DROP |
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dataset_info: |
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features: |
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- name: section_id |
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dtype: string |
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- name: query_id |
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dtype: string |
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- name: passage |
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dtype: string |
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- name: question |
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dtype: string |
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- name: answers_spans |
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sequence: |
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- name: spans |
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dtype: string |
|
- name: types |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 105572506 |
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num_examples: 77400 |
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- name: validation |
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num_bytes: 11737755 |
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num_examples: 9535 |
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download_size: 11538387 |
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dataset_size: 117310261 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: validation |
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path: data/validation-* |
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--- |
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|
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# Dataset Card for "drop" |
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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/drop |
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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:** https://aclanthology.org/N19-1246/ |
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- **Paper:** https://arxiv.org/abs/1903.00161 |
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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:** 8.30 MB |
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- **Size of the generated dataset:** 110.91 MB |
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- **Total amount of disk used:** 119.21 MB |
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|
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### Dataset Summary |
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|
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DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs. |
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. DROP is a crowdsourced, adversarially-created, 96k-question benchmark, in which a system must resolve references in a |
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question, perhaps to multiple input positions, and perform discrete operations over them (such as addition, counting, or |
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sorting). These operations require a much more comprehensive understanding of the content of paragraphs than what was |
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necessary for prior datasets. |
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|
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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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|
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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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|
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#### default |
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|
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- **Size of downloaded dataset files:** 8.30 MB |
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- **Size of the generated dataset:** 110.91 MB |
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- **Total amount of disk used:** 119.21 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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"answers_spans": { |
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"spans": ["Chaz Schilens"] |
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}, |
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"passage": "\" Hoping to rebound from their loss to the Patriots, the Raiders stayed at home for a Week 16 duel with the Houston Texans. Oak...", |
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"question": "Who scored the first touchdown of the game?" |
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} |
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``` |
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|
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### Data Fields |
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|
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The data fields are the same among all splits. |
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|
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#### default |
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- `passage`: a `string` feature. |
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- `question`: a `string` feature. |
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- `answers_spans`: a dictionary feature containing: |
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- `spans`: a `string` feature. |
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|
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### Data Splits |
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|
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| name |train|validation| |
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|-------|----:|---------:| |
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|default|77409| 9536| |
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|
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## Dataset Creation |
|
|
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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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### Source Data |
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|
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#### Initial Data Collection and Normalization |
|
|
|
[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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#### 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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|
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#### Annotation process |
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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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#### Who are the annotators? |
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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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### 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) |
|
|
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## Additional Information |
|
|
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### 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) |
|
|
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### Citation Information |
|
|
|
``` |
|
@inproceedings{Dua2019DROP, |
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author={Dheeru Dua and Yizhong Wang and Pradeep Dasigi and Gabriel Stanovsky and Sameer Singh and Matt Gardner}, |
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title={ {DROP}: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs}, |
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booktitle={Proc. of NAACL}, |
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year={2019} |
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} |
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|
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``` |
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|
|
|
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### Contributions |
|
|
|
Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun) for adding this dataset. |
