X-Factor: Quality Is a Dataset-Intrinsic Property

Research indicates that dataset quality is an intrinsic property, independent of size, class balance, and model architecture, and significantly influences machine learning performance. The study finds that dataset quality emerges from the quality of its constituent classes, making it a key factor alongside size, class balance, and architecture for optimizing classifiers.