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README.md
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license: mit
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---
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license: mit
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tags:
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- gguf
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- f16
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- qwen
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- medical
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- dental
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- instruction-tuning
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- doctor
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- chatbot
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- unsloth
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- llama.cpp
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- ollama
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---
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# 🦷 doctor-dental-implant-Qwen2.5-7B-Instruct (GGUF - F16)
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This is the **full precision (f16)** GGUF version of a model trained for **medical chatbot and dental implant assistant** tasks. It combines general doctor–patient dialogue understanding with domain-specific Q&A derived from Straumann® dental implant system manuals.
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🧠 Based on: [`Qwen/Qwen2.5-VL-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct)
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🛠️ Finetuned using: [Unsloth](https://github.com/unslothai/unsloth)
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📦 Format: GGUF (`f16`), compatible with llama.cpp, Ollama, LM Studio, and other local inference engines.
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---
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## 📊 Dataset
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Merged and instruction-formatted dataset from:
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- [`BirdieByte1024/stage1-doctor-patient-chat`](https://huggingface.co/datasets/BirdieByte1024/stage1-doctor-patient-chat)
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- [`BirdieByte1024/dental_implant_straumann`](https://huggingface.co/datasets/BirdieByte1024/dental_implant_straumann)
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Total: **~900 examples**, formatted in Alpaca-style with `<|im_end|>` as EOS.
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---
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## 🧠 Prompt Format
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For Qwen2.5-style use:
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```
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<|im_start|>system
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You are a helpful and knowledgeable medical assistant.<|im_end|>
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<|im_start|>user
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What is the purpose of a healing abutment in dental implants?<|im_end|>
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<|im_start|>assistant
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A healing abutment is used to shape the gum tissue and protect the implant during healing before placing the final crown.<|im_end|>
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```
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Or if you're using **Alpaca-style**:
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```
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Below is an instruction that describes a task. Write a response that appropriately completes the request.
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### Instruction:
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What are the post-op care instructions after implant surgery?
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### Response:
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Patients are usually advised to avoid chewing on the surgical site, maintain oral hygiene with chlorhexidine rinses, and follow up in 7–10 days.<|im_end|>
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```
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---
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## 🛠 How to Use (LLaMA.cpp / LM Studio / Ollama)
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Once downloaded, you can run the model locally via:
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### 🧪 llama.cpp
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```bash
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./main -m doctor-dental-implant-Qwen2.5-7B-Instruct-f16.gguf --prompt "What is a dental implant?"
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```
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### 💻 Ollama (if you've converted the model)
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```bash
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ollama run doctor-dental
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```
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---
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## 🔬 Use Cases
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- 🧑⚕️ Patient-facing virtual assistant
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- 🦷 Dental implant Q&A
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- 📚 Medical education simulation
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- 🧪 Domain adaptation benchmarking (healthcare)
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---
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## ⚠️ Limitations
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- **Not for clinical use or medical advice**
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- May hallucinate or provide overly simplified explanations
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- Training data is synthetic or handbook-derived, not real EMR
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---
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## 📜 License
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MIT License
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---
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## ✍️ Author
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Created by [(BirdieByte1024)](https://huggingface.co/BirdieByte1024) as part of an applied research project in medical LLM alignment.
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