MusICA-MetaBench (ChoraleBricks): leaderboard

MusICA-MetaBench (2026) generates five-option music-perception questions from MusicXML scores and poses them over audio recordings, sheet-music images and ABC notation; this board is one 300-question instance built from the ChoraleBricks chorales. Accuracy in percent, higher is better; random choice scores 20.

Metric: Accuracy (%; 300 five-option music-perception questions generated from ChoraleBricks MusicXML, 100 each from audio recordings, sheet-music images and ABC notation, one benchmark instance; none-of-the-above is correct 20% of the time; random choice 20%). Source: arxiv.org. Saturation forecast: Around February 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)59#94
2Gemini 3.1 Flash Lite (Preview)45.7#418
3Gemini 2.5 Flash Lite41#958
4Gemini 2.0 Flash Lite40.3#1032

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=musica-metabench-choralebricks · How It Works · Data refreshed daily, snapshot 2026-11-13.