Lecture slides
Readings
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(*) Mikolov, Tomáš, Martin Karafiát, Lukáš Burget, Jan Černocký, and Sanjeev Khudanpur. “Recurrent neural network based language model.” In Eleventh Annual Conference of the International Speech Communication Association. 2010.
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(*) Irsoy, Ozan, and Claire Cardie. “Opinion mining with deep recurrent neural networks.” In Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp. 720-728. 2014.
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(*) He, Luheng, Kenton Lee, Mike Lewis, and Luke Zettlemoyer. “Deep semantic role labeling: What works and what’s next.” In Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), vol. 1, pp. 473-483. 2017.
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(*) Jozefowicz, Rafal, Oriol Vinyals, Mike Schuster, Noam Shazeer, and Yonghui Wu. “Exploring the limits of language modeling.” arXiv preprint arXiv:1602.02410 (2016).