Link Prediction on WordNet noun hierarchy (transitive closure) (test)
94.4F1Hyperbolic Entailment Cones
Evaluation results
| Method | Links | |
|---|---|---|
| Hyperbolic Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=50%2018.04 | 94.4 | |
| Hyperbolic Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=50%2018.04 | 92.8 | |
| Hyperbolic Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=25%2018.04 | 91 | |
| Hyperbolic Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=25%2018.04 | 86 | |
| Hyperbolic Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=10%2018.04 | 85.9 | |
| Poincaré EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=50%2018.04 | 85.3 | |
| Euclidean Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=25%2018.04 | 84.5 | |
| Order EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=50%2018.04 | 84.1 | |
| Poincaré EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=50%2018.04 | 83.6 | |
| Poincaré EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=25%2018.04 | 82 | |
| Order EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=50%2018.04 | 81.7 | |
| Euclidean Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=50%2018.04 | 81.6 | |
| Euclidean Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=10%2018.04 | 81.5 | |
| Hyperbolic Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=10%2018.04 | 80.1 | |
| Order EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=25%2018.04 | 79.4 | |
| Simple Euclidean EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=25%2018.04 | 78.4 | |
| Poincaré EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=25%2018.04 | 78.2 | |
| Simple Euclidean EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=50%2018.04 | 78.1 | |
| Euclidean Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=50%2018.04 | 77.4 | |
| Order EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=25%2018.04 | 75.9 | |
| Simple Euclidean EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=10%2018.04 | 75.4 | |
| Euclidean Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=25%2018.04 | 75 | |
| Simple Euclidean EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=25%2018.04 | 73.8 | |
| Simple Euclidean EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=50%2018.04 | 72.8 | |
| Poincaré EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=10%2018.04 | 71.4 | |
| Simple Euclidean EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=10%2018.04 | 71.3 | |
| Poincaré EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=10%2018.04 | 70.2 | |
| Order EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=10%2018.04 | 70.2 | |
| Order EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=10%2018.04 | 69.7 | |
| Euclidean Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=10%2018.04 | 69.7 | |
| Order EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=0%2018.04 | 43 | |
| Order EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=0%2018.04 | 34.4 | |
| Hyperbolic Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=0%2018.04 | 32.2 | |
| Euclidean Entailment ConesEmbedding Dimension=10, Percentage of transitive closure edges in training=0%2018.04 | 31.3 | |
| Simple Euclidean EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=0%2018.04 | 29.4 | |
| Poincaré EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=0%2018.04 | 29.4 | |
| Hyperbolic Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=0%2018.04 | 29.2 | |
| Poincaré EmbEmbedding Dimension=10, Percentage of transitive closure edges in training=0%2018.04 | 28.9 | |
| Euclidean Entailment ConesEmbedding Dimension=5, Percentage of transitive closure edges in training=0%2018.04 | 28.5 | |
| Simple Euclidean EmbEmbedding Dimension=5, Percentage of transitive closure edges in training=0%2018.04 | 26.8 |