So you are using a local small model to remove identifying information and make the question generic, which is then sent to a larger model? Is that understanding correct?

I think this would have some additional benefits of not confusing the larger model with facts it doesn't need to know about. My erasing information, you can allow its attention heads to focus on the pieces that matter.

Requires further study.