AVI-Bench - Understanding: leaderboard

Metric: Stage score (%) for the understanding stage: mean of the two cross-modal retrieval scores and the audio-visual captioning score, on AVI-Bench (5,864 audio-visual items in 14 tasks over four cognitive stages), zero-shot with the same prompts for every omni-modal model; task scores normalized to percentages; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 26 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro (Preview 05-06)68.97
2Gemini 2.5 Flash (Preview 04-17)43.79
3Gemini 2.0 Flash42.11
4Qwen2.5-Omni-7B39.68
5Gemini 1.5 Pro35.33
6Gemini 1.5 Flash32.84
7Phi-4 Multimodal Instruct26.16

Interactive version: theaggregate.ai/benchmark?slug=avi-bench-understanding · How It Works · Data refreshed daily, snapshot 2026-09-29.