Unverified50% confidenceFactExact time
"Context pollution" means that once erroneous assumptions, outdated conclusions or plans that have already been overturned are written into the conversation history, reasoning in subsequent turns continues to take these errors as premises, and even a model with error-correction ability struggles to fully escape them.
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50%
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Long-term
Relevance
10/29/2026
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Related Claims
UnverifiedContext contamination exists in multi-step agent reasoning, where early erroneous reasoning or redundant information continuously affects subsequent judgments.78% similarUnverified在长对话中早期的错误尝试和调试过程会持续占据上下文窗口,造成上下文污染并干扰后续推理准确性77% similarVerifiedWhen an autoregressive model produces an erroneous intermediate conclusion early in the reasoning chain, it causes subsequent steps to accumulate errors, forming an error accumulation effect.72% similarUnverifiedThe drawback of the context condensation strategy is that it may lose details deemed unimportant, leading to misunderstandings or repeated mistakes in subsequent conversations.71% similarUnverifiedIn the ReAct framework, if the first reasoning step is biased, all subsequent steps will stack upon the erroneous premise, forming a "cognitive avalanche" effect — i.e., the risk of error accumulation.70% similar
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