Can syntax help? Improving an LSTM-based Sentence Compression Model for New Domains

Can syntax help? Improving an LSTM-based Sentence Compression Model for New Domains

In this paper, we study how to improve thedomain adaptability of a deletion-basedLong Short-Term Memory (LSTM) neuralnetwork model for sentence compression.We hypothesize that syntactic informationhelps in making such modelsmore robust across domains. We proposetwo major changes to the model: usinge...

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Bibliographic Details
Main Authors: WANG, Liangguo, JIANG, Jing, CHIEU, Hai Leong, ONG, Chen Hui, SONG, Dandan, LIAO, Lejian
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2017
Subjects:
Databases and Information Systems
Programming Languages and Compilers
Online Access:https://ink.library.smu.edu.sg/sis_research/3901
https://ink.library.smu.edu.sg/context/sis_research/article/4903/viewcontent/P17_1127.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/3901
https://ink.library.smu.edu.sg/context/sis_research/article/4903/viewcontent/P17_1127.pdf

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