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== <span style="color: #FFFFFF;">Evaluating</span> == MoE-specific evaluation: (1) Expert load distribution β Gini coefficient or entropy over expert usage; alert if any expert handles >3Γ average load. (2) Expert specialization β do different experts handle semantically distinct inputs? Visualize token types routed to each expert. (3) Routing consistency β does the same input consistently route to the same experts? High variance suggests instability. (4) Quality vs. active FLOPs β compare at equal compute budgets, not equal total parameters. </div> <div style="background-color: #2F4F4F; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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