id sid tid token lemma pos bracis-28418 1 1 disambiguation disambiguation NOUN bracis-28418 1 2 of of ADP bracis-28418 1 3     SPACE bracis-28418 1 4 universal universal ADJ bracis-28418 1 5 dependencies dependency NOUN bracis-28418 1 6 part part NOUN bracis-28418 1 7 - - PUNCT bracis-28418 1 8 of of ADP bracis-28418 1 9 - - PUNCT bracis-28418 1 10 speech speech NOUN bracis-28418 1 11 tags tag NOUN bracis-28418 1 12 of of ADP bracis-28418 1 13     SPACE bracis-28418 1 14 closed closed ADJ bracis-28418 1 15 class class NOUN bracis-28418 1 16 words word NOUN bracis-28418 1 17 in in ADP bracis-28418 1 18     SPACE bracis-28418 1 19 portuguese portuguese ADJ bracis-28418 1 20 | | ADV bracis-28418 1 21 springer springer NOUN bracis-28418 1 22 nature nature PROPN bracis-28418 1 23 link link PROPN bracis-28418 1 24 ( ( PUNCT bracis-28418 1 25 formerly formerly ADV bracis-28418 1 26 springerlink springerlink NOUN bracis-28418 1 27 ) ) PUNCT bracis-28418 1 28 skip skip VERB bracis-28418 1 29 to to ADP bracis-28418 1 30 main main ADJ bracis-28418 1 31 content content NOUN bracis-28418 1 32 advertisement advertisement NOUN bracis-28418 1 33 log log NOUN bracis-28418 1 34 in in ADP bracis-28418 1 35 menu menu NOUN bracis-28418 1 36 find find VERB bracis-28418 1 37 a a DET bracis-28418 1 38 journal journal NOUN bracis-28418 1 39 publish publish VERB bracis-28418 1 40 with with ADP bracis-28418 1 41 us we PRON bracis-28418 1 42 track track VERB bracis-28418 1 43 your your PRON bracis-28418 1 44 research research NOUN bracis-28418 1 45 search search NOUN bracis-28418 1 46 cart cart NOUN bracis-28418 1 47 home home NOUN bracis-28418 1 48 intelligent intelligent ADJ bracis-28418 1 49 systems system NOUN bracis-28418 1 50 conference conference NOUN bracis-28418 1 51 paper paper NOUN bracis-28418 1 52 disambiguation disambiguation NOUN bracis-28418 1 53 of of ADP bracis-28418 1 54     SPACE bracis-28418 1 55 universal universal ADJ bracis-28418 1 56 dependencies dependency NOUN bracis-28418 1 57 part part NOUN bracis-28418 1 58 - - PUNCT bracis-28418 1 59 of of ADP bracis-28418 1 60 - - PUNCT bracis-28418 1 61 speech speech NOUN bracis-28418 1 62 tags tag NOUN bracis-28418 1 63 of of ADP bracis-28418 1 64     SPACE bracis-28418 1 65 closed closed ADJ bracis-28418 1 66 class class NOUN bracis-28418 1 67 words word NOUN bracis-28418 1 68 in in ADP bracis-28418 1 69     SPACE bracis-28418 1 70 portuguese portuguese ADJ bracis-28418 1 71 conference conference NOUN bracis-28418 1 72 paper paper NOUN bracis-28418 1 73 first first ADV bracis-28418 1 74 online online ADV bracis-28418 1 75 : : PUNCT bracis-28418 1 76 12 12 NUM bracis-28418 1 77 october october NOUN bracis-28418 1 78 2023 2023 NUM bracis-28418 1 79 pp pp ADP bracis-28418 1 80 241–255 241–255 NUM bracis-28418 1 81 cite cite VERB bracis-28418 1 82 this this DET bracis-28418 1 83 conference conference NOUN bracis-28418 1 84 paper paper NOUN bracis-28418 1 85 access access NOUN bracis-28418 1 86 provided provide VERB bracis-28418 1 87 by by ADP bracis-28418 1 88 university university PROPN bracis-28418 1 89 of of ADP bracis-28418 1 90 notre notre PROPN bracis-28418 1 91 dame dame PROPN bracis-28418 1 92 hesburgh hesburgh PROPN bracis-28418 1 93 library library PROPN bracis-28418 1 94 download download PROPN bracis-28418 1 95 book book NOUN bracis-28418 1 96 pdf pdf PROPN bracis-28418 1 97 download download NOUN bracis-28418 1 98 book book NOUN bracis-28418 1 99 epub epub PROPN bracis-28418 1 100 intelligent intelligent ADJ bracis-28418 1 101 systems system NOUN bracis-28418 1 102 ( ( PUNCT bracis-28418 1 103 bracis bracis NOUN bracis-28418 1 104 2023 2023 NUM bracis-28418 1 105 ) ) PUNCT bracis-28418 1 106 disambiguation disambiguation NOUN bracis-28418 1 107 of of ADP bracis-28418 1 108     SPACE bracis-28418 1 109 universal universal ADJ bracis-28418 1 110 dependencies dependency NOUN bracis-28418 1 111 part part NOUN bracis-28418 1 112 - - PUNCT bracis-28418 1 113 of of ADP bracis-28418 1 114 - - PUNCT bracis-28418 1 115 speech speech NOUN bracis-28418 1 116 tags tag NOUN bracis-28418 1 117 of of ADP bracis-28418 1 118     SPACE bracis-28418 1 119 closed closed ADJ bracis-28418 1 120 class class NOUN bracis-28418 1 121 words word NOUN bracis-28418 1 122 in in ADP bracis-28418 1 123     SPACE bracis-28418 1 124 portuguese portuguese ADJ bracis-28418 1 125 download download NOUN bracis-28418 1 126 book book NOUN bracis-28418 1 127 pdf pdf PROPN bracis-28418 1 128 download download NOUN bracis-28418 1 129 book book PROPN bracis-28418 1 130 epub epub PROPN bracis-28418 1 131 lucelene lucelene PROPN bracis-28418 1 132 lopes lopes PROPN bracis-28418 1 133     SPACE bracis-28418 1 134 orcid orcid PROPN bracis-28418 1 135 : : PUNCT bracis-28418 1 136 orcid.org/0000-0003-0314-140x9 orcid.org/0000-0003-0314-140x9 NUM bracis-28418 1 137 , , PUNCT bracis-28418 1 138 paulo paulo PROPN bracis-28418 1 139 fernandes fernandes PROPN bracis-28418 1 140     SPACE bracis-28418 1 141 orcid orcid NOUN bracis-28418 1 142 : : PUNCT bracis-28418 1 143 orcid.org/0000-0003-3959-043410 orcid.org/0000-0003-3959-043410 PROPN bracis-28418 1 144 , , PUNCT bracis-28418 1 145 marcio marcio PROPN bracis-28418 1 146 l. l. PROPN bracis-28418 1 147 inacio inacio PROPN bracis-28418 1 148     SPACE bracis-28418 1 149 orcid orcid NOUN bracis-28418 1 150 : : PUNCT bracis-28418 1 151 orcid.org/0000-0002-0875-457411 orcid.org/0000-0002-0875-457411 ADV bracis-28418 1 152 , , PUNCT bracis-28418 1 153 magali magali PROPN bracis-28418 1 154 s. s. PROPN bracis-28418 1 155 duran duran PROPN bracis-28418 1 156     SPACE bracis-28418 1 157 orcid orcid PROPN bracis-28418 1 158 : : PUNCT bracis-28418 1 159 orcid.org/0000-0002-3843-46009 orcid.org/0000-0002-3843-46009 PROPN bracis-28418 1 160 & & CCONJ bracis-28418 1 161 … … PUNCT bracis-28418 1 162 thiago thiago PROPN bracis-28418 1 163 a. a. PROPN bracis-28418 1 164 s. s. PROPN bracis-28418 1 165 pardo pardo PROPN bracis-28418 1 166     SPACE bracis-28418 1 167 orcid orcid PROPN bracis-28418 1 168 : : PUNCT bracis-28418 1 169 orcid.org/0000-0003-2111-13199 orcid.org/0000-0003-2111-13199 NOUN bracis-28418 1 170     SPACE bracis-28418 1 171 show show VERB bracis-28418 1 172 authors author NOUN bracis-28418 1 173 part part NOUN bracis-28418 1 174 of of ADP bracis-28418 1 175 the the DET bracis-28418 1 176 book book NOUN bracis-28418 1 177 series series NOUN bracis-28418 1 178 : : PUNCT bracis-28418 1 179 lecture lecture NOUN bracis-28418 1 180 notes note NOUN bracis-28418 1 181 in in ADP bracis-28418 1 182 computer computer NOUN bracis-28418 1 183 science science NOUN bracis-28418 1 184 ( ( PUNCT bracis-28418 1 185 ( ( PUNCT bracis-28418 1 186 lnai lnai ADJ bracis-28418 1 187 , , PUNCT bracis-28418 1 188 volume volume NOUN bracis-28418 1 189 14197 14197 NUM bracis-28418 1 190 ) ) PUNCT bracis-28418 1 191 ) ) PUNCT bracis-28418 1 192 included include VERB bracis-28418 1 193 in in ADP bracis-28418 1 194 the the DET bracis-28418 1 195 following follow VERB bracis-28418 1 196 conference conference NOUN bracis-28418 1 197 series series NOUN bracis-28418 1 198 : : PUNCT bracis-28418 1 199 brazilian brazilian ADJ bracis-28418 1 200 conference conference NOUN bracis-28418 1 201 on on ADP bracis-28418 1 202 intelligent intelligent ADJ bracis-28418 1 203 systems system NOUN bracis-28418 1 204 519 519 NUM bracis-28418 1 205 accesses access NOUN bracis-28418 1 206 1 1 NUM bracis-28418 1 207 citation citation NOUN bracis-28418 1 208 abstract abstract NOUN bracis-28418 1 209 this this DET bracis-28418 1 210 paper paper NOUN bracis-28418 1 211 explores explore VERB bracis-28418 1 212 methods method NOUN bracis-28418 1 213 to to PART bracis-28418 1 214 disambiguate disambiguate VERB bracis-28418 1 215 part part NOUN bracis-28418 1 216 - - PUNCT bracis-28418 1 217 of of ADP bracis-28418 1 218 - - PUNCT bracis-28418 1 219 speech speech NOUN bracis-28418 1 220 ( ( PUNCT bracis-28418 1 221 pos pos NOUN bracis-28418 1 222 ) ) PUNCT bracis-28418 1 223 tags tag NOUN bracis-28418 1 224 for for ADP bracis-28418 1 225 closed closed ADJ bracis-28418 1 226 class class NOUN bracis-28418 1 227 words word NOUN bracis-28418 1 228 in in ADP bracis-28418 1 229 brazilian brazilian ADJ bracis-28418 1 230 portuguese portuguese PROPN bracis-28418 1 231 corpora corpora PROPN bracis-28418 1 232 annotated annotate VERB bracis-28418 1 233 according accord VERB bracis-28418 1 234 to to ADP bracis-28418 1 235 the the DET bracis-28418 1 236 universal universal ADJ bracis-28418 1 237 dependencies dependency NOUN bracis-28418 1 238 annotation annotation NOUN bracis-28418 1 239 model model NOUN bracis-28418 1 240 . . PUNCT bracis-28418 2 1 we we PRON bracis-28418 2 2 evaluate evaluate VERB bracis-28418 2 3 disambiguation disambiguation NOUN bracis-28418 2 4 methods method NOUN bracis-28418 2 5 of of ADP bracis-28418 2 6 different different ADJ bracis-28418 2 7 paradigms paradigm NOUN bracis-28418 2 8 , , PUNCT bracis-28418 2 9 namely namely ADV bracis-28418 2 10 a a DET bracis-28418 2 11 markov markov NOUN bracis-28418 2 12 - - PUNCT bracis-28418 2 13 based base VERB bracis-28418 2 14 method method NOUN bracis-28418 2 15 , , PUNCT bracis-28418 2 16 a a DET bracis-28418 2 17 widely widely ADV bracis-28418 2 18 adopted adopt VERB bracis-28418 2 19 parsing parsing NOUN bracis-28418 2 20 tool tool NOUN bracis-28418 2 21 , , PUNCT bracis-28418 2 22 and and CCONJ bracis-28418 2 23 a a DET bracis-28418 2 24 bert bert NOUN bracis-28418 2 25 - - PUNCT bracis-28418 2 26 based base VERB bracis-28418 2 27 language language NOUN bracis-28418 2 28 modeling modeling NOUN bracis-28418 2 29 method method NOUN bracis-28418 2 30 . . PUNCT bracis-28418 3 1 we we PRON bracis-28418 3 2 compare compare VERB bracis-28418 3 3 their their PRON bracis-28418 3 4 performances performance NOUN bracis-28418 3 5 with with ADP bracis-28418 3 6 two two NUM bracis-28418 3 7 baselines baseline NOUN bracis-28418 3 8 , , PUNCT bracis-28418 3 9 and and CCONJ bracis-28418 3 10 observe observe VERB bracis-28418 3 11 a a DET bracis-28418 3 12 significant significant ADJ bracis-28418 3 13 increase increase NOUN bracis-28418 3 14 of of ADP bracis-28418 3 15 more more ADJ bracis-28418 3 16 than than ADP bracis-28418 3 17 10 10 NUM bracis-28418 3 18 % % NOUN bracis-28418 3 19 over over ADP bracis-28418 3 20 the the DET bracis-28418 3 21 baselines baseline NOUN bracis-28418 3 22 for for ADP bracis-28418 3 23 all all DET bracis-28418 3 24 proposed propose VERB bracis-28418 3 25 methods method NOUN bracis-28418 3 26 . . PUNCT bracis-28418 4 1 we we PRON bracis-28418 4 2 also also ADV bracis-28418 4 3 show show VERB bracis-28418 4 4 that that SCONJ bracis-28418 4 5 while while SCONJ bracis-28418 4 6 the the DET bracis-28418 4 7 bert bert NOUN bracis-28418 4 8 - - PUNCT bracis-28418 4 9 based base VERB bracis-28418 4 10 model model NOUN bracis-28418 4 11 outperforms outperform VERB bracis-28418 4 12 the the DET bracis-28418 4 13 others other NOUN bracis-28418 4 14 reaching reach VERB bracis-28418 4 15 for for ADP bracis-28418 4 16 the the DET bracis-28418 4 17 best good ADJ bracis-28418 4 18 case case NOUN bracis-28418 4 19 a a DET bracis-28418 4 20 98 98 NUM bracis-28418 4 21 % % NOUN bracis-28418 4 22 accuracy accuracy NOUN bracis-28418 4 23 predicting predict VERB bracis-28418 4 24 the the DET bracis-28418 4 25 correct correct ADJ bracis-28418 4 26 pos pos NOUN bracis-28418 4 27 tag tag NOUN bracis-28418 4 28 , , PUNCT bracis-28418 4 29 the the DET bracis-28418 4 30 use use NOUN bracis-28418 4 31 of of ADP bracis-28418 4 32 the the DET bracis-28418 4 33 three three NUM bracis-28418 4 34 methods method NOUN bracis-28418 4 35 as as ADP bracis-28418 4 36 an an DET bracis-28418 4 37 ensemble ensemble ADJ bracis-28418 4 38 method method NOUN bracis-28418 4 39 offers offer VERB bracis-28418 4 40 more more ADV bracis-28418 4 41 stable stable ADJ bracis-28418 4 42 result result NOUN bracis-28418 4 43 according accord VERB bracis-28418 4 44 to to ADP bracis-28418 4 45 the the DET bracis-28418 4 46 smaller small ADJ bracis-28418 4 47 variance variance NOUN bracis-28418 4 48 for for ADP bracis-28418 4 49 the the DET bracis-28418 4 50 numerical numerical ADJ bracis-28418 4 51 results result NOUN bracis-28418 4 52 we we PRON bracis-28418 4 53 performed perform VERB bracis-28418 4 54 . . PUNCT bracis-28418 5 1 access access NOUN bracis-28418 5 2 provided provide VERB bracis-28418 5 3 by by ADP bracis-28418 5 4 university university PROPN bracis-28418 5 5 of of ADP bracis-28418 5 6 notre notre PROPN bracis-28418 5 7 dame dame PROPN bracis-28418 5 8 hesburgh hesburgh PROPN bracis-28418 5 9 library library PROPN bracis-28418 5 10 . . PUNCT bracis-28418 6 1 download download PROPN bracis-28418 6 2 conference conference NOUN bracis-28418 6 3 paper paper NOUN bracis-28418 6 4 pdf pdf NOUN bracis-28418 6 5 similar similar ADJ bracis-28418 6 6 content content NOUN bracis-28418 6 7 being be AUX bracis-28418 6 8 viewed view VERB bracis-28418 6 9 by by ADP bracis-28418 6 10 others other NOUN bracis-28418 6 11 top top ADJ bracis-28418 6 12 - - PUNCT bracis-28418 6 13 down down ADP bracis-28418 6 14 parsing parsing NOUN bracis-28418 6 15 error error NOUN bracis-28418 6 16 correction correction NOUN bracis-28418 6 17 applied apply VERB bracis-28418 6 18 to to ADP bracis-28418 6 19 part part NOUN bracis-28418 6 20 of of ADP bracis-28418 6 21 speech speech NOUN bracis-28418 6 22 tagging tagging NOUN bracis-28418 6 23 chapter chapter NOUN bracis-28418 6 24 © © PROPN bracis-28418 6 25 2020 2020 NUM bracis-28418 6 26 universal universal ADJ bracis-28418 6 27 dependencies dependency NOUN bracis-28418 6 28 - - PUNCT bracis-28418 6 29 based base VERB bracis-28418 6 30 pos pos NOUN bracis-28418 6 31 tagging tagging NOUN bracis-28418 6 32 refinement refinement NOUN bracis-28418 6 33 through through ADP bracis-28418 6 34 linguistic linguistic ADJ bracis-28418 6 35 resources resource NOUN bracis-28418 6 36 chapter chapter NOUN bracis-28418 6 37 © © PROPN bracis-28418 6 38 2021 2021 NUM bracis-28418 6 39 a a DET bracis-28418 6 40 comparative comparative ADJ bracis-28418 6 41 study study NOUN bracis-28418 6 42 of of ADP bracis-28418 6 43 language language NOUN bracis-28418 6 44 modeling modeling NOUN bracis-28418 6 45 to to ADP bracis-28418 6 46 instance instance NOUN bracis-28418 6 47 - - PUNCT bracis-28418 6 48 based base VERB bracis-28418 6 49 methods method NOUN bracis-28418 6 50 , , PUNCT bracis-28418 6 51 and and CCONJ bracis-28418 6 52 feature feature NOUN bracis-28418 6 53 combinations combination NOUN bracis-28418 6 54 for for ADP bracis-28418 6 55     SPACE bracis-28418 6 56 authorship authorship NOUN bracis-28418 6 57     SPACE bracis-28418 6 58 attribution attribution NOUN bracis-28418 6 59 chapter chapter NOUN bracis-28418 6 60 © © PROPN bracis-28418 6 61 2017 2017 NUM bracis-28418 6 62 explore explore VERB bracis-28418 6 63 related relate VERB bracis-28418 6 64 subjects subject NOUN bracis-28418 6 65 discover discover VERB bracis-28418 6 66 the the DET bracis-28418 6 67 latest late ADJ bracis-28418 6 68 articles article NOUN bracis-28418 6 69 , , PUNCT bracis-28418 6 70 books book NOUN bracis-28418 6 71 and and CCONJ bracis-28418 6 72 news news NOUN bracis-28418 6 73 in in ADP bracis-28418 6 74 related related ADJ bracis-28418 6 75 subjects subject NOUN bracis-28418 6 76 , , PUNCT bracis-28418 6 77 suggested suggest VERB bracis-28418 6 78 using use VERB bracis-28418 6 79 machine machine NOUN bracis-28418 6 80 learning learning NOUN bracis-28418 6 81 . . PUNCT bracis-28418 7 1 computational computational ADJ bracis-28418 7 2 linguistics linguistics PROPN bracis-28418 7 3 corpus corpus PROPN bracis-28418 7 4 linguistics linguistics PROPN bracis-28418 7 5 language language NOUN bracis-28418 7 6 processing processing NOUN bracis-28418 7 7 natural natural ADJ bracis-28418 7 8 language language NOUN bracis-28418 7 9 processing processing NOUN bracis-28418 7 10 ( ( PUNCT bracis-28418 7 11 nlp nlp ADJ bracis-28418 7 12 ) ) PUNCT bracis-28418 7 13 portuguese portuguese ADJ bracis-28418 7 14 research research NOUN bracis-28418 7 15 methods method NOUN bracis-28418 7 16 in in ADP bracis-28418 7 17 language language NOUN bracis-28418 7 18 and and CCONJ bracis-28418 7 19 linguistics linguistic NOUN bracis-28418 7 20 1 1 NUM bracis-28418 7 21 introduction introduction NOUN bracis-28418 7 22 to to PART bracis-28418 7 23 develop develop VERB bracis-28418 7 24 large large ADJ bracis-28418 7 25 annotated annotate VERB bracis-28418 7 26 corpora corpora NOUN bracis-28418 7 27 is be AUX bracis-28418 7 28 a a DET bracis-28418 7 29 challenging challenging ADJ bracis-28418 7 30 task task NOUN bracis-28418 7 31 in in ADP bracis-28418 7 32 the the DET bracis-28418 7 33 area area NOUN bracis-28418 7 34 of of ADP bracis-28418 7 35 natural natural ADJ bracis-28418 7 36 language language NOUN bracis-28418 7 37 processing processing NOUN bracis-28418 7 38 ( ( PUNCT bracis-28418 7 39 nlp nlp NOUN bracis-28418 7 40 ) ) PUNCT bracis-28418 7 41 . . PUNCT bracis-28418 8 1 it it PRON bracis-28418 8 2 is be AUX bracis-28418 8 3 a a DET bracis-28418 8 4 common common ADJ bracis-28418 8 5 strategy strategy NOUN bracis-28418 8 6 to to PART bracis-28418 8 7 rely rely VERB bracis-28418 8 8 on on ADP bracis-28418 8 9 automatic automatic ADJ bracis-28418 8 10 analysis analysis NOUN bracis-28418 8 11 tools tool NOUN bracis-28418 8 12 to to PART bracis-28418 8 13 pre pre VERB bracis-28418 8 14 - - VERB bracis-28418 8 15 annotate annotate VERB bracis-28418 8 16 the the DET bracis-28418 8 17 data datum NOUN bracis-28418 8 18 and and CCONJ bracis-28418 8 19 then then ADV bracis-28418 8 20 to to PART bracis-28418 8 21 manually manually ADV bracis-28418 8 22 review review VERB bracis-28418 8 23 the the DET bracis-28418 8 24 annotation annotation NOUN bracis-28418 8 25 , , PUNCT bracis-28418 8 26 as as SCONJ bracis-28418 8 27 direct direct ADJ bracis-28418 8 28 human human ADJ bracis-28418 8 29 annotation annotation NOUN bracis-28418 8 30 requires require VERB bracis-28418 8 31 large large ADJ bracis-28418 8 32 amounts amount NOUN bracis-28418 8 33 of of ADP bracis-28418 8 34 time time NOUN bracis-28418 8 35 , , PUNCT bracis-28418 8 36 a a DET bracis-28418 8 37 strict strict ADJ bracis-28418 8 38 discipline discipline NOUN bracis-28418 8 39 , , PUNCT bracis-28418 8 40 and and CCONJ bracis-28418 8 41 an an DET bracis-28418 8 42 homogeneous homogeneous ADJ bracis-28418 8 43 system system NOUN bracis-28418 8 44 of of ADP bracis-28418 8 45 annotation annotation NOUN bracis-28418 8 46 rules rule NOUN bracis-28418 8 47 that that PRON bracis-28418 8 48 must must AUX bracis-28418 8 49 be be AUX bracis-28418 8 50 followed follow VERB bracis-28418 8 51 by by ADP bracis-28418 8 52 annotators annotator NOUN bracis-28418 8 53 . . PUNCT bracis-28418 9 1 in in ADP bracis-28418 9 2 the the DET bracis-28418 9 3 case case NOUN bracis-28418 9 4 of of ADP bracis-28418 9 5 treebanks treebank NOUN bracis-28418 9 6 ( ( PUNCT bracis-28418 9 7 i.e. i.e. X bracis-28418 9 8 , , PUNCT bracis-28418 9 9 databases database NOUN bracis-28418 9 10 of of ADP bracis-28418 9 11 sentences sentence NOUN bracis-28418 9 12 and and CCONJ bracis-28418 9 13 their their PRON bracis-28418 9 14 corresponding corresponding ADJ bracis-28418 9 15 syntactic syntactic ADJ bracis-28418 9 16 trees tree NOUN bracis-28418 9 17 ) ) PUNCT bracis-28418 9 18 , , PUNCT bracis-28418 9 19 this this PRON bracis-28418 9 20 must must AUX bracis-28418 9 21 be be AUX bracis-28418 9 22 carried carry VERB bracis-28418 9 23 out out ADP bracis-28418 9 24 for for ADP bracis-28418 9 25 both both DET bracis-28418 9 26 part part NOUN bracis-28418 9 27 - - PUNCT bracis-28418 9 28 of of ADP bracis-28418 9 29 - - PUNCT bracis-28418 9 30 speech speech NOUN bracis-28418 9 31 ( ( PUNCT bracis-28418 9 32 pos pos NOUN bracis-28418 9 33 ) ) PUNCT bracis-28418 9 34 tagging tagging NOUN bracis-28418 9 35 and and CCONJ bracis-28418 9 36 syntactic syntactic ADJ bracis-28418 9 37 parsing parsing NOUN bracis-28418 9 38 , , PUNCT bracis-28418 9 39 at at ADP bracis-28418 9 40 least least ADJ bracis-28418 9 41 . . PUNCT bracis-28418 10 1 however however ADV bracis-28418 10 2 , , PUNCT bracis-28418 10 3 as as SCONJ bracis-28418 10 4 the the DET bracis-28418 10 5 annotation annotation NOUN bracis-28418 10 6 of of ADP bracis-28418 10 7 pos pos NOUN bracis-28418 10 8 tags tag NOUN bracis-28418 10 9 can can AUX bracis-28418 10 10 be be AUX bracis-28418 10 11 considered consider VERB bracis-28418 10 12 input input NOUN bracis-28418 10 13 for for ADP bracis-28418 10 14 syntactic syntactic ADJ bracis-28418 10 15 annotation annotation NOUN bracis-28418 10 16 , , PUNCT bracis-28418 10 17 the the PRON bracis-28418 10 18 better well ADJ bracis-28418 10 19 the the DET bracis-28418 10 20 pos pos NOUN bracis-28418 10 21 annotation annotation NOUN bracis-28418 10 22 , , PUNCT bracis-28418 10 23 the the PRON bracis-28418 10 24 lower low ADJ bracis-28418 10 25 the the DET bracis-28418 10 26 risk risk NOUN bracis-28418 10 27 of of ADP bracis-28418 10 28 tagging tag VERB bracis-28418 10 29 errors error NOUN bracis-28418 10 30 leading lead VERB bracis-28418 10 31 to to ADP bracis-28418 10 32 parsing parse VERB bracis-28418 10 33 errors error NOUN bracis-28418 10 34 . . PUNCT bracis-28418 11 1 in in ADP bracis-28418 11 2 the the DET bracis-28418 11 3 pre pre NOUN bracis-28418 11 4 - - NOUN bracis-28418 11 5 annotation annotation NOUN bracis-28418 11 6 of of ADP bracis-28418 11 7 pos pos NOUN bracis-28418 11 8 , , PUNCT bracis-28418 11 9 the the DET bracis-28418 11 10 hardest hard ADJ bracis-28418 11 11 part part NOUN bracis-28418 11 12 is be AUX bracis-28418 11 13 assigning assign VERB bracis-28418 11 14 tags tag NOUN bracis-28418 11 15 to to ADP bracis-28418 11 16 words word NOUN bracis-28418 11 17 from from ADP bracis-28418 11 18 closed closed ADJ bracis-28418 11 19 classes class NOUN bracis-28418 11 20 , , PUNCT bracis-28418 11 21 as as SCONJ bracis-28418 11 22 many many ADJ bracis-28418 11 23 of of ADP bracis-28418 11 24 them they PRON bracis-28418 11 25 may may AUX bracis-28418 11 26 pertain pertain VERB bracis-28418 11 27 to to ADP bracis-28418 11 28 different different ADJ bracis-28418 11 29 classes class NOUN bracis-28418 11 30 , , PUNCT bracis-28418 11 31 that that ADV bracis-28418 11 32 is is ADV bracis-28418 11 33 , , PUNCT bracis-28418 11 34 they they PRON bracis-28418 11 35 are be AUX bracis-28418 11 36 ambiguous ambiguous ADJ bracis-28418 11 37 . . PUNCT bracis-28418 12 1 these these DET bracis-28418 12 2 words word NOUN bracis-28418 12 3 are be AUX bracis-28418 12 4 among among ADP bracis-28418 12 5 the the DET bracis-28418 12 6 most most ADV bracis-28418 12 7 frequent frequent ADJ bracis-28418 12 8 in in ADP bracis-28418 12 9 any any DET bracis-28418 12 10 corpus corpus NOUN bracis-28418 12 11 , , PUNCT bracis-28418 12 12 regardless regardless ADV bracis-28418 12 13 of of ADP bracis-28418 12 14 genre genre NOUN bracis-28418 12 15 and and CCONJ bracis-28418 12 16 domain domain NOUN bracis-28418 12 17 . . PUNCT bracis-28418 13 1 as as SCONJ bracis-28418 13 2 they they PRON bracis-28418 13 3 constitute constitute VERB bracis-28418 13 4 marks mark NOUN bracis-28418 13 5 for for ADP bracis-28418 13 6 syntactic syntactic ADJ bracis-28418 13 7 annotation annotation NOUN bracis-28418 13 8 decisions decision NOUN bracis-28418 13 9 , , PUNCT bracis-28418 13 10 it it PRON bracis-28418 13 11 is be AUX bracis-28418 13 12 important important ADJ bracis-28418 13 13 to to PART bracis-28418 13 14 annotate annotate VERB bracis-28418 13 15 them they PRON bracis-28418 13 16 accurately accurately ADV bracis-28418 13 17 , , PUNCT bracis-28418 13 18 thus thus ADV bracis-28418 13 19 offering offer VERB bracis-28418 13 20 safe safe ADJ bracis-28418 13 21 annotation annotation NOUN bracis-28418 13 22 points point NOUN bracis-28418 13 23 to to PART bracis-28418 13 24 support support VERB bracis-28418 13 25 the the DET bracis-28418 13 26 effort effort NOUN bracis-28418 13 27 of of ADP bracis-28418 13 28 producing produce VERB bracis-28418 13 29 large large ADJ bracis-28418 13 30 annotated annotate VERB bracis-28418 13 31 treebanks treebank NOUN bracis-28418 13 32 . . PUNCT bracis-28418 14 1 of of ADP bracis-28418 14 2 particular particular ADJ bracis-28418 14 3 interest interest NOUN bracis-28418 14 4 to to ADP bracis-28418 14 5 this this DET bracis-28418 14 6 paper paper NOUN bracis-28418 14 7 is be AUX bracis-28418 14 8 the the DET bracis-28418 14 9 initiative initiative NOUN bracis-28418 14 10 to to PART bracis-28418 14 11 perform perform VERB bracis-28418 14 12 pos pos NOUN bracis-28418 14 13 tagging tagging NOUN bracis-28418 14 14 for for ADP bracis-28418 14 15 portuguese portuguese ADJ bracis-28418 14 16 language language NOUN bracis-28418 14 17 according accord VERB bracis-28418 14 18 to to ADP bracis-28418 14 19 the the DET bracis-28418 14 20 widely widely ADV bracis-28418 14 21 adopted adopt VERB bracis-28418 14 22 universal universal ADJ bracis-28418 14 23 dependencies dependency NOUN bracis-28418 14 24     SPACE bracis-28418 14 25 ( ( PUNCT bracis-28418 14 26 ud ud NOUN bracis-28418 14 27 ) ) PUNCT bracis-28418 14 28 model model NOUN bracis-28418 14 29     SPACE bracis-28418 15 1 [ [ X bracis-28418 15 2 18 18 NUM bracis-28418 15 3 , , PUNCT bracis-28418 15 4 20 20 NUM bracis-28418 15 5 ] ] PUNCT bracis-28418 15 6 , , PUNCT bracis-28418 15 7 which which PRON bracis-28418 15 8 predicts predict VERB bracis-28418 15 9 the the DET bracis-28418 15 10 existence existence NOUN bracis-28418 15 11 of of ADP bracis-28418 15 12 “ " PUNCT bracis-28418 15 13 universal universal ADJ bracis-28418 15 14 ” " PUNCT bracis-28418 15 15 pos pos NOUN bracis-28418 15 16 tags tag NOUN bracis-28418 15 17 and and CCONJ bracis-28418 15 18 syntactic syntactic ADJ bracis-28418 15 19 relations relation NOUN bracis-28418 15 20 that that PRON bracis-28418 15 21 may may AUX bracis-28418 15 22 be be AUX bracis-28418 15 23 applied apply VERB bracis-28418 15 24 to to ADP bracis-28418 15 25 all all DET bracis-28418 15 26 languages language NOUN bracis-28418 15 27 in in ADP bracis-28418 15 28 the the DET bracis-28418 15 29 world world NOUN bracis-28418 15 30 . . PUNCT bracis-28418 16 1 there there PRON bracis-28418 16 2 are be VERB bracis-28418 16 3 currently currently ADV bracis-28418 16 4 nearly nearly ADV bracis-28418 16 5 200 200 NUM bracis-28418 16 6 treebanks treebank NOUN bracis-28418 16 7 in in ADP bracis-28418 16 8 over over ADP bracis-28418 16 9 100 100 NUM bracis-28418 16 10 languages language NOUN bracis-28418 16 11 affiliated affiliate VERB bracis-28418 16 12 to to PART bracis-28418 16 13 ud ud INTJ bracis-28418 16 14 . . PUNCT bracis-28418 17 1 in in ADP bracis-28418 17 2 portuguese portuguese PROPN bracis-28418 17 3 , , PUNCT bracis-28418 17 4 we we PRON bracis-28418 17 5 highlight highlight VERB bracis-28418 17 6 the the DET bracis-28418 17 7 previous previous ADJ bracis-28418 17 8 work work NOUN bracis-28418 17 9 of of ADP bracis-28418 17 10 rademaker rademaker PROPN bracis-28418 17 11 et et PROPN bracis-28418 17 12 al al PROPN bracis-28418 17 13 . . PUNCT bracis-28418 17 14     SPACE bracis-28418 18 1 [ [ X bracis-28418 18 2 22 22 NUM bracis-28418 18 3 ] ] PUNCT bracis-28418 18 4 , , PUNCT bracis-28418 18 5 that that PRON bracis-28418 18 6 has have AUX bracis-28418 18 7 produced produce VERB bracis-28418 18 8 a a DET bracis-28418 18 9 ud ud ADV bracis-28418 18 10 - - PUNCT bracis-28418 18 11 annotated annotate VERB bracis-28418 18 12 version version NOUN bracis-28418 18 13 of of ADP bracis-28418 18 14 bosque bosque PROPN bracis-28418 18 15 treebank treebank PROPN bracis-28418 18 16     SPACE bracis-28418 19 1 [ [ X bracis-28418 19 2 1 1 NUM bracis-28418 19 3 ] ] PUNCT bracis-28418 19 4 , , PUNCT bracis-28418 19 5 and and CCONJ bracis-28418 19 6 the the DET bracis-28418 19 7 recent recent ADJ bracis-28418 19 8 efforts effort NOUN bracis-28418 19 9 of of ADP bracis-28418 19 10 silva silva PROPN bracis-28418 19 11 et et PROPN bracis-28418 19 12 al al PROPN bracis-28418 19 13 . . PUNCT bracis-28418 19 14     SPACE bracis-28418 20 1 [ [ X bracis-28418 20 2 25 25 NUM bracis-28418 20 3 ] ] PUNCT bracis-28418 20 4 that that PRON bracis-28418 20 5 have have AUX bracis-28418 20 6 explored explore VERB bracis-28418 20 7 pos pos NOUN bracis-28418 20 8 - - PUNCT bracis-28418 20 9 tagging tagging NOUN bracis-28418 20 10 for for ADP bracis-28418 20 11 tweets tweet NOUN bracis-28418 20 12 , , PUNCT bracis-28418 20 13 lopes lopes PROPN bracis-28418 20 14 et et PROPN bracis-28418 20 15 al al PROPN bracis-28418 20 16 . . PUNCT bracis-28418 20 17     SPACE bracis-28418 21 1 [ [ X bracis-28418 21 2 17 17 NUM bracis-28418 21 3 ] ] PUNCT bracis-28418 21 4 that that PRON bracis-28418 21 5 shows show VERB bracis-28418 21 6 that that SCONJ bracis-28418 21 7 there there PRON bracis-28418 21 8 are be VERB bracis-28418 21 9 non non ADJ bracis-28418 21 10 - - ADJ bracis-28418 21 11 ambiguous ambiguous ADJ bracis-28418 21 12 words word NOUN bracis-28418 21 13 and and CCONJ bracis-28418 21 14 sequences sequence NOUN bracis-28418 21 15 of of ADP bracis-28418 21 16 words word NOUN bracis-28418 21 17 that that PRON bracis-28418 21 18 may may AUX bracis-28418 21 19 significantly significantly ADV bracis-28418 21 20 improve improve VERB bracis-28418 21 21 tagging tagging NOUN bracis-28418 21 22 accuracy accuracy NOUN bracis-28418 21 23 , , PUNCT bracis-28418 21 24 and and CCONJ bracis-28418 21 25 souza souza PROPN bracis-28418 21 26 et et PROPN bracis-28418 21 27 al al PROPN bracis-28418 21 28 . . PUNCT bracis-28418 21 29     SPACE bracis-28418 22 1 [ [ X bracis-28418 22 2 3 3 X bracis-28418 22 3 ] ] PUNCT bracis-28418 22 4 that that PRON bracis-28418 22 5 creates create VERB bracis-28418 22 6 a a DET bracis-28418 22 7 ud ud INTJ bracis-28418 22 8 corpus corpus NOUN bracis-28418 22 9 for for ADP bracis-28418 22 10 domain domain NOUN bracis-28418 22 11 specific specific ADJ bracis-28418 22 12 documents document NOUN bracis-28418 22 13 . . PUNCT bracis-28418 23 1 nevertheless nevertheless ADV bracis-28418 23 2 , , PUNCT bracis-28418 23 3 in in ADP bracis-28418 23 4 practically practically ADV bracis-28418 23 5 all all PRON bracis-28418 23 6 languages language NOUN bracis-28418 23 7 and and CCONJ bracis-28418 23 8 domains domain NOUN bracis-28418 23 9 there there PRON bracis-28418 23 10 is be VERB bracis-28418 23 11 a a DET bracis-28418 23 12 large large ADJ bracis-28418 23 13 number number NOUN bracis-28418 23 14 of of ADP bracis-28418 23 15 challenging challenging ADJ bracis-28418 23 16 words word NOUN bracis-28418 23 17 that that PRON bracis-28418 23 18 are be AUX bracis-28418 23 19 ambiguous ambiguous ADJ bracis-28418 23 20 and and CCONJ bracis-28418 23 21 require require VERB bracis-28418 23 22 more more ADJ bracis-28418 23 23 efforts effort NOUN bracis-28418 23 24 to to PART bracis-28418 23 25 be be AUX bracis-28418 23 26 properly properly ADV bracis-28418 23 27 annotated annotate VERB bracis-28418 23 28 . . PUNCT bracis-28418 24 1 we we PRON bracis-28418 24 2 focus focus VERB bracis-28418 24 3 here here ADV bracis-28418 24 4 on on ADP bracis-28418 24 5 investigating investigate VERB bracis-28418 24 6 and and CCONJ bracis-28418 24 7 proposing propose VERB bracis-28418 24 8 methods method NOUN bracis-28418 24 9 for for ADP bracis-28418 24 10 solving solve VERB bracis-28418 24 11 the the DET bracis-28418 24 12 problem problem NOUN bracis-28418 24 13 of of ADP bracis-28418 24 14 pos pos NOUN bracis-28418 24 15 tag tag NOUN bracis-28418 24 16 disambiguation disambiguation NOUN bracis-28418 24 17 of of ADP bracis-28418 24 18 words word NOUN bracis-28418 24 19 of of ADP bracis-28418 24 20 a a DET bracis-28418 24 21 particular particular ADJ bracis-28418 24 22 case case NOUN bracis-28418 24 23 in in ADP bracis-28418 24 24 portuguese portuguese PROPN bracis-28418 24 25 : : PUNCT bracis-28418 24 26 the the DET bracis-28418 24 27 closed closed ADJ bracis-28418 24 28 class class NOUN bracis-28418 24 29 words word NOUN bracis-28418 24 30 . . PUNCT bracis-28418 25 1 such such ADJ bracis-28418 25 2 word word NOUN bracis-28418 25 3 classes class NOUN bracis-28418 25 4 include include VERB bracis-28418 25 5 prepositions preposition NOUN bracis-28418 25 6 , , PUNCT bracis-28418 25 7 conjunctions conjunction NOUN bracis-28418 25 8 , , PUNCT bracis-28418 25 9 determiners determiner NOUN bracis-28418 25 10 , , PUNCT bracis-28418 25 11 numbers number NOUN bracis-28418 25 12 , , PUNCT bracis-28418 25 13 pronouns pronoun NOUN bracis-28418 25 14 and and CCONJ bracis-28418 25 15 primitive primitive ADJ bracis-28418 25 16 adverbs adverb NOUN bracis-28418 25 17 ( ( PUNCT bracis-28418 25 18 non non ADJ bracis-28418 25 19 - - ADJ bracis-28418 25 20 derived derived ADJ bracis-28418 25 21 adverbs adverb NOUN bracis-28418 25 22 ) ) PUNCT bracis-28418 25 23 . . PUNCT bracis-28418 26 1 the the DET bracis-28418 26 2 motivation motivation NOUN bracis-28418 26 3 for for ADP bracis-28418 26 4 such such ADJ bracis-28418 26 5 choice choice NOUN bracis-28418 26 6 relies rely VERB bracis-28418 26 7 on on ADP bracis-28418 26 8 the the DET bracis-28418 26 9 fact fact NOUN bracis-28418 26 10 that that SCONJ bracis-28418 26 11 closed closed ADJ bracis-28418 26 12 class class NOUN bracis-28418 26 13 words word NOUN bracis-28418 26 14 may may AUX bracis-28418 26 15 be be AUX bracis-28418 26 16 very very ADV bracis-28418 26 17 ambiguous ambiguous ADJ bracis-28418 26 18 regarding regard VERB bracis-28418 26 19 pos pos NOUN bracis-28418 26 20 tagging tagging NOUN bracis-28418 26 21 and and CCONJ bracis-28418 26 22 , , PUNCT bracis-28418 26 23 once once ADV bracis-28418 26 24 solved solve VERB bracis-28418 26 25 , , PUNCT bracis-28418 26 26 may may AUX bracis-28418 26 27 serve serve VERB bracis-28418 26 28 as as ADP bracis-28418 26 29 solid solid ADJ bracis-28418 26 30 evidence evidence NOUN bracis-28418 26 31 to to PART bracis-28418 26 32 help help VERB bracis-28418 26 33 disambiguating disambiguate VERB bracis-28418 26 34 words word NOUN bracis-28418 26 35 of of ADP bracis-28418 26 36 other other ADJ bracis-28418 26 37 word word NOUN bracis-28418 26 38 classes class NOUN bracis-28418 26 39 , , PUNCT bracis-28418 26 40 improving improve VERB bracis-28418 26 41 tagging tagging NOUN bracis-28418 26 42 accuracy accuracy NOUN bracis-28418 26 43 overall overall ADJ bracis-28418 26 44 . . PUNCT bracis-28418 27 1 for for ADP bracis-28418 27 2 instance instance NOUN bracis-28418 27 3 , , PUNCT bracis-28418 27 4 in in ADP bracis-28418 27 5 portilexicon portilexicon NOUN bracis-28418 27 6 - - PUNCT bracis-28418 27 7 ud ud NOUN bracis-28418 27 8 [ [ X bracis-28418 27 9 16 16 NUM bracis-28418 27 10 ] ] PUNCT bracis-28418 27 11 , , PUNCT bracis-28418 27 12 which which PRON bracis-28418 27 13 is be AUX bracis-28418 27 14 a a DET bracis-28418 27 15 ud ud ADV bracis-28418 27 16 - - PUNCT bracis-28418 27 17 based base VERB bracis-28418 27 18 lexicon lexicon NOUN bracis-28418 27 19 for for ADP bracis-28418 27 20 portuguese portuguese PROPN bracis-28418 27 21 , , PUNCT bracis-28418 27 22 the the DET bracis-28418 27 23 word word NOUN bracis-28418 27 24 “ " PUNCT bracis-28418 27 25 que que X bracis-28418 27 26 ” " PUNCT bracis-28418 27 27 ( ( PUNCT bracis-28418 27 28 in in ADP bracis-28418 27 29 english english PROPN bracis-28418 27 30 , , PUNCT bracis-28418 27 31 it it PRON bracis-28418 27 32 usually usually ADV bracis-28418 27 33 corresponds correspond VERB bracis-28418 27 34 to to ADP bracis-28418 27 35 “ " PUNCT bracis-28418 27 36 what what PRON bracis-28418 27 37 ” " PUNCT bracis-28418 27 38 , , PUNCT bracis-28418 27 39 “ " PUNCT bracis-28418 27 40 that that SCONJ bracis-28418 27 41 ” " PUNCT bracis-28418 27 42 or or CCONJ bracis-28418 27 43 “ " PUNCT bracis-28418 27 44 which which PRON bracis-28418 27 45 ” " PUNCT bracis-28418 27 46 ) ) PUNCT bracis-28418 27 47 may may AUX bracis-28418 27 48 have have AUX bracis-28418 27 49 up up ADP bracis-28418 27 50 to to PART bracis-28418 27 51 7 7 NUM bracis-28418 27 52 different different ADJ bracis-28418 27 53 word word NOUN bracis-28418 27 54 classes class NOUN bracis-28418 27 55 and and CCONJ bracis-28418 27 56 represents represent VERB bracis-28418 27 57 a a DET bracis-28418 27 58 challenge challenge NOUN bracis-28418 27 59 for for ADP bracis-28418 27 60 annotation annotation NOUN bracis-28418 27 61 , , PUNCT bracis-28418 27 62 as as SCONJ bracis-28418 27 63 discussed discuss VERB bracis-28418 27 64 in in ADP bracis-28418 27 65 the the DET bracis-28418 27 66 work work NOUN bracis-28418 27 67 of of ADP bracis-28418 27 68 duran duran PROPN bracis-28418 27 69 et et PROPN bracis-28418 27 70 al al PROPN bracis-28418 27 71 . . PUNCT bracis-28418 28 1 [ [ X bracis-28418 28 2 6 6 NUM bracis-28418 28 3 ] ] PUNCT bracis-28418 28 4 . . PUNCT bracis-28418 29 1 to to PART bracis-28418 29 2 exemplify exemplify VERB bracis-28418 29 3 the the DET bracis-28418 29 4 challenges challenge NOUN bracis-28418 29 5 , , PUNCT bracis-28418 29 6 we we PRON bracis-28418 29 7 reproduce reproduce VERB bracis-28418 29 8 some some DET bracis-28418 29 9 examples example NOUN bracis-28418 29 10 from from ADP bracis-28418 29 11 this this DET bracis-28418 29 12 work work NOUN bracis-28418 29 13 : : PUNCT bracis-28418 29 14 the the DET bracis-28418 29 15 word word NOUN bracis-28418 29 16 “ " PUNCT bracis-28418 29 17 que que X bracis-28418 29 18 ” " PUNCT bracis-28418 29 19 is be AUX bracis-28418 29 20 : : PUNCT bracis-28418 29 21 a a DET bracis-28418 29 22 pronoun pronoun NOUN bracis-28418 29 23 in in ADP bracis-28418 29 24 the the DET bracis-28418 29 25 sentence sentence NOUN bracis-28418 29 26 “ " PUNCT bracis-28418 29 27 as as ADP bracis-28418 29 28 coisas coisas PROPN bracis-28418 29 29 com com PROPN bracis-28418 29 30 que que PROPN bracis-28418 29 31 sonhamos sonhamos PROPN bracis-28418 29 32 são são PROPN bracis-28418 29 33 pistas pistas PROPN bracis-28418 29 34 para para PROPN bracis-28418 29 35 o o NOUN bracis-28418 29 36 autoconhecimento autoconhecimento PROPN bracis-28418 29 37 ” " PUNCT bracis-28418 29 38 , , PUNCT bracis-28418 29 39 a a DET bracis-28418 29 40 subordinate subordinate ADJ bracis-28418 29 41 conjunction conjunction NOUN bracis-28418 29 42 in in ADP bracis-28418 29 43 “ " PUNCT bracis-28418 29 44 é é PROPN bracis-28418 29 45 obvio obvio PROPN bracis-28418 29 46 que que PROPN bracis-28418 29 47 quero quero PROPN bracis-28418 29 48 votar votar PROPN bracis-28418 29 49 ” " PUNCT bracis-28418 29 50 , , PUNCT bracis-28418 29 51 a a DET bracis-28418 29 52 determiner determiner NOUN bracis-28418 29 53 in in ADP bracis-28418 29 54 “ " PUNCT bracis-28418 29 55 que que PROPN bracis-28418 29 56 maravilha maravilha PROPN bracis-28418 29 57 ” " PUNCT bracis-28418 29 58 , , PUNCT bracis-28418 29 59 and and CCONJ bracis-28418 29 60 an an DET bracis-28418 29 61 adverb adverb NOUN bracis-28418 29 62 in in ADP bracis-28418 29 63 “ " PUNCT bracis-28418 29 64 que que PROPN bracis-28418 29 65 horrível horrível NOUN bracis-28418 29 66 foi foi PROPN bracis-28418 29 67 esse esse PROPN bracis-28418 29 68 acidente acidente PROPN bracis-28418 29 69 ” " PUNCT bracis-28418 29 70 . . PUNCT bracis-28418 30 1 the the DET bracis-28418 30 2 work work NOUN bracis-28418 30 3 of of ADP bracis-28418 30 4 silva silva PROPN bracis-28418 30 5 et et PROPN bracis-28418 30 6 al al PROPN bracis-28418 30 7 . . PUNCT bracis-28418 30 8     SPACE bracis-28418 31 1 [ [ X bracis-28418 31 2 25 25 NUM bracis-28418 31 3 ] ] PUNCT bracis-28418 31 4 evidences evidence VERB bracis-28418 31 5 the the DET bracis-28418 31 6 practical practical ADJ bracis-28418 31 7 difficulties difficulty NOUN bracis-28418 31 8 in in ADP bracis-28418 31 9 pos pos NOUN bracis-28418 31 10 tagging tagging NOUN bracis-28418 31 11 . . PUNCT bracis-28418 32 1 some some PRON bracis-28418 32 2 of of ADP bracis-28418 32 3 these these DET bracis-28418 32 4 classes class NOUN bracis-28418 32 5 , , PUNCT bracis-28418 32 6 as as ADP bracis-28418 32 7 pronouns pronoun NOUN bracis-28418 32 8 and and CCONJ bracis-28418 32 9 subordinate subordinate ADJ bracis-28418 32 10 conjunctions conjunction NOUN bracis-28418 32 11 , , PUNCT bracis-28418 32 12 achieve achieve VERB bracis-28418 32 13 some some PRON bracis-28418 32 14 of of ADP bracis-28418 32 15 the the DET bracis-28418 32 16 lowest low ADJ bracis-28418 32 17 accuracy accuracy NOUN bracis-28418 32 18 values value NOUN bracis-28418 32 19 ( ( PUNCT bracis-28418 32 20 below below ADP bracis-28418 32 21 90 90 NUM bracis-28418 32 22 % % NOUN bracis-28418 32 23 ) ) PUNCT bracis-28418 32 24 in in ADP bracis-28418 32 25 the the DET bracis-28418 32 26 reported report VERB bracis-28418 32 27 experiments experiment NOUN bracis-28418 32 28 . . PUNCT bracis-28418 33 1 in in ADP bracis-28418 33 2 our our PRON bracis-28418 33 3 paper paper NOUN bracis-28418 33 4 we we PRON bracis-28418 33 5 explore explore VERB bracis-28418 33 6 three three NUM bracis-28418 33 7 different different ADJ bracis-28418 33 8 methods method NOUN bracis-28418 33 9 to to PART bracis-28418 33 10 disambiguate disambiguate VERB bracis-28418 33 11 the the DET bracis-28418 33 12 words word NOUN bracis-28418 33 13 of of ADP bracis-28418 33 14 the the DET bracis-28418 33 15 selected select VERB bracis-28418 33 16 classes class NOUN bracis-28418 33 17 : : PUNCT bracis-28418 33 18 a a DET bracis-28418 33 19 markovian markovian ADJ bracis-28418 33 20 model model NOUN bracis-28418 33 21 similar similar ADJ bracis-28418 33 22 to to ADP bracis-28418 33 23 the the DET bracis-28418 33 24 one one NOUN bracis-28418 33 25 developed develop VERB bracis-28418 33 26 by by ADP bracis-28418 33 27 assunção assunção PROPN bracis-28418 33 28 et et PROPN bracis-28418 33 29 al al PROPN bracis-28418 33 30 . . PUNCT bracis-28418 33 31     SPACE bracis-28418 34 1 [ [ X bracis-28418 34 2 2 2 X bracis-28418 34 3 ] ] PUNCT bracis-28418 34 4 to to PART bracis-28418 34 5 disambiguate disambiguate VERB bracis-28418 34 6 each each DET bracis-28418 34 7 ambiguous ambiguous ADJ bracis-28418 34 8 word word NOUN bracis-28418 34 9 , , PUNCT bracis-28418 34 10 considering consider VERB bracis-28418 34 11 the the DET bracis-28418 34 12 pos pos NOUN bracis-28418 34 13 tag tag NOUN bracis-28418 34 14 sequences sequence NOUN bracis-28418 34 15 of of ADP bracis-28418 34 16 a a DET bracis-28418 34 17 training training NOUN bracis-28418 34 18 set set NOUN bracis-28418 34 19 ; ; PUNCT bracis-28418 34 20 the the DET bracis-28418 34 21 tagger tagger NOUN bracis-28418 34 22 / / SYM bracis-28418 34 23 parser parser NOUN bracis-28418 34 24 udpipe udpipe NOUN bracis-28418 34 25 2.0 2.0 NUM bracis-28418 34 26     SPACE bracis-28418 34 27 [ [ X bracis-28418 34 28 28 28 NUM bracis-28418 34 29 ] ] PUNCT bracis-28418 34 30 pretrained pretraine VERB bracis-28418 34 31 for for ADP bracis-28418 34 32 portuguese portuguese ADJ bracis-28418 34 33 is be AUX bracis-28418 34 34 used use VERB bracis-28418 34 35 to to PART bracis-28418 34 36 tag tag VERB bracis-28418 34 37 the the DET bracis-28418 34 38 whole whole ADJ bracis-28418 34 39 sentences sentence NOUN bracis-28418 34 40 , , PUNCT bracis-28418 34 41 and and CCONJ bracis-28418 34 42 we we PRON bracis-28418 34 43 observe observe VERB bracis-28418 34 44 the the DET bracis-28418 34 45 decision decision NOUN bracis-28418 34 46 took take VERB bracis-28418 34 47 for for ADP bracis-28418 34 48 ambiguous ambiguous ADJ bracis-28418 34 49 words word NOUN bracis-28418 34 50 ; ; PUNCT bracis-28418 34 51 a a DET bracis-28418 34 52 contextual contextual ADJ bracis-28418 34 53 word word NOUN bracis-28418 34 54 embedding embed VERB bracis-28418 34 55 - - PUNCT bracis-28418 34 56 based base VERB bracis-28418 34 57 solution solution NOUN bracis-28418 34 58 using use VERB bracis-28418 34 59 a a DET bracis-28418 34 60 pretrained pretraine VERB bracis-28418 34 61 portuguese portuguese ADJ bracis-28418 34 62 model model NOUN bracis-28418 34 63 to to AUX bracis-28418 34 64 individually individually ADV bracis-28418 34 65 disambiguate disambiguate VERB bracis-28418 34 66 the the DET bracis-28418 34 67 pos pos NOUN bracis-28418 34 68 tag tag NOUN bracis-28418 34 69 for for ADP bracis-28418 34 70 ambiguous ambiguous ADJ bracis-28418 34 71 words word NOUN bracis-28418 34 72 , , PUNCT bracis-28418 34 73 in in ADP bracis-28418 34 74 a a DET bracis-28418 34 75 similar similar ADJ bracis-28418 34 76 approach approach NOUN bracis-28418 34 77 to to ADP bracis-28418 34 78 vandenbussche vandenbussche PROPN bracis-28418 34 79 et et PROPN bracis-28418 34 80 al al PROPN bracis-28418 34 81 . . PUNCT bracis-28418 34 82     SPACE bracis-28418 35 1 [ [ X bracis-28418 35 2 30 30 NUM bracis-28418 35 3 ] ] PUNCT bracis-28418 35 4 that that PRON bracis-28418 35 5 uses use VERB bracis-28418 35 6 bert bert PROPN bracis-28418 35 7 ( ( PUNCT bracis-28418 35 8 bidirectional bidirectional ADJ bracis-28418 35 9 encoder encoder NOUN bracis-28418 35 10 representations representation VERB bracis-28418 35 11 from from ADP bracis-28418 35 12 transformers transformer NOUN bracis-28418 35 13 ) ) PUNCT bracis-28418 35 14     SPACE bracis-28418 36 1 [ [ X bracis-28418 36 2 4 4 X bracis-28418 36 3 ] ] PUNCT bracis-28418 36 4 by by ADP bracis-28418 36 5 a a DET bracis-28418 36 6 pretrained pretraine VERB bracis-28418 36 7 language language NOUN bracis-28418 36 8 model model NOUN bracis-28418 36 9 specific specific ADJ bracis-28418 36 10 for for ADP bracis-28418 36 11 brazilian brazilian ADJ bracis-28418 36 12 portuguese portuguese NOUN bracis-28418 36 13 , , PUNCT bracis-28418 36 14 the the DET bracis-28418 36 15 bertimbau bertimbau NOUN bracis-28418 36 16     SPACE bracis-28418 37 1 [ [ X bracis-28418 37 2 26 26 NUM bracis-28418 37 3 ] ] PUNCT bracis-28418 37 4 . . PUNCT bracis-28418 38 1 we we PRON bracis-28418 38 2 perform perform VERB bracis-28418 38 3 a a DET bracis-28418 38 4 detailed detailed ADJ bracis-28418 38 5 error error NOUN bracis-28418 38 6 analysis analysis NOUN bracis-28418 38 7 in in ADP bracis-28418 38 8 comparison comparison NOUN bracis-28418 38 9 with with ADP bracis-28418 38 10 two two NUM bracis-28418 38 11 baselines baseline NOUN bracis-28418 38 12 and and CCONJ bracis-28418 38 13 also also ADV bracis-28418 38 14 explore explore VERB bracis-28418 38 15 an an DET bracis-28418 38 16 ensemble ensemble ADJ bracis-28418 38 17 solution solution NOUN bracis-28418 38 18 considering consider VERB bracis-28418 38 19 a a DET bracis-28418 38 20 voting voting NOUN bracis-28418 38 21 system system NOUN bracis-28418 38 22 taking take VERB bracis-28418 38 23 into into ADP bracis-28418 38 24 account account NOUN bracis-28418 38 25 the the DET bracis-28418 38 26 three three NUM bracis-28418 38 27 presented present VERB bracis-28418 38 28 models model NOUN bracis-28418 38 29 ’ ' PUNCT bracis-28418 38 30 outcomes outcome NOUN bracis-28418 38 31 . . PUNCT bracis-28418 39 1 our our PRON bracis-28418 39 2 results result NOUN bracis-28418 39 3 show show VERB bracis-28418 39 4 accuracy accuracy NOUN bracis-28418 39 5 values value NOUN bracis-28418 39 6 ranging range VERB bracis-28418 39 7 from from ADP bracis-28418 39 8 90 90 NUM bracis-28418 39 9 % % NOUN bracis-28418 39 10 to to PART bracis-28418 39 11 98 98 NUM bracis-28418 39 12 % % NOUN bracis-28418 39 13 for for ADP bracis-28418 39 14 the the DET bracis-28418 39 15 three three NUM bracis-28418 39 16 proposed propose VERB bracis-28418 39 17 methods method NOUN bracis-28418 39 18 , , PUNCT bracis-28418 39 19 as as ADV bracis-28418 39 20 well well ADV bracis-28418 39 21 as as ADP bracis-28418 39 22 the the DET bracis-28418 39 23 ensemble ensemble ADJ bracis-28418 39 24 one one NUM bracis-28418 39 25 . . PUNCT bracis-28418 40 1 while while SCONJ bracis-28418 40 2 the the DET bracis-28418 40 3 bertimbau bertimbau NOUN bracis-28418 40 4 - - PUNCT bracis-28418 40 5 based base VERB bracis-28418 40 6 approach approach NOUN bracis-28418 40 7 delivers deliver VERB bracis-28418 40 8 the the DET bracis-28418 40 9 higher high ADJ bracis-28418 40 10 accuracy accuracy NOUN bracis-28418 40 11 values value NOUN bracis-28418 40 12 for for ADP bracis-28418 40 13 the the DET bracis-28418 40 14 best good ADJ bracis-28418 40 15 cases case NOUN bracis-28418 40 16 experimented experiment VERB bracis-28418 40 17 , , PUNCT bracis-28418 40 18 the the DET bracis-28418 40 19 ensemble ensemble ADJ bracis-28418 40 20 solution solution NOUN bracis-28418 40 21 presents present VERB bracis-28418 40 22 more more ADV bracis-28418 40 23 stable stable ADJ bracis-28418 40 24 results result NOUN bracis-28418 40 25 since since SCONJ bracis-28418 40 26 the the DET bracis-28418 40 27 accuracy accuracy NOUN bracis-28418 40 28 of of ADP bracis-28418 40 29 all all DET bracis-28418 40 30 experimented experimented ADJ bracis-28418 40 31 cases case NOUN bracis-28418 40 32 has have VERB bracis-28418 40 33 a a DET bracis-28418 40 34 smaller small ADJ bracis-28418 40 35 standard standard ADJ bracis-28418 40 36 deviation deviation NOUN bracis-28418 40 37 than than ADP bracis-28418 40 38 all all DET bracis-28418 40 39 three three NUM bracis-28418 40 40 methods method NOUN bracis-28418 40 41 applied apply VERB bracis-28418 40 42 individually individually ADV bracis-28418 40 43 . . PUNCT bracis-28418 41 1 the the DET bracis-28418 41 2 achieved achieve VERB bracis-28418 41 3 accuracy accuracy NOUN bracis-28418 41 4 is be AUX bracis-28418 41 5 relevant relevant ADJ bracis-28418 41 6 and and CCONJ bracis-28418 41 7 the the DET bracis-28418 41 8 gains gain NOUN bracis-28418 41 9 in in ADP bracis-28418 41 10 terms term NOUN bracis-28418 41 11 of of ADP bracis-28418 41 12 annotation annotation NOUN bracis-28418 41 13 effort effort NOUN bracis-28418 41 14 are be AUX bracis-28418 41 15 considerable considerable ADJ bracis-28418 41 16 , , PUNCT bracis-28418 41 17 as as SCONJ bracis-28418 41 18 we we PRON bracis-28418 41 19 correct correct VERB bracis-28418 41 20 nearly nearly ADV bracis-28418 41 21 25 25 NUM bracis-28418 41 22 % % NOUN bracis-28418 41 23 of of ADP bracis-28418 41 24 all all DET bracis-28418 41 25 tokens token NOUN bracis-28418 41 26 of of ADP bracis-28418 41 27 large large ADJ bracis-28418 41 28 portuguese portuguese NOUN bracis-28418 41 29 corpora corpora PROPN bracis-28418 41 30 . . PUNCT bracis-28418 42 1 this this DET bracis-28418 42 2 paper paper NOUN bracis-28418 42 3 is be AUX bracis-28418 42 4 organized organize VERB bracis-28418 42 5 as as SCONJ bracis-28418 42 6 follows follow VERB bracis-28418 42 7 . . PUNCT bracis-28418 43 1 the the DET bracis-28418 43 2 next next ADJ bracis-28418 43 3 section section NOUN bracis-28418 43 4 presents present VERB bracis-28418 43 5 the the DET bracis-28418 43 6 main main ADJ bracis-28418 43 7 related related ADJ bracis-28418 43 8 work work NOUN bracis-28418 43 9 . . PUNCT bracis-28418 44 1 the the DET bracis-28418 44 2 problem problem NOUN bracis-28418 44 3 definition definition NOUN bracis-28418 44 4 and and CCONJ bracis-28418 44 5 the the DET bracis-28418 44 6 baselines baseline NOUN bracis-28418 44 7 for for ADP bracis-28418 44 8 this this DET bracis-28418 44 9 study study NOUN bracis-28418 44 10 are be AUX bracis-28418 44 11 presented present VERB bracis-28418 44 12 in in ADP bracis-28418 44 13 sect sect NOUN bracis-28418 44 14 . . PUNCT bracis-28418 44 15     SPACE bracis-28418 45 1 3 3 X bracis-28418 45 2 . . PUNCT bracis-28418 45 3 section section NOUN bracis-28418 45 4     SPACE bracis-28418 45 5 4 4 NUM bracis-28418 45 6 presents present VERB bracis-28418 45 7 the the DET bracis-28418 45 8 three three NUM bracis-28418 45 9 experienced experienced ADJ bracis-28418 45 10 models model NOUN bracis-28418 45 11 : : PUNCT bracis-28418 45 12 the the DET bracis-28418 45 13 markovian markovian PROPN bracis-28418 45 14 model model NOUN bracis-28418 45 15 , , PUNCT bracis-28418 45 16 the the DET bracis-28418 45 17 udpipe udpipe ADJ bracis-28418 45 18 2.0 2.0 NUM bracis-28418 45 19 application application NOUN bracis-28418 45 20 , , PUNCT bracis-28418 45 21 and and CCONJ bracis-28418 45 22 our our PRON bracis-28418 45 23 contextual contextual ADJ bracis-28418 45 24 word word NOUN bracis-28418 45 25 embedding embed VERB bracis-28418 45 26 bertimbau bertimbau NOUN bracis-28418 45 27 - - PUNCT bracis-28418 45 28 based base VERB bracis-28418 45 29 approach approach NOUN bracis-28418 45 30 , , PUNCT bracis-28418 45 31 respectively respectively ADV bracis-28418 45 32 . . PUNCT bracis-28418 46 1 section section NOUN bracis-28418 46 2     SPACE bracis-28418 46 3 5 5 NUM bracis-28418 46 4 shows show VERB bracis-28418 46 5 our our PRON bracis-28418 46 6 experiments experiment NOUN bracis-28418 46 7 over over ADP bracis-28418 46 8 an an DET bracis-28418 46 9 example example NOUN bracis-28418 46 10 corpus corpus NOUN bracis-28418 46 11 and and CCONJ bracis-28418 46 12 discusses discuss VERB bracis-28418 46 13 the the DET bracis-28418 46 14 achieved achieve VERB bracis-28418 46 15 effectiveness effectiveness NOUN bracis-28418 46 16 . . PUNCT bracis-28418 47 1 finally finally ADV bracis-28418 47 2 , , PUNCT bracis-28418 47 3 the the DET bracis-28418 47 4 final final ADJ bracis-28418 47 5 section section NOUN bracis-28418 47 6 summarizes summarize VERB bracis-28418 47 7 our our PRON bracis-28418 47 8 contributions contribution NOUN bracis-28418 47 9 and and CCONJ bracis-28418 47 10 suggests suggest VERB bracis-28418 47 11 some some DET bracis-28418 47 12 future future ADJ bracis-28418 47 13 work work NOUN bracis-28418 47 14 . . PUNCT bracis-28418 48 1 2 2 NUM bracis-28418 48 2 related related ADJ bracis-28418 48 3 work work NOUN bracis-28418 48 4 we we PRON bracis-28418 48 5 can can AUX bracis-28418 48 6 find find VERB bracis-28418 48 7 in in ADP bracis-28418 48 8 the the DET bracis-28418 48 9 literature literature NOUN bracis-28418 48 10 related relate VERB bracis-28418 48 11 works work NOUN bracis-28418 48 12 using use VERB bracis-28418 48 13 varied varied ADJ bracis-28418 48 14 techniques technique NOUN bracis-28418 48 15 to to PART bracis-28418 48 16 deal deal VERB bracis-28418 48 17 with with ADP bracis-28418 48 18 pos pos NOUN bracis-28418 48 19 ambiguities ambiguity NOUN bracis-28418 48 20 . . PUNCT bracis-28418 49 1 we we PRON bracis-28418 49 2 comment comment VERB bracis-28418 49 3 on on ADP bracis-28418 49 4 the the DET bracis-28418 49 5 main main ADJ bracis-28418 49 6 ones one NOUN bracis-28418 49 7 in in ADP bracis-28418 49 8 what what PRON bracis-28418 49 9 follows follow VERB bracis-28418 49 10 . . PUNCT bracis-28418 50 1 ehsani ehsani PROPN bracis-28418 50 2 et et PROPN bracis-28418 50 3 al al PROPN bracis-28418 50 4 . . PUNCT bracis-28418 50 5     SPACE bracis-28418 51 1 [ [ X bracis-28418 51 2 7 7 X bracis-28418 51 3 ] ] PUNCT bracis-28418 51 4 perform perform VERB bracis-28418 51 5 the the DET bracis-28418 51 6 disambiguation disambiguation NOUN bracis-28418 51 7 of of ADP bracis-28418 51 8 pos pos NOUN bracis-28418 51 9 tags tag NOUN bracis-28418 51 10 for for ADP bracis-28418 51 11 turkish turkish ADJ bracis-28418 51 12 using use VERB bracis-28418 51 13 conditional conditional ADJ bracis-28418 51 14 random random ADJ bracis-28418 51 15 fields field NOUN bracis-28418 51 16 ( ( PUNCT bracis-28418 51 17 crf crf NOUN bracis-28418 51 18 ) ) PUNCT bracis-28418 51 19     SPACE bracis-28418 52 1 [ [ X bracis-28418 52 2 14 14 NUM bracis-28418 52 3 ] ] PUNCT bracis-28418 52 4 . . PUNCT bracis-28418 53 1 in in ADP bracis-28418 53 2 such such ADJ bracis-28418 53 3 work work NOUN bracis-28418 53 4 the the DET bracis-28418 53 5 authors author NOUN bracis-28418 53 6 point point VERB bracis-28418 53 7 out out ADP bracis-28418 53 8 the the DET bracis-28418 53 9 processing processing NOUN bracis-28418 53 10 burden burden NOUN bracis-28418 53 11 associated associate VERB bracis-28418 53 12 using use VERB bracis-28418 53 13 crf crf PROPN bracis-28418 53 14 to to PART bracis-28418 53 15 perform perform VERB bracis-28418 53 16 the the DET bracis-28418 53 17 task task NOUN bracis-28418 53 18 , , PUNCT bracis-28418 53 19 but but CCONJ bracis-28418 53 20 they they PRON bracis-28418 53 21 deliver deliver VERB bracis-28418 53 22 pos pos NOUN bracis-28418 53 23 tag tag NOUN bracis-28418 53 24 accuracies accuracy NOUN bracis-28418 53 25 around around ADP bracis-28418 53 26 97 97 NUM bracis-28418 53 27 % % NOUN bracis-28418 53 28 . . PUNCT bracis-28418 54 1 the the DET bracis-28418 54 2 authors author NOUN bracis-28418 54 3 also also ADV bracis-28418 54 4 mention mention VERB bracis-28418 54 5 that that SCONJ bracis-28418 54 6 this this DET bracis-28418 54 7 high high ADJ bracis-28418 54 8 pos pos NOUN bracis-28418 54 9 tag tag NOUN bracis-28418 54 10 accuracy accuracy NOUN bracis-28418 54 11 is be AUX bracis-28418 54 12 very very ADV bracis-28418 54 13 beneficial beneficial ADJ bracis-28418 54 14 to to PART bracis-28418 54 15 support support VERB bracis-28418 54 16 reliable reliable ADJ bracis-28418 54 17 lemma lemma PROPN bracis-28418 54 18 and and CCONJ bracis-28418 54 19 morphological morphological ADJ bracis-28418 54 20 annotations annotation NOUN bracis-28418 54 21 . . PUNCT bracis-28418 55 1 a a DET bracis-28418 55 2 different different ADJ bracis-28418 55 3 approach approach NOUN bracis-28418 55 4 is be AUX bracis-28418 55 5 the the DET bracis-28418 55 6 work work NOUN bracis-28418 55 7 of of ADP bracis-28418 55 8 assunção assunção PROPN bracis-28418 55 9 et et PROPN bracis-28418 55 10 al al PROPN bracis-28418 55 11 . . PUNCT bracis-28418 55 12     SPACE bracis-28418 56 1 [ [ X bracis-28418 56 2 2 2 X bracis-28418 56 3 ] ] PUNCT bracis-28418 56 4 that that PRON bracis-28418 56 5 uses use VERB bracis-28418 56 6 a a DET bracis-28418 56 7 markovian markovian ADJ bracis-28418 56 8 model model NOUN bracis-28418 56 9 to to PART bracis-28418 56 10 perform perform VERB bracis-28418 56 11 pos pos NOUN bracis-28418 56 12 tag tag NOUN bracis-28418 56 13 disambiguation disambiguation NOUN bracis-28418 56 14 based base VERB bracis-28418 56 15 on on ADP bracis-28418 56 16 markovian markovian ADJ bracis-28418 56 17 models model NOUN bracis-28418 56 18     SPACE bracis-28418 57 1 [ [ X bracis-28418 57 2 13 13 NUM bracis-28418 57 3 ] ] PUNCT bracis-28418 57 4 and and CCONJ bracis-28418 57 5 a a DET bracis-28418 57 6 partially partially ADV bracis-28418 57 7 annotated annotate VERB bracis-28418 57 8 corpus corpus NOUN bracis-28418 57 9 . . PUNCT bracis-28418 58 1 in in ADP bracis-28418 58 2 this this DET bracis-28418 58 3 work work NOUN bracis-28418 58 4 , , PUNCT bracis-28418 58 5 the the DET bracis-28418 58 6 disambiguation disambiguation NOUN bracis-28418 58 7 follows follow VERB bracis-28418 58 8 a a DET bracis-28418 58 9 basic basic ADJ bracis-28418 58 10 probability probability NOUN bracis-28418 58 11 computation computation NOUN bracis-28418 58 12 of of ADP bracis-28418 58 13 pos pos NOUN bracis-28418 58 14 tag tag NOUN bracis-28418 58 15 sequences sequence NOUN bracis-28418 58 16 , , PUNCT bracis-28418 58 17 and and CCONJ bracis-28418 58 18 therefore therefore ADV bracis-28418 58 19 delivers deliver VERB bracis-28418 58 20 faster fast ADJ bracis-28418 58 21 computations computation NOUN bracis-28418 58 22 than than ADP bracis-28418 58 23 more more ADV bracis-28418 58 24 sophisticated sophisticated ADJ bracis-28418 58 25 approaches approach NOUN bracis-28418 58 26 . . PUNCT bracis-28418 59 1 the the DET bracis-28418 59 2 work work NOUN bracis-28418 59 3 of of ADP bracis-28418 59 4 hoya hoya PROPN bracis-28418 59 5 quecedo quecedo PROPN bracis-28418 59 6 et et PROPN bracis-28418 59 7 al al PROPN bracis-28418 59 8 . . PUNCT bracis-28418 59 9     SPACE bracis-28418 60 1 [ [ X bracis-28418 60 2 10 10 NUM bracis-28418 60 3 ] ] PUNCT bracis-28418 60 4 presents present VERB bracis-28418 60 5 an an DET bracis-28418 60 6 effort effort NOUN bracis-28418 60 7 to to PART bracis-28418 60 8 disambiguate disambiguate VERB bracis-28418 60 9 pos pos NOUN bracis-28418 60 10 tag tag NOUN bracis-28418 60 11 and and CCONJ bracis-28418 60 12 lemma lemma PROPN bracis-28418 60 13 for for ADP bracis-28418 60 14 morphological morphological ADJ bracis-28418 60 15 rich rich ADJ bracis-28418 60 16 languages language NOUN bracis-28418 60 17 , , PUNCT bracis-28418 60 18 which which PRON bracis-28418 60 19 is be AUX bracis-28418 60 20 the the DET bracis-28418 60 21 case case NOUN bracis-28418 60 22 of of ADP bracis-28418 60 23 portuguese portuguese PROPN bracis-28418 60 24 , , PUNCT bracis-28418 60 25 using use VERB bracis-28418 60 26 a a DET bracis-28418 60 27 neural neural ADJ bracis-28418 60 28 network network NOUN bracis-28418 60 29 model model NOUN bracis-28418 60 30 based base VERB bracis-28418 60 31 on on ADP bracis-28418 60 32 bilstm bilstm NOUN bracis-28418 60 33 ( ( PUNCT bracis-28418 60 34 bidirectional bidirectional ADJ bracis-28418 60 35 long long ADJ bracis-28418 60 36 short short ADJ bracis-28418 60 37 - - PUNCT bracis-28418 60 38 term term NOUN bracis-28418 60 39 memory memory NOUN bracis-28418 60 40 ) ) PUNCT bracis-28418 60 41     SPACE bracis-28418 61 1 [ [ X bracis-28418 61 2 8 8 NUM bracis-28418 61 3 ] ] PUNCT bracis-28418 61 4 . . PUNCT bracis-28418 62 1 hoya hoya PROPN bracis-28418 62 2 quecedo quecedo PROPN bracis-28418 62 3 et et PROPN bracis-28418 62 4 al al PROPN bracis-28418 62 5 . . PUNCT bracis-28418 63 1 build build VERB bracis-28418 63 2 word word NOUN bracis-28418 63 3 embeddings embedding NOUN bracis-28418 63 4 to to PART bracis-28418 63 5 submit submit VERB bracis-28418 63 6 to to ADP bracis-28418 63 7 the the DET bracis-28418 63 8 bidirecional bidirecional ADJ bracis-28418 63 9 model model NOUN bracis-28418 63 10 and and CCONJ bracis-28418 63 11 , , PUNCT bracis-28418 63 12 thus thus ADV bracis-28418 63 13 , , PUNCT bracis-28418 63 14 estimate estimate VERB bracis-28418 63 15 the the DET bracis-28418 63 16 probability probability NOUN bracis-28418 63 17 of of ADP bracis-28418 63 18 the the DET bracis-28418 63 19 pos pos NOUN bracis-28418 63 20 tag tag NOUN bracis-28418 63 21 and and CCONJ bracis-28418 63 22 lemma lemma PROPN bracis-28418 63 23 options option NOUN bracis-28418 63 24 of of ADP bracis-28418 63 25 each each DET bracis-28418 63 26 word word NOUN bracis-28418 63 27 . . PUNCT bracis-28418 64 1 these these DET bracis-28418 64 2 experiments experiment NOUN bracis-28418 64 3 deliver deliver VERB bracis-28418 64 4 a a DET bracis-28418 64 5 precision precision NOUN bracis-28418 64 6 varying vary VERB bracis-28418 64 7 from from ADP bracis-28418 64 8 80 80 NUM bracis-28418 64 9 % % NOUN bracis-28418 64 10 to to PART bracis-28418 64 11 85 85 NUM bracis-28418 64 12 % % NOUN bracis-28418 64 13 to to PART bracis-28418 64 14 corpora corpora VERB bracis-28418 64 15 in in ADP bracis-28418 64 16 finnish finnish ADJ bracis-28418 64 17 , , PUNCT bracis-28418 64 18 russian russian ADJ bracis-28418 64 19 , , PUNCT bracis-28418 64 20 and and CCONJ bracis-28418 64 21 spanish spanish ADJ bracis-28418 64 22 . . PUNCT bracis-28418 65 1 another another DET bracis-28418 65 2 interesting interesting ADJ bracis-28418 65 3 work work NOUN bracis-28418 65 4 published publish VERB bracis-28418 65 5 by by ADP bracis-28418 65 6 muñoz muñoz PROPN bracis-28418 65 7 - - PUNCT bracis-28418 65 8 valero valero PROPN bracis-28418 65 9 et et PROPN bracis-28418 65 10 al al PROPN bracis-28418 65 11 . . PUNCT bracis-28418 65 12     SPACE bracis-28418 66 1 [ [ X bracis-28418 66 2 19 19 NUM bracis-28418 66 3 ] ] PUNCT bracis-28418 66 4 also also ADV bracis-28418 66 5 employs employ VERB bracis-28418 66 6 an an DET bracis-28418 66 7 lstm lstm NOUN bracis-28418 66 8 ( ( PUNCT bracis-28418 66 9 long long ADJ bracis-28418 66 10 short short ADJ bracis-28418 66 11 - - PUNCT bracis-28418 66 12 term term NOUN bracis-28418 66 13 memory memory NOUN bracis-28418 66 14 ) ) PUNCT bracis-28418 66 15 rnn rnn PROPN bracis-28418 66 16 ( ( PUNCT bracis-28418 66 17 recurrent recurrent ADJ bracis-28418 66 18 neural neural ADJ bracis-28418 66 19 networks network NOUN bracis-28418 66 20 ) ) PUNCT bracis-28418 66 21     SPACE bracis-28418 67 1 [ [ X bracis-28418 67 2 5 5 NUM bracis-28418 67 3 ] ] PUNCT bracis-28418 67 4 to to PART bracis-28418 67 5 disambiguate disambiguate VERB bracis-28418 67 6 words word NOUN bracis-28418 67 7 in in ADP bracis-28418 67 8 the the DET bracis-28418 67 9 american american PROPN bracis-28418 67 10 national national PROPN bracis-28418 67 11 corpus corpus PROPN bracis-28418 67 12     SPACE bracis-28418 68 1 [ [ X bracis-28418 68 2 11 11 NUM bracis-28418 68 3 ] ] PUNCT bracis-28418 68 4 . . PUNCT bracis-28418 69 1 similar similar ADJ bracis-28418 69 2 to to ADP bracis-28418 69 3 this this DET bracis-28418 69 4 one one NOUN bracis-28418 69 5 , , PUNCT bracis-28418 69 6 the the DET bracis-28418 69 7 works work NOUN bracis-28418 69 8 of of ADP bracis-28418 69 9 shen shen PROPN bracis-28418 69 10 et et PROPN bracis-28418 69 11 al al PROPN bracis-28418 69 12 . . PUNCT bracis-28418 69 13     SPACE bracis-28418 70 1 [ [ X bracis-28418 70 2 24 24 NUM bracis-28418 70 3 ] ] PUNCT bracis-28418 70 4 and and CCONJ bracis-28418 70 5 zalmout zalmout PROPN bracis-28418 70 6 and and CCONJ bracis-28418 70 7 habash habash VERB bracis-28418 70 8     SPACE bracis-28418 70 9 [ [ X bracis-28418 70 10 32 32 NUM bracis-28418 70 11 ] ] PUNCT bracis-28418 70 12 aim aim NOUN bracis-28418 70 13 at at ADP bracis-28418 70 14 the the DET bracis-28418 70 15 disambiguation disambiguation NOUN bracis-28418 70 16 of of ADP bracis-28418 70 17 morphological morphological ADJ bracis-28418 70 18 features feature NOUN bracis-28418 70 19 , , PUNCT bracis-28418 70 20 both both PRON bracis-28418 70 21 using use VERB bracis-28418 70 22 lstm lstm NOUN bracis-28418 70 23 and and CCONJ bracis-28418 70 24 rnn rnn NOUN bracis-28418 70 25 . . PROPN bracis-28418 71 1 3 3 NUM bracis-28418 71 2 problem problem NOUN bracis-28418 71 3 definition definition NOUN bracis-28418 71 4 and and CCONJ bracis-28418 71 5     SPACE bracis-28418 71 6 baseline baseline NOUN bracis-28418 71 7 approaches approach VERB bracis-28418 71 8 the the DET bracis-28418 71 9 problem problem NOUN bracis-28418 71 10 we we PRON bracis-28418 71 11 are be AUX bracis-28418 71 12 aiming aim VERB bracis-28418 71 13 to to PART bracis-28418 71 14 solve solve VERB bracis-28418 71 15 is be AUX bracis-28418 71 16 how how SCONJ bracis-28418 71 17 to to PART bracis-28418 71 18 disambiguate disambiguate VERB bracis-28418 71 19 closed closed ADJ bracis-28418 71 20 class class NOUN bracis-28418 71 21 words word NOUN bracis-28418 71 22 that that PRON bracis-28418 71 23 can can AUX bracis-28418 71 24 be be AUX bracis-28418 71 25 tagged tag VERB bracis-28418 71 26 with with ADP bracis-28418 71 27 different different ADJ bracis-28418 71 28 pos pos NOUN bracis-28418 71 29 tags tag NOUN bracis-28418 71 30 , , PUNCT bracis-28418 71 31 for for ADP bracis-28418 71 32 example example NOUN bracis-28418 71 33 , , PUNCT bracis-28418 71 34 the the DET bracis-28418 71 35 word word NOUN bracis-28418 71 36 “ " PUNCT bracis-28418 71 37 por por NOUN bracis-28418 71 38 ” " PUNCT bracis-28418 71 39 that that SCONJ bracis-28418 71 40 in in ADP bracis-28418 71 41 portuguese portuguese PROPN bracis-28418 71 42 can can AUX bracis-28418 71 43 be be AUX bracis-28418 71 44 either either CCONJ bracis-28418 71 45 an an DET bracis-28418 71 46 adp adp PROPN bracis-28418 71 47 ( ( PUNCT bracis-28418 71 48 in in ADP bracis-28418 71 49 english english PROPN bracis-28418 71 50 , , PUNCT bracis-28418 71 51 “ " PUNCT bracis-28418 71 52 by by ADP bracis-28418 71 53 ” " PUNCT bracis-28418 71 54 ) ) PUNCT bracis-28418 71 55 or or CCONJ bracis-28418 71 56 a a DET bracis-28418 71 57 verb verb NOUN bracis-28418 71 58 ( ( PUNCT bracis-28418 71 59 in in ADP bracis-28418 71 60 english english PROPN bracis-28418 71 61 , , PUNCT bracis-28418 71 62 “ " PUNCT bracis-28418 71 63 to to PART bracis-28418 71 64 put put VERB bracis-28418 71 65 ” " PUNCT bracis-28418 71 66 ) ) PUNCT bracis-28418 71 67 . . PUNCT bracis-28418 72 1 our our PRON bracis-28418 72 2 proposed propose VERB bracis-28418 72 3 methods method NOUN bracis-28418 72 4 are be AUX bracis-28418 72 5 based base VERB bracis-28418 72 6 on on ADP bracis-28418 72 7 working work VERB bracis-28418 72 8 with with ADP bracis-28418 72 9 a a DET bracis-28418 72 10 training training NOUN bracis-28418 72 11 set set NOUN bracis-28418 72 12 of of ADP bracis-28418 72 13 fully fully ADV bracis-28418 72 14 annotated annotate VERB bracis-28418 72 15 sentences sentence NOUN bracis-28418 72 16 using use VERB bracis-28418 72 17 universal universal ADJ bracis-28418 72 18 dependencies dependency NOUN bracis-28418 72 19 ( ( PUNCT bracis-28418 72 20 ud ud INTJ bracis-28418 72 21 ) ) PUNCT bracis-28418 72 22 in in ADP bracis-28418 72 23 the the DET bracis-28418 72 24 conll conll NOUN bracis-28418 72 25 - - PUNCT bracis-28418 72 26 u u NOUN bracis-28418 72 27 format format NOUN bracis-28418 72 28     SPACE bracis-28418 73 1 [ [ X bracis-28418 73 2 20 20 NUM bracis-28418 73 3 ] ] PUNCT bracis-28418 73 4 in in ADP bracis-28418 73 5 order order NOUN bracis-28418 73 6 to to PART bracis-28418 73 7 disambiguate disambiguate VERB bracis-28418 73 8 the the DET bracis-28418 73 9 pos pos NOUN bracis-28418 73 10 tag tag NOUN bracis-28418 73 11 annotation annotation NOUN bracis-28418 73 12 of of ADP bracis-28418 73 13 all all DET bracis-28418 73 14 ambiguous ambiguous ADJ bracis-28418 73 15 words word NOUN bracis-28418 73 16 of of ADP bracis-28418 73 17 a a DET bracis-28418 73 18 test test NOUN bracis-28418 73 19 set set NOUN bracis-28418 73 20 . . PUNCT bracis-28418 74 1 the the DET bracis-28418 74 2 set set NOUN bracis-28418 74 3 of of ADP bracis-28418 74 4 ud ud INTJ bracis-28418 74 5 pos pos NOUN bracis-28418 74 6 tags tag NOUN bracis-28418 74 7 is be AUX bracis-28418 74 8 formed form VERB bracis-28418 74 9 by by ADP bracis-28418 74 10 : : PUNCT bracis-28418 74 11 adj adj NOUN bracis-28418 74 12 adjectives adjective NOUN bracis-28418 74 13 , , PUNCT bracis-28418 74 14 as as ADP bracis-28418 74 15 “ " PUNCT bracis-28418 74 16 bonito bonito X bracis-28418 74 17 ” " PUNCT bracis-28418 74 18 ( ( PUNCT bracis-28418 74 19 “ " PUNCT bracis-28418 74 20 beautiful beautiful ADJ bracis-28418 74 21 ” " PUNCT bracis-28418 74 22 in in ADP bracis-28418 74 23 english english PROPN bracis-28418 74 24 ) ) PUNCT bracis-28418 74 25 ; ; PUNCT bracis-28418 74 26 adp adp PROPN bracis-28418 74 27 adpositions adposition NOUN bracis-28418 74 28 , , PUNCT bracis-28418 74 29 as as ADP bracis-28418 74 30 “ " PUNCT bracis-28418 74 31 de de X bracis-28418 74 32 ” " PUNCT bracis-28418 74 33 ( ( PUNCT bracis-28418 74 34 “ " PUNCT bracis-28418 74 35 of of ADP bracis-28418 74 36 ” " PUNCT bracis-28418 74 37 in in ADP bracis-28418 74 38 english english PROPN bracis-28418 74 39 ) ) PUNCT bracis-28418 74 40 ; ; PUNCT bracis-28418 74 41 adv adv PROPN bracis-28418 74 42 adverbs adverb NOUN bracis-28418 74 43 , , PUNCT bracis-28418 74 44 as as ADP bracis-28418 74 45 “ " PUNCT bracis-28418 74 46 não não NOUN bracis-28418 74 47 ” " PUNCT bracis-28418 74 48 ( ( PUNCT bracis-28418 74 49 “ " PUNCT bracis-28418 74 50 no no INTJ bracis-28418 74 51 ” " PUNCT bracis-28418 74 52 in in ADP bracis-28418 74 53 english english PROPN bracis-28418 74 54 ) ) PUNCT bracis-28418 74 55 ; ; PUNCT bracis-28418 74 56 aux aux PROPN bracis-28418 74 57 auxiliary auxiliary PROPN bracis-28418 74 58 verbs verbs PROPN bracis-28418 74 59 , , PUNCT bracis-28418 74 60 as as SCONJ bracis-28418 74 61 “ " PUNCT bracis-28418 74 62 foi foi X bracis-28418 74 63 ” " PUNCT bracis-28418 74 64 ( ( PUNCT bracis-28418 74 65 “ " PUNCT bracis-28418 74 66 was be AUX bracis-28418 74 67 ” " PUNCT bracis-28418 74 68 in in ADP bracis-28418 74 69 english english PROPN bracis-28418 74 70 ) ) PUNCT bracis-28418 74 71 ; ; PUNCT bracis-28418 74 72 cconj cconj NOUN bracis-28418 74 73 coordinating coordinate VERB bracis-28418 74 74 conjunctions conjunction NOUN bracis-28418 74 75 , , PUNCT bracis-28418 74 76 as as ADP bracis-28418 74 77 “ " PUNCT bracis-28418 74 78 e e NOUN bracis-28418 74 79 ” " PUNCT bracis-28418 74 80 ( ( PUNCT bracis-28418 74 81 “ " PUNCT bracis-28418 74 82 and and CCONJ bracis-28418 74 83 ” " PUNCT bracis-28418 74 84 in in ADP bracis-28418 74 85 english english PROPN bracis-28418 74 86 ) ) PUNCT bracis-28418 74 87 ; ; PUNCT bracis-28418 74 88 det det NOUN bracis-28418 74 89 determiners determiner NOUN bracis-28418 74 90 , , PUNCT bracis-28418 74 91 as as ADP bracis-28418 74 92 “ " PUNCT bracis-28418 74 93 cujo cujo PROPN bracis-28418 74 94 ” " PUNCT bracis-28418 74 95 ( ( PUNCT bracis-28418 74 96 “ " PUNCT bracis-28418 74 97 whose whose DET bracis-28418 74 98 ” " PUNCT bracis-28418 74 99 in in ADP bracis-28418 74 100 english english PROPN bracis-28418 74 101 ) ) PUNCT bracis-28418 74 102 ; ; PUNCT bracis-28418 74 103 intj intj PROPN bracis-28418 74 104 interjections interjection NOUN bracis-28418 74 105 , , PUNCT bracis-28418 74 106 as as ADP bracis-28418 74 107 “ " PUNCT bracis-28418 74 108 tchau tchau NOUN bracis-28418 74 109 ” " PUNCT bracis-28418 74 110 ( ( PUNCT bracis-28418 74 111 “ " PUNCT bracis-28418 74 112 goodbye goodbye NOUN bracis-28418 74 113 ” " PUNCT bracis-28418 74 114 in in ADP bracis-28418 74 115 english english PROPN bracis-28418 74 116 ) ) PUNCT bracis-28418 74 117 ; ; PUNCT bracis-28418 74 118 noun noun NOUN bracis-28418 74 119 nouns noun NOUN bracis-28418 74 120 , , PUNCT bracis-28418 74 121 as as ADP bracis-28418 74 122 “ " PUNCT bracis-28418 74 123 vida vida PROPN bracis-28418 74 124 ” " PUNCT bracis-28418 74 125 ( ( PUNCT bracis-28418 74 126 “ " PUNCT bracis-28418 74 127 life life NOUN bracis-28418 74 128 ” " PUNCT bracis-28418 74 129 in in ADP bracis-28418 74 130 english english PROPN bracis-28418 74 131 ) ) PUNCT bracis-28418 74 132 ; ; PUNCT bracis-28418 74 133 num num ADJ bracis-28418 74 134 numerals numeral NOUN bracis-28418 74 135 , , PUNCT bracis-28418 74 136 as as ADP bracis-28418 74 137 “ " PUNCT bracis-28418 74 138 cinco cinco PROPN bracis-28418 74 139 ” " PUNCT bracis-28418 74 140 ( ( PUNCT bracis-28418 74 141 “ " PUNCT bracis-28418 74 142 five five NUM bracis-28418 74 143 ” " PUNCT bracis-28418 74 144 in in ADP bracis-28418 74 145 english english PROPN bracis-28418 74 146 ) ) PUNCT bracis-28418 74 147 ; ; PUNCT bracis-28418 74 148 part part NOUN bracis-28418 74 149 particles particle NOUN bracis-28418 74 150 , , PUNCT bracis-28418 74 151 which which PRON bracis-28418 74 152 is be AUX bracis-28418 74 153 not not PART bracis-28418 74 154 employed employ VERB bracis-28418 74 155 in in ADP bracis-28418 74 156 portuguese portuguese NOUN bracis-28418 74 157 ; ; PUNCT bracis-28418 74 158 pron pron PROPN bracis-28418 74 159 pronouns pronoun NOUN bracis-28418 74 160 , , PUNCT bracis-28418 74 161 as as ADP bracis-28418 74 162 “ " PUNCT bracis-28418 74 163 ele ele NOUN bracis-28418 74 164 ” " PUNCT bracis-28418 74 165 ( ( PUNCT bracis-28418 74 166 “ " PUNCT bracis-28418 74 167 he he PRON bracis-28418 74 168 ” " PUNCT bracis-28418 74 169 in in ADP bracis-28418 74 170 english english PROPN bracis-28418 74 171 ) ) PUNCT bracis-28418 74 172 ; ; PUNCT bracis-28418 74 173 propn propn VERB bracis-28418 74 174 proper proper ADJ bracis-28418 74 175 nouns noun NOUN bracis-28418 74 176 , , PUNCT bracis-28418 74 177 as as ADP bracis-28418 74 178 “ " PUNCT bracis-28418 74 179 brasil brasil PROPN bracis-28418 74 180 ” " PUNCT bracis-28418 74 181 ( ( PUNCT bracis-28418 74 182 “ " PUNCT bracis-28418 74 183 brazil brazil PROPN bracis-28418 74 184 ” " PUNCT bracis-28418 74 185 in in ADP bracis-28418 74 186 english english PROPN bracis-28418 74 187 ) ) PUNCT bracis-28418 74 188 ; ; PUNCT bracis-28418 74 189 punct punct ADJ bracis-28418 74 190 punctuations punctuation NOUN bracis-28418 74 191 , , PUNCT bracis-28418 74 192 as as ADP bracis-28418 74 193 “ " PUNCT bracis-28418 74 194 ? ? PUNCT bracis-28418 74 195 ” " PUNCT bracis-28418 74 196 ; ; PUNCT bracis-28418 74 197 sconj sconj NOUN bracis-28418 74 198 subordinating subordinate VERB bracis-28418 74 199 conjunctions conjunction NOUN bracis-28418 74 200 , , PUNCT bracis-28418 74 201 as as ADP bracis-28418 74 202 “ " PUNCT bracis-28418 74 203 porque porque NOUN bracis-28418 74 204 ” " PUNCT bracis-28418 74 205 ( ( PUNCT bracis-28418 74 206 “ " PUNCT bracis-28418 74 207 because because SCONJ bracis-28418 74 208 ” " PUNCT bracis-28418 74 209 in in ADP bracis-28418 74 210 english english PROPN bracis-28418 74 211 ) ) PUNCT bracis-28418 74 212 ; ; PUNCT bracis-28418 74 213 sym sym NOUN bracis-28418 74 214 symbols symbol NOUN bracis-28418 74 215 , , PUNCT bracis-28418 74 216 as as ADP bracis-28418 74 217 “ " PUNCT bracis-28418 74 218 $ $ SYM bracis-28418 74 219 ” " PUNCT bracis-28418 74 220 ; ; PUNCT bracis-28418 74 221 verb verb NOUN bracis-28418 74 222 verbs verbs PROPN bracis-28418 74 223 , , PUNCT bracis-28418 74 224 as as ADP bracis-28418 74 225 “ " PUNCT bracis-28418 74 226 jogamos jogamos PROPN bracis-28418 74 227 ” " PUNCT bracis-28418 74 228 ( ( PUNCT bracis-28418 74 229 “ " PUNCT bracis-28418 74 230 ( ( PUNCT bracis-28418 74 231 we we PRON bracis-28418 74 232 ) ) PUNCT bracis-28418 74 233 play play NOUN bracis-28418 74 234 ” " PUNCT bracis-28418 74 235 in in ADP bracis-28418 74 236 english english PROPN bracis-28418 74 237 ) ) PUNCT bracis-28418 74 238 ; ; PUNCT bracis-28418 74 239 x x X bracis-28418 74 240 others other NOUN bracis-28418 74 241 , , PUNCT bracis-28418 74 242 as as ADP bracis-28418 74 243 foreign foreign ADJ bracis-28418 74 244 words word NOUN bracis-28418 74 245 . . PUNCT bracis-28418 75 1 the the DET bracis-28418 75 2 closed closed ADJ bracis-28418 75 3 classes class NOUN bracis-28418 75 4 considered consider VERB bracis-28418 75 5 in in ADP bracis-28418 75 6 this this DET bracis-28418 75 7 paper paper NOUN bracis-28418 75 8 are be AUX bracis-28418 75 9 adp adp PROPN bracis-28418 75 10 , , PUNCT bracis-28418 75 11 cconj cconj PROPN bracis-28418 75 12 , , PUNCT bracis-28418 75 13 det det PROPN bracis-28418 75 14 , , PUNCT bracis-28418 75 15 num num PROPN bracis-28418 75 16 , , PUNCT bracis-28418 75 17 pron pron NOUN bracis-28418 75 18 and and CCONJ bracis-28418 75 19 sconj sconj NOUN bracis-28418 75 20 , , PUNCT bracis-28418 75 21 plus plus CCONJ bracis-28418 75 22 subsets subset NOUN bracis-28418 75 23 of of ADP bracis-28418 75 24 the the DET bracis-28418 75 25 classes class NOUN bracis-28418 75 26 advfootnote advfootnote VERB bracis-28418 75 27 1 1 NUM bracis-28418 75 28 , , PUNCT bracis-28418 75 29 auxfootnote auxfootnote VERB bracis-28418 75 30 2 2 NUM bracis-28418 75 31 , , PUNCT bracis-28418 75 32 and and CCONJ bracis-28418 75 33 adjfootnote adjfootnote VERB bracis-28418 75 34 3 3 NUM bracis-28418 75 35 . . PUNCT bracis-28418 75 36 table table NOUN bracis-28418 75 37     SPACE bracis-28418 75 38 1 1 NUM bracis-28418 75 39 shows show VERB bracis-28418 75 40 the the DET bracis-28418 75 41 considered consider VERB bracis-28418 75 42 closed closed ADJ bracis-28418 75 43 classes class NOUN bracis-28418 75 44 , , PUNCT bracis-28418 75 45 the the DET bracis-28418 75 46 total total ADJ bracis-28418 75 47 number number NOUN bracis-28418 75 48 of of ADP bracis-28418 75 49 words word NOUN bracis-28418 75 50 ( ( PUNCT bracis-28418 75 51 # # NOUN bracis-28418 75 52 tot tot NOUN bracis-28418 75 53 . . PUNCT bracis-28418 75 54 ) ) PUNCT bracis-28418 75 55 , , PUNCT bracis-28418 75 56 the the DET bracis-28418 75 57 number number NOUN bracis-28418 75 58 of of ADP bracis-28418 75 59 ambiguous ambiguous ADJ bracis-28418 75 60 words word NOUN bracis-28418 75 61 ( ( PUNCT bracis-28418 75 62 # # NOUN bracis-28418 75 63 amb amb NOUN bracis-28418 75 64 . . PUNCT bracis-28418 75 65 ) ) PUNCT bracis-28418 75 66 , , PUNCT bracis-28418 75 67 and and CCONJ bracis-28418 75 68 some some DET bracis-28418 75 69 examples example NOUN bracis-28418 75 70 . . PUNCT bracis-28418 76 1 considering consider VERB bracis-28418 76 2 that that SCONJ bracis-28418 76 3 many many ADJ bracis-28418 76 4 ambiguous ambiguous ADJ bracis-28418 76 5 tokens token NOUN bracis-28418 76 6 belong belong VERB bracis-28418 76 7 to to ADP bracis-28418 76 8 several several ADJ bracis-28418 76 9 classes class NOUN bracis-28418 76 10 , , PUNCT bracis-28418 76 11 the the DET bracis-28418 76 12 overall overall ADJ bracis-28418 76 13 sum sum NOUN bracis-28418 76 14 of of ADP bracis-28418 76 15 ambiguous ambiguous ADJ bracis-28418 76 16 tokens token NOUN bracis-28418 76 17 is be AUX bracis-28418 76 18 368 368 NUM bracis-28418 76 19 different different ADJ bracis-28418 76 20 words word NOUN bracis-28418 76 21 . . PUNCT bracis-28418 77 1 a a DET bracis-28418 77 2 full full ADJ bracis-28418 77 3 list list NOUN bracis-28418 77 4 of of ADP bracis-28418 77 5 the the DET bracis-28418 77 6 considered consider VERB bracis-28418 77 7 closed closed ADJ bracis-28418 77 8 class class NOUN bracis-28418 77 9 words word NOUN bracis-28418 77 10 is be AUX bracis-28418 77 11 available available ADJ bracis-28418 77 12 at at ADP bracis-28418 77 13 https://sites.google.com/icmc.usp.br/poetisa/publications https://sites.google.com/icmc.usp.br/poetisa/publication NOUN bracis-28418 77 14 . . PUNCT bracis-28418 78 1 table table NOUN bracis-28418 78 2 1 1 NUM bracis-28418 78 3 . . PUNCT bracis-28418 78 4 closed close VERB bracis-28418 78 5 pos pos NOUN bracis-28418 78 6 tags tag NOUN bracis-28418 78 7 considered consider VERB bracis-28418 78 8 in in ADP bracis-28418 78 9 our our PRON bracis-28418 78 10 work.full work.full ADJ bracis-28418 78 11 size size NOUN bracis-28418 78 12 table table NOUN bracis-28418 78 13 the the DET bracis-28418 78 14 first first ADJ bracis-28418 78 15 baseline baseline NOUN bracis-28418 78 16 ( ( PUNCT bracis-28418 78 17 baseline baseline NOUN bracis-28418 78 18     SPACE bracis-28418 78 19 1 1 NUM bracis-28418 78 20 ) ) PUNCT bracis-28418 78 21 that that SCONJ bracis-28418 78 22 we we PRON bracis-28418 78 23 evaluate evaluate VERB bracis-28418 78 24 takes take VERB bracis-28418 78 25 into into ADP bracis-28418 78 26 account account NOUN bracis-28418 78 27 the the DET bracis-28418 78 28 number number NOUN bracis-28418 78 29 of of ADP bracis-28418 78 30 occurrences occurrence NOUN bracis-28418 78 31 of of ADP bracis-28418 78 32 each each DET bracis-28418 78 33 ambiguous ambiguous ADJ bracis-28418 78 34 word word NOUN bracis-28418 78 35 in in ADP bracis-28418 78 36 the the DET bracis-28418 78 37 training training NOUN bracis-28418 78 38 set set NOUN bracis-28418 78 39 and and CCONJ bracis-28418 78 40 uses use VERB bracis-28418 78 41 the the DET bracis-28418 78 42 most most ADV bracis-28418 78 43 common common ADJ bracis-28418 78 44 pos pos NOUN bracis-28418 78 45 tag tag NOUN bracis-28418 78 46 to to ADP bracis-28418 78 47 all all DET bracis-28418 78 48 occurrences occurrence NOUN bracis-28418 78 49 in in ADP bracis-28418 78 50 the the DET bracis-28418 78 51 test test NOUN bracis-28418 78 52 set set VERB bracis-28418 78 53 . . PUNCT bracis-28418 79 1 for for ADP bracis-28418 79 2 example example NOUN bracis-28418 79 3 , , PUNCT bracis-28418 79 4 if if SCONJ bracis-28418 79 5 the the DET bracis-28418 79 6 word word NOUN bracis-28418 79 7 “ " PUNCT bracis-28418 79 8 até até NOUN bracis-28418 79 9 ” " PUNCT bracis-28418 79 10 that that PRON bracis-28418 79 11 can can AUX bracis-28418 79 12 be be AUX bracis-28418 79 13 an an DET bracis-28418 79 14 adp adp PROPN bracis-28418 79 15 ( ( PUNCT bracis-28418 79 16 “ " PUNCT bracis-28418 79 17 until until ADP bracis-28418 79 18 ” " PUNCT bracis-28418 79 19 in in ADP bracis-28418 79 20 english english PROPN bracis-28418 79 21 ) ) PUNCT bracis-28418 79 22 or or CCONJ bracis-28418 79 23 an an DET bracis-28418 79 24 adv adv PROPN bracis-28418 79 25 ( ( PUNCT bracis-28418 79 26 “ " PUNCT bracis-28418 79 27 even even ADV bracis-28418 79 28 ” " PUNCT bracis-28418 79 29 in in ADP bracis-28418 79 30 english english PROPN bracis-28418 79 31 ) ) PUNCT bracis-28418 79 32 is be AUX bracis-28418 79 33 found find VERB bracis-28418 79 34 189 189 NUM bracis-28418 79 35 times time NOUN bracis-28418 79 36 as as ADP bracis-28418 79 37 adp adp PROPN bracis-28418 79 38 and and CCONJ bracis-28418 79 39 77 77 NUM bracis-28418 79 40 times time NOUN bracis-28418 79 41 as as ADP bracis-28418 79 42 adv adv PROPN bracis-28418 79 43 , , PUNCT bracis-28418 79 44 we we PRON bracis-28418 79 45 will will AUX bracis-28418 79 46 assume assume VERB bracis-28418 79 47 that that SCONJ bracis-28418 79 48 all all DET bracis-28418 79 49 occurrences occurrence NOUN bracis-28418 79 50 of of ADP bracis-28418 79 51 the the DET bracis-28418 79 52 word word NOUN bracis-28418 79 53 “ " PUNCT bracis-28418 79 54 até até NOUN bracis-28418 79 55 ” " PUNCT bracis-28418 79 56 will will AUX bracis-28418 79 57 be be AUX bracis-28418 79 58 considered consider VERB bracis-28418 79 59 adp adp PROPN bracis-28418 79 60 . . PUNCT bracis-28418 80 1 however however ADV bracis-28418 80 2 , , PUNCT bracis-28418 80 3 to to PART bracis-28418 80 4 prevent prevent VERB bracis-28418 80 5 decisions decision NOUN bracis-28418 80 6 based base VERB bracis-28418 80 7 on on ADP bracis-28418 80 8 too too ADV bracis-28418 80 9 sparse sparse ADJ bracis-28418 80 10 data datum NOUN bracis-28418 80 11 at at ADP bracis-28418 80 12 the the DET bracis-28418 80 13 training training NOUN bracis-28418 80 14 set set NOUN bracis-28418 80 15 , , PUNCT bracis-28418 80 16 we we PRON bracis-28418 80 17 will will AUX bracis-28418 80 18 only only ADV bracis-28418 80 19 consider consider VERB bracis-28418 80 20 a a DET bracis-28418 80 21 prediction prediction NOUN bracis-28418 80 22 when when SCONJ bracis-28418 80 23 there there PRON bracis-28418 80 24 are be VERB bracis-28418 80 25 at at ADV bracis-28418 80 26 least least ADJ bracis-28418 80 27 3 3 NUM bracis-28418 80 28 occurrences occurrence NOUN bracis-28418 80 29 of of ADP bracis-28418 80 30 a a DET bracis-28418 80 31 word word NOUN bracis-28418 80 32 with with ADP bracis-28418 80 33 the the DET bracis-28418 80 34 most most ADV bracis-28418 80 35 frequent frequent ADJ bracis-28418 80 36 pos pos NOUN bracis-28418 80 37 tag tag NOUN bracis-28418 80 38 . . PUNCT bracis-28418 81 1 additionally additionally ADV bracis-28418 81 2 , , PUNCT bracis-28418 81 3 to to PART bracis-28418 81 4 prevent prevent VERB bracis-28418 81 5 decisions decision NOUN bracis-28418 81 6 based base VERB bracis-28418 81 7 on on ADP bracis-28418 81 8 too too ADV bracis-28418 81 9 close close ADJ bracis-28418 81 10 differences difference NOUN bracis-28418 81 11 , , PUNCT bracis-28418 81 12 the the DET bracis-28418 81 13 second second ADJ bracis-28418 81 14 more more ADV bracis-28418 81 15 frequent frequent ADJ bracis-28418 81 16 pos pos NOUN bracis-28418 81 17 tag tag NOUN bracis-28418 81 18 has have VERB bracis-28418 81 19 to to PART bracis-28418 81 20 be be AUX bracis-28418 81 21 less less ADJ bracis-28418 81 22 than than ADP bracis-28418 81 23 half half ADV bracis-28418 81 24 frequent frequent ADJ bracis-28418 81 25 than than ADP bracis-28418 81 26 the the DET bracis-28418 81 27 more more ADV bracis-28418 81 28 frequent frequent ADJ bracis-28418 81 29 one one NUM bracis-28418 81 30 . . PUNCT bracis-28418 82 1 the the DET bracis-28418 82 2 second second ADJ bracis-28418 82 3 baseline baseline NOUN bracis-28418 82 4 considered consider VERB bracis-28418 82 5 is be AUX bracis-28418 82 6 the the DET bracis-28418 82 7 implementation implementation NOUN bracis-28418 82 8 following follow VERB bracis-28418 82 9 the the DET bracis-28418 82 10 definitions definition NOUN bracis-28418 82 11 made make VERB bracis-28418 82 12 by by ADP bracis-28418 82 13 the the DET bracis-28418 82 14 work work NOUN bracis-28418 82 15 of of ADP bracis-28418 82 16 hoya hoya PROPN bracis-28418 82 17 quecedo quecedo PROPN bracis-28418 82 18 et et PROPN bracis-28418 82 19 al al PROPN bracis-28418 82 20 . . PUNCT bracis-28418 82 21     SPACE bracis-28418 83 1 [ [ X bracis-28418 83 2 10 10 NUM bracis-28418 83 3 ] ] PUNCT bracis-28418 83 4 that that PRON bracis-28418 83 5 uses use VERB bracis-28418 83 6 a a DET bracis-28418 83 7 neural neural ADJ bracis-28418 83 8 network network NOUN bracis-28418 83 9 model model NOUN bracis-28418 83 10 based base VERB bracis-28418 83 11 on on ADP bracis-28418 83 12 bilstm bilstm NOUN bracis-28418 83 13 as as SCONJ bracis-28418 83 14 described describe VERB bracis-28418 83 15 before before ADV bracis-28418 83 16 . . PUNCT bracis-28418 84 1 we we PRON bracis-28418 84 2 employ employ VERB bracis-28418 84 3 this this DET bracis-28418 84 4 baseline baseline NOUN bracis-28418 84 5 using use VERB bracis-28418 84 6 the the DET bracis-28418 84 7 same same ADJ bracis-28418 84 8 hyperparameters hyperparameter NOUN bracis-28418 84 9 defined define VERB bracis-28418 84 10 in in ADP bracis-28418 84 11     SPACE bracis-28418 84 12 [ [ X bracis-28418 84 13 10 10 NUM bracis-28418 84 14 ] ] PUNCT bracis-28418 84 15 and and CCONJ bracis-28418 84 16 we we PRON bracis-28418 84 17 will will AUX bracis-28418 84 18 refer refer VERB bracis-28418 84 19 to to ADP bracis-28418 84 20 this this PRON bracis-28418 84 21 as as ADP bracis-28418 84 22 baseline baseline NOUN bracis-28418 84 23     SPACE bracis-28418 84 24 2 2 NUM bracis-28418 84 25 . . SYM bracis-28418 84 26 4 4 NUM bracis-28418 84 27 prediction prediction NOUN bracis-28418 84 28 methods method NOUN bracis-28418 84 29 in in ADP bracis-28418 84 30 this this DET bracis-28418 84 31 section section NOUN bracis-28418 84 32 we we PRON bracis-28418 84 33 present present VERB bracis-28418 84 34 the the DET bracis-28418 84 35 three three NUM bracis-28418 84 36 methods method NOUN bracis-28418 84 37 implemented implement VERB bracis-28418 84 38 in in ADP bracis-28418 84 39 these these DET bracis-28418 84 40 paper paper NOUN bracis-28418 84 41 experiments experiment NOUN bracis-28418 84 42 . . PUNCT bracis-28418 85 1 the the DET bracis-28418 85 2 first first ADJ bracis-28418 85 3 one one NOUN bracis-28418 85 4 is be AUX bracis-28418 85 5 a a DET bracis-28418 85 6 traditional traditional ADJ bracis-28418 85 7 markovian markovian NOUN bracis-28418 85 8 modeling modeling NOUN bracis-28418 85 9 approach approach NOUN bracis-28418 85 10 inspired inspire VERB bracis-28418 85 11 in in ADP bracis-28418 85 12 the the DET bracis-28418 85 13 work work NOUN bracis-28418 85 14 of of ADP bracis-28418 85 15 assunção assunção PROPN bracis-28418 85 16 et et PROPN bracis-28418 85 17 al al PROPN bracis-28418 85 18     SPACE bracis-28418 86 1 [ [ X bracis-28418 86 2 2 2 NUM bracis-28418 86 3 ] ] PUNCT bracis-28418 86 4 and and CCONJ bracis-28418 86 5 it it PRON bracis-28418 86 6 is be AUX bracis-28418 86 7 presented present VERB bracis-28418 86 8 in in ADP bracis-28418 86 9 subsect subsect NOUN bracis-28418 86 10 . . PUNCT bracis-28418 86 11     SPACE bracis-28418 87 1 4.1 4.1 NUM bracis-28418 87 2 . . PUNCT bracis-28418 88 1 the the DET bracis-28418 88 2 second second ADJ bracis-28418 88 3 method method NOUN bracis-28418 88 4 is be AUX bracis-28418 88 5 the the DET bracis-28418 88 6 application application NOUN bracis-28418 88 7 of of ADP bracis-28418 88 8 the the DET bracis-28418 88 9 udpipe udpipe ADJ bracis-28418 88 10 2.0 2.0 NUM bracis-28418 88 11 tool tool NOUN bracis-28418 88 12     SPACE bracis-28418 89 1 [ [ X bracis-28418 89 2 27 27 NUM bracis-28418 89 3 ] ] PUNCT bracis-28418 89 4 and and CCONJ bracis-28418 89 5 it it PRON bracis-28418 89 6 is be AUX bracis-28418 89 7 presented present VERB bracis-28418 89 8 at at ADP bracis-28418 89 9 subsect subsect NOUN bracis-28418 89 10 . . PUNCT bracis-28418 89 11     SPACE bracis-28418 90 1 4.2 4.2 NUM bracis-28418 90 2 . . PUNCT bracis-28418 91 1 the the DET bracis-28418 91 2 third third ADJ bracis-28418 91 3 method method NOUN bracis-28418 91 4 is be AUX bracis-28418 91 5 an an DET bracis-28418 91 6 approach approach NOUN bracis-28418 91 7 based base VERB bracis-28418 91 8 on on ADP bracis-28418 91 9 bertimbau bertimbau NOUN bracis-28418 91 10 pretrained pretraine VERB bracis-28418 91 11 neural neural ADJ bracis-28418 91 12 language language NOUN bracis-28418 91 13 model model NOUN bracis-28418 91 14     SPACE bracis-28418 92 1 [ [ X bracis-28418 92 2 26 26 NUM bracis-28418 92 3 ] ] PUNCT bracis-28418 92 4 to to PART bracis-28418 92 5 build build VERB bracis-28418 92 6 a a DET bracis-28418 92 7 contextual contextual ADJ bracis-28418 92 8 word word NOUN bracis-28418 92 9 embedding embed VERB bracis-28418 92 10 model model NOUN bracis-28418 92 11 and and CCONJ bracis-28418 92 12 it it PRON bracis-28418 92 13 is be AUX bracis-28418 92 14 presented present VERB bracis-28418 92 15 at at ADP bracis-28418 92 16 subsect subsect NOUN bracis-28418 92 17 . . PUNCT bracis-28418 92 18     SPACE bracis-28418 93 1 4.3 4.3 NUM bracis-28418 93 2 . . NOUN bracis-28418 93 3 4.1 4.1 NUM bracis-28418 93 4 prediction prediction NOUN bracis-28418 93 5 through through ADP bracis-28418 93 6 markovian markovian ADJ bracis-28418 93 7 models model NOUN bracis-28418 93 8 among among ADP bracis-28418 93 9 the the DET bracis-28418 93 10 markovian markovian NOUN bracis-28418 93 11 approaches approach NOUN bracis-28418 93 12 to to PART bracis-28418 93 13 stochastically stochastically ADV bracis-28418 93 14 predict predict VERB bracis-28418 93 15 language language NOUN bracis-28418 93 16 information information NOUN bracis-28418 93 17 , , PUNCT bracis-28418 93 18 we we PRON bracis-28418 93 19 decided decide VERB bracis-28418 93 20 to to PART bracis-28418 93 21 employ employ VERB bracis-28418 93 22 the the DET bracis-28418 93 23 one one NUM bracis-28418 93 24 based base VERB bracis-28418 93 25 on on ADP bracis-28418 93 26 assunção assunção PROPN bracis-28418 93 27 et et PROPN bracis-28418 93 28 al al PROPN bracis-28418 93 29 . . PUNCT bracis-28418 93 30     SPACE bracis-28418 94 1 [ [ X bracis-28418 94 2 2 2 NUM bracis-28418 94 3 ] ] PUNCT bracis-28418 94 4 . . PUNCT bracis-28418 95 1 this this DET bracis-28418 95 2 approach approach NOUN bracis-28418 95 3 is be AUX bracis-28418 95 4 based base VERB bracis-28418 95 5 on on ADP bracis-28418 95 6 developing develop VERB bracis-28418 95 7 a a DET bracis-28418 95 8 markov markov NOUN bracis-28418 95 9 chain chain NOUN bracis-28418 95 10 model model NOUN bracis-28418 95 11 to to ADP bracis-28418 95 12 each each DET bracis-28418 95 13 sentence sentence NOUN bracis-28418 95 14 of of ADP bracis-28418 95 15 the the DET bracis-28418 95 16 training training NOUN bracis-28418 95 17 set set NOUN bracis-28418 95 18 describing describe VERB bracis-28418 95 19 the the DET bracis-28418 95 20 probabilities probability NOUN bracis-28418 95 21 of of ADP bracis-28418 95 22 pos pos NOUN bracis-28418 95 23 tag tag NOUN bracis-28418 95 24 sequences sequence NOUN bracis-28418 95 25 . . PUNCT bracis-28418 96 1 for for ADP bracis-28418 96 2 an an DET bracis-28418 96 3 illustration illustration NOUN bracis-28418 96 4 of of ADP bracis-28418 96 5 the the DET bracis-28418 96 6 method method NOUN bracis-28418 96 7 , , PUNCT bracis-28418 96 8 consider consider VERB bracis-28418 96 9 the the DET bracis-28418 96 10 sentence sentence NOUN bracis-28418 96 11 “ " PUNCT bracis-28418 96 12 com com NOUN bracis-28418 96 13 a a DET bracis-28418 96 14 rescisão rescisão NOUN bracis-28418 96 15 , , PUNCT bracis-28418 96 16 as as SCONJ bracis-28418 96 17 provas provas PROPN bracis-28418 96 18 apresentadas apresentadas PROPN bracis-28418 96 19 pelos pelos PROPN bracis-28418 96 20 delatores delatores PROPN bracis-28418 96 21 ainda ainda PROPN bracis-28418 96 22 podem podem PROPN bracis-28418 96 23 ser ser PROPN bracis-28418 96 24 usadas usadas PROPN bracis-28418 96 25 . . PUNCT bracis-28418 96 26 ” " PUNCT bracis-28418 96 27 . . PUNCT bracis-28418 97 1 this this DET bracis-28418 97 2 sentence sentence NOUN bracis-28418 97 3 will will AUX bracis-28418 97 4 be be AUX bracis-28418 97 5 annotated annotate VERB bracis-28418 97 6 as as SCONJ bracis-28418 97 7 described describe VERB bracis-28418 97 8 in in ADP bracis-28418 97 9 fig fig NOUN bracis-28418 97 10 . . PUNCT bracis-28418 97 11     SPACE bracis-28418 98 1 1 1 X bracis-28418 98 2 . . PUNCT bracis-28418 99 1 this this DET bracis-28418 99 2 sentence sentence NOUN bracis-28418 99 3 corresponds correspond VERB bracis-28418 99 4 to to ADP bracis-28418 99 5 the the DET bracis-28418 99 6 attached attach VERB bracis-28418 99 7 markov markov NOUN bracis-28418 99 8 chain chain NOUN bracis-28418 99 9 that that PRON bracis-28418 99 10 represents represent VERB bracis-28418 99 11 the the DET bracis-28418 99 12 sequences sequence NOUN bracis-28418 99 13 of of ADP bracis-28418 99 14 pos pos NOUN bracis-28418 99 15 tags tag NOUN bracis-28418 99 16 . . PUNCT bracis-28418 100 1 for for ADP bracis-28418 100 2 example example NOUN bracis-28418 100 3 , , PUNCT bracis-28418 100 4 the the DET bracis-28418 100 5 two two NUM bracis-28418 100 6 words word NOUN bracis-28418 100 7 tagged tag VERB bracis-28418 100 8 as as SCONJ bracis-28418 100 9 adp adp PROPN bracis-28418 100 10 are be AUX bracis-28418 100 11 followed follow VERB bracis-28418 100 12 by by ADP bracis-28418 100 13 det det PROPN bracis-28418 100 14 , , PUNCT bracis-28418 100 15 therefore therefore ADV bracis-28418 100 16 the the DET bracis-28418 100 17 probability probability NOUN bracis-28418 100 18 of of ADP bracis-28418 100 19 transition transition NOUN bracis-28418 100 20 from from ADP bracis-28418 100 21 adp adp PROPN bracis-28418 100 22 to to ADP bracis-28418 100 23 det det PROPN bracis-28418 100 24 is be AUX bracis-28418 100 25 100 100 NUM bracis-28418 100 26 % % NOUN bracis-28418 100 27 . . PUNCT bracis-28418 101 1 similarly similarly ADV bracis-28418 101 2 , , PUNCT bracis-28418 101 3 the the DET bracis-28418 101 4 three three NUM bracis-28418 101 5 occurrences occurrence NOUN bracis-28418 101 6 of of ADP bracis-28418 101 7 noun noun NOUN bracis-28418 101 8 are be AUX bracis-28418 