SAGE v1.1 - Linear Algebra
Math · 2026-10-27
The Linear Algebra subject of SAGE v1.1, scored by class-balanced check accuracy over rubric deductions on handwritten linear algebra solutions. Vals notes the subject has only 27 applied deductions, so its scores are noisy.
Top models (higher is better)
| Model | Score |
|---|---|
| GLM-5.3 Flash | 87.7 |
| Claude Opus 5.5 | 87.5 |
| GPT-6.1 Sol | 87.2 |
| Claude Haiku 5.5 | 86.8 |
| Gemini 3.8 Flash | 84.0 |
| Qwen3.7-Plus (source unspecified) | 83.1 |
| Grok 4.7 | 83.1 |
| Qwen3.5-Flash (source unspecified) | 83.1 |
| Gemini 4 Argon | 81.9 |
| Claude Sonnet 5.5 | 80.3 |
| MiMo-V2.6-Flash | 80.2 |
| Qwen3.5 397B A17B | 79.6 |
| GPT-5.6 Terra | 79.5 |
| Kimi K3 | 79.1 |
| MiniMax M3 | 78.9 |
| MiMo-V2.6-Pro | 78.0 |
| Ember-1 | 77.1 |
| Muse Spark Open | 76.7 |
| GPT-6 Luna | 76.5 |
| MiniMax M3.1 Flash | 74.7 |
| DeepSeek V4.1 Flash | 72.7 |
| Gemma 4 31B IT | 72.3 |
| Gemini 3.5 Flash-Lite | 70.0 |
| Gemini 3.1 Pro Preview | 67.2 |
| Mistral Medium 3.5 | 64.8 |
| Grok 4.1 Fast | 64.2 |
| Mistral Small 4 | 59.7 |