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Knowledge & Reasoning on MMLU-Redux

79.8AccuracySigma-MoE-Tiny
49.53657.39365.2573.107Dec 18, 2025Dec 22, 2025Dec 26, 2025Dec 30, 2025Jan 3, 2026Jan 7, 2026Jan 12, 2026

Evaluation results

MethodLinks
Sigma-MoE-TinyArchitecture=MoE, # Activated Params=0.5B, # Total Params=20B2025.1279.8
Phi-3.5-MoEArchitecture=MoE, # Activated Params=6.6B, # Total Params=42B2025.1278.6
Qwen3-1.7BArchitecture=Dense, # Activated Params=1.7B, # Total Params=1.7B2025.1273.9
DeepSeek-R1-Distill-Qwen-7BArchitecture=Dense, # Activated Params=7B, # Total Params=7B2025.1268.5
DeepSeek-R1-Distill-Llama-8BArchitecture=Dense, # Activated Params=8B, # Total Params=8B2025.1266.4
Engram-40BShots=5-shot2026.0164.5
Engram-27BShots=5-shot2026.0164
MoE-27BShots=5-shot2026.0160.6
Dense-4BShots=5-shot2026.0150.7