EMIR$^2$: Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval
Experiments on LoCoMo and MemConflict demonstrate that the proposed EMIR framework and intent-guided multi-round retrieval mechanism improves long-term memory utilization, dynamic and static conflict handling, and complex retrieval performance, achieving relative improvements of more than 12\% in certain categories.
Jin-Lan Liu, Hong-Liang Sun, Yong Wang et al.
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