New AI Turns Dense Research Papers Into Ready-to-Present Slides
Could save researchers days of slide-building — and catch fake numbers too.
Scientists spend hours turning research papers into conference talks. A paper is dense, detailed, and written for readers; a talk has to be simple, ordered, and easy to follow while you are speaking out loud. SlideLab, a new system from researchers Vidushee Vats, Karun Sharma and Yuxia Wang, tries to close that gap by generating a complete presentation straight from a paper — no special training required, and no manual slide-building.
The trick is teamwork. Instead of one AI doing everything, SlideLab runs several AI "agents" — think of them as specialist assistants that can each take actions on their own. One plans the storyline of the talk. Another writes the slide content. Another designs the visuals and layout. A final one acts as a fact-checker, verifying that every claim on a slide actually traces back to the paper. They share one slide deck and keep refining it round by round.
In a blind test, human reviewers judged SlideLab's decks better than those from both free and paid competing tools on 77% of papers — all while using roughly four times less computing power, measured in "tokens" (the word-sized chunks of text AI reads and writes). The team also built ConfArena, a system that simulates a conference room and reviews a talk slide by slide. It correctly flagged deliberately planted problems: falsified numbers, degraded figures, dropped slides and shuffled slide order.
The catch: this is a research project, not a product you can buy, and it is aimed specifically at scientific papers. Slides that win a preference test are not the same as slides that fit your company template, your boss's expectations, or your own speaking style. Still, the direction is clear — the tedious part of making slides is becoming something you can hand off to software, and the quality-checking is arriving alongside it.
- Turns a research paper into a finished slide deck automatically, planning the story before designing any slides.
- Beat both free and paid slide tools in a blind human test on 77% of papers, using about four times less computing.
- A built-in reviewer simulates a conference audience and catches faked numbers, blurry figures and jumbled slide order.
Why It Matters
Cheaper slide-building means professionals spend less time formatting and more time thinking about what to actually say.