| --- |
| annotations_creators: |
| - no-annotation |
| language_creators: |
| - found |
| language: |
| - cs |
| - de |
| - en |
| - fr |
| - hi |
| - ru |
| license: |
| - unknown |
| multilinguality: |
| - translation |
| size_categories: |
| - 10M<n<100M |
| source_datasets: |
| - extended|europarl_bilingual |
| - extended|giga_fren |
| - extended|news_commentary |
| - extended|un_multi |
| - extended|hind_encorp |
| task_categories: |
| - translation |
| task_ids: [] |
| pretty_name: WMT14 |
| paperswithcode_id: wmt-2014 |
| dataset_info: |
| - config_name: cs-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - cs |
| - en |
| splits: |
| - name: train |
| num_bytes: 280992794 |
| num_examples: 953621 |
| - name: validation |
| num_bytes: 702473 |
| num_examples: 3000 |
| - name: test |
| num_bytes: 757817 |
| num_examples: 3003 |
| download_size: 1696003559 |
| dataset_size: 282453084 |
| - config_name: de-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - de |
| - en |
| splits: |
| - name: train |
| num_bytes: 1358410408 |
| num_examples: 4508785 |
| - name: validation |
| num_bytes: 736415 |
| num_examples: 3000 |
| - name: test |
| num_bytes: 777334 |
| num_examples: 3003 |
| download_size: 1696003559 |
| dataset_size: 1359924157 |
| - config_name: fr-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - fr |
| - en |
| splits: |
| - name: train |
| num_bytes: 14752554924 |
| num_examples: 40836715 |
| - name: validation |
| num_bytes: 744447 |
| num_examples: 3000 |
| - name: test |
| num_bytes: 838857 |
| num_examples: 3003 |
| download_size: 6658118909 |
| dataset_size: 14754138228 |
| - config_name: hi-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - hi |
| - en |
| splits: |
| - name: train |
| num_bytes: 1936035 |
| num_examples: 32863 |
| - name: validation |
| num_bytes: 181465 |
| num_examples: 520 |
| - name: test |
| num_bytes: 1075016 |
| num_examples: 2507 |
| download_size: 46879684 |
| dataset_size: 3192516 |
| - config_name: ru-en |
| features: |
| - name: translation |
| dtype: |
| translation: |
| languages: |
| - ru |
| - en |
| splits: |
| - name: train |
| num_bytes: 433210270 |
| num_examples: 1486965 |
| - name: validation |
| num_bytes: 977946 |
| num_examples: 3000 |
| - name: test |
| num_bytes: 1087746 |
| num_examples: 3003 |
| download_size: 1047396736 |
| dataset_size: 435275962 |
| --- |
| |
| # Dataset Card for "wmt14" |
|
|
| ## 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:** [http://www.statmt.org/wmt14/translation-task.html](http://www.statmt.org/wmt14/translation-task.html) |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **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:** 1.70 GB |
| - **Size of the generated dataset:** 282.95 MB |
| - **Total amount of disk used:** 1.98 GB |
|
|
| ### Dataset Summary |
|
|
| <div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400"> |
| <p><b>Warning:</b> There are issues with the Common Crawl corpus data (<a href="https://www.statmt.org/wmt13/training-parallel-commoncrawl.tgz">training-parallel-commoncrawl.tgz</a>):</p> |
| <ul> |
| <li>Non-English files contain many English sentences.</li> |
| <li>Their "parallel" sentences in English are not aligned: they are uncorrelated with their counterpart.</li> |
| </ul> |
| <p>We have contacted the WMT organizers, and in response, they have indicated that they do not have plans to update the Common Crawl corpus data.</p> |
| <p>Their rationale pertains to the expectation that such data has been superseded, primarily by CCMatrix, and to some extent, by ParaCrawl datasets.</p> |
| </div> |
| |
| Translation dataset based on the data from statmt.org. |
|
|
| Versions exist for different years using a combination of data |
| sources. The base `wmt` allows you to create a custom dataset by choosing |
| your own data/language pair. This can be done as follows: |
|
|
| ```python |
| from datasets import inspect_dataset, load_dataset_builder |
| |
| inspect_dataset("wmt14", "path/to/scripts") |
| builder = load_dataset_builder( |
| "path/to/scripts/wmt_utils.py", |
| language_pair=("fr", "de"), |
| subsets={ |
| datasets.Split.TRAIN: ["commoncrawl_frde"], |
| datasets.Split.VALIDATION: ["euelections_dev2019"], |
| }, |
| ) |
| |
| # Standard version |
| builder.download_and_prepare() |
| ds = builder.as_dataset() |
| |
| # Streamable version |
| ds = builder.as_streaming_dataset() |
| ``` |
|
|
| ### 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 |
|
|
| #### cs-en |
|
|
| - **Size of downloaded dataset files:** 1.70 GB |
| - **Size of the generated dataset:** 282.95 MB |
| - **Total amount of disk used:** 1.98 GB |
|
|
| An example of 'train' looks as follows. |
| ``` |
| |
| ``` |
|
|
| ### Data Fields |
|
|
| The data fields are the same among all splits. |
|
|
| #### cs-en |
| - `translation`: a multilingual `string` variable, with possible languages including `cs`, `en`. |
|
|
| ### Data Splits |
|
|
| |name |train |validation|test| |
| |-----|-----:|---------:|---:| |
| |cs-en|953621| 3000|3003| |
|
|
| ## 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 |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Citation Information |
|
|
| ``` |
| |
| @InProceedings{bojar-EtAl:2014:W14-33, |
| author = {Bojar, Ondrej and Buck, Christian and Federmann, Christian and Haddow, Barry and Koehn, Philipp and Leveling, Johannes and Monz, Christof and Pecina, Pavel and Post, Matt and Saint-Amand, Herve and Soricut, Radu and Specia, Lucia and Tamchyna, Ale |
| {s}}, |
| title = {Findings of the 2014 Workshop on Statistical Machine Translation}, |
| booktitle = {Proceedings of the Ninth Workshop on Statistical Machine Translation}, |
| month = {June}, |
| year = {2014}, |
| address = {Baltimore, Maryland, USA}, |
| publisher = {Association for Computational Linguistics}, |
| pages = {12--58}, |
| url = {http://www.aclweb.org/anthology/W/W14/W14-3302} |
| } |
| |
| ``` |
|
|
|
|
| ### Contributions |
|
|
| Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
