notesum.ai
Published at November 3DELE: Deductive $\mathcal{EL}^{++} \thinspace $ Embeddings for Knowledge Base Completion
cs.AI
Released Date: November 3, 2024
Authors: Olga Mashkova1, Fernando Zhapa-Camacho1, Robert Hoehndorf1
Aff.: 1King Abdullah University of Science and Technology, Thuwal, Saudi Arabia

| Model | H@1 | H@10 | H@100 | macro_MR | micro_MR | macro_AUC | micro_AUC |
|---|---|---|---|---|---|---|---|
| ELEm | 0.00 | 0.05 | 0.31 | 599.21 | 701.57 | 0.90 | 0.90 |
| ELEm+l | 0.00 | 0.06 | 0.35 | 532.93 | 681.02 | 0.91 | 0.90 |
| ELEm+l+n | 0.00 | 0.06 | 0.37 | 519.62 | 671.19 | 0.91 | 0.91 |
| ELBE | 0.00 | 0.07 | 0.37 | 829.86 | 1123.47 | 0.91 | 0.89 |
| ELBE+l | 0.00 | 0.08 | 0.40 | 984.92 | 1259.54 | 0.84 | 0.82 |
| ELBE+l+n | 0.00 | 0.08 | 0.40 | 984.18 | 1281.20 | 0.84 | 0.82 |
| 0.00 | 0.05 | 0.57 | 215.07 | 287.16 | 0.96 | 0.96 | |
| +l | 0.00 | 0.05 | 0.57 | 200.85 | 250.17 | 0.97 | 0.96 |
| +l+n | 0.00 | 0.05 | 0.58 | 197.73 | 250.47 | 0.97 | 0.96 |