Extractive Summarization of Chinese Judgment Documents via Sentence Embedding and Memory Network

2021 ◽  
pp. 413-424
Author(s):  
Yan Gao ◽  
Zhengtao Liu ◽  
Juan Li ◽  
Jin Tang
Symmetry ◽  
2021 ◽  
Vol 13 (4) ◽  
pp. 600
Author(s):  
Ping Li ◽  
Jiong Yu

We present an extractive summarization model based on the Bert and dynamic memory network. The model based on Bert uses the transformer to extract text features and uses the pre-trained model to construct the sentence embeddings. The model based on Bert labels the sentences automatically without using any hand-crafted features and the datasets are symmetry labeled. We also present a dynamic memory network method for extractive summarization. Experiments are conducted on several summarization benchmark datasets. Our model shows comparable performance compared with other extractive summarization methods.


IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 223837-223847
Author(s):  
Ziming Liu ◽  
Jinyang Li ◽  
Guangyu Gao ◽  
Alex K. Qin

2021 ◽  
pp. 106747
Author(s):  
Meihui Shi ◽  
Derong Shen ◽  
Yue Kou ◽  
Tiezheng Nie ◽  
Ge Yu

2021 ◽  
Author(s):  
Yingying Li ◽  
Junrui Li ◽  
Jie Li ◽  
Shukai Duan ◽  
Lidan Wang ◽  
...  

2021 ◽  
pp. 102702
Author(s):  
Sonja Banjac ◽  
Elise Roger ◽  
Cédric Pichat ◽  
Emilie Cousin ◽  
Chrystèle Mosca ◽  
...  

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