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[](https://arxiv.org/abs/2507.18452)
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[](https://huggingface.co/zhoujiaming777/DIFFA)
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[](https://github.com/NKU-HLT/DIFFA)
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**DIFFA** is the first **diffusion-based large audio-language model** for spoken language understanding.
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It combines a frozen diffusion LLM with **dual adapters** (semantic + acoustic) to enhance **audio perception and reasoning**.
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[](https://arxiv.org/abs/2507.18452)
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[](https://huggingface.co/zhoujiaming777/DIFFA)
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[](https://github.com/NKU-HLT/DIFFA)
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**DIFFA** is the first **diffusion-based large audio-language model** for spoken language understanding.
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It combines a frozen diffusion LLM with **dual adapters** (semantic + acoustic) to enhance **audio perception and reasoning**.
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