Ming Yan

Critical or Compliant? The Double-Edged Sword of Reasoning in Chain-of-Thought Explanations

Analysis of reasoning errors in vision language models and how they impact user trust and the ability to detect errors highlights how CoT explanations can simultaneously clarify and mislead, underscoring the need for NLP systems to provide explanations that encourage scrutiny and critical thinking rather than blind tru...