Gene Regulatory Network Structure Discovery on ActiveSciBench-GRN Overall
72.49Edge F1LLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 72.49 | 31.11 | 98.15 | |
| GIESED (Experiment Design)=false2026.05 | 56.27 | 6.67 | 85.78 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 54.67 | 0 | 85.98 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 50.41 | 0 | 79.44 | |
| Uncertainty samplingED (Experiment Design)=true2026.05 | 50.1 | 4.44 | 88.15 | |
| GENIE3ED (Experiment Design)=false2026.05 | 38.6 | 0 | 79.07 | |
| Random samplingED (Experiment Design)=true2026.05 | 35.56 | 2.22 | 84.44 | |
| NOTEARSED (Experiment Design)=false2026.05 | 27.6 | 2.22 | 58.15 |