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ORCIDMilica Gasic
Milica Gašić
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- unicode name: Milica Gašić
- affiliation: Heinrich Heine University Düsseldorf, Germany
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2020 – today
- 2024
[j13]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: 2352-2366 (2024)- [c89]Guangzhi Sun, Shutong Feng, Dongcheng Jiang, Chao Zhang, Milica Gasic, Philip C. Woodland:
Speech-based Slot Filling using Large Language Models. ACL (Findings) 2024: 6351-6362 - [c88]Shutong Feng, Guangzhi Sun, Nurul Lubis, Wen Wu, Chao Zhang, Milica Gasic:
Affect Recognition in Conversations Using Large Language Models. SIGDIAL 2024: 259-273 - [c87]Benjamin Matthias Ruppik, Michael Heck, Carel van Niekerk, Renato Vukovic, Hsien-Chin Lin, Shutong Feng, Marcus Zibrowius, Milica Gasic:
Local Topology Measures of Contextual Language Model Latent Spaces with Applications to Dialogue Term Extraction. SIGDIAL 2024: 344-356 - [c86]Renato Vukovic, David Arps, Carel van Niekerk, Benjamin Matthias Ruppik, Hsien-Chin Lin, Michael Heck, Milica Gasic:
Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding. SIGDIAL 2024: 370-384 - [c85]Shutong Feng, Hsien-Chin Lin, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic:
Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation. SIGDIAL 2024: 699-717 - [i55]Renato Vukovic, David Arps, Carel van Niekerk, Benjamin Matthias Ruppik, Hsien-Chin Lin, Michael Heck, Milica Gasic:
Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding. CoRR abs/2408.02361 (2024) - [i54]Shutong Feng, Hsien-Chin Lin, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic:
Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation. CoRR abs/2408.02417 (2024) - [i53]Benjamin Matthias Ruppik, Michael Heck, Carel van Niekerk, Renato Vukovic, Hsien-Chin Lin, Shutong Feng, Marcus Zibrowius, Milica Gasic:
Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term Extraction. CoRR abs/2408.03706 (2024) - 2023
- [c84]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: 936-950 - [c83]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: 106-123 - [c82]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: 85-103 - [c81]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: 2526-2531 - [i52]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 abs/2306.01386 (2023) - [i51]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 abs/2306.01579 (2023) - [i50]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 abs/2308.12648 (2023) - [i49]Shutong Feng, Guangzhi Sun, Nurul Lubis, Chao Zhang, Milica Gasic:
Affect Recognition in Conversations Using Large Language Models. CoRR abs/2309.12881 (2023) - [i48]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 abs/2310.08944 (2023) - [i47]Guangzhi Sun, Shutong Feng, Dongcheng Jiang, Chao Zhang, Milica Gasic, Philip C. Woodland:
Speech-based Slot Filling using Large Language Models. CoRR abs/2311.07418 (2023) - 2022
- [j12]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: 1175-1192 (2022) - [c80]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: 266-284 - [c79]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: 4096-4113 - [c78]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: 270-282 - [c77]Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic:
Dialogue Evaluation with Offline Reinforcement Learning. SIGDIAL 2022: 478-489 - [c76]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: 564-581 - [i46]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 abs/2202.03354 (2022) - [i45]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 abs/2203.10012 (2022) - [i44]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 abs/2204.05928 (2022) - [i43]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 abs/2208.10448 (2022) - [i42]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 abs/2208.10817 (2022) - [i41]Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic:
Dialogue Evaluation with Offline Reinforcement Learning. CoRR abs/2209.00876 (2022) - [i40]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 abs/2211.17148 (2022) - 2021
