Bayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question Answering
面向智能体RAG管道的贝叶斯不确定性传播:多跳问答的概念验证研究
机构 * University of Hull(赫尔大学)
专题命中 长文档RAG :RAG(title,title_cn);retrieval-augmented generation(abstract);分类 cs.AI
AI总结 提出一种不确定性感知的智能体RAG框架,通过贝叶斯网络传播各阶段的不确定性信号,以估计系统级不确定性并定位潜在故障点,在HotpotQA上表现有效,但在StrategyQA上受限于校准问题。
Comments Submitted for 7th International Conference on Maintenance and Intelligent Asset Management (ICMIAM 2026)