MoHallBench - Object-Action Hallucination (Multiple Choice): leaderboard

Metric: Multiple-choice accuracy (%; four-option multiple choice (ground truth, hard hallucination distractor, random distractor, None of these); 32 uniformly sampled frames, temperature 0; object-action co-occurrence hallucination). Source: arxiv.org. Saturation forecast: Around July 2028. 10 models tracked.

Top models

#ModelScore
1Molmo2-8B75
2Qwen 2 VL 7B Instruct69.4
3InternVL3-8B63.8
4Qwen 2.5 VL 7B Instruct60.8
5Qwen 3 VL 8B Instruct52

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