Dial BeInfo for Faithfulness: Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning. - Razumovskaia, Evgeniia; Vulic, Ivan; Markovic, Pavle; Cichy, Tomasz; Zheng, Qian; Wen, Tsung-Hsien; Budzianowski, Pawel (2024)

Dial BeInfo for Faithfulness: Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning. - Razumovskaia, Evgeniia; Vulic, Ivan; Markovic, Pavle; Cichy, Tomasz; Zheng, Qian; Wen, Tsung-Hsien; Budzianowski, Pawel (CoRR, 2023)

Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders. - Vulic, Ivan; Casanueva, Iñigo; Spithourakis, Georgios; Mondal, Avishek; Wen, Tsung-Hsien; Budzianowski, Pawel (2022)

ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. - Vulic, Ivan; Su, Pei-Hao; Coope, Samuel; Gerz, Daniela; Budzianowski, Pawel; Casanueva, Iñigo; Mrksic, Nikola; Wen, Tsung-Hsien (2021)

Multilingual and Cross-Lingual Intent Detection from Spoken Data. - Gerz, Daniela; Su, Pei-Hao; Kusztos, Razvan; Mondal, Avishek; Lis, Michal; Singhal, Eshan; Mrksic, Nikola; Wen, Tsung-Hsien; Vulic, Ivan (2021)

Multilingual and Cross-Lingual Intent Detection from Spoken Data. - Gerz, Daniela; Su, Pei-Hao; Kusztos, Razvan; Mondal, Avishek; Lis, Michal; Singhal, Eshan; Mrksic, Nikola; Wen, Tsung-Hsien; Vulic, Ivan (CoRR, 2021)

ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. - Vulic, Ivan; Su, Pei-Hao; Coope, Sam; Gerz, Daniela; Budzianowski, Pawel; Casanueva, Iñigo; Mrksic, Nikola; Wen, Tsung-Hsien (CoRR, 2021)

Recurrent neural network language generation for spoken dialogue systems. - Wen, Tsung-Hsien; Young, Steve J. (Comput. Speech Lang., 2020)

ConveRT: Efficient and Accurate Conversational Representations from Transformers. - Henderson, Matthew; Casanueva, Iñigo; Mrksic, Nikola; Su, Pei-Hao; Wen, Tsung-Hsien; Vulic, Ivan (2020)

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: System Demonstrations, ACL 2020, Online, July 5-10, 2020 (Association for Computational Linguistics, 2020)

Training Neural Response Selection for Task-Oriented Dialogue Systems. - Henderson, Matthew; Vulic, Ivan; Gerz, Daniela; Casanueva, Iñigo; Budzianowski, Pawel; Coope, Sam; Spithourakis, Georgios; Wen, Tsung-Hsien; Mrksic, Nikola; Su, Pei-Hao (2019)

PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. - Henderson, Matthew; Vulic, Ivan; Casanueva, Iñigo; Budzianowski, Pawel; Gerz, Daniela; Coope, Sam; Spithourakis, Georgios; Wen, Tsung-Hsien; Mrksic, Nikola; Su, Pei-Hao (2019)

Data Collection and End-to-End Learning for Conversational AI. - Wen, Tsung-Hsien; Su, Pei-Hao; Budzianowski, Pawel; Casanueva, Iñigo; Vulic, Ivan (2019)

User-aware conversational agents. - Liao, Q. Vera; Shmueli-Scheuer, Michal; Wen, Tsung-Hsien (Shawn); Yu, Zhou (2019)

A Repository of Conversational Datasets. - Henderson, Matthew; Budzianowski, Pawel; Casanueva, Iñigo; Coope, Sam; Gerz, Daniela; Kumar, Girish; Mrksic, Nikola; Spithourakis, Georgios; Su, Pei-Hao; Vulic, Ivan; Wen, Tsung-Hsien (CoRR, 2019)

Training Neural Response Selection for Task-Oriented Dialogue Systems. - Henderson, Matthew; Vulic, Ivan; Gerz, Daniela; Casanueva, Iñigo; Budzianowski, Pawel; Coope, Sam; Spithourakis, Georgios; Wen, Tsung-Hsien; Mrksic, Nikola; Su, Pei-Hao (CoRR, 2019)

PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. - Henderson, Matthew; Vulic, Ivan; Casanueva, Iñigo; Budzianowski, Pawel; Gerz, Daniela; Coope, Sam; Spithourakis, Georgios; Wen, Tsung-Hsien; Mrksic, Nikola; Su, Pei-Hao (CoRR, 2019)

ConveRT: Efficient and Accurate Conversational Representations from Transformers. - Henderson, Matthew; Casanueva, Iñigo; Mrksic, Nikola; Su, Pei-Hao; Wen, Tsung-Hsien; Vulic, Ivan (CoRR, 2019)

Recurrent neural network language generation for dialogue systems. - Wen, Tsung-Hsien (2018)

