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...
Changda Xia, L. Ouyang, Hui-Min Wang et al.· 0 citations
Directional transport of massive secretory vesicles to the germination site is a key process for pollen germination, but the molecular mechanism remains unclear. Here, we find that Myo11C proteins, Myo11C1 and Myo11C2, act redundantly. This functional redundancy is evidenced by impaired vesicle tethering efficiency and...
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...
