SOTA Toxicity Mitigation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Toxicity Mitigation Dataset 1000 trials (test)	S-PID	CLS Toxicity (%)0.04	58	1mo ago
RealToxicityPrompts challenging	RAD	Avg Toxicity (Max)6.2	46	3mo ago
ToxTET		ToxTET Rate29.39	33	3mo ago
Toxicity prompts	A-LQR	CLS Toxicity (%)0.12	32	1mo ago
Toxicity Mitigation Task		Generation Speed (s/item)1.03	30	3mo ago
ToxicTop	DATG-P	Relevance0.458	30	3mo ago
ToxicRandom	DATG-P	Relevance45.1	30	3mo ago
REALTOXICITYPROMPTS	EIGENSHIFT + Targeted Subspace Intervention	Toxicity21.24	24	3mo ago
RealToxicityPrompts 1k samples	PID-AcT	CLS Toxicity0.51	20	2mo ago
RealToxicityPrompts (test)	DGLM	Full Toxicity10.1	14	3mo ago
Real Toxicity Prompts Challenging Subset	M+	Avg Max Toxicity0.189	12	1mo ago
RealToxicityPrompts (RTP)	CHaRS	CLS Tox Rate0.53	12	3mo ago
ATTAQ	M+	Average Max Toxicity0.122	9	1mo ago
ToxicTop (test)		Perplexity33.21	6	3mo ago
ToxicRandom (test)		Perplexity27.21	6	3mo ago
DailyDialog		RTR (Backdoor Non-toxic)1.16	3	2mo ago
Specialized category Manually-designed jailbreak attacks	Optimus (CH)	RTR4.5	3	2mo ago
Toxic (test)	G	Toxicity Score56	2	3mo ago
Specialized category Optimization-based jailbreak attacks	-	-	0	2mo ago

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