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DatBench is a comprehensive benchmark suite for evaluating vision-language models, designed to assess their performance across a range of discriminative, faithful, and efficient tasks. The benchmark provides a standardized framework for comparing the capabilities of different models, enabling researchers and developers to make informed decisions about model selection and development.