mlsanityData to 7 Oct 2026

Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents

arXiv 2106.00130 ↗First posted 31 May 2021cs.CLcited by 33

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Abstract (arXiv)

Faceted summarization provides briefings of a document from different perspectives. Readers can quickly comprehend the main points of a long document with the help of a structured outline. However, little research has been conducted on this subject, partially due to the lack of large-scale faceted summarization datasets. In this study, we present FacetSum, a faceted summarization benchmark built on Emerald journal articles, covering a diverse range of domains. Different from traditional document-summary pairs, FacetSum provides multiple summaries, each targeted at specific sections of a long document, including the purpose, method, findings, and value. Analyses and empirical results on our dataset reveal the importance of bringing structure into summaries. We believe FacetSum will spur further advances in summarization research and foster the development of NLP systems that can leverage the structured information in both long texts and summaries.

Key facts. Cited by 33 papers in the map (data through 7 Oct 2026). Builds on 17 of its 41 references that are in the map. First posted on arXiv 31 May 2021.

Builds on

17 of 41 references.

References · 17

  1. 2019BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensioncited by 5,874
  2. 2019fairseq: A Fast, Extensible Toolkit for Sequence Modelingcited by 1,486
  3. 2018Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarizationcited by 1,308
  4. 2017Get To The Point: Summarization with Pointer-Generator Networkscited by 1,281
  5. 2018A Discourse-Aware Attention Model for Abstractive Summarization of Long Documentscited by 477
  6. 2017A Deep Reinforced Model for Abstractive Summarizationcited by 364
  7. 2018Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategiescited by 292
  8. 2016SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documentscited by 245
  9. 2019BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarizationcited by 155
  10. 2020TLDR: Extreme Summarization of Scientific Documentscited by 136
  11. 2020Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articlescited by 96
  12. 2019On Extractive and Abstractive Neural Document Summarization with Transformer Language Modelscited by 83
5 more
  1. 2019ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networkscited by 73
  2. 2017A Supervised Approach to Extractive Summarisation of Scientific Paperscited by 33
  3. 2020SEAL: Segment-wise Extractive-Abstractive Long-form Text Summarizationcited by 15
  4. 2020Discourse-Aware Unsupervised Summarization of Long Scientific Documentscited by 4
  5. 2019Structured Summarization of Academic Publicationscited by 3

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 6; 2023: 7; 2024: 14; 2025: 4; 2026: 1.

33 papers.

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  1. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
  2. 2022An Empirical Survey on Long Document Summarization: Datasets, Models and Metricscited by 74
  3. 2022SQuALITY: Building a Long-Document Summarization Dataset the Hard Waycited by 50
  4. 2022HIBRIDS: Attention with Hierarchical Biases for Structure-aware Long Document Summarizationcited by 22
  5. 2021Automated scholarly paper review: Concepts, technologies, and challengescited by 21
  6. 2024Related Work and Citation Text Generation: A Surveycited by 17
  7. 2023Generating a Structured Summary of Numerous Academic Papers: Dataset and Methodcited by 16
  8. 2023The ACL OCL Corpus: Advancing Open Science in Computational Linguisticscited by 16
  9. 2024LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Paperscited by 16
  10. 2023OpenAsp: A Benchmark for Multi-document Open Aspect-based Summarizationcited by 15
  11. 2024A Comparative Study of Quality Evaluation Methods for Text Summarizationcited by 13
  12. 2022X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documentscited by 12
21 more
  1. 2024LexAbSumm: Aspect-based Summarization of Legal Decisionscited by 9
  2. 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systemscited by 8
  3. 2022HaRiM^+: Evaluating Summary Quality with Hallucination Riskcited by 6
  4. 2024HDT: Hierarchical Document Transformercited by 6
  5. 2024Bridging Research and Readers: A Multi-Modal Automated Academic Papers Interpretation Systemcited by 5
  6. 2024Disordered-DABS: A Benchmark for Dynamic Aspect-Based Summarization in Disordered Textscited by 5
  7. 2023Citance-Contextualized Summarization of Scientific Paperscited by 4
  8. 2024LCFO: Long Context and Long Form Output Dataset and Benchmarkingcited by 4
  9. 2025AcademicEval: Live Long-Context LLM Benchmarkcited by 4
  10. 2024Explaining Relationships Among Research Paperscited by 3
  11. 2024PerSEval: Assessing Personalization in Text Summarizerscited by 3
  12. 2024The State and Fate of Summarization Datasets: A Surveycited by 3
  13. 2022Summarization with Graphical Elementscited by 2
  14. 2023Good Data, Large Data, or No Data? Comparing Three Approaches in Developing Research Aspect Classifiers for Biomedical Paperscited by 2
  15. 2023Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Reviewcited by 2
  16. 2024Efficient Encoder-Decoder Transformer Decoding for Decomposable Taskscited by 2
  17. 2023SciMRC: Multi-perspective Scientific Machine Reading Comprehensioncited by 0
  18. 2024CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarizationcited by 0
  19. 2025Markov-Enhanced Clustering for Long Document Summarization: Tackling the 'Lost in the Middle' Challenge with Large Language Modelscited by 0
  20. 2025CARPAS: Towards Content-Aware Refinement of Provided Aspects for Summarization in Large Language Modelscited by 0
  21. 2026SciZoom: A Large-scale Benchmark for Hierarchical Scientific Summarization across the LLM Eracited by 0