Knowledge Base Completion on WebQSP 50% KB
63MRRJCQL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| JCQLSLM=T5-small2026.04 | 63 | 59.9 | 65.2 | 69.3 | |
| JCQLSLM=Flan-T5-small2026.04 | 62.1 | 59.1 | 64.5 | 67.5 | |
| JCQLSLM=BART-small2026.04 | 60.9 | 57.7 | 63.3 | 66.4 | |
| KGT5Venue=ACL'222026.04 | 54.3 | 50.9 | 56.5 | 61 | |
| DIFTVenue=ISWC'242026.04 | 53.6 | 47.4 | 56.3 | 64.9 | |
| SATKGCVenue=WWW'252026.04 | 51 | 42.7 | 55.4 | 66.9 | |
| SimKGCVenue=ACL'222026.04 | 48 | 40 | 51.8 | 63.2 | |
| CSProm-KGVenue=ACL'232026.04 | 43.2 | 37.5 | 46.6 | 53.8 | |
| IVRVenue=NeurIPS'242026.04 | 34.3 | 27 | 38.2 | 47.9 | |
| RAA-KGCVenue=AAAI'252026.04 | 32.1 | 25.1 | 34.9 | 45.7 | |
| GoldEVenue=ICML'242026.04 | 20.7 | 15.2 | 23.2 | 30.9 | |
| ComplExVenue=ICML'162026.04 | 17.8 | 12.7 | 20 | 27.7 | |
| DistMultVenue=ICLR'152026.04 | 16.6 | 11.8 | 18.2 | 26 | |
| BiNetVenue=SIGKDD'222026.04 | 16.6 | 13.8 | 19.5 | 19.5 | |
| RotatEVenue=ICLR'192026.04 | 5.5 | 2.4 | 6.2 | 12.5 | |
| TransEVenue=NeurIPS'132026.04 | 5.1 | 1.1 | 6.8 | 13 |