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README.md

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+---
+annotations_creators:
+- no-annotation
+language_creators:
+- crowdsourced
+language:
+- en
+license:
+- cc-by-sa-3.0
+- gfdl
+multilinguality:
+- monolingual
+size_categories:
+- 1M<n<10M
+source_datasets:
+- original
+task_categories:
+- text-generation
+- fill-mask
+task_ids:
+- language-modeling
+- masked-language-modeling
+paperswithcode_id: wikitext-2
+pretty_name: WikiText
+dataset_info:
+- config_name: wikitext-103-raw-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1305088
+    num_examples: 4358
+  - name: train
+    num_bytes: 546500949
+    num_examples: 1801350
+  - name: validation
+    num_bytes: 1159288
+    num_examples: 3760
+  download_size: 315466397
+  dataset_size: 548965325
+- config_name: wikitext-103-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1295575
+    num_examples: 4358
+  - name: train
+    num_bytes: 545141915
+    num_examples: 1801350
+  - name: validation
+    num_bytes: 1154751
+    num_examples: 3760
+  download_size: 313093838
+  dataset_size: 547592241
+- config_name: wikitext-2-raw-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1305088
+    num_examples: 4358
+  - name: train
+    num_bytes: 11061717
+    num_examples: 36718
+  - name: validation
+    num_bytes: 1159288
+    num_examples: 3760
+  download_size: 7747362
+  dataset_size: 13526093
+- config_name: wikitext-2-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1270947
+    num_examples: 4358
+  - name: train
+    num_bytes: 10918118
+    num_examples: 36718
+  - name: validation
+    num_bytes: 1134123
+    num_examples: 3760
+  download_size: 7371282
+  dataset_size: 13323188
+configs:
+- config_name: wikitext-103-raw-v1
+  data_files:
+  - split: test
+    path: wikitext-103-raw-v1/test-*
+  - split: train
+    path: wikitext-103-raw-v1/train-*
+  - split: validation
+    path: wikitext-103-raw-v1/validation-*
+- config_name: wikitext-103-v1
+  data_files:
+  - split: test
+    path: wikitext-103-v1/test-*
+  - split: train
+    path: wikitext-103-v1/train-*
+  - split: validation
+    path: wikitext-103-v1/validation-*
+- config_name: wikitext-2-raw-v1
+  data_files:
+  - split: test
+    path: wikitext-2-raw-v1/test-*
+  - split: train
+    path: wikitext-2-raw-v1/train-*
+  - split: validation
+    path: wikitext-2-raw-v1/validation-*
+- config_name: wikitext-2-v1
+  data_files:
+  - split: test
+    path: wikitext-2-v1/test-*
+  - split: train
+    path: wikitext-2-v1/train-*
+  - split: validation
+    path: wikitext-2-v1/validation-*
+---
+
+# 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:** 391.41 MB
+- **Size of the generated dataset:** 1.12 GB
+- **Total amount of disk used:** 1.52 GB
+
+### 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.
+
+Each subset comes in two different variants:
+- Raw (for character level work) contain the raw tokens, before the addition of the <unk> (unknown) tokens.
+- Non-raw (for word level work) contain only the tokens in their vocabulary (wiki.train.tokens, wiki.valid.tokens, and wiki.test.tokens).
+  The out-of-vocabulary tokens have been replaced with the the <unk> token.
+
+
+### 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:** 191.98 MB
+- **Size of the generated dataset:** 549.42 MB
+- **Total amount of disk used:** 741.41 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:** 190.23 MB
+- **Size of the generated dataset:** 548.05 MB
+- **Total amount of disk used:** 738.27 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:** 4.72 MB
+- **Size of the generated dataset:** 13.54 MB
+- **Total amount of disk used:** 18.26 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:** 4.48 MB
+- **Size of the generated dataset:** 13.34 MB
+- **Total amount of disk used:** 17.82 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.

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