LogiScope-VQA - Perimeter Access Control: leaderboard

Metric: Micro-averaged accuracy (%). Source: arxiv.org. 20 models tracked.

Top models

#ModelScore
1GPT-5.579
2Claude Opus 4.774
3GPT-5.458
4Kimi K2.657
5MiniMax-M2.150
6Claude Sonnet 4.649
7Gemini 3.1 Pro (Preview)48
8Qwen 3.7 Plus48
9Qwen 3.5 Plus48
10Qwen 3 VL 235B A22B43
11MiniMax-M2.542
12GLM-5.241
13Kimi K2 (Thinking)15
14GLM-4.76

Interactive version: theaggregate.ai/benchmark?slug=logiscope-vqa-perimeter-access-control · How It Works · Data refreshed daily, snapshot 2026-09-19.