2026
MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
ICML 2026poster
Large Language Models (LLMs) have shown strong potential in complex medical reasoning yet face diminishing gains under inference scaling laws. While existing studies augment LLMs with various knowledge types, it remains unclear how effectively the additional costs translate into accuracy. In this pa…