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Milica Gasic
ORCID
Publication Activity (10 Years)
Years Active: 2008-2024
Publications (10 Years): 99
Top Topics
Neural Network
Spoken Dialogue
Language Generation
Dialogue System
Top Venues
CoRR
SIGDIAL Conference
ICASSP
INTERSPEECH
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Publications
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Guangzhi Sun
,
Shutong Feng
,
Dongcheng Jiang
,
Chao Zhang
,
Milica Gasic
,
Philip C. Woodland
Speech-based Slot Filling using Large Language Models.
ACL (Findings)
(2024)
Christian Geishauser
,
Carel van Niekerk
,
Nurul Lubis
,
Hsien-Chin Lin
,
Michael Heck
,
Shutong Feng
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Milica Gasic
Learning With an Open Horizon in Ever-Changing Dialogue Circumstances.
IEEE ACM Trans. Audio Speech Lang. Process.
32 (2024)
Carel van Niekerk
,
Christian Geishauser
,
Michael Heck
,
Shutong Feng
,
Hsien-Chin Lin
,
Nurul Lubis
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Milica Gasic
CAMELL: Confidence-based Acquisition Model for Efficient Self-supervised Active Learning with Label Validation.
CoRR
(2023)
Shutong Feng
,
Guangzhi Sun
,
Nurul Lubis
,
Chao Zhang
,
Milica Gasic
Affect Recognition in Conversations Using Large Language Models.
CoRR
(2023)
Guangzhi Sun
,
Shutong Feng
,
Dongcheng Jiang
,
Chao Zhang
,
Milica Gasic
,
Philip C. Woodland
Speech-based Slot Filling using Large Language Models.
CoRR
(2023)
Hsien-Chin Lin
,
Shutong Feng
,
Christian Geishauser
,
Nurul Lubis
,
Carel van Niekerk
,
Michael Heck
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Milica Gasic
EmoUS: Simulating User Emotions in Task-Oriented Dialogues.
CoRR
(2023)
Shutong Feng
,
Nurul Lubis
,
Benjamin Matthias Ruppik
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Renato Vukovic
,
Milica Gasic
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue.
CoRR
(2023)
Qi Zhu
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Baolin Peng
,
Zheng Zhang
,
Shutong Feng
,
Michael Heck
,
Nurul Lubis
,
Dazhen Wan
,
Xiaochen Zhu
,
Jianfeng Gao
,
Milica Gasic
,
Minlie Huang
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format.
EMNLP (Demos)
(2023)
Hsien-Chin Lin
,
Shutong Feng
,
Christian Geishauser
,
Nurul Lubis
,
Carel van Niekerk
,
Michael Heck
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Milica Gasic
EmoUS: Simulating User Emotions in Task-Oriented Dialogues.
SIGIR
(2023)
Shutong Feng
,
Nurul Lubis
,
Benjamin Matthias Ruppik
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Renato Vukovic
,
Milica Gasic
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue.
SIGDIAL
(2023)
Michael Heck
,
Nurul Lubis
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Shutong Feng
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Milica Gasic
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?
CoRR
(2023)
Michael Heck
,
Nurul Lubis
,
Benjamin Matthias Ruppik
,
Renato Vukovic
,
Shutong Feng
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Milica Gasic
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?
ACL (2)
(2023)
Renato Vukovic
,
Michael Heck
,
Benjamin Matthias Ruppik
,
Carel van Niekerk
,
Marcus Zibrowius
,
Milica Gasic
Dialogue Term Extraction using Transfer Learning and Topological Data Analysis.
SIGDIAL
(2022)
Hsien-Chin Lin
,
Christian Geishauser
,
Shutong Feng
,
Nurul Lubis
,
Carel van Niekerk
,
Michael Heck
,
Milica Gasic
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers.
CoRR
(2022)
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
,
Yi-Ting Yeh
,
Zhou Yu
,
Yizhe Zhang
,
Chen Zhang
Report from the NSF Future Directions Workshop on Automatic Evaluation of Dialog: Research Directions and Challenges.
CoRR
(2022)
Christian Geishauser
,
Carel van Niekerk
,
Nurul Lubis
,
Michael Heck
,
Hsien-Chin Lin
,
Shutong Feng
,
Milica Gasic
Dynamic Dialogue Policy Transformer for Continual Reinforcement Learning.
