Tsung-Hsien Wen

Publication Activity (10 Years)

Years Active: 2010-2023
Publications (10 Years): 46

Top Topics

Reinforcement Learning

Language Generation

Dialogue System

Top Venues

SIGDIAL Conference

Publications

Evgeniia Razumovskaia, Ivan Vulic, Pavle Markovic, Tomasz Cichy, Qian Zheng, Tsung-Hsien Wen, Pawel Budzianowski
Dial BeInfo for Faithfulness: Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning. CoRR (2023)
Ivan Vulic, Iñigo Casanueva, Georgios Spithourakis, Avishek Mondal, Tsung-Hsien Wen, Pawel Budzianowski
Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders. EMNLP (2022)
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)
Tsung-Hsien Wen, Steve J. Young
Recurrent neural network language generation for spoken dialogue systems. Comput. Speech Lang. 63 (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)
Tsung-Hsien Wen, Pei-Hao Su, Pawel Budzianowski, Iñigo Casanueva, Ivan Vulic
Data Collection and End-to-End Learning for Conversational AI. EMNLP/IJCNLP (2) (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)
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)
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 (2018)
Tsung-Hsien Wen, Minh-Thang Luong
Latent Topic Conversational Models. CoRR (2018)
Hung-yi Lee, Pei-Hung Chung, Yen-Chen Wu, Tzu-Hsiang Lin, Tsung-Hsien Wen
Interactive Spoken Content Retrieval by Deep Reinforcement Learning. IEEE ACM Trans. Audio Speech Lang. Process. 26 (12) (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)
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)
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)
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)
Tsung-Hsien Wen, Yishu Miao, Phil Blunsom, Steve J. Young
Latent Intention Dialogue Models. ICML (2017)
Tsung-Hsien Wen, Yishu Miao, Phil Blunsom, Steve J. Young
Latent Intention Dialogue Models. 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)
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)
Hung-yi Lee, Bo-Hsiang Tseng, Tsung-Hsien Wen, Yu Tsao
Personalizing Recurrent-Neural-Network-Based Language Model by Social Network. IEEE ACM Trans. Audio Speech Lang. Process. 25 (3) (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)
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)
Zhuoran Wang, Tsung-Hsien Wen, Pei-Hao Su, Yannis Stylianou
Learning Domain-Independent Dialogue Policies via Ontology Parameterisation. SIGDIAL Conference (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)
Tsung-Hsien Wen, Aaron Heidel, Hung-yi Lee, Yu Tsao, Lin-Shan Lee
Recurrent neural network based language model personalization by social network crowdsourcing. INTERSPEECH (2013)
Pei-hao Su, Yow-Bang Wang, Tsung-Hsien Wen, Tien-han Yu, Lin-Shan Lee
A recursive dialogue game framework with optimal Policy offering personalized computer-assisted language learning. INTERSPEECH (2013)
Tsung-Hsien Wen, Hung-yi Lee, Pei-hao Su, Lin-Shan Lee
Interactive spoken content retrieval by extended query model and continuous state space Markov Decision Process. ICASSP (2013)
Tsung-Hsien Wen, Hung-yi Lee, Tai-Yuan Chen, Lin-Shan Lee
Personalized language modeling by crowd sourcing with social network data for voice access of cloud applications. SLT (2012)
Hung-yi Lee, Tsung-Hsien Wen, Lin-Shan Lee
Improved semantic retrieval of spoken content by language models enhanced with acoustic similarity graph. SLT (2012)
Tsung-Hsien Wen, Hung-yi Lee, Lin-Shan Lee
Interactive Spoken Content Retrieval with Different Types of Actions Optimized By a Markov Decision Process. INTERSPEECH (2012)
Jun-Lin Lin, Pei-Chann Chang, Julie Yu-Chih Liu, Tsung-Hsien Wen
Comparison of microaggregation approaches on anonymized data quality. Expert Syst. Appl. 37 (12) (2010)
Jun-Lin Lin, Tsung-Hsien Wen, Jui-Chien Hsieh, Pei-Chann Chang
Density-based microaggregation for statistical disclosure control. Expert Syst. Appl. 37 (4) (2010)