mlsanityData to 7 Oct 2026

Qlarify: Recursively Expandable Abstracts for Directed Information Retrieval over Scientific Papers

arXiv 2310.07581 ↗First posted 11 Oct 2023cs.HCcited by 8

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Abstract (arXiv)

Navigating the vast scientific literature often starts with browsing a paper's abstract. However, when a reader seeks additional information, not present in the abstract, they face a costly cognitive chasm during their dive into the full text. To bridge this gap, we introduce recursively expandable abstracts, a novel interaction paradigm that dynamically expands abstracts by progressively incorporating additional information from the papers' full text. This lightweight interaction allows scholars to specify their information needs by quickly brushing over the abstract or selecting AI-suggested expandable entities. Relevant information is synthesized using a retrieval-augmented generation approach, presented as a fluid, threaded expansion of the abstract, and made efficiently verifiable via attribution to relevant source-passages in the paper. Through a series of user studies, we demonstrate the utility of recursively expandable abstracts and identify future opportunities to support low-effort and just-in-time exploration of long-form information contexts through LLM-powered interactions.

Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Oct 2023.

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Citing papers per year: 2024: 1; 2025: 4; 2026: 3.

8 papers.

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  6. 2025Open-Source Agentic Hybrid RAG Framework for Scientific Literature Review
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  8. 2026Graph2Idea:Retrieval-Augmented Scientific Idea Generation with Graph-Structured Contexts