quatrde
QuatRDE: Dynamic Relation-Aware Quaternions for Knowledge Graph Embeddings
Science Score: 26.0%
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Repository
QuatRDE: Dynamic Relation-Aware Quaternions for Knowledge Graph Embeddings
Basic Info
Statistics
- Stars: 5
- Watchers: 1
- Forks: 1
- Open Issues: 0
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Metadata Files
README.md
QuatRDE
WN18RR Experiment
| 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 |
FB15K-237 Experiment
| 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 |
WN18 Experiment
| 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 |
FB15K Experiment
| 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 |
Contact
Nhut-Nam Le - @Namlee298 - lenam.fithcmus@gmail.com
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
Acknowledgements
This research is funded by the University of Science, VNU-HCM, Vietnam under grant number CNTT 2022-2 and Advanced Program in Computer Science.
Owner
- Name: STMRD
- Login: stmrdus
- Kind: organization
- Email: nam.lnhut@gmail.com
- Location: Vietnam
- Website: https://lnhutnam.github.io/tkgc/
- Twitter: lnhutnam
- Repositories: 1
- Profile: https://github.com/stmrdus
Static-Temporal Multi-Relational Data Group
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