Text Summarization

Text Summarization is a computational task within the broader domain of natural language processing that involves automatically generating a concise and coherent representation of the most salient information from one or more source texts while preserving essential meaning and structure.

6.2K

Publications

423K

Citations

12.6K

Authors

2.4K

Institutions

Publications per year

2017–2026

2.8K

Parents

Biomedical Text MiningComputational LinguisticsNatural Language ProcessingText Analytics

Children

Automatic Summarization EvaluationBiomedical Text SummarizationCoverage OptimizationDialogue SummarizationDiscourse-aware SummarizationGeneric SummarizationGraph-based SummarizationHuman Summarization AnnotationHybrid SummarizationIndicative Summarization

Publications

6.2K

Exploring the Limits of Transfer Learning with a Unified Text-to-Text\n Transformer

Colin Raffel, Noam Shazeer, Adam Roberts et al. · arXiv (Cornell University) · 2019 · 8.3K citations · Full text

Computing, Computer Science, Computational Linguistics +14

ROUGE: A Package for Automatic Evaluation of Summaries

Chin-Yew Lin · 2004 · 8.3K citations

Computing, Computer Science, Computational Linguistics +13

Mining and summarizing customer reviews

Minqing Hu, Bing Liu · 2004 · 7.7K citations

Computing, Computer Science, Marketing +17

Toward a model of text comprehension and production.

Walter Kintsch, Teun A. van Dijk · Psychological Review · 1978 · 5K citations

Education, Computer Science, Psychology +15

Hierarchical Attention Networks for Document Classification

Zichao Yang, Diyi Yang, Chris Dyer et al. · 2016 · 4.8K citations · Full text

Computing, Computer Science, Computational Linguistics +13

1–5 of 6.2K

Authors

12.6K

DR
Dragomir Radev
University of Michigan, United States
76 publications · 8.3K citations
42
h-index
KM
Kathleen McKeown
Columbia University, United States
71 publications · 6.9K citations
40
h-index
ML
Mirella Lapata
University of Edinburgh, United Kingdom
51 publications · 8.2K citations
33
h-index
XW
Xiaojun Wan
Peking University, China
57 publications · 3.5K citations
32
h-index
FW
Furu Wei
Microsoft Research Asia (China), China
42 publications · 4K citations
32
h-index

1–5 of 12.6K

Institutions

2.4K

1–8 of 2.4K

Venues

arXiv (Cornell University)
Repository · 446 publications · 38.4K citations
73
h-index
Information Processing & Management
85 publications · 7.6K citations
44
h-index
Expert Systems with Applications
82 publications · 6.2K citations
44
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 113 publications · 6.4K citations
42
h-index
IEEE Access
52 publications · 1.9K citations
28
h-index

1–5