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Overview for the Second Shared Task on Language Identification in Code-Switched Data

arXiv 1909.13016 ↗First posted 28 Sep 2019cs.CLcited by 33

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Abstract (arXiv)

We present an overview of the second shared task on language identification in code-switched data. For the shared task, we had code-switched data from two different language pairs: Modern Standard Arabic-Dialectal Arabic (MSA-DA) and Spanish-English (SPA-ENG). We had a total of nine participating teams, with all teams submitting a system for SPA-ENG and four submitting for MSA-DA. Through evaluation, we found that once again language identification is more difficult for the language pair that is more closely related. We also found that this year's systems performed better overall than the systems from the previous shared task indicating overall progress in the state of the art for this task.

Key facts. Cited by 33 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Sep 2019.

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Citing papers per year: 2021: 6; 2022: 11; 2023: 3; 2024: 5; 2025: 8.

33 papers.

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  1. 2022The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and Challengescited by 35
  2. 2023ALDi: Quantifying the Arabic Level of Dialectness of Textcited by 24
  3. 2021Can You Traducir This? Machine Translation for Code-Switched Inputcited by 21
  4. 2023Language Variety Identification with True Labelscited by 12
  5. 2021Comparing Approaches to Dravidian Language Identificationcited by 11
  6. 2024MaskLID: Code-Switching Language Identification through Iterative Maskingcited by 10
  7. 2022CALCS 2021 Shared Task: Machine Translation for Code-Switched Datacited by 9
  8. 2021El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsingcited by 8
  9. 2025CodeMixBench: Evaluating Code-Mixing Capabilities of LLMs Across 18 Languagescited by 8
  10. 2021Quality Evaluation of the Low-Resource Synthetically Generated Code-Mixed Hinglish Textcited by 7
  11. 2024Code-Mixed Probes Show How Pre-Trained Models Generalise On Code-Switched Textcited by 7
  12. 2022Detecting Unassimilated Borrowings in Spanish: An Annotated Corpus and Approaches to Modelingcited by 6
21 more
  1. 2025COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixingcited by 6
  2. 2021Switch Point biased Self-Training: Re-purposing Pretrained Models for Code-Switchingcited by 5
  3. 2022Borrowing or Codeswitching? Annotating for Finer-Grained Distinctions in Language Mixingcited by 5
  4. 2022CST5: Data Augmentation for Code-Switched Semantic Parsingcited by 5
  5. 2025A Survey of Code-switched Arabic NLP: Progress, Challenges, and Future Directionscited by 5
  6. 2021Overview of ADoBo 2021: Automatic Detection of Unassimilated Borrowings in the Spanish Presscited by 4
  7. 2024Estimating the Level of Dialectness Predicts Interannotator Agreement in Multi-dialect Arabic Datasetscited by 4
  8. 2025Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models across Modalitiescited by 4
  9. 2022Language Identification for Austronesian Languagescited by 3
  10. 2024Code-Switched Language Identification is Harder Than You Thinkcited by 3
  11. 2025Low-resource Machine Translation for Code-switched Kazakh-Russian Language Paircited by 3
  12. 2025Conditioning LLMs to Generate Code-Switched Textcited by 2
  13. 2022niksss at HinglishEval: Language-agnostic BERT-based Contextual Embeddings with Catboost for Quality Evaluation of the Low-Resource Synthetically Generated Code-Mixed Hinglish Textcited by 1
  14. 2022Post-hoc analysis of Arabic transformer modelscited by 1
  15. 2022Automatic Identification of Motivation for Code-Switching in Speech Transcriptscited by 1
  16. 2023The Effect of Alignment Objectives on Code-Switching Translationcited by 1
  17. 2024Computational Approaches to Arabic-English Code-Switchingcited by 1
  18. 2022Interpreting Arabic Transformer Modelscited by 0
  19. 2022TuGeBiC: A Turkish German Bilingual Code-Switching Corpuscited by 0
  20. 2025Token Masking Improves Transformer-Based Text Classificationcited by 0
  21. 2025Modeling Topics and Sociolinguistic Variation in Code-Switched Discourse: Insights from Spanish-English and Spanish-Guaran'icited by 0