Please wait a minute...
Shopping Cart Email List Chinese
Advanced Search Fig/Tab
Frontiers of Computer Science

ISSN 2095-2228

ISSN 2095-2236(Online)

CN 10-1014/TP

Postal Subscription Code 80-970

2018 Impact Factor: 1.129

Featured Articles  |  Most Downloaded  |  Most Reading
Online Submission Subscribe to Our RSS Content Feed
Front. Comput. Sci.    2022, Vol. 16 Issue (5) : 165326    https://doi.org/10.1007/s11704-021-0517-3
LETTER
Informative and diverse emotional conversation generation with variational recurrent pointer-generator
Weichao WANG1, Shi FENG1, Kaisong SONG2, Daling WANG1(), Shifeng LI1
1. School of Computer Science and Engineering, Northeastern University, Shenyang 110169, China
2. Alibaba Group, Hangzhou 310000, China
 Download: PDF(351 KB)   HTML
 Export: BibTeX | EndNote | Reference Manager | ProCite | RefWorks
Corresponding Author(s): Daling WANG   
Just Accepted Date: 26 April 2021   Issue Date: 24 December 2021
 Cite this article:   
Weichao WANG,Shi FENG,Kaisong SONG, et al. Informative and diverse emotional conversation generation with variational recurrent pointer-generator[J]. Front. Comput. Sci., 2022, 16(5): 165326.
 URL:  
https://academic.hep.com.cn/fcs/EN/10.1007/s11704-021-0517-3
https://academic.hep.com.cn/fcs/EN/Y2022/V16/I5/165326
Models Eavg Dist2 Entro Acc
ECM 0.692 0.061 7.94 0.661
EmoDS 0.698 0.065 7.96 0.669
Mojitalk 0.707 0.110 8.14 0.656
ME-VRPG 0.731 0.167 8.82 0.698
No emb 0.728 0.157 8.79 0.563
No latent variables 0.695 0.119 8.26 0.677
No mode controller 0.723 0.151 8.76 0.664
Tab.1  The automatic evaluation results
1 Zhou H, Huang M L, Zhang T Y, Zhu X Y, Liu B. Emotional chatting machine: emotional conversation generation with internal and external memory. In: Proceedings of the 32nd AAAI Conference on Artificial Intelligence. 2018, 730–739
2 Song Z Q, Zheng X Q, Liu L, Xu M, Huang X J. Generating responses with a specific emotion in dialog. In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019, 3685–3695
3 Zhou X D, Wang W Y. Mojitalk: generating emotional responses at scale. In: Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics. 2018, 1128–1137
4 Christianson S A. The Handbook of Emotion and Memory: Research and Theory. 1st ed. New York: Psychology Press, 2014
5 See A, Liu P J, Manning C D. Get to the point: summarization with pointer-generator networks. In: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics. 2017, 1073–1083
6 D Bahdanau, K Cho, Y Bengio. Neural machine translation by jointly learning to align and translate. In: Proceedings of the 3rd International Conference on Learning Representations. 2015
7 S Hochreiter , J Schmidhuber . Long short-term memory. Neural Computation, 1997, 9( 8): 1735– 1780
8 Chung J, Kastner K, Dinh L, Goel K, Courville A, Bengio Y. A recurrent latent variable model for sequential data. Advances in Neural Information Processing Systems, 2015, 28: 2980–2988
9 Wang W C, Feng S, Gao W, Wang D L, Zhang Y F. A cue adaptive decoder for controllable neural response generation. In: Proceedings of The Web Conference 2020. 2020, 2570–2576
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed