Limnex UIE: a small char-level transformer that generates synthetic URLs for training phishing detectors, and a pre-registered test of whether that data actually helps

I've been working on a generator of synthetic URLs for training and testing phishing detectors, and I've released it with its full evaluation: https://github.com/youssefismail-dev/limnex-uie (Apache-2.0, code and weights). The motivation is a data problem. Phishing URLs are scarce, feeds only conta…

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1. 2026-10-26 13:00 · r/learnmachinelearning
   Limnex UIE: a small char-level transformer that generates synthetic URLs for training phishing detectors, and a pre-registered test of whether that data actually helps