notesum.ai
Published at December 5Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation
cs.LG
Released Date: December 5, 2024
Authors: Weihua Wang1, Qiuyu Liang, Feilong Bao, Guanglai Gao
Aff.: 1Inner Mongolia University

| SF | Model | WN18RR | FB15k-237 | ||||||||
| MR() | MRR | H@10 | H@3 | H@1 | MR() | MRR | H@10 | H@3 | H@1 | ||
| SM | TuckER (2019) | - | .470 | .526 | .482 | .443 | - | .358 | .544 | .394 | .266 |
| QuatE (2019) | 2314 | .488 | .582 | .508 | .438 | 87 | .348 | .550 | .382 | .248 | |
| DualE (2021) | 2270 | .492 | .584 | .513 | .444 | 91 | .365 | .559 | .400 | .268 | |
| QuatRE (2022) | 1986 | .493 | .592 | .519 | .439 | 88 | .367 | .563 | .404 | .269 | |
| GD | ATTH (2020) | - | .486 | .573 | .499 | .443 | - | .348 | .540 | .384 | .252 |
| Rotate3D (2020) | 3328 | .489 | .579 | .505 | .442 | 165 | .347 | .250 | .543 | .385 | |
| Trans4E (2021) | 1755 | .469 | .577 | .487 | .416 | 158 | .332 | .527 | .366 | .236 | |
| RotateCT (2022) | 3285 | .492 | .579 | .507 | .448 | 171 | .347 | .537 | .382 | .251 | |
| Rotate4D (2023) | 3167 | .499 | .587 | .518 | .455 | 181 | .353 | .547 | .391 | .257 | |
| CompoundE (2023) | - | .491 | .576 | .508 | .450 | - | .357 | .545 | .393 | .264 | |
| HAQE (2024d) | - | .496 | .584 | .512 | .450 | - | .343 | .535 | .379 | .247 | |
| DCNE (2024) | 3244 | .492 | .581 | .510 | .448 | 169 | .354 | .547 | .393 | .257 | |
| FHRE (2024b) | - | .494 | .563 | .510 | .450 | - | .345 | .528 | .375 | .255 | |
| TransERR (2024) | 1167 | .501 | .605 | .520 | .450 | 125 | .360 | .555 | .396 | .264 | |
| SG | DaBR (ours) | 899 | .510 | .622 | .538 | .450 | 83 | .373 | .572 | .410 | .274 |