Papers by Junsik Kim
RSCF: Relation-Semantics Consistent Filter for Entity Embedding of Knowledge Graph (2025.acl-long)
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| Challenge: | Knowledge graph embeddings suffer from incompleteness, a problem that is often overlooked . a generalized plug-in approach to SFBR disrupts consistency by concentrating embeddables under entity-based regularization . |
| Approach: | They propose a plug-in KGE method that uses relation specific entity transformation to enhance semantic consistency. |
| Outcome: | The proposed method outperforms state-of-the-art methods in knowledge graph embedding tasks . the proposed method is based on a plug-in approach that disrupts consistency . |