= Preliminary results for joint POS and Dependency induction =

== Averages over languages with cutoff 10 for submissions ==
|| measure || Christodoulopoulos, standard ||
|| NED || 0.6507732 ||
|| directed || 0.2925534 ||
|| undirected || 0.5114979 ||
== Averages over languages with cutoff 10 for baselines ==
|| measure || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| NED || 0.6881486 || 0.7108207 || 0.6511071 || 0.6239173 || 0.6257862 || 0.6296534 ||
|| directed || 0.3312497 || 0.3485663 || 0.3113453 || 0.2921317 || 0.2837565 || 0.2855503 ||
|| undirected || 0.53634 || 0.5589263 || 0.5047637 || 0.4926414 || 0.4829434 || 0.4885868 ||

== Results for submissions ==
== Directed accuracy ==
|||| cutoff: 10 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.361111 ||
|| basque_3lb || 0.284465 ||
|| czech_pdt || 0.331346 ||
|| danish_cdt || 0.278592 ||
|| dutch_alpino || 0.310345 ||
|| english_childes || 0.312426 ||
|| english_ptb || 0.227116 ||
|| portuguese_floresta || 0.266504 ||
|| slovene_jos || 0.263214 ||
|| swedish_talbanken || 0.290415 ||
|||| cutoff: 15 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.264574 ||
|| basque_3lb || 0.267776 ||
|| czech_pdt || 0.289196 ||
|| danish_cdt || 0.243442 ||
|| dutch_alpino || 0.217207 ||
|| english_childes || 0.301963 ||
|| english_ptb || 0.232115 ||
|| portuguese_floresta || 0.243797 ||
|| slovene_jos || 0.226415 ||
|| swedish_talbanken || 0.269030 ||
|||| cutoff: none ||
|| file || Christodoulopoulos, standard ||
|| basque_3lb || 0.245059 ||
|| czech_pdt || 0.246923 ||
|| danish_cdt || 0.213783 ||
|| dutch_alpino || 0.151261 ||
|| english_childes || 0.298963 ||
|| english_ptb || 0.215463 ||
|| portuguese_floresta || 0.197245 ||
|| slovene_jos || 0.191545 ||
|| swedish_talbanken || 0.235926 ||
== Undirected accuracy ==
|||| cutoff: 10 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.583333 ||
|| basque_3lb || 0.493002 ||
|| czech_pdt || 0.487331 ||
|| danish_cdt || 0.562561 ||
|| dutch_alpino || 0.470219 ||
|| english_childes || 0.563071 ||
|| english_ptb || 0.507226 ||
|| portuguese_floresta || 0.518337 ||
|| slovene_jos || 0.404863 ||
|| swedish_talbanken || 0.525036 ||
|||| cutoff: 15 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.538117 ||
|| basque_3lb || 0.463470 ||
|| czech_pdt || 0.437069 ||
|| danish_cdt || 0.537572 ||
|| dutch_alpino || 0.448519 ||
|| english_childes || 0.552250 ||
|| english_ptb || 0.478033 ||
|| portuguese_floresta || 0.498382 ||
|| slovene_jos || 0.366914 ||
|| swedish_talbanken || 0.500521 ||
|||| cutoff: none ||
|| file || Christodoulopoulos, standard ||
|| basque_3lb || 0.435298 ||
|| czech_pdt || 0.389070 ||
|| danish_cdt || 0.513847 ||
|| dutch_alpino || 0.402961 ||
|| english_childes || 0.549330 ||
|| english_ptb || 0.433743 ||
|| portuguese_floresta || 0.455380 ||
|| slovene_jos || 0.327707 ||
|| swedish_talbanken || 0.455540 ||
== Neutral Edge Detection ==
|||| cutoff: 10 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.620370 ||
|| basque_3lb || 0.674248 ||
|| czech_pdt || 0.650703 ||
|| danish_cdt || 0.719941 ||
|| dutch_alpino || 0.576803 ||
|| english_childes || 0.799325 ||
|| english_ptb || 0.679284 ||
|| portuguese_floresta || 0.581907 ||
|| slovene_jos || 0.557082 ||
