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= Preliminary results for dependency induction =
== Averages over languages with cutoff 10 for submissions ==
|| measure || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| directed || 0.578817 || 0.5701665 || 0.4849692 || 0.5428999 || 0.5078081 || 0.452779 || 0.5465675 || 0.6273989 ||
|| undirected || 0.6710757 || 0.6956767 || 0.639765 || 0.6490973 || 0.6334241 || 0.6160517 || 0.6493025 || 0.7104859 ||
|| NED || 0.7822805 || 0.8075755 || 0.785446 || 0.7878146 || 0.7850407 || 0.7539767 || 0.788541 || 0.8169186 ||


== Averages over languages with cutoff 10 for baselines ==
|| measure || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| directed || 0.409088 || 0.4247925 || 0.3753522 || 0.4098204 || 0.4470641 || 0.3889944 || 0.275215 || 0.3232873 || 0.2987463 || 0.3391386 ||
|| undirected || 0.5765062 || 0.5939275 || 0.5568049 || 0.5864548 || 0.6118012 || 0.5605846 || 0.4228869 || 0.5121771 || 0.5591576 || 0.5799214 ||
|| NED || 0.6994007 || 0.7150494 || 0.689344 || 0.7065557 || 0.7401009 || 0.6964788 || 0.5482993 || 0.6430413 || 0.6427896 || 0.7378684 ||
== Results for submissions ==
== directed ==
|||||||||||||||||| cutoff: 10 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.472222 || 0.611111 || 0.157407 || 0.648148 || 0.648148 || 0.472222 || 0.546296 || 0.666667 ||
|| basque_3lb || 0.502799 || 0.563331 || 0.280266 || 0.302659 || 0.272218 || 0.333450 || 0.223233 || 0.585724 ||
|| czech_pdt || 0.485257 || 0.500356 || 0.613440 || 0.574817 || 0.576955 || 0.455382 || 0.511697 || 0.590240 ||
|| danish_cdt || 0.492669 || 0.461877 || 0.601662 || 0.513196 || 0.613881 || 0.568915 || 0.604594 || 0.607527 ||
|| dutch_alpino || 0.507837 || 0.504702 || 0.369906 || 0.495298 || 0.384013 || 0.388715 || 0.500000 || 0.517241 ||
|| english_childes || 0.621675 || 0.480647 || 0.567735 || 0.471715 || 0.518311 || 0.504714 || 0.535133 || 0.560490 ||
|| english_ptb || 0.737096 || 0.721266 || 0.589126 || 0.673778 || 0.521679 || 0.448039 || 0.610461 || 0.746731 ||
|| portuguese_floresta || 0.762836 || 0.542787 || 0.635697 || 0.599022 || 0.442543 || 0.476773 || 0.711491 || 0.557457 ||
|| slovene_jos || 0.539112 || 0.657505 || 0.420719 || 0.513742 || 0.392178 || 0.397463 || 0.503171 || 0.676533 ||
|| swedish_talbanken || 0.666667 || 0.658083 || 0.613734 || 0.636624 || 0.708155 || 0.482117 || 0.719599 || 0.765379 ||
|||||||||||||||||| cutoff: 15 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.430493 || 0.587444 || 0.147982 || 0.663677 || 0.650224 || 0.439462 || 0.591928 || 0.681614 ||
|| basque_3lb || 0.422864 || 0.504403 || 0.244781 || 0.281800 || 0.248043 || 0.291259 || 0.174984 || 0.503914 ||
|| czech_pdt || 0.412831 || 0.448209 || 0.564942 || 0.513233 || 0.521819 || 0.402641 || 0.472637 || 0.549073 ||
|| danish_cdt || 0.454424 || 0.405069 || 0.558693 || 0.472432 || 0.571143 || 0.500889 || 0.532014 || 0.570253 ||
|| dutch_alpino || 0.445698 || 0.522567 || 0.332863 || 0.476728 || 0.342031 || 0.351904 || 0.439351 || 0.465444 ||
|| english_childes || 0.598621 || 0.462028 || 0.546636 || 0.447750 || 0.498011 || 0.485633 || 0.522589 || 0.542702 ||
|| english_ptb || 0.636858 || 0.654160 || 0.506998 || 0.599533 || 0.452955 || 0.411159 || 0.550544 || 0.674378 ||
