HoloCount - Action and State Attribution: leaderboard
Counting the objects in a stated action or state: a subset of HoloCount (Meituan, 2026), a visual counting benchmark for multimodal LLMs. Models answer with a single integer, zero-shot; exact-match accuracy in percent, higher is better.
Metric: Accuracy (%; exact-match accuracy of the single integer count a multimodal model returns zero-shot for an image and a counting question, with a strict integer-only system prompt; counting objects in a stated action or state (102 questions); higher is better). Source: arxiv.org. Saturation forecast: Not forecast. 30 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.5 397B A17B | 89.2 | #246 |
| 2 | Qwen 3.5 122B A10B | 89.2 | #331 |
| 3 | Qwen 3.5 27B | 87.3 | #359 |
| 4 | Gemini 3.1 Pro (Preview) | 85.3 | #94 |
| 5 | Qwen 3.5 4B | 85.3 | #1175 |
| 6 | GPT-5.5 | 84.3 | #49 |
| 7 | Qwen 3.5 35B A3B | 84.3 | #482 |
| 8 | Qwen 3.5 9B | 83.3 | #803 |
| 9 | Gemini 3 Flash (Preview) | 82.4 | #144 |
| 10 | Qwen 3 VL 32B Instruct | 82.4 | #585 |
| 11 | Gemini 2.5 Pro | 81.4 | #266 |
| 12 | Kimi K2.5 | 80.4 | #256 |
| 13 | Kimi K2.6 | 80.4 | #178 |
| 14 | Qwen 3 VL 8B Instruct | 78.4 | #981 |
| 15 | Claude Opus 4.7 | 77.5 | #79 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=holocount-action-and-state-attribution · How It Works · Data refreshed daily, snapshot 2026-11-13.