Think Through Uncertainty: Improving Long-Form Generation Factuality via Reasoning Calibration

Xin Liu, Lu Wang

Large language models (LLMs) often hallucinate in long-form generation. Existing approaches mainly improve factuality through post-hoc revision or reinforcement learning (RL) with…