Unverified50% confidenceFactExact time
Under the shared conversation memory condition, the LLM agent deviated from the current customer's goal in 22% of eligible decisions, being interfered with by goal representations left over from previous interactions.
1
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50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
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Related Claims
UnverifiedLLM存在上下文窗口限制，在超长对话中面临注意力稀释问题，早期决策记录会被赋予更低注意力权重67% similarUnverifiedIn multi-step tasks, an Agent loses context, which is fundamentally a state management problem, because information relies on the context window's memory, and key information is easily buried or truncated as the number of conversation turns increases.66% similarUnverifiedAgent交接时传递上下文过多会增加Token消耗和延迟，传递过少则导致接手Agent缺乏关键背景65% similarUnverifiedLLM-driven agents still suffer from hallucinations, context loss, and other problems65% similarUnverifiedThe researchers use the term 'deferred commitment' to describe how entity information, though already in place at the entity token position, only becomes a factor controlling generation after being routed to the final token position.63% similar
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