BASS - Artist Attribution: leaderboard

Metric: Exact-match accuracy (%) on the 64 artist attribution questions: vocal style and main or featured role of an artist in a section or time range (free-form answers); BASS music understanding benchmark, audio language models get a text prompt (one of ten paraphrases) and a full commercial music recording from BASS's songs; raw score before chance normalization; higher is better. Source: arxiv.org. Saturation forecast: Around August 2028. 14 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro56.66#145
2Voxtral-Small-24B-250738.52#565
3Phi-4 Multimodal Instruct38.51#896
4SALMONN-7B34.86#1274

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=bass-artist-attribution · How It Works · Data refreshed daily, snapshot 2026-10-11.