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Artificial Analysis Progress Index v1

Indexes

Artificial Analysis Progress Index v1 places language models on one capability scale with an item response theory fit over every Artificial Analysis evaluation a model has, linking models through shared tasks so models tested on different evaluation sets remain comparable over time. Each effort variant is fit separately; the scale is anchored at o3-mini (high) = 220 and GPT-5.5 (xhigh) = 320 and has no fixed range. Artificial Analysis refits it as models are added. Kept outside the capability fit as a diagnostic, but built from Artificial Analysis evaluations that the fit also reads. Variants with executed model fallback on any evaluation are excluded from single-model observations.

Top models (higher is better)

ModelScore
Claude Sonnet 5.5351
GPT-6 Astra350
GPT-6.1 Sol348
GPT-6.1 Terra345
Muse Wonder Full343
Gemini 4 Argon342
Kimi K3.1 Pro341
Muse Wonder336
GPT-6 Sol334
Claude Opus 5334
GPT-5.6 Sol331
Claude Haiku 5.5326
Muse Spark 1.3324
GPT-5.6 Terra324
DeepSeek V4.1 Flash 1017324
Qwen3.8 Max (0902)324
Grok 4.7323
GLM-5.3323
Grok 4.6322
MiMo-V2.6-Pro321
Gemini 3.8 Flash320
DeepSeek V4.1 Flash320
Qwen3.8-Flash-Next320
Ling 3.1 Flash320
GPT-5.5320
Kimi K3320
Qwen3.8-Max320
GLM-5.3 Flash319
Opus 4.8318
Step 5 Preview318
Qwen3.8 2.4T A95B318
MiniMax M3.1 Flash318
Gemini 3.7 Flash317
GPT-6 Luna317
Opus 4.7312
Mistral Large 4 Preview312
Grok 4.5312
Sonnet 5312
MiMo-V2.6-Flash312
GPT-5.6 Luna312
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