Datasets:
ArXiv:
License:
| annotations_creators: | |
| - found | |
| language_creators: | |
| - found | |
| language: | |
| - af | |
| - am | |
| - ar | |
| - ast | |
| - az | |
| - be | |
| - bg | |
| - bn | |
| - br | |
| - ca | |
| - ceb | |
| - cs | |
| - cy | |
| - da | |
| - de | |
| - el | |
| - en | |
| - eo | |
| - es | |
| - et | |
| - eu | |
| - fa | |
| - fi | |
| - fr | |
| - fy | |
| - ga | |
| - gd | |
| - gl | |
| - ha | |
| - he | |
| - hi | |
| - hr | |
| - hu | |
| - hy | |
| - id | |
| - ig | |
| - ilo | |
| - is | |
| - it | |
| - ja | |
| - jv | |
| - ka | |
| - kk | |
| - km | |
| - ko | |
| - la | |
| - lb | |
| - lg | |
| - lt | |
| - lv | |
| - mg | |
| - mk | |
| - ml | |
| - mr | |
| - ms | |
| - my | |
| - ne | |
| - nl | |
| - 'no' | |
| - oc | |
| - om | |
| - or | |
| - pl | |
| - pt | |
| - ro | |
| - ru | |
| - sd | |
| - si | |
| - sk | |
| - sl | |
| - so | |
| - sq | |
| - sr | |
| - su | |
| - sv | |
| - sw | |
| - ta | |
| - tl | |
| - tr | |
| - tt | |
| - uk | |
| - ur | |
| - uz | |
| - vi | |
| - wo | |
| - xh | |
| - yi | |
| - yo | |
| - zh | |
| - zu | |
| - se | |
| license: | |
| - unknown | |
| multilinguality: | |
| - multilingual | |
| size_categories: | |
| en-nl: | |
| - n<110M | |
| en-af: | |
| - n<9M | |
| en-lt: | |
| - <24M | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text2text-generation | |
| - translation | |
| task_ids: [] | |
| paperswithcode_id: ccmatrix | |
| pretty_name: CCMatrixV1 | |
| tags: | |
| - conditional-text-generation | |
| # Dataset Card for CCMatrix v1 | |
| ## 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://opus.nlpl.eu/CCMatrix.php | |
| - **Repository:** None | |
| - **Paper:** https://arxiv.org/abs/1911.04944 | |
| ### Dataset Summary | |
| This corpus has been extracted from web crawls using the margin-based bitext mining techniques described at https://github.com/facebookresearch/LASER/tree/master/tasks/CCMatrix. | |
| * 90 languages, 1,197 bitexts | |
| * total number of files: 90 | |
| * total number of tokens: 112.14G | |
| * total number of sentence fragments: 7.37G | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed] | |
| ### Languages | |
| Configs are generated for all language pairs in both directions. | |
| You can find the valid pairs in Homepage section of Dataset Description: https://opus.nlpl.eu/CCMatrix.php | |
| E.g. | |
| ``` | |
| from datasets import load_dataset | |
| dataset = load_dataset("yhavinga/ccmatrix", "en-nl", streaming=True) | |
| ``` | |
| This will open the `en-nl` dataset in streaming mode. Without streaming, download and prepare will take tens of minutes. | |
| You can inspect elements with: | |
| ``` | |
| print(next(iter(dataset['train']))) | |
| {'id': 0, 'score': 1.2499677, 'translation': {'en': 'They come from all parts of Egypt, just like they will at the day of His coming.', 'nl': 'Zij kwamen uit alle delen van Egypte, evenals zij op de dag van Zijn komst zullen doen.'}} | |
| ``` | |
| ## Dataset Structure | |
| ### Data Instances | |
| For example: | |
| ```json | |
| { | |
| "id": 1, | |
| "score": 1.2498379, | |
| "translation": { | |
| "nl": "En we moeten elke waarheid vals noemen die niet minstens door een lach vergezeld ging.”", | |
| "en": "And we should call every truth false which was not accompanied by at least one laugh.”" | |
| } | |
| } | |
| ``` | |
| ### Data Fields | |
| Each example contains an integer id starting with 0, a score, and a translation dictionary with the language 1 and | |
| language 2 texts. | |
| ### Data Splits | |
| Only a `train` split is provided. | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed] | |
| ### Source Data | |
| [More Information Needed] | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed] | |
| #### Who are the source language producers? | |
| [More Information Needed] | |
| ### Annotations | |
| [More Information Needed] | |
| #### Annotation process | |
| [More Information Needed] | |
| #### Who are the annotators? | |
| [More Information Needed] | |
| ### Personal and Sensitive Information | |
| [More Information Needed] | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed] | |
| ### Discussion of Biases | |
| [More Information Needed] | |
| ### Other Known Limitations | |
| [More Information Needed] | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed] | |
| ### Licensing Information | |
| [More Information Needed] | |
| ### Citation Information | |
| IMPORTANT: Please cite reference [2][3] if you use this data. | |
| 1. **[CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data](https://arxiv.org/abs/1911.00359)** | |
| by *Guillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, Vishrav Chaudhary, Francisco Guzmán, Armand Jouli | |
| and Edouard Grave*. | |
| 2. **[CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB](https://arxiv.org/abs/1911.04944)** by *Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave and Armand Joulin*. | |
| 3. **[Beyond English-Centric Multilingual Machine Translation](https://arxiv.org/abs/2010.11125)** by *Angela Fan, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed El-Kishky, Siddharth Goyal, Mandeep Baines, | |
| Onur Celebi, Guillaume Wenzek, Vishrav Chaudhary, Naman Goyal, Tom Birch, Vitaliy Liptchinsky, | |
| Sergey Edunov, Edouard Grave, Michael Auli, and Armand Joulin.* | |
| This HuggingFace CCMatrix dataset is a wrapper around the service and files prepared and hosted by OPUS: | |
| * **[Parallel Data, Tools and Interfaces in OPUS](https://www.aclweb.org/anthology/L12-1246/)** by *Jörg Tiedemann*. | |
| ### Contributions | |