User study of the Bayesian update of dialogue state approach to dialogue management. - Blaise Thomson; Milica Gasic; Simon Keizer; François Mairesse; Jost Schatzmann; Kai Yu 004; Steve J. Young (INTERSPEECH, 2008)

Evaluating semantic-level confidence scores with multiple hypotheses. - Blaise Thomson; Kai Yu 004; Milica Gasic; Simon Keizer; François Mairesse; Jost Schatzmann; Steve J. Young (INTERSPEECH, 2008)

Training and Evaluation of the HIS POMDP Dialogue System in Noise. - Milica Gasic; Simon Keizer; François Mairesse; Jost Schatzmann; Blaise Thomson; Kai Yu 004; Steve J. Young (SIGDIAL Workshop, 2008)

Modelling user behaviour in the HIS-POMDP dialogue manager. - Simon Keizer; Milica Gasic; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (SLT, 2008)

Back-off action selection in summary space-based POMDP dialogue systems. - Milica Gasic; Fabrice Lefèvre; Filip Jurcícek; Simon Keizer; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (ASRU, 2009)

Spoken language understanding from unaligned data using discriminative classification models. - François Mairesse; Milica Gasic; Filip Jurcícek; Simon Keizer; Blaise Thomson; Kai Yu 004; Steve J. Young (ICASSP, 2009)

Probablistic modelling of F0 in unvoiced regions in HMM based speech synthesis. - Kai Yu 004; Tomoki Toda; Milica Gasic; Simon Keizer; François Mairesse; Blaise Thomson; Steve J. Young (ICASSP, 2009)

Transformation-based learning for semantic parsing. - Filip Jurcícek; Milica Gasic; Simon Keizer; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (INTERSPEECH, 2009)

k-Nearest Neighbor Monte-Carlo Control Algorithm for POMDP-Based Dialogue Systems. - Fabrice Lefèvre; Milica Gasic; Filip Jurcícek; Simon Keizer; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (SIGDIAL Conference, 2009)

Phrase-Based Statistical Language Generation Using Graphical Models and Active Learning. - François Mairesse; Milica Gasic; Filip Jurcícek; Simon Keizer; Blaise Thomson; Kai Yu 004; Steve J. Young (ACL, 2010)

Natural belief-critic: a reinforcement algorithm for parameter estimation in statistical spoken dialogue systems. - Filip Jurcícek; Blaise Thomson; Simon Keizer; François Mairesse; Milica Gasic; Kai Yu 004; Steve J. Young (INTERSPEECH, 2010)

Gaussian Processes for Fast Policy Optimisation of POMDP-based Dialogue Managers. - Milica Gasic; Filip Jurcícek; Simon Keizer; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (SIGDIAL Conference, 2010)

Parameter estimation for agenda-based user simulation. - Simon Keizer; Milica Gasic; Filip Jurcícek; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (SIGDIAL Conference, 2010)

Parameter learning for POMDP spoken dialogue models. - Blaise Thomson; Filip Jurcícek; Milica Gasic; Simon Keizer; François Mairesse; Kai Yu 004; Steve J. Young (SLT, 2010)

Bayesian dialogue system for the Let's Go Spoken Dialogue Challenge. - Blaise Thomson; Kai Yu 004; Simon Keizer; Milica Gasic; Filip Jurcícek; François Mairesse; Steve J. Young (SLT, 2010)

The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management. - Steve J. Young; Milica Gasic; Simon Keizer; François Mairesse; Jost Schatzmann; Blaise Thomson; Kai Yu 004 (Comput. Speech Lang., 2010)

On-line policy optimisation of spoken dialogue systems via live interaction with human subjects. - Milica Gasic; Filip Jurcícek; Blaise Thomson; Kai Yu 004; Steve J. Young (ASRU, 2011)

Uncertainty Management for On-Line Optimisation of a POMDP-Based Large-Scale Spoken Dialogue System. - Lucie Daubigney; Milica Gasic; Senthilkumar Chandramohan; Matthieu Geist; Olivier Pietquin; Steve J. Young (INTERSPEECH, 2011)

Real User Evaluation of Spoken Dialogue Systems Using Amazon Mechanical Turk. - Filip Jurcícek; Simon Keizer; Milica Gasic; François Mairesse; Blaise Thomson; Kai Yu 004; Steve J. Young (INTERSPEECH, 2011)

