Generative vs Predictive in Natural Language Processing

Generative tasks in natural language processing involve dialogue systems like chatbots and translation where text goes in and comes out, while predictive tasks include information extraction such as text classification to determine if emails are spam or about billing, as well as extracting specific spans of text like person names or organizations from unstructured text.