Advancements in Offensive Language Detection: A Comprehensive Review and Experimental Analysis

[1] Aziz, N. A. A., Maarof, M. A. and Zainal, A. (2021). ‘Hate speech and offensive language detection: a new feature set with filter-embedded combining feature selection’, in 2021 3rd International Cyber Resilience Conference (CRC). Aziz N. A. A. Maarof M. A. Zainal A. ( 2021 ). ‘ Hate speech and offensive language detection: a new feature set with filter-embedded combining feature selection ’, in 2021 3rd International Cyber Resilience Conference (CRC) . Search in Google Scholar

[2] William, P., et al. (2022). ‘Machine learning based automatic hate speech recognition system’, in 2022 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS). William P. et al. ( 2022 ). ‘ Machine learning based automatic hate speech recognition system ’, in 2022 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS) . Search in Google Scholar

[3] Jarquín-Vásquez, H. J., Montes-y-Gómez, M. and Villaseñor-Pineda, L. (2020). ‘Not all swear words are used equal: Attention over word n-grams for abusive language identification’, in Mexican Conference on Pattern Recognition. Jarquín-Vásquez H. J. Montes-y-Gómez M. Villaseñor-Pineda L. ( 2020 ). ‘ Not all swear words are used equal: Attention over word n-grams for abusive language identification ’, in Mexican Conference on Pattern Recognition . Search in Google Scholar

[4] Chakravarthi, B. R., et al. (2023). ‘Offensive language identification in Dravidian languages using MPNet and CNN’, International Journal of Information Management Data Insights, 3(1), p. 100140. Chakravarthi B. R. et al. ( 2023 ). ‘ Offensive language identification in Dravidian languages using MPNet and CNN ’, International Journal of Information Management Data Insights , 3 ( 1 ), p. 100140 . Search in Google Scholar

[5] Dave, B., Bhat, S. and Majumder, P. (2021). ‘IRNLP_DAIICT@DravidianLangTech-EACL2021: offensive language identification in Dravidian languages using TF-IDF char n-grams and MuRIL’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Dave B. Bhat S. Majumder P. ( 2021 ). ‘ IRNLP_DAIICT@DravidianLangTech-EACL2021: offensive language identification in Dravidian languages using TF-IDF char n-grams and MuRIL ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[6] Sivalingam, D. and Thavareesan, S. (2021). ‘OffTamil@DravideanLangTech-EASL2021: Offensive language identification in Tamil text’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Sivalingam D. Thavareesan S. ( 2021 ). ‘ OffTamil@DravideanLangTech-EASL2021: Offensive language identification in Tamil text ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[7] Sharif, O., Hossain, E. and Hoque, M. M. (2021). ‘NLP-CUET@dravidianlangtech-eacl2021: Offensive language detection from multilingual code-mixed text using transformers’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages, arXiv preprint arXiv:2103.00455. Sharif O. Hossain E. Hoque M. M. ( 2021 ). ‘ NLP-CUET@dravidianlangtech-eacl2021: Offensive language detection from multilingual code-mixed text using transformers ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages , arXiv preprint arXiv:2103.00455. Search in Google Scholar

[8] Ekinci, E., Omurca, S. I. and Sevim, S. (2020). ‘Improve offensive language detection with ensemble classifiers’, International Journal of Intelligent Systems and Applications in Engineering, 8(2), pp. 109–115. Ekinci E. Omurca S. I. Sevim S. ( 2020 ). ‘ Improve offensive language detection with ensemble classifiers ’, International Journal of Intelligent Systems and Applications in Engineering , 8 ( 2 ), pp. 109 – 115 . Search in Google Scholar

[9] Pathak, V., et al. (2020). ‘KBCNMUJAL@HASOC-Dravidian-CodeMix-FIRE20: Using machine learning for detection of hate speech and offensive code-mixed social media’, in The 12th Meeting of the Forum for Information Retrieval Evaluation. Pathak V. et al. ( 2020 ). ‘ KBCNMUJAL@HASOC-Dravidian-CodeMix-FIRE20: Using machine learning for detection of hate speech and offensive code-mixed social media ’, in The 12th Meeting of the Forum for Information Retrieval Evaluation . Search in Google Scholar

[10] Mullah, N. S. and Wan Zainon, W. M. N. Z. (2020). ‘Advances in machine learning algorithms for hate speech detection in social media: a review’, IEEE Access, 9, pp. 88364-88376. Mullah N. S. Wan Zainon W. M. N. Z. ( 2020 ). ‘ Advances in machine learning algorithms for hate speech detection in social media: a review ’, IEEE Access , 9 , pp. 88364 - 88376 . Search in Google Scholar

