Kun Li

PARSER, which decouples reading from reasoning, is introduced, which is robust to perturbations in evidence position, order, and distance, conditions that cause large accuracy swings in sequential methods, while reducing inference latency by up to 11x.

LLMs can achieve state-of-the-art Alzheimer's detection by mimicking clinical cognitive assessment protocols, not just learning statistical patterns.