Omni-Persona: 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), over all four matching scenario groups and 18 tasks, zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 11 models tracked.

Top models

#ModelScore
1Gemini 3.6 Flash (Medium)35.7
2Qwen3 Omni 30B A3B Instruct33.7
3Phi-4 Multimodal Instruct33.2
4Gemma 4 E2B (IT)32.1
5gemma-4-E4B-it31.2
6Qwen2.5-Omni-7B30.9
7Gemini 3.5 Flash Lite29.7
8Gemini 3.6 Flash (High)28.8

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