| # Wikitext Document Level | |
| This is a modified version of [https://huggingface.co/datasets/wikitext](https://huggingface.co/datasets/wikitext) that returns Wiki pages instead of Wiki text line-by-line. The original readme is contained below. | |
| # Dataset Card for "wikitext" | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [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 | |
| - **Homepage:** [https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/](https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/) | |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Paper:** [Pointer Sentinel Mixture Models](https://arxiv.org/abs/1609.07843) | |
| - **Point of Contact:** [Stephen Merity](mailto:smerity@salesforce.com) | |
| - **Size of downloaded dataset files:** 373.28 MB | |
| - **Size of the generated dataset:** 1072.25 MB | |
| - **Total amount of disk used:** 1445.53 MB | |
| ### Dataset Summary | |
| The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified | |
| Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike License. | |
| Compared to the preprocessed version of Penn Treebank (PTB), WikiText-2 is over 2 times larger and WikiText-103 is over | |
| 110 times larger. The WikiText dataset also features a far larger vocabulary and retains the original case, punctuation | |
| and numbers - all of which are removed in PTB. As it is composed of full articles, the dataset is well suited for models | |
| that can take advantage of long term dependencies. | |
| ### 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 | |
| #### wikitext-103-raw-v1 | |
| - **Size of downloaded dataset files:** 183.09 MB | |
| - **Size of the generated dataset:** 523.97 MB | |
| - **Total amount of disk used:** 707.06 MB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "text": "\" The gold dollar or gold one @-@ dollar piece was a coin struck as a regular issue by the United States Bureau of the Mint from..." | |
| } | |
| ``` | |
| #### wikitext-103-v1 | |
| - **Size of downloaded dataset files:** 181.42 MB | |
| - **Size of the generated dataset:** 522.66 MB | |
| - **Total amount of disk used:** 704.07 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "text": "\" Senjō no Valkyria 3 : <unk> Chronicles ( Japanese : 戦場のヴァルキュリア3 , lit . Valkyria of the Battlefield 3 ) , commonly referred to..." | |
| } | |
| ``` | |
| #### wikitext-2-raw-v1 | |
| - **Size of downloaded dataset files:** 4.50 MB | |
| - **Size of the generated dataset:** 12.91 MB | |
| - **Total amount of disk used:** 17.41 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "text": "\" The Sinclair Scientific Programmable was introduced in 1975 , with the same case as the Sinclair Oxford . It was larger than t..." | |
| } | |
| ``` | |
| #### wikitext-2-v1 | |
| - **Size of downloaded dataset files:** 4.27 MB | |
| - **Size of the generated dataset:** 12.72 MB | |
| - **Total amount of disk used:** 16.99 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "text": "\" Senjō no Valkyria 3 : <unk> Chronicles ( Japanese : 戦場のヴァルキュリア3 , lit . Valkyria of the Battlefield 3 ) , commonly referred to..." | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### wikitext-103-raw-v1 | |
| - `text`: a `string` feature. | |
| #### wikitext-103-v1 | |
| - `text`: a `string` feature. | |
| #### wikitext-2-raw-v1 | |
| - `text`: a `string` feature. | |
| #### wikitext-2-v1 | |
| - `text`: a `string` feature. | |
| ### Data Splits | |
| | name | train |validation|test| | |
| |-------------------|------:|---------:|---:| | |
| |wikitext-103-raw-v1|1801350| 3760|4358| | |
| |wikitext-103-v1 |1801350| 3760|4358| | |
| |wikitext-2-raw-v1 | 36718| 3760|4358| | |
| |wikitext-2-v1 | 36718| 3760|4358| | |
| ## 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 | |
| The dataset is available under the [Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0)](https://creativecommons.org/licenses/by-sa/4.0/). | |
| ### Citation Information | |
| ``` | |
| @misc{merity2016pointer, | |
| title={Pointer Sentinel Mixture Models}, | |
| author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher}, | |
| year={2016}, | |
| eprint={1609.07843}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset. |