Dear Editor, Please find enclosed our revised manuscript entitled “Design Patterns for LLM-based Neuro-Symbolic Systems”, which we are re-submitting for exclusive consideration of publication as an article to the special issue on "Knowledge Graphs and Neurosymbolic AI" of the Neurosymbolic Artificial Intelligence journal. We have also attached our response to the reviewers’ feedback as a supplementary file. Based on the feedback provided by the reviewers, we have taken into account the comments and suggestions. The main adjustments are: - Re-written the discussion and conclusion and future work based on the comments - Updated the figures and text in section 5 to make it more coherent - Removed Hybrid AI argumentation in section 4 - Renamed ‘application’ to ‘inference’ in section 4.2 - Revised the typos and grammatical errors, and made the text more readable using \texttt{} and the explanation of the abbreviations Thank you for your consideration of our work. Please feel free to correspond with us by e-mail using maaike.deboer@tno.nl. Sincerely, Maaike de Boer, Quirine Smit, Michael van Bekkum, André Meyer-Vitali and Thomas Schmid RESUBMIT of #787-1778 and #823-1819