The risk of "overfitting" occurs when a model memorizes a training set rather than learning general relationships, such as "king is to man what queen is to woman." Jones aims to build a well-balanced model that acts as an expert in identifying malicious content and spam. This customized approach is intended to replace the current method of overloading the context window with heuristics.
