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Practical dialog systems need to deal with various knowledge sources, noisy user expressions, and the shortage of annotated data.
A repository of conversational datasets
Matthew Henderson, Paweł Budzianowski, Inigo Casanueva, Sam Coope, Daniela Gerz, Girish Kumar, Nikola Mrkšić, Georgios Spithourakis, Pei-Hao Su, Ivan Vulić, et al. 2019b · 1904
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Superglue: A stickier benchmark for general-purpose language understanding systems
Alex Wang, Yada Pruksachatkun, Nikita Nangia, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, and Samuel R Bowman. 2019a · 1905
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Pre-training with whole word masking for chinese bert
Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Ziqing Yang, Shijin Wang, and Guoping Hu. 2019 · 1906
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Structbert: incorporating language structures into pre-training for deep language understanding
Wei Wang, Bin Bi, Ming Yan, Chen Wu, Zuyi Bao, Jiangnan Xia, Liwei Peng, and Luo Si. 2019c · 1908
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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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Let’s go public! taking a spoken dialog system to the real world
Antoine Raux, Brian Langner, Dan Bohus, Alan W Black, and Maxine Eskenazi. 2005 · 2005
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Dialoglue: A natural language understanding benchmark for task-oriented dialogue
Shikib Mehri, Mihail Eric, and Dilek Hakkani-Tur. 2020 · 2009
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Star: A schema-guided dialog dataset for transfer learning
Johannes EM Mosig, Shikib Mehri, and Thomas Kober. 2020 · 2010
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Unsupervised modeling of twitter conversations
Alan Ritter, Colin Cherry, and William B Dolan. 2010 · 2010
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Spoken dialog challenge 2010: Comparison of live and control test results
Alan W Black, Susanne Burger, Alistair Conkie, Helen Hastie, Simon Keizer, Oliver Lemon, Nicolas Merigaud, Gabriel Parent, Gabriel Schubiner, Blaise Thomson, et al. 2011 · 2011
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Pomdp-based statistical spoken dialog systems: A review
Steve Young, Milica Gašić, Blaise Thomson, and Jason D Williams. 2013 · 2013
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The third dialog state tracking challenge
Matthew Henderson, Blaise Thomson, and Jason D Williams. 2014b · 2014
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Learning end-to-end goal-oriented dialog
Antoine Bordes and Jason Weston. 2017 · 2017
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PyDial: A multi-domain statistical dialogue system toolkit
Stefan Ultes, Lina M. Rojas-Barahona, Pei-Hao Su, David Vandyke, Dongho Kim, Iñigo Casanueva, Paweł Budzianowski, Nikola Mrkšić, Tsung-Hsien Wen, Milica Gašić, and Steve Young. 2017 · 2017
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A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, David Vandyke, Nikola Mrkšić, Milica Gašić, Lina M. Rojas-Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young. 2017 · 2017
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Hybrid code networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
Jason D. Williams, Kavosh Asadi, and Geoffrey Zweig. 2017 · 2017
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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
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Tracking of enriched dialog states for flexible conversational information access
Yinpei Dai, Zhijian Ou, Dawei Ren, and Pengfei Yu. 2018 · 2018
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Lina Rojas-Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford, and Milica Gasic. 2018 · 2018
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Towards building large scale multimodal domain-aware conversation systems
Amrita Saha, Mitesh Khapra, and Karthik Sankaranarayanan. 2018 · 2018
Cited alongside, same era.
Building a conversational agent overnight with dialogue self-play
Pararth Shah, Dilek Hakkani-Tür, Gokhan Tür, Abhinav Rastogi, Ankur Bapna, Neha Nayak, and Larry Heck. 2018 · 2018
Cited alongside, same era.
Modeling multi-turn conversation with deep utterance aggregation
Zhuosheng Zhang, Jiangtong Li, Pengfei Zhu, Hai Zhao, and Gongshen Liu. 2018 · 2018
Cited alongside, same era.
Simmc: Situated interactive multi-modal conversational data collection and evaluation platform
Paul A Crook, Shivani Poddar, Ankita De, Semir Shafi, David Whitney, Alborz Geramifard, and Rajen Subba. 2019 · 2019
Cited alongside, same era.
Induction networks for few-shot text classification
Ruiying Geng, Binhua Li, Yongbin Li, Xiaodan Zhu, Ping Jian, and Jian Sun. 2019 · 2019
Cited alongside, same era.
