LLM reasoning failures cluster at early entropy-spike transitions; the GUARD inference-time framework redirects them for more reliable results.
Figure 8 illustrates a case where the model doubts a valid but counter-intuitive result (a macroscopic atomic wavelength), triggering unnecessary error checking
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Dissecting Failure Dynamics in Large Language Model Reasoning
LLM reasoning failures cluster at early entropy-spike transitions; the GUARD inference-time framework redirects them for more reliable results.