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ResearchFormerly WizWand

Expert Placement on Canonical multi-task workload

44.6977Communication Cost/VolumeTACG + GESR
41.99013660.26619378.5422596.818307May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TACG + GESRModel=Qwen1.5-MoE-A2.7B2026.0544.697731.430.99910.0596
ExFlowModel=Qwen1.5-MoE-A2.7B2026.0553.423818.050.96620.3995
Sem.P.Model=Qwen1.5-MoE-A2.7B2026.0553.975417.20.9890.1392
MoETunerModel=Qwen1.5-MoE-A2.7B2026.0554.221116.820.99930.0605
C2RModel=Qwen1.5-MoE-A2.7B2026.0555.359715.080.98550.1885
CoactivationModel=Qwen1.5-MoE-A2.7B2026.0558.426710.370.95850.3141
FrequencyModel=Qwen1.5-MoE-A2.7B2026.0562.14714.660.92770.4856
BaselineModel=Qwen1.5-MoE-A2.7B2026.0565.18700.98770.1147
TACG + GESRModel=Across Models (Avg.)2026.0565.298131.390.99750.0736
TACG + GESRModel=Moonlight-16B-A3B2026.0575.088830.470.99470.1141
TACG + GESRModel=DeepSeek-MoE-16B2026.0576.107932.280.99880.0472
ExFlowModel=Across Models (Avg.)2026.0577.163418.810.89070.9137
Sem.P.Model=Across Models (Avg.)2026.0579.523516.510.98890.232
MoETunerModel=Across Models (Avg.)2026.0579.882916.10.99720.1008
C2RModel=Across Models (Avg.)2026.0581.061114.840.96680.4095
CoactivationModel=Across Models (Avg.)2026.0584.95110.690.94060.3873
FrequencyModel=Across Models (Avg.)2026.0587.26327.880.86030.9558
ExFlowModel=Moonlight-16B-A3B2026.0587.430919.040.72632.0368
MoETunerModel=DeepSeek-MoE-16B2026.0587.91621.770.99810.0627
Sem.P.Model=DeepSeek-MoE-16B2026.0590.394219.570.99620.1753
ExFlowModel=DeepSeek-MoE-16B2026.0590.635519.350.97950.305
C2RModel=DeepSeek-MoE-16B2026.0593.049117.210.990.2575
FrequencyModel=Moonlight-16B-A3B2026.0593.284913.620.71861.8053
Sem.P.Model=Moonlight-16B-A3B2026.0594.20112.780.98140.3814
C2RModel=Moonlight-16B-A3B2026.0594.774512.250.92490.7825
BaselineModel=Across Models (Avg.)2026.0595.19100.9920.1281
CoactivationModel=Moonlight-16B-A3B2026.0597.36189.850.88030.6197
MoETunerModel=Moonlight-16B-A3B2026.0597.51149.710.99430.1791
CoactivationModel=DeepSeek-MoE-16B2026.0599.064511.850.9830.2282
FrequencyModel=DeepSeek-MoE-16B2026.05106.35775.360.93450.5765
BaselineModel=Moonlight-16B-A3B2026.05107.999200.98940.2002
BaselineModel=DeepSeek-MoE-16B2026.05112.386800.99880.0693