Pause or Fabricate? Training Language Models for Grounded Reasoning

ArXi:2604.19656v1 Announce Type: new Large language models have achieved remarkable progress on complex reasoning tasks. However, they often implicitly fabricate information when inputs are incomplete, producing confident but unreliable