N. Mrksic

Most-cited papers

A Network-based End-to-End Trainable Task-oriented Dialogue System
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, L. Rojas-Barahona +4 more
2016Conference of the European Chapter of the Association for Computational Linguistics1,165 citations Open access
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Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, Pei-Hao Su +2 more
2015Conference on Empirical Methods in Natural Language Processing979 citations Open access
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Counter-fitting Word Vectors to Linguistic Constraints
N. Mrksic, Diarmuid Ó. Séaghdha, Blaise Thomson, Milica Gasic +5 more
2016North American Chapter of the Association for Computational Linguistics525 citations Open access
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Neural Belief Tracker: Data-Driven Dialogue State Tracking
N. Mrksic, Diarmuid Ó. Séaghdha, Tsung-Hsien Wen, Blaise Thomson +1 more
2016Annual Meeting of the Association for Computational Linguistics515 citations Open access
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Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints
N. Mrksic, Ivan Vulic, Diarmuid Ó. Séaghdha, Ira Leviant +4 more
2017arXiv.org219 citations
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ConveRT: Efficient and Accurate Conversational Representations from Transformers
Matthew Henderson, I. Casanueva, N. Mrksic, Pei-Hao Su +2 more
2019Findings215 citations Open access
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Multi-domain Neural Network Language Generation for Spoken Dialogue Systems
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, L. Rojas-Barahona +3 more
2016North American Chapter of the Association for Computational Linguistics191 citations Open access
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Multi-domain Dialog State Tracking using Recurrent Neural Networks
N. Mrksic, Diarmuid Ó. Séaghdha, Blaise Thomson, Milica Gasic +4 more
2015Annual Meeting of the Association for Computational Linguistics189 citations Open access
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Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking
Tsung-Hsien Wen, Milica Gasic, Dongho Kim, N. Mrksic +3 more
2015SIGDIAL Conference187 citations Open access
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PyDial: A Multi-domain Statistical Dialogue System Toolkit
Stefan Ultes, L. Rojas-Barahona, Pei-Hao Su, David Vandyke +7 more
2017Annual Meeting of the Association for Computational Linguistics184 citations Open access
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On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems
Pei-Hao Su, Milica Gasic, N. Mrksic, L. Rojas-Barahona +4 more
2016Annual Meeting of the Association for Computational Linguistics177 citations Open access
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Continuously Learning Neural Dialogue Management
Pei-Hao Su, Milica Gasic, N. Mrksic, L. Rojas-Barahona +4 more
2016arXiv.org125 citations
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Specialising Word Vectors for Lexical Entailment
Ivan Vulic, N. Mrksic
2017North American Chapter of the Association for Computational Linguistics117 citations Open access
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Training Neural Response Selection for Task-Oriented Dialogue Systems
Matthew Henderson, Ivan Vulic, D. Gerz, I. Casanueva +6 more
2019Annual Meeting of the Association for Computational Linguistics116 citations Open access
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A Repository of Conversational Datasets
Matthew Henderson, Paweł Budzianowski, I. Casanueva, Sam Coope +7 more
2019Proceedings of the First Workshop on NLP for Conversational AI97 citations Open access
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Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume
J. Tiedemann, Isabelle Augenstein, Madhumita Sushil, Valerio Basile +496 more
202183 citations Open access
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Conditional Generation and Snapshot Learning in Neural Dialogue Systems
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, L. Rojas-Barahona +4 more
2016Conference on Empirical Methods in Natural Language Processing81 citations Open access
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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 +3 more
2015Interspeech70 citations Open access
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Policy committee for adaptation in multi-domain spoken dialogue systems
Milica Gasic, N. Mrksic, Pei-Hao Su, David Vandyke +2 more
2015Automatic Speech Recognition & Understanding66 citations Open access
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Multilingual and Cross-Lingual Intent Detection from Spoken Data
D. Gerz, Pei-Hao Su, Razvan Kusztos, Avishek Mondal +5 more
2021Conference on Empirical Methods in Natural Language Processing55 citations Open access
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A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management
I. Casanueva, Paweł Budzianowski, Pei-Hao Su, N. Mrksic +5 more
2017arXiv.org54 citations
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Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems
Pei-Hao Su, David Vandyke, Milica Gasic, N. Mrksic +2 more
2015SIGDIAL Conference52 citations Open access
Semantic Scholar
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization
E. Ponti, Ivan Vulic, Goran Glavas, N. Mrksic +1 more
2018Conference on Empirical Methods in Natural Language Processing50 citations Open access
