A comprehensive platform for evaluating the efficacy of machine learning models is crucial for researchers to compare different techniques. This platform should contain a diverse set of benchmarks that represent real-world applications. By standardizing the assessment process, a robust benchmark platform can promote openness in the industry of AI.