A multi-dimensional framework with six dimensions (Correctness, Consistency, Robustness, Logical Coherence, Efficiency, Stability) is applied to seven LLMs on 975 items, revealing orthogonality between logical coherence and correctness plus ranking inversions invisible to accuracy metrics.
An Integrated Theory of the Mind.Psychological Review2004,111, 1036–1060
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Measuring Reasoning Quality in LLMs: A Multi-Dimensional Behavioral Framework
A multi-dimensional framework with six dimensions (Correctness, Consistency, Robustness, Logical Coherence, Efficiency, Stability) is applied to seven LLMs on 975 items, revealing orthogonality between logical coherence and correctness plus ranking inversions invisible to accuracy metrics.