AI RESEARCH

The Illusion of Insight in Reasoning Models

arXiv CS.CL

ArXi:2601.00514v2 Announce Type: replace-cross Do reasoning models have "Aha!" moments? Prior work suggests that models like DeepSeek-R1-Zero undergo sudden mid-trace realizations that lead to accurate outputs, implying an intrinsic capacity for self-correction. Yet, it remains unclear whether such intrinsic shifts in reasoning strategy actually improve performance. Here, we study mid-reasoning shifts and instrument