Evaluation metrics is a set of quantifiable indicators employed for the systematic assessment of the performance, quality, or effectiveness of a system, model, process, or intervention. This concept underpins methodologies that investigate how well an entity fulfills defined objectives or standards, providing objective criteria for measurement, comparative analysis, and evaluation. Their significance is paramount in enabling data-driven decision-making, benchmarking, optimization, and facilitating a comprehensive understanding of the attributes and limitations of the subject under evaluation within diverse research and practical contexts.