A large-scale chinese short-text conversation dataset
Yida Wang, Pei Ke, Yinhe Zheng, Kaili Huang, Yong Jiang, Xiaoyan Zhu, and Minlie Huang. 2020 · 2020
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TOD-BERT: Pre-trained natural language understanding for task-oriented dialogue
Chien-Sheng Wu, Steven C.H. Hoi, Richard Socher, and Caiming Xiong. 2020 · 2020
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CrossWOZ: A large-scale Chinese cross-domain task-oriented dialogue dataset
Qi Zhu, Kaili Huang, Zheng Zhang, Xiaoyan Zhu, and Minlie Huang. 2020 · 2020
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Action-based conversations dataset: A corpus for building more in-depth task-oriented dialogue systems
Derek Chen, Howard Chen, Yi Yang, Alexander Lin, and Zhou Yu. 2021 · 2021
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Emowoz: A large-scale corpus and labelling scheme for emotion in task-oriented dialogue systems
Shutong Feng, Nurul Lubis, Christian Geishauser, Hsien-chin Lin, Michael Heck, Carel van Niekerk, and Milica Gašić. 2021 · 2021
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Structured fusion networks for dialog
Shikib Mehri, Tejas Srinivasan, and Maxine Eskenazi. 2019 · 2019
Cited alongside, same era.
Language models are unsupervised multitask learners
Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, Ilya Sutskever, et al. 2019 · 2019
Cited alongside, same era.
Learning end-to-end goal-oriented dialog with maximal user task success and minimal human agent use
Janarthanan Rajendran, Jatin Ganhotra, and Lazaros C. Polymenakos. 2019 · 2019
Cited alongside, same era.
UER: An open-source toolkit for pre-training models
Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, and Xiaoyong Du. 2019 · 2019
Cited alongside, same era.
Learning low-resource end-to-end goal-oriented dialog for fast and reliable system deployment
Yinpei Dai, Hangyu Li, Chengguang Tang, Yongbin Li, Jian Sun, and Xiaodan Zhu. 2020 · 2020
Cited alongside, same era.
Dynamic memory induction networks for few-shot text classification
Ruiying Geng, Binhua Li, Yongbin Li, Jian Sun, and Xiaodan Zhu. 2020 · 2020
Cited alongside, same era.
TripPy: A triple copy strategy for value independent neural dialog state tracking
Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, and Milica Gasic. 2020 · 2020
Cited alongside, same era.
SIMMC 2.0: A task-oriented dialog dataset for immersive multimodal conversations
Satwik Kottur, Seungwhan Moon, Alborz Geramifard, and Babak Damavandi. 2021 · 2021
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Mmconv: An environment for multimodal conversational search across multiple domains
Lizi Liao, Le Hong Long, Zheng Zhang, Minlie Huang, and Tat-Seng Chua. 2021 · 2021
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Bitod: A bilingual multi-domain dataset for task-oriented dialogue modeling
Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, Peng Xu, Feijun Jiang, Yuxiang Hu, Chen Shi, and Pascale Fung. 2021 · 2021
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A survey on response selection for retrieval-based dialogues
Chongyang Tao, Jiazhan Feng, Rui Yan, Wei Wu, and Daxin Jiang. 2021 · 2021
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Novel slot detection: A benchmark for discovering unknown slot types in the task-oriented dialogue system
Yanan Wu, Zhiyuan Zeng, Keqing He, Hong Xu, Yuanmeng Yan, Huixing Jiang, and Weiran Xu. 2021 · 2021
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Ubar: Towards fully end-to-end task-oriented dialog systems with gpt-2
Yunyi Yang, Yunhao Li, and Xiaojun Quan. 2021 · 2021
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Nan Zhao, Haoran Li, Youzheng Wu, Xiaodong He, and Bowen Zhou. 2021 · 2021
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Allwoz: Towards multilingual task-oriented dialog systems for all
Lei Zuo, Kun Qian, Bowen Yang, and Zhou Yu. 2021 · 2021
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Globalwoz: Globalizing multiwoz to develop multilingual task-oriented dialogue systems
Bosheng Ding, Junjie Hu, Lidong Bing, Sharifah Mahani Aljunied, Shafiq Joty, Luo Si, and Chunyan Miao. 2022 · 2022
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Multi2woz: A robust multilingual dataset and conversational pretraining for task-oriented dialog
Chia-Chien Hung, Anne Lauscher, Ivan Vulić, Simone Paolo Ponzetto, and Goran Glavaš. 2022 · 2022
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Teach: Task-driven embodied agents that chat
Aishwarya Padmakumar, Jesse Thomason, Ayush Shrivastava, Patrick Lange, Anjali Narayan-Chen, Spandana Gella, Robinson Piramuthu, Gokhan Tur, and Dilek Hakkani-Tur. 2022 · 2022
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Speech-aware dialog systems technology challenge
Izhak Shafran, Mingqiu Wang, Abhinav Rastogi, and Hagen Soltau. 2022 · 2022
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Converse–a tree-based modular task-oriented dialogue system
Tian Xie, Xinyi Yang, Angela S Lin, Feihong Wu, Kazuma Hashimoto, Jin Qu, Young Mo Kang, Wenpeng Yin, Huan Wang, Semih Yavuz, et al. 2022 · 2022
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