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Evaluation sources/AA-LCR
ParticipatingKnowledge & language

AA-LCR

Artificial Analysis · Public model evaluation results from AA-LCR.

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

Kimi K30.8866666766.42026-11-05
Step 5 Preview0.8833333366.22026-11-05
MiMo V2.6 Pro0.8633333365.02026-11-05
Claude Fable 5.10.8533333364.42026-11-05
Claude Opus 5.50.8466666764.02026-11-05
GPT-5.50.8433333363.82026-11-05
GPT-5.6 Sol0.8463.62026-11-05
Gemini 3.8 Flash0.8463.62026-11-05
GPT-6.1 Sol0.8463.62026-11-05
DeepSeek V4.1 Flash0.8463.62026-11-05
GPT-5.6 Luna0.8366666763.42026-11-05
GPT-6 Sol0.8366666763.42026-11-02
GPT-6 Sol0.8366666763.42026-11-05
Muse Wonder Full0.8366666763.42026-11-05
Muse Wonder Full0.8366666763.42026-10-18
Muse Wonder Full0.8366666763.42026-10-17
GPT-6 Luna0.8333333363.22026-11-05
Claude Fable 5.20.8333333363.22026-11-10
MiniMax-M30.8363.02026-11-05
GPT-5.6 Terra0.8363.02026-11-05
Muse Spark 1.30.8363.02026-11-05
Ling-3.1-flash0.8363.02026-11-05
Ling-3.1-flash0.8363.02026-10-17
Ling-3.1-flash0.8363.02026-10-18
GPT-5.20.8266666762.92026-11-05
Claude Haiku 5.50.8266666762.92026-11-05
Claude Sonnet 5.50.8266666762.92026-11-05
DeepSeek V4.1 Flash 10170.8266666762.92026-11-05
GPT-6.1 Terra0.8266666762.92026-11-05
Claude Fable 50.8233333362.72026-11-05
Ling-3.1-flash-10190.8233333362.72026-11-05
Claude Opus 50.8262.52026-11-05
Claude Sonnet 50.8262.52026-11-05
Gemini 3.1 Pro Preview0.8262.52026-11-05
GPT-5.40.8262.52026-11-05
Nex-N2-Pro0.8166666762.32026-11-05
Mistral Large 40.8133333362.12026-10-28
Kimi K2.60.8161.92026-11-05
Grok 4.60.8161.92026-11-03
Grok 4.60.8161.92026-11-05
Qwen3.6 Max Preview0.8066666761.72026-11-05
GPT-6 Astra0.8066666761.72026-11-05
Muse Wonder0.8066666761.72026-10-17
Muse Wonder0.8066666761.72026-10-18
Muse Wonder0.8066666761.72026-11-05
DeepSeek V4 Pro 08130.8033333361.52026-11-05
Claude Sonnet 4.60.861.32026-11-05
Gemini 3.6 Flash0.861.32026-11-05
Grok 4.70.861.32026-11-05
GLM-5.3 Flash0.861.32026-10-18
GLM-5.3 Flash0.861.32026-10-17
GLM-5.3 Flash0.861.32026-11-05
MiMo-V2.5-Pro0.7966666761.12026-11-05
DeepSeek V4 Flash 07310.7966666761.12026-11-05
GLM 5.30.7966666761.12026-11-05
Gemini 4 Argon0.7966666761.12026-11-05
MiniMax M3.1 Flash0.7966666761.12026-11-05
Kimi K2.7 Code0.7933333360.92026-11-05
Nemotron 3 Ultra 550B A55B0.7933333360.92026-11-05
Grok 4.50.7933333360.92026-11-05
Gemini 4 Carbon0.7933333360.92026-11-11
Qwen3.7 Max0.7960.72026-11-05
Hy30.7960.72026-11-05
