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--- |
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tags: |
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- llama-3-8b |
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- sft |
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- medical |
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language: |
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- en |
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- ar |
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base_model: |
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- meta-llama/Meta-Llama-3-8B |
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license: cc-by-nc-nd-4.0 |
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datasets: |
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- lighteval/med_mcqa |
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- qiaojin/PubMedQA |
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- bigbio/med_qa |
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--- |
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# MedLLaMA-3 |
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This model is developed by Basel Anaya. |
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## 💻 Usage |
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```python |
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!pip install -qU transformers accelerate |
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from transformers import AutoTokenizer |
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import transformers |
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import torch |
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model = "Reverb/MedLLaMA-3" |
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messages = [{"role": "user", "content": "What is a large language model?"}] |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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torch_dtype=torch.float16, |
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device_map="auto", |
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) |
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) |
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print(outputs[0]["generated_text"]) |
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``` |
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## 🏆 Evaluation |
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| Tasks |Version|Filter|n-shot| Metric |Value | |Stderr| |
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|-------------------------------|-------|------|-----:|--------|-----:|---|-----:| |
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|stem |N/A |none | 0|acc |0.6466|± |0.0056| |
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| | |none | 0|acc_norm|0.6124|± |0.0066| |
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| - medmcqa |Yaml |none | 0|acc |0.6118|± |0.0075| |
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| | |none | 0|acc_norm|0.6118|± |0.0075| |
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| - medqa_4options |Yaml |none | 0|acc |0.6143|± |0.0136| |
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| | |none | 0|acc_norm|0.6143|± |0.0136| |
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| - anatomy (mmlu) | 0|none | 0|acc |0.7185|± |0.0389| |
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| - clinical_knowledge (mmlu) | 0|none | 0|acc |0.7811|± |0.0254| |
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| - college_biology (mmlu) | 0|none | 0|acc |0.8264|± |0.0317| |
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| - college_medicine (mmlu) | 0|none | 0|acc |0.7110|± |0.0346| |
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| - medical_genetics (mmlu) | 0|none | 0|acc |0.8300|± |0.0378| |
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| - professional_medicine (mmlu)| 0|none | 0|acc |0.7868|± |0.0249| |
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| - pubmedqa | 1|none | 0|acc |0.7420|± |0.0196| |
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|Groups|Version|Filter|n-shot| Metric |Value | |Stderr| |
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|------|-------|------|-----:|--------|-----:|---|-----:| |
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|stem |N/A |none | 0|acc |0.6466|± |0.0056| |
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| | |none | 0|acc_norm|0.6124|± |0.0066| |
