SignBind-LLM: Multi-Stage Modality Fusion for Sign Language Translation
SignBind-LLM, a modular framework that addresses limitations of sign language translation systems through three dedicated expert streams: one for continuous signing, one for fingerspelling, and one for lipreading, confirms that the gains are architectural rather than a consequence of scaling the language model.