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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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- found |
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language: |
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- en |
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license: |
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- cc-by-3.0 |
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- cc-by-sa-3.0 |
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- mit |
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- other |
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license_details: "Open Portion of the American National Corpus" |
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multilinguality: |
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- monolingual |
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size_categories: |
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- 100K<n<1M |
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source_datasets: |
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- original |
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task_categories: |
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- text-classification |
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task_ids: |
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- natural-language-inference |
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- multi-input-text-classification |
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paperswithcode_id: multinli |
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pretty_name: Multi-Genre Natural Language Inference |
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--- |
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# Dataset Card for Multi-Genre Natural Language Inference (Mismatched only) |
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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://www.nyu.edu/projects/bowman/multinli/](https://www.nyu.edu/projects/bowman/multinli/) |
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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:** 216.34 MB |
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- **Size of the generated dataset:** 74.02 MB |
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- **Total amount of disk used:** 290.36 MB |
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### Dataset Summary |
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The Multi-Genre Natural Language Inference (MultiNLI) corpus is a |
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crowd-sourced collection of 433k sentence pairs annotated with textual |
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entailment information. The corpus is modeled on the SNLI corpus, but differs in |
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that covers a range of genres of spoken and written text, and supports a |
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distinctive cross-genre generalization evaluation. The corpus served as the |
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basis for the shared task of the RepEval 2017 Workshop at EMNLP in Copenhagen. |
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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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#### plain_text |
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- **Size of downloaded dataset files:** 216.34 MB |
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- **Size of the generated dataset:** 74.02 MB |
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- **Total amount of disk used:** 290.36 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"hypothesis": "independence", |
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"label": "contradiction", |
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"premise": "correlation" |
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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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#### plain_text |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a `string` feature. |
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### Data Splits |
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| name |train |validation| |
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|----------|-----:|---------:| |
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|plain_text|392702| 10000| |
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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{N18-1101, |
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author = "Williams, Adina |
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and Nangia, Nikita |
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and Bowman, Samuel", |
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title = "A Broad-Coverage Challenge Corpus for |
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Sentence Understanding through Inference", |
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booktitle = "Proceedings of the 2018 Conference of |
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the North American Chapter of the |
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Association for Computational Linguistics: |
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Human Language Technologies, Volume 1 (Long |
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Papers)", |
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year = "2018", |
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publisher = "Association for Computational Linguistics", |
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pages = "1112--1122", |
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location = "New Orleans, Louisiana", |
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url = "http://aclweb.org/anthology/N18-1101" |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset. |
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