id sid tid token lemma pos bracis-19094 1 1 universal universal ADJ bracis-19094 1 2 dependencies dependency NOUN bracis-19094 1 3 - - PUNCT bracis-19094 1 4 based base VERB bracis-19094 1 5 pos pos NOUN bracis-19094 1 6 tagging tagging NOUN bracis-19094 1 7 refinement refinement NOUN bracis-19094 1 8 through through ADP bracis-19094 1 9 linguistic linguistic ADJ bracis-19094 1 10 resources resource NOUN bracis-19094 1 11 | | ADV bracis-19094 1 12 springer springer NOUN bracis-19094 1 13 nature nature PROPN bracis-19094 1 14 link link PROPN bracis-19094 1 15 ( ( PUNCT bracis-19094 1 16 formerly formerly ADV bracis-19094 1 17 springerlink springerlink NOUN bracis-19094 1 18 ) ) PUNCT bracis-19094 1 19 skip skip VERB bracis-19094 1 20 to to ADP bracis-19094 1 21 main main ADJ bracis-19094 1 22 content content NOUN bracis-19094 1 23 advertisement advertisement NOUN bracis-19094 1 24 log log NOUN bracis-19094 1 25 in in ADP bracis-19094 1 26 menu menu NOUN bracis-19094 1 27 find find VERB bracis-19094 1 28 a a DET bracis-19094 1 29 journal journal NOUN bracis-19094 1 30 publish publish VERB bracis-19094 1 31 with with ADP bracis-19094 1 32 us we PRON bracis-19094 1 33 track track VERB bracis-19094 1 34 your your PRON bracis-19094 1 35 research research NOUN bracis-19094 1 36 search search NOUN bracis-19094 1 37 cart cart NOUN bracis-19094 1 38 home home NOUN bracis-19094 1 39 intelligent intelligent ADJ bracis-19094 1 40 systems system NOUN bracis-19094 1 41 conference conference NOUN bracis-19094 1 42 paper paper NOUN bracis-19094 1 43 universal universal ADJ bracis-19094 1 44 dependencies dependency NOUN bracis-19094 1 45 - - PUNCT bracis-19094 1 46 based base VERB bracis-19094 1 47 pos pos NOUN bracis-19094 1 48 tagging tagging NOUN bracis-19094 1 49 refinement refinement NOUN bracis-19094 1 50 through through ADP bracis-19094 1 51 linguistic linguistic ADJ bracis-19094 1 52 resources resource NOUN bracis-19094 1 53 conference conference NOUN bracis-19094 1 54 paper paper NOUN bracis-19094 1 55 first first ADV bracis-19094 1 56 online online ADV bracis-19094 1 57 : : PUNCT bracis-19094 1 58 28 28 NUM bracis-19094 1 59 november november NOUN bracis-19094 1 60 2021 2021 NUM bracis-19094 1 61 pp pp ADP bracis-19094 1 62 601–615 601–615 NUM bracis-19094 1 63 cite cite VERB bracis-19094 1 64 this this DET bracis-19094 1 65 conference conference NOUN bracis-19094 1 66 paper paper NOUN bracis-19094 1 67 access access NOUN bracis-19094 1 68 provided provide VERB bracis-19094 1 69 by by ADP bracis-19094 1 70 university university PROPN bracis-19094 1 71 of of ADP bracis-19094 1 72 notre notre PROPN bracis-19094 1 73 dame dame PROPN bracis-19094 1 74 hesburgh hesburgh PROPN bracis-19094 1 75 library library PROPN bracis-19094 1 76 download download PROPN bracis-19094 1 77 book book NOUN bracis-19094 1 78 pdf pdf PROPN bracis-19094 1 79 download download NOUN bracis-19094 1 80 book book NOUN bracis-19094 1 81 epub epub PROPN bracis-19094 1 82 intelligent intelligent ADJ bracis-19094 1 83 systems system NOUN bracis-19094 1 84 ( ( PUNCT bracis-19094 1 85 bracis bracis NOUN bracis-19094 1 86 2021 2021 NUM bracis-19094 1 87 ) ) PUNCT bracis-19094 1 88 universal universal ADJ bracis-19094 1 89 dependencies dependency NOUN bracis-19094 1 90 - - PUNCT bracis-19094 1 91 based base VERB bracis-19094 1 92 pos pos NOUN bracis-19094 1 93 tagging tagging NOUN bracis-19094 1 94 refinement refinement NOUN bracis-19094 1 95 through through ADP bracis-19094 1 96 linguistic linguistic ADJ bracis-19094 1 97 resources resource NOUN bracis-19094 1 98 download download NOUN bracis-19094 1 99 book book NOUN bracis-19094 1 100 pdf pdf PROPN bracis-19094 1 101 download download NOUN bracis-19094 1 102 book book PROPN bracis-19094 1 103 epub epub PROPN bracis-19094 1 104 lucelene lucelene PROPN bracis-19094 1 105 lopes lopes PROPN bracis-19094 1 106     SPACE bracis-19094 1 107 orcid orcid PROPN bracis-19094 1 108 : : PUNCT bracis-19094 1 109 orcid.org/0000-0003-0314-140x10 orcid.org/0000-0003-0314-140x10 PROPN bracis-19094 1 110 , , PUNCT bracis-19094 1 111 magali magali PROPN bracis-19094 1 112 s. s. PROPN bracis-19094 1 113 duran duran PROPN bracis-19094 1 114     SPACE bracis-19094 1 115 orcid orcid PROPN bracis-19094 1 116 : : PUNCT bracis-19094 1 117 orcid.org/0000-0002-3843-460010 orcid.org/0000-0002-3843-460010 PROPN bracis-19094 1 118 & & CCONJ bracis-19094 1 119 thiago thiago PROPN bracis-19094 1 120 a. a. PROPN bracis-19094 1 121 s. s. PROPN bracis-19094 1 122 pardo pardo PROPN bracis-19094 1 123     SPACE bracis-19094 1 124 orcid orcid PROPN bracis-19094 1 125 : : PUNCT bracis-19094 1 126 orcid.org/0000-0003-2111-131910 orcid.org/0000-0003-2111-131910 NOUN bracis-19094 1 127     SPACE bracis-19094 1 128 part part NOUN bracis-19094 1 129 of of ADP bracis-19094 1 130 the the DET bracis-19094 1 131 book book NOUN bracis-19094 1 132 series series NOUN bracis-19094 1 133 : : PUNCT bracis-19094 1 134 lecture lecture NOUN bracis-19094 1 135 notes note NOUN bracis-19094 1 136 in in ADP bracis-19094 1 137 computer computer NOUN bracis-19094 1 138 science science NOUN bracis-19094 1 139 ( ( PUNCT bracis-19094 1 140 ( ( PUNCT bracis-19094 1 141 lnai lnai ADJ bracis-19094 1 142 , , PUNCT bracis-19094 1 143 volume volume NOUN bracis-19094 1 144 13074 13074 NUM bracis-19094 1 145 ) ) PUNCT bracis-19094 1 146 ) ) PUNCT bracis-19094 1 147 included include VERB bracis-19094 1 148 in in ADP bracis-19094 1 149 the the DET bracis-19094 1 150 following follow VERB bracis-19094 1 151 conference conference NOUN bracis-19094 1 152 series series NOUN bracis-19094 1 153 : : PUNCT bracis-19094 1 154 brazilian brazilian ADJ bracis-19094 1 155 conference conference NOUN bracis-19094 1 156 on on ADP bracis-19094 1 157 intelligent intelligent ADJ bracis-19094 1 158 systems system NOUN bracis-19094 1 159 1220 1220 NUM bracis-19094 1 160 accesses access VERB bracis-19094 1 161 2 2 NUM bracis-19094 1 162 citations citation NOUN bracis-19094 1 163 abstract abstract ADJ bracis-19094 1 164 this this DET bracis-19094 1 165 paper paper NOUN bracis-19094 1 166 presents present VERB bracis-19094 1 167 a a DET bracis-19094 1 168 technique technique NOUN bracis-19094 1 169 that that PRON bracis-19094 1 170 employs employ VERB bracis-19094 1 171 linguistic linguistic ADJ bracis-19094 1 172 resources resource NOUN bracis-19094 1 173 to to PART bracis-19094 1 174 refine refine VERB bracis-19094 1 175 pos pos NOUN bracis-19094 1 176 tagging tagging NOUN bracis-19094 1 177 using use VERB bracis-19094 1 178 the the DET bracis-19094 1 179 universal universal ADJ bracis-19094 1 180 dependencies dependency NOUN bracis-19094 1 181 ( ( PUNCT bracis-19094 1 182 ud ud NOUN bracis-19094 1 183 ) ) PUNCT bracis-19094 1 184 model model NOUN bracis-19094 1 185 . . PUNCT bracis-19094 2 1 the the DET bracis-19094 2 2 technique technique NOUN bracis-19094 2 3 is be AUX bracis-19094 2 4 based base VERB bracis-19094 2 5 on on ADP bracis-19094 2 6 the the DET bracis-19094 2 7 development development NOUN bracis-19094 2 8 and and CCONJ bracis-19094 2 9 use use NOUN bracis-19094 2 10 of of ADP bracis-19094 2 11 lists list NOUN bracis-19094 2 12 of of ADP bracis-19094 2 13 non non ADJ bracis-19094 2 14 - - ADJ bracis-19094 2 15 ambiguous ambiguous ADJ bracis-19094 2 16 single single ADJ bracis-19094 2 17 tokens token NOUN bracis-19094 2 18 and and CCONJ bracis-19094 2 19 non non ADJ bracis-19094 2 20 - - ADJ bracis-19094 2 21 ambiguous ambiguous ADJ bracis-19094 2 22 co co ADJ bracis-19094 2 23 - - ADJ bracis-19094 2 24 occuring occuring ADJ bracis-19094 2 25 tokens token NOUN bracis-19094 2 26 in in ADP bracis-19094 2 27 portuguese portuguese PROPN bracis-19094 2 28 ( ( PUNCT bracis-19094 2 29 regardless regardless ADV bracis-19094 2 30 of of ADP bracis-19094 2 31 whether whether SCONJ bracis-19094 2 32 they they PRON bracis-19094 2 33 constitute constitute VERB bracis-19094 2 34 multiword multiword ADJ bracis-19094 2 35 expressions expression NOUN bracis-19094 2 36 or or CCONJ bracis-19094 2 37 not not PART bracis-19094 2 38 ) ) PUNCT bracis-19094 2 39 . . PUNCT bracis-19094 3 1 these these DET bracis-19094 3 2 lists list NOUN bracis-19094 3 3 are be AUX bracis-19094 3 4 meant mean VERB bracis-19094 3 5 to to PART bracis-19094 3 6 automatically automatically ADV bracis-19094 3 7 correct correct VERB bracis-19094 3 8 the the DET bracis-19094 3 9 tags tag NOUN bracis-19094 3 10 for for ADP bracis-19094 3 11 such such ADJ bracis-19094 3 12 tokens token NOUN bracis-19094 3 13 after after ADP bracis-19094 3 14 tagging tag VERB bracis-19094 3 15 . . PUNCT bracis-19094 4 1 the the DET bracis-19094 4 2 technique technique NOUN bracis-19094 4 3 is be AUX bracis-19094 4 4 applied apply VERB bracis-19094 4 5 over over ADP bracis-19094 4 6 the the DET bracis-19094 4 7 output output NOUN bracis-19094 4 8 of of ADP bracis-19094 4 9 two two NUM bracis-19094 4 10 well well ADV bracis-19094 4 11 - - PUNCT bracis-19094 4 12 known know VERB bracis-19094 4 13 state state NOUN bracis-19094 4 14 of of ADP bracis-19094 4 15 the the DET bracis-19094 4 16 art art NOUN bracis-19094 4 17 systems system NOUN bracis-19094 4 18 udpipe udpipe VERB bracis-19094 4 19 and and CCONJ bracis-19094 4 20 udify udify VERB bracis-19094 4 21 and and CCONJ bracis-19094 4 22 the the DET bracis-19094 4 23 results result NOUN bracis-19094 4 24 for for ADP bracis-19094 4 25 a a DET bracis-19094 4 26 real real ADJ bracis-19094 4 27 data datum NOUN bracis-19094 4 28 set set VERB bracis-19094 4 29 have have AUX bracis-19094 4 30 shown show VERB bracis-19094 4 31 a a DET bracis-19094 4 32 significant significant ADJ bracis-19094 4 33 improvement improvement NOUN bracis-19094 4 34 of of ADP bracis-19094 4 35 annotation annotation NOUN bracis-19094 4 36 accuracy accuracy NOUN bracis-19094 4 37 . . PUNCT bracis-19094 5 1 overall overall ADV bracis-19094 5 2 , , PUNCT bracis-19094 5 3 we we PRON bracis-19094 5 4 improve improve VERB bracis-19094 5 5 tagging tagging NOUN bracis-19094 5 6 accuracy accuracy NOUN bracis-19094 5 7 by by ADP bracis-19094 5 8 up up ADV bracis-19094 5 9     SPACE bracis-19094 5 10 to to ADP bracis-19094 5 11 1.4 1.4 NUM bracis-19094 5 12 % % NOUN bracis-19094 5 13 , , PUNCT bracis-19094 5 14 and and CCONJ bracis-19094 5 15 , , PUNCT bracis-19094 5 16 in in ADP bracis-19094 5 17 terms term NOUN bracis-19094 5 18 of of ADP bracis-19094 5 19 the the DET bracis-19094 5 20 number number NOUN bracis-19094 5 21 of of ADP bracis-19094 5 22 fully fully ADV bracis-19094 5 23 correct correct ADJ bracis-19094 5 24 tagged tag VERB bracis-19094 5 25 sentences sentence NOUN bracis-19094 5 26 , , PUNCT bracis-19094 5 27 our our PRON bracis-19094 5 28 technique technique NOUN bracis-19094 5 29 produces produce VERB bracis-19094 5 30 results result NOUN bracis-19094 5 31 that that PRON bracis-19094 5 32 are be AUX bracis-19094 5 33 13.9 13.9 NUM bracis-19094 5 34 % % NOUN bracis-19094 5 35 more more ADV bracis-19094 5 36 accurate accurate ADJ bracis-19094 5 37 than than ADP bracis-19094 5 38 the the DET bracis-19094 5 39 corresponding corresponding ADJ bracis-19094 5 40 original original ADJ bracis-19094 5 41 system system NOUN bracis-19094 5 42 . . PUNCT bracis-19094 6 1 access access NOUN bracis-19094 6 2 provided provide VERB bracis-19094 6 3 by by ADP bracis-19094 6 4 university university PROPN bracis-19094 6 5 of of ADP bracis-19094 6 6 notre notre PROPN bracis-19094 6 7 dame dame PROPN bracis-19094 6 8 hesburgh hesburgh PROPN bracis-19094 6 9 library library PROPN bracis-19094 6 10 . . PUNCT bracis-19094 7 1 download download PROPN bracis-19094 7 2 conference conference NOUN bracis-19094 7 3 paper paper NOUN bracis-19094 7 4 pdf pdf NOUN bracis-19094 7 5 similar similar ADJ bracis-19094 7 6 content content NOUN bracis-19094 7 7 being be AUX bracis-19094 7 8 viewed view VERB bracis-19094 7 9 by by ADP bracis-19094 7 10 others other NOUN bracis-19094 7 11 building build VERB bracis-19094 7 12 powerful powerful ADJ bracis-19094 7 13 dependency dependency NOUN bracis-19094 7 14 parsers parser NOUN bracis-19094 7 15 for for ADP bracis-19094 7 16 resource resource NOUN bracis-19094 7 17 - - PUNCT bracis-19094 7 18 poor poor ADJ bracis-19094 7 19 languages language NOUN bracis-19094 7 20 chapter chapter NOUN bracis-19094 7 21 © © PROPN bracis-19094 7 22 2016 2016 NUM bracis-19094 7 23 disambiguation disambiguation NOUN bracis-19094 7 24 of of ADP bracis-19094 7 25     SPACE bracis-19094 7 26 universal universal ADJ bracis-19094 7 27 dependencies dependency NOUN bracis-19094 7 28 part part NOUN bracis-19094 7 29 - - PUNCT bracis-19094 7 30 of of ADP bracis-19094 7 31 - - PUNCT bracis-19094 7 32 speech speech NOUN bracis-19094 7 33 tags tag NOUN bracis-19094 7 34 of of ADP bracis-19094 7 35     SPACE bracis-19094 7 36 closed closed ADJ bracis-19094 7 37 class class NOUN bracis-19094 7 38 words word NOUN bracis-19094 7 39 in in ADP bracis-19094 7 40     SPACE bracis-19094 7 41 portuguese portuguese ADJ bracis-19094 7 42 chapter chapter NOUN bracis-19094 7 43 © © PROPN bracis-19094 7 44 2023 2023 NUM bracis-19094 7 45 tagsets tagset NOUN bracis-19094 7 46 and and CCONJ bracis-19094 7 47 datasets dataset NOUN bracis-19094 7 48 : : PUNCT bracis-19094 7 49 some some DET bracis-19094 7 50 experiments experiment NOUN bracis-19094 7 51 based base VERB bracis-19094 7 52 on on ADP bracis-19094 7 53 portuguese portuguese ADJ bracis-19094 7 54 language language NOUN bracis-19094 7 55 chapter chapter NOUN bracis-19094 7 56 © © PROPN bracis-19094 7 57 2018 2018 NUM bracis-19094 7 58 explore explore VERB bracis-19094 7 59 related relate VERB bracis-19094 7 60 subjects subject NOUN bracis-19094 7 61 discover discover VERB bracis-19094 7 62 the the DET bracis-19094 7 63 latest late ADJ bracis-19094 7 64 articles article NOUN bracis-19094 7 65 , , PUNCT bracis-19094 7 66 books book NOUN bracis-19094 7 67 and and CCONJ bracis-19094 7 68 news news NOUN bracis-19094 7 69 in in ADP bracis-19094 7 70 related related ADJ bracis-19094 7 71 subjects subject NOUN bracis-19094 7 72 , , PUNCT bracis-19094 7 73 suggested suggest VERB bracis-19094 7 74 using use VERB bracis-19094 7 75 machine machine NOUN bracis-19094 7 76 learning learning NOUN bracis-19094 7 77 . . PUNCT bracis-19094 8 1 computational computational ADJ bracis-19094 8 2 linguistics linguistics PROPN bracis-19094 8 3 corpus corpus PROPN bracis-19094 8 4 linguistics linguistics PROPN bracis-19094 8 5 language language NOUN bracis-19094 8 6 processing processing NOUN bracis-19094 8 7 lisp lisp NOUN bracis-19094 8 8 natural natural ADJ bracis-19094 8 9 language language NOUN bracis-19094 8 10 processing processing NOUN bracis-19094 8 11 ( ( PUNCT bracis-19094 8 12 nlp nlp NOUN bracis-19094 8 13 ) ) PUNCT bracis-19094 8 14 research research NOUN bracis-19094 8 15 methods method NOUN bracis-19094 8 16 in in ADP bracis-19094 8 17 language language NOUN bracis-19094 8 18 and and CCONJ bracis-19094 8 19 linguistics linguistic NOUN bracis-19094 8 20 1 1 NUM bracis-19094 8 21 introduction introduction NOUN bracis-19094 8 22 the the DET bracis-19094 8 23 importance importance NOUN bracis-19094 8 24 of of ADP bracis-19094 8 25 the the DET bracis-19094 8 26 part part NOUN bracis-19094 8 27 of of ADP bracis-19094 8 28 speech speech NOUN bracis-19094 8 29 ( ( PUNCT bracis-19094 8 30 pos pos NOUN bracis-19094 8 31 ) ) PUNCT bracis-19094 8 32 tagging tagging NOUN bracis-19094 8 33 task task NOUN bracis-19094 8 34 is be AUX bracis-19094 8 35 beyond beyond ADP bracis-19094 8 36 discussion discussion NOUN bracis-19094 8 37 , , PUNCT bracis-19094 8 38 as as ADV bracis-19094 8 39 often often ADV bracis-19094 8 40 the the DET bracis-19094 8 41 other other ADJ bracis-19094 8 42 natural natural ADJ bracis-19094 8 43 language language NOUN bracis-19094 8 44 processing processing NOUN bracis-19094 8 45 ( ( PUNCT bracis-19094 8 46 nlp nlp NOUN bracis-19094 8 47 ) ) PUNCT bracis-19094 8 48 tasks task NOUN bracis-19094 8 49 rely rely VERB bracis-19094 8 50 on on ADP bracis-19094 8 51 the the DET bracis-19094 8 52 outcome outcome NOUN bracis-19094 8 53 of of ADP bracis-19094 8 54 pos pos NOUN bracis-19094 8 55 tagging tagging NOUN bracis-19094 8 56 . . PUNCT bracis-19094 9 1 furthermore furthermore ADV bracis-19094 9 2 , , PUNCT bracis-19094 9 3 the the DET bracis-19094 9 4 current current ADJ bracis-19094 9 5 nlp nlp NOUN bracis-19094 9 6 applications application NOUN bracis-19094 9 7 are be AUX bracis-19094 9 8 designed design VERB bracis-19094 9 9 to to PART bracis-19094 9 10 process process VERB bracis-19094 9 11 large large ADJ bracis-19094 9 12 amounts amount NOUN bracis-19094 9 13 of of ADP bracis-19094 9 14 texts text NOUN bracis-19094 9 15 , , PUNCT bracis-19094 9 16 making make VERB bracis-19094 9 17 the the DET bracis-19094 9 18 use use NOUN bracis-19094 9 19 of of ADP bracis-19094 9 20 taggers tagger NOUN bracis-19094 9 21 a a DET bracis-19094 9 22 necessity necessity NOUN bracis-19094 9 23 . . PUNCT bracis-19094 10 1 for for SCONJ bracis-19094 10 2 well well ADV bracis-19094 10 3 resourced resource VERB bracis-19094 10 4 languages language NOUN bracis-19094 10 5 , , PUNCT bracis-19094 10 6 pos pos NOUN bracis-19094 10 7 tagging tagging NOUN bracis-19094 10 8 processes process NOUN bracis-19094 10 9 are be AUX bracis-19094 10 10 usually usually ADV bracis-19094 10 11 dealt deal VERB bracis-19094 10 12 with with ADP bracis-19094 10 13 consistent consistent ADJ bracis-19094 10 14 high high ADJ bracis-19094 10 15 accuracy accuracy NOUN bracis-19094 10 16     SPACE bracis-19094 11 1 [ [ X bracis-19094 11 2 12 12 NUM bracis-19094 11 3 ] ] PUNCT bracis-19094 11 4 . . PUNCT bracis-19094 12 1 the the DET bracis-19094 12 2 reason reason NOUN bracis-19094 12 3 for for ADP bracis-19094 12 4 such such ADJ bracis-19094 12 5 high high ADJ bracis-19094 12 6 accuracy accuracy NOUN bracis-19094 12 7 relies rely VERB bracis-19094 12 8 mostly mostly ADV bracis-19094 12 9 on on ADP bracis-19094 12 10 the the DET bracis-19094 12 11 existence existence NOUN bracis-19094 12 12 of of ADP bracis-19094 12 13 large large ADJ bracis-19094 12 14 annotated annotate VERB bracis-19094 12 15 corpora corpora NOUN bracis-19094 12 16 and and CCONJ bracis-19094 12 17 powerful powerful ADJ bracis-19094 12 18 techniques technique NOUN bracis-19094 12 19 , , PUNCT bracis-19094 12 20 usually usually ADV bracis-19094 12 21 based base VERB bracis-19094 12 22 on on ADP bracis-19094 12 23 neural neural ADJ bracis-19094 12 24 network network NOUN bracis-19094 12 25 inspired inspire VERB bracis-19094 12 26 implementations implementation NOUN bracis-19094 12 27     SPACE bracis-19094 12 28 [ [ X bracis-19094 12 29 5 5 NUM bracis-19094 12 30 ] ] PUNCT bracis-19094 12 31 . . PUNCT bracis-19094 13 1 for for ADP bracis-19094 13 2 poorly poorly ADV bracis-19094 13 3 resourced resource VERB bracis-19094 13 4 languages language NOUN bracis-19094 13 5 , , PUNCT bracis-19094 13 6 or or CCONJ bracis-19094 13 7 even even ADV bracis-19094 13 8 specific specific ADJ bracis-19094 13 9 dialects dialect NOUN bracis-19094 13 10 , , PUNCT bracis-19094 13 11 pos pos NOUN bracis-19094 13 12 tagging tagging NOUN bracis-19094 13 13 may may AUX bracis-19094 13 14 become become VERB bracis-19094 13 15 challenging challenging ADJ bracis-19094 13 16 because because SCONJ bracis-19094 13 17 of of ADP bracis-19094 13 18 the the DET bracis-19094 13 19 lack lack NOUN bracis-19094 13 20 of of ADP bracis-19094 13 21 an an DET bracis-19094 13 22 appropriate appropriate ADJ bracis-19094 13 23 training training NOUN bracis-19094 13 24 model model NOUN bracis-19094 13 25     SPACE bracis-19094 14 1 [ [ X bracis-19094 14 2 8 8 NUM bracis-19094 14 3 ] ] PUNCT bracis-19094 14 4 . . PUNCT bracis-19094 15 1 this this PRON bracis-19094 15 2 can can AUX bracis-19094 15 3 be be AUX bracis-19094 15 4 coped cope VERB bracis-19094 15 5 with with ADP bracis-19094 15 6 reduced reduced ADJ bracis-19094 15 7 or or CCONJ bracis-19094 15 8 slightly slightly ADV bracis-19094 15 9 inadequate inadequate ADJ bracis-19094 15 10 training training NOUN bracis-19094 15 11 models model NOUN bracis-19094 15 12 and and CCONJ bracis-19094 15 13 the the DET bracis-19094 15 14 use use NOUN bracis-19094 15 15 of of ADP bracis-19094 15 16 very very ADV bracis-19094 15 17 powerful powerful ADJ bracis-19094 15 18 taggers tagger NOUN bracis-19094 15 19 / / SYM bracis-19094 15 20 parsers parser NOUN bracis-19094 15 21 based base VERB bracis-19094 15 22 on on ADP bracis-19094 15 23 performant performant ADJ bracis-19094 15 24 solutions solution NOUN bracis-19094 15 25 as as ADP bracis-19094 15 26 the the DET bracis-19094 15 27 use use NOUN bracis-19094 15 28 of of ADP bracis-19094 15 29 word word NOUN bracis-19094 15 30 embeddings embedding NOUN bracis-19094 15 31 and and CCONJ bracis-19094 15 32 bidirectional bidirectional ADJ bracis-19094 15 33 rnns rnn NOUN bracis-19094 15 34     SPACE bracis-19094 16 1 [ [ X bracis-19094 16 2 4 4 NUM bracis-19094 16 3 ] ] PUNCT bracis-19094 16 4 . . PUNCT bracis-19094 17 1 one one NUM bracis-19094 17 2 example example NOUN bracis-19094 17 3 of of ADP bracis-19094 17 4 this this PRON bracis-19094 17 5 is be AUX bracis-19094 17 6 implemented implement VERB bracis-19094 17 7 in in ADP bracis-19094 17 8 udpipe udpipe NOUN bracis-19094 17 9 , , PUNCT bracis-19094 17 10 a a DET bracis-19094 17 11 trainable trainable ADJ bracis-19094 17 12 pipeline pipeline NOUN bracis-19094 17 13 that that PRON bracis-19094 17 14 performs perform VERB bracis-19094 17 15 sentence sentence NOUN bracis-19094 17 16 segmentation segmentation NOUN bracis-19094 17 17 , , PUNCT bracis-19094 17 18 tokenization tokenization NOUN bracis-19094 17 19 , , PUNCT bracis-19094 17 20 lemmatization lemmatization NOUN bracis-19094 17 21 , , PUNCT bracis-19094 17 22 pos pos NOUN bracis-19094 17 23 tagging tagging NOUN bracis-19094 17 24 and and CCONJ bracis-19094 17 25 dependency dependency NOUN bracis-19094 17 26 parsing parsing NOUN bracis-19094 17 27     SPACE bracis-19094 18 1 [ [ X bracis-19094 18 2 11 11 NUM bracis-19094 18 3 ] ] PUNCT bracis-19094 18 4 . . PUNCT bracis-19094 19 1 other other ADJ bracis-19094 19 2 performant performant ADJ bracis-19094 19 3 similar similar ADJ bracis-19094 19 4 solutions solution NOUN bracis-19094 19 5 are be AUX bracis-19094 19 6 the the DET bracis-19094 19 7 ones one NOUN bracis-19094 19 8 based base VERB bracis-19094 19 9 on on ADP bracis-19094 19 10 the the DET bracis-19094 19 11 use use NOUN bracis-19094 19 12 of of ADP bracis-19094 19 13 cutting cut VERB bracis-19094 19 14 edge edge NOUN bracis-19094 19 15 technology technology NOUN bracis-19094 19 16 as as ADP bracis-19094 19 17 bert bert PROPN bracis-19094 19 18     SPACE bracis-19094 20 1 [ [ X bracis-19094 20 2 9 9 NUM bracis-19094 20 3 ] ] PUNCT bracis-19094 20 4 , , PUNCT bracis-19094 20 5 which which PRON bracis-19094 20 6 is be AUX bracis-19094 20 7 implemented implement VERB bracis-19094 20 8 in in ADP bracis-19094 20 9 udify udify PROPN bracis-19094 20 10 , , PUNCT bracis-19094 20 11 a a DET bracis-19094 20 12 multilingual multilingual ADJ bracis-19094 20 13 multi multi ADJ bracis-19094 20 14 - - ADJ bracis-19094 20 15 task task ADJ bracis-19094 20 16 model model NOUN bracis-19094 20 17 capable capable ADJ bracis-19094 20 18 of of ADP bracis-19094 20 19 accurately accurately ADV bracis-19094 20 20 predicting predict VERB bracis-19094 20 21 universal universal ADJ bracis-19094 20 22 part part NOUN bracis-19094 20 23 - - PUNCT bracis-19094 20 24 of of ADP bracis-19094 20 25 - - PUNCT bracis-19094 20 26 speech speech NOUN bracis-19094 20 27 , , PUNCT bracis-19094 20 28 morphological morphological ADJ bracis-19094 20 29 features feature NOUN bracis-19094 20 30 , , PUNCT bracis-19094 20 31 lemmas lemmas ADJ bracis-19094 20 32 , , PUNCT bracis-19094 20 33 and and CCONJ bracis-19094 20 34 dependency dependency NOUN bracis-19094 20 35 trees tree NOUN bracis-19094 20 36 simultaneously simultaneously ADV bracis-19094 20 37 for for ADP bracis-19094 20 38 several several ADJ bracis-19094 20 39 universal universal ADJ bracis-19094 20 40 dependencies dependency NOUN bracis-19094 20 41 ( ( PUNCT bracis-19094 20 42 ud ud INTJ bracis-19094 20 43 ) ) PUNCT bracis-19094 20 44 treebanks treebank NOUN bracis-19094 20 45     SPACE bracis-19094 21 1 [ [ X bracis-19094 21 2 3 3 NUM bracis-19094 21 3 ] ] PUNCT bracis-19094 21 4 . . PUNCT bracis-19094 22 1 such such ADJ bracis-19094 22 2 approaches approach NOUN bracis-19094 22 3 are be AUX bracis-19094 22 4 very very ADV bracis-19094 22 5 effective effective ADJ bracis-19094 22 6 , , PUNCT bracis-19094 22 7 basically basically ADV bracis-19094 22 8 because because SCONJ bracis-19094 22 9 they they PRON bracis-19094 22 10 are be AUX bracis-19094 22 11 flexible flexible ADJ bracis-19094 22 12 enough enough ADV bracis-19094 22 13 to to PART bracis-19094 22 14 detect detect VERB bracis-19094 22 15 complex complex ADJ bracis-19094 22 16 characteristics characteristic NOUN bracis-19094 22 17 necessary necessary ADJ bracis-19094 22 18 to to PART bracis-19094 22 19 classify classify VERB bracis-19094 22 20 words word NOUN bracis-19094 22 21 and and CCONJ bracis-19094 22 22 grammatical grammatical ADJ bracis-19094 22 23 constructions construction NOUN bracis-19094 22 24 that that PRON bracis-19094 22 25 are be AUX bracis-19094 22 26 present present ADJ bracis-19094 22 27 in in ADP bracis-19094 22 28 the the DET bracis-19094 22 29 training training NOUN bracis-19094 22 30 set set NOUN bracis-19094 22 31 . . PUNCT bracis-19094 23 1 unfortunately unfortunately ADV bracis-19094 23 2 , , PUNCT bracis-19094 23 3 these these DET bracis-19094 23 4 high high ADJ bracis-19094 23 5 performant performant ADJ bracis-19094 23 6 pos pos NOUN bracis-19094 23 7 taggers tagger NOUN bracis-19094 23 8 still still ADV bracis-19094 23 9 make make VERB bracis-19094 23 10 basic basic ADJ bracis-19094 23 11 mistakes mistake NOUN bracis-19094 23 12 and and CCONJ bracis-19094 23 13 misclassify misclassify VERB bracis-19094 23 14 simple simple ADJ bracis-19094 23 15 words word NOUN bracis-19094 23 16 ( ( PUNCT bracis-19094 23 17 as as ADP bracis-19094 23 18 those those PRON bracis-19094 23 19 belonging belong VERB bracis-19094 23 20 to to ADP bracis-19094 23 21 closed closed ADJ bracis-19094 23 22 classes class NOUN bracis-19094 23 23 ) ) PUNCT bracis-19094 23 24 . . PUNCT bracis-19094 24 1 that that PRON bracis-19094 24 2 leads lead VERB bracis-19094 24 3 to to ADP bracis-19094 24 4 errors error NOUN bracis-19094 24 5 in in ADP bracis-19094 24 6 pos pos NOUN bracis-19094 24 7 annotation annotation NOUN bracis-19094 24 8 that that PRON bracis-19094 24 9 could could AUX bracis-19094 24 10 be be AUX bracis-19094 24 11 easily easily ADV bracis-19094 24 12 tackled tackle VERB bracis-19094 24 13 by by ADP bracis-19094 24 14 solutions solution NOUN bracis-19094 24 15 that that PRON bracis-19094 24 16 rely rely VERB bracis-19094 24 17 on on ADP bracis-19094 24 18 linguistic linguistic ADJ bracis-19094 24 19 resources resource NOUN bracis-19094 24 20 that that PRON bracis-19094 24 21 are be AUX bracis-19094 24 22 not not PART bracis-19094 24 23 explicitly explicitly ADV bracis-19094 24 24 covered