CharXiv Extended (Mercor held-out)
Multimodal
Mercor's held-out Extended twin of CharXiv chart understanding: 150 Mercor chart questions scored by pooled answer accuracy. Mercor does not say how the set divides between descriptive and reasoning questions, which Atlas keeps as separate families, so it is a diagnostic like its public twin, the pooled CharXiv validation score (charxiv-validation-combined). Mercor does not publish the held-out tasks or say how they were drawn or written, so this is its own benchmark, not a component of the public one.
Top models (higher is better)
| Model | Score |
|---|---|
| Muse Spark 1.2 | 87.1 |
| Muse Spark 1.1 | 86.4 |
| GPT-6.1 Sol | 85.1 |
| GPT-6 Astra | 85.1 |
| Claude Opus 5.5 | 84.7 |
| Claude Sonnet 5.5 | 84.2 |
| GPT-6 Sol | 83.8 |
| Claude Haiku 5.5 | 82.9 |
| GPT-5.6 Sol Pro | 82.9 |
| GPT-5.4 | 82.7 |
| GPT-5.5 | 82.7 |
| Claude Fable 5.1 | 82.2 |
| Muse Spark 1.3 | 81.8 |
| Gemini 3.5 Flash | 81.3 |
| GPT-5.6 Terra | 81.1 |
| Claude Fable 5 | 80.7 |
| Claude Opus 5 | 79.8 |
| Gemini 3.7 Flash | 79.1 |
| Gemini 3.8 Flash | 78.9 |
| GPT-5.6 Luna | 78.7 |
| Kimi K3 | 78.7 |
| Gemini 3.6 Flash | 78.4 |
| Grok 4.7 | 78.2 |
| Grok 4.6 | 77.3 |
| Gemini 3.1 Pro Preview | 76.9 |
| Opus 4.8 | 76.7 |
| GPT-6 Luna | 76.4 |
| GLM-5.3 Flash | 76.2 |
| Qwen3.5 397B A17B | 76.2 |
| Opus 4.7 | 76.0 |
| Grok 4.5 | 72.7 |
| Sonnet 5 | 71.1 |
| Inkling | 69.8 |
| DeepSeek V4.1 Flash | 68.9 |
| Sonnet 4.6 | 64.4 |
| MiniMax M3 | 58.4 |