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Developing Successful Shared Tasks on Offensive Language Identification for Dravidian Languages

arXiv 2111.03375 ↗First posted 5 Nov 2021cs.CLcited by 1

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Abstract (arXiv)

With the fast growth of mobile computing and Web technologies, offensive language has become more prevalent on social networking platforms. Since offensive language identification in local languages is essential to moderate the social media content, in this paper we work with three Dravidian languages, namely Malayalam, Tamil, and Kannada, that are under-resourced. We present an evaluation task at FIRE 2020- HASOC-DravidianCodeMix and DravidianLangTech at EACL 2021, designed to provide a framework for comparing different approaches to this problem. This paper describes the data creation, defines the task, lists the participating systems, and discusses various methods.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 11 of its 62 references that are in the map. First posted on arXiv 5 Nov 2021.

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11 of 62 references.

References · 11

  1. 2019Predicting the Type and Target of Offensive Posts in Social Mediacited by 268
  2. 2020SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)cited by 138
  3. 2020Corpus Creation for Sentiment Analysis in Code-Mixed Tamil-English Textcited by 67
  4. 2020A Sentiment Analysis Dataset for Code-Mixed Malayalam-Englishcited by 50
  5. 2021SJ_AJ@DravidianLangTech-EACL2021: Task-Adaptive Pre-Training of Multilingual BERT models for Offensive Language Identificationcited by 11
  6. 2021NLP-CUET@DravidianLangTech-EACL2021: Offensive Language Detection from Multilingual Code-Mixed Text using Transformerscited by 9
  7. 2021Hate-Alert@DravidianLangTech-EACL2021: Ensembling strategies for Transformer-based Offensive language Detectioncited by 8
  8. 2020Gauravarora@HASOC-Dravidian-CodeMix-FIRE2020: Pre-training ULMFiT on Synthetically Generated Code-Mixed Data for Hate Speech Detectioncited by 5
  9. 2021indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian Languagescited by 4
  10. 2021KBCNMUJAL@HASOC-Dravidian-CodeMix-FIRE2020: Using Machine Learning for Detection of Hate Speech and Offensive Code-Mixed Social Media textcited by 3
  11. 2020CUSATNLP@HASOC-Dravidian-CodeMix-FIRE2020:Identifying Offensive Language from ManglishTweetscited by 2

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  1. 2023Harnessing Pre-Trained Sentence Transformers for Offensive Language Detection in Indian Languagescited by 1