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Task-oriented dialogue systems aim at providing users with task-specific services.
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Overview of the Ninth Dialog System Technology Challenge: DSTC9
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Key-Value Retrieval Networks for Task-Oriented Dialogue. In Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue . 37–49
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A Network-based End-to-End Trainable Task-oriented Dialogue System. In Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers . 438–449
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MultiWOZ-A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing . 5016–5026
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Sequicity: Simplifying task-oriented dialogue systems with single sequence-to-sequence architectures. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) . 1437–1447
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MEM2Seq: Effectively Incorporating Knowledge Bases into End-to-end task-Oriented Dialog Systems. In ACL 2018-56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers) , Vol. 1. 1468
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Bootstrapping a neural conversational agent with dialogue self-play, crowdsourcing and on-line reinforcement learning. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 3 (Industry Papers) . 41–51
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Asking clarifying questions in open-domain information-seeking conversations. In Proceedings of the 42nd international acm sigir conference on research and development in information retrieval . 475–484
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Hello, It’s GPT-2-How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems. In Proceedings of the 3rd Workshop on Neural Generation and Translation . 15–22
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Controlling the Specificity of Clarification Question Generation. In Proceedings of the 2019 Workshop on Widening NLP . 53–56
Yang Trista Cao, Sudha Rao, and Hal Daumé III. 2019 · 2019
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Multiwoz 2.1: Multi-domain dialogue state corrections and state tracking baselines
Mihail Eric, Rahul Goel, Shachi Paul, Abhishek Sethi, Sanchit Agarwal, Shuyang Gao, and Dilek Hakkani-Tür. 2019 · 2019
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Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey. In 28th International Conference on Computational Linguistics . 480–496
Samuel Louvan and Bernardo Magnini. 2020 · 2020
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Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems. In Findings of the Association for Computational Linguistics: EMNLP 2020 . 2372–2394
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Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 34. 8689–8696
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Getting To Know You: User Attribute Extraction from Dialogues. In Proceedings of the 12th Language Resources and Evaluation Conference . 581–589
Chien-Sheng Wu, Andrea Madotto, Zhaojiang Lin, Peng Xu, and Pascale Fung. 2020 · 2020
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Answer-based Adversarial Training for Generating Clarification Questions. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) . 143–155
Sudha Rao and Hal Daumé III. 2019 · 2019
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Asking clarification questions in knowledge-based question answering. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) . 1618–1629
Jingjing Xu, Yuechen Wang, Duyu Tang, Nan Duan, Pengcheng Yang, Qi Zeng, Ming Zhou, and Xu Sun. 2019 · 2019
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Victor Zhong and Luke Zettlemoyer. 2019 · 2019
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doc2dial: A Goal-Oriented Document-Grounded Dialogue Dataset. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . 8118–8128
Song Feng, Hui Wan, Chulaka Gunasekara, Siva Patel, Sachindra Joshi, and Luis Lastras. 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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ClarQ: A large-scale and diverse dataset for Clarification Question Generation. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . 7296–7301
Vaibhav Kumar and Alan W Black. 2020 · 2020
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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . 7871–7880
Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Veselin Stoyanov, and Luke Zettlemoyer. 2020 · 2020
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Moss: End-to-end dialog system framework with modular supervision. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 34. 8327–8335
Weixin Liang, Youzhi Tian, Chengcai Chen, and Zhou Yu. 2020 · 2020
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Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing . 4473–4484
Mohammad Aliannejadi, Julia Kiseleva, Aleksandr Chuklin, Jeff Dalton, and Mikhail Burtsev. 2021 · 2021
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A Sequence-to-Sequence Approach to Dialogue State Tracking. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) . 1714–1725
Yue Feng, Yang Wang, and Hang Li. 2021 · 2021
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Ask what’s missing and what’s useful: Improving Clarification Question Generation using Global Knowledge. In Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . 4300–4312
Bodhisattwa Prasad Majumder, Sudha Rao, Michel Galley, and Julian McAuley. 2021 · 2021
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A cooperative memory network for personalized task-oriented dialogue systems with incomplete user profiles. In Proceedings of the Web Conference 2021 . 1552–1561
Jiahuan Pei, Pengjie Ren, and Maarten de Rijke. 2021 · 2021
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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 · 2021
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Learning implicit user profile for personalized retrieval-based chatbot. In Proceedings of the 30th ACM International Conference on Information & Knowledge Management . 1467–1477
Hongjin Qian, Zhicheng Dou, Yutao Zhu, Yueyuan Ma, and Ji-Rong Wen. 2021 · 2021
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UBAR: Towards Fully End-to-End Task-Oriented Dialog System with GPT-2. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 35. 14230–14238
Yunyi Yang, Yunhao Li, and Xiaojun Quan. 2021 · 2021
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Less is More: Learning to Refine Dialogue History for Personalized Dialogue Generation. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . 5808–5820
Hanxun Zhong, Zhicheng Dou, Yutao Zhu, Hongjin Qian, and Ji-Rong Wen. 2022 · 2022
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Interpretation of Natural Language Rules in Conversational Machine Reading. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP) . 2087–2097
Marzieh Saeidi, Max Bartolo, Patrick Lewis, Sameer Singh, Tim Rocktäschel, Mike Sheldon, Guillaume Bouchard, and Sebastian Riedel. 2018 · 2097
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