When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention

arXiv:2604.22273v1 Announce Type: new Abstract: Iterative selfcorrection is widely used in agentic LLM systems, but when repeated refinement helps versus hurts remains unclear.