Atlas

Benchmarks

← All benchmarks

Excel Modeling Benchmark v1.1 Template

Professional Work · 2026-10-19

Template-mode score on Excel Modeling Benchmark v1.1, where agents complete a stripped template workbook and are graded by exact cell match against the gold workbook.

Top models (higher is better)

ModelScore
Claude Opus 5.581.4
Claude Sonnet 5.580.9
Claude Fable 5.180.8
Muse Wonder Full79.9
Gemini 4 Argon79.6
Gemini 3.8 Flash76.9
Muse Wonder76.3
Kimi K375.6
Grok 4.775.1
GPT-6.1 Sol75.1
GPT-6 Astra74.8
Claude Haiku 5.573.4
MiMo-V2.6-Pro73.0
Mistral Large 4 Preview72.7
Step 5 Preview72.2
GLM-5.371.7
MiMo-V2.6-Flash71.7
MiniMax M3.1 Flash71.6
GPT-6 Luna71.4
DeepSeek V4.1 Flash 101770.8
Hy4 Preview70.5
DeepSeek V4.1 Flash70.2
GLM-5.3 Flash70.1
Beam 1.0 501B A23B67.9
Qwen3.8-Max65.3
DeepSeek V4 Pro 081364.3
Muse Spark Open61.8
MiniMax M360.0
Mercury 353.0
Inkling38.4
Inkling-Small37.8
Loading Atlas data…