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Open access Jul 2026

Multi-Criteria Evaluation of Hierarchical Reasoning, Self-Correction, and Factual Consistency in Large Language Models across Complex Language Tasks

This paper introduces a comprehensive multi-criteria evaluation methodology designed to assess the capabilities of these advanced computational architectures in handling complex language tasks, focusing on three foundational dimensions: hierarchical reasoning, self-correction mechanisms, and factual consistency.

S. Yam · 0 citations

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