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Pre-trained models have proved to be powerful in enhancing task-oriented dialog systems.
Interpolation consistency training for semi-supervised learning
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A simple language model for task-oriented dialogue
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SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine Teaching
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The DIT++ taxonomy for functional dialogue markup
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Mintl: Minimalist transfer learning for task-oriented dialogue systems
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Dialoglue: A natural language understanding benchmark for task-oriented dialogue
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Towards an ISO standard for dialogue act annotation
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Probing task-oriented dialogue representation from language models
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Chameleons in Imagined Conversations: A New Approach to Understanding Coordination of Linguistic Style in Dialogs
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The second dialog state tracking challenge
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Frames: a corpus for adding memory to goal-oriented dialogue systems
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Key-value retrieval networks for task-oriented dialogue
Eric, M.; and Manning, C. D. 2017 · 2017
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Dailydialog: A manually labelled multi-turn dialogue dataset
Li, Y.; Su, H.; Shen, X.; Li, W.; Cao, Z.; and Niu, S. 2017 · 2017
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Neural Belief Tracker: Data-Driven Dialogue State Tracking
Mrki, N.; Séaghdha, D.; Wen, T. H.; Thomson, B.; and Young, S. 2017 · 2017
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LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization
Lubis, N.; Geishauser, C.; Heck, M.; Lin, H.-c.; Moresi, M.; van Niekerk, C.; and Gasic, M. 2020 · 2020
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Conversational Scaffolding: An Analogy-Based Approach to Response Prioritization in Open-Domain Dialogs
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Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset
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Ernie 2.0: A continual pre-training framework for language understanding
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Multi-Domain Dialogue Acts and Response Co-Generation
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Sample-efficient actor-critic reinforcement learning with supervised data for dialogue management
Su, P.-H.; Budzianowski, P.; Ultes, S.; Gasic, M.; 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 Gašić, M. 2018 · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2018 · 2018
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Talking to myself: self-dialogues as data for conversational agents
Fainberg, J.; Krause, B.; Dobre, M.; Damonte, M.; Kahembwe, E.; Duma, D.; Webber, B.; and Fancellu, F. 2018 · 2018
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Explicit state tracking with semi-supervision for neural dialogue generation
Jin, X.; Lei, W.; Ren, Z.; Chen, H.; Liang, S.; Zhao, Y.; and Yin, D. 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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Microsoft dialogue challenge: Building end-to-end task-completion dialogue systems
Li, X.; Wang, Y.; Sun, S.; Panda, S.; Liu, J.; and Gao, J. 2018 · 2018
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TOD-BERT: pre-trained natural language understanding for task-oriented dialogue
Wu, C.-S.; Hoi, S.; Socher, R.; and Xiong, C. 2020 · 2020
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SCoRe: Pre-Training for Context Representation in Conversational Semantic Parsing
Yu, T.; Zhang, R.; Polozov, A.; Meek, C.; and Awadallah, A. H. 2020 · 2020
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A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning
Zhang, Y.; Ou, Z.; Hu, M.; and Feng, J. 2020a · 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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Dialogpt: Large-scale generative pre-training for conversational response generation
Zhang, Y.; Sun, S.; Galley, M.; Chen, Y.-C.; Brockett, C.; Gao, X.; Gao, J.; Liu, J.; and Dolan, B. 2020b · 2020
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Chen, D.; Chen, H.; Yang, Y.; Lin, A.; and Yu, Z. 2021 · 2021
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Exploring simple siamese representation learning
Chen, X.; and He, K. 2021 · 2021
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Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking
Dai, Y.; Li, H.; Li, Y.; Sun, J.; Huang, F.; Si, L.; and Zhu, X. 2021 · 2021
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SimCSE: Simple Contrastive Learning of Sentence Embeddings
Gao, T.; Yao, X.; and Chen, D. 2021 · 2021
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Multi-goal multi-agent learning for task-oriented dialogue with bidirectional teacher–student learning
He, W.; Sun, Y.; Yang, M.; Ji, F.; Li, C.; and Xu, R. 2021 · 2021
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Domain State Tracking for a Simplified Dialogue System
Jeon, H.; and Lee, G. G. 2021 · 2021
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Augpt: Dialogue with pre-trained language models and data augmentation
Kulhánek, J.; Hudeček, V.; Nekvinda, T.; and Dušek, O. 2021 · 2021
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R-Drop: Regularized Dropout for Neural Networks
Liang, X.; Wu, L.; Li, J.; Wang, Y.; Meng, Q.; Qin, T.; Chen, W.; Zhang, M.; and Liu, T.-Y. 2021 · 2021
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Variational Latent-State GPT for Semi-supervised Task-Oriented Dialog Systems
Liu, H.; Cai, Y.; Lin, Z.; Ou, Z.; Huang, Y.; and Feng, J. 2021 · 2021
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Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System
Su, Y.; Shu, L.; Mansimov, E.; Gupta, A.; Cai, D.; Lai, Y.; and Zhang, Y. 2021 · 2021
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Transferable Dialogue Systems and User Simulators
Tseng, B.-H.; Dai, Y.; Kreyssig, F.; and Byrne, B. 2021 · 2021
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Modelling hierarchical structure between dialogue policy and natural language generator with option framework for task-oriented dialogue system
Wang, J.; Zhang, Y.; Kim, T.-K.; and Gu, Y. 2021 · 2021
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Dialogue-oriented Pre-training
Xu, Y.; and Zhao, H. 2021 · 2021
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An Investigation of Suitability of Pre-Trained Language Models for Dialogue Generation–Avoiding Discrepancies
Zeng, Y.; and Nie, J.-Y. 2021 · 2021
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