2025
Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation
EMNLP 2025
Sign Language Translation has advanced with deep learning, yet evaluations remain largely signer-dependent, with overlapping signers across train/dev/test. This raises concerns about whether models truly generalise or instead rely on signer-specific regularities. We conduct signer-fold cross-validat