MoHallBench - Visual Similarity Hallucination (Multiple Choice): leaderboard

Metric: Multiple-choice accuracy (%; dual-video four-option choice where the negative clip expects None of these; 32 uniformly sampled frames, temperature 0; visual similarity hallucination). Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.

Top models

#ModelScore
1Qwen 3 VL 8B Instruct59.2
2InternVL3-8B58.3
3Qwen 2.5 VL 7B Instruct56.6
4Qwen 2 VL 7B Instruct52
5Molmo2-8B51.2

Interactive version: theaggregate.ai/benchmark?slug=mohallbench-visual-similarity-hallucination-multiple-choice · How It Works · Data refreshed daily, snapshot 2026-09-29.