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Task-oriented dialogue (ToD) benchmarks provide an important avenue to measure progress and develop better conversational agents.
Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu · 2002
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Learning end-to-end goal-oriented dialog
Antoine Bordes, Y-Lan Boureau, and Jason Weston · 2016
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Conditional generation and snapshot learning in neural dialogue systems
Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina M Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, and Steve Young · 2016
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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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Key-value retrieval networks for task-oriented dialogue
Mihail Eric and Christopher D Manning · 2017
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A copy-augmented sequence-to-sequence architecture gives good performance on task-oriented dialogue
Mihail Eric and Christopher D Manning · 2017
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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
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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 Gasic · 2018
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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
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Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, and Kate Crawford · 2018
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Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter · 2018
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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
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Graph convolutional network with sequential attention for goal-oriented dialogue systems
Suman Banerjee and Mitesh M Khapra · 2019
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Neural assistant: Joint action prediction, response generation, and latent knowledge reasoning
Arvind Neelakantan, Semih Yavuz, Sharan Narang, Vishaal Prasad, Ben Goodrich, Daniel Duckworth, Chinnadhurai Sankar, and Xifeng Yan · 2019
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Multi-level memory for task oriented dialogs
Revanth Gangi Reddy, Danish Contractor, Dinesh Raghu, and Sachindra Joshi · 2019
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Global-to-local memory pointer networks for task-oriented dialogue
Chien-Sheng Wu, Richard Socher, and Caiming Xiong · 2019
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Taskmaster-1: Toward a realistic and diverse dialog dataset
Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Daniel Duckworth, Semih Yavuz, Ben Goodrich, Amit Dubey, Andy Cedilnik, and Kyu-Young Kim · 2019
Star: A schema-guided dialog dataset for transfer learning
Johannes EM Mosig, Shikib Mehri, and Thomas Kober · 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
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Risawoz: A large-scale multi-domain wizard-of-oz dataset with rich semantic annotations for task-oriented dialogue modeling
Jun Quan, Shian Zhang, Qian Cao, Zizhong Li, and Deyi Xiong · 2020
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Attention-informed mixed-language training for zero-shot cross-lingual task-oriented dialogue systems
Zihan Liu, Genta Indra Winata, Zhaojiang Lin, Peng Xu, and Pascale Fung · 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
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Huggingface’s 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, et al · 2019
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Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset
Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta, and Pranav Khaitan · 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
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A simple language model for task-oriented dialogue
Ehsan Hosseini-Asl, Bryan McCann, Chien-Sheng Wu, Semih Yavuz, and Richard Socher · 2020
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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
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Mintl: Minimalist transfer learning for task-oriented dialogue systems
Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, and Pascale Fung · 2020
Cited alongside, same era.
Tickettalk: Toward human-level performance with end-to-end, transaction-based dialog systems
Bill Byrne, Karthik Krishnamoorthi, Saravanan Ganesh, and Mihir Sanjay Kale · 2020
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Multilingual denoising pre-training for neural machine translation
Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, and Luke Zettlemoyer · 2020
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Situated and interactive multimodal conversations
Seungwhan Moon, Satwik Kottur, Paul A Crook, Ankita De, Shivani Poddar, Theodore Levin, David Whitney, Daniel Difranco, Ahmad Beirami, Eunjoon Cho, et al · 2020
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Xpersona: Evaluating multilingual personalized chatbot
Zhaojiang Lin, Zihan Liu, Genta Indra Winata, Samuel Cahyawijaya, Andrea Madotto, Yejin Bang, Etsuko Ishii, and Pascale Fung · 2020
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Crossing the conversational chasm: A primer on multilingual task-oriented dialogue systems
Evgeniia Razumovskaia, Goran Glavaš, Olga Majewska, Anna Korhonen, and Ivan Vulić · 2021
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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
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Simmc 2.0: A task-oriented dialog dataset for immersive multimodal conversations
Satwik Kottur, Seungwhan Moon, Alborz Geramifard, and Babak Damavandi · 2021
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