mlsanityData to 7 Oct 2026

Variations of the Similarity Function of TextRank for Automated Summarization

arXiv 1602.03606 ↗First posted 11 Feb 2016cs.CL cs.IRcited by 27

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Abstract (arXiv)

This article presents new alternatives to the similarity function for the TextRank algorithm for automatic summarization of texts. We describe the generalities of the algorithm and the different functions we propose. Some of these variants achieve a significative improvement using the same metrics and dataset as the original publication.

Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Feb 2016.

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Citing papers per year: 2021: 9; 2022: 7; 2023: 6; 2024: 3; 2025: 2.

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  1. 2023AlignScore: Evaluating Factual Consistency with a Unified Alignment Functioncited by 284
  2. 2023Guiding Large Language Models via Directional Stimulus Promptingcited by 94
  3. 2021DOC2PPT: Automatic Presentation Slides Generation from Scientific Documentscited by 68
  4. 2021The Summary Loop: Learning to Write Abstractive Summaries Without Examplescited by 27
  5. 2022OASum: Large-Scale Open Domain Aspect-based Summarizationcited by 24
  6. 2021Unsupervised Extractive Summarization using Pointwise Mutual Informationcited by 23
  7. 2022Words are all you need? Language as an approximation for human similarity judgmentscited by 18
  8. 2021Leveraging Information Bottleneck for Scientific Document Summarizationcited by 13
  9. 2022Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevancecited by 9
  10. 2022Computing and Exploiting Document Structure to Improve Unsupervised Extractive Summarization of Legal Case Decisionscited by 8
  11. 2023Text Alignment Is An Efficient Unified Model for Massive NLP Taskscited by 8
  12. 2021Extractive Research Slide Generation Using Windowed Labeling Rankingcited by 7
15 more
  1. 2024OARelatedWork: A Large-Scale Dataset of Related Work Sections with Full-texts from Open Access Sourcescited by 6
  2. 2023A comprehensive review of automatic text summarization techniques: method, data, evaluation and codingcited by 4
  3. 2025OpeNLGauge: An Explainable Metric for NLG Evaluation with Open-Weights LLMscited by 4
  4. 2021Evaluation of Summarization Systems across Gender, Age, and Racecited by 3
  5. 2022Keyword Extraction in Scientific Documentscited by 3
  6. 2021Improving Online Forums Summarization via Hierarchical Unified Deep Neural Networkcited by 2
  7. 2021Legal Search in Case Law and Statute Lawcited by 2
  8. 2022Automatic Summarization of Russian Texts: Comparison of Extractive and Abstractive Methodscited by 1
  9. 2023Monolingual and Cross-Lingual Knowledge Transfer for Topic Classificationcited by 1
  10. 2023RTSUM: Relation Triple-based Interpretable Summarization with Multi-level Salience Visualizationcited by 1
  11. 2025Enhancing Long Document Long Form Summarisation with Self-Planningcited by 1
  12. 2021VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case Lawcited by 0
  13. 2022A Multi-Policy Framework for Deep Learning-Based Fake News Detectioncited by 0
  14. 2024Sparse Graph Representations for Procedural Instructional Documentscited by 0
  15. 2024Textual analysis of End User License Agreement for red-flagging potentially malicious softwarecited by 0