jolmiano91/siteblockerbert

SiteBlocker BERT Finetuned Model 🧠

This model is part of the AI-Powered Webpage Blocker Extension (SiteBlocker) project.
It classifies website text as Safe (Ethical) or Blocked (Unethical) to help filter inappropriate or harmful content.

🧩 Model Information

• Architecture: BERT (Base, Uncased)
• Fine-tuned for: Ethical content detection
• Trained on: Custom dataset of safe vs. unsafe web content
• Output:
  • 0 → Safe ✅
  • 1 → Blocked 🚫

⚙️ Usage Example

from transformers import AutoTokenizer, AutoModelForSequenceClassification
import torch

tokenizer = AutoTokenizer.from_pretrained("jolmiano91/siteblocker-bert-finetuned")
model = AutoModelForSequenceClassification.from_pretrained("jolmiano91/siteblocker-bert-finetuned")

inputs = tokenizer("This is a safe educational site.", return_tensors="pt")
outputs = model(**inputs)
print(torch.argmax(outputs.logits))  # 0 → Safe ✅