Link Prediction on Geology
44.95PREC@1SCIPATTON
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCIPATTONSetting=32-shot2023.05 | 44.95 | 57.84 | |
| PATTONSetting=32-shot2023.05 | 44.76 | 57.71 | |
| w/o NMLMSetting=32-shot2023.05 | 44.33 | 57.29 | |
| w/o MNPSetting=32-shot2023.05 | 33.84 | 47.02 | |
| SimCSE.in-domainSetting=32-shot2023.05 | 24.56 | 36.89 | |
| SciBERT.MLMSetting=32-shot2023.05 | 16.22 | 27.02 | |
| BERT.MLMSetting=32-shot2023.05 | 14.13 | 25.36 | |
| SimCSE (sup)Setting=32-shot2023.05 | 10.1 | 17.8 | |
| SimCSE (unsup)Setting=32-shot2023.05 | 7.47 | 14.24 | |
| SciBERTSetting=32-shot2023.05 | 7.15 | 14.11 | |
| SPECTERSetting=32-shot2023.05 | 6.85 | 13.37 | |
| GraphFormersSetting=32-shot2023.05 | 6.52 | 13.34 | |
| LinkBERTSetting=32-shot2023.05 | 6.4 | 12.99 | |
| BERTSetting=32-shot2023.05 | 6.24 | 12.96 |