Muse Spark 1.20.7960.72026-11-05
Claude Opus 4.70.7866666760.52026-11-05
Qwen3.6 Plus0.7833333360.32026-11-05
MiniMax-M2.70.7833333360.32026-11-05
GLM-5.20.7833333360.32026-11-05
Qwen3.8 Max0.7833333360.32026-11-05
GPT-50.78260.22026-11-05
Claude Opus 4.60.7860.12026-11-05
Gemini 3 Flash Preview0.7860.12026-11-05
Kimi K2.50.7860.12026-11-05
Qwen3.5 27B0.7766666759.92026-11-05
Claude Opus 4.80.7766666759.92026-11-05
Muse Spark 1.10.7766666759.92026-11-05
Qwen3.5 397B-A17B0.7733333359.72026-11-05
Qwen3.6 27B0.7733333359.72026-11-05
Claude Opus 4.50.7733333359.72026-11-05
Inkling0.7733333359.72026-11-05
GPT-5.4 mini0.7759.52026-11-05
Qwen3.5 122B-A10B0.7633333359.12026-11-05
Gemini 3 Pro Preview0.7658.92026-11-05
Gemini 3.5 Flash Lite0.7658.92026-11-05
Inkling Small0.7566666758.72026-11-05
GLM-50.7566666758.72026-11-05
Grok 4.30.7558.32026-11-05
MiMo-V2-Omni0.7558.32026-11-05
DeepSeek V4 Pro0.7466666758.12026-11-05
o30.7466666758.12026-11-05
Claude Haiku 4.50.7433333357.92026-11-05
Gemini 3.1 Flash Lite0.7433333357.92026-11-05
Qwen3 Max Thinking0.7433333357.92026-11-05
MiMo V2.6 Flash0.7433333357.92026-10-18
MiMo V2.6 Flash0.7433333357.92026-11-05
MiMo V2.6 Flash0.7433333357.92026-10-17
Step 3.7 Flash0.7366666757.52026-11-05
GLM-5.10.7366666757.52026-11-05
MiniMax-M2.50.7333333357.32026-11-05
DeepSeek V3.20.7333333357.32026-11-05
Qwen3.7 Plus0.7357.12026-11-05
MiMo-V2.50.7357.12026-11-05
Ling-3.0-flash (free)0.7357.12026-11-05
KAT-Coder-Pro V20.7357.12026-11-05
Claude Sonnet 4.50.7233333356.72026-11-05
GPT-5 mini0.7233333356.72026-11-05
GPT-5 mini0.7233333356.72026-10-27
DeepSeek V3.2 Exp0.7233333356.72026-11-05
Qwen3.5 35B-A3B0.7256.52026-11-05
Qwen3.6 35B-A3B0.7166666756.32026-11-05
GLM-5-Turbo0.7166666756.32026-11-05
GLM-4.70.7155.92026-11-05
MiMo-V2-Flash0.7066666755.72026-11-05
GLM-5V-Turbo0.7033333355.52026-11-05
Qwen3.5 9B0.755.32026-11-05
Ring-2.6-1T0.755.32026-11-05
Mistral Medium 3.50.6933333354.92026-11-05
DeepSeek V3.1 Terminus0.6933333354.92026-11-05
Gemini 2.5 Pro0.6954.72026-11-05
Grok 4.200.6954.72026-10-11
MiMo-V2-Pro0.6833333354.32026-11-05
MiniMax-M2.10.6766666754.02026-11-05
Grok 4.20 (Reasoning)0.6766666754.02026-11-05
Nemotron 3 Super 120B A12B0.6566666752.82026-11-05
Gemini 2.5 Flash0.6533333352.62026-11-05
LongCat-2.00.6552.42026-11-05
o10.6552.42026-11-03
Hy3 preview0.6466666752.22026-11-05
MiniMax-M20.6433333352.02026-11-05
Gemma 4 12B Base0.6366666751.62026-11-05
Step 3.5 Flash 26030.6351.22026-11-05
o4-mini0.6150.02026-10-11
