Multimodal Hallucination - VH CrossCheck-explicit Resistance: leaderboard

The "VH 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
1LLaVA-v1.580.54
2Llama-VID80.51
3MPLUG-Owl279.65
4Chat-Univi79.63
5Video-LLaVA77.54
6Video-Llama75.07
7FAVOR74.67
8Valley73.98
9InstructBLIP72.95

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