CITE: Anytime-Valid Statistical Inference in LLM Self-Consistency

Hirofumi Ota, Naoto Iwase, Yuki Ichihara +2

Large language models often improve reasoning by sampling multiple outputs and aggregating their final answers, but precise and efficient control of error levels remains a challeng…