id sid tid token lemma pos bracis-19091 1 1 rhetorical rhetorical ADJ bracis-19091 1 2 role role NOUN bracis-19091 1 3 identification identification NOUN bracis-19091 1 4 for for ADP bracis-19091 1 5 portuguese portuguese ADJ bracis-19091 1 6 legal legal ADJ bracis-19091 1 7 documents document NOUN bracis-19091 1 8 | | ADV bracis-19091 1 9 springer springer NOUN bracis-19091 1 10 nature nature NOUN bracis-19091 1 11 link link PROPN bracis-19091 1 12 ( ( PUNCT bracis-19091 1 13 formerly formerly ADV bracis-19091 1 14 springerlink springerlink NOUN bracis-19091 1 15 ) ) PUNCT bracis-19091 1 16 skip skip VERB bracis-19091 1 17 to to ADP bracis-19091 1 18 main main ADJ bracis-19091 1 19 content content NOUN bracis-19091 1 20 advertisement advertisement NOUN bracis-19091 1 21 log log NOUN bracis-19091 1 22 in in ADP bracis-19091 1 23 menu menu NOUN bracis-19091 1 24 find find VERB bracis-19091 1 25 a a DET bracis-19091 1 26 journal journal NOUN bracis-19091 1 27 publish publish VERB bracis-19091 1 28 with with ADP bracis-19091 1 29 us we PRON bracis-19091 1 30 track track VERB bracis-19091 1 31 your your PRON bracis-19091 1 32 research research NOUN bracis-19091 1 33 search search NOUN bracis-19091 1 34 cart cart NOUN bracis-19091 1 35 home home NOUN bracis-19091 1 36 intelligent intelligent ADJ bracis-19091 1 37 systems system NOUN bracis-19091 1 38 conference conference NOUN bracis-19091 1 39 paper paper NOUN bracis-19091 1 40 rhetorical rhetorical ADJ bracis-19091 1 41 role role NOUN bracis-19091 1 42 identification identification NOUN bracis-19091 1 43 for for ADP bracis-19091 1 44 portuguese portuguese ADJ bracis-19091 1 45 legal legal ADJ bracis-19091 1 46 documents document NOUN bracis-19091 1 47 conference conference NOUN bracis-19091 1 48 paper paper NOUN bracis-19091 1 49 first first ADV bracis-19091 1 50 online online ADV bracis-19091 1 51 : : PUNCT bracis-19091 1 52 28 28 NUM bracis-19091 1 53 november november NOUN bracis-19091 1 54 2021 2021 NUM bracis-19091 2 1 pp pp ADP bracis-19091 2 2 557–571 557–571 NUM bracis-19091 2 3 cite cite VERB bracis-19091 2 4 this this DET bracis-19091 2 5 conference conference NOUN bracis-19091 2 6 paper paper NOUN bracis-19091 2 7 access access NOUN bracis-19091 2 8 provided provide VERB bracis-19091 2 9 by by ADP bracis-19091 2 10 university university PROPN bracis-19091 2 11 of of ADP bracis-19091 2 12 notre notre PROPN bracis-19091 2 13 dame dame PROPN bracis-19091 2 14 hesburgh hesburgh PROPN bracis-19091 2 15 library library PROPN bracis-19091 2 16 download download PROPN bracis-19091 2 17 book book NOUN bracis-19091 2 18 pdf pdf PROPN bracis-19091 2 19 download download NOUN bracis-19091 2 20 book book NOUN bracis-19091 2 21 epub epub PROPN bracis-19091 2 22 intelligent intelligent ADJ bracis-19091 2 23 systems system NOUN bracis-19091 2 24 ( ( PUNCT bracis-19091 2 25 bracis bracis NOUN bracis-19091 2 26 2021 2021 NUM bracis-19091 2 27 ) ) PUNCT bracis-19091 2 28 rhetorical rhetorical ADJ bracis-19091 2 29 role role NOUN bracis-19091 2 30 identification identification NOUN bracis-19091 2 31 for for ADP bracis-19091 2 32 portuguese portuguese ADJ bracis-19091 2 33 legal legal ADJ bracis-19091 2 34 documents document NOUN bracis-19091 2 35 download download VERB bracis-19091 2 36 book book NOUN bracis-19091 2 37 pdf pdf PROPN bracis-19091 2 38 download download NOUN bracis-19091 2 39 book book PROPN bracis-19091 2 40 epub epub PROPN bracis-19091 2 41 roberto roberto PROPN bracis-19091 2 42 aragy aragy PROPN bracis-19091 2 43     SPACE bracis-19091 2 44 orcid orcid NOUN bracis-19091 2 45 : : PUNCT bracis-19091 2 46 orcid.org/0000-0002-4872-704410,11 orcid.org/0000-0002-4872-704410,11 PROPN bracis-19091 2 47 , , PUNCT bracis-19091 2 48 eraldo eraldo PROPN bracis-19091 2 49 rezende rezende PROPN bracis-19091 2 50 fernandes fernandes PROPN bracis-19091 2 51     SPACE bracis-19091 2 52 orcid orcid NOUN bracis-19091 2 53 : : PUNCT bracis-19091 2 54 orcid.org/0000-0002-7039-244710 orcid.org/0000-0002-7039-244710 PROPN bracis-19091 2 55 & & CCONJ bracis-19091 2 56 edson edson PROPN bracis-19091 2 57 norberto norberto PROPN bracis-19091 2 58 caceres caceres PROPN bracis-19091 2 59     SPACE bracis-19091 2 60 orcid orcid NOUN bracis-19091 2 61 : : PUNCT bracis-19091 2 62 orcid.org/0000-0001-6471-346210 orcid.org/0000-0001-6471-346210 NOUN bracis-19091 2 63     SPACE bracis-19091 2 64 part part NOUN bracis-19091 2 65 of of ADP bracis-19091 2 66 the the DET bracis-19091 2 67 book book NOUN bracis-19091 2 68 series series NOUN bracis-19091 2 69 : : PUNCT bracis-19091 2 70 lecture lecture NOUN bracis-19091 2 71 notes note NOUN bracis-19091 2 72 in in ADP bracis-19091 2 73 computer computer NOUN bracis-19091 2 74 science science NOUN bracis-19091 2 75 ( ( PUNCT bracis-19091 2 76 ( ( PUNCT bracis-19091 2 77 lnai lnai ADJ bracis-19091 2 78 , , PUNCT bracis-19091 2 79 volume volume NOUN bracis-19091 2 80 13074 13074 NUM bracis-19091 2 81 ) ) PUNCT bracis-19091 2 82 ) ) PUNCT bracis-19091 2 83 included include VERB bracis-19091 2 84 in in ADP bracis-19091 2 85 the the DET bracis-19091 2 86 following follow VERB bracis-19091 2 87 conference conference NOUN bracis-19091 2 88 series series NOUN bracis-19091 2 89 : : PUNCT bracis-19091 2 90 brazilian brazilian ADJ bracis-19091 2 91 conference conference NOUN bracis-19091 2 92 on on ADP bracis-19091 2 93 intelligent intelligent ADJ bracis-19091 2 94 systems system NOUN bracis-19091 2 95 1286 1286 NUM bracis-19091 2 96 accesses access VERB bracis-19091 2 97 4 4 NUM bracis-19091 2 98 citations citation NOUN bracis-19091 2 99 7 7 NUM bracis-19091 2 100 altmetric altmetric ADJ bracis-19091 2 101 abstract abstract NOUN bracis-19091 2 102 in in ADP bracis-19091 2 103 this this DET bracis-19091 2 104 paper paper NOUN bracis-19091 2 105 , , PUNCT bracis-19091 2 106 we we PRON bracis-19091 2 107 present present VERB bracis-19091 2 108 a a DET bracis-19091 2 109 new new ADJ bracis-19091 2 110 corpus corpus NOUN bracis-19091 2 111 for for ADP bracis-19091 2 112 rhetorical rhetorical ADJ bracis-19091 2 113 role role NOUN bracis-19091 2 114 identification identification NOUN bracis-19091 2 115 in in ADP bracis-19091 2 116 portuguese portuguese ADJ bracis-19091 2 117 legal legal ADJ bracis-19091 2 118 documents document NOUN bracis-19091 2 119 . . PUNCT bracis-19091 3 1 the the DET bracis-19091 3 2 corpus corpus NOUN bracis-19091 3 3 comprises comprise VERB bracis-19091 3 4 petitions petition NOUN bracis-19091 3 5 from from ADP bracis-19091 3 6 70 70 NUM bracis-19091 3 7 civil civil ADJ bracis-19091 3 8 lawsuits lawsuit NOUN bracis-19091 3 9 filed file VERB bracis-19091 3 10 in in ADP bracis-19091 3 11 tjms tjms NOUN bracis-19091 3 12 court court NOUN bracis-19091 3 13 and and CCONJ bracis-19091 3 14 was be AUX bracis-19091 3 15 manually manually ADV bracis-19091 3 16 labeled label VERB bracis-19091 3 17 with with ADP bracis-19091 3 18 rhetorical rhetorical ADJ bracis-19091 3 19 roles role NOUN bracis-19091 3 20 specifically specifically ADV bracis-19091 3 21 tailored tailor VERB bracis-19091 3 22 for for ADP bracis-19091 3 23 petitions petition NOUN bracis-19091 3 24 . . PUNCT bracis-19091 4 1 since since SCONJ bracis-19091 4 2 petition petition NOUN bracis-19091 4 3 documents document NOUN bracis-19091 4 4 are be AUX bracis-19091 4 5 created create VERB bracis-19091 4 6 without without ADP bracis-19091 4 7 a a DET bracis-19091 4 8 standard standard ADJ bracis-19091 4 9 structure structure NOUN bracis-19091 4 10 , , PUNCT bracis-19091 4 11 we we PRON bracis-19091 4 12 had have VERB bracis-19091 4 13 to to PART bracis-19091 4 14 deal deal VERB bracis-19091 4 15 with with ADP bracis-19091 4 16 several several ADJ bracis-19091 4 17 issues issue NOUN bracis-19091 4 18 to to PART bracis-19091 4 19 clean clean VERB bracis-19091 4 20 the the DET bracis-19091 4 21 extracted extract VERB bracis-19091 4 22 textual textual ADJ bracis-19091 4 23 content content NOUN bracis-19091 4 24 . . PUNCT bracis-19091 5 1 we we PRON bracis-19091 5 2 assessed assess VERB bracis-19091 5 3 classic classic ADJ bracis-19091 5 4 and and CCONJ bracis-19091 5 5 deep deep ADJ bracis-19091 5 6 learning learning NOUN bracis-19091 5 7 machine machine NOUN bracis-19091 5 8 learning learning NOUN bracis-19091 5 9 methods method NOUN bracis-19091 5 10 on on ADP bracis-19091 5 11 the the DET bracis-19091 5 12 proposed propose VERB bracis-19091 5 13 corpus corpus NOUN bracis-19091 5 14 . . PUNCT bracis-19091 6 1 the the DET bracis-19091 6 2 best well ADV bracis-19091 6 3 performing performing NOUN bracis-19091 6 4 method method NOUN bracis-19091 6 5 obtained obtain VERB bracis-19091 6 6 an an DET bracis-19091 6 7 f f NOUN bracis-19091 6 8 - - PUNCT bracis-19091 6 9 score score NOUN bracis-19091 6 10 of of ADP bracis-19091 6 11 80.50 80.50 NUM bracis-19091 6 12 . . PUNCT bracis-19091 7 1 at at ADP bracis-19091 7 2 the the DET bracis-19091 7 3 best good ADJ bracis-19091 7 4 of of ADP bracis-19091 7 5 our our PRON bracis-19091 7 6 knowledge knowledge NOUN bracis-19091 7 7 , , PUNCT bracis-19091 7 8 this this PRON bracis-19091 7 9 is be AUX bracis-19091 7 10 the the DET bracis-19091 7 11 first first ADJ bracis-19091 7 12 work work NOUN bracis-19091 7 13 to to PART bracis-19091 7 14 deal deal VERB bracis-19091 7 15 with with ADP bracis-19091 7 16 rhetorical rhetorical ADJ bracis-19091 7 17 role role NOUN bracis-19091 7 18 identification identification NOUN bracis-19091 7 19 for for ADP bracis-19091 7 20 petitions petition NOUN bracis-19091 7 21 , , PUNCT bracis-19091 7 22 given give VERB bracis-19091 7 23 that that SCONJ bracis-19091 7 24 previous previous ADJ bracis-19091 7 25 works work NOUN bracis-19091 7 26 focused focus VERB bracis-19091 7 27 only only ADV bracis-19091 7 28 on on ADP bracis-19091 7 29 judicial judicial ADJ bracis-19091 7 30 decisions decision NOUN bracis-19091 7 31 . . PUNCT bracis-19091 8 1 additionally additionally ADV bracis-19091 8 2 , , PUNCT bracis-19091 8 3 it it PRON bracis-19091 8 4 is be AUX bracis-19091 8 5 also also ADV bracis-19091 8 6 the the DET bracis-19091 8 7 first first ADJ bracis-19091 8 8 work work NOUN bracis-19091 8 9 to to PART bracis-19091 8 10 tackle tackle VERB bracis-19091 8 11 this this DET bracis-19091 8 12 task task NOUN bracis-19091 8 13 for for ADP bracis-19091 8 14 the the DET bracis-19091 8 15 portuguese portuguese ADJ bracis-19091 8 16 language language NOUN bracis-19091 8 17 . . PUNCT bracis-19091 9 1 the the DET bracis-19091 9 2 proposed propose VERB bracis-19091 9 3 corpus corpus NOUN bracis-19091 9 4 , , PUNCT bracis-19091 9 5 as as ADV bracis-19091 9 6 well well ADV bracis-19091 9 7 as as ADP bracis-19091 9 8 the the DET bracis-19091 9 9 proposed propose VERB bracis-19091 9 10 rhetorical rhetorical ADJ bracis-19091 9 11 roles role NOUN bracis-19091 9 12 , , PUNCT bracis-19091 9 13 can can AUX bracis-19091 9 14 foster foster VERB bracis-19091 9 15 new new ADJ bracis-19091 9 16 research research NOUN bracis-19091 9 17 in in ADP bracis-19091 9 18 the the DET bracis-19091 9 19 judicial judicial ADJ bracis-19091 9 20 area area NOUN bracis-19091 9 21 and and CCONJ bracis-19091 9 22 also also ADV bracis-19091 9 23 lead lead VERB bracis-19091 9 24 to to ADP bracis-19091 9 25 new new ADJ bracis-19091 9 26 solutions solution NOUN bracis-19091 9 27 to to PART bracis-19091 9 28 improve improve VERB bracis-19091 9 29 the the DET bracis-19091 9 30 flow flow NOUN bracis-19091 9 31 of of ADP bracis-19091 9 32 brazilian brazilian ADJ bracis-19091 9 33 court court NOUN bracis-19091 9 34 houses house NOUN bracis-19091 9 35 . . PUNCT bracis-19091 10 1 access access NOUN bracis-19091 10 2 provided provide VERB bracis-19091 10 3 by by ADP bracis-19091 10 4 university university PROPN bracis-19091 10 5 of of ADP bracis-19091 10 6 notre notre PROPN bracis-19091 10 7 dame dame PROPN bracis-19091 10 8 hesburgh hesburgh PROPN bracis-19091 10 9 library library PROPN bracis-19091 10 10 . . PUNCT bracis-19091 11 1 download download PROPN bracis-19091 11 2 conference conference NOUN bracis-19091 11 3 paper paper NOUN bracis-19091 11 4 pdf pdf NOUN bracis-19091 11 5 similar similar ADJ bracis-19091 11 6 content content NOUN bracis-19091 11 7 being be AUX bracis-19091 11 8 viewed view VERB bracis-19091 11 9 by by ADP bracis-19091 11 10 others other NOUN bracis-19091 11 11 ulysses ulysses PROPN bracis-19091 11 12 tesemõ tesemõ PROPN bracis-19091 11 13 : : PUNCT bracis-19091 11 14 a a DET bracis-19091 11 15 new new ADJ bracis-19091 11 16 large large ADJ bracis-19091 11 17 corpus corpus NOUN bracis-19091 11 18 for for ADP bracis-19091 11 19 brazilian brazilian ADJ bracis-19091 11 20 legal legal ADJ bracis-19091 11 21 and and CCONJ bracis-19091 11 22 governmental governmental ADJ bracis-19091 11 23 domain domain NOUN bracis-19091 11 24 article article NOUN bracis-19091 11 25 18 18 NUM bracis-19091 11 26 july july PROPN bracis-19091 11 27 2024 2024 NUM bracis-19091 11 28 appellate appellate ADJ bracis-19091 11 29 court court NOUN bracis-19091 11 30 modifications modification NOUN bracis-19091 11 31 extraction extraction NOUN bracis-19091 11 32 for for ADP bracis-19091 11 33 portuguese portuguese ADJ bracis-19091 11 34 article article NOUN bracis-19091 11 35 12 12 NUM bracis-19091 11 36 july july PROPN bracis-19091 11 37 2019 2019 NUM bracis-19091 11 38 building build VERB bracis-19091 11 39 a a DET bracis-19091 11 40 relevance relevance NOUN bracis-19091 11 41 feedback feedback NOUN bracis-19091 11 42 corpus corpus NOUN bracis-19091 11 43 for for ADP bracis-19091 11 44 legal legal ADJ bracis-19091 11 45 information information NOUN bracis-19091 11 46 retrieval retrieval NOUN bracis-19091 11 47 in in ADP bracis-19091 11 48 the the DET bracis-19091 11 49 real real ADJ bracis-19091 11 50 - - PUNCT bracis-19091 11 51 case case NOUN bracis-19091 11 52 scenario scenario NOUN bracis-19091 11 53 of of ADP bracis-19091 11 54 the the DET bracis-19091 11 55 brazilian brazilian ADJ bracis-19091 11 56 chamber chamber PROPN bracis-19091 11 57 of of ADP bracis-19091 11 58 deputies deputy NOUN bracis-19091 11 59 article article NOUN bracis-19091 11 60 18 18 NUM bracis-19091 11 61 august august PROPN bracis-19091 11 62 2024 2024 NUM bracis-19091 11 63 explore explore VERB bracis-19091 11 64 related relate VERB bracis-19091 11 65 subjects subject NOUN bracis-19091 11 66 discover discover VERB bracis-19091 11 67 the the DET bracis-19091 11 68 latest late ADJ bracis-19091 11 69 articles article NOUN bracis-19091 11 70 , , PUNCT bracis-19091 11 71 books book NOUN bracis-19091 11 72 and and CCONJ bracis-19091 11 73 news news NOUN bracis-19091 11 74 in in ADP bracis-19091 11 75 related related ADJ bracis-19091 11 76 subjects subject NOUN bracis-19091 11 77 , , PUNCT bracis-19091 11 78 suggested suggest VERB bracis-19091 11 79 using use VERB bracis-19091 11 80 machine machine NOUN bracis-19091 11 81 learning learning NOUN bracis-19091 11 82 . . PUNCT bracis-19091 12 1 computational computational ADJ bracis-19091 12 2 linguistics linguistics PROPN bracis-19091 12 3 corpus corpus PROPN bracis-19091 12 4 linguistics linguistics PROPN bracis-19091 12 5 discourse discourse PROPN bracis-19091 12 6 research research NOUN bracis-19091 12 7 discourse discourse NOUN bracis-19091 12 8 analysis analysis NOUN bracis-19091 12 9 escrt escrt ADJ bracis-19091 12 10 speech speech NOUN bracis-19091 12 11 act act NOUN bracis-19091 12 12 theory theory NOUN bracis-19091 12 13 1 1 NUM bracis-19091 12 14 introduction introduction NOUN bracis-19091 12 15 brazilian brazilian ADJ bracis-19091 12 16 judicial judicial ADJ bracis-19091 12 17 system system NOUN bracis-19091 12 18 has have AUX bracis-19091 12 19 usually usually ADV bracis-19091 12 20 adopted adopt VERB bracis-19091 12 21 a a DET bracis-19091 12 22 conservative conservative ADJ bracis-19091 12 23 stance stance NOUN bracis-19091 12 24 regarding regard VERB bracis-19091 12 25 its its PRON bracis-19091 12 26 lawsuit lawsuit NOUN bracis-19091 12 27 bureaucracy bureaucracy NOUN bracis-19091 12 28 . . PUNCT bracis-19091 13 1 however however ADV bracis-19091 13 2 , , PUNCT bracis-19091 13 3 in in ADP bracis-19091 13 4 the the DET bracis-19091 13 5 last last ADJ bracis-19091 13 6 two two NUM bracis-19091 13 7 decades decade NOUN bracis-19091 13 8 , , PUNCT bracis-19091 13 9 it it PRON bracis-19091 13 10 started start VERB bracis-19091 13 11 to to PART bracis-19091 13 12 adopt adopt VERB bracis-19091 13 13 information information NOUN bracis-19091 13 14 technology technology NOUN bracis-19091 13 15 systems system NOUN bracis-19091 13 16 to to PART bracis-19091 13 17 improve improve VERB bracis-19091 13 18 its its PRON bracis-19091 13 19 underlying underlie VERB bracis-19091 13 20 procedures procedure NOUN bracis-19091 13 21 . . PUNCT bracis-19091 14 1 in in ADP bracis-19091 14 2 2006 2006 NUM bracis-19091 14 3 , , PUNCT bracis-19091 14 4 brazilian brazilian ADJ bracis-19091 14 5 congress congress PROPN bracis-19091 14 6 passed pass VERB bracis-19091 14 7 a a DET bracis-19091 14 8 lawfootnote lawfootnote NOUN bracis-19091 14 9 1 1 NUM bracis-19091 14 10 to to PART bracis-19091 14 11 rule rule VERB bracis-19091 14 12 electronic electronic ADJ bracis-19091 14 13 lawsuit lawsuit NOUN bracis-19091 14 14 systems system NOUN bracis-19091 14 15 . . PUNCT bracis-19091 15 1 since since SCONJ bracis-19091 15 2 then then ADV bracis-19091 15 3 , , PUNCT bracis-19091 15 4 all all DET bracis-19091 15 5 brazilian brazilian ADJ bracis-19091 15 6 courts court NOUN bracis-19091 15 7 started start VERB bracis-19091 15 8 to to PART bracis-19091 15 9 digitize digitize VERB bracis-19091 15 10 their their PRON bracis-19091 15 11 lawsuit lawsuit NOUN bracis-19091 15 12 bureaucracy bureaucracy NOUN bracis-19091 15 13 . . PUNCT bracis-19091 16 1 this this DET bracis-19091 16 2 process process NOUN bracis-19091 16 3 has have AUX bracis-19091 16 4 greatly greatly ADV bracis-19091 16 5 accelerated accelerate VERB bracis-19091 16 6 the the DET bracis-19091 16 7 filing filing NOUN bracis-19091 16 8 and and CCONJ bracis-19091 16 9 intermediary intermediary NOUN bracis-19091 16 10 procedures procedure NOUN bracis-19091 16 11 of of ADP bracis-19091 16 12 a a DET bracis-19091 16 13 lawsuit lawsuit NOUN bracis-19091 16 14 which which PRON bracis-19091 16 15 , , PUNCT bracis-19091 16 16 for for ADP bracis-19091 16 17 instance instance NOUN bracis-19091 16 18 , , PUNCT bracis-19091 16 19 allowed allow VERB bracis-19091 16 20 a a DET bracis-19091 16 21 22 22 NUM bracis-19091 16 22 % % NOUN bracis-19091 16 23 increase increase NOUN bracis-19091 16 24 in in ADP bracis-19091 16 25 the the DET bracis-19091 16 26 number number NOUN bracis-19091 16 27 of of ADP bracis-19091 16 28 cases case NOUN bracis-19091 16 29 filed file VERB bracis-19091 16 30 in in ADP bracis-19091 16 31 2019 2019 NUM bracis-19091 16 32 when when SCONJ bracis-19091 16 33 compared compare VERB bracis-19091 16 34 to to ADP bracis-19091 16 35 2009 2009 NUM bracis-19091 16 36 [ [ X bracis-19091 16 37 18 18 NUM bracis-19091 16 38 ] ] PUNCT bracis-19091 16 39 . . PUNCT bracis-19091 17 1 although although SCONJ bracis-19091 17 2 this this DET bracis-19091 17 3 effect effect NOUN bracis-19091 17 4 is be AUX bracis-19091 17 5 mostly mostly ADV bracis-19091 17 6 beneficial beneficial ADJ bracis-19091 17 7 , , PUNCT bracis-19091 17 8 it it PRON bracis-19091 17 9 presents present VERB bracis-19091 17 10 its its PRON bracis-19091 17 11 own own ADJ bracis-19091 17 12 challenges challenge NOUN bracis-19091 17 13 . . PUNCT bracis-19091 18 1 one one NUM bracis-19091 18 2 issue issue NOUN bracis-19091 18 3 is be AUX bracis-19091 18 4 that that SCONJ bracis-19091 18 5 the the DET bracis-19091 18 6 main main ADJ bracis-19091 18 7 bottleneck bottleneck NOUN bracis-19091 18 8 of of ADP bracis-19091 18 9 brazilian brazilian ADJ bracis-19091 18 10 judicial judicial ADJ bracis-19091 18 11 system system NOUN bracis-19091 18 12 has have AUX bracis-19091 18 13 shifted shift VERB bracis-19091 18 14 from from ADP bracis-19091 18 15 the the DET bracis-19091 18 16 intermediary intermediary ADJ bracis-19091 18 17 procedures procedure NOUN bracis-19091 18 18 performed perform VERB bracis-19091 18 19 by by ADP bracis-19091 18 20 civil civil ADJ bracis-19091 18 21 registries registry NOUN bracis-19091 18 22 to to ADP bracis-19091 18 23 judges judge NOUN bracis-19091 18 24 ’ ' PUNCT bracis-19091 18 25 offices office NOUN bracis-19091 18 26 . . PUNCT bracis-19091 19 1 nowadays nowadays ADV bracis-19091 19 2 , , PUNCT bracis-19091 19 3 most most ADJ bracis-19091 19 4 documents document NOUN bracis-19091 19 5 in in ADP bracis-19091 19 6 a a DET bracis-19091 19 7 lawsuit lawsuit NOUN bracis-19091 19 8 in in ADP bracis-19091 19 9 brazil brazil PROPN bracis-19091 19 10 are be AUX bracis-19091 19 11 either either CCONJ bracis-19091 19 12 originally originally ADV bracis-19091 19 13 digital digital ADJ bracis-19091 19 14 or or CCONJ bracis-19091 19 15 digitized digitize VERB bracis-19091 19 16 before before ADP bracis-19091 19 17 inclusion inclusion NOUN bracis-19091 19 18 in in ADP bracis-19091 19 19 the the DET bracis-19091 19 20 judicial judicial ADJ bracis-19091 19 21 system system NOUN bracis-19091 19 22 . . PUNCT bracis-19091 20 1 nevertheless nevertheless ADV bracis-19091 20 2 , , PUNCT bracis-19091 20 3 several several ADJ bracis-19091 20 4 tasks task NOUN bracis-19091 20 5 within within ADP bracis-19091 20 6 a a DET bracis-19091 20 7 lawsuit lawsuit NOUN bracis-19091 20 8 procedure procedure NOUN bracis-19091 20 9 still still ADV bracis-19091 20 10 depend depend VERB bracis-19091 20 11 on on ADP bracis-19091 20 12 direct direct ADJ bracis-19091 20 13 human human ADJ bracis-19091 20 14 intervention intervention NOUN bracis-19091 20 15 . . PUNCT bracis-19091 21 1 in in ADP bracis-19091 21 2 general general ADJ bracis-19091 21 3 , , PUNCT bracis-19091 21 4 every every DET bracis-19091 21 5 time time NOUN bracis-19091 21 6 a a DET bracis-19091 21 7 party party NOUN bracis-19091 21 8 ( ( PUNCT bracis-19091 21 9 judge judge NOUN bracis-19091 21 10 , , PUNCT bracis-19091 21 11 complainant complainant NOUN bracis-19091 21 12 , , PUNCT bracis-19091 21 13 defendant defendant NOUN bracis-19091 21 14 , , PUNCT bracis-19091 21 15 etc etc X bracis-19091 21 16 . . X bracis-19091 21 17 ) ) PUNCT bracis-19091 21 18 is be AUX bracis-19091 21 19 requested request VERB bracis-19091 21 20 to to PART bracis-19091 21 21 pronounce pronounce VERB bracis-19091 21 22 within within ADP bracis-19091 21 23 a a DET bracis-19091 21 24 case case NOUN bracis-19091 21 25 , , PUNCT bracis-19091 21 26 this this DET bracis-19091 21 27 party party NOUN bracis-19091 21 28 may may AUX bracis-19091 21 29 need need VERB bracis-19091 21 30 to to PART bracis-19091 21 31 carefully carefully ADV bracis-19091 21 32 analyse analyse VERB bracis-19091 21 33 different different ADJ bracis-19091 21 34 documents document NOUN bracis-19091 21 35 . . PUNCT bracis-19091 22 1 in in ADP bracis-19091 22 2 particular particular ADJ bracis-19091 22 3 , , PUNCT bracis-19091 22 4 the the DET bracis-19091 22 5 petition petition NOUN bracis-19091 22 6 ( ( PUNCT bracis-19091 22 7 petição petição PROPN bracis-19091 22 8 inicial inicial PROPN bracis-19091 22 9 , , PUNCT bracis-19091 22 10 in in ADP bracis-19091 22 11 portuguese portuguese NOUN bracis-19091 22 12 ) ) PUNCT bracis-19091 22 13 is be AUX bracis-19091 22 14 the the DET bracis-19091 22 15 first first ADJ bracis-19091 22 16 document document NOUN bracis-19091 22 17 presented present VERB bracis-19091 22 18 by by ADP bracis-19091 22 19 the the DET bracis-19091 22 20 complainant complainant NOUN bracis-19091 22 21 in in ADP bracis-19091 22 22 order order NOUN bracis-19091 22 23 to to PART bracis-19091 22 24 file file VERB bracis-19091 22 25 a a DET bracis-19091 22 26 civil civil ADJ bracis-19091 22 27 lawsuit lawsuit NOUN bracis-19091 22 28 in in ADP bracis-19091 22 29 brazilian brazilian ADJ bracis-19091 22 30 courts court NOUN bracis-19091 22 31 . . PUNCT bracis-19091 23 1 in in ADP bracis-19091 23 2 this this DET bracis-19091 23 3 document document NOUN bracis-19091 23 4 , , PUNCT bracis-19091 23 5 the the DET bracis-19091 23 6 complainant complainant NOUN bracis-19091 23 7 needs need VERB bracis-19091 23 8 to to PART bracis-19091 23 9 identify identify VERB bracis-19091 23 10 the the DET bracis-19091 23 11 involved involved ADJ bracis-19091 23 12 parties party NOUN