ChronoPhyBench - Frame Sorting (4 Frames): leaderboard

Metric: Accuracy (%) on ChronoPhyBench chronological sorting of 4 held-out frames: given the video context and caption, put the frames in the order the physical process produces them (exact order required); chance 4.2; higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 21 models tracked.

Top models

#ModelScore
1Doubao-Seed-1-8-25122846.5
2Doubao-Seed-2.0-Pro-26021545.5
3GPT-5.540.5
4Gemini 3 Pro (Preview)35.5
5GPT-5.333.5
6Doubao-Seed-1.6-thinking-25071527
7Qwen 3 VL 32B Instruct23
8GPT-5.416
9Qwen 3 VL 8B (Thinking)16
10Qwen 3 VL 8B Instruct14
11GLM-4.1V-9B (Thinking)13.5
12InternVL3-38B8
13InternVL3-14B8
14InternVL3-8B5
15InternVL3.5-8B5

Interactive version: theaggregate.ai/benchmark?slug=chronophybench-frame-sorting-4-frames · How It Works · Data refreshed daily, snapshot 2026-09-29.