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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 507 papers

Title	Date	Tasks	Status	Hype
Leveraging cross-platform data to improve automated hate speech detection	Feb 9, 2021	Hate Speech Detection	—Unverified	0
A study of text representations in Hate Speech Detection	Feb 8, 2021	Abusive LanguageHate Speech Detection	CodeCode Available	0
HASOCOne@FIRE-HASOC2020: Using BERT and Multilingual BERT models for Hate Speech Detection	Jan 22, 2021	Hate Speech DetectionTransfer Learning	CodeCode Available	0
Hostility Detection in Hindi leveraging Pre-Trained Language Models	Jan 14, 2021	Fake News DetectionHate Speech Detection	CodeCode Available	0
Leveraging Multilingual Transformers for Hate Speech Detection	Jan 8, 2021	feature selectionGeneral Classification	CodeCode Available	0
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection	Dec 31, 2020	Hate Speech Detection	CodeCode Available	1
HateCheck: Functional Tests for Hate Speech Detection Models	Dec 31, 2020	DiagnosticHate Speech Detection	CodeCode Available	1
Detecting Hate Speech in Multi-modal Memes	Dec 29, 2020	Binary ClassificationHate Speech Detection	CodeCode Available	1
DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali Language	Dec 28, 2020	Hate Speech DetectionWord Embeddings	CodeCode Available	0
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	Dec 18, 2020	Hate Speech DetectionText Classification	CodeCode Available	1
Hate Speech detection in the Bengali language: A dataset and its baseline evaluation	Dec 17, 2020	Hate Speech Detection	—Unverified	0
You Are What You Tweet: Profiling Users by Past Tweets to Improve Hate Speech Detection	Dec 16, 2020	Hate Speech Detection	—Unverified	0
Hate Speech Detection in Saudi Twittersphere: A Deep Learning Approach	Dec 1, 2020	Deep LearningHate Speech Detection	—Unverified	0
HateGAN: Adversarial Generative-Based Data Augmentation for Hate Speech Detection	Dec 1, 2020	Data AugmentationHate Speech Detection	—Unverified	0
Learning Domain Terms - Empirical Methods to Enhance Enterprise Text Analytics Performance	Dec 1, 2020	Hate Speech Detection	—Unverified	0
DAPPER: Learning Domain-Adapted Persona Representation Using Pretrained BERT and External Memory	Dec 1, 2020	Hate Speech DetectionLanguage Modeling	—Unverified	0
Ssn\_nlp at SemEval 2020 Task 12: Offense Target Identification in Social Media Using Traditional and Deep Machine Learning Approaches	Dec 1, 2020	Hate Speech DetectionLanguage Identification	—Unverified	0
TheNorth at SemEval-2020 Task 12: Hate Speech Detection Using RoBERTa	Dec 1, 2020	Hate Speech Detection	—Unverified	0
Effect of Word Embedding Models on Hate and Offensive Speech Detection	Nov 23, 2020	Hate Speech Detection	—Unverified	0
An Online Multilingual Hate speech Recognition System	Nov 23, 2020	Hate Speech Detectionspeech-recognition	CodeCode Available	0
DeL-haTE: A Deep Learning Tunable Ensemble for Hate Speech Detection	Nov 3, 2020	Hate Speech DetectionTransfer Learning	CodeCode Available	0
Towards Code-switched Classification Exploiting Constituent Language Resources	Nov 3, 2020	ClassificationGeneral Classification	—Unverified	0
Impact of Politically Biased Data on Hate Speech Classification	Nov 1, 2020	ClassificationHate Speech Detection	CodeCode Available	0
In Data We Trust: A Critical Analysis of Hate Speech Detection Datasets	Nov 1, 2020	Hate Speech Detection	—Unverified	0
Investigating Annotator Bias with a Graph-Based Approach	Nov 1, 2020	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0

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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