- [c75]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: 969-976 - [c74]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: 7901-7914 - [c73]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: 445-456 - [i39]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 abs/2106.08838 (2021) - [i38]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 abs/2109.04349 (2021) - [i37]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 abs/2109.04919 (2021) - [i36]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 abs/2109.07129 (2021) - 2020
- [j11]Nurul Lubis, Michael Heck, Carel van Niekerk, Milica Gasic:
Adaptable Conversational Machines. AI Mag. 41(3): 28-44 (2020) - [c72]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: 465-479 - [c71]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: 6767-6774 - [c70]Yen-Chen Wu, Bo-Hsiang Tseng, Milica Gasic:
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems. EMNLP (Findings) 2020: 854-863 - [c69]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: 3096-3102 - [c68]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: 35-44 - [c67]Alexander Jakubowski, Milica Gasic, Marcus Zibrowius:
Topology of Word Embeddings: Singularities Reflect Polysemy. *SEM@COLING 2020: 103-113 - [i35]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 abs/2005.02877 (2020) - [i34]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 abs/2010.02586 (2020) - [i33]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 abs/2011.09378 (2020) - [i32]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 abs/2011.09379 (2020) - [i31]Alexander Jakubowski, Milica Gasic, Marcus Zibrowius:
Topology of Word Embeddings: Singularities Reflect Polysemy. CoRR abs/2011.09413 (2020)
2010 – 2019
- 2019
- [j10]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): 1378-1391 (2019) - [c66]Paula Wesselmann, Yen-Chen Wu, Milica Gasic:
Curiosity-driven Reinforcement Learning for Dialogue Management. ICASSP 2019: 7210-7214 - [c65]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: 155-164 - [e1]Satoshi Nakamura, Milica Gasic, Ingrid Zuckerman, Gabriel Skantze, Mikio Nakano, Alexandros Papangelis, Stefan Ultes, Koichiro Yoshino:
Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue, SIGdial 2019, Stockholm, Sweden, September 11-13, 2019. Association for Computational Linguistics 2019, ISBN 978-1-950737-61-1 [contents] - [i30]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 abs/1901.01466 (2019) - [i29]Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu:
AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning. CoRR abs/1905.11259 (2019) - [i28]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 abs/1910.06719 (2019) - 2018
- [j9]Pei-Hao Su, Milica Gasic, Steve J. Young:
Reward estimation for dialogue policy optimisation. Comput. Speech Lang. 51: 24-43 (2018) - [j8]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): 2083-2097 (2018) - [c64]Osman Ramadan, Pawel Budzianowski, Milica Gasic:
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. ACL (2) 2018: 432-437 - [c63]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: 44-54 - [c62]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: 5016-5026 - [c61]Christopher Tegho, Pawel Budzianowski, Milica Gasic:
Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation. ICASSP 2018: 6069-6073 - [c60]Lu Chen, Cheng Chang, Zhi Chen, Bowen Tan, Milica Gasic, Kai Yu:
Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management. ICASSP 2018: 6074-6078 - [c59]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: 714-719 - [c58]Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic:
Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems. SIGDIAL Conference 2018: 60-69 - [c57]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: 273-283 - [c56]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: 332-337 - [c55]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: 338-343 - [i27]Gellért Weisz, Pawel Budzianowski, Pei-Hao Su, Milica Gasic:
Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces. CoRR abs/1802.03753 (2018) - [i26]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 abs/1803.03232 (2018) - [i25]Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic:
Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems. CoRR abs/1805.06966 (2018) - [i24]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 abs/1806.05484 (2018) - [i23]Osman Ramadan, Pawel Budzianowski, Milica Gasic:
