HoloCount - Chromatic Attribution: leaderboard

Counting the objects of a stated color: 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 of a stated color (202 questions); higher is better). Source: arxiv.org. Saturation forecast: Not forecast. 30 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 397B A17B90.1#246
2Gemini 3 Flash (Preview)90.1#144
3Gemini 3.1 Pro (Preview)89.1#94
4Qwen 3.5 35B A3B87.1#482
5Qwen 3.5 27B86.1#359
6Qwen 3.5 122B A10B86.1#331
7Kimi K2.683.7#178
8Qwen 3.5 9B83.2#803
9Qwen 3.5 4B78.7#1175
10Kimi K2.578.2#256
11Gemini 2.5 Pro74.3#266
12GPT-5.573.3#49
13Qwen 3 VL 32B Instruct72.8#585
14Claude Opus 4.872.3#56
15Qwen 2.5 VL 72B Instruct72.3#846

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=holocount-chromatic-attribution · How It Works · Data refreshed daily, snapshot 2026-11-13.