Standard
A convolution BiLSTM neural network model for Chinese event extraction. / Zeng, Ying; Yang, Honghui; Feng, Yansong et al.
Natural Language Understanding and Intelligent Applications: 5th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2016, and 24th International Conference on Computer Processing of Oriental Languages, ICCPOL 2016, Kunming, China, December 2–6, 2016, Proceedings. ed. / Chin-Yew Lin; Nianwen Xue; Dongyan Zhao; Xuanjing Huang; Yansong Feng. Cham: Springer, 2016. p. 275-287 ( Lecture Notes in Computer Science; Vol. 10102).
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Harvard
Zeng, Y, Yang, H, Feng, Y
, Wang, Z & Zhao, D 2016,
A convolution BiLSTM neural network model for Chinese event extraction. in C-Y Lin, N Xue, D Zhao, X Huang & Y Feng (eds),
Natural Language Understanding and Intelligent Applications: 5th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2016, and 24th International Conference on Computer Processing of Oriental Languages, ICCPOL 2016, Kunming, China, December 2–6, 2016, Proceedings. Lecture Notes in Computer Science, vol. 10102, Springer, Cham, pp. 275-287.
https://doi.org/10.1007/978-3-319-50496-4_23APA
Zeng, Y., Yang, H., Feng, Y.
, Wang, Z., & Zhao, D. (2016).
A convolution BiLSTM neural network model for Chinese event extraction. In C.-Y. Lin, N. Xue, D. Zhao, X. Huang, & Y. Feng (Eds.),
Natural Language Understanding and Intelligent Applications: 5th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2016, and 24th International Conference on Computer Processing of Oriental Languages, ICCPOL 2016, Kunming, China, December 2–6, 2016, Proceedings (pp. 275-287). ( Lecture Notes in Computer Science; Vol. 10102). Springer.
https://doi.org/10.1007/978-3-319-50496-4_23Vancouver
Zeng Y, Yang H, Feng Y
, Wang Z, Zhao D.
A convolution BiLSTM neural network model for Chinese event extraction. In Lin CY, Xue N, Zhao D, Huang X, Feng Y, editors, Natural Language Understanding and Intelligent Applications: 5th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2016, and 24th International Conference on Computer Processing of Oriental Languages, ICCPOL 2016, Kunming, China, December 2–6, 2016, Proceedings. Cham: Springer. 2016. p. 275-287. ( Lecture Notes in Computer Science). doi: 10.1007/978-3-319-50496-4_23
Author
Zeng, Ying ; Yang, Honghui ; Feng, Yansong et al. /
A convolution BiLSTM neural network model for Chinese event extraction. Natural Language Understanding and Intelligent Applications: 5th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2016, and 24th International Conference on Computer Processing of Oriental Languages, ICCPOL 2016, Kunming, China, December 2–6, 2016, Proceedings. editor / Chin-Yew Lin ; Nianwen Xue ; Dongyan Zhao ; Xuanjing Huang ; Yansong Feng. Cham : Springer, 2016. pp. 275-287 ( Lecture Notes in Computer Science).
Bibtex
@inproceedings{c81691085940412c9d301ae24fc93e6a,
title = "A convolution BiLSTM neural network model for Chinese event extraction",
abstract = "Chinese event extraction is a challenging task in information extraction. Previous approaches highly depend on sophisticated feature engineering and complicated natural language processing (NLP) tools. In this paper, we first come up with the language specific issue in Chinese event extraction, and then propose a convolution bidirectional LSTM neural network that combines LSTM and CNN to capture both sentence-level and lexical information without any hand-craft features. Experiments on ACE 2005 dataset show that our approaches can achieve competitive performances in both trigger labeling and argument role labeling.",
author = "Ying Zeng and Honghui Yang and Yansong Feng and Zheng Wang and Dongyan Zhao",
note = "The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-50496-4_23",
year = "2016",
month = dec,
day = "2",
doi = "10.1007/978-3-319-50496-4_23",
language = "English",
isbn = "9783319504957 ",
series = " Lecture Notes in Computer Science",
publisher = "Springer",
pages = "275--287",
editor = "Chin-Yew Lin and Nianwen Xue and Dongyan Zhao and Xuanjing Huang and Yansong Feng",
booktitle = "Natural Language Understanding and Intelligent Applications",
}
RIS
TY - GEN
T1 - A convolution BiLSTM neural network model for Chinese event extraction
AU - Zeng, Ying
AU - Yang, Honghui
AU - Feng, Yansong
AU - Wang, Zheng
AU - Zhao, Dongyan
N1 - The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-50496-4_23
PY - 2016/12/2
Y1 - 2016/12/2
N2 - Chinese event extraction is a challenging task in information extraction. Previous approaches highly depend on sophisticated feature engineering and complicated natural language processing (NLP) tools. In this paper, we first come up with the language specific issue in Chinese event extraction, and then propose a convolution bidirectional LSTM neural network that combines LSTM and CNN to capture both sentence-level and lexical information without any hand-craft features. Experiments on ACE 2005 dataset show that our approaches can achieve competitive performances in both trigger labeling and argument role labeling.
AB - Chinese event extraction is a challenging task in information extraction. Previous approaches highly depend on sophisticated feature engineering and complicated natural language processing (NLP) tools. In this paper, we first come up with the language specific issue in Chinese event extraction, and then propose a convolution bidirectional LSTM neural network that combines LSTM and CNN to capture both sentence-level and lexical information without any hand-craft features. Experiments on ACE 2005 dataset show that our approaches can achieve competitive performances in both trigger labeling and argument role labeling.
U2 - 10.1007/978-3-319-50496-4_23
DO - 10.1007/978-3-319-50496-4_23
M3 - Conference contribution/Paper
SN - 9783319504957
T3 - Lecture Notes in Computer Science
SP - 275
EP - 287
BT - Natural Language Understanding and Intelligent Applications
A2 - Lin, Chin-Yew
A2 - Xue, Nianwen
A2 - Zhao, Dongyan
A2 - Huang, Xuanjing
A2 - Feng, Yansong
PB - Springer
CY - Cham
ER -
