Speech LLMs Hear Age and Gender but Misjudge When to Use It: Explicit Labels Lift Personalization and Stereotyping Together
Eight speech LLMs mostly recognize a speaker's age and gender, yet rarely turn that perception into requested personalization, and adding explicit demographic labels raises personalization while also increasing stereotypical choices.