ToxiAlert-Bench: leaderboard
Metric: Macro-F1 (%; eight-way classification of each test clip as safe or one of seven toxicity categories, 6,519-clip test split; general-purpose audio LLM prompted zero-shot). Source: arxiv.org. Saturation forecast: Around December 2026. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash | 57.55 |
| 2 | GPT-4o Audio | 39.91 |
Interactive version: theaggregate.ai/benchmark?slug=toxialert-bench · How It Works · Data refreshed daily, snapshot 2026-09-26.