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Large Scale Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training

Oct 23, 2020
Oshin Agarwal, Heming Ge, Siamak Shakeri, Rami Al-Rfou


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mT5: A massively multilingual pre-trained text-to-text transformer

Oct 23, 2020
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, Colin Raffel


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LAReQA: Language-agnostic answer retrieval from a multilingual pool

Apr 11, 2020
Uma Roy, Noah Constant, Rami Al-Rfou, Aditya Barua, Aaron Phillips, Yinfei Yang


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Bridging the Gap for Tokenizer-Free Language Models

Aug 27, 2019
Dokook Choe, Rami Al-Rfou, Mandy Guo, Heeyoung Lee, Noah Constant


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DDGK: Learning Graph Representations for Deep Divergence Graph Kernels

Apr 21, 2019
Rami Al-Rfou, Dustin Zelle, Bryan Perozzi

* Proceedings of the 2019 World Wide Web Conference (WWW '19), May 13--17, 2019, San Francisco, CA, USA 
* www '19 

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Watch Your Step: Learning Node Embeddings via Graph Attention

Sep 12, 2018
Sami Abu-El-Haija, Bryan Perozzi, Rami Al-Rfou, Alex Alemi

* Neural Information Processing Systems, 2018 

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Creating Virtual Universes Using Generative Adversarial Networks

Aug 17, 2018
Mustafa Mustafa, Deborah Bard, Wahid Bhimji, Zarija Lukić, Rami Al-Rfou, Jan Kratochvil

* 9 pages, 8 figures 

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Character-Level Language Modeling with Deeper Self-Attention

Aug 09, 2018
Rami Al-Rfou, Dokook Choe, Noah Constant, Mandy Guo, Llion Jones

* 11 pages, 8 figures 

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Learning Edge Representations via Low-Rank Asymmetric Projections

Sep 13, 2017
Sami Abu-El-Haija, Bryan Perozzi, Rami Al-Rfou

* ACM International Conference on Information and Knowledge Management, 2017 

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Efficient Natural Language Response Suggestion for Smart Reply

May 01, 2017
Matthew Henderson, Rami Al-Rfou, Brian Strope, Yun-hsuan Sung, Laszlo Lukacs, Ruiqi Guo, Sanjiv Kumar, Balint Miklos, Ray Kurzweil


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Visualizing Linguistic Shift

Nov 20, 2016
Salman Mahmood, Rami Al-Rfou, Klaus Mueller


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A Growing Long-term Episodic & Semantic Memory

Oct 20, 2016
Marc Pickett, Rami Al-Rfou, Louis Shao, Chris Tar

* Submission to NIPS workshop on Continual Learning. 4 page extended abstract plus 5 more pages of references, figures, and supplementary material 

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Conversational Contextual Cues: The Case of Personalization and History for Response Ranking

Jun 01, 2016
Rami Al-Rfou, Marc Pickett, Javier Snaider, Yun-hsuan Sung, Brian Strope, Ray Kurzweil

* 10 pages, 6 figures 

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Theano: A Python framework for fast computation of mathematical expressions

May 09, 2016
The Theano Development Team, Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre-Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Mélanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian Goodfellow, Matt Graham, Caglar Gulcehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrancois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert T. McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang

* 19 pages, 5 figures 

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Statistically Significant Detection of Linguistic Change

Nov 12, 2014
Vivek Kulkarni, Rami Al-Rfou, Bryan Perozzi, Steven Skiena

* 11 pages, 7 figures, 4 tables 

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POLYGLOT-NER: Massive Multilingual Named Entity Recognition

Oct 14, 2014
Rami Al-Rfou, Vivek Kulkarni, Bryan Perozzi, Steven Skiena

* 9 pages, 4 figures, 5 tables 

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Inducing Language Networks from Continuous Space Word Representations

Jun 27, 2014
Bryan Perozzi, Rami Al-Rfou, Vivek Kulkarni, Steven Skiena

* 14 pages 

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Polyglot: Distributed Word Representations for Multilingual NLP

Jun 27, 2014
Rami Al-Rfou, Bryan Perozzi, Steven Skiena

* 10 pages, 2 figures, Proceedings of Conference on Computational Natural Language Learning CoNLL'2013 

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DeepWalk: Online Learning of Social Representations

Jun 27, 2014
Bryan Perozzi, Rami Al-Rfou, Steven Skiena

* 10 pages, 5 figures, 4 tables 

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The Expressive Power of Word Embeddings

May 29, 2013
Yanqing Chen, Bryan Perozzi, Rami Al-Rfou, Steven Skiena

* submitted to ICML 2013, Deep Learning for Audio, Speech and Language Processing Workshop. 8 pages, 8 figures 

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