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Xu-Zheng He

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#artificial intelligence Review Oct 2026

MIRA: A Musical Intent Refinement Agent for Aligning Text-to-Music Generation with User Intent

Text-to-music systems produce increasingly convincing audio, yet evaluation reveals little about whether the result matches user intent. A global text-audio relevance score can overlook the implicit intent in underspecified prompts and mask failures in specific requirements, such as instrumentation, structure, rhythm,...

Ze-Kai Liu, Zhi-Lin Wang, Xu-Zheng He et al. · 0 citations

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