Chain-based Adaptive Reconfiguration Over Lattices for Hallucination Reduction 事件

Chain-based Adaptive Reconfiguration Over Lattices for Hallucination Reduction arXiv:2605.27706v1 Announce Type: new Abstract: We introduce CAROL (Chain-based Adaptive Reconfiguration Over Lattices), a probabilistic framework for test-time hallucination reduction in large language models. Rather than relying on token-level uncertainty, CAROL defines a semantic uncertainty measure based on the consistency between generated responses and a trusted context, inducing a string-submodular objective o