# SlideLab framework generates scientific presentations from research papers

Digest AI · Research · published 2026-09-28T04:00:00Z

Canonical: https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa

## 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.

In 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.

The 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.

## Key points

- 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

## Why it matters

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.

## Sources

1. [SlideLab: Audience-Centered Scientific Slide Generation and Evaluation](https://arxiv.org/abs/2609.30294) (arXiv cs.CL, 2026-09-28, primary source)

## Cite

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

---

Written by Digest AI's editorial model from the linked sources; the sources are the record. 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
JSON: https://digestai.news/story/slidelab-framework-generates-scientific-presentations-from-research-pa.json