PitchBench - Pitch under Audio Effects: leaderboard
Metric: Accuracy (%; name the pitch after filtering, bitcrushing, saturation, reverb or chorus). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 Omni Plus | 86.7 |
| 2 | Qwen3.5 Omni Flash | 55.8 |
| 3 | Gemini 3.1 Pro (Preview) | 21.3 |
| 4 | Gemini 3 Flash | 19.6 |
| 5 | GPT-4o Audio | 12.9 |
Interactive version: theaggregate.ai/benchmark?slug=pitchbench-pitch-under-audio-effects · How It Works · Data refreshed daily, snapshot 2026-09-26.