A python package that extends LibKGE with methods for learning Knowledge Graph Embeddings that include Semantics.
The Jupyter Notebook also serves as an example for the installation process and how to use the package .
|
MRR |
Mean Rank |
Hits@1 |
Hits@3 |
Hits@10 |
Config file |
| TransE |
0.313 |
- |
0.221 |
0.347 |
0.497 |
config.yaml |
| TransT-type (ours/best) |
0.324 |
159 |
0.231 |
0.357 |
0.517 |
todo |
| TransT-type-only (ours/best) |
|
|
|
|
|
todo |
|
MRR |
Mean Rank |
Hits@1 |
Hits@3 |
Hits@10 |
Config file |
| TransE |
0.228 |
- |
0.053 |
0.368 |
0.520 |
config.yaml |
| TransT-type (ours/best) |
0.191 |
4617 |
0.012 |
0.358 |
0.438 |
todo |
| TransT-type-only (ours/best) |
|
|
|
|
|
todo |
|
MRR |
Mean Rank |
Hits@1 |
Hits@3 |
Hits@10 |
Config file |
| TransE |
0.676 |
- |
0.542 |
0.787 |
0.875 |
config.yaml |
| TransE (Ma et al.) |
- |
143 |
- |
- |
0.621 |
- |
| TransT-type (ours/best) |
|
|
|
|
|
todo |
| TransT-type (ours/repro) |
|
|
|
|
|
todo |
| TransT-multiple (ours/repro) |
|
|
|
|
|
todo |
| TransT-multiple-type (ours/repro) |
|
|
|
|
|
todo |
| TransT-type (Ma et al.) |
- |
72 |
- |
- |
0.823 |
- |
| TransT-multiple (Ma et al.) |
- |
62 |
- |
- |
0.836 |
- |
| TransT-multiple-type (Ma et al.) |
- |
46 |
- |
- |
0.854 |
- |
|
MRR |
Mean Rank |
Hits@1 |
Hits@3 |
Hits@10 |
Config file |
| TransE |
0.553 |
- |
0.315 |
0.764 |
0.924 |
config.yaml |
| TransE (Ma et al.) |
- |
251 |
- |
- |
0.892 |
- |
| TransT-type (ours/repro) |
|
|
|
|
|
todo |
| TransT-type (ours/best) |
|
|
|
|
|
todo |
| TransT-multiple-type (Ma et al.) |
- |
130 |
- |
- |
0.974 |
- |