Benchmarks · reasoning
SAGE
Student Assessment with Generative Evaluation: accuracy grading student math work against established rubrics.
24 models · 24 results · updated 2026-11-05 · vals.ai ↗
Leaderboard
Opus 5.5 max
Heavy line: best score at each price. Thin lines join one model's effort levels. Cost uses each model's median subscription plan, or API price with no plan data. 14 more models under All models in settings.
More from this benchmark
1 published measuresTime per task29 results · lower is better
15 more models under All models in settings.
All results
24 rows| # | Model | Effort | SAGE | Subscription $ / task | API $ / task | Time |
|---|---|---|---|---|---|---|
| 1 | Opus 5.5 | max | 91.3% | $0.004 | $0.28 | 88s |
| 2 | GPT-6.1 Sol | max | 90.5% | $0.005 | $0.083 | 50s |
| 3 | Haiku 5.5 | max | 89.8% | $0.000 | $0.016 | 1.9 min |
| 4 | Gemini 4 Argon | high | 89.5% | $0.053 | $0.075 | 29s |
| 5 | GLM 5.3 Flash | max | 89.3% | free | $0.006 | 3.3 min |
| 6 | Qwen 3.7 Plus | high | 89.1% | $0.032 | $0.020 | 1.8 min |
| 7 | Grok 4.7 | xhigh | 88.7% | $0.010 | $0.11 | 2.0 min |
| 8 | Inkling 2 Small | max | 88.6% | $0.018 | $0.018 | 41s |
| 9 | Gemini 3.8 Flash | high | 88.2% | $0.003 | $0.076 | 67s |
| 10 | Sonnet 5.5 | max | 88.0% | $0.002 | $0.16 | 81s |
| 11 | GPT-5.6 Terra | max | 87.0% | $0.003 | $0.11 | 43s |
| 12 | Kimi K3 | max | 86.8% | $0.021 | $0.23 | 2.4 min |
| 13 | Muse Spark Open | xhigh | 85.8% | $0.069 | $0.069 | 65s |
| 14 | MiniMax M3 | max | 85.5% | $0.002 | $0.015 | 52s |
| 15 | Qwen 3.5 397B-A17B | max | 85.5% | $0.013 | $0.013 | 2.8 min |
| 16 | DeepSeek V4.1 Flash | max | 85.4% | $0.001 | $0.011 | 33s |
| 17 | Qwen 3.5 Flash | max | 84.9% | $0.006 | $0.006 | 1.7 min |
| 18 | MiMo V2.6 Pro | max | 84.4% | $0.018 | $0.021 | 2.4 min |
| 19 | GPT-6 Luna | max | 83.4% | $0.000 | $0.006 | 48s |
| 20 | MiMo V2.6 Flash | high | 83.3% | free | $0.007 | 2.8 min |
| 21 | Gemma 4 31B IT | high | 82.8% | free | 1.8 min | |
| 22 | Qwen 3.8 Max | max | 81.8% | $0.010 | $0.087 | 1.9 min |
| 23 | Gemini 3.5 Flash-Lite | high | 79.5% | $0.010 | $0.010 | 9.8s |
| 24 | Mistral Medium 3.5 | high | 72.0% | $0.004 | $0.074 | 47s |