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Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning
Paweł Budzianowski, Stefan Ultes, Pei-Hao Su, N. Mrksic +4 more
2017SIGDIAL Conference50 citations Open access
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Morph-fitting: Fine-Tuning Word Vector Spaces with Simple Language-Specific Rules
Ivan Vulic, N. Mrksic, R. Reichart, Diarmuid Ó. Séaghdha +2 more
2017Annual Meeting of the Association for Computational Linguistics49 citations Open access
Semantic Scholar
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources
Ivan Vulic, Goran Glavas, N. Mrksic, A. Korhonen
2018North American Chapter of the Association for Computational Linguistics44 citations Open access
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ConvFiT: Conversational Fine-Tuning of Pretrained Language Models
Ivan Vulic, Pei-Hao Su, Sam Coope, D. Gerz +4 more
2021Conference on Empirical Methods in Natural Language Processing41 citations Open access
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Dialogue manager domain adaptation using Gaussian process reinforcement learning
Milica Gasic, N. Mrksic, L. Rojas-Barahona, Pei-Hao Su +4 more
2016Computer Speech and Language41 citations Open access
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Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning
Stefan Ultes, Paweł Budzianowski, I. Casanueva, N. Mrksic +5 more
2017Interspeech31 citations
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Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation
Ivan Vulic, N. Mrksic, A. Korhonen
2017Conference on Empirical Methods in Natural Language Processing31 citations Open access
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Fully Statistical Neural Belief Tracking
N. Mrksic, Ivan Vulic
2018Annual Meeting of the Association for Computational Linguistics28 citations Open access
Semantic Scholar
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding
L. Rojas-Barahona, Milica Gasic, N. Mrksic, Pei-Hao Su +3 more
2016International Conference on Computational Linguistics28 citations
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Toward Multi-domain Language Generation using Recurrent Neural Networks
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, L. Rojas-Barahona +3 more
201527 citations
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Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints
N. Mrksic, Ivan Vulic, Diarmuid Ó. Séaghdha, Ira Leviant +4 more
2017Transactions of the Association for Computational Linguistics26 citations Open access
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Multi-domain dialogue success classifiers for policy training
David Vandyke, Pei-Hao Su, Milica Gasic, N. Mrksic +2 more
2015Automatic Speech Recognition & Understanding24 citations
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Deep Learning for Conversational AI
Pei-Hao Su, N. Mrksic, I. Casanueva, Ivan Vulic
2018North American Chapter of the Association for Computational Linguistics19 citations Open access
Semantic Scholar
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking
Matthew Henderson, Ivan Vulic, I. Casanueva, Paweł Budzianowski +6 more
2019Conference on Empirical Methods in Natural Language Processing15 citations Open access
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Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning
Stefan Ultes, Paweł Budzianowski, I. Casanueva, N. Mrksic +5 more
2017SIGDIAL Conference12 citations Open access
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Kernel Structure Discovery for Gaussian Process Classification
N. Mrksic
20144 citations
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Data-driven language understanding for spoken dialogue systems
N. Mrksic
20182 citations
Semantic Scholar
Research data supporting "Conditional Generation and Snapshot Learning in Neural Dialogue Systems"
Tsung-Hsien Wen, N. Mrksic, S. Young
20162 citations
Semantic Scholar
Multi-agent learning in multi-domain spoken dialogue systems
Milica Gasic, N. Mrksic, L. Barahona, Pei-Hao Su +2 more
20152 citations
Semantic Scholar
Research data supporting "Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems"
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, Pei-Hao Su +2 more
20151 citations
Semantic Scholar
How to Fool Systems and Humans in Visually Grounded Interaction: A Case Study on Adversarial Attacks on Visual Dialog
S. Antol, Aishwarya Agrawal, Jia-Sen Lu, D. Mitchell +42 more
20220 citations
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Proceedings of The 4th Workshop on e-Commerce and NLP
Federico Bianchi, Bingqing Coveo, Jacopo Tagliabue, J. Kaplan +496 more
20210 citations Open access
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Word Vector Space Specialisation
Ivan Vulic, N. Mrksic, Mohammad Taher Pilehvar
2017Conference of the European Chapter of the Association for Computational Linguistics0 citations
Semantic Scholar
Belief Tracking Interaction Quality Reward Estimation Semantic Decoding Speech Recognition Speech Synthesis Language Generation Environment
Stefan Ultes, Paweł Budzianowski, I. Casanueva, N. Mrksic +5 more
20170 citations
Semantic Scholar
Research Data Supporting "Multi-domain Neural Network Language Generation for Spoken Dialogue Systems"
Tsung-Hsien Wen, Milica Gasic, N. Mrksic, L. Rojas-Barahona +3 more
20160 citations
Semantic Scholar
Semi-supervised Learning Methods for Data Augmentation Original Aims of the Project Work Completed
N. Mrksic, N. Mrksic
20130 citations
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