| --- |
| license: apache-2.0 |
| base_model: mistralai/Mistral-7B-Instruct-v0.2 |
| tags: |
| - biology |
| - medical |
| - mcq |
| - gguf |
| - ollama |
| - mistral |
| - education |
| language: |
| - en |
| metrics: |
| - accuracy |
| --- |
| |
| # Mistral-Biology-MCQ-Strict |
|
|
| This model is a high-precision, zero-hallucination configuration of a Mistral-7B fine-tune, specifically engineered for **Biology Multiple Choice Questions (MCQs)**. It is optimized to provide deterministic, single-letter outputs (A, B, C, D) for automated grading and assessment. |
|
|
| ## Model Details |
|
|
| ### Model Description |
|
|
| - **Developed by:** HangTuahMalayWarrior (Fine-tuning) |
| - **Model type:** GGUF (Quantized for Ollama) |
| - **Language(s) (NLP):** English |
| - **License:** Apache-2.0 |
| - **Finetuned from model:** Mistral-7B-v0.1 (via QLoRA) |
|
|
| ## Uses |
|
|
| ### Direct Use |
|
|
| This model is intended for **strictly formatted MCQ processing**. It is designed to be used with a specific Ollama Modelfile that sets the temperature to 0 and utilizes stop sequences to prevent "model bleed" or conversational rambling. |
|
|
| ### Out-of-Scope Use |
|
|
| - General purpose chatting or creative writing. |
| - Non-biological scientific domains (performance may vary). |
| - Medical advice (This is an educational tool, not a clinical diagnostic tool). |
|
|
| ## Bias, Risks, and Limitations |
|
|
| The model has been fine-tuned on a specific subset of Biology MCQs. While it is highly accurate for that domain, it may exhibit "catastrophic forgetting" regarding general knowledge topics not related to biology. |
|
|
| ### Recommendations |
|
|
| To maintain a **100% accuracy target**, users must use the provided Modelfile settings. High temperature settings will cause the model to leak training tags (e.g., `<|start_of_role|>`). |
|
|
| ## How to Get Started with the Model |
|
|
| To run this model on Windows using Ollama without hallucinations, create a file named `Modelfile` with the following content: |
|
|
| ```dockerfile |
| FROM hf.co/HangTuahMalayWarrior/mistral-biology-mcq-qlora_gguf:Q4_K_M |
| |
| # Strict Precision Parameters |
| PARAMETER temperature 0.0 |
| PARAMETER top_k 1 |
| PARAMETER top_p 0.01 |
| |
| # Stop Sequences to prevent training-tag leaks |
| PARAMETER stop "<|" |
| PARAMETER stop "\n" |
| PARAMETER stop "user" |
| |
| SYSTEM """You are a strict MCQ answering bot. |
| Your output must ONLY be the letter of the correct option (e.g., A, B, C, or D). |
| Do not provide explanations. Do not repeat the question.""" |
