{"version":1,"type":"story","url":"https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa","json":"https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa.json","markdown":"https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa.md","slug":"slidelab-framework-generates-scientific-presentations-from-research-pa","headline":"SlideLab framework generates scientific presentations from research papers","summary":"SlideLab is a training‑free multi‑agent framework that builds scientific slide decks directly from research papers. The system first plans a presentation narrative, then iteratively refines a shared slide deck using agents for content planning, visual generation, layout refinement, and grounding verification.\n\nIn a blind human preference study, SlideLab was chosen over both open‑source and commercial systems on 77 % of papers while using roughly four times fewer inference tokens than the strongest open‑source baseline.\n\nThe authors also introduce ConfArena, an audience‑oriented evaluation framework that simulates a conference room and assesses presentations slide by slide. ConfArena reproduces human system rankings and detects injected presentation problems such as falsified numbers, degraded figures, dropped slides, and shuffled slide order.","keyPoints":["SlideLab is a training‑free multi‑agent framework for scientific slide generation","In a blind study, SlideLab was preferred on 77 % of papers","SlideLab uses roughly four times fewer inference tokens than the strongest open‑source baseline"],"whyItMatters":"SlideLab offers a low‑cost, agent‑based method to automate scientific slide creation, potentially easing researchers’ workload and improving presentation quality across academia and industry.","category":{"slug":"research","name":"Research","url":"https://digestai.news/category/research"},"entities":{"companies":[],"models":[],"people":[]},"firstPublishedAt":"2026-09-28T04:00:00Z","updatedAt":"2026-09-28T04:00:00Z","sourceCount":1,"hasPrimarySource":true,"sources":[{"outlet":"arXiv cs.CL","title":"SlideLab: Audience-Centered Scientific Slide Generation and Evaluation","url":"https://arxiv.org/abs/2609.30294","publishedAt":"2026-09-28T04:00:00Z","type":"primary","primary":true,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"SlideLab framework generates scientific presentations from research papers\", 28 September 2026, https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa","publisher":"Digest AI","title":"SlideLab framework generates scientific presentations from research papers","datePublished":"2026-09-28T04:00:00Z","url":"https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}