
# Dataset Card for One Billion Word Language Model Benchmark

## 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:** [statmt](http://www.statmt.org/lm-benchmark/)
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Paper:** [arxiv](https://arxiv.org/pdf/1312.3005v3.pdf)
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Size of downloaded dataset files:** 1.79 GB
- **Size of the generated dataset:** 4.28 GB
- **Total amount of disk used:** 6.07 GB

### Dataset Summary

A benchmark corpus to be used for measuring progress in statistical language modeling. This has almost one billion words in the training data.

### 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

#### plain_text

- **Size of downloaded dataset files:** 1.79 GB
- **Size of the generated dataset:** 4.28 GB
- **Total amount of disk used:** 6.07 GB

An example of 'train' looks as follows.
```
This example was too long and was cropped:

{
    "text": "While athletes in different professions dealt with doping scandals and other controversies , Woods continued to do what he did best : dominate the field of professional golf and rake in endorsements ."
}
```

### Data Fields

The data fields are the same among all splits.

#### plain_text
- `text`: a `string` feature.

### Data Splits

| name       |   train  |  test  |
|------------|----------|--------|
| plain_text | 30301028 | 306688 |

## 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

The dataset doesn't contain annotations.

### 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

[More Information Needeate this repository accordingly.

### Citation Information

```bibtex
@misc{chelba2014billion,
      title={One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling}, 
      author={Ciprian Chelba and Tomas Mikolov and Mike Schuster and Qi Ge and Thorsten Brants and Phillipp Koehn and Tony Robinson},
      year={2014},
      eprint={1312.3005},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```

### Contributions

Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@jplu](https://github.com/jplu), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
task_categories:text-generation task_categories:fill-mask task_ids:language-modeling task_ids:masked-language-modeling language:en arxiv:1312.3005 region:us
{"language": ["en"], "task_categories": ["text-generation", "fill-mask"], "task_ids": ["language-modeling", "masked-language-modeling"], "paperswithcode_id": "billion-word-benchmark", "pretty_name": "One Billion Word Language Model Benchmark", "dataset_info": {"features": [{"name": "text", "dtype": "string"}], "config_name": "plain_text", "splits": [{"name": "train", "num_bytes": 4238206516, "num_examples": 30301028}, {"name": "test", "num_bytes": 42942045, "num_examples": 306688}], "download_size": 1792209805, "dataset_size": 4281148561}}
TAGS
#task_categories-text-generation #task_categories-fill-mask #task_ids-language-modeling #task_ids-masked-language-modeling #language-English #arxiv-1312.3005 #region-us 

Dataset Card for One Billion Word Language Model Benchmark
==========================================================


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: statmt
* Repository:
* Paper: arxiv
* Point of Contact:
* Size of downloaded dataset files: 1.79 GB
* Size of the generated dataset: 4.28 GB
* Total amount of disk used: 6.07 GB


### Dataset Summary


A benchmark corpus to be used for measuring progress in statistical language modeling. This has almost one billion words in the training data.


### Supported Tasks and Leaderboards


### Languages


Dataset Structure
-----------------


### Data Instances


#### plain\_text


* Size of downloaded dataset files: 1.79 GB
* Size of the generated dataset: 4.28 GB
* Total amount of disk used: 6.07 GB


An example of 'train' looks as follows.


### Data Fields


The data fields are the same among all splits.


#### plain\_text


* 'text': a 'string' feature.


### Data Splits


name: plain\_text, train: 30301028, test: 306688


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


### Curation Rationale


### Source Data


#### Initial Data Collection and Normalization


#### Who are the source language producers?


### Annotations


The dataset doesn't contain 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


More Information Needeate this repository accordingly.


### Contributions


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



### Dataset Summary


A benchmark corpus to be used for measuring progress in statistical language modeling. This has almost one billion words in the training data. ### Supported Tasks and Leaderboards ### Languages


Dataset Structure
----------------- ### Data Instances #### plain\_text


* Size of downloaded dataset files: 1.79 GB
* Size of the generated dataset: 4.28 GB
* Total amount of disk used: 6.07 GB


An example of 'train' looks as follows. ### Data Fields


The data fields are the same among all splits. #### plain\_text


* 'text': a 'string' feature. ### Data Splits


name: plain\_text, train: 30301028, test: 306688


Dataset Creation
---------------- ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization #### Who are the source language producers? ### Annotations


The dataset doesn't contain 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


More Information Needeate this repository accordingly. ### Contributions


Thanks to [@patrickvonplaten, @lewtun, @jplu, @thomwolf for adding this dataset.
TAGS
#task_categories-text-generation #task_categories-fill-mask #task_ids-language-modeling #task_ids-masked-language-modeling #language-English #arxiv-1312.3005 #region-us 
 ### Dataset Summary


A benchmark corpus to be used for measuring progress in statistical language modeling. This has almost one billion words in the training data. ### Supported Tasks and Leaderboards ### Languages


Dataset Structure
----------------- ### Data Instances #### plain\_text


* Size of downloaded dataset files: 1.79 GB
* Size of the generated dataset: 4.28 GB
* Total amount of disk used: 6.07 GB


An example of 'train' looks as follows. ### Data Fields


The data fields are the same among all splits. #### plain\_text


* 'text': a 'string' feature. ### Data Splits


name: plain\_text, train: 30301028, test: 306688


Dataset Creation
---------------- ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization #### Who are the source language producers? ### Annotations


The dataset doesn't contain 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


More Information Needeate this repository accordingly. ### Contributions


Thanks to [@patrickvonplaten, @lewtun, @jplu, @thomwolf for adding this dataset.
passage: TAGS
#task_categories-text-generation #task_categories-fill-mask #task_ids-language-modeling #task_ids-masked-language-modeling #language-English #arxiv-1312.3005 #region-us 
### Dataset Summary


A benchmark corpus to be used for measuring progress in statistical language modeling. This has almost one billion words in the training data.### Supported Tasks and Leaderboards### Languages


Dataset Structure
-----------------### Data Instances#### plain\_text


* Size of downloaded dataset files: 1.79 GB
* Size of the generated dataset: 4.28 GB
* Total amount of disk used: 6.07 GB


An example of 'train' looks as follows.### Data Fields


The data fields are the same among all splits.#### plain\_text


* 'text': a 'string' feature.### Data Splits


name: plain\_text, train: 30301028, test: 306688


Dataset Creation
----------------### Curation Rationale### Source Data#### Initial Data Collection and Normalization#### Who are the source language producers?### Annotations


The dataset doesn't contain 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


More Information Needeate this repository accordingly.### Contributions


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