When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention
arXiv:2604.22273v1 Announce Type: new
Abstract: Iterative self-correction is widely used in agentic LLM systems, but when repeated refinement helps versus hurts remains unclear. We frame self-correction as a cybernetic feedback loop in which the same …