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Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations



Fangyu Liu , Yunlong Jiao , Jordan Massiah , Emine Yilmaz , Serhii Havrylov

* 16 pages 

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Preventing Posterior Collapse with Levenshtein Variational Autoencoder



Serhii Havrylov , Ivan Titov


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The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents



Shangmin Guo , Yi Ren , Serhii Havrylov , Stella Frank , Ivan Titov , Kenny Smith


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Obfuscation for Privacy-preserving Syntactic Parsing



Zhifeng Hu , Serhii Havrylov , Ivan Titov , Shay B. Cohen


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Cooperative Learning of Disjoint Syntax and Semantics



Serhii Havrylov , Germán Kruszewski , Armand Joulin

* The paper was accepted at NAACL-HLT 2019 

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Embedding Words as Distributions with a Bayesian Skip-gram Model



Arthur Bražinskas , Serhii Havrylov , Ivan Titov

* COLING 2018. For the associated code, see https://github.com/ixlan/BSG 

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Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols



Serhii Havrylov , Ivan Titov

* The paper was accepted at NIPS 2017. The extended abstract was presented at ICLR 2017 workshop track 

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