arXiv cs.LG
· Papers
Uncertainty-Aware Trust Estimation for Multi-LLM Systems via Structured Expert Judgement
arXiv:2607.20529v1 Announce Type: new Abstract: Large Language Model (LLM) ensembles are increasingly used to improve reliability by combining predictions from multiple LLMs. However, existing aggregation methods typically assume that all models are equally trustworthy, overlooking differences in uncertainty quality. T