OpenVLM MMT-Bench - Reasoning Segmentation: leaderboard

The "Reasoning Segmentation" 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
1InternVL3-38B89.5#405
2InternVL3-14B84.2#505
3InternVL3-78B78.9#352
4Qwen 2 VL 72B78.9#460
5InternVL3-8B73.7#620
6Qwen 2 VL 7B73.7#750
7Grok 2 (1212)68.4#496
8Gemini 1.5 Pro63.2#445
9InternVL2-8B57.9#817
10Claude 3.7 Sonnet57.9#249
11Aquila-VL-2B57.9#1238
12GPT-4.1 Mini52.6#355
13GPT-4.1 (2025-04-14)52.6#250
14Pixtral-12B52.6#808
15GPT-4.1 Nano47.4#731

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