Atlas

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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)

ModelScore
Muse Spark 1.287.1
Muse Spark 1.186.4
GPT-6.1 Sol85.1
GPT-6 Astra85.1
Claude Opus 5.584.7
Claude Sonnet 5.584.2
GPT-6 Sol83.8
Claude Haiku 5.582.9
GPT-5.6 Sol Pro82.9
GPT-5.482.7
GPT-5.582.7
Claude Fable 5.182.2
Muse Spark 1.381.8
Gemini 3.5 Flash81.3
GPT-5.6 Terra81.1
Claude Fable 580.7
Claude Opus 579.8
Gemini 3.7 Flash79.1
Gemini 3.8 Flash78.9
GPT-5.6 Luna78.7
Kimi K378.7
Gemini 3.6 Flash78.4
Grok 4.778.2
Grok 4.677.3
Gemini 3.1 Pro Preview76.9
Opus 4.876.7
GPT-6 Luna76.4
GLM-5.3 Flash76.2
Qwen3.5 397B A17B76.2
Opus 4.776.0
Grok 4.572.7
Sonnet 571.1
Inkling69.8
DeepSeek V4.1 Flash68.9
Sonnet 4.664.4
MiniMax M358.4
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