|| portuguese_floresta || 0.694714 || 0.513484 || 0.598706 || 0.594391 || 0.389428 || 0.434736 || 0.640777 || 0.515642 ||
|| slovene_jos || 0.456536 || 0.594340 || 0.376348 || 0.476078 || 0.346024 || 0.336253 || 0.447102 || 0.633423 ||
|| swedish_talbanken || 0.589155 || 0.588634 || 0.556309 || 0.570907 || 0.601668 || 0.434307 || 0.629823 || 0.667883 ||
|||||||||||||||||| cutoff: none ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.234515 || 0.486544 || 0.127082 || 0.572619 || 0.520290 || 0.339385 || 0.464972 || 0.541222 ||
|| basque_3lb || 0.361660 || 0.459014 || 0.210431 || 0.255370 || 0.223492 || 0.254941 || 0.136621 || 0.439852 ||
|| czech_pdt || 0.320500 || 0.379560 || 0.490818 || 0.429265 || 0.440870 || 0.329206 || 0.408833 || 0.488175 ||
|| danish_cdt || 0.378262 || 0.321434 || 0.483912 || 0.414279 || 0.496798 || 0.424204 || 0.450856 || 0.501521 ||
|| dutch_alpino || 0.379152 || 0.491797 || 0.282713 || 0.441977 || 0.298920 || 0.313125 || 0.405162 || 0.436775 ||
|| english_childes || 0.594039 || 0.457840 || 0.541901 || 0.442246 || 0.493305 || 0.480950 || 0.518618 || 0.538315 ||
|| english_ptb || 0.503808 || 0.559634 || 0.410083 || 0.502795 || 0.375365 || 0.327864 || 0.425154 || 0.555319 ||
|| portuguese_floresta || 0.652026 || 0.420044 || 0.501897 || 0.495308 || 0.293472 || 0.371132 || 0.546416 || 0.418447 ||
|| slovene_jos || 0.354444 || 0.528079 || 0.303603 || 0.407608 || 0.267162 || 0.284092 || 0.377310 || 0.580262 ||
|| swedish_talbanken || 0.488562 || 0.523573 || 0.483788 || 0.506067 || 0.525761 || 0.374975 || 0.550627 || 0.573304 ||
== undirected ==
|||||||||||||||||| cutoff: 10 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.592593 || 0.694444 || 0.592593 || 0.694444 || 0.694444 || 0.592593 || 0.657407 || 0.675926 ||
|| basque_3lb || 0.595171 || 0.655703 || 0.497551 || 0.500700 || 0.483555 || 0.543037 || 0.327502 || 0.663751 ||
|| czech_pdt || 0.598795 || 0.658674 || 0.692048 || 0.666256 || 0.676171 || 0.623226 || 0.635409 || 0.701380 ||
|| danish_cdt || 0.635386 || 0.678886 || 0.705767 || 0.643695 || 0.711144 || 0.678886 || 0.706745 || 0.701857 ||
|| dutch_alpino || 0.598746 || 0.631661 || 0.575235 || 0.633229 || 0.579937 || 0.584639 || 0.584639 || 0.605016 ||
|| english_childes || 0.706084 || 0.652541 || 0.694323 || 0.624305 || 0.637306 || 0.642715 || 0.635669 || 0.690850 ||
|| english_ptb || 0.792154 || 0.793531 || 0.659326 || 0.724708 || 0.623538 || 0.624914 || 0.750860 || 0.788025 ||
|| portuguese_floresta || 0.819071 || 0.662592 || 0.716381 || 0.701711 || 0.623472 || 0.657702 || 0.784841 || 0.721271 ||
|| slovene_jos || 0.637421 || 0.706131 || 0.563425 || 0.590909 || 0.550740 || 0.547569 || 0.637421 || 0.719873 ||
|| swedish_talbanken || 0.735336 || 0.822604 || 0.701001 || 0.711016 || 0.753934 || 0.665236 || 0.772532 || 0.836910 ||
|||||||||||||||||| cutoff: 15 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.547085 || 0.686099 || 0.623318 || 0.704036 || 0.695067 || 0.591928 || 0.695067 || 0.704036 ||
|| basque_3lb || 0.530822 || 0.614808 || 0.465264 || 0.476680 || 0.458578 || 0.512883 || 0.282290 || 0.592466 ||
|| czech_pdt || 0.539128 || 0.630835 || 0.644992 || 0.612929 || 0.626270 || 0.573121 || 0.611434 || 0.668850 ||
