Papers by Yuki Hou
SynapticRAG: Enhancing Temporal Memory Retrieval in Large Language Models through Synaptic Mechanisms (2025.findings-acl)
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| Challenge: | Existing retrieval methods in Large Language Models show degradation in accuracy when handling temporally distributed conversations. |
| Approach: | They propose a method that combines temporal triggers and synaptic-like stimulus propagation to identify relevant dialogue histories. |
| Outcome: | The proposed approach improves on four datasets of English, Chinese and Japanese compared to state-of-the-art retrieval methods by 14.66% points. |