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Papers Benchmarks Datasets Tasks

Reward Hacking Mitigation research benchmarks · SOTA2 Research

Reward Hacking Mitigation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Excessive HH Harmless 1.0 (Evaluation)

IR3 Method B (Adversarial)

8.2Reference Error Rate

10

Feb 26, 2026

Synthetic Goodhart 1.0 (Evaluation)

IR3 Method B (Adversarial)

4.38R_g

10

Feb 26, 2026

Length Bias OA Length 1.0 (Evaluation)

IR3 Method C (Constrained)

15Dominance

9

Feb 26, 2026

Popular datasets

HH-Harmless Length Bias Synthetic Goodhart

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