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The recent application of RNN encoder-decoder models has resulted in substantial progress in fully data-driven dialogue systems, but evaluation remains a challenge.
Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
Earlier work this paper cites.
Generating sentences from a continuous space
S. R. Bowman, L. Vilnis, O. Vinyals, A. M. Dai, R. Jozefowicz, and S. Bengio · 2015
Earlier work this paper cites.
Hierarchical neural network generative models for movie dialogues
I. V. Serban, A. Sordoni, Y. Bengio, A. Courville, and J. Pineau · 2015
Earlier work this paper cites.
A neural network approach to context-sensitive generation of conversation responses
A. Sordoni, M. Galley, M. Auli, C. Brockett, Y. Ji, M. Mitchell, J.-Y. Nie, J. Gao, and B. Dolan · 2015
Earlier work this paper cites.
A neural conversation model
O. Vinyals and Q. V. Le · 2015
Cited alongside, same era.
Smart reply: Automated response suggestion for email
A. Kannan, K. Kurach, S. Ravi, T. Kaufmann, B. Miklos, G. Corrado, and et al · 2016
Cited alongside, same era.
A diversity-promoting objective function for neural conversation models
J. Li, M. Galley, C. Brockett, J. Gao, and B. Dolan · 2016
Cited alongside, same era.
Deep reinforcement learning for dialogue generation
J. Li, W. Monroe, A. Ritter, M. Galley, J. Gao, and D. Jurafsky · 2016
Cited alongside, same era.
How not to evaluate your dialogue system: An empirical study of unsupervised evaluation metrics for dialogue response generation
C.-W. Liu, R. Lowe, I. V. Serban, M. Noseworthy, L. Charlin, and J. Pineau · 2016
Later among the works it cites.
Improved techniques for training gans
T. Salimans, I. Goodfellow, W. Zaremba, V. Cheung, A. Radford, and Z. Chen · 2016
Later among the works it cites.
Length bias in encoder decoder models and a case for global conditioning
P. Sountsov and S. Sarawagi · 2016
Later among the works it cites.
Seqgan: Sequence generative adversarial nets with policy gradient
L. Yu, W. Zhang, J. Wang, and Y. Yu · 2016
Later among the works it cites.
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