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Acoustic and phonetic NACs encode accent in fundamentally different ways, with implications for how we interpret and manipulate these representations.
Speech tokenizers, despite being crucial for multimodal LLMs, primarily capture phonetic information, creating a semantic mismatch with text-derived semantics that hinders performance.
