Unverified50% confidenceOpinionExact time
The paradigm offered by COGEXT is to shift verification responsibility from the model itself to independent external systems.
1
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50%
Confidence
Long-term
Relevance
9/14/2026
First Seen
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Related Claims
UnverifiedBefore ReAct was proposed, large models' reasoning capabilities (represented by Chain-of-Thought) and action capabilities (represented by Action Generation) were two independent lines of research60% similarUnverifiedA model providing a rationale does not mean the system is auditable; interpretability only requires providing a seemingly plausible reason, whereas auditability requires that every step of the decision-making process can be independently verified and traced.60% similarUnverifiedReAct相较于纯粹的链式思考（Chain-of-Thought），引入了与外部环境的真实交互，使模型能够根据实际执行结果动态调整策略60% similarUnverifiedChain-of-Thought prompting only reasons internally within the model, while ReAct interweaves reasoning with external environment interaction, forming a closed-loop feedback system.60% similarUnverifiedIf a model states its plan during the reasoning process, the monitoring system has an opportunity to intercept it before the deceptive behavior causes actual harm.59% similar
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