For GPT-4, the primary cause of errors in Completeness was missing key details, such as the amounts of chemicals used (Figure ). Additionally, GPT-4 often missed gas reagents like H2S or HCl. Moreover, in terms of Correctness, GPT-4 struggled with accurately reporting temperatures during multi-step synthesis, which suggests difficulties in effectively extracting intricate details throughout complex synthesis processes.