cover VERB bracis-19094 24 25 by by ADP bracis-19094 24 26 current current ADJ bracis-19094 24 27 machine machine NOUN bracis-19094 24 28 learning learning NOUN bracis-19094 24 29 models model NOUN bracis-19094 24 30     SPACE bracis-19094 25 1 [ [ X bracis-19094 25 2 13 13 NUM bracis-19094 25 3 ] ] PUNCT bracis-19094 25 4 . . PUNCT bracis-19094 26 1 one one NUM bracis-19094 26 2 thing thing NOUN bracis-19094 26 3 in in ADP bracis-19094 26 4 common common ADJ bracis-19094 26 5 to to ADP bracis-19094 26 6 the the DET bracis-19094 26 7 udpipe udpipe ADJ bracis-19094 26 8 and and CCONJ bracis-19094 26 9 udify udify VERB bracis-19094 26 10 taggers tagger NOUN bracis-19094 26 11 / / SYM bracis-19094 26 12 parsers parser NOUN bracis-19094 26 13 is be AUX bracis-19094 26 14 the the DET bracis-19094 26 15 use use NOUN bracis-19094 26 16 of of ADP bracis-19094 26 17 ud ud INTJ bracis-19094 26 18 formalism formalism NOUN bracis-19094 26 19 for for ADP bracis-19094 26 20 encoding encode VERB bracis-19094 26 21 the the DET bracis-19094 26 22 output output NOUN bracis-19094 26 23 representation representation NOUN bracis-19094 26 24     SPACE bracis-19094 27 1 [ [ X bracis-19094 27 2 6 6 NUM bracis-19094 27 3 ] ] PUNCT bracis-19094 27 4 . . PUNCT bracis-19094 28 1 ud ud PROPN bracis-19094 28 2 is be AUX bracis-19094 28 3 a a DET bracis-19094 28 4 de de ADJ bracis-19094 28 5 - - ADJ bracis-19094 28 6 facto facto ADJ bracis-19094 28 7 standard standard NOUN bracis-19094 28 8 for for ADP bracis-19094 28 9 cross cross ADJ bracis-19094 28 10 - - ADJ bracis-19094 28 11 linguistically linguistically ADV bracis-19094 28 12 comparable comparable ADJ bracis-19094 28 13 morphological morphological ADJ bracis-19094 28 14 and and CCONJ bracis-19094 28 15 syntactic syntactic ADJ bracis-19094 28 16 annotation annotation NOUN bracis-19094 28 17 that that PRON bracis-19094 28 18 keeps keep VERB bracis-19094 28 19 evolving evolve VERB bracis-19094 28 20 and and CCONJ bracis-19094 28 21 provides provide VERB bracis-19094 28 22 a a DET bracis-19094 28 23 steadily steadily ADV bracis-19094 28 24 growing grow VERB bracis-19094 28 25 and and CCONJ bracis-19094 28 26 heavily heavily ADV bracis-19094 28 27 multilingual multilingual ADJ bracis-19094 28 28 collection collection NOUN bracis-19094 28 29 of of ADP bracis-19094 28 30 corpora corpora PROPN bracis-19094 28 31     SPACE bracis-19094 28 32 [ [ X bracis-19094 28 33 1 1 NUM bracis-19094 28 34 ] ] PUNCT bracis-19094 28 35 . . PUNCT bracis-19094 29 1 ud ud PROPN bracis-19094 29 2 has have AUX bracis-19094 29 3 reshaped reshape VERB bracis-19094 29 4 the the DET bracis-19094 29 5 initiatives initiative NOUN bracis-19094 29 6 in in ADP bracis-19094 29 7 the the DET bracis-19094 29 8 area area NOUN bracis-19094 29 9 of of ADP bracis-19094 29 10 tagging tag VERB bracis-19094 29 11 and and CCONJ bracis-19094 29 12 parsing parsing NOUN bracis-19094 29 13 in in ADP bracis-19094 29 14 the the DET bracis-19094 29 15 world world NOUN bracis-19094 29 16 , , PUNCT bracis-19094 29 17 causing cause VERB bracis-19094 29 18 a a DET bracis-19094 29 19 significant significant ADJ bracis-19094 29 20 movement movement NOUN bracis-19094 29 21 from from ADP bracis-19094 29 22 constituency constituency NOUN bracis-19094 29 23 to to AUX bracis-19094 29 24 dependency dependency NOUN bracis-19094 29 25 analysis analysis NOUN bracis-19094 29 26 in in ADP bracis-19094 29 27 nlp nlp NOUN bracis-19094 29 28 . . PUNCT bracis-19094 30 1 for for ADP bracis-19094 30 2 portuguese portuguese ADJ bracis-19094 30 3 texts text NOUN bracis-19094 30 4 , , PUNCT bracis-19094 30 5 the the DET bracis-19094 30 6 pos pos NOUN bracis-19094 30 7 tagging tagging NOUN bracis-19094 30 8 task task NOUN bracis-19094 30 9 using use VERB bracis-19094 30 10 tools tool NOUN bracis-19094 30 11 as as ADP bracis-19094 30 12 udpipe udpipe ADJ bracis-19094 30 13 and and CCONJ bracis-19094 30 14 udify udify VERB bracis-19094 30 15 present present ADJ bracis-19094 30 16 some some DET bracis-19094 30 17 challenges challenge NOUN bracis-19094 30 18 because because SCONJ bracis-19094 30 19 of of ADP bracis-19094 30 20 the the DET bracis-19094 30 21 low low ADJ bracis-19094 30 22 availability availability NOUN bracis-19094 30 23 of of ADP bracis-19094 30 24 appropriate appropriate ADJ bracis-19094 30 25 training training NOUN bracis-19094 30 26 sets set NOUN bracis-19094 30 27 with with ADP bracis-19094 30 28 the the DET bracis-19094 30 29 right right ADJ bracis-19094 30 30 language language NOUN bracis-19094 30 31 style style NOUN bracis-19094 30 32 and and CCONJ bracis-19094 30 33 a a DET bracis-19094 30 34 reasonable reasonable ADJ bracis-19094 30 35 size size NOUN bracis-19094 30 36 . . PUNCT bracis-19094 31 1 one one NUM bracis-19094 31 2 of of ADP bracis-19094 31 3 the the DET bracis-19094 31 4 few few ADJ bracis-19094 31 5 options option NOUN bracis-19094 31 6 is be AUX bracis-19094 31 7 the the DET bracis-19094 31 8 bosque bosque PROPN bracis-19094 31 9 - - PUNCT bracis-19094 31 10 ud ud PROPN bracis-19094 31 11 corpus corpus PROPN bracis-19094 31 12 , , PUNCT bracis-19094 31 13 a a DET bracis-19094 31 14 portuguese portuguese ADJ bracis-19094 31 15 treebank treebank NOUN bracis-19094 31 16 based base VERB bracis-19094 31 17 on on ADP bracis-19094 31 18 the the DET bracis-19094 31 19 constraint constraint NOUN bracis-19094 31 20 grammar grammar NOUN bracis-19094 31 21 converted convert VERB bracis-19094 31 22 version version NOUN bracis-19094 31 23 of of ADP bracis-19094 31 24 bosque bosque PROPN bracis-19094 31 25 , , PUNCT bracis-19094 31 26 which which PRON bracis-19094 31 27 is be AUX bracis-19094 31 28 part part NOUN bracis-19094 31 29 of of ADP bracis-19094 31 30 the the DET bracis-19094 31 31 floresta floresta PROPN bracis-19094 31 32 sintá(c)tica sintá(c)tica PROPN bracis-19094 31 33 treebank treebank VERB bracis-19094 31 34     SPACE bracis-19094 32 1 [ [ X bracis-19094 32 2 7 7 X bracis-19094 32 3 ] ] PUNCT bracis-19094 32 4 that that PRON bracis-19094 32 5 contains contain VERB bracis-19094 32 6 both both CCONJ bracis-19094 32 7 european european ADJ bracis-19094 32 8 and and CCONJ bracis-19094 32 9 brazilian brazilian ADJ bracis-19094 32 10 variants variant NOUN bracis-19094 32 11     SPACE bracis-19094 33 1 [ [ X bracis-19094 33 2 14 14 NUM bracis-19094 33 3 ] ] PUNCT bracis-19094 33 4 . . PUNCT bracis-19094 34 1 the the DET bracis-19094 34 2 bosque bosque PROPN bracis-19094 34 3 - - PUNCT bracis-19094 34 4 ud ud PROPN bracis-19094 34 5 corpus corpus NOUN bracis-19094 34 6 has have VERB bracis-19094 34 7 9,364 9,364 NUM bracis-19094 34 8 sentences sentence NOUN bracis-19094 34 9 , , PUNCT bracis-19094 34 10 totalizing totalize VERB bracis-19094 34 11 210,957 210,957 NUM bracis-19094 34 12 tokens token NOUN bracis-19094 34 13 . . PUNCT bracis-19094 35 1 in in ADP bracis-19094 35 2 order order NOUN bracis-19094 35 3 to to PART bracis-19094 35 4 contribute contribute VERB bracis-19094 35 5 to to ADP bracis-19094 35 6 ud ud ADV bracis-19094 35 7 - - PUNCT bracis-19094 35 8 based base VERB bracis-19094 35 9 pos pos NOUN bracis-19094 35 10 tagging tagging NOUN bracis-19094 35 11 of of ADP bracis-19094 35 12 brazilian brazilian ADJ bracis-19094 35 13 portuguese portuguese ADJ bracis-19094 35 14 texts text NOUN bracis-19094 35 15 , , PUNCT bracis-19094 35 16 we we PRON bracis-19094 35 17 propose propose VERB bracis-19094 35 18 a a DET bracis-19094 35 19 linguistic linguistic ADV bracis-19094 35 20 - - PUNCT bracis-19094 35 21 based base VERB bracis-19094 35 22 technique technique NOUN bracis-19094 35 23 to to PART bracis-19094 35 24 improve improve VERB bracis-19094 35 25 tagging tagging NOUN bracis-19094 35 26 accuracy accuracy NOUN bracis-19094 35 27 , , PUNCT bracis-19094 35 28 which which PRON bracis-19094 35 29 we we PRON bracis-19094 35 30 specifically specifically ADV bracis-19094 35 31 test test VERB bracis-19094 35 32 over over ADP bracis-19094 35 33 the the DET bracis-19094 35 34 output output NOUN bracis-19094 35 35 of of ADP bracis-19094 35 36 udpipe udpipe ADJ bracis-19094 35 37 and and CCONJ bracis-19094 35 38 udify udify PROPN bracis-19094 35 39 systems system NOUN bracis-19094 35 40 , , PUNCT bracis-19094 35 41 which which PRON bracis-19094 35 42 use use VERB bracis-19094 35 43 bosque bosque PROPN bracis-19094 35 44 - - PUNCT bracis-19094 35 45 ud ud PROPN bracis-19094 35 46 as as ADP bracis-19094 35 47 training training NOUN bracis-19094 35 48 set set NOUN bracis-19094 35 49 . . PUNCT bracis-19094 36 1 the the DET bracis-19094 36 2 proposed propose VERB bracis-19094 36 3 technique technique NOUN bracis-19094 36 4 relies rely VERB bracis-19094 36 5 on on ADP bracis-19094 36 6 building build VERB bracis-19094 36 7 and and CCONJ bracis-19094 36 8 employing employ VERB bracis-19094 36 9 linguistic linguistic ADJ bracis-19094 36 10 resources resource NOUN bracis-19094 36 11 to to PART bracis-19094 36 12 automatically automatically ADV bracis-19094 36 13 correct correct VERB bracis-19094 36 14 the the DET bracis-19094 36 15 pos pos NOUN bracis-19094 36 16 tags tag NOUN bracis-19094 36 17 produced produce VERB bracis-19094 36 18 by by ADP bracis-19094 36 19 the the DET bracis-19094 36 20 cited cite VERB bracis-19094 36 21 systems system NOUN bracis-19094 36 22 . . PUNCT bracis-19094 37 1 our our PRON bracis-19094 37 2 research research NOUN bracis-19094 37 3 claim claim NOUN bracis-19094 37 4 is be AUX bracis-19094 37 5 that that SCONJ bracis-19094 37 6 explicit explicit ADJ bracis-19094 37 7 linguistic linguistic ADJ bracis-19094 37 8 knowledge knowledge NOUN bracis-19094 37 9 does do AUX bracis-19094 37 10 help help VERB bracis-19094 37 11 improving improve VERB bracis-19094 37 12 the the DET bracis-19094 37 13 result result NOUN bracis-19094 37 14 of of ADP bracis-19094 37 15 modern modern ADJ bracis-19094 37 16 machine machine NOUN bracis-19094 37 17 learning learning NOUN bracis-19094 37 18 - - PUNCT bracis-19094 37 19 based base VERB bracis-19094 37 20 models model NOUN bracis-19094 37 21 . . PUNCT bracis-19094 38 1 to to PART bracis-19094 38 2 support support VERB bracis-19094 38 3 our our PRON bracis-19094 38 4 claim claim NOUN bracis-19094 38 5 , , PUNCT bracis-19094 38 6 we we PRON bracis-19094 38 7 describe describe VERB bracis-19094 38 8 the the DET bracis-19094 38 9 process process NOUN bracis-19094 38 10 of of ADP bracis-19094 38 11 building build VERB bracis-19094 38 12 our our PRON bracis-19094 38 13 linguistic linguistic ADJ bracis-19094 38 14 resources resource NOUN bracis-19094 38 15 for for ADP bracis-19094 38 16 brazilian brazilian ADJ bracis-19094 38 17 portuguese portuguese NOUN bracis-19094 38 18 , , PUNCT bracis-19094 38 19 and and CCONJ bracis-19094 38 20 we we PRON bracis-19094 38 21 conduct conduct VERB bracis-19094 38 22 experiments experiment NOUN bracis-19094 38 23 illustrating illustrate VERB bracis-19094 38 24 our our PRON bracis-19094 38 25 attempt attempt NOUN bracis-19094 38 26 of of ADP bracis-19094 38 27 quality quality NOUN bracis-19094 38 28 improvement improvement NOUN bracis-19094 38 29 . . PUNCT bracis-19094 39 1 specifically specifically ADV bracis-19094 39 2 , , PUNCT bracis-19094 39 3 we we PRON bracis-19094 39 4 propose propose VERB bracis-19094 39 5 the the DET bracis-19094 39 6 automatic automatic ADJ bracis-19094 39 7 correction correction NOUN bracis-19094 39 8 of of ADP bracis-19094 39 9 tags tag NOUN bracis-19094 39 10 wrongfully wrongfully ADV bracis-19094 39 11 assigned assign VERB bracis-19094 39 12 to to ADP bracis-19094 39 13 non non ADJ bracis-19094 39 14 - - ADJ bracis-19094 39 15 ambiguous ambiguous ADJ bracis-19094 39 16 single single ADJ bracis-19094 39 17 tokens token NOUN bracis-19094 39 18 and and CCONJ bracis-19094 39 19 non non ADJ bracis-19094 39 20 - - ADJ bracis-19094 39 21 ambiguous ambiguous ADJ bracis-19094 39 22 co co ADJ bracis-19094 39 23 - - ADJ bracis-19094 39 24 occuring occuring ADJ bracis-19094 39 25 tokens token NOUN bracis-19094 39 26 ( ( PUNCT bracis-19094 39 27 regardless regardless ADV bracis-19094 39 28 of of ADP bracis-19094 39 29 whether whether SCONJ bracis-19094 39 30 they they PRON bracis-19094 39 31 constitute constitute VERB bracis-19094 39 32 mwe mwe PROPN bracis-19094 39 33 multiword multiword ADJ bracis-19094 39 34 expressions expression NOUN bracis-19094 39 35 or or CCONJ bracis-19094 39 36 not not PART bracis-19094 39 37 ) ) PUNCT bracis-19094 39 38 from from ADP bracis-19094 39 39 closed close VERB bracis-19094 39 40 pos pos NOUN bracis-19094 39 41 classes class NOUN bracis-19094 39 42 in in ADP bracis-19094 39 43 portuguese portuguese PROPN bracis-19094 39 44 . . PUNCT bracis-19094 40 1 we we PRON bracis-19094 40 2 consider consider VERB bracis-19094 40 3 in in ADP bracis-19094 40 4 our our PRON bracis-19094 40 5 linguistic linguistic ADJ bracis-19094 40 6 resources resource NOUN bracis-19094 40 7 three three NUM bracis-19094 40 8 types type NOUN bracis-19094 40 9 of of ADP bracis-19094 40 10 phenomena phenomenon NOUN bracis-19094 40 11 : : PUNCT bracis-19094 40 12 single single ADJ bracis-19094 40 13 functional functional ADJ bracis-19094 40 14 words word NOUN bracis-19094 40 15 ( ( PUNCT bracis-19094 40 16 the the DET bracis-19094 40 17 pronoun pronoun PROPN bracis-19094 40 18 você você NOUN bracis-19094 40 19 “ " PUNCT bracis-19094 40 20 you you PRON bracis-19094 40 21 ” " PUNCT bracis-19094 40 22 in in ADP bracis-19094 40 23 english english PROPN bracis-19094 40 24 , , PUNCT bracis-19094 40 25 for for ADP bracis-19094 40 26 example example NOUN bracis-19094 40 27 ) ) PUNCT bracis-19094 40 28 ; ; PUNCT bracis-19094 40 29 mwes mwe VERB bracis-19094 40 30 acting act VERB bracis-19094 40 31 as as ADP bracis-19094 40 32 functional functional ADJ bracis-19094 40 33 words word NOUN bracis-19094 40 34 ( ( PUNCT bracis-19094 40 35 the the DET bracis-19094 40 36 prepositional prepositional ADJ bracis-19094 40 37 phrase phrase NOUN bracis-19094 40 38 por por PROPN bracis-19094 40 39 meio meio PROPN bracis-19094 40 40 de de PROPN bracis-19094 40 41 “ " PUNCT bracis-19094 40 42 through through ADP bracis-19094 40 43 ” " PUNCT bracis-19094 40 44 , , PUNCT bracis-19094 40 45 for for ADP bracis-19094 40 46 example example NOUN bracis-19094 40 47 ) ) PUNCT bracis-19094 40 48 ; ; PUNCT bracis-19094 40 49 and and CCONJ bracis-19094 40 50 co co VERB bracis-19094 40 51 - - ADJ bracis-19094 40 52 occurring occur VERB bracis-19094 40 53 functional functional ADJ bracis-19094 40 54 words word NOUN bracis-19094 40 55 that that PRON bracis-19094 40 56 , , PUNCT bracis-19094 40 57 although although SCONJ bracis-19094 40 58 in in ADP bracis-19094 40 59 isolation isolation NOUN bracis-19094 40 60 are be AUX bracis-19094 40 61 ambiguous ambiguous ADJ bracis-19094 40 62 , , PUNCT bracis-19094 40 63 together together ADV bracis-19094 40 64 are be AUX bracis-19094 40 65 not not PART bracis-19094 40 66 ambiguous ambiguous ADJ bracis-19094 40 67 ( ( PUNCT bracis-19094 40 68 for for ADP bracis-19094 40 69 example example NOUN bracis-19094 40 70 , , PUNCT bracis-19094 40 71 a a PRON bracis-19094 40 72 may may AUX bracis-19094 40 73 be be AUX bracis-19094 40 74 a a DET bracis-19094 40 75 determiner determiner NOUN bracis-19094 40 76 ( ( PUNCT bracis-19094 40 77 det det PROPN bracis-19094 40 78 ) ) PUNCT bracis-19094 40 79 , , PUNCT bracis-19094 40 80 a a DET bracis-19094 40 81 preposition preposition NOUN bracis-19094 40 82 ( ( PUNCT bracis-19094 40 83 adp adp PROPN bracis-19094 40 84 ) ) PUNCT bracis-19094 40 85 , , PUNCT bracis-19094 40 86 or or CCONJ bracis-19094 40 87 a a DET bracis-19094 40 88 pronoun pronoun NOUN bracis-19094 40 89 ( ( PUNCT bracis-19094 40 90 pron pron PROPN bracis-19094 40 91 ) ) PUNCT bracis-19094 40 92 , , PUNCT bracis-19094 40 93 but but CCONJ bracis-19094 40 94 in in ADP bracis-19094 40 95 the the DET bracis-19094 40 96 co co NOUN bracis-19094 40 97 - - NOUN bracis-19094 40 98 occurrence occurrence ADJ bracis-19094 40 99 à à X bracis-19094 40 100 de de X bracis-19094 40 101 may may AUX bracis-19094 40 102 be be AUX bracis-19094 40 103 unambiguously unambiguously ADV bracis-19094 40 104 tagged tag VERB bracis-19094 40 105 as as ADP bracis-19094 40 106 adp adp PROPN bracis-19094 40 107 pron pron PROPN bracis-19094 40 108 adp adp PROPN bracis-19094 40 109 ) ) PUNCT bracis-19094 40 110 . . PUNCT bracis-19094 41 1 it it PRON bracis-19094 41 2 is be AUX bracis-19094 41 3 important important ADJ bracis-19094 41 4 to to PART bracis-19094 41 5 call call VERB bracis-19094 41 6 the the DET bracis-19094 41 7 reader reader NOUN bracis-19094 41 8 attention attention NOUN bracis-19094 41 9 that that SCONJ bracis-19094 41 10 , , PUNCT bracis-19094 41 11 being be AUX bracis-19094 41 12 functional functional ADJ bracis-19094 41 13 words word NOUN bracis-19094 41 14 , , PUNCT bracis-19094 41 15 they they PRON bracis-19094 41 16 are be AUX bracis-19094 41 17 naturally naturally ADV bracis-19094 41 18 non non ADJ bracis-19094 41 19 - - ADJ bracis-19094 41 20 ambiguous ambiguous ADJ bracis-19094 41 21 , , PUNCT bracis-19094 41 22 independently independently ADV bracis-19094 41 23 of of ADP bracis-19094 41 24 the the DET bracis-19094 41 25 domain domain NOUN bracis-19094 41 26 . . PUNCT bracis-19094 42 1 we we PRON bracis-19094 42 2 show show VERB bracis-19094 42 3 that that SCONJ bracis-19094 42 4 the the DET bracis-19094 42 5 achieved achieve VERB bracis-19094 42 6 gains gain NOUN bracis-19094 42 7 by by ADP bracis-19094 42 8 our our PRON bracis-19094 42 9 proposed propose VERB bracis-19094 42 10 technique technique NOUN bracis-19094 42 11 is be AUX bracis-19094 42 12 significant significant ADJ bracis-19094 42 13 and and CCONJ bracis-19094 42 14 that that SCONJ bracis-19094 42 15 this this PRON bracis-19094 42 16 is be AUX bracis-19094 42 17 a a DET bracis-19094 42 18 strategy strategy NOUN bracis-19094 42 19 worth worth ADJ bracis-19094 42 20 to to PART bracis-19094 42 21 follow follow VERB bracis-19094 42 22 . . PUNCT bracis-19094 43 1 overall overall ADV bracis-19094 43 2 , , PUNCT bracis-19094 43 3 we we PRON bracis-19094 43 4 improve improve VERB bracis-19094 43 5 tagging tagging NOUN bracis-19094 43 6 accuracy accuracy NOUN bracis-19094 43 7 in in ADP bracis-19094 43 8 up up ADV bracis-19094 43 9     SPACE bracis-19094 43 10 to to ADP bracis-19094 43 11 1.4 1.4 NUM bracis-19094 43 12 % % NOUN bracis-19094 43 13 , , PUNCT bracis-19094 43 14 and and CCONJ bracis-19094 43 15 , , PUNCT bracis-19094 43 16 in in ADP bracis-19094 43 17 terms term NOUN bracis-19094 43 18 of of ADP bracis-19094 43 19 the the DET bracis-19094 43 20 number number NOUN bracis-19094 43 21 of of ADP bracis-19094 43 22 fully fully ADV bracis-19094 43 23 correct correct ADJ bracis-19094 43 24 tagged tag VERB bracis-19094 43 25 sentences sentence NOUN bracis-19094 43 26 , , PUNCT bracis-19094 43 27 our our PRON bracis-19094 43 28 technique technique NOUN bracis-19094 43 29 produces produce VERB bracis-19094 43 30 results result NOUN bracis-19094 43 31 that that PRON bracis-19094 43 32 increases increase VERB bracis-19094 43 33 the the DET bracis-19094 43 34 accuracy accuracy NOUN bracis-19094 43 35 by by ADP bracis-19094 43 36 13.9 13.9 NUM bracis-19094 43 37 % % NOUN bracis-19094 43 38 from from ADP bracis-19094 43 39 the the DET bracis-19094 43 40 corresponding corresponding ADJ bracis-19094 43 41 original original ADJ bracis-19094 43 42 system system NOUN bracis-19094 43 43 . . PUNCT bracis-19094 44 1 considering consider VERB bracis-19094 44 2 that that DET bracis-19094 44 3 pos pos NOUN bracis-19094 44 4 tagging tagging NOUN bracis-19094 44 5 annotation annotation NOUN bracis-19094 44 6 is be AUX bracis-19094 44 7 the the DET bracis-19094 44 8 basis basis NOUN bracis-19094 44 9 for for ADP bracis-19094 44 10 other other ADJ bracis-19094 44 11 text text NOUN bracis-19094 44 12 analysis analysis NOUN bracis-19094 44 13 levels level NOUN bracis-19094 44 14 , , PUNCT bracis-19094 44 15 such such ADJ bracis-19094 44 16 improvement improvement NOUN bracis-19094 44 17 may may AUX bracis-19094 44 18 be be AUX bracis-19094 44 19 really really ADV bracis-19094 44 20 impactful impactful ADJ bracis-19094 44 21 for for ADP bracis-19094 44 22 producing produce VERB bracis-19094 44 23 better well ADJ bracis-19094 44 24 nlp nlp ADJ bracis-19094 44 25 tools tool NOUN bracis-19094 44 26 and and CCONJ bracis-19094 44 27 applications application NOUN bracis-19094 44 28 . . PUNCT bracis-19094 45 1 this this DET bracis-19094 45 2 paper paper NOUN bracis-19094 45 3 is be AUX bracis-19094 45 4 organized organize VERB bracis-19094 45 5 as as SCONJ bracis-19094 45 6 follows follow VERB bracis-19094 45 7 : : PUNCT bracis-19094 45 8 the the DET bracis-19094 45 9 next next ADJ bracis-19094 45 10 section section NOUN bracis-19094 45 11 describes describe VERB bracis-19094 45 12 the the DET bracis-19094 45 13 process process NOUN bracis-19094 45 14 and and CCONJ bracis-19094 45 15 the the DET bracis-19094 45 16 result result NOUN bracis-19094 45 17 of of ADP bracis-19094 45 18 producing produce VERB bracis-19094 45 19 our our PRON bracis-19094 45 20 linguistic linguistic ADJ bracis-19094 45 21 resources resource NOUN bracis-19094 45 22 composed compose VERB bracis-19094 45 23 by by ADP bracis-19094 45 24 lists list NOUN bracis-19094 45 25 of of ADP bracis-19094 45 26 non non ADJ bracis-19094 45 27 - - ADJ bracis-19094 45 28 ambiguous ambiguous ADJ bracis-19094 45 29 single single ADJ bracis-19094 45 30 tokens token NOUN bracis-19094 45 31 and and CCONJ bracis-19094 45 32 non non ADJ bracis-19094 45 33 - - ADJ bracis-19094 45 34 ambiguous ambiguous ADJ bracis-19094 45 35 co co ADJ bracis-19094 45 36 - - ADJ bracis-19094 45 37 occuring occuring ADJ bracis-19094 45 38 tokens token NOUN bracis-19094 45 39 belonging belong VERB bracis-19094 45 40 to to ADP bracis-19094 45 41 closed closed ADJ bracis-19094 45 42 pos pos NOUN bracis-19094 45 43 tag tag NOUN bracis-19094 45 44 classes class NOUN bracis-19094 45 45 , , PUNCT bracis-19094 45 46 highly highly ADV bracis-19094 45 47 frequent frequent ADJ bracis-19094 45 48 in in ADP bracis-19094 45 49 portuguese portuguese ADJ bracis-19094 45 50 written write VERB bracis-19094 45 51 text text NOUN bracis-19094 45 52 ; ; PUNCT bracis-19094 45 53 the the DET bracis-19094 45 54 third third ADJ bracis-19094 45 55 section section NOUN bracis-19094 45 56 presents present VERB bracis-19094 45 57 the the DET bracis-19094 45 58 evaluation evaluation NOUN bracis-19094 45 59 of of ADP bracis-19094 45 60 our our PRON bracis-19094 45 61 proposed propose VERB bracis-19094 45 62 correction correction NOUN bracis-19094 45 63 technique technique NOUN bracis-19094 45 64 on on ADP bracis-19094 45 65 a a DET bracis-19094 45 66 data datum NOUN bracis-19094 45 67 set set VERB bracis-19094 45 68 of of ADP bracis-19094 45 69 2,000 2,000 NUM bracis-19094 45 70 sentences sentence NOUN bracis-19094 45 71 ( ( PUNCT bracis-19094 45 72 43,483 43,483 NUM bracis-19094 45 73 tokens token NOUN bracis-19094 45 74 ) ) PUNCT bracis-19094 45 75 from from ADP bracis-19094 45 76 the the DET bracis-19094 45 77 folha folha NOUN bracis-19094 45 78 - - PUNCT bracis-19094 45 79 kaggle kaggle NOUN bracis-19094 45 80 corpus corpus NOUN bracis-19094 45 81     SPACE bracis-19094 46 1 [ [ X bracis-19094 46 2 10 10 NUM bracis-19094 46 3 ] ] PUNCT bracis-19094 46 4 annotated annotate VERB bracis-19094 46 5 by by ADP bracis-19094 46 6 udpipe udpipe NOUN bracis-19094 46 7     SPACE bracis-19094 47 1 [ [ X bracis-19094 47 2 11 11 NUM bracis-19094 47 3 ] ] PUNCT bracis-19094 47 4 and and CCONJ bracis-19094 47 5 udify udify VERB bracis-19094 47 6     SPACE bracis-19094 47 7 [ [ X bracis-19094 47 8 3 3 NUM bracis-19094 47 9 ] ] PUNCT bracis-19094 47 10 systems system NOUN bracis-19094 47 11 ; ; PUNCT bracis-19094 47 12 finally finally ADV bracis-19094 47 13 , , PUNCT bracis-19094 47 14 the the DET bracis-19094 47 15 last last ADJ bracis-19094 47 16 section section NOUN bracis-19094 47 17 presents present VERB bracis-19094 47 18 our our PRON bracis-19094 47 19 concluding concluding NOUN bracis-19094 47 20 remarks remark NOUN bracis-19094 47 21 and and CCONJ bracis-19094 47 22 future future ADJ bracis-19094 47 23 works work NOUN bracis-19094 47 24 . . PUNCT bracis-19094 48 1 2 2 NUM bracis-19094 48 2 linguistic linguistic ADJ bracis-19094 48 3 analysis analysis NOUN bracis-19094 48 4 of of ADP bracis-19094 48 5     SPACE bracis-19094 48 6 non non ADJ bracis-19094 48 7 - - ADJ bracis-19094 48 8 ambiguous ambiguous ADJ bracis-19094 48 9 tokens token NOUN bracis-19094 48 10 in in ADP bracis-19094 48 11     SPACE bracis-19094 48 12 portuguese portuguese NOUN bracis-19094 48 13 in in ADP bracis-19094 48 14 this this DET bracis-19094 48 15 section section NOUN bracis-19094 48 16 we we PRON bracis-19094 48 17 analyze analyze VERB bracis-19094 48 18 the the DET bracis-19094 48 19 possibility possibility NOUN bracis-19094 48 20 to to PART bracis-19094 48 21 establish establish VERB bracis-19094 48 22 a a DET bracis-19094 48 23 set set NOUN bracis-19094 48 24 of of ADP bracis-19094 48 25 tokens token NOUN bracis-19094 48 26 that that PRON bracis-19094 48 27 can can AUX bracis-19094 48 28 only only ADV bracis-19094 48 29 be be AUX bracis-19094 48 30 annotated annotate VERB bracis-19094 48 31 by by ADP bracis-19094 48 32 one one NUM bracis-19094 48 33 single single ADJ bracis-19094 48 34 possible possible ADJ bracis-19094 48 35 pos pos NOUN bracis-19094 48 36 tag tag NOUN bracis-19094 48 37 . . PUNCT bracis-19094 49 1 usually usually ADV bracis-19094 49 2 , , PUNCT bracis-19094 49 3 very very ADV bracis-19094 49 4 performant performant ADJ bracis-19094 49 5 pos pos NOUN bracis-19094 49 6 taggers tagger NOUN bracis-19094 49 7 based base VERB bracis-19094 49 8 on on ADP bracis-19094 49 9 a a DET bracis-19094 49 10 training training NOUN bracis-19094 49 11 set set NOUN bracis-19094 49 12 knows know VERB bracis-19094 49 13 no no DET bracis-19094 49 14 such such ADJ bracis-19094 49 15 boundaries boundary NOUN bracis-19094 49 16 as as SCONJ bracis-19094 49 17 they they PRON bracis-19094 49 18 try try VERB bracis-19094 49 19 to to PART bracis-19094 49 20 capture capture VERB bracis-19094 49 21 very very ADV bracis-19094 49 22 subtle subtle ADJ bracis-19094 49 23 interdependencies interdependency NOUN bracis-19094 49 24 among among ADP bracis-19094 49 25 the the DET bracis-19094 49 26 tokens token NOUN bracis-19094 49 27 and and CCONJ bracis-19094 49 28 their their PRON bracis-19094 49 29 representation representation NOUN bracis-19094 49 30 . . PUNCT bracis-19094 50 1 linguistic linguistic ADJ bracis-19094 50 2 knowledge knowledge NOUN bracis-19094 50 3 of of ADP bracis-19094 50 4 the the DET bracis-19094 50 5 target target NOUN bracis-19094 50 6 language language NOUN bracis-19094 50 7 , , PUNCT bracis-19094 50 8 however however ADV bracis-19094 50 9 , , PUNCT bracis-19094 50 10 can can AUX bracis-19094 50 11 provide provide VERB bracis-19094 50 12 such such ADJ bracis-19094 50 13 boundaries boundary NOUN bracis-19094 50 14 by by ADP bracis-19094 50 15 establishing establish VERB bracis-19094 50 16 the the DET bracis-19094 50 17 specific specific ADJ bracis-19094 50 18 tokens