metadata

language:
  - en
license: apache-2.0
tags:
  - prompt-optimization
  - british-english
  - education
  - gpt-oss
  - ollama
datasets:
  - roneymatusp/british-educational-prompts
widget:
  - text: como fazer uma aula boa?
    example_title: Portuguese Input
  - text: teach math to kids
    example_title: American English Input
  - text: avaliação para matemática
    example_title: Mixed Language Input

PauleanPrompt - British Educational Prompt Optimizer

Model Description

PauleanPrompt is a specialized prompt optimization model that converts any input (Portuguese, American English, etc.) into optimized British English educational prompts.

Features

✅ Accepts input in ANY language
✅ Always outputs British English prompts
✅ Focuses on British educational levels (Pre-Prep, Prep, Junior, IGCSE, IBDP)
✅ Uses British spelling and terminology
✅ Aligned with National Curriculum

Usage

Using with Ollama Turbo

from ollama import Client

client = Client(
    host="https://ollama.com",
    headers={'Authorization': 'YOUR_API_KEY'}
)

response = client.chat(
    model="gpt-oss:20b",
    messages=[
        {'role': 'system', 'content': SYSTEM_PROMPT},
        {'role': 'user', 'content': "como fazer uma aula boa?"}
    ]
)

Example Outputs

Input	Output
"como fazer uma aula boa?"	"Create a comprehensive lesson plan for a Year 6 class..."
"teach math to kids"	"Design a Year 2 mathematics lesson plan..."
"avaliação para matemática"	"Develop a formative assessment for Year 8 pupils..."

Training Details

Base Model: GPT-OSS:20b
Training Method: LoRA fine-tuning
Dataset: 8,086 British educational examples
Training Date: August 2025

Limitations

This is a prompt optimizer, NOT a chatbot
Always outputs prompts, not answers
Optimized for educational context only

Citation

@misc{pauleanprompt2025,
  author = {Roney Matus},
  title = {PauleanPrompt: British Educational Prompt Optimizer},
  year = {2025},
  publisher = {HuggingFace},
  url = {https://huggingface.co/roneymatusp/PauleanPrompt}
}