o4 Mini High0.6150.02026-11-05
DeepSeek-R10.5766666748.02026-11-05
DeepSeek V3.10.5666666747.42026-11-05
Gemini 2.5 Flash-Lite0.5566666746.82026-11-05
GLM-4.60.5445.82026-11-05
Kimi K2 09050.5345.32026-11-05
Qwen3-Next 80B-A3B Instruct0.5266666745.12026-11-05
Command A Plus0.5266666745.12026-11-05
GLM-4.50.5266666745.12026-11-05
gpt-oss-120b0.5244.72026-11-05
Qwen3 Max0.543.52026-11-05
Step 3.5 Flash0.543.52026-11-05
Llama 4 Maverick0.543.52026-11-05
GLM-4.6V0.4866666742.72026-11-05
Qwen3 Coder Next0.4741.72026-11-05
GLM-4.5-Air0.4666666741.52026-11-05
Qwen3-Coder 480B-A35B Instruct0.4566666740.92026-11-05
GPT-5 nano0.4540.52026-11-05
Mercury 20.4366666739.72026-11-05
o3-mini0.4339.32026-10-11
o3 Mini High0.4339.32026-11-05
GLM-4.7-Flash0.4166666738.52026-11-05
Ling-2.6-1T0.4166666738.52026-11-05
Nemotron Nano 12B v2 VL0.4138.12026-11-05
DeepSeek V3 03240.4066666737.92026-11-05
Nemotron 3 Nano Omni 30B A3B Reasoning0.3966666737.32026-11-05
Nemotron Cascade 2 30B A3B0.3933333337.12026-11-05
Nemotron 3 Nano 30B A3B0.3836.42026-11-05
Trinity Large Thinking0.3836.42026-11-05
North Mini Code0.3733333336.02026-11-05
Mistral Large 30.3635.22026-11-05
gpt-oss-20b0.3466666734.42026-11-05
Qwen3 235B A22B Instruct 25070.33933.92026-11-05
Qwen3-Coder 30B-A3B Instruct0.3266666733.22026-11-05
Qwen3 VL 235B A22B Instruct0.3266666733.22026-11-05
Solar Pro 30.3233333333.02026-11-05
Gemini 2.0 Flash0.3133333332.42026-11-05
Ling-2.6-flash0.3133333332.42026-11-05
Mistral Medium 3.50.3133333332.42026-11-05
Llama 4 Scout0.27730.22026-11-05
Ministral 3 14B0.2633333329.42026-11-05
Qwen3 30B A3B Instruct 25070.2633333329.42026-11-05
Ministral 3 8B0.2566666729.02026-11-05
Grok 4.20 (Non-Reasoning)0.2533333328.82026-11-05
Nemotron Nano 9B v20.2428.12026-11-05
Command A0.2133333326.52026-11-05
Llama 3.3 Nemotron Super 49B v10.1833333324.72026-11-05
Ministral 3 3B0.1723.92026-11-05
Qwen3 VL 8B Instruct0.1666666723.72026-11-05
Granite 4.1 8B0.1333333321.72026-11-05
R1 Distill Llama 70B0.119.72026-11-05
Granite 4.0 Micro0.0718.02026-11-05
Qwen3 235B-A22B013.82026-11-05
Qwen3 235B-A22B013.82026-10-27
Qwen3 32B013.82026-11-05
Qwen3 32B013.82026-10-27
Sarvam 105B013.82026-11-05
Sarvam 30B013.82026-11-05
GLM-4.5V013.82026-11-05
GLM-4.5V013.82026-10-27
Olmo 3 32B Think013.82026-11-05
Qwen3 30B A3B013.82026-11-05
Qwen3 8B013.82026-11-05
Qwen3 8B013.82026-10-27
Qwen3 14B013.82026-11-05
Qwen3 14B013.82026-10-27
Reka Flash 3013.82026-11-05
Mistral Small 3013.82026-11-05
Phi 4013.82026-11-05

Frequently asked questions