token NOUN bracis-19094 50 19 or or CCONJ bracis-19094 50 20 expressions expression NOUN bracis-19094 50 21 that that PRON bracis-19094 50 22 are be AUX bracis-19094 50 23 unambiguously unambiguously ADV bracis-19094 50 24 capable capable ADJ bracis-19094 50 25 to to PART bracis-19094 50 26 receive receive VERB bracis-19094 50 27 only only ADV bracis-19094 50 28 one one NUM bracis-19094 50 29 single single ADJ bracis-19094 50 30 pos pos NOUN bracis-19094 50 31 tag tag NOUN bracis-19094 50 32 . . PUNCT bracis-19094 51 1 the the DET bracis-19094 51 2 knowledge knowledge NOUN bracis-19094 51 3 of of ADP bracis-19094 51 4 these these DET bracis-19094 51 5 non non ADJ bracis-19094 51 6 - - ADJ bracis-19094 51 7 ambiguous ambiguous ADJ bracis-19094 51 8 tokens token NOUN bracis-19094 51 9 can can AUX bracis-19094 51 10 be be AUX bracis-19094 51 11 a a DET bracis-19094 51 12 powerful powerful ADJ bracis-19094 51 13 and and CCONJ bracis-19094 51 14 fully fully ADV bracis-19094 51 15 automatic automatic ADJ bracis-19094 51 16 tool tool NOUN bracis-19094 51 17 to to PART bracis-19094 51 18 improve improve VERB bracis-19094 51 19 the the DET bracis-19094 51 20 quality quality NOUN bracis-19094 51 21 for for ADP bracis-19094 51 22 a a DET bracis-19094 51 23 very very ADV bracis-19094 51 24 performant performant ADJ bracis-19094 51 25 pos pos NOUN bracis-19094 51 26 tagger tagger NOUN bracis-19094 51 27 based base VERB bracis-19094 51 28 on on ADP bracis-19094 51 29 a a DET bracis-19094 51 30 training training NOUN bracis-19094 51 31 set set NOUN bracis-19094 51 32 . . PUNCT bracis-19094 52 1 in in ADP bracis-19094 52 2 this this DET bracis-19094 52 3 work work NOUN bracis-19094 52 4 , , PUNCT bracis-19094 52 5 we we PRON bracis-19094 52 6 adopt adopt VERB bracis-19094 52 7 two two NUM bracis-19094 52 8 linguistic linguistic ADJ bracis-19094 52 9 groups group NOUN bracis-19094 52 10 to to PART bracis-19094 52 11 improve improve VERB bracis-19094 52 12 the the DET bracis-19094 52 13 pos pos NOUN bracis-19094 52 14 tagging tagging NOUN bracis-19094 52 15 : : PUNCT bracis-19094 52 16 the the DET bracis-19094 52 17 single single ADJ bracis-19094 52 18 tokens token NOUN bracis-19094 52 19 belonging belong VERB bracis-19094 52 20 to to ADP bracis-19094 52 21 a a DET bracis-19094 52 22 closed closed ADJ bracis-19094 52 23 pos pos NOUN bracis-19094 52 24 tag tag NOUN bracis-19094 52 25 class class NOUN bracis-19094 52 26 ( ( PUNCT bracis-19094 52 27 in in ADP bracis-19094 52 28 ud ud ADP bracis-19094 52 29 ): ): PUNCT bracis-19094 52 30 adp adp PROPN bracis-19094 52 31 ( ( PUNCT bracis-19094 52 32 adposition adposition NOUN bracis-19094 52 33 ) ) PUNCT bracis-19094 52 34 , , PUNCT bracis-19094 52 35 adv adv PROPN bracis-19094 52 36 ( ( PUNCT bracis-19094 52 37 adverbsfootnote adverbsfootnote NOUN bracis-19094 52 38 1 1 NUM bracis-19094 52 39 ) ) PUNCT bracis-19094 52 40 , , PUNCT bracis-19094 52 41 cconj cconj NOUN bracis-19094 52 42 ( ( PUNCT bracis-19094 52 43 coordinating coordinate VERB bracis-19094 52 44 conjunction conjunction NOUN bracis-19094 52 45 ) ) PUNCT bracis-19094 52 46 , , PUNCT bracis-19094 52 47 det det PROPN bracis-19094 52 48 ( ( PUNCT bracis-19094 52 49 determiner determiner NOUN bracis-19094 52 50 ) ) PUNCT bracis-19094 52 51 , , PUNCT bracis-19094 52 52 num num X bracis-19094 52 53 ( ( PUNCT bracis-19094 52 54 numeral numeral ADJ bracis-19094 52 55 just just ADV bracis-19094 52 56 cardinals cardinal NOUN bracis-19094 52 57 ) ) PUNCT bracis-19094 52 58 , , PUNCT bracis-19094 52 59 pron pron NOUN bracis-19094 52 60 ( ( PUNCT bracis-19094 52 61 pronoun pronoun NOUN bracis-19094 52 62 ) ) PUNCT bracis-19094 52 63 , , PUNCT bracis-19094 52 64 sconj sconj NOUN bracis-19094 52 65 ( ( PUNCT bracis-19094 52 66 subordinating subordinate VERB bracis-19094 52 67 conjunction conjunction NOUN bracis-19094 52 68 ) ) PUNCT bracis-19094 52 69 , , PUNCT bracis-19094 52 70 a a DET bracis-19094 52 71 subset subset NOUN bracis-19094 52 72 of of ADP bracis-19094 52 73 the the DET bracis-19094 52 74 class class NOUN bracis-19094 52 75 aux aux PROPN bracis-19094 52 76 ( ( PUNCT bracis-19094 52 77 verbs verbs PROPN bracis-19094 52 78 ser ser NOUN bracis-19094 52 79 and and CCONJ bracis-19094 52 80 estar estar ADJ bracis-19094 52 81 ) ) PUNCT bracis-19094 52 82 and and CCONJ bracis-19094 52 83 adj adj NOUN bracis-19094 52 84 ( ( PUNCT bracis-19094 52 85 ordinal ordinal ADJ bracis-19094 52 86 numbers number NOUN bracis-19094 52 87 ) ) PUNCT bracis-19094 52 88 ; ; PUNCT bracis-19094 52 89 common common ADJ bracis-19094 52 90 co co NOUN bracis-19094 52 91 - - ADJ bracis-19094 52 92 occuring occuring ADJ bracis-19094 52 93 tokens token NOUN bracis-19094 52 94 that that PRON bracis-19094 52 95 have have VERB bracis-19094 52 96 always always ADV bracis-19094 52 97 the the DET bracis-19094 52 98 same same ADJ bracis-19094 52 99 pos pos NOUN bracis-19094 52 100 tag tag NOUN bracis-19094 52 101 classes class NOUN bracis-19094 52 102 , , PUNCT bracis-19094 52 103 which which PRON bracis-19094 52 104 include include VERB bracis-19094 52 105 : : PUNCT bracis-19094 52 106 mwes mwe NOUN bracis-19094 52 107 acting act VERB bracis-19094 52 108 as as ADP bracis-19094 52 109 functional functional ADJ bracis-19094 52 110 words word NOUN bracis-19094 52 111 ; ; PUNCT bracis-19094 52 112 co co ADJ bracis-19094 52 113 - - ADJ bracis-19094 52 114 occurring occur VERB bracis-19094 52 115 functional functional ADJ bracis-19094 52 116 words word NOUN bracis-19094 52 117 that that PRON bracis-19094 52 118 in in ADP bracis-19094 52 119 isolation isolation NOUN bracis-19094 52 120 are be AUX bracis-19094 52 121 ambiguous ambiguous ADJ bracis-19094 52 122 , , PUNCT bracis-19094 52 123 but but CCONJ bracis-19094 52 124 together together ADV bracis-19094 52 125 become become VERB bracis-19094 52 126 non non ADJ bracis-19094 52 127 - - ADJ bracis-19094 52 128 ambiguous ambiguous ADJ bracis-19094 52 129 . . PUNCT bracis-19094 53 1 2.1 2.1 NUM bracis-19094 53 2 non non ADJ bracis-19094 53 3 - - ADJ bracis-19094 53 4 ambiguous ambiguous ADJ bracis-19094 53 5 single single ADJ bracis-19094 53 6 tokens token NOUN bracis-19094 53 7 for for ADP bracis-19094 53 8     SPACE bracis-19094 53 9 closed close VERB bracis-19094 53 10 pos pos NOUN bracis-19094 53 11 classes class NOUN bracis-19094 53 12 to to PART bracis-19094 53 13 establish establish VERB bracis-19094 53 14 this this DET bracis-19094 53 15 group group NOUN bracis-19094 53 16 , , PUNCT bracis-19094 53 17 we we PRON bracis-19094 53 18 started start VERB bracis-19094 53 19 listing list VERB bracis-19094 53 20 all all DET bracis-19094 53 21 tokens token NOUN bracis-19094 53 22 tagged tag VERB bracis-19094 53 23 to to ADP bracis-19094 53 24 each each PRON bracis-19094 53 25 of of ADP bracis-19094 53 26 the the DET bracis-19094 53 27 targeted target VERB bracis-19094 53 28 pos pos NOUN bracis-19094 53 29 classes class NOUN bracis-19094 53 30 ( ( PUNCT bracis-19094 53 31 adp adp PROPN bracis-19094 53 32 , , PUNCT bracis-19094 53 33 adv adv PROPN bracis-19094 53 34 , , PUNCT bracis-19094 53 35 cconj cconj PROPN bracis-19094 53 36 , , PUNCT bracis-19094 53 37 det det PROPN bracis-19094 53 38 , , PUNCT bracis-19094 53 39 num num PROPN bracis-19094 53 40 , , PUNCT bracis-19094 53 41 pron pron NOUN bracis-19094 53 42 and and CCONJ bracis-19094 53 43 sconj sconj NOUN bracis-19094 53 44 ) ) PUNCT bracis-19094 53 45 in in ADP bracis-19094 53 46 the the DET bracis-19094 53 47 bosque bosque PROPN bracis-19094 53 48 - - PUNCT bracis-19094 53 49 ud ud PROPN bracis-19094 53 50 corpus corpus PROPN bracis-19094 53 51     SPACE bracis-19094 54 1 [ [ X bracis-19094 54 2 14 14 NUM bracis-19094 54 3 ] ] PUNCT bracis-19094 54 4 , , PUNCT bracis-19094 54 5 and and CCONJ bracis-19094 54 6 the the DET bracis-19094 54 7 equivalent equivalent ADJ bracis-19094 54 8 tags tag NOUN bracis-19094 54 9 in in ADP bracis-19094 54 10 the the DET bracis-19094 54 11 macmorpho macmorpho NOUN bracis-19094 54 12 corpus corpus PROPN bracis-19094 54 13     SPACE bracis-19094 55 1 [ [ X bracis-19094 55 2 2 2 NUM bracis-19094 55 3 ] ] PUNCT bracis-19094 55 4 . . PUNCT bracis-19094 56 1 the the DET bracis-19094 56 2 lists list NOUN bracis-19094 56 3 for for ADP bracis-19094 56 4 each each DET bracis-19094 56 5 pos pos NOUN bracis-19094 56 6 class class NOUN bracis-19094 56 7 were be AUX bracis-19094 56 8 analyzed analyze VERB bracis-19094 56 9 and and CCONJ bracis-19094 56 10 inappropriate inappropriate ADJ bracis-19094 56 11 tokens token NOUN bracis-19094 56 12 were be AUX bracis-19094 56 13 removed remove VERB bracis-19094 56 14 throughout throughout ADP bracis-19094 56 15 a a DET bracis-19094 56 16 manual manual ADJ bracis-19094 56 17 linguistic linguistic ADJ bracis-19094 56 18 analysis analysis NOUN bracis-19094 56 19 of of ADP bracis-19094 56 20 each each PRON bracis-19094 56 21 token token VERB bracis-19094 56 22 individually individually ADV bracis-19094 56 23 . . PUNCT bracis-19094 57 1 similarly similarly ADV bracis-19094 57 2 , , PUNCT bracis-19094 57 3 some some DET bracis-19094 57 4 tokens token NOUN bracis-19094 57 5 were be AUX bracis-19094 57 6 added add VERB bracis-19094 57 7 to to ADP bracis-19094 57 8 the the DET bracis-19094 57 9 lists list NOUN bracis-19094 57 10 , , PUNCT bracis-19094 57 11 despite despite SCONJ bracis-19094 57 12 not not PART bracis-19094 57 13 being be AUX bracis-19094 57 14 found find VERB bracis-19094 57 15 in in ADP bracis-19094 57 16 the the DET bracis-19094 57 17 corpora corpora NOUN bracis-19094 57 18 above above SCONJ bracis-19094 57 19 mentioned mention VERB bracis-19094 57 20 . . PUNCT bracis-19094 58 1 this this PRON bracis-19094 58 2 was be AUX bracis-19094 58 3 the the DET bracis-19094 58 4 case case NOUN bracis-19094 58 5 of of ADP bracis-19094 58 6 ordinal ordinal ADJ bracis-19094 58 7 and and CCONJ bracis-19094 58 8 cardinal cardinal ADJ bracis-19094 58 9 numerals numeral NOUN bracis-19094 58 10 , , PUNCT bracis-19094 58 11 additional additional ADJ bracis-19094 58 12 forms form NOUN bracis-19094 58 13 of of ADP bracis-19094 58 14 auxiliary auxiliary ADJ bracis-19094 58 15 verbs verbs PROPN bracis-19094 58 16 ( ( PUNCT bracis-19094 58 17 ser ser NOUN bracis-19094 58 18 and and CCONJ bracis-19094 58 19 estar estar ADJ bracis-19094 58 20 ) ) PUNCT bracis-19094 58 21 , , PUNCT bracis-19094 58 22 and and CCONJ bracis-19094 58 23 functional functional ADJ bracis-19094 58 24 rare rare ADJ bracis-19094 58 25 words word NOUN bracis-19094 58 26 , , PUNCT bracis-19094 58 27 as as ADP bracis-19094 58 28 the the DET bracis-19094 58 29 adverb adverb NOUN bracis-19094 58 30 adentro adentro NOUN bracis-19094 58 31 ( ( PUNCT bracis-19094 58 32 “ " PUNCT bracis-19094 58 33 inwards inward NOUN bracis-19094 58 34 ” " PUNCT bracis-19094 58 35 ) ) PUNCT bracis-19094 58 36 . . PUNCT bracis-19094 59 1 table table NOUN bracis-19094 59 2     SPACE bracis-19094 59 3 1 1 NUM bracis-19094 59 4 presents present VERB bracis-19094 59 5 the the DET bracis-19094 59 6 overall overall ADJ bracis-19094 59 7 number number NOUN bracis-19094 59 8 of of ADP bracis-19094 59 9 listed list VERB bracis-19094 59 10 tokens token NOUN bracis-19094 59 11 and and CCONJ bracis-19094 59 12 the the DET bracis-19094 59 13 final final ADJ bracis-19094 59 14 number number NOUN bracis-19094 59 15 of of ADP bracis-19094 59 16 tokens token NOUN bracis-19094 59 17 retained retain VERB bracis-19094 59 18 for for ADP bracis-19094 59 19 each each DET bracis-19094 59 20 class class NOUN bracis-19094 59 21 . . PUNCT bracis-19094 60 1 in in ADP bracis-19094 60 2 this this DET bracis-19094 60 3 table table NOUN bracis-19094 60 4 , , PUNCT bracis-19094 60 5 only only ADV bracis-19094 60 6 the the DET bracis-19094 60 7 tokens token NOUN bracis-19094 60 8 for for ADP bracis-19094 60 9 ordinal ordinal ADJ bracis-19094 60 10 numerals numeral NOUN bracis-19094 60 11 ( ( PUNCT bracis-19094 60 12 annotated annotate VERB bracis-19094 60 13 as as ADP bracis-19094 60 14 adj adj PROPN bracis-19094 60 15 in in ADP bracis-19094 60 16 ud ud PROPN bracis-19094 60 17 ) ) PUNCT bracis-19094 60 18 are be AUX bracis-19094 60 19 absent absent ADJ bracis-19094 60 20 , , PUNCT bracis-19094 60 21 since since SCONJ bracis-19094 60 22 they they PRON bracis-19094 60 23 were be AUX bracis-19094 60 24 not not PART bracis-19094 60 25 searched search VERB bracis-19094 60 26 in in ADP bracis-19094 60 27 the the DET bracis-19094 60 28 bosque bosque PROPN bracis-19094 60 29 - - PUNCT bracis-19094 60 30 ud ud PROPN bracis-19094 60 31 and and CCONJ bracis-19094 60 32 macmorpho macmorpho VERB bracis-19094 60 33 as as SCONJ bracis-19094 60 34 they they PRON bracis-19094 60 35 are be AUX bracis-19094 60 36 not not PART bracis-19094 60 37 distinguishable distinguishable ADJ bracis-19094 60 38 from from ADP bracis-19094 60 39 other other ADJ bracis-19094 60 40 open open ADJ bracis-19094 60 41 class class NOUN bracis-19094 60 42 adjectives adjective NOUN bracis-19094 60 43 ( ( PUNCT bracis-19094 60 44 all all DET bracis-19094 60 45 these these DET bracis-19094 60 46 tokens token NOUN bracis-19094 60 47 were be AUX bracis-19094 60 48 added add VERB bracis-19094 60 49 by by ADP bracis-19094 60 50 the the DET bracis-19094 60 51 linguistic linguistic ADJ bracis-19094 60 52 analysis analysis NOUN bracis-19094 60 53 only only ADV bracis-19094 60 54 ) ) PUNCT bracis-19094 60 55 . . PUNCT bracis-19094 61 1 table table NOUN bracis-19094 61 2 1 1 NUM bracis-19094 61 3 . . PUNCT bracis-19094 62 1 tokens token NOUN bracis-19094 62 2 for for ADP bracis-19094 62 3 closed closed ADJ bracis-19094 62 4 pos pos NOUN bracis-19094 62 5 classes.full classes.full NOUN bracis-19094 62 6 size size NOUN bracis-19094 62 7 table table NOUN bracis-19094 62 8 the the DET bracis-19094 62 9 main main ADJ bracis-19094 62 10 reason reason NOUN bracis-19094 62 11 for for ADP bracis-19094 62 12 a a DET bracis-19094 62 13 token token ADJ bracis-19094 62 14 being be AUX bracis-19094 62 15 considered consider VERB bracis-19094 62 16 inappropriate inappropriate ADJ bracis-19094 62 17 was be AUX bracis-19094 62 18 misannotation misannotation NOUN bracis-19094 62 19 due due ADJ bracis-19094 62 20 to to ADP bracis-19094 62 21 different different ADJ bracis-19094 62 22 annotation annotation NOUN bracis-19094 62 23 principles principle NOUN bracis-19094 62 24 . . PUNCT bracis-19094 63 1 an an DET bracis-19094 63 2 example example NOUN bracis-19094 63 3 of of ADP bracis-19094 63 4 such such ADJ bracis-19094 63 5 difference difference NOUN bracis-19094 63 6 of of ADP bracis-19094 63 7 annotation annotation NOUN bracis-19094 63 8 principles principle NOUN bracis-19094 63 9 can can AUX bracis-19094 63 10 be be AUX bracis-19094 63 11 found find VERB bracis-19094 63 12 in in ADP bracis-19094 63 13 macmorpho macmorpho NOUN bracis-19094 63 14 corpus corpus PROPN bracis-19094 63 15 , , PUNCT bracis-19094 63 16 where where SCONJ bracis-19094 63 17 several several ADJ bracis-19094 63 18 mwes mwe NOUN bracis-19094 63 19 , , PUNCT bracis-19094 63 20 acting act VERB bracis-19094 63 21 as as ADP bracis-19094 63 22 functional functional ADJ bracis-19094 63 23 words word NOUN bracis-19094 63 24 , , PUNCT bracis-19094 63 25 were be AUX bracis-19094 63 26 tagged tag VERB bracis-19094 63 27 as as ADP bracis-19094 63 28 a a DET bracis-19094 63 29 whole whole NOUN bracis-19094 63 30 and and CCONJ bracis-19094 63 31 not not PART bracis-19094 63 32 by by ADP bracis-19094 63 33 the the DET bracis-19094 63 34 words word NOUN bracis-19094 63 35 that that PRON bracis-19094 63 36 compose compose VERB bracis-19094 63 37 them they PRON bracis-19094 63 38 . . PUNCT bracis-19094 64 1 this this PRON bracis-19094 64 2 is be AUX bracis-19094 64 3 the the DET bracis-19094 64 4 case case NOUN bracis-19094 64 5 of of ADP bracis-19094 64 6 the the DET bracis-19094 64 7 por por NOUN bracis-19094 64 8 fim fim NOUN bracis-19094 64 9 expression expression NOUN bracis-19094 64 10 that that PRON bracis-19094 64 11 is be AUX bracis-19094 64 12 tagged tag VERB bracis-19094 64 13 in in ADP bracis-19094 64 14 macmorpho macmorpho NOUN bracis-19094 64 15 by by ADP bracis-19094 64 16 assigning assign VERB bracis-19094 64 17 a a DET bracis-19094 64 18 tag tag NOUN bracis-19094 64 19 adv adv INTJ bracis-19094 64 20 to to PART bracis-19094 64 21 por por VERB bracis-19094 64 22 and and CCONJ bracis-19094 64 23 another another DET bracis-19094 64 24 tag tag NOUN bracis-19094 64 25 adv adv INTJ bracis-19094 64 26 to to PART bracis-19094 64 27 fim fim VERB bracis-19094 64 28 , , PUNCT bracis-19094 64 29 since since SCONJ bracis-19094 64 30 this this DET bracis-19094 64 31 expression expression NOUN bracis-19094 64 32 plays play VERB bracis-19094 64 33 the the DET bracis-19094 64 34 role role NOUN bracis-19094 64 35 of of ADP bracis-19094 64 36 an an DET bracis-19094 64 37 adverb adverb NOUN bracis-19094 64 38 ( ( PUNCT bracis-19094 64 39 this this DET bracis-19094 64 40 expression expression NOUN bracis-19094 64 41 can can AUX bracis-19094 64 42 be be AUX bracis-19094 64 43 translated translate VERB bracis-19094 64 44 into into ADP bracis-19094 64 45 english english PROPN bracis-19094 64 46 as as ADP bracis-19094 64 47 “ " PUNCT bracis-19094 64 48 finally finally ADV bracis-19094 64 49 ” " PUNCT bracis-19094 64 50 ) ) PUNCT bracis-19094 64 51 . . PUNCT bracis-19094 65 1 however however ADV bracis-19094 65 2 , , PUNCT bracis-19094 65 3 according accord VERB bracis-19094 65 4 to to ADP bracis-19094 65 5 the the DET bracis-19094 65 6 ud ud PROPN bracis-19094 65 7 guidelines guideline NOUN bracis-19094 65 8 , , PUNCT bracis-19094 65 9 each each DET bracis-19094 65 10 token token VERB bracis-19094 65 11 has have VERB bracis-19094 65 12 to to PART bracis-19094 65 13 be be AUX bracis-19094 65 14 tagged tag VERB bracis-19094 65 15 individually individually ADV bracis-19094 65 16 , , PUNCT bracis-19094 65 17 not not PART bracis-19094 65 18 considering consider VERB bracis-19094 65 19 mwes mwe NOUN bracis-19094 65 20 . . PUNCT bracis-19094 66 1 following follow VERB bracis-19094 66 2 this this DET bracis-19094 66 3 principle principle NOUN bracis-19094 66 4 , , PUNCT bracis-19094 66 5 por por NOUN bracis-19094 66 6 will will AUX bracis-19094 66 7 be be AUX bracis-19094 66 8 clearly clearly ADV bracis-19094 66 9 tagged tag VERB bracis-19094 66 10 as as ADP bracis-19094 66 11 an an DET bracis-19094 66 12 adposition adposition NOUN bracis-19094 66 13 ( ( PUNCT bracis-19094 66 14 prep prep NOUN bracis-19094 66 15 in in ADP bracis-19094 66 16 macmorpho macmorpho NOUN bracis-19094 66 17 tagset tagset NOUN bracis-19094 66 18 , , PUNCT bracis-19094 66 19 adp adp PROPN bracis-19094 66 20 in in ADP bracis-19094 66 21 ud ud ADV bracis-19094 66 22 tagset tagset NOUN bracis-19094 66 23 ) ) PUNCT bracis-19094 66 24 . . PUNCT bracis-19094 67 1 therefore therefore ADV bracis-19094 67 2 , , PUNCT bracis-19094 67 3 the the DET bracis-19094 67 4 tokens token NOUN bracis-19094 67 5 por por VERB bracis-19094 67 6 and and CCONJ bracis-19094 67 7 fim fim NOUN bracis-19094 67 8 were be AUX bracis-19094 67 9 removed remove VERB bracis-19094 67 10 from from ADP bracis-19094 67 11 the the DET bracis-19094 67 12 list list NOUN bracis-19094 67 13 of of ADP bracis-19094 67 14 adv adv PROPN bracis-19094 67 15 despite despite SCONJ bracis-19094 67 16 appearing appear VERB bracis-19094 67 17 as as ADP bracis-19094 67 18 such such ADJ bracis-19094 67 19 in in ADP bracis-19094 67 20 the the DET bracis-19094 67 21 macmorpho macmorpho NOUN bracis-19094 67 22 corpus corpus NOUN bracis-19094 67 23 . . PUNCT bracis-19094 68 1 this this PRON bracis-19094 68 2 is be AUX bracis-19094 68 3 exemplified exemplify VERB bracis-19094 68 4 in in ADP bracis-19094 68 5 the the DET bracis-19094 68 6 sentence sentence NOUN bracis-19094 68 7 of of ADP bracis-19094 68 8 fig fig NOUN bracis-19094 68 9 . . PUNCT bracis-19094 68 10     SPACE bracis-19094 69 1 1 1 NUM bracis-19094 69 2 . . PUNCT bracis-19094 69 3 fig fig NOUN bracis-19094 69 4 . . PUNCT bracis-19094 70 1 1 1 NUM bracis-19094 70 2 . . X bracis-19094 70 3 example example NOUN bracis-19094 70 4 of of ADP bracis-19094 70 5 the the DET bracis-19094 70 6 difference difference NOUN bracis-19094 70 7 between between ADP bracis-19094 70 8 macmorpho macmorpho NOUN bracis-19094 70 9 and and CCONJ bracis-19094 70 10 ud ud ADP bracis-19094 70 11 annotation annotation NOUN bracis-19094 70 12 principles principle NOUN bracis-19094 70 13 . . PUNCT bracis-19094 71 1 full full ADJ bracis-19094 71 2 size size NOUN bracis-19094 71 3 image image NOUN bracis-19094 71 4 the the DET bracis-19094 71 5 next next ADJ bracis-19094 71 6 step step NOUN bracis-19094 71 7 was be AUX bracis-19094 71 8 to to AUX bracis-19094 71 9 cross cross VERB bracis-19094 71 10 - - VERB bracis-19094 71 11 analyze analyze VERB bracis-19094 71 12 the the DET bracis-19094 71 13 lists list NOUN bracis-19094 71 14 among among ADP bracis-19094 71 15 themselves themselves PRON bracis-19094 71 16 . . PUNCT bracis-19094 72 1 for for ADP bracis-19094 72 2 example example NOUN bracis-19094 72 3 , , PUNCT bracis-19094 72 4 the the DET bracis-19094 72 5 token token VERB bracis-19094 72 6 se se PROPN bracis-19094 72 7 can can AUX bracis-19094 72 8 be be AUX bracis-19094 72 9 found find VERB bracis-19094 72 10 in in ADP bracis-19094 72 11 the the DET bracis-19094 72 12 pron pron NOUN bracis-19094 72 13 and and CCONJ bracis-19094 72 14 sconj sconj NOUN bracis-19094 72 15 lists list NOUN bracis-19094 72 16 , , PUNCT bracis-19094 72 17 and and CCONJ bracis-19094 72 18 , , PUNCT bracis-19094 72 19 therefore therefore ADV bracis-19094 72 20 , , PUNCT bracis-19094 72 21 it it PRON bracis-19094 72 22 was be AUX bracis-19094 72 23 considered consider VERB bracis-19094 72 24 an an DET bracis-19094 72 25 ambiguous ambiguous ADJ bracis-19094 72 26 token token NOUN bracis-19094 72 27 regarding regard VERB bracis-19094 72 28 the the DET bracis-19094 72 29 pos pos NOUN bracis-19094 72 30 tag tag NOUN bracis-19094 72 31 . . PUNCT bracis-19094 73 1 in in ADP bracis-19094 73 2 english english PROPN bracis-19094 73 3 , , PUNCT bracis-19094 73 4 se se PROPN bracis-19094 73 5 could could AUX bracis-19094 73 6 be be AUX bracis-19094 73 7 translated translate VERB bracis-19094 73 8 to to ADP bracis-19094 73 9 “ " PUNCT bracis-19094 73 10 yourself yourself PRON bracis-19094 73 11 ” " PUNCT bracis-19094 73 12 for for ADP bracis-19094 73 13 pron pron NOUN bracis-19094 73 14 or or CCONJ bracis-19094 73 15 to to PART bracis-19094 73 16 “ " PUNCT bracis-19094 73 17 if if SCONJ bracis-19094 73 18 ” " PUNCT bracis-19094 73 19 for for ADP bracis-19094 73 20 sconj sconj NOUN bracis-19094 73 21 . . PUNCT bracis-19094 74 1 figure figure NOUN bracis-19094 74 2     SPACE bracis-19094 74 3 2 2 NUM bracis-19094 74 4 exemplifies exemplify VERB bracis-19094 74 5 two two NUM bracis-19094 74 6 sentences sentence NOUN bracis-19094 74 7 where where SCONJ bracis-19094 74 8 the the DET bracis-19094 74 9 se se PROPN bracis-19094 74 10 token token PROPN bracis-19094 74 11 is be AUX bracis-19094 74 12 employed employ VERB bracis-19094 74 13 either either DET bracis-19094 74 14 way way NOUN bracis-19094 74 15 . . PUNCT bracis-19094 75 1 fig fig NOUN bracis-19094 75 2 . . PUNCT bracis-19094 76 1 2 2 NUM bracis-19094 76 2 . . NOUN bracis-19094 76 3 example example NOUN bracis-19094 76 4 of of ADP bracis-19094 76 5 ambiguous ambiguous ADJ bracis-19094 76 6 token token VERB bracis-19094 76 7 within within ADP bracis-19094 76 8 closed closed ADJ bracis-19094 76 9 pos pos NOUN bracis-19094 76 10 classes class NOUN bracis-19094 76 11 ( ( PUNCT bracis-19094 76 12 pron pron NOUN bracis-19094 76 13 and and CCONJ bracis-19094 76 14 sconj sconj NOUN bracis-19094 76 15 ) ) PUNCT bracis-19094 76 16 . . PUNCT bracis-19094 77 1 full full ADJ bracis-19094 77 2 size size NOUN bracis-19094 77 3 image image NOUN bracis-19094 77 4 after after ADP bracis-19094 77 5 crossing cross VERB bracis-19094 77 6 the the DET bracis-19094 77 7 tokens token NOUN bracis-19094 77 8 for for ADP bracis-19094 77 9 the the DET bracis-19094 77 10 closed closed ADJ bracis-19094 77 11 pos pos NOUN bracis-19094 77 12 tag tag NOUN bracis-19094 77 13 classes class NOUN bracis-19094 77 14 , , PUNCT bracis-19094 77 15 each each DET bracis-19094 77 16 token token VERB bracis-19094 77 17 was be AUX bracis-19094 77 18 also also ADV bracis-19094 77 19 individually individually ADV bracis-19094 77 20 analyzed analyze VERB bracis-19094 77 21 in in ADP bracis-19094 77 22 relation relation NOUN bracis-19094 77 23 to to ADP bracis-19094 77 24 its its PRON bracis-19094 77 25 other other ADJ bracis-19094 77 26 possible possible ADJ bracis-19094 77 27 open open ADJ bracis-19094 77 28 classes class NOUN bracis-19094 77 29 . . PUNCT bracis-19094 78 1 for for ADP bracis-19094 78 2 example example NOUN bracis-19094 78 3 , , PUNCT bracis-19094 78 4 the the DET bracis-19094 78 5 token token ADJ bracis-19094 78 6 entre entre NOUN bracis-19094 78 7 can can AUX bracis-19094 78 8 be be AUX bracis-19094 78 9 an an DET bracis-19094 78 10 adp adp PROPN bracis-19094 78 11 , , PUNCT bracis-19094 78 12 but but CCONJ bracis-19094 78 13 also also ADV bracis-19094 78 14 a a DET bracis-19094 78 15 conjugation conjugation NOUN bracis-19094 78 16 of of ADP bracis-19094 78 17 the the DET bracis-19094 78 18 verb verb NOUN bracis-19094 78 19 entrar entrar NOUN bracis-19094 78 20 ( ( PUNCT bracis-19094 78 21 therefore therefore ADV bracis-19094 78 22 , , PUNCT bracis-19094 78 23 a a DET bracis-19094 78 24 verb verb NOUN bracis-19094 78 25 ) ) PUNCT bracis-19094 78 26 . . PUNCT bracis-19094 79 1 in in ADP bracis-19094 79 2 english english PROPN bracis-19094 79 3 entre entre PROPN bracis-19094 79 4 could could AUX bracis-19094 79 5 be be AUX bracis-19094 79 6 translated translate VERB bracis-19094 79 7 to to ADP bracis-19094 79 8 “ " PUNCT bracis-19094 79 9 between between ADP bracis-19094 79 10 ” " PUNCT bracis-19094 79 11 for for ADP bracis-19094 79 12 adp adp PROPN bracis-19094 79 13 or or CCONJ bracis-19094 79 14 to to PART bracis-19094 79 15 “ " PUNCT bracis-19094 79 16 enter enter VERB bracis-19094 79 17 ” " PUNCT bracis-19094 79 18 for for ADP bracis-19094 79 19 verb verb NOUN bracis-19094 79 20 . . PUNCT bracis-19094 80 1 figure figure NOUN bracis-19094 80 2     SPACE bracis-19094 80 3 3 3 NUM bracis-19094 80 4 presents present VERB bracis-19094 80 5 two two NUM bracis-19094 80 6 sentences sentence NOUN bracis-19094 80 7 where where SCONJ bracis-19094 80 8 entre entre PROPN bracis-19094 80 9 token token PROPN bracis-19094 80 10 is be AUX bracis-19094 80 11 employed employ VERB bracis-19094 80 12 both both DET bracis-19094 80 13 ways way NOUN bracis-19094 80 14 . . PUNCT bracis-19094 81 1 after after ADP bracis-19094 81 2 all all DET bracis-19094 81 3 those those DET bracis-19094 81 4 analyses analysis NOUN bracis-19094 81 5 , , PUNCT bracis-19094 81 6 it it PRON bracis-19094 81 7 was be AUX bracis-19094 81 8 possible possible ADJ bracis-19094 81 9 to to PART bracis-19094 81 10 identify identify VERB bracis-19094 81 11 all all DET bracis-19094 81 12 single single ADJ bracis-19094 81 13 tokens token NOUN bracis-19094 81 14 for for