Abstract: Disclosed, among other things, are methods for legal file generation, which may extract domains, entities, or intents from a plurality of sources for practical applications of legal drafting or other tasks. Legal file generation may integrate human-in-the-loop (HITL) feedback, novel deep learning networks, NLG, and conversational AI, for example, to provide improved accuracy and efficiency in the provision of legal services.