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: | |
- conditional-text-generation | |
task_ids: | |
- machine-translation | |
paperswithcode_id: ccmatrix | |
pretty_name: CCMatrixV1 | |
# 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 | |
To load a language pair which isn't part of the config, all you need to do is specify the language code as pairs. | |
You can find the valid pairs in Homepage section of Dataset Description: https://opus.nlpl.eu/CCMatrix.php | |
E.g. | |
``` | |
dataset = load_dataset("yhavinga/ccmatrix", lang1="en", lang2="nl") | |
``` | |
## 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 | |