|| danish_cdt || 0.592930 || 0.646954 || 0.668075 || 0.609827 || 0.671632 || 0.624500 || 0.656292 || 0.668519 ||
|| dutch_alpino || 0.535261 || 0.637518 || 0.521157 || 0.573343 || 0.526093 || 0.533850 || 0.540197 || 0.567701 ||
|| english_childes || 0.687649 || 0.638140 || 0.675758 || 0.603174 || 0.618557 || 0.624171 || 0.626470 || 0.673504 ||
|| english_ptb || 0.705288 || 0.739697 || 0.583787 || 0.658437 || 0.557737 || 0.583787 || 0.682932 || 0.729782 ||
|| portuguese_floresta || 0.770227 || 0.629989 || 0.685005 || 0.688242 || 0.581446 || 0.605178 || 0.730313 || 0.682848 ||
|| slovene_jos || 0.579852 || 0.646563 || 0.520553 || 0.552561 || 0.511456 || 0.496968 || 0.597035 || 0.680593 ||
|| swedish_talbanken || 0.677268 || 0.765902 || 0.646507 || 0.653285 || 0.668405 || 0.607925 || 0.708551 || 0.755474 ||
|||||||||||||||||| cutoff: none ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.297095 || 0.573473 || 0.575609 || 0.619821 || 0.587356 || 0.480350 || 0.583725 || 0.592695 ||
|| basque_3lb || 0.471902 || 0.579567 || 0.433322 || 0.449562 || 0.432291 || 0.475253 || 0.243427 || 0.532995 ||
|| czech_pdt || 0.449846 || 0.590465 || 0.577981 || 0.542835 || 0.555021 || 0.493393 || 0.557643 || 0.614472 ||
|| danish_cdt || 0.507043 || 0.607812 || 0.606931 || 0.561069 || 0.603410 || 0.566272 || 0.605331 || 0.616136 ||
|| dutch_alpino || 0.449580 || 0.610044 || 0.475390 || 0.514806 || 0.488796 || 0.468387 || 0.513806 || 0.546218 ||
|| english_childes || 0.683758 || 0.634946 || 0.671620 || 0.598661 || 0.613996 || 0.619525 || 0.623585 || 0.669330 ||
|| english_ptb || 0.581186 || 0.661906 || 0.496516 || 0.575899 || 0.481547 || 0.495058 || 0.587769 || 0.621293 ||
|| portuguese_floresta || 0.724097 || 0.565582 || 0.614294 || 0.619485 || 0.498103 || 0.526452 || 0.669195 || 0.614494 ||
|| slovene_jos || 0.479044 || 0.580624 || 0.452410 || 0.490554 || 0.444565 || 0.423815 || 0.534686 || 0.617993 ||
|| swedish_talbanken || 0.584842 || 0.700418 || 0.588423 || 0.593197 || 0.604337 || 0.535110 || 0.651681 || 0.669186 ||
== NED ==
|||||||||||||||||| cutoff: 10 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.685185 || 0.787037 || 0.666667 || 0.759259 || 0.759259 || 0.685185 || 0.722222 || 0.712963 ||
|| basque_3lb || 0.685794 || 0.779216 || 0.628761 || 0.651505 || 0.642407 || 0.701190 || 0.549685 || 0.794612 ||
|| czech_pdt || 0.726201 || 0.798976 || 0.818223 || 0.786339 || 0.799041 || 0.760158 || 0.781220 || 0.811613 ||
|| danish_cdt || 0.763441 || 0.817204 || 0.832356 || 0.784457 || 0.843109 || 0.772727 || 0.844086 || 0.850440 ||
|| dutch_alpino || 0.717868 || 0.710031 || 0.771160 || 0.783699 || 0.768025 || 0.725705 || 0.684953 || 0.710031 ||
|| english_childes || 0.816346 || 0.823888 || 0.844680 || 0.766921 || 0.747668 || 0.790244 || 0.849196 || 0.824831 ||
|| english_ptb || 0.894012 || 0.867171 || 0.875430 || 0.884377 || 0.840330 || 0.786648 || 0.870613 || 0.843083 ||
|| portuguese_floresta || 0.907090 || 0.782396 || 0.877751 || 0.877751 || 0.875306 || 0.828851 || 0.919315 || 0.902200 ||
|| slovene_jos || 0.768499 || 0.792812 || 0.708245 || 0.728330 || 0.704017 || 0.680761 || 0.788584 || 0.798097 ||
