معرفی
Graham Neubig is an Associate Professor at Carnegie Mellon University's Language Technology Institute (School of Computer Science), where he leads the NeuLab research group. He is also Chief Scientist at All Hands AI, developing AI agents for software development. His research focuses on machine learning and natural language processing, with specialization in large language models, multilingual systems, code generation, and evaluation methods.
Education & Career
- B.S. Computer Science, University of Illinois Urbana-Champaign (2001-2005)
- M.S./Ph.D. Intelligent Information Systems, Kyoto University (2008-2012)
- Assistant Professor, Nara Institute of Science and Technology (2012-2016)
- Assistant/Associate Professor, Carnegie Mellon University (2016-Present)
Research Focus
Develops NLP technologies to break communication barriers through: multilingual machine translation, semantic analysis, natural language interfaces, cross-lingual learning, and interpretable evaluation. Recent work emphasizes LLM applications in programming, multilingual evaluation frameworks, and fine-grained model analysis.
Publications & Software
Recent articles focus on program synthesis agents, multilingual evaluators, translation quality assessment, and model diagnostics. Maintains open-source resources including DyNet (neural network toolkit) and CoNaLa (code generation dataset).
Teaching & Outreach
Regularly publishes lecture materials on NLP/ML and gives invited talks at international venues (e.g., NAACL, ACL, ICLR). Supervises graduate students through NeuLab.
