Nikola Mrksic

Publication Activity (10 Years)

Years Active: 2015-2021
Publications (10 Years): 62

Top Topics

Language Generation

Reinforcement Learning

Dialogue System

Top Venues

SIGDIAL Conference

Publications

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 (2021)
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)
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 (2021)
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)
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)
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 (2019)
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 (2019)
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 (2019)
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)
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)
Matthew Henderson, Iñigo Casanueva, Nikola Mrksic, Pei-Hao Su, Tsung-Hsien Wen, Ivan Vulic
ConveRT: Efficient and Accurate Conversational Representations from Transformers. CoRR (2019)
Pei-Hao Su, Nikola Mrksic, Iñigo Casanueva, Ivan Vulic
Deep Learning for Conversational AI. NAACL-HLT (Tutorial Abstracts) (2018)
Nikola Mrksic, Ivan Vulic
Fully Statistical Neural Belief Tracking. CoRR (2018)
Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources. CoRR (2018)
Edoardo Maria Ponti, Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization. CoRR (2018)
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)
Nikola Mrksic, Ivan Vulic
Fully Statistical Neural Belief Tracking. ACL (2) (2018)
Ivan Vulic, Nikola Mrksic
Specialising Word Vectors for Lexical Entailment. NAACL-HLT (2018)
Ivan Vulic, Goran Glavas, Nikola Mrksic, Anna Korhonen
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources. NAACL-HLT (2018)
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)
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)
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)
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)
Ivan Vulic, Nikola Mrksic, Anna Korhonen
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation. EMNLP (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)
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)
Ivan Vulic, Nikola Mrksic, Anna Korhonen
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation. CoRR (2017)
Nikola Mrksic, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, Steve J. Young
Neural Belief Tracker: Data-Driven Dialogue State Tracking. ACL (1) (2017)
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 (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)
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)
Ivan Vulic, Nikola Mrksic
Specialising Word Vectors for Lexical Entailment. 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)
Nikola Mrksic, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, Steve J. Young
Neural Belief Tracker: Data-Driven Dialogue State Tracking. CoRR (2016)
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)
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 (2015)
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)
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)
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)
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 (2015)
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)
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)
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 (2015)
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 (2015)
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 (2015)
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)