Enzyme Kinetics Modeling on ActiveSciBench-Chem Overall
35.09Symbolic AccuracyLLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 35.09 | 50.88 | 0.189 | |
| Bayesian Experimental DesignED (Experiment Design)=true2026.05 | 31.58 | 39.47 | 0.249 | |
| PySRED (Experiment Design)=false2026.05 | 7.89 | 15.79 | 1.212 | |
| Bayesian OptimizationED (Experiment Design)=true2026.05 | 5.26 | 6.98 | 1.96 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 0 | 0 | 0.764 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 0 | 0 | 0.824 |