Since the convolution layer follows a linear regression output, we apply a simple strategy to measure how much the learned document-independent features contribute to the saliency estimation.
for each sentence, we ignore its documentdependent features through setting their values as  The blast killed two assailants, wounded 21 Israelis and prompted Israel to suspend implementation of the peace accord with the Palestinians.