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LALMs struggle to ground their responses in audio, exhibiting surprising failures in temporal reasoning and music understanding that HalluAudio exposes.
Bridging the gap between audio reconstruction and language modeling objectives yields neural audio codecs that are both more acoustically faithful and linguistically predictable.
