Adaptive Collaboration Strategy for LLMs in Medical Decision Making

arXiv:2404.15155v1 Announce Type: cross
Abstract: Foundation models have become invaluable in advancing the medical field. Despite their promise, the strategic deployment of LLMs for effective utility in complex medical tasks remains an open question. Our novel framework, Medical Decision-making Agents (MDAgents) aims to address this gap by automatically assigning the effective collaboration structure for LLMs. Assigned solo or group collaboration structure is tailored to the complexity of the medical task at hand, emulating real-world medical decision making processes. We evaluate …

arxiv collaboration cs.ai cs.cl cs.lg decision decision making llms making medical strategy type