Unverified50% confidenceFactExact time
长链推理中每步的微小误差会被累积放大，学术界称为复合错误（compounding errors）问题
1
Sources
50%
Confidence
Long-term
Relevance
8/22/2026
First Seen
Sources
Related Claims
Unverified在控制论中，多步骤任务中小错误叠加放大的现象被称为误差传播（Error Propagation）79% 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.79% similarUnverifiedMulti-step reasoning chain structures are vulnerable to cascading error propagation — if a tool call at one step returns an erroneous result, all subsequent steps will continue reasoning based on that incorrect premise.79% similarUnverifiedAgents face the problem of error cascading: judgment errors in early steps are amplified exponentially with the number of iterations.78% similar
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