Large language models (LLMs) show potential for medical tasks, but their single-turn question-answer format does not reflect how clinical diagnosis is performed in practice. As a result, they remain limited in complex diagnostic settings. We developed Debate-Mixture-of-Agents (DMoA), a novel multi-agent framework that...
Chang-Da Xia, L. Ouyang, Hui-Min Wang et al.· 0 citations
This work uncovers the molecular basis by which formin-actin-myosin working system generates force driving massive secretory vesicles for directional transport during pollen germination.
Clinical LLM assistants must reason over multi-visit patient trajectories, yet whether the compact history representations used to scale them---retrieval, structured timelines, LLM summaries, agentic memory---preserve the longitudinal signal clinical reasoning needs has not been measured. We introduce ClinTraceBench: 3...