Skip to Main Content
Table 19 

Results of SECOS for compounds that have been automatically extracted from Wiktionary for 14 languages. We show results for the KK baseline and the SECOS method using similarities computed with JoBimText and word2vec.

 SECOSKK#
JoBimTextword2vecJoBimTextword2vec
PrecisionRecallF1PrecisionRecallF1PrecisionRecallF1PrecisionRecallF1
Finnish 0.9494 0.7768 0.8544 0.9676 0.7489 0.8443 0.9596 0.6537 0.7776 0.9892 0.6185 0.7612 11,052 
English 0.9827 0.7087 0.8235 0.0001 0.0000 0.0001 0.9779 0.6414 0.7747 0.9962 0.6125 0.7585 10,865 
German 0.9451 0.8156 0.8756 0.9484 0.7310 0.8257 0.9453 0.7463 0.8341 0.9903 0.6298 0.7700 5,688 
Dutch 0.9675 0.7852 0.8669 0.0002 0.0001 0.0002 0.9620 0.7138 0.8195 0.9888 0.6658 0.7958 4,058 
Norwegian (Bokmål0.9878 0.7118 0.8274 0.9851 0.6508 0.7838 0.9862 0.6266 0.7663 0.9971 0.5957 0.7458 1,426 
Swedish 0.9607 0.7451 0.8393 0.9770 0.6798 0.8018 0.9558 0.6685 0.7867 0.9930 0.6130 0.7580 1,279 
Norwegian (Nynorsk0.9917 0.6995 0.8204 0.9924 0.6410 0.7789 0.9914 0.6210 0.7636 0.9975 0.5878 0.7397 1,025 
Hungarian 0.9923 0.7256 0.8383 0.9917 0.6680 0.7983 0.9813 0.6712 0.7971 1.0000 0.6368 0.7781 625 
Danish 0.9677 0.6998 0.8122 0.9745 0.6592 0.7864 0.9807 0.6197 0.7595 0.9966 0.5943 0.7446 493 
Estonian 0.9937 0.6414 0.7796 1.0000 0.6107 0.7583 0.9857 0.5656 0.7188 1.0000 0.5410 0.7021 244 
Latvian 0.9901 0.5952 0.7435 0.9949 0.5774 0.7307 1.0000 0.5000 0.6667 1.0000 0.5119 0.6772 168 
Persian 0.8290 0.8080 0.8183 0.9275 0.6957 0.7950 0.8217 0.7681 0.7940 0.9450 0.6848 0.7941 138 
Spanish 0.9854 0.6888 0.8108 0.9919 0.6224 0.7649 0.9767 0.6429 0.7754 1.0000 0.5816 0.7355 98 
Latin 0.9904 0.5255 0.6867 1.0000 0.5204 0.6846 1.0000 0.5204 0.6846 1.0000 0.5102 0.6757 98 
  
Average 0.9667 0.7091 0.8141 0.8394 0.5575 0.6681 0.9660 0.6399 0.7656 0.9924 0.5988 0.7455 2661 
 SECOSKK#
JoBimTextword2vecJoBimTextword2vec
PrecisionRecallF1PrecisionRecallF1PrecisionRecallF1PrecisionRecallF1
Finnish 0.9494 0.7768 0.8544 0.9676 0.7489 0.8443 0.9596 0.6537 0.7776 0.9892 0.6185 0.7612 11,052 
English 0.9827 0.7087 0.8235 0.0001 0.0000 0.0001 0.9779 0.6414 0.7747 0.9962 0.6125 0.7585 10,865 
German 0.9451 0.8156 0.8756 0.9484 0.7310 0.8257 0.9453 0.7463 0.8341 0.9903 0.6298 0.7700 5,688 
Dutch 0.9675 0.7852 0.8669 0.0002 0.0001 0.0002 0.9620 0.7138 0.8195 0.9888 0.6658 0.7958 4,058 
Norwegian (Bokmål0.9878 0.7118 0.8274 0.9851 0.6508 0.7838 0.9862 0.6266 0.7663 0.9971 0.5957 0.7458 1,426 
Swedish 0.9607 0.7451 0.8393 0.9770 0.6798 0.8018 0.9558 0.6685 0.7867 0.9930 0.6130 0.7580 1,279 
Norwegian (Nynorsk0.9917 0.6995 0.8204 0.9924 0.6410 0.7789 0.9914 0.6210 0.7636 0.9975 0.5878 0.7397 1,025 
Hungarian 0.9923 0.7256 0.8383 0.9917 0.6680 0.7983 0.9813 0.6712 0.7971 1.0000 0.6368 0.7781 625 
Danish 0.9677 0.6998 0.8122 0.9745 0.6592 0.7864 0.9807 0.6197 0.7595 0.9966 0.5943 0.7446 493 
Estonian 0.9937 0.6414 0.7796 1.0000 0.6107 0.7583 0.9857 0.5656 0.7188 1.0000 0.5410 0.7021 244 
Latvian 0.9901 0.5952 0.7435 0.9949 0.5774 0.7307 1.0000 0.5000 0.6667 1.0000 0.5119 0.6772 168 
Persian 0.8290 0.8080 0.8183 0.9275 0.6957 0.7950 0.8217 0.7681 0.7940 0.9450 0.6848 0.7941 138 
Spanish 0.9854 0.6888 0.8108 0.9919 0.6224 0.7649 0.9767 0.6429 0.7754 1.0000 0.5816 0.7355 98 
Latin 0.9904 0.5255 0.6867 1.0000 0.5204 0.6846 1.0000 0.5204 0.6846 1.0000 0.5102 0.6757 98 
  
Average 0.9667 0.7091 0.8141 0.8394 0.5575 0.6681 0.9660 0.6399 0.7656 0.9924 0.5988 0.7455 2661 
Close Modal

or Create an Account

Close Modal
Close Modal