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UniAudio 1.5, a groundbreaking few-shot audio task learner, leverages the power of Large Language Models (LLMs) to revolutionize audio processing. By using a novel audio codec called LLM-Codec, it transforms audio into the language of LLMs, allowing these models to process audio just like text. This innovative approach enables UniAudio 1.5 to tackle a wide range of audio tasks, including understanding and generation, with minimal training data. The results demonstrate its remarkable ability to handle diverse audio tasks, showing significant promise for the future of multi-modal applications. Despite its impressive capabilities, UniAudio 1.5 faces certain limitations, including performance compared to specialized models and reliance on pre-trained LLMs. Comparable works include Whisper