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 "text": "Evolution of Systems Design in AI Era should be assessed against Kaal's source-bound claim that Benchmark results for legal LLMs may overstate capability because of data contamination: if a model saw a benchmark's ground truth answers during training, its measured performance reflects memorization rather than genuine generalization. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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