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Dealing with the Complexities of Syntactic Parsing in Hebrew: Addressing Agreement, Word-segmentation and Rich Morphology in a Fast Dependency Parser

Speaker: Yoav Goldberg , Ben Gurion University
Date: April 13 2011
Time: 2:00PM to 3:00PM
Location: 32-D463 (Stata Center - Star Conference Room)
Host: Regina Barzilay, MIT CSAIL

Contact: Marcia Davidson, 617-253-3049, marcia@csail.mit.edu

I will describe my experience with designing a syntactic parser for Hebrew, a language with rich morphology and a small treebank. After describing some of the characteristics that make automatic syntactic processing of Hebrew challenging and discuss some data representation issues, I will present some solutions to these challenges. These include improvements of a semi-supervised broad-coverage tagger, and a greedy dependency parser which can accommodate rich feature-sets and cope with noisy data while remaining fast. I will also briefly discuss a constituency parsing system that performs joint morphological segmentation and syntactic parsing. The work on Hebrew brought about solutions that work well also for English, I will point to these results when appropriate.

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