On the Human and Computer Alignment of Attribute-Based Music Matches

arXiv:2609.00987 · cs.SD, cs.AI · Submitted 2026-09-01 · Read on arXiv

cs.SD, cs.AI

Submitted: 2026-09-01

Updated: 2026-09-01

Code: https://github.com/roserbatlleroca/matcha

Terminology

• Alignment — 17× in this paper · explained in 1 episode
• Generative AI — 13× in this paper · explained in 2 episodes
• Stable Audio Open — 11× in this paper
• Consistency — 5× in this paper · explained in 3 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Core — 4× in this paper · explained in 2 episodes
• Generative Model — 4× in this paper · explained in 2 episodes
• Annotator Agreement — 3× in this paper · explained in 1 episode
• Contrastive Learning — 3× in this paper · explained in 5 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Generative Models — 3× in this paper · explained in 2 episodes
• Denoising Diffusion Implicit Model — 2× in this paper
• Diffusion Model — 2× in this paper · explained in 8 episodes
• Diffusion Models — 2× in this paper · explained in 6 episodes
• Fingerprinting — 2× in this paper · explained in 2 episodes
• Free Music Archive — 2× in this paper
• Music Information Retrieval — 2× in this paper
• Segment-based Music Plagiarism — 2× in this paper
• Abstraction — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Musical Attribute-based Triplet Comparison with Human Annotations — 1× in this paper
• Provenance — 1× in this paper · explained in 4 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Structural Integrity — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• MusicLM: Generating Music From Text
• Towards Responsible AI Music: an Investigation of Trustworthy Features for Creative Systems
• FMA: A Dataset For Music Analysis
• Datasheets for Datasets
• Music Flamingo: Scaling Music Understanding in Audio Language Models
• Music Plagiarism Detection: Problem Formulation and a Segment-based Solution
• Attribution-by-design: Ensuring Inference-Time Provenance in Generative Music Systems
• Opening Musical Creativity? Embedded Ideologies in Generative-AI Music Systems
• Qwen3.5-Omni Technical Report

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