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Benchmark contamination

A benchmark's questions having leaked into a model's training data, so its score measures memory rather than ability.

how it is measured · the vocabulary

data contaminationleakage

Unavoidable at scale — the tests are published on the internet the models are trained on. It is the main reason a leaderboard from a year ago tells you little, and why boards with held-out or continuously refreshed questions are worth more than famous ones.

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ARC-AGIBenchmarkEloEval setGPQAHumanEvalLLM as judgeLMArena