Satyam810/qwen3-8b-medical-reasoning
Satyam810/qwen3-8b-medical-reasoning is an 8 billion parameter LoRA fine-tune of unsloth/Qwen3-8B-unsloth-bnb-4bit, optimized for medical reasoning and doctor-patient conversational data. This model specializes in generating conversational medical explanations and reasoning traces, differing from its base model by producing more direct, patient-friendly responses. It is intended for educational and research purposes in medical AI, with a context length of 32768 tokens.
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Satyam810/qwen3-8b-medical-reasoning Overview
This model is an 8 billion parameter LoRA fine-tune of unsloth/Qwen3-8B-unsloth-bnb-4bit, specifically adapted for medical applications. It was trained using the Unsloth library on a mixed dataset comprising 75% medical reasoning traces and 25% doctor-patient conversational data.
Key Capabilities
- Medical Reasoning: Generates step-by-step clinical reasoning for medical questions.
- Conversational Style: Produces direct, conversational explanations suitable for patient-physician dialogue, contrasting with the more textbook-like output of its base model.
- Response Style Shift: Fine-tuning significantly altered the response style, leading to shorter, more natural answers (approximately 35% fewer words in tested examples) while maintaining diagnostic correctness on a small test set.
Training Details
The model was fine-tuned on a randomly shuffled subsample of 7,000 combined examples for one epoch, utilizing LoRA with a rank of 32 on a single T4 GPU. The dataset mix was specifically weighted towards reasoning data to preserve explicit reasoning steps while incorporating natural conversational phrasing.
Intended Use & Limitations
This model is designed for educational and research purposes to explore medical reasoning generation and conversational QA. It is a small-scale project and not a validated clinical tool. Users are cautioned that it may produce inaccurate or incomplete medical information and should never be used as a substitute for professional medical advice, diagnosis, or treatment.