Science's Last Exam: Best of 8 frontier models scores 37.5/100, all zero on end-to-end research

geoffwolfe · x · 2026-11-07

Science's Last Exam (SLE), shared by Yang Ling, produced a striking result: across 113 scientific tasks, the best of eight frontier models scored just 37.5/100, and all eight scored zero on the end-to-end research task.

SLE has models pursue research objectives using computational tools, with final artifacts assessed against hidden, expert-defined checks. Its drug-regimen task, for example, requires balancing efficacy and safety across simulated conditions and establishing where conclusions hold. ReasonCoreAI notes this tests a key combination of scientific knowledge, experimental judgment, and validation of resulting work — real AI-driven scientific research remains far off.

Related event: Science's Last Exam Benchmark Launches: All 8 Frontier Models Score Zero on End-to-End Research(5 posts)→

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