Multi-domain Dialog State Tracking using Recurrent Neural Networks. - Nikola Mrksic; Diarmuid Ó Séaghdha; Blaise Thomson; Milica Gasic; Pei-hao Su; David Vandyke; Tsung-Hsien Wen; Steve J. Young (ACL (2), 2015)

Policy committee for adaptation in multi-domain spoken dialogue systems. - Milica Gasic; Nikola Mrksic; Pei-hao Su; David Vandyke; Tsung-Hsien Wen; Steve J. Young (ASRU, 2015)

Multi-domain dialogue success classifiers for policy training. - David Vandyke; Pei-hao Su; Milica Gasic; Nikola Mrksic; Tsung-Hsien Wen; Steve J. Young (ASRU, 2015)

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. - Tsung-Hsien Wen; Milica Gasic; Nikola Mrksic; Pei-hao Su; David Vandyke; Steve J. Young (EMNLP, 2015)

Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems. - Pei-hao Su; David Vandyke; Milica Gasic; Dongho Kim; Nikola Mrksic; Tsung-Hsien Wen; Steve J. Young (INTERSPEECH, 2015)

Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. - Pei-Hao Su; David Vandyke; Milica Gasic; Nikola Mrksic; Tsung-Hsien Wen; Steve J. Young (SIGDIAL Conference, 2015)

Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. - Tsung-Hsien Wen; Milica Gasic; Dongho Kim; Nikola Mrksic; Pei-Hao Su; David Vandyke; Steve J. Young (SIGDIAL Conference, 2015)

On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. - Pei-Hao Su; Milica Gasic; Nikola Mrksic; Lina Maria Rojas-Barahona; Stefan Ultes; David Vandyke; Tsung-Hsien Wen; Steve J. Young (ACL (1), 2016)

Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. - Lina Maria Rojas-Barahona; Milica Gasic; Nikola Mrksic; Pei-Hao Su; Stefan Ultes; Tsung-Hsien Wen; Steve J. Young (COLING, 2016)

Conditional Generation and Snapshot Learning in Neural Dialogue Systems. - Tsung-Hsien Wen; Milica Gasic; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Stefan Ultes; David Vandyke; Steve J. Young (EMNLP, 2016)

Counter-fitting Word Vectors to Linguistic Constraints. - Nikola Mrksic; Diarmuid Ó Séaghdha; Blaise Thomson; Milica Gasic; Lina Maria Rojas-Barahona; Pei-Hao Su; David Vandyke; Tsung-Hsien Wen; Steve J. Young (HLT-NAACL, 2016)

Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. - Tsung-Hsien Wen; Milica Gasic; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; David Vandyke; Steve J. Young (HLT-NAACL, 2016)

Continuously Learning Neural Dialogue Management. - Pei-Hao Su; Milica Gasic; Nikola Mrksic; Lina Maria Rojas-Barahona; Stefan Ultes; David Vandyke; Tsung-Hsien Wen; Steve J. Young (CoRR, 2016)

Neural Belief Tracker: Data-Driven Dialogue State Tracking. - Nikola Mrksic; Diarmuid Ó Séaghdha; Tsung-Hsien Wen; Blaise Thomson; Steve J. Young (ACL (1), 2017)

PyDial: A Multi-domain Statistical Dialogue System Toolkit. - Stefan Ultes; Lina Maria Rojas-Barahona; Pei-Hao Su; David Vandyke; Dongho Kim; Iñigo Casanueva; Pawel Budzianowski; Nikola Mrksic; Tsung-Hsien Wen; Milica Gasic; Steve J. Young (ACL (System Demonstrations), 2017)

Morph-fitting: Fine-Tuning Word Vector Spaces with Simple Language-Specific Rules. - Ivan Vulic; Nikola Mrksic; Roi Reichart; Diarmuid Ó Séaghdha; Steve J. Young; Anna Korhonen (ACL (1), 2017)

A Network-based End-to-End Trainable Task-oriented Dialogue System. - Tsung-Hsien Wen; David Vandyke; Nikola Mrksic; Milica Gasic; Lina Maria Rojas-Barahona; Pei-Hao Su; Stefan Ultes; Steve J. Young (EACL (1), 2017)

Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation. - Ivan Vulic; Nikola Mrksic; Anna Korhonen (EMNLP, 2017)

Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Tsung-Hsien Wen; Milica Gasic; Steve J. Young (INTERSPEECH, 2017)

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. - Pawel Budzianowski; Stefan Ultes; Pei-Hao Su; Nikola Mrksic; Tsung-Hsien Wen; Iñigo Casanueva; Lina Maria Rojas-Barahona; Milica Gasic (SIGDIAL Conference, 2017)

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Tsung-Hsien Wen; Milica Gasic; Steve J. Young (SIGDIAL Conference, 2017)

Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. - Nikola Mrksic; Ivan Vulic; Diarmuid Ó Séaghdha; Ira Leviant; Roi Reichart; Milica Gasic; Anna Korhonen; Steve J. Young (CoRR, 2017)

A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management. - Iñigo Casanueva; Pawel Budzianowski; Pei-Hao Su; Nikola Mrksic; Tsung-Hsien Wen; Stefan Ultes; Lina Maria Rojas-Barahona; Steve J. Young; Milica Gasic (CoRR, 2017)

Dialogue manager domain adaptation using Gaussian process reinforcement learning. - Milica Gasic; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Stefan Ultes; David Vandyke; Tsung-Hsien Wen; Steve J. Young (Comput. Speech Lang., 2017)

Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. - Nikola Mrksic; Ivan Vulic; Diarmuid Ó Séaghdha; Ira Leviant; Roi Reichart; Milica Gasic; Anna Korhonen; Steve J. Young (Trans. Assoc. Comput. Linguistics, 2017)

Fully Statistical Neural Belief Tracking. - Nikola Mrksic; Ivan Vulic (ACL (2), 2018)

Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization. - Edoardo Maria Ponti; Ivan Vulic; Goran Glavas; Nikola Mrksic; Anna Korhonen (EMNLP, 2018)

Deep Learning for Conversational AI. - Pei-Hao Su; Nikola Mrksic; Iñigo Casanueva; Ivan Vulic (NAACL-HLT (Tutorial Abstracts), 2018)

Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources. - Ivan Vulic; Goran Glavas; Nikola Mrksic; Anna Korhonen (NAACL-HLT, 2018)

Specialising Word Vectors for Lexical Entailment. - Ivan Vulic; Nikola Mrksic (NAACL-HLT, 2018)

Data-driven language understanding for spoken dialogue systems. - Nikola Mrksic (2018)

Training Neural Response Selection for Task-Oriented Dialogue Systems. - Matthew Henderson; Ivan Vulic; Daniela Gerz; Iñigo Casanueva; Pawel Budzianowski; Sam Coope; Georgios Spithourakis; Tsung-Hsien Wen; Nikola Mrksic; Pei-Hao Su (ACL (1), 2019)

PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. - Matthew Henderson; Ivan Vulic; Iñigo Casanueva; Pawel Budzianowski; Daniela Gerz; Sam Coope; Georgios Spithourakis; Tsung-Hsien Wen; Nikola Mrksic; Pei-Hao Su (EMNLP/IJCNLP (3), 2019)

A Repository of Conversational Datasets. - Matthew Henderson; Pawel Budzianowski; Iñigo Casanueva; Sam Coope; Daniela Gerz; Girish Kumar; Nikola Mrksic; Georgios Spithourakis; Pei-Hao Su; Ivan Vulic; Tsung-Hsien Wen (CoRR, 2019)

ConveRT: Efficient and Accurate Conversational Representations from Transformers. - Matthew Henderson; Iñigo Casanueva; Nikola Mrksic; Pei-Hao Su; Tsung-Hsien Wen; Ivan Vulic (EMNLP (Findings), 2020)

Multilingual and Cross-Lingual Intent Detection from Spoken Data. - Daniela Gerz; Pei-Hao Su; Razvan Kusztos; Avishek Mondal; Michal Lis; Eshan Singhal; Nikola Mrksic; Tsung-Hsien Wen; Ivan Vulic (EMNLP (1), 2021)

ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. - Ivan Vulic; Pei-Hao Su; Samuel Coope; Daniela Gerz; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Tsung-Hsien Wen (EMNLP (1), 2021)