OpenVLM MMT-Bench - Counting By Category: leaderboard

The "Counting By Category" subtask of OpenVLM MMT-Bench. OpenCompass OpenVLM evaluation of MMT-Bench: multimodal tasks covering visual recognition, localization, OCR, counting, relation reasoning, visual math, and hallucination detection.

Metric: Score (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 207 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-14B48.8#505
2GPT-4.1 Mini45#355
3Grok 2 (1212)45#496
4InternVL3-38B41.2#405
5InternVL3-78B41.2#352
6InternVL2-8B38.8#817
7Qwen 2 VL 7B38.8#750
8MiniCPM-V-2.637.5#836
9Gemma 3 12B37.5#671
10Qwen 2 VL 72B36.2#460
11Pixtral-12B36.2#808
12InternVL3-8B35#620
13Aquila-VL-2B35#1238
14Gemma 3 27B33.8#607
15GPT-4.1 (2025-04-14)31.2#250

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmt-bench-counting-by-category · How It Works · Data refreshed daily, snapshot 2026-10-20.