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Portage: A high-performing SMT system that is pure phrase-based (almost)
====================================================================== Joint Seminar ====================================================================== The Hong Kong University of Science & Technology Human Language Technology Center Department of Computer Science and Engineering Department of Electronic and Computer Engineering --------------------------------------------------------------------- Speaker: Dr. Roland Kuhn Principal Research Officer The National Research Council of Canada (NRC) Title: "Portage: A high-performing SMT system that is pure phrase-based (almost)" Date: Wednesday, 11 December 2013 Time: 4::00pm - 5:00pm Venue: Lecture Theater F (near lifts 25 & 26), HKUST Abstract: Beginning with a brief reminder of the main characteristics of phrase-based statistical machine translation (SMT), the talk will describe NRC's Portage system. It will focus on the version that participated in the NIST 2012 Arabic-English and Chinese-English MT evaluation. The talk will seek to convey the excitement of developing a system that will compete with other world-class systems in a major evaluation. Four techniques mainly responsible for Portage's success in the NIST 2012 evaluation will be described: - batch lattice MIRA - discriminative hierarchical reordering - multiple phrase pair extraction - domain adaptation with linear mixtures The talk will also discuss post-2012 research in SMT by the NRC group. Finally, if there is time, the talk will give a short overview of recent work at NRC on word-emotion associations. ************************* Biography: Roland Kuhn is a Principal Research Officer with the National Research Council of Canada (NRC). After obtaining his PhD in Computer Science from McGill University in 1993, he worked for the Centre de recherche informatique de Montréal (CRIM) until September 1996. Subsequently, he worked for Panasonic Speech Technology Laboratory in Santa Barbara, California (Oct. 1996 - June 2004). During this first period of his career, his research focused on areas related to speech: automatic speech recognition, speaker adaptation, dialogue, and speaker verification/identification. In July 2004, he joined NRC and embarked on research in machine translation; he is co-founder and head of NRC's Portage machine translation team. He has authored 61 refereed publications and holds 29 US patents.