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A challenge on Semi-Supervised and Reinforced Task-Oriented Dialog Systems, Co-located with EMNLP2022 SereTOD Workshop.
Semi-supervised learning literature survey
Xiaojin Zhu · 2006
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POMDP-based statistical spoken dialog systems: A review
Steve Young, Milica Gašić, Blaise Thomson, and Jason D Williams · 2013
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The dialog state tracking challenge series: A review
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An end-to-end trainable neural network model with belief tracking for task-oriented dialog
Bing Liu and Ian Lane · 2017
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Neural belief tracker: Data-driven dialogue state tracking
Nikola Mrkšić, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomson, and Steve Young · 2017
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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
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Neural user simulation for corpus-based policy optimisation of spoken dialogue systems
Florian Kreyssig, Iñigo Casanueva, Paweł Budzianowski, and Milica Gašić · 2018
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Sequicity: Simplifying task-oriented dialogue systems with single sequence-to-sequence architectures
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How to build user simulators to train RL-based dialog systems
Weiyan Shi, Kun Qian, Xuewei Wang, and Zhou Yu · 2019
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Lei Shu, Piero Molino, Mahdi Namazifar, Hu Xu, Bing Liu, Huaixiu Zheng, and Gökhan Tür · 2019
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Yunfu Song, Zhijian Ou, Zitao Liu, and Songfan Yang · 2020
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A probabilistic end-to-end task-oriented dialog model with latent belief states towards semi-supervised learning
Yichi Zhang, Zhijian Ou, Huixin Wang, and Junlan Feng · 2020
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Task-oriented dialog systems that consider multiple appropriate responses under the same context
Yichi Zhang, Zhijian Ou, and Zhou Yu · 2020
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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
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Variational latent-state GPT for semi-supervised task-oriented dialog systems
Hong Liu, Yucheng Cai, Zhenru Lin, Zhijian Ou, Yi Huang, and Junlan Feng · 2021
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Ehsan Hosseini-Asl, Bryan McCann, Chien-Sheng Wu, Semih Yavuz, and Richard Socher · 2020
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Beyond domain APIs: Task-oriented conversational modeling with unstructured knowledge access
Seokhwan Kim, Mihail Eric, Karthik Gopalakrishnan, Behnam Hedayatnia, Yang Liu, and Dilek Hakkani-Tur · 2020
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Revisiting Markovian generative architectures for efficient task-oriented dialog systems
Hong Liu, Yucheng Cai, Zhijian Ou, Yi Huang, and Junlan Feng · 2022
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