Holographic Lexical Chain and Its Application in Chinese Text Summarization

2017 ◽  
pp. 266-281
Author(s):  
Shengluan Hou ◽  
Yu Huang ◽  
Chaoqun Fei ◽  
Shuhan Zhang ◽  
Ruqian Lu
Keyword(s):  
Chinese Text ◽  
Text Summarization ◽  
Lexical Chain

scholarly journals Chinese Text Summarization Generation Algorithm based on ERNIE-GEN with Few-shot Learning

2021 ◽  
Vol 1961 (1) ◽  
pp. 012051
Author(s):  
Yongqing Zhu ◽  
Peng Zhao ◽  
Xiaodong Mu ◽  
Kun Bai ◽  
Xuanang You
Keyword(s):  
Chinese Text ◽  
Text Summarization ◽  
Generation Algorithm

scholarly journals Efficiently Computed Lexical Chains as an Intermediate Representation for Automatic Text Summarization

2002 ◽  
Vol 28 (4) ◽  
pp. 487-496 ◽  
Author(s):  
H. Gregory Silber ◽  
Kathleen F. McCoy
Keyword(s):  
Linear Time ◽  
Time Algorithm ◽  
Text Summarization ◽  
Intermediate Step ◽  
Intermediate Representation ◽  
Efficient Tool ◽  
Automatic Text Summarization ◽  
Lexical Chains ◽  
Lexical Chain ◽  
Automatic Text

While automatic text summarization is an area that has received a great deal of attention in recent research, the problem of efficiency in this task has not been frequently addressed. When the size and quantity of documents available on the Internet and from other sources are considered, the need for a highly efficient tool that produces usable summaries is clear. We present a linear-time algorithm for lexical chain computation. The algorithm makes lexical chains a computationally feasible candidate as an intermediate representation for automatic text summarization. A method for evaluating lexical chains as an intermediate step in summarization is also presented and carried out. Such an evaluation was heretofore not possible because of the computational complexity of previous lexical chains algorithms.

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