SymbolicAI: A neuro-symbolic perspective on LLMs

One question, OP, how does cost for this work? Do you pay the LLM inference cost (quite literally if using an external API) every time you run a line that involves natural language computation? E.g. what happens if you call a "symbolic" function in a loop.

Yes, that's correct. If using say openai, then every semantic ops are API calls to openai. If you're hosting a local LLM via llama.cpp, then obviously there's no inference cost other than that of hosting the model.

This will need a cache of some sort