bracis-19091 23 13 , , PUNCT bracis-19091 23 14 expose expose VERB bracis-19091 23 15 facts fact NOUN bracis-19091 23 16 that that PRON bracis-19091 23 17 are be AUX bracis-19091 23 18 relevant relevant ADJ bracis-19091 23 19 to to ADP bracis-19091 23 20 the the DET bracis-19091 23 21 case case NOUN bracis-19091 23 22 , , PUNCT bracis-19091 23 23 present present ADJ bracis-19091 23 24 the the DET bracis-19091 23 25 legal legal ADJ bracis-19091 23 26 basis basis NOUN bracis-19091 23 27 and and CCONJ bracis-19091 23 28 relevant relevant ADJ bracis-19091 23 29 prior prior ADJ bracis-19091 23 30 cases case NOUN bracis-19091 23 31 , , PUNCT bracis-19091 23 32 describe describe VERB bracis-19091 23 33 the the DET bracis-19091 23 34 requested request VERB bracis-19091 23 35 remedy remedy NOUN bracis-19091 23 36 , , PUNCT bracis-19091 23 37 among among ADP bracis-19091 23 38 other other ADJ bracis-19091 23 39 aspects aspect NOUN bracis-19091 23 40 . . PUNCT bracis-19091 24 1 after after SCONJ bracis-19091 24 2 a a DET bracis-19091 24 3 petition petition NOUN bracis-19091 24 4 is be AUX bracis-19091 24 5 filed file VERB bracis-19091 24 6 , , PUNCT bracis-19091 24 7 it it PRON bracis-19091 24 8 needs need VERB bracis-19091 24 9 to to PART bracis-19091 24 10 be be AUX bracis-19091 24 11 carefully carefully ADV bracis-19091 24 12 analysed analyse VERB bracis-19091 24 13 by by ADP bracis-19091 24 14 staff staff NOUN bracis-19091 24 15 of of ADP bracis-19091 24 16 a a DET bracis-19091 24 17 judge judge NOUN bracis-19091 24 18 ’s ’s PART bracis-19091 24 19 office office NOUN bracis-19091 24 20 in in ADP bracis-19091 24 21 order order NOUN bracis-19091 24 22 to to PART bracis-19091 24 23 verify verify VERB bracis-19091 24 24 different different ADJ bracis-19091 24 25 aspects aspect NOUN bracis-19091 24 26 . . PUNCT bracis-19091 25 1 for for ADP bracis-19091 25 2 instance instance NOUN bracis-19091 25 3 , , PUNCT bracis-19091 25 4 it it PRON bracis-19091 25 5 is be AUX bracis-19091 25 6 necessary necessary ADJ bracis-19091 25 7 to to PART bracis-19091 25 8 check check VERB bracis-19091 25 9 if if SCONJ bracis-19091 25 10 the the DET bracis-19091 25 11 petition petition NOUN bracis-19091 25 12 presents present VERB bracis-19091 25 13 the the DET bracis-19091 25 14 minimal minimal ADJ bracis-19091 25 15 requirements requirement NOUN bracis-19091 25 16 specified specify VERB bracis-19091 25 17 in in ADP bracis-19091 25 18 the the DET bracis-19091 25 19 brazilian brazilian ADJ bracis-19091 25 20 civil civil ADJ bracis-19091 25 21 procedure procedure NOUN bracis-19091 25 22 ( ( PUNCT bracis-19091 25 23 código código PROPN bracis-19091 25 24 de de X bracis-19091 25 25 processo processo X bracis-19091 25 26 civil civil NOUN bracis-19091 25 27 ) ) PUNCT bracis-19091 26 1 [ [ X bracis-19091 26 2 4 4 NUM bracis-19091 26 3 ] ] PUNCT bracis-19091 26 4 . . PUNCT bracis-19091 27 1 ultimately ultimately ADV bracis-19091 27 2 , , PUNCT bracis-19091 27 3 the the DET bracis-19091 27 4 petition petition NOUN bracis-19091 27 5 must must AUX bracis-19091 27 6 be be AUX bracis-19091 27 7 fully fully ADV bracis-19091 27 8 considered consider VERB bracis-19091 27 9 by by ADP bracis-19091 27 10 the the DET bracis-19091 27 11 assigned assign VERB bracis-19091 27 12 judge judge NOUN bracis-19091 27 13 , , PUNCT bracis-19091 27 14 when when SCONJ bracis-19091 27 15 another another DET bracis-19091 27 16 careful careful ADJ bracis-19091 27 17 analysis analysis NOUN bracis-19091 27 18 is be AUX bracis-19091 27 19 required require VERB bracis-19091 27 20 . . PUNCT bracis-19091 28 1 although although SCONJ bracis-19091 28 2 it it PRON bracis-19091 28 3 is be AUX bracis-19091 28 4 virtually virtually ADV bracis-19091 28 5 impossible impossible ADJ bracis-19091 28 6 to to PART bracis-19091 28 7 mechanize mechanize VERB bracis-19091 28 8 all all DET bracis-19091 28 9 these these DET bracis-19091 28 10 manual manual ADJ bracis-19091 28 11 analytic analytic ADJ bracis-19091 28 12 steps step NOUN bracis-19091 28 13 , , PUNCT bracis-19091 28 14 in in ADP bracis-19091 28 15 most most ADJ bracis-19091 28 16 of of ADP bracis-19091 28 17 these these DET bracis-19091 28 18 cases case NOUN bracis-19091 28 19 if if SCONJ bracis-19091 28 20 not not PART bracis-19091 28 21 all all PRON bracis-19091 28 22 , , PUNCT bracis-19091 28 23 machine machine NOUN bracis-19091 28 24 learning learning NOUN bracis-19091 28 25 ( ( PUNCT bracis-19091 28 26 ml ml NOUN bracis-19091 28 27 ) ) PUNCT bracis-19091 28 28 and and CCONJ bracis-19091 28 29 natural natural ADJ bracis-19091 28 30 language language NOUN bracis-19091 28 31 processing processing NOUN bracis-19091 28 32 ( ( PUNCT bracis-19091 28 33 nlp nlp NOUN bracis-19091 28 34 ) ) PUNCT bracis-19091 28 35 techniques technique NOUN bracis-19091 28 36 can can AUX bracis-19091 28 37 be be AUX bracis-19091 28 38 leveraged leverage VERB bracis-19091 28 39 to to PART bracis-19091 28 40 assist assist VERB bracis-19091 28 41 humans human NOUN bracis-19091 28 42 in in ADP bracis-19091 28 43 such such ADJ bracis-19091 28 44 analyses analysis NOUN bracis-19091 28 45 . . PUNCT bracis-19091 29 1 rhetorical rhetorical ADJ bracis-19091 29 2 role role NOUN bracis-19091 29 3 identification identification NOUN bracis-19091 29 4 ( ( PUNCT bracis-19091 29 5 rri rri X bracis-19091 29 6 ) ) PUNCT bracis-19091 29 7 is be AUX bracis-19091 29 8 an an DET bracis-19091 29 9 nlp nlp ADJ bracis-19091 29 10 task task NOUN bracis-19091 29 11 that that PRON bracis-19091 29 12 consists consist VERB bracis-19091 29 13 of of ADP bracis-19091 29 14 labeling label VERB bracis-19091 29 15 the the DET bracis-19091 29 16 sentences sentence NOUN bracis-19091 29 17 of of ADP bracis-19091 29 18 a a DET bracis-19091 29 19 document document NOUN bracis-19091 29 20 according accord VERB bracis-19091 29 21 to to ADP bracis-19091 29 22 a a DET bracis-19091 29 23 given give VERB bracis-19091 29 24 set set NOUN bracis-19091 29 25 of of ADP bracis-19091 29 26 semantic semantic ADJ bracis-19091 29 27 functions function NOUN bracis-19091 29 28 ( ( PUNCT bracis-19091 29 29 rhetorical rhetorical ADJ bracis-19091 29 30 roles role NOUN bracis-19091 29 31 ) ) PUNCT bracis-19091 29 32 . . PUNCT bracis-19091 30 1 this this DET bracis-19091 30 2 task task NOUN bracis-19091 30 3 is be AUX bracis-19091 30 4 useful useful ADJ bracis-19091 30 5 to to ADP bracis-19091 30 6 applications application NOUN bracis-19091 30 7 like like ADP bracis-19091 30 8 document document NOUN bracis-19091 30 9 summarization summarization NOUN bracis-19091 30 10 [ [ X bracis-19091 30 11 11 11 NUM bracis-19091 30 12 , , PUNCT bracis-19091 30 13 19,20,21 19,20,21 NUM bracis-19091 30 14 , , PUNCT bracis-19091 30 15 26 26 NUM bracis-19091 30 16 ] ] PUNCT bracis-19091 30 17 , , PUNCT bracis-19091 30 18 semantic semantic ADJ bracis-19091 30 19 search search NOUN bracis-19091 30 20 [ [ X bracis-19091 30 21 15 15 NUM bracis-19091 30 22 ] ] PUNCT bracis-19091 30 23 , , PUNCT bracis-19091 30 24 document document NOUN bracis-19091 30 25 analysis analysis NOUN bracis-19091 30 26 [ [ X bracis-19091 30 27 22 22 NUM bracis-19091 30 28 ] ] PUNCT bracis-19091 30 29 , , PUNCT bracis-19091 30 30 among among ADP bracis-19091 30 31 others other NOUN bracis-19091 30 32 . . PUNCT bracis-19091 31 1 different different ADJ bracis-19091 31 2 approaches approach NOUN bracis-19091 31 3 have have AUX bracis-19091 31 4 been be AUX bracis-19091 31 5 proposed propose VERB bracis-19091 31 6 to to PART bracis-19091 31 7 solve solve VERB bracis-19091 31 8 this this DET bracis-19091 31 9 task task NOUN bracis-19091 31 10 for for ADP bracis-19091 31 11 court court NOUN bracis-19091 31 12 decisions decision NOUN bracis-19091 31 13 [ [ X bracis-19091 31 14 2 2 NUM bracis-19091 31 15 , , PUNCT bracis-19091 31 16 20 20 NUM bracis-19091 31 17 , , PUNCT bracis-19091 31 18 21 21 NUM bracis-19091 31 19 ] ] PUNCT bracis-19091 31 20 . . PUNCT bracis-19091 32 1 these these DET bracis-19091 32 2 previous previous ADJ bracis-19091 32 3 works work NOUN bracis-19091 32 4 have have AUX bracis-19091 32 5 proposed propose VERB bracis-19091 32 6 to to PART bracis-19091 32 7 segment segment VERB bracis-19091 32 8 a a DET bracis-19091 32 9 court court NOUN bracis-19091 32 10 decision decision NOUN bracis-19091 32 11 into into ADP bracis-19091 32 12 rhetorical rhetorical ADJ bracis-19091 32 13 roles role NOUN bracis-19091 32 14 such such ADJ bracis-19091 32 15 as as ADP bracis-19091 32 16 facts fact NOUN bracis-19091 32 17 , , PUNCT bracis-19091 32 18 court court NOUN bracis-19091 32 19 arguments argument NOUN bracis-19091 32 20 , , PUNCT bracis-19091 32 21 prior prior ADV bracis-19091 32 22 related related ADJ bracis-19091 32 23 cases case NOUN bracis-19091 32 24 , , PUNCT bracis-19091 32 25 ruling ruling NOUN bracis-19091 32 26 , , PUNCT bracis-19091 32 27 among among ADP bracis-19091 32 28 others other NOUN bracis-19091 32 29 . . PUNCT bracis-19091 33 1 as as ADV bracis-19091 33 2 far far ADV bracis-19091 33 3 as as SCONJ bracis-19091 33 4 we we PRON bracis-19091 33 5 know know VERB bracis-19091 33 6 , , PUNCT bracis-19091 33 7 all all DET bracis-19091 33 8 previous previous ADJ bracis-19091 33 9 rri rri NOUN bracis-19091 33 10 methods method NOUN bracis-19091 33 11 have have AUX bracis-19091 33 12 tackled tackle VERB bracis-19091 33 13 only only ADV bracis-19091 33 14 court court NOUN bracis-19091 33 15 decisions decision NOUN bracis-19091 33 16 and and CCONJ bracis-19091 33 17 are be AUX bracis-19091 33 18 limited limit VERB bracis-19091 33 19 to to ADP bracis-19091 33 20 the the DET bracis-19091 33 21 english english ADJ bracis-19091 33 22 language language NOUN bracis-19091 33 23 . . PUNCT bracis-19091 34 1 although although SCONJ bracis-19091 34 2 the the DET bracis-19091 34 3 benefits benefit NOUN bracis-19091 34 4 of of ADP bracis-19091 34 5 analytic analytic ADJ bracis-19091 34 6 tools tool NOUN bracis-19091 34 7 of of ADP bracis-19091 34 8 judicial judicial ADJ bracis-19091 34 9 decisions decision NOUN bracis-19091 34 10 are be AUX bracis-19091 34 11 undisputed undisputed ADJ bracis-19091 34 12 , , PUNCT bracis-19091 34 13 it it PRON bracis-19091 34 14 is be AUX bracis-19091 34 15 also also ADV bracis-19091 34 16 important important ADJ bracis-19091 34 17 to to PART bracis-19091 34 18 provide provide VERB bracis-19091 34 19 similar similar ADJ bracis-19091 34 20 tools tool NOUN bracis-19091 34 21 for for ADP bracis-19091 34 22 other other ADJ bracis-19091 34 23 legal legal ADJ bracis-19091 34 24 documents document NOUN bracis-19091 34 25 and and CCONJ bracis-19091 34 26 languages language NOUN bracis-19091 34 27 , , PUNCT bracis-19091 34 28 particularly particularly ADV bracis-19091 34 29 petitions petition NOUN bracis-19091 34 30 in in ADP bracis-19091 34 31 brazilian brazilian ADJ bracis-19091 34 32 legal legal ADJ bracis-19091 34 33 system system NOUN bracis-19091 34 34 . . PUNCT bracis-19091 35 1 as as SCONJ bracis-19091 35 2 mentioned mention VERB bracis-19091 35 3 before before ADV bracis-19091 35 4 , , PUNCT bracis-19091 35 5 a a DET bracis-19091 35 6 judge judge NOUN bracis-19091 35 7 ’s ’s PART bracis-19091 35 8 office office NOUN bracis-19091 35 9 in in ADP bracis-19091 35 10 brazil brazil PROPN bracis-19091 35 11 handle handle VERB bracis-19091 35 12 a a DET bracis-19091 35 13 high high ADJ bracis-19091 35 14 volume volume NOUN bracis-19091 35 15 of of ADP bracis-19091 35 16 work work NOUN bracis-19091 35 17 , , PUNCT bracis-19091 35 18 and and CCONJ bracis-19091 35 19 petition petition VERB bracis-19091 35 20 analysis analysis NOUN bracis-19091 35 21 represents represent VERB bracis-19091 35 22 a a DET bracis-19091 35 23 substantial substantial ADJ bracis-19091 35 24 portion portion NOUN bracis-19091 35 25 of of ADP bracis-19091 35 26 it it PRON bracis-19091 35 27 . . PUNCT bracis-19091 36 1 therefore therefore ADV bracis-19091 36 2 , , PUNCT bracis-19091 36 3 rhetorical rhetorical ADJ bracis-19091 36 4 role role NOUN bracis-19091 36 5 identification identification NOUN bracis-19091 36 6 for for ADP bracis-19091 36 7 petitions petition NOUN bracis-19091 36 8 represents represent VERB bracis-19091 36 9 an an DET bracis-19091 36 10 opportunity opportunity NOUN bracis-19091 36 11 to to PART bracis-19091 36 12 improve improve VERB bracis-19091 36 13 brazilian brazilian ADJ bracis-19091 36 14 judges judge NOUN bracis-19091 36 15 ’ ’ PART bracis-19091 36 16 offices office NOUN bracis-19091 36 17 efficiency efficiency NOUN bracis-19091 36 18 . . PUNCT bracis-19091 37 1 in in ADP bracis-19091 37 2 this this DET bracis-19091 37 3 paper paper NOUN bracis-19091 37 4 , , PUNCT bracis-19091 37 5 we we PRON bracis-19091 37 6 propose propose VERB bracis-19091 37 7 to to PART bracis-19091 37 8 segment segment VERB bracis-19091 37 9 petitions petition NOUN bracis-19091 37 10 into into ADP bracis-19091 37 11 eight eight NUM bracis-19091 37 12 rhetorical rhetorical ADJ bracis-19091 37 13 roles role NOUN bracis-19091 37 14 by by ADP bracis-19091 37 15 mainly mainly ADV bracis-19091 37 16 considering consider VERB bracis-19091 37 17 the the DET bracis-19091 37 18 analytic analytic ADJ bracis-19091 37 19 needs need NOUN bracis-19091 37 20 of of ADP bracis-19091 37 21 judges judge NOUN bracis-19091 37 22 ’ ' PUNCT bracis-19091 37 23 offices office NOUN bracis-19091 37 24 in in ADP bracis-19091 37 25 brazil brazil PROPN bracis-19091 37 26 . . PUNCT bracis-19091 38 1 we we PRON bracis-19091 38 2 present present VERB bracis-19091 38 3 a a DET bracis-19091 38 4 corpus corpus NOUN bracis-19091 38 5 of of ADP bracis-19091 38 6 70 70 NUM bracis-19091 38 7 petitions petition NOUN bracis-19091 38 8 comprising comprise VERB bracis-19091 38 9 more more ADJ bracis-19091 38 10 than than ADP bracis-19091 38 11 10 10 NUM bracis-19091 38 12 thousand thousand NUM bracis-19091 38 13 sentences sentence NOUN bracis-19091 38 14 manually manually ADV bracis-19091 38 15 labeled label VERB bracis-19091 38 16 with with ADP bracis-19091 38 17 the the DET bracis-19091 38 18 proposed propose VERB bracis-19091 38 19 rhetorical rhetorical ADJ bracis-19091 38 20 roles role NOUN bracis-19091 38 21 . . PUNCT bracis-19091 39 1 these these DET bracis-19091 39 2 petitions petition NOUN bracis-19091 39 3 were be AUX bracis-19091 39 4 taken take VERB bracis-19091 39 5 from from ADP bracis-19091 39 6 civil civil ADJ bracis-19091 39 7 lawsuits lawsuit NOUN bracis-19091 39 8 filed file VERB bracis-19091 39 9 in in ADP bracis-19091 39 10 the the DET bracis-19091 39 11 court court NOUN bracis-19091 39 12 of of ADP bracis-19091 39 13 the the DET bracis-19091 39 14 brazilian brazilian ADJ bracis-19091 39 15 state state NOUN bracis-19091 39 16 of of ADP bracis-19091 39 17 mato mato PROPN bracis-19091 39 18 grosso grosso PROPN bracis-19091 39 19 do do AUX bracis-19091 39 20 sul sul PROPN bracis-19091 39 21 ( ( PUNCT bracis-19091 39 22 tjms tjms NOUN bracis-19091 39 23 ) ) PUNCT bracis-19091 39 24 . . PUNCT bracis-19091 40 1 additionally additionally ADV bracis-19091 40 2 , , PUNCT bracis-19091 40 3 we we PRON bracis-19091 40 4 report report VERB bracis-19091 40 5 on on ADP bracis-19091 40 6 experiments experiment NOUN bracis-19091 40 7 to to PART bracis-19091 40 8 assess assess VERB bracis-19091 40 9 classic classic ADJ bracis-19091 40 10 and and CCONJ bracis-19091 40 11 modern modern ADJ bracis-19091 40 12 machine machine NOUN bracis-19091 40 13 learning learn VERB bracis-19091 40 14 methods method NOUN bracis-19091 40 15 on on ADP bracis-19091 40 16 the the DET bracis-19091 40 17 created create VERB bracis-19091 40 18 corpus corpus NOUN bracis-19091 40 19 . . PUNCT bracis-19091 41 1 in in ADP bracis-19091 41 2 order order NOUN bracis-19091 41 3 to to PART bracis-19091 41 4 propose propose VERB bracis-19091 41 5 relevant relevant ADJ bracis-19091 41 6 rhetorical rhetorical ADJ bracis-19091 41 7 roles role NOUN bracis-19091 41 8 , , PUNCT bracis-19091 41 9 we we PRON bracis-19091 41 10 considered consider VERB bracis-19091 41 11 the the DET bracis-19091 41 12 brazilian brazilian ADJ bracis-19091 41 13 civil civil ADJ bracis-19091 41 14 procedure procedure NOUN bracis-19091 41 15 [ [ X bracis-19091 41 16 4 4 X bracis-19091 41 17 ] ] PUNCT bracis-19091 41 18 which which PRON bracis-19091 41 19 defines define VERB bracis-19091 41 20 the the DET bracis-19091 41 21 minimal minimal ADJ bracis-19091 41 22 requirements requirement NOUN bracis-19091 41 23 of of ADP bracis-19091 41 24 a a DET bracis-19091 41 25 petition petition NOUN bracis-19091 41 26 . . PUNCT bracis-19091 42 1 the the DET bracis-19091 42 2 proposed propose VERB bracis-19091 42 3 rhetorical rhetorical ADJ bracis-19091 42 4 roles role NOUN bracis-19091 42 5 are be AUX bracis-19091 42 6 : : PUNCT bracis-19091 42 7 identification identification NOUN bracis-19091 42 8 of of ADP bracis-19091 42 9 parties party NOUN bracis-19091 42 10 , , PUNCT bracis-19091 42 11 facts fact NOUN bracis-19091 42 12 , , PUNCT bracis-19091 42 13 arguments argument NOUN bracis-19091 42 14 , , PUNCT bracis-19091 42 15 legal legal ADJ bracis-19091 42 16 basis basis NOUN bracis-19091 42 17 , , PUNCT bracis-19091 42 18 precedents precedent NOUN bracis-19091 42 19 , , PUNCT bracis-19091 42 20 requests request NOUN bracis-19091 42 21 , , PUNCT bracis-19091 42 22 remedy remedy NOUN bracis-19091 42 23 , , PUNCT bracis-19091 42 24 and and CCONJ bracis-19091 42 25 others other NOUN bracis-19091 42 26 . . PUNCT bracis-19091 43 1 the the DET bracis-19091 43 2 corpus corpus NOUN bracis-19091 43 3 was be AUX bracis-19091 43 4 anonymized anonymize VERB bracis-19091 43 5 and and CCONJ bracis-19091 43 6 is be AUX bracis-19091 43 7 publicly publicly ADV bracis-19091 43 8 available available ADJ bracis-19091 43 9 . . PUNCT bracis-19091 44 1 we we PRON bracis-19091 44 2 trained train VERB bracis-19091 44 3 and and CCONJ bracis-19091 44 4 evaluated evaluate VERB bracis-19091 44 5 six six NUM bracis-19091 44 6 machine machine NOUN bracis-19091 44 7 learning learning NOUN bracis-19091 44 8 methods method NOUN bracis-19091 44 9 , , PUNCT bracis-19091 44 10 including include VERB bracis-19091 44 11 classic classic ADJ bracis-19091 44 12 and and CCONJ bracis-19091 44 13 deep deep ADJ bracis-19091 44 14 learning learning NOUN bracis-19091 44 15 models model NOUN bracis-19091 44 16 , , PUNCT bracis-19091 44 17 on on ADP bracis-19091 44 18 the the DET bracis-19091 44 19 developed develop VERB bracis-19091 44 20 corpus corpus NOUN bracis-19091 44 21 . . PUNCT bracis-19091 45 1 the the DET bracis-19091 45 2 best well ADV bracis-19091 45 3 performing performing NOUN bracis-19091 45 4 method method NOUN bracis-19091 45 5 was be AUX bracis-19091 45 6 an an DET bracis-19091 45 7 end end NOUN bracis-19091 45 8 - - PUNCT bracis-19091 45 9 to to ADP bracis-19091 45 10 - - PUNCT bracis-19091 45 11 end end NOUN bracis-19091 45 12 - - PUNCT bracis-19091 45 13 trained train VERB bracis-19091 45 14 bert bert NOUN bracis-19091 45 15 - - PUNCT bracis-19091 45 16 based base VERB bracis-19091 45 17 [ [ X bracis-19091 45 18 6 6 NUM bracis-19091 45 19 ] ] SYM bracis-19091 45 20 method method NOUN bracis-19091 45 21 that that PRON bracis-19091 45 22 obtained obtain VERB bracis-19091 45 23 a a DET bracis-19091 45 24 sentence sentence NOUN bracis-19091 45 25 - - PUNCT bracis-19091 45 26 level level NOUN bracis-19091 45 27 micro micro NOUN bracis-19091 45 28 - - VERB bracis-19091 45 29 averaged average VERB bracis-19091 45 30 f f NOUN bracis-19091 45 31 - - PUNCT bracis-19091 45 32 score score NOUN bracis-19091 45 33 of of ADP bracis-19091 45 34 80.50 80.50 NUM bracis-19091 45 35 . . PUNCT bracis-19091 46 1 this this DET bracis-19091 46 2 method method NOUN bracis-19091 46 3 outperformed outperform VERB bracis-19091 46 4 a a DET bracis-19091 46 5 fixed fix VERB bracis-19091 46 6 - - PUNCT bracis-19091 46 7 representation representation NOUN bracis-19091 46 8 bert bert NOUN bracis-19091 46 9 - - PUNCT bracis-19091 46 10 based base VERB bracis-19091 46 11 model model NOUN bracis-19091 46 12 by by ADP bracis-19091 46 13 five five NUM bracis-19091 46 14 points point NOUN bracis-19091 46 15 and and CCONJ bracis-19091 46 16 the the DET bracis-19091 46 17 best good ADJ bracis-19091 46 18 classic classic ADJ bracis-19091 46 19 algorithm algorithm NOUN bracis-19091 46 20 ( ( PUNCT bracis-19091 46 21 svm svm VERB bracis-19091 46 22 with with ADP bracis-19091 46 23 tf tf PROPN bracis-19091 46 24 - - PUNCT bracis-19091 46 25 idf idf PROPN bracis-19091 46 26 representation representation NOUN bracis-19091 46 27 ) ) PUNCT bracis-19091 46 28 by by ADP bracis-19091 46 29 25 25 NUM bracis-19091 46 30 points point NOUN bracis-19091 46 31 of of ADP bracis-19091 46 32 f f NOUN bracis-19091 46 33 - - PUNCT bracis-19091 46 34 score score NOUN bracis-19091 46 35 . . PUNCT bracis-19091 47 1 as as ADV bracis-19091 47 2 far far ADV bracis-19091 47 3 as as SCONJ bracis-19091 47 4 we we PRON bracis-19091 47 5 know know VERB bracis-19091 47 6 , , PUNCT bracis-19091 47 7 this this PRON bracis-19091 47 8 is be AUX bracis-19091 47 9 the the DET bracis-19091 47 10 first first ADJ bracis-19091 47 11 paper paper NOUN bracis-19091 47 12 to to PART bracis-19091 47 13 approach approach VERB bracis-19091 47 14 rhetorical rhetorical ADJ bracis-19091 47 15 role role NOUN bracis-19091 47 16 identification identification NOUN bracis-19091 47 17 of of ADP bracis-19091 47 18 petitions petition NOUN bracis-19091 47 19 , , PUNCT bracis-19091 47 20 instead instead ADV bracis-19091 47 21 of of ADP bracis-19091 47 22 court court NOUN bracis-19091 47 23 decisions decision NOUN bracis-19091 47 24 . . PUNCT bracis-19091 48 1 moreover moreover ADV bracis-19091 48 2 , , PUNCT bracis-19091 48 3 this this PRON bracis-19091 48 4 is be AUX bracis-19091 48 5 also also ADV bracis-19091 48 6 the the DET bracis-19091 48 7 first first ADJ bracis-19091 48 8 work work NOUN bracis-19091 48 9 on on ADP bracis-19091 48 10 this this DET bracis-19091 48 11 task task NOUN bracis-19091 48 12 that that PRON bracis-19091 48 13 considers consider VERB bracis-19091 48 14 the the DET bracis-19091 48 15 portuguese portuguese ADJ bracis-19091 48 16 language language NOUN bracis-19091 48 17 and and CCONJ bracis-19091 48 18 legal legal ADJ bracis-19091 48 19 domain domain NOUN bracis-19091 48 20 . . PUNCT bracis-19091 49 1 we we PRON bracis-19091 49 2 hope hope VERB bracis-19091 49 3 this this DET bracis-19091 49 4 paper paper NOUN bracis-19091 49 5 will will AUX bracis-19091 49 6 foster foster VERB bracis-19091 49 7 research research NOUN bracis-19091 49 8 about about ADP bracis-19091 49 9 this this DET bracis-19091 49 10 important important ADJ bracis-19091 49 11 subject subject NOUN bracis-19091 49 12 , , PUNCT bracis-19091 49 13 especially especially ADV bracis-19091 49 14 in in ADP bracis-19091 49 15 brazil brazil PROPN bracis-19091 49 16 . . PUNCT bracis-19091 50 1 2 2 NUM bracis-19091 50 2 related relate VERB bracis-19091 50 3 work work NOUN bracis-19091 50 4 one one NUM bracis-19091 50 5 of of ADP bracis-19091 50 6 the the DET bracis-19091 50 7 first first ADJ bracis-19091 50 8 works work NOUN bracis-19091 50 9 to to PART bracis-19091 50 10 deal deal VERB bracis-19091 50 11 with with ADP bracis-19091 50 12 text text NOUN bracis-19091 50 13 segmentation segmentation NOUN bracis-19091 50 14 based base VERB bracis-19091 50 15 on on ADP bracis-19091 50 16 rhetorical rhetorical ADJ bracis-19091 50 17 function function NOUN bracis-19091 50 18 was be AUX bracis-19091 50 19 proposed propose VERB bracis-19091 50 20 by by ADP bracis-19091 50 21 teufel teufel PROPN bracis-19091 50 22 [ [ X bracis-19091 50 23 25 25 NUM bracis-19091 50 24 ] ] PUNCT bracis-19091 50 25 . . PUNCT bracis-19091 51 1 in in ADP bracis-19091 51 2 this this DET bracis-19091 51 3 work work NOUN bracis-19091 51 4 , , PUNCT bracis-19091 51 5 teufel teufel PROPN bracis-19091 51 6 proposed propose VERB bracis-19091 51 7 a a DET bracis-19091 51 8 segmentation segmentation NOUN bracis-19091 51 9 approached approach VERB bracis-19091 51 10 called call VERB bracis-19091 51 11 argumentative argumentative ADJ bracis-19091 51 12 zoning zoning NOUN bracis-19091 51 13 that that PRON bracis-19091 51 14 is be AUX bracis-19091 51 15 based base VERB bracis-19091 51 16 on on ADP bracis-19091 51 17 the the DET bracis-19091 51 18 rhetorical rhetorical ADJ bracis-19091 51 19 function function NOUN bracis-19091 51 20 that that PRON bracis-19091 51 21 an