Joana Ribeiro de Faria

Legal Prediction Models Exploit Tribunal Text Shortcuts

Auditing 33,158 UK employment claims shows outcome-revealing phrases can deliver 56.07 Macro-F1 by themselves, close to full-text classifiers.