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ENTITY Benchmark Contamination 101: How Train/Test Overlap Inflates Leaderboard Scores (and How to Catch It)

Benchmark Contamination 101: How Train/Test Overlap Inflates Leaderboard Scores (and How to Catch It)

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  1. TOOL · CL_283708 ·

    Benchmark contamination inflates AI model scores; detection methods explained

    Benchmark contamination, also known as train/test overlap or data leakage, occurs when test examples or their near-duplicates are included in a model's training data. This leads to inflated leaderboard scores because th…