an DET bracis-19091 51 22 excerpt excerpt NOUN bracis-19091 51 23 plays play VERB bracis-19091 51 24 within within ADP bracis-19091 51 25 a a DET bracis-19091 51 26 scientific scientific ADJ bracis-19091 51 27 article article NOUN bracis-19091 51 28 . . PUNCT bracis-19091 52 1 this this DET bracis-19091 52 2 approach approach NOUN bracis-19091 52 3 was be AUX bracis-19091 52 4 later later ADV bracis-19091 52 5 applied apply VERB bracis-19091 52 6 to to ADP bracis-19091 52 7 extractive extractive ADJ bracis-19091 52 8 summarization summarization NOUN bracis-19091 52 9 [ [ X bracis-19091 52 10 5 5 NUM bracis-19091 52 11 , , PUNCT bracis-19091 52 12 12 12 NUM bracis-19091 52 13 , , PUNCT bracis-19091 52 14 26 26 NUM bracis-19091 52 15 ] ] PUNCT bracis-19091 52 16 . . PUNCT bracis-19091 53 1 hachey hachey PROPN bracis-19091 53 2 and and CCONJ bracis-19091 53 3 grover grover PROPN bracis-19091 54 1 [ [ X bracis-19091 54 2 11 11 NUM bracis-19091 54 3 ] ] PUNCT bracis-19091 54 4 , , PUNCT bracis-19091 54 5 inspired inspire VERB bracis-19091 54 6 by by ADP bracis-19091 54 7 teufel teufel PROPN bracis-19091 54 8 ’s ’s PART bracis-19091 54 9 work work NOUN bracis-19091 54 10 , , PUNCT bracis-19091 54 11 proposed propose VERB bracis-19091 54 12 a a DET bracis-19091 54 13 method method NOUN bracis-19091 54 14 to to ADP bracis-19091 54 15 legal legal ADJ bracis-19091 54 16 text text NOUN bracis-19091 54 17 summarization summarization NOUN bracis-19091 54 18 based base VERB bracis-19091 54 19 on on ADP bracis-19091 54 20 rhetorical rhetorical ADJ bracis-19091 54 21 role role NOUN bracis-19091 54 22 text text NOUN bracis-19091 54 23 segmentation segmentation NOUN bracis-19091 54 24 . . PUNCT bracis-19091 55 1 the the DET bracis-19091 55 2 proposed propose VERB bracis-19091 55 3 roles role NOUN bracis-19091 55 4 were be AUX bracis-19091 55 5 : : PUNCT bracis-19091 55 6 fact fact NOUN bracis-19091 55 7 , , PUNCT bracis-19091 55 8 proceedings proceeding NOUN bracis-19091 55 9 , , PUNCT bracis-19091 55 10 background background NOUN bracis-19091 55 11 , , PUNCT bracis-19091 55 12 framing framing NOUN bracis-19091 55 13 , , PUNCT bracis-19091 55 14 disposal disposal NOUN bracis-19091 55 15 , , PUNCT bracis-19091 55 16 textual textual ADJ bracis-19091 55 17 , , PUNCT bracis-19091 55 18 and and CCONJ bracis-19091 55 19 other other ADJ bracis-19091 55 20 . . PUNCT bracis-19091 56 1 they they PRON bracis-19091 56 2 assessed assess VERB bracis-19091 56 3 the the DET bracis-19091 56 4 proposed propose VERB bracis-19091 56 5 method method NOUN bracis-19091 56 6 on on ADP bracis-19091 56 7 the the DET bracis-19091 56 8 holj holj NOUN bracis-19091 56 9 dataset dataset VERB bracis-19091 57 1 [ [ X bracis-19091 57 2 10 10 NUM bracis-19091 57 3 ] ] PUNCT bracis-19091 57 4 which which PRON bracis-19091 57 5 consists consist VERB bracis-19091 57 6 of of ADP bracis-19091 57 7 40 40 NUM bracis-19091 57 8 manually manually ADV bracis-19091 57 9 - - PUNCT bracis-19091 57 10 labeled label VERB bracis-19091 57 11 decisions decision NOUN bracis-19091 57 12 from from ADP bracis-19091 57 13 the the DET bracis-19091 57 14 house house NOUN bracis-19091 57 15 of of ADP bracis-19091 57 16 lords lord NOUN bracis-19091 57 17 , , PUNCT bracis-19091 57 18 the the DET bracis-19091 57 19 highest high ADJ bracis-19091 57 20 court court NOUN bracis-19091 57 21 in in ADP bracis-19091 57 22 the the DET bracis-19091 57 23 united united PROPN bracis-19091 57 24 kingdom kingdom PROPN bracis-19091 57 25 until until ADP bracis-19091 57 26 2009 2009 NUM bracis-19091 57 27 . . PUNCT bracis-19091 58 1 they they PRON bracis-19091 58 2 employed employ VERB bracis-19091 58 3 a a DET bracis-19091 58 4 c4.5 c4.5 PROPN bracis-19091 58 5 classifier classifier NOUN bracis-19091 58 6 that that PRON bracis-19091 58 7 achieved achieve VERB bracis-19091 58 8 an an DET bracis-19091 58 9 accuracy accuracy NOUN bracis-19091 58 10 of of ADP bracis-19091 58 11 \(65.4\%\ \(65.4\%\ NOUN bracis-19091 58 12 ) ) PUNCT bracis-19091 58 13 . . PUNCT bracis-19091 59 1 saravanam saravanam PROPN bracis-19091 60 1 [ [ X bracis-19091 60 2 19 19 NUM bracis-19091 60 3 ] ] PUNCT bracis-19091 60 4 also also ADV bracis-19091 60 5 followed follow VERB bracis-19091 60 6 teufel teufel PROPN bracis-19091 60 7 ’s ’s PART bracis-19091 60 8 work work NOUN bracis-19091 60 9 to to PART bracis-19091 60 10 study study VERB bracis-19091 60 11 the the DET bracis-19091 60 12 generation generation NOUN bracis-19091 60 13 of of ADP bracis-19091 60 14 headnotes headnote NOUN bracis-19091 60 15 ( ( PUNCT bracis-19091 60 16 a a DET bracis-19091 60 17 type type NOUN bracis-19091 60 18 of of ADP bracis-19091 60 19 summary summary NOUN bracis-19091 60 20 ) ) PUNCT bracis-19091 60 21 for for ADP bracis-19091 60 22 decisions decision NOUN bracis-19091 60 23 from from ADP bracis-19091 60 24 indian indian ADJ bracis-19091 60 25 courts court NOUN bracis-19091 60 26 . . PUNCT bracis-19091 61 1 he he PRON bracis-19091 61 2 argued argue VERB bracis-19091 61 3 that that SCONJ bracis-19091 61 4 rhetorical rhetorical ADJ bracis-19091 61 5 roles role NOUN bracis-19091 61 6 proposed propose VERB bracis-19091 61 7 by by ADP bracis-19091 61 8 teufel teufel PROPN bracis-19091 61 9 were be AUX bracis-19091 61 10 not not PART bracis-19091 61 11 appropriate appropriate ADJ bracis-19091 61 12 in in ADP bracis-19091 61 13 the the DET bracis-19091 61 14 legal legal ADJ bracis-19091 61 15 domain domain NOUN bracis-19091 61 16 . . PUNCT bracis-19091 62 1 thus thus ADV bracis-19091 62 2 , , PUNCT bracis-19091 62 3 he he PRON bracis-19091 62 4 proposed propose VERB bracis-19091 62 5 the the DET bracis-19091 62 6 following follow VERB bracis-19091 62 7 rhetorical rhetorical ADJ bracis-19091 62 8 roles role NOUN bracis-19091 62 9 for for ADP bracis-19091 62 10 legal legal ADJ bracis-19091 62 11 decisions decision NOUN bracis-19091 62 12 : : PUNCT bracis-19091 62 13 case case NOUN bracis-19091 62 14 identification identification NOUN bracis-19091 62 15 , , PUNCT bracis-19091 62 16 facts fact NOUN bracis-19091 62 17 , , PUNCT bracis-19091 62 18 arguments argument NOUN bracis-19091 62 19 , , PUNCT bracis-19091 62 20 chronology chronology NOUN bracis-19091 62 21 , , PUNCT bracis-19091 62 22 argument argument VERB bracis-19091 62 23 analysis analysis NOUN bracis-19091 62 24 , , PUNCT bracis-19091 62 25 ratio ratio NOUN bracis-19091 62 26 decidendi decidendi NOUN bracis-19091 62 27 , , PUNCT bracis-19091 62 28 and and CCONJ bracis-19091 62 29 final final ADJ bracis-19091 62 30 decision decision NOUN bracis-19091 62 31 . . PUNCT bracis-19091 63 1 later later ADV bracis-19091 63 2 , , PUNCT bracis-19091 63 3 based base VERB bracis-19091 63 4 on on ADP bracis-19091 63 5 these these DET bracis-19091 63 6 roles role NOUN bracis-19091 63 7 , , PUNCT bracis-19091 63 8 saravanam saravanam PROPN bracis-19091 63 9 et et PROPN bracis-19091 63 10 al al PROPN bracis-19091 63 11 . . PUNCT bracis-19091 64 1 [ [ X bracis-19091 64 2 21 21 NUM bracis-19091 64 3 ] ] PUNCT bracis-19091 64 4 created create VERB bracis-19091 64 5 a a DET bracis-19091 64 6 corpus corpus NOUN bracis-19091 64 7 out out ADP bracis-19091 64 8 of of ADP bracis-19091 64 9 200 200 NUM bracis-19091 64 10 decisions decision NOUN bracis-19091 64 11 from from ADP bracis-19091 64 12 the the DET bracis-19091 64 13 indian indian ADJ bracis-19091 64 14 court court NOUN bracis-19091 64 15 of of ADP bracis-19091 64 16 justice justice NOUN bracis-19091 64 17 spanning span VERB bracis-19091 64 18 three three NUM bracis-19091 64 19 different different ADJ bracis-19091 64 20 domains domain NOUN bracis-19091 64 21 . . PUNCT bracis-19091 65 1 they they PRON bracis-19091 65 2 developed develop VERB bracis-19091 65 3 and and CCONJ bracis-19091 65 4 evaluated evaluate VERB bracis-19091 65 5 a a DET bracis-19091 65 6 conditional conditional ADJ bracis-19091 65 7 random random ADJ bracis-19091 65 8 field field NOUN bracis-19091 65 9 ( ( PUNCT bracis-19091 65 10 crf crf NOUN bracis-19091 65 11 ) ) PUNCT bracis-19091 65 12 classifier classifier NOUN bracis-19091 65 13 to to PART bracis-19091 65 14 perform perform VERB bracis-19091 65 15 sentence sentence NOUN bracis-19091 65 16 - - PUNCT bracis-19091 65 17 level level NOUN bracis-19091 65 18 rhetorical rhetorical ADJ bracis-19091 65 19 role role NOUN bracis-19091 65 20 identification identification NOUN bracis-19091 65 21 which which PRON bracis-19091 65 22 obtained obtain VERB bracis-19091 65 23 the the DET bracis-19091 65 24 following follow VERB bracis-19091 65 25 f f NOUN bracis-19091 65 26 - - PUNCT bracis-19091 65 27 scores score NOUN bracis-19091 65 28 on on ADP bracis-19091 65 29 the the DET bracis-19091 65 30 considered consider VERB bracis-19091 65 31 domains domain NOUN bracis-19091 65 32 : : PUNCT bracis-19091 65 33 84.9 84.9 NUM bracis-19091 65 34 on on ADP bracis-19091 65 35 rent rent NOUN bracis-19091 65 36 control control NOUN bracis-19091 65 37 , , PUNCT bracis-19091 65 38 81.7 81.7 NUM bracis-19091 65 39 on on ADP bracis-19091 65 40 income income NOUN bracis-19091 65 41 tax tax NOUN bracis-19091 65 42 , , PUNCT bracis-19091 65 43 and and CCONJ bracis-19091 65 44 78.7 78.7 NUM bracis-19091 65 45 on on ADP bracis-19091 65 46 sales sale NOUN bracis-19091 65 47 tax tax NOUN bracis-19091 65 48 domain domain NOUN bracis-19091 65 49 . . PUNCT bracis-19091 66 1 nejadgholi nejadgholi PROPN bracis-19091 66 2 et et PROPN bracis-19091 66 3 al al PROPN bracis-19091 66 4 . . PUNCT bracis-19091 67 1 [ [ X bracis-19091 67 2 15 15 NUM bracis-19091 67 3 ] ] X bracis-19091 67 4 leveraged leveraged ADJ bracis-19091 67 5 rhetorical rhetorical ADJ bracis-19091 67 6 role role NOUN bracis-19091 67 7 identification identification NOUN bracis-19091 67 8 to to PART bracis-19091 67 9 perform perform VERB bracis-19091 67 10 semantic semantic ADJ bracis-19091 67 11 search search NOUN bracis-19091 67 12 . . PUNCT bracis-19091 68 1 they they PRON bracis-19091 68 2 defined define VERB bracis-19091 68 3 eight eight NUM bracis-19091 68 4 rhetorical rhetorical ADJ bracis-19091 68 5 roles role NOUN bracis-19091 68 6 and and CCONJ bracis-19091 68 7 manually manually ADV bracis-19091 68 8 labeled label VERB bracis-19091 68 9 the the DET bracis-19091 68 10 sentences sentence NOUN bracis-19091 68 11 in in ADP bracis-19091 68 12 150 150 NUM bracis-19091 68 13 decisions decision NOUN bracis-19091 68 14 taken take VERB bracis-19091 68 15 from from ADP bracis-19091 68 16 immigration immigration NOUN bracis-19091 68 17 and and CCONJ bracis-19091 68 18 refugee refugee NOUN bracis-19091 68 19 cases case NOUN bracis-19091 68 20 from from ADP bracis-19091 68 21 canada canada PROPN bracis-19091 68 22 ’s ’s PART bracis-19091 68 23 federal federal ADJ bracis-19091 68 24 and and CCONJ bracis-19091 68 25 supreme supreme PROPN bracis-19091 68 26 court court PROPN bracis-19091 68 27 . . PUNCT bracis-19091 69 1 they they PRON bracis-19091 69 2 assessed assess VERB bracis-19091 69 3 a a DET bracis-19091 69 4 simple simple ADJ bracis-19091 69 5 classifier classifier NOUN bracis-19091 69 6 based base VERB bracis-19091 69 7 on on ADP bracis-19091 69 8 fasttext fasttext NOUN bracis-19091 69 9 that that PRON bracis-19091 69 10 obtained obtain VERB bracis-19091 69 11 an an DET bracis-19091 69 12 accuracy accuracy NOUN bracis-19091 69 13 of of ADP bracis-19091 69 14 90 90 NUM bracis-19091 69 15 % % NOUN bracis-19091 69 16 . . PUNCT bracis-19091 70 1 walker walker PROPN bracis-19091 70 2 et et PROPN bracis-19091 70 3 al al PROPN bracis-19091 70 4 . . PUNCT bracis-19091 71 1 [ [ X bracis-19091 71 2 28 28 NUM bracis-19091 71 3 ] ] PUNCT bracis-19091 71 4 proposed propose VERB bracis-19091 71 5 six six NUM bracis-19091 71 6 rhetorical rhetorical ADJ bracis-19091 71 7 roles role NOUN bracis-19091 71 8 to to PART bracis-19091 71 9 aid aid VERB bracis-19091 71 10 a a DET bracis-19091 71 11 system system NOUN bracis-19091 71 12 for for ADP bracis-19091 71 13 argument argument NOUN bracis-19091 71 14 mining mining NOUN bracis-19091 71 15 . . PUNCT bracis-19091 72 1 they they PRON bracis-19091 72 2 produced produce VERB bracis-19091 72 3 a a DET bracis-19091 72 4 corpus corpus NOUN bracis-19091 72 5 of of ADP bracis-19091 72 6 50 50 NUM bracis-19091 72 7 decisions decision NOUN bracis-19091 72 8 extracted extract VERB bracis-19091 72 9 from from ADP bracis-19091 72 10 the the DET bracis-19091 72 11 u.s u.s PROPN bracis-19091 72 12 . . PROPN bracis-19091 72 13 board board PROPN bracis-19091 72 14 of of ADP bracis-19091 72 15 veterans veteran NOUN bracis-19091 72 16 ’ ' PUNCT bracis-19091 72 17 appeals appeal NOUN bracis-19091 72 18 comprising comprise VERB bracis-19091 72 19 6,153 6,153 NUM bracis-19091 72 20 sentences sentence NOUN bracis-19091 72 21 . . PUNCT bracis-19091 73 1 they they PRON bracis-19091 73 2 evaluated evaluate VERB bracis-19091 73 3 three three NUM bracis-19091 73 4 different different ADJ bracis-19091 73 5 classification classification NOUN bracis-19091 73 6 algorithms algorithm NOUN bracis-19091 73 7 on on ADP bracis-19091 73 8 this this DET bracis-19091 73 9 sentence sentence NOUN bracis-19091 73 10 classification classification NOUN bracis-19091 73 11 corpus corpus NOUN bracis-19091 73 12 . . PUNCT bracis-19091 74 1 the the DET bracis-19091 74 2 best well ADV bracis-19091 74 3 performing perform VERB bracis-19091 74 4 classifiers classifier NOUN bracis-19091 74 5 ( ( PUNCT bracis-19091 74 6 based base VERB bracis-19091 74 7 on on ADP bracis-19091 74 8 logistic logistic ADJ bracis-19091 74 9 regression regression NOUN bracis-19091 74 10 and and CCONJ bracis-19091 74 11 svm svm ADJ bracis-19091 74 12 ) ) PUNCT bracis-19091 74 13 achieved achieve VERB bracis-19091 74 14 85.7 85.7 NUM bracis-19091 74 15 % % NOUN bracis-19091 74 16 accuracy accuracy NOUN bracis-19091 74 17 . . PUNCT bracis-19091 75 1 bhattacharya bhattacharya PROPN bracis-19091 75 2 et et PROPN bracis-19091 75 3 al al PROPN bracis-19091 75 4 . . PUNCT bracis-19091 76 1 [ [ X bracis-19091 76 2 2 2 X bracis-19091 76 3 ] ] PUNCT bracis-19091 76 4 annotated annotate VERB bracis-19091 76 5 50 50 NUM bracis-19091 76 6 decisions decision NOUN bracis-19091 76 7 from from ADP bracis-19091 76 8 the the DET bracis-19091 76 9 supreme supreme PROPN bracis-19091 76 10 court court PROPN bracis-19091 76 11 of of ADP bracis-19091 76 12 india india PROPN bracis-19091 76 13 using use VERB bracis-19091 76 14 the the DET bracis-19091 76 15 same same ADJ bracis-19091 76 16 rhetorical rhetorical ADJ bracis-19091 76 17 roles role NOUN bracis-19091 76 18 proposed propose VERB bracis-19091 76 19 by by ADP bracis-19091 76 20 saravanam saravanam PROPN bracis-19091 76 21 [ [ X bracis-19091 76 22 19 19 NUM bracis-19091 76 23 ] ] PUNCT bracis-19091 76 24 . . PUNCT bracis-19091 77 1 they they PRON bracis-19091 77 2 trained train VERB bracis-19091 77 3 a a DET bracis-19091 77 4 hierarchical hierarchical ADJ bracis-19091 77 5 bilstm bilstm NOUN bracis-19091 77 6 model model NOUN bracis-19091 77 7 with with ADP bracis-19091 77 8 crf crf PROPN bracis-19091 77 9 on on ADP bracis-19091 77 10 this this DET bracis-19091 77 11 corpus corpus NOUN bracis-19091 77 12 , , PUNCT bracis-19091 77 13 obtaining obtain VERB bracis-19091 77 14 an an DET bracis-19091 77 15 f f NOUN bracis-19091 77 16 - - PUNCT bracis-19091 77 17 score score NOUN bracis-19091 77 18 of of ADP bracis-19091 77 19 82.0 82.0 NUM bracis-19091 77 20 . . PUNCT bracis-19091 78 1 yamada yamada PROPN bracis-19091 78 2 et et PROPN bracis-19091 78 3 al al PROPN bracis-19091 78 4 . . PUNCT bracis-19091 79 1 [ [ X bracis-19091 79 2 29 29 NUM bracis-19091 79 3 ] ] X bracis-19091 79 4 leveraged leverage VERB bracis-19091 79 5 the the DET bracis-19091 79 6 argumentation argumentation NOUN bracis-19091 79 7 structure structure NOUN bracis-19091 79 8 in in ADP bracis-19091 79 9 legal legal ADJ bracis-19091 79 10 decisions decision NOUN bracis-19091 79 11 from from ADP bracis-19091 79 12 japanese japanese ADJ bracis-19091 79 13 justice justice NOUN bracis-19091 79 14 system system NOUN bracis-19091 79 15 to to PART bracis-19091 79 16 improve improve VERB bracis-19091 79 17 a a DET bracis-19091 79 18 summarization summarization NOUN bracis-19091 79 19 system system NOUN bracis-19091 79 20 . . PUNCT bracis-19091 80 1 they they PRON bracis-19091 80 2 manually manually ADV bracis-19091 80 3 annotated annotate VERB bracis-19091 80 4 a a DET bracis-19091 80 5 corpus corpus NOUN bracis-19091 80 6 of of ADP bracis-19091 80 7 209 209 NUM bracis-19091 80 8 decisions decision NOUN bracis-19091 80 9 based base VERB bracis-19091 80 10 on on ADP bracis-19091 80 11 seven seven NUM bracis-19091 80 12 rhetorical rhetorical ADJ bracis-19091 80 13 roles role NOUN bracis-19091 80 14 . . PUNCT bracis-19091 81 1 by by ADP bracis-19091 81 2 means mean NOUN bracis-19091 81 3 of of ADP bracis-19091 81 4 bilstm bilstm NOUN bracis-19091 81 5 - - PUNCT bracis-19091 81 6 crf crf NOUN bracis-19091 81 7 model model NOUN bracis-19091 81 8 , , PUNCT bracis-19091 81 9 they they PRON bracis-19091 81 10 obtained obtain VERB bracis-19091 81 11 a a DET bracis-19091 81 12 macro macro NOUN bracis-19091 81 13 - - VERB bracis-19091 81 14 averaged average VERB bracis-19091 81 15 f f NOUN bracis-19091 81 16 - - PUNCT bracis-19091 81 17 score score NOUN bracis-19091 81 18 of of ADP bracis-19091 81 19 65.4 65.4 NUM bracis-19091 81 20 on on ADP bracis-19091 81 21 this this DET bracis-19091 81 22 corpus corpus NOUN bracis-19091 81 23 . . PUNCT bracis-19091 82 1 all all DET bracis-19091 82 2 papers paper NOUN bracis-19091 82 3 mentioned mention VERB bracis-19091 82 4 above above ADV bracis-19091 82 5 are be AUX bracis-19091 82 6 based base VERB bracis-19091 82 7 on on ADP bracis-19091 82 8 legal legal ADJ bracis-19091 82 9 decisions decision NOUN bracis-19091 82 10 . . PUNCT bracis-19091 83 1 although although SCONJ bracis-19091 83 2 this this DET bracis-19091 83 3 kind kind NOUN bracis-19091 83 4 of of ADP bracis-19091 83 5 documents document NOUN bracis-19091 83 6 is be AUX bracis-19091 83 7 of of ADP bracis-19091 83 8 high high ADJ bracis-19091 83 9 importance importance NOUN bracis-19091 83 10 , , PUNCT bracis-19091 83 11 there there PRON bracis-19091 83 12 are be VERB bracis-19091 83 13 other other ADJ bracis-19091 83 14 types type NOUN bracis-19091 83 15 of of ADP bracis-19091 83 16 documents document NOUN bracis-19091 83 17 that that PRON bracis-19091 83 18 are be AUX bracis-19091 83 19 also also ADV bracis-19091 83 20 relevant relevant ADJ bracis-19091 83 21 to to ADP bracis-19091 83 22 different different ADJ bracis-19091 83 23 applications application NOUN bracis-19091 83 24 in in ADP bracis-19091 83 25 the the DET bracis-19091 83 26 legal legal ADJ bracis-19091 83 27 domain domain NOUN bracis-19091 83 28 . . PUNCT bracis-19091 84 1 another another DET bracis-19091 84 2 aspect aspect NOUN bracis-19091 84 3 that that PRON bracis-19091 84 4 is be AUX bracis-19091 84 5 worth worth ADJ bracis-19091 84 6 mentioning mention VERB bracis-19091 84 7 is be AUX bracis-19091 84 8 that that SCONJ bracis-19091 84 9 all all DET bracis-19091 84 10 previous previous ADJ bracis-19091 84 11 works work NOUN bracis-19091 84 12 on on ADP bracis-19091 84 13 rhetorical rhetorical ADJ bracis-19091 84 14 role role NOUN bracis-19091 84 15 identification identification NOUN bracis-19091 84 16 were be AUX bracis-19091 84 17 performed perform VERB bracis-19091 84 18 on on ADP bracis-19091 84 19 documents document NOUN bracis-19091 84 20 from from ADP bracis-19091 84 21 legal legal ADJ bracis-19091 84 22 systems system NOUN bracis-19091 84 23 based base VERB bracis-19091 84 24 on on ADP bracis-19091 84 25 the the DET bracis-19091 84 26 common common ADJ bracis-19091 84 27 law law NOUN bracis-19091 84 28 paradigm paradigm NOUN bracis-19091 84 29 . . PUNCT bracis-19091 85 1 however however ADV bracis-19091 85 2 , , PUNCT bracis-19091 85 3 the the DET bracis-19091 85 4 brazilian brazilian ADJ bracis-19091 85 5 legal legal ADJ bracis-19091 85 6 system system NOUN bracis-19091 85 7 is be AUX bracis-19091 85 8 based base VERB bracis-19091 85 9 on on ADP bracis-19091 85 10 the the DET bracis-19091 85 11 civil civil ADJ bracis-19091 85 12 law law NOUN bracis-19091 85 13 paradigm paradigm NOUN bracis-19091 85 14 , , PUNCT bracis-19091 85 15 which which PRON bracis-19091 85 16 implies imply VERB bracis-19091 85 17 some some DET bracis-19091 85 18 key key ADJ bracis-19091 85 19 differences difference NOUN bracis-19091 85 20 in in ADP bracis-19091 85 21 the the DET bracis-19091 85 22 structure structure NOUN bracis-19091 85 23 of of ADP bracis-19091 85 24 the the DET bracis-19091 85 25 documents document NOUN bracis-19091 85 26 within within ADP bracis-19091 85 27 a a DET bracis-19091 85 28 legal legal ADJ bracis-19091 85 29 case case NOUN bracis-19091 85 30 . . PUNCT bracis-19091 86 1 therefore therefore ADV bracis-19091 86 2 , , PUNCT bracis-19091 86 3 it it PRON bracis-19091 86 4 is be AUX bracis-19091 86 5 worth worth ADJ bracis-19091 86 6 studying study VERB bracis-19091 86 7 rhetorical rhetorical ADJ bracis-19091 86 8 role role NOUN bracis-19091 86 9 identification identification NOUN bracis-19091 86 10 within within ADP bracis-19091 86 11 the the DET bracis-19091 86 12 brazilian brazilian ADJ bracis-19091 86 13 legal legal ADJ bracis-19091 86 14 system system NOUN bracis-19091 86 15 . . PUNCT bracis-19091 87 1 a a DET bracis-19091 87 2 few few ADJ bracis-19091 87 3 previous previous ADJ bracis-19091 87 4 works work NOUN bracis-19091 87 5 [ [ X bracis-19091 87 6 7,8,9 7,8,9 NOUN bracis-19091 87 7 ] ] PUNCT bracis-19091 87 8 have have AUX bracis-19091 87 9 tackled tackle VERB bracis-19091 87 10 rhetorical rhetorical ADJ bracis-19091 87 11 role role NOUN bracis-19091 87 12 identification identification NOUN bracis-19091 87 13 in in ADP bracis-19091 87 14 portuguese portuguese PROPN bracis-19091 87 15 . . PUNCT bracis-19091 88 1 however however ADV bracis-19091 88 2 , , PUNCT bracis-19091 88 3 as as ADV bracis-19091 88 4 far far ADV bracis-19091 88 5 as as SCONJ bracis-19091 88 6 we we PRON bracis-19091 88 7 know know VERB bracis-19091 88 8 , , PUNCT bracis-19091 88 9 there there PRON bracis-19091 88 10 is be VERB bracis-19091 88 11 no no DET bracis-19091 88 12 rri rri NOUN bracis-19091 88 13 work work NOUN bracis-19091 88 14 for for ADP bracis-19091 88 15 legal legal ADJ bracis-19091 88 16 documents document NOUN bracis-19091 88 17 in in ADP bracis-19091 88 18 this this DET bracis-19091 88 19 language language NOUN bracis-19091 88 20 . . PUNCT bracis-19091 89 1 recently recently ADV bracis-19091 89 2 , , PUNCT bracis-19091 89 3 some some DET bracis-19091 89 4 papers paper NOUN bracis-19091 89 5 have have AUX bracis-19091 89 6 proposed propose VERB bracis-19091 89 7 resources resource NOUN bracis-19091 89 8 and and CCONJ bracis-19091 89 9 systems system NOUN bracis-19091 89 10 to to PART bracis-19091 89 11 tackle tackle VERB bracis-19091 89 12 nlp nlp NOUN bracis-19091 89 13 problems problem NOUN bracis-19091 89 14 involving involve VERB bracis-19091 89 15 portuguese portuguese ADJ bracis-19091 89 16 legal legal ADJ bracis-19091 89 17 documents document NOUN bracis-19091 89 18 , , PUNCT bracis-19091 89 19 mainly mainly ADV bracis-19091 89 20 for for ADP bracis-19091 89 21 document document NOUN bracis-19091 89 22 classification classification NOUN bracis-19091 89 23 [ [ X bracis-19091 89 24 1 1 NUM bracis-19091 89 25 ] ] PUNCT bracis-19091 89 26 and and CCONJ bracis-19091 89 27 named name VERB bracis-19091 89 28 entity entity NOUN bracis-19091 89 29 recognition recognition NOUN bracis-19091 89 30 [ [ X bracis-19091 89 31 13 13 NUM bracis-19091 89 32 , , PUNCT bracis-19091 89 33 24 24 NUM bracis-19091 89 34 ] ] PUNCT bracis-19091 89 35 . . PUNCT bracis-19091 90 1 as as ADV bracis-19091 90 2 far far ADV bracis-19091 90 3 as as SCONJ bracis-19091 90 4 we we PRON bracis-19091 90 5 know know VERB bracis-19091 90 6 , , PUNCT bracis-19091 90 7 our our PRON bracis-19091 90 8 work work NOUN bracis-19091 90 9 is be AUX bracis-19091 90 10 the the DET bracis-19091 90 11 first first ADJ bracis-19091 90 12 one one NUM bracis-19091 90 13 on on ADP bracis-19091 90 14 rhetorical rhetorical ADJ bracis-19091 90 15 role role NOUN bracis-19091 90 16 identification identification NOUN bracis-19091 90 17 for for ADP bracis-19091 90 18 portuguese portuguese ADJ bracis-19091 90 19 legal legal ADJ bracis-19091 90 20 documents