**摘要**
A standard technique for scaling inference-time reasoning is Self-Consistency, whereby multiple candidate answers are sampled from an LLM and the most common answer is selected. More recently, it has been shown that weighted majority voting (e.g. Confidence-Informed Self Consistency (CISC)), which assigns a confidence value to each candidate answer and chooses the answer with the largest accumulat
👤 作者: James Petullo, Sonny George, Dylan Cashman, Nianwen Xue

---
🔗 **[VecCISC ：通过推理跟踪聚类和候选人答案选择提高信心知情自我一致性](https://arxiv.org/abs/2605.08070v1)**

> VecCISC: Improving Confidence-Informed Self-Consistency with Reasoning Trace Clustering and Candidate Answer Selection
🏷️ 来源: ArXiv cs.AI
⏱️ 2026-05-12 08:00