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Data-Efficient Methods for Dialogue Systems



Igor Shalyminov

* PhD thesis submitted at Heriot-Watt University. Contains previously published work (see the list in Section 1.4) 

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Hybrid Generative-Retrieval Transformers for Dialogue Domain Adaptation



Igor Shalyminov , Alessandro Sordoni , Adam Atkinson , Hannes Schulz

* Presented at [email protected] 2020 

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Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks



Igor Shalyminov , Sungjin Lee , Arash Eshghi , Oliver Lemon

* EMNLP 2019 

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Few-Shot Dialogue Generation Without Annotated Data: A Transfer Learning Approach



Igor Shalyminov , Sungjin Lee , Arash Eshghi , Oliver Lemon

* Accepted at SigDial 2019 

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Contextual Out-of-Domain Utterance Handling With Counterfeit Data Augmentation



Sungjin Lee , Igor Shalyminov

* ICASSP 2019 

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Improving Robustness of Neural Dialog Systems in a Data-Efficient Way with Turn Dropout



Igor Shalyminov , Sungjin Lee

* NeurIPS 2018 workshop on Conversational AI 

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Neural Response Ranking for Social Conversation: A Data-Efficient Approach



Igor Shalyminov , Ondřej Dušek , Oliver Lemon

* Proceedings of the 2018 EMNLP Workshop SCAI: The 2nd International Workshop on Search-Oriented Conversational AI, pages 1-8. ISBN 978-1-948087-75-9 
* 2018 EMNLP Workshop SCAI: The 2nd International Workshop on Search-Oriented Conversational AI. Brussels, Belgium, October 31, 2018 

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Multi-Task Learning for Domain-General Spoken Disfluency Detection in Dialogue Systems



Igor Shalyminov , Arash Eshghi , Oliver Lemon

* 9 pages, 1 figure, 7 tables. Accepted as a full paper for SemDial 2018 

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An Ensemble Model with Ranking for Social Dialogue



Ioannis Papaioannou , Amanda Cercas Curry , Jose L. Part , Igor Shalyminov , Xinnuo Xu , Yanchao Yu , Ondřej Dušek , Verena Rieser , Oliver Lemon

* NIPS 2017 Workshop on Conversational AI 

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