AVI-Bench - Audio-Referenced Visual Retrieval: leaderboard

Metric: Task score (%) on audio-referenced visual retrieval (264 queries over 10 candidates): retrieval score scaled by a repetition penalty and by a confidence factor for oversized predicted sets, 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)74.42
2Gemini 2.5 Flash (Preview 04-17)34.57
3Gemini 2.0 Flash30.75
4Gemini 1.5 Flash27.72
5Qwen2.5-Omni-7B26.32
6Gemini 1.5 Pro25.78
7Phi-4 Multimodal Instruct23.74

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