EkaCare Models
Parrotlet-V-Lite-4B
- A purpose-built vision LLM optimized for parsing Indian medical records, including lab reports, digital prescriptions, document classification, and PII extraction.
- Deployable via Hugging Face, it enables structured data extraction from medical images and PDFs for healthcare AI and interoperability workflows.
- AIKosh | Hugging Face
Parrotlet-A-EN-5B
- A healthcare-optimized ASR model for transcribing English medical speech in Indian clinical settings, combining a Whisper V3 encoder with a MedGemma3 4B decoder.
- Designed for accurate short-form medical audio transcription, it enables high-fidelity speech-to-text conversion for scribe and voice-enabled healthcare applications.
- AIKosh | Hugging Face
Parrotlet-E
- A state-of-the-art multilingual embedding model optimized for entity-level medical concept representation across 12 Indic languages and English.
- Fine-tuned on 18M+ SNOMED CT and UMLS-aligned term pairs, it enables robust cross-lingual medical coding, semantic search, and retrieval with benchmark-leading performance on Eka-IndicMTEB.
- AIKosh | Hugging Face