|| swedish_talbanken || 0.858369 || 0.917024 || 0.831187 || 0.855508 || 0.871245 || 0.808298 || 0.875536 || 0.921316 ||
|||||||||||||||||| cutoff: 15 ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.663677 || 0.789238 || 0.663677 || 0.771300 || 0.757848 || 0.699552 || 0.775785 || 0.739910 ||
|| basque_3lb || 0.625897 || 0.737117 || 0.567678 || 0.596217 || 0.584801 || 0.643836 || 0.460372 || 0.720483 ||
|| czech_pdt || 0.667464 || 0.768763 || 0.779305 || 0.735422 || 0.755611 || 0.709663 || 0.758138 || 0.779659 ||
|| danish_cdt || 0.716541 || 0.776123 || 0.791018 || 0.749889 || 0.800800 || 0.711872 || 0.778791 || 0.817919 ||
|| dutch_alpino || 0.685472 || 0.730606 || 0.729196 || 0.755994 || 0.725670 || 0.690409 || 0.673484 || 0.698166 ||
|| english_childes || 0.799797 || 0.811599 || 0.831226 || 0.745823 || 0.731677 || 0.775351 || 0.836133 || 0.808638 ||
|| english_ptb || 0.818235 || 0.822512 || 0.802100 || 0.833981 || 0.775078 || 0.739891 || 0.812597 || 0.797045 ||
|| portuguese_floresta || 0.869471 || 0.744337 || 0.829558 || 0.846818 || 0.837109 || 0.759439 || 0.865156 || 0.866235 ||
|| slovene_jos || 0.720350 || 0.723383 || 0.661725 || 0.666442 || 0.660377 || 0.631402 || 0.743598 || 0.759434 ||
|| swedish_talbanken || 0.805005 || 0.871220 || 0.792492 || 0.808655 || 0.797185 || 0.749218 || 0.825860 || 0.860792 ||
|||||||||||||||||| cutoff: none ||
|| file || Bisk, standard || Blunsom, standard || Marecek, CPOS || Marecek, POS || Marecek, UPOS || Soegaard, norules || Soegaard, rulesonly || Tu, standard ||
|| arabic_padt || 0.373345 || 0.636053 || 0.591628 || 0.671081 || 0.632208 || 0.565357 || 0.658479 || 0.641393 ||
|| basque_3lb || 0.557742 || 0.696082 || 0.514779 || 0.555766 || 0.534456 || 0.588417 || 0.379876 || 0.658189 ||
|| czech_pdt || 0.556697 || 0.710489 || 0.702000 || 0.651883 || 0.673268 || 0.631572 || 0.697397 || 0.716430 ||
|| danish_cdt || 0.631183 || 0.720426 || 0.728670 || 0.695374 || 0.734833 || 0.658796 || 0.718025 || 0.764207 ||
|| dutch_alpino || 0.586435 || 0.716086 || 0.686074 || 0.719888 || 0.697279 || 0.605842 || 0.638455 || 0.669468 ||
|| english_childes || 0.795896 || 0.808510 || 0.827991 || 0.740778 || 0.727343 || 0.770886 || 0.832095 || 0.804449 ||
|| english_ptb || 0.697658 || 0.752066 || 0.693871 || 0.738373 || 0.671569 || 0.640759 || 0.715909 || 0.698428 ||
|| portuguese_floresta || 0.797564 || 0.675384 || 0.755839 || 0.757437 || 0.716710 || 0.668996 || 0.781793 || 0.803953 ||
|| slovene_jos || 0.607464 || 0.644007 || 0.569113 || 0.588572 || 0.571281 || 0.558635 || 0.666822 || 0.687003 ||
|| swedish_talbanken || 0.709369 || 0.801273 || 0.732445 || 0.737816 || 0.726676 || 0.667396 || 0.769843 || 0.771036 ||













== Results for baselines ==
== Directed accuracy ==
|||||||||||||||||||||| cutoff: 10 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.462963 || 0.453704 || 0.500000 || 0.194444 || 0.194444 || 0.407407 || 0.518519 || 0.425926 || 0.092593 || 0.648148 ||
|| basque_3lb || 0.462561 || 0.432470 || 0.312806 || 0.629811 || 0.571728 || 0.377537 || 0.129461 || 0.218334 || 0.342897 || 0.244227 ||
|| czech_pdt || 0.300953 || 0.312034 || 0.317607 || 0.303674 || 0.356685 || 0.320718 || 0.207245 || 0.246970 || 0.288899 || 0.343400 ||
