Mitigates Acoustic-Semantic Gap in Speech-to-Speech LLMs Introduces Echo Training with a Novel Three-Stage Pipeline (S2T, T2C, Echo) Trained on Only 6k Hours of Curated Data, Ensuring Efficiency ...