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. CoRR abs/1807.06517 (2018) - [i22]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 abs/1809.00640 (2018) - [i21]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 abs/1810.00278 (2018) - [i20]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 abs/1812.08879 (2018) - 2017
- [j7]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: 552-569 (2017) - [j6]Milica Gasic, Dilek Hakkani-Tür, Asli Celikyilmaz:
Spoken language understanding and interaction: machine learning for human-like conversational systems. Comput. Speech Lang. 46: 249-251 (2017) - [j5]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: 309-324 (2017) - [c54]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: 73-78 - [c53]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: 438-449 - [c52]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: 1721-1725 - [c51]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: 65-70 - [c50]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: 86-92 - [c49]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: 147-157 - [c48]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: 170-173 - [i19]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 abs/1706.00374 (2017) - [i18]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 abs/1706.06210 (2017) - [i17]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 abs/1707.00130 (2017) - [i16]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 abs/1707.06299 (2017) - [i15]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 abs/1711.11023 (2017) - [i14]Christopher Tegho, Pawel Budzianowski, Milica Gasic:
Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation. CoRR abs/1711.11486 (2017) - 2016
- [c47]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 - [c46]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: 258-267 - [c45]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: 2153-2162 - [c44]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: 120-129 - [c43]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: 142-148 - [i13]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 abs/1603.00892 (2016) - [i12]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 abs/1603.01232 (2016) - [i11]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 abs/1604.04562 (2016) - [i10]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 abs/1605.07669 (2016) - [i9]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 abs/1606.02689 (2016) - [i8]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 abs/1606.03352 (2016) - [i7]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 abs/1609.02846 (2016) - [i6]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 abs/1610.04120 (2016) - 2015
- [c42]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Multi-domain Dialog State Tracking using Recurrent Neural Networks. ACL (2) 2015: 794-799 - [c41]David Vandyke, Pei-hao Su, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Multi-domain dialogue success classifiers for policy training. ASRU 2015: 763-770 - [c40]Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Policy committee for adaptation in multi-domain spoken dialogue systems. ASRU 2015: 806-812 - [c39]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. EMNLP 2015: 1711-1721 - [c38]Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Steve J. Young:
Distributed dialogue policies for multi-domain statistical dialogue management. ICASSP 2015: 5371-5375 - [c37]Pei-hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems. INTERSPEECH 2015: 2007-2011 - [c36]Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young:
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. SIGDIAL Conference 2015: 275-284 - [c35]Lu Chen, Pei-Hao Su, Milica Gasic:
Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management. SIGDIAL Conference 2015: 407-411 - [c34]Pei-Hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. SIGDIAL Conference 2015: 417-421 - [i5]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Multi-domain Dialog State Tracking using Recurrent Neural Networks. CoRR abs/1506.07190 (2015) - [i4]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. CoRR abs/1508.01745 (2015) - [i3]Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. CoRR abs/1508.01755 (2015) - [i2]Pei-hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Learning from Real Users: Rating Dialogue Success with Neural Networks for Reinforcement Learning in Spoken Dialogue Systems. CoRR abs/1508.03386 (2015) - [i1]Pei-hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. CoRR abs/1508.03391 (2015) - 2014
