Multimodal Hallucination - AVH Visual RefCheck Resistance — leaderboard
Metric: Resistance (100 - RefCheck). Source: huggingface.co. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini-v1.5-pro (audio-only & audio-visual) | 80.66 |
| 2 | Gemini-v1.5-pro (visual-only) | 75.81 |
| 3 | Chat-Univi | 74.29 |
| 4 | Video-LLaVA | 68.29 |
| 5 | Llama-VID | 64.44 |
| 6 | FAVOR (visual-only) | 54.7 |
| 7 | Video-Llama (visual-only) | 53.66 |
| 8 | Video-Llama (audio-only & audio-visual) | 49.59 |
| 9 | FAVOR (audio-only & audio-visual) | 48.58 |
| 10 | Valley | 48.22 |
Interactive version: theaggregate.ai/benchmark?slug=multimodal-hallucination-avh-visual-refcheck-resistance · How the rankings work · Data refreshed daily, snapshot 2026-07-22.