← Search

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.

Read the rest (1 more)

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

Documentation and papers

Catalogue records · 1

Topics

Stated by source
translation
Inferred from text
Natural language processing 78%
Provenance · 1 source records, 10 field assertions
SourceKeyLast seenRaw
Hugging Face Datasetsyhavinga/ccmatrix14 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · Hugging Faceconnector:huggingface@1.0.0/gated
concepts[field].anzsrc:field:460208enrichment · Hugging Facetaxonomy-embedding@1.1.0title+keywords+description (78%)
concepts[field].local:field:computer-science-aimapping · Hugging Faceconnector:huggingface@1.0.0
concepts[task].hf_task:translationsource · Hugging Faceconnector:huggingface@1.0.0/tags[task_categories:*]
created_datesource · Hugging Faceconnector:huggingface@1.0.0
descriptionsource · Hugging Faceconnector:huggingface@1.0.0/description
license_textsource · Hugging Faceconnector:huggingface@1.0.0
publication_datesource · Hugging Faceconnector:huggingface@1.0.0
titlesource · Hugging Faceconnector:huggingface@1.0.0/id
updated_datesource · Hugging Faceconnector:huggingface@1.0.0