101 9 followed follow VERB bracis-28418 101 10 by by ADP bracis-28418 101 11 punct punct NOUN bracis-28418 101 12 , , PUNCT bracis-28418 101 13 verb verb NOUN bracis-28418 101 14 , , PUNCT bracis-28418 101 15 and and CCONJ bracis-28418 101 16 adv adv NOUN bracis-28418 101 17 tags tag NOUN bracis-28418 101 18 , , PUNCT bracis-28418 101 19 therefore therefore ADV bracis-28418 101 20 , , PUNCT bracis-28418 101 21 each each DET bracis-28418 101 22 existing exist VERB bracis-28418 101 23 arc arc NOUN bracis-28418 101 24 in in ADP bracis-28418 101 25 the the DET bracis-28418 101 26 chain chain NOUN bracis-28418 101 27 has have VERB bracis-28418 101 28 a a DET bracis-28418 101 29 transition transition NOUN bracis-28418 101 30 probability probability NOUN bracis-28418 101 31 of of ADP bracis-28418 101 32 33.3 33.3 NUM bracis-28418 101 33 % % NOUN bracis-28418 101 34 . . PUNCT bracis-28418 102 1 additionally additionally ADV bracis-28418 102 2 , , PUNCT bracis-28418 102 3 one one NUM bracis-28418 102 4 additional additional ADJ bracis-28418 102 5 node node NOUN bracis-28418 102 6 representing represent VERB bracis-28418 102 7 the the DET bracis-28418 102 8 boundary boundary NOUN bracis-28418 102 9 of of ADP bracis-28418 102 10 the the DET bracis-28418 102 11 sentence sentence NOUN bracis-28418 102 12 ( ( PUNCT bracis-28418 102 13 \(\star \(\star NOUN bracis-28418 102 14 \ \ PROPN bracis-28418 102 15 ) ) PUNCT bracis-28418 102 16 ) ) PUNCT bracis-28418 102 17 links link NOUN bracis-28418 102 18 to to ADP bracis-28418 102 19 the the DET bracis-28418 102 20 sentence sentence NOUN bracis-28418 102 21 start start NOUN bracis-28418 102 22 ( ( PUNCT bracis-28418 102 23 before before ADP bracis-28418 102 24 adp adp PROPN bracis-28418 102 25 ) ) PUNCT bracis-28418 102 26 and and CCONJ bracis-28418 102 27 the the DET bracis-28418 102 28 sentence sentence NOUN bracis-28418 102 29 end end NOUN bracis-28418 102 30 ( ( PUNCT bracis-28418 102 31 after after ADP bracis-28418 102 32 punct punct NOUN bracis-28418 102 33 ) ) PUNCT bracis-28418 102 34 . . PUNCT bracis-28418 103 1 fig fig NOUN bracis-28418 103 2 . . PUNCT bracis-28418 104 1 1 1 X bracis-28418 104 2 . . NUM bracis-28418 104 3 annotated annotate VERB bracis-28418 104 4 sentence sentence NOUN bracis-28418 104 5 and and CCONJ bracis-28418 104 6 corresponding correspond VERB bracis-28418 104 7 markov markov NOUN bracis-28418 104 8 chain chain NOUN bracis-28418 104 9 of of ADP bracis-28418 104 10 pos pos NOUN bracis-28418 104 11 tag tag NOUN bracis-28418 104 12 sequences sequence NOUN bracis-28418 104 13 . . PUNCT bracis-28418 105 1 full full ADJ bracis-28418 105 2 size size NOUN bracis-28418 105 3 image image NOUN bracis-28418 105 4 this this DET bracis-28418 105 5 markov markov NOUN bracis-28418 105 6 chain chain NOUN bracis-28418 105 7 creation creation NOUN bracis-28418 105 8 process process NOUN bracis-28418 105 9 is be AUX bracis-28418 105 10 repeated repeat VERB bracis-28418 105 11 to to ADP bracis-28418 105 12 all all DET bracis-28418 105 13 sentences sentence NOUN bracis-28418 105 14 of of ADP bracis-28418 105 15 the the DET bracis-28418 105 16 training training NOUN bracis-28418 105 17 set set NOUN bracis-28418 105 18 . . PUNCT bracis-28418 106 1 once once ADV bracis-28418 106 2 all all DET bracis-28418 106 3 sentences sentence NOUN bracis-28418 106 4 of of ADP bracis-28418 106 5 the the DET bracis-28418 106 6 training training NOUN bracis-28418 106 7 set set NOUN bracis-28418 106 8 are be AUX bracis-28418 106 9 used use VERB bracis-28418 106 10 to to PART bracis-28418 106 11 create create VERB bracis-28418 106 12 a a DET bracis-28418 106 13 markov markov NOUN bracis-28418 106 14 chain chain NOUN bracis-28418 106 15 , , PUNCT bracis-28418 106 16 each each DET bracis-28418 106 17 possible possible ADJ bracis-28418 106 18 word word NOUN bracis-28418 106 19 with with ADP bracis-28418 106 20 ambiguous ambiguous ADJ bracis-28418 106 21 pos pos NOUN bracis-28418 106 22 tags tag NOUN bracis-28418 106 23 is be AUX bracis-28418 106 24 disambiguated disambiguate VERB bracis-28418 106 25 considering consider VERB bracis-28418 106 26 the the DET bracis-28418 106 27 pos pos NOUN bracis-28418 106 28 tags tag NOUN bracis-28418 106 29 preceding precede VERB bracis-28418 106 30 and and CCONJ bracis-28418 106 31 succeeding succeed VERB bracis-28418 106 32 the the DET bracis-28418 106 33 ambiguous ambiguous ADJ bracis-28418 106 34 word word NOUN bracis-28418 106 35 . . PUNCT bracis-28418 107 1 4.2 4.2 NUM bracis-28418 107 2 prediction prediction NOUN bracis-28418 107 3 through through ADP bracis-28418 107 4 udpipe udpipe NOUN bracis-28418 107 5 2.0 2.0 NUM bracis-28418 107 6 the the DET bracis-28418 107 7 second second ADJ bracis-28418 107 8 method method NOUN bracis-28418 107 9 experimented experiment VERB bracis-28418 107 10 is be AUX bracis-28418 107 11 the the DET bracis-28418 107 12 use use NOUN bracis-28418 107 13 of of ADP bracis-28418 107 14 the the DET bracis-28418 107 15 tagger tagger NOUN bracis-28418 107 16 / / SYM bracis-28418 107 17 parser parser NOUN bracis-28418 107 18 udpipe udpipe NOUN bracis-28418 107 19 2.0 2.0 NUM bracis-28418 107 20     SPACE bracis-28418 108 1 [ [ X bracis-28418 108 2 28 28 NUM bracis-28418 108 3 ] ] PUNCT bracis-28418 108 4 using use VERB bracis-28418 108 5 one one NUM bracis-28418 108 6 of of ADP bracis-28418 108 7 the the DET bracis-28418 108 8 available available ADJ bracis-28418 108 9 portuguese portuguese ADJ bracis-28418 108 10 training training NOUN bracis-28418 108 11 models model NOUN bracis-28418 108 12 , , PUNCT bracis-28418 108 13 which which PRON bracis-28418 108 14 is be AUX bracis-28418 108 15 bosque bosque PROPN bracis-28418 108 16 - - PUNCT bracis-28418 108 17 pt pt PROPN bracis-28418 108 18     SPACE bracis-28418 108 19 [ [ NOUN bracis-28418 108 20 29 29 NUM bracis-28418 108 21 ] ] PUNCT bracis-28418 108 22 in in ADP bracis-28418 108 23 our our PRON bracis-28418 108 24 experiment experiment NOUN bracis-28418 108 25 , , PUNCT bracis-28418 108 26 composed compose VERB bracis-28418 108 27 by by ADP bracis-28418 108 28 9,364 9,364 NUM bracis-28418 108 29 sentences sentence NOUN bracis-28418 108 30 and and CCONJ bracis-28418 108 31 210,957 210,957 NUM bracis-28418 108 32 tokens token NOUN bracis-28418 108 33 . . PUNCT bracis-28418 109 1 udpipe udpipe PROPN bracis-28418 109 2 2.0 2.0 NUM bracis-28418 109 3 uses use VERB bracis-28418 109 4 a a DET bracis-28418 109 5 rnn rnn NOUN bracis-28418 109 6 based base VERB bracis-28418 109 7 on on ADP bracis-28418 109 8 bilstm bilstm NOUN bracis-28418 109 9 to to PART bracis-28418 109 10 perform perform VERB bracis-28418 109 11 a a DET bracis-28418 109 12 full full ADJ bracis-28418 109 13 ud ud NOUN bracis-28418 109 14 annotation annotation NOUN bracis-28418 109 15 based base VERB bracis-28418 109 16 on on ADP bracis-28418 109 17 a a DET bracis-28418 109 18 previously previously ADV bracis-28418 109 19 training training NOUN bracis-28418 109 20 set set NOUN bracis-28418 109 21 . . PUNCT bracis-28418 110 1 our our PRON bracis-28418 110 2 approach approach NOUN bracis-28418 110 3 in in ADP bracis-28418 110 4 this this DET bracis-28418 110 5 paper paper NOUN bracis-28418 110 6 is be AUX bracis-28418 110 7 to to PART bracis-28418 110 8 feed feed VERB bracis-28418 110 9 the the DET bracis-28418 110 10 whole whole ADJ bracis-28418 110 11 sentences sentence NOUN bracis-28418 110 12 of of ADP bracis-28418 110 13 the the DET bracis-28418 110 14 testing testing NOUN bracis-28418 110 15 set set VERB bracis-28418 110 16 to to PART bracis-28418 110 17 udpipe udpipe VERB bracis-28418 110 18 2.0 2.0 NUM bracis-28418 110 19 and and CCONJ bracis-28418 110 20 pinpoint pinpoint VERB bracis-28418 110 21 the the DET bracis-28418 110 22 ambiguous ambiguous ADJ bracis-28418 110 23 words word NOUN bracis-28418 110 24 to to PART bracis-28418 110 25 observe observe VERB bracis-28418 110 26 the the DET bracis-28418 110 27 accuracy accuracy NOUN bracis-28418 110 28 of of ADP bracis-28418 110 29 disambiguation disambiguation NOUN bracis-28418 110 30 of of ADP bracis-28418 110 31 the the DET bracis-28418 110 32 target target NOUN bracis-28418 110 33 closed close VERB bracis-28418 110 34 class class NOUN bracis-28418 110 35 words word NOUN bracis-28418 110 36 . . PUNCT bracis-28418 111 1 4.3 4.3 NUM bracis-28418 111 2 prediction prediction NOUN bracis-28418 111 3 through through ADP bracis-28418 111 4 bertimbau bertimbau NOUN bracis-28418 111 5 - - PUNCT bracis-28418 111 6 based base VERB bracis-28418 111 7 model model NOUN bracis-28418 111 8 a a DET bracis-28418 111 9 more more ADV bracis-28418 111 10 recent recent ADJ bracis-28418 111 11 approach approach NOUN bracis-28418 111 12 , , PUNCT bracis-28418 111 13 which which PRON bracis-28418 111 14 has have AUX bracis-28418 111 15 achieved achieve VERB bracis-28418 111 16 state state NOUN bracis-28418 111 17 of of ADP bracis-28418 111 18 the the DET bracis-28418 111 19 art art NOUN bracis-28418 111 20 results result NOUN bracis-28418 111 21 in in ADP bracis-28418 111 22 many many ADJ bracis-28418 111 23 nlp nlp ADJ bracis-28418 111 24 tasks task NOUN bracis-28418 111 25 [ [ X bracis-28418 111 26 9 9 NUM bracis-28418 111 27 , , PUNCT bracis-28418 111 28 15 15 NUM bracis-28418 111 29 ] ] PUNCT bracis-28418 111 30 , , PUNCT bracis-28418 111 31 is be AUX bracis-28418 111 32 based base VERB bracis-28418 111 33 on on ADP bracis-28418 111 34 the the DET bracis-28418 111 35 usage usage NOUN bracis-28418 111 36 of of ADP bracis-28418 111 37 pretrained pretraine VERB bracis-28418 111 38 neural neural ADJ bracis-28418 111 39 language language NOUN bracis-28418 111 40 models model NOUN bracis-28418 111 41 ( ( PUNCT bracis-28418 111 42 lm lm INTJ bracis-28418 111 43 ) ) PUNCT bracis-28418 111 44 , , PUNCT bracis-28418 111 45 such such ADJ bracis-28418 111 46 as as ADP bracis-28418 111 47 bert bert NOUN bracis-28418 111 48 [ [ X bracis-28418 111 49 4 4 NUM bracis-28418 111 50 ] ] PUNCT bracis-28418 111 51 . . PUNCT bracis-28418 112 1 a a DET bracis-28418 112 2 lm lm PROPN bracis-28418 112 3 is be AUX bracis-28418 112 4 capable capable ADJ bracis-28418 112 5 of of ADP bracis-28418 112 6 providing provide VERB bracis-28418 112 7 contextualized contextualized ADJ bracis-28418 112 8 word word NOUN bracis-28418 112 9 embeddings embedding NOUN bracis-28418 112 10 , , PUNCT bracis-28418 112 11 which which PRON bracis-28418 112 12 can can AUX bracis-28418 112 13 later later ADV bracis-28418 112 14 be be AUX bracis-28418 112 15 used use VERB bracis-28418 112 16 in in ADP bracis-28418 112 17 a a DET bracis-28418 112 18 downstream downstream ADJ bracis-28418 112 19 task task NOUN bracis-28418 112 20 . . PUNCT bracis-28418 113 1 specifically specifically ADV bracis-28418 113 2 , , PUNCT bracis-28418 113 3 we we PRON bracis-28418 113 4 use use VERB bracis-28418 113 5 the the DET bracis-28418 113 6 language language NOUN bracis-28418 113 7 model model NOUN bracis-28418 113 8 bertimbau bertimbau NOUN bracis-28418 113 9 , , PUNCT bracis-28418 113 10 a a DET bracis-28418 113 11 bert bert PROPN bracis-28418 113 12 model model NOUN bracis-28418 113 13 pretrained pretraine VERB bracis-28418 113 14 for for ADP bracis-28418 113 15 brazilian brazilian ADJ bracis-28418 113 16 portuguese portuguese NOUN bracis-28418 113 17     SPACE bracis-28418 114 1 [ [ X bracis-28418 114 2 26 26 NUM bracis-28418 114 3 ] ] X bracis-28418 114 4 , , PUNCT bracis-28418 114 5 in in ADP bracis-28418 114 6 the the DET bracis-28418 114 7 smallest small ADJ bracis-28418 114 8 version version NOUN bracis-28418 114 9 , , PUNCT bracis-28418 114 10 bertimbau bertimbau NOUN bracis-28418 114 11 - - PUNCT bracis-28418 114 12 base base NOUN bracis-28418 114 13 , , PUNCT bracis-28418 114 14 that that SCONJ bracis-28418 114 15 , , PUNCT bracis-28418 114 16 like like ADP bracis-28418 114 17 bert bert NOUN bracis-28418 114 18 - - PUNCT bracis-28418 114 19 base base NOUN bracis-28418 114 20 , , PUNCT bracis-28418 114 21 has have VERB bracis-28418 114 22 12 12 NUM bracis-28418 114 23 layers layer NOUN bracis-28418 114 24 . . PUNCT bracis-28418 115 1 all all DET bracis-28418 115 2 sentences sentence NOUN bracis-28418 115 3 are be AUX bracis-28418 115 4 previously previously ADV bracis-28418 115 5 tokenized tokenize VERB bracis-28418 115 6 using use VERB bracis-28418 115 7 the the DET bracis-28418 115 8 same same ADJ bracis-28418 115 9 bertimbau bertimbau NOUN bracis-28418 115 10 model model NOUN bracis-28418 115 11 , , PUNCT bracis-28418 115 12 as as SCONJ bracis-28418 115 13 it it PRON bracis-28418 115 14 requires require VERB bracis-28418 115 15 the the DET bracis-28418 115 16 words word NOUN bracis-28418 115 17 to to PART bracis-28418 115 18 be be AUX bracis-28418 115 19 split split VERB bracis-28418 115 20 into into ADP bracis-28418 115 21 subtokens subtoken NOUN bracis-28418 115 22 . . PUNCT bracis-28418 116 1 for for ADP bracis-28418 116 2 words word NOUN bracis-28418 116 3 consisting consist VERB bracis-28418 116 4 of of ADP bracis-28418 116 5 more more ADJ bracis-28418 116 6 than than ADP bracis-28418 116 7 one one NUM bracis-28418 116 8 subtoken subtoken NOUN bracis-28418 116 9 , , PUNCT bracis-28418 116 10 the the DET bracis-28418 116 11 embedding embedding NOUN bracis-28418 116 12 used use VERB bracis-28418 116 13 during during ADP bracis-28418 116 14 classification classification NOUN bracis-28418 116 15 represents represent VERB bracis-28418 116 16 the the DET bracis-28418 116 17 first first ADJ bracis-28418 116 18 one one NUM bracis-28418 116 19 . . PUNCT bracis-28418 117 1 for for ADP bracis-28418 117 2 the the DET bracis-28418 117 3 pos pos NOUN bracis-28418 117 4 disambiguation disambiguation NOUN bracis-28418 117 5 , , PUNCT bracis-28418 117 6 our our PRON bracis-28418 117 7 model model NOUN bracis-28418 117 8 has have VERB bracis-28418 117 9 two two NUM bracis-28418 117 10 inputs input NOUN bracis-28418 117 11 : : PUNCT bracis-28418 117 12 the the DET bracis-28418 117 13 sentence sentence NOUN bracis-28418 117 14 duly duly ADV bracis-28418 117 15 tokenized tokenize VERB bracis-28418 117 16 and and CCONJ bracis-28418 117 17 the the DET bracis-28418 117 18 position position NOUN bracis-28418 117 19 of of ADP bracis-28418 117 20 the the DET bracis-28418 117 21 token token NOUN bracis-28418 117 22 to to PART bracis-28418 117 23 disambiguate disambiguate VERB bracis-28418 117 24 . . PUNCT bracis-28418 118 1 bertimbau bertimbau NOUN bracis-28418 118 2 is be AUX bracis-28418 118 3 used use VERB bracis-28418 118 4 to to PART bracis-28418 118 5 retrieve retrieve VERB bracis-28418 118 6 a a DET bracis-28418 118 7 sentence sentence NOUN bracis-28418 118 8 vector vector NOUN bracis-28418 118 9 ( ( PUNCT bracis-28418 118 10 which which PRON bracis-28418 118 11 represents represent VERB bracis-28418 118 12 the the DET bracis-28418 118 13 whole whole ADJ bracis-28418 118 14 context context NOUN bracis-28418 118 15 ) ) PUNCT bracis-28418 118 16 and and CCONJ bracis-28418 118 17 also also ADV bracis-28418 118 18 the the DET bracis-28418 118 19 word word NOUN bracis-28418 118 20 embedding embed VERB bracis-28418 118 21 for for SCONJ bracis-28418 118 22 the the DET bracis-28418 118 23 token token NOUN bracis-28418 118 24 to to PART bracis-28418 118 25 disambiguate disambiguate VERB bracis-28418 118 26 ( ( PUNCT bracis-28418 118 27 to to PART bracis-28418 118 28 include include VERB bracis-28418 118 29 specific specific ADJ bracis-28418 118 30 information information NOUN bracis-28418 118 31 about about ADP bracis-28418 118 32 the the DET bracis-28418 118 33 token token NOUN bracis-28418 118 34 ) ) PUNCT bracis-28418 118 35 , , PUNCT bracis-28418 118 36 which which PRON bracis-28418 118 37 are be AUX bracis-28418 118 38 later later ADV bracis-28418 118 39 concatenated concatenate VERB bracis-28418 118 40 and and CCONJ bracis-28418 118 41 passed pass VERB bracis-28418 118 42 through through ADP bracis-28418 118 43 a a DET bracis-28418 118 44 linear linear ADJ bracis-28418 118 45 layer layer NOUN bracis-28418 118 46 in in ADP bracis-28418 118 47 order order NOUN bracis-28418 118 48 to to PART bracis-28418 118 49 create create VERB bracis-28418 118 50 a a DET bracis-28418 118 51 combined combined ADJ bracis-28418 118 52 representation representation NOUN bracis-28418 118 53 . . PUNCT bracis-28418 119 1 finally finally ADV bracis-28418 119 2 , , PUNCT bracis-28418 119 3 this this DET bracis-28418 119 4 vector vector NOUN bracis-28418 119 5 is be AUX bracis-28418 119 6 fed feed VERB bracis-28418 119 7 into into ADP bracis-28418 119 8 another another DET bracis-28418 119 9 linear linear ADJ bracis-28418 119 10 layer layer NOUN bracis-28418 119 11 with with ADP bracis-28418 119 12 softmax softmax NOUN bracis-28418 119 13 for for ADP bracis-28418 119 14 classification classification NOUN bracis-28418 119 15 into into ADP bracis-28418 119 16 pos pos NOUN bracis-28418 119 17 tags tag NOUN bracis-28418 119 18 , , PUNCT bracis-28418 119 19 plus plus CCONJ bracis-28418 119 20 a a DET bracis-28418 119 21 dropout dropout NOUN bracis-28418 119 22 layer layer NOUN bracis-28418 119 23 between between ADP bracis-28418 119 24 the the DET bracis-28418 119 25 combined combine VERB bracis-28418 119 26 representation representation NOUN bracis-28418 119 27 and and CCONJ bracis-28418 119 28 the the DET bracis-28418 119 29 final final ADJ bracis-28418 119 30 classification classification NOUN bracis-28418 119 31 layer layer NOUN bracis-28418 119 32 in in ADP bracis-28418 119 33 order order NOUN bracis-28418 119 34 to to PART bracis-28418 119 35 tackle tackle VERB bracis-28418 119 36 over over ADP bracis-28418 119 37 fitting fitting ADJ bracis-28418 119 38 issues issue NOUN bracis-28418 119 39 . . PUNCT bracis-28418 120 1 figure figure NOUN bracis-28418 120 2     SPACE bracis-28418 120 3 2 2 NUM bracis-28418 120 4 depicts depict VERB bracis-28418 120 5 the the DET bracis-28418 120 6 general general ADJ bracis-28418 120 7 process process NOUN bracis-28418 120 8 for for ADP bracis-28418 120 9 the the DET bracis-28418 120 10 bertimbau bertimbau NOUN bracis-28418 120 11 - - PUNCT bracis-28418 120 12 based base VERB bracis-28418 120 13 method method NOUN bracis-28418 120 14 . . PUNCT bracis-28418 121 1 fig fig NOUN bracis-28418 121 2 . . PUNCT bracis-28418 122 1 2 2 X bracis-28418 122 2 . . X bracis-28418 122 3 bertimbau bertimbau NOUN bracis-28418 122 4 - - PUNCT bracis-28418 122 5 based base VERB bracis-28418 122 6 method method NOUN bracis-28418 122 7 process process NOUN bracis-28418 122 8 . . PUNCT bracis-28418 123 1 full full ADJ bracis-28418 123 2 size size NOUN bracis-28418 123 3 image image NOUN bracis-28418 123 4 for for ADP bracis-28418 123 5 the the DET bracis-28418 123 6 fine fine ADJ bracis-28418 123 7 tuning tuning NOUN bracis-28418 123 8 of of ADP bracis-28418 123 9 the the DET bracis-28418 123 10 model model NOUN bracis-28418 123 11 , , PUNCT bracis-28418 123 12 the the DET bracis-28418 123 13 cross cross NOUN bracis-28418 123 14 entropy entropy PROPN bracis-28418 123 15 loss loss NOUN bracis-28418 123 16 function function NOUN bracis-28418 123 17 was be AUX bracis-28418 123 18 optimized optimize VERB bracis-28418 123 19 using use VERB bracis-28418 123 20 adam adam PROPN bracis-28418 123 21     SPACE bracis-28418 124 1 [ [ X bracis-28418 124 2 12 12 NUM bracis-28418 124 3 ] ] PUNCT bracis-28418 124 4 with with ADP bracis-28418 124 5 learning learn VERB bracis-28418 124 6 rate rate NOUN bracis-28418 124 7 \(\alpha \(\alpha NOUN bracis-28418 124 8 = = SYM bracis-28418 124 9 10^{-5}\ 10^{-5}\ NUM bracis-28418 124 10 ) ) PUNCT bracis-28418 124 11 for for ADP bracis-28418 124 12 2 2 NUM bracis-28418 124 13 epochs epoch NOUN bracis-28418 124 14 . . PUNCT bracis-28418 125 1 the the DET bracis-28418 125 2 dropout dropout NOUN bracis-28418 125 3 rate rate NOUN bracis-28418 125 4 used use VERB bracis-28418 125 5 was be AUX bracis-28418 125 6 0.2 0.2 NUM bracis-28418 125 7 with with ADP bracis-28418 125 8 batch batch NOUN bracis-28418 125 9 size size NOUN bracis-28418 125 10 8 8 NUM bracis-28418 125 11 . . PUNCT bracis-28418 126 1 the the DET bracis-28418 126 2 whole whole ADJ bracis-28418 126 3 model model NOUN bracis-28418 126 4 was be AUX bracis-28418 126 5 implemented implement VERB bracis-28418 126 6 using use VERB bracis-28418 126 7 huggingface huggingface NOUN bracis-28418 126 8 ’s ’s PART bracis-28418 126 9 transformers transformer NOUN bracis-28418 126 10 library library NOUN bracis-28418 127 1 [ [ X bracis-28418 127 2 31 31 NUM bracis-28418 127 3 ] ] PUNCT bracis-28418 127 4 alongside alongside ADP bracis-28418 127 5 pytorch pytorch NOUN bracis-28418 128 1 [ [ X bracis-28418 128 2 21 21 NUM bracis-28418 128 3 ] ] PUNCT bracis-28418 128 4 and and CCONJ bracis-28418 128 5 it it PRON bracis-28418 128 6 is be AUX bracis-28418 128 7 available available ADJ bracis-28418 128 8 as as ADP bracis-28418 128 9 supplemental supplemental ADJ bracis-28418 128 10 materialfootnote materialfootnote NOUN bracis-28418 128 11 4 4 NUM bracis-28418 128 12 . . NOUN bracis-28418 128 13 5 5 NUM bracis-28418 128 14 experiments experiment NOUN bracis-28418 128 15 the the DET bracis-28418 128 16 conducted conduct VERB bracis-28418 128 17 experiments experiment NOUN bracis-28418 128 18 were be AUX bracis-28418 128 19 performed perform VERB bracis-28418 128 20 over over ADP bracis-28418 128 21 an an DET bracis-28418 128 22 annotated annotate VERB bracis-28418 128 23 corpus corpus NOUN bracis-28418 128 24 in in ADP bracis-28418 128 25 brazilian brazilian ADJ bracis-28418 128 26 portuguese portuguese ADJ bracis-28418 128 27 language language NOUN bracis-28418 128 28 with with ADP bracis-28418 128 29 8,420 8,420 NUM bracis-28418 128 30 sentences sentence NOUN bracis-28418 128 31 ( ( PUNCT bracis-28418 128 32 168,397 168,397 NUM bracis-28418 128 33 tokens token NOUN bracis-28418 128 34 ) ) PUNCT bracis-28418 128 35 extracted extract VERB bracis-28418 128 36 from from ADP bracis-28418 128 37 the the DET bracis-28418 128 38 first first ADJ bracis-28418 128 39 five five NUM bracis-28418 128 40 thousand thousand NUM bracis-28418 128 41 news news NOUN bracis-28418 128 42 from from ADP bracis-28418 128 43 folha folha NOUN bracis-28418 128 44 kaggle kaggle PROPN bracis-28418 128 45 data data PROPN bracis-28418 128 46 bank bank PROPN bracis-28418 128 47     SPACE bracis-28418 129 1 [ [ X bracis-28418 129 2 23 23 NUM bracis-28418 129 3 ] ] PUNCT bracis-28418 129 4 . . PUNCT bracis-28418 130 1 this this DET bracis-28418 130 2 corpus corpus NOUN bracis-28418 130 3 was be AUX bracis-28418 130 4 manually manually ADV bracis-28418 130 5 annotated annotate VERB bracis-28418 130 6 using use VERB bracis-28418 130 7 ud ud ADP bracis-28418 130 8 tags tag NOUN bracis-28418 130 9 by by ADP bracis-28418 130 10 a a DET bracis-28418 130 11 group group NOUN bracis-28418 130 12 of of ADP bracis-28418 130 13 10 10 NUM bracis-28418 130 14 annotators annotator NOUN bracis-28418 130 15 with with ADP bracis-28418 130 16 redundancy redundancy NOUN bracis-28418 130 17 and and CCONJ bracis-28418 130 18 supervised supervise VERB bracis-28418 130 19 by by ADP bracis-28418 130 20 a a DET bracis-28418 130 21 chief chief ADJ bracis-28418 130 22 linguist linguist NOUN bracis-28418 130 23 . . PUNCT bracis-28418 131 1 it it PRON bracis-28418 131 2 contains contain VERB bracis-28418 131 3 ( ( PUNCT bracis-28418 131 4 among among ADP bracis-28418 131 5 its its PRON bracis-28418 131 6 168,397 168,397 NUM bracis-28418 131 7 tokens token NOUN bracis-28418 131 8 ) ) PUNCT bracis-28418 131 9 44,208 44,208 NUM bracis-28418 131 10 occurrences occurrence NOUN bracis-28418 131 11 of of ADP bracis-28418 131 12 368 368 NUM bracis-28418 131 13 distinct distinct ADJ bracis-28418 131 14 ambiguous ambiguous ADJ bracis-28418 131 15 words word NOUN bracis-28418 131 16 . . PUNCT bracis-28418 132 1 to to PART bracis-28418 132 2 allow allow VERB bracis-28418 132 3 performing perform VERB bracis-28418 132 4 the the DET bracis-28418 132 5 experiments experiment NOUN bracis-28418 132 6 and and CCONJ bracis-28418 132 7 comparing compare VERB bracis-28418 132 8 all all DET bracis-28418 132 9 the the DET bracis-28418 132 10 methods method NOUN bracis-28418 132 11 , , PUNCT bracis-28418 132 12 we we PRON bracis-28418 132 13 randomly randomly ADV bracis-28418 132 14 split split VERB bracis-28418 132 15 the the DET bracis-28418 132 16 corpus corpus NOUN bracis-28418 132 17 into into ADP bracis-28418 132 18 : : PUNCT bracis-28418 132 19 train train VERB bracis-28418 132 20 a a DET bracis-28418 132 21 training training NOUN bracis-28418 132 22 data datum NOUN bracis-28418 132 23 set set VERB bracis-28418 132 24 with with ADP bracis-28418 132 25 approximately approximately ADV bracis-28418 132 26 80 80 NUM bracis-28418 132 27 % % NOUN bracis-28418 132 28 of of ADP bracis-28418 132 29 the the DET bracis-28418 132 30 tokens token NOUN bracis-28418 132 31 of of ADP bracis-28418 132 32 the the DET bracis-28418 132 33 full full ADJ bracis-28418 132 34 corpus corpus NOUN bracis-28418 132 35 ; ; PUNCT bracis-28418 132 36 dev dev PROPN bracis-28418 132 37 a a DET bracis-28418 132 38 development development NOUN bracis-28418 132 39 data datum NOUN bracis-28418 132 40 set set VERB bracis-28418 132 41 with with ADP bracis-28418 132 42 approximately approximately ADV bracis-28418 132 43 10 10 NUM bracis-28418 132 44 % % NOUN bracis-28418 132 45 of of ADP bracis-28418 132 46 the the DET bracis-28418 132 47 tokens token NOUN bracis-28418 132 48 of of ADP bracis-28418 132 49 the the DET bracis-28418 132 50 full full ADJ bracis-28418 132 51 corpus corpus NOUN bracis-28418 132 52 ; ; PUNCT bracis-28418 132 53 test test VERB bracis-28418 132 54 a a DET bracis-28418 132 55 testing testing NOUN bracis-28418 132 56 data datum NOUN bracis-28418 132 57 set set VERB bracis-28418 132 58 with with ADP bracis-28418 132 59 approximately approximately ADV bracis-28418 132 60 10 10 NUM bracis-28418 132 61 % % NOUN bracis-28418 132 62 of of ADP bracis-28418 132 63 the the DET bracis-28418 132 64 tokens token NOUN bracis-28418 132 65 of of ADP bracis-28418 132 66 the the DET bracis-28418 132 67 full full ADJ bracis-28418 132 68 corpus corpus NOUN bracis-28418 132 69 . . PUNCT bracis-28418 133 1 however however ADV bracis-28418 133 2 , , PUNCT bracis-28418 133 3 to to PART bracis-28418 133 4 prevent prevent VERB bracis-28418 133 5 bias bias NOUN bracis-28418 133 6 in in ADP bracis-28418 133 7 our our PRON bracis-28418 133 8 experiments experiment NOUN bracis-28418 133 9 , , PUNCT bracis-28418 133 10 we we PRON bracis-28418 133 11 created create VERB bracis-28418 133 12 10 10 NUM bracis-28418 133 13 of of ADP bracis-28418 133 14 such such ADJ bracis-28418 133 15 random random ADJ bracis-28418 133 16 splits split NOUN bracis-28418 133 17 as as ADP bracis-28418 133 18 folds fold NOUN bracis-28418 133 19 to to PART bracis-28418 133 20 perform perform VERB bracis-28418 133 21 cross cross ADJ bracis-28418 133 22 - - NOUN bracis-28418 133 23 validation validation NOUN bracis-28418 133 24 in in ADP bracis-28418 133 25 order order NOUN bracis-28418 133 26 to to PART bracis-28418 133 27 establish establish VERB bracis-28418 133 28 the the DET bracis-28418 133 29 accuracy accuracy NOUN bracis-28418 133 30 of of ADP bracis-28418 133 31 each each DET bracis-28418 133 32 method method NOUN bracis-28418 133 33 . . PUNCT bracis-28418 134 1 the the DET bracis-28418 134 2 application application NOUN bracis-28418 134 3 of of ADP bracis-28418 134 4 baseline baseline NOUN bracis-28418 134 5     SPACE bracis-28418 134 6 1 1 NUM bracis-28418 134 7 and and CCONJ bracis-28418 134 8 the the DET bracis-28418 134 9 markov markov NOUN bracis-28418 134 10 - - PUNCT bracis-28418 134 11 based base VERB bracis-28418 134 12 model model NOUN bracis-28418 134 13 employs employ VERB bracis-28418 134 14 the the DET bracis-28418 134 15 train+dev train+dev PROPN bracis-28418 134 16 data data NOUN bracis-28418 134 17 sets set NOUN bracis-28418 134 18 to to ADP bracis-28418 134 19 training training NOUN bracis-28418 134 20 and and CCONJ bracis-28418 134 21 test test NOUN bracis-28418 134 22 data datum NOUN bracis-28418 134 23 set set VERB bracis-28418 134 24 to to ADP bracis-28418 134 25 testing testing NOUN bracis-28418 134 26 . . PUNCT bracis-28418 135 1 the the DET bracis-28418 135 2 application application NOUN bracis-28418 135 3 of of ADP bracis-28418 135 4 udpipe udpipe ADJ bracis-28418 135 5 2.0 2.0 NUM bracis-28418 135 6 method method NOUN bracis-28418 135 7 employs employ VERB bracis-28418 135 8 test test NOUN bracis-28418 135 9 data datum NOUN bracis-28418 135 10 set set VERB bracis-28418 135 11 as as ADP bracis-28418 135 12 testing testing NOUN bracis-28418 135 13 and and CCONJ bracis-28418 135 14 ignores ignore VERB bracis-28418 135 15 the the DET bracis-28418 135 16 data data NOUN bracis-28418 135 17 sets set VERB bracis-28418 135 18 train train NOUN bracis-28418 135 19 and and CCONJ bracis-28418 135 20 dev dev PROPN bracis-28418 135 21 . . PUNCT bracis-28418 136 1 the the DET bracis-28418 136 2 application application NOUN bracis-28418 136 3 of of ADP bracis-28418 136 4 baseline baseline NOUN bracis-28418 136 5     SPACE bracis-28418 136 6 2 2 NUM bracis-28418 136 7 and and CCONJ bracis-28418 136 8 bertimbau bertimbau NOUN bracis-28418 136 9 - - PUNCT bracis-28418 136 10 based base VERB bracis-28418 136 11 model model NOUN bracis-28418 136 12 employ employ VERB bracis-28418 136 13 each each PRON bracis-28418 136 14 split split VERB bracis-28418 136 15 individually individually ADV bracis-28418 136 16 . . PUNCT bracis-28418 137 1 table table NOUN bracis-28418 137 2     SPACE bracis-28418 137 3 2 2 NUM bracis-28418 137 4 presents present VERB bracis-28418 137 5 the the DET bracis-28418 137 6 accuracy accuracy NOUN bracis-28418 137 7 and and CCONJ bracis-28418 137 8 f1 f1 NOUN bracis-28418 137 9 obtained obtain VERB bracis-28418 137 10 for for ADP bracis-28418 137 11 each each DET bracis-28418 137 12 fold fold NOUN bracis-28418 137 13 , , PUNCT bracis-28418 137 14 while while SCONJ bracis-28418 137 15 table table NOUN bracis-28418 137 16     SPACE bracis-28418 137 17 3 3 NUM bracis-28418 137 18 summarizes summarize NOUN bracis-28418 137 19 the the DET bracis-28418 137 20 results result NOUN bracis-28418 137 21 obtained obtain VERB bracis-28418 137 22 by by ADP bracis-28418 137 23 each each DET bracis-28418 137 24 method method NOUN bracis-28418 137 25 for for ADP bracis-28418 137 26 each each DET bracis-28418 137 27 fold fold NOUN bracis-28418 137 28 in in ADP bracis-28418 137 29 terms term NOUN bracis-28418 137 30 of of ADP bracis-28418 137 31 the the DET bracis-28418 137 32 averagefootnote averagefootnote NOUN bracis-28418 137 33 5 5 NUM bracis-28418 137 34 , , PUNCT bracis-28418 137 35 standard standard ADJ bracis-28418 137 36 deviation deviation NOUN bracis-28418 137 37 , , PUNCT bracis-28418 137 38 minimum minimum NOUN bracis-28418 137 39 , , PUNCT bracis-28418 137 40 and and CCONJ bracis-28418 137 41 maximum maximum ADJ bracis-28418 137 42 results result NOUN bracis-28418 137 43 of of ADP bracis-28418 137 44 the the DET bracis-28418 137 45 ten ten NUM bracis-28418 137 46 folds fold NOUN bracis-28418 137 47 individually individually ADV bracis-28418 137 48 . . PUNCT bracis-28418 138 1 in in ADP bracis-28418 138 2 these these DET bracis-28418 138 3 tables table NOUN bracis-28418 138 4 , , PUNCT bracis-28418 138 5 the the DET bracis-28418 138 6 methods method NOUN bracis-28418 138 7 are be AUX bracis-28418 138 8 abbreviated abbreviate VERB bracis-28418 138 9 as as ADP bracis-28418 138 10 markov markov NOUN bracis-28418 138 11 , , PUNCT bracis-28418 138 12 for for ADP bracis-28418 138 13 the the DET bracis-28418 138 14 markov markov NOUN bracis-28418 138 15 - - PUNCT bracis-28418 138 16 based base VERB bracis-28418 138 17 method method NOUN bracis-28418 138 18 ( ( PUNCT bracis-28418 138 19 subsect subsect NOUN bracis-28418 138 20 . . PUNCT bracis-28418 138 21     SPACE bracis-28418 138 22 4.1 4.1 NUM bracis-28418 138 23 ) ) PUNCT bracis-28418 138 24 , , PUNCT bracis-28418 138 25 udpipe udpipe VERB bracis-28418 138 26 for for ADP bracis-28418 138 27 the the DET bracis-28418 138 28 udpipe udpipe ADJ bracis-28418 138 29 2.0 2.0 NUM bracis-28418 138 30 application application NOUN bracis-28418 138 31 method method NOUN bracis-28418 138 32 ( ( PUNCT bracis-28418 138 33 subsect subsect NOUN bracis-28418 138 34 . . PUNCT bracis-28418 138 35     SPACE bracis-28418 138 36 4.2 4.2 NUM bracis-28418 138 37 ) ) PUNCT bracis-28418 138 38 , , PUNCT bracis-28418 138 39 and