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Reasoning and Knowledge Suite (MMLU, ARC, BoolQ, CSQA, HSwag, PIQA, SocIQ, Wino)

75.78MMLUQwen3-4B
36.218446.489256.7667.0308Dec 8, 2025

Evaluation results

MethodLinks
Qwen3-4BParameters=4B, Shot setting=5 shot2025.1275.7889.8397.5386.0981.979.4684.9875.5965.4381.84
Qwen2.5-3BParameters=3B, Shot setting=5 shot2025.1266.8686.4492.5983.8876.0973.8581.4569.463.6977.14
Qwen3-1.7BParameters=1.7B, Shot setting=5 shot2025.1265.3580.3491.8979.8274.6160.7677.268.5859.2773.09
SmolLM3-3BParameters=3B, Shot setting=5 shot2025.1263.0477.2988.5476.1270.5269.279.0565.2564.472.6
Qwen2.5-1.5BParameters=1.5B, Shot setting=5 shot2025.1261.5679.3290.4876.3975.164.1876.1764.9459.6771.98
Llama-3.2-3BParameters=3B, Shot setting=5 shot2025.1257.8772.283.9576.7370.3571.0679.0564.3364.0971.07
Qwen2-1.5BParameters=1.5B, Shot setting=5 shot2025.1256.3670.1783.671.970.5260.7775.7363.4659.8368.04
Gemma2-2BParameters=2B, Shot setting=5 shot2025.1255.266.4482.5472.4269.4566.278.8965.9265.3569.16
Qwen3-0.6BParameters=0.6B, Shot setting=5 shot2025.1255.0968.1484.4869.0561.1848.5169.9761.5155.6463.73
PCMind-2.1-Kaiyuan-2BParameters=2B, Shot setting=5 shot2025.1253.966.182.8978.5367.458.1374.3762.5965.7567.74
SmolLM2-1.7BParameters=1.7B, Shot setting=5 shot2025.1251.9959.6682.7269.8567.1665.378.5160.1859.1266.05
YuLan-Mini-2.4BParameters=2.4B, Shot setting=5 shot2025.1251.7664.7582.5478.5966.1861.277.3163.2561.8867.5
OLMo-2-0425-1BParameters=1B, Shot setting=5 shot2025.1244.2547.4676.7270.5565.661.6176.4455.5360.3862.06
Llama-3.2-1BParameters=1B, Shot setting=5 shot2025.1237.7436.9570.5567.4362.8260.274.9250.6158.1757.71