UniG2U-Bench (Direct) - Perception Reasoning: leaderboard

Metric: Accuracy (%) on the 1,263 perception items (IllusionBench scene and shape illusions, VisualPuzzles and BabyVision fine discrimination), from UniG2U-Bench, answering directly from the image and question in one pass (no intermediate image), greedy decoding; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 28 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o43.73#333
2Qwen 2.5 VL 7B39.42#627

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=unig2u-bench-direct-perception-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-11.