--- --- # Dataset Card for "glue" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks](#supported-tasks) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits Sample Size](#data-splits-sample-size) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## [Dataset Description](#dataset-description) - **Homepage:** [https://nyu-mll.github.io/CoLA/](https://nyu-mll.github.io/CoLA/) - **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:** 955.33 MB - **Size of the generated dataset:** 229.68 MB - **Total amount of disk used:** 1185.01 MB ### [Dataset Summary](#dataset-summary) GLUE, the General Language Understanding Evaluation benchmark (https://gluebenchmark.com/) is a collection of resources for training, evaluating, and analyzing natural language understanding systems. ### [Supported Tasks](#supported-tasks) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Languages](#languages) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## [Dataset Structure](#dataset-structure) We show detailed information for up to 5 configurations of the dataset. ### [Data Instances](#data-instances) #### ax - **Size of downloaded dataset files:** 0.21 MB - **Size of the generated dataset:** 0.23 MB - **Total amount of disk used:** 0.44 MB An example of 'test' looks as follows. ``` ``` #### cola - **Size of downloaded dataset files:** 0.36 MB - **Size of the generated dataset:** 0.58 MB - **Total amount of disk used:** 0.94 MB An example of 'train' looks as follows. ``` ``` #### mnli - **Size of downloaded dataset files:** 298.29 MB - **Size of the generated dataset:** 78.65 MB - **Total amount of disk used:** 376.95 MB An example of 'train' looks as follows. ``` ``` #### mnli_matched - **Size of downloaded dataset files:** 298.29 MB - **Size of the generated dataset:** 3.52 MB - **Total amount of disk used:** 301.82 MB An example of 'validation' looks as follows. ``` ``` #### mnli_mismatched - **Size of downloaded dataset files:** 298.29 MB - **Size of the generated dataset:** 3.73 MB - **Total amount of disk used:** 302.02 MB An example of 'validation' looks as follows. ``` ``` ### [Data Fields](#data-fields) The data fields are the same among all splits. #### ax - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). - `idx`: a `int32` feature. #### cola - `sentence`: a `string` feature. - `label`: a classification label, with possible values including `unacceptable` (0), `acceptable` (1). - `idx`: a `int32` feature. #### mnli - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). - `idx`: a `int32` feature. #### mnli_matched - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). - `idx`: a `int32` feature. #### mnli_mismatched - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). - `idx`: a `int32` feature. ### [Data Splits Sample Size](#data-splits-sample-size) #### ax | |test| |---|---:| |ax |1104| #### cola | |train|validation|test| |----|----:|---------:|---:| |cola| 8551| 1043|1063| #### mnli | |train |validation_matched|validation_mismatched|test_matched|test_mismatched| |----|-----:|-----------------:|--------------------:|-----------:|--------------:| |mnli|392702| 9815| 9832| 9796| 9847| #### mnli_matched | |validation|test| |------------|---------:|---:| |mnli_matched| 9815|9796| #### mnli_mismatched | |validation|test| |---------------|---------:|---:| |mnli_mismatched| 9832|9847| ## [Dataset Creation](#dataset-creation) ### [Curation Rationale](#curation-rationale) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Source Data](#source-data) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Annotations](#annotations) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Personal and Sensitive Information](#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](#considerations-for-using-the-data) ### [Social Impact of Dataset](#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](#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](#other-known-limitations) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## [Additional Information](#additional-information) ### [Dataset Curators](#dataset-curators) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Licensing Information](#licensing-information) [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### [Citation Information](#citation-information) ``` @article{warstadt2018neural, title={Neural Network Acceptability Judgments}, author={Warstadt, Alex and Singh, Amanpreet and Bowman, Samuel R}, journal={arXiv preprint arXiv:1805.12471}, year={2018} } @inproceedings{wang2019glue, title={{GLUE}: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding}, author={Wang, Alex and Singh, Amanpreet and Michael, Julian and Hill, Felix and Levy, Omer and Bowman, Samuel R.}, note={In the Proceedings of ICLR.}, year={2019} } Note that each GLUE dataset has its own citation. Please see the source to see the correct citation for each contained dataset. ``` ### Contributions 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.