*** AIDA *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2922 1495 2922 1563 0.662 0.652 0.656 strong_link_match 2802 1615 2802 1683 0.634 0.625 0.630 strong_typed_link_match 4913 296 4913 703 0.943 0.875 0.908 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2931 1434 2931 1554 0.671 0.654 0.662 strong_link_match 2857 1508 2857 1628 0.655 0.637 0.646 strong_typed_link_match 4949 260 4949 667 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 -0.007 0.002 -0.006 0.002 -0.007 0.002 baseline.aida.combined.tsv NO-NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.010 0.000 -0.002 0.038 -0.006 0.000 baseline.aida.combined.tsv NO-NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.020 0.000 -0.012 0.000 -0.016 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 3688 164 3688 729 0.957 0.835 0.892 strong_link_match 3628 224 3628 789 0.942 0.821 0.877 strong_typed_link_match 5145 64 5145 64 0.988 0.988 0.988 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 0.001 -0.005 0.001 -0.005 0.001 baseline.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.073 0.000 +0.021 0.000 -0.022 0.000 baseline.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.085 0.000 +0.007 0.057 -0.035 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 +0.002 0.145 +0.001 0.145 +0.001 0.145 NO-NIL/JPARK-dbyago.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_link_match -0.063 0.000 +0.023 0.000 -0.016 0.000 NO-NIL/JPARK-dbyago.aida.combined.tsv NIL/JPARK-dbyago.aida.combined.tsv strong_typed_link_match -0.065 0.000 +0.019 0.000 -0.019 0.000 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2905 1364 2905 1580 0.680 0.648 0.664 strong_link_match 2819 1450 2819 1666 0.660 0.629 0.644 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 0.018 -0.004 0.018 -0.005 0.018 baseline.aida.combined.tsv NO-NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.019 0.000 +0.004 0.251 -0.007 0.041 baseline.aida.combined.tsv NO-NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.026 0.000 -0.004 0.236 -0.015 0.002 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2833 1157 2833 1652 0.710 0.632 0.669 strong_link_match 2770 1220 2770 1715 0.694 0.618 0.654 strong_typed_link_match 4935 274 4935 681 0.947 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 NIL/JPARK-dbo.aida.combined.tsv strong_typed_mention_match -0.004 0.018 -0.004 0.018 -0.004 0.018 baseline.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.048 0.000 +0.020 0.001 -0.012 0.023 baseline.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.060 0.000 +0.007 0.138 -0.024 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 +0.001 0.331 +0.001 0.331 +0.001 0.331 NO-NIL/JPARK-dbo.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_link_match -0.030 0.000 +0.016 0.000 -0.005 0.101 NO-NIL/JPARK-dbo.aida.combined.tsv NIL/JPARK-dbo.aida.combined.tsv strong_typed_link_match -0.034 0.000 +0.011 0.000 -0.010 0.004 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2882 1358 2882 1603 0.680 0.643 0.661 strong_link_match 2812 1428 2812 1673 0.663 0.627 0.645 strong_typed_link_match 4960 249 4960 656 0.952 0.883 0.916 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 0.000 -0.008 0.000 -0.009 0.000 baseline.aida.combined.tsv NO-NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.018 0.000 +0.009 0.028 -0.004 0.147 baseline.aida.combined.tsv NO-NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.029 0.000 -0.002 0.342 -0.015 0.001 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2803 1087 2803 1682 0.721 0.625 0.669 strong_link_match 2750 1140 2750 1735 0.707 0.613 0.657 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 -0.006 0.001 -0.006 0.001 baseline.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.059 0.000 +0.027 0.000 -0.013 0.014 baseline.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.073 0.000 +0.012 0.036 -0.027 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 0.011 +0.003 0.011 +0.003 0.011 NO-NIL/JPARK-wikidata.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_link_match -0.041 0.000 +0.018 0.000 -0.009 0.013 NO-NIL/JPARK-wikidata.aida.combined.tsv NIL/JPARK-wikidata.aida.combined.tsv strong_typed_link_match -0.044 0.000 +0.014 0.000 -0.012 0.001 *** MEANTIME *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 403 170 403 322 0.703 0.556 0.621 strong_link_match 364 209 364 361 0.635 0.502 0.561 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 404 169 404 321 0.705 0.557 0.622 strong_link_match 384 189 384 341 0.670 0.530 0.592 strong_typed_link_match 571 54 571 222 0.914 0.720 0.805 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 -0.032 0.002 -0.025 0.002 -0.028 0.002 baseline.meantime.combined.tsv NO-NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.002 0.488 -0.001 0.488 -0.002 0.488 baseline.meantime.combined.tsv NO-NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.035 0.000 -0.028 0.000 -0.031 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 504 31 504 69 0.942 0.880 0.910 strong_link_match 484 51 484 89 0.905 0.845 0.874 strong_typed_link_match 604 21 604 21 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.