It can be observed that despite the remarkable progress of DL-based ABFE prediction, most models have hit a performance ceiling. This is likely caused by the constraints posed by the currently accessible training data, which may determine the peak performance attainable. Additionally, even with robust models, obtaining reliable predictions for a novel target complex continues to be a formidable challenge.