Binary Agreement for Efficient Unsupervised Confidence Calibration of Reasoning LLMs

arXiv:2604.19444 · cs.LG · Submitted 2026-04-21 · Read on arXiv

cs.LG

Submitted: 2026-04-21

Updated: 2026-10-20

Terminology

• Calibration — 3× in this paper · explained in 9 episodes
• Confidence Calibration — 2× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Distribution Shift — 1× in this paper · explained in 10 episodes
• Self-consistency — 1× in this paper · explained in 2 episodes

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