Training of Chatbots from Corpus of Human-to-Human Chats

Automated (autonomous) and computer-assisted preparation of initial training patterns for an Artificial Intelligence (AI) based automated conversational agent system, such as an AI-based chatbot, includes a computer processor accessing a corpus of digital weighted conversation models representing text-based interlocutory conversations, wherein each digital weighted conversation model contains annotations and paths, and wherein each path in each digital weighted conversation model is associated with a weight; selecting a plurality of the conversations which meet at least one criteria and in which at least one path meets at least one weight threshold according to the plurality of digital weighted conversation models; converting the weights associated with the selected conversations into initial training pattern values according to at least one Artificial Intelligence (AI) based automated conversational agent system; and exporting the training pattern values to at least one Artificial Intelligence (AI) based automated conversational agent system.