Or just people's names. Something like "Joe Blow said he saw a person with a brown bag." You'd redact Joe's name even if there's nothing particularly interesting about him.
LLMs may help convert the text into a form for the constraint solvers, but they're not the tool I'd use for actually connecting the dots.