Rumiii/LlamaTron-RS1-Nemesis-1B
TEXT GENERATIONConcurrent Unit Cost:1Model Size:1BQuant:BF16Context Size:32kTool Calling:SupportedPublished:Feb 19, 2026License:apache-2.0Architecture:Transformer0.0K Open Weights Featherless Exclusive Cold
Rumiii/LlamaTron-RS1-Nemesis-1B is a 1 billion parameter Llama 3.2-Instruct based model fine-tuned by Rumiii for medical reasoning tasks. It specializes in handling complex clinical questions, differential diagnosis, treatment planning, pharmacology, and clinical case analysis. Trained on 204,773 medical reasoning conversations, this model provides structured and coherent responses for medical inquiries. It is optimized for research and educational applications in the medical domain.
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LlamaTron-RS1-Nemesis-1B: Medical Reasoning Model
LlamaTron-RS1-Nemesis-1B is a 1 billion parameter language model developed by Rumiii, specifically fine-tuned for medical reasoning. It is based on the meta-llama/Llama-3.2-1B-Instruct architecture.
Key Capabilities
- Medical Reasoning: Excels at complex clinical questions, providing structured and coherent reasoning.
- Specialized Tasks: Proficient in differential diagnosis, treatment planning, pharmacology, and clinical case analysis.
- Training Data: Fine-tuned on the extensive Medical-Reasoning-SFT-MiniMax-M2.1 dataset, comprising 204,773 clinical reasoning conversations with chain-of-thought traces.
- Efficient Training: Utilizes QLoRA (4-bit NF4 + LoRA) on an NVIDIA H200 GPU, completing training in under 4 hours.
Good For
- Research and Education: Intended for academic and research purposes in the medical field.
- Clinical Question Answering: Generating detailed responses to medical inquiries.
- Understanding Medical Concepts: Analyzing and explaining complex medical scenarios.
Limitations
- Not a substitute for professional medical advice, diagnosis, or treatment.
- Trained with a maximum sequence length of 512 tokens, which may affect performance on very long clinical texts.