Papers by Ben Lengerich
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional Relations (C18-1)
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| Challenge: | Existing methods for retrofitting knowledge graph embeddings assume connected entities have similar embeddments, but these assumptions are not true for large knowledge graphs. |
| Approach: | They propose to retrofit distributional and relational data to a knowledge graph structure . they propose to explicitly model pairwise relations to overcome these limitations . |
| Outcome: | The proposed framework outperforms existing retrofitting methods on complex knowledge graphs and loses no accuracy on simpler graphs. |