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Evaluation sources/MLCR-AA（Artificial Analysis）
ParticipatingKnowledge & language

MLCR-AA（Artificial Analysis）

Artificial Analysis · Public model evaluation results from MLCR-AA（Artificial Analysis）.

Official evaluation
Source description

This source measures concrete delivery performance in Knowledge & language; raw scores are shown separately from the normalized capability score.

Limitation: Different versions, reasoning settings, and test sets may change scores; read them with the data date.

How it is used

Participating sources affect capability scores; reference, cross-reference, and observing sources are for comparison and verification only.

Model results from this source

Claude Sonnet 50.55100.02026-10-20
Claude Opus 50.59444444100.02026-10-20
GLM-5.3 Flash0.51111111100.02026-10-17
GLM-5.3 Flash0.51111111100.02026-10-18
Claude Fable 5.10.71111111100.02026-10-20
Muse Spark 1.30.4333333394.12026-10-20
GPT-6 Astra0.4166666791.62026-11-05
Claude Sonnet 5.50.4166666791.62026-11-05
GPT-6.1 Sol0.3833333386.62026-11-05
Claude Haiku 5.50.3581.52026-11-05
GPT-6 Sol0.3388888979.92026-11-05
GPT-6.1 Terra0.3055555674.92026-11-05
GPT-5.6 Sol0.374.02026-11-05
Claude Opus 4.70.2888888972.32026-10-20
GPT-5.50.2888888972.32026-11-05
Claude Opus 5.50.2777777870.72026-11-05
GPT-5.6 Terra0.2722222269.82026-11-05
DeepSeek V4.1 Flash 10170.2666666769.02026-11-05
Qwen3.8 Max0.2611111168.22026-11-05
GPT-6 Luna0.2611111168.22026-11-05
DeepSeek V4.1 Flash0.2388888964.82026-11-05
Muse Wonder0.2222222262.32026-11-05
Muse Wonder Full0.2222222262.32026-11-05
Kimi K30.2166666761.52026-11-05
Gemini 3.8 Flash0.2166666761.52026-10-20
Grok 4.70.2111111160.62026-11-05
Claude Fable 50.2055555659.82026-11-05
GPT-5.4 mini0.258.92026-11-05
GPT-5.6 Luna0.258.92026-11-05
Claude Opus 4.80.1944444458.12026-11-05
Grok 4.60.1833333356.42026-11-05
Claude Fable 5.10.1833333356.42026-11-05
Step 5 Preview0.1833333356.42026-11-05
DeepSeek V4 Pro 08130.1777777855.62026-10-20
GLM 5.30.1722222254.82026-11-05
MiniMax M3.1 Flash0.1666666753.92026-11-05
Grok 4.50.1611111153.12026-11-05
Gemini 3.8 Flash0.1555555652.22026-11-05
Muse Spark 1.30.1555555652.22026-11-05
Ling-3.1-flash-10190.1551.42026-11-05
Grok 4.70.1551.42026-10-20
Qwen3.7 Max0.1444444450.62026-11-05
Claude Opus 50.1388888949.72026-11-05
Gemini 4 Argon0.1388888949.72026-11-05
DeepSeek V4 Flash 07310.1333333348.92026-10-20
GLM-5.20.1277777848.12026-11-05
MiMo V2.6 Pro0.1277777848.12026-11-05
Ling-3.1-flash0.1222222247.22026-11-05
Gemini 2.5 Pro0.1222222247.22026-11-05
Kimi K2.7 Code0.1222222247.22026-11-05
Grok 4.60.1222222247.22026-10-20
MiMo V2.6 Flash0.1166666746.42026-11-05
Gemini 3 Flash Preview0.1166666746.42026-10-20
GLM-5.3 Flash0.1166666746.42026-11-05
Gemini 3.1 Pro Preview0.1111111145.62026-11-05
Kimi K2.60.1111111145.62026-11-05
Claude Sonnet 4.50.1055555644.72026-11-05
Qwen3.6 27B0.1055555644.72026-11-05
Gemini 3.5 Flash Lite0.1055555644.72026-11-05
Mistral Medium 3.50.143.92026-11-05
Gemini 3.6 Flash0.143.92026-11-05
DeepSeek V4 Pro0.0944444443.02026-11-05
Gemini 2.5 Flash0.0888888942.22026-10-20
GPT-5 mini0.0888888942.22026-11-05
Qwen3.5 397B-A17B0.0888888942.22026-11-05
Qwen3.7 Plus0.0888888942.22026-11-05
Grok 4.30.0833333341.42026-11-05
Claude Sonnet 4.60.0777777840.52026-11-05
Qwen3.5 122B-A10B0.0777777840.52026-11-05
Inkling Small0.0777777840.52026-11-05
Mistral Large 40.0777777840.52026-10-28
o3 Mini High0.0722222239.72026-11-05
Muse Spark 1.10.0722222239.72026-11-05
Muse Spark 1.20.0722222239.72026-11-05
Claude Sonnet 50.0611111138.02026-11-05
Inkling0.0611111138.02026-11-05
MiniMax-M2.70.0555555637.22026-11-05
MiMo-V2.5-Pro0.0555555637.22026-11-05
Nemotron 3 Ultra 550B A55B0.0555555637.22026-11-05
Claude Haiku 4.50.0536.32026-11-05
Qwen3.6 35B-A3B0.0536.32026-11-05
Gemini 3.1 Flash Lite0.0536.32026-11-05
Ling-3.0-flash (free)0.0536.32026-11-05
MiniMax-M30.0444444435.52026-11-05
North Mini Code0.0444444435.52026-11-05
Ring-2.6-1T0.0388888934.72026-11-05
Nemotron 3 Super 120B A12B0.0333333333.82026-10-20
Llama 4 Maverick0.0222222232.22026-10-20
Gemini 2.5 Flash-Lite0.0222222232.22026-10-20
Ministral 3 14B0.0222222232.22026-11-05
gpt-oss-120b0.0166666731.32026-11-05
Command A Plus0.0166666731.32026-11-05
gpt-oss-20b0.0111111130.52026-11-05
Mistral Large 30.0111111130.52026-11-05
Solar Pro 30.0055555629.62026-11-05
Ministral 3 8B028.82026-11-05
Ministral 3 3B028.82026-11-05

Frequently asked questions