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As AI technology advances, the need for more complex evaluation methods becomes increasingly important. Traditional benchmarks and metrics are no longer sufficient for assessing the effectiveness, ethics, and safety of AI systems. Recent failures, such as a multimodal model generating racially insensitive images and a chatbot giving incorrect information, highlight the need for more comprehensive evaluation methods.