Effective handling of dialogue state in the hidden information state POMDP-based dialogue manager. - Milica Gasic; Steve J. Young (ACM Trans. Speech Lang. Process., 2011)

The Effect of Cognitive Load on a Statistical Dialogue System. - Milica Gasic; Pirros Tsiakoulis; Matthew Henderson; Blaise Thomson; Kai Yu 004; Eli Tzirkel; Steve J. Young (SIGDIAL Conference, 2012)

Policy optimisation of POMDP-based dialogue systems without state space compression. - Milica Gasic; Matthew Henderson; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (SLT, 2012)

Discriminative spoken language understanding using word confusion networks. - Matthew Henderson; Milica Gasic; Blaise Thomson; Pirros Tsiakoulis; Kai Yu 004; Steve J. Young (SLT, 2012)

N-best error simulation for training spoken dialogue systems. - Blaise Thomson; Milica Gasic; Matthew Henderson; Pirros Tsiakoulis; Steve J. Young (SLT, 2012)

Continuous asr for flexible incremental dialogue. - Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (ICASSP, 2013)

On-line policy optimisation of Bayesian spoken dialogue systems via human interaction. - Milica Gasic; Catherine Breslin; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (ICASSP, 2013)

POMDP-based dialogue manager adaptation to extended domains. - Milica Gasic; Catherine Breslin; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (SIGDIAL Conference, 2013)

Demonstration of the PARLANCE system: a data-driven incremental, spoken dialogue system for interactive search. - Helen F. Hastie; Marie-Aude Aufaure; Panos Alexopoulos; Heriberto Cuayáhuitl; Nina Dethlefs; Milica Gasic; James Henderson 001; Oliver Lemon; Xingkun Liu; Peter Mika; Nesrine Ben Mustapha; Verena Rieser; et al. (SIGDIAL Conference, 2013)

POMDP-Based Statistical Spoken Dialog Systems: A Review. - Steve J. Young; Milica Gasic; Blaise Thomson; Jason D. Williams (Proc. IEEE, 2013)

Dialogue context sensitive HMM-based speech synthesis. - Pirros Tsiakoulis; Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Steve J. Young (ICASSP, 2014)

Incremental on-line adaptation of POMDP-based dialogue managers to extended domains. - Milica Gasic; Dongho Kim; Pirros Tsiakoulis; Catherine Breslin; Matthew Henderson; Martin Szummer; Blaise Thomson; Steve J. Young (INTERSPEECH, 2014)

Inverse reinforcement learning for micro-turn management. - Dongho Kim; Catherine Breslin; Pirros Tsiakoulis; Milica Gasic; Matthew Henderson; Steve J. Young (INTERSPEECH, 2014)

Dialogue context sensitive speech synthesis using factorized decision trees. - Pirros Tsiakoulis; Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Steve J. Young (INTERSPEECH, 2014)

Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments. - Steve J. Young; Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Eli Tzirkel-Hancock (IWSDS, 2014)

The PARLANCE mobile application for interactive search in English and Mandarin. - Helen F. Hastie; Marie-Aude Aufaure; Panos Alexopoulos; Hugues Bouchard; Catherine Breslin; Heriberto Cuayáhuitl; Nina Dethlefs; Milica Gasic; James Henderson 001; Oliver Lemon; Xingkun Liu; Peter Mika; et al. (SIGDIAL Conference, 2014)

The use of discriminative belief tracking in POMDP-based dialogue systems. - Dongho Kim; Matthew Henderson; Milica Gasic; Pirros Tsiakoulis; Steve J. Young (SLT, 2014)

Gaussian Processes for POMDP-Based Dialogue Manager Optimization. - Milica Gasic; Steve J. Young (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

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)

Distributed dialogue policies for multi-domain statistical dialogue management. - Milica Gasic; Dongho Kim; Pirros Tsiakoulis; Steve J. Young (ICASSP, 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)

Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management. - Lu Chen 002; Pei-Hao Su; Milica Gasic (SIGDIAL Conference, 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)

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)

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)

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)

DialPort, Gone Live: An Update After A Year of Development. - Kyusong Lee; Tiancheng Zhao; Yulun Du; Edward Cai; Allen Lu; Eli Pincus; David R. Traum; Stefan Ultes; Lina Maria Rojas-Barahona; Milica Gasic; Steve J. Young; Maxine Eskénazi (SIGDIAL Conference, 2017)

Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. - Pei-Hao Su; Pawel Budzianowski; Stefan Ultes; Milica Gasic; Steve J. Young (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)

Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation. - Christopher Tegho; Pawel Budzianowski; Milica Gasic (CoRR, 2017)

Spoken language understanding and interaction: machine learning for human-like conversational systems. - Milica Gasic; Dilek Hakkani-Tür; Asli Celikyilmaz (Comput. Speech Lang., 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)

Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. - Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Yinpei Dai; Clare Mansfield; Osman Ramadan; Stefan Ultes; Michael Crawford; Milica Gasic (Louhi@EMNLP, 2018)

Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. - Osman Ramadan; Pawel Budzianowski; Milica Gasic (ACL (2), 2018)

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. - Pawel Budzianowski; Tsung-Hsien Wen; Bo-Hsiang Tseng; Iñigo Casanueva; Stefan Ultes; Osman Ramadan; Milica Gasic (EMNLP, 2018)

Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management. - Lu Chen 002; Cheng Chang; Zhi Chen 006; Bowen Tan; Milica Gasic; Kai Yu 004 (ICASSP, 2018)

Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation. - Christopher Tegho; Pawel Budzianowski; Milica Gasic (ICASSP, 2018)

Feudal Reinforcement Learning for Dialogue Management in Large Domains. - Iñigo Casanueva; Pawel Budzianowski; Pei-Hao Su; Stefan Ultes; Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Milica Gasic (NAACL-HLT (2), 2018)

Feudal Dialogue Management with Jointly Learned Feature Extractors. - Iñigo Casanueva; Pawel Budzianowski; Stefan Ultes; Florian Kreyssig; Bo-Hsiang Tseng; Yen-Chen Wu; Milica Gasic (SIGDIAL Conference, 2018)

Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems. - Florian Kreyssig; Iñigo Casanueva; Pawel Budzianowski; Milica Gasic (SIGDIAL Conference, 2018)

Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. - Bo-Hsiang Tseng; Florian Kreyssig; Pawel Budzianowski; Iñigo Casanueva; Yen-Chen Wu; Stefan Ultes; Milica Gasic (SIGDIAL Conference, 2018)

Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Yen-Chen Wu; Steve J. Young; Milica Gasic (SIGDIAL Conference, 2018)

Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems. - Lina Maria Rojas-Barahona; Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Milica Gasic; Bo-Hsiang Tseng; Steve J. Young (CoRR, 2018)

Reward estimation for dialogue policy optimisation. - Pei-Hao Su; Milica Gasic; Steve J. Young (Comput. Speech Lang., 2018)

Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces. - Gellért Weisz; Pawel Budzianowski; Pei-Hao Su; Milica Gasic (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Curiosity-driven Reinforcement Learning for Dialogue Management. - Paula Wesselmann; Yen-Chen Wu; Milica Gasic (ICASSP, 2019)

Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. - Bo-Hsiang Tseng; Pawel Budzianowski; Yen-Chen Wu; Milica Gasic (SIGdial, 2019)

AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning. - Lu Chen 002; Zhi Chen 006; Bowen Tan; Sishan Long; Milica Gasic; Kai Yu 004 (CoRR, 2019)

AgentGraph: Toward Universal Dialogue Management With Structured Deep Reinforcement Learning. - Lu Chen 002; Zhi Chen 006; Bowen Tan; Sishan Long; Milica Gasic; Kai Yu 004 (IEEE ACM Trans. Audio Speech Lang. Process., 2019)

Out-of-Task Training for Dialog State Tracking Models. - Michael Heck; Christian Geishauser; Hsien-Chin Lin; Nurul Lubis; Marco Moresi; Carel van Niekerk; Milica Gasic (COLING, 2020)

LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization. - Nurul Lubis; Christian Geishauser; Michael Heck; Hsien-Chin Lin; Marco Moresi; Carel van Niekerk; Milica Gasic (COLING, 2020)

Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles. - Carel van Niekerk; Michael Heck; Christian Geishauser; Hsien-Chin Lin; Nurul Lubis; Marco Moresi; Milica Gasic (EMNLP (Findings), 2020)

Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems. - Yen-Chen Wu; Bo-Hsiang Tseng; Milica Gasic (EMNLP (Findings), 2020)

TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking. - Michael Heck; Carel van Niekerk; Nurul Lubis; Christian Geishauser; Hsien-Chin Lin; Marco Moresi; Milica Gasic (SIGdial, 2020)

