LLM agents struggle to detect and act on implicit memory conflicts, with top models scoring 55.2% on the new STALE benchmark of 400 scenarios; CUPMem prototype strengthens state-aware revision.
Getting sick after seeing a doctor? diagnosing and mitigating knowledge conflicts in event temporal reasoning
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STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
LLM agents struggle to detect and act on implicit memory conflicts, with top models scoring 55.2% on the new STALE benchmark of 400 scenarios; CUPMem prototype strengthens state-aware revision.