3 papers
cs.CL2026
Targeted Linguistic Analysis of Sign Language Models with Minimal Translation Pairs
Serpil Karabüklü, Kanishka Misra, Shester Gueuwou +3
Models of sign language have historically lagged behind those for spoken language (text and speech). Recent work has greatly improved their performance on tasks like sign language…
cs.CL2024
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction
Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich +2
Sign language processing has traditionally relied on task-specific models, limiting the potential for transfer learning across tasks. Pre-training methods for sign language have ty…
cs.CL2024
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale
Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich +1
A persistent challenge in sign language video processing, including the task of sign to written language translation, is how we learn representations of sign language in an effecti…