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General language understanding and reasoning on MMLU-Redux

83.7AccuracyQwen 3 14B
56.34863.44970.5577.651Jan 13, 2026Jan 16, 2026Jan 20, 2026Jan 23, 2026Jan 27, 2026Jan 30, 2026Feb 3, 2026

Evaluation results

MethodLinks
Qwen 3 14Bshots=5-shot2026.0183.7
Ministral 3 14Bshots=5-shot2026.0182
Qwen 3 8Bshots=5-shot2026.0179.4
Ministral 3 8Bshots=5-shot2026.0179.3
Gemma 3 12Bshots=5-shot2026.0176.6
Qwen 3 4Bshots=5-shot2026.0175.9
Ministral 3 3Bshots=5-shot2026.0173.5
HySparse# Shots=5-shot, Model Architecture=80B MoE (Hybrid 1:11), Attention Variant=HySparse2026.0266.2
Full-Attn# Shots=5-shot, Model Architecture=80B MoE (Hybrid 1:11), Attention Variant=Full-Attn2026.0265.6
Gemma 3 4Bshots=5-shot2026.0162.6
HySparse# Shots=5-shot, Model Architecture=7B Dense (Hybrid 1:3), Attention Variant=HySparse2026.0261.6
Hybrid SWA# Shots=5-shot, Model Architecture=7B Dense (Hybrid 1:3), Attention Variant=Hybrid SWA2026.0260.8
Full-Attn# Shots=5-shot, Model Architecture=7B Dense (Hybrid 1:3), Attention Variant=Full-Attn2026.0259.6
Hybrid SWA# Shots=5-shot, Model Architecture=80B MoE (Hybrid 1:11), Attention Variant=Hybrid SWA2026.0257.4