... Structure of Linear-chain CRFs.Linear-chain CRF is a special case of the generalCRFs. In linear-chain CRF, cliques only involve twoadjacent variables in the sequence. Figure 3 shows the graphical ... disjoint sets, and run a three-foldcross validation. Within each fold, first sentencetypes are labeled using linear-chain CRFs, then the 559resulting sentence type tagging is used in the sec-ond ... calculatedaccordingly.5.1 Sentence Type Tagging Results The results of sentence type tagging using linear-chain CRFs are shown in Table 5. For a comparison,we include results using a basic first-order...