Silvia Santano

Reasoning Consistency Scanning: A Framework for Auditing Chain-of-Thought Validity in AI Safety Evaluations

This work formalizes reasoning consistency as distinct from faithfulness and defines a six-subtype taxonomy of inconsistency, showing that reasoning inconsistency is present, detectable, and varies systematically across both models and task types.