ADP bracis-19094 81 15 the the DET bracis-19094 81 16 target target NOUN bracis-19094 81 17 closed close VERB bracis-19094 81 18 pos pos NOUN bracis-19094 81 19 classes class NOUN bracis-19094 81 20 , , PUNCT bracis-19094 81 21 as as ADV bracis-19094 81 22 well well ADV bracis-19094 81 23 as as ADP bracis-19094 81 24 which which PRON bracis-19094 81 25 ones one NOUN bracis-19094 81 26 are be AUX bracis-19094 81 27 ambiguous ambiguous ADJ bracis-19094 81 28 or or CCONJ bracis-19094 81 29 not not PART bracis-19094 81 30 . . PUNCT bracis-19094 82 1 tables table NOUN bracis-19094 82 2     SPACE bracis-19094 82 3 2 2 NUM bracis-19094 82 4 and and CCONJ bracis-19094 82 5 3 3 NUM bracis-19094 82 6 indicate indicate VERB bracis-19094 82 7 the the DET bracis-19094 82 8 non non ADJ bracis-19094 82 9 - - ADJ bracis-19094 82 10 ambiguous ambiguous ADJ bracis-19094 82 11 tokens token NOUN bracis-19094 82 12 in in ADP bracis-19094 82 13 bold bold ADJ bracis-19094 82 14 face face NOUN bracis-19094 82 15 ( ( PUNCT bracis-19094 82 16 269 269 NUM bracis-19094 82 17 tokens token NOUN bracis-19094 82 18 ) ) PUNCT bracis-19094 82 19 and and CCONJ bracis-19094 82 20 the the DET bracis-19094 82 21 ambiguous ambiguous ADJ bracis-19094 82 22 ones one NOUN bracis-19094 82 23 in in ADP bracis-19094 82 24 italic italic ADJ bracis-19094 82 25 . . PUNCT bracis-19094 83 1 table table NOUN bracis-19094 83 2 2 2 NUM bracis-19094 83 3 . . PUNCT bracis-19094 84 1 tokens token NOUN bracis-19094 84 2 of of ADP bracis-19094 84 3 closed closed ADJ bracis-19094 84 4 pos pos NOUN bracis-19094 84 5 classes.full classes.full NOUN bracis-19094 84 6 size size NOUN bracis-19094 84 7 table table NOUN bracis-19094 84 8 fig fig NOUN bracis-19094 84 9 . . PUNCT bracis-19094 85 1 3 3 X bracis-19094 85 2 . . NOUN bracis-19094 85 3 example example NOUN bracis-19094 85 4 of of ADP bracis-19094 85 5 ambiguous ambiguous ADJ bracis-19094 85 6 token token VERB bracis-19094 85 7 within within ADP bracis-19094 85 8 a a DET bracis-19094 85 9 closed closed ADJ bracis-19094 85 10 class class NOUN bracis-19094 85 11 ( ( PUNCT bracis-19094 85 12 adp adp PROPN bracis-19094 85 13 ) ) PUNCT bracis-19094 85 14 and and CCONJ bracis-19094 85 15 as as ADP bracis-19094 85 16 an an DET bracis-19094 85 17 open open ADJ bracis-19094 85 18 class class NOUN bracis-19094 85 19 pos pos NOUN bracis-19094 85 20 tag tag NOUN bracis-19094 85 21 ( ( PUNCT bracis-19094 85 22 verb verb NOUN bracis-19094 85 23 ) ) PUNCT bracis-19094 85 24 . . PUNCT bracis-19094 86 1 full full ADJ bracis-19094 86 2 size size NOUN bracis-19094 86 3 image image NOUN bracis-19094 86 4 table table NOUN bracis-19094 86 5 3 3 NUM bracis-19094 86 6 . . PUNCT bracis-19094 86 7 tokens token NOUN bracis-19094 86 8 of of ADP bracis-19094 86 9 closed close VERB bracis-19094 86 10 pos pos NOUN bracis-19094 86 11 classes class NOUN bracis-19094 86 12 ( ( PUNCT bracis-19094 86 13 cont.).full cont.).full NOUN bracis-19094 86 14 size size NOUN bracis-19094 86 15 table table NOUN bracis-19094 86 16 2.2 2.2 NUM bracis-19094 86 17 non non ADJ bracis-19094 86 18 - - ADJ bracis-19094 86 19 ambiguous ambiguous ADJ bracis-19094 86 20 co co ADJ bracis-19094 86 21 - - ADJ bracis-19094 86 22 occurring occurring ADJ bracis-19094 86 23 tokens token NOUN bracis-19094 86 24 the the DET bracis-19094 86 25 process process NOUN bracis-19094 86 26 to to PART bracis-19094 86 27 obtain obtain VERB bracis-19094 86 28 the the DET bracis-19094 86 29 group group NOUN bracis-19094 86 30 of of ADP bracis-19094 86 31 co co ADJ bracis-19094 86 32 - - ADJ bracis-19094 86 33 occurring occurring ADJ bracis-19094 86 34 tokens token NOUN bracis-19094 86 35 to to PART bracis-19094 86 36 be be AUX bracis-19094 86 37 considered consider VERB bracis-19094 86 38 in in ADP bracis-19094 86 39 our our PRON bracis-19094 86 40 technique technique NOUN bracis-19094 86 41 was be AUX bracis-19094 86 42 somewhat somewhat ADV bracis-19094 86 43 similar similar ADJ bracis-19094 86 44 to to ADP bracis-19094 86 45 the the DET bracis-19094 86 46 one one NOUN bracis-19094 86 47 for for ADP bracis-19094 86 48 single single ADJ bracis-19094 86 49 tokens token NOUN bracis-19094 86 50 of of ADP bracis-19094 86 51 closed closed ADJ bracis-19094 86 52 pos pos NOUN bracis-19094 86 53 classes class NOUN bracis-19094 86 54 . . PUNCT bracis-19094 87 1 we we PRON bracis-19094 87 2 started start VERB bracis-19094 87 3 by by ADP bracis-19094 87 4 searching search VERB bracis-19094 87 5 in in ADP bracis-19094 87 6 the the DET bracis-19094 87 7 available available ADJ bracis-19094 87 8 corpora corpora VERB bracis-19094 87 9 the the DET bracis-19094 87 10 occurrences occurrence NOUN bracis-19094 87 11 of of ADP bracis-19094 87 12 a a DET bracis-19094 87 13 list list NOUN bracis-19094 87 14 of of ADP bracis-19094 87 15 functional functional ADJ bracis-19094 87 16 expressions expression NOUN bracis-19094 87 17 that that PRON bracis-19094 87 18 are be AUX bracis-19094 87 19 commonly commonly ADV bracis-19094 87 20 employed employ VERB bracis-19094 87 21 in in ADP bracis-19094 87 22 portuguese portuguese PROPN bracis-19094 87 23 such such ADJ bracis-19094 87 24 as as ADP bracis-19094 87 25 mwes mwe NOUN bracis-19094 87 26 acting act VERB bracis-19094 87 27 as as ADP bracis-19094 87 28 functional functional ADJ bracis-19094 87 29 words word NOUN bracis-19094 87 30 , , PUNCT bracis-19094 87 31 as as ADP bracis-19094 87 32 the the DET bracis-19094 87 33 prepositional prepositional ADJ bracis-19094 87 34 phrase phrase NOUN bracis-19094 87 35 de de PROPN bracis-19094 87 36 acordo acordo PROPN bracis-19094 87 37 com com NOUN bracis-19094 87 38 ( ( PUNCT bracis-19094 87 39 “ " PUNCT bracis-19094 87 40 according accord VERB bracis-19094 87 41 to to ADP bracis-19094 87 42 ” " PUNCT bracis-19094 87 43 ) ) PUNCT bracis-19094 87 44 . . PUNCT bracis-19094 88 1 this this DET bracis-19094 88 2 list list NOUN bracis-19094 88 3 was be AUX bracis-19094 88 4 suggested suggest VERB bracis-19094 88 5 by by ADP bracis-19094 88 6 a a DET bracis-19094 88 7 linguist linguist NOUN bracis-19094 88 8 dedicated dedicate VERB bracis-19094 88 9 to to ADP bracis-19094 88 10 annotating annotate VERB bracis-19094 88 11 a a DET bracis-19094 88 12 corpus corpus NOUN bracis-19094 88 13 following follow VERB bracis-19094 88 14 ud ud ADP bracis-19094 88 15 guidelines guideline NOUN bracis-19094 88 16 and and CCONJ bracis-19094 88 17 it it PRON bracis-19094 88 18 includes include VERB bracis-19094 88 19 highly highly ADV bracis-19094 88 20 frequent frequent ADJ bracis-19094 88 21 functional functional ADJ bracis-19094 88 22 expressions expression NOUN bracis-19094 88 23 such such ADJ bracis-19094 88 24 as as ADP bracis-19094 88 25 desde desde PROPN bracis-19094 88 26 que que X bracis-19094 88 27 ( ( PUNCT bracis-19094 88 28 “ " PUNCT bracis-19094 88 29 since since SCONJ bracis-19094 88 30 ” " PUNCT bracis-19094 88 31 ) ) PUNCT bracis-19094 88 32 , , PUNCT bracis-19094 88 33 annotated annotate VERB bracis-19094 88 34 as as ADP bracis-19094 88 35 adp adp PROPN bracis-19094 88 36 sconj sconj PROPN bracis-19094 88 37 , , PUNCT bracis-19094 88 38 and and CCONJ bracis-19094 88 39 mais mais X bracis-19094 88 40 ou ou X bracis-19094 88 41 menos menos PROPN bracis-19094 88 42 ( ( PUNCT bracis-19094 88 43 “ " PUNCT bracis-19094 88 44 more more ADJ bracis-19094 88 45 or or CCONJ bracis-19094 88 46 less less ADJ bracis-19094 88 47 ” " PUNCT bracis-19094 88 48 ) ) PUNCT bracis-19094 88 49 , , PUNCT bracis-19094 88 50 annotated annotate VERB bracis-19094 88 51 as as ADP bracis-19094 88 52 adv adv PROPN bracis-19094 88 53 cconj cconj PROPN bracis-19094 88 54 adv adv PROPN bracis-19094 88 55 . . PUNCT bracis-19094 89 1 the the DET bracis-19094 89 2 linguistic linguistic ADJ bracis-19094 89 3 analysis analysis NOUN bracis-19094 89 4 filtered filter VERB bracis-19094 89 5 out out ADP bracis-19094 89 6 those those DET bracis-19094 89 7 expressions expression NOUN bracis-19094 89 8 that that PRON bracis-19094 89 9 appeared appear VERB bracis-19094 89 10 with with ADP bracis-19094 89 11 different different ADJ bracis-19094 89 12 sets set NOUN bracis-19094 89 13 of of ADP bracis-19094 89 14 pos pos NOUN bracis-19094 89 15 tags tag NOUN bracis-19094 89 16 in in ADP bracis-19094 89 17 the the DET bracis-19094 89 18 corpora corpus NOUN bracis-19094 89 19 . . PUNCT bracis-19094 90 1 in in ADP bracis-19094 90 2 other other ADJ bracis-19094 90 3 words word NOUN bracis-19094 90 4 , , PUNCT bracis-19094 90 5 expressions expression NOUN bracis-19094 90 6 that that PRON bracis-19094 90 7 need need VERB bracis-19094 90 8 context context NOUN bracis-19094 90 9 to to PART bracis-19094 90 10 be be AUX bracis-19094 90 11 disambiguated disambiguate VERB bracis-19094 90 12 were be AUX bracis-19094 90 13 disregarded disregard VERB bracis-19094 90 14 . . PUNCT bracis-19094 91 1 the the DET bracis-19094 91 2 goal goal NOUN bracis-19094 91 3 was be AUX bracis-19094 91 4 to to PART bracis-19094 91 5 determine determine VERB bracis-19094 91 6 once once ADV bracis-19094 91 7 more more ADJ bracis-19094 91 8 if if SCONJ bracis-19094 91 9 that that PRON bracis-19094 91 10 was be AUX bracis-19094 91 11 an an DET bracis-19094 91 12 ambiguity ambiguity NOUN bracis-19094 91 13 due due ADP bracis-19094 91 14 to to AUX bracis-19094 91 15 context context NOUN bracis-19094 91 16 or or CCONJ bracis-19094 91 17 just just ADV bracis-19094 91 18 a a DET bracis-19094 91 19 misannotation misannotation NOUN bracis-19094 91 20 due due ADP bracis-19094 91 21 to to ADP bracis-19094 91 22 different different ADJ bracis-19094 91 23 annotation annotation NOUN bracis-19094 91 24 principles principle NOUN bracis-19094 91 25 . . PUNCT bracis-19094 92 1 table table NOUN bracis-19094 92 2     SPACE bracis-19094 92 3 4 4 NUM bracis-19094 92 4 shows show VERB bracis-19094 92 5 some some DET bracis-19094 92 6 examples example NOUN bracis-19094 92 7 of of ADP bracis-19094 92 8 non non ADJ bracis-19094 92 9 - - ADJ bracis-19094 92 10 ambiguous ambiguous ADJ bracis-19094 92 11 expressions expression NOUN bracis-19094 92 12 and and CCONJ bracis-19094 92 13 co co VERB bracis-19094 92 14 - - ADJ bracis-19094 92 15 occurring occurring ADJ bracis-19094 92 16 tokens token NOUN bracis-19094 92 17 with with ADP bracis-19094 92 18 their their PRON bracis-19094 92 19 respective respective ADJ bracis-19094 92 20 tags tag NOUN bracis-19094 92 21 and and CCONJ bracis-19094 92 22 number number NOUN bracis-19094 92 23 of of ADP bracis-19094 92 24 occurrences occurrence NOUN bracis-19094 92 25 in in ADP bracis-19094 92 26 the the DET bracis-19094 92 27 bosque bosque PROPN bracis-19094 92 28 - - PUNCT bracis-19094 92 29 ud ud PROPN bracis-19094 92 30 and and CCONJ bracis-19094 92 31 macmorpho macmorpho VERB bracis-19094 92 32 corpora corpora PROPN bracis-19094 92 33 . . PUNCT bracis-19094 93 1 table table NOUN bracis-19094 93 2 4 4 NUM bracis-19094 93 3 . . PUNCT bracis-19094 94 1 examples example NOUN bracis-19094 94 2 of of ADP bracis-19094 94 3 non non ADJ bracis-19094 94 4 - - ADJ bracis-19094 94 5 ambiguous ambiguous ADJ bracis-19094 94 6 co co ADJ bracis-19094 94 7 - - ADJ bracis-19094 94 8 occuring occuring ADJ bracis-19094 94 9 tokens token NOUN bracis-19094 94 10 and and CCONJ bracis-19094 94 11 respective respective ADJ bracis-19094 94 12 pos pos NOUN bracis-19094 94 13 tags tag NOUN bracis-19094 94 14 in in ADP bracis-19094 94 15 different different ADJ bracis-19094 94 16 corpora.full corpora.full NOUN bracis-19094 94 17 size size NOUN bracis-19094 94 18 table table NOUN bracis-19094 94 19 observing observe VERB bracis-19094 94 20 the the DET bracis-19094 94 21 expressions expression NOUN bracis-19094 94 22 in in ADP bracis-19094 94 23 table table NOUN bracis-19094 94 24     SPACE bracis-19094 94 25 4 4 NUM bracis-19094 94 26 , , PUNCT bracis-19094 94 27 we we PRON bracis-19094 94 28 have have VERB bracis-19094 94 29 simple simple ADJ bracis-19094 94 30 cases case NOUN bracis-19094 94 31 as as ADP bracis-19094 94 32 o o PROPN bracis-19094 94 33 bastante bastante NOUN bracis-19094 94 34 ( ( PUNCT bracis-19094 94 35 “ " PUNCT bracis-19094 94 36 enough enough ADJ bracis-19094 94 37 ” " PUNCT bracis-19094 94 38 ) ) PUNCT bracis-19094 94 39 , , PUNCT bracis-19094 94 40 where where SCONJ bracis-19094 94 41 all all DET bracis-19094 94 42 annotations annotation NOUN bracis-19094 94 43 converged converge VERB bracis-19094 94 44 to to ADP bracis-19094 94 45 the the DET bracis-19094 94 46 same same ADJ bracis-19094 94 47 tags tag NOUN bracis-19094 94 48 ( ( PUNCT bracis-19094 94 49 det det PROPN bracis-19094 94 50 adj adj PROPN bracis-19094 94 51 ) ) PUNCT bracis-19094 94 52 , , PUNCT bracis-19094 94 53 as as SCONJ bracis-19094 94 54 macmorpho macmorpho NOUN bracis-19094 94 55 uses use VERB bracis-19094 94 56 art art NOUN bracis-19094 94 57 for for ADP bracis-19094 94 58 article article NOUN bracis-19094 94 59 , , PUNCT bracis-19094 94 60 which which PRON bracis-19094 94 61 is be AUX bracis-19094 94 62 always always ADV bracis-19094 94 63 mapped map VERB bracis-19094 94 64 as as ADP bracis-19094 94 65 det det PROPN bracis-19094 94 66 in in ADP bracis-19094 94 67 ud ud PROPN bracis-19094 94 68 . . PUNCT bracis-19094 95 1 however however ADV bracis-19094 95 2 , , PUNCT bracis-19094 95 3 other other ADJ bracis-19094 95 4 examples example NOUN bracis-19094 95 5 required require VERB bracis-19094 95 6 the the DET bracis-19094 95 7 analysis analysis NOUN bracis-19094 95 8 of of ADP bracis-19094 95 9 different different ADJ bracis-19094 95 10 annotation annotation NOUN bracis-19094 95 11 principles principle NOUN bracis-19094 95 12 , , PUNCT bracis-19094 95 13 for for ADP bracis-19094 95 14 example example NOUN bracis-19094 95 15 , , PUNCT bracis-19094 95 16 de de X bracis-19094 95 17 longe longe NOUN bracis-19094 95 18 ( ( PUNCT bracis-19094 95 19 “ " PUNCT bracis-19094 95 20 from from ADP bracis-19094 95 21 afar afar ADV bracis-19094 95 22 ” " PUNCT bracis-19094 95 23 ) ) PUNCT bracis-19094 95 24 , , PUNCT bracis-19094 95 25 which which PRON bracis-19094 95 26 is be AUX bracis-19094 95 27 annotated annotate VERB bracis-19094 95 28 in in ADP bracis-19094 95 29 macmorpho macmorpho NOUN bracis-19094 95 30 as as ADP bracis-19094 95 31 an an DET bracis-19094 95 32 expression expression NOUN bracis-19094 95 33 that that PRON bracis-19094 95 34 plays play VERB bracis-19094 95 35 a a DET bracis-19094 95 36 role role NOUN bracis-19094 95 37 of of ADP bracis-19094 95 38 an an DET bracis-19094 95 39 adverb adverb NOUN bracis-19094 95 40 , , PUNCT bracis-19094 95 41 but but CCONJ bracis-19094 95 42 , , PUNCT bracis-19094 95 43 following follow VERB bracis-19094 95 44 the the DET bracis-19094 95 45 ud ud INTJ bracis-19094 95 46 principles principle NOUN bracis-19094 95 47 to to PART bracis-19094 95 48 tag tag VERB bracis-19094 95 49 each each PRON bracis-19094 95 50 token token VERB bracis-19094 95 51 individually individually ADV bracis-19094 95 52 , , PUNCT bracis-19094 95 53 de de X bracis-19094 95 54 ( ( PUNCT bracis-19094 95 55 “ " PUNCT bracis-19094 95 56 from from ADP bracis-19094 95 57 ” " PUNCT bracis-19094 95 58 in in ADP bracis-19094 95 59 this this DET bracis-19094 95 60 context context NOUN bracis-19094 95 61 ) ) PUNCT bracis-19094 95 62 is be AUX bracis-19094 95 63 undoubtedly undoubtedly ADV bracis-19094 95 64 an an DET bracis-19094 95 65 adposition adposition NOUN bracis-19094 95 66 ( ( PUNCT bracis-19094 95 67 adp adp PROPN bracis-19094 95 68 ) ) PUNCT bracis-19094 95 69 , , PUNCT bracis-19094 95 70 as as SCONJ bracis-19094 95 71 agreed agree VERB bracis-19094 95 72 by by ADP bracis-19094 95 73 bosque bosque PROPN bracis-19094 95 74 - - PUNCT bracis-19094 95 75 ud ud PROPN bracis-19094 95 76 annotation annotation NOUN bracis-19094 95 77 . . PUNCT bracis-19094 96 1 furthermore furthermore ADV bracis-19094 96 2 , , PUNCT bracis-19094 96 3 our our PRON bracis-19094 96 4 decision decision NOUN bracis-19094 96 5 to to PART bracis-19094 96 6 adopt adopt VERB bracis-19094 96 7 the the DET bracis-19094 96 8 tag tag NOUN bracis-19094 96 9 adv adv INTJ bracis-19094 96 10 to to ADP bracis-19094 96 11 the the DET bracis-19094 96 12 word word NOUN bracis-19094 96 13 longe longe NOUN bracis-19094 96 14 ( ( PUNCT bracis-19094 96 15 “ " PUNCT bracis-19094 96 16 afar afar ADJ bracis-19094 96 17 ” " PUNCT bracis-19094 96 18 ) ) PUNCT bracis-19094 96 19 relies rely VERB bracis-19094 96 20 on on ADP bracis-19094 96 21 the the DET bracis-19094 96 22 fact fact NOUN bracis-19094 96 23 that that SCONJ bracis-19094 96 24 it it PRON bracis-19094 96 25 is be AUX bracis-19094 96 26 a a DET bracis-19094 96 27 non non ADJ bracis-19094 96 28 - - ADJ bracis-19094 96 29 ambiguous ambiguous ADJ bracis-19094 96 30 place place NOUN bracis-19094 96 31 adverb adverb NOUN bracis-19094 96 32 in in ADP bracis-19094 96 33 portuguese portuguese PROPN bracis-19094 96 34 . . PUNCT bracis-19094 97 1 similar similar ADJ bracis-19094 97 2 decisions decision NOUN bracis-19094 97 3 based base VERB bracis-19094 97 4 on on ADP bracis-19094 97 5 linguistic linguistic ADJ bracis-19094 97 6 concepts concept NOUN bracis-19094 97 7 were be AUX bracis-19094 97 8 adopted adopt VERB bracis-19094 97 9 to to ADP bracis-19094 97 10 each each DET bracis-19094 97 11 expression expression NOUN bracis-19094 97 12 individually individually ADV bracis-19094 97 13 . . PUNCT bracis-19094 98 1 some some DET bracis-19094 98 2 expressions expression NOUN bracis-19094 98 3 , , PUNCT bracis-19094 98 4 on on ADP bracis-19094 98 5 the the DET bracis-19094 98 6 contrary contrary NOUN bracis-19094 98 7 , , PUNCT bracis-19094 98 8 were be AUX bracis-19094 98 9 considered consider VERB bracis-19094 98 10 ambiguous ambiguous ADJ bracis-19094 98 11 because because SCONJ bracis-19094 98 12 they they PRON bracis-19094 98 13 correctly correctly ADV bracis-19094 98 14 appear appear VERB bracis-19094 98 15 with with ADP bracis-19094 98 16 different different ADJ bracis-19094 98 17 pos pos NOUN bracis-19094 98 18 tags tag NOUN bracis-19094 98 19 . . PUNCT bracis-19094 99 1 figure figure NOUN bracis-19094 99 2     SPACE bracis-19094 99 3 4 4 NUM bracis-19094 99 4 illustrates illustrate VERB bracis-19094 99 5 two two NUM bracis-19094 99 6 sentences sentence NOUN bracis-19094 99 7 with with ADP bracis-19094 99 8 different different ADJ bracis-19094 99 9 tags tag NOUN bracis-19094 99 10 associated associate VERB bracis-19094 99 11 to to ADP bracis-19094 99 12 the the DET bracis-19094 99 13 co co ADJ bracis-19094 99 14 - - ADJ bracis-19094 99 15 occurring occurring ADJ bracis-19094 99 16 tokens token NOUN bracis-19094 99 17 a a DET bracis-19094 99 18 mais mais NOUN bracis-19094 99 19 that that PRON bracis-19094 99 20 can can AUX bracis-19094 99 21 be be AUX bracis-19094 99 22 tagged tag VERB bracis-19094 99 23 as as ADP bracis-19094 99 24 adp adp PROPN bracis-19094 99 25 adv adv PROPN bracis-19094 99 26 or or CCONJ bracis-19094 99 27 det det PROPN bracis-19094 99 28 adv adv PROPN bracis-19094 99 29 according accord VERB bracis-19094 99 30 to to ADP bracis-19094 99 31 the the DET bracis-19094 99 32 context context NOUN bracis-19094 99 33 . . PUNCT bracis-19094 100 1 in in ADP bracis-19094 100 2 english english PROPN bracis-19094 100 3 , , PUNCT bracis-19094 100 4 a a DET bracis-19094 100 5 mais mais X bracis-19094 100 6 could could AUX bracis-19094 100 7 be be AUX bracis-19094 100 8 translated translate VERB bracis-19094 100 9 to to ADP bracis-19094 100 10 “ " PUNCT bracis-19094 100 11 more more ADJ bracis-19094 100 12 ” " PUNCT bracis-19094 100 13 ( ( PUNCT bracis-19094 100 14 or or CCONJ bracis-19094 100 15 “ " PUNCT bracis-19094 100 16 extra extra ADJ bracis-19094 100 17 ” " PUNCT bracis-19094 100 18 ) ) PUNCT bracis-19094 100 19 for for ADP bracis-19094 100 20 adp adp PROPN bracis-19094 100 21 adv adv PROPN bracis-19094 100 22 or or CCONJ bracis-19094 100 23 to to ADP bracis-19094 100 24 “ " PUNCT bracis-19094 100 25 the the DET bracis-19094 100 26 more more ADJ bracis-19094 100 27 ” " PUNCT bracis-19094 100 28 ( ( PUNCT bracis-19094 100 29 or or CCONJ bracis-19094 100 30 “ " PUNCT bracis-19094 100 31 the the DET bracis-19094 100 32 most most ADJ bracis-19094 100 33 ” " PUNCT bracis-19094 100 34 ) ) PUNCT bracis-19094 100 35 for for ADP bracis-19094 100 36 det det PROPN bracis-19094 100 37 adv adv PROPN bracis-19094 100 38 . . PUNCT bracis-19094 101 1 the the DET bracis-19094 101 2 co co NOUN bracis-19094 101 3 - - ADJ bracis-19094 101 4 occuring occuring ADJ bracis-19094 101 5 tokens token NOUN bracis-19094 101 6 considered consider VERB bracis-19094 101 7 ambiguous ambiguous ADJ bracis-19094 101 8 were be AUX bracis-19094 101 9 left leave VERB bracis-19094 101 10 out out ADP bracis-19094 101 11 of of ADP bracis-19094 101 12 our our PRON bracis-19094 101 13 technique technique NOUN bracis-19094 101 14 . . PUNCT bracis-19094 102 1 fig fig NOUN bracis-19094 102 2 . . PUNCT bracis-19094 103 1 4 4 NUM bracis-19094 103 2 . . NOUN bracis-19094 103 3 example example NOUN bracis-19094 103 4 of of ADP bracis-19094 103 5 sentences sentence NOUN bracis-19094 103 6 with with ADP bracis-19094 103 7 ambiguous ambiguous ADJ bracis-19094 103 8 co co ADJ bracis-19094 103 9 - - ADJ bracis-19094 103 10 occuring occuring ADJ bracis-19094 103 11 tokens token NOUN bracis-19094 103 12 . . PUNCT bracis-19094 104 1 full full ADJ bracis-19094 104 2 size size NOUN bracis-19094 104 3 image image NOUN bracis-19094 104 4 this this DET bracis-19094 104 5 process process NOUN bracis-19094 104 6 of of ADP bracis-19094 104 7 analysis analysis NOUN bracis-19094 104 8 of of ADP bracis-19094 104 9 ambiguity ambiguity NOUN bracis-19094 104 10 was be AUX bracis-19094 104 11 carried carry VERB bracis-19094 104 12 out out ADP bracis-19094 104 13 to to ADP bracis-19094 104 14 each each DET bracis-19094 104 15 candidate candidate NOUN bracis-19094 104 16 individually individually ADV bracis-19094 104 17 and and CCONJ bracis-19094 104 18 , , PUNCT bracis-19094 104 19 even even ADV bracis-19094 104 20 thought think VERB bracis-19094 104 21 we we PRON bracis-19094 104 22 are be AUX bracis-19094 104 23 aware aware ADJ bracis-19094 104 24 that that SCONJ bracis-19094 104 25 the the DET bracis-19094 104 26 resulting result VERB bracis-19094 104 27 list list NOUN bracis-19094 104 28 is be AUX bracis-19094 104 29 non non ADJ bracis-19094 104 30 - - ADJ bracis-19094 104 31 exhaustive exhaustive ADJ bracis-19094 104 32 , , PUNCT bracis-19094 104 33 the the DET bracis-19094 104 34 110 110 NUM bracis-19094 104 35 non non ADJ bracis-19094 104 36 - - ADJ bracis-19094 104 37 ambiguous ambiguous ADJ bracis-19094 104 38 expressions expression NOUN bracis-19094 104 39 and and CCONJ bracis-19094 104 40 co co VERB bracis-19094 104 41 - - ADJ bracis-19094 104 42 occurring occurring ADJ bracis-19094 104 43 tokens token NOUN bracis-19094 104 44 with with ADP bracis-19094 104 45 their their PRON bracis-19094 104 46 respective respective ADJ bracis-19094 104 47 pos pos NOUN bracis-19094 104 48 tags tag NOUN bracis-19094 104 49 are be AUX bracis-19094 104 50 representative representative ADJ bracis-19094 104 51 of of ADP bracis-19094 104 52 usual usual ADJ bracis-19094 104 53 and and CCONJ bracis-19094 104 54 highly highly ADV bracis-19094 104 55 frequent frequent ADJ bracis-19094 104 56 lexical lexical ADJ bracis-19094 104 57 phenomena phenomenon NOUN bracis-19094 104 58 in in ADP bracis-19094 104 59 portuguese portuguese NOUN bracis-19094 104 60 given give VERB bracis-19094 104 61 the the DET bracis-19094 104 62 observed observed ADJ bracis-19094 104 63 corpora corpus NOUN bracis-19094 104 64 . . PUNCT bracis-19094 105 1 the the DET bracis-19094 105 2 full full ADJ bracis-19094 105 3 list list NOUN bracis-19094 105 4 of of ADP bracis-19094 105 5 expressions expression NOUN bracis-19094 105 6 and and CCONJ bracis-19094 105 7 co co ADJ bracis-19094 105 8 - - ADJ bracis-19094 105 9 occuring occuring ADJ bracis-19094 105 10 tokens token NOUN bracis-19094 105 11 used use VERB bracis-19094 105 12 in in ADP bracis-19094 105 13 our our PRON bracis-19094 105 14 technique technique NOUN bracis-19094 105 15 is be AUX bracis-19094 105 16 presented present VERB bracis-19094 105 17 in in ADP bracis-19094 105 18 table table NOUN bracis-19094 105 19     SPACE bracis-19094 105 20 5 5 NUM bracis-19094 105 21 , , PUNCT bracis-19094 105 22 where where SCONJ bracis-19094 105 23 each each DET bracis-19094 105 24 expression expression NOUN bracis-19094 105 25 is be AUX bracis-19094 105 26 followed follow VERB bracis-19094 105 27 by by ADP bracis-19094 105 28 its its PRON bracis-19094 105 29 non non ADJ bracis-19094 105 30 - - ADJ bracis-19094 105 31 ambiguous ambiguous ADJ bracis-19094 105 32 associated associated ADJ bracis-19094 105 33 pos pos NOUN bracis-19094 105 34 tags tag NOUN bracis-19094 105 35 . . PUNCT bracis-19094 106 1 table table NOUN bracis-19094 106 2 5 5 NUM bracis-19094 106 3 . . PUNCT bracis-19094 107 1 chosen choose VERB bracis-19094 107 2 non non ADJ bracis-19094 107 3 - - ADJ bracis-19094 107 4 ambiguous ambiguous ADJ bracis-19094 107 5 co co ADJ bracis-19094 107 6 - - ADJ bracis-19094 107 7 occuring occuring ADJ bracis-19094 107 8 tokens token NOUN bracis-19094 107 9 and and CCONJ bracis-19094 107 10 their their PRON bracis-19094 107 11 tags.full tags.full NOUN bracis-19094 107 12 size size NOUN bracis-19094 107 13 table table NOUN bracis-19094 107 14 3 3 NUM bracis-19094 107 15 evaluation evaluation NOUN bracis-19094 107 16 the the DET bracis-19094 107 17 test test NOUN bracis-19094 107 18 data datum NOUN bracis-19094 107 19 set set VERB bracis-19094 107 20 . . PUNCT bracis-19094 108 1 once once SCONJ bracis-19094 108 2 the the DET bracis-19094 108 3 set set NOUN bracis-19094 108 4 of of ADP bracis-19094 108 5 non non ADJ bracis-19094 108 6 - - ADJ bracis-19094 108 7 ambiguous ambiguous ADJ bracis-19094 108 8 single single ADJ bracis-19094 108 9 and and CCONJ bracis-19094 108 10 co co ADJ bracis-19094 108 11 - - ADJ bracis-19094 108 12 occuring occuring ADJ bracis-19094 108 13 tokens token NOUN bracis-19094 108 14 for for ADP bracis-19094 108 15 closed closed ADJ bracis-19094 108 16 pos pos NOUN bracis-19094 108 17 tag tag NOUN bracis-19094 108 18 classes class NOUN bracis-19094 108 19 are be AUX bracis-19094 108 20 defined define VERB bracis-19094 108 21 , , PUNCT bracis-19094 108 22 our our PRON bracis-19094 108 23 proposed propose VERB bracis-19094 108 24 technique technique NOUN bracis-19094 108 25 is be AUX bracis-19094 108 26 experimented experiment VERB bracis-19094 108 27 over over ADP bracis-19094 108 28 a a DET bracis-19094 108 29 data datum NOUN bracis-19094 108 30 set set VERB bracis-19094 108 31 composed compose VERB bracis-19094 108 32 by by ADP bracis-19094 108 33 2,000 2,000 NUM bracis-19094 108 34 sentences sentence NOUN bracis-19094 108 35 randomly randomly ADV bracis-19094 108 36 picked pick VERB bracis-19094 108 37 from from ADP bracis-19094 108 38 folha folha NOUN bracis-19094 108 39 - - PUNCT bracis-19094 108 40 kaggle kaggle NOUN bracis-19094 108 41 corpus corpus NOUN bracis-19094 108 42     SPACE bracis-19094 109 1 [ [ X bracis-19094 109 2 10 10 NUM bracis-19094 109 3 ] ] PUNCT bracis-19094 