#benchmarks
1 paper
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whitepaper
Evals Are Not Optional
Benchmark scores are not evaluations. Contamination is widespread, Goodhart's Law is in effect, and the gap between a leaderboard number and production behaviour is unbridged without a real eval pipeline. This paper defines what evals are, why the major benchmarks are unreliable in isolation, and how to build an evaluation practice that actually catches failures.