作者位次 #4/6ACL 2026Findings· Findings of ACL
Balancing Classification and Calibration Performance in Decision-Making LLM s via Calibration Aware Reinforcement Learning
Duygu Nur Yaldiz · Evangelia Spiliopoulou · Zheng Qi · Siddharth Varia · Srikanth Doss · Nikolaos Pappas
摘要
Large language models (LLMs) are increasingly deployed in decision-making tasks, where not only accuracy but also reliable confidence estimates are essential. Well-calibrated confidence enables downstream systems to decide when to trust a model and when to defer to fallback mechanisms. In this wo...