# 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.
arxiv:1609.07843 region:us
{}
TAGS
#arxiv-1609.07843 #region-us 

Wikitext Document Level
=======================


This is a modified version of URL 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 Summary
	+ Supported Tasks and Leaderboards
	+ Languages
* Dataset Structure
	+ Data Instances
	+ Data Fields
	+ Data Splits
* Dataset Creation
	+ Curation Rationale
	+ Source Data
	+ Annotations
	+ Personal and Sensitive Information
* Considerations for Using the Data
	+ Social Impact of Dataset
	+ Discussion of Biases
	+ Other Known Limitations
* Additional Information
	+ Dataset Curators
	+ Licensing Information
	+ Citation Information
	+ Contributions


Dataset Description
-------------------


* Homepage: URL
* Repository:
* Paper: Pointer Sentinel Mixture Models
* Point of Contact: Stephen Merity
* 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


### Languages


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.


#### 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.


#### 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.


#### 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.


### 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



Dataset Creation
----------------


### Curation Rationale


### Source Data


#### Initial Data Collection and Normalization


#### Who are the source language producers?


### Annotations


#### Annotation process


#### Who are the annotators?


### Personal and Sensitive Information


Considerations for Using the Data
---------------------------------


### Social Impact of Dataset


### Discussion of Biases


### Other Known Limitations


Additional Information
----------------------


### Dataset Curators


### Licensing Information


The dataset is available under the Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0).


### Contributions


Thanks to @thomwolf, @lewtun, @patrickvonplaten, @mariamabarham for adding this dataset.



### 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 ### Languages


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. #### 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. #### 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. #### 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. ### 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



Dataset Creation
---------------- ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization #### Who are the source language producers? ### Annotations #### Annotation process #### Who are the annotators? ### Personal and Sensitive Information


Considerations for Using the Data
--------------------------------- ### Social Impact of Dataset ### Discussion of Biases ### Other Known Limitations


Additional Information
---------------------- ### Dataset Curators ### Licensing Information


The dataset is available under the Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0). ### Contributions


Thanks to @thomwolf, @lewtun, @patrickvonplaten, @mariamabarham for adding this dataset.
TAGS
#arxiv-1609.07843 #region-us 
 ### 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 ### Languages


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. #### 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. #### 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. #### 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. ### 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



Dataset Creation
---------------- ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization #### Who are the source language producers? ### Annotations #### Annotation process #### Who are the annotators? ### Personal and Sensitive Information


Considerations for Using the Data
--------------------------------- ### Social Impact of Dataset ### Discussion of Biases ### Other Known Limitations


Additional Information
---------------------- ### Dataset Curators ### Licensing Information


The dataset is available under the Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0). ### Contributions


Thanks to @thomwolf, @lewtun, @patrickvonplaten, @mariamabarham for adding this dataset.
passage: TAGS
#arxiv-1609.07843 #region-us 
### 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### Languages


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.#### 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.#### 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.#### 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.### 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.