Interactive Spoken Content Retrieval by Deep Reinforcement Learning. - Lee, Hung-yi; Chung, Pei-Hung; Wu, Yen-Chen; Lin, Tzu-Hsiang; Wen, Tsung-Hsien (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. - Budzianowski, Pawel; Wen, Tsung-Hsien; Tseng, Bo-Hsiang; Casanueva, Iñigo; Ultes, Stefan; Ramadan, Osman; Gasic, Milica (2018)

Latent Topic Conversational Models. - Wen, Tsung-Hsien; Luong, Minh-Thang (CoRR, 2018)

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. - Budzianowski, Pawel; Wen, Tsung-Hsien; Tseng, Bo-Hsiang; Casanueva, Iñigo; Ultes, Stefan; Ramadan, Osman; Gasic, Milica (CoRR, 2018)

Dialogue manager domain adaptation using Gaussian process reinforcement learning. - Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (Comput. Speech Lang., 2017)

Personalizing Recurrent-Neural-Network-Based Language Model by Social Network. - Lee, Hung-yi; Tseng, Bo-Hsiang; Wen, Tsung-Hsien; Tsao, Yu (IEEE ACM Trans. Audio Speech Lang. Process., 2017)

PyDial: A Multi-domain Statistical Dialogue System Toolkit. - Ultes, Stefan; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Vandyke, David; Kim, Dongho; Casanueva, Iñigo; Budzianowski, Pawel; Mrksic, Nikola; Wen, Tsung-Hsien; Gasic, Milica; Young, Steve J. (2017)

Neural Belief Tracker: Data-Driven Dialogue State Tracking. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Wen, Tsung-Hsien; Thomson, Blaise; Young, Steve J. (2017)

A Network-based End-to-End Trainable Task-oriented Dialogue System. - Wen, Tsung-Hsien; Vandyke, David; Mrksic, Nikola; Gasic, Milica; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Young, Steve J. (2017)

Latent Intention Dialogue Models. - Wen, Tsung-Hsien; Miao, Yishu; Blunsom, Phil; Young, Steve J. (2017)

Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning. - Ultes, Stefan; Budzianowski, Pawel; Casanueva, Iñigo; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Wen, Tsung-Hsien; Gasic, Milica; Young, Steve J. (2017)

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. - Ultes, Stefan; Budzianowski, Pawel; Casanueva, Iñigo; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Wen, Tsung-Hsien; Gasic, Milica; Young, Steve J. (2017)

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. - Budzianowski, Pawel; Ultes, Stefan; Su, Pei-Hao; Mrksic, Nikola; Wen, Tsung-Hsien; Casanueva, Iñigo; Rojas-Barahona, Lina Maria; Gasic, Milica (2017)

Latent Intention Dialogue Models. - Wen, Tsung-Hsien; Miao, Yishu; Blunsom, Phil; Young, Steve J. (CoRR, 2017)

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. - Budzianowski, Pawel; Ultes, Stefan; Su, Pei-Hao; Mrksic, Nikola; Wen, Tsung-Hsien; Casanueva, Iñigo; Rojas-Barahona, Lina Maria; Gasic, Milica (CoRR, 2017)

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. - Ultes, Stefan; Budzianowski, Pawel; Casanueva, Iñigo; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Wen, Tsung-Hsien; Gasic, Milica; Young, Steve J. (CoRR, 2017)

A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management. - Casanueva, Iñigo; Budzianowski, Pawel; Su, Pei-Hao; Mrksic, Nikola; Wen, Tsung-Hsien; Ultes, Stefan; Rojas-Barahona, Lina Maria; Young, Steve J.; Gasic, Milica (CoRR, 2017)

On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. - Su, Pei-Hao; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Ultes, Stefan; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (2016)

Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. - Rojas-Barahona, Lina Maria; Gasic, Milica; Mrksic, Nikola; Su, Pei-Hao; Ultes, Stefan; Wen, Tsung-Hsien; Young, Steve J. (2016)

Conditional Generation and Snapshot Learning in Neural Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Vandyke, David; Young, Steve J. (2016)

Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Vandyke, David; Young, Steve J. (2016)

Counter-fitting Word Vectors to Linguistic Constraints. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Thomson, Blaise; Gasic, Milica; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (2016)

Counter-fitting Word Vectors to Linguistic Constraints. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Thomson, Blaise; Gasic, Milica; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2016)

Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-hao; Vandyke, David; Young, Steve J. (CoRR, 2016)

A Network-based End-to-End Trainable Task-oriented Dialogue System. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Vandyke, David; Young, Steve J. (CoRR, 2016)

On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. - Su, Pei-Hao; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Ultes, Stefan; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2016)

Continuously Learning Neural Dialogue Management. - Su, Pei-Hao; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Ultes, Stefan; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2016)

