Papers with independent language identification

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Validating and Exploring Large Geographic Corpora (2024.lrec-main)

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Challenge: a paper examines the impact of corpus creation decisions on multi-lingual web corpora . the goal is to understand the impact on downstream corporata with a focus on under-represented languages and populations.
Approach: This paper evaluates the impact of corpus creation decisions on multi-lingual web corpora . three cleaning methods are used to improve the quality of sub-corpora in the common crawl . the goal is to understand the impact on downstream corporan with a focus on under-represented languages .
Outcome: The results show that the validity of sub-corpora is improved with each stage of cleaning but that this improvement is unevenly distributed across languages and populations.

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