Yasmina El Kacemi

SCM-based Fairness and Faithful Explainability for Legal Document Classification

Transformer models such as LegalBERT are increasingly used in legal decision support, raising concerns about both fairness and the transparency of model explanations. These properties are usually evaluated separately, leaving open whether a debiasing intervention that changes fairness also changes how faithfully explan...