PromptPolisher-Pro 🎨✨
Welcome to PromptPolisher-Pro - your friendly AI companion for transforming robotic AI-generated prompts into warm, human-like natural language!
Model Overview
PromptPolisher-Pro is a specialized large language model fine-tuned specifically for rewriting AI-generated prompts and text into natural, conversational language. This model excels at:
- 🎭 Tone Switching: Seamlessly adapt text between professional, casual, friendly, formal, enthusiastic, and empathetic tones
- 🌊 Natural Flow: Transform rigid, structured prompts into flowing, human-like conversations
- 🎯 Context Preservation: Maintain the original intent while improving readability and warmth
- ✍️ Style Adaptation: Adjust writing style to match various scenarios and audiences
Key Features
✨ Multi-Tone Support: Switch between 6+ distinct communication tones 🔄 Bidirectional Polish: Both simplify complex prompts and enrich simple ones 🎨 Creative Rewriting: Add personality and flair while preserving meaning 🌍 Context-Aware: Understands nuances and adapts accordingly ⚡ Fast Processing: Optimized for real-time prompt enhancement
Sample Use Cases
Use Case 1: Professional Email Transformation
Input (AI-generated):
Schedule meeting. Discuss Q4 metrics. Include stakeholders. Friday 2PM.
Output (PromptPolisher-Pro):
Hi team! I hope everyone's having a great week. I'd like to schedule a meeting
for this Friday at 2 PM to discuss our Q4 metrics together. Please make sure all
key stakeholders can join us. Looking forward to seeing everyone there!
Use Case 2: Customer Support Message
Input (AI-generated):
Order delayed. Shipment issue. Will arrive 3 days late. Apologize.
Output (PromptPolisher-Pro):
We sincerely apologize for the inconvenience. We've encountered an unexpected
shipment delay, and your order will arrive approximately 3 days later than
originally estimated. We truly appreciate your patience and understanding during
this time, and we're working hard to get your package to you as soon as possible!
Use Case 3: Social Media Content
Input (AI-generated):
New product launch. Features: faster, cheaper, better. Buy now.
Output (PromptPolisher-Pro):
🎉 Exciting news! We're thrilled to announce our latest product launch!
It's faster than ever, more affordable, and packed with improvements you'll love.
Ready to experience the difference? Check it out today! 🚀
Use Case 4: Educational Content
Input (AI-generated):
Photosynthesis: plants convert light to energy. Uses chlorophyll. Produces oxygen.
Output (PromptPolisher-Pro):
Let's explore the fascinating process of photosynthesis! Plants have an amazing
ability to convert sunlight into energy they can use. They do this with the help
of chlorophyll, the green pigment in their leaves. As a wonderful bonus, this
process also produces oxygen that we breathe. Nature is incredible!
Use Case 5: Casual Conversation Starter
Input (AI-generated):
Weather update. Temperature 72F. Sunny. Good day for outdoor activities.
Output (PromptPolisher-Pro):
Hey! Just wanted to give you a heads up - it's absolutely gorgeous outside today!
We're looking at a lovely 72°F with plenty of sunshine. Perfect weather for any
outdoor plans you might have been thinking about. Enjoy the beautiful day! ☀️
How to Use
from transformers import AutoTokenizer, AutoModelForCausalLM
# Load model and tokenizer
tokenizer = AutoTokenizer.from_pretrained("amalsp/PromptPolisher-Pro")
model = AutoModelForCausalLM.from_pretrained("amalsp/PromptPolisher-Pro")
# Prepare your AI-generated text
ai_text = "Meeting scheduled. Bring documents. Important discussion."
# Add tone instruction (optional)
prompt = f"""Rewrite the following AI-generated text into natural, friendly human language:
Text: {ai_text}
Rewritten:"""
# Generate human-like version
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs, max_length=200, temperature=0.7)
result = tokenizer.decode(outputs[0], skip_special_tokens=True)
print(result)
Supported Tones
- 🎩 Professional: Formal business communication
- 😊 Friendly: Warm and approachable
- 👔 Formal: Academic or official contexts
- 🌟 Enthusiastic: Energetic and positive
- 🤝 Empathetic: Compassionate and understanding
- 😎 Casual: Relaxed and conversational
Model Details
- Model Type: Text-to-Text Language Model
- Task: Text Rewriting and Style Transfer
- Language: English (with potential for multilingual expansion)
- License: Apache 2.0
- Training Objective: Transform AI-generated text into natural human language
Training Data
The model was trained on a diverse corpus of:
- Professional communications (emails, reports, memos)
- Customer service interactions
- Social media content
- Educational materials
- Conversational datasets
- Human-edited AI outputs
Limitations
- Currently optimized for English language
- Works best with text up to 500 tokens
- May occasionally over-embellish very simple statements
- Performance varies with highly technical jargon
Ethical Considerations
This model is designed to enhance communication, not to deceive. Users should:
- Clearly indicate when content has been AI-assisted
- Review outputs for accuracy and appropriateness
- Use responsibly in professional contexts
- Respect audience expectations for authenticity
Future Developments
🚀 Planned improvements include:
- Multi-language support
- Industry-specific tone presets
- Custom tone training
- Real-time API integration
- Browser extension for seamless integration
Citation
If you use PromptPolisher-Pro in your work, please cite:
@misc{promptpolisher-pro,
author = {amalsp},
title = {PromptPolisher-Pro: Specialized LLM for Human-like Prompt Rewriting},
year = {2025},
publisher = {HuggingFace},
url = {https://huggingface.co/amalsp/PromptPolisher-Pro}
}
Feedback & Support
We'd love to hear from you! Feel free to:
- Open an issue for bugs or suggestions
- Share your success stories in the Community tab
- Contribute improvements via pull requests
Happy prompting! Let's make AI communication more human together! 🎉✨