The 2019 WMT Biomedical translation task involved translating Medline abstracts. We approached this using transfer learning to obtain a series of strong neural models on distinct domains, and combining them into multi-domain ensembles. We further experiment with an adaptive language-model ensemble weighting scheme. Our submission achieved the best submitted results on both directions of English-Spanish.
Lite Training Strategies for Portuguese-English and English-Portuguese Translation
Institute of Computing, University of Campinas（坎皮纳斯大学计算研究所）；School of Electrical and Computer Engineering, University of Campinas（坎皮纳斯大学电气与计算机工程学院）；NeuralMind Inteligência Artificial（NeuralMind 人工智能公司）；David R. Cheriton School of Computer Science, University of Waterloo（滑铁卢大学 David R. Cheriton 计算机科学学院）
Benchmarking GPT-4 against Human Translators: A Comprehensive Evaluation Across Languages, Domains, and Expertise Levels
Zhejiang University（浙江大学）；School of Engineering, Westlake University（西湖大学工程学院）；University College London（伦敦大学学院）；University of Cambridge（剑桥大学）；LanBridge Group（兰桥集团）；Institute of Advanced Technology, Westlake Institute for Advanced Study（西湖高等研究院先进技术研究院）
Responsible Integration of AI in Cancer Genomics: Barriers, Risks, and Pathways to Trustworthy Clinical Translation
Robert Koch Institute（罗伯特·科赫研究所）；European Commission（欧洲委员会）；Deree-The American College of Greece（希腊 Deree 美国学院）；Åbo Akademi University（奥布学术大学）；Arcada University of Applied Sciences（阿卡达应用科学大学）；University of Münster（明斯特大学）
Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding
University of Applied Sciences and Arts Dortmund（多特蒙德应用科学与艺术大学）；University Hospital Essen（埃森大学医院）；Institute for AI in Medicine (IKIM)（医学人工智能研究所）；University Medicine Essen（埃森大学医学中心）；FernUniversität in Hagen（哈根函授大学）；NVIDIA（英伟达公司）；College of Medicine, University of Florida（佛罗里达大学医学院）；University of Florida Health Cancer Center（佛罗里达大学健康癌症中心）；University of Marburg（马尔堡大学）；University of Mannheim（曼海姆大学）；TU Dortmund（多特蒙德工业大学）
