Agent4Sci Evaluates Coding Agents on Scientific Machine Learning

Agent4Sci measures the ability of frontier agents to improve published scientific models across 20 benchmarks and 11 domains. Claude Opus achieved a 10.4% mean relative improvement in scientific ML tasks without academic misconduct.