Attribute-Based Evaluation is a method that assesses entities by focusing on specific characteristics or attributes, allowing for a nuanced understanding of their performance or quality. This approach is particularly useful in fields like machine learning, product development, and quality assurance, where detailed analysis of individual features is crucial for optimization and improvement.