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Papers Benchmarks Datasets Tasks

Safety Alignment research benchmarks – Page 3 · SOTA2 Research

Safety Alignment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Chain-of-Thought

55Win Rate

5

Feb 26, 2026

AIR-Bench 64 harmful prompts

1.13Harm

4

Jun 16, 2026

SaFeR-ToolKit (+ SFT+DPO+GRPO) [7B]

75.79Safety Score

4

Mar 4, 2026

SaFeR-ToolKit (+ SFT+DPO+GRPO) [3B]

79.18Safety Score

4

Mar 4, 2026

SaFeR-ToolKit (+ SFT+DPO+GRPO) [7B]

91.61Safety

4

Mar 4, 2026

PKU-SafeRLHF-10K (test)

356.32HV Score

3

May 15, 2026

SafeRLHF 30K (test)

94.3Safety

3

Mar 5, 2026

Alpaca-65B Weak-to-strong Safety Alignment (test)

131.81HV Score

3

Feb 26, 2026

PKU-SafeRLHF (test)

69.92RM Safety Accuracy

3

Feb 26, 2026

Safety Alignment Task

176.6HV

2

May 15, 2026

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Popular datasets

PKU-SafeRLHF CoSApien Safety Alignment Dataset HarmBench AdvBench

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