Audit of multilingual clinical ASR reveals demographic biases; SamaVaani debiasing technique is proposed to jointly boost performance and fairness in Indian languages.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
Observational cohort of 1,284 Ash users showed small improvements (d=0.14-0.26) in four functioning indicators and working alliance after four weeks, associated with active days/sessions/minutes but not message volume, with no grandiosity change.
citing papers explorer
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SamaVaani: Auditing and Debiasing Multilingual Clinical ASR for Indian Languages
Audit of multilingual clinical ASR reveals demographic biases; SamaVaani debiasing technique is proposed to jointly boost performance and fairness in Indian languages.
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Functional outcomes and naturalistic engagement with a purpose-built conversational AI for mental health (Ash)
Observational cohort of 1,284 Ash users showed small improvements (d=0.14-0.26) in four functioning indicators and working alliance after four weeks, associated with active days/sessions/minutes but not message volume, with no grandiosity change.