|| swedish_talbanken || 0.648069 ||
|||| cutoff: 15 ||
|| file || Christodoulopoulos, standard ||
|| arabic_padt || 0.587444 ||
|| basque_3lb || 0.609100 ||
|| czech_pdt || 0.590267 ||
|| danish_cdt || 0.672521 ||
|| dutch_alpino || 0.545839 ||
|| english_childes || 0.785430 ||
|| english_ptb || 0.616641 ||
|| portuguese_floresta || 0.553398 ||
|| slovene_jos || 0.489555 ||
|| swedish_talbanken || 0.611575 ||
|||| cutoff: none ||
|| file || Christodoulopoulos, standard ||
|| basque_3lb || 0.559117 ||
|| czech_pdt || 0.511777 ||
|| danish_cdt || 0.616856 ||
|| dutch_alpino || 0.472189 ||
|| english_childes || 0.781814 ||
|| english_ptb || 0.539236 ||
|| portuguese_floresta || 0.500100 ||
|| slovene_jos || 0.406576 ||
|| swedish_talbanken || 0.545256 ||



= Results for baselines = 
== Directed accuracy ==
|||||||||||||| cutoff: 10 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.425926 || 0.518519 || 0.490741 || 0.287037 || 0.194444 || 0.185185 ||
|| basque_3lb || 0.288663 || 0.270819 || 0.301959 || 0.290763 || 0.238628 || 0.300910 ||
|| czech_pdt || 0.286177 || 0.381570 || 0.282872 || 0.260515 || 0.353639 || 0.250988 ||
|| danish_cdt || 0.363636 || 0.384164 || 0.181818 || 0.255621 || 0.240469 || 0.203812 ||
|| dutch_alpino || 0.390282 || 0.410658 || 0.402821 || 0.376176 || 0.405956 || 0.396552 ||
|| english_childes || 0.407602 || 0.443231 || 0.420603 || 0.392715 || 0.328156 || 0.417279 ||
|| english_ptb || 0.251204 || 0.230557 || 0.231246 || 0.248451 || 0.207158 || 0.239504 ||
|| portuguese_floresta || 0.383863 || 0.344743 || 0.310513 || 0.310513 || 0.364303 || 0.315403 ||
|| slovene_jos || 0.206131 || 0.192389 || 0.226216 || 0.221987 || 0.227273 || 0.208245 ||
|| swedish_talbanken || 0.309013 || 0.309013 || 0.264664 || 0.277539 || 0.277539 || 0.337625 ||
|||||||||||||| cutoff: 15 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.390135 || 0.502242 || 0.443946 || 0.246637 || 0.174888 || 0.156951 ||
|| basque_3lb || 0.281474 || 0.258806 || 0.295173 || 0.274625 || 0.226517 || 0.290933 ||
|| czech_pdt || 0.240150 || 0.353133 || 0.236618 || 0.216619 || 0.325091 || 0.205587 ||
|| danish_cdt || 0.301690 || 0.344375 || 0.135616 || 0.212094 || 0.186527 || 0.162294 ||
|| dutch_alpino || 0.288434 || 0.369535 || 0.297602 || 0.280677 || 0.255994 || 0.306065 ||
|| english_childes || 0.390328 || 0.426885 || 0.406949 || 0.376669 || 0.316064 || 0.403501 ||
|| english_ptb || 0.256610 || 0.230754 || 0.211314 || 0.254471 || 0.191874 || 0.227838 ||
|| portuguese_floresta || 0.323625 || 0.307443 || 0.243797 || 0.278317 || 0.314995 || 0.270766 ||
|| slovene_jos || 0.176550 || 0.152291 || 0.184973 || 0.183288 || 0.184299 || 0.189353 ||
|| swedish_talbanken || 0.289885 || 0.289885 || 0.229927 || 0.255474 || 0.255474 || 0.299270 ||
|||||||||||||| cutoff: none ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.352627 || 0.443614 || 0.342161 || 0.177915 || 0.126015 || 0.109355 ||
|| basque_3lb || 0.274875 || 0.250559 || 0.287163 || 0.263705 || 0.214126 || 0.282781 ||
|| czech_pdt || 0.198881 || 0.331761 || 0.199644 || 0.179233 || 0.294938 || 0.165363 ||
|| danish_cdt || 0.233392 || 0.319193 || 0.099728 || 0.174884 || 0.142388 || 0.142388 ||
