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Early NLP Models and Rule-Based Chatbots In the initial stages of NLP development, chatbots were primarily powered by a combination of simple machine learning models and rule-based systems.
Until now, software agents "have been difficult to implement, requiring laborious, rule-based programming or highly specific training of machine-learning models," the McKinsey team noted.