Safety Detection

Benchmarks

Dataset Name	SOTA Method	Metric
AgentHazard Strongest	BraveGuard-Qwen3-Guard-4B	Accuracy90.87	56	1d ago
Alpaca + XSTest full (val-selected)	wopt	AUROC0.991	42	1mo ago
chat 1m (test)	MLP-Cls.	MCA Accuracy100	21	1mo ago
Harmbench (test)	ReGA	MCA Accuracy100	21	1mo ago
Polyguard Social Media	T3	AUROC96.73	18	3mo ago
Polyguard HR	T3	AUROC0.9982	18	3mo ago
Polyguard Education	T3	AUROC99.43	18	3mo ago
Polyguard Cyber	T3	AUROC0.9886	18	3mo ago
Polyguard Code	T3	AUROC0.9959	18	3mo ago
ATBench-500		Accuracy90	14	1d ago
SafeDialBench (full)	Nemotron	Recall99	12	3mo ago
XSafety	T3+OCSVM	Safety Score (De)0.9815	8	3mo ago
RTP LX	DUOGUARD	Safety Score (De)98.76	8	3mo ago
Alpaca and AdvBench Conversation Level (test)	ReGA	MCA Accuracy100	7	1mo ago
Alpaca and AdvBench Prompt Level (test)	ReGA	Accuracy (MCA)100	7	1mo ago
DoNotAnswer (held-out)	Geometry-Lite	AUROC97.4	5	13d ago
WildJailbreak (held-out)	Geometry-Lite	AUROC99	5	13d ago
XSTest (held-out)	Geometry-Lite	AUROC99.6	5	13d ago
JBB-Behaviors (held-out)	MultiLayer-DIM	AUROC93.7	5	13d ago
PKU-SafeRLHF (held-out)	MultiLayer-DIM	AUROC90.6	5	13d ago
ToxicChat (held-out)	MultiLayer-DIM	AUROC87.7	5	13d ago
BeaverTails (held-out)	MultiLayer-Linear	AUROC76.7	5	13d ago
Full (test)	Geometry-Lite	TPR @ 3% FPR64.3	5	13d ago
TS-Bench AgentDojo-Traj (eval)	TS-Guard	Efficiency (s/sample)1.36	4	3mo ago
TS-Bench AgentHarm-Traj (eval)	TS-Guard	Latency (s/sample)1.36	4	3mo ago

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