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CLAM, a dual-stream detection architecture, uses MERT and Wave2Vec2 to detect synthetic music by identifying inconsistencies between vocal and instrumental elements; achieves state-of-the-art F1 score of 0.925 on MoM benchmark.
Melody or Machine: Detecting Synthetic Music with Dual-Stream Contrastive Learning
Arnesh Batra, Dev Sharma, Krish Thukral, Ruhani Bhatia, Naman Batra, Aditya Gautam
arxiv.org
Dec 2, 2025 09:34
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