Confidence-Orchestrated Self-Evolution against Uncertain LLM Feedback

Bowen Wei, Nan Wang, Yuqing Zhou +2

Self-evolving large language models (LLMs) learn by generating their own training tasks and solutions, reducing reliance on human-curated supervision. However, in many reasoning do…