109 4 . . PUNCT bracis-19094 110 1 the the DET bracis-19094 110 2 limit limit NOUN bracis-19094 110 3 of of ADP bracis-19094 110 4 2,000 2,000 NUM bracis-19094 110 5 sentences sentence NOUN bracis-19094 110 6 for for ADP bracis-19094 110 7 the the DET bracis-19094 110 8 data datum NOUN bracis-19094 110 9 set set VERB bracis-19094 110 10 is be AUX bracis-19094 110 11 due due ADJ bracis-19094 110 12 to to ADP bracis-19094 110 13 the the DET bracis-19094 110 14 fact fact NOUN bracis-19094 110 15 that that SCONJ bracis-19094 110 16 we we PRON bracis-19094 110 17 proceeded proceed VERB bracis-19094 110 18 a a DET bracis-19094 110 19 laborious laborious ADJ bracis-19094 110 20 manual manual ADJ bracis-19094 110 21 annotation annotation NOUN bracis-19094 110 22 of of ADP bracis-19094 110 23 these these DET bracis-19094 110 24 2,000 2,000 NUM bracis-19094 110 25 sentences sentence NOUN bracis-19094 110 26 to to PART bracis-19094 110 27 serve serve VERB bracis-19094 110 28 as as ADP bracis-19094 110 29 a a DET bracis-19094 110 30 gold gold NOUN bracis-19094 110 31 standard standard NOUN bracis-19094 110 32 for for ADP bracis-19094 110 33 our our PRON bracis-19094 110 34 experiments experiment NOUN bracis-19094 110 35 . . PUNCT bracis-19094 111 1 the the DET bracis-19094 111 2 folha folha NOUN bracis-19094 111 3 - - PUNCT bracis-19094 111 4 kaggle kaggle NOUN bracis-19094 111 5 corpus corpus NOUN bracis-19094 111 6 is be AUX bracis-19094 111 7 composed compose VERB bracis-19094 111 8 by by ADP bracis-19094 111 9 news news NOUN bracis-19094 111 10 published publish VERB bracis-19094 111 11 at at ADP bracis-19094 111 12 the the DET bracis-19094 111 13 electronic electronic ADJ bracis-19094 111 14 version version NOUN bracis-19094 111 15 of of ADP bracis-19094 111 16 the the DET bracis-19094 111 17 brazilian brazilian ADJ bracis-19094 111 18 newspaper newspaper NOUN bracis-19094 111 19 folha folha PROPN bracis-19094 111 20 de de PROPN bracis-19094 111 21 são são PROPN bracis-19094 111 22 paulo paulo PROPN bracis-19094 111 23 from from ADP bracis-19094 111 24 january january PROPN bracis-19094 111 25 2015 2015 NUM bracis-19094 111 26 and and CCONJ bracis-19094 111 27 september september PROPN bracis-19094 111 28 2017 2017 NUM bracis-19094 111 29 . . PUNCT bracis-19094 112 1 this this DET bracis-19094 112 2 corpus corpus NOUN bracis-19094 112 3 holds hold VERB bracis-19094 112 4 167,053 167,053 NUM bracis-19094 112 5 news news NOUN bracis-19094 112 6 articles article NOUN bracis-19094 112 7 with with ADP bracis-19094 112 8 an an DET bracis-19094 112 9 approximate approximate ADJ bracis-19094 112 10 average average NOUN bracis-19094 112 11 of of ADP bracis-19094 112 12 22 22 NUM bracis-19094 112 13 sentences sentence NOUN bracis-19094 112 14 per per ADP bracis-19094 112 15 news news NOUN bracis-19094 112 16 and and CCONJ bracis-19094 112 17 23 23 NUM bracis-19094 112 18 tokens token NOUN bracis-19094 112 19 per per ADP bracis-19094 112 20 sentence sentence NOUN bracis-19094 112 21 , , PUNCT bracis-19094 112 22 thus thus ADV bracis-19094 112 23 more more ADJ bracis-19094 112 24 than than ADP bracis-19094 112 25 3.6 3.6 NUM bracis-19094 112 26 million million NUM bracis-19094 112 27 sentences sentence NOUN bracis-19094 112 28 and and CCONJ bracis-19094 112 29 about about ADV bracis-19094 112 30 84 84 NUM bracis-19094 112 31 million million NUM bracis-19094 112 32 tokens token NOUN bracis-19094 112 33 . . PUNCT bracis-19094 113 1 the the DET bracis-19094 113 2 major major ADJ bracis-19094 113 3 concern concern NOUN bracis-19094 113 4 choosing choose VERB bracis-19094 113 5 the the DET bracis-19094 113 6 sentences sentence NOUN bracis-19094 113 7 to to PART bracis-19094 113 8 form form VERB bracis-19094 113 9 our our PRON bracis-19094 113 10 testing testing NOUN bracis-19094 113 11 data datum NOUN bracis-19094 113 12 set set VERB bracis-19094 113 13 is be AUX bracis-19094 113 14 to to PART bracis-19094 113 15 have have VERB bracis-19094 113 16 sentences sentence NOUN bracis-19094 113 17 with with ADP bracis-19094 113 18 at at ADV bracis-19094 113 19 least least ADJ bracis-19094 113 20 one one NUM bracis-19094 113 21 of of ADP bracis-19094 113 22 the the DET bracis-19094 113 23 chosen choose VERB bracis-19094 113 24 non non ADJ bracis-19094 113 25 - - ADJ bracis-19094 113 26 ambiguous ambiguous ADJ bracis-19094 113 27 single single ADJ bracis-19094 113 28 or or CCONJ bracis-19094 113 29 co co ADJ bracis-19094 113 30 - - ADJ bracis-19094 113 31 occurring occurring ADJ bracis-19094 113 32 tokens token NOUN bracis-19094 113 33 . . PUNCT bracis-19094 114 1 additionally additionally ADV bracis-19094 114 2 , , PUNCT bracis-19094 114 3 we we PRON bracis-19094 114 4 restricted restrict VERB bracis-19094 114 5 our our PRON bracis-19094 114 6 choices choice NOUN bracis-19094 114 7 to to ADP bracis-19094 114 8 sentences sentence NOUN bracis-19094 114 9 from from ADP bracis-19094 114 10 7 7 NUM bracis-19094 114 11 to to PART bracis-19094 114 12 40 40 NUM bracis-19094 114 13 tokens token NOUN bracis-19094 114 14 long long ADV bracis-19094 114 15 . . PUNCT bracis-19094 115 1 the the DET bracis-19094 115 2 full full ADJ bracis-19094 115 3 random random ADJ bracis-19094 115 4 process process NOUN bracis-19094 115 5 consisted consist VERB bracis-19094 115 6 to to PART bracis-19094 115 7 pass pass VERB bracis-19094 115 8 sequentially sequentially ADV bracis-19094 115 9 for for ADP bracis-19094 115 10 the the DET bracis-19094 115 11 sentences sentence NOUN bracis-19094 115 12 of of ADP bracis-19094 115 13 the the DET bracis-19094 115 14 folha folha NOUN bracis-19094 115 15 - - PUNCT bracis-19094 115 16 kaggle kaggle NOUN bracis-19094 115 17 corpus corpu NOUN bracis-19094 115 18 , , PUNCT bracis-19094 115 19 until until ADP bracis-19094 115 20 obtaining obtain VERB bracis-19094 115 21 2,000 2,000 NUM bracis-19094 115 22 sentences sentence NOUN bracis-19094 115 23 performing perform VERB bracis-19094 115 24 the the DET bracis-19094 115 25 following follow VERB bracis-19094 115 26 steps step NOUN bracis-19094 115 27 : : PUNCT bracis-19094 115 28 to to PART bracis-19094 115 29 test test VERB bracis-19094 115 30 if if SCONJ bracis-19094 115 31 the the DET bracis-19094 115 32 sentence sentence NOUN bracis-19094 115 33 had have VERB bracis-19094 115 34 from from ADP bracis-19094 115 35 7 7 NUM bracis-19094 115 36 to to PART bracis-19094 115 37 40 40 NUM bracis-19094 115 38 tokens token NOUN bracis-19094 115 39 ; ; PUNCT bracis-19094 115 40 to to PART bracis-19094 115 41 test test VERB bracis-19094 115 42 if if SCONJ bracis-19094 115 43 the the DET bracis-19094 115 44 sentence sentence NOUN bracis-19094 115 45 had have AUX bracis-19094 115 46 either either CCONJ bracis-19094 115 47 at at ADV bracis-19094 115 48 least least ADJ bracis-19094 115 49 one one NUM bracis-19094 115 50 token token ADJ bracis-19094 115 51 or or CCONJ bracis-19094 115 52 one one NUM bracis-19094 115 53 expression expression NOUN bracis-19094 115 54 among among ADP bracis-19094 115 55 the the DET bracis-19094 115 56 non non ADJ bracis-19094 115 57 - - ADJ bracis-19094 115 58 ambiguous ambiguous ADJ bracis-19094 115 59 ones one NOUN bracis-19094 115 60 ( ( PUNCT bracis-19094 115 61 tables table NOUN bracis-19094 115 62     SPACE bracis-19094 115 63 2 2 NUM bracis-19094 115 64 , , PUNCT bracis-19094 115 65 3 3 NUM bracis-19094 115 66 or or CCONJ bracis-19094 115 67 5 5 NUM bracis-19094 115 68 ) ) PUNCT bracis-19094 115 69 ; ; PUNCT bracis-19094 115 70 to to PART bracis-19094 115 71 randomize randomize VERB bracis-19094 115 72 a a DET bracis-19094 115 73 chance chance NOUN bracis-19094 115 74 of of ADP bracis-19094 115 75 5 5 NUM bracis-19094 115 76 % % NOUN bracis-19094 115 77 to to PART bracis-19094 115 78 keep keep VERB bracis-19094 115 79 the the DET bracis-19094 115 80 sentence sentence NOUN bracis-19094 115 81 in in ADP bracis-19094 115 82 the the DET bracis-19094 115 83 test test NOUN bracis-19094 115 84 data datum NOUN bracis-19094 115 85 set set VERB bracis-19094 115 86 ( ( PUNCT bracis-19094 115 87 so so SCONJ bracis-19094 115 88 that that SCONJ bracis-19094 115 89 the the DET bracis-19094 115 90 several several ADJ bracis-19094 115 91 sentences sentence NOUN bracis-19094 115 92 come come VERB bracis-19094 115 93 from from ADP bracis-19094 115 94 a a DET bracis-19094 115 95 wide wide ADJ bracis-19094 115 96 variety variety NOUN bracis-19094 115 97 of of ADP bracis-19094 115 98 texts text NOUN bracis-19094 115 99 ) ) PUNCT bracis-19094 115 100 . . PUNCT bracis-19094 116 1 the the DET bracis-19094 116 2 resulting result VERB bracis-19094 116 3 data datum NOUN bracis-19094 116 4 set set VERB bracis-19094 116 5 is be AUX bracis-19094 116 6 composed compose VERB bracis-19094 116 7 by by ADP bracis-19094 116 8 2,000 2,000 NUM bracis-19094 116 9 sentences sentence NOUN bracis-19094 116 10 totalizing totalize VERB bracis-19094 116 11 43,483 43,483 NUM bracis-19094 116 12 tokens token NOUN bracis-19094 116 13 , , PUNCT bracis-19094 116 14 therefore therefore ADV bracis-19094 116 15 , , PUNCT bracis-19094 116 16 an an DET bracis-19094 116 17 average average NOUN bracis-19094 116 18 of of ADP bracis-19094 116 19 22 22 NUM bracis-19094 116 20 tokens token NOUN bracis-19094 116 21 per per ADP bracis-19094 116 22 sentence sentence NOUN bracis-19094 116 23 . . PUNCT bracis-19094 117 1 the the DET bracis-19094 117 2 total total ADJ bracis-19094 117 3 number number NOUN bracis-19094 117 4 of of ADP bracis-19094 117 5 non non ADJ bracis-19094 117 6 - - ADJ bracis-19094 117 7 ambiguous ambiguous ADJ bracis-19094 117 8 single single ADJ bracis-19094 117 9 tokens token NOUN bracis-19094 117 10 of of ADP bracis-19094 117 11 closed close VERB bracis-19094 117 12 pos pos NOUN bracis-19094 117 13 classes class NOUN bracis-19094 117 14 ( ( PUNCT bracis-19094 117 15 tables table NOUN bracis-19094 117 16     SPACE bracis-19094 117 17 2 2 NUM bracis-19094 117 18 and and CCONJ bracis-19094 117 19 3 3 NUM bracis-19094 117 20 ) ) PUNCT bracis-19094 117 21 within within ADP bracis-19094 117 22 this this DET bracis-19094 117 23 data datum NOUN bracis-19094 117 24 set set VERB bracis-19094 117 25 is be AUX bracis-19094 117 26 8,544 8,544 NUM bracis-19094 117 27 tokens token NOUN bracis-19094 117 28 , , PUNCT bracis-19094 117 29 and and CCONJ bracis-19094 117 30 the the DET bracis-19094 117 31 total total ADJ bracis-19094 117 32 number number NOUN bracis-19094 117 33 of of ADP bracis-19094 117 34 non non ADJ bracis-19094 117 35 - - ADJ bracis-19094 117 36 ambiguous ambiguous ADJ bracis-19094 117 37 co co ADJ bracis-19094 117 38 - - ADJ bracis-19094 117 39 occuring occuring ADJ bracis-19094 117 40 tokens token NOUN bracis-19094 117 41 ( ( PUNCT bracis-19094 117 42 table table NOUN bracis-19094 117 43     SPACE bracis-19094 117 44 5 5 NUM bracis-19094 117 45 ) ) PUNCT bracis-19094 117 46 is be AUX bracis-19094 117 47 273 273 NUM bracis-19094 117 48 . . PUNCT bracis-19094 118 1 the the DET bracis-19094 118 2 automatic automatic ADJ bracis-19094 118 3 annotation annotation NOUN bracis-19094 118 4 . . PUNCT bracis-19094 119 1 the the DET bracis-19094 119 2 test test NOUN bracis-19094 119 3 data datum NOUN bracis-19094 119 4 set set VERB bracis-19094 119 5 was be AUX bracis-19094 119 6 processed process VERB bracis-19094 119 7 by by ADP bracis-19094 119 8 udpipe udpipe NOUN bracis-19094 119 9     SPACE bracis-19094 120 1 [ [ X bracis-19094 120 2 11 11 NUM bracis-19094 120 3 ] ] PUNCT bracis-19094 120 4 and and CCONJ bracis-19094 120 5 udify udify VERB bracis-19094 120 6     SPACE bracis-19094 120 7 [ [ X bracis-19094 120 8 3 3 NUM bracis-19094 120 9 ] ] X bracis-19094 120 10 systems system NOUN bracis-19094 120 11 using use VERB bracis-19094 120 12 as as ADP bracis-19094 120 13 training training NOUN bracis-19094 120 14 set set VERB bracis-19094 120 15 the the DET bracis-19094 120 16 bosque bosque PROPN bracis-19094 120 17 - - PUNCT bracis-19094 120 18 ud ud PROPN bracis-19094 120 19     SPACE bracis-19094 120 20 [ [ NOUN bracis-19094 120 21 14 14 NUM bracis-19094 120 22 ] ] PUNCT bracis-19094 120 23 . . PUNCT bracis-19094 121 1 the the DET bracis-19094 121 2 goal goal NOUN bracis-19094 121 3 is be AUX bracis-19094 121 4 to to PART bracis-19094 121 5 observe observe VERB bracis-19094 121 6 how how SCONJ bracis-19094 121 7 each each DET bracis-19094 121 8 system system NOUN bracis-19094 121 9 annotated annotate VERB bracis-19094 121 10 each each DET bracis-19094 121 11 token token NOUN bracis-19094 121 12 of of ADP bracis-19094 121 13 the the DET bracis-19094 121 14 test test NOUN bracis-19094 121 15 data datum NOUN bracis-19094 121 16 set set VERB bracis-19094 121 17 and and CCONJ bracis-19094 121 18 how how SCONJ bracis-19094 121 19 our our PRON bracis-19094 121 20 proposed propose VERB bracis-19094 121 21 technique technique NOUN bracis-19094 121 22 could could AUX bracis-19094 121 23 improve improve VERB bracis-19094 121 24 the the DET bracis-19094 121 25 tagging tagging NOUN bracis-19094 121 26 accuracy accuracy NOUN bracis-19094 121 27 . . PUNCT bracis-19094 122 1 it it PRON bracis-19094 122 2 is be AUX bracis-19094 122 3 important important ADJ bracis-19094 122 4 to to PART bracis-19094 122 5 notice notice VERB bracis-19094 122 6 that that DET bracis-19094 122 7 udpipe udpipe NOUN bracis-19094 122 8 and and CCONJ bracis-19094 122 9 udify udify NOUN bracis-19094 122 10 are be AUX bracis-19094 122 11 considered consider VERB bracis-19094 122 12 to to PART bracis-19094 122 13 be be AUX bracis-19094 122 14 among among ADP bracis-19094 122 15 the the DET bracis-19094 122 16 state state NOUN bracis-19094 122 17 of of ADP bracis-19094 122 18 the the DET bracis-19094 122 19 art art NOUN bracis-19094 122 20 systems system NOUN bracis-19094 122 21 in in ADP bracis-19094 122 22 the the DET bracis-19094 122 23 area area NOUN bracis-19094 122 24 for for ADP bracis-19094 122 25 ud ud NOUN bracis-19094 122 26 annotation annotation NOUN bracis-19094 122 27 . . PUNCT bracis-19094 123 1 the the DET bracis-19094 123 2 manually manually ADV bracis-19094 123 3 produced produce VERB bracis-19094 123 4 gold gold NOUN bracis-19094 123 5 standard standard NOUN bracis-19094 123 6 . . PUNCT bracis-19094 124 1 a a DET bracis-19094 124 2 team team NOUN bracis-19094 124 3 of of ADP bracis-19094 124 4 linguists linguist NOUN bracis-19094 124 5 performed perform VERB bracis-19094 124 6 the the DET bracis-19094 124 7 annotation annotation NOUN bracis-19094 124 8 of of ADP bracis-19094 124 9 the the DET bracis-19094 124 10 test test NOUN bracis-19094 124 11 data datum NOUN bracis-19094 124 12 set set VERB bracis-19094 124 13 to to PART bracis-19094 124 14 provide provide VERB bracis-19094 124 15 a a DET bracis-19094 124 16 gold gold ADJ bracis-19094 124 17 standard standard NOUN bracis-19094 124 18 to to PART bracis-19094 124 19 evaluate evaluate VERB bracis-19094 124 20 the the DET bracis-19094 124 21 automatic automatic ADJ bracis-19094 124 22 annotation annotation NOUN bracis-19094 124 23 accuracy accuracy NOUN bracis-19094 124 24 of of ADP bracis-19094 124 25 each each DET bracis-19094 124 26 system system NOUN bracis-19094 124 27 . . PUNCT bracis-19094 125 1 the the DET bracis-19094 125 2 annotation annotation NOUN bracis-19094 125 3 was be AUX bracis-19094 125 4 conducted conduct VERB bracis-19094 125 5 independently independently ADV bracis-19094 125 6 by by ADP bracis-19094 125 7 10 10 NUM bracis-19094 125 8 highly highly ADV bracis-19094 125 9 trained train VERB bracis-19094 125 10 linguists linguist NOUN bracis-19094 125 11 , , PUNCT bracis-19094 125 12 and and CCONJ bracis-19094 125 13 the the DET bracis-19094 125 14 overall overall ADJ bracis-19094 125 15 result result NOUN bracis-19094 125 16 was be AUX bracis-19094 125 17 adjudicated adjudicate VERB bracis-19094 125 18 by by ADP bracis-19094 125 19 a a DET bracis-19094 125 20 chief chief ADJ bracis-19094 125 21 linguist linguist NOUN bracis-19094 125 22 to to PART bracis-19094 125 23 provide provide VERB bracis-19094 125 24 a a DET bracis-19094 125 25 correct correct ADJ bracis-19094 125 26 and and CCONJ bracis-19094 125 27 homogeneous homogeneous ADJ bracis-19094 125 28 annotation annotation NOUN bracis-19094 125 29 . . PUNCT bracis-19094 126 1 3.1 3.1 NUM bracis-19094 126 2 evaluation evaluation NOUN bracis-19094 126 3 of of ADP bracis-19094 126 4     SPACE bracis-19094 126 5 the the DET bracis-19094 126 6     SPACE bracis-19094 126 7 non non ADJ bracis-19094 126 8 - - ADJ bracis-19094 126 9 ambiguous ambiguous ADJ bracis-19094 126 10 single single ADJ bracis-19094 126 11 tokens token NOUN bracis-19094 126 12 from from ADP bracis-19094 126 13     SPACE bracis-19094 126 14 closed closed ADJ bracis-19094 126 15 pos pos NOUN bracis-19094 126 16 classes class NOUN bracis-19094 126 17 corrections correction NOUN bracis-19094 126 18 our our PRON bracis-19094 126 19 goal goal NOUN bracis-19094 126 20 here here ADV bracis-19094 126 21 is be AUX bracis-19094 126 22 to to PART bracis-19094 126 23 improve improve VERB bracis-19094 126 24 the the DET bracis-19094 126 25 tagging tagging NOUN bracis-19094 126 26 accuracy accuracy NOUN bracis-19094 126 27 by by ADP bracis-19094 126 28 applying apply VERB bracis-19094 126 29 an an DET bracis-19094 126 30 automatic automatic ADJ bracis-19094 126 31 correction correction NOUN bracis-19094 126 32 of of ADP bracis-19094 126 33 all all DET bracis-19094 126 34 non non ADJ bracis-19094 126 35 - - ADJ bracis-19094 126 36 ambiguous ambiguous ADJ bracis-19094 126 37 single single ADJ bracis-19094 126 38 tokens token NOUN bracis-19094 126 39 from from ADP bracis-19094 126 40 closed close VERB bracis-19094 126 41 pos pos NOUN bracis-19094 126 42 classes class NOUN bracis-19094 126 43 , , PUNCT bracis-19094 126 44 by by ADP bracis-19094 126 45 identifying identify VERB bracis-19094 126 46 and and CCONJ bracis-19094 126 47 replacing replace VERB bracis-19094 126 48 the the DET bracis-19094 126 49 pos pos NOUN bracis-19094 126 50 annotation annotation NOUN bracis-19094 126 51 of of ADP bracis-19094 126 52 all all DET bracis-19094 126 53 these these DET bracis-19094 126 54 tokens token NOUN bracis-19094 126 55 ( ( PUNCT bracis-19094 126 56 hence hence ADV bracis-19094 126 57 , , PUNCT bracis-19094 126 58 this this DET bracis-19094 126 59 process process NOUN bracis-19094 126 60 is be AUX bracis-19094 126 61 denoted denote VERB bracis-19094 126 62 as as ADP bracis-19094 126 63 acs ac NOUN bracis-19094 126 64 for for ADP bracis-19094 126 65 automatic automatic ADJ bracis-19094 126 66 correction correction NOUN bracis-19094 126 67 of of ADP bracis-19094 126 68 single single ADJ bracis-19094 126 69 tokens token NOUN bracis-19094 126 70 ) ) PUNCT bracis-19094 126 71 . . PUNCT bracis-19094 127 1 the the DET bracis-19094 127 2 test test NOUN bracis-19094 127 3 data datum NOUN bracis-19094 127 4 set set VERB bracis-19094 127 5 has have VERB bracis-19094 127 6 8,544 8,544 NUM bracis-19094 127 7 tokens token NOUN bracis-19094 127 8 that that PRON bracis-19094 127 9 are be AUX bracis-19094 127 10 non non ADJ bracis-19094 127 11 - - ADJ bracis-19094 127 12 ambiguous ambiguous ADJ bracis-19094 127 13 tokens token NOUN bracis-19094 127 14 from from ADP bracis-19094 127 15 closed close VERB bracis-19094 127 16 pos pos NOUN bracis-19094 127 17 classes class NOUN bracis-19094 127 18 , , PUNCT bracis-19094 127 19 and and CCONJ bracis-19094 127 20 they they PRON bracis-19094 127 21 are be AUX bracis-19094 127 22 fairly fairly ADV bracis-19094 127 23 distributed distribute VERB bracis-19094 127 24 among among ADP bracis-19094 127 25 all all DET bracis-19094 127 26 2,000 2,000 NUM bracis-19094 127 27 sentences sentence NOUN bracis-19094 127 28 , , PUNCT bracis-19094 127 29 since since SCONJ bracis-19094 127 30 all all DET bracis-19094 127 31 sentences sentence NOUN bracis-19094 127 32 have have VERB bracis-19094 127 33 at at ADV bracis-19094 127 34 least least ADJ bracis-19094 127 35 one one NUM bracis-19094 127 36 of of ADP bracis-19094 127 37 those those DET bracis-19094 127 38 tokens token NOUN bracis-19094 127 39 . . PUNCT bracis-19094 128 1 comparing compare VERB bracis-19094 128 2 the the DET bracis-19094 128 3 systems system NOUN bracis-19094 128 4 ’ ' PUNCT bracis-19094 128 5 output output NOUN bracis-19094 128 6 with with ADP bracis-19094 128 7 the the DET bracis-19094 128 8 gold gold NOUN bracis-19094 128 9 standard standard NOUN bracis-19094 128 10 , , PUNCT bracis-19094 128 11 we we PRON bracis-19094 128 12 observe observe VERB bracis-19094 128 13 a a DET bracis-19094 128 14 good good ADJ bracis-19094 128 15 overall overall ADJ bracis-19094 128 16 accuracy accuracy NOUN bracis-19094 128 17 for for ADP bracis-19094 128 18 these these DET bracis-19094 128 19 tokens token NOUN bracis-19094 128 20 as as SCONJ bracis-19094 128 21 stated state VERB bracis-19094 128 22 in in ADP bracis-19094 128 23 table table NOUN bracis-19094 128 24     SPACE bracis-19094 128 25 6 6 NUM bracis-19094 128 26 . . PUNCT bracis-19094 128 27 udpipe udpipe ADJ bracis-19094 128 28 annotation annotation NOUN bracis-19094 128 29 was be AUX bracis-19094 128 30 wrong wrong ADJ bracis-19094 128 31 in in ADP bracis-19094 128 32 5.6 5.6 NUM bracis-19094 128 33 % % NOUN bracis-19094 128 34 of of ADP bracis-19094 128 35 these these DET bracis-19094 128 36 tokens token NOUN bracis-19094 128 37 , , PUNCT bracis-19094 128 38 while while SCONJ bracis-19094 128 39 udify udify ADJ bracis-19094 128 40 was be AUX bracis-19094 128 41 wrong wrong ADJ bracis-19094 128 42 in in ADP bracis-19094 128 43 2.8 2.8 NUM bracis-19094 128 44 % % NOUN bracis-19094 128 45 . . PUNCT bracis-19094 129 1 however however ADV bracis-19094 129 2 , , PUNCT bracis-19094 129 3 considering consider VERB bracis-19094 129 4 that that SCONJ bracis-19094 129 5 those those DET bracis-19094 129 6 tokens token NOUN bracis-19094 129 7 belong belong VERB bracis-19094 129 8 to to ADP bracis-19094 129 9 sentences sentence NOUN bracis-19094 129 10 , , PUNCT bracis-19094 129 11 and and CCONJ bracis-19094 129 12 a a DET bracis-19094 129 13 wrongfully wrongfully ADV bracis-19094 129 14 annotated annotate VERB bracis-19094 129 15 token token NOUN bracis-19094 129 16 may may AUX bracis-19094 129 17 jeopardize jeopardize VERB bracis-19094 129 18 the the DET bracis-19094 129 19 whole whole ADJ bracis-19094 129 20 sentence sentence NOUN bracis-19094 129 21 annotation annotation NOUN bracis-19094 129 22 because because SCONJ bracis-19094 129 23 of of ADP bracis-19094 129 24 a a DET bracis-19094 129 25 possible possible ADJ bracis-19094 129 26 ripple ripple ADJ bracis-19094 129 27 effect effect NOUN bracis-19094 129 28 , , PUNCT bracis-19094 129 29 it it PRON bracis-19094 129 30 is be AUX bracis-19094 129 31 concerning concern VERB bracis-19094 129 32 that that DET bracis-19094 129 33 udpipe udpipe NOUN bracis-19094 129 34 and and CCONJ bracis-19094 129 35 udify udify VERB bracis-19094 129 36 outputs output NOUN bracis-19094 129 37 contain contain VERB bracis-19094 129 38 errors error NOUN bracis-19094 129 39 in in ADP bracis-19094 129 40 22.2 22.2 NUM bracis-19094 129 41 % % NOUN bracis-19094 129 42 and and CCONJ bracis-19094 129 43 11.0 11.0 NUM bracis-19094 129 44 % % NOUN bracis-19094 129 45 of of ADP bracis-19094 129 46 the the DET bracis-19094 129 47 sentences sentence NOUN bracis-19094 129 48 , , PUNCT bracis-19094 129 49 respectively respectively ADV bracis-19094 129 50 . . PUNCT bracis-19094 130 1 by by ADP bracis-19094 130 2 running run VERB bracis-19094 130 3 our our PRON bracis-19094 130 4 automatic automatic ADJ bracis-19094 130 5 correction correction NOUN bracis-19094 130 6 ( ( PUNCT bracis-19094 130 7 acs acs PROPN bracis-19094 130 8 ) ) PUNCT bracis-19094 130 9 , , PUNCT bracis-19094 130 10 we we PRON bracis-19094 130 11 successfully successfully ADV bracis-19094 130 12 corrected correct VERB bracis-19094 130 13 all all DET bracis-19094 130 14 wrong wrong ADJ bracis-19094 130 15 annotations annotation NOUN bracis-19094 130 16 mentioned mention VERB bracis-19094 130 17 in in ADP bracis-19094 130 18 table table NOUN bracis-19094 130 19     SPACE bracis-19094 130 20 6 6 NUM bracis-19094 130 21 for for ADP bracis-19094 130 22 both both DET bracis-19094 130 23 systems system NOUN bracis-19094 130 24 ’ ' PUNCT bracis-19094 130 25 outputs output NOUN bracis-19094 130 26 , , PUNCT bracis-19094 130 27 as as SCONJ bracis-19094 130 28 all all DET bracis-19094 130 29 tokens token NOUN bracis-19094 130 30 wrongfully wrongfully ADV bracis-19094 130 31 annotated annotate VERB bracis-19094 130 32 ( ( PUNCT bracis-19094 130 33 482 482 NUM bracis-19094 130 34 by by ADP bracis-19094 130 35 udpipe udpipe ADJ bracis-19094 130 36 , , PUNCT bracis-19094 130 37 239 239 NUM bracis-19094 130 38 by by ADP bracis-19094 130 39 udify udify PROPN bracis-19094 130 40 ) ) PUNCT bracis-19094 130 41 were be AUX bracis-19094 130 42 corrected correct VERB bracis-19094 130 43 by by ADP bracis-19094 130 44 us we PRON bracis-19094 130 45 in in ADP bracis-19094 130 46 accordance accordance NOUN bracis-19094 130 47 to to ADP bracis-19094 130 48 the the DET bracis-19094 130 49 gold gold NOUN bracis-19094 130 50 standard standard NOUN bracis-19094 130 51 . . PUNCT bracis-19094 131 1 this this PRON bracis-19094 131 2 represented represent VERB bracis-19094 131 3 an an DET bracis-19094 131 4 improvement improvement NOUN bracis-19094 131 5 of of ADP bracis-19094 131 6 , , PUNCT bracis-19094 131 7 respectively respectively ADV bracis-19094 131 8 , , PUNCT bracis-19094 131 9 22.2 22.2 NUM bracis-19094 131 10 % % NOUN bracis-19094 131 11 and and CCONJ bracis-19094 131 12 11.0 11.0 NUM bracis-19094 131 13 % % NOUN bracis-19094 131 14 in in ADP bracis-19094 131 15 the the DET bracis-19094 131 16 number number NOUN bracis-19094 131 17 of of ADP bracis-19094 131 18 correct correct ADJ bracis-19094 131 19 sentences sentence NOUN bracis-19094 131 20 annotated annotate VERB bracis-19094 131 21 by by ADP bracis-19094 131 22 udpipe udpipe ADJ bracis-19094 131 23 and and CCONJ bracis-19094 131 24 udify udify AUX bracis-19094 131 25 concerning concern VERB bracis-19094 131 26 the the DET bracis-19094 131 27 non non ADJ bracis-19094 131 28 - - ADJ bracis-19094 131 29 ambiguous ambiguous ADJ bracis-19094 131 30 single single ADJ bracis-19094 131 31 tokens token NOUN bracis-19094 131 32 for for ADP bracis-19094 131 33 closed closed ADJ bracis-19094 131 34 pos pos NOUN bracis-19094 131 35 classes class NOUN bracis-19094 131 36 . . PUNCT bracis-19094 132 1 table table NOUN bracis-19094 132 2 6 6 NUM bracis-19094 132 3 . . PUNCT bracis-19094 133 1 automatic automatic ADJ bracis-19094 133 2 annotation annotation NOUN bracis-19094 133 3 of of ADP bracis-19094 133 4 the the DET bracis-19094 133 5 test test NOUN bracis-19094 133 6 data datum NOUN bracis-19094 133 7 set set VERB bracis-19094 133 8 for for ADP bracis-19094 133 9 the the DET bracis-19094 133 10 non non ADJ bracis-19094 133 11 - - ADJ bracis-19094 133 12 ambiguous ambiguous ADJ bracis-19094 133 13 single single ADJ bracis-19094 133 14 tokens token NOUN bracis-19094 133 15 from from ADP bracis-19094 133 16 closed close VERB bracis-19094 133 17 pos pos NOUN bracis-19094 133 18 