VSTAT - Sequence: leaderboard
VSTAT (Visual State Tracking benchmark, 2026) asks multimodal models 1,500 questions about 834 synthetic and real-world video clips that can only be answered by tracking a visual state through the whole video. This board is the score (%) on questions about sequence state structures; higher is better.
Metric: Score (%) on questions about sequence state structures: 1,500 questions on 834 synthetic (Blender) and real-world video clips that require tracking a visual state through the whole video; accuracy on multiple-choice questions and mean relative accuracy on numerical questions (%), open models at their best of 16 to 128 uniformly sampled frames; higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 23 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Flash (High) | 62.4 | #164 (Gemini 3 Flash) |
| 2 | Gemini 3 Flash (Low) | 61.6 | #164 (Gemini 3 Flash) |
| 3 | Gemini 3.1 Pro (Preview) (Low) | 60.8 | #94 (Gemini 3.1 Pro (Preview)) |
| 4 | Gemini 3.1 Pro (Preview) (High) | 56.8 | #94 (Gemini 3.1 Pro (Preview)) |
| 5 | Molmo2-8B | 36.3 | #1483 |
| 6 | Qwen 3 VL 8B Instruct | 33.3 | #981 |
| 7 | GLM-4.1V-9B (Thinking) | 33.2 | #1060 (GLM-4.1V-9B) |
| 8 | Qwen 3 VL 4B Instruct | 32.8 | #1279 |
| 9 | Qwen 3 VL 8B (Thinking) | 32.7 | #887 |
| 10 | Qwen 3 VL 4B (Thinking) | 30.8 | #1296 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=vstat-sequence · How It Works · Data refreshed daily, snapshot 2026-11-13.