Binary Agreement for Efficient Unsupervised Confidence Calibration of Reasoning LLMs

Thomas Zollo, Jimmy Wang, Richard Zemel

Reasoning language models often lack the calibrated confidence needed for reliable deployment, particularly when correctness labels are unavailable and sampling budgets are limited…