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ResearchFormerly WizWand

Text Classification on AG News small (held-out)

0.259CostWarm-start static
0.229360.429430.62950.82957May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Warm-start staticModels=3, Knob=No, Budget=0.252026.050.25984.5
Warm-start budgetedModels=1, Knob=Yes, Budget=0.252026.050.32581.8
Post-hoc pruningModels=1 + masks, Knob=Discrete, Budget=0.502026.050.578
Warm-start budgetedModels=1, Knob=Yes, Budget=0.502026.050.50383.5
Warm-start staticModels=3, Knob=No, Budget=0.502026.050.52984.4
Warm-start budgetedModels=1, Knob=Yes, Budget=0.752026.050.6883.9
Warm-start staticModels=3, Knob=No, Budget=0.752026.050.73684.2
Post-hoc pruningModels=1 + masks, Knob=Discrete, Budget=0.752026.050.7581.8
Dense fullModels=1, Knob=No, Budget=1.002026.05184