Lekhansh Shukla

Systematic audits reveal that ASR models can significantly underperform for regional languages and specific demographics, raising critical equity concerns in clinical settings.

LLMs aren't just chatbots; they're surprisingly good motivational interviewers, even outperforming human therapists on key metrics and fooling psychiatrists in distinguishability tests.