Unverified50% confidenceOpinionExact time
通过多个独立 Agent 的交叉验证，可以将系统级错误率降低至远低于单 Agent 错误率的水平，类似分布式系统中的多数投票机制
1
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50%
Confidence
Long-term
Relevance
7/21/2026
First Seen
Sources
Related Claims
Unverified在并行代理场景下，单个代理的失误会产生级联影响，因此要求模型具备更强的指令遵循能力和更低的错误率77% similarUnverified生成加审校的双 Agent 结构能有效降低单一模型输出的错误率76% similarUnverified多次采样取多数票或自洽性方法可在推理层降低单次随机性对最终结果的影响68% similarUnverifiedWhen a single large model independently completes long-chain tasks requiring more than dozens of reasoning steps, errors accumulate exponentially with chain length, whereas decomposing the task among multiple specialized agents can significantly reduce the error rate.68% similar
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