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A separate survey comparison finds that selecting the more responsive checkpoint can worsen human fit; responsiveness is confounded with training status, and temperature calibration largely removes this cost but not errors in group ordering.
This work proposes ExpertAlign, a framework that routes supervision over the full teacher pool at each token, without domain labels or training a separate routing model, and demonstrates token-level routing can exploit cross-domain complementary supervision, and reduce exclusive reliance on prompt-level domain assignme...
ERPBench is introduced, an execution-instrumented benchmark for enterprise decision agents in a six-round Enterprise Resource Planning simulation with coupled pricing, production, procurement, inventory, finance, and shared-market competition.
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