Optimization terminated successfully. Current function value: 1.339893 Iterations: 50 Function evaluations: 77 Gradient evaluations: 77 ====================================================================== Confusion matrix Comparison Contingency Expansion Temporal Comparison 50.0 44.0 36.0 70.0 Contingency 29.0 58.0 45.0 68.0 Expansion 23.0 35.0 48.0 94.0 Temporal 27.0 24.0 25.0 124.0 ====================================================================== Effectiveness precision recall f1 Comparison 0.39 0.25 0.3 Contingency 0.36 0.29 0.32 Temporal 0.35 0.62 0.45 Expansion 0.31 0.24 0.27 -------------------------------------------------- Average 0.35 0.35 0.34 ====================================================================== Accuracy: 0.35 Train set accuracy: 0.34 ====================================================================== Feature information Feature count: 86 -0.562 Arg2_Negated==True and label is 'Temporal' -0.503 Main_Verb_Match==True and label is 'Contingency' -0.501 Arg2_Negation_Count== and label is 'Temporal' 0.500 Main_Verb_Match==True and label is 'Comparison' -0.477 Arg1_Negation_Count== and label is 'Temporal' 0.476 Main_Verb_Match==False and label is 'Temporal' 0.443 Genre_ptb-highlights==True and label is 'Expansion' -0.402 ('non-neg', 'non-neg')==True and label is 'Comparison' -0.383 Arg1_Negated==True and label is 'Temporal' -0.379 ('non-neg', 'neg')==True and label is 'Temporal' 0.362 Arg1_Negated==True and label is 'Contingency' 0.355 Arg2_Negated==True and label is 'Contingency' -0.345 Main_Verb_Match==False and label is 'Contingency' -0.338 Genre_ptb-highlights==True and label is 'Temporal' 0.314 ('non-neg', 'non-neg')==True and label is 'Expansion' 0.299 Genre_ptb-essays==True and label is 'Contingency' 0.299 Arg1_Negation_Count== and label is 'Contingency' 0.292 ('non-neg', 'neg')==True and label is 'Comparison' -0.287 Genre_ptb-letters==True and label is 'Temporal' 0.284 Arg2_Negation_Count== and label is 'Expansion' -0.280 Genre_ptb-essays==True and label is 'Comparison' 0.277 Arg_Length_Ratio== and label is 'Comparison' 0.255 Arg1_Negation_Count== and label is 'Expansion' 0.244 ('neg', 'neg')==True and label is 'Contingency' -0.216 Arg_Length_Ratio== and label is 'Expansion' -0.215 Arg2_Modal_Count== and label is 'Temporal' 0.208 Calendar_Words_Count== and label is 'Temporal' 0.202 Genre_ptb-letters==True and label is 'Contingency' -0.200 ('neg', 'non-neg')==True and label is 'Temporal' -0.199 Calendar_Words_Count== and label is 'Comparison' -0.183 ('neg', 'neg')==True and label is 'Temporal' -0.181 ('neg', 'neg')==True and label is 'Comparison' 0.169 Genre_ptb-errata==True and label is 'Comparison' 0.165 Arg2_Negation_Count== and label is 'Contingency' -0.164 Arg1_Modal_Count== and label is 'Temporal' 0.163 Genre_ptb-news==True and label is 'Contingency' -0.162 Calendar_Words_Count== and label is 'Expansion' 0.153 Arg1_Modal_Count== and label is 'Comparison' 0.152 Calendar_Words_Count== and label is 'Contingency' -0.145 Arg_Length_Ratio== and label is 'Contingency' -0.132 Genre_ptb-news==True and label is 'Temporal' 0.132 Arg1_Modal_Count== and label is 'Contingency' -0.121 Arg1_Modal_Count== and label is 'Expansion' 0.120 ('neg', 'neg')==True and label is 'Expansion' 0.118 ('neg', 'non-neg')==True and label is 'Contingency' 0.116 Genre_ptb-letters==True and label is 'Comparison' 0.111 Arg2_Negated==True and label is 'Comparison' -0.110 Genre_ptb-highlights==True and label is 'Comparison' 0.110 ('non-neg', 'neg')==True and label is 'Contingency' 0.109 ('non-neg', 'non-neg')==True and label is 'Contingency' 0.108 Arg2_Modal_Count== and label is 'Contingency' 0.106 Arg1_Negated==True and label is 'Expansion' 0.096 Arg2_Negated==True and label is 'Expansion' 0.096 ('neg', 'non-neg')==True and label is 'Comparison' -0.090 Genre_ptb-news==True and label is 'Comparison' -0.088 Main_Verb_Match==False and label is 'Expansion' -0.086 Arg1_Negated==True and label is 'Comparison' 0.083 Arg_Length_Ratio== and label is 'Temporal' -0.078 Arg1_Negation_Count== and label is 'Comparison' 0.061 Arg2_Modal_Count== and label is 'Comparison' 0.058 Genre_ptb-news==True and label is 'Expansion' 0.053 Main_Verb_Match==True and label is 'Temporal' 0.052 Arg2_Negation_Count== and label is 'Comparison' -0.050 Main_Verb_Match==True and label is 'Expansion' 0.046 Arg2_Modal_Count== and label is 'Expansion' 0.045 Arg1_Hypernym_Of_Arg2_Count== and label is 'Expansion' -0.042 Main_Verb_Match==False and label is 'Comparison' -0.039 Genre_ptb-essays==True and label is 'Temporal' -0.030 Genre_ptb-letters==True and label is 'Expansion' -0.027 Arg1_Hypernym_Of_Arg2_Count== and label is 'Temporal' -0.024 ('non-neg', 'neg')==True and label is 'Expansion' -0.020 ('non-neg', 'non-neg')==True and label is 'Temporal' 0.019 Genre_ptb-essays==True and label is 'Expansion' -0.018 Arg1_Hypernym_Of_Arg2_Count== and label is 'Contingency' -0.014 ('neg', 'non-neg')==True and label is 'Expansion' 0.014 Genre_ptb-errata==True and label is 'Temporal' -0.012 Arg2_Hypernym_Of_Arg1_Count== and label is 'Expansion' 0.010 Arg2_Hypernym_Of_Arg1_Count== and label is 'Temporal' 0.008 Arg2_Hypernym_Of_Arg1_Count== and label is 'Comparison' -0.006 Arg2_Hypernym_Of_Arg1_Count== and label is 'Contingency' 0.006 Antonym_Count== and label is 'Temporal' -0.006 Antonym_Count== and label is 'Expansion' 0.005 Genre_ptb-highlights==True and label is 'Contingency' -0.005 Antonym_Count== and label is 'Contingency' 0.005 Antonym_Count== and label is 'Comparison' 0.000 Arg1_Hypernym_Of_Arg2_Count== and label is 'Comparison'