Quantifying Faithful Confidence Expression in Large Reasoning Models

Areeb Gani, Asal Meskin, Gabrielle Kaili-May Liu +1

Reliable uncertainty communication is critical to the trustworthiness of LLMs, yet faithful calibration (FC)--the alignment between models' intrinsic and (linguistically) expressed…