Gene Regulatory Network Structure Discovery on ActiveSciBench-GRN Hard
68.06Edge F1LLM-AutoSciLab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 68.06 | 26.67 | 94.44 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 54.63 | 0 | 83.33 | |
| GIESED (Experiment Design)=false2026.05 | 51.61 | 0 | 79 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 51.51 | 0 | 78.89 | |
| Uncertainty samplingED (Experiment Design)=true2026.05 | 45.4 | 0 | 84.44 | |
| Random samplingED (Experiment Design)=true2026.05 | 39.58 | 6.67 | 80 | |
| GENIE3ED (Experiment Design)=false2026.05 | 39.27 | 0 | 80 | |
| NOTEARSED (Experiment Design)=false2026.05 | 25.57 | 6.67 | 51.11 |