model_dir,scaffold,backend,api,mean64,mean64_own_runs_only,substituted_tasks,ok,fail,runtime_h,in_m,out_m,scored,d_chemical-biology,d_imaging,d_network-biology,d_perturbation,d_phenotype-disease,d_sequence-genomics,d_single-cell-spatial,d_structure
codexcli__gpt-6-astra,Codex CLI,GPT-6 Astra,institutional proxy,55.07,55.07,,64,0,31.92,262.83,2.26,2026-11-09 14:06,65.7,67.84,45.11,42.0,58.07,54.72,51.57,55.55
claudecode__claude-opus-5-5,Claude Code,Claude Opus 5.5,institutional proxy,53.22,53.22,,64,0,30.54,45.77,1.2,2026-11-09 14:06,65.6,67.13,46.18,41.25,56.57,49.32,47.67,52.04
opencode__gpt-6-astra,OpenCode,GPT-6 Astra,institutional proxy,53.19,53.19,,64,0,27.24,224.72,1.57,2026-11-09 14:06,63.36,64.86,43.78,41.17,55.06,52.82,51.13,53.35
opencode__claude-opus-5-5,OpenCode,Claude Opus 5.5,institutional proxy,53.18,53.18,,64,0,33.26,60.72,1.31,2026-11-09 14:06,63.6,67.26,45.6,40.06,56.88,54.49,46.68,50.9
claudecode__claude-opus-5,Claude Code,Claude Opus 5,institutional proxy,52.95,52.95,,64,0,51.04,116.55,3.01,2026-11-09 14:06,64.59,66.55,44.76,38.24,55.55,53.17,50.11,50.6
mlevolve__claude-opus-5-5,MLEvolve,Claude Opus 5.5,institutional proxy,52.73,51.3,sequence-genomics/aso-knockdown-efficacy<-mlevolve__claude-opus-5;sequence-genomics/sirna-knockdown-efficacy<-mlevolve__claude-opus-5,64,0,126.95,272.37,30.41,2026-11-09 14:06,64.78,66.56,45.49,42.86,55.24,47.99,47.97,50.94
biomni__claude-opus-5-5,Biomni,Claude Opus 5.5,institutional proxy,49.55,49.55,,64,0,13.35,32.8,0.68,2026-11-09 14:06,59.5,62.97,42.53,35.33,54.6,44.66,47.24,49.6
biomni__gpt-6-astra,Biomni,GPT-6 Astra,institutional proxy,48.43,48.43,,64,0,12.61,8.02,0.82,2026-11-09 14:06,59.15,61.62,40.23,35.72,54.76,49.49,45.15,41.31
opencode__deepseek-v4.1-flash-1017,OpenCode,DeepSeek V4.1 Flash (1017),OpenRouter (paid),47.75,47.75,,61,3,69.18,171.44,3.07,2026-11-09 14:06,55.93,63.99,36.41,38.06,57.46,51.27,41.17,37.74
opencode__gemini-3.8-flash,OpenCode,Gemini 3.8 Flash,Gemini-protocol gateway,47.75,47.75,,63,1,33.8,197.13,3.41,2026-11-09 14:06,55.48,63.82,41.93,35.04,54.65,41.76,46.33,43.01
biomni__gemini-3.8-flash,Biomni,Gemini 3.8 Flash,OpenRouter (paid),47.21,47.21,,63,1,29.83,108.3,2.72,2026-11-09 14:06,48.75,61.25,41.49,35.14,54.1,49.87,47.34,39.74
mlevolve__gpt-6-astra,MLEvolve,GPT-6 Astra,institutional proxy,46.71,46.71,,63,1,126.95,155.2,11.12,2026-11-09 14:06,58.25,48.23,40.4,39.82,54.24,45.2,47.76,39.79
geminicli__gemini-3.8-flash,Gemini CLI,Gemini 3.8 Flash,Gemini-protocol gateway,46.69,46.69,,62,2,44.74,279.25,4.64,2026-11-09 14:06,56.53,61.5,33.58,31.37,51.2,51.17,41.97,46.23
minimal__claude-opus-5-5,Minimal,Claude Opus 5.5,institutional proxy,46.5,46.5,,61,3,16.45,0.63,0.74,2026-11-09 14:06,62.16,36.45,42.92,35.32,54.97,45.33,44.78,50.08
minimal__gpt-6-astra,Minimal,GPT-6 Astra,institutional proxy,46.49,46.49,,63,1,11.23,0.34,0.27,2026-11-09 14:06,57.95,52.71,40.2,35.33,55.15,46.07,44.41,40.09
codexcli__gpt-5.6-sol,Codex CLI,GPT-5.6 Sol,institutional proxy,45.2,45.2,,64,0,10.91,63.63,0.61,2026-11-09 14:06,44.59,60.14,39.33,33.59,53.09,47.48,44.81,38.54
mlevolve__gemini-3.8-flash,MLEvolve,Gemini 3.8 Flash,Gemini-protocol gateway,44.35,44.35,,62,2,125.3,173.19,108.47,2026-11-09 14:06,59.53,53.22,39.12,31.04,48.57,39.37,45.64,38.32
geminicli__gemini-3.1-pro-preview,Gemini CLI,Gemini 3.1 Pro (preview),Gemini-protocol gateway,41.41,41.41,,61,3,28.74,104.64,1.38,2026-11-09 14:06,37.11,60.57,40.21,33.93,51.96,40.26,39.67,27.59
biomni__deepseek-v4.1-flash-1017,Biomni,DeepSeek V4.1 Flash (1017),OpenRouter (paid),40.64,40.64,,58,6,35.34,115.82,2.75,2026-11-09 14:06,39.35,45.52,28.97,35.15,53.29,48.53,45.65,28.69
mlevolve__deepseek-v4.1-flash-1017,MLEvolve,DeepSeek V4.1 Flash (1017),OpenRouter (paid),38.89,38.89,,55,9,126.27,141.87,72.19,2026-11-09 14:06,39.59,44.25,38.49,32.68,41.5,28.87,46.51,39.22
minimal__gemini-3.8-flash,Minimal,Gemini 3.8 Flash,Gemini-protocol gateway,37.43,37.43,,59,5,19.87,0.51,1.49,2026-11-09 14:06,43.69,37.96,35.66,32.32,48.93,31.56,42.39,26.93
minimal__deepseek-v4.1-flash-1017,Minimal,DeepSeek V4.1 Flash (1017),OpenRouter (paid),33.6,33.6,,59,5,17.26,0.51,2.06,2026-11-09 14:06,38.52,25.88,28.42,35.33,40.26,34.22,43.08,23.07