Modelpublic

tknez/ModerniBERT-traffic-event-classification

sourceHugging Faceupdated 4mo agoView on Hugging Face

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Model Card

Slovenian Traffic Announcement Multi-Task Classifier

This model is a multi-task classifier based on `MPreview/ModerniBERT` fine-tuned on Slovenian traffic event announcements.

It classifies announcements into 11 tasks:

—10 Boolean attributes:
—Vožnja v napačno smer
—Nesreča - zapora pasu
—Nesreča - popolna zapora
—Cesta/pas zaprt
—Ovira na cesti
—Velika gneča (≥30min)
—Nujnost
—Varnostno tveganje
—Dogodek končan
—Načrtovan dogodek
—1 Road type categorical attribute (Tip ceste):
—Avtocesta
—Hitra cesta
—Glavna cesta
—Regionalna cesta
—Občinska cesta

Architecture

It uses a shared MPreview/ModerniBERT encoder and pooler fallback logic, connected to 11 classification heads:

—10 binary classification heads
—1 multi-class classification head (5 classes)