model,routing,param_prefill_F1,protocol_QC,pbpk_2fold,boin_mtd
Claude Opus 5,0.615,0.757,0.33,0.133,0.444
Gemini 3.1 Pro,0.58,0.693,0.63,0.0,0.278
GPT-5.6,0.53,0.671,0.46,0.2,0.5
Qwen3.8-Max,0.345,0.692,0.46,0.0,0.111
GLM-5.2,0.4,0.641,0.44,0.0,0.111
GPT-5.6-luna,0.355,0.624,0.34,0.2,0.389
Kimi K3,0.45,0.628,0.36,0.0,0.167
DeepSeek V4,0.415,0.621,0.42,0.067,0.167
"BioMate (engine-free, C2)",0.965,0.848,0.925,1.0,0.80
Biomni (A1 scaffold),0.95,0.708,0.5,0.0,0.5