Sarvam AISaaras

Saaras V4

Saaras V4 pairs an audio encoder with a 3B hybrid state-space decoder trained by Sarvam. Its five output modes produce normalized, verbatim, transliterated, code-mixed or English-translated text.

Guide recognition with domain terms

V4 accepts up to 50 keyterms on REST and batch requests. The model guide excludes this parameter from streaming and from V3. Names and technical terms therefore require an endpoint-specific integration.Saaras model guide

Practical use

Practical guidance. Choose transcript form before measuring accuracy. Normalized numbers may suit a searchable record, while verbatim words may suit a dialogue study. Use domain names and difficult recordings to check whether keyterms improve your actual errors.

Specifications & access

Saaras V4 specifications
DetailValue and conditions
AccessAPI
Model identifierssaaras:v4
API positionCurrent default and recommended Saaras modelSarvam model API catalog
Language coverage22 Indian languages plus Indian and global EnglishSaaras model guide

Related models

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