Gene Regulatory Network Structure Discovery on ActiveSciBench-GRN Easy
70.12Edge F1GIES
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GIESED (Experiment Design)=false2026.05 | 70.12 | 20 | 97.78 | |
| LLM-AutoSciLabED (Experiment Design)=true2026.05 | 66.27 | 26.67 | 100 | |
| Uncertainty samplingED (Experiment Design)=true2026.05 | 55.26 | 13.33 | 93.33 | |
| LLM-onlyED (Experiment Design)=true2026.05 | 53.61 | 0 | 81.67 | |
| Code-assisted LLMED (Experiment Design)=true2026.05 | 51.73 | 0 | 82.78 | |
| GENIE3ED (Experiment Design)=false2026.05 | 41.54 | 0 | 85.33 | |
| Random samplingED (Experiment Design)=true2026.05 | 33.64 | 0 | 86.67 | |
| NOTEARSED (Experiment Design)=false2026.05 | 31.52 | 0 | 66.67 |