We aim to learn a verb tensor V (either in full or in decomposed, low-rank form) that minimizes the mean of the squared residuals between the predicted SVO vectors V (s (i) , o (i) ) and those vectors obtained distributionally from the corpus, t (i) .
we attempt to minimize the following loss function: is given by Eq.