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Nikola Mrksic
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2020 – today
- 2021
- [c30]Ivan Vulic, Pei-Hao Su, Samuel Coope, Daniela Gerz, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Tsung-Hsien Wen:
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. EMNLP (1) 2021: 1151-1168 - [c29]Daniela Gerz, Pei-Hao Su, Razvan Kusztos, Avishek Mondal, Michal Lis, Eshan Singhal, Nikola Mrksic, Tsung-Hsien Wen, Ivan Vulic:
Multilingual and Cross-Lingual Intent Detection from Spoken Data. EMNLP (1) 2021: 7468-7475 - [i30]Daniela Gerz, Pei-Hao Su, Razvan Kusztos, Avishek Mondal, Michal Lis, Eshan Singhal, Nikola Mrksic, Tsung-Hsien Wen, Ivan Vulic:
Multilingual and Cross-Lingual Intent Detection from Spoken Data. CoRR abs/2104.08524 (2021) - [i29]Ivan Vulic, Pei-Hao Su, Sam Coope, Daniela Gerz, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Tsung-Hsien Wen:
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. CoRR abs/2109.10126 (2021) - 2020
- [c28]Matthew Henderson, Iñigo Casanueva, Nikola Mrksic, Pei-Hao Su, Tsung-Hsien Wen, Ivan Vulic:
ConveRT: Efficient and Accurate Conversational Representations from Transformers. EMNLP (Findings) 2020: 2161-2174
2010 – 2019
- 2019
- [c27]Matthew Henderson, Ivan Vulic, Daniela Gerz, Iñigo Casanueva, Pawel Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrksic, Pei-Hao Su:
Training Neural Response Selection for Task-Oriented Dialogue Systems. ACL (1) 2019: 5392-5404 - [c26]Matthew Henderson, Ivan Vulic, Iñigo Casanueva, Pawel Budzianowski, Daniela Gerz, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrksic, Pei-Hao Su:
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. EMNLP/IJCNLP (3) 2019: 181-186 - [i28]Matthew Henderson, Pawel Budzianowski, Iñigo Casanueva, Sam Coope, Daniela Gerz, Girish Kumar, Nikola Mrksic, Georgios Spithourakis, Pei-Hao Su, Ivan Vulic, Tsung-Hsien Wen:
A Repository of Conversational Datasets. CoRR abs/1904.06472 (2019) - [i27]Matthew Henderson, Ivan Vulic, Daniela Gerz, Iñigo Casanueva, Pawel Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrksic, Pei-Hao Su:
Training Neural Response Selection for Task-Oriented Dialogue Systems. CoRR abs/1906.01543 (2019) - [i26]Matthew Henderson, Ivan Vulic, Iñigo Casanueva, Pawel Budzianowski, Daniela Gerz, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrksic, Pei-Hao Su:
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. CoRR abs/1909.01296 (2019) - [i25]Matthew Henderson, Iñigo Casanueva, Nikola Mrksic, Pei-Hao Su, Tsung-Hsien Wen, Ivan Vulic:
ConveRT: Efficient and Accurate Conversational Representations from Transformers. CoRR abs/1911.03688 (2019) - 2018
- [b1]Nikola Mrksic:
Data-driven language understanding for spoken dialogue systems. University of Cambridge, UK, 2018 - [c25]Nikola Mrksic, Ivan Vulic:
Fully Statistical Neural Belief Tracking. ACL (2) 2018: 108-113 - [c24]Edoardo Maria Ponti, Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen:
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization. EMNLP 2018: 282-293 - [c23]Pei-Hao Su, Nikola Mrksic, Iñigo Casanueva, Ivan Vulic:
Deep Learning for Conversational AI. NAACL-HLT (Tutorial Abstracts) 2018: 27-32 - [c22]Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen:
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources. NAACL-HLT 2018: 516-527 - [c21]Ivan Vulic, Nikola Mrksic:
Specialising Word Vectors for Lexical Entailment. NAACL-HLT 2018: 1134-1145 - [i24]Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen:
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources. CoRR abs/1805.03228 (2018) - [i23]Nikola Mrksic, Ivan Vulic:
Fully Statistical Neural Belief Tracking. CoRR abs/1805.11350 (2018) - [i22]Edoardo Maria Ponti, Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen:
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization. CoRR abs/1809.04163 (2018) - 2017
- [j2]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) - [j1]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) - [c20]Ivan Vulic, Nikola Mrksic, Roi Reichart, Diarmuid Ó Séaghdha, Steve J. Young, Anna Korhonen:
Morph-fitting: Fine-Tuning Word Vector Spaces with Simple Language-Specific Rules. ACL (1) 2017: 56-68 - [c19]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 - [c18]Nikola Mrksic, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, Steve J. Young:
Neural Belief Tracker: Data-Driven Dialogue State Tracking. ACL (1) 2017: 1777-1788 - [c17]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 - [c16]Ivan Vulic, Nikola Mrksic, Anna Korhonen:
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation. EMNLP 2017: 2546-2558 - [c15]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 - [c14]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 - [c13]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 - [i21]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) - [i20]Ivan Vulic, Nikola Mrksic, Roi Reichart, Diarmuid Ó Séaghdha, Steve J. Young, Anna Korhonen:
Morph-fitting: Fine-Tuning Word Vector Spaces with Simple Language-Specific Rules. CoRR abs/1706.00377 (2017) - [i19]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) - [i18]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) - [i17]Ivan Vulic, Nikola Mrksic, Anna Korhonen:
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation. CoRR abs/1707.06945 (2017) - [i16]Ivan Vulic, Nikola Mrksic:
Specialising Word Vectors for Lexical Entailment. CoRR abs/1710.06371 (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) - 2016
- [c12]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 - [c11]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 - [c10]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 - [c9]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 - [c8]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 - [i14]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) - [i13]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) - [i12]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) - [i11]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) - [i10]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) - [i9]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) - [i8]Nikola Mrksic, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, Steve J. Young:
Neural Belief Tracker: Data-Driven Dialogue State Tracking. CoRR abs/1606.03777 (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
- [c7]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 - [c6]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 - [c5]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 - [c4]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 - [c3]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 - [c2]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 - [c1]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)
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