Verbalized Confidence Triggers Self-Verification: Emergent Behavior Without Explicit Reasoning Supervision

Chaeyun Jang, Moonseok Choi, Yegon Kim +2

Uncertainty calibration is essential for the safe deployment of large language models (LLMs), particularly when users rely on verbalized confidence estimates. While prior work has…