classes class NOUN bracis-19094 133 19 compared compare VERB bracis-19094 133 20 to to ADP bracis-19094 133 21 the the DET bracis-19094 133 22 gold gold ADJ bracis-19094 133 23 standard standard NOUN bracis-19094 133 24 ( ( PUNCT bracis-19094 133 25 acs).full acs).full NOUN bracis-19094 133 26 size size NOUN bracis-19094 133 27 table table NOUN bracis-19094 133 28 3.2 3.2 NUM bracis-19094 133 29 evaluation evaluation NOUN bracis-19094 133 30 of of ADP bracis-19094 133 31     SPACE bracis-19094 133 32 the the DET bracis-19094 133 33     SPACE bracis-19094 133 34 non non ADJ bracis-19094 133 35 - - ADJ bracis-19094 133 36 ambiguous ambiguous ADJ bracis-19094 133 37 co co ADJ bracis-19094 133 38 - - ADJ bracis-19094 133 39 occurring occurring ADJ bracis-19094 133 40 tokens token NOUN bracis-19094 133 41 corrections correction NOUN bracis-19094 133 42 similarly similarly ADV bracis-19094 133 43 to to ADP bracis-19094 133 44 the the DET bracis-19094 133 45 process process NOUN bracis-19094 133 46 for for ADP bracis-19094 133 47 the the DET bracis-19094 133 48 single single ADJ bracis-19094 133 49 tokens token NOUN bracis-19094 133 50 of of ADP bracis-19094 133 51 closed closed ADJ bracis-19094 133 52 pos pos NOUN bracis-19094 133 53 classes class NOUN bracis-19094 134 1 , , PUNCT bracis-19094 134 2 we we PRON bracis-19094 134 3 conducted conduct VERB bracis-19094 134 4 an an DET bracis-19094 134 5 automatic automatic ADJ bracis-19094 134 6 correction correction NOUN bracis-19094 134 7 of of ADP bracis-19094 134 8 the the DET bracis-19094 134 9 chosen choose VERB bracis-19094 134 10 non non ADJ bracis-19094 134 11 - - ADJ bracis-19094 134 12 ambiguous ambiguous ADJ bracis-19094 134 13 functional functional ADJ bracis-19094 134 14 expressions expression NOUN bracis-19094 134 15 and and CCONJ bracis-19094 134 16 co co NOUN bracis-19094 134 17 - - ADJ bracis-19094 134 18 occuring occuring ADJ bracis-19094 134 19 functional functional ADJ bracis-19094 134 20 words word NOUN bracis-19094 134 21 ( ( PUNCT bracis-19094 134 22 table table NOUN bracis-19094 134 23     SPACE bracis-19094 134 24 5 5 NUM bracis-19094 134 25 ) ) PUNCT bracis-19094 134 26 ( ( PUNCT bracis-19094 134 27 hence hence ADV bracis-19094 134 28 , , PUNCT bracis-19094 134 29 this this DET bracis-19094 134 30 process process NOUN bracis-19094 134 31 is be AUX bracis-19094 134 32 denoted denote VERB bracis-19094 134 33 as as ADP bracis-19094 134 34 acc acc PROPN bracis-19094 134 35 for for ADP bracis-19094 134 36 automatic automatic ADJ bracis-19094 134 37 correction correction NOUN bracis-19094 134 38 of of ADP bracis-19094 134 39 co co ADJ bracis-19094 134 40 - - ADJ bracis-19094 134 41 occuring occuring ADJ bracis-19094 134 42 tokens token NOUN bracis-19094 134 43 ) ) PUNCT bracis-19094 134 44 . . PUNCT bracis-19094 135 1 the the DET bracis-19094 135 2 2,000 2,000 NUM bracis-19094 135 3 sentences sentence NOUN bracis-19094 135 4 test test NOUN bracis-19094 135 5 data datum NOUN bracis-19094 135 6 set set VERB bracis-19094 135 7 holds hold VERB bracis-19094 135 8 273 273 NUM bracis-19094 135 9 occurrences occurrence NOUN bracis-19094 135 10 of of ADP bracis-19094 135 11 the the DET bracis-19094 135 12 chosen choose VERB bracis-19094 135 13 non non ADJ bracis-19094 135 14 - - ADJ bracis-19094 135 15 ambiguous ambiguous ADJ bracis-19094 135 16 co co ADJ bracis-19094 135 17 - - ADJ bracis-19094 135 18 occurring occurring ADJ bracis-19094 135 19 tokens token NOUN bracis-19094 135 20 that that PRON bracis-19094 135 21 are be AUX bracis-19094 135 22 distributed distribute VERB bracis-19094 135 23 over over ADP bracis-19094 135 24 263 263 NUM bracis-19094 135 25 sentences sentence NOUN bracis-19094 135 26 . . PUNCT bracis-19094 136 1 both both PRON bracis-19094 136 2 udpipe udpipe VERB bracis-19094 136 3 and and CCONJ bracis-19094 136 4 udify udify VERB bracis-19094 136 5 have have VERB bracis-19094 136 6 several several ADJ bracis-19094 136 7 expressions expression NOUN bracis-19094 136 8 incorrectly incorrectly ADV bracis-19094 136 9 annotated annotate VERB bracis-19094 136 10 as as SCONJ bracis-19094 136 11 shown show VERB bracis-19094 136 12 in in ADP bracis-19094 136 13 table table NOUN bracis-19094 136 14     SPACE bracis-19094 136 15 7 7 NUM bracis-19094 136 16 . . PUNCT bracis-19094 136 17 table table NOUN bracis-19094 136 18 7 7 NUM bracis-19094 136 19 . . PUNCT bracis-19094 136 20 automatic automatic ADJ bracis-19094 136 21 annotation annotation NOUN bracis-19094 136 22 of of ADP bracis-19094 136 23 the the DET bracis-19094 136 24 test test NOUN bracis-19094 136 25 data datum NOUN bracis-19094 136 26 set set VERB bracis-19094 136 27 for for ADP bracis-19094 136 28 the the DET bracis-19094 136 29 non non ADJ bracis-19094 136 30 - - ADJ bracis-19094 136 31 ambiguous ambiguous ADJ bracis-19094 136 32 co co ADJ bracis-19094 136 33 - - ADJ bracis-19094 136 34 occurring occurring ADJ bracis-19094 136 35 tokens token NOUN bracis-19094 136 36 compared compare VERB bracis-19094 136 37 to to ADP bracis-19094 136 38 the the DET bracis-19094 136 39 gold gold ADJ bracis-19094 136 40 standard standard NOUN bracis-19094 136 41 ( ( PUNCT bracis-19094 136 42 acc).full acc).full NOUN bracis-19094 136 43 size size NOUN bracis-19094 136 44 table table NOUN bracis-19094 136 45 the the DET bracis-19094 136 46 observation observation NOUN bracis-19094 136 47 of of ADP bracis-19094 136 48 the the DET bracis-19094 136 49 results result NOUN bracis-19094 136 50 described describe VERB bracis-19094 136 51 in in ADP bracis-19094 136 52 table table NOUN bracis-19094 136 53     SPACE bracis-19094 136 54 7 7 NUM bracis-19094 136 55 shows show NOUN bracis-19094 136 56 in in ADP bracis-19094 136 57 scale scale NOUN bracis-19094 136 58 the the DET bracis-19094 136 59 same same ADJ bracis-19094 136 60 need need NOUN bracis-19094 136 61 for for ADP bracis-19094 136 62 correction correction NOUN bracis-19094 136 63 as as ADP bracis-19094 136 64 the the DET bracis-19094 136 65 one one NOUN bracis-19094 136 66 for for ADP bracis-19094 136 67 single single ADJ bracis-19094 136 68 tokens token NOUN bracis-19094 136 69 . . PUNCT bracis-19094 137 1 an an DET bracis-19094 137 2 impressive impressive ADJ bracis-19094 137 3 number number NOUN bracis-19094 137 4 of of ADP bracis-19094 137 5 wrongfully wrongfully ADV bracis-19094 137 6 annotated annotate VERB bracis-19094 137 7 co co ADJ bracis-19094 137 8 - - ADJ bracis-19094 137 9 occurring occurring ADJ bracis-19094 137 10 tokens token NOUN bracis-19094 137 11 ( ( PUNCT bracis-19094 137 12 39.2 39.2 NUM bracis-19094 137 13 % % NOUN bracis-19094 137 14 for for ADP bracis-19094 137 15 udpipe udpipe NOUN bracis-19094 137 16 and and CCONJ bracis-19094 137 17 32.6 32.6 NUM bracis-19094 137 18 % % NOUN bracis-19094 137 19 for for ADP bracis-19094 137 20 udify udify NOUN bracis-19094 137 21 ) ) PUNCT bracis-19094 137 22 reflects reflect VERB bracis-19094 137 23 in in ADP bracis-19094 137 24 annotation annotation NOUN bracis-19094 137 25 errors error NOUN bracis-19094 137 26 of of ADP bracis-19094 137 27 39.9 39.9 NUM bracis-19094 137 28 % % NOUN bracis-19094 137 29 and and CCONJ bracis-19094 137 30 33.8 33.8 NUM bracis-19094 137 31 % % NOUN bracis-19094 137 32 of of ADP bracis-19094 137 33 sentences sentence NOUN bracis-19094 137 34 , , PUNCT bracis-19094 137 35 respectively respectively ADV bracis-19094 137 36 . . PUNCT bracis-19094 138 1 after after ADP bracis-19094 138 2 applying apply VERB bracis-19094 138 3 the the DET bracis-19094 138 4 automatic automatic ADJ bracis-19094 138 5 correction correction NOUN bracis-19094 138 6 ( ( PUNCT bracis-19094 138 7 acc acc PROPN bracis-19094 138 8 ) ) PUNCT bracis-19094 138 9 to to ADP bracis-19094 138 10 both both DET bracis-19094 138 11 systems system NOUN bracis-19094 138 12 ’ ' PUNCT bracis-19094 138 13 outputs output NOUN bracis-19094 138 14 , , PUNCT bracis-19094 138 15 we we PRON bracis-19094 138 16 were be AUX bracis-19094 138 17 pleased pleased ADJ bracis-19094 138 18 to to PART bracis-19094 138 19 verify verify VERB bracis-19094 138 20 that that SCONJ bracis-19094 138 21 all all DET bracis-19094 138 22 107 107 NUM bracis-19094 138 23 and and CCONJ bracis-19094 138 24 89 89 NUM bracis-19094 138 25 expressions expression NOUN bracis-19094 138 26 , , PUNCT bracis-19094 138 27 respectively respectively ADV bracis-19094 138 28 , , PUNCT bracis-19094 138 29 were be AUX bracis-19094 138 30 correctly correctly ADV bracis-19094 138 31 reannotated reannotate VERB bracis-19094 138 32 by by ADP bracis-19094 138 33 our our PRON bracis-19094 138 34 technique technique NOUN bracis-19094 138 35 , , PUNCT bracis-19094 138 36 eliminating eliminate VERB bracis-19094 138 37 all all DET bracis-19094 138 38 system system NOUN bracis-19094 138 39 errors error NOUN bracis-19094 138 40 for for ADP bracis-19094 138 41 the the DET bracis-19094 138 42 chosen choose VERB bracis-19094 138 43 non non ADJ bracis-19094 138 44 - - ADJ bracis-19094 138 45 ambiguous ambiguous ADJ bracis-19094 138 46 co co ADJ bracis-19094 138 47 - - ADJ bracis-19094 138 48 occurring occurring ADJ bracis-19094 138 49 tokens token NOUN bracis-19094 138 50 . . PUNCT bracis-19094 139 1 it it PRON bracis-19094 139 2 is be AUX bracis-19094 139 3 important important ADJ bracis-19094 139 4 to to PART bracis-19094 139 5 point point VERB bracis-19094 139 6 out out ADP bracis-19094 139 7 that that SCONJ bracis-19094 139 8 the the DET bracis-19094 139 9 acc acc PROPN bracis-19094 139 10 carried carry VERB bracis-19094 139 11 out out ADP bracis-19094 139 12 by by ADP bracis-19094 139 13 our our PRON bracis-19094 139 14 technique technique NOUN bracis-19094 139 15 had have VERB bracis-19094 139 16 a a DET bracis-19094 139 17 low low ADJ bracis-19094 139 18 overlap overlap NOUN bracis-19094 139 19 with with ADP bracis-19094 139 20 acs acs PROPN bracis-19094 139 21 . . PUNCT bracis-19094 140 1 for for ADP bracis-19094 140 2 udpipe udpipe ADJ bracis-19094 140 3 , , PUNCT bracis-19094 140 4 only only ADV bracis-19094 140 5 7 7 NUM bracis-19094 140 6 out out ADP bracis-19094 140 7 of of ADP bracis-19094 140 8 107 107 NUM bracis-19094 140 9 co co ADJ bracis-19094 140 10 - - ADJ bracis-19094 140 11 occurring occurring ADJ bracis-19094 140 12 tokens token NOUN bracis-19094 140 13 corrections correction NOUN bracis-19094 140 14 had have VERB bracis-19094 140 15 an an DET bracis-19094 140 16 overlap overlap NOUN bracis-19094 140 17 with with ADP bracis-19094 140 18 the the DET bracis-19094 140 19 corrections correction NOUN bracis-19094 140 20 carried carry VERB bracis-19094 140 21 out out ADP bracis-19094 140 22 for for ADP bracis-19094 140 23 the the DET bracis-19094 140 24 single single ADJ bracis-19094 140 25 tokens token NOUN bracis-19094 140 26 : : PUNCT bracis-19094 140 27 the the DET bracis-19094 140 28 token token PROPN bracis-19094 140 29 de de X bracis-19094 140 30 in in ADP bracis-19094 140 31 the the DET bracis-19094 140 32 expression expression NOUN bracis-19094 140 33 a a DET bracis-19094 140 34 ponto ponto NOUN bracis-19094 140 35 de de X bracis-19094 140 36 ( ( PUNCT bracis-19094 140 37 twice twice ADV bracis-19094 140 38 ) ) PUNCT bracis-19094 140 39 ; ; PUNCT bracis-19094 140 40 and and CCONJ bracis-19094 140 41 the the DET bracis-19094 140 42 token token ADJ bracis-19094 140 43 desde desde NOUN bracis-19094 140 44 in in ADP bracis-19094 140 45 the the DET bracis-19094 140 46 expression expression NOUN bracis-19094 140 47 desde desde PROPN bracis-19094 140 48 que que X bracis-19094 140 49 ( ( PUNCT bracis-19094 140 50 five five NUM bracis-19094 140 51 times time NOUN bracis-19094 140 52 ) ) PUNCT bracis-19094 140 53 . . PUNCT bracis-19094 141 1 for for ADP bracis-19094 141 2 udify udify VERB bracis-19094 141 3 , , PUNCT bracis-19094 141 4 only only ADV bracis-19094 141 5 2 2 NUM bracis-19094 141 6 out out ADP bracis-19094 141 7 of of ADP bracis-19094 141 8 89 89 NUM bracis-19094 141 9 co co ADJ bracis-19094 141 10 - - ADJ bracis-19094 141 11 occurring occurring ADJ bracis-19094 141 12 tokens token NOUN bracis-19094 141 13 corrections correction NOUN bracis-19094 141 14 had have VERB bracis-19094 141 15 overlap overlap NOUN bracis-19094 141 16 and and CCONJ bracis-19094 141 17 they they PRON bracis-19094 141 18 both both PRON bracis-19094 141 19 were be AUX bracis-19094 141 20 for for ADP bracis-19094 141 21 the the DET bracis-19094 141 22 token token ADJ bracis-19094 141 23 desde desde PROPN bracis-19094 141 24 in in ADP bracis-19094 141 25 the the DET bracis-19094 141 26 expression expression NOUN bracis-19094 141 27 desde desde PROPN bracis-19094 141 28 que que X bracis-19094 141 29 ( ( PUNCT bracis-19094 141 30 twice twice ADV bracis-19094 141 31 ) ) PUNCT bracis-19094 141 32 . . PUNCT bracis-19094 142 1 3.3 3.3 NUM bracis-19094 142 2 evaluation evaluation NOUN bracis-19094 142 3 of of ADP bracis-19094 142 4     SPACE bracis-19094 142 5 all all DET bracis-19094 142 6 non non ADJ bracis-19094 142 7 - - ADJ bracis-19094 142 8 ambiguous ambiguous ADJ bracis-19094 142 9 corrections correction NOUN bracis-19094 142 10 as as SCONJ bracis-19094 142 11 seen see VERB bracis-19094 142 12 in in ADP bracis-19094 142 13 sects sect NOUN bracis-19094 142 14 . . PUNCT bracis-19094 142 15     SPACE bracis-19094 142 16 3.1 3.1 NUM bracis-19094 142 17 and and CCONJ bracis-19094 142 18 3.2 3.2 NUM bracis-19094 142 19 , , PUNCT bracis-19094 142 20 both both CCONJ bracis-19094 142 21 automatic automatic ADJ bracis-19094 142 22 corrections correction NOUN bracis-19094 142 23 brought bring VERB bracis-19094 142 24 improvements improvement NOUN bracis-19094 142 25 considering consider VERB bracis-19094 142 26 the the DET bracis-19094 142 27 targeted target VERB bracis-19094 142 28 tokens token NOUN bracis-19094 142 29 and and CCONJ bracis-19094 142 30 expressions expression NOUN bracis-19094 142 31 . . PUNCT bracis-19094 143 1 also also ADV bracis-19094 143 2 , , PUNCT bracis-19094 143 3 our our PRON bracis-19094 143 4 experiments experiment NOUN bracis-19094 143 5 indicated indicate VERB bracis-19094 143 6 an an DET bracis-19094 143 7 overall overall ADJ bracis-19094 143 8 improvement improvement NOUN bracis-19094 143 9 in in ADP bracis-19094 143 10 the the DET bracis-19094 143 11 accuracy accuracy NOUN bracis-19094 143 12 of of ADP bracis-19094 143 13 the the DET bracis-19094 143 14 systems system NOUN bracis-19094 143 15 ’ ' PUNCT bracis-19094 143 16 annotation annotation NOUN bracis-19094 143 17 when when SCONJ bracis-19094 143 18 compared compare VERB bracis-19094 143 19 to to ADP bracis-19094 143 20 the the DET bracis-19094 143 21 gold gold ADJ bracis-19094 143 22 standard standard NOUN bracis-19094 143 23 . . PUNCT bracis-19094 144 1 table table NOUN bracis-19094 144 2     SPACE bracis-19094 144 3 8 8 NUM bracis-19094 144 4 presents present VERB bracis-19094 144 5 the the DET bracis-19094 144 6 obtained obtain VERB bracis-19094 144 7 accuracy accuracy NOUN bracis-19094 144 8 starting start VERB bracis-19094 144 9 from from ADP bracis-19094 144 10 the the DET bracis-19094 144 11 original original ADJ bracis-19094 144 12 system system NOUN bracis-19094 144 13 annotation annotation NOUN bracis-19094 144 14 , , PUNCT bracis-19094 144 15 followed follow VERB bracis-19094 144 16 by by ADP bracis-19094 144 17 the the DET bracis-19094 144 18 application application NOUN bracis-19094 144 19 of of ADP bracis-19094 144 20 our our PRON bracis-19094 144 21 automatic automatic ADJ bracis-19094 144 22 correction correction NOUN bracis-19094 144 23 of of ADP bracis-19094 144 24 non non ADJ bracis-19094 144 25 - - ADJ bracis-19094 144 26 ambiguous ambiguous ADJ bracis-19094 144 27 single single ADJ bracis-19094 144 28 tokens token NOUN bracis-19094 144 29 ( ( PUNCT bracis-19094 144 30 acs acs PROPN bracis-19094 144 31 ) ) PUNCT bracis-19094 144 32 and and CCONJ bracis-19094 144 33 automatic automatic ADJ bracis-19094 144 34 correction correction NOUN bracis-19094 144 35 of of ADP bracis-19094 144 36 non non ADJ bracis-19094 144 37 - - ADJ bracis-19094 144 38 ambiguous ambiguous ADJ bracis-19094 144 39 co co ADJ bracis-19094 144 40 - - ADJ bracis-19094 144 41 occurring occurring ADJ bracis-19094 144 42 tokens token NOUN bracis-19094 144 43 ( ( PUNCT bracis-19094 144 44 acc acc PROPN bracis-19094 144 45 ) ) PUNCT bracis-19094 144 46 . . PUNCT bracis-19094 145 1 however however ADV bracis-19094 145 2 , , PUNCT bracis-19094 145 3 in in ADP bracis-19094 145 4 this this DET bracis-19094 145 5 table table NOUN bracis-19094 145 6 , , PUNCT bracis-19094 145 7 we we PRON bracis-19094 145 8 indicate indicate VERB bracis-19094 145 9 not not PART bracis-19094 145 10 only only ADV bracis-19094 145 11 the the DET bracis-19094 145 12 numbers number NOUN bracis-19094 145 13 concerned concern VERB bracis-19094 145 14 by by ADP bracis-19094 145 15 the the DET bracis-19094 145 16 tokens token NOUN bracis-19094 145 17 belonging belong VERB bracis-19094 145 18 to to ADP bracis-19094 145 19 the the DET bracis-19094 145 20 target target NOUN bracis-19094 145 21 set set VERB bracis-19094 145 22 ( ( PUNCT bracis-19094 145 23 single single ADJ bracis-19094 145 24 and and CCONJ bracis-19094 145 25 co co ADJ bracis-19094 145 26 - - ADJ bracis-19094 145 27 occurring occurring ADJ bracis-19094 145 28 tokens token NOUN bracis-19094 145 29 ) ) PUNCT bracis-19094 145 30 , , PUNCT bracis-19094 145 31 but but CCONJ bracis-19094 145 32 all all DET bracis-19094 145 33 tokens token NOUN bracis-19094 145 34 of of ADP bracis-19094 145 35 the the DET bracis-19094 145 36 2,000 2,000 NUM bracis-19094 145 37 sentences sentence NOUN bracis-19094 145 38 test test NOUN bracis-19094 145 39 data datum NOUN bracis-19094 145 40 set set VERB bracis-19094 145 41 , , PUNCT bracis-19094 145 42 providing provide VERB bracis-19094 145 43 an an DET bracis-19094 145 44 overall overall ADJ bracis-19094 145 45 picture picture NOUN bracis-19094 145 46 of of ADP bracis-19094 145 47 the the DET bracis-19094 145 48 situation situation NOUN bracis-19094 145 49 . . PUNCT bracis-19094 146 1 table table NOUN bracis-19094 146 2 8 8 NUM bracis-19094 146 3 . . PUNCT bracis-19094 147 1 automatic automatic ADJ bracis-19094 147 2 annotation annotation NOUN bracis-19094 147 3 of of ADP bracis-19094 147 4 the the DET bracis-19094 147 5 test test NOUN bracis-19094 147 6 data datum NOUN bracis-19094 147 7 set set VERB bracis-19094 147 8 : : PUNCT bracis-19094 147 9 overall overall ADJ bracis-19094 147 10 analysis analysis NOUN bracis-19094 147 11 considering consider VERB bracis-19094 147 12 the the DET bracis-19094 147 13 original original ADJ bracis-19094 147 14 system system NOUN bracis-19094 147 15 annotation annotation NOUN bracis-19094 147 16 and and CCONJ bracis-19094 147 17 our our PRON bracis-19094 147 18 proposed propose VERB bracis-19094 147 19 automatic automatic ADJ bracis-19094 147 20 corrections correction NOUN bracis-19094 147 21 ( ( PUNCT bracis-19094 147 22 acs acs PROPN bracis-19094 147 23 and and CCONJ bracis-19094 147 24 acc acc PROPN bracis-19094 147 25 ) ) PUNCT bracis-19094 147 26 compared compare VERB bracis-19094 147 27 to to ADP bracis-19094 147 28 the the DET bracis-19094 147 29 gold gold NOUN bracis-19094 147 30 standard.full standard.full NUM bracis-19094 147 31 size size NOUN bracis-19094 147 32 table table NOUN bracis-19094 147 33 observing observe VERB bracis-19094 147 34 the the DET bracis-19094 147 35 results result NOUN bracis-19094 147 36 in in ADP bracis-19094 147 37 table table NOUN bracis-19094 147 38     SPACE bracis-19094 147 39 8 8 NUM bracis-19094 147 40 , , PUNCT bracis-19094 147 41 it it PRON bracis-19094 147 42 is be AUX bracis-19094 147 43 clear clear ADJ bracis-19094 147 44 that that SCONJ bracis-19094 147 45 both both CCONJ bracis-19094 147 46 automatic automatic ADJ bracis-19094 147 47 corrections correction NOUN bracis-19094 147 48 presented present VERB bracis-19094 147 49 consistent consistent ADJ bracis-19094 147 50 improvements improvement NOUN bracis-19094 147 51 by by ADP bracis-19094 147 52 correcting correct VERB bracis-19094 147 53 wrongfully wrongfully ADV bracis-19094 147 54 annotated annotate VERB bracis-19094 147 55 tokens token NOUN bracis-19094 147 56 ( ( PUNCT bracis-19094 147 57 1.4 1.4 NUM bracis-19094 147 58 % % NOUN bracis-19094 147 59 and and CCONJ bracis-19094 147 60 0.8 0.8 NUM bracis-19094 147 61 % % NOUN bracis-19094 147 62 for for ADP bracis-19094 147 63 udpipe udpipe ADJ bracis-19094 147 64 and and CCONJ bracis-19094 147 65 udify udify VERB bracis-19094 147 66 , , PUNCT bracis-19094 147 67 respectively respectively ADV bracis-19094 147 68 ) ) PUNCT bracis-19094 147 69 . . PUNCT bracis-19094 148 1 however however ADV bracis-19094 148 2 , , PUNCT bracis-19094 148 3 the the DET bracis-19094 148 4 gains gain NOUN bracis-19094 148 5 in in ADP bracis-19094 148 6 terms term NOUN bracis-19094 148 7 of of ADP bracis-19094 148 8 the the DET bracis-19094 148 9 number number NOUN bracis-19094 148 10 of of ADP bracis-19094 148 11 correctly correctly ADV bracis-19094 148 12 annotated annotate VERB bracis-19094 148 13 sentences sentence NOUN bracis-19094 148 14 is be AUX bracis-19094 148 15 even even ADV bracis-19094 148 16 more more ADV bracis-19094 148 17 noticeable noticeable ADJ bracis-19094 148 18 , , PUNCT bracis-19094 148 19 as as SCONJ bracis-19094 148 20 the the DET bracis-19094 148 21 initial initial ADJ bracis-19094 148 22 system system NOUN bracis-19094 148 23 accuracy accuracy NOUN bracis-19094 148 24 for for ADP bracis-19094 148 25 fully fully ADV bracis-19094 148 26 correct correct ADJ bracis-19094 148 27 tagged tag VERB bracis-19094 148 28 sentences sentence NOUN bracis-19094 148 29 was be AUX bracis-19094 148 30 44.3 44.3 NUM bracis-19094 148 31 % % NOUN bracis-19094 148 32 and and CCONJ bracis-19094 148 33 40.0 40.0 NUM bracis-19094 148 34 % % NOUN bracis-19094 148 35 for for ADP bracis-19094 148 36 udpipe udpipe ADJ bracis-19094 148 37 and and CCONJ bracis-19094 148 38 udify udify VERB bracis-19094 148 39 , , PUNCT bracis-19094 148 40 respectively respectively ADV bracis-19094 148 41 , , PUNCT bracis-19094 148 42 and and CCONJ bracis-19094 148 43 the the DET bracis-19094 148 44 combined combined ADJ bracis-19094 148 45 application application NOUN bracis-19094 148 46 of of ADP bracis-19094 148 47 acs acs PROPN bracis-19094 148 48 and and CCONJ bracis-19094 148 49 acc acc PROPN bracis-19094 148 50 brought bring VERB bracis-19094 148 51 an an DET bracis-19094 148 52 increase increase NOUN bracis-19094 148 53 around around ADP bracis-19094 148 54 13.9 13.9 NUM bracis-19094 148 55 % % NOUN bracis-19094 148 56 of of ADP bracis-19094 148 57 fully fully ADV bracis-19094 148 58 correct correct ADJ bracis-19094 148 59 sentences sentence NOUN bracis-19094 148 60 for for ADP bracis-19094 148 61 udpipe udpipe ADJ bracis-19094 148 62 ( ( PUNCT bracis-19094 148 63 from from ADP bracis-19094 148 64 44.3 44.3 NUM bracis-19094 148 65 % % NOUN bracis-19094 148 66 to to ADP bracis-19094 148 67 58.2 58.2 NUM bracis-19094 148 68 % % NOUN bracis-19094 148 69 of of ADP bracis-19094 148 70 sentences sentence NOUN bracis-19094 148 71 ) ) PUNCT bracis-19094 148 72 and and CCONJ bracis-19094 148 73 5.4 5.4 NUM bracis-19094 148 74 % % NOUN bracis-19094 148 75 for for ADP bracis-19094 148 76 udify udify NOUN bracis-19094 148 77 ( ( PUNCT bracis-19094 148 78 from from ADP bracis-19094 148 79 40 40 NUM bracis-19094 148 80 % % NOUN bracis-19094 148 81 to to ADP bracis-19094 148 82 45.4 45.4 NUM bracis-19094 148 83 % % NOUN bracis-19094 148 84 of of ADP bracis-19094 148 85 sentences sentence NOUN bracis-19094 148 86 ) ) PUNCT bracis-19094 148 87 . . PUNCT bracis-19094 149 1 such such ADJ bracis-19094 149 2 values value NOUN bracis-19094 149 3 are be AUX bracis-19094 149 4 very very ADV bracis-19094 149 5 relevant relevant ADJ bracis-19094 149 6 , , PUNCT bracis-19094 149 7 as as SCONJ bracis-19094 149 8 tagging tag VERB bracis-19094 149 9 results result NOUN bracis-19094 149 10 directly directly ADV bracis-19094 149 11 influence influence VERB bracis-19094 149 12 other other ADJ bracis-19094 149 13 automatic automatic ADJ bracis-19094 149 14 analyses analysis NOUN bracis-19094 149 15 that that SCONJ bracis-19094 149 16 parsers parser NOUN bracis-19094 149 17 and and CCONJ bracis-19094 149 18 other other ADJ bracis-19094 149 19 nlp nlp NOUN bracis-19094 149 20 systems system NOUN bracis-19094 149 21 perform perform NOUN bracis-19094 149 22 . . PUNCT bracis-19094 150 1 therefore therefore ADV bracis-19094 150 2 , , PUNCT bracis-19094 150 3 producing produce VERB bracis-19094 150 4 an an DET bracis-19094 150 5 error error NOUN bracis-19094 150 6 reduction reduction NOUN bracis-19094 150 7 in in ADP bracis-19094 150 8 this this DET bracis-19094 150 9 scale scale NOUN bracis-19094 150 10 is be AUX bracis-19094 150 11 significant significant ADJ bracis-19094 150 12 . . PUNCT bracis-19094 151 1 another another DET bracis-19094 151 2 interesting interesting ADJ bracis-19094 151 3 observation observation NOUN bracis-19094 151 4 from from ADP bracis-19094 151 5 table table NOUN bracis-19094 151 6     SPACE bracis-19094 151 7 8 8 NUM bracis-19094 151 8 is be AUX bracis-19094 151 9 that that SCONJ bracis-19094 151 10 the the DET bracis-19094 151 11 acs acs PROPN bracis-19094 151 12 and and CCONJ bracis-19094 151 13 acc acc PROPN bracis-19094 151 14 corrections correction NOUN bracis-19094 151 15 bring bring VERB bracis-19094 151 16 rather rather ADV bracis-19094 151 17 complementary complementary ADJ bracis-19094 151 18 gains gain NOUN bracis-19094 151 19 . . PUNCT bracis-19094 152 1 for for ADP bracis-19094 152 2 instance instance NOUN bracis-19094 152 3 , , PUNCT bracis-19094 152 4 observing observe VERB bracis-19094 152 5 the the DET bracis-19094 152 6 reduction reduction NOUN bracis-19094 152 7 of of ADP bracis-19094 152 8 wrongfully wrongfully ADV bracis-19094 152 9 annotated annotate VERB bracis-19094 152 10 tokens token NOUN bracis-19094 152 11 for for ADP bracis-19094 152 12 udpipe udpipe ADJ bracis-19094 152 13 , , PUNCT bracis-19094 152 14 the the DET bracis-19094 152 15 application application NOUN bracis-19094 152 16 of of ADP bracis-19094 152 17 acc acc PROPN bracis-19094 152 18 over over ADP bracis-19094 152 19 the the DET bracis-19094 152 20 udpipe udpipe ADJ bracis-19094 152 21 output output NOUN bracis-19094 152 22 corrected correct VERB bracis-19094 152 23 the the DET bracis-19094 152 24 tags tag NOUN bracis-19094 152 25 of of ADP bracis-19094 152 26 118 118 NUM bracis-19094 152 27 tokens token NOUN bracis-19094 152 28 ( ( PUNCT bracis-19094 152 29 1935 1935 NUM bracis-19094 152 30 minus minus ADP bracis-19094 152 31 1817 1817 NUM bracis-19094 152 32 ) ) PUNCT bracis-19094 152 33 , , PUNCT bracis-19094 152 34 while while SCONJ bracis-19094 152 35 the the DET bracis-19094 152 36 application application NOUN bracis-19094 152 37 of of ADP bracis-19094 152 38 acs acs PROPN bracis-19094 152 39 corrected correct VERB bracis-19094 152 40 the the DET bracis-19094 152 41 tags tag NOUN bracis-19094 152 42 of of ADP bracis-19094 152 43 482 482 NUM bracis-19094 152 44 tokens token NOUN bracis-19094 152 45 ( ( PUNCT bracis-19094 152 46 1935 1935 