Milica Gasic

Orcid: 0000-0003-0318-9147

Affiliations:
  • Heinrich Heine University Düsseldorf, Germany


According to our database1, Milica Gasic authored at least 114 papers between 2008 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Learning With an Open Horizon in Ever-Changing Dialogue Circumstances.
IEEE ACM Trans. Audio Speech Lang. Process., 2024

Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding.
Proceedings of the 25th Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2024

Local Topology Measures of Contextual Language Model Latent Spaces with Applications to Dialogue Term Extraction.
Proceedings of the 25th Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2024

Affect Recognition in Conversations Using Large Language Models.
Proceedings of the 25th Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2024

Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation.
Proceedings of the 25th Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2024

Speech-based Slot Filling using Large Language Models.
Proceedings of the Findings of the Association for Computational Linguistics, 2024

2023
CAMELL: Confidence-based Acquisition Model for Efficient Self-supervised Active Learning with Label Validation.
CoRR, 2023

Affect Recognition in Conversations Using Large Language Models.
CoRR, 2023

EmoUS: Simulating User Emotions in Task-Oriented Dialogues.
Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023

From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue.
Proceedings of the 24th Meeting of the Special Interest Group on Discourse and Dialogue, 2023

ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format.
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2023

2022
Robust Dialogue State Tracking with Weak Supervision and Sparse Data.
Trans. Assoc. Comput. Linguistics, 2022

ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format.
CoRR, 2022

Dynamic Dialogue Policy Transformer for Continual Reinforcement Learning.
CoRR, 2022

Report from the NSF Future Directions Workshop on Automatic Evaluation of Dialog: Research Directions and Challenges.
CoRR, 2022

Dialogue Term Extraction using Transfer Learning and Topological Data Analysis.
Proceedings of the 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2022

Dialogue Evaluation with Offline Reinforcement Learning.
Proceedings of the 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2022

GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers.
Proceedings of the 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2022

EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue Systems.
Proceedings of the Thirteenth Language Resources and Evaluation Conference, 2022

Dynamic Dialogue Policy for Continual Reinforcement Learning.
Proceedings of the 29th International Conference on Computational Linguistics, 2022

2021
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion in Task-Oriented Dialogue Systems.
CoRR, 2021

Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems.
Proceedings of the 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2021

Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance.
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

What does the User Want? Information Gain for Hierarchical Dialogue Policy Optimisation.
Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, 2021

2020
Adaptable Conversational Machines.
AI Mag., 2020

Topology of Word Embeddings: Singularities Reflect Polysemy.
Proceedings of the Ninth Joint Conference on Lexical and Computational Semantics, 2020

TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking.
Proceedings of the 21th Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2020

Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2020, 2020

Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2020, 2020

LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization.
Proceedings of the 28th International Conference on Computational Linguistics, 2020

Out-of-Task Training for Dialog State Tracking Models.
Proceedings of the 28th International Conference on Computational Linguistics, 2020

2019
AgentGraph: Toward Universal Dialogue Management With Structured Deep Reinforcement Learning.
IEEE ACM Trans. Audio Speech Lang. Process., 2019

AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning.
CoRR, 2019

Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation.
Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue, 2019

Curiosity-driven Reinforcement Learning for Dialogue Management.
Proceedings of the IEEE International Conference on Acoustics, 2019

2018
Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces.
IEEE ACM Trans. Audio Speech Lang. Process., 2018

Reward estimation for dialogue policy optimisation.
Comput. Speech Lang., 2018

Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems.
CoRR, 2018

Addressing Objects and Their Relations: The Conversational Entity Dialogue Model.
Proceedings of the 19th Annual SIGdial Meeting on Discourse and Dialogue, 2018

Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems.
Proceedings of the 19th Annual SIGdial Meeting on Discourse and Dialogue, 2018

Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems.
Proceedings of the 19th Annual SIGdial Meeting on Discourse and Dialogue, 2018

Feudal Dialogue Management with Jointly Learned Feature Extractors.
Proceedings of the 19th Annual SIGdial Meeting on Discourse and Dialogue, 2018

Feudal Reinforcement Learning for Dialogue Management in Large Domains.
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy.
Proceedings of the Ninth International Workshop on Health Text Mining and Information Analysis, 2018

2017
Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints.
Trans. Assoc. Comput. Linguistics, 2017

Dialogue manager domain adaptation using Gaussian process reinforcement learning.
Comput. Speech Lang., 2017

Spoken language understanding and interaction: machine learning for human-like conversational systems.
Comput. Speech Lang., 2017

Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation.
CoRR, 2017

A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management.
CoRR, 2017

Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints.
CoRR, 2017

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning.
Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue, 2017

Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management.
Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue, 2017

DialPort, Gone Live: An Update After A Year of Development.
Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue, 2017

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning.
Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue, 2017

Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning.
Proceedings of the 18th Annual Conference of the International Speech Communication Association, 2017

A Network-based End-to-End Trainable Task-oriented Dialogue System.
Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

PyDial: A Multi-domain Statistical Dialogue System Toolkit.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

2016
Continuously Learning Neural Dialogue Management.
CoRR, 2016

Multi-domain Neural Network Language Generation for Spoken Dialogue Systems.
Proceedings of the NAACL HLT 2016, 2016

Counter-fitting Word Vectors to Linguistic Constraints.
Proceedings of the NAACL HLT 2016, 2016

Conditional Generation and Snapshot Learning in Neural Dialogue Systems.
Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, 2016

Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding.
Proceedings of the COLING 2016, 2016

On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems.
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 2016