CoRR
(2022)
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Michael Heck
,
Shutong Feng
,
Milica Gasic
Dialogue Evaluation with Offline Reinforcement Learning.
SIGDIAL
(2022)
Shutong Feng
,
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Michael Heck
,
Carel van Niekerk
,
Milica Gasic
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue Systems.
LREC
(2022)
Qi Zhu
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Baolin Peng
,
Zheng Zhang
,
Michael Heck
,
Nurul Lubis
,
Dazhen Wan
,
Xiaochen Zhu
,
Jianfeng Gao
,
Milica Gasic
,
Minlie Huang
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format.
CoRR
(2022)
Michael Heck
,
Nurul Lubis
,
Carel van Niekerk
,
Shutong Feng
,
Christian Geishauser
,
Hsien-Chin Lin
,
Milica Gasic
Robust Dialogue State Tracking with Weak Supervision and Sparse Data.
Trans. Assoc. Comput. Linguistics
10 (2022)
Renato Vukovic
,
Michael Heck
,
Benjamin Matthias Ruppik
,
Carel van Niekerk
,
Marcus Zibrowius
,
Milica Gasic
Dialogue Term Extraction using Transfer Learning and Topological Data Analysis.
CoRR
(2022)
Christian Geishauser
,
Carel van Niekerk
,
Hsien-Chin Lin
,
Nurul Lubis
,
Michael Heck
,
Shutong Feng
,
Milica Gasic
Dynamic Dialogue Policy for Continual Reinforcement Learning.
COLING
(2022)
Michael Heck
,
Nurul Lubis
,
Carel van Niekerk
,
Shutong Feng
,
Christian Geishauser
,
Hsien-Chin Lin
,
Milica Gasic
Robust Dialogue State Tracking with Weak Supervision and Sparse Data.
CoRR
(2022)
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Carel van Niekerk
,
Michael Heck
,
Shutong Feng
,
Milica Gasic
Dialogue Evaluation with Offline Reinforcement Learning.
CoRR
(2022)
Hsien-Chin Lin
,
Christian Geishauser
,
Shutong Feng
,
Nurul Lubis
,
Carel van Niekerk
,
Michael Heck
,
Milica Gasic
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers.
SIGDIAL
(2022)
Carel van Niekerk
,
Andrey Malinin
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Nurul Lubis
,
Shutong Feng
,
Milica Gasic
Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance.
CoRR
(2021)
Carel van Niekerk
,
Andrey Malinin
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Nurul Lubis
,
Shutong Feng
,
Milica Gasic
Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance.
EMNLP (1)
(2021)
Christian Geishauser
,
Songbo Hu
,
Hsien-Chin Lin
,
Nurul Lubis
,
Michael Heck
,
Shutong Feng
,
Carel van Niekerk
,
Milica Gasic
What Does The User Want? Information Gain for Hierarchical Dialogue Policy Optimisation.
CoRR
(2021)
Christian Geishauser
,
Songbo Hu
,
Hsien-Chin Lin
,
Nurul Lubis
,
Michael Heck
,
Shutong Feng
,
Carel van Niekerk
,
Milica Gasic
What does the User Want? Information Gain for Hierarchical Dialogue Policy Optimisation.
ASRU
(2021)
Shutong Feng
,
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Michael Heck
,
Carel van Niekerk
,
Milica Gasic
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion in Task-Oriented Dialogue Systems.
CoRR
(2021)
Hsien-Chin Lin
,
Nurul Lubis
,
Songbo Hu
,
Carel van Niekerk
,
Christian Geishauser
,
Michael Heck
,
Shutong Feng
,
Milica Gasic
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems.
SIGDIAL
(2021)
Hsien-Chin Lin
,
Nurul Lubis
,
Songbo Hu
,
Carel van Niekerk
,
Christian Geishauser
,
Michael Heck
,
Shutong Feng
,
Milica Gasic
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems.
CoRR
(2021)
Michael Heck
,
Carel van Niekerk
,
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Marco Moresi
,
Milica Gasic
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking.
CoRR
(2020)
Michael Heck
,
Christian Geishauser
,
Hsien-Chin Lin
,
Nurul Lubis
,
Marco Moresi
,
Carel van Niekerk
,
Milica Gasic
Out-of-Task Training for Dialog State Tracking Models.
