Expert Placement on Canonical multi-task workload benchmark leaderboard · SOTA2 Research

Expert Placement on Canonical multi-task workload

44.6977Communication Cost/VolumeTACG + GESR

Evaluation Results

Method	Links
TACG + GESR2026.05		44.6977	31.43	0.9991	0.0596
ExFlow2026.05		53.4238	18.05	0.9662	0.3995
Sem.P.2026.05		53.9754	17.2	0.989	0.1392
MoETuner2026.05		54.2211	16.82	0.9993	0.0605
C2R2026.05		55.3597	15.08	0.9855	0.1885
Coactivation2026.05		58.4267	10.37	0.9585	0.3141
Frequency2026.05		62.1471	4.66	0.9277	0.4856
Baseline2026.05		65.187	0	0.9877	0.1147
TACG + GESR2026.05		65.2981	31.39	0.9975	0.0736
TACG + GESR2026.05		75.0888	30.47	0.9947	0.1141
TACG + GESR2026.05		76.1079	32.28	0.9988	0.0472
ExFlow2026.05		77.1634	18.81	0.8907	0.9137
Sem.P.2026.05		79.5235	16.51	0.9889	0.232
MoETuner2026.05		79.8829	16.1	0.9972	0.1008
C2R2026.05		81.0611	14.84	0.9668	0.4095
Coactivation2026.05		84.951	10.69	0.9406	0.3873
Frequency2026.05		87.2632	7.88	0.8603	0.9558
ExFlow2026.05		87.4309	19.04	0.7263	2.0368
MoETuner2026.05		87.916	21.77	0.9981	0.0627
Sem.P.2026.05		90.3942	19.57	0.9962	0.1753
ExFlow2026.05		90.6355	19.35	0.9795	0.305
C2R2026.05		93.0491	17.21	0.99	0.2575
Frequency2026.05		93.2849	13.62	0.7186	1.8053
Sem.P.2026.05		94.201	12.78	0.9814	0.3814
C2R2026.05		94.7745	12.25	0.9249	0.7825
Baseline2026.05		95.191	0	0.992	0.1281
Coactivation2026.05		97.3618	9.85	0.8803	0.6197
MoETuner2026.05		97.5114	9.71	0.9943	0.1791
Coactivation2026.05		99.0645	11.85	0.983	0.2282
Frequency2026.05		106.3577	5.36	0.9345	0.5765
Baseline2026.05		107.9992	0	0.9894	0.2002
Baseline2026.05		112.3868	0	0.9988	0.0693