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Harmlessness evaluation research benchmarks · SOTA2 Research

Harmlessness evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LINGUASAFE (test)

100Tie Rate

38

Jun 16, 2026

69.4Helpfulness Score

33

Feb 26, 2026

58.4Helpful Score

33

Feb 26, 2026

99.26Success Rate

16

Feb 26, 2026

76.6Win Rate

15

Mar 12, 2026

100Tie Rate

14

Jun 16, 2026

HH-RLHF harmless (test)

83.33Win Rate

12

Feb 26, 2026

100Relevance

7

Feb 26, 2026

HarmfulQ (test)

100Harmlessness Fraction

7

Feb 26, 2026

SFT + TTL + DPO + TPO

94.5Harmlessness Rate

6

May 11, 2026

Harmlessness (evaluation set)

48.76Win Rate

5

Mar 5, 2026

0.541Disc. Score

5

Feb 26, 2026

Popular datasets

HH-RLHF Harmlessness HarmBench BeaverTails HarmfulQ

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