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--- |
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language: |
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- ar |
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- bg |
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- de |
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- el |
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- en |
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- es |
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- fr |
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- hi |
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- ru |
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- sw |
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- th |
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- tr |
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- ur |
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- vi |
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- zh |
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paperswithcode_id: xnli |
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pretty_name: Cross-lingual Natural Language Inference |
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--- |
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# Dataset Card for "xnli" |
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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/xnli/](https://www.nyu.edu/projects/bowman/xnli/) |
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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:** 7384.70 MB |
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- **Size of the generated dataset:** 3076.99 MB |
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- **Total amount of disk used:** 10461.69 MB |
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### Dataset Summary |
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XNLI is a subset of a few thousand examples from MNLI which has been translated |
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into a 14 different languages (some low-ish resource). As with MNLI, the goal is |
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to predict textual entailment (does sentence A imply/contradict/neither sentence |
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B) and is a classification task (given two sentences, predict one of three |
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labels). |
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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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#### all_languages |
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- **Size of downloaded dataset files:** 461.54 MB |
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- **Size of the generated dataset:** 1535.82 MB |
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- **Total amount of disk used:** 1997.37 MB |
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An example of 'train' 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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"hypothesis": "{\"language\": [\"ar\", \"bg\", \"de\", \"el\", \"en\", \"es\", \"fr\", \"hi\", \"ru\", \"sw\", \"th\", \"tr\", \"ur\", \"vi\", \"zh\"], \"translation\": [\"احد اع...", |
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"label": 0, |
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"premise": "{\"ar\": \"واحدة من رقابنا ستقوم بتنفيذ تعليماتك كلها بكل دقة\", \"bg\": \"един от нашите номера ще ви даде инструкции .\", \"de\": \"Eine ..." |
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} |
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``` |
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#### ar |
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- **Size of downloaded dataset files:** 461.54 MB |
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- **Size of the generated dataset:** 104.26 MB |
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- **Total amount of disk used:** 565.81 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"hypothesis": "اتصل بأمه حالما أوصلته حافلة المدرسية.", |
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"label": 1, |
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"premise": "وقال، ماما، لقد عدت للمنزل." |
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} |
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``` |
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#### bg |
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- **Size of downloaded dataset files:** 461.54 MB |
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- **Size of the generated dataset:** 122.38 MB |
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- **Total amount of disk used:** 583.92 MB |
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An example of 'train' 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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"hypothesis": "\"губиш нещата на следното ниво , ако хората си припомнят .\"...", |
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"label": 0, |
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"premise": "\"по време на сезона и предполагам , че на твоето ниво ще ги загубиш на следващото ниво , ако те решат да си припомнят отбора на ..." |
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} |
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``` |
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#### de |
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- **Size of downloaded dataset files:** 461.54 MB |
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- **Size of the generated dataset:** 82.18 MB |
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- **Total amount of disk used:** 543.73 MB |
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An example of 'train' 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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"hypothesis": "Man verliert die Dinge auf die folgende Ebene , wenn sich die Leute erinnern .", |
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"label": 0, |
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"premise": "\"Du weißt , während der Saison und ich schätze , auf deiner Ebene verlierst du sie auf die nächste Ebene , wenn sie sich entschl..." |
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} |
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``` |
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#### el |
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- **Size of downloaded dataset files:** 461.54 MB |
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- **Size of the generated dataset:** 135.71 MB |
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- **Total amount of disk used:** 597.25 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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"hypothesis": "\"Τηλεφώνησε στη μαμά του μόλις το σχολικό λεωφορείο τον άφησε.\"...", |
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"label": 1, |
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"premise": "Και είπε, Μαμά, έφτασα στο σπίτι." |
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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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#### all_languages |
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- `premise`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`. |
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- `hypothesis`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`. |
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- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
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#### ar |
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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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#### bg |
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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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#### de |
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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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#### el |
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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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### Data Splits |
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| name |train |validation|test| |
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|-------------|-----:|---------:|---:| |
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|all_languages|392702| 2490|5010| |
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|ar |392702| 2490|5010| |
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|bg |392702| 2490|5010| |
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|de |392702| 2490|5010| |
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|el |392702| 2490|5010| |
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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{conneau2018xnli, |
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author = {Conneau, Alexis |
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and Rinott, Ruty |
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and Lample, Guillaume |
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and Williams, Adina |
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and Bowman, Samuel R. |
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and Schwenk, Holger |
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and Stoyanov, Veselin}, |
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title = {XNLI: Evaluating Cross-lingual Sentence Representations}, |
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booktitle = {Proceedings of the 2018 Conference on Empirical Methods |
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in Natural Language Processing}, |
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year = {2018}, |
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publisher = {Association for Computational Linguistics}, |
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location = {Brussels, Belgium}, |
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} |
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``` |
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### Contributions |
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Thanks to [@lewtun](https://github.com/lewtun), [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
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