Denoising Iterative Self-Correction: Structured Verification Loops for Reliable LLM Reasoning

Shen Yin, David Ken, Joel Stremmel

Large language models produce fluent but often incorrect multi-step reasoning, and naive correction methods risk degrading already-correct answers. We introduce Denoising Iterative…