|| dutch_alpino || 0.206283 || 0.337135 || 0.205082 || 0.207483 || 0.151261 || 0.214086 ||
|| english_childes || 0.386350 || 0.422073 || 0.403326 || 0.373132 || 0.312570 || 0.400216 ||
|| english_ptb || 0.225429 || 0.232843 || 0.171791 || 0.244045 || 0.196099 || 0.185829 ||
|| portuguese_floresta || 0.285087 || 0.280096 || 0.170892 || 0.248553 || 0.316630 || 0.248752 ||
|| slovene_jos || 0.138536 || 0.115154 || 0.143904 || 0.149427 || 0.144678 || 0.147517 ||
|| swedish_talbanken || 0.263975 || 0.263975 || 0.205093 || 0.239109 || 0.239109 || 0.281679 ||
== Undirected accuracy ==
|||||||||||||| cutoff: 10 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.527778 || 0.583333 || 0.611111 || 0.500000 || 0.490741 || 0.527778 ||
|| basque_3lb || 0.491603 || 0.505248 || 0.500350 || 0.481805 || 0.446466 || 0.496151 ||
|| czech_pdt || 0.458946 || 0.572030 || 0.478971 || 0.455123 || 0.521612 || 0.460696 ||
|| danish_cdt || 0.608993 || 0.570381 || 0.436950 || 0.482893 || 0.351906 || 0.404692 ||
|| dutch_alpino || 0.536050 || 0.572100 || 0.537618 || 0.536050 || 0.551724 || 0.526646 ||
|| english_childes || 0.610113 || 0.626786 || 0.598700 || 0.597162 || 0.558952 || 0.593787 ||
|| english_ptb || 0.529250 || 0.540950 || 0.469374 || 0.474191 || 0.446662 || 0.446662 ||
|| portuguese_floresta || 0.611247 || 0.594132 || 0.515892 || 0.498778 || 0.559902 || 0.511002 ||
|| slovene_jos || 0.418605 || 0.453488 || 0.412262 || 0.415433 || 0.416490 || 0.404863 ||
|| swedish_talbanken || 0.570815 || 0.570815 || 0.486409 || 0.484979 || 0.484979 || 0.513591 ||
|||||||||||||| cutoff: 15 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.511211 || 0.582960 || 0.573991 || 0.479821 || 0.493274 || 0.538117 ||
|| basque_3lb || 0.479126 || 0.493477 || 0.488258 || 0.458904 || 0.423679 || 0.475701 ||
|| czech_pdt || 0.414271 || 0.542144 || 0.432178 || 0.416553 || 0.480463 || 0.419216 ||
|| danish_cdt || 0.567141 || 0.523344 || 0.401956 || 0.433526 || 0.287906 || 0.372388 ||
|| dutch_alpino || 0.479549 || 0.526798 || 0.474612 || 0.480959 || 0.441467 || 0.473202 ||
|| english_childes || 0.594642 || 0.611573 || 0.584652 || 0.582928 || 0.546194 || 0.579524 ||
|| english_ptb || 0.503110 || 0.526633 || 0.447123 || 0.449650 || 0.423406 || 0.430210 ||
|| portuguese_floresta || 0.558792 || 0.566343 || 0.460626 || 0.474649 || 0.516721 || 0.460626 ||
|| slovene_jos || 0.377695 || 0.410040 || 0.370283 || 0.361523 || 0.364218 || 0.365903 ||
|| swedish_talbanken || 0.527633 || 0.527633 || 0.429614 || 0.454119 || 0.454119 || 0.464025 ||
|||||||||||||| cutoff: none ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.454507 || 0.524776 || 0.449594 || 0.382742 || 0.402606 || 0.470312 ||
|| basque_3lb || 0.464255 || 0.473191 || 0.470012 || 0.438735 || 0.403506 || 0.456006 ||
|| czech_pdt || 0.374788 || 0.509223 || 0.385312 || 0.381554 || 0.432732 || 0.379587 ||
|| danish_cdt || 0.522171 || 0.488474 || 0.373379 || 0.389387 || 0.224588 || 0.344806 ||
|| dutch_alpino || 0.418968 || 0.485594 || 0.408363 || 0.419368 || 0.367747 || 0.410364 ||
|| english_childes || 0.591620 || 0.608035 || 0.581469 || 0.580173 || 0.543499 || 0.576674 ||
|| english_ptb || 0.454424 || 0.488049 || 0.393939 || 0.411056 || 0.395621 || 0.378565 ||
|| portuguese_floresta || 0.517868 || 0.527451 || 0.397884 || 0.449790 || 0.497504 || 0.440607 ||
