Author

H. Keleş

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Preprint Aug 2026

ODE-Based Transformer Decoders for Iterative Sign Language Translation

Sign language translation has achieved strong results with Transformer architectures, yet recent improvements largely rely on scaling model capacity at the cost of increased computation. We propose a parameter-efficient alternative that improves expressiveness without increasing model size. Rather than scaling capacity...

T. Kızıltepe, H. Keleş · 0 citations

Preprint Aug 2026

Gloss-Free Representation Learning for Cross-Dataset Sign Spotting

The results show that loosely aligned broadcast data can provide effective weak supervision for learning sign representations that capture both lexical content and temporal structure, and raises top-5 temporal localization mean IoU from 0.235 to 0.465.

Oğuz Akif Tüfekcioğlu, Ezgi Ekin, Mustafa Kaan Çevik et al. · 0 citations