Topology of Word Embeddings: Singularities Reflect Polysemy. - Alexander Jakubowski; Milica Gasic; Marcus Zibrowius (*SEM@COLING, 2020)

Adaptable Conversational Machines. - Nurul Lubis; Michael Heck; Carel van Niekerk; Milica Gasic (AI Mag., 2020)

What does the User Want? Information Gain for Hierarchical Dialogue Policy Optimisation. - Christian Geishauser; Songbo Hu; Hsien-Chin Lin; Nurul Lubis; Michael Heck; Shutong Feng; Carel van Niekerk; Milica Gasic (ASRU, 2021)

Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance. - Carel van Niekerk; Andrey Malinin; Christian Geishauser; Michael Heck; Hsien-Chin Lin; Nurul Lubis; Shutong Feng; Milica Gasic (EMNLP (1), 2021)

Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems. - Hsien-Chin Lin; Nurul Lubis; Songbo Hu; Carel van Niekerk; Christian Geishauser; Michael Heck; Shutong Feng; Milica Gasic (SIGDIAL, 2021)

EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion in Task-Oriented Dialogue Systems. - Shutong Feng; Nurul Lubis; Christian Geishauser; Hsien-Chin Lin; Michael Heck; Carel van Niekerk; Milica Gasic (CoRR, 2021)

Dynamic Dialogue Policy for Continual Reinforcement Learning. - Christian Geishauser; Carel van Niekerk; Hsien-Chin Lin; Nurul Lubis; Michael Heck; Shutong Feng; Milica Gasic (COLING, 2022)

EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue Systems. - Shutong Feng; Nurul Lubis; Christian Geishauser; Hsien-Chin Lin; Michael Heck; Carel van Niekerk; Milica Gasic (LREC, 2022)

GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers. - Hsien-Chin Lin; Christian Geishauser; Shutong Feng; Nurul Lubis; Carel van Niekerk; Michael Heck; Milica Gasic (SIGDIAL, 2022)

Dialogue Evaluation with Offline Reinforcement Learning. - Nurul Lubis; Christian Geishauser; Hsien-Chin Lin; Carel van Niekerk; Michael Heck; Shutong Feng; Milica Gasic (SIGDIAL, 2022)

Dialogue Term Extraction using Transfer Learning and Topological Data Analysis. - Renato Vukovic; Michael Heck; Benjamin Matthias Ruppik; Carel van Niekerk; Marcus Zibrowius; Milica Gasic (SIGDIAL, 2022)

Report from the NSF Future Directions Workshop on Automatic Evaluation of Dialog: Research Directions and Challenges. - Shikib Mehri; Jinho Choi; Luis Fernando D'Haro; Jan Deriu; Maxine Eskénazi; Milica Gasic; Kallirroi Georgila; Dilek Hakkani-Tur; Zekang Li; Verena Rieser; Samira Shaikh; David R. Traum; et al. (CoRR, 2022)

Dynamic Dialogue Policy Transformer for Continual Reinforcement Learning. - Christian Geishauser; Carel van Niekerk; Nurul Lubis; Michael Heck; Hsien-Chin Lin; Shutong Feng; Milica Gasic (CoRR, 2022)

ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format. - Qi Zhu 007; Christian Geishauser; Hsien-Chin Lin; Carel van Niekerk; Baolin Peng; Zheng Zhang 020; Michael Heck; Nurul Lubis; Dazhen Wan; Xiaochen Zhu; Jianfeng Gao 001; Milica Gasic; et al. (CoRR, 2022)

Robust Dialogue State Tracking with Weak Supervision and Sparse Data. - Michael Heck; Nurul Lubis; Carel van Niekerk; Shutong Feng; Christian Geishauser; Hsien-Chin Lin; Milica Gasic (Trans. Assoc. Comput. Linguistics, 2022)

ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? - Michael Heck; Nurul Lubis; Benjamin Matthias Ruppik; Renato Vukovic; Shutong Feng; Christian Geishauser; Hsien-Chin Lin; Carel van Niekerk; Milica Gasic (ACL (2), 2023)

ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format. - Qi Zhu 007; Christian Geishauser; Hsien-Chin Lin; Carel van Niekerk; Baolin Peng; Zheng Zhang 020; Shutong Feng; Michael Heck; Nurul Lubis; Dazhen Wan; Xiaochen Zhu; Jianfeng Gao 001; et al. (EMNLP (Demos), 2023)

