A new paper on metacognitive error detection in LLM’s will appear at the AAAI Fall Symposium in November, 2025. The paper is entitled Error Detection and Correction for Interpretable Mathematics in Large Language Models and the preprint is available here: https://arxiv.org/pdf/2508.03500