For small training sets, the structural support vector machine performs only slightly better than the unweighted application of Yen's algorithm and is clearly outperformed by the unsupervised baselines.
the SVM improves by a generalised, loss-augmented shortest path algorithm that can be solved by an integer linear program in polynomial time.