mlsanityData to 7 Oct 2026

Scim: Intelligent Skimming Support for Scientific Papers

arXiv 2205.04561 ↗First posted 9 May 2022cs.HCcited by 27

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Abstract (arXiv)

Researchers need to keep up with immense literatures, though it is time-consuming and difficult to do so. In this paper, we investigate the role that intelligent interfaces can play in helping researchers skim papers, that is, rapidly reviewing a paper to attain a cursory understanding of its contents. After conducting formative interviews and a design probe, we suggest that skimming aids should aim to thread the needle of highlighting content that is simultaneously diverse, evenly-distributed, and important. We introduce Scim, a novel intelligent skimming interface that reifies this aim, designed to support the skimming process by highlighting salient paper contents to direct a skimmer's focus. Key to the design is that the highlights are faceted by content type, evenly-distributed across a paper, with a density configurable by readers at both the global and local level. We evaluate Scim with an in-lab usability study and deployment study, revealing how skimming aids can support readers throughout the skimming experience and yielding design considerations and tensions for the design of future intelligent skimming tools.

Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 May 2022.

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Citing papers per year: 2022: 1; 2023: 3; 2024: 12; 2025: 4; 2026: 7.

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  1. 2022NLPeer: A Unified Resource for the Computational Study of Peer Reviewcited by 60
  2. 2024Cocoa: Co-Planning and Co-Execution with AI Agentscited by 38
  3. 2024What Can Natural Language Processing Do for Peer Review?cited by 24
  4. 2024MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflowscited by 19
  5. 2023A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documentscited by 15
  6. 2023Selenite: Scaffolding Online Sensemaking with Comprehensive Overviews Elicited from Large Language Modelscited by 10
  7. 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfacescited by 9
  8. 2024Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistancecited by 8
  9. 2024Steering AI-Driven Personalization of Scientific Text for General Audiencescited by 7
  10. 2024Language Models as Critical Thinking Tools: A Case Study of Philosopherscited by 6
  11. 2024Augmented Physics: Creating Interactive and Embedded Physics Simulations from Static Textbook Diagramscited by 6
  12. 2025The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic Paperscited by 6
15 more
  1. 2024SciDaSynth: Interactive Structured Data Extraction from Scientific Literature with Large Language Modelcited by 3
  2. 2025Research Borderlands: Analysing Writing Across Research Culturescited by 3
  3. 2025Attribution Gradients: Incrementally Unfolding Citations for Critical Examination of Attributed AI Answerscited by 3
  4. 2026SF-RAG: Structure-Fidelity Retrieval-Augmented Generation for Academic Question Answeringcited by 2
  5. 2024SPACE-IDEAS: A Dataset for Salient Information Detection in Space Innovationcited by 1
  6. 2025TreeReader: A Hierarchical Academic Paper Reader Powered by Language Modelscited by 1
  7. 2024ArguMentor: Augmenting User Experiences with Counter-Perspectivescited by 0
  8. 2024CARE: A Clue-guided Assistant for CSRs to Read User Manualscited by 0
  9. 2024Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFscited by 0
  10. 2026Probing the Future of Meta-Analysis: Eliciting Design Principles via an Agentic Research IDEcited by 0
  11. 2026From Toil to Thought: Designing for Strategic Exploration and Responsible AI in Systematic Literature Reviewscited by 0
  12. 2026LitPivot: Developing Well-Situated Research Ideas Through Dynamic Contextualization and Critique within the Literature Landscapecited by 0
  13. 2026Explain Like I'm 5 or Whatever I Choose: Evaluating the Interactive Potential of Language Model Responsescited by 0
  14. 2026PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streamscited by 0
  15. 2026FootprintRAG: Visual Analytics for Evidence Context Refinement in RAG-based Scientific Literature Explorationcited by 0