and CCONJ bracis-28418 138 40 bert bert NOUN bracis-28418 138 41 for for ADP bracis-28418 138 42 the the DET bracis-28418 138 43 bertimbau bertimbau NOUN bracis-28418 138 44 - - PUNCT bracis-28418 138 45 based base VERB bracis-28418 138 46 method method NOUN bracis-28418 138 47 ( ( PUNCT bracis-28418 138 48 subsect subsect NOUN bracis-28418 138 49 . . PUNCT bracis-28418 138 50     SPACE bracis-28418 138 51 4.3 4.3 NUM bracis-28418 138 52 ) ) PUNCT bracis-28418 138 53 . . PUNCT bracis-28418 139 1 finally finally ADV bracis-28418 139 2 , , PUNCT bracis-28418 139 3 in in ADP bracis-28418 139 4 these these DET bracis-28418 139 5 tables table NOUN bracis-28418 139 6 we we PRON bracis-28418 139 7 included include VERB bracis-28418 139 8 the the DET bracis-28418 139 9 accuracy accuracy NOUN bracis-28418 139 10 and and CCONJ bracis-28418 139 11 f1 f1 NOUN bracis-28418 139 12 results result NOUN bracis-28418 139 13 of of ADP bracis-28418 139 14 an an DET bracis-28418 139 15 ensemble ensemble ADJ bracis-28418 139 16 method method NOUN bracis-28418 139 17 . . PUNCT bracis-28418 140 1 the the DET bracis-28418 140 2 ensemble ensemble ADJ bracis-28418 140 3 is be AUX bracis-28418 140 4 obtained obtain VERB bracis-28418 140 5 applying apply VERB bracis-28418 140 6 the the DET bracis-28418 140 7 markov markov NOUN bracis-28418 140 8 - - PUNCT bracis-28418 140 9 based base VERB bracis-28418 140 10 , , PUNCT bracis-28418 140 11 udpipe udpipe NOUN bracis-28418 140 12 2.0 2.0 NUM bracis-28418 140 13 , , PUNCT bracis-28418 140 14 and and CCONJ bracis-28418 140 15 bertimbau bertimbau NOUN bracis-28418 140 16 - - PUNCT bracis-28418 140 17 based base VERB bracis-28418 140 18 methods method NOUN bracis-28418 140 19 , , PUNCT bracis-28418 140 20 and and CCONJ bracis-28418 140 21 deciding decide VERB bracis-28418 140 22 on on ADP bracis-28418 140 23 the the DET bracis-28418 140 24 pos pos NOUN bracis-28418 140 25 tag tag NOUN bracis-28418 140 26 by by ADP bracis-28418 140 27 a a DET bracis-28418 140 28 simple simple ADJ bracis-28418 140 29 voting voting NOUN bracis-28418 140 30 strategy strategy NOUN bracis-28418 140 31 among among ADP bracis-28418 140 32 them they PRON bracis-28418 140 33 . . PUNCT bracis-28418 141 1 table table NOUN bracis-28418 141 2 2 2 NUM bracis-28418 141 3 . . PUNCT bracis-28418 141 4 accuracy accuracy NOUN bracis-28418 141 5 and and CCONJ bracis-28418 141 6 f1 f1 NOUN bracis-28418 141 7 values value NOUN bracis-28418 141 8 of of ADP bracis-28418 141 9 each each DET bracis-28418 141 10 method method NOUN bracis-28418 141 11 for for ADP bracis-28418 141 12 each each PRON bracis-28418 141 13 of of ADP bracis-28418 141 14 the the DET bracis-28418 141 15 ten ten NUM bracis-28418 141 16 folds.full folds.full ADJ bracis-28418 141 17 size size NOUN bracis-28418 141 18 table table NOUN bracis-28418 141 19 table table NOUN bracis-28418 141 20 3 3 NUM bracis-28418 141 21 . . PUNCT bracis-28418 141 22 summarization summarization NOUN bracis-28418 141 23 of of ADP bracis-28418 141 24 accuracy accuracy NOUN bracis-28418 141 25 and and CCONJ bracis-28418 141 26 f1 f1 NOUN bracis-28418 141 27 values value NOUN bracis-28418 141 28 considering consider VERB bracis-28418 141 29 the the DET bracis-28418 141 30 ten ten NUM bracis-28418 141 31 folds.full folds.full ADJ bracis-28418 141 32 size size NOUN bracis-28418 141 33 table table NOUN bracis-28418 141 34 the the DET bracis-28418 141 35 first first ADJ bracis-28418 141 36 observation observation NOUN bracis-28418 141 37 from from ADP bracis-28418 141 38 the the DET bracis-28418 141 39 results result NOUN bracis-28418 141 40 in in ADP bracis-28418 141 41 table table NOUN bracis-28418 141 42     SPACE bracis-28418 141 43 3 3 NUM bracis-28418 141 44 is be AUX bracis-28418 141 45 that that SCONJ bracis-28418 141 46 the the DET bracis-28418 141 47 three three NUM bracis-28418 141 48 methods method NOUN bracis-28418 141 49 are be AUX bracis-28418 141 50 significantly significantly ADV bracis-28418 141 51 more more ADV bracis-28418 141 52 accurate accurate ADJ bracis-28418 141 53 than than ADP bracis-28418 141 54 the the DET bracis-28418 141 55 baselines baseline NOUN bracis-28418 141 56 . . PUNCT bracis-28418 142 1 it it PRON bracis-28418 142 2 is be AUX bracis-28418 142 3 also also ADV bracis-28418 142 4 noticeable noticeable ADJ bracis-28418 142 5 the the DET bracis-28418 142 6 high high ADJ bracis-28418 142 7 accuracy accuracy NOUN bracis-28418 142 8 achieved achieve VERB bracis-28418 142 9 by by ADP bracis-28418 142 10 the the DET bracis-28418 142 11 bertimbau bertimbau NOUN bracis-28418 142 12 - - PUNCT bracis-28418 142 13 based base VERB bracis-28418 142 14 approach approach NOUN bracis-28418 142 15 that that PRON bracis-28418 142 16 alone alone ADV bracis-28418 142 17 provides provide VERB bracis-28418 142 18 a a DET bracis-28418 142 19 better well ADJ bracis-28418 142 20 accuracy accuracy NOUN bracis-28418 142 21 than than ADP bracis-28418 142 22 the the DET bracis-28418 142 23 ensemble ensemble ADJ bracis-28418 142 24 method method NOUN bracis-28418 142 25 . . PUNCT bracis-28418 143 1 the the DET bracis-28418 143 2 second second ADJ bracis-28418 143 3 observation observation NOUN bracis-28418 143 4 is be AUX bracis-28418 143 5 the the DET bracis-28418 143 6 stability stability NOUN bracis-28418 143 7 of of ADP bracis-28418 143 8 the the DET bracis-28418 143 9 ensemble ensemble ADJ bracis-28418 143 10 method method NOUN bracis-28418 143 11 delivering deliver VERB bracis-28418 143 12 smaller small ADJ bracis-28418 143 13 standard standard ADJ bracis-28418 143 14 deviation deviation NOUN bracis-28418 143 15 both both PRON bracis-28418 143 16 for for ADP bracis-28418 143 17 accuracy accuracy NOUN bracis-28418 143 18 and and CCONJ bracis-28418 143 19 f1 f1 NOUN bracis-28418 143 20 . . PUNCT bracis-28418 144 1 the the DET bracis-28418 144 2 accuracy accuracy NOUN bracis-28418 144 3 achieved achieve VERB bracis-28418 144 4 by by ADP bracis-28418 144 5 the the DET bracis-28418 144 6 ensemble ensemble ADJ bracis-28418 144 7 method method NOUN bracis-28418 144 8 is be AUX bracis-28418 144 9 slightly slightly ADV bracis-28418 144 10 smaller small ADJ bracis-28418 144 11 than than ADP bracis-28418 144 12 the the DET bracis-28418 144 13 bertimbau bertimbau NOUN bracis-28418 144 14 - - PUNCT bracis-28418 144 15 based base VERB bracis-28418 144 16 one one NOUN bracis-28418 144 17 , , PUNCT bracis-28418 144 18 but but CCONJ bracis-28418 144 19 since since SCONJ bracis-28418 144 20 the the DET bracis-28418 144 21 its its PRON bracis-28418 144 22 variance variance NOUN bracis-28418 144 23 of of ADP bracis-28418 144 24 results result NOUN bracis-28418 144 25 is be AUX bracis-28418 144 26 smaller small ADJ bracis-28418 144 27 , , PUNCT bracis-28418 144 28 it it PRON bracis-28418 144 29 is be AUX bracis-28418 144 30 probably probably ADV bracis-28418 144 31 more more ADV bracis-28418 144 32 reliable reliable ADJ bracis-28418 144 33 to to PART bracis-28418 144 34 employ employ VERB bracis-28418 144 35 the the DET bracis-28418 144 36 ensemble ensemble ADJ bracis-28418 144 37 method method NOUN bracis-28418 144 38 in in ADP bracis-28418 144 39 a a DET bracis-28418 144 40 real real ADJ bracis-28418 144 41 annotation annotation NOUN bracis-28418 144 42 where where SCONJ bracis-28418 144 43 the the DET bracis-28418 144 44 gold gold ADJ bracis-28418 144 45 standard standard NOUN bracis-28418 144 46 is be AUX bracis-28418 144 47 not not PART bracis-28418 144 48 previously previously ADV bracis-28418 144 49 known know VERB bracis-28418 144 50 . . PUNCT bracis-28418 145 1 to to PART bracis-28418 145 2 illustrate illustrate VERB bracis-28418 145 3 the the DET bracis-28418 145 4 difficulties difficulty NOUN bracis-28418 145 5 of of ADP bracis-28418 145 6 the the DET bracis-28418 145 7 phenomenon phenomenon NOUN bracis-28418 145 8 , , PUNCT bracis-28418 145 9 we we PRON bracis-28418 145 10 analyzed analyze VERB bracis-28418 145 11 the the DET bracis-28418 145 12 number number NOUN bracis-28418 145 13 of of ADP bracis-28418 145 14 mistaken mistaken ADJ bracis-28418 145 15 decisions decision NOUN bracis-28418 145 16 ( ( PUNCT bracis-28418 145 17 wrong wrong ADJ bracis-28418 145 18 pos pos NOUN bracis-28418 145 19 tags tag NOUN bracis-28418 145 20 ) ) PUNCT bracis-28418 145 21 made make VERB bracis-28418 145 22 by by ADP bracis-28418 145 23 each each PRON bracis-28418 145 24 of of ADP bracis-28418 145 25 the the DET bracis-28418 145 26 three three NUM bracis-28418 145 27 methods method NOUN bracis-28418 145 28 , , PUNCT bracis-28418 145 29 stated state VERB bracis-28418 145 30 in in ADP bracis-28418 145 31 the the DET bracis-28418 145 32 first first ADJ bracis-28418 145 33 three three NUM bracis-28418 145 34 rows row NOUN bracis-28418 145 35 of of ADP bracis-28418 145 36 table table NOUN bracis-28418 145 37     SPACE bracis-28418 145 38 4 4 NUM bracis-28418 145 39 . . PUNCT bracis-28418 146 1 we we PRON bracis-28418 146 2 also also ADV bracis-28418 146 3 present present VERB bracis-28418 146 4 in in ADP bracis-28418 146 5 the the DET bracis-28418 146 6 middle middle ADJ bracis-28418 146 7 rows row NOUN bracis-28418 146 8 of of ADP bracis-28418 146 9 this this DET bracis-28418 146 10 table table NOUN bracis-28418 146 11 the the DET bracis-28418 146 12 mistakes mistake NOUN bracis-28418 146 13 shared share VERB bracis-28418 146 14 by by ADP bracis-28418 146 15 the the DET bracis-28418 146 16 methods method NOUN bracis-28418 146 17 , , PUNCT bracis-28418 146 18 two two NUM bracis-28418 146 19 by by ADP bracis-28418 146 20 two two NUM bracis-28418 146 21 , , PUNCT bracis-28418 146 22 and and CCONJ bracis-28418 146 23 all all ADV bracis-28418 146 24 together together ADV bracis-28418 146 25 . . PUNCT bracis-28418 147 1 the the DET bracis-28418 147 2 last last ADJ bracis-28418 147 3 rows row NOUN bracis-28418 147 4 stated state VERB bracis-28418 147 5 the the DET bracis-28418 147 6 total total ADJ bracis-28418 147 7 mistakes mistake NOUN bracis-28418 147 8 by by ADP bracis-28418 147 9 methods method NOUN bracis-28418 147 10 and and CCONJ bracis-28418 147 11 the the DET bracis-28418 147 12 use use NOUN bracis-28418 147 13 of of ADP bracis-28418 147 14 an an DET bracis-28418 147 15 ensemble ensemble NOUN bracis-28418 147 16 of of ADP bracis-28418 147 17 the the DET bracis-28418 147 18 three three NUM bracis-28418 147 19 methods method NOUN bracis-28418 147 20 application application NOUN bracis-28418 147 21 . . PUNCT bracis-28418 148 1 table table NOUN bracis-28418 148 2 4 4 NUM bracis-28418 148 3 . . PUNCT bracis-28418 148 4 number number NOUN bracis-28418 148 5 of of ADP bracis-28418 148 6 wrong wrong ADJ bracis-28418 148 7 pos pos NOUN bracis-28418 148 8 tags tag NOUN bracis-28418 148 9 by by ADP bracis-28418 148 10 method method NOUN bracis-28418 148 11 for for ADP bracis-28418 148 12 each each PRON bracis-28418 148 13 of of ADP bracis-28418 148 14 the the DET bracis-28418 148 15 ten ten NUM bracis-28418 148 16 folds fold NOUN bracis-28418 148 17 of of ADP bracis-28418 148 18 the the DET bracis-28418 148 19 pos pos NOUN bracis-28418 148 20 tag tag NOUN bracis-28418 148 21 errors.full errors.full NOUN bracis-28418 148 22 size size NOUN bracis-28418 148 23 table table NOUN bracis-28418 148 24 fig fig NOUN bracis-28418 148 25 . . PUNCT bracis-28418 149 1 3 3 X bracis-28418 149 2 . . X bracis-28418 149 3 number number NOUN bracis-28418 149 4 of of ADP bracis-28418 149 5 wrong wrong ADJ bracis-28418 149 6 pos pos NOUN bracis-28418 149 7 tags tag NOUN bracis-28418 149 8 by by ADP bracis-28418 149 9 each each DET bracis-28418 149 10 method method NOUN bracis-28418 149 11 for for ADP bracis-28418 149 12 fold fold ADJ bracis-28418 149 13 4 4 NUM bracis-28418 149 14 full full ADJ bracis-28418 149 15 size size NOUN bracis-28418 149 16 image image NOUN bracis-28418 149 17 figure figure NOUN bracis-28418 149 18     SPACE bracis-28418 149 19 3 3 NUM bracis-28418 149 20 shows show VERB bracis-28418 149 21 a a DET bracis-28418 149 22 venn venn PROPN bracis-28418 149 23 diagram diagram NOUN bracis-28418 149 24 of of ADP bracis-28418 149 25 the the DET bracis-28418 149 26 pos pos NOUN bracis-28418 149 27 tag tag NOUN bracis-28418 149 28 errors error NOUN bracis-28418 149 29 made make VERB bracis-28418 149 30 by by ADP bracis-28418 149 31 the the DET bracis-28418 149 32 three three NUM bracis-28418 149 33 methods method NOUN bracis-28418 149 34 for for ADP bracis-28418 149 35 fold fold NOUN bracis-28418 149 36 4 4 NUM bracis-28418 149 37 ( ( PUNCT bracis-28418 149 38 which which PRON bracis-28418 149 39 is be AUX bracis-28418 149 40 a a DET bracis-28418 149 41 fold fold NOUN bracis-28418 149 42 with with ADP bracis-28418 149 43 number number NOUN bracis-28418 149 44 of of ADP bracis-28418 149 45 errors error NOUN bracis-28418 149 46 nearest nearest ADP bracis-28418 149 47 to to ADP bracis-28418 149 48 the the DET bracis-28418 149 49 average average NOUN bracis-28418 149 50 of of ADP bracis-28418 149 51 all all DET bracis-28418 149 52 folds fold NOUN bracis-28418 149 53 , , PUNCT bracis-28418 149 54 as as SCONJ bracis-28418 149 55 highlighted highlight VERB bracis-28418 149 56 in in ADP bracis-28418 149 57 table table NOUN bracis-28418 149 58     SPACE bracis-28418 149 59 4 4 NUM bracis-28418 149 60 ) ) PUNCT bracis-28418 149 61 . . PUNCT bracis-28418 150 1 for for ADP bracis-28418 150 2 this this DET bracis-28418 150 3 fold fold NOUN bracis-28418 150 4 , , PUNCT bracis-28418 150 5 there there PRON bracis-28418 150 6 were be VERB bracis-28418 150 7 319 319 NUM bracis-28418 150 8 pos pos NOUN bracis-28418 150 9 tag tag NOUN bracis-28418 150 10 errors error NOUN bracis-28418 150 11 by by ADP bracis-28418 150 12 the the DET bracis-28418 150 13 markov markov NOUN bracis-28418 150 14 - - PUNCT bracis-28418 150 15 based base VERB bracis-28418 150 16 method method NOUN bracis-28418 150 17 alone alone ADV bracis-28418 150 18 , , PUNCT bracis-28418 150 19 187 187 NUM bracis-28418 150 20 by by ADP bracis-28418 150 21 the the DET bracis-28418 150 22 udpipe udpipe ADJ bracis-28418 150 23 2.0 2.0 NUM bracis-28418 150 24 method method NOUN bracis-28418 150 25 alone alone ADV bracis-28418 150 26 , , PUNCT bracis-28418 150 27 and and CCONJ bracis-28418 150 28 9 9 NUM bracis-28418 150 29 by by ADP bracis-28418 150 30 the the DET bracis-28418 150 31 bertimbau bertimbau NOUN bracis-28418 150 32 - - PUNCT bracis-28418 150 33 based base VERB bracis-28418 150 34 method method NOUN bracis-28418 150 35 alone alone ADV bracis-28418 150 36 . . PUNCT bracis-28418 151 1 similarly similarly ADV bracis-28418 151 2 , , PUNCT bracis-28418 151 3 50 50 NUM bracis-28418 151 4 pos pos NOUN bracis-28418 151 5 tag tag NOUN bracis-28418 151 6 errors error NOUN bracis-28418 151 7 were be AUX bracis-28418 151 8 made make VERB bracis-28418 151 9 by by ADP bracis-28418 151 10 both both PRON bracis-28418 151 11 markov markov NOUN bracis-28418 151 12 - - PUNCT bracis-28418 151 13 based base VERB bracis-28418 151 14 and and CCONJ bracis-28418 151 15 udpipe udpipe ADJ bracis-28418 151 16 2.0 2.0 NUM bracis-28418 151 17 methods method NOUN bracis-28418 151 18 , , PUNCT bracis-28418 151 19 18 18 NUM bracis-28418 151 20 by by ADP bracis-28418 151 21 markov markov NOUN bracis-28418 151 22 - - PUNCT bracis-28418 151 23 based base VERB bracis-28418 151 24 and and CCONJ bracis-28418 151 25 bertimbau bertimbau NOUN bracis-28418 151 26 - - PUNCT bracis-28418 151 27 based base VERB bracis-28418 151 28 methods method NOUN bracis-28418 151 29 , , PUNCT bracis-28418 151 30 and and CCONJ bracis-28418 151 31 16 16 NUM bracis-28418 151 32 by by ADP bracis-28418 151 33 the the DET bracis-28418 151 34 udpipe udpipe ADJ bracis-28418 151 35 2.0 2.0 NUM bracis-28418 151 36 and and CCONJ bracis-28418 151 37 bertimbau bertimbau NOUN bracis-28418 151 38 - - PUNCT bracis-28418 151 39 based base VERB bracis-28418 151 40 methods method NOUN bracis-28418 151 41 . . PUNCT bracis-28418 152 1 finally finally ADV bracis-28418 152 2 , , PUNCT bracis-28418 152 3 29 29 NUM bracis-28418 152 4 errors error NOUN bracis-28418 152 5 were be AUX bracis-28418 152 6 made make VERB bracis-28418 152 7 by by ADP bracis-28418 152 8 all all DET bracis-28418 152 9 three three NUM bracis-28418 152 10 methods method NOUN bracis-28418 152 11 . . PUNCT bracis-28418 153 1 these these PRON bracis-28418 153 2 lead lead VERB bracis-28418 153 3 to to ADP bracis-28418 153 4 416 416 NUM bracis-28418 153 5 errors error NOUN bracis-28418 153 6 by by ADP bracis-28418 153 7 markov markov NOUN bracis-28418 153 8 - - PUNCT bracis-28418 153 9 based base VERB bracis-28418 153 10 ( ( PUNCT bracis-28418 153 11 319 319 NUM bracis-28418 153 12 + + NOUN bracis-28418 153 13 50 50 NUM bracis-28418 153 14 + + NUM bracis-28418 153 15 18 18 NUM bracis-28418 153 16 + + NUM bracis-28418 153 17 29 29 NUM bracis-28418 153 18 ) ) PUNCT bracis-28418 153 19 , , PUNCT bracis-28418 153 20 282 282 NUM bracis-28418 153 21 by by ADP bracis-28418 153 22 udpipe udpipe NOUN bracis-28418 153 23 2.0 2.0 NUM bracis-28418 153 24 ( ( PUNCT bracis-28418 153 25 187 187 NUM bracis-28418 153 26 + + NOUN bracis-28418 153 27 50 50 NUM bracis-28418 153 28 + + NUM bracis-28418 153 29 16 16 NUM bracis-28418 153 30 + + NOUN bracis-28418 153 31 29 29 NUM bracis-28418 153 32 ) ) PUNCT bracis-28418 153 33 , , PUNCT bracis-28418 153 34 and and CCONJ bracis-28418 153 35 72 72 NUM bracis-28418 153 36 by by ADP bracis-28418 153 37 bertimbau bertimbau NOUN bracis-28418 153 38 - - PUNCT bracis-28418 153 39 based base VERB bracis-28418 153 40 ( ( PUNCT bracis-28418 153 41 9 9 NUM bracis-28418 153 42 + + SYM bracis-28418 153 43 18 18 NUM bracis-28418 153 44 + + SYM bracis-28418 153 45 16 16 NUM bracis-28418 153 46 + + NOUN bracis-28418 153 47 29 29 NUM bracis-28418 153 48 ) ) PUNCT bracis-28418 153 49 . . PUNCT bracis-28418 154 1 since since SCONJ bracis-28418 154 2 the the DET bracis-28418 154 3 ensemble ensemble ADJ bracis-28418 154 4 method method NOUN bracis-28418 154 5 will will AUX bracis-28418 154 6 always always ADV bracis-28418 154 7 decide decide VERB bracis-28418 154 8 wrongfully wrongfully ADV bracis-28418 154 9 when when SCONJ bracis-28418 154 10 the the DET bracis-28418 154 11 three three NUM bracis-28418 154 12 methods method NOUN bracis-28418 154 13 are be AUX bracis-28418 154 14 wrong wrong ADJ bracis-28418 154 15 ( ( PUNCT bracis-28418 154 16 29 29 NUM bracis-28418 154 17 errors error NOUN bracis-28418 154 18 ) ) PUNCT bracis-28418 154 19 , , PUNCT bracis-28418 154 20 when when SCONJ bracis-28418 154 21 any any DET bracis-28418 154 22 two two NUM bracis-28418 154 23 methods method NOUN bracis-28418 154 24 are be AUX bracis-28418 154 25 wrong wrong ADJ bracis-28418 154 26 ( ( PUNCT bracis-28418 154 27 50 50 NUM bracis-28418 154 28 + + NUM bracis-28418 154 29 18 18 NUM bracis-28418 154 30 + + SYM bracis-28418 154 31 16 16 NUM bracis-28418 154 32 ) ) PUNCT bracis-28418 154 33 , , PUNCT bracis-28418 154 34 the the DET bracis-28418 154 35 errors error NOUN bracis-28418 154 36 of of ADP bracis-28418 154 37 the the DET bracis-28418 154 38 ensemble ensemble ADJ bracis-28418 154 39 method method NOUN bracis-28418 154 40 will will AUX bracis-28418 154 41 appear appear VERB bracis-28418 154 42 on on ADP bracis-28418 154 43 113 113 NUM bracis-28418 154 44 pos pos NOUN bracis-28418 154 45 tags tag NOUN bracis-28418 154 46 ( ( PUNCT bracis-28418 154 47 29 29 NUM bracis-28418 154 48 + + SYM bracis-28418 154 49 50 50 NUM bracis-28418 154 50 + + NUM bracis-28418 154 51 18 18 NUM bracis-28418 154 52 + + SYM bracis-28418 154 53 16 16 NUM bracis-28418 154 54 ) ) PUNCT bracis-28418 154 55 . . PUNCT bracis-28418 155 1 analyzing analyze VERB bracis-28418 155 2 fold fold ADJ bracis-28418 155 3 4 4 NUM bracis-28418 155 4 testing testing NOUN bracis-28418 155 5 set set NOUN bracis-28418 155 6 outcome outcome NOUN bracis-28418 155 7 , , PUNCT bracis-28418 155 8 we we PRON bracis-28418 155 9 observe observe VERB bracis-28418 155 10 that that SCONJ bracis-28418 155 11 it it PRON bracis-28418 155 12 is be AUX bracis-28418 155 13 composed compose VERB bracis-28418 155 14 by by ADP bracis-28418 155 15 842 842 NUM bracis-28418 155 16 sentences sentence NOUN bracis-28418 155 17 and and CCONJ bracis-28418 155 18 a a DET bracis-28418 155 19 total total NOUN bracis-28418 155 20 of of ADP bracis-28418 155 21 16,938 16,938 NUM bracis-28418 155 22 tokens token NOUN bracis-28418 155 23 . . PUNCT bracis-28418 156 1 from from ADP bracis-28418 156 2 these these PRON bracis-28418 156 3 , , PUNCT bracis-28418 156 4 4,354 4,354 NUM bracis-28418 156 5 tokens token NOUN bracis-28418 156 6 are be AUX bracis-28418 156 7 ambiguous ambiguous ADJ bracis-28418 156 8 words word NOUN bracis-28418 156 9 from from ADP bracis-28418 156 10 closed closed ADJ bracis-28418 156 11 classes class NOUN bracis-28418 156 12 , , PUNCT bracis-28418 156 13 and and CCONJ bracis-28418 156 14 only only ADV bracis-28418 156 15 72 72 NUM bracis-28418 156 16 were be AUX bracis-28418 156 17 incorrect incorrect ADJ bracis-28418 156 18 after after ADP bracis-28418 156 19 applying apply VERB bracis-28418 156 20 bertimbau bertimbau NOUN bracis-28418 156 21 - - PUNCT bracis-28418 156 22 based base VERB bracis-28418 156 23 method method NOUN bracis-28418 156 24 , , PUNCT bracis-28418 156 25 i.e. i.e. X bracis-28418 156 26 , , PUNCT bracis-28418 156 27 the the DET bracis-28418 156 28 method method NOUN bracis-28418 156 29 produced produce VERB bracis-28418 156 30 4,282 4,282 NUM bracis-28418 156 31 correct correct ADJ bracis-28418 156 32 tokens token NOUN bracis-28418 156 33 ( ( PUNCT bracis-28418 156 34 25.21 25.21 NUM bracis-28418 156 35 % % NOUN bracis-28418 156 36 of of ADP bracis-28418 156 37 the the DET bracis-28418 156 38 total total ADJ bracis-28418 156 39 tokens token NOUN bracis-28418 156 40 ) ) PUNCT bracis-28418 156 41 , , PUNCT bracis-28418 156 42 which which PRON bracis-28418 156 43 correspond correspond VERB bracis-28418 156 44 to to ADP bracis-28418 156 45 98.35 98.35 NUM bracis-28418 156 46 % % NOUN bracis-28418 156 47 of of ADP bracis-28418 156 48 the the DET bracis-28418 156 49 ambiguous ambiguous ADJ bracis-28418 156 50 tokens token NOUN bracis-28418 156 51 . . PUNCT bracis-28418 157 1 to to PART bracis-28418 157 2 illustrate illustrate VERB bracis-28418 157 3 the the DET bracis-28418 157 4 errors error NOUN bracis-28418 157 5 of of ADP bracis-28418 157 6 the the DET bracis-28418 157 7 methods method NOUN bracis-28418 157 8 , , PUNCT bracis-28418 157 9 we we PRON bracis-28418 157 10 use use VERB bracis-28418 157 11 two two NUM bracis-28418 157 12 words word NOUN bracis-28418 157 13 from from ADP bracis-28418 157 14 the the DET bracis-28418 157 15 29 29 NUM bracis-28418 157 16 mistakes mistake NOUN bracis-28418 157 17 in in ADP bracis-28418 157 18 the the DET bracis-28418 157 19 testing testing NOUN bracis-28418 157 20 set set VERB bracis-28418 157 21 for for ADP bracis-28418 157 22 fold fold NOUN bracis-28418 157 23 4 4 NUM bracis-28418 157 24 . . PUNCT bracis-28418 158 1 the the DET bracis-28418 158 2 token token ADJ bracis-28418 158 3 “ " PUNCT bracis-28418 158 4 segundo segundo NOUN bracis-28418 158 5 ” " PUNCT bracis-28418 158 6 ( ( PUNCT bracis-28418 158 7 “ " PUNCT bracis-28418 158 8 second second ADJ bracis-28418 158 9 ” " PUNCT bracis-28418 158 10 in in ADP bracis-28418 158 11 english english PROPN bracis-28418 158 12 ) ) PUNCT bracis-28418 158 13 at at ADP bracis-28418 158 14 the the DET bracis-28418 158 15 end end NOUN bracis-28418 158 16 of of ADP bracis-28418 158 17 the the DET bracis-28418 158 18 sentence sentence NOUN bracis-28418 158 19 “ " PUNCT bracis-28418 158 20 flamengo flamengo PROPN bracis-28418 158 21 e e PROPN bracis-28418 158 22 são são PROPN bracis-28418 158 23 paulo paulo PROPN bracis-28418 158 24 viraram viraram PROPN bracis-28418 158 25 12 12 NUM bracis-28418 158 26 e e NOUN bracis-28418 158 27 11 11 NUM bracis-28418 158 28 pontos ponto NOUN bracis-28418 158 29 de de X bracis-28418 158 30 distância distância PROPN bracis-28418 158 31 , , PUNCT bracis-28418 158 32 mas mas PROPN bracis-28418 158 33 não não PROPN bracis-28418 158 34 estavam estavam PROPN bracis-28418 158 35 em em PRON bracis-28418 158 36 segundo segundo NOUN bracis-28418 158 37 . . PUNCT bracis-28418 158 38 ” " PUNCT bracis-28418 158 39 is be AUX bracis-28418 158 40 tagged tag VERB bracis-28418 158 41 as as ADP bracis-28418 158 42 adj adj NOUN bracis-28418 158 43 , , PUNCT bracis-28418 158 44 but but CCONJ bracis-28418 158 45 the the DET bracis-28418 158 46 methods method NOUN bracis-28418 158 47 delivered deliver VERB bracis-28418 158 48 a a DET bracis-28418 158 49 noun noun NOUN bracis-28418 158 50 prediction prediction NOUN bracis-28418 158 51 , , PUNCT bracis-28418 158 52 because because SCONJ bracis-28418 158 53 the the DET bracis-28418 158 54 methods method NOUN bracis-28418 158 55 had have VERB bracis-28418 158 56 difficulty difficulty NOUN bracis-28418 158 57 to to PART bracis-28418 158 58 handle handle VERB bracis-28418 158 59 the the DET bracis-28418 158 60 noun noun NOUN bracis-28418 158 61 elipse elipse VERB bracis-28418 158 62 , , PUNCT bracis-28418 158 63 as as SCONJ bracis-28418 158 64 the the DET bracis-28418 158 65 full full ADJ bracis-28418 158 66 form form NOUN bracis-28418 158 67 would would AUX bracis-28418 158 68 be be AUX bracis-28418 158 69 “ " PUNCT bracis-28418 158 70 segundo segundo PROPN bracis-28418 158 71 lugar lugar PROPN bracis-28418 158 72 ” " PUNCT bracis-28418 158 73 ( ( PUNCT bracis-28418 158 74 “ " PUNCT bracis-28418 158 75 second second ADJ bracis-28418 158 76 place place NOUN bracis-28418 158 77 ” " PUNCT bracis-28418 158 78 in in ADP bracis-28418 158 79 english english PROPN bracis-28418 158 80 ) ) PUNCT bracis-28418 158 81 . . PUNCT bracis-28418 159 1 the the DET bracis-28418 159 2 first first ADJ bracis-28418 159 3 token token ADJ bracis-28418 159 4 “ " PUNCT bracis-28418 159 5 a a PRON bracis-28418 159 6 ” " PUNCT bracis-28418 159 7 ( ( PUNCT bracis-28418 159 8 “ " PUNCT bracis-28418 159 9 her her PRON bracis-28418 159 10 ” " PUNCT bracis-28418 159 11 in in ADP bracis-28418 159 12 english english PROPN bracis-28418 159 13 ) ) PUNCT bracis-28418 159 14 at at ADP bracis-28418 159 15 the the DET bracis-28418 159 16 sentence sentence NOUN bracis-28418 159 17 “ " PUNCT bracis-28418 159 18 ela ela PROPN bracis-28418 159 19 recebeu recebeu PROPN bracis-28418 159 20 uma uma PROPN bracis-28418 159 21 mensagem mensagem PROPN bracis-28418 159 22 certo certo PROPN bracis-28418 159 23 dia dia PROPN bracis-28418 159 24 chamando chamando PROPN bracis-28418 159 25 a a PROPN bracis-28418 159 26 a a PROPN bracis-28418 159 27 ir ir NOUN bracis-28418 159 28 a a DET bracis-28418 159 29 cariri cariri NOUN bracis-28418 159 30 ... ... PUNCT bracis-28418 159 31 ” " PUNCT bracis-28418 159 32 is be AUX bracis-28418 159 33 tagged tag VERB bracis-28418 159 34 as as ADP bracis-28418 159 35 pron pron NOUN bracis-28418 159 36 . . PUNCT bracis-28418 160 1 the the DET bracis-28418 160 2 three three NUM bracis-28418 160 3 methods method NOUN bracis-28418 160 4 delivered deliver VERB bracis-28418 160 5 adp adp PROPN bracis-28418 160 6 prediction prediction NOUN bracis-28418 160 7 because because SCONJ bracis-28418 160 8 a a DET bracis-28418 160 9 double double ADJ bracis-28418 160 10 token token VERB bracis-28418 160 11 sequence sequence NOUN bracis-28418 160 12 “ " PUNCT bracis-28418 160 13 a a DET bracis-28418 160 14 a a NOUN bracis-28418 160 15 ” " PUNCT bracis-28418 160 16 is be AUX bracis-28418 160 17 the the DET bracis-28418 160 18 usual usual ADJ bracis-28418 160 19 tokenized tokenized ADJ bracis-28418 160 20 form form NOUN bracis-28418 160 21 of of ADP bracis-28418 160 22 crasis crasis NOUN bracis-28418 160 23 ( ( PUNCT bracis-28418 160 24 “ " PUNCT bracis-28418 160 25 à à X bracis-28418 160 26 ” " PUNCT bracis-28418 160 27 , , PUNCT bracis-28418 160 28 in in ADP bracis-28418 160 29 english english PROPN bracis-28418 160 30 “ " PUNCT bracis-28418 160 31 to to ADP bracis-28418 160 32 the the PRON bracis-28418 160 33 ” " PUNCT bracis-28418 160 34 ) ) PUNCT bracis-28418 160 35 , , PUNCT bracis-28418 160 36 a a DET bracis-28418 160 37 very very ADV bracis-28418 160 38 frequent frequent ADJ bracis-28418 160 39 form form NOUN bracis-28418 160 40 in in ADP bracis-28418 160 41 portuguese portuguese PROPN bracis-28418 160 42 that that PRON bracis-28418 160 43 is be AUX bracis-28418 160 44 tagged tag VERB bracis-28418 160 45 as as ADP bracis-28418 160 46 adp adp PROPN bracis-28418 160 47 det det PROPN bracis-28418 160 48 , , PUNCT bracis-28418 160 49 respectively respectively ADV bracis-28418 160 50 . . PUNCT bracis-28418 161 1 in in ADP bracis-28418 161 2 the the DET bracis-28418 161 3 training training NOUN bracis-28418 161 4 set set VERB bracis-28418 161 5 for for ADP bracis-28418 161 6 fold fold NOUN bracis-28418 161 7 4 4 NUM bracis-28418 161 8 , , PUNCT bracis-28418 161 9 the the DET bracis-28418 161 10 number number NOUN bracis-28418 161 11 of of ADP bracis-28418 161 12 crasis crasis NOUN bracis-28418 161 13 occurrences occurrence NOUN bracis-28418 161 14 is be AUX bracis-28418 161 15 276 276 NUM bracis-28418 161 16 , , PUNCT bracis-28418 161 17 while while SCONJ bracis-28418 161 18 other other ADJ bracis-28418 161 19 occurrences occurrence NOUN bracis-28418 161 20 of of ADP bracis-28418 161 21 double double ADJ bracis-28418 161 22 “ " PUNCT bracis-28418 161 23 a a PRON bracis-28418 161 24 ” " PUNCT bracis-28418 161 25 were be AUX bracis-28418 161 26 never never ADV bracis-28418 161 27 present present ADJ bracis-28418 161 28 , , PUNCT bracis-28418 161 29 consequently consequently ADV bracis-28418 161 30 the the DET bracis-28418 161 31 three three NUM bracis-28418 161 32 methods method NOUN bracis-28418 161 33 were be AUX bracis-28418 161 34 unable unable ADJ bracis-28418 161 35 to to PART bracis-28418 161 36 learn learn VERB bracis-28418 161 37 tags tag NOUN bracis-28418 161 38 pron pron PROPN bracis-28418 161 39 adp adp PROPN bracis-28418 161 40 for for ADP bracis-28418 161 41 the the DET bracis-28418 161 42 sequence sequence NOUN bracis-28418 161 43 , , PUNCT bracis-28418 161 44 assigning assign VERB bracis-28418 161 45 det det PROPN bracis-28418 161 46 instead instead ADV bracis-28418 161 47 of of ADP bracis-28418 161 48 pron pron NOUN bracis-28418 161 49 for for ADP bracis-28418 161 50 it it PRON bracis-28418 161 51 . . PUNCT bracis-28418 162 1 one one PRON bracis-28418 162 2 may may AUX bracis-28418 162 3 see see VERB bracis-28418 162 4 that that SCONJ bracis-28418 162 5 both both DET bracis-28418 162 6 cases case NOUN bracis-28418 162 7 are be AUX bracis-28418 162 8 difficult difficult ADJ bracis-28418 162 9 ones one NOUN bracis-28418 162 10 , , PUNCT bracis-28418 162 11 which which PRON bracis-28418 162 12 somehow somehow ADV bracis-28418 162 13 explains explain VERB bracis-28418 162 14 why why SCONJ bracis-28418 162 15 the the DET bracis-28418 162 16 methods method NOUN bracis-28418 162 17 failed fail VERB bracis-28418 162 18 . . PUNCT bracis-28418 163 1 6 6 NUM bracis-28418 163 2 conclusion conclusion NOUN bracis-28418 163 3 we we PRON bracis-28418 163 4 conducted conduct VERB bracis-28418 163 5 an an DET bracis-28418 163 6 experiment experiment NOUN bracis-28418 163 7 with with ADP bracis-28418 163 8 three three NUM bracis-28418 163 9 proposed propose VERB bracis-28418 163 10 methods method NOUN bracis-28418 163 11 that that PRON bracis-28418 163 12 show show VERB bracis-28418 163 13 to to PART bracis-28418 163 14 be be AUX bracis-28418 163 15 competitive competitive ADJ bracis-28418 163 16 and and CCONJ bracis-28418 163 17 delivered deliver VERB bracis-28418 163 18 an an DET bracis-28418 163 19 accuracy accuracy NOUN bracis-28418 163 20 gain gain NOUN bracis-28418 163 21 over over ADP bracis-28418 163 22 the the DET bracis-28418 163 23 baselines baseline NOUN bracis-28418 163 24 , , PUNCT bracis-28418 163 25 reaching reach VERB bracis-28418 163 26 average average ADJ bracis-28418 163 27 accuracy accuracy NOUN bracis-28418 163 28 values value NOUN bracis-28418 163 29 ranging range VERB bracis-28418 163 30 from from ADP bracis-28418 163 31 90.76 90.76 NUM bracis-28418 163 32 % % NOUN bracis-28418 163 33 to to ADP bracis-28418 163 34 97.84 97.84 NUM bracis-28418 163 35 % % NOUN bracis-28418 163 36 . . PUNCT bracis-28418 164 1 the the DET bracis-28418 164 2 f1 f1 ADJ bracis-28418 164 3 average average ADJ bracis-28418 164 4 values value NOUN bracis-28418 164 5 were be AUX bracis-28418 164 6 also also ADV bracis-28418 164 7 impressive impressive ADJ bracis-28418 164 8 , , PUNCT bracis-28418 164 9 ranging range VERB bracis-28418 164 10 from from ADP bracis-28418 164 11 94.89 94.89 NUM bracis-28418 164 12 % % NOUN bracis-28418 164 13 to to ADP bracis-28418 164 14 99.11 99.11 NUM bracis-28418 164 15 % % NOUN bracis-28418 164 16 . . PUNCT bracis-28418 165 1 it it PRON bracis-28418 165 2 is be AUX bracis-28418 165 3 important important ADJ bracis-28418 165 4 to to PART bracis-28418 165 5 mention mention VERB bracis-28418 165 6 that that PRON bracis-28418 165 7 , , PUNCT bracis-28418 165 8 since since SCONJ bracis-28418 165 9 we we PRON bracis-28418 165 10 experiment experiment AUX bracis-28418 165 11 using use VERB bracis-28418 165 12 a a DET bracis-28418 165 13 10 10 NUM bracis-28418 165 14 - - ADJ bracis-28418 165 15 fold fold ADJ bracis-28418 165 16 cross cross NOUN bracis-28418 165 17 - - NOUN bracis-28418 165 18 validation validation ADJ bracis-28418 165 19 , , PUNCT bracis-28418 165 20 our our PRON bracis-28418 165 21 results result NOUN bracis-28418 165 22 are be AUX bracis-28418 165 23 statistically statistically ADV bracis-28418 165 24 sound sound ADJ bracis-28418 165 25 , , PUNCT bracis-28418 165 26 as as SCONJ bracis-28418 165 27 the the DET bracis-28418 165 28 standard standard ADJ bracis-28418 165 29 deviation deviation NOUN bracis-28418 165 30 of of ADP bracis-28418 165 31 the the DET bracis-28418 165 32 results result NOUN bracis-28418 165 33 of of ADP bracis-28418 165 34 each each DET bracis-28418 165 35 fold fold NOUN bracis-28418 165 36 was be AUX bracis-28418 165 37 always always ADV bracis-28418 165 38 lowfootnote lowfootnote ADJ bracis-28418 165 39 6 6 NUM bracis-28418 165 40 . . PUNCT bracis-28418 166 1 it it PRON bracis-28418 166 2 is be AUX bracis-28418 166 3 particularly particularly ADV bracis-28418 166 4 noticeable noticeable ADJ bracis-28418 166 5 that that SCONJ bracis-28418 166 6 the the DET bracis-28418 166 7 bertimbau bertimbau NOUN bracis-28418 166 8 - - PUNCT bracis-28418 166 9 based base VERB bracis-28418 166 10 approach approach NOUN bracis-28418 166 11 brings bring VERB bracis-28418 166 12 a a DET bracis-28418 166 13 relevant relevant ADJ bracis-28418 166 14 correction correction NOUN bracis-28418 166 15 power power NOUN bracis-28418 166 16 . . PUNCT bracis-28418 167 1 recalling recall VERB bracis-28418 167 2 fold fold ADJ bracis-28418 167 3 4 4 NUM bracis-28418 167 4 testing testing NOUN bracis-28418 167 5 set set VERB bracis-28418 167 6 correction correction NOUN bracis-28418 167 7 of of ADP bracis-28418 167 8 25.21 25.21 NUM bracis-28418 167 9 % % NOUN bracis-28418 167 10 of of ADP bracis-28418 167 11 the the DET bracis-28418 167 12 total total ADJ bracis-28418 167 13 tokens token NOUN bracis-28418 167 14 , , PUNCT bracis-28418 167 15 we we PRON bracis-28418 167 16 observe observe VERB bracis-28418 167 17 that that SCONJ bracis-28418 167 18 , , PUNCT bracis-28418 167 19 to to ADP bracis-28418 167 20 a a DET bracis-28418 167 21 large large ADJ bracis-28418 167 22 corpus corpus NOUN bracis-28418 167 23 as as ADP bracis-28418 167 24 the the DET bracis-28418 167 25 folha folha NOUN bracis-28418 167 26 - - PUNCT bracis-28418 167 27 kaggle kaggle NOUN bracis-28418 167 28     SPACE bracis-28418 167 29 [ [ X bracis-28418 167 30 23 23 NUM bracis-28418 167 31 ] ] PUNCT bracis-28418 167 32 with with ADP bracis-28418 167 33 around around ADP bracis-28418 167 34 84 84 NUM bracis-28418 167 35 million million NUM bracis-28418 167 36 tokens token NOUN bracis-28418 167 37 , , PUNCT bracis-28418 167 38 we we PRON bracis-28418 167 39 can can AUX bracis-28418 167 40 automatically automatically ADV bracis-28418 167 41 deliver deliver VERB bracis-28418 167 42 more more ADJ bracis-28418 167 43 than than ADP bracis-28418 167 44 20 20 NUM bracis-28418 167 45 million million NUM bracis-28418 167 46 correct correct ADJ bracis-28418 167 47 tokens token NOUN bracis-28418 167 48 for for ADP bracis-28418 167 49 ambiguous ambiguous ADJ bracis-28418 167 50 words word NOUN bracis-28418 167 51 of of ADP bracis-28418 167 52 closed closed ADJ bracis-28418 167 53 classes class NOUN bracis-28418 167 54 . . PUNCT bracis-28418 168 1 it it PRON bracis-28418 168 2 is be AUX bracis-28418 168 3 also also ADV bracis-28418 168 4 noticeable noticeable ADJ bracis-28418 168 5 that that SCONJ bracis-28418 168 6 combining combine VERB bracis-28418 168 7 the the DET bracis-28418 168 8 three three NUM bracis-28418 168 9 presented present VERB bracis-28418 168 10 methods method NOUN bracis-28418 168 11 in in ADP bracis-28418 168 12 an an DET bracis-28418 168 13 ensemble ensemble ADJ bracis-28418 168 14 method method NOUN bracis-28418 168 15 has have AUX bracis-28418 168 16 shown show VERB bracis-28418 168 17 a a DET bracis-28418 168 18 small small ADJ bracis-28418 168 19 impact impact NOUN bracis-28418 168 20 in in ADP bracis-28418 168 21 the the DET bracis-28418 168 22 average average ADJ bracis-28418 168 23 accuracy accuracy NOUN bracis-28418 168 24 with with ADP bracis-28418 168 25 respect respect NOUN bracis-28418 168 26 to to ADP bracis-28418 168 27 bertimbau bertimbau NOUN bracis-28418 168 28 - - PUNCT bracis-28418 168 29 based base VERB bracis-28418 168 30 method method NOUN bracis-28418 168 31 , , PUNCT bracis-28418 168 32 respectively respectively ADV bracis-28418 168 33 97.23 97.23 NUM bracis-28418 168 34 % % NOUN bracis-28418 168 35 and and CCONJ bracis-28418 168 36 97.84 97.84 NUM bracis-28418 168 37 % % NOUN bracis-28418 168 38 , , PUNCT bracis-28418 168 39 but but CCONJ bracis-28418 168 40 the the DET bracis-28418 168 41 ensemble ensemble ADJ bracis-28418 168 42 solution solution NOUN bracis-28418 168 43 offers offer VERB bracis-28418 168 44 more more ADV bracis-28418 168 45 stable stable ADJ bracis-28418 168 46 results result NOUN bracis-28418 168 47 , , PUNCT bracis-28418 168 48 since since SCONJ bracis-28418 168 49 the the DET bracis-28418 168 50 standard standard ADJ bracis-28418 168 51 deviation deviation NOUN bracis-28418 168 52 of of ADP bracis-28418 168 53 the the DET bracis-28418 168 54 10 10 NUM bracis-28418 168 55 folds fold NOUN bracis-28418 168 56 dropped drop VERB bracis-28418 168 57 from from ADP bracis-28418 168 58 0.0034 0.0034 NUM bracis-28418 168 59 for for ADP bracis-28418 168 60 bertimbau bertimbau NOUN bracis-28418 168 61 - - PUNCT bracis-28418 168 62 based base VERB bracis-28418 168 63 solution solution NOUN bracis-28418 168 64 to to ADP bracis-28418 168 65 0.0024 0.0024 NUM bracis-28418 168 66 for for ADP bracis-28418 168 67 the the DET bracis-28418 168 68 ensemble ensemble ADJ bracis-28418 168 69 one one NUM bracis-28418 168 70 . . PUNCT bracis-28418 169 1 as as ADP bracis-28418 169 2 future future ADJ bracis-28418 169 3 work work NOUN bracis-28418 169 4 , , PUNCT bracis-28418 169 5 we we PRON bracis-28418 169 6 intend intend VERB bracis-28418 169 7 to to PART bracis-28418 169 8 perform perform VERB bracis-28418 169 9 a a DET bracis-28418 169 10 deeper deep ADJ bracis-28418 169 11 analysis analysis NOUN bracis-28418 169 12 of of ADP bracis-28418 169 13 the the DET bracis-28418 169 14 ensemble ensemble ADJ bracis-28418 169 15 approach approach NOUN bracis-28418 169 16 , , PUNCT bracis-28418 169 17 perhaps perhaps ADV bracis-28418 169 18 adding add VERB bracis-28418 169 19 other other ADJ bracis-28418 169 20 methods method NOUN bracis-28418 169 21 casting cast VERB bracis-28418 169 22 votes vote NOUN bracis-28418 169 23 together together ADV bracis-28418 169 24 with with ADP bracis-28418 169 25 the the DET bracis-28418 169 26 three three NUM bracis-28418 169 27 methods method NOUN bracis-28418 169 28 already already ADV bracis-28418 169 29 developed develop VERB bracis-28418 169 30 . . PUNCT bracis-28418 170 1 it it PRON bracis-28418 170 2 is be AUX bracis-28418 170 3 also also ADV bracis-28418 170 4 possible possible ADJ bracis-28418 170 5 to to PART bracis-28418 170 6 imagine imagine VERB bracis-28418 170 7 the the DET bracis-28418 170 8 development development NOUN bracis-28418 170 9 of of ADP bracis-28418 170 10 a a DET bracis-28418 170 11 similar similar ADJ bracis-28418 170 12 technique technique NOUN bracis-28418 170 13 to to PART bracis-28418 170 14 disambiguate disambiguate VERB bracis-28418 170 15 other other ADJ bracis-28418 170 16 fields field NOUN bracis-28418 170 17 of of ADP bracis-28418 170 18 the the DET bracis-28418 170 19 ud ud PROPN bracis-28418 170 20 model model NOUN bracis-28418 170 21 , , PUNCT bracis-28418 170 22 as as ADP bracis-28418 170 23 lemma lemma PROPN bracis-28418 170 24 and and CCONJ bracis-28418 170 25 morphological morphological ADJ bracis-28418 170 26 features feature NOUN bracis-28418 170 27 , , PUNCT bracis-28418 170 28 given give VERB bracis-28418 170 29 the the DET bracis-28418 170 30 promising promising ADJ bracis-28418 170 31 results result NOUN bracis-28418 170 32 achieved achieve VERB bracis-28418 170 33 by by ADP bracis-28418 170 34 our our PRON bracis-28418 170 35 methods method NOUN bracis-28418 170 36 . . PUNCT bracis-28418 171 1 notes note NOUN bracis-28418 171 2 1.similarly 1.similarly NUM bracis-28418 171 3 to to ADP bracis-28418 171 4 english english PROPN bracis-28418 171 5 with with ADP bracis-28418 171 6 the the DET bracis-28418 171 7 ending end VERB bracis-28418 171 8 -“ly -“ly NOUN bracis-28418 171 9 ” " PUNCT bracis-28418 171 10 , , PUNCT bracis-28418 171 11 in in ADP bracis-28418 171 12 portuguese portuguese ADJ bracis-28418 171 13 it it PRON bracis-28418 171 14 is be AUX bracis-28418 171 15 possible possible ADJ bracis-28418 171 16 to to PART bracis-28418 171 17 turn turn VERB bracis-28418 171 18 adjectives adjective NOUN bracis-28418 171 19 into into ADP bracis-28418 171 20 adverbs adverb NOUN bracis-28418 171 21 by by ADP bracis-28418 171 22 adding add VERB bracis-28418 171 23 -“mente -“mente X bracis-28418 171 24 ” " PUNCT bracis-28418 171 25 at at ADP bracis-28418 171 26 the the DET bracis-28418 171 27 end end NOUN bracis-28418 171 28 . . PUNCT bracis-28418 172 1 we we PRON bracis-28418 172 2 disconsider disconsider VERB bracis-28418 172 3 those those DET bracis-28418 172 4 -ly -ly NOUN bracis-28418 172 5 adverbs adverb NOUN bracis-28418 172 6 , , PUNCT bracis-28418 172 7 as as SCONJ bracis-28418 172 8 only only ADV bracis-28418 172 9 the the DET bracis-28418 172 10 primitive primitive ADJ bracis-28418 172 11 adverbs adverb NOUN bracis-28418 172 12 are be AUX bracis-28418 172 13 a a DET bracis-28418 172 14 closed closed ADJ bracis-28418 172 15 class class NOUN bracis-28418 172 16 . . PUNCT bracis-28418 173 1 2.the 2.the DET bracis-28418 173 2 verbs verbs PROPN bracis-28418 173 3 ser ser NOUN bracis-28418 173 4 and and CCONJ bracis-28418 173 5 estar estar VERB bracis-28418 173 6 ( ( PUNCT bracis-28418 173 7 “ " PUNCT bracis-28418 173 8 to to PART bracis-28418 173 9 be be AUX bracis-28418 173 10 ” " PUNCT bracis-28418 173 11 in in ADP bracis-28418 173 12 english english PROPN bracis-28418 173 13 ) ) PUNCT bracis-28418 173 14 are be AUX bracis-28418 173 15 always always ADV bracis-28418 173 16 annotated annotate VERB bracis-28418 173 17 as as ADP bracis-28418 173 18 aux aux PROPN bracis-28418 173 19 , , PUNCT bracis-28418 173 20 either either CCONJ bracis-28418 173 21 by by ADP bracis-28418 173 22 being be AUX bracis-28418 173 23 true true ADJ bracis-28418 173 24 auxiliary auxiliary ADJ bracis-28418 173 25 verbs verb NOUN bracis-28418 173 26 , , PUNCT bracis-28418 173 27 either either CCONJ bracis-28418 173 28 by by ADP bracis-28418 173 29 being be AUX bracis-28418 173 30 copula copula ADJ bracis-28418 173 31 verbs verb NOUN bracis-28418 173 32 . . PUNCT bracis-28418 174 1 the the DET bracis-28418 174 2 verbs verbs PROPN bracis-28418 174 3 “ " PUNCT bracis-28418 174 4 ir ir PROPN bracis-28418 174 5 ” " PUNCT bracis-28418 174 6 , , PUNCT bracis-28418 174 7 “ " PUNCT bracis-28418 174 8 haver haver PROPN bracis-28418 174 9 ” " PUNCT bracis-28418 174 10 , , PUNCT bracis-28418 174 11 and and CCONJ bracis-28418 174 12 “ " PUNCT bracis-28418 174 13 ter ter NOUN bracis-28418 174 14 ” " PUNCT bracis-28418 174 15 ( ( PUNCT bracis-28418 174 16 “ " PUNCT bracis-28418 174 17 to to PART bracis-28418 174 18 go go VERB bracis-28418 174 19 ” " PUNCT bracis-28418 174 20 , , PUNCT bracis-28418 174 21 “ " PUNCT bracis-28418 174 22 to to PART bracis-28418 174 23 exist exist VERB bracis-28418 174 24 ” " PUNCT bracis-28418 174 25 , , PUNCT bracis-28418 174 26 and and CCONJ bracis-28418 174 27 “ " PUNCT bracis-28418 174 28 to to PART bracis-28418 174 29 have have VERB bracis-28418 174 30 ” " PUNCT bracis-28418 174 31 in in ADP bracis-28418 174 32 english english PROPN bracis-28418 174 33 ) ) PUNCT bracis-28418 174 34 are be AUX bracis-28418 174 35 sometimes sometimes ADV bracis-28418 174 36 annotated annotate VERB bracis-28418 174 37 as as ADP bracis-28418 174 38 verb verb NOUN bracis-28418 174 39 , , PUNCT bracis-28418 174 40 sometimes sometimes ADV bracis-28418 174 41 annotated annotate VERB bracis-28418 174 42 as as ADP bracis-28418 174 43 aux aux PROPN bracis-28418 174 44 ( ( PUNCT bracis-28418 174 45 as as ADP bracis-28418 174 46 “ " PUNCT bracis-28418 174 47 going go VERB bracis-28418 174 48 to to PART bracis-28418 174 49 ” " PUNCT bracis-28418 174 50 and and CCONJ bracis-28418 174 51 “ " PUNCT bracis-28418 174 52 have have VERB bracis-28418 174 53 ” " PUNCT bracis-28418 174 54 + + CCONJ bracis-28418 174 55 a a DET bracis-28418 174 56 past past ADJ bracis-28418 174 57 participle participle NOUN bracis-28418 174 58 in in ADP bracis-28418 174 59 english english PROPN bracis-28418 174 60 ) ) PUNCT bracis-28418 174 61 . . PUNCT bracis-28418 175 1 3.while 3.while NUM bracis-28418 175 2 adjectives adjective NOUN bracis-28418 175 3 are be AUX bracis-28418 175 4 not not PART bracis-28418 175 5 a a DET bracis-28418 175 6 closed closed ADJ bracis-28418 175 7 class class NOUN bracis-28418 175 8 , , PUNCT bracis-28418 175 9 the the DET bracis-28418 175 10 adjectives adjective NOUN bracis-28418 175 11 that that PRON bracis-28418 175 12 are be AUX bracis-28418 175 13 ordinal ordinal ADJ bracis-28418 175 14 numbers number NOUN bracis-28418 175 15 are be AUX bracis-28418 175 16 considered consider VERB bracis-28418 175 17 belonging belong VERB bracis-28418 175 18 to to ADP bracis-28418 175 19 a a DET bracis-28418 175 20 closed closed ADJ bracis-28418 175 21 subset subset NOUN bracis-28418 175 22 of of ADP bracis-28418 175 23 class class NOUN bracis-28418 175 24 adj adj PROPN bracis-28418 175 25 . . PUNCT bracis-28418 176 1 4.https://github.com/nilc-nlp/pos-disambiguation 4.https://github.com/nilc-nlp/pos-disambiguation NOUN bracis-28418 176 2 . . PUNCT bracis-28418 177 1 5.the 5.the DET bracis-28418 177 2 values value NOUN bracis-28418 177 3 stated state VERB bracis-28418 177 4 as as ADP bracis-28418 177 5 average average ADJ bracis-28418 177 6 are be AUX bracis-28418 177 7 the the DET bracis-28418 177 8 macro macro ADJ bracis-28418 177 9 average average NOUN bracis-28418 177 10 of of ADP bracis-28418 177 11 the the DET bracis-28418 177 12 values value NOUN bracis-28418 177 13 of of ADP bracis-28418 177 14 each each DET bracis-28418 177 15 fold fold NOUN bracis-28418 177 16 , , PUNCT bracis-28418 177 17 but but CCONJ bracis-28418 177 18 since since SCONJ bracis-28418 177 19 the the DET bracis-28418 177 20 folds fold NOUN bracis-28418 177 21 have have VERB bracis-28418 177 22 about about ADV bracis-28418 177 23 the the DET bracis-28418 177 24 same same ADJ bracis-28418 177 25 size size NOUN bracis-28418 177 26 , , PUNCT bracis-28418 177 27 the the DET bracis-28418 177 28 values value NOUN bracis-28418 177 29 for for ADP bracis-28418 177 30 micro micro ADJ bracis-28418 177 31 and and CCONJ bracis-28418 177 32 macro macro ADJ bracis-28418 177 33 average average NOUN bracis-28418 177 34 have have AUX bracis-28418 177 35 are be AUX bracis-28418 177 36 practically practically ADV bracis-28418 177 37 the the DET bracis-28418 177 38 same same ADJ bracis-28418 177 39 ( ( PUNCT bracis-28418 177 40 less less ADJ bracis-28418 177 41 than than ADP bracis-28418 177 42 0.01 0.01 NUM bracis-28418 177 43 % % NOUN bracis-28418 177 44 difference difference NOUN bracis-28418 177 45 ) ) PUNCT bracis-28418 177 46 . . PUNCT bracis-28418 178 1 6.for 6.for ADP bracis-28418 178 2 reproducibility reproducibility NOUN bracis-28418 178 3 purposes purpose NOUN bracis-28418 178 4 , , PUNCT bracis-28418 178 5 all all DET bracis-28418 178 6 data datum NOUN bracis-28418 178 7 ( ( PUNCT bracis-28418 178 8 including include VERB bracis-28418 178 9 fold fold ADJ bracis-28418 178 10 splits split NOUN bracis-28418 178 11 ) ) PUNCT bracis-28418 178 12 and and CCONJ bracis-28418 178 13 implementation implementation NOUN bracis-28418 178 14 of of ADP bracis-28418 178 15 all all DET bracis-28418 178 16 methods method NOUN bracis-28418 178 17 are be AUX bracis-28418 178 18 available available ADJ bracis-28418 178 19 at at ADP bracis-28418 178 20 https://sites.google.com/icmc.usp.br/poetisa/publications https://sites.google.com/icmc.usp.br/poetisa/publication NOUN bracis-28418 178 21 . . PUNCT bracis-28418 179 1 references reference NOUN bracis-28418 179 2 afonso afonso PROPN bracis-28418 179 3 , , PUNCT bracis-28418 179 4 s. s. PROPN bracis-28418 179 5 , , PUNCT bracis-28418 179 6 bick bick PROPN bracis-28418 179 7 , , PUNCT bracis-28418 179 8 e. e. PROPN bracis-28418 179 9 , , PUNCT bracis-28418 179 10 haber haber PROPN bracis-28418 179 11 , , PUNCT bracis-28418 179 12 r. r. PROPN bracis-28418 179 13 , , PUNCT bracis-28418 179 14 santos santos PROPN bracis-28418 179 15 , , PUNCT bracis-28418 179 16 d. d. PROPN bracis-28418 179 17 : : PUNCT bracis-28418 179 18 floresta floresta PROPN bracis-28418 179 19 sintá(c)tica sintá(c)tica PROPN bracis-28418 179 20 : : PUNCT bracis-28418 179 21 a a DET bracis-28418 179 22 treebank treebank NOUN bracis-28418 179 23 for for ADP bracis-28418 179 24 portuguese portuguese PROPN bracis-28418 179 25 . . PUNCT bracis-28418 180 1 in in ADP bracis-28418 180 2 : : PUNCT bracis-28418 180 3 proceedings proceeding NOUN bracis-28418 180 4 of of ADP bracis-28418 180 5 the the DET bracis-28418 180 6 third third ADJ bracis-28418 180 7 international international ADJ bracis-28418 180 8 conference conference NOUN bracis-28418 180 9 on on ADP bracis-28418 180 10 language language NOUN bracis-28418 180 11 resources resource NOUN bracis-28418 180 12 and and CCONJ bracis-28418 180 13 evaluation evaluation NOUN bracis-28418 180 14 ( ( PUNCT bracis-28418 180 15 lrec’02 lrec’02 NOUN bracis-28418 180 16 ) ) PUNCT bracis-28418 180 17 . . PUNCT bracis-28418 181 1 elra elra ADV bracis-28418 181 2 , , PUNCT bracis-28418 181 3 las las PROPN bracis-28418 181 4 palmas palmas PROPN bracis-28418 181 5 , , PUNCT bracis-28418 181 6 canary canary PROPN bracis-28418 181 7 islands island NOUN bracis-28418 181 8 spain spain PROPN bracis-28418 181 9 ( ( PUNCT bracis-28418 181 10 may may PROPN bracis-28418 181 11 2002 2002 NUM bracis-28418 181 12 ) ) PUNCT bracis-28418 181 13 , , PUNCT bracis-28418 181 14 http://www.lrec-conf.org/proceedings/lrec2002/pdf/1.pdf http://www.lrec-conf.org/proceedings/lrec2002/pdf/1.pdf PROPN bracis-28418 181 15 assunção assunção PROPN bracis-28418 181 16 , , PUNCT bracis-28418 181 17 j. j. PROPN bracis-28418 181 18 , , PUNCT bracis-28418 181 19 fernandes fernandes PROPN bracis-28418 181 20 , , PUNCT bracis-28418 181 21 p. p. PROPN bracis-28418 181 22 , , PUNCT bracis-28418 181 23 lopes lopes PROPN bracis-28418 181 24 , , PUNCT bracis-28418 181 25 l. l. PROPN bracis-28418 181 26 : : PUNCT bracis-28418 181 27 language language NOUN bracis-28418 181 28 independent independent ADJ bracis-28418 181 29 pos pos NOUN bracis-28418 181 30 - - PUNCT bracis-28418 181 31 tagging tagging NOUN bracis-28418 181 32 using use VERB bracis-28418 181 33 automatically automatically ADV bracis-28418 181 34 generated generate VERB bracis-28418 181 35 markov markov NOUN bracis-28418 181 36 chains chain NOUN bracis-28418 181 37 . . PUNCT bracis-28418 182 1 in in ADP bracis-28418 182 2 : : PUNCT bracis-28418 182 3 proceedings proceeding NOUN bracis-28418 182 4 of of ADP bracis-28418 182 5 the the DET bracis-28418 182 6 31st 31st ADJ bracis-28418 182 7 international international ADJ bracis-28418 182 8 conference conference NOUN bracis-28418 182 9 on on ADP bracis-28418 182 10 software software NOUN bracis-28418 182 11 engineering engineering PROPN bracis-28418 182 12 & & CCONJ bracis-28418 182 13 knowledge knowledge PROPN bracis-28418 182 14 engineering engineering PROPN bracis-28418 182 15 , , PUNCT bracis-28418 182 16 pp pp ADJ bracis-28418 182 17 . . PUNCT bracis-28418 183 1 1–5 1–5 X bracis-28418 183 2 . . PUNCT bracis-28418 183 3 lisbon lisbon PROPN bracis-28418 183 4 , , PUNCT bracis-28418 183 5 portugal portugal PROPN bracis-28418 183 6 ( ( PUNCT bracis-28418 183 7 2019 2019 NUM bracis-28418 183 8 ) ) PUNCT bracis-28418 183 9 . . PUNCT bracis-28418 184 1 https://doi.org/10.18293/seke2019-097 https://doi.org/10.18293/seke2019-097 PROPN bracis-28418 184 2 de de PROPN bracis-28418 184 3 souza souza PROPN bracis-28418 184 4 , , PUNCT bracis-28418 184 5 e. e. PROPN bracis-28418 184 6 , , PUNCT bracis-28418 184 7 freitas freitas PROPN bracis-28418 184 8 , , PUNCT bracis-28418 184 9 c. c. NOUN bracis-28418 184 10 : : PUNCT bracis-28418 184 11 polishing polish VERB bracis-28418 184 12 the the DET bracis-28418 184 13 gold gold NOUN bracis-28418 184 14 - - PUNCT bracis-28418 184 15 how how SCONJ bracis-28418 184 16 much much ADJ bracis-28418 184 17 revision revision NOUN bracis-28418 184 18 do do AUX bracis-28418 184 19 we we PRON bracis-28418 184 20 need need VERB bracis-28418 184 21 in in ADP bracis-28418 184 22 treebanks treebank NOUN bracis-28418 184 23 ? ? PUNCT bracis-28418 185 1 in in ADP bracis-28418 185 2 : : PUNCT bracis-28418 185 3 procedings proceding NOUN bracis-28418 185 4 of of ADP bracis-28418 185 5 the the DET bracis-28418 185 6 universal universal ADJ bracis-28418 185 7 dependencies dependency NOUN bracis-28418 185 8 brazilian brazilian ADJ bracis-28418 185 9 festival festival NOUN bracis-28418 185 10 , , PUNCT bracis-28418 185 11 pp pp ADP bracis-28418 185 12 . . PUNCT bracis-28418 186 1 1–11 1–11 PROPN bracis-28418 186 2 ( ( PUNCT bracis-28418 186 3 2022 2022 NUM bracis-28418 186 4 ) ) PUNCT bracis-28418 186 5 . . PUNCT bracis-28418 187 1 https://aclanthology.org/2022.udfestbr-1.2.pdf https://aclanthology.org/2022.udfestbr-1.2.pdf PROPN bracis-28418 187 2 devlin devlin PROPN bracis-28418 187 3 , , PUNCT bracis-28418 187 4 j. j. PROPN bracis-28418 187 5 , , PUNCT bracis-28418 187 6 chang chang PROPN bracis-28418 187 7 , , PUNCT bracis-28418 187 8 m.w m.w PROPN bracis-28418 187 9 . . PROPN bracis-28418 187 10 , , PUNCT bracis-28418 187 11 lee lee PROPN bracis-28418 187 12 , , PUNCT bracis-28418 187 13 k. k. PROPN bracis-28418 187 14 , , PUNCT bracis-28418 187 15 toutanova toutanova PROPN bracis-28418 187 16 , , PUNCT bracis-28418 187 17 k. k. PROPN bracis-28418 187 18 : : PUNCT bracis-28418 188 1 bert bert PROPN bracis-28418 188 2 : : PUNCT bracis-28418 188 3 pre pre ADJ bracis-28418 188 4 - - NOUN bracis-28418 188 5 training training NOUN bracis-28418 188 6 of of ADP bracis-28418 188 7 deep deep ADJ bracis-28418 188 8 bidirectional bidirectional ADJ bracis-28418 188 9 transformers transformer NOUN bracis-28418 188 10 for for ADP bracis-28418 188 11 language language NOUN bracis-28418 188 12 understanding understanding NOUN bracis-28418 188 13 ( ( PUNCT bracis-28418 188 14 2018 2018 NUM bracis-28418 188 15 ) ) PUNCT bracis-28418 188 16 . . PUNCT bracis-28418 189 1 https://doi.org/10.48550/arxiv.1810.04805 https://doi.org/10.48550/arxiv.1810.04805 PROPN bracis-28418 189 2 , , PUNCT bracis-28418 189 3 https://arxiv.org/abs/1810.04805 https://arxiv.org/abs/1810.04805 PROPN bracis-28418 189 4 dipietro dipietro PROPN bracis-28418 189 5 , , PUNCT bracis-28418 189 6 r. r. PROPN bracis-28418 189 7 , , PUNCT bracis-28418 189 8 hager hager NOUN bracis-28418 189 9 , , PUNCT bracis-28418 189 10 g.d g.d PROPN bracis-28418 189 11 . . PUNCT bracis-28418 189 12 : : PUNCT bracis-28418 190 1 chapter chapter NOUN bracis-28418 190 2 21 21 NUM bracis-28418 190 3 deep deep ADJ bracis-28418 190 4 learning learning NOUN bracis-28418 190 5 : : PUNCT bracis-28418 190 6 rnns rnns NOUN bracis-28418 190 7 and and CCONJ bracis-28418 190 8 lstm lstm PROPN bracis-28418 190 9 . . PUNCT bracis-28418 191 1 in in ADP bracis-28418 191 2 : : PUNCT bracis-28418 191 3 zhou zhou PROPN bracis-28418 191 4 , , PUNCT bracis-28418 191 5 s.k s.k PROPN bracis-28418 191 6 . . PROPN bracis-28418 191 7 , , PUNCT bracis-28418 191 8 rueckert rueckert PROPN bracis-28418 191 9 , , PUNCT bracis-28418 191 10 d. d. PROPN bracis-28418 191 11 , , PUNCT bracis-28418 191 12 fichtinger fichtinger PROPN bracis-28418 191 13 , , PUNCT bracis-28418 191 14 g. g. PROPN bracis-28418 191 15 ( ( PUNCT bracis-28418 191 16 eds eds PROPN bracis-28418 191 17 . . PUNCT bracis-28418 191 18 ) ) PUNCT bracis-28418 191 19 handbook handbook NOUN bracis-28418 191 20 of of ADP bracis-28418 191 21 medical medical ADJ bracis-28418 191 22 image image NOUN bracis-28418 191 23 computing computing NOUN bracis-28418 191 24 and and CCONJ bracis-28418 191 25 computer computer NOUN bracis-28418 191 26 assisted assist VERB bracis-28418 191 27 intervention intervention NOUN bracis-28418 191 28 , , PUNCT bracis-28418 191 29 pp pp ADJ bracis-28418 191 30 . . PUNCT bracis-28418 192 1 503–519 503–519 NUM bracis-28418 192 2 . . PUNCT bracis-28418 193 1 the the DET bracis-28418 193 2 elsevier elsevier NOUN bracis-28418 193 3 and and CCONJ bracis-28418 193 4 miccai miccai PROPN bracis-28418 193 5 society society PROPN bracis-28418 193 6 book book NOUN bracis-28418 193 7 series series PROPN bracis-28418 193 8 , , PUNCT bracis-28418 193 9 academic academic ADJ bracis-28418 193 10 press press NOUN bracis-28418 193 11 ( ( PUNCT bracis-28418 193 12 2020 2020 NUM bracis-28418 193 13 ) ) PUNCT bracis-28418 193 14 . . PUNCT bracis-28418 194 1 https://doi.org/10.1016/b978-0-12-816176-0.00026-0 https://doi.org/10.1016/b978-0-12-816176-0.00026-0 PROPN bracis-28418 194 2 duran duran NOUN bracis-28418 194 3 , , PUNCT bracis-28418 194 4 m. m. NOUN bracis-28418 194 5 , , PUNCT bracis-28418 194 6 oliveira oliveira PROPN bracis-28418 194 7 , , PUNCT bracis-28418 194 8 h. h. PROPN bracis-28418 194 9 , , PUNCT bracis-28418 194 10 scandarolli scandarolli NOUN bracis-28418 194 11 , , PUNCT bracis-28418 194 12 c. c. PROPN bracis-28418 194 13 : : PUNCT bracis-28418 194 14 que que PROPN bracis-28418 194 15 simples simples X bracis-28418 194 16 que que PROPN bracis-28418 194 17 nada nada PROPN bracis-28418 194 18 : : PUNCT bracis-28418 194 19 a a DET bracis-28418 194 20 anotação anotação NOUN bracis-28418 194 21 da da PROPN bracis-28418 194 22 palavra palavra PROPN bracis-28418 194 23 que que X bracis-28418 194 24 em em PROPN bracis-28418 194 25 córpus córpus PROPN bracis-28418 194 26 de de X bracis-28418 194 27 ud ud PROPN bracis-28418 194 28 . . PUNCT bracis-28418 195 1 in in ADP bracis-28418 195 2 : : PUNCT bracis-28418 195 3 proceedings proceeding NOUN bracis-28418 195 4 of of ADP bracis-28418 195 5 the the DET bracis-28418 195 6 universal universal ADJ bracis-28418 195 7 dependencies dependency NOUN bracis-28418 195 8 brazilian brazilian ADJ bracis-28418 195 9 festival festival NOUN bracis-28418 195 10 , , PUNCT bracis-28418 195 11 pp pp ADP bracis-28418 195 12 . . PUNCT bracis-28418 196 1 1–11 1–11 PROPN bracis-28418 196 2 ( ( PUNCT bracis-28418 196 3 2022 2022 NUM bracis-28418 196 4 ) ) PUNCT bracis-28418 196 5 . . PUNCT bracis-28418 197 1 https://aclanthology.org/2022.udfestbr-1.3 https://aclanthology.org/2022.udfestbr-1.3 PROPN bracis-28418 197 2 ehsani ehsani PROPN bracis-28418 197 3 , , PUNCT bracis-28418 197 4 r. r. PROPN bracis-28418 197 5 , , PUNCT bracis-28418 197 6 alper alper PROPN bracis-28418 197 7 , , PUNCT bracis-28418 197 8 m.e m.e PROPN bracis-28418 197 9 . . PROPN bracis-28418 197 10 , , PUNCT bracis-28418 197 11 eryiğit eryiğit PROPN bracis-28418 197 12 , , PUNCT bracis-28418 197 13 g. g. PROPN bracis-28418 197 14 , , PUNCT bracis-28418 197 15 adali adali PROPN bracis-28418 197 16 , , PUNCT bracis-28418 197 17 e. e. PROPN bracis-28418 197 18 : : PUNCT bracis-28418 197 19 disambiguating disambiguate VERB bracis-28418 197 20 main main ADJ bracis-28418 197 21 pos pos NOUN bracis-28418 197 22 tags tag NOUN bracis-28418 197 23 for for ADP bracis-28418 197 24 turkish turkish NOUN bracis-28418 197 25 . . PUNCT bracis-28418 198 1 in in ADP bracis-28418 198 2 : : PUNCT bracis-28418 198 3 proceedings proceeding NOUN bracis-28418 198 4 of of ADP bracis-28418 198 5 the the DET bracis-28418 198 6 24th 24th ADJ bracis-28418 198 7 conference conference NOUN bracis-28418 198 8 on on ADP bracis-28418 198 9 computational computational ADJ bracis-28418 198 10 linguistics linguistic NOUN bracis-28418 198 11 and and CCONJ bracis-28418 198 12 speech speech NOUN bracis-28418 198 13 processing processing NOUN bracis-28418 198 14 ( ( PUNCT bracis-28418 198 15 rocling rocle VERB bracis-28418 198 16 2012 2012 NUM bracis-28418 198 17 ) ) PUNCT bracis-28418 198 18 , , PUNCT bracis-28418 198 19 pp pp ADP bracis-28418 198 20 . . PUNCT bracis-28418 199 1 202–213 202–213 NUM bracis-28418 199 2 . . PUNCT bracis-28418 200 1 the the DET bracis-28418 200 2 association association NOUN bracis-28418 200 3 for for ADP bracis-28418 200 4 computational computational ADJ bracis-28418 200 5 linguistics linguistic NOUN bracis-28418 200 6 and and CCONJ bracis-28418 200 7 chinese chinese ADJ bracis-28418 200 8 language language NOUN bracis-28418 200 9 processing processing NOUN bracis-28418 200 10 ( ( PUNCT bracis-28418 200 11 aclclp aclclp PROPN bracis-28418 200 12 ) ) PUNCT bracis-28418 200 13 , , PUNCT bracis-28418 200 14 chung chung PROPN bracis-28418 200 15 - - PUNCT bracis-28418 200 16 li li PROPN bracis-28418 200 17 , , PUNCT bracis-28418 200 18 taiwan taiwan PROPN bracis-28418 200 19 ( ( PUNCT bracis-28418 200 20 2012 2012 NUM bracis-28418 200 21 ) ) PUNCT bracis-28418 200 22 . . PUNCT bracis-28418 201 1 https://aclanthology.org/o12-1021 https://aclanthology.org/o12-1021 PROPN bracis-28418 201 2 gers ger NOUN bracis-28418 201 3 , , PUNCT bracis-28418 201 4 f.a f.a PROPN bracis-28418 201 5 . . PROPN bracis-28418 201 6 , , PUNCT bracis-28418 201 7 schmidhuber schmidhuber PROPN bracis-28418 201 8 , , PUNCT bracis-28418 201 9 j.a j.a PROPN bracis-28418 201 10 . . PROPN bracis-28418 201 11 , , PUNCT bracis-28418 201 12 cummins cummins PROPN bracis-28418 201 13 , , PUNCT bracis-28418 201 14 f.a f.a PROPN bracis-28418 201 15 . . PROPN bracis-28418 201 16 : : PUNCT bracis-28418 201 17 learning learn VERB bracis-28418 201 18 to to PART bracis-28418 201 19 forget forget VERB bracis-28418 201 20 : : PUNCT bracis-28418 201 21 continual continual ADJ bracis-28418 201 22 prediction prediction NOUN bracis-28418 201 23 with with ADP bracis-28418 201 24 lstm lstm PROPN bracis-28418 201 25 . . PUNCT bracis-28418 202 1 neural neural ADJ bracis-28418 202 2 comput comput NOUN bracis-28418 202 3 . . PUNCT bracis-28418 203 1 12(10 12(10 NUM bracis-28418 203 2 ) ) PUNCT bracis-28418 203 3 , , PUNCT bracis-28418 203 4 2451–2471 2451–2471 NUM bracis-28418 203 5 ( ( PUNCT bracis-28418 203 6 2000 2000 NUM bracis-28418 203 7 ) ) PUNCT bracis-28418 203 8 . . PUNCT bracis-28418 204 1 https://doi.org/10.1162/089976600300015015 https://doi.org/10.1162/089976600300015015 PROPN bracis-28418 205 1 article article NOUN bracis-28418 205 2     SPACE bracis-28418 205 3 google google PROPN bracis-28418 205 4 scholar scholar NOUN bracis-28418 205 5     SPACE bracis-28418 205 6 hoang hoang PROPN bracis-28418 205 7 , , PUNCT bracis-28418 205 8 m. m. NOUN bracis-28418 205 9 , , PUNCT bracis-28418 205 10 bihorac bihorac PROPN bracis-28418 205 11 , , PUNCT bracis-28418 205 12 o.a o.a PROPN bracis-28418 205 13 . . PROPN bracis-28418 205 14 , , PUNCT bracis-28418 205 15 rouces rouce NOUN bracis-28418 205 16 , , PUNCT bracis-28418 205 17 j. j. PROPN bracis-28418 205 18 : : PUNCT bracis-28418 205 19 aspect aspect NOUN bracis-28418 205 20 - - PUNCT bracis-28418 205 21 based base VERB bracis-28418 205 22 sentiment sentiment NOUN bracis-28418 205 23 analysis analysis NOUN bracis-28418 205 24 using use VERB bracis-28418 205 25 bert bert NOUN bracis-28418 205 26 . . PUNCT bracis-28418 206 1 in in ADP bracis-28418 206 2 : : PUNCT bracis-28418 206 3 proceedings proceeding NOUN bracis-28418 206 4 of of ADP bracis-28418 206 5 the the DET bracis-28418 206 6 22nd 22nd ADJ bracis-28418 206 7 nordic nordic ADJ bracis-28418 206 8 conference conference NOUN bracis-28418 