Multimodal Hallucination - AVH Audio RefCheck Resistance: leaderboard

The "AVH Audio RefCheck Resistance" subtask of Multimodal Hallucination. A task measuring hallucination in multimodal models — how often a vision-language model asserts objects, attributes or facts not supported by the image.

Metric: Resistance (100 - RefCheck). Source: huggingface.co. 9 models tracked.

Top models

#ModelScoreOverall rank
1LTU67.43
2SALMONN67.01
3Gemini-v1.5-pro (audio-only)66.38
4Qwen-Audio-Chat65.69#1244
5FAVOR (audio-visual)65.38
6Video-Llama (audio-visual)58.04
7Gemini-v1.5-pro (audio-visual)52.9
8Video-Llama (audio-only)42.75
9FAVOR (audio-only)40.83

Interactive version: theaggregate.ai/benchmark?slug=multimodal-hallucination-avh-audio-refcheck-resistance · How It Works · Data refreshed daily, snapshot 2026-10-20.