Knowledge Base Completion on WebQSP 30% KB
0.603MRRJCQL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| JCQLSLM=T5-small2026.04 | 0.603 | 0.572 | 0.628 | 0.652 | |
| JCQLSLM=Flan-T5-small2026.04 | 0.59 | 0.559 | 0.612 | 0.646 | |
| JCQLSLM=BART-small2026.04 | 0.585 | 0.553 | 0.609 | 0.64 | |
| KGT5Venue=ACL'222026.04 | 0.517 | 0.484 | 0.536 | 0.58 | |
| DIFTVenue=ISWC'242026.04 | 0.515 | 0.457 | 0.54 | 0.625 | |
| SATKGCVenue=WWW'252026.04 | 0.491 | 0.409 | 0.531 | 0.645 | |
| SimKGCVenue=ACL'222026.04 | 0.456 | 0.377 | 0.493 | 0.605 | |
| CSProm-KGVenue=ACL'232026.04 | 0.416 | 0.36 | 0.448 | 0.518 | |
| RAA-KGCVenue=AAAI'252026.04 | 0.318 | 0.245 | 0.342 | 0.448 | |
| IVRVenue=NeurIPS'242026.04 | 0.266 | 0.201 | 0.299 | 0.385 | |
| GoldEVenue=ICML'242026.04 | 0.162 | 0.116 | 0.182 | 0.251 | |
| BiNetVenue=SIGKDD'222026.04 | 0.152 | 0.123 | 0.177 | 0.181 | |
| ComplExVenue=ICML'162026.04 | 0.119 | 0.085 | 0.132 | 0.183 | |
| DistMultVenue=ICLR'152026.04 | 0.112 | 0.079 | 0.125 | 0.176 | |
| RotatEVenue=ICLR'192026.04 | 0.055 | 0.023 | 0.062 | 0.124 | |
| TransEVenue=NeurIPS'132026.04 | 0.032 | 0 | 0.043 | 0.09 |