mlsanityData to 7 Oct 2026

SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section

arXiv 2408.16444 ↗First posted 29 Aug 2024cs.CLcited by 2

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Abstract (arXiv)

Document summarization is a task to shorten texts into concise and informative summaries. This paper introduces a novel dataset designed for summarizing multiple scientific articles into a section of a survey. Our contributions are: (1) SurveySum, a new dataset addressing the gap in domain-specific summarization tools; (2) two specific pipelines to summarize scientific articles into a section of a survey; and (3) the evaluation of these pipelines using multiple metrics to compare their performance. Our results highlight the importance of high-quality retrieval stages and the impact of different configurations on the quality of generated summaries.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 14 of its 20 references that are in the map. First posted on arXiv 29 Aug 2024.

Builds on

14 of 20 references.

References · 14

  1. 2020Language Models are Few-Shot Learnerscited by 32,199
  2. 2017Billion-scale similarity search with GPUscited by 2,477
  3. 2023G-Eval: NLG Evaluation using GPT-4 with Better Human Alignmentcited by 2,205
  4. 2019Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Modelcited by 431
  5. 2020SPECTER: Document-level Representation Learning using Citation-informed Transformerscited by 426
  6. 2020Document Ranking with a Pretrained Sequence-to-Sequence Modelcited by 373
  7. 2019Document Expansion by Query Predictioncited by 225
  8. 2020Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articlescited by 96
  9. 2022An Empirical Survey on Long Document Summarization: Datasets, Models and Metricscited by 74
  10. 2019ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networkscited by 73
  11. 2020A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portalcited by 72
  12. 2023Generating a Structured Summary of Numerous Academic Papers: Dataset and Methodcited by 16
2 more
  1. 2024Check-Eval: A Checklist-based Approach for Evaluating Text Qualitycited by 11
  2. 2021HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow Articlescited by 8

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Cited by year

Citing papers per year: 2025: 2.

2 papers.

  1. 2025LLM×MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resourcescited by 1
  2. 2025Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature Summarizationcited by 1