*** AIDA *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2973 1257 2973 1512 0.703 0.663 0.682 strong_link_match 2845 1385 2845 1640 0.673 0.634 0.653 strong_typed_link_match 4914 295 4914 702 0.943 0.875 0.908 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2987 1194 2987 1498 0.714 0.666 0.689 strong_link_match 2898 1283 2898 1587 0.693 0.646 0.669 strong_typed_link_match 4947 262 4947 669 0.950 0.881 0.914 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NO-NIL/JPARK-dbyago.aida.combined.tsv strong_typed_mention_match -0.006 0.002 -0.006 0.002 -0.006 0.002 baseline.aida.combined.tsv NO-NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.012 0.000 -0.003 0.036 -0.007 0.000 baseline.aida.combined.tsv NO-NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.021 0.000 -0.012 0.000 -0.016 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 3762 52 3762 468 0.986 0.889 0.935 strong_link_match 3711 103 3711 519 0.973 0.877 0.923 strong_typed_link_match 5150 59 5150 59 0.989 0.989 0.989 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_mention_match -0.005 0.002 -0.005 0.002 -0.005 0.002 baseline.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.053 0.000 +0.020 0.000 -0.012 0.000 baseline.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.065 0.000 +0.007 0.024 -0.025 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbyago.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_mention_match +0.001 0.197 +0.001 0.197 +0.001 0.197 NO-NIL/JPARK-dbyago.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.041 0.000 +0.023 0.000 -0.005 0.046 NO-NIL/JPARK-dbyago.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.045 0.000 +0.019 0.000 -0.009 0.001 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2978 1106 2978 1507 0.729 0.664 0.695 strong_link_match 2884 1200 2884 1601 0.706 0.643 0.673 strong_typed_link_match 4938 271 4938 678 0.948 0.879 0.912 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NO-NIL/JPARK-dbo.aida.combined.tsv strong_typed_mention_match -0.005 0.023 -0.004 0.023 -0.004 0.023 baseline.aida.combined.tsv NO-NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.026 0.000 -0.001 0.475 -0.013 0.022 baseline.aida.combined.tsv NO-NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.034 0.000 -0.009 0.112 -0.020 0.001 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2923 1001 2923 1562 0.745 0.652 0.695 strong_link_match 2855 1069 2855 1630 0.728 0.637 0.679 strong_typed_link_match 4930 279 4930 686 0.946 0.878 0.911 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_mention_match -0.003 0.064 -0.003 0.064 -0.003 0.064 baseline.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.042 0.000 +0.011 0.073 -0.013 0.024 baseline.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.055 0.000 -0.002 0.400 -0.026 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbo.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_mention_match +0.002 0.095 +0.001 0.095 +0.001 0.095 NO-NIL/JPARK-dbo.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.016 0.000 +0.012 0.000 -0.000 0.483 NO-NIL/JPARK-dbo.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.021 0.000 +0.006 0.000 -0.006 0.001 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2966 1102 2966 1519 0.729 0.661 0.694 strong_link_match 2889 1179 2889 1596 0.710 0.644 0.676 strong_typed_link_match 4962 247 4962 654 0.953 0.884 0.917 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NO-NIL/JPARK-wikidata.aida.combined.tsv strong_typed_mention_match -0.009 0.001 -0.009 0.001 -0.009 0.001 baseline.aida.combined.tsv NO-NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.026 0.000 +0.002 0.437 -0.011 0.045 baseline.aida.combined.tsv NO-NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.038 0.000 -0.010 0.112 -0.023 0.000 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2894 950 2894 1591 0.753 0.645 0.695 strong_link_match 2836 1008 2836 1649 0.738 0.632 0.681 strong_typed_link_match 4944 265 4944 672 0.949 0.880 0.913 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_mention_match -0.006 0.001 -0.005 0.001 -0.006 0.001 baseline.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.050 0.000 +0.018 0.010 -0.013 0.041 baseline.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.065 0.000 +0.002 0.422 -0.028 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-wikidata.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_mention_match +0.003 0.005 +0.003 0.005 +0.003 0.005 NO-NIL/JPARK-wikidata.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.024 0.000 +0.016 0.000 -0.001 0.279 NO-NIL/JPARK-wikidata.