Only Say What You Know: Calibration-Aware Generation for Long-Form Factuality

Wen Luo, Guangyue Peng, Liang Wang +7

Large Reasoning Models achieve strong performance on complex tasks but remain prone to hallucinations, particularly in long-form generation where errors compound across reasoning s…