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There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations.
Multiwoz 2.1: Multi-domain dialogue state corrections and state tracking baselines
Mihail Eric, Rahul Goel, Shachi Paul, Abhishek Sethi, Sanchit Agarwal, Shuyag Gao, and Dilek Hakkani-Tur. 2019 · 1907
Earlier work this paper cites.
The eighth dialog system technology challenge
Seokhwan Kim, Michel Galley, R. Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, and Raghav Gupta. 2019 · 1911
Earlier work this paper cites.
Automatic evaluation environment for spoken dialogue systems
Masahiro Araki and Shuji Doshita. 1996 · 1996
Earlier work this paper cites.
User modeling for spoken dialogue system evaluation
Wieland Eckert, Esther Levin, and Roberto Pieraccini. 1997 · 1997
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Paradise: a framework for evaluating spoken dialogue agents
Marilyn A Walker, Diane J Litman, Candace A Kamm, and Alicia Abella. 1997 · 1997
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Dialogue act modeling for automatic tagging and recognition of conversational speech
Andreas Stolcke, Klaus Ries, Noah Coccaro, Elizabeth Shriberg, Rebecca Bates, Daniel Jurafsky, Paul Taylor, Rachel Martin, Carol Van Ess-Dykema, and Marie Meteer. 2000 · 2000
Earlier work this paper cites.
Empirical methods for evaluating dialog systems
Tim Paek. 2001 · 2001
Earlier work this paper cites.
Plato dialogue system: A flexible conversational ai research platform
Alexandros Papangelis, Mahdi Namazifar, Chandra Khatri, Yi-Chia Wang, Piero Molino, and Gokhan Tur. 2020 · 2001
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Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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Recent advances and challenges in task-oriented dialog system
Zheng Zhang, Ryuichi Takanobu, Minlie Huang, and Xiaoyan Zhu. 2020b · 2003
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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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Issues in predicting user satisfaction transitions in dialogues: individual differences, evaluation criteria, and prediction models
Ryuichiro Higashinaka, Yasuhiro Minami, Kohji Dohsaka, and Toyomi Meguro. 2010 · 2010
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On quality ratings for spoken dialogue systems–experts vs. users
Stefan Ultes, Alexander Schmitt, and Wolfgang Minker. 2013 · 2013
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The second dialog state tracking challenge
Matthew Henderson, Blaise Thomson, and Jason D Williams. 2014 · 2014
Earlier work this paper cites.
Interaction quality: assessing the quality of ongoing spoken dialog interaction by experts—and how it relates to user satisfaction
Alexander Schmitt and Stefan Ultes. 2015 · 2015
Earlier work this paper cites.
Semantically conditioned lstm-based natural language generation for spoken dialogue systems
Tsung-Hsien Wen, Milica Gasic, Nikola Mrkšić, Pei-Hao Su, David Vandyke, and Steve Young. 2015 · 2015
Earlier work this paper cites.
Recurrent polynomial network for dialogue state tracking with mismatched semantic parsers
Qizhe Xie, Kai Sun, Su Zhu, Lu Chen, and Kai Yu. 2015 · 2015
Cited alongside, same era.
Multi-domain joint semantic frame parsing using bi-directional rnn-lstm
Dilek Hakkani-Tür, Gökhan Tür, Asli Celikyilmaz, Yun-Nung Chen, Jianfeng Gao, Li Deng, and Ye-Yi Wang. 2016 · 2016
Cited alongside, same era.
Task lineages: Dialog state tracking for flexible interaction
Sungjin Lee and Amanda Stent. 2016 · 2016
Cited alongside, same era.
On-line active reward learning for policy optimisation in spoken dialogue systems
Pei-Hao Su, Milica Gasic, Nikola Mrkšić, Lina M Rojas Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, and Steve Young. 2016 · 2016
Cited alongside, same era.
Rasa: Open source language understanding and dialogue management
Tom Bocklisch, Joey Faulkner, Nick Pawlowski, and Alan Nichol. 2017 · 2017
Cited alongside, same era.
Global-locally self-attentive encoder for dialogue state tracking
Victor Zhong, Caiming Xiong, and Richard Socher. 2018 · 2018
Later among the works it cites.
