mlsanityData to 14 Oct 2026

A Summarization System for Scientific Documents

arXiv 1908.11152 ↗First posted 29 Aug 2019cs.CLcited by 17

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Abstract (arXiv)

We present a novel system providing summaries for Computer Science publications. Through a qualitative user study, we identified the most valuable scenarios for discovery, exploration and understanding of scientific documents. Based on these findings, we built a system that retrieves and summarizes scientific documents for a given information need, either in form of a free-text query or by choosing categorized values such as scientific tasks, datasets and more. Our system ingested 270,000 papers, and its summarization module aims to generate concise yet detailed summaries. We validated our approach with human experts.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Aug 2019.

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Citing papers per year: 2021: 5; 2022: 3; 2023: 4; 2024: 3; 2025: 1; 2026: 1.

17 papers.

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  1. 2021Can We Automate Scientific Reviewing?cited by 63
  2. 2021D2S: Document-to-Slide Generation Via Query-Based Text Summarizationcited by 50
  3. 2021TDMSci: A Specialized Corpus for Scientific Literature Entity Tagging of Tasks Datasets and Metricscited by 30
  4. 2022CiteBench: A benchmark for Scientific Citation Text Generationcited by 22
  5. 2024ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publicationscited by 20
  6. 2025InteractiveSurvey: An LLM-based Personalized and Interactive Survey Paper Generation Systemcited by 12
  7. 2024textttMixGR: Enhancing Retriever Generalization for Scientific Domain through Complementary Granularitycited by 9
  8. 2022Automatic Related Work Generation: A Meta Studycited by 8
  9. 2021Summaformers @ LaySumm 20, LongSumm 20cited by 4
  10. 2022A Review on Method Entities in the Academic Literature: Extraction, Evaluation, and Applicationcited by 4
  11. 2026DeepSurvey-Bench: Evaluating Academic Value of Automatically Generated Scientific Surveyscited by 4
  12. 2021Who speaks like a style of Vitamin: Towards Syntax-Aware DialogueSummarization using Multi-task Learningcited by 2
5 more
  1. 2024Polarity Calibration for Opinion Summarizationcited by 2
  2. 2023Semantic Similarity Measure of Natural Language Text through Machine Learning and a Keyword-Aware Cross-Encoder-Ranking Summarizer -- A Case Study Using UCGIS GIS&T Body of Knowledgecited by 1
  3. 2023VADIS -- a VAriable Detection, Interlinking and Summarization systemcited by 1
  4. 2023QuOTeS: Query-Oriented Technical Summarizationcited by 0
  5. 2023SciMRC: Multi-perspective Scientific Machine Reading Comprehensioncited by 0