Author

N. Choudhary

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#natural language process... Preprint Oct 2026

Anuvani-Diarization: Zero Shot Speaker Diarization and Annotation Conventions Across 22 Languages

India's 22 scheduled languages are spoken by over a billion people in conversations that mix languages, often within one turn, overlap freely, and take place over telephones, in meetings, and in media. Knowing who spoke when, the task of speaker diarization, is essential to speech applications for such conversation: vo...

Stephen Fernandes, N. Choudhary · 0 citations

#natural language process... Preprint Oct 2026

Anuvani-LID: Robust and Calibrated Spoken Language Identification for Indian Languages

Every multilingual speech pipeline begins with a language decision, an error there propagates silently through recognition, translation and routing. In India it spans 22 scheduled languages across four language families, heard over short, noisy, narrowband and code-mixed audio. Foundational speech models increasingly p...

Stephen Fernandes, N. Choudhary · 1 citation