Reranking on Economics
52.12NDCG@5SCIPATTON
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCIPATTONablation=w/o NMLM2023.05 | 52.12 | 65.35 | |
| SCIPATTONablation=w/o MNP2023.05 | 48.07 | 60.57 | |
| PATTON2023.05 | 46.52 | 59.25 | |
| SciBERTtraining=MLM2023.05 | 46.43 | 58.6 | |
| SimCSEtraining=in-domain2023.05 | 45.27 | 58.33 | |
| BERTtraining=MLM2023.05 | 44.3 | 55.84 | |
| LinkBERT2023.05 | 44 | 55.78 | |
| SPECTER2023.05 | 43.41 | 55.8 | |
| SciBERT2023.05 | 43.24 | 55.22 | |
| BERT2023.05 | 42.65 | 53.55 | |
| GraphFormers2023.05 | 41.82 | 52.67 | |
| SCIPATTON2023.05 | 41.43 | 55.28 | |
| SimCSEmode=supervised2023.05 | 37.01 | 48.05 | |
| SimCSEmode=unsupervised2023.05 | 36.37 | 47.18 |