Meta eval lead's BenchBench chart shows self-reported eval counts across labs

ziqiao_ma · x · 2026-11-08

Responding to criticism that labs outsource evals, Meta's eval team member ziqiaoma shows her BenchBench chart: by self-reported model-card counts alone, her team reports more evals (85) than most compared labs (Claude Haiku 5.5: 7; DeepSeek V4.1 and GPT-6 Luna: 11 each). Third-party benchmarks complement internal work—private test sets guard against gaming, so labs use them to check held-out generalization, while maintaining internal implementations for public benchmarks.

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