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Helpfulness-Safety Alignment on HH-RLHF

4.674Useful ScoreGD2PO-Hard
4.219524.337514.45554.57349Jun 15, 2026

Evaluation results

MethodLinks
GD2PO-HardModel=Llama3.2-3B-Instruct2026.064.6745.8635.269
GD2PO-SNRModel=Llama3.2-3B-Instruct, SNR threshold τ=0.82026.064.625.8435.232
GDPOModel=Llama3.2-3B-Instruct2026.064.5945.85.197
GRPOModel=Llama3.2-3B-Instruct2026.064.5595.8495.204
GD2PO-HardModel=Qwen2.5-7B-Instruct2026.064.5025.7085.105
GD2PO-SNRModel=Qwen2.5-7B-Instruct, SNR threshold τ=0.82026.064.4835.6595.071
GDPOModel=Qwen2.5-7B-Instruct2026.064.4085.6195.014
GRPOModel=Qwen2.5-7B-Instruct2026.064.2375.4694.853