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NL Seminar- Qing Dou: "Dependency Based Decipherment for Resource-Limited Machine Translation (EMNLP 2013 Practice Talk) "
Wed, Oct 16, 2013 @ 11:00 AM - 12:00 PM
Information Sciences Institute
Conferences, Lectures, & Seminars
Speaker: Qing Dou, USC/ISI
Talk Title: "Dependency Based Decipherment for Resource-Limited Machine Translation (EMNLP 2013 Practice Talk) "
Series: Natural Language Seminar
Abstract: We introduce dependency relations into deciphering foreign languages and show that dependency relations help improve the state-of-the-art deciphering accuracy by over 500%. We learn a translation lexicon from large amounts of genuinely non parallel data with decipherment to improve a phrase-based machine translation system trained with limited parallel data. In experiments, we observe BLEU gains of 1.2 to 1.8 across three different test sets.
Biography: Home Page:
http://www.isi.edu/~qdou/
Host: Yang Gao
More Info: http://nlg.isi.edu/nl-seminar/
Location: Information Science Institute (ISI) - 6th Flr Conf Rm # 689, Marina Del Rey
Audiences: Everyone Is Invited
Contact: Peter Zamar
Event Link: http://nlg.isi.edu/nl-seminar/