EvoGUI-Bench - Temporal Ordering: leaderboard

Metric: Exact ordering accuracy (%; share of 1,000 sets of 3 to 5 shuffled screenshots from one session put back in chronological order; on EvoGUI-Bench, 3,000 zero-shot visual question answering probes mined from Mind2Web and WebLINX web trajectories across 120 domains, screenshots at max_image_side 512, temperature 0; higher is better). Source: arxiv.org. Saturation forecast: Around January 2028. 28 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)58.3
2Doubao-Seed-2.0-Pro-26021544.4
3GPT-5.442.1
4Kimi K2.634.4
5Qwen 3.5 397B A17B34.4
6MiMo-V2.534.2
7Kimi K2.533.4
8Qwen 3.6 35B A3B33.3
9Qwen 3.5 122B A10B32.8
10GLM-5V Turbo31.9
11Qwen 3.5 35B A3B31.1
12GLM-4.5V30.9
13Qwen 3 VL 235B A22B30.9
14GPT-5 Mini30.3
15Qwen 3.5 27B29.7

Interactive version: theaggregate.ai/benchmark?slug=evogui-bench-temporal-ordering · How It Works · Data refreshed daily, snapshot 2026-09-29.