[D] NLP: Knowledge based vs neural based

I have been working in nlp with neural language models (W2V, transformers, etc...) for a while and wanted to expand my skill set to the knowledge based approaches. Are knowledge based approaches used in industry and how can they complement neural based approaches?
Any book/learning material reference is highly appreciated, thanks!

machinelearning nlp