mlsanityData to 14 Oct 2026

Kr'eyoLID From Language Identification Towards Language Mining

arXiv 2503.06547 ↗First posted 9 Mar 2025cs.CLcited by 0

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Abstract (arXiv)

Automatic language identification is frequently framed as a multi-class classification problem. However, when creating digital corpora for less commonly written languages, it may be more appropriate to consider it a data mining problem. For these varieties, one knows ahead of time that the vast majority of documents are of little interest. By minimizing resources spent on classifying such documents, we can create corpora much faster and with better coverage than using established pipelines. To demonstrate the effectiveness of the language mining perspective, we introduce a new pipeline and corpora for several French-based Creoles.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 15 of its 30 references that are in the map. First posted on arXiv 9 Mar 2025.

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15 of 30 references.

References · 15

  1. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,375
  2. 2022No Language Left Behind: Scaling Human-Centered Machine Translationcited by 1,312
  3. 2016Bag of Tricks for Efficient Text Classificationcited by 876
  4. 2018Learning Word Vectors for 157 Languagescited by 280
  5. 2021Quality at a Glance: An Audit of Web-Crawled Multilingual Datasetscited by 243
  6. 2023MADLAD-400: A Multilingual And Document-Level Large Audited Datasetcited by 181
  7. 2022Towards a Cleaner Document-Oriented Multilingual Crawled Corpuscited by 143
  8. 2020Language ID in the Wild: Unexpected Challenges on the Path to a Thousand-Language Web Text Corpuscited by 77
  9. 2023An Open Dataset and Model for Language Identificationcited by 50
  10. 2022AfroLID: A Neural Language Identification Tool for African Languagescited by 39
  11. 2022What a Creole Wants, What a Creole Needscited by 27
  12. 2017Natural Language Processing with Small Feed-Forward Networkscited by 10
3 more
  1. 2024Krey`ol-MT: Building MT for Latin American, Caribbean and Colonial African Creole Languagescited by 10
  2. 2023CreoleVal: Multilingual Multitask Benchmarks for Creolescited by 9
  3. 2024Moly'e: A Corpus-based Approach to Language Contact in Colonial Francecited by 1

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