From Relevant Memories to Sufficient Evidence: Rethinking Memory Utilization in LLM Agents
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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 across memory records, obscured by abst…
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- 2026-10-20 04:00 · arXiv cs.AI
From Relevant Memories to Sufficient Evidence: Rethinking Memory Utilization in LLM Agents