Enzyme Kinetics Modeling on ActiveSciBench-Chem Hard
42.86Symbolic AccuracyLLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 42.86 | 52.38 | 0.154 | |
| PySRED (Experiment Design)=false2026.05 | 0 | 0 | 0.601 | |
| Bayesian OptimizationED (Experiment Design)=true2026.05 | 0 | 0 | 6.564 | |
| Bayesian Experimental DesignED (Experiment Design)=true2026.05 | 0 | 0 | 0.187 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 0 | 0 | 0.849 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 0 | 0 | 0.894 |