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# Dataset Card for "glue" |
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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 |
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- **Homepage:** [https://nyu-mll.github.io/CoLA/](https://nyu-mll.github.io/CoLA/) |
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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:** 955.33 MB |
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- **Size of the generated dataset:** 229.68 MB |
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- **Total amount of disk used:** 1185.01 MB |
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### Dataset Summary |
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GLUE, the General Language Understanding Evaluation benchmark |
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(https://gluebenchmark.com/) is a collection of resources for training, |
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evaluating, and analyzing natural language understanding systems. |
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### 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 |
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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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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### ax |
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- **Size of downloaded dataset files:** 0.21 MB |
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- **Size of the generated dataset:** 0.23 MB |
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- **Total amount of disk used:** 0.44 MB |
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An example of 'test' looks as follows. |
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``` |
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``` |
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#### cola |
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- **Size of downloaded dataset files:** 0.36 MB |
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- **Size of the generated dataset:** 0.58 MB |
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- **Total amount of disk used:** 0.94 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### mnli |
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- **Size of downloaded dataset files:** 298.29 MB |
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- **Size of the generated dataset:** 78.65 MB |
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- **Total amount of disk used:** 376.95 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### mnli_matched |
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- **Size of downloaded dataset files:** 298.29 MB |
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- **Size of the generated dataset:** 3.52 MB |
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- **Total amount of disk used:** 301.82 MB |
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An example of 'validation' looks as follows. |
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``` |
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``` |
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#### mnli_mismatched |
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- **Size of downloaded dataset files:** 298.29 MB |
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- **Size of the generated dataset:** 3.73 MB |
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- **Total amount of disk used:** 302.02 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 |
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The data fields are the same among all splits. |
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#### ax |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
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- `idx`: a `int32` feature. |
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#### cola |
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- `sentence`: a `string` feature. |
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- `label`: a classification label, with possible values including `unacceptable` (0), `acceptable` (1). |
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- `idx`: a `int32` feature. |
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#### mnli |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
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- `idx`: a `int32` feature. |
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#### mnli_matched |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
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- `idx`: a `int32` feature. |
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#### mnli_mismatched |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
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- `idx`: a `int32` feature. |
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### Data Splits Sample Size |
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#### ax |
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| |test| |
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|---|---:| |
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|ax |1104| |
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#### cola |
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| |train|validation|test| |
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|----|----:|---------:|---:| |
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|cola| 8551| 1043|1063| |
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#### mnli |
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| |train |validation_matched|validation_mismatched|test_matched|test_mismatched| |
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|----|-----:|-----------------:|--------------------:|-----------:|--------------:| |
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|mnli|392702| 9815| 9832| 9796| 9847| |
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#### mnli_matched |
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| |validation|test| |
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|------------|---------:|---:| |
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|mnli_matched| 9815|9796| |
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#### mnli_mismatched |
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| |validation|test| |
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|---------------|---------:|---:| |
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|mnli_mismatched| 9832|9847| |
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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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[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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[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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@article{warstadt2018neural, |
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title={Neural Network Acceptability Judgments}, |
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author={Warstadt, Alex and Singh, Amanpreet and Bowman, Samuel R}, |
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journal={arXiv preprint arXiv:1805.12471}, |
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year={2018} |
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} |
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@inproceedings{wang2019glue, |
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title={{GLUE}: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding}, |
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author={Wang, Alex and Singh, Amanpreet and Michael, Julian and Hill, Felix and Levy, Omer and Bowman, Samuel R.}, |
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note={In the Proceedings of ICLR.}, |
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year={2019} |
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} |
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Note that each GLUE dataset has its own citation. Please see the source to see |
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the correct citation for each contained dataset. |
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``` |
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### Contributions |
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Thanks to [@patpizio](https://github.com/patpizio), [@jeswan](https://github.com/jeswan), [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset. |
