初始化项目，由ModelHub XC社区提供模型
Model: yasserrmd/MedScholar-1.5B Source: Original Platform
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README.md
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---
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base_model: unsloth/qwen2.5-1.5b-unsloth-bnb-4bit
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tags:
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- text-generation-inference
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- transformers
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- unsloth
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- qwen2
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license: apache-2.0
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language:
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- en
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datasets:
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- miriad/miriad-4.4M
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---
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# 🧠 MedScholar-1.5B
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<img src="https://huggingface.co/yasserrmd/MedScholar-1.5B/resolve/main/banner.png" width="800"/>
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**MedScholar-1.5B** is a compact, instruction-aligned medical question-answering model fine-tuned on 1 million randomly selected examples from the [MIRIAD-4.4M dataset](https://huggingface.co/datasets/miriad/miriad-4.4M). It is based on the [Qwen/Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) model and designed for efficient, in-context clinical knowledge exploration — **not diagnosis**.
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---
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## 📌 Model Details
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- **Base Model**: [Qwen2.5-1.5B-Instruct-unsloth-bnb-4bit](https://huggingface.co/unsloth/Qwen2.5-1.5B-Instruct-unsloth-bnb-4bit)
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- **Fine-tuning Dataset**: [MIRIAD-4.4M](https://huggingface.co/datasets/miriad/miriad-4.4M)
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- **Samples Used**: 1,000,000 examples randomly selected from the full set
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- **Prompt Style**: Minimal QA format (see below)
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- **Training Framework**: [Unsloth](https://github.com/unslothai/unsloth) with QLoRA
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- **License**: Apache-2.0 (inherits from base model); dataset is ODC-By 1.0
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---
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## 📋 Prompt Format
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```text
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### Question:
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What is the role of LDL in cardiovascular health?
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### Answer:
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LDL plays a central role in the development of atherosclerosis by delivering cholesterol to peripheral tissues...
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````
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* The model expects the prompt to **end with `### Answer:`**, and will generate only the answer text.
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* Do **not include the answer in the prompt** during inference.
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---
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## 🔒 Dataset Consent & License
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This model was fine-tuned using **randomly selected 1 million examples** from the [MIRIAD-4.4M dataset](https://huggingface.co/datasets/miriad/miriad-4.4M), which is released under the [ODC-By 1.0 License](https://opendatacommons.org/licenses/by/1-0/).
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> **The MIRIAD dataset is intended exclusively for academic research and educational exploration.**
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> As stated by its authors:
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>
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> *“The outputs generated by models trained or fine-tuned on this dataset must not be used for medical diagnosis or decision-making involving real individuals.”*
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---
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## ⚠️ Intended Use
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**This model is for research, educational, and exploration purposes only. It is not a medical device and must not be used to provide clinical advice, diagnosis, or treatment.**
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---
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## 💡 Example Inference (Python)
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```python
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from transformers import pipeline
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pipe = pipeline("text-generation", model="yasserrmd/MedScholar-1.5B", device=0)
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prompt = """### Question:
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What are the symptoms of acute pancreatitis?
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### Answer:
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"""
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response = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7)
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print(response[0]["generated_text"])
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```
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---
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## 🤝 Acknowledgements
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* MIRIAD Dataset by Zheng et al. (2025) – [https://huggingface.co/datasets/miriad/miriad-4.4M](https://huggingface.co/datasets/miriad/miriad-4.4M)
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* Qwen2.5 by Alibaba – [https://huggingface.co/Qwen](https://huggingface.co/Qwen)
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* Training infrastructure: [Unsloth](https://github.com/unslothai/unsloth)
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---
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## 📄 Citation
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```bibtex
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@misc{yasser2025medscholar,
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title = {MedScholar-1.5B: Compact medical QA model fine-tuned on MIRIAD},
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author = {Mohamed Yasser},
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year = {2025},
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howpublished = {\url{https://huggingface.co/yasserrmd/MedScholar-1.5B}},
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}
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```
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This qwen2 model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
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||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151650": {
|
||||||
|
"content": "<|quad_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151651": {
|
||||||
|
"content": "<|quad_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151652": {
|
||||||
|
"content": "<|vision_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151653": {
|
||||||
|
"content": "<|vision_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151654": {
|
||||||
|
"content": "<|vision_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151655": {
|
||||||
|
"content": "<|image_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151656": {
|
||||||
|
"content": "<|video_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151657": {
|
||||||
|
"content": "<tool_call>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151658": {
|
||||||
|
"content": "</tool_call>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151659": {
|
||||||
|
"content": "<|fim_prefix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151660": {
|
||||||
|
"content": "<|fim_middle|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151661": {
|
||||||
|
"content": "<|fim_suffix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151662": {
|
||||||
|
"content": "<|fim_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151663": {
|
||||||
|
"content": "<|repo_name|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151664": {
|
||||||
|
"content": "<|file_sep|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
],
|
||||||
|
"bos_token": null,
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "<|endoftext|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"model_max_length": 32768,
|
||||||
|
"pad_token": "<|vision_pad|>",
|
||||||
|
"padding_side": "left",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user