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.028 0.000 +0.012 0.000 -0.005 0.007 *** MEANTIME *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 424 164 424 301 0.721 0.585 0.646 strong_link_match 382 206 382 343 0.650 0.527 0.582 strong_typed_link_match 551 74 551 242 0.882 0.695 0.777 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 428 160 428 297 0.728 0.590 0.652 strong_link_match 405 183 405 320 0.689 0.559 0.617 strong_typed_link_match 572 53 572 221 0.915 0.721 0.807 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NO-NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_mention_match -0.034 0.001 -0.026 0.001 -0.030 0.001 baseline.meantime.combined.tsv NO-NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.007 0.261 -0.006 0.261 -0.006 0.261 baseline.meantime.combined.tsv NO-NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.039 0.000 -0.032 0.000 -0.035 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 546 2 546 42 0.996 0.929 0.961 strong_link_match 526 22 526 62 0.960 0.895 0.926 strong_typed_link_match 605 20 605 20 0.968 0.968 0.968 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_mention_match -0.026 0.005 -0.020 0.005 -0.023 0.005 baseline.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.033 0.001 +0.015 0.023 -0.003 0.317 baseline.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.064 0.000 -0.012 0.078 -0.032 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbyago.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_mention_match +0.008 0.032 +0.006 0.032 +0.007 0.032 NO-NIL/JPARK-dbyago.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.026 0.002 +0.021 0.004 +0.003 0.328 NO-NIL/JPARK-dbyago.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.025 0.001 +0.019 0.004 +0.003 0.346 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 436 149 436 289 0.745 0.601 0.666 strong_link_match 413 172 413 312 0.706 0.570 0.631 strong_typed_link_match 572 53 572 221 0.915 0.721 0.807 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NO-NIL/JPARK-dbo.meantime.combined.tsv strong_typed_mention_match -0.034 0.001 -0.026 0.001 -0.030 0.001 baseline.meantime.combined.tsv NO-NIL/JPARK-dbo.meantime.combined.tsv strong_link_match -0.024 0.002 -0.017 0.042 -0.020 0.009 baseline.meantime.combined.tsv NO-NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.056 0.000 -0.043 0.001 -0.049 0.000 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 430 144 430 295 0.749 0.593 0.662 strong_link_match 408 166 408 317 0.711 0.563 0.628 strong_typed_link_match 570 55 570 223 0.912 0.719 0.804 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_mention_match -0.030 0.002 -0.024 0.002 -0.027 0.002 baseline.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_link_match -0.028 0.002 -0.008 0.244 -0.016 0.025 baseline.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.061 0.000 -0.036 0.001 -0.046 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbo.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_mention_match +0.003 0.237 +0.003 0.237 +0.003 0.237 NO-NIL/JPARK-dbo.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_link_match -0.004 0.206 +0.008 0.063 +0.004 0.183 NO-NIL/JPARK-dbo.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.005 0.140 +0.007 0.126 +0.002 0.298 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 434 151 434 291 0.742 0.599 0.663 strong_link_match 411 174 411 314 0.703 0.567 0.627 strong_typed_link_match 572 53 572 221 0.915 0.721 0.807 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NO-NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_mention_match -0.034 0.001 -0.026 0.001 -0.030 0.001 baseline.meantime.combined.tsv NO-NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.021 0.002 -0.014 0.046 -0.017 0.012 baseline.meantime.combined.tsv NO-NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.053 0.000 -0.040 0.000 -0.046 0.000 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 421 143 421 304 0.746 0.581 0.653 strong_link_match 401 163 401 324 0.711 0.553 0.622 strong_typed_link_match 569 56 569 224 0.910 0.718 0.803 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_mention_match -0.029 0.002 -0.023 0.002 -0.025 0.002 baseline.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.025 0.002 +0.004 0.381 -0.007 0.237 baseline.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.061 0.000 -0.026 0.009 -0.040 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-wikidata.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_mention_match +0.005 0.127 +0.004 0.127 +0.004 0.127 NO-NIL/JPARK-wikidata.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.005 0.208 +0.018 0.006 +0.009 0.041 NO-NIL/JPARK-wikidata.