Papers by Longzhou Liu
Relation Logical Reasoning and Relation-aware Entity Encoding for Temporal Knowledge Graph Reasoning (2025.coling-main)
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| Challenge: | Current knowledge graph models focus on embedding entities and relations, overlooking the broader structure of the entire knowledge graph. |
| Approach: | They propose a Temporal Knowledge Graph Reasoning model that embeds relation embeddings into the TKG. |
| Outcome: | The proposed model outperforms state-of-the-art models on five public datasets . it uses relation-aware attention mechanisms to learn relation embeddings based on query relations . |