HoloCount - Atomic Counting: leaderboard
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; atomic counting of one object category (182 questions); higher is better). Source: arxiv.org. Saturation forecast: Around December 2026. 30 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 95.1 |
| 2 | Gemini 3 Flash (Preview) | 93.4 |
| 3 | Qwen 3.5 397B A17B | 92.9 |
| 4 | Qwen 3.5 35B A3B | 90.7 |
| 5 | Qwen 3.5 27B | 90.7 |
| 6 | Qwen 3.5 122B A10B | 90.7 |
| 7 | Kimi K2.5 | 89 |
| 8 | Kimi K2.6 | 89 |
| 9 | Qwen 3.5 9B | 86.8 |
| 10 | GPT-5.5 | 84.6 |
| 11 | Gemini 2.5 Pro | 84.1 |
| 12 | Qwen 3 VL 32B Instruct | 84.1 |
| 13 | Claude Opus 4.8 | 82.4 |
| 14 | Qwen 3.5 4B | 80.8 |
| 15 | Qwen 2.5 VL 72B Instruct | 80.8 |
Interactive version: theaggregate.ai/benchmark?slug=holocount-atomic-counting · How It Works · Data refreshed daily, snapshot 2026-09-29.