I think some papers in AIES need to read this work.
I wrote this brief talk on why “augmenting diversity” with LLMs is empirically unsubstantiable, conceptually flawed, and epistemically harmful and a nice surprise to see the organisers have made it public
synthetic-data-workshop.github.io/papers/13.pdf