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Helpfulness-Safety Alignment on Alpaca

5.633Useful ScoreGD2PO-Hard
4.949725.127115.30455.48189Jun 15, 2026

Evaluation results

MethodLinks
GD2PO-HardModel=Llama3.2-3B-Instruct2026.065.6336.2965.965
GDPOModel=Llama3.2-3B-Instruct2026.065.5966.2125.904
GD2PO-SNRModel=Llama3.2-3B-Instruct, SNR threshold τ=0.82026.065.5776.295.934
GD2PO-SNRModel=Qwen2.5-7B-Instruct, SNR threshold τ=0.82026.065.5276.0615.794
GRPOModel=Llama3.2-3B-Instruct2026.065.5146.2725.893
GD2PO-HardModel=Qwen2.5-7B-Instruct2026.065.4936.1295.811
GDPOModel=Qwen2.5-7B-Instruct2026.065.365.9445.652
GRPOModel=Qwen2.5-7B-Instruct2026.064.9765.6475.312