Omni-Persona - Text-to-Text: 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 text-to-text persona matching group, zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Around 2032. 11 models tracked.

Top models

#ModelScore
1Phi-4 Multimodal Instruct51.6
2Qwen3 Omni 30B A3B Instruct50
3Gemini 3.6 Flash (High)50
4Gemini 3.6 Flash (Medium)50
5Gemini 3.5 Flash Lite42.7
6gemma-4-E4B-it41.9
7Qwen2.5-Omni-7B41.9
8Gemma 4 E2B (IT)39.5

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