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We present a fast and scalable architecture called Explicit Modular Decomposition (EMD), in which we incorporate both classification-based and extraction-based methods and design four modules (for classification and sequence labelling) to jointly extract dialogue states.
BERT for joint intent classification and slot filling
Qian Chen, Zhu Zhuo, and Wen Wang. 2019 · 1902
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Multi-lingual intent detection and slot filling in a joint bert-based model
Giuseppe Castellucci, Valentina Bellomaria, Andrea Favalli, and Raniero Romagnoli. 2019 · 1907
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Find or classify? dual strategy for slot-value predictions on multi-domain dialog state tracking
Jianguo Zhang, Kazuma Hashimoto, Chien-Sheng Wu, Yao Wan, Philip S. Yu, Richard Socher, and Caiming Xiong. 2019 · 1910
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Global-Locally Self-Attentive Encoder for Dialogue State Tracking
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Steve Young, Milica Gašić, Blaise Thomson, and Jason D Williams. 2013 · 2013
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The second dialog state tracking challenge
Matthew Henderson, Blaise Thomson, and Jason D Williams. 2014 · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2014 · 2014
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Multiwoz - A large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
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Osman Ramadan, Pawel Budzianowski, and Milica Gasic. 2018 · 2018
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Liliang Ren, Kaige Xie, Lu Chen, and Kai Yu. 2018 · 2018
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BERT-DST: scalable end-to-end dialogue state tracking with bidirectional encoder representations from transformer
Guan-Lin Chao and Ian Lane. 2019 · 2019
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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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A dual-attention hierarchical recurrent neural network for dialogue act classification
Ruizhe Li, Chenghua Lin, Matthew Collinson, Xiao Li, and Guanyi Chen. 2019 · 2019
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Multi-task deep neural networks for natural language understanding
Xiaodong Liu, Pengcheng He, Weizhu Chen, and Jianfeng Gao. 2019 · 2019
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Scalable and accurate dialogue state tracking via hierarchical sequence generation
Liliang Ren, Jianmo Ni, and Julian McAuley. 2019 · 2019
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GLUE: A multi-task benchmark and analysis platform for natural language understanding
Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, and Samuel R. Bowman. 2019 · 2019
Later among the works it cites.
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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