... factoriza-tion, the decision space for each model is large: for the local model, it is exponential in the length of the segment title, and for the global model it is exponen-tial in the size of the tree.Therefore, ... at the word sequence level. The selection features capture the position of the word, its TF*IDF, and part -of- speech information.In addition, they also record whether the word oc-curs in the ... subsection.Since the focus of our work is on the generationaspect of table -of- contents construction, we assumethat the hierarchical segmentation of a text is pro-vided in the input. This division can either...