HangTuahMalayWarrior/mistral-biology-mcq-qlora_gguf

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:

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."""