|| danish_cdt || 0.472141 || 0.501955 || 0.352884 || 0.477517 || 0.396872 || 0.424731 || 0.327957 || 0.363636 || 0.186706 || 0.492180 ||
|| dutch_alpino || 0.487461 || 0.396552 || 0.490596 || 0.415361 || 0.402821 || 0.412226 || 0.362069 || 0.351097 || 0.340125 || 0.394984 ||
|| english_childes || 0.517467 || 0.518757 || 0.390383 || 0.510024 || 0.522132 || 0.383486 || 0.138994 || 0.316594 || 0.359766 || 0.232781 ||
|| english_ptb || 0.316586 || 0.446662 || 0.306263 || 0.412939 || 0.500344 || 0.377151 || 0.174811 || 0.352374 || 0.403992 || 0.198899 ||
|| portuguese_floresta || 0.271394 || 0.371638 || 0.268949 || 0.393643 || 0.457213 || 0.405868 || 0.349633 || 0.310513 || 0.281174 || 0.376528 ||
|| slovene_jos || 0.357294 || 0.372093 || 0.356237 || 0.353066 || 0.660677 || 0.353066 || 0.154334 || 0.256871 || 0.359408 || 0.146934 ||
|| swedish_talbanken || 0.442060 || 0.442060 || 0.457797 || 0.407725 || 0.407725 || 0.427754 || 0.389127 || 0.390558 || 0.331903 || 0.313305 ||
|||||||||||||||||||||| cutoff: 15 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.412556 || 0.417040 || 0.475336 || 0.156951 || 0.156951 || 0.295964 || 0.466368 || 0.363229 || 0.062780 || 0.650224 ||
|| basque_3lb || 0.395956 || 0.367906 || 0.282453 || 0.552022 || 0.484344 || 0.339530 || 0.106654 || 0.206621 || 0.336269 || 0.231083 ||
|| czech_pdt || 0.274469 || 0.295853 || 0.290908 || 0.278083 || 0.336694 || 0.293598 || 0.155644 || 0.215695 || 0.260964 || 0.313706 ||
|| danish_cdt || 0.423077 || 0.456647 || 0.302801 || 0.409960 || 0.341707 || 0.349711 || 0.282792 || 0.328146 || 0.158960 || 0.472877 ||
|| dutch_alpino || 0.438646 || 0.331453 || 0.440056 || 0.306770 || 0.290550 || 0.305360 || 0.255289 || 0.263047 || 0.308181 || 0.294076 ||
|| english_childes || 0.501194 || 0.501901 || 0.374016 || 0.492441 || 0.507073 || 0.366413 || 0.129829 || 0.301432 || 0.350013 || 0.224781 ||
|| english_ptb || 0.243002 || 0.423017 || 0.240863 || 0.344285 || 0.456843 || 0.301128 || 0.161159 || 0.253888 || 0.353810 || 0.205093 ||
|| portuguese_floresta || 0.241640 || 0.327940 || 0.238403 || 0.365696 || 0.427184 || 0.363538 || 0.323625 || 0.235167 || 0.280475 || 0.327940 ||
|| slovene_jos || 0.350404 || 0.316712 || 0.351078 || 0.356806 || 0.598046 || 0.356132 || 0.129380 || 0.196092 || 0.333221 || 0.129380 ||
|| swedish_talbanken || 0.352450 || 0.352450 || 0.380083 || 0.321689 || 0.321689 || 0.344630 || 0.308655 || 0.333681 || 0.286236 || 0.295620 ||
|||||||||||||||||||||| cutoff: none ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.274242 || 0.274242 || 0.321444 || 0.148868 || 0.144596 || 0.234088 || 0.369500 || 0.258650 || 0.052114 || 0.587997 ||
|| basque_3lb || 0.343874 || 0.321189 || 0.247551 || 0.489517 || 0.418371 || 0.300309 || 0.097869 || 0.195738 || 0.324368 || 0.224523 ||
|| czech_pdt || 0.250701 || 0.275723 || 0.272019 || 0.255696 || 0.315938 || 0.274729 || 0.108230 || 0.182524 || 0.239333 || 0.291376 ||
|| danish_cdt || 0.355931 || 0.394910 || 0.250680 || 0.318313 || 0.272371 || 0.263246 || 0.247079 || 0.285417 || 0.132784 || 0.474148 ||
|| dutch_alpino || 0.406162 || 0.283713 || 0.405362 || 0.233293 || 0.211885 || 0.235094 || 0.171269 || 0.195478 || 0.279312 || 0.246098 ||
