... was also ran-domly selected and contained 10,000 instances.We trained classifiers using the logistic updates(C-SPV, L-SPV, and MEC) with Gaussian and Laplacian priors. Additionally, we trained ... Arriola,Aitziber Atutxa, Aran tz a Diaz de Ilarraza, AitzpeaGarmendia, and Maite Oronoz. 2003. Constructionof a Basque dependency treebank. I n Proceedings ofthe TLT, pages 201–204.Sabine ... Transactionson Pattern Analysis and Machine Intelligence, 27(6).John Lafferty, Andrew McCallum, and Fernando Pereira.2001. Conditional random fields: Probabilistic mod-els for segmenting and...