music analysis

"目标是构建一个系统，将一首歌作为输入，并预测流派、情绪和歌手性别等多个特征。"

"MusicAnalyzer(暂定名) 是... 在利用每种技术专业化的同时获得综合分析结果。"

"Experiments validate that CSyMR-Bench poses a non-trivial challenge... while our tool-augmented agent consistently outperforms all baselines, achieving 5-7% absolute accuracy gains."

"The article is presented as Part 1, suggesting a multi-part series."