Adaptive Self-Consistency: From Black-Box Sampling to Distribution-Valued Feedback.

arXiv:2609.38931v1 Announce Type: cross Abstract: Self-consistency samples many reasoning trajectories and aggregates their final answers, treating the LLM as a black box that returns one answer per trajectory. Yet the final answer of each trajectory is sample