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The traditional Dialogue State Tracking (DST) problem aims to track user preferences and intents in user-agent conversations.
Mihail Eric, Rahul Goel, Shachi Paul, Adarsh Kumar, Abhishek Sethi, Peter Ku, Anuj Kumar Goyal, Sanchit Agarwal, Shuyang Gao, and Dilek Hakkani-Tur. 2019 · 1907
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A stack-propagation framework with token-level intent detection for spoken language understanding
Libo Qin, Wanxiang Che, Yangming Li, Haoyang Wen, and Ting Liu. 2019 · 1909
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Measuring nominal scale agreement among many raters
Joseph L Fleiss. 1971 · 1971
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Text tiling: Segmenting text into multi-paragraph subtopic passages
Marti A Hearst. 1997 · 1997
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A critique and improvement of an evaluation metric for text segmentation
Lev Pevzner and Marti A Hearst. 2002 · 2002
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Learning to classify intents and slot labels given a handful of examples
Jason Krone, Yi Zhang, and Mona Diab. 2020 · 2004
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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 · 2007
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Mintl: Minimalist transfer learning for task-oriented dialogue systems
Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, and Pascale Fung. 2020 · 2009
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Ting Han, Ximing Liu, Ryuichi Takanobu, Yixin Lian, Chongxuan Huang, Wei Peng, and Minlie Huang. 2020 · 2010
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Attention-based recurrent neural network models for joint intent detection and slot filling
Bing Liu and Ian Lane. 2016 · 2016
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Dialogue session segmentation by embedding-enhanced texttiling
Yiping Song, Lili Mou, Rui Yan, Li Yi, Zinan Zhu, Xiaohua Hu, and Ming Zhang. 2016 · 2016
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The dialog state tracking challenge series: A review
Jason D Williams, Antoine Raux, and Matthew Henderson. 2016 · 2016
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A joint model of intent determination and slot filling for spoken language understanding
Xiaodong Zhang and Houfeng Wang. 2016 · 2016
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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 · 2018
Cited alongside, same era.
Neural approaches to conversational ai
Jianfeng Gao, Michel Galley, and Lihong Li. 2018 · 2018
Cited alongside, same era.
Slot-gated modeling for joint slot filling and intent prediction
Chih-Wen Goo, Guang Gao, Yun-Kai Hsu, Chih-Li Huo, Tsung-Chieh Chen, Keng-Wei Hsu, and Yun-Nung Chen. 2018 · 2018
Cited alongside, same era.
Sequicity: Simplifying task-oriented dialogue systems with single sequence-to-sequence architectures
Wenqiang Lei, Xisen Jin, Min-Yen Kan, Zhaochun Ren, Xiangnan He, and Dawei Yin. 2018 · 2018
Cited alongside, same era.
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
Cited alongside, same era.
A co-interactive transformer for joint slot filling and intent detection
Libo Qin, Tailu Liu, Wanxiang Che, Bingbing Kang, Sendong Zhao, and Ting Liu. 2021 · 2021
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Improving unsupervised dialogue topic segmentation with utterance-pair coherence scoring
Linzi Xing and Giuseppe Carenini. 2021 · 2021
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Topic-aware multi-turn dialogue modeling
Yi Xu, Hai Zhao, and Zhuosheng Zhang. 2021 · 2021
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Fanghua Ye, Jarana Manotumruksa, and Emine Yilmaz. 2021 · 2021
Later among the works it cites.
In-context learning for few-shot dialogue state tracking
Yushi Hu, Chia-Hsuan Lee, Tianbao Xie, Tao Yu, Noah A. Smith, and Mari Ostendorf. 2022 · 2022
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Meta learning for few-shot joint intent detection and slot-filling
Hemanthage S Bhathiya and Uthayasanker Thayasivam. 2020 · 2020
Cited alongside, same era.
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
Cited alongside, same era.
Score: Pre-training for context representation in conversational semantic parsing
Tao Yu, Rui Zhang, Alex Polozov, Christopher Meek, and Ahmed Hassan Awadallah. 2020 · 2020
Cited alongside, same era.
Task-oriented dialog systems that consider multiple appropriate responses under the same context
Yichi Zhang, Zhijian Ou, and Zhou Yu. 2020 · 2020
Cited alongside, same era.
Han Liu, Feng Zhang, Xiaotong Zhang, Siyang Zhao, and Xianchao Zhang. 2021 · 2021
Cited alongside, same era.
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
Cited alongside, same era.
Value-agnostic conversational semantic parsing
Emmanouil Antonios Platanios, Adam Pauls, Subhro Roy, Yuchen Zhang, Alexander Kyte, Alan Guo, Sam Thomson, Jayant Krishnamurthy, Jason Wolfe, Jacob Andreas, and Dan Klein. 2021 · 2021
Cited alongside, same era.
Dialogue summaries as dialogue states (DS2), template-guided summarization for few-shot dialogue state tracking
Jamin Shin, Hangyeol Yu, Hyeongdon Moon, Andrea Madotto, and Juneyoung Park. 2022 · 2022
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Chain-of-thought prompting elicits reasoning in large language models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al. 2022 · 2022
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Dialogue topic segmentation via parallel extraction network with neighbor smoothing
Jinxiong Xia, Cao Liu, Jiansong Chen, Yuchen Li, Fan Yang, Xunliang Cai, Guanglu Wan, and Houfeng Wang. 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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Unsupervised dialogue topic segmentation with topic-aware utterance representation
Haoyu Gao, Rui Wang, Ting-En Lin, Yuchuan Wu, Min Yang, Fei Huang, and Yongbin Li. 2023 · 2023
Closest in time.
ChatGPT for zero-shot dialogue state tracking: A solution or an opportunity?
Michael Heck, Nurul Lubis, Benjamin Ruppik, Renato Vukovic, Shutong Feng, Christian Geishauser, Hsien-chin Lin, Carel van Niekerk, and Milica Gasic. 2023 · 2023
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Lost in the middle: How language models use long contexts
Nelson F Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang. 2023 · 2023
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