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Xuefeng Li

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Preprint Jul 2026

UMoE:Unlocking Every Expert in Domain-Specific Training

A simple, budget-preserving pipeline is proposed that realigns the expert pool to the target domain before fine-tuning, and turns this redundant capacity into useful domain capacity and achieves lower training loss, with gains spanning all difficulty levels in downstream evaluation.

Xuefeng Li, Pengfei Liu · 0 citations