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Benchmarks
Expert-parallelism Load Balancing on EPLB
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51
Balancedness
PACE++
40.288
43.069
45.85
48.631
May 7, 2026
Balancedness
Speed (s)
Updated 23d ago
Evaluation Results
Method
Method
Links
Balancedness
Speed (s)
PACE++
Backbone=DS-R1-Qwen3-8B
2026.05
51
0.035
PACE++
Backbone=Qwen3.5-4B
2026.05
48.9
0.053
GRPO
Backbone=DS-R1-Qwen3-8B
2026.05
47.8
0.056
Max@k
Backbone=DS-R1-Qwen3-8B
2026.05
45.8
0.08
TTT-D
Backbone=Qwen3.5-4B
2026.05
44.6
0.054
GRPO
Backbone=Qwen3.5-4B
2026.05
44.3
0.055
TTT-D
Backbone=DS-R1-Qwen3-8B
2026.05
44.3
0.05
Max@k
Backbone=Qwen3.5-4B
2026.05
40.7
0.04
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