OpenVLM MMT-Bench - Counting By Reasoning: leaderboard

The "Counting By Reasoning" 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
1Claude 3.5 Sonnet95#350
2GPT-4.1 (2025-04-14)90#250
3Claude 3.7 Sonnet90#249
4Qwen 2 VL 72B90#460
5Pixtral-12B90#808
6Grok 2 (1212)90#496
7Llama 3.2 90B Vision Instruct90#622
8MiniCPM-V-2.685#836
9Claude 3 Sonnet85#775
10InternVL3-8B80#620
11InternVL3-38B80#405
12Gemini 1.5 Pro80#445
13Qwen 2.5 VL 7B80#643
14Llama 3.2 11B Instruct80#1126
15Gemini 1.5 Flash80#618

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-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.