Tasks/Hate Speech Detection
Hate Speech Detection
ঘৃণাত্মক বক্তব্য শনাক্তকরণIdentifying hateful, offensive, and abusive Bangla content online.
8 datasets·87 papers
| Dataset | Size | License | Year ▾ | Source paper | Link |
|---|---|---|---|---|---|
BanTH Multi-label transliterated (romanized) Bangla hate speech dataset from YouTube across 7 target classes. | 37,300 samples | MIT | 2025 | BanTH (Findings NAACL 2025) | ✓ verified 2026-07-19 |
ALERT Bangla religious-aggression texts with English translations, labelled hate speech, vandalism, atrocity, or no aggression. | 4,027 texts | CC BY 4.0 | 2025 | ALERT (Data in Brief 2025) | ✓ verified 2026-07-26 |
Bangla-ToCo Context-aware toxic-comment corpus retaining news metadata and neighbouring comments, with balanced toxic/non-toxic labels. | 1,004 comments | CC BY 4.0 | 2025 | Bangla-ToCo (Data in Brief 2025) | ✓ verified 2026-07-26 |
BanHate YouTube comments annotated for binary hate, hate-category, and target-group labels. | 19,203 comments | MIT | 2025 | BanHate (BLP 2025) | ✓ verified 2026-08-23 |
TB-OLID Offensive language in transliterated (Banglish) text. | 5,000 comments | CC BY 4.0 | 2023 | Transliterated offensive language ID | ✓ verified 2026-03-08 |
OffMix-3L Bangla-English-Hindi code-mixed offensive language identification test set. | 1,001 instances | AGPL-3.0 | 2023 | OffMix-3L (SocialNLP 2023) | ✓ verified 2026-07-19 |
BD-SHS Hierarchically annotated hate speech: target, type, severity. | 50,281 comments | CC BY-NC 4.0 | 2022 | BD-SHS (LREC 2022) | ✓ verified 2026-06-05 |
Bengali Hate Speech v1.0 release with one label per statement: geopolitical, religious, personal, gender abusive, or political hate. Repository license: MIT. | 3,418 labelled statements | MIT | 2020 | Bengali Hate Speech v1.0 (Karim et al., 2020) | ✓ verified 2026-09-08 |
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2026A Fusion of context-aware based BanglaBERT and Two-Layer Stacked LSTM Framework for Multi-Label Cyberbullying DetectionRaquib et al.arXiv2026BanHADEX: Towards Explainable HAte Speech Detection in Bangla Using Human Annotated EXplanationRaquib et al.ACL2026BengaliSent140: A Large-Scale Bengali Binary Sentiment Dataset for Hate and Non-Hate Speech ClassificationIslam et al.arXiv2026Beyond Benchmarks: Exposing the Hidden Crisis in Bangla Hate Speech DetectionTisha et al.arXiv2026Detecting Hate and Inflammatory Content in Bengali Memes: A New Multimodal Dataset and Co-Attention FrameworkUllah et al.arXiv2026LLM-Based Multi-Task Bangla Hate Speech Detection: Type, Severity, and TargetHasan et al.ACL2026Retrieval Augmented Enhanced Dual Co-Attention Framework for Target Aware Multimodal Bengali Hateful Meme DetectionTanvir et al.arXiv2026A Deep Learning Based Three-Stage Fusion Neural Network with Composite Adaptive Momentum Optimizer for Bangla Cyberbully IdentificationAfif et al.International Journal of Computational Intelligence Systems2026A modified attention-based transformer ensemble for automated Bengali aggressive text identificationRashid et al.Discover Applied Sciences2026Advancing cyberbullying detection in low-resource languages: a transformer-stacking framework for BengaliHoque et al.Frontiers in Artificial Intelligence2026HateBertBN: a hybrid transformer based model for Bangla hate speech detection across various social contextsAzhar et al.Discover Computing2025ALERT: A benchmark Bengali dataset for identifying and categorizing religiously aggressive textsRashid et