document NOUN bracis-19091 90 21 , , PUNCT bracis-19091 90 22 and and CCONJ bracis-19091 90 23 also also ADV bracis-19091 90 24 the the DET bracis-19091 90 25 first first ADJ bracis-19091 90 26 one one NUM bracis-19091 90 27 to to PART bracis-19091 90 28 perform perform VERB bracis-19091 90 29 this this DET bracis-19091 90 30 task task NOUN bracis-19091 90 31 on on ADP bracis-19091 90 32 petitions petition NOUN bracis-19091 90 33 regardless regardless ADV bracis-19091 90 34 of of ADP bracis-19091 90 35 language language NOUN bracis-19091 90 36 . . PUNCT bracis-19091 91 1 moreover moreover ADV bracis-19091 91 2 , , PUNCT bracis-19091 91 3 we we PRON bracis-19091 91 4 propose propose VERB bracis-19091 91 5 some some DET bracis-19091 91 6 novel novel ADJ bracis-19091 91 7 rhetorical rhetorical ADJ bracis-19091 91 8 roles role NOUN bracis-19091 91 9 that that PRON bracis-19091 91 10 are be AUX bracis-19091 91 11 specific specific ADJ bracis-19091 91 12 for for ADP bracis-19091 91 13 petitions petition NOUN bracis-19091 91 14 . . PUNCT bracis-19091 92 1 3 3 NUM bracis-19091 92 2 corpus corpu NOUN bracis-19091 92 3 and and CCONJ bracis-19091 92 4 rhetorical rhetorical ADJ bracis-19091 92 5 roles role NOUN bracis-19091 92 6 we we PRON bracis-19091 92 7 created create VERB bracis-19091 92 8 a a DET bracis-19091 92 9 corpus corpus NOUN bracis-19091 92 10 of of ADP bracis-19091 92 11 petitions petition NOUN bracis-19091 92 12 based base VERB bracis-19091 92 13 on on ADP bracis-19091 92 14 the the DET bracis-19091 92 15 court court NOUN bracis-19091 92 16 of of ADP bracis-19091 92 17 the the DET bracis-19091 92 18 brazilian brazilian ADJ bracis-19091 92 19 state state NOUN bracis-19091 92 20 of of ADP bracis-19091 92 21 mato mato PROPN bracis-19091 92 22 grosso grosso PROPN bracis-19091 92 23 do do AUX bracis-19091 92 24 sul sul PROPN bracis-19091 92 25 ( ( PUNCT bracis-19091 92 26 tjms tjms NOUN bracis-19091 92 27 ) ) PUNCT bracis-19091 92 28 which which PRON bracis-19091 92 29 receives receive VERB bracis-19091 92 30 hundreds hundred NOUN bracis-19091 92 31 of of ADP bracis-19091 92 32 thousands thousand NOUN bracis-19091 92 33 lawsuits lawsuit NOUN bracis-19091 92 34 every every DET bracis-19091 92 35 year year NOUN bracis-19091 92 36 . . PUNCT bracis-19091 93 1 during during ADP bracis-19091 93 2 2017 2017 NUM bracis-19091 93 3 , , PUNCT bracis-19091 93 4 for for ADP bracis-19091 93 5 example example NOUN bracis-19091 93 6 , , PUNCT bracis-19091 93 7 more more ADJ bracis-19091 93 8 than than ADP bracis-19091 93 9 340 340 NUM bracis-19091 93 10 thousand thousand NUM bracis-19091 93 11 cases case NOUN bracis-19091 93 12 have have AUX bracis-19091 93 13 been be AUX bracis-19091 93 14 filed file VERB bracis-19091 93 15 in in ADP bracis-19091 93 16 tjms tjms NOUN bracis-19091 93 17 among among ADP bracis-19091 93 18 different different ADJ bracis-19091 93 19 types type NOUN bracis-19091 93 20 such such ADJ bracis-19091 93 21 as as ADP bracis-19091 93 22 civil civil ADJ bracis-19091 93 23 , , PUNCT bracis-19091 93 24 criminal criminal ADJ bracis-19091 93 25 , , PUNCT bracis-19091 93 26 fiscal fiscal ADJ bracis-19091 93 27 , , PUNCT bracis-19091 93 28 and and CCONJ bracis-19091 93 29 others other NOUN bracis-19091 93 30 . . PUNCT bracis-19091 94 1 we we PRON bracis-19091 94 2 initially initially ADV bracis-19091 94 3 considered consider VERB bracis-19091 94 4 civil civil ADJ bracis-19091 94 5 cases case NOUN bracis-19091 94 6 that that PRON bracis-19091 94 7 were be AUX bracis-19091 94 8 judged judge VERB bracis-19091 94 9 between between ADP bracis-19091 94 10 2014 2014 NUM bracis-19091 94 11 and and CCONJ bracis-19091 94 12 2018 2018 NUM bracis-19091 94 13 and and CCONJ bracis-19091 94 14 are be AUX bracis-19091 94 15 not not PART bracis-19091 94 16 under under ADP bracis-19091 94 17 judicial judicial ADJ bracis-19091 94 18 secrecy secrecy NOUN bracis-19091 94 19 . . PUNCT bracis-19091 95 1 we we PRON bracis-19091 95 2 then then ADV bracis-19091 95 3 took take VERB bracis-19091 95 4 the the DET bracis-19091 95 5 petitions petition NOUN bracis-19091 95 6 of of ADP bracis-19091 95 7 such such ADJ bracis-19091 95 8 cases case NOUN bracis-19091 95 9 which which PRON bracis-19091 95 10 are be AUX bracis-19091 95 11 usually usually ADV bracis-19091 95 12 written write VERB bracis-19091 95 13 by by ADP bracis-19091 95 14 a a DET bracis-19091 95 15 lawyer lawyer NOUN bracis-19091 95 16 that that PRON bracis-19091 95 17 represents represent VERB bracis-19091 95 18 the the DET bracis-19091 95 19 complainant complainant NOUN bracis-19091 95 20 . . PUNCT bracis-19091 96 1 the the DET bracis-19091 96 2 system system NOUN bracis-19091 96 3 used use VERB bracis-19091 96 4 to to PART bracis-19091 96 5 file file VERB bracis-19091 96 6 cases case NOUN bracis-19091 96 7 in in ADP bracis-19091 96 8 tjms tjms NOUN bracis-19091 96 9 accepts accept VERB bracis-19091 96 10 a a DET bracis-19091 96 11 petition petition NOUN bracis-19091 96 12 only only ADV bracis-19091 96 13 as as ADP bracis-19091 96 14 a a DET bracis-19091 96 15 pdf pdf NOUN bracis-19091 96 16 file file NOUN bracis-19091 96 17 . . PUNCT bracis-19091 97 1 however however ADV bracis-19091 97 2 , , PUNCT bracis-19091 97 3 there there PRON bracis-19091 97 4 is be VERB bracis-19091 97 5 no no DET bracis-19091 97 6 requirement requirement NOUN bracis-19091 97 7 as as ADP bracis-19091 97 8 how how SCONJ bracis-19091 97 9 this this DET bracis-19091 97 10 document document NOUN bracis-19091 97 11 is be AUX bracis-19091 97 12 created create VERB bracis-19091 97 13 . . PUNCT bracis-19091 98 1 it it PRON bracis-19091 98 2 can can AUX bracis-19091 98 3 even even ADV bracis-19091 98 4 be be AUX bracis-19091 98 5 produced produce VERB bracis-19091 98 6 by by ADP bracis-19091 98 7 scanning scan VERB bracis-19091 98 8 a a DET bracis-19091 98 9 paper paper NOUN bracis-19091 98 10 document document NOUN bracis-19091 98 11 . . PUNCT bracis-19091 99 1 therefore therefore ADV bracis-19091 99 2 , , PUNCT bracis-19091 99 3 such such ADJ bracis-19091 99 4 documents document NOUN bracis-19091 99 5 present present VERB bracis-19091 99 6 great great ADJ bracis-19091 99 7 variation variation NOUN bracis-19091 99 8 regarding regard VERB bracis-19091 99 9 encoding encoding NOUN bracis-19091 99 10 , , PUNCT bracis-19091 99 11 content content NOUN bracis-19091 99 12 structure structure NOUN bracis-19091 99 13 , , PUNCT bracis-19091 99 14 background background NOUN bracis-19091 99 15 watermark watermark NOUN bracis-19091 99 16 , , PUNCT bracis-19091 99 17 headings heading NOUN bracis-19091 99 18 , , PUNCT bracis-19091 99 19 footers footer NOUN bracis-19091 99 20 , , PUNCT bracis-19091 99 21 among among ADP bracis-19091 99 22 others other NOUN bracis-19091 99 23 . . PUNCT bracis-19091 100 1 since since SCONJ bracis-19091 100 2 these these DET bracis-19091 100 3 aspects aspect NOUN bracis-19091 100 4 may may AUX bracis-19091 100 5 generate generate VERB bracis-19091 100 6 a a DET bracis-19091 100 7 lot lot NOUN bracis-19091 100 8 of of ADP bracis-19091 100 9 noise noise NOUN bracis-19091 100 10 in in ADP bracis-19091 100 11 the the DET bracis-19091 100 12 content content NOUN bracis-19091 100 13 extracted extract VERB bracis-19091 100 14 from from ADP bracis-19091 100 15 the the DET bracis-19091 100 16 petitions petition NOUN bracis-19091 100 17 , , PUNCT bracis-19091 100 18 we we PRON bracis-19091 100 19 selected select VERB bracis-19091 100 20 70 70 NUM bracis-19091 100 21 petitions petition NOUN bracis-19091 100 22 and and CCONJ bracis-19091 100 23 , , PUNCT bracis-19091 100 24 after after ADP bracis-19091 100 25 extracting extract VERB bracis-19091 100 26 its its PRON bracis-19091 100 27 textual textual ADJ bracis-19091 100 28 content content NOUN bracis-19091 100 29 by by ADP bracis-19091 100 30 means mean NOUN bracis-19091 100 31 of of ADP bracis-19091 100 32 pdfboxfootnote pdfboxfootnote NOUN bracis-19091 100 33 2 2 NUM bracis-19091 100 34 , , PUNCT bracis-19091 100 35 a a DET bracis-19091 100 36 manual manual ADJ bracis-19091 100 37 inspection inspection NOUN bracis-19091 100 38 was be AUX bracis-19091 100 39 performed perform VERB bracis-19091 100 40 in in ADP bracis-19091 100 41 order order NOUN bracis-19091 100 42 to to PART bracis-19091 100 43 remove remove VERB bracis-19091 100 44 noisy noisy ADJ bracis-19091 100 45 content content NOUN bracis-19091 100 46 . . PUNCT bracis-19091 101 1 we we PRON bracis-19091 101 2 split split VERB bracis-19091 101 3 each each DET bracis-19091 101 4 petition petition NOUN bracis-19091 101 5 into into ADP bracis-19091 101 6 sentences sentence NOUN bracis-19091 101 7 and and CCONJ bracis-19091 101 8 tokens token NOUN bracis-19091 101 9 by by ADP bracis-19091 101 10 means mean NOUN bracis-19091 101 11 of of ADP bracis-19091 101 12 the the DET bracis-19091 101 13 nltk nltk PROPN bracis-19091 101 14 library library NOUN bracis-19091 102 1 [ [ X bracis-19091 102 2 3 3 NUM bracis-19091 102 3 ] ] PUNCT bracis-19091 102 4 . . PUNCT bracis-19091 103 1 we we PRON bracis-19091 103 2 obtained obtain VERB bracis-19091 103 3 a a DET bracis-19091 103 4 total total NOUN bracis-19091 103 5 of of ADP bracis-19091 103 6 10,784 10,784 NUM bracis-19091 103 7 sentences sentence NOUN bracis-19091 103 8 comprising comprise VERB bracis-19091 103 9 249,105 249,105 NUM bracis-19091 103 10 tokens token NOUN bracis-19091 103 11 ( ( PUNCT bracis-19091 103 12 20,914 20,914 NUM bracis-19091 103 13 unique unique ADJ bracis-19091 103 14 tokens token NOUN bracis-19091 103 15 ) ) PUNCT bracis-19091 103 16 . . PUNCT bracis-19091 104 1 the the DET bracis-19091 104 2 average average ADJ bracis-19091 104 3 length length NOUN bracis-19091 104 4 of of ADP bracis-19091 104 5 a a DET bracis-19091 104 6 petition petition NOUN bracis-19091 104 7 is be AUX bracis-19091 104 8 154 154 NUM bracis-19091 104 9 sentences sentence NOUN bracis-19091 104 10 , , PUNCT bracis-19091 104 11 and and CCONJ bracis-19091 104 12 the the DET bracis-19091 104 13 average average ADJ bracis-19091 104 14 length length NOUN bracis-19091 104 15 of of ADP bracis-19091 104 16 a a DET bracis-19091 104 17 sentence sentence NOUN bracis-19091 104 18 is be AUX bracis-19091 104 19 23.1 23.1 NUM bracis-19091 104 20 tokens token NOUN bracis-19091 104 21 . . PUNCT bracis-19091 105 1 in in ADP bracis-19091 105 2 fig fig NOUN bracis-19091 105 3 . . PUNCT bracis-19091 105 4     SPACE bracis-19091 105 5 1 1 NUM bracis-19091 105 6 , , PUNCT bracis-19091 105 7 to to PART bracis-19091 105 8 provide provide VERB bracis-19091 105 9 a a DET bracis-19091 105 10 better well ADJ bracis-19091 105 11 understanding understanding NOUN bracis-19091 105 12 of of ADP bracis-19091 105 13 this this DET bracis-19091 105 14 corpus corpus NOUN bracis-19091 105 15 , , PUNCT bracis-19091 105 16 we we PRON bracis-19091 105 17 present present VERB bracis-19091 105 18 the the DET bracis-19091 105 19 histogram histogram NOUN bracis-19091 105 20 of of ADP bracis-19091 105 21 sentence sentence NOUN bracis-19091 105 22 length length NOUN bracis-19091 105 23 . . PUNCT bracis-19091 106 1 fig fig NOUN bracis-19091 106 2 . . PUNCT bracis-19091 107 1 1 1 X bracis-19091 107 2 . . X bracis-19091 107 3 frequency frequency NOUN bracis-19091 107 4 of of ADP bracis-19091 107 5 sentences sentence NOUN bracis-19091 107 6 per per ADP bracis-19091 107 7 length length NOUN bracis-19091 107 8 full full ADJ bracis-19091 107 9 size size NOUN bracis-19091 107 10 image image NOUN bracis-19091 107 11 for for ADP bracis-19091 107 12 all all DET bracis-19091 107 13 documents document NOUN bracis-19091 107 14 , , PUNCT bracis-19091 107 15 personal personal ADJ bracis-19091 107 16 information information NOUN bracis-19091 107 17 were be AUX bracis-19091 107 18 manually manually ADV bracis-19091 107 19 identified identify VERB bracis-19091 107 20 and and CCONJ bracis-19091 107 21 anonymized anonymize VERB bracis-19091 107 22 by by ADP bracis-19091 107 23 means mean NOUN bracis-19091 107 24 of of ADP bracis-19091 107 25 random random ADJ bracis-19091 107 26 procedures procedure NOUN bracis-19091 107 27 . . PUNCT bracis-19091 108 1 more more ADV bracis-19091 108 2 specifically specifically ADV bracis-19091 108 3 , , PUNCT bracis-19091 108 4 names name NOUN bracis-19091 108 5 of of ADP bracis-19091 108 6 people people NOUN bracis-19091 108 7 , , PUNCT bracis-19091 108 8 institutions institution NOUN bracis-19091 108 9 , , PUNCT bracis-19091 108 10 streets street NOUN bracis-19091 108 11 and and CCONJ bracis-19091 108 12 cities city NOUN bracis-19091 108 13 were be AUX bracis-19091 108 14 replaced replace VERB bracis-19091 108 15 by by ADP bracis-19091 108 16 random random ADJ bracis-19091 108 17 names name NOUN bracis-19091 108 18 taken take VERB bracis-19091 108 19 from from ADP bracis-19091 108 20 a a DET bracis-19091 108 21 database database NOUN bracis-19091 108 22 containing contain VERB bracis-19091 108 23 two two NUM bracis-19091 108 24 thousand thousand NUM bracis-19091 108 25 names name NOUN bracis-19091 108 26 . . PUNCT bracis-19091 109 1 personal personal ADJ bracis-19091 109 2 identification identification NOUN bracis-19091 109 3 numbers number NOUN bracis-19091 109 4 and and CCONJ bracis-19091 109 5 telephone telephone NOUN bracis-19091 109 6 numbers number NOUN bracis-19091 109 7 were be AUX bracis-19091 109 8 replaced replace VERB bracis-19091 109 9 by by ADP bracis-19091 109 10 random random ADJ bracis-19091 109 11 numbers number NOUN bracis-19091 109 12 . . PUNCT bracis-19091 110 1 in in ADP bracis-19091 110 2 order order NOUN bracis-19091 110 3 to to PART bracis-19091 110 4 define define VERB bracis-19091 110 5 the the DET bracis-19091 110 6 rhetorical rhetorical ADJ bracis-19091 110 7 roles role NOUN bracis-19091 110 8 used use VERB bracis-19091 110 9 to to PART bracis-19091 110 10 label label NOUN bracis-19091 110 11 sentences sentence NOUN bracis-19091 110 12 , , PUNCT bracis-19091 110 13 we we PRON bracis-19091 110 14 took take VERB bracis-19091 110 15 some some DET bracis-19091 110 16 inspiration inspiration NOUN bracis-19091 110 17 from from ADP bracis-19091 110 18 the the DET bracis-19091 110 19 brazilian brazilian ADJ bracis-19091 110 20 civil civil ADJ bracis-19091 110 21 procedure procedure NOUN bracis-19091 110 22 ( ( PUNCT bracis-19091 110 23 código código PROPN bracis-19091 110 24 de de X bracis-19091 110 25 processo processo X bracis-19091 110 26 civil civil NOUN bracis-19091 110 27 ) ) PUNCT bracis-19091 111 1 [ [ X bracis-19091 111 2 4 4 NUM bracis-19091 111 3 ] ] PUNCT bracis-19091 111 4 . . PUNCT bracis-19091 112 1 more more ADV bracis-19091 112 2 specifically specifically ADV bracis-19091 112 3 , , PUNCT bracis-19091 112 4 we we PRON bracis-19091 112 5 considered consider VERB bracis-19091 112 6 articles article NOUN bracis-19091 112 7 319 319 NUM bracis-19091 112 8 , , PUNCT bracis-19091 112 9 320 320 NUM bracis-19091 112 10 and and CCONJ bracis-19091 112 11 321 321 NUM bracis-19091 112 12 from from ADP bracis-19091 112 13 this this DET bracis-19091 112 14 law law NOUN bracis-19091 112 15 , , PUNCT bracis-19091 112 16 which which PRON bracis-19091 112 17 state state VERB bracis-19091 112 18 the the DET bracis-19091 112 19 minimum minimum ADJ bracis-19091 112 20 requirements requirement NOUN bracis-19091 112 21 regarding regard VERB bracis-19091 112 22 the the DET bracis-19091 112 23 content content NOUN bracis-19091 112 24 of of ADP bracis-19091 112 25 a a DET bracis-19091 112 26 petition petition NOUN bracis-19091 112 27 within within ADP bracis-19091 112 28 brazilian brazilian ADJ bracis-19091 112 29 legal legal ADJ bracis-19091 112 30 system system NOUN bracis-19091 112 31 . . PUNCT bracis-19091 113 1 in in ADP bracis-19091 113 2 addition addition NOUN bracis-19091 113 3 to to ADP bracis-19091 113 4 these these DET bracis-19091 113 5 legal legal ADJ bracis-19091 113 6 requirements requirement NOUN bracis-19091 113 7 , , PUNCT bracis-19091 113 8 we we PRON bracis-19091 113 9 considered consider VERB bracis-19091 113 10 two two NUM bracis-19091 113 11 possible possible ADJ bracis-19091 113 12 applications application NOUN bracis-19091 113 13 for for ADP bracis-19091 113 14 this this DET bracis-19091 113 15 corpus corpus NOUN bracis-19091 113 16 : : PUNCT bracis-19091 113 17 ( ( PUNCT bracis-19091 113 18 i i NOUN bracis-19091 113 19 ) ) PUNCT bracis-19091 113 20 support support NOUN bracis-19091 113 21 to to ADP bracis-19091 113 22 staff staff NOUN bracis-19091 113 23 of of ADP bracis-19091 113 24 a a DET bracis-19091 113 25 judge judge NOUN bracis-19091 113 26 ’s ’s PART bracis-19091 113 27 office office NOUN bracis-19091 113 28 ( ( PUNCT bracis-19091 113 29 including include VERB bracis-19091 113 30 the the DET bracis-19091 113 31 judge judge NOUN bracis-19091 113 32 ) ) PUNCT bracis-19091 113 33 when when SCONJ bracis-19091 113 34 analysing analyse VERB bracis-19091 113 35 a a DET bracis-19091 113 36 filed file VERB bracis-19091 113 37 petition petition NOUN bracis-19091 113 38 ; ; PUNCT bracis-19091 113 39 and and CCONJ bracis-19091 113 40 ( ( PUNCT bracis-19091 113 41 ii ii NOUN bracis-19091 113 42 ) ) PUNCT bracis-19091 113 43 petition petition NOUN bracis-19091 113 44 summarization summarization NOUN bracis-19091 113 45 to to PART bracis-19091 113 46 support support VERB bracis-19091 113 47 the the DET bracis-19091 113 48 generation generation NOUN bracis-19091 113 49 of of ADP bracis-19091 113 50 headnotes headnote NOUN bracis-19091 113 51 that that PRON bracis-19091 113 52 need need VERB bracis-19091 113 53 to to PART bracis-19091 113 54 be be AUX bracis-19091 113 55 included include VERB bracis-19091 113 56 in in ADP bracis-19091 113 57 the the DET bracis-19091 113 58 judge judge NOUN bracis-19091 113 59 ’s ’s PART bracis-19091 113 60 pronouncement pronouncement NOUN bracis-19091 113 61 within within ADP bracis-19091 113 62 the the DET bracis-19091 113 63 legal legal ADJ bracis-19091 113 64 case case NOUN bracis-19091 113 65 . . PUNCT bracis-19091 114 1 in in ADP bracis-19091 114 2 the the DET bracis-19091 114 3 following following NOUN bracis-19091 114 4 , , PUNCT bracis-19091 114 5 we we PRON bracis-19091 114 6 list list VERB bracis-19091 114 7 the the DET bracis-19091 114 8 eight eight NUM bracis-19091 114 9 proposed propose VERB bracis-19091 114 10 rhetorical rhetorical ADJ bracis-19091 114 11 roles role NOUN bracis-19091 114 12 for for ADP bracis-19091 114 13 sentences sentence NOUN bracis-19091 114 14 within within ADP bracis-19091 114 15 a a DET bracis-19091 114 16 petition petition NOUN bracis-19091 114 17 . . PUNCT bracis-19091 115 1 the the DET bracis-19091 115 2 terms term NOUN bracis-19091 115 3 between between ADP bracis-19091 115 4 parenthesis parenthesis NOUN bracis-19091 115 5 correspond correspond NOUN bracis-19091 115 6 to to ADP bracis-19091 115 7 portuguese portuguese ADJ bracis-19091 115 8 translations translation NOUN bracis-19091 115 9 of of ADP bracis-19091 115 10 the the DET bracis-19091 115 11 rhetorical rhetorical ADJ bracis-19091 115 12 roles role NOUN bracis-19091 115 13 . . PUNCT bracis-19091 116 1 for for ADP bracis-19091 116 2 each each DET bracis-19091 116 3 rhetorical rhetorical ADJ bracis-19091 116 4 role role NOUN bracis-19091 116 5 , , PUNCT bracis-19091 116 6 we we PRON bracis-19091 116 7 also also ADV bracis-19091 116 8 present present VERB bracis-19091 116 9 some some DET bracis-19091 116 10 exemplary exemplary ADJ bracis-19091 116 11 sentences sentence NOUN bracis-19091 116 12 . . PUNCT bracis-19091 117 1 1 1 X bracis-19091 117 2 . . X bracis-19091 117 3 identification identification NOUN bracis-19091 117 4 ( ( PUNCT bracis-19091 117 5 identificação identificação ADJ bracis-19091 117 6 das das PROPN bracis-19091 117 7 partes parte NOUN bracis-19091 117 8 ): ): PUNCT bracis-19091 117 9 identification identification NOUN bracis-19091 117 10 of of ADP bracis-19091 117 11 the the DET bracis-19091 117 12 parties party NOUN bracis-19091 117 13 ( ( PUNCT bracis-19091 117 14 complainant complainant NOUN bracis-19091 117 15 , , PUNCT bracis-19091 117 16 appellant appellant NOUN bracis-19091 117 17 , , PUNCT bracis-19091 117 18 judge judge NOUN bracis-19091 117 19 , , PUNCT bracis-19091 117 20 among among ADP bracis-19091 117 21 others other NOUN bracis-19091 117 22 ) ) PUNCT bracis-19091 117 23 involved involve VERB bracis-19091 117 24 in in ADP bracis-19091 117 25 the the DET bracis-19091 117 26 case case NOUN bracis-19091 117 27 . . PUNCT bracis-19091 118 1 usually usually ADV bracis-19091 118 2 such such ADJ bracis-19091 118 3 sentences sentence NOUN bracis-19091 118 4 occur occur VERB bracis-19091 118 5 at at ADP bracis-19091 118 6 the the DET bracis-19091 118 7 beginning beginning NOUN bracis-19091 118 8 of of ADP bracis-19091 118 9 the the DET bracis-19091 118 10 document document NOUN bracis-19091 118 11 . . PUNCT bracis-19091 119 1 ademir ademir PROPN bracis-19091 119 2 cantareira cantareira PROPN bracis-19091 119 3 e e PROPN bracis-19091 119 4 paula paula PROPN bracis-19091 119 5 , , PUNCT bracis-19091 119 6 brasileiro brasileiro PROPN bracis-19091 119 7 , , PUNCT bracis-19091 119 8 solteiro solteiro NOUN bracis-19091 119 9 , , PUNCT bracis-19091 119 10 auxiliar auxiliar X bracis-19091 119 11 de de X bracis-19091 119 12 produção produção PROPN bracis-19091 119 13 , , PUNCT bracis-19091 119 14 portador portador PROPN bracis-19091 119 15 do do VERB bracis-19091 119 16 cpf cpf PROPN bracis-19091 119 17 n\(^{\underline{\mathrm{o}}}\ n\(^{\underline{\mathrm{o}}}\ PROPN bracis-19091 119 18 ) ) PUNCT bracis-19091 119 19 . . PUNCT bracis-19091 120 1 179.939.452 179.939.452 NUM bracis-19091 120 2 04 04 NUM bracis-19091 120 3 e e X bracis-19091 120 4 do do VERB bracis-19091 120 5 rg rg PROPN bracis-19091 120 6 n\(^{\underline{\mathrm{o}}}\ n\(^{\underline{\mathrm{o}}}\ PROPN bracis-19091 120 7 ) ) PUNCT bracis-19091 120 8 . . PUNCT bracis-19091 121 1 103673421 103673421 NUM bracis-19091 121 2 ssp ssp NOUN bracis-19091 121 3 / / SYM bracis-19091 121 4 ms ms PROPN bracis-19091 121 5 , , PUNCT bracis-19091 121 6 residente residente PROPN bracis-19091 121 7 e e PROPN bracis-19091 121 8 domiciliado domiciliado PROPN bracis-19091 121 9 sito sito PROPN bracis-19091 121 10 á á PROPN bracis-19091 121 11 rua rua PROPN bracis-19091 121 12 do do AUX bracis-19091 121 13 carapicuibano carapicuibano NOUN bracis-19091 121 14 , , PUNCT bracis-19091 121 15 n\(^{\underline{\mathrm{o}}}\ n\(^{\underline{\mathrm{o}}}\ PROPN bracis-19091 121 16 ) ) PUNCT bracis-19091 121 17 . . PUNCT bracis-19091 122 1 2 2 X bracis-19091 122 2 . . X bracis-19091 122 3 facts fact NOUN bracis-19091 122 4 ( ( PUNCT bracis-19091 122 5 fatos fatos PROPN bracis-19091 122 6 ): ): PUNCT bracis-19091 122 7 factual factual ADJ bracis-19091 122 8 account account NOUN bracis-19091 122 9 that that PRON bracis-19091 122 10 gave give VERB bracis-19091 122 11 rise rise NOUN bracis-19091 122 12 to to ADP bracis-19091 122 13 the the DET bracis-19091 122 14 lawsuit lawsuit NOUN bracis-19091 122 15 . . PUNCT bracis-19091 123 1 usually usually ADV bracis-19091 123 2 these these DET bracis-19091 123 3 sentences sentence NOUN bracis-19091 123 4 occur occur VERB bracis-19091 123 5 right right ADV bracis-19091 123 6 after after ADP bracis-19091 123 7 the the DET bracis-19091 123 8 identification identification NOUN bracis-19091 123 9 , , PUNCT bracis-19091 123 10 but but CCONJ bracis-19091 123 11 they they PRON bracis-19091 123 12 can can AUX bracis-19091 123 13 be be AUX bracis-19091 123 14 presented present VERB bracis-19091 123 15 interspersed intersperse VERB bracis-19091 123 16 with with ADP bracis-19091 123 17 the the DET bracis-19091 123 18 arguments argument NOUN bracis-19091 123 19 . . PUNCT bracis-19091 124 1 no no DET bracis-19091 124 2 dia dia PROPN bracis-19091 124 3 28/01/2013 28/01/2013 NUM bracis-19091 124 4 o o PROPN bracis-19091 124 5 funcionário funcionário PROPN bracis-19091 124 6 da da PROPN bracis-19091 124 7 requerida requerida PROPN bracis-19091 124 8 , , PUNCT bracis-19091 124 9 sr sr PROPN bracis-19091 124 10 . . PUNCT bracis-19091 124 11 jorge jorge PROPN bracis-19091 124 12 , , PUNCT bracis-19091 124 13 realizou realizou VERB bracis-19091 124 14 serviços serviços PROPN bracis-19091 124 15 de de X bracis-19091 124 16 substituição substituição X bracis-19091 124 17 de de X bracis-19091 124 18 válvulas válvulas PROPN bracis-19091 124 19 no no DET bracis-19091 