Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems
SciUtopia uses LLM agents to simulate academic ecosystems across years, including funding, review, citations, and researcher exits.
The paper reports 61 simulated worlds with more than 40,000 researchers, 8,000 institutions, about 400,000 publication decisions, and 1.2 million generated peer reviews. The authors say rejection-driven resubmission can raise reviewer burden beyond what researcher population growth alone would explain. They also find cautious exploration can trade off citation impact, career outcomes, and longer-term topic diversity. HF Daily Papers' note
The paper reports 61 simulated worlds with more than 40,000 researchers, 8,000 institutions, about 400,000 publication decisions, and 1.2 million generated peer reviews. The authors say rejection-driven resubmission can raise reviewer burden beyond what researcher population growth alone would explain. They also find cautious exploration can trade off citation impact, career outcomes, and longer-term topic diversity. HF Daily Papers' note
score 4