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EvaluationMedium· Benchmarking· Model Capability· Future-proofing

Humanity’s Last Exam says it will be the hardest benchm...

Benchmarks inevitably face saturation as model capabilities improve by orders of magnitude. Furthermore, Humanity’s Last Exam (HLE) suffers from creator-selection bias, focusing on questions that researchers find difficult rather than those representative of actual user needs. While it serves as a signal for ceiling capability, it is not a reliable indicator of how a model will perform in a real-world deployment.

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