124 20 apartamento apartamento PROPN bracis-19091 124 21 do do AUX bracis-19091 124 22 síndico síndico NOUN bracis-19091 124 23 do do VERB bracis-19091 124 24 condomínio condomínio PROPN bracis-19091 124 25 , , PUNCT bracis-19091 124 26 sr sr PROPN bracis-19091 124 27 . . PUNCT bracis-19091 125 1 ailton ailton PROPN bracis-19091 125 2 cesar cesar PROPN bracis-19091 125 3 , , PUNCT bracis-19091 125 4 que que PROPN bracis-19091 125 5 aproveitando aproveitando NOUN bracis-19091 125 6 o o PROPN bracis-19091 125 7 ensejo ensejo X bracis-19091 125 8 contratou contratou NOUN bracis-19091 126 1 verbalmente verbalmente ADP bracis-19091 126 2 o o PROPN bracis-19091 126 3 profissional profissional PROPN bracis-19091 126 4 para para PROPN bracis-19091 126 5 verificar verificar PROPN bracis-19091 126 6 os os PROPN bracis-19091 127 1 hidrômetros hidrômetro NOUN bracis-19091 127 2 do do VERB bracis-19091 127 3 prédio prédio PROPN bracis-19091 127 4 e e PROPN bracis-19091 127 5 , , PUNCT bracis-19091 127 6 se se PROPN bracis-19091 127 7 necessário necessário PROPN bracis-19091 127 8 , , PUNCT bracis-19091 127 9 consertar consertar PROPN bracis-19091 127 10 ou ou X bracis-19091 127 11 substituir substituir PROPN bracis-19091 127 12 dois dois PROPN bracis-19091 127 13 registros registros PROPN bracis-19091 127 14 de de PROPN bracis-19091 127 15 água água PROPN bracis-19091 127 16 do do AUX bracis-19091 127 17 condomínio condomínio PROPN bracis-19091 127 18 . . PUNCT bracis-19091 128 1 3 3 X bracis-19091 128 2 . . PUNCT bracis-19091 128 3 arguments argument NOUN bracis-19091 128 4 ( ( PUNCT bracis-19091 128 5 argumentos argumentos X bracis-19091 128 6 ): ): PUNCT bracis-19091 128 7 pronouncement pronouncement NOUN bracis-19091 128 8 to to PART bracis-19091 128 9 persuade persuade VERB bracis-19091 128 10 the the DET bracis-19091 128 11 judge judge NOUN bracis-19091 128 12 to to PART bracis-19091 128 13 adopt adopt VERB bracis-19091 128 14 a a DET bracis-19091 128 15 certain certain ADJ bracis-19091 128 16 line line NOUN bracis-19091 128 17 of of ADP bracis-19091 128 18 thought thought NOUN bracis-19091 128 19 . . PUNCT bracis-19091 129 1 these these PRON bracis-19091 129 2 are be AUX bracis-19091 129 3 the the DET bracis-19091 129 4 sentences sentence NOUN bracis-19091 129 5 that that PRON bracis-19091 129 6 present present VERB bracis-19091 129 7 the the DET bracis-19091 129 8 greatest great ADJ bracis-19091 129 9 variation variation NOUN bracis-19091 129 10 in in ADP bracis-19091 129 11 linguistic linguistic ADJ bracis-19091 129 12 styles style NOUN bracis-19091 129 13 . . PUNCT bracis-19091 130 1 it it PRON bracis-19091 130 2 is be AUX bracis-19091 130 3 common common ADJ bracis-19091 130 4 to to PART bracis-19091 130 5 interconnect interconnect VERB bracis-19091 130 6 these these DET bracis-19091 130 7 sentences sentence NOUN bracis-19091 130 8 with with ADP bracis-19091 130 9 facts fact NOUN bracis-19091 130 10 and and CCONJ bracis-19091 130 11 legal legal ADJ bracis-19091 130 12 basis basis NOUN bracis-19091 130 13 . . PUNCT bracis-19091 131 1 o o X bracis-19091 131 2 presente presente PROPN bracis-19091 131 3 pleito pleito PROPN bracis-19091 131 4 tem tem PROPN bracis-19091 131 5 como como PROPN bracis-19091 131 6 objetivo objetivo PROPN bracis-19091 131 7 , , PUNCT bracis-19091 131 8 entre entre PROPN bracis-19091 131 9 tantos tantos PROPN bracis-19091 131 10 outros outros PROPN bracis-19091 131 11 , , PUNCT bracis-19091 131 12 ressarcir ressarcir PROPN bracis-19091 131 13 o o PROPN bracis-19091 131 14 condomínio condomínio PROPN bracis-19091 131 15 autor autor PROPN bracis-19091 131 16 pelos pelos PROPN bracis-19091 131 17 danos danos PROPN bracis-19091 131 18 morais morais PROPN bracis-19091 131 19 , , PUNCT bracis-19091 131 20 coibindo coibindo VERB bracis-19091 131 21 a a DET bracis-19091 131 22 atitude atitude ADJ bracis-19091 131 23 abusiva abusiva NOUN bracis-19091 131 24 da da PROPN bracis-19091 131 25 requerida requerida PROPN bracis-19091 131 26 , , PUNCT bracis-19091 131 27 em em PRON bracis-19091 131 28 razão razão INTJ bracis-19091 131 29 do do AUX bracis-19091 131 30 constrangimento constrangimento VERB bracis-19091 131 31 sofrido sofrido ADJ bracis-19091 131 32 pelo pelo PROPN bracis-19091 131 33 síndico síndico PROPN bracis-19091 131 34 , , PUNCT bracis-19091 131 35 sr sr PROPN bracis-19091 131 36 . . PUNCT bracis-19091 132 1 leandro leandro PROPN bracis-19091 132 2 musk musk PROPN bracis-19091 132 3 , , PUNCT bracis-19091 132 4 o o PROPN bracis-19091 132 5 qual qual PROPN bracis-19091 132 6 se se PROPN bracis-19091 132 7 sente sente PROPN bracis-19091 132 8 lesado lesado PROPN bracis-19091 132 9 porque porque PROPN bracis-19091 132 10 ficou ficou PROPN bracis-19091 132 11 extremamente extremamente PROPN bracis-19091 132 12 constrangido constrangido PROPN bracis-19091 132 13 ao ao PROPN bracis-19091 132 14 ter ter PROPN bracis-19091 132 15 que que PROPN bracis-19091 132 16 pagar pagar PROPN bracis-19091 132 17 e e X bracis-19091 132 18 explicar explicar PROPN bracis-19091 132 19 perante perante NOUN bracis-19091 132 20 os os PROPN bracis-19091 132 21 condôminos condômino NOUN bracis-19091 132 22 do do VERB bracis-19091 132 23 prédio prédio PROPN bracis-19091 132 24 um um INTJ bracis-19091 132 25 gasto gasto PROPN bracis-19091 132 26 exorbitante exorbitante PROPN bracis-19091 132 27 de de PROPN bracis-19091 132 28 r$ r$ PROPN bracis-19091 132 29 1.660,00 1.660,00 NUM bracis-19091 132 30 para para NOUN bracis-19091 132 31 trocar trocar NOUN bracis-19091 132 32 apenas apenas PROPN bracis-19091 132 33 dois dois PROPN bracis-19091 132 34 castelos castelos PROPN bracis-19091 132 35 de de PROPN bracis-19091 132 36 registros registros PROPN bracis-19091 132 37 . . PUNCT bracis-19091 133 1 4 4 X bracis-19091 133 2 . . X bracis-19091 133 3 legal legal ADJ bracis-19091 133 4 basis basis NOUN bracis-19091 133 5 ( ( PUNCT bracis-19091 133 6 fundamentação fundamentação ADJ bracis-19091 133 7 legal legal ADJ bracis-19091 133 8 ): ): PUNCT bracis-19091 133 9 description description NOUN bracis-19091 133 10 of of ADP bracis-19091 133 11 legal legal ADJ bracis-19091 133 12 doctrine doctrine NOUN bracis-19091 133 13 that that PRON bracis-19091 133 14 gives give VERB bracis-19091 133 15 the the DET bracis-19091 133 16 ground ground NOUN bracis-19091 133 17 for for ADP bracis-19091 133 18 the the DET bracis-19091 133 19 decision decision NOUN bracis-19091 133 20 making make VERB bracis-19091 133 21 process process NOUN bracis-19091 133 22 . . PUNCT bracis-19091 134 1 it it PRON bracis-19091 134 2 usually usually ADV bracis-19091 134 3 includes include VERB bracis-19091 134 4 citations citation NOUN bracis-19091 134 5 to to ADP bracis-19091 134 6 laws law NOUN bracis-19091 134 7 and and CCONJ bracis-19091 134 8 texts text NOUN bracis-19091 134 9 by by ADP bracis-19091 134 10 jurisprudential jurisprudential ADJ bracis-19091 134 11 authors author NOUN bracis-19091 134 12 . . PUNCT bracis-19091 135 1 this this PRON bracis-19091 135 2 is be AUX bracis-19091 135 3 usually usually ADV bracis-19091 135 4 interspersed intersperse VERB bracis-19091 135 5 with with ADP bracis-19091 135 6 the the DET bracis-19091 135 7 arguments argument NOUN bracis-19091 135 8 and and CCONJ bracis-19091 135 9 precedents precedent NOUN bracis-19091 135 10 , , PUNCT bracis-19091 135 11 but but CCONJ bracis-19091 135 12 we we PRON bracis-19091 135 13 decided decide VERB bracis-19091 135 14 to to PART bracis-19091 135 15 create create VERB bracis-19091 135 16 this this DET bracis-19091 135 17 specific specific ADJ bracis-19091 135 18 label label NOUN bracis-19091 135 19 since since SCONJ bracis-19091 135 20 its its PRON bracis-19091 135 21 nature nature NOUN bracis-19091 135 22 is be AUX bracis-19091 135 23 more more ADV bracis-19091 135 24 objective objective ADJ bracis-19091 135 25 than than ADP bracis-19091 135 26 arguments argument NOUN bracis-19091 135 27 . . PUNCT bracis-19091 136 1 cc cc NOUN bracis-19091 136 2 . . PROPN bracis-19091 136 3 art art NOUN bracis-19091 136 4 . . PUNCT bracis-19091 137 1 186 186 NUM bracis-19091 137 2 . . PUNCT bracis-19091 138 1 aquele aquele PROPN bracis-19091 138 2 que que PROPN bracis-19091 138 3 , , PUNCT bracis-19091 138 4 por por NOUN bracis-19091 138 5 ação ação NOUN bracis-19091 138 6 ou ou PROPN bracis-19091 138 7 omissão omissão PROPN bracis-19091 138 8 voluntária voluntária PROPN bracis-19091 138 9 , , PUNCT bracis-19091 138 10 negligência negligência NOUN bracis-19091 138 11 ou ou ADP bracis-19091 138 12 imprudência imprudência PROPN bracis-19091 138 13 , , PUNCT bracis-19091 138 14 violar violar PROPN bracis-19091 138 15 direito direito PROPN bracis-19091 138 16 e e PROPN bracis-19091 138 17 causar causar PROPN bracis-19091 138 18 dano dano PROPN bracis-19091 138 19 a a DET bracis-19091 138 20 outrem outrem PROPN bracis-19091 138 21 , , PUNCT bracis-19091 138 22 ainda ainda PROPN bracis-19091 138 23 que que PROPN bracis-19091 138 24 exclusivamente exclusivamente PROPN bracis-19091 138 25 moral moral ADJ bracis-19091 138 26 , , PUNCT bracis-19091 138 27 comete comete PROPN bracis-19091 138 28 ato ato PROPN bracis-19091 138 29 ilícito ilícito PROPN bracis-19091 138 30 . . PUNCT bracis-19091 139 1 5 5 X bracis-19091 139 2 . . X bracis-19091 139 3 precedents precedent NOUN bracis-19091 139 4 ( ( PUNCT bracis-19091 139 5 jurisprudência jurisprudência PROPN bracis-19091 139 6 ): ): PUNCT bracis-19091 139 7 this this DET bracis-19091 139 8 part part NOUN bracis-19091 139 9 is be AUX bracis-19091 139 10 based base VERB bracis-19091 139 11 on on ADP bracis-19091 139 12 citations citation NOUN bracis-19091 139 13 to to ADP bracis-19091 139 14 headnotes headnote NOUN bracis-19091 139 15 of of ADP bracis-19091 139 16 similar similar ADJ bracis-19091 139 17 or or CCONJ bracis-19091 139 18 relevant relevant ADJ bracis-19091 139 19 previous previous ADJ bracis-19091 139 20 cases case NOUN bracis-19091 139 21 . . PUNCT bracis-19091 140 1 some some DET bracis-19091 140 2 sentences sentence NOUN bracis-19091 140 3 within within ADP bracis-19091 140 4 this this DET bracis-19091 140 5 part part NOUN bracis-19091 140 6 are be AUX bracis-19091 140 7 in in ADP bracis-19091 140 8 capital capital NOUN bracis-19091 140 9 letters letter NOUN bracis-19091 140 10 since since SCONJ bracis-19091 140 11 this this PRON bracis-19091 140 12 is be AUX bracis-19091 140 13 the the DET bracis-19091 140 14 typical typical ADJ bracis-19091 140 15 format format NOUN bracis-19091 140 16 of of ADP bracis-19091 140 17 headnotes headnote NOUN bracis-19091 140 18 in in ADP bracis-19091 140 19 brazilian brazilian ADJ bracis-19091 140 20 legal legal ADJ bracis-19091 140 21 system system NOUN bracis-19091 140 22 . . PUNCT bracis-19091 141 1 it it PRON bracis-19091 141 2 also also ADV bracis-19091 141 3 occurs occur VERB bracis-19091 141 4 interspersed intersperse VERB bracis-19091 141 5 with with ADP bracis-19091 141 6 the the DET bracis-19091 141 7 arguments argument NOUN bracis-19091 141 8 . . PUNCT bracis-19091 142 1 ( ( PUNCT bracis-19091 142 2 stj stj NOUN bracis-19091 142 3 resp resp NOUN bracis-19091 142 4 927727 927727 NUM bracis-19091 142 5 / / SYM bracis-19091 142 6 mg mg PROPN bracis-19091 142 7 , , PUNCT bracis-19091 142 8 recurso recurso PROPN bracis-19091 142 9 especial especial PROPN bracis-19091 142 10 , , PUNCT bracis-19091 142 11 2007/0038830 2007/0038830 NUM bracis-19091 142 12 - - SYM bracis-19091 142 13 3 3 NUM bracis-19091 142 14 , , PUNCT bracis-19091 142 15 dês dês PROPN bracis-19091 142 16 . . PUNCT bracis-19091 143 1 rel rel AUX bracis-19091 143 2 . . PUNCT bracis-19091 143 3 ministro ministro PROPN bracis-19091 143 4 josé josé PROPN bracis-19091 143 5 delgado delgado PROPN bracis-19091 143 6 , , PUNCT bracis-19091 143 7 primeira primeira PROPN bracis-19091 143 8 turma turma PROPN bracis-19091 143 9 , , PUNCT bracis-19091 143 10 06/05/2008 06/05/2008 NUM bracis-19091 143 11 ) ) PUNCT bracis-19091 143 12 . . PUNCT bracis-19091 144 1 6 6 X bracis-19091 144 2 . . X bracis-19091 144 3 requests request NOUN bracis-19091 144 4 ( ( PUNCT bracis-19091 144 5 pedidos pedido NOUN bracis-19091 144 6 ): ): PUNCT bracis-19091 144 7 this this PRON bracis-19091 144 8 corresponds correspond VERB bracis-19091 144 9 to to ADP bracis-19091 144 10 the the DET bracis-19091 144 11 main main ADJ bracis-19091 144 12 requests request NOUN bracis-19091 144 13 by by ADP bracis-19091 144 14 the the DET bracis-19091 144 15 complainants complainant NOUN bracis-19091 144 16 about about ADP bracis-19091 144 17 which which PRON bracis-19091 144 18 the the DET bracis-19091 144 19 judge judge NOUN bracis-19091 144 20 must must AUX bracis-19091 144 21 pronounce pronounce VERB bracis-19091 144 22 . . PUNCT bracis-19091 145 1 it it PRON bracis-19091 145 2 is be AUX bracis-19091 145 3 usually usually ADV bracis-19091 145 4 the the DET bracis-19091 145 5 last last ADJ bracis-19091 145 6 by by ADP bracis-19091 145 7 one one NUM bracis-19091 145 8 section section NOUN bracis-19091 145 9 of of ADP bracis-19091 145 10 the the DET bracis-19091 145 11 petition petition NOUN bracis-19091 145 12 . . PUNCT bracis-19091 146 1 ante ante NOUN bracis-19091 146 2 o o PROPN bracis-19091 146 3 exposto exposto NOUN bracis-19091 146 4 com com NOUN bracis-19091 146 5 supedâneo supedâneo PROPN bracis-19091 146 6 nos nos PROPN bracis-19091 146 7 motivos motivos PROPN bracis-19091 146 8 de de PROPN bracis-19091 146 9 fato fato PROPN bracis-19091 146 10 e e PROPN bracis-19091 146 11 nos nos PROPN bracis-19091 146 12 fundamentos fundamentos PROPN bracis-19091 146 13 do do AUX bracis-19091 146 14 direito direito PROPN bracis-19091 146 15 pátrio pátrio NOUN bracis-19091 146 16 , , PUNCT bracis-19091 146 17 requer requer VERB bracis-19091 146 18 a a DET bracis-19091 146 19 vossa vossa PROPN bracis-19091 146 20 excelência excelência PROPN bracis-19091 146 21 se se PROPN bracis-19091 146 22 digne digne PROPN bracis-19091 146 23 de de PROPN bracis-19091 146 24 . . PROPN bracis-19091 146 25 a a DET bracis-19091 146 26 ) ) PUNCT bracis-19091 146 27 citar citar PROPN bracis-19091 146 28 a a DET bracis-19091 146 29 ré ré X bracis-19091 146 30 , , PUNCT bracis-19091 146 31 na na ADP bracis-19091 146 32 pessoa pessoa PROPN bracis-19091 146 33 de de X bracis-19091 146 34 seu seu PROPN bracis-19091 146 35 representante representante NOUN bracis-19091 146 36 legal legal ADJ bracis-19091 146 37 , , PUNCT bracis-19091 146 38 para para PROPN bracis-19091 146 39 que que PROPN bracis-19091 146 40 , , PUNCT bracis-19091 146 41 assim assim PROPN bracis-19091 146 42 desejando desejando PROPN bracis-19091 146 43 , , PUNCT bracis-19091 146 44 compareça compareça NOUN bracis-19091 146 45 á á PROPN bracis-19091 146 46 audiência audiência PROPN bracis-19091 146 47 designada designada PROPN bracis-19091 146 48 e e PROPN bracis-19091 146 49 apresente apresente PROPN bracis-19091 146 50 defesa defesa PROPN bracis-19091 146 51 , , PUNCT bracis-19091 146 52 sob sob PROPN bracis-19091 146 53 pena pena PROPN bracis-19091 146 54 de de PROPN bracis-19091 146 55 revelia revelia PROPN bracis-19091 146 56 e e PROPN bracis-19091 146 57 confissão confissão NOUN bracis-19091 146 58 ( ( PUNCT bracis-19091 146 59 art art NOUN bracis-19091 146 60 . . PUNCT bracis-19091 147 1 7 7 X bracis-19091 147 2 . . X bracis-19091 147 3 remedy remedy NOUN bracis-19091 147 4 ( ( PUNCT bracis-19091 147 5 valor valor NOUN bracis-19091 147 6 da da PROPN bracis-19091 147 7 causa causa PROPN bracis-19091 147 8 ): ): PUNCT bracis-19091 147 9 normally normally ADV bracis-19091 147 10 contained contain VERB bracis-19091 147 11 in in ADP bracis-19091 147 12 one one NUM bracis-19091 147 13 or or CCONJ bracis-19091 147 14 two two NUM bracis-19091 147 15 sentences sentence NOUN bracis-19091 147 16 in in ADP bracis-19091 147 17 the the DET bracis-19091 147 18 end end NOUN bracis-19091 147 19 of of ADP bracis-19091 147 20 the the DET bracis-19091 147 21 petition petition NOUN bracis-19091 147 22 , , PUNCT bracis-19091 147 23 this this DET bracis-19091 147 24 part part NOUN bracis-19091 147 25 provides provide VERB bracis-19091 147 26 a a DET bracis-19091 147 27 monetary monetary ADJ bracis-19091 147 28 estimate estimate NOUN bracis-19091 147 29 to to PART bracis-19091 147 30 remedy remedy VERB bracis-19091 147 31 the the DET bracis-19091 147 32 complainant complainant NOUN bracis-19091 147 33 ’s ’s PART bracis-19091 147 34 claims claim NOUN bracis-19091 147 35 . . PUNCT bracis-19091 148 1 this this PRON bracis-19091 148 2 is be AUX bracis-19091 148 3 usually usually ADV bracis-19091 148 4 the the DET bracis-19091 148 5 last last ADJ bracis-19091 148 6 section section NOUN bracis-19091 148 7 of of ADP bracis-19091 148 8 the the DET bracis-19091 148 9 petition petition NOUN bracis-19091 148 10 . . PUNCT bracis-19091 149 1 dá dá X bracis-19091 149 2 - - PROPN bracis-19091 149 3 se se X bracis-19091 149 4 á á X bracis-19091 149 5 presente presente NOUN bracis-19091 149 6 o o PROPN bracis-19091 149 7 valor valor PROPN bracis-19091 149 8 de de PROPN bracis-19091 149 9 r$ r$ PROPN bracis-19091 149 10 4.450,00 4.450,00 NUM bracis-19091 149 11 ( ( PUNCT bracis-19091 149 12 quatro quatro X bracis-19091 149 13 mil mil NOUN bracis-19091 149 14 quatrocentos quatrocento VERB bracis-19091 149 15 e e PROPN bracis-19091 149 16 cinquenta cinquenta NOUN bracis-19091 149 17 reais reais PROPN bracis-19091 149 18 ) ) PUNCT bracis-19091 149 19 , , PUNCT bracis-19091 149 20 para para PROPN bracis-19091 149 21 fins fins PROPN bracis-19091 149 22 de de ADP bracis-19091 149 23 alçada alçada PROPN bracis-19091 149 24 e e PROPN bracis-19091 149 25 fiscais fiscais PROPN bracis-19091 149 26 . . PUNCT bracis-19091 150 1 8 8 X bracis-19091 150 2 . . X bracis-19091 151 1 others other NOUN bracis-19091 151 2 ( ( PUNCT bracis-19091 151 3 outros outros PROPN bracis-19091 151 4 ): ): PUNCT bracis-19091 151 5 other other ADJ bracis-19091 151 6 textual textual ADJ bracis-19091 151 7 elements element NOUN bracis-19091 151 8 like like ADP bracis-19091 151 9 section section NOUN bracis-19091 151 10 and and CCONJ bracis-19091 151 11 page page NOUN bracis-19091 151 12 headings heading NOUN bracis-19091 151 13 . . PUNCT bracis-19091 152 1 dos do NOUN bracis-19091 152 2 requerimentos requerimento VERB bracis-19091 152 3 . . PUNCT bracis-19091 153 1 do do AUX bracis-19091 153 2 direito direito PROPN bracis-19091 153 3 . . PROPN bracis-19091 153 4 in in ADP bracis-19091 153 5 table table NOUN bracis-19091 153 6     SPACE bracis-19091 153 7 1 1 NUM bracis-19091 153 8 , , PUNCT bracis-19091 153 9 we we PRON bracis-19091 153 10 present present VERB bracis-19091 153 11 the the DET bracis-19091 153 12 number number NOUN bracis-19091 153 13 of of ADP bracis-19091 153 14 sentences sentence NOUN bracis-19091 153 15 and and CCONJ bracis-19091 153 16 the the DET bracis-19091 153 17 average average ADJ bracis-19091 153 18 number number NOUN bracis-19091 153 19 of of ADP bracis-19091 153 20 tokens token NOUN bracis-19091 153 21 per per ADP bracis-19091 153 22 sentence sentence NOUN bracis-19091 153 23 for for ADP bracis-19091 153 24 each each DET bracis-19091 153 25 rhetorical rhetorical ADJ bracis-19091 153 26 role role NOUN bracis-19091 153 27 in in ADP bracis-19091 153 28 our our PRON bracis-19091 153 29 corpus corpus NOUN bracis-19091 153 30 . . PUNCT bracis-19091 154 1 in in ADP bracis-19091 154 2 the the DET bracis-19091 154 3 first first ADJ bracis-19091 154 4 column column NOUN bracis-19091 154 5 of of ADP bracis-19091 154 6 this this DET bracis-19091 154 7 table table NOUN bracis-19091 154 8 , , PUNCT bracis-19091 154 9 we we PRON bracis-19091 154 10 provide provide VERB bracis-19091 154 11 a a DET bracis-19091 154 12 label label NOUN bracis-19091 154 13 for for ADP bracis-19091 154 14 each each DET bracis-19091 154 15 rhetorical rhetorical ADJ bracis-19091 154 16 role role NOUN bracis-19091 154 17 to to PART bracis-19091 154 18 ease ease VERB bracis-19091 154 19 further further ADJ bracis-19091 154 20 references reference NOUN bracis-19091 154 21 . . PUNCT bracis-19091 155 1 table table NOUN bracis-19091 155 2 1 1 NUM bracis-19091 155 3 . . PUNCT bracis-19091 155 4 basic basic ADJ bracis-19091 155 5 statistics statistic NOUN bracis-19091 155 6 per per ADP bracis-19091 155 7 rhetorical rhetorical ADJ bracis-19091 155 8 rolefull rolefull NOUN bracis-19091 155 9 size size NOUN bracis-19091 155 10 table table NOUN bracis-19091 155 11 by by ADP bracis-19091 155 12 means mean NOUN bracis-19091 155 13 of of ADP bracis-19091 155 14 the the DET bracis-19091 155 15 doccano doccano ADJ bracis-19091 155 16 tool tool NOUN bracis-19091 156 1 [ [ X bracis-19091 156 2 14 14 NUM bracis-19091 156 3 ] ] X bracis-19091 156 4 , , PUNCT bracis-19091 156 5 an an DET bracis-19091 156 6 expert expert NOUN bracis-19091 156 7 labeled label VERB bracis-19091 156 8 each each DET bracis-19091 156 9 sentence sentence NOUN bracis-19091 156 10 of of ADP bracis-19091 156 11 a a DET bracis-19091 156 12 petition petition NOUN bracis-19091 156 13 with with ADP bracis-19091 156 14 one one NUM bracis-19091 156 15 of of ADP bracis-19091 156 16 the the DET bracis-19091 156 17 eight eight NUM bracis-19091 156 18 rhetorical rhetorical ADJ bracis-19091 156 19 roles role NOUN bracis-19091 156 20 aforementioned aforementione VERB bracis-19091 156 21 . . PUNCT bracis-19091 157 1 the the DET bracis-19091 157 2 sequence sequence NOUN bracis-19091 157 3 of of ADP bracis-19091 157 4 sentences sentence NOUN bracis-19091 157 5 in in ADP bracis-19091 157 6 a a DET bracis-19091 157 7 petition petition NOUN bracis-19091 157 8 was be AUX bracis-19091 157 9 preserved preserve VERB bracis-19091 157 10 in in ADP bracis-19091 157 11 the the DET bracis-19091 157 12 corpus corpus NOUN bracis-19091 157 13 , , PUNCT bracis-19091 157 14 so so SCONJ bracis-19091 157 15 that that SCONJ bracis-19091 157 16 future future ADJ bracis-19091 157 17 approaches approach NOUN bracis-19091 157 18 can can AUX bracis-19091 157 19 leverage leverage VERB bracis-19091 157 20 this this DET bracis-19091 157 21 structure structure NOUN bracis-19091 157 22 . . PUNCT bracis-19091 158 1 4 4 NUM bracis-19091 158 2 text text NOUN bracis-19091 158 3 representation representation NOUN bracis-19091 158 4 and and CCONJ bracis-19091 158 5 machine machine NOUN bracis-19091 158 6 learning learning NOUN bracis-19091 158 7 approaches approach VERB bracis-19091 158 8 rhetorical rhetorical ADJ bracis-19091 158 9 role role NOUN bracis-19091 158 10 identification identification NOUN bracis-19091 158 11 is be AUX bracis-19091 158 12 usually usually ADV bracis-19091 158 13 modeled model VERB bracis-19091 158 14 as as ADP bracis-19091 158 15 a a DET bracis-19091 158 16 sentence sentence NOUN bracis-19091 158 17 classification classification NOUN bracis-19091 158 18 task task NOUN bracis-19091 158 19 . . PUNCT bracis-19091 159 1 following follow VERB bracis-19091 159 2 this this DET bracis-19091 159 3 modeling modeling NOUN bracis-19091 159 4 , , PUNCT bracis-19091 159 5 there there PRON bracis-19091 159 6 are be VERB bracis-19091 159 7 two two NUM bracis-19091 159 8 broad broad ADJ bracis-19091 159 9 types type NOUN bracis-19091 159 10 of of ADP bracis-19091 159 11 methods method NOUN bracis-19091 159 12 in in ADP bracis-19091 159 13 literature literature NOUN bracis-19091 159 14 : : PUNCT bracis-19091 159 15 the the DET bracis-19091 159 16 ones one NOUN bracis-19091 159 17 that that PRON bracis-19091 159 18 treat treat VERB bracis-19091 159 19 each each DET bracis-19091 159 20 sentence sentence NOUN bracis-19091 159 21 independently independently ADV bracis-19091 159 22 , , PUNCT bracis-19091 159 23 and and CCONJ bracis-19091 159 24 the the DET bracis-19091 159 25 ones one NOUN bracis-19091 159 26 that that PRON bracis-19091 159 27 treat treat VERB bracis-19091 159 28 a a DET bracis-19091 159 29 document document NOUN bracis-19091 159 30 as as ADP bracis-19091 159 31 a a DET bracis-19091 159 32 sequence sequence NOUN bracis-19091 159 33 of of ADP bracis-19091 159 34 sentences sentence NOUN bracis-19091 159 35 leveraging leverage VERB bracis-19091 159 36 the the DET bracis-19091 159 37 inter inter NOUN bracis-19091 159 38 - - NOUN bracis-19091 159 39 dependencies dependency NOUN bracis-19091 159 40 among among ADP bracis-19091 159 41 sentences sentence NOUN bracis-19091 159 42 . . PUNCT bracis-19091 