| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| QuatE (without type constraints) | 0.481 | 3472 | 0.436 | 0.5 | 0.564 |
| QuatE (with N3 regularization and reciprocal learning) | 0.482 | 0.436 | 0.499 | 0.572 | |
| QuatE (with type constraints) | 0.488 | 2314 | 0.438 | 0.508 | 0.582 |
| QuatDE (with type constraints) | 0.489 | 1977 | 0.438 | 0.509 | 0.586 |
| QuatRE (with type constraints) | 0.493 | 1986 | 0.439 | 0.519 | 0.592 |
| QuatRDE (without type constraints) | 0.471 | 3418 | 0.428 | 0.488 | 0.554 |
| QuatRDE (with type constraints) | 0.486 | 2144 | 0.439 | 0.505 | 0.578 |
| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| QuatE (without type constraints) | 0.311 | 176 | 0.221 | 0.342 | 0.495 |
| QuatE (with N3 regularization and reciprocal learning) | 0.366 | 0.271 | 0.401 | 0.556 | |
| QuatE (with type constraints) | 0.348 | 87 | 0.248 | 0.382 | 0.55 |
| QuatDE (with type constraints) | 0.365 | 90 | 0.268 | 0.4 | 0.563 |
| QuatRE (with type constraints) | 0.367 | 88 | 0.269 | 0.404 | 0.563 |
| QuatRDE (without type constraints) | 0.329 | 177 | 0.236 | 0.362 | 0.519 |
| QuatRDE (with type constraints) | 0.364 | 90 | 0.266 | 0.401 | 0.561 |
| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| QuatE (without type constraints) | 0.949 | 388 | 0.941 | 0.954 | 0.96 |
| QuatE (with N3 regularization and reciprocal learning) | 0.95 | 0.944 | 0.954 | 0.962 | |
| QuatE (with type constraints) | 0.95 | 162 | 0.945 | 0.954 | 0.959 |
| QuatDE (with type constraints) | 0.95 | 120 | 0.944 | 0.954 | 0.961 |
| QuatRE (with type constraints) | 0.939 | 116 | 0.923 | 0.953 | 0.963 |
| QuatRDE (without type constraints) | 0.942 | 244 | 0.929 | 0.953 | 0.961 |
| QuatRDE (with type constraints) | 0.945 | 99 | 0.934 | 0.955 | 0.963 |
| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| QuatE (without type constraints) | 0.77 | 41 | 0.7 | 0.821 | 0.77 |
| QuatE (with N3 regularization and reciprocal learning) | 0.833 | 0.8 | 0.859 | 0.9 | |
| QuatE (with type constraints) | 0.782 | 17 | 0.711 | 0.835 | 0.9 |
| QuatDE (with type constraints) | |||||
| QuatRE (with type constraints) | 0.808 | 23 | 0.751 | 0.851 | 0.896 |
| QuatRDE (without type constraints) | 0.729 | 49 | 0.644 | 0.792 | 0.864 |
| QuatRDE (with type constraints) | 0.756 | 27 | 0.676 | 0.817 | 0.881 |
Nhut-Nam Le - @Namlee298 - [email protected]
Project Link: https://github.com/nhutnamhcmus/QuatRDE
This project is based on:
- https://github.com/cheungdaven/QuatE
- https://github.com/daiquocnguyen/QuatRE
- https://github.com/hopkin-ghp/QuatDE
This research is funded by the University of Science, VNU-HCM, Vietnam under grant number CNTT 2022-2 and Advanced Program in Computer Science.