OpenVLM MMT-Bench - Action Quality Assessment: leaderboard
The "Action Quality Assessment" 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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL3-78B | 50 | #352 |
| 2 | InternVL3-8B | 45 | #620 |
| 3 | Moonshot v1 8K | 40 | #617 |
| 4 | GPT-4.1 Nano | 30 | #731 |
| 5 | Gemini 1.5 Flash | 30 | #618 |
| 6 | Qwen 2 VL 7B | 25 | #750 |
| 7 | InternVL3-14B | 25 | #505 |
| 8 | Qwen 2 VL 72B | 25 | #460 |
| 9 | Qwen 2 VL 2B | 25 | #1220 |
| 10 | Qwen 2.5 VL 7B | 25 | #643 |
| 11 | Gemini 1.5 Pro | 20 | #445 |
| 12 | Grok 2 (1212) | 20 | #496 |
| 13 | Llama 3.2 90B Vision Instruct | 20 | #622 |
| 14 | InternVL3-38B | 15 | #405 |
| 15 | InternVL2-8B | 15 | #817 |
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-action-quality-assessment · How It Works · Data refreshed daily, snapshot 2026-10-20.