al.Data in Brief2025Bangla-ToCo: A context-aware dataset for Bengali toxic comment detectionRupa et al.Data in Brief2025Bahash-AI at BLP-2025 Task 1: Bangla Hate Speech Detection using Data Augmentation and Pre-trained ModelLaskar et al.BLP @ IJCNLP-AACL2025Bangla Hate Speech Classification with Fine-tuned Transformer ModelsJafari et al.arXiv2025BanHate: An Up-to-Date and Fine-Grained Bangla Hate Speech DatasetRaquib et al.BLP @ IJCNLP-AACL2025BanHateME : Understanding Hate in Bangla Memes thorough Detection, Categorization, and Target ProfilingMia et al.BLP @ IJCNLP-AACL2025BANMIME : Misogyny Detection with Metaphor Explanation on Bangla MemesMia et al.EMNLP2025BanTH: A Multi-label Hate Speech Detection Dataset for Transliterated BanglaHaider et al.Findings NAACL2025BElite at BLP-2025 Task 1: Leveraging Ensemble for Multi Task Hate Speech Detection in BanglaTripty et al.BLP @ IJCNLP-AACL2025BIDWESH: A Bangla Regional Based Hate Speech Detection DatasetFayaz et al.arXiv2025BOISHOMMO: Holistic Approach for Bangla Hate SpeechKafi et al.arXiv2025Catalyst at BLP-2025 Task 1: Transformer Ensembles and Multi-task Learning Approaches for Bangla Hate Speech DetectionHasanBLP @ IJCNLP-AACL2025Code\_Gen at BLP-2025 Task 1: Enhancing Bangla Hate Speech Detection with Transformers through Token-Aware Adversarial Contrastive Training and Layer-wise Learning Rate DecayIslam et al.BLP @ IJCNLP-AACL2025CoU-CU-DSG at BLP-2025 Task 1: Leveraging Weighted Probabilistic Fusion of Language Models for Bangla Hate Speech DetectionAlam et al.BLP @ IJCNLP-AACL2025CUET-NLP\_Zenith at BLP-2025 Task 1: A Multi-Task Ensemble Approach for Detecting Hate Speech in Bengali YouTube CommentsHossan et al.BLP @ IJCNLP-AACL2025CUET\_Sntx\_Srfrs at BLP-2025 Task 1: Combining Hierarchical Classification and Ensemble Learning for Bengali Hate Speech DetectionTripty et al.BLP @ IJCNLP-AACL2025Ecstasy at BLP-2025 Task 1: TF-IDF Informed Prompt Engineering with LoRA Fine-tuning for Bangla Hate Speech DetectionHasan et al.BLP @ IJCNLP-AACL2025Gradient Masters at BLP-2025 Task 1: Advancing Low-Resource NLP for Bengali using Ensemble-Based Adversarial Training for Hate Speech DetectionHoque et al.BLP @ IJCNLP-AACL2025HateNet-BN at BLP-2025 Task 1: A Hierarchical Attention Approach for Bangla Hate Speech DetectionAnam et al.BLP @ IJCNLP-AACL2025Heisenberg at BLP-2025 Task 1: Bangla Hate Speech Classification using Pretrained Language Models and Data AugmentationYasirBLP @ IJCNLP-AACL2025NSU\_MILab at BLP-2025 Task 1: Decoding Bangla Hate Speech: Fine-Grained Type and Target Detection via Transformer EnsemblesNabil et al.BLP @ IJCNLP-AACL2025Overview of BLP-2025 Task 1: Bangla Hate Speech IdentificationHasan et al.BLP @ IJCNLP-AACL2025Parameter-Efficient Fine-Tuning for Low-Resource Languages: A Comparative Study of LLMs for Bengali Hate Speech DetectionIslam et al.arXiv2025PentaML at BLP-2025 Task 1: Linear Probing of Pre-trained Transformer-based Models for Bangla Hate Speech DetectionTahmid et al.BLP @ IJCNLP-AACL2025PerceptionLab at BLP-2025 Task 1: Domain-Adapted BERT for Bangla Hate Speech Detection: Contrasting Single-Shot and Hierarchical Multiclass ClassificationFahim et al.BLP @ IJCNLP-AACL2025PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech DetectionHossan et al.BLP @ IJCNLP-AACL2025Retriv at BLP-2025 Task 1: A Transformer Ensemble and Multi-Task Learning Approach for Bangla Hate Speech IdentificationSaha et al.BLP @ IJCNLP-AACL2025TeamHateMate at BLP Task1: