Benchmarks · knowledge
MMMU Pro (Vals)
Multimodal Multi-task Benchmark Scores are the values published by VALS AI. Source benchmark version 1.
32 models · 32 results · updated 2026-09-01 · vals.ai ↗
Leaderboard
Fable 5.1 max
More from this benchmark
1 published measuresTime per task93 results · lower is better
All results
32 rows| # | Model | Effort | MMMU Pro (Vals) | Subscription $ / task | API $ / task | Time |
|---|---|---|---|---|---|---|
| 1 | Fable 5.1 | max | 90.6% | $0.026 | $0.17 | 37s |
| 2 | Opus 5 | max | 89.9% | $0.001 | $0.069 | 30s |
| 3 | Fable 5 | max | 89.3% | $0.018 | $0.16 | 61s |
| 4 | Gemini 3.8 Flash | high | 89.1% | $0.000 | $0.004 | 12s |
| 5 | Gemini 3.7 Flash | high | 89.0% | $0.002 | $0.014 | 6.3s |
| 6 | GPT-5.6 Sol | max | 88.8% | $0.003 | $0.056 | 26s |
| 7 | Gemini 3.6 Flash | high | 88.4% | $0.001 | $0.019 | 11s |
| 8 | Gemini 3.5 Flash | high | 88.3% | $0.025 | $0.025 | 12s |
| 9 | GPT-5.5 | xhigh | 88.3% | $0.002 | $0.043 | 54s |
| 10 | Kimi K3 | max | 88.2% | $0.005 | $0.059 | 1.8 min |
| 11 | Qwen 3.8 Max | max | 88.0% | $0.016 | $0.016 | 44s |
| 12 | Muse Spark | 87.4% | $0.002 | $0.002 | 48s | |
| 13 | Opus 4.8 | max | 86.6% | $0.002 | $0.12 | 49s |
| 14 | Muse Spark 1.1 | xhigh | 86.6% | $0.014 | $0.014 | 32s |
| 15 | GPT-5.6 Terra | max | 86.5% | $0.001 | $0.016 | 13s |
| 16 | Kimi K2.6 | max | 86.3% | $0.035 | $0.035 | 4.0 min |
| 17 | Muse Spark 1.2 | xhigh | 86.1% | $0.009 | $0.018 | 74s |
| 18 | GLM 5.3 Flash | max | 86.0% | free | $0.001 | 28s |
| 19 | Opus 4.7 | max | 85.5% | $0.17 | $0.17 | 71s |
| 20 | GPT-5.6 Luna | max | 85.0% | $0.001 | $0.006 | 35s |
| 21 | Qwen 3.6 Plus | max | 84.2% | $0.017 | $0.017 | 1.9 min |
| 22 | Qwen 3.8 27B | xhigh | 83.9% | $0.001 | $0.013 | 43s |
| 23 | Sonnet 4.6 | max | 83.6% | $0.14 | $0.14 | 2.2 min |
| 24 | Gemini 3.5 Flash-Lite | high | 83.6% | $0.007 | $0.007 | 7.8s |
| 25 | Grok 4.3 | xhigh | 83.1% | $0.022 | $0.022 | 2.5 min |
| 26 | Sonnet 5 | max | 83.0% | $0.001 | $0.033 | 19s |
| 27 | Qwen 3.5 Flash | max | 81.9% | $0.003 | $0.003 | 46s |
| 28 | MiniMax M3 | max | 81.2% | $0.002 | $0.009 | 68s |
| 29 | MiMo V2.5 | xhigh | 80.0% | $0.001 | $0.001 | 42s |
| 30 | Inkling | max | 78.5% | free | $0.031 | 2.1 min |