SOTAVerified

Hate Speech Detection

Hate speech detection is the task of detecting if communication such as text, audio, and so on contains hatred and or encourages violence towards a person or a group of people. This is usually based on prejudice against 'protected characteristics' such as their ethnicity, gender, sexual orientation, religion, age et al. Some example benchmarks are ETHOS and HateXplain. Models can be evaluated with metrics like the F-score or F-measure.

Papers

Showing 351400 of 507 papers

TitleStatusHype
Hate Speech Detection via Dual Contrastive Learning0
HCDIR: End-to-end Hate Context Detection, and Intensity Reduction model for online comments0
Hierarchical CVAE for Fine-Grained Hate Speech Classification0
HS-BAN: A Benchmark Dataset of Social Media Comments for Hate Speech Detection in Bangla0
Human and LLM Biases in Hate Speech Annotations: A Socio-Demographic Analysis of Annotators and Targets0
iCompass at Arabic Hate Speech 2022: Detect Hate Speech Using QRNN and Transformers0
Identification of Multiword Expressions in Tweets for Hate Speech Detection0
Identifying False Content and Hate Speech in Sinhala YouTube Videos by Analyzing the Audio0
Identifying Hate Speech Using Neural Networks and Discourse Analysis Techniques0
Identity Construction in a Misogynist Incels Forum0
IITR-CIOL@NLU of Devanagari Script Languages 2025: Multilingual Hate Speech Detection and Target Identification in Devanagari-Scripted Languages0
Easy Adaptation to Mitigate Gender Bias in Multilingual Text ClassificationCode0
Are You a Racist or Am I Seeing Things? Annotator Influence on Hate Speech Detection on TwitterCode0
Calibrated Learning to Defer with One-vs-All ClassifiersCode0
EkoHate: Abusive Language and Hate Speech Detection for Code-switched Political Discussions on Nigerian TwitterCode0
Emoji-Based Transfer Learning for Sentiment TasksCode0
Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal ClassificationCode0
Empirical Study of Text Augmentation on Social Media Text in VietnameseCode0
Dynamically Refined Regularization for Improving Cross-corpora Hate Speech DetectionCode0
Detecting Online Hate Speech Using Context Aware ModelsCode0
TuPy-E: detecting hate speech in Brazilian Portuguese social media with a novel dataset and comprehensive analysis of modelsCode0
DeL-haTE: A Deep Learning Tunable Ensemble for Hate Speech DetectionCode0
DefVerify: Do Hate Speech Models Reflect Their Dataset's Definition?Code0
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and StereotypesCode0
A Group-Specific Approach to NLP for Hate Speech DetectionCode0
Label-aware Hard Negative Sampling Strategies with Momentum Contrastive Learning for Implicit Hate Speech DetectionCode0
Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled DataCode0
Evaluation of Hate Speech Detection Using Large Language Models and Geographical ContextualizationCode0
Examining a hate speech corpus for hate speech detection and popularity predictionCode0
Towards a Robust Framework for Multimodal Hate Detection: A Study on Video vs. Image-based ContentCode0
PEACE: Cross-Platform Hate Speech Detection- A Causality-guided FrameworkCode0
Personalisation or Prejudice? Addressing Geographic Bias in Hate Speech Detection using Debias Tuning in Large Language ModelsCode0
Benchmarking Post-Hoc Interpretability Approaches for Transformer-based Misogyny DetectionCode0
ViTHSD: Exploiting Hatred by Targets for Hate Speech Detection on Vietnamese Social Media TextsCode0
Battling Hateful Content in Indic Languages HASOC '21Code0
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case StudyCode0
Exploring Hate Speech Detection in Multimodal PublicationsCode0
Exploring Hate Speech Detection with HateXplain and BERTCode0
An Online Multilingual Hate speech Recognition SystemCode0
Automatic Textual Normalization for Hate Speech DetectionCode0
Placing M-Phasis on the Plurality of Hate: A Feature-Based Corpus of Hate OnlineCode0
Power of Explanations: Towards automatic debiasing in hate speech detectionCode0
Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human RationalesCode0
Exploring Tokenization Strategies and Vocabulary Sizes for Enhanced Arabic Language ModelsCode0
A Benchmark Study of Contrastive Learning for Arabic Social MeaningCode0
Two Heads are Better than One: Nested PoE for Robust Defense Against Multi-BackdoorsCode0
Deep Learning for Hate Speech Detection in TweetsCode0
Towards Efficient and Explainable Hate Speech Detection via Model DistillationCode0
Probing Critical Learning Dynamics of PLMs for Hate Speech DetectionCode0
Features or Spurious Artifacts? Data-centric Baselines for Fair and Robust Hate Speech DetectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BiLSTM + static BEF1-score0.8Unverified
2BERTF1-score0.79Unverified
3BiLSTM+Attention+FTF1-score0.77Unverified
4OPT-175B (few-shot)F1-score0.76Unverified
5CNN+Attention+FT+GVF1-score0.74Unverified
6OPT-175B (one-shot)F1-score0.71Unverified
7OPT-175B (zero-shot)F1-score0.67Unverified
8SVMF1-score0.66Unverified
9Random ForestsF1-score0.64Unverified
10Davinci (zero-shot)F1-score0.63Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-MRPAUROC0.86Unverified
2BERT-RPAUROC0.85Unverified
3BERT-HateXplain [Attn]AUROC0.85Unverified
4BERT-HateXplain [LIME]AUROC0.85Unverified
5BERT [Attn]AUROC0.84Unverified
6BiRNN-HateXplain [Attn]AUROC0.81Unverified
7BiRNN-Attn [Attn]AUROC0.8Unverified
8CNN-GRU [LIME]AUROC0.79Unverified
9BiRNN [LIME]AUROC0.77Unverified
10XG-HSI-BERTAccuracy0.75Unverified
#ModelMetricClaimedVerifiedStatus
1MLARAMHamming Loss0.29Unverified
2MLkNNHamming Loss0.16Unverified
3Binary RelevanceHamming Loss0.14Unverified
4Neural Classifier ChainsHamming Loss0.13Unverified
5Neural Binary RelevanceHamming Loss0.11Unverified
#ModelMetricClaimedVerifiedStatus
1Mozafari et al., 2019AAA50.94Unverified
2SVMAAA46.51Unverified
3Kennedy et al., 2020AAA45.5Unverified
#ModelMetricClaimedVerifiedStatus
1HateBERTMacro F10.74Unverified
2BERTMacro F10.72Unverified
#ModelMetricClaimedVerifiedStatus
1mBertAccuracy0.83Unverified
2Logistic RegressionAccuracy0.7Unverified
#ModelMetricClaimedVerifiedStatus
1HXP + CLAP + CLIPTEST F1 (macro)0.85Unverified
2BERT + ViT + MFCCTEST F1 (macro)0.79Unverified
#ModelMetricClaimedVerifiedStatus
1HateBERTMacro F10.49Unverified
2BERTMacro F10.48Unverified
#ModelMetricClaimedVerifiedStatus
1HateBERTMacro F10.81Unverified
2BERTMacro F10.8Unverified
#ModelMetricClaimedVerifiedStatus
1Multilingual BERTF1-score0.75Unverified
2AutoMLF1-score0.74Unverified
#ModelMetricClaimedVerifiedStatus
1AOM mBERTF10.85Unverified
#ModelMetricClaimedVerifiedStatus
1BaselineF10.7Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-large-STMacro F180.7Unverified
#ModelMetricClaimedVerifiedStatus
1Baseline BERT (task A)F10.77Unverified