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.008 0.053 +0.014 0.036 +0.005 0.182 *** TAC-KBP *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1170 1547 1170 1506 0.431 0.437 0.434 strong_link_match 1072 1645 1072 1604 0.395 0.401 0.398 strong_typed_link_match 3248 317 3248 1721 0.911 0.654 0.761 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1179 1494 1179 1497 0.441 0.441 0.441 strong_link_match 1116 1557 1116 1560 0.418 0.417 0.417 strong_typed_link_match 3308 257 3308 1661 0.928 0.666 0.775 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NO-NIL/JPARK-dbyago.tac.combined.tsv strong_typed_mention_match -0.017 0.004 -0.012 0.004 -0.014 0.004 baseline.tac.combined.tsv NO-NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.010 0.000 -0.003 0.153 -0.007 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.023 0.000 -0.016 0.000 -0.020 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2277 22 2277 440 0.990 0.838 0.908 strong_link_match 2166 133 2166 551 0.942 0.797 0.864 strong_typed_link_match 3445 120 3445 120 0.966 0.966 0.966 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_mention_match -0.020 0.000 -0.014 0.000 -0.016 0.000 baseline.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.055 0.000 +0.020 0.000 -0.015 0.002 baseline.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.074 0.000 -0.002 0.387 -0.035 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbyago.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_mention_match -0.003 0.220 -0.002 0.220 -0.002 0.220 NO-NIL/JPARK-dbyago.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.044 0.000 +0.024 0.000 -0.008 0.028 NO-NIL/JPARK-dbyago.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.051 0.000 +0.015 0.000 -0.016 0.000 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1178 1374 1178 1498 0.462 0.440 0.451 strong_link_match 1126 1426 1126 1550 0.441 0.421 0.431 strong_typed_link_match 3324 241 3324 1645 0.932 0.669 0.779 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NO-NIL/JPARK-dbo.tac.combined.tsv strong_typed_mention_match -0.021 0.000 -0.015 0.000 -0.018 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.031 0.000 -0.003 0.285 -0.017 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.047 0.000 -0.020 0.000 -0.033 0.000 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1142 1202 1142 1534 0.487 0.427 0.455 strong_link_match 1107 1237 1107 1569 0.472 0.414 0.441 strong_typed_link_match 3324 241 3324 1645 0.932 0.669 0.779 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_mention_match -0.021 0.000 -0.015 0.000 -0.018 0.000 baseline.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.057 0.000 +0.010 0.024 -0.021 0.000 baseline.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.078 0.000 -0.013 0.010 -0.043 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbo.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_mention_match +0.000 0.534 +0.000 0.534 +0.000 0.534 NO-NIL/JPARK-dbo.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.026 0.000 +0.013 0.000 -0.004 0.062 NO-NIL/JPARK-dbo.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.031 0.000 +0.007 0.000 -0.010 0.000 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1172 1354 1172 1504 0.464 0.438 0.451 strong_link_match 1123 1403 1123 1553 0.445 0.420 0.432 strong_typed_link_match 3319 246 3319 1650 0.931 0.668 0.778 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NO-NIL/JPARK-wikidata.tac.combined.tsv strong_typed_mention_match -0.020 0.000 -0.014 0.000 -0.017 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.033 0.000 -0.001 0.469 -0.017 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.050 0.000 -0.019 0.001 -0.034 0.000 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1122 1191 1122 1554 0.485 0.419 0.450 strong_link_match 1094 1219 1094 1582 0.473 0.409 0.439 strong_typed_link_match 3323 242 3323 1646 0.932 0.669 0.779 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_mention_match -0.021 0.000 -0.015 0.000 -0.018 0.000 baseline.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.054 0.000 +0.018 0.001 -0.016 0.006 baseline.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.078 0.000 -0.008 0.094 -0.041 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-wikidata.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_mention_match -0.001 0.398 -0.001 0.398 -0.001 0.398 NO-NIL/JPARK-wikidata.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.021 0.000 +0.019 0.000 +0.001 0.421 NO-NIL/JPARK-wikidata.