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Instruction Following on BioInstruct

32.89ROUGE-LP2D† + P2D‡
12.121217.513122.90528.2969May 20, 2026

Evaluation results

MethodLinks
P2D† + P2D‡Backbone=Qwen-3-8B, Data Selection Method=P2D†, Fine-tuning Strategy=P2D‡, Data Ratio (ρD)=10%, Head Ratio (ρP)=10%2026.0532.89
P2D† + P2D‡Backbone=Qwen-2.5-7B-Instruct, Data Selection Method=P2D†, Fine-tuning Strategy=P2D‡, Data Ratio (ρD)=10%, Head Ratio (ρP)=10%2026.0532.78
P2D† + P2D‡Backbone=Llama-3-8B-Instruct, Data Selection Method=P2D†, Fine-tuning Strategy=P2D‡, Data Ratio (ρD)=10%, Head Ratio (ρP)=10%2026.0532.56
VanillaBackbone=Qwen-2.5-7B-Instruct, Data Selection Method=None, Fine-tuning Strategy=None, Data Ratio (ρD)=–, Head Ratio (ρP)=–2026.0516.35
VanillaBackbone=Qwen-3-8B, Data Selection Method=None, Fine-tuning Strategy=None, Data Ratio (ρD)=–, Head Ratio (ρP)=–2026.0512.94
VanillaBackbone=Llama-3-8B-Instruct, Data Selection Method=None, Fine-tuning Strategy=None, Data Ratio (ρD)=–, Head Ratio (ρP)=–2026.0512.92