|| slovene_jos || 0.332611 || 0.366987 || 0.327862 || 0.312842 || 0.308145 || 0.322546 ||
|| swedish_talbanken || 0.488562 || 0.488562 || 0.403223 || 0.411975 || 0.411975 || 0.441814 ||
== Neutral Edge Detection ==
|||||||||||||| cutoff: 10 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.629630 || 0.666667 || 0.675926 || 0.583333 || 0.537037 || 0.629630 ||
|| basque_3lb || 0.627712 || 0.624563 || 0.622813 || 0.613716 || 0.578027 || 0.627362 ||
|| czech_pdt || 0.607414 || 0.720238 || 0.639622 || 0.580909 || 0.655175 || 0.603590 ||
|| danish_cdt || 0.723851 || 0.732160 || 0.603128 || 0.645161 || 0.635386 || 0.569404 ||
|| dutch_alpino || 0.648903 || 0.650470 || 0.647335 || 0.644201 || 0.623824 || 0.637931 ||
|| english_childes || 0.795554 || 0.798829 || 0.783793 || 0.789103 || 0.773819 || 0.778881 ||
|| english_ptb || 0.734343 || 0.742602 || 0.636614 || 0.615967 || 0.614591 || 0.601514 ||
|| portuguese_floresta || 0.806846 || 0.794621 || 0.726161 || 0.628362 || 0.716381 || 0.669927 ||
|| slovene_jos || 0.523256 || 0.594080 || 0.519027 || 0.523256 || 0.508457 || 0.511628 ||
|| swedish_talbanken || 0.783977 || 0.783977 || 0.656652 || 0.615165 || 0.615165 || 0.666667 ||
|||||||||||||| cutoff: 15 ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.618834 || 0.659193 || 0.659193 || 0.551570 || 0.542601 || 0.614350 ||
|| basque_3lb || 0.584801 || 0.581213 || 0.582681 || 0.561644 || 0.525766 || 0.576973 ||
|| czech_pdt || 0.553204 || 0.683930 || 0.583854 || 0.524428 || 0.595321 || 0.547715 ||
|| danish_cdt || 0.670743 || 0.664740 || 0.533348 || 0.567808 || 0.528457 || 0.503557 ||
|| dutch_alpino || 0.624824 || 0.615656 || 0.613540 || 0.626234 || 0.515515 || 0.611425 ||
|| english_childes || 0.780258 || 0.783883 || 0.768146 || 0.773981 || 0.755946 || 0.762620 ||
|| english_ptb || 0.685459 || 0.701400 || 0.572900 || 0.557737 || 0.553072 || 0.545490 ||
|| portuguese_floresta || 0.741100 || 0.750809 || 0.654800 || 0.571737 || 0.647249 || 0.607335 ||
|| slovene_jos || 0.462264 || 0.546833 || 0.467655 || 0.448113 || 0.443733 || 0.457547 ||
|| swedish_talbanken || 0.714286 || 0.714286 || 0.594369 || 0.569864 || 0.569864 || 0.616788 ||
|||||||||||||| cutoff: none ||
|| file || DMV-CPOS || DMV-POS || DMV-UPOS || PR-CPOS || PR-POS || PR-UPOS ||
|| arabic_padt || 0.534387 || 0.576249 || 0.533106 || 0.434643 || 0.437206 || 0.500854 ||
|| basque_3lb || 0.556023 || 0.543564 || 0.547345 || 0.527324 || 0.490978 || 0.539010 ||
|| czech_pdt || 0.493130 || 0.634249 || 0.514880 || 0.460288 || 0.518138 || 0.478402 ||
|| danish_cdt || 0.602689 || 0.604210 || 0.463422 || 0.479670 || 0.382424 || 0.431807 ||
|| dutch_alpino || 0.574630 || 0.567827 || 0.551821 || 0.570028 || 0.432173 || 0.555022 ||
|| english_childes || 0.777192 || 0.780562 || 0.764708 || 0.770756 || 0.752354 || 0.759698 ||
|| english_ptb || 0.602455 || 0.635472 || 0.474862 || 0.478751 || 0.477232 || 0.450980 ||
|| portuguese_floresta || 0.694350 || 0.707926 || 0.578958 || 0.504891 || 0.607307 || 0.553404 ||
|| slovene_jos || 0.387478 || 0.475173 || 0.403479 || 0.372871 || 0.362341 || 0.387478 ||
|| swedish_talbanken || 0.654466 || 0.654466 || 0.543465 || 0.505073 || 0.505073 || 0.568729 ||