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20242026
most citedFrom Rule-Based Models to Deep Learning Transformers Architectures for Natural Language Processing and Sign Language Translation Systems: Survey, Taxonomy and Performance Evaluation

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cs.CL2026

HATL: Hierarchical Adaptive-Transfer Learning Framework for Sign Language Machine Translation

Nada Shahin, Leila Ismail

Sign Language Machine Translation (SLMT) aims to bridge communication between Deaf and hearing individuals. However, its progress is constrained by scarce datasets, limited signer…