mlsanityData to 7 Oct 2026

ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks

arXiv 1909.01716 ↗First posted 4 Sep 2019cs.CL cs.IR cs.LGcited by 73

Not on the map. Why?

Abstract (arXiv)

Scientific article summarization is challenging: large, annotated corpora are not available, and the summary should ideally include the article's impacts on research community. This paper provides novel solutions to these two challenges. We 1) develop and release the first large-scale manually-annotated corpus for scientific papers (on computational linguistics) by enabling faster annotation, and 2) propose summarization methods that integrate the authors' original highlights (abstract) and the article's actual impacts on the community (citations), to create comprehensive, hybrid summaries. We conduct experiments to demonstrate the efficacy of our corpus in training data-driven models for scientific paper summarization and the advantage of our hybrid summaries over abstracts and traditional citation-based summaries. Our large annotated corpus and hybrid methods provide a new framework for scientific paper summarization research.

Key facts. Cited by 73 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Sep 2019.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 16; 2022: 15; 2023: 14; 2024: 13; 2025: 11; 2026: 4.

73 papers.

Sort:

By area:

  1. 2021QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarizationcited by 363
  2. 2022LinkBERT: Pretraining Language Models with Document Linkscited by 209
  3. 2023A Survey of Large Language Models in Medicine: Progress, Application, and Challengecited by 123
  4. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
  5. 2022An Empirical Survey on Long Document Summarization: Datasets, Models and Metricscited by 74
  6. 2022Simple and Efficient Heterogeneous Graph Neural Networkcited by 71
  7. 2021DOC2PPT: Automatic Presentation Slides Generation from Scientific Documentscited by 68
  8. 2021Can We Automate Scientific Reviewing?cited by 63
  9. 2021AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarizationcited by 51
  10. 2025Transforming Science with Large Language Models: A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluationcited by 41
  11. 2021Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Reviewcited by 35
  12. 2021TWEETSUMM -- A Dialog Summarization Dataset for Customer Servicecited by 34
38 more
  1. 2021Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documentscited by 33
  2. 2021MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label settingcited by 30
  3. 2021Does Pretraining for Summarization Require Knowledge Transfer?cited by 30
  4. 2024AI-AI Bias: large language models favor communications generated by large language modelscited by 25
  5. 2022CiteBench: A benchmark for Scientific Citation Text Generationcited by 22
  6. 2021Automated scholarly paper review: Concepts, technologies, and challengescited by 21
  7. 2023SPEC5G: A Dataset for 5G Cellular Network Protocol Analysiscited by 20
  8. 2021CitationIE: Leveraging the Citation Graph for Scientific Information Extractioncited by 19
  9. 2022CORWA: A Citation-Oriented Related Work Annotation Datasetcited by 17
  10. 2023SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generationcited by 17
  11. 2024Related Work and Citation Text Generation: A Surveycited by 17
  12. 2024LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Paperscited by 16
  13. 2022CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervisioncited by 15
  14. 2021Enhancing Scientific Papers Summarization with Citation Graphcited by 14
  15. 2022X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documentscited by 12
  16. 2025PosterSum: A Multimodal Benchmark for Scientific Poster Summarizationcited by 10
  17. 2023Improving Biomedical Abstractive Summarisation with Knowledge Aggregation from Citation Paperscited by 9
  18. 2022Automatic Related Work Generation: A Meta Studycited by 8
  19. 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systemscited by 8
  20. 2021Extractive Research Slide Generation Using Windowed Labeling Rankingcited by 7
  21. 2025SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Modelscited by 7
  22. 2021SummerTime: Text Summarization Toolkit for Non-expertscited by 6
  23. 2022Long-Document Cross-Lingual Summarizationcited by 6
  24. 2023When Large Language Models Meet Citation: A Surveycited by 6
  25. 2025Expert Preference-based Evaluation of Automated Related Work Generationcited by 6
  26. 2021Determining the Credibility of Science Communicationcited by 4
  27. 2022CLTS+: A New Chinese Long Text Summarization Dataset with Abstractive Summariescited by 4
  28. 2023A comprehensive review of automatic text summarization techniques: method, data, evaluation and codingcited by 4
  29. 2023Citance-Contextualized Summarization of Scientific Paperscited by 4
  30. 2024KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Modelscited by 4
  31. 2024Evaluating Large Language Models for Structured Science Summarization in the Open Research Knowledge Graphcited by 4
  32. 2024Empowering Meta-Analysis: Leveraging Large Language Models for Scientific Synthesiscited by 4
  33. 2022Meeting Summarization: A Survey of the State of the Artcited by 3
  34. 2023Enhancing Keyphrase Extraction from Long Scientific Documents using Graph Embeddingscited by 3
  35. 2023PORTRAIT: a hybrid aPproach tO cReate extractive ground-TRuth summAry for dIsaster evenTcited by 3
  36. 2023Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarizationcited by 3
  37. 2024Explaining Relationships Among Research Paperscited by 3
  38. 2024The State and Fate of Summarization Datasets: A Surveycited by 3

50 most cited of 73 All 73 (JSON)