|| english_childes || 0.496847 || 0.497711 || 0.369503 || 0.488380 || 0.503672 || 0.361641 || 0.127948 || 0.297840 || 0.348251 || 0.222333 ||
|| english_ptb || 0.223262 || 0.335136 || 0.217509 || 0.308824 || 0.344089 || 0.259439 || 0.132029 || 0.183824 || 0.314353 || 0.204343 ||
|| portuguese_floresta || 0.195049 || 0.240168 || 0.193252 || 0.259533 || 0.310840 || 0.254741 || 0.330605 || 0.185067 || 0.258934 || 0.311240 ||
|| slovene_jos || 0.350470 || 0.242129 || 0.350263 || 0.365335 || 0.532931 || 0.365645 || 0.094869 || 0.139672 || 0.310571 || 0.107928 ||
|| swedish_talbanken || 0.290432 || 0.290432 || 0.307141 || 0.271932 || 0.271932 || 0.270738 || 0.239308 || 0.269147 || 0.258802 || 0.279690 ||
== Undirected accuracy ==
|||||||||||||||||||||| cutoff: 10 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.527778 || 0.537037 || 0.555556 || 0.592593 || 0.592593 || 0.601852 || 0.564815 || 0.546296 || 0.611111 || 0.694444 ||
|| basque_3lb || 0.600770 || 0.580826 || 0.485304 || 0.675297 || 0.630161 || 0.536389 || 0.279216 || 0.422323 || 0.564381 || 0.538838 ||
|| czech_pdt || 0.516169 || 0.512086 || 0.504504 || 0.515067 || 0.547469 || 0.497440 || 0.441125 || 0.472426 || 0.541961 || 0.568790 ||
|| danish_cdt || 0.649560 || 0.643206 || 0.600196 || 0.608993 || 0.477517 || 0.553275 || 0.494135 || 0.563539 || 0.596774 || 0.638807 ||
|| dutch_alpino || 0.626959 || 0.567398 || 0.628527 || 0.543887 || 0.543887 || 0.543887 || 0.492163 || 0.510972 || 0.562696 || 0.606583 ||
|| english_childes || 0.656709 || 0.660927 || 0.595226 || 0.646884 || 0.663656 || 0.587783 || 0.348154 || 0.512058 || 0.512158 || 0.510123 ||
|| english_ptb || 0.537509 || 0.653131 || 0.532003 || 0.551961 || 0.657949 || 0.547144 || 0.349621 || 0.519615 || 0.588438 || 0.548520 ||
|| portuguese_floresta || 0.540342 || 0.608802 || 0.542787 || 0.645477 || 0.677262 || 0.645477 || 0.464548 || 0.533007 || 0.567237 || 0.638142 ||
|| slovene_jos || 0.464059 || 0.530655 || 0.463002 || 0.453488 || 0.696617 || 0.454545 || 0.260042 || 0.449260 || 0.454545 || 0.459831 ||
|| swedish_talbanken || 0.645207 || 0.645207 || 0.660944 || 0.630901 || 0.630901 || 0.638054 || 0.535050 || 0.592275 || 0.592275 || 0.595136 ||
|||||||||||||||||||||| cutoff: 15 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.533632 || 0.547085 || 0.573991 || 0.596413 || 0.573991 || 0.578475 || 0.529148 || 0.506726 || 0.632287 || 0.690583 ||
|| basque_3lb || 0.535714 || 0.523810 || 0.445858 || 0.606001 || 0.551370 || 0.491031 || 0.228800 || 0.398728 || 0.553164 || 0.536856 ||
|| czech_pdt || 0.491414 || 0.493696 || 0.478642 || 0.489348 || 0.524673 || 0.467393 || 0.391772 || 0.432911 || 0.527716 || 0.545623 ||
|| danish_cdt || 0.606492 || 0.593819 || 0.558248 || 0.554024 || 0.422410 || 0.490885 || 0.441307 || 0.518897 || 0.586705 || 0.612272 ||
|| dutch_alpino || 0.561354 || 0.502116 || 0.562059 || 0.487306 || 0.476728 || 0.486601 || 0.391396 || 0.440056 || 0.521157 || 0.544429 ||
|| english_childes || 0.642074 || 0.643975 || 0.579613 || 0.630095 || 0.648130 || 0.570772 || 0.335160 || 0.494209 || 0.502652 || 0.501326 ||
|| english_ptb || 0.477255 || 0.617224 || 0.480560 || 0.488725 || 0.604588 || 0.475117 || 0.303460 || 0.437986 || 0.553655 || 0.539852 ||
