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Table 5: 
RUM modeling ingredients: Tasks (A–E).
TaskUpd. Gate uBest Activations fλη
(A) not needed ReLU, tanh, sigmany N/A 
(B) not needed any N/A 
(C) necessary ReLU N/A 
(D) necessary ReLU, tanh 1.0 
(E) necessary ReLU N/A 
TaskUpd. Gate uBest Activations fλη
(A) not needed ReLU, tanh, sigmany N/A 
(B) not needed any N/A 
(C) necessary ReLU N/A 
(D) necessary ReLU, tanh 1.0 
(E) necessary ReLU N/A 
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