Research Article
Knowledge Graph Representation via Similarity-Based Embedding
Table 4
Experimental results of entity prediction on FB15K.
| Model | FB15K | MRR | Hits@ | Filter | Raw | 1 | 3 | 10 |
| CP | 0.333 0.003 | 0.153 0.002 | 0.229 0.004 | 0.381 0.003 | 0.5310.004 | DistMult | 0.650 0.003 | 0.242 0.003 | 0.537 0.004 | 0.738 0.003 | 0.828 0.003 | ER-MLP | 0.288 0.002 | 0.155 0.002 | 0.173 0.005 | 0.317 0.005 | 0.5010.001 | TransE | 0.481 0.004 | 0.220 0.002 | 0.259 0.005 | 0.651 0.002 | 0.8130.002 | TransR | 0.376 0.003 | 0.201 0.004 | 0.245 0.002 | 0.435 0.002 | 0.634 0.003 | ComplEx | 0.691 0.003 | 0.241 0.002 | 0.596 0.003 | 0.752 0.002 | 0.838 0.003 |
| SimE-E | 0.740 0.002 | 0.2590.002 | 0.6660.002 | 0.795 0.003 | 0.860 0.003 | SimE-ER | 0.727 0.003 | 0.261 0.002 | 0.636 0.003 | 0.7970.002 | 0.8680.003 |
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