|| portuguese_floresta || 0.497303 || 0.563107 || 0.494067 || 0.610572 || 0.633225 || 0.594391 || 0.434736 || 0.463862 || 0.556634 || 0.599784 ||
|| slovene_jos || 0.438679 || 0.467318 || 0.439353 || 0.441038 || 0.636792 || 0.440701 || 0.217318 || 0.390836 || 0.433962 || 0.439690 ||
|| swedish_talbanken || 0.573514 || 0.573514 || 0.596976 || 0.555787 || 0.555787 || 0.562565 || 0.438999 || 0.516163 || 0.559958 || 0.563608 ||
|||||||||||||||||||||| cutoff: none ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.417984 || 0.420120 || 0.436779 || 0.544212 || 0.521786 || 0.495728 || 0.435070 || 0.411576 || 0.616617 || 0.639043 ||
|| basque_3lb || 0.480753 || 0.477144 || 0.402732 || 0.542361 || 0.487283 || 0.444406 || 0.194191 || 0.376181 || 0.538666 || 0.531363 ||
|| czech_pdt || 0.461775 || 0.466689 || 0.453394 || 0.461221 || 0.495543 || 0.441005 || 0.337763 || 0.384913 || 0.514569 || 0.522740 ||
|| danish_cdt || 0.551145 || 0.540579 || 0.515928 || 0.486634 || 0.367456 || 0.423323 || 0.390587 || 0.460221 || 0.587162 || 0.599088 ||
|| dutch_alpino || 0.522409 || 0.449580 || 0.522409 || 0.441977 || 0.428371 || 0.444378 || 0.305922 || 0.372149 || 0.501000 || 0.507603 ||
|| english_childes || 0.638186 || 0.639914 || 0.575248 || 0.626263 || 0.645054 || 0.566307 || 0.332311 || 0.490108 || 0.500043 || 0.498790 ||
|| english_ptb || 0.430927 || 0.530789 || 0.429874 || 0.440164 || 0.505246 || 0.426916 || 0.248339 || 0.362077 || 0.517359 || 0.514949 ||
|| portuguese_floresta || 0.443003 || 0.480535 || 0.436215 || 0.547215 || 0.575764 || 0.541425 || 0.423238 || 0.411659 || 0.556598 || 0.568177 ||
|| slovene_jos || 0.421493 || 0.405956 || 0.421286 || 0.427635 || 0.569113 || 0.428048 || 0.165738 || 0.325126 || 0.407763 || 0.411066 ||
|| swedish_talbanken || 0.511040 || 0.511040 || 0.532723 || 0.487965 || 0.487965 || 0.486573 || 0.351303 || 0.444798 || 0.529540 || 0.531530 ||
== Neutral Edge Detection ==
|||||||||||||||||||||| cutoff: 10 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.611111 || 0.629630 || 0.629630 || 0.657407 || 0.648148 || 0.648148 || 0.629630 || 0.629630 || 0.648148 || 0.759259 ||
|| basque_3lb || 0.693142 || 0.689993 || 0.638209 || 0.792512 || 0.783065 || 0.695941 || 0.398530 || 0.582225 || 0.732330 || 0.640308 ||
|| czech_pdt || 0.629188 || 0.617264 || 0.635863 || 0.625235 || 0.662044 || 0.628475 || 0.576243 || 0.602813 || 0.632169 || 0.738125 ||
|| danish_cdt || 0.778592 || 0.758065 || 0.694526 || 0.770283 || 0.724829 || 0.719941 || 0.639785 || 0.677908 || 0.661779 || 0.774682 ||
|| dutch_alpino || 0.731975 || 0.645768 || 0.730408 || 0.664577 || 0.673981 || 0.666144 || 0.592476 || 0.605016 || 0.644201 || 0.710031 ||
|| english_childes || 0.799276 || 0.803890 || 0.799375 || 0.789450 || 0.806520 || 0.792924 || 0.547588 || 0.701419 || 0.632295 || 0.769452 ||
|| english_ptb || 0.640055 || 0.806607 || 0.642120 || 0.642120 || 0.770131 || 0.665520 || 0.487268 || 0.643496 || 0.652443 || 0.750172 ||
|| portuguese_floresta || 0.755501 || 0.816626 || 0.765281 || 0.801956 || 0.833741 || 0.797066 || 0.559902 || 0.677262 || 0.608802 || 0.823961 ||
|| slovene_jos || 0.594080 || 0.621564 || 0.594080 || 0.586681 || 0.763214 || 0.586681 || 0.376321 || 0.558140 || 0.543340 || 0.621564 ||
