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 |