SignBind-LLM: Multi-Stage Modality Fusion for Sign Language Translation

Marshall Thomas, Edward Fish, Richard Bowden

Despite progress in gloss-free Sign Language Translation (SLT), traditional single modality end-to-end approaches consistently fail on two critical components of natural signing: t…