Missing entries don’t get corrected by looking at the LLM output. That only helps when the LLM makes something up from thin air or mangles the output.
Of course it’s not the kind of question you can get an objectively correct answer for, but you could come up with the correct answer for a given methodology.
You can only correct for missing entries by doing the same work you’d need to start from scratch. But after that you now have a second list to consider.