OpenVLM MMT-Bench - Raven Progressive Matrices: leaderboard

The "Raven Progressive Matrices" 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
1Qwen 2 VL 72B65#460
2Qwen 2.5 VL 7B60#643
3Claude 3.5 Sonnet35#350
4Gemma 3 12B25#671
5GPT-4.1 Mini20#355
6InternVL3-78B20#352
7InternVL2-8B20#817
8GPT-4.1 (2025-04-14)20#250
9Gemini 1.5 Pro20#445
10GPT-4.1 Nano15#731
11InternVL3-8B15#620
12InternVL3-38B15#405
13MiniCPM-V-2.615#836
14Qwen 2 VL 7B15#750
15InternVL3-14B15#505

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-raven-progressive-matrices · How It Works · Data refreshed daily, snapshot 2026-10-20.