| | --- |
| | 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. |