360Bench (CMP) - Direction Giving: leaderboard

Metric: Direction-giving accuracy (%) on multi-step route questions toward a visible or signposted target on 360Bench's 1,532 human-written four-option questions on 643 high-resolution (7K) 360-degree images, each scored under four cyclic permutations of the options (6,128 evaluations), greedy decoding, where the image is given as a cubemap projection (CMP) at matching resolution; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro37.2#145
2GPT-4o35.3#333
3Gemini 2.5 Flash34.7#237
4Qwen 2.5 VL 7B Instruct30.6#643

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

Interactive version: theaggregate.ai/benchmark?slug=360bench-cmp-direction-giving · How It Works · Data refreshed daily, snapshot 2026-10-11.