2015 ANeuralNetworkApproachtoContext

• (Sordoni et al., 2015) ⇒ Alessandro Sordoni, Michel Galley, Michael Auli, Chris Brockett, Yangfeng Ji, Margaret Mitchell, Jian-Yun Nie, Jianfeng Gao, and Bill Dolan. (2015). “A Neural Network Approach to Context-Sensitive Generation of Conversational Responses.” In: Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT 2015). DOI:10.3115/v1/N15-1020.

Subject Headings: Context-Sensitive Text Generation

Notes

• Computing Resource(s):
  • Project's Website: http://research.microsoft.com/convo
• Pre-print(s) and Other Link(s):
  • ACL Anthology: https://www.aclweb.org/anthology/N15-1020/
  • ArXiv: https://arxiv.org/abs/1506.06714
  • DBLP: https://dblp.org/rec/html/conf/naacl/SordoniGABJMNGD15

Cited By

• Google Scholar: ~ 591 Citations.
• Semantic Scholar: ~ 537 Citations.
• MS Academic: ~ 541 Citations

Quotes

Abstract

We present a novel response generation system that can be trained end to end on large quantities of unstructured Twitter conversations. A neural network architecture is used to address sparsity issues that arise when integrating contextual information into classic statistical models, allowing the system to take into account previous dialog utterances. Our dynamic-context generative models show consistent gains over both context-sensitive and non-context-sensitive Machine Translation and Information Retrieval baselines.

BibTeX

@inproceedings{2015_ANeuralNetworkApproachtoContext,
  author    = {Alessandro Sordoni and
               Michel Galley and
               Michael Auli and
               Chris Brockett and
               Yangfeng Ji and
               Margaret Mitchell and
               Jian-Yun Nie and
               [[Jianfeng Gao]] and
               Bill Dolan},
  editor    = {Rada Mihalcea and
               Joyce Yue Chai and
               Anoop Sarkar},
  title     = {A Neural Network Approach to Context-Sensitive Generation of Conversational
               Responses},
  booktitle = {Proceedings of the 2015 Conference of the North American Chapter
               of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT 2015),
               Denver, Colorado, USA, May 31 - June 5, 2015},
  pages     = {196--205},
  publisher = {The Association for Computational Linguistics},
  year      = {2015},
  url       = {https://doi.org/10.3115/v1/n15-1020},
  doi       = {10.3115/v1/n15-1020},
}

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2015 ANeuralNetworkApproachtoContext	Michel Galley Jianfeng Gao Alessandro Sordoni Michael Auli Jian-Yun Nie Yangfeng Ji Chris Brockett Margaret Mitchell Bill Dolan			A Neural Network Approach to Context-Sensitive Generation of Conversational Responses						2015