Research map / Probabilistic and scientific modeling / Molecules and proteins
Analogical Inference for Multi-relational Embeddings
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use ANALOGY instead of ComplEx | multi-relational embeddings · FB15K | MRR (filtered): 69.2 -> 72.5 | Helped |
| Use ANALOGY instead of DistMult | multi-relational embeddings · FB15K | Hits@10 (filtered): 82.4 -> 85.4 | Helped |
| Use ANALOGY instead of ComplEx | multi-relational embeddings · WN18 | MRR (filtered): 94.1 -> 94.2 | No clear effect |
| Use ANALOGY instead of HolE | multi-relational embeddings · WN18 | Hits@10 (filtered): 94.9 -> 94.7 | No clear effect |
| Use ANALOGY instead of ComplEx | multi-relational embeddings · FB15K | Hits@1 (filtered): 59.9 -> 64.6 | Helped |
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