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Currently, open-domain generative dialog systems have attracted considerable attention in academia and industry.
Dropout: a simple way to prevent neural networks from overfitting
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Long Short-Term Memory
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Neural Machine Translation by Jointly Learning to Align and Translate
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Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Kyunghyun Cho, Bart van Merrienboer, Çaglar Gülçehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
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Sequence to Sequence Learning with Neural Networks. In NIPS
Ilya Sutskever, Oriol Vinyals, and Quoc V. Le. 2014 · 2014
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Generating Sentences from a Continuous Space. In CoNLL
Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Józefowicz, and Samy Bengio. 2015 · 2015
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A Diversity-Promoting Objective Function for Neural Conversation Models
Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao, and William B. Dolan. 2015 · 2015
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Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models. In AAAI
Iulian Serban, Alessandro Sordoni, Yoshua Bengio, Aaron C. Courville, and Joelle Pineau. 2015 · 2015
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Neural Responding Machine for Short-Text Conversation. In ACL
Lifeng Shang, Zhengdong Lu, and Hang Li. 2015 · 2015
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Chia-Wei Liu, Ryan Lowe, Iulian Serban, Michael Noseworthy, Laurent Charlin, and Joelle Pineau. 2016 · 2016
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A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues. In AAAI
Iulian Serban, Alessandro Sordoni, Ryan Lowe, Laurent Charlin, Joelle Pineau, Aaron C. Courville, and Yoshua Bengio. 2016 · 2016
Cited alongside, same era.
DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset. In IJCNLP
Yanran Li, Hui Su, Xiaoyu Shen, Wenjie Li, Ziqiang Cao, and Shuzi Niu. 2017 · 2017
Cited alongside, same era.
RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems
Chongyang Tao, Lili Mou, Dongyan Zhao, and Rui Yan. 2017 · 2017
Cited alongside, same era.
How to Make Context More Useful? An Empirical Study on Context-Aware Neural Conversational Models. In ACL
Zhiliang Tian, Rui Yan, Lili Mou, Yiping Song, Yansong Feng, and Dongyan Zhao. 2017 · 2017
Cited alongside, same era.
Attention is All you Need. In NIPS
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Cited alongside, same era.
Audio Visual Scene-Aware Dialog
Huda AlAmri, Vincent Cartillier, Abhishek Das, Jue Wang, Stefan Lee, Pip Anderson, Irfan Essa, Devi Parikh, Dhruv Batra, Anoop Cherian, Tim K. Marks, and Chiori Hori. 2019 · 2019
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Better Automatic Evaluation of Open-Domain Dialogue Systems with Contextualized Embeddings
Sarik Ghazarian, Johnny Tian-Zheng Wei, Aram Galstyan, and Nanyun Peng. 2019 · 2019
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Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset. In ACL
Hannah Rashkin, Eric Michael Smith, Margaret Li, and Y-Lan Boureau. 2019 · 2019
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Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study. In ACL
Chinnadhurai Sankar, S. Subramanian, Christopher Joseph Pal, A. P. Sarath Chandar, and Yoshua Bengio. 2019 · 2019
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Dynamic Working Memory for Context-Aware Response Generation
Zhen Xu, Chengjie Sun, Yinong Long, Bingquan Liu, Baoxun Wang, Mingjiang Wang, Min Zhang, and Xiaolong Wang. 2019 · 2019
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Hierarchical Recurrent Attention Network for Response Generation
Chen Xing, Wei Yu Wu, Yu Wu, Ming Zhou, Yalou Huang, and Wei-Ying Ma. 2017 · 2017
Cited alongside, same era.
Hierarchical Variational Memory Network for Dialogue Generation. In WWW
Hongshen Chen, Zhaochun Ren, Jiliang Tang, Yihong Eric Zhao, and Dawei Yin. 2018 · 2018
Cited alongside, same era.
Sharp Nearby, Fuzzy Far Away: How Neural Language Models Use Context. In ACL
Urvashi Khandelwal, He He, Peng Qi, and Dan Jurafsky. 2018 · 2018
Cited alongside, same era.
Chat More: Deepening and Widening the Chatting Topic via A Deep Model. In SIGIR ’18
Wenjie Wang, Minlie Huang, Xin-Shun Xu, Fumin Shen, and Liqiang Nie. 2018 · 2018
Cited alongside, same era.
Commonsense Knowledge Aware Conversation Generation with Graph Attention. In IJCAI
Hao Zhou, Tom Young, Minlie Huang, Haizhou Zhao, Jingfang Xu, and Xiaoyan Zhu. 2018 · 2018
Cited alongside, same era.
ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation. In ACL
Hemmg Zhang, Yanyan Lan, Liang Pang, Jiafeng Guo, and Xueqi Cheng. 2019b
Cited in the paper.
Personalizing Dialogue Agents: I have a dog, do you have pets too?. In ACL
Saizheng Zhang, Emily Dinan, Jack Urbanek, Arthur Szlam, Douwe Kiela, and Jason Weston. 2018b
Cited in the paper.
Later among the works it cites.
Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation. In EMNLP/IJCNLP
Min Zeng, Yisen Wang, and Yuan Luo. 2019 · 2019
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BERTScore: Evaluating Text Generation with BERT
Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, and Yoav Artzi. 2019a · 2019
Later among the works it cites.
DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation
Yizhe Zhang, Siqi Sun, Michel Galley, Yen-Chun Chen, Chris Brockett, Xiang Gao, Jianfeng Gao, Jingjing Liu, and William B. Dolan. 2019c · 2019
Later among the works it cites.
Towards a Human-like Open-Domain Chatbot
Daniel De Freitas Adiwardana, Minh-Thang Luong, David R. So, Jamie Hall, Noah Fiedel, Romal Thoppilan, Zi Yang, Apoorv Kulshreshtha, Gaurav Nemade, Yifeng Lu, and Quoc V. Le. 2020 · 2020
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