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Warn about issues with the Common Crawl corpus data

#2
by albertvillanova HF Staff - opened
WMT: Workshop on Statistical Machine Translation org
•
edited Dec 2, 2022

After investigating this issue, we have discovered that there are issues with the source data file of the Common Crawl corpus: https://www.statmt.org/wmt13/training-parallel-commoncrawl.tgz

  • Non-English files contain many English sentences.
  • Their "parallel" sentences in English are not aligned: they are uncorrelated with their counterpart

This PR adds a warning to the dataset card explaining this.

albertvillanova changed pull request status to open
albertvillanova changed pull request status to merged

Hello, I was using the wmt14 and saw a similar trend, several german sentences are completely unrelated to the English counterpart:

image.png

Does the issue proliferate the wmt14 as well? If yes, is there a solution to this like a better dataset or a tool that can help filter out the noisy sentence pairs? Thanks!

WMT: Workshop on Statistical Machine Translation org

Hi

WMT14 is now 10 years old. I would recommend you use data from the latest WMT (http://www2.statmt.org/wmt24/).

All parallel data contains some noise however, and there are many approaches to filtering. For instance, have a look at the WMT20 filtering task for ideas. https://www.statmt.org/wmt20/parallel-corpus-filtering.html

best
Barry

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