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We propose AnyTOD, an end-to-end, zero-shot task-oriented dialog (TOD) system capable of handling unseen tasks without task-specific training.
Unsupervised dialog structure learning
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COLLAGEN: A collaboration manager for software interface agents
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Few-shot natural language generation by rewriting templates
Mihir Kale and Abhinav Rastogi. 2020 · 2004
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The RavenClaw dialog management framework: Architecture and systems
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In-datacenter performance analysis of a tensor processing unit
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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, Ultes Stefan, Ramadan Osman, and Milica Gašić. 2018a · 2018
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Mihail Eric, Rahul Goel, Shachi Paul, Adarsh Kumar, Abhishek Sethi, Peter Ku, Anuj Kumar Goyal, Sanchit Agarwal, Shuyang Gao, and Dilek Hakkani-Tur. 2019 · 2019
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Robust Zero-Shot Cross-Domain slot filling with example values
Darsh J Shah, Raghav Gupta, Amir A Fayazi, and Dilek Hakkani-Tur. 2019 · 2019
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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
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Conversational semantic parsing for dialog state tracking
Jianpeng Cheng, Devang Agrawal, Hector Martinez Alonso, Shruti Bhargava, Joris Driesen, Federico Flego, Shaona Ghosh, Dain Kaplan, Dimitri Kartsaklis, Lin Li, Dhivya Piraviperumal, Jason D Williams, Hong Yu, Diarmuid O Seaghdha, and Anders Johannsen. 2020 · 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 · 2020
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NeuroLogic decoding: (un)supervised neural text generation with predicate logic constraints
Ximing Lu, Peter West, Rowan Zellers, Ronan Le Bras, Chandra Bhagavatula, and Yejin Choi. 2020 · 2020
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Task-Oriented dialogue as dataflow synthesis
Semantic Machines, Jacob Andreas, John Bufe, David Burkett, Charles Chen, Josh Clausman, Jean Crawford, Kate Crim, Jordan DeLoach, Leah Dorner, Jason Eisner, Hao Fang, Alan Guo, David Hall, Kristin Hayes, Kellie Hill, Diana Ho, Wendy Iwaszuk, Smriti Jha, Dan Klein, Jayant Krishnamurthy, Theo Lanman, Percy Liang, Christopher H Lin, Ilya Lintsbakh, Andy McGovern, Aleksandr Nisnevich, Adam Pauls, Dmitrij Petters, Brent Read, Dan Roth, Subhro Roy, Jesse Rusak, Beth Short, Div Slomin, Ben Snyder, Stephon Striplin, Yu Su, Zachary Tellman, Sam Thomson, Andrei Vorobev, Izabela Witoszko, Jason Wolfe, Abby Wray, Yuchen Zhang, and Alexander Zotov. 2020 · 2020
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STAR: A Schema-Guided dialog dataset for transfer learning
Johannes E M Mosig, Shikib Mehri, and Thomas Kober. 2020 · 2020
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SOLOIST: Building task bots at scale with transfer learning and machine teaching
Schema-guided paradigm for zero-shot dialog
Shikib Mehri and Maxine Eskenazi. 2021 · 2021
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CINS: Comprehensive instruction for few-shot learning in task-oriented dialog systems
Fei Mi, Yitong Li, Yasheng Wang, Xin Jiang, and Qun Liu. 2021 · 2021
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Shades of bleu, flavours of success: The case of multiwoz
Tomás Nekvinda and Ondrej Dusek. 2021 · 2021
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Maxwell Nye, Michael Henry Tessler, Joshua B Tenenbaum, and Brenden M Lake. 2021 · 2021
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Constrained language models yield few-shot semantic parsers
Richard Shin, Christopher Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, and Benjamin Van Durme. 2021 · 2021
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Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, and Jianfeng Gao. 2020 · 2020
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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 · 2020
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Discovering dialog structure graph for Open-Domain dialog generation
Jun Xu, Zeyang Lei, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, and Ting Liu. 2020 · 2020
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UBAR: Towards fully End-to-End Task-Oriented dialog systems with GPT-2
Yunyi Yang, Yunhao Li, and Xiaojun Quan. 2020 · 2020
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MultiWOZ 2.2 : A dialogue dataset with additional annotation corrections and state tracking baselines
Xiaoxue Zang, Abhinav Rastogi, Srinivas Sunkara, Raghav Gupta, Jianguo Zhang, and Jindong Chen. 2020 · 2020
Cited alongside, same era.
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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Wanwei He, Yinpei Dai, Yinhe Zheng, Yuchuan Wu, Zheng Cao, Dermot Liu, Peng Jiang, Min Yang, Fei Huang, Luo Si, Jian Sun, and Yongbin Li. 2021 · 2021
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Dialogue state tracking with a language model using Schema-Driven prompting
Chia-Hsuan Lee, Hao Cheng, and Mari Ostendorf. 2021 · 2021
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Leveraging slot descriptions for Zero-Shot Cross-Domain dialogue StateTracking
Zhaojiang Lin, Bing Liu, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Andrea Madotto, Eunjoon Cho, and Rajen Subba. 2021 · 2021
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TRIPS: An integrated intelligent problem-solving assistant
George Ferguson and James F Allen. 1998 · 2022
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Show, don’t tell: Demonstrations outperform descriptions for schema-guided task-oriented dialogue
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Scaling up models and data with t5x
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Mars: Semantic-aware contrastive learning for End-to-End Task-Oriented dialog
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Unsupervised slot schema induction for task-oriented dialog
Dian Yu, Mingqiu Wang, Yuan Cao, Izhak Shafran, Laurent El Shafey, and Hagen Soltau. 2022 · 2022
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Description-driven task-oriented dialog modeling
Jeffrey Zhao, Raghav Gupta, Yuan Cao, Dian Yu, Mingqiu Wang, Harrison Lee, Abhinav Rastogi, Izhak Shafran, and Yonghui Wu. 2022 · 2022
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