Uncertainty-Aware Trust Estimation for Multi-LLM Systems via Structured Expert Judgement

Jiawei Zheng, Jiazhen Zhang

Large Language Model (LLM) ensembles are increasingly used to improve reliability by combining predictions from multiple LLMs. However, existing aggregation methods typically assum…