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2026:Audio-to-Score Transcription Results

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Submissions[edit]

Team PDF A2S Track Training size Number of parameters Training GPU hours Inference real-time factor
Lu et al. PDF Staves-Informed 24,333 (Quartets) 47.1M (46.5M trainable) 22.92 (H800) 0.690
Cummins et al. PDF Blind Quartets
Hidalgo-Centeno et al. PDF Blind 24,351 (Quartets) 322M 185 (RTX 5090 32GB) 0.408

QuartetsMIREX 2026 test set[edit]

The "Undisclosed Evaluation Set" mentioned in the challenge consists of 8 string quartets score taken from [kern.ccarh.org](https://kern.ccarh.org) and processed like the original Quartets dataset to produce 373 kern excerpts. These quartets are from composers not represented in the original dataset: Schubert, Brahms, and Mendelssohn.

Staves-Informed A2S[edit]

Quartets test set[edit]

Submission WER CER LER MV2H
Lu et al. 0.2160 0.2385 0.5983 0.8796

QuartetsMIREX 2026[edit]

Submission WER CER LER MV2H
Lu et al. 0.3177 0.3481 0.7456 0.8179

Blind A2S[edit]

Quartets test set[edit]

Submission WER CER LER MV2H
Cummins et al. 0.0346 0.0347 0.0980 0.9478
Hidalgo-Centeno et al. 0.0286 0.0276 0.0792 0.9492

QuartetsMIREX 2026[edit]

Submission WER CER LER MV2H
Cummins et al. 0.3202 0.3150 0.7679 0.5981
Hidalgo-Centeno et al. 0.3385 0.3258 0.7460 0.6053