mlsanityData to 7 Oct 2026

TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks

arXiv 1906.01351 ↗First posted 4 Jun 2019cs.CLcited by 20

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Abstract (arXiv)

Currently, no large-scale training data is available for the task of scientific paper summarization. In this paper, we propose a novel method that automatically generates summaries for scientific papers, by utilizing videos of talks at scientific conferences. We hypothesize that such talks constitute a coherent and concise description of the papers' content, and can form the basis for good summaries. We collected 1716 papers and their corresponding videos, and created a dataset of paper summaries. A model trained on this dataset achieves similar performance as models trained on a dataset of summaries created manually. In addition, we validated the quality of our summaries by human experts.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Jun 2019.

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Citing papers per year: 2021: 4; 2022: 5; 2023: 3; 2024: 5; 2025: 3.

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  1. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
  2. 2021DOC2PPT: Automatic Presentation Slides Generation from Scientific Documentscited by 68
  3. 2023FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledgecited by 55
  4. 2021Automated scholarly paper review: Concepts, technologies, and challengescited by 21
  5. 2024LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Paperscited by 16
  6. 2022CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervisioncited by 15
  7. 2025What Is That Talk About? A Video-to-Text Summarization Dataset for Scientific Presentationscited by 11
  8. 2025PosterSum: A Multimodal Benchmark for Scientific Poster Summarizationcited by 10
  9. 2021Extractive Research Slide Generation Using Windowed Labeling Rankingcited by 7
  10. 2024Knowledge-Centric Templatic Views of Documentscited by 5
  11. 2021Summaformers @ LaySumm 20, LongSumm 20cited by 4
  12. 2023Citance-Contextualized Summarization of Scientific Paperscited by 4
8 more
  1. 2022An Exploration of Post-Editing Effectiveness in Text Summarizationcited by 3
  2. 2024M3AV: A Multimodal, Multigenre, and Multipurpose Audio-Visual Academic Lecture Datasetcited by 3
  3. 2024The State and Fate of Summarization Datasets: A Surveycited by 3
  4. 2025NUTSHELL: A Dataset for Abstract Generation from Scientific Talkscited by 3
  5. 2022SciBERTSUM: Extractive Summarization for Scientific Documentscited by 2
  6. 2022SuMe: A Dataset Towards Summarizing Biomedical Mechanismscited by 2
  7. 2023SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarizationcited by 1
  8. 2022Community-Driven Comprehensive Scientific Paper Summarization: Insight from cvpaper.challengecited by 0