def allfeatures(args): model( sparse.hstack( (load_feature.tfidf_charF(X, 3, 5), load_feature.tfidf_wordF(X, 1, 3), load_feature.pos(), load_feature.word_emb(300, X), load_feature.word_emb(100, X), load_feature.mp(X))), Y, "Allfeatures")
def L_POS_Emb_N_MP(args): model( sparse.hstack((load_feature.tfidf_charF(X, 3, 5), load_feature.tfidf_wordF(X, 1, 3), load_feature.pos(), load_feature.word_emb(100, X), load_feature.mp(X))), Y, "L+POS+E(N)+MP")
def word_100(args): model(load_feature.word_emb(100, X), Y, "Emb_N")
def word_300(args): model(load_feature.word_emb(300, X), Y, "Emb_F")
def L_POS_Emb_F(args): model( sparse.hstack((load_feature.tfidf_charF(X, 3, 5), load_feature.tfidf_wordF(X, 1, 3), load_feature.pos(), load_feature.word_emb(300, X))), Y, "L+POS+Emb(F)")