Fine-Tuning BERT to Classify Security Logs — And the 100% Accuracy Trap I Fell Into

Fine-tuned BERT to classify security-relevant logs and alerts for threat detection. Covers tackling a vocabulary-shortcut problem in synthetic training data, model evaluation on ambiguous hand-crafted examples, and deployment to HuggingFace Spaces.