arXiv Artificial Intelligence· Samuel Schmidgall, Tim Strother, Alex Bijamov, Min Woo Sun, Anil Palepu, Akshay Goel, Ulysse Marteau-Ferey, Th\'eo Moutakanni, Yubin Kim, Joseph Breda, Christina Chen, Justin Chen, Paul Jhun, Andrew Marshall, Sarah Montgomery-Taylor, Eun Kyoung Hong, Shashank Ravi, Kameron C. Black, David J. H. Wu, Austin Schoeffler, John Lyon Havlik, Elizabeth C. Stade, Jared Moore, Johannes C. Eichstaedt, Logan Pierce, Jeff Jopling, Johannes Thrul, Thomas H. McCoy, Neguine Rezaii, Mark S. Chen, Ellen E. Fitzsimmons-Craft, Shirley Wang, Desmond C. Ong, Katharina Schultebraucks, Torrey Creed, Bhavna Daryani, Aleksandra Faust, S. Sara Mahdavi, Caroline Figueroa, Eric Lin, Kate H. Bentley, Ernest Lim, Zhihan Jiang, Xuhai "Orson" Xu, Daniel McDuff, John Torous, Yun Liu, Po-Hsuan Cameron Chen, Mike Schaekermann, Joelle Barral, Alvin Rajkomar, Tao Tu, Lin Yang, Isaac Galatzer-Levy, David Racz, Valentin Li\'evin·· 17 小时前AI 评分60
研究在仿真环境中训练语言模型完成精神科问诊
Training language models in simulation for psychiatric intake
AI 导读
arXiv 论文提出在仿真环境中用多轮强化学习训练语言模型完成结构化精神科问诊,覆盖病史采集、鉴别诊断和初始管理计划。随机双盲交叉研究纳入 60 对匹配场景、120 次问诊,32 名精神科医师扮演标准化患者,15 名独立精神科医师评分,训练后智能体在 76.7% 的匹配场景对中优于同提示词基座模型(p < 0.0001)。
来源:arXiv Artificial Intelligence · arxiv.org