In future enhancements to the CKB, the integration of Large Language Models (LLMs) can play an important role for improving how chemical knowledge is formalized and accessed. One of the primary uses of LLMs in ChemWiki will be to transform unstructured data from scientific publications into the structured formats used within publication pages, investigations, and descriptions of molecules. To optimize the accuracy and user trust in this automated process, an "assistant" mode, allowing users to review and adjust the extracted values as needed, could