{"url":"/dataset/paracrawl","name":"ParaCrawl","full_name":null,"description_markdown":"ParaCrawl v.7.1 is a parallel dataset with 41 language pairs primarily aligned with English (39 out of 41) and mined using the parallel-data-crawling tool Bitextor which includes downloading documents, preprocessing and normalization, aligning documents and segments, and filtering noisy data via Bicleaner. ParaCrawl focuses on European languages, but also includes 9 lower-resource, non-European language pairs in v7.1.\r\n\r\nSource: [Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets](https://arxiv.org/pdf/2103.12028.pdf)","description_withheld":null,"homepage":"https://paracrawl.eu/index.php","introduced_date":"2020-07-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/paracrawl-web-scale-acquisition-of-parallel","title":"ParaCrawl: Web-Scale Acquisition of Parallel Corpora","first_author":"Marta Ba{\\~n}{\\'o}n","url":null},"license":{"name":"CC0","url":"https://creativecommons.org/share-your-work/public-domain/cc0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[],"languages":[{"name":"Multilingual","url":"/datasets/language/multilingual"}],"variants":["ParaCrawl"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/ParaCrawl/para_crawl","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/para_crawl","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/tensorflow/datasets","url":"https://www.tensorflow.org/datasets/catalog/para_crawl","frameworks":["tf","jax"]}],"num_papers_in_archive":66,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}