Data · dataset · 2022
CCMatrixV1
Listed in Hugging Face Datasets
CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB We show that margin-based bitext mining in LASER's multilingual sentence space can be applied to monolingual corpora of billions of sentences to produce high quality aligned translation data.
Description
We use thirty-two snapshots of a curated common crawl corpus [1] totaling 69 billion unique sentences. Using one unified approach for 80 languages, we were able to mine 10.8 billion parallel sentences, out of which only 2.9 billion are aligned with English.
IMPORTANT: Please cite reference [2][3] if you use this data. [1] Guillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, Vishrav Chaudhary, Francisco Guzmán, Armand Jouli and Edouard Grave, CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data [2] Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave and Armand Joulin, CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB [3] 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.
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Beyond English-Centric Multilingual Machine Translation 90 languages, 1,197 bitexts total number of files: 90 total number of tokens: 112.14G total number of sentence fragments: 7.37G
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/yhavinga/ccmatrix ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:1911.04944 arxiv.org/abs/1911.04944 ↗
publication · from Hugging Face
- arXiv:1911.00359 arxiv.org/abs/1911.00359 ↗
publication · from Hugging Face
- arXiv:2010.11125 arxiv.org/abs/2010.11125 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/yhavinga/ccmatrix ↗
metadata API · from Hugging Face
Topics
- Stated by source
- translation
- From keywords
- Computer Science & AI
- Inferred from text
- Natural language processing 78%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | yhavinga/ccmatrix | 14 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].anzsrc:field:460208 | enrichment · Hugging Face | taxonomy-embedding@1.1.0 | title+keywords+description (78%) |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[task].hf_task:translation | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| license_text | source · Hugging Face | connector:huggingface@1.0.0 | |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |