On Oct 22, Agent4Sci tests whether coding agents can beat published scientific ML models; Claude Opus improves them by 10.4%.
On Oct 22, Agent4Sci tests whether coding agents can beat published scientific ML models; Claude Opus improves them by 10.4%.
Posted on arXiv on Oct 22, 2026 (source: arxiv.org).
The paper introduces Agent4Sci, a testbed of 20 scientific ML benchmarks across 11 domains. The authors report frontier agents beat the published best on every benchmark, with Claude Opus at 10.4% mean improvement, mostly through engineering tricks; added research skills raised it to 20.1%. The paper has not yet been peer-reviewed.
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