Dear Editors We are submitting our updated version of a paper that was accepted at the 19th International Conference on Neurosymbolic Learning and Reasoning (NeSy25), titled "KEA Explain: Explanations of Hallucinations using Graph Kernel Analysis". In accordance with the NAI Author Guidelines, we have significantly expanded the article with the following key changes: - Added Background section. - Added Explainable AI subsection in related work. - Expanded related work to better ground our contribution. - Added more detail into the Methodology section (dataset statistics, WL kernel details, etc.) - Expanded Discussion section with a more detailed interpretation of the results. We look forward to receiving the reviewer feedback on our submission. Thank you, Reilly and Ben