JOURNAL ARTICLE

Extractive and Abstractive Summarization for Hindi Text using Hierarchical Clustering

Cheshta KwatraKratika Gupta

Year: 2021 Journal:   2021 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES) Pages: 1-6

Abstract

Text Summarization is a widely researched and successful area of Natural Language Processing application. However, it remains limited to established languages such as English, French, etc. In this paper, we propose and compare extractive and abstractive summarization techniques for Hindi text documents. For either summarization, we first propose ward hierarchical agglomerative clustering. This is followed by the PageRank algorithm for extractive summarization while in abstractive summarization, we present an approach based on multi-sentence compression which only requires a POS tagger to generate Hindi text summaries.

Keywords:
Automatic summarization Computer science Hindi Natural language processing Artificial intelligence Cluster analysis Sentence Multi-document summarization Text graph Hierarchical clustering Information retrieval

Metrics

14
Cited By
1.10
FWCI (Field Weighted Citation Impact)
15
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence

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