OpenVLM MME - Code Reasoning: leaderboard
OpenCompass OpenVLM MME subcategory score for reasoning about code shown in images.
Metric: Score. Source: huggingface.co. Saturation forecast: Estimated already saturated. 235 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL3-14B | 200 | #505 |
| 2 | InternVL3-78B | 192.5 | #352 |
| 3 | Gemini 2.0 Flash | 185 | #342 |
| 4 | InternVL3-38B | 185 | #405 |
| 5 | InternVL3-8B | 177.5 | #620 |
| 6 | Qwen 2 VL 72B | 177.5 | #460 |
| 7 | Gemini 1.5 Pro | 177.5 | #445 |
| 8 | InternVL2.5-78B | 175 | #431 |
| 9 | Gemma 3 27B | 170 | #607 |
| 10 | Moonshot v1 8K | 170 | #617 |
| 11 | GPT-4.1 (2025-04-14) | 167.5 | #250 |
| 12 | Claude 3.5 Sonnet (20241022) | 160 | #291 |
| 13 | InternVL2-8B | 160 | #817 |
| 14 | Qwen 2 VL 7B | 160 | #750 |
| 15 | Claude 3.7 Sonnet | 160 | #249 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=openvlm-mme-code-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.