Augmenting Neural Sentence Summarization Through Extractive Summarization

2018 ◽  
pp. 16-28
Author(s):  
Junnan Zhu ◽  
Long Zhou ◽  
Haoran Li ◽  
Jiajun Zhang ◽  
Yu Zhou ◽  
...  
Keyword(s):  
Extractive Summarization

Unsupervised Dual-Cascade Learning with Pseudo-Feedback Distillation for Query-Focused Extractive Summarization

2020 ◽  
Author(s):  
Haggai Roitman ◽  
Guy Feigenblat ◽  
Doron Cohen ◽  
Odellia Boni ◽  
David Konopnicki
Keyword(s):  
Extractive Summarization ◽  
Pseudo Feedback

Evolutionary Algorithm based Ensemble Extractive Summarization for Developing Smart Medical System

2021 ◽  
Author(s):  
Chirantana Mallick ◽  
Asit Kumar Das ◽  
Janmenjoy Nayak ◽  
Danilo Pelusi ◽  
S. Vimal
Keyword(s):  
Evolutionary Algorithm ◽  
Medical System ◽  
Extractive Summarization

scholarly journals Extractive Summarization Based on Dynamic Memory Network

Symmetry ◽  
2021 ◽  
Vol 13 (4) ◽  
pp. 600
Author(s):  
Ping Li ◽  
Jiong Yu
Keyword(s):  
Dynamic Memory ◽  
Extractive Summarization ◽  
Model Based ◽  
Network Method ◽  
Comparable Performance ◽  
Benchmark Datasets ◽  
Memory Network ◽  
Text Features

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.

Evaluating Extractive Summarization Techniques on News Articles

2021 ◽  
Author(s):  
Sreeya Reddy Kotrakona Harinatha ◽  
Beauty Tatenda Tasara ◽  
Nunung Nurul Qomariyah
Keyword(s):  
Extractive Summarization
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