Researchers Propose Metacognition Framework For LLMs

Researchers propose a mathematical framework enabling generative AI to monitor and regulate internal cognitive processes by using a five-dimension metacognitive state vector. The design quantifies emotional awareness, correctness, experience matching, conflict detection and problem importance to switch from fast to deliberative reasoning. The approach aims to improve uncertainty detection, transparency and safer decision-making in high-stakes domains such as healthcare and law.