Scientist World provides executable environments for AI-Scientists
Original title: Scientist World: Grow a Research World for AI-Scientists
Frontier AI-Scientists surpass human researchers 74% of the time in Scientist World.
Scientist World turns each research paper into an executable environment for AI-Scientists. The pipeline extracts open-ended questions and reproduces proposed methods as baselines. Frontier models exceed human authors 74% of the time; 6400 hours of traces are released.
- 1,000 verified environments released
- Frontier AI-Scientists surpass humans 74% of the time
- Small model raised 158% to match frontier models
- All ideas, experiments, failures and successes recorded
From the original article
1 min read at arxiv.orgAI-Scientists arrived, but a world for them to grow in did not. Human scientists take theirs for granted $-$ centuries of open problems and shared ideas, waiting in the scientific literature. To AI-Scientists, that world is readable but not runnable, so we build Scientist World for them: every research paper becomes an executable environment.
By Taiming Lu · arxiv.org
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