When you ask an LLM "What job can I get with no prior experience?" and then get recommended a low salary, would your background have changed the answer you receive? Surprisingly, perhaps not. Check out our paper with @gsarti.com @arianna-bis.bsky.social and Raquel Fernández: arxiv.org/abs/2606.02776
