This lecture is a discussion about various practical concerns that we have to address in order to train and deploy structured models.
Lecture
Readings
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(*) Sebastian Riedel and Ivan Meza-Ruiz, Collective semantic role labelling with Markov logic, CoNLL 2008.
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(*) Aron Culotta, Michael Wick, and Andrew McCallum, First-Order Probabilistic Models for Coreference Resolution, NAACL 2007.
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(*) Kushman, Nate, Yoav Artzi, Luke Zettlemoyer, and Regina Barzilay. Learning to automatically solve algebra word problems ACL 2014.
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(*) Koncel-Kedziorski, Rik, Hannaneh Hajishirzi, Ashish Sabharwal, Oren Etzioni, and Siena Dumas Ang. Parsing algebraic word problems into equations Transactions of the Association for Computational Linguistics 3 (2015): 585-597.