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User simulators (USs) are commonly used to train task-oriented dialogue systems (DSs) via reinforcement learning.
User modeling for spoken dialogue system evaluation
Wieland Eckert, Esther Levin, and Roberto Pieraccini. 1997 · 1997
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Automatic learning of dialogue strategy using dialogue simulation and reinforcement learning
Konrad Scheffler and Steve Young. 2002 · 2002
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Human-computer dialogue simulation using hidden markov models
Heriberto Cuayáhuitl, Steve Renals, Oliver Lemon, and Hiroshi Shimodaira. 2005 · 2005
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Quantitative evaluation of user simulation techniques for spoken dialogue systems
Jost Schatzmann, Kallirroi Georgila, and Steve Young. 2005 · 2005
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Effects of the user model on simulation-based learning of dialogue strategies
Jost Schatztnann, Matthew N Stuttle, Karl Weilhammer, and Steve Young. 2005 · 2005
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User simulation for spoken dialogue systems: Learning and evaluation
Kallirroi Georgila, James Henderson, and Oliver Lemon. 2006 · 2006
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A survey of statistical user simulation techniques for reinforcement-learning of dialogue management strategies
Jost Schatzmann, Karl Weilhammer, Matt Stuttle, and Steve Young. 2006 · 2006
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Agenda-based user simulation for bootstrapping a POMDP dialogue system
Jost Schatzmann, Blaise Thomson, Karl Weilhammer, Hui Ye, and Steve Young. 2007 · 2007
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A comprehensive reinforcement learning framework for dialogue management optimization
Lucie Daubigney, Matthieu Geist, Senthilkumar Chandramohan, and Olivier Pietquin. 2012 · 2012
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Generative goal-driven user simulation for dialog management
Aciel Eshky, Ben Allison, and Mark Steedman. 2012 · 2012
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Semantically conditioned LSTM-based natural language generation for spoken dialogue systems
Tsung-Hsien Wen, Milica Gašić, Nikola Mrkšić, Pei-Hao Su, David Vandyke, and Steve Young. 2015 · 2015
Cited alongside, same era.
A sequence-to-sequence model for user simulation in spoken dialogue systems
Layla El Asri, Jing He, and Kaheer Suleman. 2016 · 2016
Cited alongside, same era.
Neural belief tracker: Data-driven dialogue state tracking
Nikola Mrkšić, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, and Steve Young. 2017 · 2017
Cited alongside, same era.
Proximal policy optimization algorithms
John Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, and Oleg Klimov. 2017 · 2017
Cited alongside, same era.
MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling
Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gašić. 2018 · 2018
Cited alongside, same era.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Later among the works it cites.
Bart: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension
Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Veselin Stoyanov, and Luke Zettlemoyer. 2020 · 2020
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Few-shot natural language generation for task-oriented dialog
Baolin Peng, Chenguang Zhu, Chunyuan Li, Xiujun Li, Jinchao Li, Michael Zeng, and Jianfeng Gao. 2020 · 2020
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Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Rémi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander M. Rush. 2020 · 2020
Later among the works it cites.
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems
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User modeling for task oriented dialogues
Izzeddin Gür, Dilek Hakkani-Tür, Gokhan Tür, and Pararth Shah. 2018 · 2018
Cited alongside, same era.
Neural user simulation for corpus-based policy optimisation of spoken dialogue systems
Florian Kreyssig, Iñigo Casanueva, Paweł Budzianowski, and Milica Gašić. 2018 · 2018
Cited alongside, same era.
Dialcrowd: A toolkit for easy dialog system assessment
Kyusong Lee, Tiancheng Zhao, Alan W Black, and Maxine Eskenazi. 2018 · 2018
Cited alongside, same era.
A call for clarity in reporting BLEU scores
Matt Post. 2018 · 2018
Cited alongside, same era.
Texygen: A benchmarking platform for text generation models
Yaoming Zhu, Sidi Lu, Lei Zheng, Jiaxian Guo, Weinan Zhang, Jun Wang, and Yong Yu. 2018 · 2018
Cited alongside, same era.
Qi Zhu, Zheng Zhang, Yan Fang, Xiang Li, Ryuichi Takanobu, Jinchao Li, Baolin Peng, Jianfeng Gao, Xiaoyan Zhu, and Minlie Huang. 2020 · 2020
Later among the works it cites.
Domain-independent user simulation with transformers for task-oriented dialogue systems
Hsien-chin Lin, Nurul Lubis, Songbo Hu, Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, and Milica Gasic. 2021 · 2021
Later among the works it cites.
Soloist: Building task bots at scale with transfer learning and machine teaching
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, and Jianfeng Gao. 2021 · 2021
Later among the works it cites.
Transferable dialogue systems and user simulators
Bo-Hsiang Tseng, Yinpei Dai, Florian Kreyssig, and Bill Byrne. 2021 · 2021
Later among the works it cites.
Dialcrowd 2.0: A quality-focused dialog system crowdsourcing toolkit
Jessica Huynh, Ting-Rui Chiang, Jeffrey Bigham, and Maxine Eskenazi. 2022 · 2022
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Sgd-x: A benchmark for robust generalization in schema-guided dialogue systems
Harrison Lee, Raghav Gupta, Abhinav Rastogi, Yuan Cao, Bin Zhang, and Yonghui Wu. 2022 · 2022
Closest in time.