PraxySante/Qwen3-0.6B-SFT-ASR-Correction-FR-v6
PraxySante/Qwen3-0.6B-SFT-ASR-Correction-FR-v6 is a 0.8 billion parameter Qwen3-based model developed by PraxySante, fine-tuned for French Automatic Speech Recognition (ASR) error correction specifically within the medical domain. This model specializes in refining transcribed medical text, leveraging its instruction-tuned architecture to improve accuracy. It is designed to process and correct French medical transcriptions, making it suitable for applications requiring high-fidelity text from speech in healthcare contexts.
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Overview
PraxySante/Qwen3-0.6B-SFT-ASR-Correction-FR-v6 is a specialized Qwen3-0.6B model, fine-tuned by PraxySante for correcting French Automatic Speech Recognition (ASR) errors, particularly in the medical field. With 0.8 billion parameters and a context length of 32768 tokens, this model is engineered to enhance the accuracy of medical transcriptions.
Key Capabilities
- French ASR Correction: Specifically trained to identify and rectify errors in French speech-to-text outputs.
- Medical Domain Specialization: Optimized for terminology and context relevant to healthcare, improving correction quality for medical dictations and records.
- Instruction-Tuned: Utilizes a chat template with a system role as a "medical transcription correction assistant" to guide its responses.
- Input Preprocessing: Recommends normalization steps for numbers, medications, units, and abbreviations to improve correction performance.
Training Details
The model was fine-tuned using Supervised Fine-Tuning (SFT) with LoRA on the PraxySante/Qwen3-0.6B-SFT-ASR-Correction-FR-vf-train-clean dataset. Training involved 35,000 steps, achieving a loss of approximately 0.70.
Good For
- Developers building applications that require highly accurate French medical transcriptions.
- Healthcare systems needing to refine ASR outputs for clinical documentation, patient records, or research.
- Use cases where precise correction of medical terminology, numbers, and units in French is critical.