Given the complexity and the novelty of the task, we exploit structural kernels to automatically engineer novel features.
we define an efficient tree kernel derived from the Partial Tree Kernel, (Moschitti, 2006a), suitable for encoding structural representation of comments into Support Vector Machines (SVMs).