Divide and Conquer: A Two-Stage Cascaded Framework with K-Fold Ensembling for Multi-Label Bangla Hate Speech ClassificationMahim et al.BLP @ IJCNLP-AACL2025Velora at BLP-2025 Task 1: Multi-Method Evaluation for Hate Speech Classification in Bangla TextSayem et al.BLP @ IJCNLP-AACL2025Enhancing Cyberbullying Detection in Bangla Language: A Hybrid BiLSTM-Attention ApproachHabiba et al.International Journal of Computer Applications2024Assessing the Level of Toxicity Against Distinct Groups in Bangla Social Media Comments: A Comprehensive InvestigationMoin et al.arXiv2024Deep Learning Based Cyberbullying Detection in Bangla LanguageNath et al.arXiv2024Bangla hate speech detection by embedding and hybrid machine learning algorithmsPapel et al.World Journal of Advanced Research and Reviews2024Combining multiple pre-trained models for hate speech detection in Bengali, Marathi, and HindiNandi et al.Multimedia Tools and Applications2024Exhaustive Study into Machine Learning and Deep Learning Methods for Multilingual Cyberbullying Detection in Bangla and Chittagonian TextsMahmud et al.Electronics2024Hate speech detection in the Bengali language: a comprehensive surveyMaruf et al.Journal Of Big Data2024Investigating the Predominance of Large Language Models in Low-Resource Bangla Language over Transformer Models for Hate Speech Detection: A Comparative AnalysisFaria et al.Mathematics2024Machine learning and deep learning-based approach to categorize Bengali comments on social networks using fused datasetUddin et al.PLoS ONE2023Aambela at BLP-2023 Task 1: Focus on UNK tokens: Analyzing Violence Inciting Bangla Text with Adding Dataset Specific New Word TokensFahimBLP @ EMNLP2023BanglaAbuseMeme: A Dataset for Bengali Abusive Meme ClassificationDas et al.EMNLP2023BanglaNLP at BLP-2023 Task 1: Benchmarking different Transformer Models for Violence Inciting Text Detection in BanglaSaha et al.BLP @ EMNLP2023BanglaNLP at BLP-2023 Task 1: Benchmarking different Transformer Models for Violence Inciting Text Detection in BengaliSaha et al.arXiv2023Cross-Linguistic Offensive Language Detection: BERT-Based Analysis of Bengali, Assamese, & Bodo Conversational Hateful Content from Social MediaMim et al.arXiv2023EmptyMind at BLP-2023 Task 1: A Transformer-based Hierarchical-BERT Model for Bangla Violence-Inciting Text DetectionDas et al.BLP @ EMNLP2023Interpretable Multi Labeled Bengali Toxic Comments Classification using Deep LearningBelal et al.arXiv2023LowResourceNLU at BLP-2023 Task 1 \& 2: Enhancing Sentiment Classification and Violence Incitement Detection in Bangla Through Aggregated Language ModelsVeeramani et al.BLP @ EMNLP2023nlpBDpatriots at BLP-2023 Task 1: A Two-Step Classification for Violence Inciting Text Detection in BanglaRaihan et al.arXiv2023nlpBDpatriots at BLP-2023 Task 1: Two-Step Classification for Violence Inciting Text Detection in Bangla - Leveraging Back-Translation and MultilingualityRaihan et al.BLP @ EMNLP2023Offensive Language Identification in Transliterated and Code-Mixed BanglaRaihan et al. · First BLP workshop.BLP @ EMNLP2023OffMix-3L: A Novel Code-Mixed Test Dataset in Bangla-English-Hindi for Offensive Language IdentificationGoswami et al.International Workshop on Natural Language Processing for Social Media2023Semantics Squad at BLP-2023 Task 1: Violence Inciting Bangla Text Detection with Fine-Tuned Transformer-Based ModelsDey et al.BLP @ EMNLP2023Team CentreBack at BLP-2023 Task 1: Analyzing performance of different