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I remember a similar talk by Miles Osborne @ CMU. Any chance you're from his lab?

Yes, I implemented Petrovic's paper (http://www.aclweb.org/anthology/N/N10/N10-1021.pdf) from scratch but scaled it with Storm in a distributed fashion.