COLING
(2020)
Alexander Jakubowski
,
Milica Gasic
,
Marcus Zibrowius
Topology of Word Embeddings: Singularities Reflect Polysemy.
*SEM@COLING
(2020)
Michael Heck
,
Carel van Niekerk
,
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Marco Moresi
,
Milica Gasic
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking.
SIGdial
(2020)
Nurul Lubis
,
Michael Heck
,
Carel van Niekerk
,
Milica Gasic
Adaptable Conversational Machines.
AI Mag.
41 (3) (2020)
Michael Heck
,
Carel van Niekerk
,
Nurul Lubis
,
Christian Geishauser
,
Hsien-Chin Lin
,
Marco Moresi
,
Milica Gasic
Out-of-Task Training for Dialog State Tracking Models.
CoRR
(2020)
Nurul Lubis
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Marco Moresi
,
Carel van Niekerk
,
Milica Gasic
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization.
COLING
(2020)
Nurul Lubis
,
Christian Geishauser
,
Michael Heck
,
Hsien-Chin Lin
,
Marco Moresi
,
Carel van Niekerk
,
Milica Gasic
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization.
CoRR
(2020)
Carel van Niekerk
,
Michael Heck
,
Christian Geishauser
,
Hsien-Chin Lin
,
Nurul Lubis
,
Marco Moresi
,
Milica Gasic
Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles.
CoRR
(2020)
Carel van Niekerk
,
Michael Heck
,
Christian Geishauser
,
Hsien-Chin Lin
,
Nurul Lubis
,
Marco Moresi
,
Milica Gasic
Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles.
EMNLP (Findings)
(2020)
Yen-Chen Wu
,
Bo-Hsiang Tseng
,
Milica Gasic
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems.
EMNLP (Findings)
(2020)
Alexander Jakubowski
,
Milica Gasic
,
Marcus Zibrowius
Topology of Word Embeddings: Singularities Reflect Polysemy.
CoRR
(2020)
Paula Wesselmann
,
Yen-Chen Wu
,
Milica Gasic
Curiosity-driven Reinforcement Learning for Dialogue Management.
ICASSP
(2019)
Lu Chen
,
Zhi Chen
,
Bowen Tan
,
Sishan Long
,
Milica Gasic
,
Kai Yu
AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning.
CoRR
(2019)
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Yen-Chen Wu
,
Steve J. Young
,
Milica Gasic
Addressing Objects and Their Relations: The Conversational Entity Dialogue Model.
CoRR
(2019)
Lu Chen
,
Zhi Chen
,
Bowen Tan
,
Sishan Long
,
Milica Gasic
,
Kai Yu
AgentGraph: Toward Universal Dialogue Management With Structured Deep Reinforcement Learning.
IEEE ACM Trans. Audio Speech Lang. Process.
27 (9) (2019)
Bo-Hsiang Tseng
,
Pawel Budzianowski
,
Yen-Chen Wu
,
Milica Gasic
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation.
SIGdial
(2019)
Bo-Hsiang Tseng
,
Pawel Budzianowski
,
Yen-Chen Wu
,
Milica Gasic
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation.
CoRR
(2019)
Gellért Weisz
,
Pawel Budzianowski
,
Pei-Hao Su
,
Milica Gasic
Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces.
IEEE ACM Trans. Audio Speech Lang. Process.
26 (11) (2018)
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Yen-Chen Wu
,
Steve J. Young
,
Milica Gasic
Addressing Objects and Their Relations: The Conversational Entity Dialogue Model.
SIGDIAL Conference
(2018)
Christopher Tegho
,
Pawel Budzianowski
,
Milica Gasic
Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation.
ICASSP
(2018)
Osman Ramadan
,
Pawel Budzianowski
,
Milica Gasic
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing.
CoRR
(2018)
Gellért Weisz
,
Pawel Budzianowski
,
Pei-Hao Su
,
Milica Gasic
Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces.
CoRR
(2018)
Lina Maria Rojas-Barahona
,
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Milica Gasic
,
Bo-Hsiang Tseng
,
Steve J. Young
Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems.
CoRR
(2018)
Iñigo Casanueva
,
Pawel Budzianowski
,
Stefan Ultes
,
Florian Kreyssig
,
Bo-Hsiang Tseng
,
Yen-Chen Wu
,
Milica Gasic
Feudal Dialogue Management with Jointly Learned Feature Extractors.
