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arxiv_cs_cl ยท May 7, 2026 ยท paper

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STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?

arxiv.orgMay 7, 2026
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In brief

Large Language Model (LLM) agents are increasingly expected to maintain coherent, long-term personalized memory, yet current benchmarks primarily measure static fact retrieval, overlooking the ability to revise stored...

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