[11] Oriola, O. and Kotzé, E. (2020). ‘Evaluating machine learning techniques for detecting offensive and hate speech in South African tweets’, IEEE Access, 8, pp. 21496–21509. Oriola O. Kotzé E. ( 2020 ). ‘ Evaluating machine learning techniques for detecting offensive and hate speech in South African tweets ’, IEEE Access , 8 , pp. 21496 - 21509 . Search in Google Scholar

[12] Palanikumar, V., et al. (2022). ‘DE-ABUSE@TamilNLP-ACL 2022: Transliteration as data augmentation for abuse detection in Tamil’, in Proceedings of the Second Workshop on Speech and Language Technologies for Dravidian Languages. Palanikumar V. et al. ( 2022 ). ‘ DE-ABUSE@TamilNLP-ACL 2022: Transliteration as data augmentation for abuse detection in Tamil ’, in Proceedings of the Second Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[13] Kumar, R. P., Bhawal, S. and Chinnaudayar, S. C. (2022). ‘Hate speech and offensive language detection in Dravidian languages using deep ensemble framework’, Computer Speech & Language, 75, p. 101386. Kumar R. P. Bhawal S. Chinnaudayar S. C. ( 2022 ). ‘ Hate speech and offensive language detection in Dravidian languages using deep ensemble framework ’, Computer Speech & Language , 75 , p. 101386 . Search in Google Scholar

[14] Zhu, Y. and Zhou, X. (2020). ‘Zyy1510@ HASOC-Dravidian-CodeMix-FIRE2020: An Ensemble Model for Offensive Language Identification’, FIRE (Working Notes). Zhu Y. Zhou X. ( 2020 ). ‘ Zyy1510@ HASOC-Dravidian-CodeMix-FIRE2020: An Ensemble Model for Offensive Language Identification ’, FIRE (Working Notes) . Search in Google Scholar

[15] Yao, L., Mao, C. and Luo, Y. (2019). ‘Graph convolutional networks for text classification’, in Proceedings of the AAAI Conference on Artificial Intelligence. Yao L. Mao C. Luo Y. ( 2019 ). ‘ Graph convolutional networks for text classification ’, in Proceedings of the AAAI Conference on Artificial Intelligence . Search in Google Scholar

[16] Sreelakshmi, K., Premjith, B. and Kp, S. (2021). ‘Amrita_CEN_NLP@DravidianLangTech-EACL2021: Deep learning-based offensive language identification in Malayalam, Tamil and Kannada’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Sreelakshmi K. Premjith B. Kp S. ( 2021 ). ‘ Amrita_CEN_NLP@DravidianLangTech-EACL2021: Deep learning-based offensive language identification in Malayalam, Tamil and Kannada ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[17] Liu, B., Guan, W., Yang, C., Fang, Z. and Lu, Z. (2023). ‘Transformer and Graph Convolutional Network for Text Classification’, International Journal of Computational Intelligence Systems, 16(1), 161. Liu B. Guan W. Yang C. Fang Z. Lu Z. ( 2023 ). ‘ Transformer and Graph Convolutional Network for Text Classification ’, International Journal of Computational Intelligence Systems , 16 ( 1 ), 161 . Search in Google Scholar

[18] Huang, L., Ma, D., Li, S., Zhang, X. and Wang, H. (2019). ‘Text level graph neural network for text classification’, in Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), arXiv preprint arXiv:1910.02356. Huang L. Ma D. Li S. Zhang X. Wang H. ( 2019 ). ‘ Text level graph neural network for text classification ’, in Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) , arXiv preprint arXiv:1910.02356. Search in Google Scholar

[19] Liu, C., Wang, X. and Xu, H. (2022). ‘Text Classification Using Document-Relational Graph Convolutional Networks’, IEEE Access, 10, 123205–123211. Liu C. Wang X. Xu H. ( 2022 ). ‘ Text Classification Using Document-Relational Graph Convolutional Networks ’, IEEE Access , 10 , 123205 - 123211 . Search in Google Scholar

