The Learn2Talk framework innovates the field of speech-driven facial animation by integrating insights from 2D talking face technologies to enhance 3D talking face networks.### Major Advances:- Improves lip-sync and speech perception between audio and 3D facial movements.- Utilizes 2D methods for enhanced training and accuracy in 3D facial animation.- Displays applications in speech recognition and avatar animation.### Industry Impact:This research not only improves fundamental aspects of 3D animations but also has practical implications in entertainment and communication technology. Its success demonstrates potential crossover benefits between different technology domains, reflecting broader applications in multimedia and interactive systems.