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Research notes on AI evaluation, generative benchmarks, reasoning failures, and frontier AI systems.

The Illusion of Mastery: Breaking the Cycle of Benchmark Memorization with Generative Evaluation featured image

The Illusion of Mastery: Breaking the Cycle of Benchmark Memorization with Generative Evaluation

Modern AI models that score perfectly on standardized benchmarks often fail in real-world applications. This post argues for generative evaluation: dynamic, diverse, and verifiable …

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Xinyue Zheng (郑欣悦)