3 papers
cs.CL2026
ODE-Based Transformer Decoders for Iterative Sign Language Translation
Tuğçe Kızıltepe, Hacer Yalim Keles
Sign language translation has achieved strong results with Transformer architectures, yet recent improvements largely rely on scaling model capacity at the cost of increased comput…
cs.LG2025
Disentangle and Regularize: Sign Language Production with Articulator-Based Disentanglement and Channel-Aware Regularization
Sumeyye Meryem Tasyurek, Tugce Kiziltepe, Hacer Yalim Keles
In this work, we propose DARSLP, a simple gloss-free, transformer-based sign language production (SLP) framework that directly maps spoken-language text to sign pose sequences. We…
cs.CV2025
SLRTP2025 Sign Language Production Challenge: Methodology, Results, and Future Work
Harry Walsh, Ed Fish, Ozge Mercanoglu Sincan +19
Sign Language Production (SLP) is the task of generating sign language video from spoken language inputs. The field has seen a range of innovations over the last few years, with th…