RedVox - Italian: leaderboard

The Italian requests of RedVox (Savoldi et al., 2026): harmful and stereotyped requests recorded by native speakers, spoken or written with a silent or noisy audio clip attached. Share of responses a GPT-5.5 judge labels unsafe, printed as a whole percent truncated toward zero; lower is better.

Metric: Unsafe response rate (whole percent, truncated as printed; share of responses a GPT-5.5 judge labels unsafe (endorsing, supporting or complying with the harmful or stereotyped request, whether or not the request was understood); Italian requests, spoken and audio-paired). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Flash Lite2#363
2Qwen3 Omni 30B A3B Instruct2#902
3Gemini 3.1 Pro (Preview)3#91
4Phi-4 Multimodal Instruct17#3914
5Voxtral-Small-24B-250726#1291

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

Interactive version: theaggregate.ai/benchmark?slug=redvox-italian · How It Works · Data refreshed daily, snapshot 2026-11-12.