Enzyme Kinetics Modeling on ActiveSciBench-Chem Medium
22.22Symbolic AccuracyLLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 22.22 | 37.04 | 0.179 | |
| Bayesian Experimental DesignED (Experiment Design)=true2026.05 | 19.23 | 30.77 | 0.333 | |
| PySRED (Experiment Design)=false2026.05 | 0 | 11.54 | 1.545 | |
| Bayesian OptimizationED (Experiment Design)=true2026.05 | 0 | 3.85 | 1.338 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 0 | 0 | 0.777 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 0 | 0 | 0.869 |