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Hyperbolic Temporal Knowledge Graph Embeddings with Relational and Time Curvatures



Sebastien Montella , Lina Rojas-Barahona , Johannes Heinecke

* Accepted to Findings of ACL 2021 (Long Paper) 

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Denoising Pre-Training and Data Augmentation Strategies for Enhanced RDF Verbalization with Transformers



Sebastien Montella , Betty Fabre , Tanguy Urvoy , Johannes Heinecke , Lina Rojas-Barahona

* Accepted at WebNLG+: 3rd Workshop on Natural Language Generation from the Semantic Web 

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Addressing Objects and Their Relations: The Conversational Entity Dialogue Model



Stefan Ultes , Paweł\ Budzianowski , Iñigo Casanueva , Lina Rojas-Barahona , Bo-Hsiang Tseng , Yen-Chen Wu , Steve Young , Milica Gašić

* Accepted at SIGDial 2018 

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Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy



Lina Rojas-Barahona , Bo-Hsiang Tseng , Yinpei Dai , Clare Mansfield , Osman Ramadan , Stefan Ultes , Michael Crawford , Milica Gasic

* Accepted for publication at LOUHI 2018: The Ninth International Workshop on Health Text Mining and Information Analysis 

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A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management



Iñigo Casanueva , Paweł Budzianowski , Pei-Hao Su , Nikola Mrkšić , Tsung-Hsien Wen , Stefan Ultes , Lina Rojas-Barahona , Steve Young , Milica Gašić

* Accepted at the Deep Reinforcement Learning Symposium, 31st Conference on Neural Information Processing Systems (NIPS 2017) Paper updated with minor changes 

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Feudal Reinforcement Learning for Dialogue Management in Large Domains



Iñigo Casanueva , Paweł Budzianowski , Pei-Hao Su , Stefan Ultes , Lina Rojas-Barahona , Bo-Hsiang Tseng , Milica Gašić

* Accepted as a short paper in NAACL 2018 

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Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning



Stefan Ultes , Paweł Budzianowski , Iñigo Casanueva , Nikola Mrkšić , Lina Rojas-Barahona , Pei-Hao Su , Tsung-Hsien Wen , Milica Gašić , Steve Young

* Accepted at SIGDial 2017 

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Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning



Paweł Budzianowski , Stefan Ultes , Pei-Hao Su , Nikola Mrkšić , Tsung-Hsien Wen , Iñigo Casanueva , Lina Rojas-Barahona , Milica Gašić

* Update of the section 4 and the bibliography 

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Continuously Learning Neural Dialogue Management



Pei-Hao Su , Milica Gasic , Nikola Mrksic , Lina Rojas-Barahona , Stefan Ultes , David Vandyke , Tsung-Hsien Wen , Steve Young


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On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems



Pei-Hao Su , Milica Gasic , Nikola Mrksic , Lina Rojas-Barahona , Stefan Ultes , David Vandyke , Tsung-Hsien Wen , Steve Young

* Accepted as a long paper in ACL 2016 

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