def _all_features(arg_clauses, clause_index, parse_dict): # load dict dict_lowercase_verbs = Implicit_arg1_dict().dict_lowercase_verbs dict_lemma_verbs = Implicit_arg1_dict().dict_lemma_verbs dict_curr_first = Implicit_arg1_dict().dict_curr_first dict_curr_last = Implicit_arg1_dict().dict_curr_last dict_prev_last = Implicit_arg1_dict().dict_prev_last dict_next_first = Implicit_arg1_dict().dict_next_first dict_prev_last_curr_first = Implicit_arg1_dict().dict_prev_last_curr_first dict_curr_last_next_first = Implicit_arg1_dict().dict_curr_last_next_first dict_position = {"left": 1, "middle": 2, "right": 3} dict_prev_curr_CP_production_rule = Implicit_arg1_dict().dict_prev_curr_CP_production_rule dict_prev2_pos_lemma_verb = Implicit_arg1_dict().dict_prev2_pos_lemma_verb # feature lowercase_verbs_list = dict_util.get_curr_lowercased_verbs(arg_clauses, clause_index, parse_dict) lemma_verbs_list = dict_util.get_curr_lemma_verbs(arg_clauses, clause_index, parse_dict) curr_first = dict_util.get_curr_first(arg_clauses, clause_index, parse_dict) curr_last = dict_util.get_curr_last(arg_clauses, clause_index, parse_dict) prev_last = dict_util.get_prev_last(arg_clauses, clause_index, parse_dict) next_first = dict_util.get_next_first(arg_clauses, clause_index, parse_dict) prev_last_curr_first = "%s_%s" % (prev_last, curr_first) curr_last_next_first = "%s_%s" % (curr_last, next_first) # the number of words in curr clause clause_word_num = len(arg_clauses.clauses[clause_index][0]) # the position of current clause position = dict_util.get_curr_position(arg_clauses, clause_index, parse_dict) # the arg label of current clause prev_curr_CP_production_rule = dict_util.get_prev_curr_CP_production_rule(arg_clauses, clause_index, parse_dict) prev2_pos_lemma_verb = dict_util.get_2prev_pos_lemma_verb(arg_clauses, clause_index, parse_dict) features = [] features.append(get_feature_by_feat_list(dict_lowercase_verbs, lowercase_verbs_list)) features.append(get_feature_by_feat_list(dict_lemma_verbs, lemma_verbs_list)) features.append(get_feature_by_feat(dict_curr_first, curr_first)) features.append(get_feature_by_feat(dict_curr_last, curr_last)) features.append(get_feature_by_feat(dict_prev_last, prev_last)) features.append(get_feature_by_feat(dict_next_first, next_first)) features.append(get_feature_by_feat(dict_prev_last_curr_first, prev_last_curr_first)) features.append(get_feature_by_feat(dict_curr_last_next_first, curr_last_next_first)) features.append(get_feature_by_feat(dict_position, position)) features.append(Feature("", 1, {"1": clause_word_num})) features.append(get_feature_by_feat(dict_prev2_pos_lemma_verb, prev2_pos_lemma_verb)) ''' production rules ''' features.append(get_feature_by_feat_list(dict_prev_curr_CP_production_rule, prev_curr_CP_production_rule)) return util.mergeFeatures(features)
def next_first(arg_clauses, clause_index, parse_dict): # load dict dict_next_first = Implicit_arg1_dict().dict_next_first # feature next_first = dict_util.get_next_first(arg_clauses, clause_index, parse_dict) return get_feature_by_feat(dict_next_first, next_first)
def next_first(arg_clauses, clause_index, parse_dict): # load dict dict_next_first = Implicit_arg1_dict().dict_next_first # feature next_first = dict_util.get_next_first(arg_clauses, clause_index, parse_dict) return get_feature_by_feat(dict_next_first, next_first)
def _all_features(arg_clauses, clause_index, parse_dict): # load dict dict_lowercase_verbs = Implicit_arg1_dict().dict_lowercase_verbs dict_lemma_verbs = Implicit_arg1_dict().dict_lemma_verbs dict_curr_first = Implicit_arg1_dict().dict_curr_first dict_curr_last = Implicit_arg1_dict().dict_curr_last dict_prev_last = Implicit_arg1_dict().dict_prev_last dict_next_first = Implicit_arg1_dict().dict_next_first dict_prev_last_curr_first = Implicit_arg1_dict().dict_prev_last_curr_first dict_curr_last_next_first = Implicit_arg1_dict().dict_curr_last_next_first dict_position = {"left": 1, "middle": 2, "right": 3} dict_prev_curr_CP_production_rule = Implicit_arg1_dict( ).dict_prev_curr_CP_production_rule dict_prev2_pos_lemma_verb = Implicit_arg1_dict().dict_prev2_pos_lemma_verb # feature lowercase_verbs_list = dict_util.get_curr_lowercased_verbs( arg_clauses, clause_index, parse_dict) lemma_verbs_list = dict_util.get_curr_lemma_verbs(arg_clauses, clause_index, parse_dict) curr_first = dict_util.get_curr_first(arg_clauses, clause_index, parse_dict) curr_last = dict_util.get_curr_last(arg_clauses, clause_index, parse_dict) prev_last = dict_util.get_prev_last(arg_clauses, clause_index, parse_dict) next_first = dict_util.get_next_first(arg_clauses, clause_index, parse_dict) prev_last_curr_first = "%s_%s" % (prev_last, curr_first) curr_last_next_first = "%s_%s" % (curr_last, next_first) # the number of words in curr clause clause_word_num = len(arg_clauses.clauses[clause_index][0]) # the position of current clause position = dict_util.get_curr_position(arg_clauses, clause_index, parse_dict) # the arg label of current clause prev_curr_CP_production_rule = dict_util.get_prev_curr_CP_production_rule( arg_clauses, clause_index, parse_dict) prev2_pos_lemma_verb = dict_util.get_2prev_pos_lemma_verb( arg_clauses, clause_index, parse_dict) features = [] features.append( get_feature_by_feat_list(dict_lowercase_verbs, lowercase_verbs_list)) features.append( get_feature_by_feat_list(dict_lemma_verbs, lemma_verbs_list)) features.append(get_feature_by_feat(dict_curr_first, curr_first)) features.append(get_feature_by_feat(dict_curr_last, curr_last)) features.append(get_feature_by_feat(dict_prev_last, prev_last)) features.append(get_feature_by_feat(dict_next_first, next_first)) features.append( get_feature_by_feat(dict_prev_last_curr_first, prev_last_curr_first)) features.append( get_feature_by_feat(dict_curr_last_next_first, curr_last_next_first)) features.append(get_feature_by_feat(dict_position, position)) features.append(Feature("", 1, {"1": clause_word_num})) features.append( get_feature_by_feat(dict_prev2_pos_lemma_verb, prev2_pos_lemma_verb)) ''' production rules ''' features.append( get_feature_by_feat_list(dict_prev_curr_CP_production_rule, prev_curr_CP_production_rule)) return util.mergeFeatures(features)