AVI-Bench - Audio-Visual Captioning: leaderboard
Metric: Task score (%) on audio-visual captioning (280 videos): FENSE, the best sentence-BERT similarity to the reference captions with a fluency-error penalty, 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
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash (Preview 04-17) | 57.97 |
| 2 | Qwen2.5-Omni-7B | 57.22 |
| 3 | Gemini 2.5 Pro (Preview 05-06) | 56.46 |
| 4 | Gemini 2.0 Flash | 56.31 |
| 5 | Gemini 1.5 Pro | 55.03 |
| 6 | Gemini 1.5 Flash | 54 |
| 7 | Phi-4 Multimodal Instruct | 51.04 |
Interactive version: theaggregate.ai/benchmark?slug=avi-bench-audio-visual-captioning · How It Works · Data refreshed daily, snapshot 2026-09-29.