Lukasz Kaiser
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Publication
Featured researches published by Lukasz Kaiser.
empirical methods in natural language processing | 2015
Katja Filippova; Enrique Alfonseca; Carlos A. Colmenares; Lukasz Kaiser; Oriol Vinyals
We present an LSTM approach to deletion-based sentence compression where the task is to translate a sentence into a sequence of zeros and ones, corresponding to token deletion decisions. We demonstrate that even the most basic version of the system, which is given no syntactic information (no PoS or NE tags, or dependencies) or desired compression length, performs surprisingly well: around 30% of the compressions from a large test set could be regenerated. We compare the LSTM system with a competitive baseline which is trained on the same amount of data but is additionally provided with all kinds of linguistic features. In an experiment with human raters the LSTMbased model outperforms the baseline achieving 4.5 in readability and 3.8 in informativeness.
arXiv: Distributed, Parallel, and Cluster Computing | 2015
Martín Abadi; Ashish Agarwal; Paul Barham; Eugene Brevdo; Zhifeng Chen; Craig Citro; Gregory S. Corrado; Andy Davis; Jeffrey Dean; Matthieu Devin; Sanjay Ghemawat; Ian J. Goodfellow; Andrew Harp; Geoffrey Irving; Michael Isard; Yangqing Jia; Rafal Jozefowicz; Lukasz Kaiser; Manjunath Kudlur; Josh Levenberg; Dan Mané; Rajat Monga; Sherry Moore; Derek Gordon Murray; Chris Olah; Mike Schuster; Jonathon Shlens; Benoit Steiner; Ilya Sutskever; Kunal Talwar
neural information processing systems | 2015
Oriol Vinyals; Lukasz Kaiser; Terry Koo; Slav Petrov; Ilya Sutskever; Geoffrey E. Hinton
international conference on learning representations | 2016
Minh-Thang Luong; Quoc V. Le; Ilya Sutskever; Oriol Vinyals; Lukasz Kaiser
arXiv: Machine Learning | 2017
Arvind Neelakantan; Luke Vilnis; Quoc V. Le; Lukasz Kaiser; Karol Kurach; Ilya Sutskever; James Martens
international conference on learning representations | 2017
Lukasz Kaiser; Ofir Nachum; Aurko Roy; Samy Bengio
arXiv: Neural and Evolutionary Computing | 2017
Gabriel Pereyra; George Tucker; Jan Chorowski; Lukasz Kaiser; Geoffrey E. Hinton
neural information processing systems | 2016
Lukasz Kaiser; Samy Bengio
international conference on learning representations | 2018
Lukasz Kaiser; Aidan N. Gomez; François Chollet
Archive | 2016
Oriol Vinyals; Lukasz Kaiser