[20] Wang, K., Han, S. C. and Poon, J. (2022). ‘Induct-gcn: Inductive graph convolutional networks for text classification’, in 2022 26th International Conference on Pattern Recognition (ICPR), 1243-1249. IEEE. Wang K. Han S. C. Poon J. ( 2022 ). ‘ Induct-gcn: Inductive graph convolutional networks for text classification ’, in 2022 26th International Conference on Pattern Recognition (ICPR) , 1243 - 1249 . IEEE . Search in Google Scholar

[21] Vasantharajan, C. and Thayasivam, U. (2021). ‘Hypers@DravidianLang-Tech-EACL2021: Offensive language identification in Dravidian code-mixed YouTube comments and posts’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Vasantharajan C. Thayasivam U. ( 2021 ). ‘ Hypers@DravidianLang-Tech-EACL2021: Offensive language identification in Dravidian code-mixed YouTube comments and posts ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[22] Ratnavel, R., Selvaraj, S., Vasudevan, P. and Kumar, A. M. (2023). ‘Hottest: Hate and offensive content identification in Tamil using transformers and enhanced stemming’, Computer Speech & Language, 78. Ratnavel R. Selvaraj S. Vasudevan P. Kumar A. M. ( 2023 ). ‘ Hottest: Hate and offensive content identification in Tamil using transformers and enhanced stemming ’, Computer Speech & Language , 78 . Search in Google Scholar

[23] Jayanthi, S. M. and Gupta, A. (2021). ‘Sj_aj@dravidianlangtech-eacl2021: Task-adaptive pre-training of multilingual BERT models for offensive language identification’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages, arXiv preprint arXiv:2102.01051. Jayanthi S. M. Gupta A. ( 2021 ). ‘ Sj_aj@dravidianlangtech-eacl2021: Task-adaptive pre-training of multilingual BERT models for offensive language identification ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages, arXiv preprint arXiv:2102.01051. Search in Google Scholar

[24] Bhawal, S., Roy, R. P. and Kumar, A. (2021). ‘Hate speech and offensive language identification on multilingual code mixed text using BERT’, Working Notes of FIRE 2021-Forum for Information Retrieval Evaluation (Online), CEUR. Bhawal S. Roy R. P. Kumar A. ( 2021 ). ‘ Hate speech and offensive language identification on multilingual code mixed text using BERT ’, Working Notes of FIRE 2021-Forum for Information Retrieval Evaluation (Online) , CEUR. Search in Google Scholar

[25] Kumar, A., Saumya, S. and Singh, J. P. (2020). ‘NITP-AI-NLP@HASOC-FIRE2020: Fine Tuned BERT for the Hate Speech and Offensive Content Identification from Social Media’, FIRE (Working Notes). Kumar A. Saumya S. Singh J. P. ( 2020 ). ‘ NITP-AI-NLP@HASOC-FIRE2020: Fine Tuned BERT for the Hate Speech and Offensive Content Identification from Social Media ’, FIRE (Working Notes) . Search in Google Scholar

[26] Yasaswini, K., et al. (2021). ‘IIITT@DravidianLangTech-EACL2021: Transfer learning for offensive language detection in Dravidian languages’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Yasaswini K. et al. ( 2021 ). ‘ IIITT@DravidianLangTech-EACL2021: Transfer learning for offensive language detection in Dravidian languages ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[27] Garain, A., Mandal, A. and Naskar, S. K. (2021). ‘JUNLP@Dravidian-LangTech-EACL2021: Offensive language identification in Dravidian languages’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Garain A. Mandal A. Naskar S. K. ( 2021 ). ‘ JUNLP@Dravidian-LangTech-EACL2021: Offensive language identification in Dravidian languages ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[28] Zhao, Y. and Tao, X. (2021). ‘ZYJ123@DravidianLangTech-EACL2021: Offensive language identification based on XLM-RoBERTa with DPCNN’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. Zhao Y. Tao X. ( 2021 ). ‘ ZYJ123@DravidianLangTech-EACL2021: Offensive language identification based on XLM-RoBERTa with DPCNN ’, in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages . Search in Google Scholar

[29] Chaitanya, B. S. N. V. and Karri, A. P. (2021). ‘Transformer Ensemble System for Detection of Offensive Content in Dravidian Languages’, Working Notes of FIRE 2021-Forum for Information Retrieval Evaluation (Online), CEUR. Chaitanya B. S. N. V. Karri A. P. ( 2021 ). ‘ Transformer Ensemble System for Detection of Offensive Content in Dravidian Languages ’, Working Notes of FIRE 2021-Forum for Information Retrieval Evaluation (Online) , CEUR . Search in Google Scholar