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Safety Refusal Evaluation research benchmarks · SOTA2 Research

Safety Refusal Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Alpaca & StrongReject benign & harmful

1Refusal Rate (Benign)

24

Mar 19, 2026

PolyRefuse yo 1.0

17.7Harmful Refusal Rate

21

Jun 2, 2026

PolyRefuse 1.0 (si)

Ours (HRL + 32 LRL)

90.2Harmful Refusal Rate

21

Jun 2, 2026

PolyRefuse 1.0 (km)

Ours (HRL + 32 LRL)

90.9Harmful Refusal Rate

21

Jun 2, 2026

PolyRefuse 1.0 (my)

AdaSteer (HRL + 32 LRL)

91.3Harmful Refusal Rate

21

Jun 2, 2026

PolyRefuse am 1.0

AdaSteer (HRL + 32 LRL)

93.2Harmful Refusal Rate

21

Jun 2, 2026

PolyRefuse 1.0 (sw)

Ours (HRL + 32 LRL)

96.7Harmful Refusal Rate

21

Jun 2, 2026

Popular datasets

PolyRefuse Alpaca & StrongReject

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