Unverified50% confidenceFactExact time
Context contamination exists in multi-step agent reasoning, where early erroneous reasoning or redundant information continuously affects subsequent judgments.
1
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50%
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Long-term
Relevance
10/12/2026
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Unverified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79% similarUnverifiedThe study identifies a decision-time leakage problem: the controller peeks at future information that should not be available at the time of decision-making, which systematically overestimates the benefits brought by prediction.75% 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.75% similarVerifiedError cascading refers to small judgment deviations in early steps being progressively amplified as the reasoning chain extends, ultimately producing results far from what was intended.75% similar
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