Conditional Generation and Snapshot Learning in Neural Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Vandyke, David; Young, Steve J. (CoRR, 2016)

Neural Belief Tracker: Data-Driven Dialogue State Tracking. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Wen, Tsung-Hsien; Thomson, Blaise; Young, Steve J. (CoRR, 2016)

Dialogue manager domain adaptation using Gaussian process reinforcement learning. - Gasic, Milica; Mrksic, Nikola; Rojas-Barahona, Lina Maria; Su, Pei-Hao; Ultes, Stefan; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2016)

Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. - Rojas-Barahona, Lina Maria; Gasic, Milica; Mrksic, Nikola; Su, Pei-Hao; Ultes, Stefan; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2016)

Multi-domain Dialog State Tracking using Recurrent Neural Networks. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Thomson, Blaise; Gasic, Milica; Su, Pei-hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (2015)

Multi-domain dialogue success classifiers for policy training. - Vandyke, David; Su, Pei-hao; Gasic, Milica; Mrksic, Nikola; Wen, Tsung-Hsien; Young, Steve J. (2015)

Policy committee for adaptation in multi-domain spoken dialogue systems. - Gasic, Milica; Mrksic, Nikola; Su, Pei-hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (2015)

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Su, Pei-hao; Vandyke, David; Young, Steve J. (2015)

Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems. - Su, Pei-hao; Vandyke, David; Gasic, Milica; Kim, Dongho; Mrksic, Nikola; Wen, Tsung-Hsien; Young, Steve J. (2015)

Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. - Wen, Tsung-Hsien; Gasic, Milica; Kim, Dongho; Mrksic, Nikola; Su, Pei-Hao; Vandyke, David; Young, Steve J. (2015)

Learning Domain-Independent Dialogue Policies via Ontology Parameterisation. - Wang, Zhuoran; Wen, Tsung-Hsien; Su, Pei-Hao; Stylianou, Yannis (2015)

Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. - Su, Pei-Hao; Vandyke, David; Gasic, Milica; Mrksic, Nikola; Wen, Tsung-Hsien; Young, Steve J. (2015)

Multi-domain Dialog State Tracking using Recurrent Neural Networks. - Mrksic, Nikola; Séaghdha, Diarmuid Ó; Thomson, Blaise; Gasic, Milica; Su, Pei-hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2015)

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. - Wen, Tsung-Hsien; Gasic, Milica; Mrksic, Nikola; Su, Pei-hao; Vandyke, David; Young, Steve J. (CoRR, 2015)

Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. - Wen, Tsung-Hsien; Gasic, Milica; Kim, Dongho; Mrksic, Nikola; Su, Pei-hao; Vandyke, David; Young, Steve J. (CoRR, 2015)

Learning from Real Users: Rating Dialogue Success with Neural Networks for Reinforcement Learning in Spoken Dialogue Systems. - Su, Pei-hao; Vandyke, David; Gasic, Milica; Kim, Dongho; Mrksic, Nikola; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2015)

Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. - Su, Pei-hao; Vandyke, David; Gasic, Milica; Mrksic, Nikola; Wen, Tsung-Hsien; Young, Steve J. (CoRR, 2015)

Interactive spoken content retrieval by extended query model and continuous state space Markov Decision Process. - Wen, Tsung-Hsien; Lee, Hung-yi; Su, Pei-hao; Lee, Lin-Shan (2013)

A recursive dialogue game framework with optimal Policy offering personalized computer-assisted language learning. - Su, Pei-hao; Wang, Yow-Bang; Wen, Tsung-Hsien; Yu, Tien-han; Lee, Lin-Shan (2013)

Recurrent neural network based language model personalization by social network crowdsourcing. - Wen, Tsung-Hsien; Heidel, Aaron; Lee, Hung-yi; Tsao, Yu; Lee, Lin-Shan (2013)

Interactive Spoken Content Retrieval with Different Types of Actions Optimized By a Markov Decision Process. - Wen, Tsung-Hsien; Lee, Hung-yi; Lee, Lin-Shan (2012)

Improved semantic retrieval of spoken content by language models enhanced with acoustic similarity graph. - Lee, Hung-yi; Wen, Tsung-Hsien; Lee, Lin-Shan (2012)

Personalized language modeling by crowd sourcing with social network data for voice access of cloud applications. - Wen, Tsung-Hsien; Lee, Hung-yi; Chen, Tai-Yuan; Lee, Lin-Shan (2012)

Density-based microaggregation for statistical disclosure control. - Lin, Jun-Lin; Wen, Tsung-Hsien; Hsieh, Jui-Chien; Chang, Pei-Chann (Expert Syst. Appl., 2010)

Comparison of microaggregation approaches on anonymized data quality. - Lin, Jun-Lin; Chang, Pei-Chann; Liu, Julie Yu-Chih; Wen, Tsung-Hsien (Expert Syst. Appl., 2010)