|| swedish_talbanken || 0.761087 || 0.761087 || 0.763948 || 0.735336 || 0.735336 || 0.763948 || 0.675250 || 0.752504 || 0.672389 || 0.791130 ||
|||||||||||||||||||||| cutoff: 15 ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.627803 || 0.645740 || 0.645740 || 0.645740 || 0.623318 || 0.632287 || 0.591928 || 0.578475 || 0.654709 || 0.762332 ||
|| basque_3lb || 0.634866 || 0.629974 || 0.574038 || 0.733855 || 0.706132 || 0.629485 || 0.328604 || 0.534899 || 0.701892 || 0.612524 ||
|| czech_pdt || 0.584425 || 0.578691 || 0.588800 || 0.578121 || 0.626134 || 0.579887 || 0.495000 || 0.546438 || 0.597902 || 0.714499 ||
|| danish_cdt || 0.714984 || 0.695198 || 0.642952 || 0.709871 || 0.644731 || 0.639173 || 0.562695 || 0.613606 || 0.630502 || 0.743219 ||
|| dutch_alpino || 0.685472 || 0.604372 || 0.684767 || 0.657969 || 0.651622 || 0.657264 || 0.531735 || 0.555712 || 0.593794 || 0.696051 ||
|| english_childes || 0.785253 || 0.787110 || 0.779993 || 0.773097 || 0.791044 || 0.772213 || 0.525948 || 0.677261 || 0.613960 || 0.755503 ||
|| english_ptb || 0.573289 || 0.765747 || 0.580288 || 0.556960 || 0.701983 || 0.575233 || 0.412908 || 0.547045 || 0.591757 || 0.722201 ||
|| portuguese_floresta || 0.693635 || 0.770227 || 0.701187 || 0.756203 || 0.788565 || 0.745415 || 0.523193 || 0.599784 || 0.588997 || 0.783172 ||
|| slovene_jos || 0.547170 || 0.550202 || 0.547844 || 0.554245 || 0.696092 || 0.553908 || 0.300876 || 0.479447 || 0.489555 || 0.604447 ||
|| swedish_talbanken || 0.706465 || 0.706465 || 0.688217 || 0.643379 || 0.643379 || 0.683525 || 0.555266 || 0.654849 || 0.607925 || 0.747654 ||
|||||||||||||||||||||| cutoff: none ||
|| file || DMV_CPOS || DMV_POS || DMV_UPOS || PR-CPOS || PR-POS || PR-UPOS || Random || harmonic-init || left-branching || right-branching ||
|| arabic_padt || 0.489321 || 0.480137 || 0.488253 || 0.570269 || 0.548056 || 0.535241 || 0.489962 || 0.475011 || 0.627296 || 0.690303 ||
|| basque_3lb || 0.575528 || 0.571232 || 0.514607 || 0.666695 || 0.634130 || 0.566077 || 0.279344 || 0.492524 || 0.672366 || 0.591167 ||
|| czech_pdt || 0.532493 || 0.528931 || 0.540543 || 0.529763 || 0.576974 || 0.532406 || 0.398316 || 0.476442 || 0.563483 || 0.685562 ||
|| danish_cdt || 0.648471 || 0.635105 || 0.589083 || 0.619818 || 0.532736 || 0.536417 || 0.487434 || 0.535377 || 0.616216 || 0.714983 ||
|| dutch_alpino || 0.635454 || 0.545418 || 0.634854 || 0.610844 || 0.601441 || 0.610244 || 0.456182 || 0.468587 || 0.551421 || 0.670468 ||
|| english_childes || 0.781166 || 0.783024 || 0.774903 || 0.768683 || 0.787775 || 0.766566 || 0.521339 || 0.671663 || 0.609892 || 0.751836 ||
|| english_ptb || 0.497529 || 0.670090 || 0.495544 || 0.487786 || 0.583475 || 0.507738 || 0.332037 || 0.447577 || 0.538973 || 0.680542 ||
|| portuguese_floresta || 0.621282 || 0.666201 || 0.613096 || 0.692753 || 0.732482 || 0.684168 || 0.484927 || 0.517668 || 0.572769 || 0.753643 ||
|| slovene_jos || 0.492154 || 0.473108 || 0.492000 || 0.503510 || 0.614432 || 0.503923 || 0.213740 || 0.389233 || 0.438474 || 0.565861 ||
|| swedish_talbanken || 0.640143 || 0.640143 || 0.620251 || 0.568331 || 0.568331 || 0.606326 || 0.447782 || 0.560175 || 0.564551 || 0.709767 ||