mlsanityData to 14 Oct 2026

A Survey on Automatic Online Hate Speech Detection in Low-Resource Languages

arXiv 2411.19017 ↗First posted 28 Nov 2024cs.CL cs.LGcited by 2

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Abstract (arXiv)

The expanding influence of social media platforms over the past decade has impacted the way people communicate. The level of obscurity provided by social media and easy accessibility of the internet has facilitated the spread of hate speech. The terms and expressions related to hate speech gets updated with changing times which poses an obstacle to policy-makers and researchers in case of hate speech identification. With growing number of individuals using their native languages to communicate with each other, hate speech in these low-resource languages are also growing. Although, there is awareness about the English-related approaches, much attention have not been provided to these low-resource languages due to lack of datasets and online available data. This article provides a detailed survey of hate speech detection in low-resource languages around the world with details of available datasets, features utilized and techniques used. This survey further discusses the prevailing surveys, overlapping concepts related to hate speech, research challenges and opportunities.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 52 of its 150 references that are in the map. First posted on arXiv 28 Nov 2024.

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52 of 150 references.

References · 52

  1. 2017Automated Hate Speech Detection and the Problem of Offensive Languagecited by 736
  2. 2020The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memescited by 490
  3. 2020HateXplain: A Benchmark Dataset for Explainable Hate Speech Detectioncited by 407
  4. 2019Predicting the Type and Target of Offensive Posts in Social Mediacited by 271
  5. 2020HateCheck: Functional Tests for Hate Speech Detection Modelscited by 216
  6. 2020HateBERT: Retraining BERT for Abusive Language Detection in Englishcited by 207
  7. 2020SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)cited by 138
  8. 2019Multilingual and Multi-Aspect Hate Speech Analysiscited by 133
  9. 2019A Benchmark Dataset for Learning to Intervene in Online Hate Speechcited by 129
  10. 2019CONAN -- COunter NArratives through Nichesourcing: a Multilingual Dataset of Responses to Fight Online Hate Speechcited by 110
  11. 2019Exploring Hate Speech Detection in Multimodal Publicationscited by 103
  12. 2017Measuring the Reliability of Hate Speech Annotations: The Case of the European Refugee Crisiscited by 96
38 more
  1. 2020ETHOS: an Online Hate Speech Detection Datasetcited by 66
  2. 2018Spread of hate speech in online social mediacited by 59
  3. 2020Offensive Language Identification in Greekcited by 50
  4. 2019Offensive Language and Hate Speech Detection for Danishcited by 49
  5. 2020Toxic Language Detection in Social Media for Brazilian Portuguese: New Dataset and Multilingual Analysiscited by 45
  6. 2020Hate Speech detection in the Bengali language: A dataset and its baseline evaluationcited by 37
  7. 2020Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM Networkcited by 30
  8. 2021Cross-lingual Offensive Language Identification for Low Resource Languages: The Case of Marathicited by 28
  9. 2020DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali Languagecited by 26
  10. 2021Detection of Hate Speech using BERT and Hate Speech Word Embedding with Deep Modelcited by 26
  11. 2021A Large-scale Dataset for Hate Speech Detection on Vietnamese Social Media Textscited by 25
  12. 2022Data Bootstrapping Approaches to Improve Low Resource Abusive Language Detection for Indic Languagescited by 23
  13. 2022L3Cube-MahaHate: A Tweet-based Marathi Hate Speech Detection Dataset and BERT modelscited by 21
  14. 2021Hate and Offensive Speech Detection in Hindi and Marathicited by 18
  15. 2022Mono vs Multilingual BERT for Hate Speech Detection and Text Classification: A Case Study in Marathicited by 16
  16. 2016A Dictionary-based Approach to Racism Detection in Dutch Social Mediacited by 15
  17. 2021HateBR: A Large Expert Annotated Corpus of Brazilian Instagram Comments for Offensive Language and Hate Speech Detectioncited by 15
  18. 2022Multimodal Hate Speech Detection from Bengali Memes and Textscited by 15
  19. 2022BD-SHS: A Benchmark Dataset for Learning to Detect Online Bangla Hate Speech in Different Social Contextscited by 14
  20. 2022K-MHaS: A Multi-label Hate Speech Detection Dataset in Korean Online News Commentcited by 13
  21. 2023Model-Agnostic Meta-Learning for Multilingual Hate Speech Detectioncited by 11
  22. 2019Right-wing German Hate Speech on Twitter: Analysis and Automatic Detectioncited by 9
  23. 2020QutNocturnal@HASOC'19: CNN for Hate Speech and Offensive Content Identification in Hindi Languagecited by 9
  24. 2022Bangla hate speech detection on social media using attention-based recurrent neural networkcited by 9
  25. 2023Cyberbullying Detection for Low-resource Languages and Dialects: Review of the State of the Artcited by 8
  26. 2019Hate Speech Detection on Vietnamese Social Media Text using the Bidirectional-LSTM Modelcited by 7
  27. 2021One to rule them all: Towards Joint Indic Language Hate Speech Detectioncited by 7
  28. 2023Tackling Hate Speech in Low-resource Languages with Context Expertscited by 7
  29. 2022Korean Online Hate Speech Dataset for Multilabel Classification: How Can Social Science Improve Dataset on Hate Speech?cited by 6
  30. 2023Interpretable Multi Labeled Bengali Toxic Comments Classification using Deep Learningcited by 6
  31. 2024Low-Resource Counterspeech Generation for Indic Languages: The Case of Bengali and Hindicited by 5
  32. 2021Towards Offensive Language Identification for Tamil Code-Mixed YouTube Comments and Postscited by 4
  33. 2022Toxicity Detection for Indic Multilingual Social Media Contentcited by 4
  34. 2023Hate Speech and Offensive Content Detection in Indo-Aryan Languages: A Battle of LSTM and Transformerscited by 4
  35. 2024AustroTox: A Dataset for Target-Based Austrian German Offensive Language Detectioncited by 4
  36. 2022A Twitter BERT Approach for Offensive Language Detection in Marathicited by 3
  37. 2019Exploiting Unsupervised Pre-training and Automated Feature Engineering for Low-resource Hate Speech Detection in Polishcited by 2
  38. 2022SOLD: Sinhala Offensive Language Datasetcited by 2

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