|
--- |
|
annotations_creators: |
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- no-annotation |
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language_creators: |
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- expert-generated |
|
language: |
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- en |
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license: |
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- unknown |
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multilinguality: |
|
- monolingual |
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size_categories: |
|
- 1M<n<10M |
|
source_datasets: |
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- original |
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task_categories: |
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- question-answering |
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task_ids: [] |
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pretty_name: QaZre |
|
tags: |
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- zero-shot-relation-extraction |
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dataset_info: |
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features: |
|
- name: relation |
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dtype: string |
|
- name: question |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: context |
|
dtype: string |
|
- name: answers |
|
sequence: string |
|
splits: |
|
- name: test |
|
num_bytes: 29409906 |
|
num_examples: 120000 |
|
- name: validation |
|
num_bytes: 1481406 |
|
num_examples: 6000 |
|
- name: train |
|
num_bytes: 2054933851 |
|
num_examples: 8400000 |
|
download_size: 1262253976 |
|
dataset_size: 2085825163 |
|
configs: |
|
- config_name: default |
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data_files: |
|
- split: test |
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path: data/test-* |
|
- split: validation |
|
path: data/validation-* |
|
- split: train |
|
path: data/train-* |
|
--- |
|
|
|
# Dataset Card for QaZre |
|
|
|
## Table of Contents |
|
- [Dataset Description](#dataset-description) |
|
- [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) |
|
- [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) |
|
- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** [http://nlp.cs.washington.edu/zeroshot](http://nlp.cs.washington.edu/zeroshot) |
|
- **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:** 516.06 MB |
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- **Size of the generated dataset:** 2.09 GB |
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- **Total amount of disk used:** 2.60 GB |
|
|
|
### Dataset Summary |
|
|
|
A dataset reducing relation extraction to simple reading comprehension questions |
|
|
|
### 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 |
|
|
|
#### default |
|
|
|
- **Size of downloaded dataset files:** 516.06 MB |
|
- **Size of the generated dataset:** 2.09 GB |
|
- **Total amount of disk used:** 2.60 GB |
|
|
|
An example of 'validation' looks as follows. |
|
``` |
|
{ |
|
"answers": [], |
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"context": "answer", |
|
"question": "What is XXX in this question?", |
|
"relation": "relation_name", |
|
"subject": "Some entity Here is a bit of context which will explain the question in some way" |
|
} |
|
``` |
|
|
|
### Data Fields |
|
|
|
The data fields are the same among all splits. |
|
|
|
#### default |
|
- `relation`: a `string` feature. |
|
- `question`: a `string` feature. |
|
- `subject`: a `string` feature. |
|
- `context`: a `string` feature. |
|
- `answers`: a `list` of `string` features. |
|
|
|
### Data Splits |
|
|
|
| name | train | validation | test | |
|
|---------|--------:|-----------:|-------:| |
|
| default | 8400000 | 6000 | 120000 | |
|
|
|
## 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 |
|
|
|
Unknown. |
|
|
|
### Citation Information |
|
|
|
``` |
|
@inproceedings{levy-etal-2017-zero, |
|
title = "Zero-Shot Relation Extraction via Reading Comprehension", |
|
author = "Levy, Omer and |
|
Seo, Minjoon and |
|
Choi, Eunsol and |
|
Zettlemoyer, Luke", |
|
booktitle = "Proceedings of the 21st Conference on Computational Natural Language Learning ({C}o{NLL} 2017)", |
|
month = aug, |
|
year = "2017", |
|
address = "Vancouver, Canada", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://www.aclweb.org/anthology/K17-1034", |
|
doi = "10.18653/v1/K17-1034", |
|
pages = "333--342", |
|
} |
|
|
|
``` |
|
|
|
|
|
### Contributions |
|
|
|
Thanks to [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@ghomasHudson](https://github.com/ghomasHudson), [@lewtun](https://github.com/lewtun) for adding this dataset. |
