● ResearchNov 13, 2026 · 12:001 source
Cleaning an Agent's History Hurts When the World Still Holds the Error
From arxiv.org
Tool-using language-model agents accumulate histories of their own mistakes. On AgentCE-Bench, adding a truthful note beside a preserved error raised recovery from 51% to 66% when the world state was held fixed.
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