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.

We demonstrate proof-of-principle for this rule-based mediation with two use cases for SBML model annotation. This was implemented with existing tools, decreasing development time and increasing ...