Reliability-Aware Adaptive Self-Consistency for Efficient Sampling in LLM Reasoning
arXiv:2601.02970v2 Announce Type: replace
Abstract: Self-Consistency improves reasoning reliability through multi-sample aggregation, but incurs substantial inference cost. Adaptive self-consistency methods mitigate this issue by adjusting the samplin…