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Task-oriented dialog (TOD) systems often require interaction with an external knowledge base to retrieve necessary entity (e.g., restaurant) information to support the response generation.
SOLOIST: few-shot task-oriented dialog with A single pre-trained auto-regressive model
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, and Jianfeng Gao. 2020 · 2005
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Agenda-based user simulation for bootstrapping a POMDP dialogue system
Jost Schatzmann, Blaise Thomson, Karl Weilhammer, Hui Ye, and Steve J. Young. 2007 · 2007
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Pomdp-based statistical spoken dialog systems: A review
Steve J. Young, Milica Gasic, Blaise Thomson, and Jason D. Williams. 2013 · 2013
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Key-value retrieval networks for task-oriented dialogue
Mihail Eric, Lakshmi Krishnan, Francois Charette, and Christopher D. Manning. 2017 · 2017
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A network-based end-to-end trainable task-oriented dialogue system
Tsung-Hsien Wen, David Vandyke, Nikola Mrksic, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, and Steve J. Young. 2017 · 2017
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Multiwoz - A large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gasic. 2018 · 2018
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Mem2seq: Effectively incorporating knowledge bases into end-to-end task-oriented dialog systems
Andrea Madotto, Chien-Sheng Wu, and Pascale Fung. 2018 · 2018
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Sequence-to-sequence learning for task-oriented dialogue with dialogue state representation
Haoyang Wen, Yijia Liu, Wanxiang Che, Libo Qin, and Ting Liu. 2018 · 2018
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BERT: pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Kb-transformer: Incorporating knowledge into end-to-end task-oriented dialog systems
Haihong E., Wenjing Zhang, and Meina Song. 2019 · 2019
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Structured fusion networks for dialog
Shikib Mehri, Tejas Srinivasan, and Maxine Eskénazi. 2019 · 2019
Cited alongside, same era.
Language models as knowledge bases?
Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, Patrick S. H. Lewis, Anton Bakhtin, Yuxiang Wu, and Alexander H. Miller. 2019 · 2019
Cited alongside, same era.
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
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.
Disentangling Language and Knowledge in Task-Oriented Dialogs
Dinesh Raghu, Nikhil Gupta, and Mausam. 2019 · 2019
Cited alongside, same era.
Multi-level memory for task oriented dialogs
Revanth Reddy, Danish Contractor, Dinesh Raghu, and Sachindra Joshi. 2019 · 2019
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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Learning knowledge bases with parameters for task-oriented dialogue systems
Andrea Madotto, Samuel Cahyawijaya, Genta Indra Winata, Yan Xu, Zihan Liu, Zhaojiang Lin, and Pascale Fung. 2020 · 2020
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Dynamic fusion network for multi-domain end-to-end task-oriented dialog
Libo Qin, Xiao Xu, Wanxiang Che, Yue Zhang, and Ting Liu. 2020 · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J. Liu. 2020 · 2020
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Autoregressive entity retrieval
Nicola De Cao, Gautier Izacard, Sebastian Riedel, and Fabio Petroni. 2021 · 2021
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Cited alongside, same era.
Global-to-local memory pointer networks for task-oriented dialogue
Chien-Sheng Wu, Richard Socher, and Caiming Xiong. 2019 · 2019
Cited alongside, same era.
Dualtkb: A dual learning bridge between text and knowledge base
Pierre L. Dognin, Igor Melnyk, Inkit Padhi, Cícero Nogueira dos Santos, and Payel Das. 2020 · 2020
Cited alongside, same era.
A simple language model for task-oriented dialogue
Ehsan Hosseini-Asl, Bryan McCann, Chien-Sheng Wu, Semih Yavuz, and Richard Socher. 2020 · 2020
Cited alongside, same era.
Hyknow: End-to-end task-oriented dialog modeling with hybrid knowledge management
Silin Gao, Ryuichi Takanobu, Wei Peng, Qun Liu, and Minlie Huang. 2021 · 2021
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Retrieve & memorize: Dialog policy learning with multi-action memory
Yunhao Li, Yunyi Yang, Xiaojun Quan, and Jianxing Yu. 2021 · 2021
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Don’t be contradicted with anything! ci-tod: Towards benchmarking consistency for task-oriented dialogue system
Libo Qin, Tianbao Xie, Shijue Huang, Qiguang Chen, Xiao Xu, and Wanxiang Che. 2021 · 2021
Later among the works it cites.
Ubar: Towards fully end-to-end task-oriented dialog system with gpt-2
Yunyi Yang, Yunhao Li, and Xiaojun Quan. 2021 · 2021
Later among the works it cites.