Scim: Intelligent Skimming Support for Scientific Papers
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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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- 2022NLPeer: A Unified Resource for the Computational Study of Peer Reviewcited by 60
- 2024Cocoa: Co-Planning and Co-Execution with AI Agentscited by 38
- 2024What Can Natural Language Processing Do for Peer Review?cited by 24
- 2024MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflowscited by 19
- 2023A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documentscited by 15
- 2023Selenite: Scaffolding Online Sensemaking with Comprehensive Overviews Elicited from Large Language Modelscited by 10
- 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfacescited by 9
- 2024Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistancecited by 8
- 2024Steering AI-Driven Personalization of Scientific Text for General Audiencescited by 7
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosopherscited by 6
- 2024Augmented Physics: Creating Interactive and Embedded Physics Simulations from Static Textbook Diagramscited by 6
- 2025The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic Paperscited by 6
15 more
- 2024SciDaSynth: Interactive Structured Data Extraction from Scientific Literature with Large Language Modelcited by 3
- 2025Research Borderlands: Analysing Writing Across Research Culturescited by 3
- 2025Attribution Gradients: Incrementally Unfolding Citations for Critical Examination of Attributed AI Answerscited by 3
- 2026SF-RAG: Structure-Fidelity Retrieval-Augmented Generation for Academic Question Answeringcited by 2
- 2024SPACE-IDEAS: A Dataset for Salient Information Detection in Space Innovationcited by 1
- 2025TreeReader: A Hierarchical Academic Paper Reader Powered by Language Modelscited by 1
- 2024ArguMentor: Augmenting User Experiences with Counter-Perspectivescited by 0
- 2024CARE: A Clue-guided Assistant for CSRs to Read User Manualscited by 0
- 2024Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFscited by 0
- 2026Probing the Future of Meta-Analysis: Eliciting Design Principles via an Agentic Research IDEcited by 0
- 2026From Toil to Thought: Designing for Strategic Exploration and Responsible AI in Systematic Literature Reviewscited by 0
- 2026LitPivot: Developing Well-Situated Research Ideas Through Dynamic Contextualization and Critique within the Literature Landscapecited by 0
- 2026Explain Like I'm 5 or Whatever I Choose: Evaluating the Interactive Potential of Language Model Responsescited by 0
- 2026PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streamscited by 0
- 2026FootprintRAG: Visual Analytics for Evidence Context Refinement in RAG-based Scientific Literature Explorationcited by 0
- 2026FootprintRAG: Visual Analytics for Evidence Context Refinement in RAG-based Scientific Literature Exploration17 Sep 2026
- 2026PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streams5 Jun 2026
- 2026Explain Like I'm 5 or Whatever I Choose: Evaluating the Interactive Potential of Language Model Responses5 Jun 2026
- 2026LitPivot: Developing Well-Situated Research Ideas Through Dynamic Contextualization and Critique within the Literature Landscape3 Apr 2026
- 2026SF-RAG: Structure-Fidelity Retrieval-Augmented Generation for Academic Question Answering14 Feb 2026
- 2026Probing the Future of Meta-Analysis: Eliciting Design Principles via an Agentic Research IDE26 Jan 2026
- 2026From Toil to Thought: Designing for Strategic Exploration and Responsible AI in Systematic Literature Reviews21 Jan 2026
- 2025Attribution Gradients: Incrementally Unfolding Citations for Critical Examination of Attributed AI Answers1 Oct 2025
- 2025TreeReader: A Hierarchical Academic Paper Reader Powered by Language Models25 Jul 2025
- 2025The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic Papers25 Jun 2025
- 2025Research Borderlands: Analysing Writing Across Research Cultures1 Jun 2025
- 2024Cocoa: Co-Planning and Co-Execution with AI Agents14 Dec 2024
15 more
- 2024Steering AI-Driven Personalization of Scientific Text for General Audiences15 Nov 2024
- 2024Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFs30 Oct 2024
- 2024Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance6 Sep 2024
- 2024CARE: A Clue-guided Assistant for CSRs to Read User Manuals7 Aug 2024
- 2024MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows10 Jun 2024
- 2024ArguMentor: Augmenting User Experiences with Counter-Perspectives4 Jun 2024
- 2024Augmented Physics: Creating Interactive and Embedded Physics Simulations from Static Textbook Diagrams28 May 2024
- 2024What Can Natural Language Processing Do for Peer Review?10 May 2024
- 2024SciDaSynth: Interactive Structured Data Extraction from Scientific Literature with Large Language Model21 Apr 2024
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosophers6 Apr 2024
- 2024SPACE-IDEAS: A Dataset for Salient Information Detection in Space Innovation25 Mar 2024
- 2023Selenite: Scaffolding Online Sensemaking with Comprehensive Overviews Elicited from Large Language Models3 Oct 2023
- 2023A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents24 May 2023
- 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfaces25 Mar 2023
- 2022NLPeer: A Unified Resource for the Computational Study of Peer Review12 Nov 2022
- 2022NLPeer: A Unified Resource for the Computational Study of Peer Reviewcited by 60
- 2024Cocoa: Co-Planning and Co-Execution with AI Agentscited by 38
- 2024What Can Natural Language Processing Do for Peer Review?cited by 24
- 2024MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflowscited by 19
- 2023A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documentscited by 15
- 2023Selenite: Scaffolding Online Sensemaking with Comprehensive Overviews Elicited from Large Language Modelscited by 10
- 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfacescited by 9
- 2024Steering AI-Driven Personalization of Scientific Text for General Audiencescited by 7
- 2024Augmented Physics: Creating Interactive and Embedded Physics Simulations from Static Textbook Diagramscited by 6
- 2025The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic Paperscited by 6
- 2024SciDaSynth: Interactive Structured Data Extraction from Scientific Literature with Large Language Modelcited by 3
- 2025Research Borderlands: Analysing Writing Across Research Culturescited by 3
12 most cited of 22 All 22 (JSON)
- 2026PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streams5 Jun 2026
- 2026Explain Like I'm 5 or Whatever I Choose: Evaluating the Interactive Potential of Language Model Responses5 Jun 2026
- 2026LitPivot: Developing Well-Situated Research Ideas Through Dynamic Contextualization and Critique within the Literature Landscape3 Apr 2026
- 2026From Toil to Thought: Designing for Strategic Exploration and Responsible AI in Systematic Literature Reviews21 Jan 2026
- 2025Attribution Gradients: Incrementally Unfolding Citations for Critical Examination of Attributed AI Answers1 Oct 2025
- 2025TreeReader: A Hierarchical Academic Paper Reader Powered by Language Models25 Jul 2025
- 2025The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic Papers25 Jun 2025
- 2025Research Borderlands: Analysing Writing Across Research Cultures1 Jun 2025
- 2024Cocoa: Co-Planning and Co-Execution with AI Agents14 Dec 2024
- 2024Steering AI-Driven Personalization of Scientific Text for General Audiences15 Nov 2024
- 2024Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFs30 Oct 2024
- 2024CARE: A Clue-guided Assistant for CSRs to Read User Manuals7 Aug 2024
12 newest of 22 All 22 (JSON)