AIFeatured3 min read
Benchmark analysis
What three AI benchmarks got wrong about real-world performance
AI benchmarks like MMLU are the standard for comparing models, but three recent cases show they miss critical dimensions. Nvidia's Nemotron-4 lacks independent verification, Celeris-1 trades accuracy for speed, and the best pathogen surveillance AI clears only half the tasks. The evidence points to a need for evaluation frameworks that measure what matters in practice.
2026-07-29