A single oracle with 1-best translation is analytically solved without a QP-solver and is represented as the following perceptron-like update (Shimizu and Haas, 2006): Intuitively, the update amount is controlled by the margin and the loss between the correct and incorrect translations and by the closeness of two translations in terms of feature vectors.
insertion features are integrated in which no word alignment is associated in the target.