From Relevant Memories to Sufficient Evidence: Rethinking Memory Utilization in LLM Agents.

arXiv:2610.22668v1 Announce Type: new Abstract: Long-term memory enables LLM agents to reuse past experiences, yet retrieving relevant memories does not necessarily provide sufficient evidence for answering a query. Essential information may remain fragmented