PitchBench - Pitch under Background Noise: leaderboard
Pitch hearing in audio-language models (PitchBench, Liessens Dujardin et al., 2026): naming the pitch of a tone mixed with noise, bells, crowd, rain or street sound at four signal-to-noise ratios (240 stimuli), with synthetic stimuli. A pitch answer counts when any of MIDI number, scientific pitch notation or frequency is right; accuracy in percent, higher is better.
Metric: Accuracy (%; name the pitch against background sounds at four SNRs). Source: arxiv.org. Saturation forecast: Around 2030. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.5 Omni Plus | 42.9 | #237 |
| 2 | Qwen3.5 Omni Flash | 22.9 | #548 |
| 3 | Gemini 3 Flash | 14.2 | #159 |
| 4 | Gemini 3.1 Pro (Preview) | 4.2 | #91 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=pitchbench-pitch-under-background-noise · How It Works · Data refreshed daily, snapshot 2026-11-12.