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Forget supervised fine-tuning: RL alone can unlock high-quality chain-of-thought reasoning in audio-language models, even starting from a model with no prior CoT capability.
Ditching VAE acoustic latents for semantic latents unlocks more semantically meaningful audio generation, outperforming traditional methods on AudioCaps.
