Unverified50% confidenceFactExact time
The ReSI-Math framework reveals that some models' failure to solve problems is not a lack of capability but rather insufficient elicitation of capability, and that a recoverable capability frontier region exists.
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50%
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Relevance
11/4/2026
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Related Claims
UnverifiedReAct的局限在于以模型本身为中心，缺乏对工具调用失败、模型幻觉、并发任务等工程级问题的系统性处理77% similarUnverifiedImproved model capability does not equal improved reliability; models perform stably on simple math problems but still exhibit reasoning breakdowns in complex tasks that require strict verification.73% similarUnverifiedThe author argues that model collapse is not unique to AI, but rather a structural risk that any feedback-loop system may face—a recurrence of a classic problem on a new technological substrate.71% similarVerifiedWhen the model itself lacks the capability to understand a specific problem, no amount of prompt engineering can compensate for this deficiency71% similarUnverifiedThe limitation of ReAct lies in its lack of the ability to reflect on its own failures.71% similar
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