Constrained decoding for neural nlg from compositional representations in task-oriented dialogue
Anusha Balakrishnan, Jinfeng Rao, Kartikeya Upasani, Michael White, and Rajen Subba. 2019 · 2019
Later among the works it cites.
Hello, it’s gpt-2-how can i help you? towards the use of pretrained language models for task-oriented dialogue systems
Paweł Budzianowski and Ivan Vulić. 2019 · 2019
Later among the works it cites.
Semantically conditioned dialog response generation via hierarchical disentangled self-attention
Wenhu Chen, Jianshu Chen, Pengda Qin, Xifeng Yan, and William Yang Wang. 2019 · 2019
Later among the works it cites.
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.
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Towards end-to-end reinforcement learning of dialogue agents for information access
Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmad, and Li Deng. 2017 · 2017
Cited alongside, same era.
Composite task-completion dialogue policy learning via hierarchical deep reinforcement learning
Baolin Peng, Xiujun Li, Lihong Li, Jianfeng Gao, Asli Celikyilmaz, Sungjin Lee, and Kam-Fai Wong. 2017 · 2017
Cited alongside, same era.
Pydial: A multi-domain statistical dialogue system toolkit
Stefan Ultes, Lina M Rojas Barahona, Pei-Hao Su, David Vandyke, Dongho Kim, Inigo Casanueva, Paweł Budzianowski, Nikola Mrkšić, Tsung-Hsien Wen, Milica Gasic, et al. 2017 · 2017
Cited alongside, same era.
A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, David Vandyke, Nikola Mrkšić, Milica Gasic, Lina M Rojas Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young. 2017 · 2017
Cited alongside, same era.
Hybrid code networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
Jason D Williams, Kavosh Asadi Atui, and Geoffrey Zweig. 2017 · 2017
Cited alongside, same era.
Joint extraction of entities and relations based on a novel tagging scheme
Suncong Zheng, Feng Wang, Hongyun Bao, Yuexing Hao, Peng Zhou, and Bo Xu. 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 Gasic. 2018 · 2018
Cited alongside, same era.
Structured fusion networks for dialog
Shikib Mehri, Tejas Srinivasan, and Maxine Eskenazi. 2019 · 2019
Later among the works it cites.
Multi-task networks with universe, group, and task feature learning
Shiva Pentyala, Mengwen Liu, and Markus Dreyer. 2019 · 2019
Later among the works it cites.
Entity-consistent end-to-end task-oriented dialogue system with kb retriever
Libo Qin, Yijia Liu, Wanxiang Che, Haoyang Wen, Yangming Li, and Ting Liu. 2019 · 2019
Later among the works it cites.
Scalable and accurate dialogue state tracking via hierarchical sequence generation
Liliang Ren, Jianmo Ni, and Julian McAuley. 2019 · 2019
Later among the works it cites.
Guided dialog policy learning: Reward estimation for multi-domain task-oriented dialog
Ryuichi Takanobu, Hanlin Zhu, and Minlie Huang. 2019 · 2019
Later among the works it cites.
Transferable multi-domain state generator for task-oriented dialogue systems
Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, Caiming Xiong, Richard Socher, and Pascale Fung. 2019 · 2019
Later among the works it cites.
Rethinking action spaces for reinforcement learning in end-to-end dialog agents with latent variable models
Tiancheng Zhao, Kaige Xie, and Maxine Eskenazi. 2019 · 2019
Later among the works it cites.
Results of the multi-domain task-completion dialog challenge
Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, and Mahmoud Adada. 2020 · 2020
Closest in time.
Multi-agent task-oriented dialog policy learning with role-aware reward decomposition
Ryuichi Takanobu, Runze Liang, and Minlie Huang. 2020 · 2020
Closest in time.
Convlab-2: An open-source toolkit for building, evaluating, and diagnosing dialogue systems
Qi Zhu, Zheng Zhang, Yan Fang, Xiang Li, Ryuichi Takanobu, Jinchao Li, Baolin Peng, Jianfeng Gao, Xiaoyan Zhu, and Minlie Huang. 2020 · 2020
Closest in time.
Dialogue learning with human teaching and feedback in end-to-end trainable task-oriented dialogue systems
Bing Liu, Gokhan Tur, Dilek Hakkani-Tur, Pararth Shah, and Larry Heck. 2018 · 2069
Closest in time.