Molecule Retrieval on ChEBI-20 (test)
0.51Hits@1DSOKR - Ensemble (SubSample x 3)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DSOKR - Ensemble (SubSample x 3)Input text encoder=SciBERT, Sketching strategy=SubSample, Ensemble size=32024.06 | 0.51 | 0.882 | 0.642 | |
| DSOKR - Ensemble (Gaussian x 3)Input text encoder=SciBERT, Sketching strategy=Gaussian, Ensemble size=32024.06 | 0.505 | 0.879 | 0.642 | |
| DSOKR - Ensemble (SubSample x 3 + Gaussian x 3)Input text encoder=SciBERT, Sketching strategy=SubSample + Gaussian, Ensemble size=62024.06 | 0.5 | 0.883 | 0.64 | |
| DSOKR - Gaussian SketchInput text encoder=SciBERT, Sketching strategy=Gaussian2024.06 | 0.49 | 0.875 | 0.63 | |
| DSOKR - SubSample SketchInput text encoder=SciBERT, Sketching strategy=SubSample2024.06 | 0.482 | 0.874 | 0.624 | |
| CMAM - Ensemble (MLP x 3 + GCN x 3)Input text encoder=SciBERT, Architecture=MLP + GCN, Ensemble size=62024.06 | 0.442 | 0.887 | 0.597 | |
| CMAM - Ensemble (MLP x 3)Input text encoder=SciBERT, Architecture=MLP, Ensemble size=32024.06 | 0.398 | 0.876 | 0.562 | |
| CMAM - Ensemble (GCN x 3)Input text encoder=SciBERT, Architecture=GCN, Ensemble size=32024.06 | 0.39 | 0.87 | 0.551 | |
| CMAM - MLPInput text encoder=SciBERT, Architecture=MLP2024.06 | 0.349 | 0.842 | 0.513 | |
| CMAM - GCNInput text encoder=SciBERT, Architecture=GCN2024.06 | 0.332 | 0.825 | 0.495 | |
| SciBERT RegressionInput text encoder=SciBERT2024.06 | 0.168 | 0.569 | 0.298 | |
| SISOKRInput text encoder=SciBERT2024.06 | 0.004 | 0.028 | 0.015 |