machine-learning based methods for detecting violence-inciting texts in BanglaAlamgir et al.BLP @ EMNLP2023Team\_Syrax at BLP-2023 Task 1: Data Augmentation and Ensemble Based Approach for Violence Inciting Text Detection in BanglaRiyad et al.BLP @ EMNLP2023Textual Toxicity in Social Media: Understanding the Bangla Toxic Language Expressed in Facebook CommentRashid et al.arXiv2023the\_linguists at BLP-2023 Task 1: A Novel Informal Bangla Fasttext Embedding for Violence Inciting Text DetectionTariquzzaman et al.BLP @ EMNLP2023UFAL-ULD at BLP-2023 Task 1: Violence Detection in Bangla TextMukherjee et al.BLP @ EMNLP2023VacLM at BLP-2023 Task 1: Leveraging BERT models for Violence detection in BanglaChatterjee et al.BLP @ EMNLP2023Cyberbullying Detection Based on Hybrid Ensemble Method using Deep Learning Technique in Bangla DatasetAhmed et al.International Journal of Advanced Computer Science and Applications2023Deep Learning Based Misogynistic Bangla Text Identification from Social MediaJahan et al.Computing and Informatics2023Detecting cyberbullying text using the approaches with machine learning models for the low-resource Bengali languageHoque et al.IAES International Journal of Artificial Intelligence2023G-BERT: An Efficient Method for Identifying Hate Speech in Bengali Texts on Social MediaKeya et al.IEEE Access2023Inculcating Context for Emoji Powered Bengali Hate Speech Detection using Extended Fuzzy SVM and Text Embedding ModelsGhosal et al.ACM Transactions on Asian and Low-Resource Language Information Processing2023Social Media Cyberbullying Detection on Political Violence from Bangla Texts Using Machine Learning AlgorithmAhmed et al.Journal of Intelligent Learning Systems and Applications2022BanglaHateBERT: BERT for Abusive Language Detection in BengaliJahan et al.Second International Workshop on Resources and Techniques for User Information in Abusive Language Analysis2022BD-SHS: A Benchmark Dataset for Learning to Detect Online Bangla Hate Speech in Different Social ContextsRomim et al. · Hierarchical annotation: target, type.LREC2022Hate Speech and Offensive Language Detection in BengaliDas et al.IJCNLP2021A Lexicon for Profane and Obscene Text Identification in BengaliSazzedRANLP2021Abusive content detection in transliterated Bengali-English social media corpusSazzedFifth Workshop on Computational Approaches to Linguistic Code-Switching2021DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali LanguageKarim et al.IEEE DSAA2021Abusive Bangla comments detection on Facebook using transformer-based deep learning modelsAurpa et al.Social Network Analysis and Mining2021Aggressive and Offensive Language Identification in Hindi, Bangla, and English: A Comparative StudyKumar et al.SN Computer Science2021An evolutionary approach to comparative analysis of detecting Bangla abusive textIslam et al.Bulletin of Electrical Engineering and Informatics2021Bangla hate speech detection on social media using attention-based recurrent neural networkDas et al.Journal of Intelligent Systems2021L-Boost: Identifying Offensive Texts From Social Media Post in BengaliMridha et al.IEEE Access2021Natural language processing and machine learning based cyberbullying detection for Bangla and Romanized Bangla textsAhmed et al.TELKOMNIKA (Telecommunication Computing Electronics and Control)2020Aggression Identification in English, Hindi and Bangla Text using BERT, RoBERTa and SVMBaruah et al.Second Workshop on Trolling, Aggression and Cyberbullying