SIGDIAL Conference
(2018)
Pawel Budzianowski
,
Tsung-Hsien Wen
,
Bo-Hsiang Tseng
,
Iñigo Casanueva
,
Stefan Ultes
,
Osman Ramadan
,
Milica Gasic
MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling.
EMNLP
(2018)
Florian Kreyssig
,
Iñigo Casanueva
,
Pawel Budzianowski
,
Milica Gasic
Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems.
CoRR
(2018)
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Yinpei Dai
,
Clare Mansfield
,
Osman Ramadan
,
Stefan Ultes
,
Michael Crawford
,
Milica Gasic
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy.
Louhi@EMNLP
(2018)
Florian Kreyssig
,
Iñigo Casanueva
,
Pawel Budzianowski
,
Milica Gasic
Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems.
SIGDIAL Conference
(2018)
Iñigo Casanueva
,
Pawel Budzianowski
,
Pei-Hao Su
,
Stefan Ultes
,
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Milica Gasic
Feudal Reinforcement Learning for Dialogue Management in Large Domains.
CoRR
(2018)
Iñigo Casanueva
,
Pawel Budzianowski
,
Pei-Hao Su
,
Stefan Ultes
,
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Milica Gasic
Feudal Reinforcement Learning for Dialogue Management in Large Domains.
NAACL-HLT (2)
(2018)
Pawel Budzianowski
,
Tsung-Hsien Wen
,
Bo-Hsiang Tseng
,
Iñigo Casanueva
,
Stefan Ultes
,
Osman Ramadan
,
Milica Gasic
MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling.
CoRR
(2018)
Lu Chen
,
Cheng Chang
,
Zhi Chen
,
Bowen Tan
,
Milica Gasic
,
Kai Yu
Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management.
ICASSP
(2018)
Lina Maria Rojas-Barahona
,
Bo-Hsiang Tseng
,
Yinpei Dai
,
Clare Mansfield
,
Osman Ramadan
,
Stefan Ultes
,
Michael Crawford
,
Milica Gasic
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy.
CoRR
(2018)
Bo-Hsiang Tseng
,
Florian Kreyssig
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Yen-Chen Wu
,
Stefan Ultes
,
Milica Gasic
Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems.
CoRR
(2018)
Osman Ramadan
,
Pawel Budzianowski
,
Milica Gasic
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing.
ACL (2)
(2018)
Bo-Hsiang Tseng
,
Florian Kreyssig
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Yen-Chen Wu
,
Stefan Ultes
,
Milica Gasic
Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems.
SIGDIAL Conference
(2018)
Pei-Hao Su
,
Milica Gasic
,
Steve J. Young
Reward estimation for dialogue policy optimisation.
Comput. Speech Lang.
51 (2018)
Milica Gasic
,
Dilek Hakkani-Tür
,
Asli Celikyilmaz
Spoken language understanding and interaction: machine learning for human-like conversational systems.
Comput. Speech Lang.
46 (2017)
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Tsung-Hsien Wen
,
Milica Gasic
,
Steve J. Young
Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning.
SIGDIAL Conference
(2017)
Pawel Budzianowski
,
Stefan Ultes
,
Pei-Hao Su
,
Nikola Mrksic
,
Tsung-Hsien Wen
,
Iñigo Casanueva
,
Lina Maria Rojas-Barahona
,
Milica Gasic
Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning.
SIGDIAL Conference
(2017)
Nikola Mrksic
,
Ivan Vulic
,
Diarmuid Ó Séaghdha
,
Ira Leviant
,
Roi Reichart
,
Milica Gasic
,
Anna Korhonen
,
Steve J. Young
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints.
CoRR
(2017)
Pei-Hao Su
,
Pawel Budzianowski
,
Stefan Ultes
,
Milica Gasic
,
Steve J. Young
Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management.
SIGDIAL Conference
(2017)
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Tsung-Hsien Wen
,
Milica Gasic
,
Steve J. Young
Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning.
CoRR
(2017)
Nikola Mrksic
,
Ivan Vulic
,
Diarmuid Ó Séaghdha
,
Ira Leviant
,
Roi Reichart
,
Milica Gasic
,
Anna Korhonen
,
Steve J. Young
Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints.
