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This paper presents our task-oriented dialog system UBAR which models task-oriented dialogs on a dialog session level.
Global-to-local memory pointer networks for task-oriented dialogue
Wu, C.-S.; Socher, R.; and Xiong, C. 2019 · 1901
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HuggingFace’s Transformers: State-of-the-art Natural Language Processing
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Alternating Recurrent Dialog Model with Large-Scale Pre-Trained Language Models
Wu, Q.; Zhang, Y.; Li, Y.; and Yu, Z. 2019b · 1910
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Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking
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Bleu: a Method for Automatic Evaluation of Machine Translation
Papineni, K.; Roukos, S.; Ward, T.; and Zhu, W.-J. 2002 · 2002
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Few-shot Natural Language Generation for Task-Oriented Dialog
Peng, B.; Zhu, C.; Li, C.; Li, X.; Li, J.; Zeng, M.; and Gao, J. 2020b · 2002
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A neural probabilistic language model
Bengio, Y.; Ducharme, R.; Vincent, P.; and Janvin, C. 2003 · 2003
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Recent Advances and Challenges in Task-oriented Dialog System
Zhang, Z.; Takanobu, R.; Huang, M.; and Zhu, X. 2020b · 2003
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A Simple Language Model for Task-Oriented Dialogue
Hosseini-Asl, E.; McCann, B.; Wu, C.-S.; Yavuz, S.; and Socher, R. 2020 · 2005
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SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model
Peng, B.; Li, C.; Li, J.; Shayandeh, S.; Liden, L.; and Gao, J. 2020a · 2005
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A Controllable Model of Grounded Response Generation
Wu, Z.; Galley, M.; Brockett, C.; Zhang, Y.; Gao, X.; Quirk, C.; Koncel-Kedziorski, R.; Gao, J.; Hajishirzi, H.; Ostendorf, M.; and Dolan, B. 2020 · 2005
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Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering
Zhou, L.; and Small, K. 2019 · 2012
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Deep Neural Network Approach for the Dialog State Tracking Challenge
Henderson, M.; Thomson, B.; and Young, S. 2013 · 2013
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Word-Based Dialog State Tracking with Recurrent Neural Networks
Henderson, M.; Thomson, B.; and Young, S. 2014 · 2014
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Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
Wen, T.-H.; Gasic, M.; Mrkšić, N.; Su, P.-H.; Vandyke, D.; and Young, S. 2015 · 2015
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Incorporating copying mechanism in sequence-to-sequence learning
Gu, J.; Lu, Z.; Li, H.; and Li, V. O. 2016 · 2016
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Key-value retrieval networks for task-oriented dialogue
Eric, M.; and Manning, C. D. 2017 · 2017
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Attention is All You Need
Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, L.; and Polosukhin, I. 2017 · 2017
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Latent Intention Dialogue Models
Global-Locally Self-Attentive Encoder for Dialogue State Tracking
Zhong, V.; Xiong, C.; and Socher, R. 2018 · 2018
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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
Budzianowski, P.; and Vulić, I. 2019 · 2019
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Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention
Chen, W.; Chen, J.; Qin, P.; Yan, X.; and Wang, W. Y. 2019 · 2019
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
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MultiWOZ 2.1: A Consolidated Multi-Domain Dialogue Dataset with State Corrections and State Tracking Baselines
Eric, M.; Goel, R.; Paul, S.; Kumar, A.; Sethi, A.; Ku, P.; Goyal, A. K.; Agarwal, S.; Gao, S.; and Hakkani-Tur, D. 2019 · 2019
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Wen, T.-H.; Miao, Y.; Blunsom, P.; and Young, S. 2017 · 2017
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MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
Budzianowski, P.; Wen, T.-H.; Tseng, B.-H.; Casanueva, I.; Ultes, S.; Ramadan, O.; and Gasic, M. 2018 · 2018
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Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence Architectures
Lei, W.; Jin, X.; Kan, M.-Y.; Ren, Z.; He, X.; and Yin, D. 2018 · 2018
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End-to-End Learning of Task-Oriented Dialogs
Liu, B.; and Lane, I. 2018 · 2018
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Mem2seq: Effectively incorporating knowledge bases into end-to-end task-oriented dialog systems
Madotto, A.; Wu, C.-S.; and Fung, P. 2018 · 2018
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DEEP CONTEXTUALIZED WORD REPRESENTATIONS
Peters, M. E.; Neumann, M.; Iyyer, M.; Gardner, M.; Clark, C.; Lee, K.; and Zettlemoyer, L. 2018 · 2018
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Improving language understanding by generative pre-training
Radford, A.; Narasimhan, K.; Salimans, T.; and Sutskever, I. 2018 · 2018
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Structured Fusion Networks for Dialog
Mehri, S.; Srinivasan, T.; and Eskenazi, M. 2019 · 2019
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Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data
Peskov, D.; Clarke, N. E.; Krone, J.; Fodor, B.; Zhang, Y.; Youssef, A.; and Diab, M. T. 2019 · 2019
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Language models are unsupervised multitask learners
Radford, A.; Wu, J.; Child, R.; Luan, D.; Amodei, D.; and Sutskever, I. 2019 · 2019
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Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems
Wu, C.-S.; Madotto, A.; Hosseini-Asl, E.; Xiong, C.; Socher, R.; and Fung, P. 2019a · 2019
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Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models
Zhao, T.; Xie, K.; and Eskenazi, M. 2019 · 2019
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Schema-Guided Multi-Domain Dialogue State Tracking with Graph Attention Neural Networks
Chen, L.; Lv, B.; Wang, C.; Zhu, S.; Tan, B.; and Yu, K. 2020 · 2020
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End-to-End Neural Pipeline for Goal-Oriented Dialogue Systems using GPT-2
Ham, D.; Lee, J.-G.; Jang, Y.; and Kim, K.-E. 2020 · 2020
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Multi-Domain Dialogue Acts and Response Co-Generation
Wang, K.; Tian, J.; Wang, R.; Quan, X.; and Yu, J. 2020 · 2020
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Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context
Zhang, Y.; Ou, Z.; and Yu, Z. 2020 · 2020
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