Link Prediction on Mathematics
71.22PREC@1SCIPATTON
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCIPATTONSetting=32-shot2023.05 | 71.22 | 80.79 | |
| w/o NMLMSetting=32-shot2023.05 | 71.04 | 80.6 | |
| PATTONSetting=32-shot2023.05 | 70.41 | 80.21 | |
| w/o MNPSetting=32-shot2023.05 | 63.06 | 74.26 | |
| SimCSE.in-domainSetting=32-shot2023.05 | 33.55 | 46.07 | |
| SciBERT.MLMSetting=32-shot2023.05 | 22.44 | 34.22 | |
| BERT.MLMSetting=32-shot2023.05 | 17.55 | 29.22 | |
| SciBERTSetting=32-shot2023.05 | 14.08 | 23.62 | |
| SPECTERSetting=32-shot2023.05 | 13.44 | 21.73 | |
| SimCSE (sup)Setting=32-shot2023.05 | 10.35 | 17.01 | |
| SimCSE (unsup)Setting=32-shot2023.05 | 9.85 | 16.28 | |
| LinkBERTSetting=32-shot2023.05 | 8.05 | 13.91 | |
| GraphFormersSetting=32-shot2023.05 | 6.91 | 13.42 | |
| BERTSetting=32-shot2023.05 | 6.6 | 12.96 |