206 9 on on ADP bracis-28418 206 10 computational computational ADJ bracis-28418 206 11 linguistics linguistic NOUN bracis-28418 206 12 , , PUNCT bracis-28418 206 13 pp pp ADJ bracis-28418 206 14 . . PUNCT bracis-28418 207 1 187–196 187–196 NUM bracis-28418 207 2 . . X bracis-28418 208 1 linköping linköpe VERB bracis-28418 208 2 university university NOUN bracis-28418 208 3 electronic electronic ADJ bracis-28418 208 4 press press NOUN bracis-28418 208 5 , , PUNCT bracis-28418 208 6 turku turku PROPN bracis-28418 208 7 , , PUNCT bracis-28418 208 8 finland finland PROPN bracis-28418 208 9 ( ( PUNCT bracis-28418 208 10 2019 2019 NUM bracis-28418 208 11 ) ) PUNCT bracis-28418 208 12 . . PUNCT bracis-28418 209 1 https://aclanthology.org/w19-6120 https://aclanthology.org/w19-6120 PROPN bracis-28418 209 2 hoya hoya PROPN bracis-28418 209 3 quecedo quecedo PROPN bracis-28418 209 4 , , PUNCT bracis-28418 209 5 j.m j.m PROPN bracis-28418 209 6 . . PROPN bracis-28418 209 7 , , PUNCT bracis-28418 209 8 maximilian maximilian PROPN bracis-28418 209 9 , , PUNCT bracis-28418 209 10 k. k. PROPN bracis-28418 209 11 , , PUNCT bracis-28418 209 12 yangarber yangarber PROPN bracis-28418 209 13 , , PUNCT bracis-28418 209 14 r. r. PROPN bracis-28418 209 15 : : PUNCT bracis-28418 209 16 neural neural ADJ bracis-28418 209 17 disambiguation disambiguation NOUN bracis-28418 209 18 of of ADP bracis-28418 209 19 lemma lemma PROPN bracis-28418 209 20 and and CCONJ bracis-28418 209 21 part part NOUN bracis-28418 209 22 of of ADP bracis-28418 209 23 speech speech NOUN bracis-28418 209 24 in in ADP bracis-28418 209 25 morphologically morphologically ADV bracis-28418 209 26 rich rich ADJ bracis-28418 209 27 languages language NOUN bracis-28418 209 28 . . PUNCT bracis-28418 210 1 in in ADP bracis-28418 210 2 : : PUNCT bracis-28418 210 3 proceedings proceeding NOUN bracis-28418 210 4 of of ADP bracis-28418 210 5 the the DET bracis-28418 210 6 12th 12th ADJ bracis-28418 210 7 language language NOUN bracis-28418 210 8 resources resource NOUN bracis-28418 210 9 and and CCONJ bracis-28418 210 10 evaluation evaluation NOUN bracis-28418 210 11 conference conference NOUN bracis-28418 210 12 , , PUNCT bracis-28418 210 13 pp pp X bracis-28418 210 14 . . PUNCT bracis-28418 211 1 3573–3582 3573–3582 NUM bracis-28418 211 2 . . PUNCT bracis-28418 212 1 european european ADJ bracis-28418 212 2 language language PROPN bracis-28418 212 3 resources resource NOUN bracis-28418 212 4 association association PROPN bracis-28418 212 5 , , PUNCT bracis-28418 212 6 marseille marseille PROPN bracis-28418 212 7 , , PUNCT bracis-28418 212 8 france france PROPN bracis-28418 212 9 ( ( PUNCT bracis-28418 212 10 2020 2020 NUM bracis-28418 212 11 ) ) PUNCT bracis-28418 212 12 . . PUNCT bracis-28418 213 1 https://aclanthology.org/2020.lrec-1.439 https://aclanthology.org/2020.lrec-1.439 PROPN bracis-28418 213 2 ide ide NOUN bracis-28418 213 3 , , PUNCT bracis-28418 213 4 n. n. NOUN bracis-28418 213 5 , , PUNCT bracis-28418 213 6 suderman suderman NOUN bracis-28418 213 7 , , PUNCT bracis-28418 213 8 k. k. PROPN bracis-28418 213 9 : : PUNCT bracis-28418 213 10 integrating integrate VERB bracis-28418 213 11 linguistic linguistic ADJ bracis-28418 213 12 resources resource NOUN bracis-28418 213 13 : : PUNCT bracis-28418 213 14 the the DET bracis-28418 213 15 american american PROPN bracis-28418 213 16 national national PROPN bracis-28418 213 17 corpus corpus PROPN bracis-28418 213 18 model model NOUN bracis-28418 213 19 . . PUNCT bracis-28418 214 1 in in ADP bracis-28418 214 2 : : PUNCT bracis-28418 214 3 proceedings proceeding NOUN bracis-28418 214 4 of of ADP bracis-28418 214 5 the the DET bracis-28418 214 6 fifth fifth ADJ bracis-28418 214 7 international international ADJ bracis-28418 214 8 conference conference NOUN bracis-28418 214 9 on on ADP bracis-28418 214 10 language language NOUN bracis-28418 214 11 resources resource NOUN bracis-28418 214 12 and and CCONJ bracis-28418 214 13 evaluation evaluation NOUN bracis-28418 214 14 ( ( PUNCT bracis-28418 214 15 lrec’06 lrec’06 PROPN bracis-28418 214 16 ) ) PUNCT bracis-28418 214 17 . . PUNCT bracis-28418 215 1 elra elra ADV bracis-28418 215 2 , , PUNCT bracis-28418 215 3 genoa genoa PROPN bracis-28418 215 4 , , PUNCT bracis-28418 215 5 italy italy PROPN bracis-28418 215 6 ( ( PUNCT bracis-28418 215 7 2006 2006 NUM bracis-28418 215 8 ) ) PUNCT bracis-28418 215 9 . . PUNCT bracis-28418 216 1 http://www.lrec-conf.org/proceedings/lrec2006/pdf/560_pdf.pdf http://www.lrec-conf.org/proceedings/lrec2006/pdf/560_pdf.pdf PROPN bracis-28418 216 2 kingma kingma PROPN bracis-28418 216 3 , , PUNCT bracis-28418 216 4 d.p d.p PROPN bracis-28418 216 5 . . PROPN bracis-28418 216 6 , , PUNCT bracis-28418 216 7 ba ba PROPN bracis-28418 216 8 , , PUNCT bracis-28418 216 9 j. j. PROPN bracis-28418 216 10 : : PUNCT bracis-28418 216 11 adam adam PROPN bracis-28418 216 12 : : PUNCT bracis-28418 216 13 a a DET bracis-28418 216 14 method method NOUN bracis-28418 216 15 for for ADP bracis-28418 216 16 stochastic stochastic ADJ bracis-28418 216 17 optimization optimization NOUN bracis-28418 216 18 . . PUNCT bracis-28418 217 1 in in ADP bracis-28418 217 2 : : PUNCT bracis-28418 217 3 bengio bengio PROPN bracis-28418 217 4 , , PUNCT bracis-28418 217 5 y. y. PROPN bracis-28418 217 6 , , PUNCT bracis-28418 217 7 lecun lecun ADJ bracis-28418 217 8 , , PUNCT bracis-28418 217 9 y. y. PROPN bracis-28418 217 10 ( ( PUNCT bracis-28418 217 11 eds eds PROPN bracis-28418 217 12 . . PUNCT bracis-28418 217 13 ) ) PUNCT bracis-28418 217 14 proceedings proceeding NOUN bracis-28418 217 15 of of ADP bracis-28418 217 16 the the DET bracis-28418 217 17 3rd 3rd ADJ bracis-28418 217 18 international international ADJ bracis-28418 217 19 conference conference NOUN bracis-28418 217 20 on on ADP bracis-28418 217 21 learning learn VERB bracis-28418 217 22 representations representation NOUN bracis-28418 217 23 ( ( PUNCT bracis-28418 217 24 2015 2015 NUM bracis-28418 217 25 ) ) PUNCT bracis-28418 217 26 . . PUNCT bracis-28418 218 1 http://arxiv.org/abs/1412.6980 http://arxiv.org/abs/1412.6980 NOUN bracis-28418 218 2 kupiec kupiec PROPN bracis-28418 218 3 , , PUNCT bracis-28418 218 4 j. j. PROPN bracis-28418 218 5 : : PUNCT bracis-28418 218 6 robust robust ADJ bracis-28418 218 7 part part NOUN bracis-28418 218 8 - - PUNCT bracis-28418 218 9 of of ADP bracis-28418 218 10 - - PUNCT bracis-28418 218 11 speech speech NOUN bracis-28418 218 12 tagging tagging NOUN bracis-28418 218 13 using use VERB bracis-28418 218 14 a a DET bracis-28418 218 15 hidden hide VERB bracis-28418 218 16 markov markov NOUN bracis-28418 218 17 model model NOUN bracis-28418 218 18 . . PUNCT bracis-28418 219 1 comput comput NOUN bracis-28418 219 2 . . PUNCT bracis-28418 220 1 speech speech PROPN bracis-28418 220 2 lang lang PROPN bracis-28418 220 3 . . PUNCT bracis-28418 221 1 6(3 6(3 NUM bracis-28418 221 2 ) ) PUNCT bracis-28418 221 3 , , PUNCT bracis-28418 221 4 225–242 225–242 NUM bracis-28418 221 5 ( ( PUNCT bracis-28418 221 6 1992 1992 NUM bracis-28418 221 7 ) ) PUNCT bracis-28418 221 8 . . PUNCT bracis-28418 222 1 https://www.sciencedirect.com/science/article/pii/088523089290019z https://www.sciencedirect.com/science/article/pii/088523089290019z NOUN bracis-28418 222 2 lafferty lafferty PROPN bracis-28418 222 3 , , PUNCT bracis-28418 222 4 j.d j.d PROPN bracis-28418 222 5 . . PROPN bracis-28418 222 6 , , PUNCT bracis-28418 222 7 mccallum mccallum PROPN bracis-28418 222 8 , , PUNCT bracis-28418 222 9 a. a. PROPN bracis-28418 222 10 , , PUNCT bracis-28418 222 11 pereira pereira PROPN bracis-28418 222 12 , , PUNCT bracis-28418 222 13 f.c.n f.c.n NOUN bracis-28418 222 14 . . PUNCT bracis-28418 222 15 : : PUNCT bracis-28418 223 1 conditional conditional ADJ bracis-28418 223 2 random random ADJ bracis-28418 223 3 fields field NOUN bracis-28418 223 4 : : PUNCT bracis-28418 223 5 probabilistic probabilistic ADJ bracis-28418 223 6 models model NOUN bracis-28418 223 7 for for ADP bracis-28418 223 8 segmenting segment VERB bracis-28418 223 9 and and CCONJ bracis-28418 223 10 labeling labeling NOUN bracis-28418 223 11 sequence sequence NOUN bracis-28418 223 12 data datum NOUN bracis-28418 223 13 . . PUNCT bracis-28418 224 1 in in ADP bracis-28418 224 2 : : PUNCT bracis-28418 224 3 proceedings proceeding NOUN bracis-28418 224 4 of of ADP bracis-28418 224 5 the the DET bracis-28418 224 6 eighteenth eighteenth ADJ bracis-28418 224 7 international international ADJ bracis-28418 224 8 conference conference NOUN bracis-28418 224 9 on on ADP bracis-28418 224 10 machine machine NOUN bracis-28418 224 11 learning learning NOUN bracis-28418 224 12 , , PUNCT bracis-28418 224 13 pp pp ADJ bracis-28418 224 14 . . PUNCT bracis-28418 225 1 282–289 282–289 NUM bracis-28418 225 2 . . PUNCT bracis-28418 225 3 icml icml PROPN bracis-28418 225 4 ’ ' PUNCT bracis-28418 225 5 01 01 NUM bracis-28418 225 6 , , PUNCT bracis-28418 225 7 morgan morgan PROPN bracis-28418 225 8 kaufmann kaufmann PROPN bracis-28418 225 9 publishers publishers PROPN bracis-28418 225 10 inc inc PROPN bracis-28418 225 11 . . PROPN bracis-28418 225 12 , , PUNCT bracis-28418 225 13 san san PROPN bracis-28418 225 14 francisco francisco PROPN bracis-28418 225 15 , , PUNCT bracis-28418 225 16 ca ca PROPN bracis-28418 225 17 , , PUNCT bracis-28418 225 18 usa usa PROPN bracis-28418 225 19 ( ( PUNCT bracis-28418 225 20 2001 2001 NUM bracis-28418 225 21 ) ) PUNCT bracis-28418 225 22 . . PUNCT bracis-28418 226 1 https://dl.acm.org/doi/10.5555/645530.655813 https://dl.acm.org/doi/10.5555/645530.655813 PROPN bracis-28418 226 2 liu liu PROPN bracis-28418 226 3 , , PUNCT bracis-28418 226 4 y. y. PROPN bracis-28418 226 5 , , PUNCT bracis-28418 226 6 lapata lapata ADJ bracis-28418 226 7 , , PUNCT bracis-28418 226 8 m. m. NOUN bracis-28418 226 9 : : PUNCT bracis-28418 226 10 text text NOUN bracis-28418 226 11 summarization summarization NOUN bracis-28418 226 12 with with ADP bracis-28418 226 13 pretrained pretraine VERB bracis-28418 226 14 encoders encoder NOUN bracis-28418 226 15 . . PUNCT bracis-28418 227 1 in in ADP bracis-28418 227 2 : : PUNCT bracis-28418 227 3 proceedings proceeding NOUN bracis-28418 227 4 of of ADP bracis-28418 227 5 the the DET bracis-28418 227 6 2019 2019 NUM bracis-28418 227 7 conference conference NOUN bracis-28418 227 8 on on ADP bracis-28418 227 9 empirical empirical ADJ bracis-28418 227 10 methods method NOUN bracis-28418 227 11 in in ADP bracis-28418 227 12 natural natural ADJ bracis-28418 227 13 language language NOUN bracis-28418 227 14 processing processing NOUN bracis-28418 227 15 and and CCONJ bracis-28418 227 16 the the DET bracis-28418 227 17 9th 9th ADJ bracis-28418 227 18 international international ADJ bracis-28418 227 19 joint joint ADJ bracis-28418 227 20 conference conference NOUN bracis-28418 227 21 on on ADP bracis-28418 227 22 natural natural ADJ bracis-28418 227 23 language language NOUN bracis-28418 227 24 processing processing NOUN bracis-28418 227 25 ( ( PUNCT bracis-28418 227 26 emnlp emnlp NOUN bracis-28418 227 27 - - PUNCT bracis-28418 227 28 ijcnlp ijcnlp NOUN bracis-28418 227 29 ) ) PUNCT bracis-28418 227 30 , , PUNCT bracis-28418 227 31 pp pp PROPN bracis-28418 227 32 . . PUNCT bracis-28418 228 1 3730–3740 3730–3740 NUM bracis-28418 228 2 . . PUNCT bracis-28418 229 1 association association NOUN bracis-28418 229 2 for for ADP bracis-28418 229 3 computational computational ADJ bracis-28418 229 4 linguistics linguistic NOUN bracis-28418 229 5 , , PUNCT bracis-28418 229 6 hong hong PROPN bracis-28418 229 7 kong kong PROPN bracis-28418 229 8 , , PUNCT bracis-28418 229 9 china china PROPN bracis-28418 229 10 ( ( PUNCT bracis-28418 229 11 2019 2019 NUM bracis-28418 229 12 ) ) PUNCT bracis-28418 229 13 . . PUNCT bracis-28418 230 1 https://doi.org/10.18653/v1/d19-1387 https://doi.org/10.18653/v1/d19-1387 PROPN bracis-28418 230 2 lopes lopes PROPN bracis-28418 230 3 , , PUNCT bracis-28418 230 4 l. l. PROPN bracis-28418 230 5 , , PUNCT bracis-28418 230 6 duran duran PROPN bracis-28418 230 7 , , PUNCT bracis-28418 230 8 m. m. NOUN bracis-28418 230 9 , , PUNCT bracis-28418 230 10 fernandes fernande NOUN bracis-28418 230 11 , , PUNCT bracis-28418 230 12 p. p. PROPN bracis-28418 230 13 , , PUNCT bracis-28418 230 14 pardo pardo PROPN bracis-28418 230 15 , , PUNCT bracis-28418 230 16 t. t. PROPN bracis-28418 230 17 : : PUNCT bracis-28418 230 18 portilexicon portilexicon NOUN bracis-28418 230 19 - - PUNCT bracis-28418 230 20 ud ud NOUN bracis-28418 230 21 : : PUNCT bracis-28418 230 22 a a DET bracis-28418 230 23 portuguese portuguese ADJ bracis-28418 230 24 lexical lexical ADJ bracis-28418 230 25 resource resource NOUN bracis-28418 230 26 according accord VERB bracis-28418 230 27 to to ADP bracis-28418 230 28 universal universal ADJ bracis-28418 230 29 dependencies dependency NOUN bracis-28418 230 30 model model NOUN bracis-28418 230 31 . . PUNCT bracis-28418 231 1 in in ADP bracis-28418 231 2 : : PUNCT bracis-28418 231 3 proceedings proceeding NOUN bracis-28418 231 4 of of ADP bracis-28418 231 5 the the DET bracis-28418 231 6 language language NOUN bracis-28418 231 7 resources resource NOUN bracis-28418 231 8 and and CCONJ bracis-28418 231 9 evaluation evaluation NOUN bracis-28418 231 10 conference conference NOUN bracis-28418 231 11 , , PUNCT bracis-28418 231 12 pp pp X bracis-28418 231 13 . . PUNCT bracis-28418 232 1 6635–6643 6635–6643 NUM bracis-28418 232 2 . . PUNCT bracis-28418 233 1 european european ADJ bracis-28418 233 2 language language PROPN bracis-28418 233 3 resources resource NOUN bracis-28418 233 4 association association PROPN bracis-28418 233 5 , , PUNCT bracis-28418 233 6 marseille marseille PROPN bracis-28418 233 7 , , PUNCT bracis-28418 233 8 france france PROPN bracis-28418 233 9 ( ( PUNCT bracis-28418 233 10 2022 2022 NUM bracis-28418 233 11 ) ) PUNCT bracis-28418 233 12 . . PUNCT bracis-28418 234 1 https://aclanthology.org/2022.lrec-1.715 https://aclanthology.org/2022.lrec-1.715 PROPN bracis-28418 234 2 lopes lopes PROPN bracis-28418 234 3 , , PUNCT bracis-28418 234 4 l. l. PROPN bracis-28418 234 5 , , PUNCT bracis-28418 234 6 duran duran PROPN bracis-28418 234 7 , , PUNCT bracis-28418 234 8 m.s m.s PROPN bracis-28418 234 9 . . PROPN bracis-28418 234 10 , , PUNCT bracis-28418 234 11 pardo pardo PROPN bracis-28418 234 12 , , PUNCT bracis-28418 234 13 t.a.s t.a.s PROPN bracis-28418 234 14 . . PUNCT bracis-28418 234 15 : : PUNCT bracis-28418 235 1 universal universal ADJ bracis-28418 235 2 dependencies dependency NOUN bracis-28418 235 3 - - PUNCT bracis-28418 235 4 based base VERB bracis-28418 235 5 pos pos NOUN bracis-28418 235 6 tagging tagging NOUN bracis-28418 235 7 refinement refinement NOUN bracis-28418 235 8 through through ADP bracis-28418 235 9 linguistic linguistic ADJ bracis-28418 235 10 resources resource NOUN bracis-28418 235 11 . . PUNCT bracis-28418 236 1 in in ADP bracis-28418 236 2 : : PUNCT bracis-28418 236 3 proceedings proceeding NOUN bracis-28418 236 4 of of ADP bracis-28418 236 5 the the DET bracis-28418 236 6 10th 10th ADJ bracis-28418 236 7 brazilian brazilian ADJ bracis-28418 236 8 conference conference NOUN bracis-28418 236 9 on on ADP bracis-28418 236 10 intelligent intelligent ADJ bracis-28418 236 11 system system NOUN bracis-28418 236 12 . . PUNCT bracis-28418 237 1 bracis’21 bracis’21 PROPN bracis-28418 237 2 ( ( PUNCT bracis-28418 237 3 2021 2021 NUM bracis-28418 237 4 ) ) PUNCT bracis-28418 237 5 . . PUNCT bracis-28418 238 1 https://link.springer.com/chapter/10.1007/978-3-030-91699-2_41 https://link.springer.com/chapter/10.1007/978-3-030-91699-2_41 PROPN bracis-28418 238 2 de de PROPN bracis-28418 238 3 marneffe marneffe PROPN bracis-28418 238 4 , , PUNCT bracis-28418 238 5 m.c m.c PROPN bracis-28418 238 6 . . PROPN bracis-28418 238 7 , , PUNCT bracis-28418 238 8 manning manning NOUN bracis-28418 238 9 , , PUNCT bracis-28418 238 10 c.d c.d PROPN bracis-28418 238 11 . . PROPN bracis-28418 238 12 , , PUNCT bracis-28418 238 13 nivre nivre ADV bracis-28418 238 14 , , PUNCT bracis-28418 238 15 j. j. PROPN bracis-28418 238 16 , , PUNCT bracis-28418 238 17 zeman zeman PROPN bracis-28418 238 18 , , PUNCT bracis-28418 238 19 d. d. PROPN bracis-28418 238 20 : : PUNCT bracis-28418 238 21 universal universal ADJ bracis-28418 238 22 dependencies dependency NOUN bracis-28418 238 23 . . PUNCT bracis-28418 239 1 comput comput NOUN bracis-28418 239 2 . . PUNCT bracis-28418 240 1 linguist linguist NOUN bracis-28418 240 2 . . PUNCT bracis-28418 241 1 47(2 47(2 PROPN bracis-28418 241 2 ) ) PUNCT bracis-28418 241 3 , , PUNCT bracis-28418 242 1 255–308 255–308 NUM bracis-28418 242 2 ( ( PUNCT bracis-28418 242 3 2021 2021 NUM bracis-28418 242 4 ) ) PUNCT bracis-28418 242 5 . . PUNCT bracis-28418 243 1 https://doi.org/10.1162/coli_a_00402 https://doi.org/10.1162/coli_a_00402 PROPN bracis-28418 243 2 , , PUNCT bracis-28418 243 3 https://aclanthology.org/2021.cl-2.11 https://aclanthology.org/2021.cl-2.11 PROPN bracis-28418 243 4 muñoz muñoz PROPN bracis-28418 243 5 - - PUNCT bracis-28418 243 6 valero valero PROPN bracis-28418 243 7 , , PUNCT bracis-28418 243 8 d. d. PROPN bracis-28418 243 9 , , PUNCT bracis-28418 243 10 rodriguez rodriguez PROPN bracis-28418 243 11 - - PUNCT bracis-28418 243 12 benitez benitez PROPN bracis-28418 243 13 , , PUNCT bracis-28418 243 14 l. l. PROPN bracis-28418 243 15 , , PUNCT bracis-28418 243 16 jimenez jimenez PROPN bracis-28418 243 17 - - PUNCT bracis-28418 243 18 linares linare NOUN bracis-28418 243 19 , , PUNCT bracis-28418 243 20 l. l. PROPN bracis-28418 243 21 , , PUNCT bracis-28418 243 22 moreno moreno PROPN bracis-28418 243 23 - - PUNCT bracis-28418 243 24 garcia garcia PROPN bracis-28418 243 25 , , PUNCT bracis-28418 243 26 j. j. PROPN bracis-28418 243 27 : : PUNCT bracis-28418 243 28 using use VERB bracis-28418 243 29 recurrent recurrent ADJ bracis-28418 243 30 neural neural ADJ bracis-28418 243 31 networks network NOUN bracis-28418 243 32 for for ADP bracis-28418 243 33 part part NOUN bracis-28418 243 34 - - PUNCT bracis-28418 243 35 of of ADP bracis-28418 243 36 - - PUNCT bracis-28418 243 37 speech speech NOUN bracis-28418 243 38 tagging tagging NOUN bracis-28418 243 39 and and CCONJ bracis-28418 243 40 subject subject NOUN bracis-28418 243 41 and and CCONJ bracis-28418 243 42 predicate predicate NOUN bracis-28418 243 43 classification classification NOUN bracis-28418 243 44 in in ADP bracis-28418 243 45 a a DET bracis-28418 243 46 sentence sentence NOUN bracis-28418 243 47 . . PUNCT bracis-28418 244 1 int int NOUN bracis-28418 244 2 . . PUNCT bracis-28418 245 1 j. j. PROPN bracis-28418 245 2 comput comput PROPN bracis-28418 245 3 . . PUNCT bracis-28418 246 1 intell intell PROPN bracis-28418 246 2 . . PUNCT bracis-28418 247 1 syst syst PROPN bracis-28418 247 2 . . PROPN bracis-28418 248 1 13 13 NUM bracis-28418 248 2 , , PUNCT bracis-28418 248 3 706–716 706–716 NUM bracis-28418 248 4 ( ( PUNCT bracis-28418 248 5 2020 2020 NUM bracis-28418 248 6 ) ) PUNCT bracis-28418 248 7 . . PUNCT bracis-28418 249 1 https://doi.org/10.2991/ijcis.d.200527.005 https://doi.org/10.2991/ijcis.d.200527.005 PROPN bracis-28418 249 2 article article NOUN bracis-28418 249 3     SPACE bracis-28418 249 4 google google PROPN bracis-28418 249 5 scholar scholar NOUN bracis-28418 249 6     SPACE bracis-28418 249 7 nivre nivre ADV bracis-28418 249 8 , , PUNCT bracis-28418 249 9 j. j. PROPN bracis-28418 249 10 , , PUNCT bracis-28418 249 11 et et PROPN bracis-28418 249 12 al al PROPN bracis-28418 249 13 . . PUNCT bracis-28418 249 14 : : PUNCT bracis-28418 250 1 universal universal ADJ bracis-28418 250 2 dependencies dependency NOUN bracis-28418 250 3 v1 v1 VERB bracis-28418 250 4 : : PUNCT bracis-28418 250 5 a a DET bracis-28418 250 6 multilingual multilingual ADJ bracis-28418 250 7 treebank treebank NOUN bracis-28418 250 8 collection collection NOUN bracis-28418 250 9 . . PUNCT bracis-28418 251 1 in in ADP bracis-28418 251 2 : : PUNCT bracis-28418 251 3 proceedings proceeding NOUN bracis-28418 251 4 of of ADP bracis-28418 251 5 the the DET bracis-28418 251 6 tenth tenth ADJ bracis-28418 251 7 international international ADJ bracis-28418 251 8 conference conference NOUN bracis-28418 251 9 on on ADP bracis-28418 251 10 language language NOUN bracis-28418 251 11 resources resource NOUN bracis-28418 251 12 and and CCONJ bracis-28418 251 13 evaluation evaluation NOUN bracis-28418 251 14 ( ( PUNCT bracis-28418 251 15 lrec’16 lrec’16 PROPN bracis-28418 251 16 ) ) PUNCT bracis-28418 251 17 , , PUNCT bracis-28418 251 18 pp pp PROPN bracis-28418 251 19 . . PUNCT bracis-28418 252 1 1659–1666 1659–1666 NUM bracis-28418 252 2 . . PUNCT bracis-28418 253 1 elra elra ADV bracis-28418 253 2 , , PUNCT bracis-28418 253 3 portorož portorož PROPN bracis-28418 253 4 , , PUNCT bracis-28418 253 5 slovenia slovenia PROPN bracis-28418 253 6 ( ( PUNCT bracis-28418 253 7 2016 2016 NUM bracis-28418 253 8 ) ) PUNCT bracis-28418 253 9 . . PUNCT bracis-28418 254 1 https://aclanthology.org/l16-1262 https://aclanthology.org/l16-1262 NOUN bracis-28418 254 2 paszke paszke NOUN bracis-28418 254 3 , , PUNCT bracis-28418 254 4 a. a. NOUN bracis-28418 254 5 , , PUNCT bracis-28418 254 6 et et PROPN bracis-28418 254 7 al al PROPN bracis-28418 254 8 . . PUNCT bracis-28418 254 9 : : PUNCT bracis-28418 255 1 pytorch pytorch NOUN bracis-28418 255 2 : : PUNCT bracis-28418 255 3 an an DET bracis-28418 255 4 imperative imperative ADJ bracis-28418 255 5 style style NOUN bracis-28418 255 6 , , PUNCT bracis-28418 255 7 high high ADJ bracis-28418 255 8 - - PUNCT bracis-28418 255 9 performance performance NOUN bracis-28418 255 10 deep deep ADJ bracis-28418 255 11 learning learning NOUN bracis-28418 255 12 library library NOUN bracis-28418 255 13 . . PUNCT bracis-28418 256 1 in in ADP bracis-28418 256 2 : : PUNCT bracis-28418 256 3 wallach wallach PROPN bracis-28418 256 4 , , PUNCT bracis-28418 256 5 h. h. PROPN bracis-28418 256 6 , , PUNCT bracis-28418 256 7 larochelle larochelle PROPN bracis-28418 256 8 , , PUNCT bracis-28418 256 9 h. h. PROPN bracis-28418 256 10 , , PUNCT bracis-28418 256 11 beygelzimer beygelzimer NOUN bracis-28418 256 12 , , PUNCT bracis-28418 256 13 a. a. NOUN bracis-28418 256 14 , , PUNCT bracis-28418 256 15 d’alché d’alché NOUN bracis-28418 256 16 - - PUNCT bracis-28418 256 17 buc buc PROPN bracis-28418 256 18 , , PUNCT bracis-28418 256 19 f. f. PROPN bracis-28418 256 20 , , PUNCT bracis-28418 256 21 fox fox PROPN bracis-28418 256 22 , , PUNCT bracis-28418 256 23 e. e. PROPN bracis-28418 256 24 , , PUNCT bracis-28418 256 25 garnett garnett PROPN bracis-28418 256 26 , , PUNCT bracis-28418 256 27 r. r. PROPN bracis-28418 256 28 ( ( PUNCT bracis-28418 256 29 eds eds PROPN bracis-28418 256 30 . . PUNCT bracis-28418 256 31 ) ) PUNCT bracis-28418 256 32 advances advance NOUN bracis-28418 256 33 in in ADP bracis-28418 256 34 neural neural ADJ bracis-28418 256 35 information information NOUN bracis-28418 256 36 processing processing NOUN bracis-28418 256 37 systems system NOUN bracis-28418 256 38 32 32 NUM bracis-28418 256 39 , , PUNCT bracis-28418 256 40 pp pp ADJ bracis-28418 256 41 . . PUNCT bracis-28418 257 1 8024–8035 8024–8035 NUM bracis-28418 257 2 . . PUNCT bracis-28418 258 1 curran curran PROPN bracis-28418 258 2 associates associates PROPN bracis-28418 258 3 , , PUNCT bracis-28418 258 4 inc inc PROPN bracis-28418 258 5 . . PROPN bracis-28418 258 6 ( ( PUNCT bracis-28418 258 7 2019 2019 NUM bracis-28418 258 8 ) ) PUNCT bracis-28418 258 9 . . PUNCT bracis-28418 259 1 http://papers.neurips.cc/paper/9015-pytorch-an-imperative-style-high-performance-deep-learning-library.pdf http://papers.neurips.cc/paper/9015-pytorch-an-imperative-style-high-performance-deep-learning-library.pdf PROPN bracis-28418 259 2 rademaker rademaker PROPN bracis-28418 259 3 , , PUNCT bracis-28418 259 4 a. a. NOUN bracis-28418 259 5 , , PUNCT bracis-28418 259 6 chalub chalub PROPN bracis-28418 259 7 , , PUNCT bracis-28418 259 8 f. f. PROPN bracis-28418 259 9 , , PUNCT bracis-28418 259 10 real real ADJ bracis-28418 259 11 , , PUNCT bracis-28418 259 12 l. l. PROPN bracis-28418 259 13 , , PUNCT bracis-28418 259 14 cláudia cláudia NOUN bracis-28418 259 15 freitas freita NOUN bracis-28418 259 16 , , PUNCT bracis-28418 259 17 bick bick PROPN bracis-28418 259 18 , , PUNCT bracis-28418 259 19 e. e. PROPN bracis-28418 259 20 , , PUNCT bracis-28418 259 21 de de PROPN bracis-28418 259 22 paiva paiva PROPN bracis-28418 259 23 , , PUNCT bracis-28418 259 24 v. v. ADP bracis-28418 259 25 : : PUNCT bracis-28418 259 26 universal universal ADJ bracis-28418 259 27 dependencies dependency NOUN bracis-28418 259 28 for for ADP bracis-28418 259 29 portuguese portuguese NOUN bracis-28418 259 30 . . PUNCT bracis-28418 260 1 in in ADP bracis-28418 260 2 : : PUNCT bracis-28418 260 3 proceedings proceeding NOUN bracis-28418 260 4 of of ADP bracis-28418 260 5 the the DET bracis-28418 260 6 fourth fourth ADJ bracis-28418 260 7 international international ADJ bracis-28418 260 8 conference conference NOUN bracis-28418 260 9 on on ADP bracis-28418 260 10 dependency dependency NOUN bracis-28418 260 11 linguistics linguistic NOUN bracis-28418 260 12 ( ( PUNCT bracis-28418 260 13 depling depling PROPN bracis-28418 260 14 ) ) PUNCT bracis-28418 260 15 , , PUNCT bracis-28418 260 16 pp pp ADP bracis-28418 260 17 . . PUNCT bracis-28418 261 1 197–206 197–206 NUM bracis-28418 261 2 ( ( PUNCT bracis-28418 261 3 2017 2017 NUM bracis-28418 261 4 ) ) PUNCT bracis-28418 261 5 google google PROPN bracis-28418 261 6 scholar scholar NOUN bracis-28418 261 7     SPACE bracis-28418 261 8 santana santana PROPN bracis-28418 261 9 , , PUNCT bracis-28418 261 10 m. m. NOUN bracis-28418 261 11 : : PUNCT bracis-28418 261 12 kaggle kaggle VERB bracis-28418 261 13 news news NOUN bracis-28418 261 14 of of ADP bracis-28418 261 15 the the DET bracis-28418 261 16 brazilian brazilian ADJ bracis-28418 261 17 newspaper newspaper NOUN bracis-28418 261 18 . . PUNCT bracis-28418 262 1 https://www.kaggle.com/marlesson/news-of-the-site-folhauol https://www.kaggle.com/marlesson/news-of-the-site-folhauol PROPN bracis-28418 262 2 , , PUNCT bracis-28418 262 3 accessed access VERB bracis-28418 262 4 : : PUNCT bracis-28418 262 5 2021 2021 NUM bracis-28418 262 6 - - SYM bracis-28418 262 7 06 06 NUM bracis-28418 262 8 - - SYM bracis-28418 262 9 14 14 NUM bracis-28418 262 10 shen shen NOUN bracis-28418 262 11 , , PUNCT bracis-28418 262 12 q. q. PROPN bracis-28418 262 13 , , PUNCT bracis-28418 262 14 clothiaux clothiaux PROPN bracis-28418 262 15 , , PUNCT bracis-28418 262 16 d. d. PROPN bracis-28418 262 17 , , PUNCT bracis-28418 262 18 tagtow tagtow PROPN bracis-28418 262 19 , , PUNCT bracis-28418 262 20 e. e. PROPN bracis-28418 262 21 , , PUNCT bracis-28418 262 22 littell littell PROPN bracis-28418 262 23 , , PUNCT bracis-28418 262 24 p. p. NOUN bracis-28418 262 25 , , PUNCT bracis-28418 262 26 dyer dyer PROPN bracis-28418 262 27 , , PUNCT bracis-28418 262 28 c. c. PROPN bracis-28418 262 29 : : PUNCT bracis-28418 262 30 the the DET bracis-28418 262 31 role role NOUN bracis-28418 262 32 of of ADP bracis-28418 262 33 context context NOUN bracis-28418 262 34 in in ADP bracis-28418 262 35 neural neural ADJ bracis-28418 262 36 morphological morphological ADJ bracis-28418 262 37 disambiguation disambiguation NOUN bracis-28418 262 38 . . PUNCT bracis-28418 263 1 in in ADP bracis-28418 263 2 : : PUNCT bracis-28418 263 3 proceedings proceeding NOUN bracis-28418 263 4 of of ADP bracis-28418 263 5 coling cole VERB bracis-28418 263 6 2016 2016 NUM bracis-28418 263 7 , , PUNCT bracis-28418 263 8 the the DET bracis-28418 263 9 26th 26th ADJ bracis-28418 263 10 international international ADJ bracis-28418 263 11 conference conference NOUN bracis-28418 263 12 on on ADP bracis-28418 263 13 computational computational ADJ bracis-28418 263 14 linguistics linguistic NOUN bracis-28418 263 15 : : PUNCT bracis-28418 263 16 technical technical ADJ bracis-28418 263 17 papers paper NOUN bracis-28418 263 18 , , PUNCT bracis-28418 263 19 pp pp ADP bracis-28418 263 20 . . PUNCT bracis-28418 264 1 181–191 181–191 NUM bracis-28418 264 2 . . X bracis-28418 265 1 osaka osaka PROPN bracis-28418 265 2 , , PUNCT bracis-28418 265 3 japan japan PROPN bracis-28418 265 4 ( ( PUNCT bracis-28418 265 5 2016 2016 NUM bracis-28418 265 6 ) ) PUNCT bracis-28418 265 7 . . PUNCT bracis-28418 266 1 https://aclanthology.org/c16-1018 https://aclanthology.org/c16-1018 PROPN bracis-28418 267 1 silva silva PROPN bracis-28418 267 2 , , PUNCT bracis-28418 267 3 e. e. PROPN bracis-28418 267 4 , , PUNCT bracis-28418 267 5 pardo pardo PROPN bracis-28418 267 6 , , PUNCT bracis-28418 267 7 t. t. PROPN bracis-28418 267 8 , , PUNCT bracis-28418 267 9 roman roman ADJ bracis-28418 267 10 , , PUNCT bracis-28418 267 11 n. n. NOUN bracis-28418 267 12 , , PUNCT bracis-28418 267 13 fellipo fellipo NOUN bracis-28418 267 14 , , PUNCT bracis-28418 267 15 a. a. NOUN bracis-28418 267 16 : : PUNCT bracis-28418 267 17 universal universal ADJ bracis-28418 267 18 dependencies dependency NOUN bracis-28418 267 19 for for ADP bracis-28418 267 20 tweets tweet NOUN bracis-28418 267 21 in in ADP bracis-28418 267 22 brazilian brazilian ADJ bracis-28418 267 23 portuguese portuguese NOUN bracis-28418 267 24 : : PUNCT bracis-28418 267 25 tokenization tokenization NOUN bracis-28418 267 26 and and CCONJ bracis-28418 267 27 part part NOUN bracis-28418 267 28 of of ADP bracis-28418 267 29 speech speech NOUN bracis-28418 267 30 tagging tagging NOUN bracis-28418 267 31 . . PUNCT bracis-28418 268 1 in in ADP bracis-28418 268 2 : : PUNCT bracis-28418 268 3 anais anais PROPN bracis-28418 268 4 do do VERB bracis-28418 268 5 xviii xviii X bracis-28418 268 6 encontro encontro ADJ bracis-28418 268 7 nacional nacional ADJ bracis-28418 268 8 de de X bracis-28418 268 9 inteligência inteligência PROPN bracis-28418 268 10 artificial artificial PROPN bracis-28418 268 11 e e NOUN bracis-28418 268 12 computacional computacional NOUN bracis-28418 268 13 . . PUNCT bracis-28418 269 1 pp pp X bracis-28418 269 2 . . PUNCT bracis-28418 270 1 434–445 434–445 NUM bracis-28418 270 2 . . PUNCT bracis-28418 271 1 sbc sbc PROPN bracis-28418 271 2 , , PUNCT bracis-28418 271 3 porto porto PROPN bracis-28418 271 4 alegre alegre PROPN bracis-28418 271 5 , , PUNCT bracis-28418 271 6 rs rs NOUN bracis-28418 271 7 , , PUNCT bracis-28418 271 8 brasil brasil NOUN bracis-28418 271 9 ( ( PUNCT bracis-28418 271 10 2021 2021 NUM bracis-28418 271 11 ) ) PUNCT bracis-28418 271 12 . . PUNCT bracis-28418 272 1 https://doi.org/10.5753/eniac.2021.18273 https://doi.org/10.5753/eniac.2021.18273 PROPN bracis-28418 272 2 , , PUNCT bracis-28418 272 3 https://sol.sbc.org.br/index.php/eniac/article/view/18273 https://sol.sbc.org.br/index.php/eniac/article/view/18273 PROPN bracis-28418 272 4 souza souza PROPN bracis-28418 272 5 , , PUNCT bracis-28418 272 6 f. f. PROPN bracis-28418 272 7 , , PUNCT bracis-28418 272 8 nogueira nogueira PROPN bracis-28418 272 9 , , PUNCT bracis-28418 272 10 r. r. PROPN bracis-28418 272 11 , , PUNCT bracis-28418 272 12 lotufo lotufo PROPN bracis-28418 272 13 , , PUNCT bracis-28418 272 14 r. r. PROPN bracis-28418 272 15 : : PUNCT bracis-28418 272 16 bertimbau bertimbau PROPN bracis-28418 272 17 : : PUNCT bracis-28418 272 18 pretrained pretraine VERB bracis-28418 272 19 bert bert NOUN bracis-28418 272 20 models model NOUN bracis-28418 272 21 for for ADP bracis-28418 272 22 brazilian brazilian ADJ bracis-28418 272 23 portuguese portuguese NOUN bracis-28418 272 24 . . PUNCT bracis-28418 273 1 in in ADP bracis-28418 273 2 : : PUNCT bracis-28418 273 3 9th 9th ADJ bracis-28418 273 4 brazilian brazilian ADJ bracis-28418 273 5 conference conference NOUN bracis-28418 273 6 on on ADP bracis-28418 273 7 intelligent intelligent ADJ bracis-28418 273 8 systems system NOUN bracis-28418 273 9 , , PUNCT bracis-28418 273 10 bracis bracis PROPN bracis-28418 273 11 , , PUNCT bracis-28418 273 12 rio rio PROPN bracis-28418 273 13 grande grande PROPN bracis-28418 273 14 do do VERB bracis-28418 273 15 sul sul PROPN bracis-28418 273 16 , , PUNCT bracis-28418 273 17 brazil brazil PROPN bracis-28418 273 18 , , PUNCT bracis-28418 273 19 october october PROPN bracis-28418 273 20 20–23 20–23 NUM bracis-28418 273 21 ( ( PUNCT bracis-28418 273 22 2020 2020 NUM bracis-28418 273 23 ) ) PUNCT bracis-28418 273 24 , , PUNCT bracis-28418 273 25 https://link.springer.com/chapter/10.1007/978-3-030-61377-8_28 https://link.springer.com/chapter/10.1007/978-3-030-61377-8_28 PROPN bracis-28418 273 26 straka straka PROPN bracis-28418 273 27 , , PUNCT bracis-28418 273 28 m. m. NOUN bracis-28418 273 29 : : PUNCT bracis-28418 273 30 udpipe udpipe VERB bracis-28418 273 31 2.0 2.0 NUM bracis-28418 273 32 prototype prototype NOUN bracis-28418 273 33 at at ADP bracis-28418 273 34 conll conll PROPN bracis-28418 273 35 2018 2018 NUM bracis-28418 273 36 ud ud ADP bracis-28418 273 37 shared share VERB bracis-28418 273 38 task task NOUN bracis-28418 273 39 . . PUNCT bracis-28418 274 1 in in ADP bracis-28418 274 2 : : PUNCT bracis-28418 274 3 proceedings proceeding NOUN bracis-28418 274 4 of of ADP bracis-28418 274 5 the the DET bracis-28418 274 6 conll conll PROPN bracis-28418 274 7 2018 2018 NUM bracis-28418 274 8 shared share VERB bracis-28418 274 9 task task NOUN bracis-28418 274 10 : : PUNCT bracis-28418 274 11 multilingual multilingual ADJ bracis-28418 274 12 parsing parsing NOUN bracis-28418 274 13 from from ADP bracis-28418 274 14 raw raw ADJ bracis-28418 274 15 text text NOUN bracis-28418 274 16 to to ADP bracis-28418 274 17 universal universal ADJ bracis-28418 274 18 dependencies dependency NOUN bracis-28418 274 19 , , PUNCT bracis-28418 274 20 pp pp ADV bracis-28418 274 21 . . PUNCT bracis-28418 275 1 197–207 197–207 NUM bracis-28418 275 2 ( ( PUNCT bracis-28418 275 3 2018 2018 NUM bracis-28418 275 4 ) ) PUNCT bracis-28418 275 5 . . PUNCT bracis-28418 276 1 https://aclanthology.org/k18-2020 https://aclanthology.org/k18-2020 PROPN bracis-28418 276 2 straka straka PROPN bracis-28418 276 3 , , PUNCT bracis-28418 276 4 m. m. NOUN bracis-28418 276 5 , , PUNCT bracis-28418 276 6 straková straková PROPN bracis-28418 276 7 , , PUNCT bracis-28418 276 8 j. j. PROPN bracis-28418 276 9 : : PUNCT bracis-28418 276 10 tokenizing tokenize VERB bracis-28418 276 11 , , PUNCT bracis-28418 276 12 pos pos NOUN bracis-28418 276 13 tagging tagging NOUN bracis-28418 276 14 , , PUNCT bracis-28418 276 15 lemmatizing lemmatizing NOUN bracis-28418 276 16 and and CCONJ bracis-28418 276 17 parsing parse VERB bracis-28418 276 18 ud ud ADP bracis-28418 276 19 2.0 2.0 NUM bracis-28418 276 20 with with ADP bracis-28418 276 21 udpipe udpipe NOUN bracis-28418 276 22 . . PUNCT bracis-28418 277 1 in in ADP bracis-28418 277 2 : : PUNCT bracis-28418 277 3 proceedings proceeding NOUN bracis-28418 277 4 of of ADP bracis-28418 277 5 the the DET bracis-28418 277 6 conll conll PROPN bracis-28418 277 7 2017 2017 NUM bracis-28418 277 8 shared share VERB bracis-28418 277 9 task task NOUN bracis-28418 277 10 : : PUNCT bracis-28418 277 11 multilingual multilingual ADJ bracis-28418 277 12 parsing parsing NOUN bracis-28418 277 13 from from ADP bracis-28418 277 14 raw raw ADJ bracis-28418 277 15 text text NOUN bracis-28418 277 16 to to ADP bracis-28418 277 17 universal universal ADJ bracis-28418 277 18 dependencies dependency NOUN bracis-28418 277 19 , , PUNCT bracis-28418 277 20 pp pp ADJ bracis-28418 277 21 . . PUNCT bracis-28418 277 22 88–99 88–99 NUM bracis-28418 277 23 . . PUNCT bracis-28418 277 24 association association NOUN bracis-28418 277 25 for for ADP bracis-28418 277 26 computational computational ADJ bracis-28418 277 27 linguistics linguistic NOUN bracis-28418 277 28 , , PUNCT bracis-28418 277 29 vancouver vancouver PROPN bracis-28418 277 30 , , PUNCT bracis-28418 277 31 canada canada PROPN bracis-28418 277 32 ( ( PUNCT bracis-28418 277 33 2017 2017 NUM bracis-28418 277 34 ) ) PUNCT bracis-28418 277 35 , , PUNCT bracis-28418 277 36 https://aclanthology.org/k17-3009 https://aclanthology.org/k17-3009 VERB bracis-28418 277 37 universal universal ADJ bracis-28418 277 38 dependencies dependency NOUN bracis-28418 277 39 : : PUNCT bracis-28418 277 40 ud ud PROPN bracis-28418 277 41 portuguese portuguese PROPN bracis-28418 277 42 bosque bosque PROPN bracis-28418 277 43 ud ud AUX bracis-28418 277 44 version version PROPN bracis-28418 277 45 2 2 NUM bracis-28418 277 46 . . PUNCT bracis-28418 277 47 https://universaldependencies.org/treebanks/pt_bosque/index.html https://universaldependencies.org/treebanks/pt_bosque/index.html PROPN bracis-28418 277 48 . . PUNCT bracis-28418 278 1 accessed access VERB bracis-28418 278 2 14 14 NUM bracis-28418 278 3 jun jun PROPN bracis-28418 278 4 2021 2021 NUM bracis-28418 278 5 vandenbussche vandenbussche PROPN bracis-28418 278 6 , , PUNCT bracis-28418 278 7 p.y p.y PROPN bracis-28418 278 8 . . PROPN bracis-28418 278 9 , , PUNCT bracis-28418 278 10 scerri scerri NOUN bracis-28418 278 11 , , PUNCT bracis-28418 278 12 t. t. PROPN bracis-28418 278 13 , , PUNCT bracis-28418 278 14 jr jr PROPN bracis-28418 278 15 . . PROPN bracis-28418 278 16 , , PUNCT bracis-28418 278 17 r.d r.d PROPN bracis-28418 278 18 . . PUNCT bracis-28418 278 19 : : PUNCT bracis-28418 278 20 word word NOUN bracis-28418 278 21 sense sense VERB bracis-28418 278 22 disambiguation disambiguation NOUN bracis-28418 278 23 with with ADP bracis-28418 278 24 transformer transformer NOUN bracis-28418 278 25 models model NOUN bracis-28418 278 26 . . PUNCT bracis-28418 279 1 in in ADP bracis-28418 279 2 : : PUNCT bracis-28418 279 3 proceedings proceeding NOUN bracis-28418 279 4 of of ADP bracis-28418 279 5 the the DET bracis-28418 279 6 6th 6th ADJ bracis-28418 279 7 workshop workshop NOUN bracis-28418 279 8 on on ADP bracis-28418 279 9 semantic semantic ADJ bracis-28418 279 10 deep deep ADJ bracis-28418 279 11 learning learning NOUN bracis-28418 279 12 ( ( PUNCT bracis-28418 279 13 semdeep-6 semdeep-6 PROPN bracis-28418 279 14 ) ) PUNCT bracis-28418 279 15 , , PUNCT bracis-28418 279 16 pp pp PROPN bracis-28418 279 17 . . PUNCT bracis-28418 280 1 7–12 7–12 PROPN bracis-28418 280 2 . . PUNCT bracis-28418 281 1 association association PROPN bracis-28418 281 2 for for ADP bracis-28418 281 3 computational computational ADJ bracis-28418 281 4 linguistics linguistic NOUN bracis-28418 281 5 , , PUNCT bracis-28418 281 6 online online ADV bracis-28418 281 7 ( ( PUNCT bracis-28418 281 8 2021 2021 NUM bracis-28418 281 9 ) ) PUNCT bracis-28418 281 10 https://aclanthology.org/2021.semdeep-1.2 https://aclanthology.org/2021.semdeep-1.2 ADJ bracis-28418 281 11 wolf wolf PROPN bracis-28418 281 12 , , PUNCT bracis-28418 281 13 t. t. PROPN bracis-28418 281 14 , , PUNCT bracis-28418 281 15 et et PROPN bracis-28418 281 16 al al PROPN bracis-28418 281 17 . . PUNCT bracis-28418 281 18 : : PUNCT bracis-28418 282 1 transformers transformer NOUN bracis-28418 282 2 : : PUNCT bracis-28418 282 3 state state NOUN bracis-28418 282 4 - - PUNCT bracis-28418 282 5 of of ADP bracis-28418 282 6 - - PUNCT bracis-28418 282 7 the the DET bracis-28418 282 8 - - PUNCT bracis-28418 282 9 art art NOUN bracis-28418 282 10 natural natural ADJ bracis-28418 282 11 language language NOUN bracis-28418 282 12 processing processing NOUN bracis-28418 282 13 . . PUNCT bracis-28418 283 1 in in ADP bracis-28418 283 2 : : PUNCT bracis-28418 283 3 proceedings proceeding NOUN bracis-28418 283 4 of of ADP bracis-28418 283 5 the the DET bracis-28418 283 6 2020 2020 NUM bracis-28418 283 7 conference conference NOUN bracis-28418 283 8 on on ADP bracis-28418 283 9 empirical empirical ADJ bracis-28418 283 10 methods method NOUN bracis-28418 283 11 in in ADP bracis-28418 283 12 natural natural ADJ bracis-28418 283 13 language language NOUN bracis-28418 283 14 processing processing NOUN bracis-28418 283 15 : : PUNCT bracis-28418 283 16 system system NOUN bracis-28418 283 17 demonstrations demonstration NOUN bracis-28418 283 18 , , PUNCT bracis-28418 283 19 pp pp ADJ bracis-28418 283 20 . . PUNCT bracis-28418 284 1 38–45 38–45 NUM bracis-28418 284 2 . . PUNCT bracis-28418 285 1 association association NOUN bracis-28418 285 2 for for ADP bracis-28418 285 3 computational computational ADJ bracis-28418 285 4 linguistics linguistic NOUN bracis-28418 285 5 , , PUNCT bracis-28418 285 6 online online ADV bracis-28418 285 7 ( ( PUNCT bracis-28418 285 8 2020 2020 NUM bracis-28418 285 9 ) ) PUNCT bracis-28418 285 10 . . PUNCT bracis-28418 286 1 https://www.aclweb.org/anthology/2020.emnlp-demos.6 https://www.aclweb.org/anthology/2020.emnlp-demos.6 PROPN bracis-28418 286 2 zalmout zalmout PROPN bracis-28418 286 3 , , PUNCT bracis-28418 286 4 n. n. PROPN bracis-28418 286 5 , , PUNCT bracis-28418 286 6 habash habash NOUN bracis-28418 286 7 , , PUNCT bracis-28418 286 8 n. n. NOUN bracis-28418 286 9 : : PUNCT bracis-28418 286 10 do do AUX bracis-28418 286 11 n’t not PART bracis-28418 286 12 throw throw VERB bracis-28418 286 13 those those DET bracis-28418 286 14 morphological morphological ADJ bracis-28418 286 15 analyzers analyzer NOUN bracis-28418 286 16 away away ADV bracis-28418 286 17 just just ADV bracis-28418 286 18 yet yet ADV bracis-28418 286 19 : : PUNCT bracis-28418 286 20 neural neural ADJ bracis-28418 286 21 morphological morphological ADJ bracis-28418 286 22 disambiguation disambiguation NOUN bracis-28418 286 23 for for ADP bracis-28418 286 24 arabic arabic ADJ bracis-28418 286 25 . . PUNCT bracis-28418 287 1 in in ADP bracis-28418 287 2 : : PUNCT bracis-28418 287 3 proceedings proceeding NOUN bracis-28418 287 4 of of ADP bracis-28418 287 5 the the DET bracis-28418 287 6 2017 2017 NUM bracis-28418 287 7 conference conference NOUN bracis-28418 287 8 on on ADP bracis-28418 287 9 empirical empirical ADJ bracis-28418 287 10 methods method NOUN bracis-28418 287 11 in in ADP bracis-28418 287 12 natural natural ADJ bracis-28418 287 13 language language NOUN bracis-28418 287 14 processing processing NOUN bracis-28418 287 15 , , PUNCT bracis-28418 287 16 pp pp ADJ bracis-28418 287 17 . . PUNCT bracis-28418 288 1 704–713 704–713 NUM bracis-28418 288 2 . . PUNCT bracis-28418 288 3 association association NOUN bracis-28418 288 4 for for ADP bracis-28418 288 5 computational computational ADJ bracis-28418 288 6 linguistics linguistic NOUN bracis-28418 288 7 , , PUNCT bracis-28418 288 8 copenhagen copenhagen PROPN bracis-28418 288 9 , , PUNCT bracis-28418 288 10 denmark denmark NOUN bracis-28418 288 11 ( ( PUNCT bracis-28418 288 12 2017 2017 NUM bracis-28418 288 13 ) ) PUNCT bracis-28418 288 14 . . PUNCT bracis-28418 289 1 https://aclanthology.org/d17-1073 https://aclanthology.org/d17-1073 PROPN bracis-28418 289 2 download download VERB bracis-28418 289 3 references reference NOUN bracis-28418 289 4 acknowledgements acknowledgement NOUN bracis-28418 289 5 this this DET bracis-28418 289 6 work work NOUN bracis-28418 289 7 was be AUX bracis-28418 289 8 carried carry VERB bracis-28418 289 9 out out ADP bracis-28418 289 10 at at ADP bracis-28418 289 11 the the DET bracis-28418 289 12 center center NOUN bracis-28418 289 13 for for ADP bracis-28418 289 14 artificial artificial ADJ bracis-28418 289 15 intelligence intelligence NOUN bracis-28418 289 16 ( ( PUNCT bracis-28418 289 17 c4ai c4ai NOUN bracis-28418 289 18 - - PUNCT bracis-28418 289 19 usp usp NOUN bracis-28418 289 20 ) ) PUNCT bracis-28418 289 21 , , PUNCT bracis-28418 289 22 with with ADP bracis-28418 289 23 support support NOUN bracis-28418 289 24 by by ADP bracis-28418 289 25 the the DET bracis-28418 289 26 são são PROPN bracis-28418 289 27 paulo paulo PROPN bracis-28418 289 28 research research PROPN bracis-28418 289 29 foundation foundation PROPN bracis-28418 289 30 ( ( PUNCT bracis-28418 289 31 fapesp fapesp NOUN bracis-28418 289 32 grant grant NOUN bracis-28418 289 33 number number NOUN bracis-28418 289 34 2019/07665 2019/07665 NUM bracis-28418 289 35 - - SYM bracis-28418 289 36 4 4 NUM bracis-28418 289 37 ) ) PUNCT bracis-28418 289 38 and and CCONJ bracis-28418 289 39 by by ADP bracis-28418 289 40 the the DET bracis-28418 289 41 ibm ibm PROPN bracis-28418 289 42 corporation corporation NOUN bracis-28418 289 43 . . PUNCT bracis-28418 290 1 the the DET bracis-28418 290 2 project project NOUN bracis-28418 290 3 was be AUX bracis-28418 290 4 also also ADV bracis-28418 290 5 supported support VERB bracis-28418 290 6 by by ADP bracis-28418 290 7 the the DET bracis-28418 290 8 ministry ministry PROPN bracis-28418 290 9 of of ADP bracis-28418 290 10 science science PROPN bracis-28418 290 11 , , PUNCT bracis-28418 290 12 technology technology NOUN bracis-28418 290 13 and and CCONJ bracis-28418 290 14 innovation innovation NOUN bracis-28418 290 15 , , PUNCT bracis-28418 290 16 with with ADP bracis-28418 290 17 resources resource NOUN bracis-28418 290 18 of of ADP bracis-28418 290 19 law law NOUN bracis-28418 290 20 n. n. NOUN bracis-28418 290 21 8.248 8.248 NUM bracis-28418 290 22 , , PUNCT bracis-28418 290 23 of of ADP bracis-28418 290 24 october october PROPN bracis-28418 290 25 23 23 NUM bracis-28418 290 26 , , PUNCT bracis-28418 290 27 1991 1991 NUM bracis-28418 290 28 , , PUNCT bracis-28418 290 29 within within ADP bracis-28418 290 30 the the DET bracis-28418 290 31 scope scope NOUN bracis-28418 290 32 of of ADP bracis-28418 290 33 ppi ppi NOUN bracis-28418 290 34 - - PUNCT bracis-28418 290 35 softex softex NOUN bracis-28418 290 36 , , PUNCT bracis-28418 290 37 coordinated coordinate VERB bracis-28418 290 38 by by ADP bracis-28418 290 39 softex softex NOUN bracis-28418 290 40 and and CCONJ bracis-28418 290 41 published publish VERB bracis-28418 290 42 as as ADP bracis-28418 290 43 residence residence NOUN bracis-28418 290 44 in in ADP bracis-28418 290 45 tic tic ADJ bracis-28418 290 46 13 13 NUM bracis-28418 290 47 , , PUNCT bracis-28418 290 48 dou dou ADJ bracis-28418 290 49 01245.010222/2022 01245.010222/2022 NOUN bracis-28418 290 50 - - PUNCT bracis-28418 290 51 44 44 NUM bracis-28418 290 52 . . PUNCT bracis-28418 291 1 author author NOUN bracis-28418 291 2 information information NOUN bracis-28418 291 3 authors author NOUN bracis-28418 291 4 and and CCONJ bracis-28418 291 5 affiliations affiliation NOUN bracis-28418 291 6 icmc icmc PROPN bracis-28418 291 7 , , PUNCT bracis-28418 291 8 university university PROPN bracis-28418 291 9 of of ADP bracis-28418 291 10 são são PROPN bracis-28418 291 11 paulo paulo PROPN bracis-28418 291 12 , , PUNCT bracis-28418 291 13 são são PROPN bracis-28418 291 14 carlos carlos PROPN bracis-28418 291 15 , , PUNCT bracis-28418 291 16 brazil brazil PROPN bracis-28418 291 17 lucelene lucelene PROPN bracis-28418 291 18 lopes lopes PROPN bracis-28418 291 19 , , PUNCT bracis-28418 291 20     SPACE bracis-28418 291 21 magali magali PROPN bracis-28418 291 22 s. s. PROPN bracis-28418 291 23 duran duran PROPN bracis-28418 291 24     SPACE bracis-28418 291 25 & & CCONJ bracis-28418 291 26     SPACE bracis-28418 291 27 thiago thiago PROPN bracis-28418 291 28 a. a. PROPN bracis-28418 291 29 s. s. PROPN bracis-28418 291 30 pardo pardo PROPN bracis-28418 291 31 merrimack merrimack PROPN bracis-28418 291 32 college college PROPN bracis-28418 291 33 , , PUNCT bracis-28418 291 34 north north PROPN bracis-28418 291 35 andover andover PROPN bracis-28418 291 36 , , PUNCT bracis-28418 291 37 ma ma PROPN bracis-28418 291 38 , , PUNCT bracis-28418 291 39 usa usa PROPN bracis-28418 291 40 paulo paulo PROPN bracis-28418 291 41 fernandes fernandes PROPN bracis-28418 291 42 cisuc cisuc PROPN bracis-28418 291 43 , , PUNCT bracis-28418 291 44 universidade universidade PROPN bracis-28418 291 45 de de PROPN bracis-28418 291 46 coimbra coimbra PROPN bracis-28418 291 47 , , PUNCT bracis-28418 291 48 coimbra coimbra PROPN bracis-28418 291 49 , , PUNCT bracis-28418 291 50 portugal portugal PROPN bracis-28418 291 51 marcio marcio PROPN bracis-28418 291 52 l. l. PROPN bracis-28418 291 53 inacio inacio PROPN bracis-28418 291 54 authors author NOUN bracis-28418 291 55 lucelene lucelene VERB bracis-28418 291 56 lopesview lopesview ADJ bracis-28418 291 57 author author NOUN bracis-28418 291 58 publications publication NOUN bracis-28418 291 59 search search NOUN bracis-28418 291 60 author author NOUN bracis-28418 291 61 on on ADP bracis-28418 291 62 : : PUNCT bracis-28418 291 63 pubmed pubmed PROPN bracis-28418 291 64     SPACE bracis-28418 291 65 google google PROPN bracis-28418 291 66 scholar scholar NOUN bracis-28418 291 67 paulo paulo NOUN bracis-28418 291 68 fernandesview fernandesview NOUN bracis-28418 291 69 author author NOUN bracis-28418 291 70 publications publication NOUN bracis-28418 291 71 search search NOUN bracis-28418 291 72 author author NOUN bracis-28418 291 73 on on ADP bracis-28418 291 74 : : PUNCT bracis-28418 291 75 pubmed pubmed PROPN bracis-28418 291 76     SPACE bracis-28418 291 77 google google PROPN bracis-28418 291 78 scholar scholar PROPN bracis-28418 291 79 marcio marcio PROPN bracis-28418 291 80 l. l. PROPN bracis-28418 291 81 inacioview inacioview PROPN bracis-28418 291 82 author author NOUN bracis-28418 291 83 publications publication NOUN bracis-28418 291 84 search search NOUN bracis-28418 291 85 author author NOUN bracis-28418 291 86 on on ADP bracis-28418 291 87 : : PUNCT bracis-28418 291 88 pubmed pubmed PROPN bracis-28418 291 89     SPACE bracis-28418 291 90 google google PROPN bracis-28418 291 91 scholar scholar PROPN bracis-28418 291 92 magali magali PROPN bracis-28418 291 93 s. s. PROPN bracis-28418 291 94 duranview duranview PROPN bracis-28418 291 95 author author NOUN bracis-28418 291 96 publications publication NOUN bracis-28418 291 97 search search NOUN bracis-28418 291 98 author author NOUN bracis-28418 291 99 on on ADP bracis-28418 291 100 : : PUNCT bracis-28418 291 101 pubmed pubmed PROPN bracis-28418 291 102     SPACE bracis-28418 291 103 google google PROPN bracis-28418 291 104 scholar scholar PROPN bracis-28418 291 105 thiago thiago PROPN bracis-28418 291 106 a. a. PROPN bracis-28418 291 107 s. s. PROPN bracis-28418 291 108 pardoview pardoview PROPN bracis-28418 291 109 author author NOUN bracis-28418 291 110 publications publication NOUN bracis-28418 291 111 search search NOUN bracis-28418 291 112 author author NOUN bracis-28418 291 113 on on ADP bracis-28418 291 114 : : PUNCT bracis-28418 291 115 pubmed pubmed PROPN bracis-28418 291 116     SPACE bracis-28418 291 117 google google PROPN bracis-28418 291 118 scholar scholar NOUN bracis-28418 291 119 corresponding correspond VERB bracis-28418 291 120 author author NOUN bracis-28418 291 121 correspondence correspondence NOUN bracis-28418 291 122 to to PART bracis-28418 291 123 lucelene lucelene VERB bracis-28418 291 124 lopes lopes PROPN bracis-28418 291 125 . . PUNCT bracis-28418 292 1 editor editor NOUN bracis-28418 292 2 information information NOUN bracis-28418 292 3 editors editor NOUN bracis-28418 292 4 and and CCONJ bracis-28418 292 5 affiliations affiliation NOUN bracis-28418 292 6 federal federal PROPN bracis-28418 292 7 university university PROPN bracis-28418 292 8 of of ADP bracis-28418 292 9 são são PROPN bracis-28418 292 10 carlos carlos PROPN bracis-28418 292 11 , , PUNCT bracis-28418 292 12 são são PROPN bracis-28418 292 13 carlos carlos PROPN bracis-28418 292 14 , , PUNCT bracis-28418 292 15 brazil brazil PROPN bracis-28418 292 16 murilo murilo PROPN bracis-28418 292 17 c. c. PROPN bracis-28418 292 18 naldi naldi PROPN bracis-28418 292 19 centro centro PROPN bracis-28418 292 20 universitario universitario PROPN bracis-28418 292 21 da da PROPN bracis-28418 292 22 fei fei PROPN bracis-28418 292 23 , , PUNCT bracis-28418 292 24 são são PROPN bracis-28418 292 25 bernardo bernardo PROPN bracis-28418 292 26 do do AUX bracis-28418 292 27 campo campo PROPN bracis-28418 292 28 , , PUNCT bracis-28418 292 29 brazil brazil PROPN bracis-28418 292 30 reinaldo reinaldo PROPN bracis-28418 292 31 a. a. PROPN bracis-28418 292 32 c. c. PROPN bracis-28418 292 33 bianchi bianchi PROPN bracis-28418 292 34 rights right NOUN bracis-28418 292 35 and and CCONJ bracis-28418 292 36 permissions permission NOUN bracis-28418 292 37 reprints reprint NOUN bracis-28418 292 38 and and CCONJ bracis-28418 292 39 permissions permission VERB bracis-28418 292 40 copyright copyright NOUN bracis-28418 292 41 information information NOUN bracis-28418 292 42 © © ADP bracis-28418 292 43 2023 2023 NUM bracis-28418 292 44 the the DET bracis-28418 292 45 author(s author(s NOUN bracis-28418 292 46 ) ) PUNCT bracis-28418 292 47 , , PUNCT bracis-28418 292 48 under under ADP bracis-28418 292 49 exclusive exclusive ADJ bracis-28418 292 50 license license NOUN bracis-28418 292 51 to to ADP bracis-28418 292 52 springer springer NOUN bracis-28418 292 53 nature nature PROPN bracis-28418 292 54 switzerland switzerland PROPN bracis-28418 292 55 ag ag PROPN bracis-28418 292 56 about about ADP bracis-28418 292 57 this this DET bracis-28418 292 58 paper paper NOUN bracis-28418 292 59 cite cite VERB bracis-28418 292 60 this this DET bracis-28418 292 61 paper paper NOUN bracis-28418 292 62 lopes lopes PROPN bracis-28418 292 63 , , PUNCT bracis-28418 292 64 l. l. PROPN bracis-28418 292 65 , , PUNCT bracis-28418 292 66 fernandes fernande NOUN bracis-28418 292 67 , , PUNCT bracis-28418 292 68 p. p. PROPN bracis-28418 292 69 , , PUNCT bracis-28418 292 70 inacio inacio PROPN bracis-28418 292 71 , , PUNCT bracis-28418 292 72 m.l m.l PROPN bracis-28418 292 73 . . PROPN bracis-28418 292 74 , , PUNCT bracis-28418 292 75 duran duran PROPN bracis-28418 292 76 , , PUNCT bracis-28418 292 77 m.s m.s PROPN bracis-28418 292 78 . . PROPN bracis-28418 292 79 , , PUNCT bracis-28418 292 80 pardo pardo PROPN bracis-28418 292 81 , , PUNCT bracis-28418 292 82 t.a.s t.a.s PROPN bracis-28418 292 83 . . PUNCT bracis-28418 293 1 ( ( PUNCT bracis-28418 293 2 2023 2023 NUM bracis-28418 293 3 ) ) PUNCT bracis-28418 293 4 . . PUNCT bracis-28418 294 1 disambiguation disambiguation NOUN bracis-28418 294 2 of of ADP bracis-28418 294 3     SPACE bracis-28418 294 4 universal universal ADJ bracis-28418 294 5 dependencies dependency NOUN bracis-28418 294 6 part part NOUN bracis-28418 294 7 - - PUNCT bracis-28418 294 8 of of ADP bracis-28418 294 9 - - PUNCT bracis-28418 294 10 speech speech NOUN bracis-28418 294 11 tags tag NOUN bracis-28418 294 12 of of ADP bracis-28418 294 13     SPACE bracis-28418 294 14 closed closed ADJ bracis-28418 294 15 class class NOUN bracis-28418 294 16 words word NOUN bracis-28418 294 17 in in ADP bracis-28418 294 18     SPACE bracis-28418 294 19 portuguese portuguese NOUN bracis-28418 294 20 . . PUNCT bracis-28418 295 1 in in ADP bracis-28418 295 2 : : PUNCT bracis-28418 295 3 naldi naldi PROPN bracis-28418 295 4 , , PUNCT bracis-28418 295 5 m.c m.c PROPN bracis-28418 295 6 . . PROPN bracis-28418 295 7 , , PUNCT bracis-28418 295 8 bianchi bianchi PROPN bracis-28418 295 9 , , PUNCT bracis-28418 295 10 r.a.c r.a.c ADP bracis-28418 295 11 . . PUNCT bracis-28418 295 12 ( ( PUNCT bracis-28418 295 13 eds ed NOUN bracis-28418 295 14 ) ) PUNCT bracis-28418 295 15 intelligent intelligent ADJ bracis-28418 295 16 systems system NOUN bracis-28418 295 17 . . PUNCT bracis-28418 296 1 bracis bracis PROPN bracis-28418 296 2 2023 2023 NUM bracis-28418 296 3 . . PUNCT bracis-28418 297 1 lecture lecture NOUN bracis-28418 297 2 notes note NOUN bracis-28418 297 3 in in ADP bracis-28418 297 4 computer computer NOUN bracis-28418 297 5 science science NOUN bracis-28418 297 6 ( ( PUNCT bracis-28418 297 7 ) ) PUNCT bracis-28418 297 8 , , PUNCT bracis-28418 297 9 vol vol NOUN bracis-28418 297 10 14197 14197 NUM bracis-28418 297 11 . . PUNCT bracis-28418 298 1 springer springer NOUN bracis-28418 298 2 , , PUNCT bracis-28418 298 3 cham cham PROPN bracis-28418 298 4 . . PUNCT bracis-28418 299 1 https://doi.org/10.1007/978-3-031-45392-2_16 https://doi.org/10.1007/978-3-031-45392-2_16 PROPN bracis-28418 299 2 download download NOUN bracis-28418 299 3 citation citation NOUN bracis-28418 299 4 .ris .ris PUNCT bracis-28418 299 5 .enw .enw PROPN bracis-28418 299 6 .bib .bib PUNCT bracis-28418 300 1 doi doi PROPN bracis-28418 300 2 : : PUNCT bracis-28418 300 3 https://doi.org/10.1007/978-3-031-45392-2_16 https://doi.org/10.1007/978-3-031-45392-2_16 PROPN bracis-28418 300 4 published publish VERB bracis-28418 300 5 : : PUNCT bracis-28418 300 6 12 12 NUM bracis-28418 300 7 october october PROPN bracis-28418 300 8 2023 2023 NUM bracis-28418 300 9 publisher publisher NOUN bracis-28418 300 10 name name NOUN bracis-28418 300 11 : : PUNCT bracis-28418 300 12 springer springer NOUN bracis-28418 300 13 , , PUNCT bracis-28418 300 14 cham cham PROPN bracis-28418 300 15 print print PROPN bracis-28418 300 16 isbn isbn PROPN bracis-28418 300 17 : : PUNCT bracis-28418 300 18 978 978 NUM bracis-28418 300 19 - - SYM bracis-28418 300 20 3 3 NUM bracis-28418 300 21 - - PUNCT bracis-28418 300 22 031 031 NUM bracis-28418 300 23 - - PUNCT bracis-28418 300 24 45391 45391 NUM bracis-28418 300 25 - - SYM bracis-28418 300 26 5 5 NUM bracis-28418 300 27 online online ADJ bracis-28418 300 28 isbn isbn NOUN bracis-28418 300 29 : : PUNCT bracis-28418 300 30 978 978 NUM bracis-28418 300 31 - - SYM bracis-28418 300 32 3 3 NUM bracis-28418 300 33 - - PUNCT bracis-28418 300 34 031 031 NUM bracis-28418 300 35 - - PUNCT bracis-28418 300 36 45392 45392 NUM bracis-28418 300 37 - - SYM bracis-28418 300 38 2 2 NUM bracis-28418 300 39 ebook ebook NOUN bracis-28418 300 40 packages package NOUN bracis-28418 300 41 : : PUNCT bracis-28418 300 42 computer computer NOUN bracis-28418 300 43 sciencecomputer sciencecomputer NOUN bracis-28418 300 44 science science NOUN bracis-28418 300 45 ( ( PUNCT bracis-28418 300 46 r0 r0 NOUN bracis-28418 300 47 ) ) PUNCT bracis-28418 300 48 share share VERB bracis-28418 300 49 this this DET bracis-28418 300 50 paper paper NOUN bracis-28418 300 51 anyone anyone PRON bracis-28418 300 52 you you PRON bracis-28418 300 53 share share VERB bracis-28418 300 54 the the DET bracis-28418 300 55 following follow VERB bracis-28418 300 56 link link NOUN bracis-28418 300 57 with with ADP bracis-28418 300 58 will will AUX bracis-28418 300 59 be be AUX bracis-28418 300 60 able able ADJ bracis-28418 300 61 to to PART bracis-28418 300 62 read read VERB bracis-28418 300 63 this this DET bracis-28418 300 64 content content NOUN bracis-28418 300 65 : : PUNCT bracis-28418 300 66 get get VERB bracis-28418 300 67 shareable shareable ADJ bracis-28418 300 68 linksorry linksorry NOUN bracis-28418 300 69 , , PUNCT bracis-28418 300 70 a a DET bracis-28418 300 71 shareable shareable ADJ bracis-28418 300 72 link link NOUN bracis-28418 300 73 is be AUX bracis-28418 300 74 not not PART bracis-28418 300 75 currently currently ADV bracis-28418 300 76 available available ADJ bracis-28418 300 77 for for ADP bracis-28418 300 78 this this DET bracis-28418 300 79 article article NOUN bracis-28418 300 80 . . PUNCT bracis-28418 301 1 copy copy VERB bracis-28418 301 2 shareable shareable ADJ bracis-28418 301 3 link link NOUN bracis-28418 301 4 to to PART bracis-28418 301 5 clipboard clipboard NOUN bracis-28418 301 6 provided provide VERB bracis-28418 301 7 by by ADP bracis-28418 301 8 the the DET bracis-28418 301 9 springer springer NOUN bracis-28418 301 10 nature nature PROPN bracis-28418 301 11 sharedit sharedit PROPN bracis-28418 301 12 content content NOUN bracis-28418 301 13 - - PUNCT bracis-28418 301 14 sharing share VERB bracis-28418 301 15 initiative initiative NOUN bracis-28418 301 16 keywords keyword VERB bracis-28418 301 17 part part NOUN bracis-28418 301 18 - - PUNCT bracis-28418 301 19 of of ADP bracis-28418 301 20 - - PUNCT bracis-28418 301 21 speech speech NOUN bracis-28418 301 22 tagging tagging NOUN bracis-28418 301 23 universal universal ADJ bracis-28418 301 24 dependencies dependency NOUN bracis-28418 301 25 disambiguation disambiguation NOUN bracis-28418 301 26 publish publish VERB bracis-28418 301 27 with with ADP bracis-28418 301 28 us us PROPN bracis-28418 301 29 policies policy NOUN bracis-28418 301 30 and and CCONJ bracis-28418 301 31 ethics ethic NOUN bracis-28418 301 32 profiles profiles PROPN bracis-28418 301 33 marcio marcio PROPN bracis-28418 301 34 l. l. PROPN bracis-28418 301 35 inacio inacio PROPN bracis-28418 301 36 view view PROPN bracis-28418 301 37 author author NOUN bracis-28418 301 38 profile profile PROPN bracis-28418 301 39 magali magali PROPN bracis-28418 301 40 s. s. PROPN bracis-28418 301 41 duran duran PROPN bracis-28418 301 42 view view PROPN bracis-28418 301 43 author author NOUN bracis-28418 301 44 profile profile NOUN bracis-28418 301 45 search search NOUN bracis-28418 301 46 search search NOUN bracis-28418 301 47 by by ADP bracis-28418 301 48 keyword keyword NOUN bracis-28418 301 49 or or CCONJ bracis-28418 301 50 author author NOUN bracis-28418 301 51 search search NOUN bracis-28418 301 52 navigation navigation NOUN bracis-28418 301 53 find find VERB bracis-28418 301 54 a a DET bracis-28418 301 55 journal journal NOUN bracis-28418 301 56 publish publish VERB bracis-28418 301 57 with with ADP bracis-28418 301 58 us we PRON bracis-28418 301 59 track track VERB bracis-28418 301 60 your your PRON bracis-28418 301 61 research research NOUN bracis-28418 301 62 discover discover VERB bracis-28418 301 63 content content NOUN bracis-28418 301 64 journals journal NOUN bracis-28418 301 65 a a DET bracis-28418 301 66 - - PUNCT bracis-28418 301 67 z z NOUN bracis-28418 301 68 books book NOUN bracis-28418 301 69 a a DET bracis-28418 301 70 - - PUNCT bracis-28418 301 71 z z NOUN bracis-28418 301 72 publish publish NOUN bracis-28418 301 73 with with ADP bracis-28418 301 74 us us PROPN bracis-28418 301 75 journal journal PROPN bracis-28418 301 76 finder finder PROPN bracis-28418 301 77 publish publish VERB bracis-28418 301 78 your your PRON bracis-28418 301 79 research research NOUN bracis-28418 301 80 language language NOUN bracis-28418 301 81 editing edit VERB bracis-28418 301 82 open open ADJ bracis-28418 301 83 access access NOUN bracis-28418 301 84 publishing publishing NOUN bracis-28418 301 85 products product NOUN bracis-28418 301 86 and and CCONJ bracis-28418 301 87 services service NOUN bracis-28418 301 88 our our PRON bracis-28418 301 89 products product NOUN bracis-28418 301 90 librarians librarian VERB bracis-28418 301 91 societies society NOUN bracis-28418 301 92 partners partner NOUN bracis-28418 301 93 and and CCONJ bracis-28418 301 94 advertisers advertiser NOUN bracis-28418 301 95 our our PRON bracis-28418 301 96 brands brand NOUN bracis-28418 301 97 springer springer NOUN bracis-28418 301 98 nature nature PROPN bracis-28418 301 99 portfolio portfolio PROPN bracis-28418 301 100 bmc bmc PROPN bracis-28418 301 101 palgrave palgrave PROPN bracis-28418 301 102 macmillan macmillan PROPN bracis-28418 301 103 apress apress PROPN bracis-28418 301 104 discover discover VERB bracis-28418 301 105 your your PRON bracis-28418 301 106 privacy privacy NOUN bracis-28418 301 107 choices choice NOUN bracis-28418 301 108 / / SYM bracis-28418 301 109 manage manage NOUN bracis-28418 301 110 cookies cookie NOUN bracis-28418 301 111 your your PRON bracis-28418 301 112 us us PROPN bracis-28418 302 1 state state NOUN bracis-28418 302 2 privacy privacy NOUN bracis-28418 302 3 rights right NOUN bracis-28418 302 4 accessibility accessibility NOUN bracis-28418 302 5 statement statement NOUN bracis-28418 302 6 terms term NOUN bracis-28418 302 7 and and CCONJ bracis-28418 302 8 conditions condition NOUN bracis-28418 302 9 privacy privacy NOUN bracis-28418 302 10 policy policy NOUN bracis-28418 302 11 help help NOUN bracis-28418 302 12 and and CCONJ bracis-28418 302 13 support support VERB bracis-28418 302 14 legal legal ADJ bracis-28418 302 15 notice notice NOUN bracis-28418 302 16 cancel cancel VERB bracis-28418 302 17 contracts contract NOUN bracis-28418 302 18 here here ADV bracis-28418 302 19 129.74.145.123 129.74.145.123 NUM bracis-28418 302 20 hesburgh hesburgh PROPN bracis-28418 302 21 library library PROPN bracis-28418 302 22 er er INTJ bracis-28418 302 23 unit unit NOUN bracis-28418 302 24 ( ( PUNCT bracis-28418 302 25 3005732405 3005732405 NUM bracis-28418 302 26 ) ) PUNCT bracis-28418 302 27 northeast northeast ADJ bracis-28418 302 28 research research NOUN bracis-28418 302 29 libraries library NOUN bracis-28418 302 30 ( ( PUNCT bracis-28418 302 31 nerl nerl PROPN bracis-28418 302 32 ) ) PUNCT bracis-28418 302 33 ( ( PUNCT bracis-28418 302 34 8200828607 8200828607 NUM bracis-28418 302 35 ) ) PUNCT bracis-28418 302 36 nerl nerl VERB bracis-28418 302 37 ta ta X bracis-28418 302 38 account account NOUN bracis-28418 302 39 ( ( PUNCT bracis-28418 302 40 3006206169 3006206169 NUM bracis-28418 302 41 ) ) PUNCT bracis-28418 302 42 university university NOUN bracis-28418 302 43 of of ADP bracis-28418 302 44 notre notre PROPN bracis-28418 302 45 dame dame PROPN bracis-28418 302 46 hesburgh hesburgh PROPN bracis-28418 302 47 library library NOUN bracis-28418 302 48 ( ( PUNCT bracis-28418 302 49 3000184373 3000184373 NUM bracis-28418 302 50 ) ) PUNCT bracis-28418 303 1 © © ADP bracis-28418 303 2 2025 2025 NUM bracis-28418 303 3 springer springer NOUN bracis-28418 303 4 nature nature NOUN