NUM bracis-19094 152 47 minus minus ADP bracis-19094 152 48 1453 1453 NUM bracis-19094 152 49 ) ) PUNCT bracis-19094 152 50 , , PUNCT bracis-19094 152 51 and and CCONJ bracis-19094 152 52 the the DET bracis-19094 152 53 combined combined ADJ bracis-19094 152 54 application application NOUN bracis-19094 152 55 of of ADP bracis-19094 152 56 both both DET bracis-19094 152 57 acs acs PROPN bracis-19094 152 58 and and CCONJ bracis-19094 152 59 acc acc PROPN bracis-19094 152 60 corrected correct VERB bracis-19094 152 61 583 583 NUM bracis-19094 152 62 tokens token NOUN bracis-19094 152 63 ( ( PUNCT bracis-19094 152 64 1935 1935 NUM bracis-19094 152 65 minus minus ADP bracis-19094 152 66 1352 1352 NUM bracis-19094 152 67 ) ) PUNCT bracis-19094 152 68 . . PUNCT bracis-19094 153 1 this this PRON bracis-19094 153 2 shows show VERB bracis-19094 153 3 that that SCONJ bracis-19094 153 4 the the DET bracis-19094 153 5 intersection intersection NOUN bracis-19094 153 6 of of ADP bracis-19094 153 7 corrected correct VERB bracis-19094 153 8 tags tag NOUN bracis-19094 153 9 between between ADP bracis-19094 153 10 acc acc PROPN bracis-19094 153 11 and and CCONJ bracis-19094 153 12 acs acs PROPN bracis-19094 153 13 was be AUX bracis-19094 153 14 just just ADV bracis-19094 153 15 over over ADP bracis-19094 153 16 17 17 NUM bracis-19094 153 17 tokens token NOUN bracis-19094 153 18 ( ( PUNCT bracis-19094 153 19 which which PRON bracis-19094 153 20 is be AUX bracis-19094 153 21 the the DET bracis-19094 153 22 difference difference NOUN bracis-19094 153 23 between between ADP bracis-19094 153 24 118 118 NUM bracis-19094 153 25 + + NUM bracis-19094 153 26 482 482 NUM bracis-19094 153 27 and and CCONJ bracis-19094 153 28 583 583 NUM bracis-19094 153 29 ) ) PUNCT bracis-19094 153 30 . . PUNCT bracis-19094 154 1 a a DET bracis-19094 154 2 similar similar ADJ bracis-19094 154 3 relation relation NOUN bracis-19094 154 4 was be AUX bracis-19094 154 5 found find VERB bracis-19094 154 6 for for ADP bracis-19094 154 7 udify udify ADJ bracis-19094 154 8 output output NOUN bracis-19094 154 9 , , PUNCT bracis-19094 154 10 and and CCONJ bracis-19094 154 11 also also ADV bracis-19094 154 12 for for ADP bracis-19094 154 13 the the DET bracis-19094 154 14 gains gain NOUN bracis-19094 154 15 in in ADP bracis-19094 154 16 terms term NOUN bracis-19094 154 17 of of ADP bracis-19094 154 18 sentences sentence NOUN bracis-19094 154 19 . . PUNCT bracis-19094 155 1 these these DET bracis-19094 155 2 numbers number NOUN bracis-19094 155 3 reinforce reinforce VERB bracis-19094 155 4 our our PRON bracis-19094 155 5 findings finding NOUN bracis-19094 155 6 of of ADP bracis-19094 155 7 the the DET bracis-19094 155 8 small small ADJ bracis-19094 155 9 overlap overlap NOUN bracis-19094 155 10 between between ADP bracis-19094 155 11 acs acs PROPN bracis-19094 155 12 and and CCONJ bracis-19094 155 13 acc acc PROPN bracis-19094 155 14 gains gain NOUN bracis-19094 155 15 mentioned mention VERB bracis-19094 155 16 in in ADP bracis-19094 155 17 sect sect NOUN bracis-19094 155 18 . . PUNCT bracis-19094 155 19     SPACE bracis-19094 155 20 3.2 3.2 NUM bracis-19094 155 21 . . PUNCT bracis-19094 155 22 4 4 NUM bracis-19094 155 23 concluding conclude VERB bracis-19094 155 24 remarks remark NOUN bracis-19094 155 25 we we PRON bracis-19094 155 26 proposed propose VERB bracis-19094 155 27 a a DET bracis-19094 155 28 technique technique NOUN bracis-19094 155 29 for for ADP bracis-19094 155 30 universal universal ADJ bracis-19094 155 31 dependencies dependency NOUN bracis-19094 155 32 - - PUNCT bracis-19094 155 33 based base VERB bracis-19094 155 34 pos pos NOUN bracis-19094 155 35 tagging tagging NOUN bracis-19094 155 36 refinement refinement NOUN bracis-19094 155 37 through through ADP bracis-19094 155 38 linguistic linguistic ADJ bracis-19094 155 39 resources resource NOUN bracis-19094 155 40 . . PUNCT bracis-19094 156 1 our our PRON bracis-19094 156 2 goal goal NOUN bracis-19094 156 3 was be AUX bracis-19094 156 4 to to PART bracis-19094 156 5 show show VERB bracis-19094 156 6 that that SCONJ bracis-19094 156 7 such such ADJ bracis-19094 156 8 refinement refinement NOUN bracis-19094 156 9 could could AUX bracis-19094 156 10 be be AUX bracis-19094 156 11 accomplished accomplish VERB bracis-19094 156 12 by by ADP bracis-19094 156 13 improving improve VERB bracis-19094 156 14 the the DET bracis-19094 156 15 annotation annotation NOUN bracis-19094 156 16 accuracy accuracy NOUN bracis-19094 156 17 of of ADP bracis-19094 156 18 two two NUM bracis-19094 156 19 well well ADV bracis-19094 156 20 - - PUNCT bracis-19094 156 21 known know VERB bracis-19094 156 22 systems system NOUN bracis-19094 156 23 ( ( PUNCT bracis-19094 156 24 udpipe udpipe ADJ bracis-19094 156 25 and and CCONJ bracis-19094 156 26 udify udify VERB bracis-19094 156 27 ) ) PUNCT bracis-19094 156 28 through through ADP bracis-19094 156 29 tag tag NOUN bracis-19094 156 30 corrections correction NOUN bracis-19094 156 31 based base VERB bracis-19094 156 32 on on ADP bracis-19094 156 33 non non ADJ bracis-19094 156 34 - - ADJ bracis-19094 156 35 ambiguous ambiguous ADJ bracis-19094 156 36 single single ADJ bracis-19094 156 37 and and CCONJ bracis-19094 156 38 co co ADJ bracis-19094 156 39 - - ADJ bracis-19094 156 40 occurring occurring ADJ bracis-19094 156 41 tokens token NOUN bracis-19094 156 42 . . PUNCT bracis-19094 157 1 the the DET bracis-19094 157 2 overall overall ADJ bracis-19094 157 3 impact impact NOUN bracis-19094 157 4 of of ADP bracis-19094 157 5 our our PRON bracis-19094 157 6 proposed propose VERB bracis-19094 157 7 automatic automatic ADJ bracis-19094 157 8 corrections correction NOUN bracis-19094 157 9 lead lead VERB bracis-19094 157 10 to to ADP bracis-19094 157 11 a a DET bracis-19094 157 12 tagging tagging NOUN bracis-19094 157 13 accuracy accuracy NOUN bracis-19094 157 14 improvement improvement NOUN bracis-19094 157 15 of of ADP bracis-19094 157 16 up up ADV bracis-19094 157 17     SPACE bracis-19094 157 18 to to ADP bracis-19094 157 19 1.4 1.4 NUM bracis-19094 157 20 % % NOUN bracis-19094 157 21 . . PUNCT bracis-19094 158 1 more more ADJ bracis-19094 158 2 than than ADP bracis-19094 158 3 this this PRON bracis-19094 158 4 , , PUNCT bracis-19094 158 5 in in ADP bracis-19094 158 6 relation relation NOUN bracis-19094 158 7 to to ADP bracis-19094 158 8 the the DET bracis-19094 158 9 number number NOUN bracis-19094 158 10 of of ADP bracis-19094 158 11 fully fully ADV bracis-19094 158 12 correct correct ADJ bracis-19094 158 13 annotated annotated ADJ bracis-19094 158 14 sentences sentence NOUN bracis-19094 158 15 , , PUNCT bracis-19094 158 16 the the DET bracis-19094 158 17 improvement improvement NOUN bracis-19094 158 18 was be AUX bracis-19094 158 19 up up ADV bracis-19094 158 20     SPACE bracis-19094 158 21 to to ADP bracis-19094 158 22 13.9 13.9 NUM bracis-19094 158 23 % % NOUN bracis-19094 158 24 . . PUNCT bracis-19094 159 1 we we PRON bracis-19094 159 2 performed perform VERB bracis-19094 159 3 a a DET bracis-19094 159 4 verification verification NOUN bracis-19094 159 5 over over ADP bracis-19094 159 6 the the DET bracis-19094 159 7 entire entire ADJ bracis-19094 159 8 folha folha NOUN bracis-19094 159 9 - - PUNCT bracis-19094 159 10 kaggle kaggle NOUN bracis-19094 159 11 corpus corpus NOUN bracis-19094 159 12 with with ADP bracis-19094 159 13 3.6 3.6 NUM bracis-19094 159 14 million million NUM bracis-19094 159 15 sentences sentence NOUN bracis-19094 159 16 and and CCONJ bracis-19094 159 17 84 84 NUM bracis-19094 159 18 million million NUM bracis-19094 159 19 tokens token NOUN bracis-19094 159 20 , , PUNCT bracis-19094 159 21 and and CCONJ bracis-19094 159 22 we we PRON bracis-19094 159 23 found find VERB bracis-19094 159 24 nearly nearly ADV bracis-19094 159 25 28 28 NUM bracis-19094 159 26 million million NUM bracis-19094 159 27 tokens token NOUN bracis-19094 159 28 that that PRON bracis-19094 159 29 would would AUX bracis-19094 159 30 be be AUX bracis-19094 159 31 detected detect VERB bracis-19094 159 32 by by ADP bracis-19094 159 33 our our PRON bracis-19094 159 34 proposed propose VERB bracis-19094 159 35 approach approach NOUN bracis-19094 159 36 . . PUNCT bracis-19094 160 1 given give VERB bracis-19094 160 2 the the DET bracis-19094 160 3 results result NOUN bracis-19094 160 4 of of ADP bracis-19094 160 5 our our PRON bracis-19094 160 6 experiments experiment NOUN bracis-19094 160 7 , , PUNCT bracis-19094 160 8 which which PRON bracis-19094 160 9 indicate indicate VERB bracis-19094 160 10 that that SCONJ bracis-19094 160 11 about about ADP bracis-19094 160 12 2.5 2.5 NUM bracis-19094 160 13 million million NUM bracis-19094 160 14 tokens token NOUN bracis-19094 160 15 would would AUX bracis-19094 160 16 be be AUX bracis-19094 160 17 wrongfully wrongfully ADV bracis-19094 160 18 tagged tag VERB bracis-19094 160 19 by by ADP bracis-19094 160 20 udpipe udpipe NOUN bracis-19094 160 21 and and CCONJ bracis-19094 160 22 would would AUX bracis-19094 160 23 be be AUX bracis-19094 160 24 corrected correct VERB bracis-19094 160 25 by by ADP bracis-19094 160 26 our our PRON bracis-19094 160 27 approach approach NOUN bracis-19094 160 28 , , PUNCT bracis-19094 160 29 this this PRON bracis-19094 160 30 represents represent VERB bracis-19094 160 31 the the DET bracis-19094 160 32 correction correction NOUN bracis-19094 160 33 of of ADP bracis-19094 160 34 about about ADV bracis-19094 160 35 20 20 NUM bracis-19094 160 36 % % NOUN bracis-19094 160 37 of of ADP bracis-19094 160 38 the the DET bracis-19094 160 39 sentences sentence NOUN bracis-19094 160 40 of of ADP bracis-19094 160 41 the the DET bracis-19094 160 42 whole whole ADJ bracis-19094 160 43 folha folha NOUN bracis-19094 160 44 - - PUNCT bracis-19094 160 45 kaggle kaggle NOUN bracis-19094 160 46 corpus corpus NOUN bracis-19094 160 47 . . PUNCT bracis-19094 161 1 another another DET bracis-19094 161 2 important important ADJ bracis-19094 161 3 contribution contribution NOUN bracis-19094 161 4 of of ADP bracis-19094 161 5 our our PRON bracis-19094 161 6 work work NOUN bracis-19094 161 7 is be AUX bracis-19094 161 8 the the DET bracis-19094 161 9 construction construction NOUN bracis-19094 161 10 and and CCONJ bracis-19094 161 11 availability availability NOUN bracis-19094 161 12 of of ADP bracis-19094 161 13 the the DET bracis-19094 161 14 linguistic linguistic ADJ bracis-19094 161 15 resources resource NOUN bracis-19094 161 16 with with ADP bracis-19094 161 17 the the DET bracis-19094 161 18 269 269 NUM bracis-19094 161 19 non non ADJ bracis-19094 161 20 - - ADJ bracis-19094 161 21 ambiguous ambiguous ADJ bracis-19094 161 22 single single ADJ bracis-19094 161 23 token token ADJ bracis-19094 161 24 words word NOUN bracis-19094 161 25 from from ADP bracis-19094 161 26 closed close VERB bracis-19094 161 27 pos pos NOUN bracis-19094 161 28 classes class NOUN bracis-19094 161 29 and and CCONJ bracis-19094 161 30 110 110 NUM bracis-19094 161 31 non non ADJ bracis-19094 161 32 - - ADJ bracis-19094 161 33 ambiguous ambiguous ADJ bracis-19094 161 34 functional functional ADJ bracis-19094 161 35 expressions expression NOUN bracis-19094 161 36 and and CCONJ bracis-19094 161 37 co co NOUN bracis-19094 161 38 - - ADJ bracis-19094 161 39 occuring occuring ADJ bracis-19094 161 40 functional functional ADJ bracis-19094 161 41 words word NOUN bracis-19094 161 42 for for ADP bracis-19094 161 43 portuguese portuguese ADJ bracis-19094 161 44 . . PUNCT bracis-19094 162 1 these these DET bracis-19094 162 2 resources resource NOUN bracis-19094 162 3 may may AUX bracis-19094 162 4 help help VERB bracis-19094 162 5 several several ADJ bracis-19094 162 6 linguistic linguistic ADJ bracis-19094 162 7 efforts effort NOUN bracis-19094 162 8 in in ADP bracis-19094 162 9 portuguese portuguese PROPN bracis-19094 162 10 , , PUNCT bracis-19094 162 11 which which PRON bracis-19094 162 12 is be AUX bracis-19094 162 13 still still ADV bracis-19094 162 14 an an DET bracis-19094 162 15 under under NOUN bracis-19094 162 16 resourced resource VERB bracis-19094 162 17 language language NOUN bracis-19094 162 18 . . PUNCT bracis-19094 163 1 for for ADP bracis-19094 163 2 the the DET bracis-19094 163 3 interested interested ADJ bracis-19094 163 4 reader reader NOUN bracis-19094 163 5 , , PUNCT bracis-19094 163 6 all all DET bracis-19094 163 7 the the DET bracis-19094 163 8 resources resource NOUN bracis-19094 163 9 and and CCONJ bracis-19094 163 10 the the DET bracis-19094 163 11 gold gold ADJ bracis-19094 163 12 standard standard PROPN bracis-19094 163 13 data datum NOUN bracis-19094 163 14 are be AUX bracis-19094 163 15 available available ADJ bracis-19094 163 16 at at ADP bracis-19094 163 17 the the DET bracis-19094 163 18 poetisa poetisa NOUN bracis-19094 163 19 project project NOUN bracis-19094 163 20 webpagefootnote webpagefootnote NOUN bracis-19094 163 21 2 2 X bracis-19094 163 22 . . PUNCT bracis-19094 164 1 finally finally ADV bracis-19094 164 2 , , PUNCT bracis-19094 164 3 tackling tackle VERB bracis-19094 164 4 pos pos NOUN bracis-19094 164 5 tagging tagging NOUN bracis-19094 164 6 under under ADP bracis-19094 164 7 the the DET bracis-19094 164 8 ud ud NOUN bracis-19094 164 9 formalism formalism NOUN bracis-19094 164 10 is be AUX bracis-19094 164 11 also also ADV bracis-19094 164 12 an an DET bracis-19094 164 13 important important ADJ bracis-19094 164 14 contribution contribution NOUN bracis-19094 164 15 for for ADP bracis-19094 164 16 the the DET bracis-19094 164 17 computational computational ADJ bracis-19094 164 18 processing processing NOUN bracis-19094 164 19 of of ADP bracis-19094 164 20 the the DET bracis-19094 164 21 brazilian brazilian ADJ bracis-19094 164 22 portuguese portuguese ADJ bracis-19094 164 23 language language NOUN bracis-19094 164 24 , , PUNCT bracis-19094 164 25 as as SCONJ bracis-19094 164 26 ud ud ADP bracis-19094 164 27 model model NOUN bracis-19094 164 28 has have AUX bracis-19094 164 29 become become VERB bracis-19094 164 30 the the DET bracis-19094 164 31 standard standard NOUN bracis-19094 164 32 in in ADP bracis-19094 164 33 tagging tag VERB bracis-19094 164 34 and and CCONJ bracis-19094 164 35 parsing parsing NOUN bracis-19094 164 36 in in ADP bracis-19094 164 37 the the DET bracis-19094 164 38 world world NOUN bracis-19094 164 39 . . PUNCT bracis-19094 165 1 nowadays nowadays ADV bracis-19094 165 2 , , PUNCT bracis-19094 165 3 the the DET bracis-19094 165 4 ud ud NOUN bracis-19094 165 5 project project NOUN bracis-19094 165 6 has have AUX bracis-19094 165 7 been be AUX bracis-19094 165 8 adopted adopt VERB bracis-19094 165 9 by by ADP bracis-19094 165 10 over over ADP bracis-19094 165 11 100 100 NUM bracis-19094 165 12 languages language NOUN bracis-19094 165 13 , , PUNCT bracis-19094 165 14 including include VERB bracis-19094 165 15 portuguese portuguese PROPN bracis-19094 165 16 . . PUNCT bracis-19094 166 1 this this DET bracis-19094 166 2 paper paper NOUN bracis-19094 166 3 helps help VERB bracis-19094 166 4 fostering foster VERB bracis-19094 166 5 ud ud INTJ bracis-19094 166 6 research research NOUN bracis-19094 166 7 for for ADP bracis-19094 166 8 this this DET bracis-19094 166 9 language language NOUN bracis-19094 166 10 . . PUNCT bracis-19094 167 1 future future ADJ bracis-19094 167 2 work work NOUN bracis-19094 167 3 includes include VERB bracis-19094 167 4 to to PART bracis-19094 167 5 possibly possibly ADV bracis-19094 167 6 refine refine VERB bracis-19094 167 7 the the DET bracis-19094 167 8 current current ADJ bracis-19094 167 9 lists list NOUN bracis-19094 167 10 , , PUNCT bracis-19094 167 11 in in ADP bracis-19094 167 12 particular particular ADJ bracis-19094 167 13 , , PUNCT bracis-19094 167 14 to to PART bracis-19094 167 15 enlarge enlarge VERB bracis-19094 167 16 the the DET bracis-19094 167 17 lists list NOUN bracis-19094 167 18 of of ADP bracis-19094 167 19 non non ADJ bracis-19094 167 20 - - ADJ bracis-19094 167 21 ambiguous ambiguous ADJ bracis-19094 167 22 tokens token NOUN bracis-19094 167 23 and and CCONJ bracis-19094 167 24 functional functional ADJ bracis-19094 167 25 expressions expression NOUN bracis-19094 167 26 , , PUNCT bracis-19094 167 27 as as ADV bracis-19094 167 28 well well ADV bracis-19094 167 29 as as ADP bracis-19094 167 30 to to PART bracis-19094 167 31 look look VERB bracis-19094 167 32 for for ADP bracis-19094 167 33 possible possible ADJ bracis-19094 167 34 disambiguation disambiguation NOUN bracis-19094 167 35 rules rule NOUN bracis-19094 167 36 for for ADP bracis-19094 167 37 some some DET bracis-19094 167 38 tokens token NOUN bracis-19094 167 39 from from ADP bracis-19094 167 40 closed close VERB bracis-19094 167 41 pos pos NOUN bracis-19094 167 42 classes class NOUN bracis-19094 167 43 and and CCONJ bracis-19094 167 44 to to PART bracis-19094 167 45 include include VERB bracis-19094 167 46 nominal nominal ADJ bracis-19094 167 47 and and CCONJ bracis-19094 167 48 verbal verbal ADJ bracis-19094 167 49 mwes mwe NOUN bracis-19094 167 50 . . PUNCT bracis-19094 168 1 notes note NOUN bracis-19094 168 2 1.the 1.the DET bracis-19094 168 3 adv adv PROPN bracis-19094 168 4 class class NOUN bracis-19094 168 5 is be AUX bracis-19094 168 6 not not PART bracis-19094 168 7 exactly exactly ADV bracis-19094 168 8 a a DET bracis-19094 168 9 closed closed ADJ bracis-19094 168 10 one one NOUN bracis-19094 168 11 as as ADP bracis-19094 168 12 , , PUNCT bracis-19094 168 13 similarly similarly ADV bracis-19094 168 14 to to ADP bracis-19094 168 15 english english PROPN bracis-19094 168 16 with with ADP bracis-19094 168 17 the the DET bracis-19094 168 18 ending end VERB bracis-19094 168 19 -ly -ly NOUN bracis-19094 168 20 , , PUNCT bracis-19094 168 21 in in ADP bracis-19094 168 22 portuguese portuguese ADJ bracis-19094 168 23 it it PRON bracis-19094 168 24 is be AUX bracis-19094 168 25 possible possible ADJ bracis-19094 168 26 to to PART bracis-19094 168 27 turn turn VERB bracis-19094 168 28 adjectives adjective NOUN bracis-19094 168 29 into into ADP bracis-19094 168 30 adverbs adverb NOUN bracis-19094 168 31 by by ADP bracis-19094 168 32 adding add VERB bracis-19094 168 33 -mente -mente NOUN bracis-19094 168 34 at at ADP bracis-19094 168 35 the the DET bracis-19094 168 36 end end NOUN bracis-19094 168 37 ( ( PUNCT bracis-19094 168 38 for for ADP bracis-19094 168 39 example example NOUN bracis-19094 168 40 , , PUNCT bracis-19094 168 41 the the DET bracis-19094 168 42 adjective adjective ADJ bracis-19094 168 43 final final NOUN bracis-19094 168 44 can can AUX bracis-19094 168 45 be be AUX bracis-19094 168 46 turned turn VERB bracis-19094 168 47 into into ADP bracis-19094 168 48 the the DET bracis-19094 168 49 adverb adverb NOUN bracis-19094 168 50 finalmente finalmente PROPN bracis-19094 168 51 “ " PUNCT bracis-19094 168 52 finally finally ADV bracis-19094 168 53 ” " PUNCT bracis-19094 168 54 ) ) PUNCT bracis-19094 168 55 , , PUNCT bracis-19094 168 56 but but CCONJ bracis-19094 168 57 , , PUNCT bracis-19094 168 58 for for ADP bracis-19094 168 59 the the DET bracis-19094 168 60 purpose purpose NOUN bracis-19094 168 61 of of ADP bracis-19094 168 62 our our PRON bracis-19094 168 63 technique technique NOUN bracis-19094 168 64 , , PUNCT bracis-19094 168 65 we we PRON bracis-19094 168 66 ignore ignore VERB bracis-19094 168 67 such such ADJ bracis-19094 168 68 adverbs adverb NOUN bracis-19094 168 69 . . PROPN bracis-19094 168 70 2.https://sites.google.com/icmc.usp.br/poetisa 2.https://sites.google.com/icmc.usp.br/poetisa NUM bracis-19094 168 71 . . PUNCT bracis-19094 169 1 references reference NOUN bracis-19094 169 2 droganova droganova PROPN bracis-19094 169 3 , , PUNCT bracis-19094 169 4 k. k. PROPN bracis-19094 169 5 , , PUNCT bracis-19094 169 6 zeman zeman PROPN bracis-19094 169 7 , , PUNCT bracis-19094 169 8 d. d. PROPN bracis-19094 169 9 : : PUNCT bracis-19094 169 10 towards towards ADP bracis-19094 169 11 deep deep ADJ bracis-19094 169 12 universal universal ADJ bracis-19094 169 13 dependencies dependency NOUN bracis-19094 169 14 . . PUNCT bracis-19094 170 1 in in ADP bracis-19094 170 2 : : PUNCT bracis-19094 170 3 proceedings proceeding NOUN bracis-19094 170 4 of of ADP bracis-19094 170 5 the the DET bracis-19094 170 6 5th 5th ADJ bracis-19094 170 7 international international ADJ bracis-19094 170 8 conference conference NOUN bracis-19094 170 9 on on ADP bracis-19094 170 10 dependency dependency NOUN bracis-19094 170 11 linguistics linguistic NOUN bracis-19094 170 12 ( ( PUNCT bracis-19094 170 13 depling depling NOUN bracis-19094 170 14 , , PUNCT bracis-19094 170 15 syntaxfest syntaxfest NOUN bracis-19094 170 16 ) ) PUNCT bracis-19094 170 17 , , PUNCT bracis-19094 170 18 pp pp ADP bracis-19094 170 19 . . PUNCT bracis-19094 171 1 144–152 144–152 NUM bracis-19094 171 2 ( ( PUNCT bracis-19094 171 3 2019 2019 NUM bracis-19094 171 4 ) ) PUNCT bracis-19094 171 5 google google PROPN bracis-19094 171 6 scholar scholar NOUN bracis-19094 171 7     SPACE bracis-19094 171 8 fonseca fonseca PROPN bracis-19094 171 9 , , PUNCT bracis-19094 171 10 e.r e.r PROPN bracis-19094 171 11 . . PROPN bracis-19094 171 12 , , PUNCT bracis-19094 171 13 g g PROPN bracis-19094 171 14 rosa rosa PROPN bracis-19094 171 15 , , PUNCT bracis-19094 171 16 j.l j.l PROPN bracis-19094 171 17 . . PROPN bracis-19094 171 18 , , PUNCT bracis-19094 171 19 aluísio aluísio PROPN bracis-19094 171 20 , , PUNCT bracis-19094 171 21 s.m s.m PROPN bracis-19094 171 22 . . PROPN bracis-19094 171 23 : : PUNCT bracis-19094 171 24 evaluating evaluate VERB bracis-19094 171 25 word word NOUN bracis-19094 171 26 embeddings embedding NOUN bracis-19094 171 27 and and CCONJ bracis-19094 171 28 a a DET bracis-19094 171 29 revised revise VERB bracis-19094 171 30 corpus corpus NOUN bracis-19094 171 31 for for ADP bracis-19094 171 32 part part NOUN bracis-19094 171 33 - - PUNCT bracis-19094 171 34 of of ADP bracis-19094 171 35 - - PUNCT bracis-19094 171 36 speech speech NOUN bracis-19094 171 37 tagging tagging NOUN bracis-19094 171 38 in in ADP bracis-19094 171 39 portuguese portuguese PROPN bracis-19094 171 40 . . PUNCT bracis-19094 172 1 j. j. PROPN bracis-19094 172 2 braz braz PROPN bracis-19094 172 3 . . PUNCT bracis-19094 173 1 comput comput PROPN bracis-19094 173 2 . . PUNCT bracis-19094 174 1 soc soc PROPN bracis-19094 174 2 . . PUNCT bracis-19094 175 1 21(1 21(1 NUM bracis-19094 175 2 ) ) PUNCT bracis-19094 176 1 , , PUNCT bracis-19094 176 2 1–14 1–14 PROPN bracis-19094 176 3 ( ( PUNCT bracis-19094 176 4 2015 2015 NUM bracis-19094 176 5 ) ) PUNCT bracis-19094 176 6 google google PROPN bracis-19094 176 7 scholar scholar NOUN bracis-19094 176 8     SPACE bracis-19094 176 9 kondratyuk kondratyuk PROPN bracis-19094 176 10 , , PUNCT bracis-19094 176 11 d. d. PROPN bracis-19094 176 12 , , PUNCT bracis-19094 176 13 straka straka PROPN bracis-19094 176 14 , , PUNCT bracis-19094 176 15 m. m. NOUN bracis-19094 176 16 : : PUNCT bracis-19094 176 17 75 75 NUM bracis-19094 176 18 languages language NOUN bracis-19094 176 19 , , PUNCT bracis-19094 176 20 1 1 NUM bracis-19094 176 21 model model NOUN bracis-19094 176 22 : : PUNCT bracis-19094 176 23 parsing parse VERB bracis-19094 176 24 universal universal ADJ bracis-19094 176 25 dependencies dependency NOUN bracis-19094 176 26 universally universally ADV bracis-19094 176 27 . . PUNCT bracis-19094 177 1 in in ADP bracis-19094 177 2 : : PUNCT bracis-19094 177 3 proceedings proceeding NOUN bracis-19094 177 4 of of ADP bracis-19094 177 5 the the DET bracis-19094 177 6 conference conference NOUN bracis-19094 177 7 on on ADP bracis-19094 177 8 empirical empirical ADJ bracis-19094 177 9 methods method NOUN bracis-19094 177 10 in in ADP bracis-19094 177 11 natural natural ADJ bracis-19094 177 12 language language NOUN bracis-19094 177 13 processing processing NOUN bracis-19094 177 14 and and CCONJ bracis-19094 177 15 the the DET bracis-19094 177 16 9th 9th ADJ bracis-19094 177 17 international international ADJ bracis-19094 177 18 joint joint ADJ bracis-19094 177 19 conference conference NOUN bracis-19094 177 20 on on ADP bracis-19094 177 21 natural natural ADJ bracis-19094 177 22 language language NOUN bracis-19094 177 23 processing processing NOUN bracis-19094 177 24 ( ( PUNCT bracis-19094 177 25 emnlp emnlp NOUN bracis-19094 177 26 - - PUNCT bracis-19094 177 27 ijcnlp ijcnlp NOUN bracis-19094 177 28 ) ) PUNCT bracis-19094 177 29 , , PUNCT bracis-19094 177 30 pp pp X bracis-19094 177 31 . . PUNCT bracis-19094 178 1 2779–2795 2779–2795 NUM bracis-19094 178 2 ( ( PUNCT bracis-19094 178 3 2019 2019 NUM bracis-19094 178 4 ) ) PUNCT bracis-19094 178 5 google google PROPN bracis-19094 178 6 scholar scholar NOUN bracis-19094 178 7     SPACE bracis-19094 178 8 ling ling PROPN bracis-19094 178 9 , , PUNCT bracis-19094 178 10 w. w. PROPN bracis-19094 178 11 , , PUNCT bracis-19094 178 12 et et PROPN bracis-19094 178 13 al al PROPN bracis-19094 178 14 . . PROPN bracis-19094 178 15 : : PUNCT bracis-19094 179 1 finding find VERB bracis-19094 179 2 function function NOUN bracis-19094 179 3 in in ADP bracis-19094 179 4 form form NOUN bracis-19094 179 5 : : PUNCT bracis-19094 179 6 compositional compositional ADJ bracis-19094 179 7 character character NOUN bracis-19094 179 8 models model NOUN bracis-19094 179 9 for for ADP bracis-19094 179 10 open open ADJ bracis-19094 179 11 vocabulary vocabulary ADJ bracis-19094 179 12 word word NOUN bracis-19094 179 13 representation representation NOUN bracis-19094 179 14 . . PUNCT bracis-19094 180 1 in in ADP bracis-19094 180 2 : : PUNCT bracis-19094 180 3 proceedings proceeding NOUN bracis-19094 180 4 of of ADP bracis-19094 180 5 the the DET bracis-19094 180 6 conference conference NOUN bracis-19094 180 7 on on ADP bracis-19094 180 8 empirical empirical ADJ bracis-19094 180 9 methods method NOUN bracis-19094 180 10 in in ADP bracis-19094 180 11 natural natural ADJ bracis-19094 180 12 language language NOUN bracis-19094 180 13 processing processing NOUN bracis-19094 180 14 ( ( PUNCT bracis-19094 180 15 emnlp emnlp ADJ bracis-19094 180 16 ) ) PUNCT bracis-19094 180 17 , , PUNCT bracis-19094 180 18 pp pp ADP bracis-19094 180 19 . . PUNCT bracis-19094 181 1 1520–1530 1520–1530 NUM bracis-19094 181 2 ( ( PUNCT bracis-19094 181 3 2015 2015 NUM bracis-19094 181 4 ) ) PUNCT bracis-19094 181 5 google google NOUN bracis-19094 181 6 scholar scholar NOUN bracis-19094 181 7     SPACE bracis-19094 181 8 nivre nivre ADV bracis-19094 181 9 , , PUNCT bracis-19094 181 10 j. j. PROPN bracis-19094 181 11 , , PUNCT bracis-19094 181 12 fang fang PROPN bracis-19094 181 13 , , PUNCT bracis-19094 181 14 c.t c.t PROPN bracis-19094 181 15 . . PROPN bracis-19094 181 16 : : PUNCT bracis-19094 182 1 universal universal ADJ bracis-19094 182 2 dependency dependency NOUN bracis-19094 182 3 evaluation evaluation NOUN bracis-19094 182 4 . . PUNCT bracis-19094 183 1 in in ADP bracis-19094 183 2 : : PUNCT bracis-19094 183 3 proceedings proceeding NOUN bracis-19094 183 4 of of ADP bracis-19094 183 5 the the DET bracis-19094 183 6 nodalida nodalida PROPN bracis-19094 183 7 2017 2017 NUM bracis-19094 183 8 workshop workshop NOUN bracis-19094 183 9 on on ADP bracis-19094 183 10 universal universal ADJ bracis-19094 183 11 dependencies dependency NOUN bracis-19094 183 12 ( ( PUNCT bracis-19094 183 13 udw udw PROPN bracis-19094 183 14 ) ) PUNCT bracis-19094 183 15 , , PUNCT bracis-19094 183 16 pp pp ADJ bracis-19094 183 17 . . PUNCT bracis-19094 184 1 86–95 86–95 NUM bracis-19094 184 2 ( ( PUNCT bracis-19094 184 3 2017 2017 NUM bracis-19094 184 4 ) ) PUNCT bracis-19094 184 5 google google NOUN bracis-19094 184 6 scholar scholar NOUN bracis-19094 184 7     SPACE bracis-19094 184 8 nivre nivre ADV bracis-19094 184 9 , , PUNCT bracis-19094 184 10 j. j. PROPN bracis-19094 184 11 , , PUNCT bracis-19094 184 12 et et PROPN bracis-19094 184 13 al al PROPN bracis-19094 184 14 . . PUNCT bracis-19094 184 15 : : PUNCT bracis-19094 185 1 universal universal ADJ bracis-19094 185 2 dependencies dependency NOUN bracis-19094 185 3 v1 v1 VERB bracis-19094 185 4 : : PUNCT bracis-19094 185 5 a a DET bracis-19094 185 6 multilingual multilingual ADJ bracis-19094 185 7 treebank treebank NOUN bracis-19094 185 8 collection collection NOUN bracis-19094 185 9 . . PUNCT bracis-19094 186 1 in in ADP bracis-19094 186 2 : : PUNCT bracis-19094 186 3 proceedings proceeding NOUN bracis-19094 186 4 of of ADP bracis-19094 186 5 the the DET bracis-19094 186 6 10th 10th ADJ bracis-19094 186 7 international international ADJ bracis-19094 186 8 conference conference NOUN bracis-19094 186 9 on on ADP bracis-19094 186 10 language language NOUN bracis-19094 186 11 resources resource NOUN bracis-19094 186 12 and and CCONJ bracis-19094 186 13 evaluation evaluation NOUN bracis-19094 186 14 ( ( PUNCT bracis-19094 186 15 lrec lrec PROPN bracis-19094 186 16 ) ) PUNCT bracis-19094 186 17 , , PUNCT bracis-19094 186 18 pp pp ADP bracis-19094 186 19 . . PUNCT bracis-19094 187 1 1659–1666 1659–1666 NUM bracis-19094 187 2 ( ( PUNCT bracis-19094 187 3 2016 2016 NUM bracis-19094 187 4 ) ) PUNCT bracis-19094 187 5 google google PROPN bracis-19094 187 6 scholar scholar NOUN bracis-19094 187 7     SPACE bracis-19094 187 8 rademaker rademaker NOUN bracis-19094 187 9 , , PUNCT bracis-19094 187 10 a. a. NOUN bracis-19094 187 11 , , PUNCT bracis-19094 187 12 chalub chalub PROPN bracis-19094 187 13 , , PUNCT bracis-19094 187 14 f. f. PROPN bracis-19094 187 15 , , PUNCT bracis-19094 187 16 real real ADJ bracis-19094 187 17 , , PUNCT bracis-19094 187 18 l. l. PROPN bracis-19094 187 19 , , PUNCT bracis-19094 187 20 freitas freitas PROPN bracis-19094 187 21 , , PUNCT bracis-19094 187 22 c. c. PROPN bracis-19094 187 23 , , PUNCT bracis-19094 187 24 bick bick PROPN bracis-19094 187 25 , , PUNCT bracis-19094 187 26 e. e. PROPN bracis-19094 187 27 , , PUNCT bracis-19094 187 28 de de PROPN bracis-19094 187 29 paiva paiva PROPN bracis-19094 187 30 , , PUNCT bracis-19094 187 31 v. v. ADP bracis-19094 187 32 : : PUNCT bracis-19094 187 33 universal universal ADJ bracis-19094 187 34 dependencies dependency NOUN bracis-19094 187 35 for for ADP bracis-19094 187 36 portuguese portuguese NOUN bracis-19094 187 37 . . PUNCT bracis-19094 188 1 in in ADP bracis-19094 188 2 : : PUNCT bracis-19094 188 3 proceedings proceeding NOUN bracis-19094 188 4 of of ADP bracis-19094 188 5 the the DET bracis-19094 188 6 4th 4th ADJ bracis-19094 188 7 international international ADJ bracis-19094 188 8 conference conference NOUN bracis-19094 188 9 on on ADP bracis-19094 188 10 dependency dependency NOUN bracis-19094 188 11 linguistics linguistic NOUN bracis-19094 188 12 ( ( PUNCT bracis-19094 188 13 depling depling PROPN bracis-19094 188 14 ) ) PUNCT bracis-19094 188 15 , , PUNCT bracis-19094 188 16 pp pp ADP bracis-19094 188 17 . . PUNCT bracis-19094 189 1 197–206 197–206 NUM bracis-19094 189 2 ( ( PUNCT bracis-19094 189 3 2017 2017 NUM bracis-19094 189 4 ) ) PUNCT bracis-19094 189 5 google google NOUN bracis-19094 189 6 scholar scholar NOUN bracis-19094 189 7     SPACE bracis-19094 189 8 rehbein rehbein NOUN bracis-19094 189 9 , , PUNCT bracis-19094 189 10 i. i. NOUN bracis-19094 189 11 , , PUNCT bracis-19094 189 12 hirschmann hirschmann NOUN bracis-19094 189 13 , , PUNCT bracis-19094 189 14 h. h. NOUN bracis-19094 189 15 : : PUNCT bracis-19094 189 16 pos pos VERB bracis-19094 189 17 tagset tagset NOUN bracis-19094 189 18 refinement refinement NOUN bracis-19094 189 19 for for ADP bracis-19094 189 20 linguistic linguistic ADJ bracis-19094 189 21 analysis analysis NOUN bracis-19094 189 22 and and CCONJ bracis-19094 189 23 the the DET bracis-19094 189 24 impact impact NOUN bracis-19094 189 25 on on ADP bracis-19094 189 26 statistical statistical ADJ bracis-19094 189 27 parsing parsing NOUN bracis-19094 189 28 . . PUNCT bracis-19094 190 1 in in ADP bracis-19094 190 2 : : PUNCT bracis-19094 190 3 henrich henrich ADJ bracis-19094 190 4 , , PUNCT bracis-19094 190 5 v. v. ADV bracis-19094 190 6 , , PUNCT bracis-19094 190 7 hinrichs hinrich NOUN bracis-19094 190 8 , , PUNCT bracis-19094 190 9 e. e. PROPN bracis-19094 190 10 , , PUNCT bracis-19094 190 11 de de PROPN bracis-19094 190 12 kok kok PROPN bracis-19094 190 13 , , PUNCT bracis-19094 190 14 d. d. PROPN bracis-19094 190 15 , , PUNCT bracis-19094 190 16 osenova osenova PROPN bracis-19094 190 17 , , PUNCT bracis-19094 190 18 p. p. NOUN bracis-19094 190 19 , , PUNCT bracis-19094 190 20 przepiorkowski przepiorkowski PROPN bracis-19094 190 21 , , PUNCT bracis-19094 190 22 a. a. NOUN bracis-19094 190 23 ( ( PUNCT bracis-19094 190 24 eds eds PROPN bracis-19094 190 25 . . PUNCT bracis-19094 190 26 ) ) PUNCT bracis-19094 190 27 proceedings proceeding NOUN bracis-19094 190 28 of of ADP bracis-19094 190 29 the the DET bracis-19094 190 30 13th 13th ADJ bracis-19094 190 31 international international ADJ bracis-19094 190 32 workshop workshop NOUN bracis-19094 190 33 on on ADP bracis-19094 190 34 treebanks treebank NOUN bracis-19094 190 35 and and CCONJ bracis-19094 190 36 linguistic linguistic ADJ bracis-19094 190 37 theories theory NOUN bracis-19094 190 38 ( ( PUNCT bracis-19094 190 39 tlt13 tlt13 PROPN bracis-19094 190 40 ) ) PUNCT bracis-19094 190 41 , , PUNCT bracis-19094 190 42 pp pp ADP bracis-19094 190 43 . . PUNCT bracis-19094 191 1 172–183 172–183 NUM bracis-19094 191 2 . . PUNCT bracis-19094 192 1 university university NOUN bracis-19094 192 2 of of ADP bracis-19094 192 3 tübingen tübingen PROPN bracis-19094 192 4 ( ( PUNCT bracis-19094 192 5 2018 2018 NUM bracis-19094 192 6 ) ) PUNCT bracis-19094 192 7 google google PROPN bracis-19094 192 8 scholar scholar NOUN bracis-19094 192 9     SPACE bracis-19094 192 10 rogers roger NOUN bracis-19094 192 11 , , PUNCT bracis-19094 192 12 a. a. PROPN bracis-19094 192 13 , , PUNCT bracis-19094 192 14 kovaleva kovaleva PROPN bracis-19094 192 15 , , PUNCT bracis-19094 192 16 o. o. PROPN bracis-19094 192 17 , , PUNCT bracis-19094 192 18 rumshisky rumshisky NOUN bracis-19094 192 19 , , PUNCT bracis-19094 192 20 a. a. NOUN bracis-19094 192 21 : : PUNCT bracis-19094 192 22 a a DET bracis-19094 192 23 primer primer NOUN bracis-19094 192 24 in in ADP bracis-19094 192 25 bertology bertology NOUN bracis-19094 192 26 : : PUNCT bracis-19094 192 27 what what PRON bracis-19094 192 28 we we PRON bracis-19094 192 29 know know VERB bracis-19094 192 30 about about ADP bracis-19094 192 31 how how SCONJ bracis-19094 192 32 bert bert PROPN bracis-19094 192 33 works work VERB bracis-19094 192 34 . . PUNCT bracis-19094 193 1 trans trans PROPN bracis-19094 193 2 . . PUNCT bracis-19094 194 1 assoc assoc PROPN bracis-19094 194 2 . . PUNCT bracis-19094 194 3 computat computat PROPN bracis-19094 194 4 . . PUNCT bracis-19094 195 1 linguist linguist NOUN bracis-19094 195 2 . . PUNCT bracis-19094 196 1 8 8 NUM bracis-19094 196 2 , , PUNCT bracis-19094 196 3 842–866 842–866 NUM bracis-19094 196 4 ( ( PUNCT bracis-19094 196 5 2020 2020 NUM bracis-19094 196 6 ) ) PUNCT bracis-19094 196 7 article article NOUN bracis-19094 196 8     SPACE bracis-19094 196 9 google google PROPN bracis-19094 196 10 scholar scholar NOUN bracis-19094 196 11     SPACE bracis-19094 196 12 santana santana PROPN bracis-19094 196 13 , , PUNCT bracis-19094 196 14 m. m. NOUN bracis-19094 196 15 : : PUNCT bracis-19094 196 16 kaggle kaggle VERB bracis-19094 196 17 news news NOUN bracis-19094 196 18 of of ADP bracis-19094 196 19 the the DET bracis-19094 196 20 brazilian brazilian ADJ bracis-19094 196 21 newspaper newspaper NOUN bracis-19094 196 22 . . PUNCT bracis-19094 197 1 https://www.kaggle.com/marlesson/news-of-the-site-folhauol https://www.kaggle.com/marlesson/news-of-the-site-folhauol PROPN bracis-19094 197 2 . . PUNCT bracis-19094 198 1 accessed access VERB bracis-19094 198 2 14 14 NUM bracis-19094 198 3 june june PROPN bracis-19094 198 4 2021 2021 NUM bracis-19094 198 5 straka straka PROPN bracis-19094 198 6 , , PUNCT bracis-19094 198 7 m. m. NOUN bracis-19094 198 8 : : PUNCT bracis-19094 198 9 udpipe udpipe VERB bracis-19094 198 10 2.0 2.0 NUM bracis-19094 198 11 prototype prototype NOUN bracis-19094 198 12 at at ADP bracis-19094 198 13 conll conll PROPN bracis-19094 198 14 2018 2018 NUM bracis-19094 198 15 ud ud ADP bracis-19094 198 16 shared share VERB bracis-19094 198 17 task task NOUN bracis-19094 198 18 . . PUNCT bracis-19094 199 1 in in ADP bracis-19094 199 2 : : PUNCT bracis-19094 199 3 proceedings proceeding NOUN bracis-19094 199 4 of of ADP bracis-19094 199 5 the the DET bracis-19094 199 6 conll conll PROPN bracis-19094 199 7 2018 2018 NUM bracis-19094 199 8 shared share VERB bracis-19094 199 9 task task NOUN bracis-19094 199 10 : : PUNCT bracis-19094 199 11 multilingual multilingual ADJ bracis-19094 199 12 parsing parsing NOUN bracis-19094 199 13 from from ADP bracis-19094 199 14 raw raw ADJ bracis-19094 199 15 text text NOUN bracis-19094 199 16 to to ADP bracis-19094 199 17 universal universal ADJ bracis-19094 199 18 dependencies dependency NOUN bracis-19094 199 19 , , PUNCT bracis-19094 199 20 pp pp ADV bracis-19094 199 21 . . PUNCT bracis-19094 200 1 197–207 197–207 NUM bracis-19094 200 2 ( ( PUNCT bracis-19094 200 3 2018 2018 NUM bracis-19094 200 4 ) ) PUNCT bracis-19094 200 5 google google PROPN bracis-19094 200 6 scholar scholar NOUN bracis-19094 200 7     SPACE bracis-19094 200 8 straka straka PROPN bracis-19094 200 9 , , PUNCT bracis-19094 200 10 m. m. NOUN bracis-19094 200 11 , , PUNCT bracis-19094 200 12 straková straková PROPN bracis-19094 200 13 , , PUNCT bracis-19094 200 14 j. j. PROPN bracis-19094 200 15 : : PUNCT bracis-19094 200 16 tokenizing tokenize VERB bracis-19094 200 17 , , PUNCT bracis-19094 200 18 pos pos NOUN bracis-19094 200 19 tagging tagging NOUN bracis-19094 200 20 , , PUNCT bracis-19094 200 21 lemmatizing lemmatizing NOUN bracis-19094 200 22 and and CCONJ bracis-19094 200 23 parsing parse VERB bracis-19094 200 24 ud ud ADP bracis-19094 200 25 2.0 2.0 NUM bracis-19094 200 26 with with ADP bracis-19094 200 27 udpipe udpipe NOUN bracis-19094 200 28 . . PUNCT bracis-19094 201 1 in in ADP bracis-19094 201 2 : : PUNCT bracis-19094 201 3 proceedings proceeding NOUN bracis-19094 201 4 of of ADP bracis-19094 201 5 the the DET bracis-19094 201 6 conll conll PROPN bracis-19094 201 7 2017 2017 NUM bracis-19094 201 8 shared share VERB bracis-19094 201 9 task task NOUN bracis-19094 201 10 : : PUNCT bracis-19094 201 11 multilingual multilingual ADJ bracis-19094 201 12 parsing parsing NOUN bracis-19094 201 13 from from ADP bracis-19094 201 14 raw raw ADJ bracis-19094 201 15 text text NOUN bracis-19094 201 16 to to ADP bracis-19094 201 17 universal universal ADJ bracis-19094 201 18 dependencies dependency NOUN bracis-19094 201 19 , , PUNCT bracis-19094 201 20 pp pp ADJ bracis-19094 201 21 . . PUNCT bracis-19094 202 1 88–99 88–99 NUM bracis-19094 202 2 ( ( PUNCT bracis-19094 202 3 2017 2017 NUM bracis-19094 202 4 ) ) PUNCT bracis-19094 202 5 google google NOUN bracis-19094 202 6 scholar scholar NOUN bracis-19094 202 7     SPACE bracis-19094 202 8 sulubacak sulubacak NOUN bracis-19094 202 9 , , PUNCT bracis-19094 202 10 u. u. PROPN bracis-19094 202 11 : : PUNCT bracis-19094 202 12 implementing implement VERB bracis-19094 202 13 universal universal ADJ bracis-19094 202 14 dependency dependency NOUN bracis-19094 202 15 , , PUNCT bracis-19094 202 16 morphology morphology NOUN bracis-19094 202 17 , , PUNCT bracis-19094 202 18 and and CCONJ bracis-19094 202 19 multiword multiword ADJ bracis-19094 202 20 expression expression NOUN bracis-19094 202 21 annotation annotation NOUN bracis-19094 202 22 standards standard NOUN bracis-19094 202 23 for for ADP bracis-19094 202 24 turkish turkish ADJ bracis-19094 202 25 language language NOUN bracis-19094 202 26 processing processing NOUN bracis-19094 202 27 . . PUNCT bracis-19094 203 1 turk turk PROPN bracis-19094 203 2 . . PUNCT bracis-19094 204 1 j. j. PROPN bracis-19094 204 2 electr electr PROPN bracis-19094 204 3 . . PUNCT bracis-19094 205 1 eng eng PROPN bracis-19094 205 2 . . PUNCT bracis-19094 206 1 comput comput PROPN bracis-19094 206 2 . . PUNCT bracis-19094 207 1 sci sci PROPN bracis-19094 207 2 . . PROPN bracis-19094 207 3 26(3 26(3 NUM bracis-19094 207 4 ) ) PUNCT bracis-19094 207 5 , , PUNCT bracis-19094 207 6 1662–1672 1662–1672 NUM bracis-19094 207 7 ( ( PUNCT bracis-19094 207 8 2018 2018 NUM bracis-19094 207 9 ) ) PUNCT bracis-19094 207 10 google google NOUN bracis-19094 207 11 scholar scholar NOUN bracis-19094 207 12     SPACE bracis-19094 207 13 universal universal ADJ bracis-19094 207 14 dependencies dependency NOUN bracis-19094 207 15 : : PUNCT bracis-19094 208 1 ud ud PROPN bracis-19094 208 2 portuguese portuguese PROPN bracis-19094 208 3 bosque bosque PROPN bracis-19094 208 4 ud ud AUX bracis-19094 208 5 version version PROPN bracis-19094 208 6 2 2 NUM bracis-19094 208 7 . . PUNCT bracis-19094 208 8 https://universaldependencies.org/treebanks/pt_bosque/index.html https://universaldependencies.org/treebanks/pt_bosque/index.html PROPN bracis-19094 208 9 . . PUNCT bracis-19094 209 1 accessed access VERB bracis-19094 209 2 14 14 NUM bracis-19094 209 3 june june PROPN bracis-19094 209 4 2021 2021 NUM bracis-19094 209 5 download download NOUN bracis-19094 209 6 references reference NOUN bracis-19094 209 7 acknowledgments acknowledgment NOUN bracis-19094 209 8 this this DET bracis-19094 209 9 work work NOUN bracis-19094 209 10 was be AUX bracis-19094 209 11 carried carry VERB bracis-19094 209 12 out out ADP bracis-19094 209 13 at at ADP bracis-19094 209 14 the the DET bracis-19094 209 15 center center NOUN bracis-19094 209 16 for for ADP bracis-19094 209 17 artificial artificial ADJ bracis-19094 209 18 intelligence intelligence NOUN bracis-19094 209 19 ( ( PUNCT bracis-19094 209 20 c4ai c4ai NOUN bracis-19094 209 21 - - PUNCT bracis-19094 209 22 usp usp NOUN bracis-19094 209 23 ) ) PUNCT bracis-19094 209 24 , , PUNCT bracis-19094 209 25 with with ADP bracis-19094 209 26 support support NOUN bracis-19094 209 27 of of ADP bracis-19094 209 28 the the DET bracis-19094 209 29 são são PROPN bracis-19094 209 30 paulo paulo PROPN bracis-19094 209 31 research research PROPN bracis-19094 209 32 foundation foundation PROPN bracis-19094 209 33 ( ( PUNCT bracis-19094 209 34 fapesp fapesp NOUN bracis-19094 209 35 grant grant VERB bracis-19094 209 36 # # SYM bracis-19094 209 37 2019/07665 2019/07665 NUM bracis-19094 209 38 - - SYM bracis-19094 209 39 4 4 NUM bracis-19094 209 40 ) ) PUNCT bracis-19094 209 41 and and CCONJ bracis-19094 209 42 the the DET bracis-19094 209 43 ibm ibm PROPN bracis-19094 209 44 corporation corporation NOUN bracis-19094 209 45 . . PUNCT bracis-19094 210 1 author author NOUN bracis-19094 210 2 information information NOUN bracis-19094 210 3 authors author NOUN bracis-19094 210 4 and and CCONJ bracis-19094 210 5 affiliations affiliation NOUN bracis-19094 210 6 interinstitutional interinstitutional ADJ bracis-19094 210 7 center center NOUN bracis-19094 210 8 for for ADP bracis-19094 210 9 computational computational ADJ bracis-19094 210 10 linguistics linguistic NOUN bracis-19094 210 11 ( ( PUNCT bracis-19094 210 12 nilc nilc PROPN bracis-19094 210 13 ) ) PUNCT bracis-19094 210 14 , , PUNCT bracis-19094 210 15 institute institute NOUN bracis-19094 210 16 of of ADP bracis-19094 210 17 mathematical mathematical ADJ bracis-19094 210 18 and and CCONJ bracis-19094 210 19 computer computer NOUN bracis-19094 210 20 sciences science NOUN bracis-19094 210 21 , , PUNCT bracis-19094 210 22 university university NOUN bracis-19094 210 23 of of ADP bracis-19094 210 24 são são PROPN bracis-19094 210 25 paulo paulo PROPN bracis-19094 210 26 , , PUNCT bracis-19094 210 27 são são PROPN bracis-19094 210 28 carlos carlos PROPN bracis-19094 210 29 , , PUNCT bracis-19094 210 30 brazil brazil PROPN bracis-19094 210 31 lucelene lucelene PROPN bracis-19094 210 32 lopes lopes PROPN bracis-19094 210 33 , , PUNCT bracis-19094 210 34     SPACE bracis-19094 210 35 magali magali PROPN bracis-19094 210 36 s. s. PROPN bracis-19094 210 37 duran duran PROPN bracis-19094 210 38     SPACE bracis-19094 210 39 & & CCONJ bracis-19094 210 40     SPACE bracis-19094 210 41 thiago thiago PROPN bracis-19094 210 42 a. a. PROPN bracis-19094 210 43 s. s. PROPN bracis-19094 210 44 pardo pardo PROPN bracis-19094 210 45 authors author NOUN bracis-19094 210 46 lucelene lucelene VERB bracis-19094 210 47 lopesview lopesview ADJ bracis-19094 210 48 author author NOUN bracis-19094 210 49 publications publication NOUN bracis-19094 210 50 search search NOUN bracis-19094 210 51 author author NOUN bracis-19094 210 52 on on ADP bracis-19094 210 53 : : PUNCT bracis-19094 210 54 pubmed pubmed PROPN bracis-19094 210 55     SPACE bracis-19094 210 56 google google PROPN bracis-19094 210 57 scholar scholar PROPN bracis-19094 210 58 magali magali PROPN bracis-19094 210 59 s. s. PROPN bracis-19094 210 60 duranview duranview PROPN bracis-19094 210 61 author author NOUN bracis-19094 210 62 publications publication NOUN bracis-19094 210 63 search search NOUN bracis-19094 210 64 author author NOUN bracis-19094 210 65 on on ADP bracis-19094 210 66 : : PUNCT bracis-19094 210 67 pubmed pubmed PROPN bracis-19094 210 68     SPACE bracis-19094 210 69 google google PROPN bracis-19094 210 70 scholar scholar PROPN bracis-19094 210 71 thiago thiago PROPN bracis-19094 210 72 a. a. PROPN bracis-19094 210 73 s. s. PROPN bracis-19094 210 74 pardoview pardoview PROPN bracis-19094 210 75 author author NOUN bracis-19094 210 76 publications publication NOUN bracis-19094 210 77 search search NOUN bracis-19094 210 78 author author NOUN bracis-19094 210 79 on on ADP bracis-19094 210 80 : : PUNCT bracis-19094 210 81 pubmed pubmed PROPN bracis-19094 210 82     SPACE bracis-19094 210 83 google google PROPN bracis-19094 210 84 scholar scholar NOUN bracis-19094 210 85 corresponding correspond VERB bracis-19094 210 86 author author NOUN bracis-19094 210 87 correspondence correspondence NOUN bracis-19094 210 88 to to PART bracis-19094 210 89 lucelene lucelene VERB bracis-19094 210 90 lopes lopes PROPN bracis-19094 210 91 . . PUNCT bracis-19094 211 1 editor editor NOUN bracis-19094 211 2 information information NOUN bracis-19094 211 3 editors editor NOUN bracis-19094 211 4 and and CCONJ bracis-19094 211 5 affiliations affiliation NOUN bracis-19094 211 6 universidade universidade PROPN bracis-19094 211 7 federal federal PROPN bracis-19094 211 8 de de X bracis-19094 211 9 sergipe sergipe PROPN bracis-19094 211 10 , , PUNCT bracis-19094 211 11 são são NOUN bracis-19094 211 12 cristóvão cristóvão PROPN bracis-19094 211 13 , , PUNCT bracis-19094 211 14 brazil brazil PROPN bracis-19094 211 15 andré andré PROPN bracis-19094 211 16 britto britto PROPN bracis-19094 211 17 universidade universidade PROPN bracis-19094 211 18 de de PROPN bracis-19094 211 19 são são PROPN bracis-19094 211 20 paulo paulo PROPN bracis-19094 211 21 , , PUNCT bracis-19094 211 22 são são PROPN bracis-19094 211 23 paulo paulo PROPN bracis-19094 211 24 , , PUNCT bracis-19094 211 25 brazil brazil PROPN bracis-19094 211 26 karina karina PROPN bracis-19094 211 27 valdivia valdivia PROPN bracis-19094 211 28 delgado delgado VERB bracis-19094 211 29 rights right NOUN bracis-19094 211 30 and and CCONJ bracis-19094 211 31 permissions permission NOUN bracis-19094 211 32 reprints reprint NOUN bracis-19094 211 33 and and CCONJ bracis-19094 211 34 permissions permission VERB bracis-19094 211 35 copyright copyright NOUN bracis-19094 211 36 information information NOUN bracis-19094 211 37 © © PROPN bracis-19094 211 38 2021 2021 NUM bracis-19094 211 39 springer springer NOUN bracis-19094 211 40 nature nature NOUN bracis-19094 211 41 switzerland switzerland PROPN bracis-19094 211 42 ag ag PROPN bracis-19094 211 43 about about ADP bracis-19094 211 44 this this DET bracis-19094 211 45 paper paper NOUN bracis-19094 211 46 cite cite VERB bracis-19094 211 47 this this DET bracis-19094 211 48 paper paper NOUN bracis-19094 211 49 lopes lopes PROPN bracis-19094 211 50 , , PUNCT bracis-19094 211 51 l. l. PROPN bracis-19094 211 52 , , PUNCT bracis-19094 211 53 duran duran PROPN bracis-19094 211 54 , , PUNCT bracis-19094 211 55 m.s m.s PROPN bracis-19094 211 56 . . PROPN bracis-19094 211 57 , , PUNCT bracis-19094 211 58 pardo pardo PROPN bracis-19094 211 59 , , PUNCT bracis-19094 211 60 t.a.s t.a.s PROPN bracis-19094 211 61 . . PUNCT bracis-19094 211 62 ( ( PUNCT bracis-19094 211 63 2021 2021 NUM bracis-19094 211 64 ) ) PUNCT bracis-19094 211 65 . . PUNCT bracis-19094 212 1 universal universal ADJ bracis-19094 212 2 dependencies dependency NOUN bracis-19094 212 3 - - PUNCT bracis-19094 212 4 based base VERB bracis-19094 212 5 pos pos NOUN bracis-19094 212 6 tagging tagging NOUN bracis-19094 212 7 refinement refinement NOUN bracis-19094 212 8 through through ADP bracis-19094 212 9 linguistic linguistic ADJ bracis-19094 212 10 resources resource NOUN bracis-19094 212 11 . . PUNCT bracis-19094 213 1 in in ADP bracis-19094 213 2 : : PUNCT bracis-19094 213 3 britto britto PROPN bracis-19094 213 4 , , PUNCT bracis-19094 213 5 a. a. PROPN bracis-19094 213 6 , , PUNCT bracis-19094 213 7 valdivia valdivia PROPN bracis-19094 213 8 delgado delgado PROPN bracis-19094 213 9 , , PUNCT bracis-19094 213 10 k. k. PROPN bracis-19094 213 11 ( ( PUNCT bracis-19094 213 12 eds eds PROPN bracis-19094 213 13 ) ) PUNCT bracis-19094 213 14 intelligent intelligent ADJ bracis-19094 213 15 systems system NOUN bracis-19094 213 16 . . PUNCT bracis-19094 214 1 bracis bracis PROPN bracis-19094 214 2 2021 2021 NUM bracis-19094 214 3 . . PUNCT bracis-19094 215 1 lecture lecture NOUN bracis-19094 215 2 notes note NOUN bracis-19094 215 3 in in ADP bracis-19094 215 4 computer computer NOUN bracis-19094 215 5 science science NOUN bracis-19094 215 6 ( ( PUNCT bracis-19094 215 7 ) ) PUNCT bracis-19094 215 8 , , PUNCT bracis-19094 215 9 vol vol NOUN bracis-19094 215 10 13074 13074 NUM bracis-19094 215 11 . . PUNCT bracis-19094 216 1 springer springer NOUN bracis-19094 216 2 , , PUNCT bracis-19094 216 3 cham cham PROPN bracis-19094 216 4 . . PUNCT bracis-19094 217 1 https://doi.org/10.1007/978-3-030-91699-2_41 https://doi.org/10.1007/978-3-030-91699-2_41 NOUN bracis-19094 217 2 download download NOUN bracis-19094 217 3 citation citation NOUN bracis-19094 217 4 .ris .ris PUNCT bracis-19094 217 5 .enw .enw PROPN bracis-19094 217 6 .bib .bib PUNCT bracis-19094 218 1 doi doi PROPN bracis-19094 218 2 : : PUNCT bracis-19094 218 3 https://doi.org/10.1007/978-3-030-91699-2_41 https://doi.org/10.1007/978-3-030-91699-2_41 VERB bracis-19094 218 4 published publish VERB bracis-19094 218 5 : : PUNCT bracis-19094 218 6 28 28 NUM bracis-19094 218 7 november november PROPN bracis-19094 218 8 2021 2021 NUM bracis-19094 218 9 publisher publisher NOUN bracis-19094 218 10 name name NOUN bracis-19094 218 11 : : PUNCT bracis-19094 218 12 springer springer NOUN bracis-19094 218 13 , , PUNCT bracis-19094 218 14 cham cham PROPN bracis-19094 218 15 print print PROPN bracis-19094 218 16 isbn isbn PROPN bracis-19094 218 17 : : PUNCT bracis-19094 218 18 978 978 NUM bracis-19094 218 19 - - SYM bracis-19094 218 20 3 3 NUM bracis-19094 218 21 - - PUNCT bracis-19094 218 22 030 030 NUM bracis-19094 218 23 - - PUNCT bracis-19094 218 24 91698 91698 NUM bracis-19094 218 25 - - SYM bracis-19094 218 26 5 5 NUM bracis-19094 218 27 online online ADJ bracis-19094 218 28 isbn isbn NOUN bracis-19094 218 29 : : PUNCT bracis-19094 218 30 978 978 NUM bracis-19094 218 31 - - SYM bracis-19094 218 32 3 3 NUM bracis-19094 218 33 - - PUNCT bracis-19094 218 34 030 030 NUM bracis-19094 218 35 - - PUNCT bracis-19094 218 36 91699 91699 NUM bracis-19094 218 37 - - SYM bracis-19094 218 38 2 2 NUM bracis-19094 218 39 ebook ebook NOUN bracis-19094 218 40 packages package NOUN bracis-19094 218 41 : : PUNCT bracis-19094 218 42 computer computer NOUN bracis-19094 218 43 sciencecomputer sciencecomputer NOUN bracis-19094 218 44 science science NOUN bracis-19094 218 45 ( ( PUNCT bracis-19094 218 46 r0 r0 NOUN bracis-19094 218 47 ) ) PUNCT bracis-19094 218 48 share share VERB bracis-19094 218 49 this this DET bracis-19094 218 50 paper paper NOUN bracis-19094 218 51 anyone anyone PRON bracis-19094 218 52 you you PRON bracis-19094 218 53 share share VERB bracis-19094 218 54 the the DET bracis-19094 218 55 following follow VERB bracis-19094 218 56 link link NOUN bracis-19094 218 57 with with ADP bracis-19094 218 58 will will AUX bracis-19094 218 59 be be AUX bracis-19094 218 60 able able ADJ bracis-19094 218 61 to to PART bracis-19094 218 62 read read VERB bracis-19094 218 63 this this DET bracis-19094 218 64 content content NOUN bracis-19094 218 65 : : PUNCT bracis-19094 218 66 get get VERB bracis-19094 218 67 shareable shareable ADJ bracis-19094 218 68 linksorry linksorry NOUN bracis-19094 218 69 , , PUNCT bracis-19094 218 70 a a DET bracis-19094 218 71 shareable shareable ADJ bracis-19094 218 72 link link NOUN bracis-19094 218 73 is be AUX bracis-19094 218 74 not not PART bracis-19094 218 75 currently currently ADV bracis-19094 218 76 available available ADJ bracis-19094 218 77 for for ADP bracis-19094 218 78 this this DET bracis-19094 218 79 article article NOUN bracis-19094 218 80 . . PUNCT bracis-19094 219 1 copy copy VERB bracis-19094 219 2 shareable shareable ADJ bracis-19094 219 3 link link NOUN bracis-19094 219 4 to to PART bracis-19094 219 5 clipboard clipboard NOUN bracis-19094 219 6 provided provide VERB bracis-19094 219 7 by by ADP bracis-19094 219 8 the the DET bracis-19094 219 9 springer springer NOUN bracis-19094 219 10 nature nature PROPN bracis-19094 219 11 sharedit sharedit PROPN bracis-19094 219 12 content content NOUN bracis-19094 219 13 - - PUNCT bracis-19094 219 14 sharing share VERB bracis-19094 219 15 initiative initiative NOUN bracis-19094 219 16 keywords keyword NOUN bracis-19094 219 17 pos pos VERB bracis-19094 219 18 tagging tag VERB bracis-19094 219 19 linguistic linguistic ADJ bracis-19094 219 20 resource resource NOUN bracis-19094 220 1 universal universal ADJ bracis-19094 220 2 dependencies dependency NOUN bracis-19094 220 3 publish publish VERB bracis-19094 220 4 with with ADP bracis-19094 220 5 us us PROPN bracis-19094 220 6 policies policy NOUN bracis-19094 220 7 and and CCONJ bracis-19094 220 8 ethics ethic NOUN bracis-19094 220 9 profiles profile NOUN bracis-19094 220 10 magali magali PROPN bracis-19094 220 11 s. s. 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