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.028 0.000 +0.011 0.000 -0.007 0.002 *** MERGED *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4567 2968 4567 3319 0.606 0.579 0.592 strong_link_match 4299 3236 4299 3587 0.571 0.545 0.558 strong_typed_link_match 8713 686 8713 2665 0.927 0.766 0.839 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4594 2848 4594 3292 0.617 0.583 0.599 strong_link_match 4419 3023 4419 3467 0.594 0.560 0.577 strong_typed_link_match 8827 572 8827 2551 0.939 0.776 0.850 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NO-NIL/JPARK-dbyago.all.combined.tsv strong_typed_mention_match -0.012 0.000 -0.010 0.000 -0.011 0.000 baseline.all.combined.tsv NO-NIL/JPARK-dbyago.all.combined.tsv strong_link_match -0.011 0.000 -0.003 0.004 -0.007 0.000 baseline.all.combined.tsv NO-NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.023 0.000 -0.015 0.000 -0.019 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 6585 76 6585 950 0.989 0.874 0.928 strong_link_match 6403 258 6403 1132 0.961 0.850 0.902 strong_typed_link_match 9200 199 9200 199 0.979 0.979 0.979 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_mention_match -0.012 0.000 -0.010 0.000 -0.011 0.000 baseline.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_link_match -0.056 0.000 +0.020 0.000 -0.014 0.000 baseline.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.072 0.000 +0.002 0.227 -0.031 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbyago.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_mention_match +0.000 0.467 +0.000 0.467 +0.000 0.467 NO-NIL/JPARK-dbyago.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_link_match -0.045 0.000 +0.023 0.000 -0.007 0.001 NO-NIL/JPARK-dbyago.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.049 0.000 +0.017 0.000 -0.012 0.000 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4592 2629 4592 3294 0.636 0.582 0.608 strong_link_match 4423 2798 4423 3463 0.613 0.561 0.586 strong_typed_link_match 8834 565 8834 2544 0.940 0.776 0.850 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NO-NIL/JPARK-dbo.all.combined.tsv strong_typed_mention_match -0.013 0.000 -0.011 0.000 -0.012 0.000 baseline.all.combined.tsv NO-NIL/JPARK-dbo.all.combined.tsv strong_link_match -0.030 0.000 -0.003 0.251 -0.016 0.000 baseline.all.combined.tsv NO-NIL/JPARK-dbo.all.combined.tsv strong_typed_link_match -0.042 0.000 -0.016 0.000 -0.028 0.000 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4495 2347 4495 3391 0.657 0.570 0.610 strong_link_match 4370 2472 4370 3516 0.639 0.554 0.593 strong_typed_link_match 8824 575 8824 2554 0.939 0.776 0.849 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_typed_mention_match -0.012 0.000 -0.010 0.000 -0.011 0.000 baseline.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_link_match -0.051 0.000 +0.009 0.025 -0.018 0.000 baseline.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_typed_link_match -0.068 0.000 -0.009 0.020 -0.036 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-dbo.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_typed_mention_match +0.001 0.228 +0.001 0.228 +0.001 0.228 NO-NIL/JPARK-dbo.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_link_match -0.021 0.000 +0.012 0.000 -0.002 0.058 NO-NIL/JPARK-dbo.all.combined.tsv NIL/JPARK-dbo.all.combined.tsv strong_typed_link_match -0.026 0.000 +0.007 0.000 -0.008 0.000 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4572 2607 4572 3314 0.637 0.580 0.607 strong_link_match 4423 2756 4423 3463 0.616 0.561 0.587 strong_typed_link_match 8853 546 8853 2525 0.942 0.778 0.852 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NO-NIL/JPARK-wikidata.all.combined.tsv strong_typed_mention_match -0.015 0.000 -0.012 0.000 -0.013 0.000 baseline.all.combined.tsv NO-NIL/JPARK-wikidata.all.combined.tsv strong_link_match -0.031 0.000 -0.001 0.478 -0.015 0.000 baseline.all.combined.tsv NO-NIL/JPARK-wikidata.all.combined.tsv strong_typed_link_match -0.046 0.000 -0.016 0.000 -0.030 0.000 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4437 2284 4437 3449 0.660 0.563 0.608 strong_link_match 4331 2390 4331 3555 0.644 0.549 0.593 strong_typed_link_match 8836 563 8836 2542 0.940 0.777 0.851 strong_typed_mention_match sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore baseline.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_typed_mention_match -0.013 0.000 -0.011 0.000 -0.012 0.000 baseline.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_link_match -0.054 0.000 +0.016 0.001 -0.015 0.000 baseline.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_typed_link_match -0.074 0.000 -0.004 0.209 -0.035 0.000 sys1 sys2 measure d-precis p-precis d-recall p-recall d-fscore p-fscore NO-NIL/JPARK-wikidata.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_typed_mention_match +0.002 0.097 +0.001 0.097 +0.002 0.097 NO-NIL/JPARK-wikidata.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_link_match -0.023 0.000 +0.017 0.000 -0.001 0.374 NO-NIL/JPARK-wikidata.all.combined.tsv NIL/JPARK-wikidata.all.combined.tsv strong_typed_link_match -0.028 0.000 +0.012 0.000 -0.006 0.000