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Language Understanding on MMLU-Pro (TPS and Latency)

25.8TPSMoE-SpAc
0.14326.804113.46520.1259Feb 12, 2026

Evaluation results

MethodLinks
MoE-SpAc2026.0225.823.11
llama.cppspeculative decoding=true2026.0217.2932.88
llama.cppspeculative decoding=false2026.0215.1737.92
HybriMoE2026.0212.2247.62
Fate2026.027.9373.65
SP-MoE2026.024.75116.73
MoE-Infinity2026.023.64151.43
vLLM2026.022.65203.74
Mixtral Offload2026.022.43230.87
Accelerate2026.021.13495.37