160 1 although although SCONJ bracis-19091 160 2 the the DET bracis-19091 160 3 later later ADJ bracis-19091 160 4 type type NOUN bracis-19091 160 5 considers consider VERB bracis-19091 160 6 a a DET bracis-19091 160 7 relevant relevant ADJ bracis-19091 160 8 piece piece NOUN bracis-19091 160 9 of of ADP bracis-19091 160 10 information information NOUN bracis-19091 160 11 that that PRON bracis-19091 160 12 is be AUX bracis-19091 160 13 ignored ignore VERB bracis-19091 160 14 by by ADP bracis-19091 160 15 the the DET bracis-19091 160 16 former former ADJ bracis-19091 160 17 , , PUNCT bracis-19091 160 18 in in ADP bracis-19091 160 19 this this DET bracis-19091 160 20 work work NOUN bracis-19091 160 21 we we PRON bracis-19091 160 22 focus focus VERB bracis-19091 160 23 only only ADV bracis-19091 160 24 on on ADP bracis-19091 160 25 the the DET bracis-19091 160 26 former former ADJ bracis-19091 160 27 type type NOUN bracis-19091 160 28 of of ADP bracis-19091 160 29 methods method NOUN bracis-19091 160 30 . . PUNCT bracis-19091 161 1 our our PRON bracis-19091 161 2 motivation motivation NOUN bracis-19091 161 3 for for ADP bracis-19091 161 4 this this DET bracis-19091 161 5 decision decision NOUN bracis-19091 161 6 is be AUX bracis-19091 161 7 that that SCONJ bracis-19091 161 8 our our PRON bracis-19091 161 9 main main ADJ bracis-19091 161 10 goal goal NOUN bracis-19091 161 11 here here ADV bracis-19091 161 12 is be AUX bracis-19091 161 13 to to PART bracis-19091 161 14 investigate investigate VERB bracis-19091 161 15 the the DET bracis-19091 161 16 feasibility feasibility NOUN bracis-19091 161 17 of of ADP bracis-19091 161 18 the the DET bracis-19091 161 19 proposed propose VERB bracis-19091 161 20 rri rri PROPN bracis-19091 161 21 task task NOUN bracis-19091 161 22 . . PUNCT bracis-19091 162 1 and and CCONJ bracis-19091 162 2 we we PRON bracis-19091 162 3 indeed indeed ADV bracis-19091 162 4 experimentally experimentally ADV bracis-19091 162 5 show show VERB bracis-19091 162 6 that that SCONJ bracis-19091 162 7 , , PUNCT bracis-19091 162 8 even even ADV bracis-19091 162 9 ignoring ignore VERB bracis-19091 162 10 the the DET bracis-19091 162 11 sequential sequential ADJ bracis-19091 162 12 aspect aspect NOUN bracis-19091 162 13 of of ADP bracis-19091 162 14 the the DET bracis-19091 162 15 given give VERB bracis-19091 162 16 sentences sentence NOUN bracis-19091 162 17 , , PUNCT bracis-19091 162 18 it it PRON bracis-19091 162 19 is be AUX bracis-19091 162 20 possible possible ADJ bracis-19091 162 21 to to PART bracis-19091 162 22 achieve achieve VERB bracis-19091 162 23 a a DET bracis-19091 162 24 highly highly ADV bracis-19091 162 25 effective effective ADJ bracis-19091 162 26 rhetorical rhetorical ADJ bracis-19091 162 27 role role NOUN bracis-19091 162 28 classifier classifier NOUN bracis-19091 162 29 ( ( PUNCT bracis-19091 162 30 f f X bracis-19091 162 31 - - PUNCT bracis-19091 162 32 score score NOUN bracis-19091 162 33 over over ADP bracis-19091 162 34 80 80 NUM bracis-19091 162 35 % % NOUN bracis-19091 162 36 ) ) PUNCT bracis-19091 162 37 for for ADP bracis-19091 162 38 sentences sentence NOUN bracis-19091 162 39 within within ADP bracis-19091 162 40 petitions petition NOUN bracis-19091 162 41 from from ADP bracis-19091 162 42 a a DET bracis-19091 162 43 brazilian brazilian ADJ bracis-19091 162 44 court court NOUN bracis-19091 162 45 . . PUNCT bracis-19091 163 1 besides besides SCONJ bracis-19091 163 2 that that PRON bracis-19091 163 3 , , PUNCT bracis-19091 163 4 we we PRON bracis-19091 163 5 also also ADV bracis-19091 163 6 make make VERB bracis-19091 163 7 progress progress NOUN bracis-19091 163 8 on on ADP bracis-19091 163 9 assessing assess VERB bracis-19091 163 10 different different ADJ bracis-19091 163 11 text text NOUN bracis-19091 163 12 representations representation NOUN bracis-19091 163 13 and and CCONJ bracis-19091 163 14 machine machine NOUN bracis-19091 163 15 learning learn VERB bracis-19091 163 16 algorithms algorithm NOUN bracis-19091 163 17 on on ADP bracis-19091 163 18 this this DET bracis-19091 163 19 task task NOUN bracis-19091 163 20 . . PUNCT bracis-19091 164 1 4.1 4.1 NUM bracis-19091 164 2 baseline baseline NOUN bracis-19091 164 3 methods method NOUN bracis-19091 164 4 we we PRON bracis-19091 164 5 considered consider VERB bracis-19091 164 6 some some DET bracis-19091 164 7 standard standard ADJ bracis-19091 164 8 text text NOUN bracis-19091 164 9 classification classification NOUN bracis-19091 164 10 approaches approach NOUN bracis-19091 164 11 as as ADP bracis-19091 164 12 baseline baseline ADJ bracis-19091 164 13 methods method NOUN bracis-19091 164 14 . . PUNCT bracis-19091 165 1 more more ADV bracis-19091 165 2 specifically specifically ADV bracis-19091 165 3 , , PUNCT bracis-19091 165 4 we we PRON bracis-19091 165 5 combined combine VERB bracis-19091 165 6 naive naive ADJ bracis-19091 165 7 bayes bayes NOUN bracis-19091 165 8 ( ( PUNCT bracis-19091 165 9 nb nb NOUN bracis-19091 165 10 ) ) PUNCT bracis-19091 165 11 and and CCONJ bracis-19091 165 12 support support VERB bracis-19091 165 13 vector vector NOUN bracis-19091 165 14 machine machine NOUN bracis-19091 165 15 ( ( PUNCT bracis-19091 165 16 svm svm ADJ bracis-19091 165 17 ) ) PUNCT bracis-19091 165 18 models model NOUN bracis-19091 165 19 with with ADP bracis-19091 165 20 two two NUM bracis-19091 165 21 standard standard ADJ bracis-19091 165 22 text text NOUN bracis-19091 165 23 representation representation NOUN bracis-19091 165 24 techniques technique NOUN bracis-19091 165 25 , , PUNCT bracis-19091 165 26 namely namely ADV bracis-19091 165 27 bag bag NOUN bracis-19091 165 28 of of ADP bracis-19091 165 29 words word NOUN bracis-19091 165 30 ( ( PUNCT bracis-19091 165 31 bow bow NOUN bracis-19091 165 32 ) ) PUNCT bracis-19091 165 33 and and CCONJ bracis-19091 165 34 term term NOUN bracis-19091 165 35 frequency frequency NOUN bracis-19091 165 36 - - PUNCT bracis-19091 165 37 inverse inverse NOUN bracis-19091 165 38 document document NOUN bracis-19091 165 39 frequency frequency NOUN bracis-19091 165 40 ( ( PUNCT bracis-19091 165 41 tfidf tfidf NOUN bracis-19091 165 42 ) ) PUNCT bracis-19091 165 43 . . PUNCT bracis-19091 166 1 bow bow NOUN bracis-19091 166 2 and and CCONJ bracis-19091 166 3 tfidf tfidf NOUN bracis-19091 166 4 are be AUX bracis-19091 166 5 among among ADP bracis-19091 166 6 the the DET bracis-19091 166 7 most most ADV bracis-19091 166 8 used used ADJ bracis-19091 166 9 text text NOUN bracis-19091 166 10 representation representation NOUN bracis-19091 166 11 techniques technique NOUN bracis-19091 166 12 . . PUNCT bracis-19091 167 1 although although SCONJ bracis-19091 167 2 deep deep ADJ bracis-19091 167 3 learning learning NOUN bracis-19091 167 4 representations representation NOUN bracis-19091 167 5 have have AUX bracis-19091 167 6 dominated dominate VERB bracis-19091 167 7 the the DET bracis-19091 167 8 latest late ADJ bracis-19091 167 9 advances advance NOUN bracis-19091 167 10 in in ADP bracis-19091 167 11 text text NOUN bracis-19091 167 12 processing processing NOUN bracis-19091 167 13 tasks task NOUN bracis-19091 167 14 , , PUNCT bracis-19091 167 15 bow bow NOUN bracis-19091 167 16 and and CCONJ bracis-19091 167 17 tfidf tfidf NOUN bracis-19091 167 18 can can AUX bracis-19091 167 19 still still ADV bracis-19091 167 20 be be AUX bracis-19091 167 21 competitive competitive ADJ bracis-19091 167 22 , , PUNCT bracis-19091 167 23 mainly mainly ADV bracis-19091 167 24 in in ADP bracis-19091 167 25 text text NOUN bracis-19091 167 26 classification classification NOUN bracis-19091 167 27 problems problem NOUN bracis-19091 167 28 . . PUNCT bracis-19091 168 1 thus thus ADV bracis-19091 168 2 , , PUNCT bracis-19091 168 3 these these DET bracis-19091 168 4 classic classic ADJ bracis-19091 168 5 representations representation NOUN bracis-19091 168 6 represent represent VERB bracis-19091 168 7 strong strong ADJ bracis-19091 168 8 baselines baseline NOUN bracis-19091 168 9 in in ADP bracis-19091 168 10 order order NOUN bracis-19091 168 11 to to PART bracis-19091 168 12 evaluate evaluate VERB bracis-19091 168 13 the the DET bracis-19091 168 14 incremental incremental ADJ bracis-19091 168 15 contribution contribution NOUN bracis-19091 168 16 of of ADP bracis-19091 168 17 more more ADJ bracis-19091 168 18 complex complex ADJ bracis-19091 168 19 methods method NOUN bracis-19091 168 20 , , PUNCT bracis-19091 168 21 like like ADP bracis-19091 168 22 the the DET bracis-19091 168 23 ones one NOUN bracis-19091 168 24 based base VERB bracis-19091 168 25 on on ADP bracis-19091 168 26 deep deep ADJ bracis-19091 168 27 learning learning NOUN bracis-19091 168 28 . . PUNCT bracis-19091 169 1 nb nb PROPN bracis-19091 169 2 is be AUX bracis-19091 169 3 a a DET bracis-19091 169 4 probabilistic probabilistic ADJ bracis-19091 169 5 ml ml NOUN bracis-19091 169 6 model model NOUN bracis-19091 169 7 specially specially ADV bracis-19091 169 8 appropriate appropriate ADJ bracis-19091 169 9 for for ADP bracis-19091 169 10 text text NOUN bracis-19091 169 11 classification classification NOUN bracis-19091 169 12 tasks task NOUN bracis-19091 169 13 . . PUNCT bracis-19091 170 1 while while SCONJ bracis-19091 170 2 linear linear PROPN bracis-19091 170 3 svm svm PROPN bracis-19091 170 4 is be AUX bracis-19091 170 5 an an DET bracis-19091 170 6 effective effective ADJ bracis-19091 170 7 model model NOUN bracis-19091 170 8 to to PART bracis-19091 170 9 tackle tackle VERB bracis-19091 170 10 problems problem NOUN bracis-19091 170 11 with with ADP bracis-19091 170 12 sparse sparse ADJ bracis-19091 170 13 input input NOUN bracis-19091 170 14 data datum NOUN bracis-19091 170 15 like like ADP bracis-19091 170 16 texts text NOUN bracis-19091 170 17 . . PUNCT bracis-19091 171 1 both both DET bracis-19091 171 2 models model NOUN bracis-19091 171 3 offer offer VERB bracis-19091 171 4 competitive competitive ADJ bracis-19091 171 5 performance performance NOUN bracis-19091 171 6 in in ADP bracis-19091 171 7 many many ADJ bracis-19091 171 8 text text NOUN bracis-19091 171 9 classification classification NOUN bracis-19091 171 10 problems problem NOUN bracis-19091 171 11 . . PUNCT bracis-19091 172 1 4.2 4.2 NUM bracis-19091 172 2 deep deep ADJ bracis-19091 172 3 learning learning NOUN bracis-19091 172 4 methods method NOUN bracis-19091 172 5 in in ADP bracis-19091 172 6 the the DET bracis-19091 172 7 last last ADJ bracis-19091 172 8 decade decade NOUN bracis-19091 172 9 , , PUNCT bracis-19091 172 10 deep deep ADJ bracis-19091 172 11 learning learning NOUN bracis-19091 172 12 models model NOUN bracis-19091 172 13 have have AUX bracis-19091 172 14 represented represent VERB bracis-19091 172 15 the the DET bracis-19091 172 16 most most ADV bracis-19091 172 17 prominent prominent ADJ bracis-19091 172 18 approaches approach NOUN bracis-19091 172 19 for for ADP bracis-19091 172 20 nlp nlp NOUN bracis-19091 172 21 problems problem NOUN bracis-19091 172 22 . . PUNCT bracis-19091 173 1 and and CCONJ bracis-19091 173 2 , , PUNCT bracis-19091 173 3 following follow VERB bracis-19091 173 4 the the DET bracis-19091 173 5 proposal proposal NOUN bracis-19091 173 6 of of ADP bracis-19091 173 7 the the DET bracis-19091 173 8 seminal seminal ADJ bracis-19091 173 9 transformer transformer NOUN bracis-19091 173 10 architecture architecture NOUN bracis-19091 173 11 [ [ X bracis-19091 173 12 27 27 NUM bracis-19091 173 13 ] ] PUNCT bracis-19091 173 14 , , PUNCT bracis-19091 173 15 models model NOUN bracis-19091 173 16 based base VERB bracis-19091 173 17 on on ADP bracis-19091 173 18 attention attention NOUN bracis-19091 173 19 mechanisms mechanism NOUN bracis-19091 173 20 [ [ X bracis-19091 173 21 6 6 NUM bracis-19091 173 22 , , PUNCT bracis-19091 173 23 16 16 NUM bracis-19091 173 24 , , PUNCT bracis-19091 173 25 17 17 NUM bracis-19091 173 26 ] ] PUNCT bracis-19091 173 27 became become VERB bracis-19091 173 28 the the DET bracis-19091 173 29 standard standard ADJ bracis-19091 173 30 approach approach NOUN bracis-19091 173 31 for for ADP bracis-19091 173 32 text text NOUN bracis-19091 173 33 tasks task NOUN bracis-19091 173 34 . . PUNCT bracis-19091 174 1 bert bert PROPN bracis-19091 175 1 [ [ X bracis-19091 175 2 6 6 NUM bracis-19091 175 3 ] ] PUNCT bracis-19091 175 4 is be AUX bracis-19091 175 5 probably probably ADV bracis-19091 175 6 the the DET bracis-19091 175 7 most most ADV bracis-19091 175 8 popular popular ADJ bracis-19091 175 9 model model NOUN bracis-19091 175 10 among among ADP bracis-19091 175 11 such such ADJ bracis-19091 175 12 approaches approach NOUN bracis-19091 175 13 . . PUNCT bracis-19091 176 1 for for ADP bracis-19091 176 2 instance instance NOUN bracis-19091 176 3 , , PUNCT bracis-19091 176 4 among among ADP bracis-19091 176 5 the the DET bracis-19091 176 6 more more ADJ bracis-19091 176 7 than than ADP bracis-19091 176 8 10 10 NUM bracis-19091 176 9 thousand thousand NUM bracis-19091 176 10 nlp nlp NOUN bracis-19091 176 11 models model NOUN bracis-19091 176 12 available available ADJ bracis-19091 176 13 in in ADP bracis-19091 176 14 the the DET bracis-19091 176 15 popular popular ADJ bracis-19091 176 16 hugging hugging NOUN bracis-19091 176 17 face face NOUN bracis-19091 176 18 libraryfootnote libraryfootnote ADJ bracis-19091 176 19 3 3 NUM bracis-19091 176 20 , , PUNCT bracis-19091 176 21 approximately approximately ADV bracis-19091 176 22 25 25 NUM bracis-19091 176 23 % % NOUN bracis-19091 176 24 are be AUX bracis-19091 176 25 based base VERB bracis-19091 176 26 on on ADP bracis-19091 176 27 bert bert PROPN bracis-19091 176 28 or or CCONJ bracis-19091 176 29 some some PRON bracis-19091 176 30 of of ADP bracis-19091 176 31 its its PRON bracis-19091 176 32 variants variant NOUN bracis-19091 176 33 . . PUNCT bracis-19091 177 1 among among ADP bracis-19091 177 2 those those DET bracis-19091 177 3 bert bert NOUN bracis-19091 177 4 - - PUNCT bracis-19091 177 5 based base VERB bracis-19091 177 6 models model NOUN bracis-19091 177 7 , , PUNCT bracis-19091 177 8 there there PRON bracis-19091 177 9 are be VERB bracis-19091 177 10 18 18 NUM bracis-19091 177 11 models model NOUN bracis-19091 177 12 were be AUX bracis-19091 177 13 trained train VERB bracis-19091 177 14 with with ADP bracis-19091 177 15 portuguese portuguese ADJ bracis-19091 177 16 data datum NOUN bracis-19091 177 17 . . PUNCT bracis-19091 178 1 in in ADP bracis-19091 178 2 this this DET bracis-19091 178 3 work work NOUN bracis-19091 178 4 , , PUNCT bracis-19091 178 5 we we PRON bracis-19091 178 6 assessed assess VERB bracis-19091 178 7 two two NUM bracis-19091 178 8 bert bert NOUN bracis-19091 178 9 - - PUNCT bracis-19091 178 10 based base VERB bracis-19091 178 11 models model NOUN bracis-19091 178 12 for for ADP bracis-19091 178 13 rhetorical rhetorical ADJ bracis-19091 178 14 role role NOUN bracis-19091 178 15 identification identification NOUN bracis-19091 178 16 by by ADP bracis-19091 178 17 training training NOUN bracis-19091 178 18 and and CCONJ bracis-19091 178 19 evaluating evaluate VERB bracis-19091 178 20 them they PRON bracis-19091 178 21 on on ADP bracis-19091 178 22 our our PRON bracis-19091 178 23 proposed propose VERB bracis-19091 178 24 corpus corpus NOUN bracis-19091 178 25 . . PUNCT bracis-19091 179 1 both both DET bracis-19091 179 2 models model NOUN bracis-19091 179 3 are be AUX bracis-19091 179 4 based base VERB bracis-19091 179 5 on on ADP bracis-19091 179 6 the the DET bracis-19091 179 7 bertimbau bertimbau NOUN bracis-19091 179 8 base base NOUN bracis-19091 179 9 model model NOUN bracis-19091 179 10 [ [ X bracis-19091 179 11 23 23 NUM bracis-19091 179 12 ] ] PUNCT bracis-19091 179 13 , , PUNCT bracis-19091 179 14 a a DET bracis-19091 179 15 bert bert PROPN bracis-19091 179 16 language language NOUN bracis-19091 179 17 model model NOUN bracis-19091 179 18 pre pre VERB bracis-19091 179 19 - - VERB bracis-19091 179 20 trained train VERB bracis-19091 179 21 on on ADP bracis-19091 179 22 portuguese portuguese ADJ bracis-19091 179 23 texts text NOUN bracis-19091 179 24 which which PRON bracis-19091 179 25 is be AUX bracis-19091 179 26 available available ADJ bracis-19091 179 27 in in ADP bracis-19091 179 28 the the DET bracis-19091 179 29 hugging hugging NOUN bracis-19091 179 30 face face NOUN bracis-19091 179 31 libraryfootnote libraryfootnote VERB bracis-19091 179 32 4 4 NUM bracis-19091 179 33 . . PUNCT bracis-19091 180 1 in in ADP bracis-19091 180 2 fig fig NOUN bracis-19091 180 3 . . PUNCT bracis-19091 180 4     SPACE bracis-19091 180 5 2 2 NUM bracis-19091 180 6 , , PUNCT bracis-19091 180 7 we we PRON bracis-19091 180 8 depict depict VERB bracis-19091 180 9 these these DET bracis-19091 180 10 two two NUM bracis-19091 180 11 models model NOUN bracis-19091 180 12 . . PUNCT bracis-19091 181 1 both both PRON bracis-19091 181 2 of of ADP bracis-19091 181 3 them they PRON bracis-19091 181 4 employ employ VERB bracis-19091 181 5 a a DET bracis-19091 181 6 bert bert PROPN bracis-19091 181 7 language language NOUN bracis-19091 181 8 model model NOUN bracis-19091 181 9 ( ( PUNCT bracis-19091 181 10 lm lm INTJ bracis-19091 181 11 ) ) PUNCT bracis-19091 181 12 to to PART bracis-19091 181 13 compute compute VERB bracis-19091 181 14 a a DET bracis-19091 181 15 sentence sentence NOUN bracis-19091 181 16 representation representation NOUN bracis-19091 181 17 ( ( PUNCT bracis-19091 181 18 black black ADJ bracis-19091 181 19 part part NOUN bracis-19091 181 20 of of ADP bracis-19091 181 21 the the DET bracis-19091 181 22 figure figure NOUN bracis-19091 181 23 ) ) PUNCT bracis-19091 181 24 . . PUNCT bracis-19091 182 1 this this DET bracis-19091 182 2 part part NOUN bracis-19091 182 3 , , PUNCT bracis-19091 182 4 which which PRON bracis-19091 182 5 is be AUX bracis-19091 182 6 the the DET bracis-19091 182 7 same same ADJ bracis-19091 182 8 for for ADP bracis-19091 182 9 both both DET bracis-19091 182 10 models model NOUN bracis-19091 182 11 , , PUNCT bracis-19091 182 12 is be AUX bracis-19091 182 13 represented represent VERB bracis-19091 182 14 in in ADP bracis-19091 182 15 black black ADJ bracis-19091 182 16 at at ADP bracis-19091 182 17 the the DET bracis-19091 182 18 bottom bottom NOUN bracis-19091 182 19 of of ADP bracis-19091 182 20 the the DET bracis-19091 182 21 figure figure NOUN bracis-19091 182 22 . . PUNCT bracis-19091 183 1 before before ADP bracis-19091 183 2 applying apply VERB bracis-19091 183 3 a a DET bracis-19091 183 4 bert bert NOUN bracis-19091 183 5 lm lm PROPN bracis-19091 183 6 , , PUNCT bracis-19091 183 7 the the DET bracis-19091 183 8 input input NOUN bracis-19091 183 9 sentence sentence NOUN bracis-19091 183 10 is be AUX bracis-19091 183 11 first first ADV bracis-19091 183 12 tokenized tokenize VERB bracis-19091 183 13 into into ADP bracis-19091 183 14 n n PROPN bracis-19091 183 15 tokens token NOUN bracis-19091 183 16 \((t_1 \((t_1 ADV bracis-19091 183 17 , , PUNCT bracis-19091 183 18 \ldots \ldots INTJ bracis-19091 183 19 , , PUNCT bracis-19091 183 20 t_n)\ t_n)\ PROPN bracis-19091 183 21 ) ) PUNCT bracis-19091 183 22 , , PUNCT bracis-19091 183 23 then then ADV bracis-19091 183 24 two two NUM bracis-19091 183 25 special special ADJ bracis-19091 183 26 tokens token NOUN bracis-19091 184 1 [ [ X bracis-19091 184 2 cls cls X bracis-19091 184 3 ] ] PUNCT bracis-19091 184 4 and and CCONJ bracis-19091 185 1 [ [ X bracis-19091 185 2 sep sep X bracis-19091 185 3 ] ] X bracis-19091 185 4 are be AUX bracis-19091 185 5 added add VERB bracis-19091 185 6 , , PUNCT bracis-19091 185 7 respectively respectively ADV bracis-19091 185 8 , , PUNCT bracis-19091 185 9 at at ADP bracis-19091 185 10 the the DET bracis-19091 185 11 beginning beginning NOUN bracis-19091 185 12 and and CCONJ bracis-19091 185 13 in in ADP bracis-19091 185 14 the the DET bracis-19091 185 15 end end NOUN bracis-19091 185 16 of of ADP bracis-19091 185 17 the the DET bracis-19091 185 18 tokenized tokenized ADJ bracis-19091 185 19 sentence sentence NOUN bracis-19091 185 20 . . PUNCT bracis-19091 186 1 the the DET bracis-19091 186 2 resulting result VERB bracis-19091 186 3 sequence sequence NOUN bracis-19091 186 4 of of ADP bracis-19091 186 5 tokens token NOUN bracis-19091 186 6 ( ( PUNCT bracis-19091 186 7 [ [ X bracis-19091 186 8 cls cls NOUN bracis-19091 186 9 ] ] X bracis-19091 186 10 , , PUNCT bracis-19091 186 11 \(t_1 \(t_1 PROPN bracis-19091 186 12 , , PUNCT bracis-19091 186 13 \ldots \ldots INTJ bracis-19091 186 14 , , PUNCT bracis-19091 186 15 t_n\ t_n\ NUM bracis-19091 186 16 ) ) PUNCT bracis-19091 186 17 , , PUNCT bracis-19091 186 18 [ [ X bracis-19091 186 19 sep sep NOUN bracis-19091 186 20 ] ] X bracis-19091 186 21 ) ) PUNCT bracis-19091 186 22 is be AUX bracis-19091 186 23 then then ADV bracis-19091 186 24 fed feed VERB bracis-19091 186 25 in in ADP bracis-19091 186 26 the the DET bracis-19091 186 27 language language NOUN bracis-19091 186 28 model model NOUN bracis-19091 186 29 , , PUNCT bracis-19091 186 30 which which PRON bracis-19091 186 31 outputs output VERB bracis-19091 186 32 a a DET bracis-19091 186 33 768 768 NUM bracis-19091 186 34 - - PUNCT bracis-19091 186 35 dimensional dimensional ADJ bracis-19091 186 36 representation representation NOUN bracis-19091 186 37 for for ADP bracis-19091 186 38 each each DET bracis-19091 186 39 input input NOUN bracis-19091 186 40 token token VERB bracis-19091 186 41 : : PUNCT bracis-19091 186 42 \((e_\mathrm \((e_\mathrm X bracis-19091 186 43 { { PUNCT bracis-19091 187 1 [ [ X bracis-19091 187 2 cls cls NOUN bracis-19091 187 3 ] ] PUNCT bracis-19091 187 4 } } PUNCT bracis-19091 187 5 , , PUNCT bracis-19091 187 6 e_{t_1 e_{t_1 ADJ bracis-19091 187 7 } } PUNCT bracis-19091 187 8 , , PUNCT bracis-19091 187 9 \ldots \ldots PROPN bracis-19091 187 10 , , PUNCT bracis-19091 187 11 e_{t_n e_{t_n PROPN bracis-19091 187 12 } } PUNCT bracis-19091 187 13 , , PUNCT bracis-19091 187 14 e_\mathrm e_\mathrm PROPN bracis-19091 187 15 { { PUNCT bracis-19091 187 16 [ [ X bracis-19091 187 17 sep]})\ sep]})\ NOUN bracis-19091 187 18 ) ) PUNCT bracis-19091 187 19 . . PUNCT bracis-19091 188 1 when when SCONJ bracis-19091 188 2 dealing deal VERB bracis-19091 188 3 with with ADP bracis-19091 188 4 sentence sentence NOUN bracis-19091 188 5 classification classification NOUN bracis-19091 188 6 tasks task NOUN bracis-19091 188 7 , , PUNCT bracis-19091 188 8 like like INTJ bracis-19091 188 9 is be AUX bracis-19091 188 10 the the DET bracis-19091 188 11 case case NOUN bracis-19091 188 12 for for ADP bracis-19091 188 13 rhetorical rhetorical ADJ bracis-19091 188 14 role role NOUN bracis-19091 188 15 identification identification NOUN bracis-19091 188 16 , , PUNCT bracis-19091 188 17 one one PRON bracis-19091 188 18 needs need VERB bracis-19091 188 19 to to PART bracis-19091 188 20 compute compute VERB bracis-19091 188 21 a a DET bracis-19091 188 22 fixed fix VERB bracis-19091 188 23 - - PUNCT bracis-19091 188 24 length length NOUN bracis-19091 188 25 representation representation NOUN bracis-19091 188 26 for for ADP bracis-19091 188 27 the the DET bracis-19091 188 28 variable variable ADJ bracis-19091 188 29 - - PUNCT bracis-19091 188 30 length length NOUN bracis-19091 188 31 input input NOUN bracis-19091 188 32 sentence sentence NOUN bracis-19091 188 33 . . PUNCT bracis-19091 189 1 in in ADP bracis-19091 189 2 this this DET bracis-19091 189 3 work work NOUN bracis-19091 189 4 , , PUNCT bracis-19091 189 5 we we PRON bracis-19091 189 6 use use VERB bracis-19091 189 7 a a DET bracis-19091 189 8 common common ADJ bracis-19091 189 9 sentence sentence NOUN bracis-19091 189 10 representation representation NOUN bracis-19091 189 11 approach approach NOUN bracis-19091 189 12 which which PRON bracis-19091 189 13 consists consist VERB bracis-19091 189 14 of of ADP bracis-19091 189 15 simply simply ADV bracis-19091 189 16 taking take VERB bracis-19091 189 17 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 189 18 { { PUNCT bracis-19091 189 19 [ [ X bracis-19091 189 20 cls]}\ cls]}\ NOUN bracis-19091 189 21 ) ) PUNCT bracis-19091 189 22 , , PUNCT bracis-19091 189 23 thus thus ADV bracis-19091 189 24 ignoring ignore VERB bracis-19091 189 25 the the DET bracis-19091 189 26 representations representation NOUN bracis-19091 189 27 of of ADP bracis-19091 189 28 all all DET bracis-19091 189 29 remaining remain VERB bracis-19091 189 30 tokens token NOUN bracis-19091 189 31 . . PUNCT bracis-19091 190 