CoE: Collaborative Entropy for Uncertainty Quantification in Agentic Multi-LLM Systems

Kangkang Sun, Jun Wu, Jianhua Li +3

Uncertainty estimation in multi-LLM systems remains largely single-model-centric: existing methods quantify uncertainty within each model but do not adequately capture semantic dis…