Omni-Persona - Audio-to-Audio: leaderboard

Metric: Calibrated accuracy (%): item-weighted accuracy over answerable items (answer judged correct by a GPT-5.4-mini judge) and absent-persona items (correct abstention by keyword matching), on the audio-to-audio persona matching group (query voice clip, personal audio context), zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 11 models tracked.

Top models

#ModelScore
1Gemma 4 E2B (IT)31.2
2Gemini 3.6 Flash (Medium)23.9
3Phi-4 Multimodal Instruct20.6
4Qwen2.5-Omni-7B17
5gemma-4-E4B-it16.6
6Gemini 3.6 Flash (High)16.2
7Qwen3 Omni 30B A3B Instruct15.8
8Gemini 3.5 Flash Lite10.1

Interactive version: theaggregate.ai/benchmark?slug=omni-persona-audio-to-audio · How It Works · Data refreshed daily, snapshot 2026-10-07.