SlideLab: Audience-Centered Scientific Slide Generation and Evaluation
Quick summary
arXiv:2609.30294v1 Announce Type: cross Abstract: Scientific presentations are more than summaries of research papers. They need to present the work in a coherent sequence, explain the main ideas clearly, and help the audience follow the presentation. We present SlideLab, a training-free multi-agent framework for generating scientific presentations from research papers. SlideLab first plans the presentation narrative, then builds and iteratively refines a shared slide deck using agents for content planning, visual generation, layout refinement, and grounding verification. In a blind human pref
Key takeaways
- arXiv:2609.30294v1 Announce Type: cross Abstract: Scientific presentations are more than summaries of research papers.
- They need to present the work in a coherent sequence, explain the main ideas clearly, and help the audience follow the presentation.
- We present SlideLab, a training-free multi-agent framework for generating scientific presentations from research papers.
Why it matters
The value of this work lies as much in how it was tested as in the claim itself. Sample design, baselines, uncertainty and replication help separate a laboratory result from real-world impact.
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