1 since since SCONJ bracis-19091 190 2 bert bert PROPN bracis-19091 190 3 is be AUX bracis-19091 190 4 composed compose VERB bracis-19091 190 5 of of ADP bracis-19091 190 6 a a DET bracis-19091 190 7 sequence sequence NOUN bracis-19091 190 8 of of ADP bracis-19091 190 9 self self NOUN bracis-19091 190 10 - - PUNCT bracis-19091 190 11 attention attention NOUN bracis-19091 190 12 layers layer NOUN bracis-19091 190 13 , , PUNCT bracis-19091 190 14 the the DET bracis-19091 190 15 output output NOUN bracis-19091 190 16 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 190 17 { { PUNCT bracis-19091 190 18 [ [ X bracis-19091 190 19 cls]}\ cls]}\ NOUN bracis-19091 190 20 ) ) PUNCT bracis-19091 190 21 is be AUX bracis-19091 190 22 directly directly ADV bracis-19091 190 23 connected connect VERB bracis-19091 190 24 to to ADP bracis-19091 190 25 all all DET bracis-19091 190 26 tokens token NOUN bracis-19091 190 27 of of ADP bracis-19091 190 28 the the DET bracis-19091 190 29 sentence sentence NOUN bracis-19091 190 30 . . PUNCT bracis-19091 191 1 therefore therefore ADV bracis-19091 191 2 , , PUNCT bracis-19091 191 3 this this DET bracis-19091 191 4 representation representation NOUN bracis-19091 191 5 is be AUX bracis-19091 191 6 robust robust ADJ bracis-19091 191 7 for for ADP bracis-19091 191 8 sentence sentence NOUN bracis-19091 191 9 classification classification NOUN bracis-19091 191 10 tasks task NOUN bracis-19091 191 11 , , PUNCT bracis-19091 191 12 regardless regardless ADV bracis-19091 191 13 of of ADP bracis-19091 191 14 which which DET bracis-19091 191 15 part part NOUN bracis-19091 191 16 of of ADP bracis-19091 191 17 the the DET bracis-19091 191 18 input input NOUN bracis-19091 191 19 sentence sentence NOUN bracis-19091 191 20 is be AUX bracis-19091 191 21 more more ADV bracis-19091 191 22 important important ADJ bracis-19091 191 23 for for ADP bracis-19091 191 24 the the DET bracis-19091 191 25 task task NOUN bracis-19091 191 26 at at ADP bracis-19091 191 27 hand hand NOUN bracis-19091 191 28 . . PUNCT bracis-19091 192 1 fig fig NOUN bracis-19091 192 2 . . PUNCT bracis-19091 193 1 2 2 NUM bracis-19091 193 2 . . X bracis-19091 193 3 two two NUM bracis-19091 193 4 bert bert NOUN bracis-19091 193 5 - - PUNCT bracis-19091 193 6 based base VERB bracis-19091 193 7 models model NOUN bracis-19091 193 8 for for ADP bracis-19091 193 9 sentence sentence NOUN bracis-19091 193 10 classification classification NOUN bracis-19091 193 11 . . PUNCT bracis-19091 194 1 black black ADJ bracis-19091 194 2 : : PUNCT bracis-19091 194 3 bert bert PROPN bracis-19091 194 4 language language NOUN bracis-19091 194 5 model model NOUN bracis-19091 194 6 computes compute VERB bracis-19091 194 7 a a DET bracis-19091 194 8 sentence sentence NOUN bracis-19091 194 9 representation representation NOUN bracis-19091 194 10 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 194 11 { { PUNCT bracis-19091 194 12 [ [ X bracis-19091 194 13 cls]}\ cls]}\ NOUN bracis-19091 194 14 ) ) PUNCT bracis-19091 194 15 . . PUNCT bracis-19091 195 1 this this DET bracis-19091 195 2 part part NOUN bracis-19091 195 3 is be AUX bracis-19091 195 4 identical identical ADJ bracis-19091 195 5 in in ADP bracis-19091 195 6 both both DET bracis-19091 195 7 models model NOUN bracis-19091 195 8 , , PUNCT bracis-19091 195 9 except except SCONJ bracis-19091 195 10 that that PRON bracis-19091 195 11 , , PUNCT bracis-19091 195 12 for for ADP bracis-19091 195 13 the the DET bracis-19091 195 14 model model NOUN bracis-19091 195 15 on on ADP bracis-19091 195 16 the the DET bracis-19091 195 17 left left NOUN bracis-19091 195 18 , , PUNCT bracis-19091 195 19 the the DET bracis-19091 195 20 bert bert PROPN bracis-19091 195 21 lm lm PROPN bracis-19091 195 22 is be AUX bracis-19091 195 23 fine fine ADV bracis-19091 195 24 tuned tune VERB bracis-19091 195 25 during during ADP bracis-19091 195 26 supervised supervised ADJ bracis-19091 195 27 training training NOUN bracis-19091 195 28 . . PUNCT bracis-19091 196 1 on on ADP bracis-19091 196 2 the the DET bracis-19091 196 3 other other ADJ bracis-19091 196 4 hand hand NOUN bracis-19091 196 5 , , PUNCT bracis-19091 196 6 for for ADP bracis-19091 196 7 the the DET bracis-19091 196 8 model model NOUN bracis-19091 196 9 on on ADP bracis-19091 196 10 the the DET bracis-19091 196 11 right right NOUN bracis-19091 196 12 , , PUNCT bracis-19091 196 13 the the DET bracis-19091 196 14 bert bert PROPN bracis-19091 196 15 lm lm PROPN bracis-19091 196 16 is be AUX bracis-19091 196 17 kept keep VERB bracis-19091 196 18 fixed fix VERB bracis-19091 196 19 and and CCONJ bracis-19091 196 20 only only ADV bracis-19091 196 21 the the DET bracis-19091 196 22 remaining remain VERB bracis-19091 196 23 layers layer NOUN bracis-19091 196 24 are be AUX bracis-19091 196 25 updated update VERB bracis-19091 196 26 during during ADP bracis-19091 196 27 supervised supervised ADJ bracis-19091 196 28 training training NOUN bracis-19091 196 29 . . PUNCT bracis-19091 197 1 blue blue ADJ bracis-19091 197 2 : : PUNCT bracis-19091 197 3 the the DET bracis-19091 197 4 bert bert NOUN bracis-19091 197 5 - - PUNCT bracis-19091 197 6 based base VERB bracis-19091 197 7 sentence sentence NOUN bracis-19091 197 8 representation representation NOUN bracis-19091 197 9 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 197 10 { { PUNCT bracis-19091 197 11 [ [ X bracis-19091 197 12 cls]}\ cls]}\ NOUN bracis-19091 197 13 ) ) PUNCT bracis-19091 197 14 is be AUX bracis-19091 197 15 fed feed VERB bracis-19091 197 16 to to ADP bracis-19091 197 17 a a DET bracis-19091 197 18 single single ADJ bracis-19091 197 19 linear linear NOUN bracis-19091 197 20 layer layer NOUN bracis-19091 197 21 followed follow VERB bracis-19091 197 22 by by ADP bracis-19091 197 23 a a DET bracis-19091 197 24 softmax softmax NOUN bracis-19091 197 25 function function NOUN bracis-19091 197 26 that that PRON bracis-19091 197 27 outputs output VERB bracis-19091 197 28 a a DET bracis-19091 197 29 probability probability NOUN bracis-19091 197 30 distribution distribution NOUN bracis-19091 197 31 over over ADP bracis-19091 197 32 the the DET bracis-19091 197 33 eight eight NUM bracis-19091 197 34 labels label NOUN bracis-19091 197 35 . . PUNCT bracis-19091 198 1 this this DET bracis-19091 198 2 model model NOUN bracis-19091 198 3 is be AUX bracis-19091 198 4 trained train VERB bracis-19091 198 5 in in ADP bracis-19091 198 6 an an DET bracis-19091 198 7 end end NOUN bracis-19091 198 8 - - PUNCT bracis-19091 198 9 to to ADP bracis-19091 198 10 - - PUNCT bracis-19091 198 11 end end NOUN bracis-19091 198 12 fashion fashion NOUN bracis-19091 198 13 , , PUNCT bracis-19091 198 14 i.e. i.e. X bracis-19091 198 15 , , PUNCT bracis-19091 198 16 the the DET bracis-19091 198 17 bert bert PROPN bracis-19091 198 18 model model NOUN bracis-19091 198 19 is be AUX bracis-19091 198 20 fine fine ADV bracis-19091 198 21 - - PUNCT bracis-19091 198 22 tuned tune VERB bracis-19091 198 23 together together ADV bracis-19091 198 24 with with ADP bracis-19091 198 25 the the DET bracis-19091 198 26 linear linear ADJ bracis-19091 198 27 layer layer NOUN bracis-19091 198 28 . . PUNCT bracis-19091 199 1 red red ADJ bracis-19091 199 2 : : PUNCT bracis-19091 199 3 the the DET bracis-19091 199 4 sentence sentence NOUN bracis-19091 199 5 representation representation NOUN bracis-19091 199 6 is be AUX bracis-19091 199 7 fed feed VERB bracis-19091 199 8 to to ADP bracis-19091 199 9 a a DET bracis-19091 199 10 mlp mlp NOUN bracis-19091 199 11 comprising comprise VERB bracis-19091 199 12 two two NUM bracis-19091 199 13 512 512 NUM bracis-19091 199 14 - - PUNCT bracis-19091 199 15 neuron neuron NOUN bracis-19091 199 16 layers layer NOUN bracis-19091 199 17 followed follow VERB bracis-19091 199 18 by by ADP bracis-19091 199 19 a a DET bracis-19091 199 20 softmax softmax NOUN bracis-19091 199 21 function function NOUN bracis-19091 199 22 which which PRON bracis-19091 199 23 outputs output VERB bracis-19091 199 24 the the DET bracis-19091 199 25 label label NOUN bracis-19091 199 26 distribution distribution NOUN bracis-19091 199 27 . . PUNCT bracis-19091 200 1 when when SCONJ bracis-19091 200 2 training train VERB bracis-19091 200 3 this this DET bracis-19091 200 4 model model NOUN bracis-19091 200 5 , , PUNCT bracis-19091 200 6 the the DET bracis-19091 200 7 bert bert PROPN bracis-19091 200 8 lm lm PROPN bracis-19091 200 9 is be AUX bracis-19091 200 10 kept keep VERB bracis-19091 200 11 fixed fix VERB bracis-19091 200 12 and and CCONJ bracis-19091 200 13 only only ADV bracis-19091 200 14 the the DET bracis-19091 200 15 mlp mlp NOUN bracis-19091 200 16 parameters parameter NOUN bracis-19091 200 17 are be AUX bracis-19091 200 18 updated update VERB bracis-19091 200 19 . . PUNCT bracis-19091 201 1 ( ( PUNCT bracis-19091 201 2 color color NOUN bracis-19091 201 3 figure figure NOUN bracis-19091 201 4 online online ADV bracis-19091 201 5 ) ) PUNCT bracis-19091 201 6 full full ADJ bracis-19091 201 7 size size NOUN bracis-19091 201 8 image image NOUN bracis-19091 201 9 in in ADP bracis-19091 201 10 the the DET bracis-19091 201 11 upper upper ADJ bracis-19091 201 12 part part NOUN bracis-19091 201 13 of of ADP bracis-19091 201 14 fig fig NOUN bracis-19091 201 15 . . PUNCT bracis-19091 201 16     SPACE bracis-19091 202 1 2 2 NUM bracis-19091 202 2 , , PUNCT bracis-19091 202 3 we we PRON bracis-19091 202 4 present present VERB bracis-19091 202 5 the the DET bracis-19091 202 6 remaining remain VERB bracis-19091 202 7 layers layer NOUN bracis-19091 202 8 of of ADP bracis-19091 202 9 the the DET bracis-19091 202 10 two two NUM bracis-19091 202 11 sentence sentence NOUN bracis-19091 202 12 classification classification NOUN bracis-19091 202 13 models model NOUN bracis-19091 202 14 used use VERB bracis-19091 202 15 in in ADP bracis-19091 202 16 our our PRON bracis-19091 202 17 work work NOUN bracis-19091 202 18 . . PUNCT bracis-19091 203 1 in in ADP bracis-19091 203 2 blue blue ADJ bracis-19091 203 3 ( ( PUNCT bracis-19091 203 4 upper upper NOUN bracis-19091 203 5 - - PUNCT bracis-19091 203 6 left left NOUN bracis-19091 203 7 of of ADP bracis-19091 203 8 the the DET bracis-19091 203 9 figure figure NOUN bracis-19091 203 10 ) ) PUNCT bracis-19091 203 11 , , PUNCT bracis-19091 203 12 we we PRON bracis-19091 203 13 represent represent VERB bracis-19091 203 14 the the DET bracis-19091 203 15 model model NOUN bracis-19091 203 16 that that PRON bracis-19091 203 17 takes take VERB bracis-19091 203 18 the the DET bracis-19091 203 19 bert bert NOUN bracis-19091 203 20 - - PUNCT bracis-19091 203 21 based base VERB bracis-19091 203 22 sentence sentence NOUN bracis-19091 203 23 representation representation NOUN bracis-19091 203 24 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 203 25 { { PUNCT bracis-19091 203 26 [ [ X bracis-19091 203 27 cls]}\ cls]}\ NOUN bracis-19091 203 28 ) ) PUNCT bracis-19091 203 29 , , PUNCT bracis-19091 203 30 passes pass VERB bracis-19091 203 31 it it PRON bracis-19091 203 32 through through ADP bracis-19091 203 33 a a DET bracis-19091 203 34 linear linear ADJ bracis-19091 203 35 layer layer NOUN bracis-19091 203 36 and and CCONJ bracis-19091 203 37 then then ADV bracis-19091 203 38 applies apply VERB bracis-19091 203 39 a a DET bracis-19091 203 40 softmax softmax NOUN bracis-19091 203 41 activation activation NOUN bracis-19091 203 42 function function NOUN bracis-19091 203 43 which which PRON bracis-19091 203 44 outputs output VERB bracis-19091 203 45 a a DET bracis-19091 203 46 probability probability NOUN bracis-19091 203 47 distribution distribution NOUN bracis-19091 203 48 over over ADP bracis-19091 203 49 the the DET bracis-19091 203 50 eight eight NUM bracis-19091 203 51 rhetorical rhetorical ADJ bracis-19091 203 52 roles role NOUN bracis-19091 203 53 proposed propose VERB bracis-19091 203 54 in in ADP bracis-19091 203 55 our our PRON bracis-19091 203 56 work work NOUN bracis-19091 203 57 . . PUNCT bracis-19091 204 1 this this PRON bracis-19091 204 2 corresponds correspond VERB bracis-19091 204 3 to to ADP bracis-19091 204 4 the the DET bracis-19091 204 5 original original ADJ bracis-19091 204 6 bert bert NOUN bracis-19091 204 7 architecture architecture NOUN bracis-19091 204 8 for for ADP bracis-19091 204 9 text text NOUN bracis-19091 204 10 classification classification NOUN bracis-19091 204 11 problems problem NOUN bracis-19091 204 12 . . PUNCT bracis-19091 205 1 this this DET bracis-19091 205 2 model model NOUN bracis-19091 205 3 is be AUX bracis-19091 205 4 trained train VERB bracis-19091 205 5 in in ADP bracis-19091 205 6 an an DET bracis-19091 205 7 end end NOUN bracis-19091 205 8 - - PUNCT bracis-19091 205 9 to to ADP bracis-19091 205 10 - - PUNCT bracis-19091 205 11 end end NOUN bracis-19091 205 12 fashion fashion NOUN bracis-19091 205 13 , , PUNCT bracis-19091 205 14 i.e. i.e. X bracis-19091 205 15 , , PUNCT bracis-19091 205 16 during during ADP bracis-19091 205 17 supervised supervised ADJ bracis-19091 205 18 training train VERB bracis-19091 205 19 the the DET bracis-19091 205 20 parameters parameter NOUN bracis-19091 205 21 of of ADP bracis-19091 205 22 both both CCONJ bracis-19091 205 23 the the DET bracis-19091 205 24 output output NOUN bracis-19091 205 25 linear linear NOUN bracis-19091 205 26 layer layer NOUN bracis-19091 205 27 and and CCONJ bracis-19091 205 28 the the DET bracis-19091 205 29 bert bert PROPN bracis-19091 205 30 language language NOUN bracis-19091 205 31 model model NOUN bracis-19091 205 32 are be AUX bracis-19091 205 33 jointly jointly ADV bracis-19091 205 34 learned learn VERB bracis-19091 205 35 . . PUNCT bracis-19091 206 1 this this DET bracis-19091 206 2 approach approach NOUN bracis-19091 206 3 performs perform VERB bracis-19091 206 4 the the DET bracis-19091 206 5 so so ADV bracis-19091 206 6 called call VERB bracis-19091 206 7 lm lm INTJ bracis-19091 206 8 fine fine ADJ bracis-19091 206 9 tuning tuning NOUN bracis-19091 206 10 because because SCONJ bracis-19091 206 11 the the DET bracis-19091 206 12 bert bert PROPN bracis-19091 206 13 lm lm PROPN bracis-19091 206 14 parameters parameter NOUN bracis-19091 206 15 are be AUX bracis-19091 206 16 updated update VERB bracis-19091 206 17 using use VERB bracis-19091 206 18 labeled label VERB bracis-19091 206 19 data datum NOUN bracis-19091 206 20 for for ADP bracis-19091 206 21 the the DET bracis-19091 206 22 final final ADJ bracis-19091 206 23 task task NOUN bracis-19091 206 24 . . PUNCT bracis-19091 207 1 the the DET bracis-19091 207 2 red red ADJ bracis-19091 207 3 part part NOUN bracis-19091 207 4 of of ADP bracis-19091 207 5 fig fig NOUN bracis-19091 207 6 . . PUNCT bracis-19091 207 7     SPACE bracis-19091 207 8 2 2 NUM bracis-19091 207 9 represents represent VERB bracis-19091 207 10 a a DET bracis-19091 207 11 model model NOUN bracis-19091 207 12 that that PRON bracis-19091 207 13 feeds feed VERB bracis-19091 207 14 the the DET bracis-19091 207 15 bert bert NOUN bracis-19091 207 16 - - PUNCT bracis-19091 207 17 based base VERB bracis-19091 207 18 sentence sentence NOUN bracis-19091 207 19 representation representation NOUN bracis-19091 207 20 \(e_\mathrm \(e_\mathrm PROPN bracis-19091 207 21 { { PUNCT bracis-19091 207 22 [ [ X bracis-19091 207 23 cls]}\ cls]}\ NOUN bracis-19091 207 24 ) ) PUNCT bracis-19091 207 25 to to ADP bracis-19091 207 26 a a DET bracis-19091 207 27 two two NUM bracis-19091 207 28 - - PUNCT bracis-19091 207 29 layer layer NOUN bracis-19091 207 30 multi multi ADJ bracis-19091 207 31 - - ADJ bracis-19091 207 32 layer layer ADJ bracis-19091 207 33 perceptron perceptron NOUN bracis-19091 207 34 ( ( PUNCT bracis-19091 207 35 mlp mlp PROPN bracis-19091 207 36 ) ) PUNCT bracis-19091 207 37 . . PUNCT bracis-19091 208 1 the the DET bracis-19091 208 2 output output NOUN bracis-19091 208 3 of of ADP bracis-19091 208 4 this this DET bracis-19091 208 5 mlp mlp NOUN bracis-19091 208 6 is be AUX bracis-19091 208 7 then then ADV bracis-19091 208 8 passed pass VERB bracis-19091 208 9 to to ADP bracis-19091 208 10 a a DET bracis-19091 208 11 softmax softmax NOUN bracis-19091 208 12 function function NOUN bracis-19091 208 13 that that PRON bracis-19091 208 14 provides provide VERB bracis-19091 208 15 the the DET bracis-19091 208 16 output output NOUN bracis-19091 208 17 label label NOUN bracis-19091 208 18 distribution distribution NOUN bracis-19091 208 19 . . PUNCT bracis-19091 209 1 when when SCONJ bracis-19091 209 2 training train VERB bracis-19091 209 3 this this DET bracis-19091 209 4 model model NOUN bracis-19091 209 5 , , PUNCT bracis-19091 209 6 we we PRON bracis-19091 209 7 keep keep VERB bracis-19091 209 8 fixed fix VERB bracis-19091 209 9 the the DET bracis-19091 209 10 parameters parameter NOUN bracis-19091 209 11 of of ADP bracis-19091 209 12 the the DET bracis-19091 209 13 bert bert PROPN bracis-19091 209 14 language language PROPN bracis-19091 209 15 model model NOUN bracis-19091 209 16 . . PUNCT bracis-19091 210 1 in in ADP bracis-19091 210 2 that that DET bracis-19091 210 3 way way NOUN bracis-19091 210 4 , , PUNCT bracis-19091 210 5 we we PRON bracis-19091 210 6 can can AUX bracis-19091 210 7 evaluate evaluate VERB bracis-19091 210 8 the the DET bracis-19091 210 9 benefit benefit NOUN bracis-19091 210 10 of of ADP bracis-19091 210 11 fine fine ADJ bracis-19091 210 12 tuning tune VERB bracis-19091 210 13 the the DET bracis-19091 210 14 bert bert NOUN bracis-19091 210 15 lm lm INTJ bracis-19091 210 16 in in ADP bracis-19091 210 17 the the DET bracis-19091 210 18 rhetorical rhetorical ADJ bracis-19091 210 19 role role NOUN bracis-19091 210 20 identification identification NOUN bracis-19091 210 21 task task NOUN bracis-19091 210 22 . . PUNCT bracis-19091 211 1 5 5 NUM bracis-19091 211 2 experimental experimental ADJ bracis-19091 211 3 evaluation evaluation NOUN bracis-19091 211 4 in in ADP bracis-19091 211 5 this this DET bracis-19091 211 6 section section NOUN bracis-19091 211 7 , , PUNCT bracis-19091 211 8 we we PRON bracis-19091 211 9 describe describe VERB bracis-19091 211 10 the the DET bracis-19091 211 11 experimental experimental ADJ bracis-19091 211 12 evaluation evaluation NOUN bracis-19091 211 13 of of ADP bracis-19091 211 14 the the DET bracis-19091 211 15 developed developed ADJ bracis-19091 211 16 ml ml NOUN bracis-19091 211 17 models model NOUN bracis-19091 211 18 on on ADP bracis-19091 211 19 the the DET bracis-19091 211 20 proposed propose VERB bracis-19091 211 21 rri rri PROPN bracis-19091 211 22 corpus corpus PROPN bracis-19091 211 23 . . PUNCT bracis-19091 212 1 we we PRON bracis-19091 212 2 model model VERB bracis-19091 212 3 rri rri PROPN bracis-19091 212 4 as as ADP bracis-19091 212 5 a a DET bracis-19091 212 6 sentence sentence NOUN bracis-19091 212 7 classification classification NOUN bracis-19091 212 8 problem problem NOUN bracis-19091 212 9 . . PUNCT bracis-19091 213 1 in in ADP bracis-19091 213 2 order order NOUN bracis-19091 213 3 to to PART bracis-19091 213 4 perform perform VERB bracis-19091 213 5 model model NOUN bracis-19091 213 6 selection selection NOUN bracis-19091 213 7 and and CCONJ bracis-19091 213 8 still still ADV bracis-19091 213 9 report report VERB bracis-19091 213 10 meaningful meaningful ADJ bracis-19091 213 11 performance performance NOUN bracis-19091 213 12 estimates estimate NOUN bracis-19091 213 13 , , PUNCT bracis-19091 213 14 we we PRON bracis-19091 213 15 randomly randomly ADV bracis-19091 213 16 split split VERB bracis-19091 213 17 the the DET bracis-19091 213 18 proposed propose VERB bracis-19091 213 19 corpus corpus NOUN bracis-19091 213 20 into into ADP bracis-19091 213 21 three three NUM bracis-19091 213 22 splits split NOUN bracis-19091 213 23 : : PUNCT bracis-19091 213 24 train train NOUN bracis-19091 213 25 containing contain VERB bracis-19091 213 26 6 6 NUM bracis-19091 213 27 , , PUNCT bracis-19091 213 28     SPACE bracis-19091 213 29 901 901 NUM bracis-19091 213 30 sentences sentence NOUN bracis-19091 213 31 , , PUNCT bracis-19091 213 32 validation validation NOUN bracis-19091 213 33 containing contain VERB bracis-19091 213 34 1 1 NUM bracis-19091 213 35 , , PUNCT bracis-19091 213 36     SPACE bracis-19091 213 37 726 726 NUM bracis-19091 213 38 sentences sentence NOUN bracis-19091 213 39 , , PUNCT bracis-19091 213 40 and and CCONJ bracis-19091 213 41 test test NOUN bracis-19091 213 42 containing contain VERB bracis-19091 213 43 2 2 NUM bracis-19091 213 44 , , PUNCT bracis-19091 213 45     SPACE bracis-19091 213 46 157 157 NUM bracis-19091 213 47 sentences sentence NOUN bracis-19091 213 48 . . PUNCT bracis-19091 214 1 we we PRON bracis-19091 214 2 use use VERB bracis-19091 214 3 naive naive ADJ bracis-19091 214 4 bayes bayes NOUN bracis-19091 214 5 and and CCONJ bracis-19091 214 6 svm svm ADJ bracis-19091 214 7 models model NOUN bracis-19091 214 8 , , PUNCT bracis-19091 214 9 combined combine VERB bracis-19091 214 10 with with ADP bracis-19091 214 11 bag bag NOUN bracis-19091 214 12 of of ADP bracis-19091 214 13 words word NOUN bracis-19091 214 14 and and CCONJ bracis-19091 214 15 tfidf tfidf NOUN bracis-19091 214 16 representations representation NOUN bracis-19091 214 17 , , PUNCT bracis-19091 214 18 to to PART bracis-19091 214 19 define define VERB bracis-19091 214 20 meaningful meaningful ADJ bracis-19091 214 21 baselines baseline NOUN bracis-19091 214 22 for for ADP bracis-19091 214 23 this this DET bracis-19091 214 24 task task NOUN bracis-19091 214 25 . . PUNCT bracis-19091 215 1 in in ADP bracis-19091 215 2 these these DET bracis-19091 215 3 approaches approach NOUN bracis-19091 215 4 , , PUNCT bracis-19091 215 5 each each DET bracis-19091 215 6 sentence sentence NOUN bracis-19091 215 7 was be AUX bracis-19091 215 8 preprocessed preprocesse VERB bracis-19091 215 9 with with ADP bracis-19091 215 10 nltkfootnote nltkfootnote NOUN bracis-19091 215 11 5 5 NUM bracis-19091 215 12 , , PUNCT bracis-19091 215 13 the the DET bracis-19091 215 14 natural natural ADJ bracis-19091 215 15 language language NOUN bracis-19091 215 16 toolkit toolkit NOUN bracis-19091 215 17 , , PUNCT bracis-19091 215 18 to to PART bracis-19091 215 19 tokenize tokenize VERB bracis-19091 215 20 and and CCONJ bracis-19091 215 21 remove remove VERB bracis-19091 215 22 stopwords.we stopwords.we PRON bracis-19091 215 23 represent represent VERB bracis-19091 215 24 input input NOUN bracis-19091 215 25 sentences sentence NOUN bracis-19091 215 26 using use VERB bracis-19091 215 27 bow bow NOUN bracis-19091 215 28 and and CCONJ bracis-19091 215 29 tfidf tfidf NOUN bracis-19091 215 30 representations representation NOUN bracis-19091 215 31 by by ADP bracis-19091 215 32 means mean NOUN bracis-19091 215 33 of of ADP bracis-19091 215 34 the the DET bracis-19091 215 35 scikit scikit NOUN bracis-19091 215 36 - - PUNCT bracis-19091 215 37 learn learn NOUN bracis-19091 215 38 libraryfootnote libraryfootnote ADJ bracis-19091 215 39 6 6 NUM bracis-19091 215 40 . . PUNCT bracis-19091 216 1 then then ADV bracis-19091 216 2 , , PUNCT bracis-19091 216 3 we we PRON bracis-19091 216 4 train train VERB bracis-19091 216 5 and and CCONJ bracis-19091 216 6 evaluate evaluate VERB bracis-19091 216 7 nb nb NOUN bracis-19091 216 8 and and CCONJ bracis-19091 216 9 svm svm ADJ bracis-19091 216 10 models model NOUN bracis-19091 216 11 using use VERB bracis-19091 216 12 both both DET bracis-19091 216 13 input input NOUN bracis-19091 216 14 representations representation NOUN bracis-19091 216 15 , , PUNCT bracis-19091 216 16 again again ADV bracis-19091 216 17 making make VERB bracis-19091 216 18 use use NOUN bracis-19091 216 19 of of ADP bracis-19091 216 20 scikit scikit NOUN bracis-19091 216 21 - - PUNCT bracis-19091 216 22 learn learn NOUN bracis-19091 216 23 . . PUNCT bracis-19091 217 1 the the DET bracis-19091 217 2 performances performance NOUN bracis-19091 217 3 of of ADP bracis-19091 217 4 these these DET bracis-19091 217 5 four four NUM bracis-19091 217 6 baseline baseline ADJ bracis-19091 217 7 methods method NOUN bracis-19091 217 8 on on ADP bracis-19091 217 9 our our PRON bracis-19091 217 10 test test NOUN bracis-19091 217 11 set set NOUN bracis-19091 217 12 are be AUX bracis-19091 217 13 reported report VERB bracis-19091 217 14 in in ADP bracis-19091 217 15 table table NOUN bracis-19091 217 16     SPACE bracis-19091 217 17 2 2 NUM bracis-19091 217 18 . . PUNCT bracis-19091 218 1 we we PRON bracis-19091 218 2 can