Trans. Assoc. Comput. Linguistics
5 (2017)
Stefan Ultes
,
Pawel Budzianowski
,
Iñigo Casanueva
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Tsung-Hsien Wen
,
Milica Gasic
,
Steve J. Young
Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning.
INTERSPEECH
(2017)
Christopher Tegho
,
Pawel Budzianowski
,
Milica Gasic
Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation.
CoRR
(2017)
Iñigo Casanueva
,
Pawel Budzianowski
,
Pei-Hao Su
,
Nikola Mrksic
,
Tsung-Hsien Wen
,
Stefan Ultes
,
Lina Maria Rojas-Barahona
,
Steve J. Young
,
Milica Gasic
A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management.
CoRR
(2017)
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
DialPort, Gone Live: An Update After A Year of Development.
SIGDIAL Conference
(2017)
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
Dialogue manager domain adaptation using Gaussian process reinforcement learning.
Comput. Speech Lang.
45 (2017)
Tsung-Hsien Wen
,
David Vandyke
,
Nikola Mrksic
,
Milica Gasic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
Steve J. Young
A Network-based End-to-End Trainable Task-oriented Dialogue System.
EACL (1)
(2017)
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
PyDial: A Multi-domain Statistical Dialogue System Toolkit.
ACL (System Demonstrations)
(2017)
Pei-Hao Su
,
Pawel Budzianowski
,
Stefan Ultes
,
Milica Gasic
,
Steve J. Young
Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management.
CoRR
(2017)
Pawel Budzianowski
,
Stefan Ultes
,
Pei-Hao Su
,
Nikola Mrksic
,
Tsung-Hsien Wen
,
Iñigo Casanueva
,
Lina Maria Rojas-Barahona
,
Milica Gasic
Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning.
CoRR
(2017)
Tsung-Hsien Wen
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-hao Su
,
David Vandyke
,
Steve J. Young
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems.
CoRR
(2016)
Lina Maria Rojas-Barahona
,
Milica Gasic
,
Nikola Mrksic
,
Pei-Hao Su
,
Stefan Ultes
,
Tsung-Hsien Wen
,
Steve J. Young
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding.
COLING
(2016)
Nikola Mrksic
,
Diarmuid Ó Séaghdha
,
Blaise Thomson
,
Milica Gasic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
Counter-fitting Word Vectors to Linguistic Constraints.
HLT-NAACL
(2016)
Tsung-Hsien Wen
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
David Vandyke
,
Steve J. Young
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems.
HLT-NAACL
(2016)
Tsung-Hsien Wen
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
David Vandyke
,
Steve J. Young
Conditional Generation and Snapshot Learning in Neural Dialogue Systems.
CoRR
(2016)
Nikola Mrksic
,
Diarmuid Ó Séaghdha
,
Blaise Thomson
,
Milica Gasic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
Counter-fitting Word Vectors to Linguistic Constraints.
CoRR
(2016)
Lina Maria Rojas-Barahona
,
Milica Gasic
,
Nikola Mrksic
,
Pei-Hao Su
,
Stefan Ultes
,
Tsung-Hsien Wen
,
Steve J. Young
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding.
CoRR
(2016)
Tsung-Hsien Wen
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
David Vandyke
,
Steve J. Young
A Network-based End-to-End Trainable Task-oriented Dialogue System.
CoRR
(2016)
Pei-Hao Su
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Stefan Ultes
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems.
CoRR
(2016)
Pei-Hao Su
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Stefan Ultes
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
Continuously Learning Neural Dialogue Management.
CoRR
(2016)
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
Dialogue manager domain adaptation using Gaussian process reinforcement learning.
CoRR
(2016)
Pei-Hao Su
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Stefan Ultes
,
David Vandyke
,
Tsung-Hsien Wen
,
Steve J. Young
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems.
ACL (1)
(2016)
Tsung-Hsien Wen
,
Milica Gasic
,
Nikola Mrksic
,
Lina Maria Rojas-Barahona
,
Pei-Hao Su
,
Stefan Ultes
,
David Vandyke
,
Steve J. Young
Conditional Generation and Snapshot Learning in Neural Dialogue Systems.
EMNLP
(2016)
Lu Chen
,
Pei-Hao Su
,
Milica Gasic
Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management.
SIGDIAL Conference
(2015)