Link Prediction on Economics
57.36Precision@1SCIPATTON
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCIPATTONSetting=32-shot2023.05 | 57.36 | 68.71 | |
| PATTONSetting=32-shot2023.05 | 57.04 | 68.35 | |
| w/o NMLMSetting=32-shot2023.05 | 56.64 | 68.12 | |
| w/o MNPSetting=32-shot2023.05 | 44.46 | 57.05 | |
| SimCSE.in-domainSetting=32-shot2023.05 | 16.77 | 26.93 | |
| SciBERT.MLMSetting=32-shot2023.05 | 9.8 | 17.72 | |
| BERT.MLMSetting=32-shot2023.05 | 9.02 | 16.72 | |
| SPECTERSetting=32-shot2023.05 | 6.33 | 12.41 | |
| SimCSE (unsup)Setting=32-shot2023.05 | 5.72 | 11.02 | |
| SimCSE (sup)Setting=32-shot2023.05 | 5.72 | 11.02 | |
| SciBERTSetting=32-shot2023.05 | 5.01 | 10.48 | |
| GraphFormersSetting=32-shot2023.05 | 4.16 | 9.28 | |
| BERTSetting=32-shot2023.05 | 4.12 | 9.23 | |
| LinkBERTSetting=32-shot2023.05 | 2.97 | 6.79 |