Linearity for Link Prediction Complex Embedding Model
| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| DistMult (Yang et al. 2015) | 0,43 | 5110 | 0,39 | 0,44 | 0,49 |
| ComplEx (Trouillon et al. 2016) | 0,44 | 5261 | 0,41 | 0,46 | 0,51 |
| ConvE (Tim Dettmers 2018) | 0,45412 | 5260,6 | 0,39 | 0,43 | 0,48 |
| LinearComplEx (Ours) | 0,449 | 6159 | 0,422 | 0,462 | 0,501 |
| Model | MRR | MR | Hits@1 | Hits@3 | Hits@10 |
|---|---|---|---|---|---|
| DistMult (Yang et al. 2015) | 0,241 | 254 | 0,155 | 0,263 | 0,419 |
| ComplEx (Trouillon et al. 2016) | 0,247 | 339 | 0,158 | 0,275 | 0,428 |
| R-GCN (Schlichtkrull et al. 2017) | 0,248 | 0,153 | 0,258 | 0,417 | |
| ConvE (Tim Dettmers 2018) | 0,316 | 246 | 0,239 | 0,35 | 0,491 |
| LinearComplEx (Ours) | 0,307 | 6159 | 597 | 0,339 | 0,474 |
Nhut-Nam Le - @Namlee298 - lenam.fithcmus@gmail.com
Project Link: https://github.com/nhutnamhcmus/LinearComplEx
This project is based on https://github.com/ibalazevic/HypER
This research is funded by the University of Science, VNU-HCM, Vietnam under grant number CNTT 2022-2 and Advanced Program in Computer Science.