SOTA (State of the Art) in machine learning refers to the most advanced and effective methods or models achieved at a specific time within a particular research area. These methods typically demonstrate the highest accuracy, efficiency, or performance on benchmark datasets and are often the benchmark for subsequent innovations and comparisons in the field.