text_performance_prediction_shortform

Open Paws Text Performance Prediction Shortform

🐾 Specialized model for scoring and ranking content based on animal advocacy principles

Overview

This model is part of the Open Paws initiative to develop AI systems aligned with animal liberation and advocacy principles. Designed to support advocates, educators, and researchers working toward a more compassionate world for all animals.

Model Details

• Model Type: Ranking Model
• Model Size: Compact (under 1B parameters)
• Architecture: Transformer-based
• Training Focus: Animal advocacy and ethical reasoning
• Organization: Open Paws
• License: Apache 2.0

Intended Use

Primary Applications

• Content quality assessment for animal advocacy
• Message effectiveness scoring
• Preference modeling for advocacy strategies
• Performance evaluation of educational materials

Ethical Guidelines

• ✅ Supporting animal welfare and rights advocacy
• ✅ Educational content about animal liberation
• ✅ Ethical decision-making frameworks
• ❌ Content that promotes animal exploitation
• ❌ Justifying harm to sentient beings

Usage

Installation

pip install transformers torch

Basic Usage

from transformers import AutoModel, AutoTokenizer
import torch

# Load model and tokenizer
model_name = "open-paws/text_performance_prediction_shortform"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModel.from_pretrained(model_name)

# Score content for animal advocacy alignment
content = "Plant-based diets reduce animal suffering significantly"
inputs = tokenizer(content, return_tensors="pt")
score = model(**inputs).logits
print(f"Advocacy alignment score: {score.item():.3f}")

Community and Contributions

• Organization: Open Paws - Making AI an ally to animals
• Website: openpaws.ai
• Community: Join our mission to use AI for animal liberation
• Issues: Report issues via HuggingFace discussions

Model Card Contact

For questions about this model, please reach out via:

• HuggingFace Discussions: open-paws/text_performance_prediction_shortform
• Organization Page: Open Paws

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Built with 🐾 for animal liberation and AI alignment