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_mention_match -0.024 0.007 -0.019 0.007 -0.021 0.007 baseline.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.022 0.109 +0.021 0.075 +0.005 0.362 baseline.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.054 0.003 -0.007 0.351 -0.025 0.066 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 0.065 +0.006 0.065 +0.007 0.065 NO-NIL/JPARK-dbyago.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_link_match -0.020 0.133 +0.022 0.070 +0.007 0.330 NO-NIL/JPARK-dbyago.meantime.combined.tsv NIL/JPARK-dbyago.meantime.combined.tsv strong_typed_link_match -0.020 0.135 +0.021 0.086 +0.006 0.345 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 401 170 401 324 0.702 0.553 0.619 strong_link_match 381 190 381 344 0.667 0.526 0.588 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 0.002 -0.026 0.002 -0.030 0.002 baseline.meantime.combined.tsv NO-NIL/JPARK-dbo.meantime.combined.tsv strong_link_match +0.001 0.377 +0.003 0.318 +0.002 0.318 baseline.meantime.combined.tsv NO-NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.032 0.000 -0.023 0.003 -0.027 0.001 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 398 159 398 327 0.715 0.549 0.621 strong_link_match 379 178 379 346 0.680 0.523 0.591 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-dbo.meantime.combined.tsv strong_typed_mention_match -0.029 0.004 -0.023 0.004 -0.025 0.004 baseline.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_link_match -0.011 0.234 +0.007 0.303 +0.000 0.485 baseline.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.045 0.004 -0.021 0.102 -0.030 0.026 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 +0.005 0.132 +0.004 0.132 +0.004 0.132 NO-NIL/JPARK-dbo.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_link_match -0.012 0.207 +0.004 0.411 -0.002 0.421 NO-NIL/JPARK-dbo.meantime.combined.tsv NIL/JPARK-dbo.meantime.combined.tsv strong_typed_link_match -0.013 0.182 +0.003 0.463 -0.003 0.371 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 402 167 402 323 0.707 0.554 0.621 strong_link_match 382 187 382 343 0.671 0.527 0.590 strong_typed_link_match 571 54 571 222 0.914 0.720 0.805 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 -0.032 0.002 -0.025 0.002 -0.028 0.002 baseline.meantime.combined.tsv NO-NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.003 0.238 +0.001 0.495 -0.000 0.507 baseline.meantime.combined.tsv NO-NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.036 0.000 -0.025 0.002 -0.030 0.001 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 396 139 396 329 0.740 0.546 0.629 strong_link_match 380 155 380 345 0.710 0.524 0.603 strong_typed_link_match 568 57 568 225 0.909 0.716 0.801 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 -0.027 0.001 -0.021 0.001 -0.024 0.001 baseline.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.037 0.001 +0.010 0.236 -0.008 0.273 baseline.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.075 0.000 -0.022 0.032 -0.042 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 0.195 +0.004 0.195 +0.004 0.195 NO-NIL/JPARK-wikidata.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_link_match -0.034 0.002 +0.008 0.275 -0.007 0.281 NO-NIL/JPARK-wikidata.meantime.combined.tsv NIL/JPARK-wikidata.meantime.combined.tsv strong_typed_link_match -0.039 0.001 +0.003 0.453 -0.013 0.117 *** TAC-KBP *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1131 1688 1131 1545 0.401 0.423 0.412 strong_link_match 1034 1785 1034 1642 0.367 0.386 0.376 strong_typed_link_match 3239 318 3239 1730 0.911 0.652 0.760 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1140 1628 1140 1536 0.412 0.426 0.419 strong_link_match 1076 1692 1076 1600 0.389 0.402 0.395 strong_typed_link_match 3293 264 3293 1676 0.926 0.663 0.772 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 -0.015 0.002 -0.011 0.002 -0.013 0.002 baseline.tac.combined.tsv NO-NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.011 0.000 -0.003 0.189 -0.007 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.022 0.000 -0.016 0.000 -0.019 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 2084 178 2084 735 0.921 0.739 0.820 strong_link_match 1989 273 1989 830 0.879 0.706 0.783 strong_typed_link_match 3452 113 3452 105 0.968 0.970 0.969 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 -0.014 0.000 -0.012 0.000 -0.013 0.000 baseline.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.078 0.000 +0.018 0.004 -0.027 0.000 baseline.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.097 0.000 -0.006 0.203 -0.049 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 +0.001 0.378 -0.001 0.404 -0.000 0.480 NO-NIL/JPARK-dbyago.