SOTA Hate speech classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CM, EN, and HI (test)	Hing-RoBERTa Trilingual	Consistency0.6928	42	4mo ago
Hindi (HI) (test)	Hing-RoBERTa Mixed	Macro F171.96	42	4mo ago
English (EN) (test)	XLM-R Trilingual	Macro F1 Score70.03	42	4mo ago
Code-mixed (CM) (test)	XLM-R Trilingual	Macro F169.72	42	4mo ago
ToxiGen (test)	DSA:LST	AUC99	24	2mo ago
HateXplain	CREDENCE-DeBERTa	Accuracy0.763	21	2mo ago
Stormfront (test)	xList-Hate	AUC0.921	16	4mo ago
Measuring Hate Speech (MHS) (test)	xList-Hate	AUC0.819	16	4mo ago
HateCheck (test)	xList-Hate	AUC95.6	16	4mo ago
ETHOS (test)	xList-Hate	AUC0.912	16	4mo ago
MHS small models		F1 Score61.99	14	1mo ago
MHS		F1 Score70.6	14	1mo ago
Implicit Hate (test)	Llama_Full	Macro F10.67	13	3mo ago
Latent Hate (test)	SMARTER (Llama_DPO-256)	Macro F1 Score69	13	3mo ago
HateXplain (test)	Llama_Full	Macro-F172	13	3mo ago
ETHOS binary	BILSTM	F1 Score79.71	12	4mo ago
Internal Set		Precision97	8	4mo ago
Hate Speech		Precision75.9	6	3mo ago
Ethos Benchmark		Precision91	5	4mo ago
HateXplain standard (test)	AdapLeR	Accuracy68.6	5	4mo ago
HTweet-MC	AT1-unk	AUC0.938	4	4mo ago

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