Partner Research Manager in the Deep Learning Group at Microsoft Research AI. IEEE Fellow.
The group’s mission is to advance the state-of-the-art on deep learning and its application to natural language and image understanding, and for making progress on conversational models and methods. Our research interests are:
- Neural language modeling for natural language understanding and generation. Some ongoing projects are MT-DNN, UniLM, question-answering, long text generation, etc.
- Neural symbolic computing. Some ongoing projects are relational encoding using Tensor-Product Representations, text-to-code, etc.
- Vision-language grounding and understanding. Some ongoing projects are vision-language pre-training, vision language navigation, image editing and generation, image commenting and captioning, etc.
- Conversational AI. Some ongoing projects are conversation learner which enables you to build task-oriented dialog system via machine teaching, ConvLab which is an open-source multi-domain dialog system platform, and response generation for social bots such as Microsoft XiaoIce, etc.
From 2014 to 2018, I was Partner Research Manager in Business AI at Microsoft AI & Research and at Deep Learning Technology Center (DLTC) at Microsoft Research, Redmond. I lead the development of AI solutions to Predictive Sales and Marketing. I also work on deep learning solutions for text and image processing (e.g., DSSM), machine reading comprehension, neural response generation for social bots, and reinforcement learning for task-oriented dialog systems.
From 2006 to 2014, I was Principal Researcher at Natural Language Processing Group at Microsoft Research, Redmond. I worked on Web search, query understanding and reformulation, ads prediction, and statistical machine translation.
From 2005 to 2006, I was a research lead in Natural Interactive Services Division at Microsoft. I worked on Project X, an effort of developing natural user interface for Windows.
From 1999 to 2005, I was Research Lead in Natural Language Computing Group at Microsoft Research Asia. I, together with my colleagues, developed the first Chinese speech recognition system released with Microsoft Office, the Chinese/Japanese Input Method Editors (IME) which were the leading products in the market, and the natural language platform for Windows Vista.
Currently, I live with my family in Woodinville, WA.