From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue. - Shutong Feng; Nurul Lubis; Benjamin Matthias Ruppik; Christian Geishauser; Michael Heck; Hsien-Chin Lin; Carel van Niekerk; Renato Vukovic; Milica Gasic (SIGDIAL, 2023)

EmoUS: Simulating User Emotions in Task-Oriented Dialogues. - Hsien-Chin Lin; Shutong Feng; Christian Geishauser; Nurul Lubis; Carel van Niekerk; Michael Heck; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (SIGIR, 2023)

Affect Recognition in Conversations Using Large Language Models. - Shutong Feng; Guangzhi Sun; Nurul Lubis; Chao Zhang 031; Milica Gasic (CoRR, 2023)

CAMELL: Confidence-based Acquisition Model for Efficient Self-supervised Active Learning with Label Validation. - Carel van Niekerk; Christian Geishauser; Michael Heck; Shutong Feng; Hsien-Chin Lin; Nurul Lubis; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (CoRR, 2023)

Speech-based Slot Filling using Large Language Models. - Guangzhi Sun; Shutong Feng; Dongcheng Jiang; Chao Zhang 031; Milica Gasic; Philip C. Woodland (ACL (Findings), 2024)

Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation. - Shutong Feng; Hsien-Chin Lin; Christian Geishauser; Nurul Lubis; Carel van Niekerk; Michael Heck; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (SIGDIAL, 2024)

Affect Recognition in Conversations Using Large Language Models. - Shutong Feng; Guangzhi Sun; Nurul Lubis; Wen Wu 007; Chao Zhang 031; Milica Gasic (SIGDIAL, 2024)

Local Topology Measures of Contextual Language Model Latent Spaces with Applications to Dialogue Term Extraction. - Benjamin Matthias Ruppik; Michael Heck; Carel van Niekerk; Renato Vukovic; Hsien-Chin Lin; Shutong Feng; Marcus Zibrowius; Milica Gasic (SIGDIAL, 2024)

Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding. - Renato Vukovic; David Arps; Carel van Niekerk; Benjamin Matthias Ruppik; Hsien-Chin Lin; Michael Heck; Milica Gasic (SIGDIAL, 2024)

Learning With an Open Horizon in Ever-Changing Dialogue Circumstances. - Christian Geishauser; Carel van Niekerk; Nurul Lubis; Hsien-Chin Lin; Michael Heck; Shutong Feng; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling. - Michael Heck; Christian Geishauser; Nurul Lubis; Carel van Niekerk; Shutong Feng; Hsien-Chin Lin; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (AAAI, 2025)

A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction. - Carel van Niekerk; Christian Geishauser; Michael Heck; Shutong Feng; Hsien-Chin Lin; Nurul Lubis; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (Trans. Assoc. Comput. Linguistics, 2025)

Less is More: Local Intrinsic Dimensions of Contextual Language Models. - Benjamin Matthias Ruppik; Julius von Rohrscheidt; Carel van Niekerk; Michael Heck; Renato Vukovic; Shutong Feng; Hsien-Chin Lin; Nurul Lubis; Bastian Rieck; Marcus Zibrowius; Milica Gasic (CoRR, 2025)

Emotionally Intelligent Task-oriented Dialogue Systems: Architecture, Representation, and Optimisation. - Shutong Feng; Hsien-Chin Lin; Nurul Lubis; Carel van Niekerk; Michael Heck; Benjamin Matthias Ruppik; Renato Vukovic; Milica Gasic (CoRR, 2025)

Post-Training Large Language Models via Reinforcement Learning from Self-Feedback. - Carel van Niekerk; Renato Vukovic; Benjamin Matthias Ruppik; Hsien-Chin Lin; Milica Gasic (CoRR, 2025)

Text-to-SQL Task-oriented Dialogue Ontology Construction. - Renato Vukovic; Carel van Niekerk; Michael Heck; Benjamin Matthias Ruppik; Hsien-Chin Lin; Shutong Feng; Nurul Lubis; Milica Gasic (CoRR, 2025)

Prompt reinforcing for long-term planning of large language models. - Hsien-Chin Lin; Benjamin Matthias Ruppik; Carel van Niekerk; Chia-Hao Shen; Michael Heck; Nurul Lubis; Renato Vukovic; Shutong Feng; Milica Gasic (CoRR, 2025)