Gene Regulatory Network Structure Discovery on ActiveSciBench-GRN Medium
83.13Edge F1LLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 83.13 | 40 | 100 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 57.65 | 0 | 91.67 | |
| Uncertainty samplingED (Experiment Design)=true2026.05 | 49.63 | 0 | 86.67 | |
| GIESED (Experiment Design)=false2026.05 | 47.07 | 0 | 80.56 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 46.11 | 0 | 77.78 | |
| GENIE3ED (Experiment Design)=false2026.05 | 35 | 0 | 71.89 | |
| Random samplingED (Experiment Design)=true2026.05 | 33.46 | 0 | 86.67 | |
| NOTEARSED (Experiment Design)=false2026.05 | 25.71 | 0 | 56.67 |