Transparent, explainable reasoning pathways for knowledge representation

Establish transparent, explainable reasoning pathways in Neuro-Symbolic knowledge representation that make intermediate symbolic operations and neural contributions traceable and understandable to users.

Background

While the review highlights progress in representing complex relationships and integrating personalized knowledge, the authors emphasize that achieving fully transparent and explainable reasoning pathways remains an open question, especially for robust, human-like knowledge representation.