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

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Showing 176–200 of 507 papers

Title	Date	Tasks	Status
Contextualizing Internet Memes Across Social Media Platforms	Nov 18, 2023	Hate Speech Detection	—Unverified
Generative AI for Hate Speech Detection: Evaluation and Findings	Nov 16, 2023	Hate Speech DetectionText Generation	—Unverified
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study	Nov 16, 2023	Hate Speech Detection	CodeCode Available
GPT-4V(ision) as A Social Media Analysis Engine	Nov 13, 2023	HallucinationHate Speech Detection	—Unverified
Automatic Textual Normalization for Hate Speech Detection	Nov 12, 2023	Hate Speech DetectionLexical Normalization	CodeCode Available
mahaNLP: A Marathi Natural Language Processing Library	Nov 5, 2023	Hate Speech DetectionNER	—Unverified
Explainable Identification of Hate Speech towards Islam using Graph Neural Networks	Nov 2, 2023	DecoderHate Speech Detection	—Unverified
LLMs and Finetuning: Benchmarking cross-domain performance for hate speech detection	Oct 29, 2023	BenchmarkingDiversity	—Unverified
Break it, Imitate it, Fix it: Robustness by Generating Human-Like Attacks	Oct 25, 2023	Hate Speech Detection	—Unverified
GASCOM: Graph-based Attentive Semantic Context Modeling for Online Conversation Understanding	Oct 21, 2023	Graph AttentionHate Speech Detection	—Unverified
Probing LLMs for hate speech detection: strengths and vulnerabilities	Oct 19, 2023	Hate Speech Detection	—Unverified
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations	Oct 9, 2023	Dialogue Act ClassificationHate Speech Detection	CodeCode Available
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation	Oct 4, 2023	Data AugmentationHate Speech Detection	—Unverified
Harnessing Pre-Trained Sentence Transformers for Offensive Language Detection in Indian Languages	Oct 3, 2023	Hate Speech DetectionSentence	—Unverified
Cordyceps@LT-EDI: Patching Language-Specific Homophobia/Transphobia Classifiers with a Multilingual Understanding	Sep 24, 2023	Hate Speech Detection	—Unverified
Lexical Squad@Multimodal Hate Speech Event Detection 2023: Multimodal Hate Speech Detection using Fused Ensemble Approach	Sep 23, 2023	Ensemble LearningEvent Detection	CodeCode Available
Focal Inferential Infusion Coupled with Tractable Density Discrimination for Implicit Hate Detection	Sep 21, 2023	Hate Speech Detection	CodeCode Available
Hate speech detection in algerian dialect using deep learning	Sep 20, 2023	Abusive LanguageDeep Learning	—Unverified
Sensitivity, Performance, Robustness: Deconstructing the Effect of Sociodemographic Prompting	Sep 13, 2023	Hate Speech DetectionSensitivity	CodeCode Available
Measuring Catastrophic Forgetting in Cross-Lingual Transfer Paradigms: Exploring Tuning Strategies	Sep 12, 2023	Cross-Lingual TransferHate Speech Detection	—Unverified
On the Challenges of Building Datasets for Hate Speech Detection	Sep 6, 2023	Hate Speech Detection	—Unverified
Exploring Cross-Cultural Differences in English Hate Speech Annotations: From Dataset Construction to Analysis	Aug 31, 2023	Hate Speech DetectionTransfer Learning	CodeCode Available
Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection	Aug 31, 2023	FairnessHate Speech Detection	—Unverified
Systematic Offensive Stereotyping (SOS) Bias in Language Models	Aug 21, 2023	FairnessHate Speech Detection	—Unverified
Causality Guided Disentanglement for Cross-Platform Hate Speech Detection	Aug 3, 2023	DisentanglementHate Speech Detection	CodeCode Available

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All datasets Ethos Binary HateXplain Ethos MultiLabel Waseem et al., 2018 AbusEval Automatic Misogynistic Identification HateMM HatEval OffensEval 2019 ToLD-Br bajer_danish_misogyny DKhate

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BiLSTM + static BE	F1-score	0.8	—	Unverified
2	BERT	F1-score	0.79	—	Unverified
3	BiLSTM+Attention+FT	F1-score	0.77	—	Unverified
4	OPT-175B (few-shot)	F1-score	0.76	—	Unverified
5	CNN+Attention+FT+GV	F1-score	0.74	—	Unverified
6	OPT-175B (one-shot)	F1-score	0.71	—	Unverified
7	OPT-175B (zero-shot)	F1-score	0.67	—	Unverified
8	SVM	F1-score	0.66	—	Unverified
9	Random Forests	F1-score	0.64	—	Unverified
10	Davinci (zero-shot)	F1-score	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT-MRP	AUROC	0.86	—	Unverified
2	BERT-RP	AUROC	0.85	—	Unverified
3	BERT-HateXplain [LIME]	AUROC	0.85	—	Unverified
4	BERT-HateXplain [Attn]	AUROC	0.85	—	Unverified
5	BERT [Attn]	AUROC	0.84	—	Unverified
6	BiRNN-HateXplain [Attn]	AUROC	0.81	—	Unverified
7	BiRNN-Attn [Attn]	AUROC	0.8	—	Unverified
8	CNN-GRU [LIME]	AUROC	0.79	—	Unverified
9	BiRNN [LIME]	AUROC	0.77	—	Unverified
10	XG-HSI-BERT	Accuracy	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLARAM	Hamming Loss	0.29	—	Unverified
2	MLkNN	Hamming Loss	0.16	—	Unverified
3	Binary Relevance	Hamming Loss	0.14	—	Unverified
4	Neural Classifier Chains	Hamming Loss	0.13	—	Unverified
5	Neural Binary Relevance	Hamming Loss	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mozafari et al., 2019	AAA	50.94	—	Unverified
2	SVM	AAA	46.51	—	Unverified
3	Kennedy et al., 2020	AAA	45.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HateBERT	Macro F1	0.74	—	Unverified
2	BERT	Macro F1	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBert	Accuracy	0.83	—	Unverified
2	Logistic Regression	Accuracy	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HXP + CLAP + CLIP	TEST F1 (macro)	0.85	—	Unverified
2	BERT + ViT + MFCC	TEST F1 (macro)	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HateBERT	Macro F1	0.49	—	Unverified
2	BERT	Macro F1	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HateBERT	Macro F1	0.81	—	Unverified
2	BERT	Macro F1	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Multilingual BERT	F1-score	0.75	—	Unverified
2	AutoML	F1-score	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AOM mBERT	F1	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Baseline	F1	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa-large-ST	Macro F1	80.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Baseline BERT (task A)	F1	0.77	—	Unverified