- [j4]Milica Gasic, Steve J. Young:
Gaussian Processes for POMDP-Based Dialogue Manager Optimization. IEEE ACM Trans. Audio Speech Lang. Process. 22(1): 28-40 (2014) - [c33]Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Steve J. Young:
Dialogue context sensitive HMM-based speech synthesis. ICASSP 2014: 2554-2558 - [c32]Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Catherine Breslin, Matthew Henderson, Martin Szummer, Blaise Thomson, Steve J. Young:
Incremental on-line adaptation of POMDP-based dialogue managers to extended domains. INTERSPEECH 2014: 140-144 - [c31]Dongho Kim, Catherine Breslin, Pirros Tsiakoulis, Milica Gasic, Matthew Henderson, Steve J. Young:
Inverse reinforcement learning for micro-turn management. INTERSPEECH 2014: 328-332 - [c30]Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Steve J. Young:
Dialogue context sensitive speech synthesis using factorized decision trees. INTERSPEECH 2014: 2937-2941 - [c29]Steve J. Young, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Eli Tzirkel-Hancock:
Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments. IWSDS 2014: 3-14 - [c28]Helen F. Hastie, Marie-Aude Aufaure, Panos Alexopoulos, Hugues Bouchard, Catherine Breslin, Heriberto Cuayáhuitl, Nina Dethlefs, Milica Gasic, James Henderson, Oliver Lemon, Xingkun Liu, Peter Mika, Nesrine Ben Mustapha, Tim Potter, Verena Rieser, Blaise Thomson, Pirros Tsiakoulis, Yves Vanrompay, Boris Villazón-Terrazas, Majid Yazdani, Steve J. Young, Yanchao Yu:
The PARLANCE mobile application for interactive search in English and Mandarin. SIGDIAL Conference 2014: 260-262 - [c27]Dongho Kim, Matthew Henderson, Milica Gasic, Pirros Tsiakoulis, Steve J. Young:
The use of discriminative belief tracking in POMDP-based dialogue systems. SLT 2014: 354-359 - 2013
- [j3]Steve J. Young, Milica Gasic, Blaise Thomson, Jason D. Williams:
POMDP-Based Statistical Spoken Dialog Systems: A Review. Proc. IEEE 101(5): 1160-1179 (2013) - [c26]Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young:
Continuous asr for flexible incremental dialogue. ICASSP 2013: 8362-8366 - [c25]Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young:
On-line policy optimisation of Bayesian spoken dialogue systems via human interaction. ICASSP 2013: 8367-8371 - [c24]Helen F. Hastie, Marie-Aude Aufaure, Panos Alexopoulos, Heriberto Cuayáhuitl, Nina Dethlefs, Milica Gasic, James Henderson, Oliver Lemon, Xingkun Liu, Peter Mika, Nesrine Ben Mustapha, Verena Rieser, Blaise Thomson, Pirros Tsiakoulis, Yves Vanrompay:
Demonstration of the PARLANCE system: a data-driven incremental, spoken dialogue system for interactive search. SIGDIAL Conference 2013: 154-156 - [c23]Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young:
POMDP-based dialogue manager adaptation to extended domains. SIGDIAL Conference 2013: 214-222 - 2012
- [c22]Milica Gasic, Pirros Tsiakoulis, Matthew Henderson, Blaise Thomson, Kai Yu, Eli Tzirkel, Steve J. Young:
The Effect of Cognitive Load on a Statistical Dialogue System. SIGDIAL Conference 2012: 74-78 - [c21]Milica Gasic, Matthew Henderson, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young:
Policy optimisation of POMDP-based dialogue systems without state space compression. SLT 2012: 31-36 - [c20]Blaise Thomson, Milica Gasic, Matthew Henderson, Pirros Tsiakoulis, Steve J. Young:
N-best error simulation for training spoken dialogue systems. SLT 2012: 37-42 - [c19]Matthew Henderson, Milica Gasic, Blaise Thomson, Pirros Tsiakoulis, Kai Yu, Steve J. Young:
Discriminative spoken language understanding using word confusion networks. SLT 2012: 176-181 - 2011
- [j2]Milica Gasic, Steve J. Young:
Effective handling of dialogue state in the hidden information state POMDP-based dialogue manager. ACM Trans. Speech Lang. Process. 7(3): 4:1-4:28 (2011) - [c18]Milica Gasic, Filip Jurcícek, Blaise Thomson, Kai Yu, Steve J. Young:
