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Haithem Afli

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#artificial intelligence Conference Open access Sep 2026

Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation

Signer-fold cross-validation on GFSLT-VLP, GASLT, and SignCL, three leading, publicly available, gloss-free SLT models, on CSL-Daily and PHOENIX14T indicates that signer-dependent evaluation can substantially overestimate SLT capability.

Keren Artiaga, Sabyasachi Kamila, Haithem Afli et al. · 0 citations

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