Neurosymbolic Large Language Models: A Survey of Symbolic Integration, Reasoning and Explainability
A novel taxonomy of symbolic integration in LLMs is proposed, along with a roadmap to merge symbolic techniques with LLMs to enhance transparency and identifies commonly used benchmarks, recent advances and important research gaps.