OpenVLM MMT-Bench - Navigation: leaderboard

The "Navigation" 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
1InternVL3-78B100#352
2Qwen 2 VL 72B95#460
3Grok 2 (1212)95#496
4GPT-4.1 (2025-04-14)90#250
5Claude 3.7 Sonnet90#249
6Qwen 2 VL 7B85#750
7Gemma 3 12B85#671
8InternVL3-38B80#405
9InternVL3-14B80#505
10Gemma 3 27B80#607
11Llama 3.2 90B Vision Instruct80#622
12GPT-4.1 Nano75#731
13MiniCPM-V-2.675#836
14InternVL3-8B70#620
15Claude 3.5 Sonnet70#350

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