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_link_match -0.067 0.000 +0.021 0.001 -0.020 0.001 NO-NIL/JPARK-dbyago.tac.combined.tsv NIL/JPARK-dbyago.tac.combined.tsv strong_typed_link_match -0.075 0.000 +0.010 0.011 -0.030 0.000 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1144 1491 1144 1532 0.434 0.428 0.431 strong_link_match 1091 1544 1091 1585 0.414 0.408 0.411 strong_typed_link_match 3319 238 3319 1650 0.933 0.668 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 -0.022 0.000 -0.016 0.000 -0.019 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.033 0.000 -0.005 0.159 -0.019 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.047 0.000 -0.021 0.000 -0.035 0.000 JPARK_N (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1115 1241 1115 1561 0.473 0.417 0.443 strong_link_match 1081 1275 1081 1595 0.459 0.404 0.430 strong_typed_link_match 3306 259 3306 1663 0.927 0.665 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 NIL/JPARK-dbo.tac.combined.tsv strong_typed_mention_match -0.017 0.000 -0.013 0.000 -0.015 0.000 baseline.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.072 0.000 +0.006 0.231 -0.032 0.000 baseline.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.092 0.000 -0.018 0.009 -0.053 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 +0.006 0.023 +0.003 0.122 +0.004 0.051 NO-NIL/JPARK-dbo.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_link_match -0.039 0.000 +0.011 0.044 -0.012 0.015 NO-NIL/JPARK-dbo.tac.combined.tsv NIL/JPARK-dbo.tac.combined.tsv strong_typed_link_match -0.045 0.000 +0.004 0.283 -0.019 0.001 JPARK (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1132 1467 1132 1544 0.436 0.423 0.429 strong_link_match 1082 1517 1082 1594 0.416 0.404 0.410 strong_typed_link_match 3307 250 3307 1662 0.930 0.666 0.776 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 -0.019 0.000 -0.014 0.000 -0.016 0.000 baseline.tac.combined.tsv NO-NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.034 0.000 -0.000 0.493 -0.018 0.001 baseline.tac.combined.tsv NO-NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.050 0.000 -0.018 0.002 -0.034 0.000 JPARK_N (Wikidata) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 1088 1202 1088 1588 0.475 0.407 0.438 strong_link_match 1061 1229 1061 1615 0.463 0.396 0.427 strong_typed_link_match 3301 264 3301 1668 0.926 0.664 0.774 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 -0.015 0.000 -0.012 0.000 -0.014 0.000 baseline.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.074 0.000 +0.016 0.023 -0.027 0.001 baseline.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.097 0.000 -0.010 0.075 -0.051 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 +0.004 0.088 +0.001 0.313 +0.002 0.166 NO-NIL/JPARK-wikidata.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_link_match -0.040 0.000 +0.016 0.001 -0.009 0.045 NO-NIL/JPARK-wikidata.tac.combined.tsv NIL/JPARK-wikidata.tac.combined.tsv strong_typed_link_match -0.047 0.000 +0.008 0.068 -0.017 0.000 *** MERGED *** STANDARD RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4456 3353 4456 3430 0.571 0.565 0.568 strong_link_match 4200 3609 4200 3686 0.538 0.533 0.535 strong_typed_link_match 8703 688 8703 2675 0.927 0.765 0.838 strong_typed_mention_match JPARK (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4475 3231 4475 3411 0.581 0.567 0.574 strong_link_match 4317 3389 4317 3569 0.560 0.547 0.554 strong_typed_link_match 8813 578 8813 2565 0.938 0.775 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 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 -0.010 0.000 -0.002 0.013 -0.006 0.000 baseline.all.combined.tsv NO-NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.022 0.000 -0.015 0.000 -0.019 0.000 JPARK_N (YAGO) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 6276 373 6276 1533 0.944 0.804 0.868 strong_link_match 6101 548 6101 1708 0.918 0.781 0.844 strong_typed_link_match 9201 198 9201 190 0.979 0.980 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 -0.010 0.000 -0.009 0.000 -0.009 0.000 baseline.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_link_match -0.076 0.000 +0.020 0.000 -0.024 0.000 baseline.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.092 0.000 +0.001 0.353 -0.041 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 +0.002 0.120 +0.001 0.282 +0.001 0.184 NO-NIL/JPARK-dbyago.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_link_match -0.066 0.000 +0.022 0.000 -0.018 0.000 NO-NIL/JPARK-dbyago.all.combined.tsv NIL/JPARK-dbyago.all.combined.tsv strong_typed_link_match -0.070 0.000 +0.016 0.000 -0.023 0.000 JPARK (DBPEDIA) RESULTS: (gold mentions) ptp fp rtp fn precis recall fscore measure 4450 3025 4450 3436 0.595 0.564 0.579 strong_link_match 4291 3184 4291 3595 0.574 0.544 0.559 strong_typed_link_match 8829 562 8829 2549 0.940 0.776 0.850 strong_typed_mention_match