On-line policy optimisation of spoken dialogue systems via live interaction with human subjects. ASRU 2011: 312-317 - [c17]Lucie Daubigney, Milica Gasic, Senthilkumar Chandramohan, Matthieu Geist, Olivier Pietquin, Steve J. Young:
Uncertainty Management for On-Line Optimisation of a POMDP-Based Large-Scale Spoken Dialogue System. INTERSPEECH 2011: 1301-1304 - [c16]Filip Jurcícek, Simon Keizer, Milica Gasic, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Real User Evaluation of Spoken Dialogue Systems Using Amazon Mechanical Turk. INTERSPEECH 2011: 3061-3064 - 2010
- [j1]Steve J. Young, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Blaise Thomson, Kai Yu:
The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management. Comput. Speech Lang. 24(2): 150-174 (2010) - [c15]François Mairesse, Milica Gasic, Filip Jurcícek, Simon Keizer, Blaise Thomson, Kai Yu, Steve J. Young:
Phrase-Based Statistical Language Generation Using Graphical Models and Active Learning. ACL 2010: 1552-1561 - [c14]Filip Jurcícek, Blaise Thomson, Simon Keizer, François Mairesse, Milica Gasic, Kai Yu, Steve J. Young:
Natural belief-critic: a reinforcement algorithm for parameter estimation in statistical spoken dialogue systems. INTERSPEECH 2010: 90-93 - [c13]Simon Keizer, Milica Gasic, Filip Jurcícek, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Parameter estimation for agenda-based user simulation. SIGDIAL Conference 2010: 116-123 - [c12]Milica Gasic, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Gaussian Processes for Fast Policy Optimisation of POMDP-based Dialogue Managers. SIGDIAL Conference 2010: 201-204 - [c11]Blaise Thomson, Filip Jurcícek, Milica Gasic, Simon Keizer, François Mairesse, Kai Yu, Steve J. Young:
Parameter learning for POMDP spoken dialogue models. SLT 2010: 271-276 - [c10]Blaise Thomson, Kai Yu, Simon Keizer, Milica Gasic, Filip Jurcícek, François Mairesse, Steve J. Young:
Bayesian dialogue system for the Let's Go Spoken Dialogue Challenge. SLT 2010: 460-465
2000 – 2009
- 2009
- [c9]Milica Gasic, Fabrice Lefèvre, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Back-off action selection in summary space-based POMDP dialogue systems. ASRU 2009: 456-461 - [c8]Kai Yu, Tomoki Toda, Milica Gasic, Simon Keizer, François Mairesse, Blaise Thomson, Steve J. Young:
Probablistic modelling of F0 in unvoiced regions in HMM based speech synthesis. ICASSP 2009: 3773-3776 - [c7]François Mairesse, Milica Gasic, Filip Jurcícek, Simon Keizer, Blaise Thomson, Kai Yu, Steve J. Young:
Spoken language understanding from unaligned data using discriminative classification models. ICASSP 2009: 4749-4752 - [c6]Filip Jurcícek, Milica Gasic, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Transformation-based learning for semantic parsing. INTERSPEECH 2009: 2719-2722 - [c5]Fabrice Lefèvre, Milica Gasic, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
k-Nearest Neighbor Monte-Carlo Control Algorithm for POMDP-Based Dialogue Systems. SIGDIAL Conference 2009: 272-275 - 2008
- [c4]Blaise Thomson, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Kai Yu, Steve J. Young:
User study of the Bayesian update of dialogue state approach to dialogue management. INTERSPEECH 2008: 483-486 - [c3]Blaise Thomson, Kai Yu, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Steve J. Young:
Evaluating semantic-level confidence scores with multiple hypotheses. INTERSPEECH 2008: 1153-1156 - [c2]Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Blaise Thomson, Kai Yu, Steve J. Young:
Training and Evaluation of the HIS POMDP Dialogue System in Noise. SIGDIAL Workshop 2008: 112-119 - [c1]Simon Keizer, Milica Gasic, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young:
Modelling user behaviour in the HIS-POMDP dialogue manager. SLT 2008: 121-124
Coauthor Index
Pei-hao Su
aka: Pei-Hao Su
aka: Pei-Hao Su
[i30] [j9] [c57] [i24] [j7] [j5] [c54] [c53] [c52] [c51] [c49] [c48] [i19] [i17] [i16] [i15] [c47] [c46] [c45] [c44] [c43] [i13] [i12] [i11] [i10] [i9] [i8] [i7] [i6] [c42] [c41] [c40] [c39] [c38] [c37] [c36] [c34] [i5] [i4] [i3] [i2] [i1] [j4] [c33] [c32] [c31] [c30] [c29] [c28] [c27] [j3] [c26] [c25] [c23] [c22] [c21] [c20] [c19] [j2] [c18] [c17] [c16] [j1] [c15] [c14] [c13] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [c4] [c3] [c2] [c1]
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