... on the training lexicons LTrain and select their hyperparameters on the LDev lexicons.We then train the joint model on the LDev lexicons and evaluate it on the LTest lexicons. When apply-ing ... the joint model. Such set-up is also used for other re-ranking models (Collins, 2000). For training the joint model, we maximize the log-likelihood of the correct assignment to the words in LDev, ... (VBN), telltells verb present 3rd person sing (VBZ), tell VBZ telltelling verb present continuous (VBG), tell VBG,JJ telladjective (JJ), telling tellingizpravena adjective fem sing indef (A–FS-N),...