Human evaluation with GT captions also shows better performance than with GenP captions as seen in Table 4.
if you are stuck at a certain step and you are given a textual manual which more explicitly describes the names and shapes of the related parts, you could complete that step by reading this additional material and also by comparing it to the visual counterpart.