Multimodal Hallucination - AVH Audio CrossCheck-explicit Resistance: leaderboard

The "AVH Audio CrossCheck-explicit 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 - CrossCheck-explicit). Source: huggingface.co. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini-v1.5-pro (audio-visual)71.21
2Gemini-v1.5-pro (audio-only)65.34
3FAVOR (audio-visual)64.8
4LTU62.56
5Video-Llama (audio-visual)58.75
6SALMONN57.79
7Qwen-Audio-Chat56.34#1244
8FAVOR (audio-only)33.31
9Video-Llama (audio-only)31.95

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