2015
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking.
Proceedings of the SIGDIAL 2015 Conference, 2015

Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems.
Proceedings of the SIGDIAL 2015 Conference, 2015

Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management.
Proceedings of the SIGDIAL 2015 Conference, 2015

Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems.
Proceedings of the 16th Annual Conference of the International Speech Communication Association, 2015

Distributed dialogue policies for multi-domain statistical dialogue management.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems.
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 2015

Multi-domain dialogue success classifiers for policy training.
Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015

Policy committee for adaptation in multi-domain spoken dialogue systems.
Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015

Multi-domain Dialog State Tracking using Recurrent Neural Networks.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

2014
Gaussian Processes for POMDP-Based Dialogue Manager Optimization.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

The use of discriminative belief tracking in POMDP-based dialogue systems.
Proceedings of the 2014 IEEE Spoken Language Technology Workshop, 2014


Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments.
Proceedings of the Situated Dialog in Speech-Based Human-Computer Interaction, 2014

Dialogue context sensitive speech synthesis using factorized decision trees.
Proceedings of the 15th Annual Conference of the International Speech Communication Association, 2014

Inverse reinforcement learning for micro-turn management.
Proceedings of the 15th Annual Conference of the International Speech Communication Association, 2014

Incremental on-line adaptation of POMDP-based dialogue managers to extended domains.
Proceedings of the 15th Annual Conference of the International Speech Communication Association, 2014

Dialogue context sensitive HMM-based speech synthesis.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
POMDP-Based Statistical Spoken Dialog Systems: A Review.
Proc. IEEE, 2013

Demonstration of the PARLANCE system: a data-driven incremental, spoken dialogue system for interactive search.
Proceedings of the SIGDIAL 2013 Conference, 2013

POMDP-based dialogue manager adaptation to extended domains.
Proceedings of the SIGDIAL 2013 Conference, 2013

On-line policy optimisation of Bayesian spoken dialogue systems via human interaction.
Proceedings of the IEEE International Conference on Acoustics, 2013

Continuous asr for flexible incremental dialogue.
Proceedings of the IEEE International Conference on Acoustics, 2013

2012
N-best error simulation for training spoken dialogue systems.
Proceedings of the 2012 IEEE Spoken Language Technology Workshop (SLT), 2012

Discriminative spoken language understanding using word confusion networks.
Proceedings of the 2012 IEEE Spoken Language Technology Workshop (SLT), 2012

Policy optimisation of POMDP-based dialogue systems without state space compression.
Proceedings of the 2012 IEEE Spoken Language Technology Workshop (SLT), 2012

The Effect of Cognitive Load on a Statistical Dialogue System.
Proceedings of the SIGDIAL 2012 Conference, 2012

2011
Effective handling of dialogue state in the hidden information state POMDP-based dialogue manager.
ACM Trans. Speech Lang. Process., 2011

Real User Evaluation of Spoken Dialogue Systems Using Amazon Mechanical Turk.
Proceedings of the 12th Annual Conference of the International Speech Communication Association, 2011

Uncertainty Management for On-Line Optimisation of a POMDP-Based Large-Scale Spoken Dialogue System.
Proceedings of the 12th Annual Conference of the International Speech Communication Association, 2011

On-line policy optimisation of spoken dialogue systems via live interaction with human subjects.
Proceedings of the 2011 IEEE Workshop on Automatic Speech Recognition & Understanding, 2011

2010
The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management.
Comput. Speech Lang., 2010

Bayesian dialogue system for the Let's Go Spoken Dialogue Challenge.
Proceedings of the 2010 IEEE Spoken Language Technology Workshop, 2010

Parameter learning for POMDP spoken dialogue models.
Proceedings of the 2010 IEEE Spoken Language Technology Workshop, 2010

Parameter estimation for agenda-based user simulation.
Proceedings of the SIGDIAL 2010 Conference, 2010

Gaussian Processes for Fast Policy Optimisation of POMDP-based Dialogue Managers.
Proceedings of the SIGDIAL 2010 Conference, 2010

Natural belief-critic: a reinforcement algorithm for parameter estimation in statistical spoken dialogue systems.
Proceedings of the 11th Annual Conference of the International Speech Communication Association, 2010

Phrase-Based Statistical Language Generation Using Graphical Models and Active Learning.
Proceedings of the ACL 2010, 2010

2009
k-Nearest Neighbor Monte-Carlo Control Algorithm for POMDP-Based Dialogue Systems.
Proceedings of the SIGDIAL 2009 Conference, 2009

Transformation-based learning for semantic parsing.
Proceedings of the 10th Annual Conference of the International Speech Communication Association, 2009

Probablistic modelling of F0 in unvoiced regions in HMM based speech synthesis.
Proceedings of the IEEE International Conference on Acoustics, 2009

Spoken language understanding from unaligned data using discriminative classification models.
Proceedings of the IEEE International Conference on Acoustics, 2009

Back-off action selection in summary space-based POMDP dialogue systems.
Proceedings of the 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, 2009

2008
Modelling user behaviour in the HIS-POMDP dialogue manager.
Proceedings of the 2008 IEEE Spoken Language Technology Workshop, 2008

Training and Evaluation of the HIS POMDP Dialogue System in Noise.
Proceedings of the SIGDIAL 2008 Workshop, 2008

Evaluating semantic-level confidence scores with multiple hypotheses.
Proceedings of the 9th Annual Conference of the International Speech Communication Association, 2008

User study of the Bayesian update of dialogue state approach to dialogue management.
Proceedings of the 9th Annual Conference of the International Speech Communication Association, 2008


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