Text Summarization Methods

This area focuses on techniques for analyzing and summarizing large volumes of textual data. Studies include various summarization strategies that improve content accessibility and information retrieval.

text analysis
summarization
data-driven
information retrieval
document ranking
content extraction

22,539 papers

Parent topic: Natural Language Processing and Linguistics

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Papers Over Time

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Top Papers

D³ Data-Driven Documents

2011 · 2,207 citations

The Use Of MMR, Diversity-Based Reranking For Reordering Documents And Producing Summaries

1998 · 1,511 citations

Textual Analysis In Accounting And Finance: A Survey

2016 · 1,444 citations

A Re-Examination Of Text Categorization Methods

1999 · 1,400 citations

Mayo Clinical Text Analysis And Knowledge Extraction System (cTAKES): Architecture, Component Evaluation And Applications

2010 · 1,391 citations

Get To The Point: Summarization With Pointer-Generator Networks

2017 · 1,201 citations

Scripts In Memory For Text

1979 · 1,150 citations

A Sequential Algorithm For Training Text Classifiers

1994 · 948 citations

Understanding Inverse Document Frequency: On Theoretical Arguments For IDF

2004 · 898 citations

Scatter/Gather: A Cluster-Based Approach To Browsing Large Document Collections

1992 · 761 citations

Abstractive Text Summarization Using GAN

2024 · 736 citations

Inverted Files For Text Search Engines

2006 · 721 citations

Automatic Evaluation Of Summaries Using N-gram Co-Occurrence Statistics

2003 · 707 citations

A Biterm Topic Model For Short Texts

2013 · 706 citations

Query Expansion Using Local And Global Document Analysis

1996 · 690 citations

Techniques For Automatically Correcting Words In Text

1992 · 680 citations

Text Summarization With Pretrained Encoders

2019 · 636 citations

A Statistical Approach To Mechanized Encoding And Searching Of Literary Information

1957 · 634 citations

Centroid-based Summarization Of Multiple Documents

2004 · 620 citations

Web Document Clustering

1998 · 584 citations