Zhencan Peng

Conformal Path Reasoning: Trustworthy Knowledge Graph Question Answering via Path-Level Calibration

While Conformal Prediction (CP) offers a principled framework for producing prediction sets with statistical guarantees, prior methods suffer from critical limitations in both calibration validity and score discriminability, resulting in violated coverage guarantees and excessively large prediction …