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Learning with minimal data is one of the key challenges in the development of practical, production-ready goal-oriented dialogue systems.
Long short-term memory
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Incorporating non-local information into information extraction systems by gibbs sampling
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ImageNet: A Large-Scale Hierarchical Image Database
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Dylan: Parser for dynamic syntax
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The third dialog state tracking challenge
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Adam: A method for stochastic optimization
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End-to-end memory networks
Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, and Rob Fergus. 2015 · 2015
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Bootstrapping incremental dialogue systems: using linguistic knowledge to learn from minimal data
Dimitrios Kalatzis, Arash Eshghi, and Oliver Lemon. 2016 · 2016
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Key-value retrieval networks for task-oriented dialogue
Mihail Eric, Lakshmi Krishnan, Francois Charette, and Christopher D. Manning. 2017 · 2017
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Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars
Arash Eshghi, Igor Shalyminov, and Oliver Lemon. 2017 · 2017
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Why we need new evaluation metrics for nlg
Jekaterina Novikova, Ondrej Dusek, Amanda Cercas-Curry, and Verena Rieser. 2017 · 2017
Latent intention dialogue models
Tsung-Hsien Wen, Yishu Miao, Phil Blunsom, and Steve J. Young. 2017 · 2017
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BERT: pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
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Proceedings of the 19th Annual SIGdial Meeting on Discourse and Dialogue, Melbourne, Australia, July 12-14, 2018 . Association for Computational Linguistics
Kazunori Komatani, Diane J. Litman, Kai Yu, Lawrence Cavedon, Mikio Nakano, and Alex Papangelis, editors. 2018 · 2018
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Deep contextualized word representations
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer. 2018 · 2018
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Addressing objects and their relations: The conversational entity dialogue model
Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yen-Chen Wu, Steve J. Young, and Milica Gasic. 2018 · 2018
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Lightweight multilingual entity extraction and linking
Aasish Pappu, Roi Blanco, Yashar Mehdad, Amanda Stent, and Kapil Thadani. 2017 · 2017
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Challenging neural dialogue models with natural data: Memory networks fail on incremental phenomena
Igor Shalyminov, Arash Eshghi, and Oliver Lemon. 2017 · 2017
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Zero-shot dialog generation with cross-domain latent actions
Tiancheng Zhao and Maxine Eskénazi. 2018 · 2018
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Unsupervised discrete sentence representation learning for interpretable neural dialog generation
Tiancheng Zhao, Kyusong Lee, and Maxine Eskénazi. 2018 · 2018
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Multi-domain task-completion dialog challenge
Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, and Xiujun Li. 2019 · 2019
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