can AUX bracis-19091 218 3 observe observe VERB bracis-19091 218 4 that that SCONJ bracis-19091 218 5 the the DET bracis-19091 218 6 best well ADV bracis-19091 218 7 performing perform VERB bracis-19091 218 8 baseline baseline NOUN bracis-19091 218 9 method method NOUN bracis-19091 218 10 is be AUX bracis-19091 218 11 svm svm ADJ bracis-19091 218 12 with with ADP bracis-19091 218 13 tfidf tfidf NOUN bracis-19091 218 14 representation representation NOUN bracis-19091 218 15 which which PRON bracis-19091 218 16 obtains obtain VERB bracis-19091 218 17 a a DET bracis-19091 218 18 f f NOUN bracis-19091 218 19 - - PUNCT bracis-19091 218 20 score score NOUN bracis-19091 218 21 of of ADP bracis-19091 218 22 60.66 60.66 NUM bracis-19091 218 23 . . PUNCT bracis-19091 219 1 but but CCONJ bracis-19091 219 2 this this DET bracis-19091 219 3 method method NOUN bracis-19091 219 4 is be AUX bracis-19091 219 5 only only ADV bracis-19091 219 6 slightly slightly ADV bracis-19091 219 7 better well ADJ bracis-19091 219 8 than than ADP bracis-19091 219 9 nb nb INTJ bracis-19091 219 10 with with ADP bracis-19091 219 11 the the DET bracis-19091 219 12 same same ADJ bracis-19091 219 13 representation representation NOUN bracis-19091 219 14 . . PUNCT bracis-19091 220 1 table table NOUN bracis-19091 220 2 2 2 NUM bracis-19091 220 3 . . PUNCT bracis-19091 220 4 test test NOUN bracis-19091 220 5 performances performance NOUN bracis-19091 220 6 for for ADP bracis-19091 220 7 different different ADJ bracis-19091 220 8 models model NOUN bracis-19091 220 9 and and CCONJ bracis-19091 220 10 input input NOUN bracis-19091 220 11 representations representation NOUN bracis-19091 220 12 . . PUNCT bracis-19091 221 1 the the DET bracis-19091 221 2 column column NOUN bracis-19091 221 3 labeled label VERB bracis-19091 221 4 f f PROPN bracis-19091 221 5 corresponds correspond VERB bracis-19091 221 6 to to ADP bracis-19091 221 7 micro micro VERB bracis-19091 221 8 - - VERB bracis-19091 221 9 averaged average VERB bracis-19091 221 10 f f NOUN bracis-19091 221 11 - - PUNCT bracis-19091 221 12 score score NOUN bracis-19091 221 13 over over ADP bracis-19091 221 14 the the DET bracis-19091 221 15 eight eight NUM bracis-19091 221 16 classes class NOUN bracis-19091 221 17 , , PUNCT bracis-19091 221 18 and and CCONJ bracis-19091 221 19 the the DET bracis-19091 221 20 remaining remain VERB bracis-19091 221 21 columns column NOUN bracis-19091 221 22 correspond correspond VERB bracis-19091 221 23 to to ADP bracis-19091 221 24 per per ADP bracis-19091 221 25 - - PUNCT bracis-19091 221 26 class class NOUN bracis-19091 221 27 f-score.full f-score.full NOUN bracis-19091 221 28 size size NOUN bracis-19091 221 29 table table NOUN bracis-19091 221 30 we we PRON bracis-19091 221 31 also also ADV bracis-19091 221 32 evaluated evaluate VERB bracis-19091 221 33 the the DET bracis-19091 221 34 four four NUM bracis-19091 221 35 nb nb NOUN bracis-19091 221 36 / / SYM bracis-19091 221 37 svm svm ADJ bracis-19091 221 38 - - PUNCT bracis-19091 221 39 based base VERB bracis-19091 221 40 models model NOUN bracis-19091 221 41 when when SCONJ bracis-19091 221 42 the the DET bracis-19091 221 43 input input NOUN bracis-19091 221 44 comprised comprise VERB bracis-19091 221 45 all all DET bracis-19091 221 46 words word NOUN bracis-19091 221 47 ( ( PUNCT bracis-19091 221 48 including include VERB bracis-19091 221 49 stopwords stopword NOUN bracis-19091 221 50 ) ) PUNCT bracis-19091 221 51 , , PUNCT bracis-19091 221 52 but but CCONJ bracis-19091 221 53 the the DET bracis-19091 221 54 achieved achieve VERB bracis-19091 221 55 results result NOUN bracis-19091 221 56 were be AUX bracis-19091 221 57 substantially substantially ADV bracis-19091 221 58 worse bad ADJ bracis-19091 221 59 ( ( PUNCT bracis-19091 221 60 f f X bracis-19091 221 61 - - PUNCT bracis-19091 221 62 score score NOUN bracis-19091 221 63 values value NOUN bracis-19091 221 64 were be AUX bracis-19091 221 65 5 5 NUM bracis-19091 221 66 % % NOUN bracis-19091 221 67 lower low ADJ bracis-19091 221 68 on on ADP bracis-19091 221 69 average average ADJ bracis-19091 221 70 ) ) PUNCT bracis-19091 221 71 . . PUNCT bracis-19091 222 1 thus thus ADV bracis-19091 222 2 , , PUNCT bracis-19091 222 3 we we PRON bracis-19091 222 4 do do AUX bracis-19091 222 5 not not PART bracis-19091 222 6 report report VERB bracis-19091 222 7 these these DET bracis-19091 222 8 performances performance NOUN bracis-19091 222 9 . . PUNCT bracis-19091 223 1 in in ADP bracis-19091 223 2 order order NOUN bracis-19091 223 3 to to PART bracis-19091 223 4 train train VERB bracis-19091 223 5 and and CCONJ bracis-19091 223 6 evaluate evaluate VERB bracis-19091 223 7 the the DET bracis-19091 223 8 two two NUM bracis-19091 223 9 bert bert NOUN bracis-19091 223 10 - - PUNCT bracis-19091 223 11 based base VERB bracis-19091 223 12 methods method NOUN bracis-19091 223 13 , , PUNCT bracis-19091 223 14 we we PRON bracis-19091 223 15 did do AUX bracis-19091 223 16 not not PART bracis-19091 223 17 employ employ VERB bracis-19091 223 18 any any DET bracis-19091 223 19 preprocessing preprocessing NOUN bracis-19091 223 20 steps step NOUN bracis-19091 223 21 but but CCONJ bracis-19091 223 22 the the DET bracis-19091 223 23 corresponding correspond VERB bracis-19091 223 24 tokenization tokenization NOUN bracis-19091 223 25 . . PUNCT bracis-19091 224 1 by by ADP bracis-19091 224 2 means mean NOUN bracis-19091 224 3 of of ADP bracis-19091 224 4 the the DET bracis-19091 224 5 hugging hugging ADJ bracis-19091 224 6 face face NOUN bracis-19091 224 7 ( ( PUNCT bracis-19091 224 8 hf hf NOUN bracis-19091 224 9 ) ) PUNCT bracis-19091 224 10 library library NOUN bracis-19091 224 11 , , PUNCT bracis-19091 224 12 we we PRON bracis-19091 224 13 trained train VERB bracis-19091 224 14 and and CCONJ bracis-19091 224 15 evaluated evaluate VERB bracis-19091 224 16 the the DET bracis-19091 224 17 end end NOUN bracis-19091 224 18 - - PUNCT bracis-19091 224 19 to to ADP bracis-19091 224 20 - - PUNCT bracis-19091 224 21 end end NOUN bracis-19091 224 22 - - PUNCT bracis-19091 224 23 trained train VERB bracis-19091 224 24 bert bert NOUN bracis-19091 224 25 - - PUNCT bracis-19091 224 26 based base VERB bracis-19091 224 27 model model NOUN bracis-19091 224 28 . . PUNCT bracis-19091 225 1 for for ADP bracis-19091 225 2 the the DET bracis-19091 225 3 mlp mlp NOUN bracis-19091 225 4 - - PUNCT bracis-19091 225 5 based base VERB bracis-19091 225 6 classifier classifier NOUN bracis-19091 225 7 , , PUNCT bracis-19091 225 8 we we PRON bracis-19091 225 9 again again ADV bracis-19091 225 10 employed employ VERB bracis-19091 225 11 the the DET bracis-19091 225 12 hf hf PROPN bracis-19091 225 13 library library NOUN bracis-19091 225 14 to to PART bracis-19091 225 15 extract extract VERB bracis-19091 225 16 sentence sentence NOUN bracis-19091 225 17 representations representation NOUN bracis-19091 225 18 , , PUNCT bracis-19091 225 19 but but CCONJ bracis-19091 225 20 then then ADV bracis-19091 225 21 we we PRON bracis-19091 225 22 used use VERB bracis-19091 225 23 the the DET bracis-19091 225 24 keras keras PROPN bracis-19091 225 25 library library NOUN bracis-19091 225 26 to to PART bracis-19091 225 27 train train VERB bracis-19091 225 28 the the DET bracis-19091 225 29 mlp mlp NOUN bracis-19091 225 30 model model NOUN bracis-19091 225 31 , , PUNCT bracis-19091 225 32 since since SCONJ bracis-19091 225 33 the the DET bracis-19091 225 34 bert bert PROPN bracis-19091 225 35 lm lm PROPN bracis-19091 225 36 is be AUX bracis-19091 225 37 kept keep VERB bracis-19091 225 38 fixed fix VERB bracis-19091 225 39 . . PUNCT bracis-19091 226 1 in in ADP bracis-19091 226 2 table table NOUN bracis-19091 226 3     SPACE bracis-19091 226 4 2 2 NUM bracis-19091 226 5 , , PUNCT bracis-19091 226 6 we we PRON bracis-19091 226 7 refer refer VERB bracis-19091 226 8 to to ADP bracis-19091 226 9 this this DET bracis-19091 226 10 fixed fix VERB bracis-19091 226 11 bert bert NOUN bracis-19091 226 12 lm lm INTJ bracis-19091 226 13 as as ADP bracis-19091 226 14 bert\(^f\ bert\(^f\ NOUN bracis-19091 226 15 ) ) PUNCT bracis-19091 226 16 . . PUNCT bracis-19091 227 1 the the DET bracis-19091 227 2 mlp mlp NOUN bracis-19091 227 3 network network NOUN bracis-19091 227 4 comprises comprise VERB bracis-19091 227 5 two two NUM bracis-19091 227 6 hidden hidden ADJ bracis-19091 227 7 layers layer NOUN bracis-19091 227 8 with with ADP bracis-19091 227 9 512 512 NUM bracis-19091 227 10 neurons neuron NOUN bracis-19091 227 11 each each PRON bracis-19091 227 12 . . PUNCT bracis-19091 228 1 this this DET bracis-19091 228 2 network network NOUN bracis-19091 228 3 was be AUX bracis-19091 228 4 trained train VERB bracis-19091 228 5 by by ADP bracis-19091 228 6 the the DET bracis-19091 228 7 nadam nadam PROPN bracis-19091 228 8 optimizer optimizer NOUN bracis-19091 228 9 for for ADP bracis-19091 228 10 500 500 NUM bracis-19091 228 11 epochs epoch NOUN bracis-19091 228 12 using use VERB bracis-19091 228 13 a a DET bracis-19091 228 14 batch batch NOUN bracis-19091 228 15 size size NOUN bracis-19091 228 16 of of ADP bracis-19091 228 17 32 32 NUM bracis-19091 228 18 sentences sentence NOUN bracis-19091 228 19 and and CCONJ bracis-19091 228 20 the the DET bracis-19091 228 21 categorical categorical ADJ bracis-19091 228 22 cross cross ADJ bracis-19091 228 23 - - ADJ bracis-19091 228 24 entropy entropy ADJ bracis-19091 228 25 loss loss NOUN bracis-19091 228 26 . . PUNCT bracis-19091 229 1 the the DET bracis-19091 229 2 original original ADJ bracis-19091 229 3 ( ( PUNCT bracis-19091 229 4 end end NOUN bracis-19091 229 5 - - PUNCT bracis-19091 229 6 to to ADP bracis-19091 229 7 - - PUNCT bracis-19091 229 8 end end NOUN bracis-19091 229 9 ) ) PUNCT bracis-19091 229 10 model model NOUN bracis-19091 229 11 was be AUX bracis-19091 229 12 trained train VERB bracis-19091 229 13 by by ADP bracis-19091 229 14 the the DET bracis-19091 229 15 default default NOUN bracis-19091 229 16 hf hf PROPN bracis-19091 229 17 adamw adamw NOUN bracis-19091 229 18 optimizer optimizer NOUN bracis-19091 229 19 for for ADP bracis-19091 229 20 10 10 NUM bracis-19091 229 21 epochs epoch NOUN bracis-19091 229 22 using use VERB bracis-19091 229 23 a a DET bracis-19091 229 24 batch batch NOUN bracis-19091 229 25 size size NOUN bracis-19091 229 26 of of ADP bracis-19091 229 27 4 4 NUM bracis-19091 229 28 sentences sentence NOUN bracis-19091 229 29 . . PUNCT bracis-19091 230 1 from from ADP bracis-19091 230 2 the the DET bracis-19091 230 3 results result NOUN bracis-19091 230 4 in in ADP bracis-19091 230 5 table table NOUN bracis-19091 230 6     SPACE bracis-19091 230 7 2 2 NUM bracis-19091 230 8 , , PUNCT bracis-19091 230 9 we we PRON bracis-19091 230 10 can can AUX bracis-19091 230 11 observe observe VERB bracis-19091 230 12 that that SCONJ bracis-19091 230 13 fine fine NOUN bracis-19091 230 14 - - PUNCT bracis-19091 230 15 tuning tune VERB bracis-19091 230 16 the the DET bracis-19091 230 17 bert bert PROPN bracis-19091 230 18 lm lm PROPN bracis-19091 230 19 brings bring VERB bracis-19091 230 20 a a DET bracis-19091 230 21 5 5 NUM bracis-19091 230 22 point point NOUN bracis-19091 230 23 increase increase NOUN bracis-19091 230 24 in in ADP bracis-19091 230 25 f f NOUN bracis-19091 230 26 - - PUNCT bracis-19091 230 27 score score NOUN bracis-19091 230 28 . . PUNCT bracis-19091 231 1 the the DET bracis-19091 231 2 best well ADV bracis-19091 231 3 performing performing NOUN bracis-19091 231 4 method method NOUN bracis-19091 231 5 achieved achieve VERB bracis-19091 231 6 an an DET bracis-19091 231 7 f f NOUN bracis-19091 231 8 - - PUNCT bracis-19091 231 9 score score NOUN bracis-19091 231 10 of of ADP bracis-19091 231 11 80.50 80.50 NUM bracis-19091 231 12 , , PUNCT bracis-19091 231 13 which which PRON bracis-19091 231 14 is be AUX bracis-19091 231 15 almost almost ADV bracis-19091 231 16 20 20 NUM bracis-19091 231 17 points point NOUN bracis-19091 231 18 higher high ADJ bracis-19091 231 19 than than ADP bracis-19091 231 20 the the DET bracis-19091 231 21 performance performance NOUN bracis-19091 231 22 achieved achieve VERB bracis-19091 231 23 by by ADP bracis-19091 231 24 the the DET bracis-19091 231 25 best good ADJ bracis-19091 231 26 baseline baseline NOUN bracis-19091 231 27 method method NOUN bracis-19091 231 28 . . PUNCT bracis-19091 232 1 in in ADP bracis-19091 232 2 table table NOUN bracis-19091 232 3     SPACE bracis-19091 232 4 2 2 NUM bracis-19091 232 5 , , PUNCT bracis-19091 232 6 we we PRON bracis-19091 232 7 also also ADV bracis-19091 232 8 report report VERB bracis-19091 232 9 per per ADP bracis-19091 232 10 - - PUNCT bracis-19091 232 11 class class NOUN bracis-19091 232 12 f f NOUN bracis-19091 232 13 - - PUNCT bracis-19091 232 14 scores score NOUN bracis-19091 232 15 . . PUNCT bracis-19091 233 1 untypically untypically ADV bracis-19091 233 2 , , PUNCT bracis-19091 233 3 the the DET bracis-19091 233 4 class class NOUN bracis-19091 233 5 with with ADP bracis-19091 233 6 best good ADJ bracis-19091 233 7 results result NOUN bracis-19091 233 8 is be AUX bracis-19091 233 9 remedy remedy NOUN bracis-19091 233 10 , , PUNCT bracis-19091 233 11 which which PRON bracis-19091 233 12 is be AUX bracis-19091 233 13 the the DET bracis-19091 233 14 least least ADJ bracis-19091 233 15 frequent frequent ADJ bracis-19091 233 16 class class NOUN bracis-19091 233 17 . . PUNCT bracis-19091 234 1 although although SCONJ bracis-19091 234 2 there there PRON bracis-19091 234 3 are be VERB bracis-19091 234 4 only only ADV bracis-19091 234 5 71 71 NUM bracis-19091 234 6 sentences sentence NOUN bracis-19091 234 7 labeled label VERB bracis-19091 234 8 as as ADP bracis-19091 234 9 remedy remedy NOUN bracis-19091 234 10 in in ADP bracis-19091 234 11 the the DET bracis-19091 234 12 whole whole ADJ bracis-19091 234 13 corpus corpus NOUN bracis-19091 234 14 ( ( PUNCT bracis-19091 234 15 including include VERB bracis-19091 234 16 the the DET bracis-19091 234 17 three three NUM bracis-19091 234 18 splits split NOUN bracis-19091 234 19 ) ) PUNCT bracis-19091 234 20 , , PUNCT bracis-19091 234 21 such such ADJ bracis-19091 234 22 sentences sentence NOUN bracis-19091 234 23 have have VERB bracis-19091 234 24 a a DET bracis-19091 234 25 very very ADV bracis-19091 234 26 specific specific ADJ bracis-19091 234 27 vocabulary vocabulary NOUN bracis-19091 234 28 ( ( PUNCT bracis-19091 234 29 “ " PUNCT bracis-19091 234 30 dá dá PROPN bracis-19091 234 31 - - PUNCT bracis-19091 234 32 se se NOUN bracis-19091 234 33 o o PROPN bracis-19091 234 34 valor valor PROPN bracis-19091 234 35 da da PROPN bracis-19091 234 36 causa causa PROPN bracis-19091 234 37 ... ... PUNCT bracis-19091 234 38 ” " PUNCT bracis-19091 234 39 , , PUNCT bracis-19091 234 40 for for ADP bracis-19091 234 41 instance instance NOUN bracis-19091 234 42 ) ) PUNCT bracis-19091 234 43 . . PUNCT bracis-19091 235 1 this this DET bracis-19091 235 2 characteristic characteristic NOUN bracis-19091 235 3 obviously obviously ADV bracis-19091 235 4 facilitates facilitate VERB bracis-19091 235 5 the the DET bracis-19091 235 6 identification identification NOUN bracis-19091 235 7 of of ADP bracis-19091 235 8 these these DET bracis-19091 235 9 sentences sentence NOUN bracis-19091 235 10 . . PUNCT bracis-19091 236 1 besides besides SCONJ bracis-19091 236 2 that that PRON bracis-19091 236 3 , , PUNCT bracis-19091 236 4 we we PRON bracis-19091 236 5 also also ADV bracis-19091 236 6 observe observe VERB bracis-19091 236 7 that that SCONJ bracis-19091 236 8 some some DET bracis-19091 236 9 frequent frequent ADJ bracis-19091 236 10 classes class NOUN bracis-19091 236 11 – – PUNCT bracis-19091 236 12 namely namely ADV bracis-19091 236 13 facts fact NOUN bracis-19091 236 14 ( ( PUNCT bracis-19091 236 15 2 2 NUM bracis-19091 236 16 ) ) PUNCT bracis-19091 236 17 , , PUNCT bracis-19091 236 18 arguments argument NOUN bracis-19091 236 19 ( ( PUNCT bracis-19091 236 20 3 3 NUM bracis-19091 236 21 ) ) PUNCT bracis-19091 236 22 , , PUNCT bracis-19091 236 23 and and CCONJ bracis-19091 236 24 legal legal ADJ bracis-19091 236 25 basis basis NOUN bracis-19091 236 26 ( ( PUNCT bracis-19091 236 27 4 4 NUM bracis-19091 236 28 ) ) PUNCT bracis-19091 236 29 – – PUNCT bracis-19091 236 30 present present VERB bracis-19091 236 31 the the DET bracis-19091 236 32 worst bad ADJ bracis-19091 236 33 performances performance NOUN bracis-19091 236 34 . . PUNCT bracis-19091 237 1 in in ADP bracis-19091 237 2 order order NOUN bracis-19091 237 3 to to PART bracis-19091 237 4 investigate investigate VERB bracis-19091 237 5 this this DET bracis-19091 237 6 fact fact NOUN bracis-19091 237 7 , , PUNCT bracis-19091 237 8 we we PRON bracis-19091 237 9 present present VERB bracis-19091 237 10 the the DET bracis-19091 237 11 confusion confusion NOUN bracis-19091 237 12 matrix matrix NOUN bracis-19091 237 13 for for ADP bracis-19091 237 14 our our PRON bracis-19091 237 15 best good ADJ bracis-19091 237 16 model model NOUN bracis-19091 237 17 predictions prediction NOUN bracis-19091 237 18 in in ADP bracis-19091 237 19 fig fig NOUN bracis-19091 237 20 . . PUNCT bracis-19091 237 21     SPACE bracis-19091 238 1 3 3 X bracis-19091 238 2 . . PUNCT bracis-19091 239 1 first first ADV bracis-19091 239 2 , , PUNCT bracis-19091 239 3 we we PRON bracis-19091 239 4 can can AUX bracis-19091 239 5 see see VERB bracis-19091 239 6 that that SCONJ bracis-19091 239 7 there there PRON bracis-19091 239 8 are be VERB bracis-19091 239 9 73 73 NUM bracis-19091 239 10 sentences sentence NOUN bracis-19091 239 11 labeled label VERB bracis-19091 239 12 as as ADP bracis-19091 239 13 facts fact NOUN bracis-19091 239 14 ( ( PUNCT bracis-19091 239 15 fac fac PROPN bracis-19091 239 16 ) ) PUNCT bracis-19091 239 17 but but CCONJ bracis-19091 239 18 classified classify VERB bracis-19091 239 19 by by ADP bracis-19091 239 20 the the DET bracis-19091 239 21 model model NOUN bracis-19091 239 22 as as ADP bracis-19091 239 23 arguments argument NOUN bracis-19091 239 24 ( ( PUNCT bracis-19091 239 25 arg arg NOUN bracis-19091 239 26 ) ) PUNCT bracis-19091 239 27 . . PUNCT bracis-19091 240 1 and and CCONJ bracis-19091 240 2 other other ADJ bracis-19091 240 3 73 73 NUM bracis-19091 240 4 sentences sentence NOUN bracis-19091 240 5 labeled label VERB bracis-19091 240 6 as as ADP bracis-19091 240 7 arguments argument NOUN bracis-19091 240 8 ( ( PUNCT bracis-19091 240 9 arg arg NOUN bracis-19091 240 10 ) ) PUNCT bracis-19091 240 11 but but CCONJ bracis-19091 240 12 classified classify VERB bracis-19091 240 13 as as ADP bracis-19091 240 14 facts fact NOUN bracis-19091 240 15 ( ( PUNCT bracis-19091 240 16 fac fac PROPN bracis-19091 240 17 ) ) PUNCT bracis-19091 240 18 . . PUNCT bracis-19091 241 1 we we PRON bracis-19091 241 2 also also ADV bracis-19091 241 3 see see VERB bracis-19091 241 4 that that SCONJ bracis-19091 241 5 there there PRON bracis-19091 241 6 are be VERB bracis-19091 241 7 181 181 NUM bracis-19091 241 8 sentences sentence NOUN bracis-19091 241 9 labeled label VERB bracis-19091 241 10 as as ADP bracis-19091 241 11 arguments argument NOUN bracis-19091 241 12 ( ( PUNCT bracis-19091 241 13 arg arg NOUN bracis-19091 241 14 ) ) PUNCT bracis-19091 241 15 , , PUNCT bracis-19091 241 16 legal legal ADJ bracis-19091 241 17 basis basis NOUN bracis-19091 241 18 ( ( PUNCT bracis-19091 241 19 lb lb NOUN bracis-19091 241 20 ) ) PUNCT bracis-19091 241 21 or or CCONJ bracis-19091 241 22 precedents precedent NOUN bracis-19091 241 23 ( ( PUNCT bracis-19091 241 24 pre pre ADJ bracis-19091 241 25 ) ) PUNCT bracis-19091 241 26 that that PRON bracis-19091 241 27 are be AUX bracis-19091 241 28 misclassified misclassifie VERB bracis-19091 241 29 among among ADP bracis-19091 241 30 these these DET bracis-19091 241 31 same same ADJ bracis-19091 241 32 three three NUM bracis-19091 241 33 classes class NOUN bracis-19091 241 34 . . PUNCT bracis-19091 242 1 as as SCONJ bracis-19091 242 2 mentioned mention VERB bracis-19091 242 3 in in ADP bracis-19091 242 4 sect sect NOUN bracis-19091 242 5 . . PUNCT bracis-19091 242 6     SPACE bracis-19091 243 1 3 3 NUM bracis-19091 243 2 , , PUNCT bracis-19091 243 3 sentences sentence NOUN bracis-19091 243 4 from from ADP bracis-19091 243 5 these these DET bracis-19091 243 6 four four NUM bracis-19091 243 7 roles role NOUN bracis-19091 243 8 ( ( PUNCT bracis-19091 243 9 fac fac PROPN bracis-19091 243 10 , , PUNCT bracis-19091 243 11 arg arg PROPN bracis-19091 243 12 , , PUNCT bracis-19091 243 13 lb lb NOUN bracis-19091 243 14 and and CCONJ bracis-19091 243 15 pre pre ADJ bracis-19091 243 16 ) ) PUNCT bracis-19091 243 17 are be AUX bracis-19091 243 18 frequently frequently ADV bracis-19091 243 19 interspersed intersperse VERB bracis-19091 243 20 among among ADP bracis-19091 243 21 them they PRON bracis-19091 243 22 . . PUNCT bracis-19091 244 1 thus thus ADV bracis-19091 244 2 , , PUNCT bracis-19091 244 3 these these DET bracis-19091 244 4 interspersed intersperse VERB bracis-19091 244 5 sentences sentence NOUN bracis-19091 244 6 are be AUX bracis-19091 244 7 probably probably ADV bracis-19091 244 8 more more ADV bracis-19091 244 9 difficult difficult ADJ bracis-19091 244 10 to to PART bracis-19091 244 11 classify classify VERB bracis-19091 244 12 . . PUNCT bracis-19091 245 1 fig fig NOUN bracis-19091 245 2 . . PUNCT bracis-19091 246 1 3 3 X bracis-19091 246 2 . . X bracis-19091 246 3 confusion confusion NOUN bracis-19091 246 4 matrix matrix NOUN bracis-19091 246 5 full full ADJ bracis-19091 246 6 size size NOUN bracis-19091 246 7 image image NOUN bracis-19091 246 8 6 6 NUM bracis-19091 246 9 conclusions conclusion NOUN bracis-19091 246 10 and and CCONJ bracis-19091 246 11 future future ADJ bracis-19091 246 12 work work NOUN bracis-19091 246 13 in in ADP bracis-19091 246 14 this this DET bracis-19091 246 15 paper paper NOUN bracis-19091 246 16 , , PUNCT bracis-19091 246 17 we we PRON bracis-19091 246 18 present present VERB bracis-19091 246 19 a a DET bracis-19091 246 20 new new ADJ bracis-19091 246 21 corpus corpus NOUN bracis-19091 246 22 comprising comprise VERB bracis-19091 246 23 70 70 NUM bracis-19091 246 24 petitions petition NOUN bracis-19091 246 25 ( ( PUNCT bracis-19091 246 26 petição petição NOUN bracis-19091 246 27 inicial inicial PROPN bracis-19091 246 28 ) ) PUNCT bracis-19091 246 29 from from ADP bracis-19091 246 30 civil civil ADJ bracis-19091 246 31 lawsuits lawsuit NOUN bracis-19091 246 32 filed file VERB bracis-19091 246 33 in in ADP bracis-19091 246 34 tjms tjms PROPN bracis-19091 246 35 . . PUNCT bracis-19091 247 1 based base VERB bracis-19091 247 2 on on ADP bracis-19091 247 3 the the DET bracis-19091 247 4 brazilian brazilian ADJ bracis-19091 247 5 civil civil ADJ bracis-19091 247 6 procedure procedure NOUN bracis-19091 247 7 , , PUNCT bracis-19091 247 8 we we PRON bracis-19091 247 9 proposed propose VERB bracis-19091 247 10 eight eight NUM bracis-19091 247 11 categories category NOUN bracis-19091 247 12 representing represent VERB bracis-19091 247 13 the the DET bracis-19091 247 14 rhetorical rhetorical ADJ bracis-19091 247 15 roles role NOUN bracis-19091 247 16 of of ADP bracis-19091 247 17 text text NOUN bracis-19091 247 18 sentences sentence NOUN bracis-19091 247 19 within within ADP bracis-19091 247 20 the the DET bracis-19091 247 21 petitions petition NOUN bracis-19091 247 22 . . PUNCT bracis-19091 248 1 we we PRON bracis-19091 248 2 manually manually ADV bracis-19091 248 3 labeled label VERB bracis-19091 248 4 the the DET bracis-19091 248 5 sentences sentence NOUN bracis-19091 248 6 of of ADP bracis-19091 248 7 the the DET bracis-19091 248 8 proposed propose VERB bracis-19091 248 9 corpus corpus NOUN bracis-19091 248 10 using use VERB bracis-19091 248 11 these these DET bracis-19091 248 12 eight eight NUM bracis-19091 248 13 categories category NOUN bracis-19091 248 14 . . PUNCT bracis-19091 249 1 since since SCONJ bracis-19091 249 2 tjms tjms NOUN bracis-19091 249 3 does do AUX bracis-19091 249 4 not not PART bracis-19091 249 5 require require VERB bracis-19091 249 6 any any DET bracis-19091 249 7 specific specific ADJ bracis-19091 249 8 structure structure NOUN bracis-19091 249 9 for for ADP bracis-19091 249 10 the the DET bracis-19091 249 11 digital digital ADJ bracis-19091 249 12 files file NOUN bracis-19091 249 13 of of ADP bracis-19091 249 14 petitions petition NOUN bracis-19091 249 15 , , PUNCT bracis-19091 249 16 we we PRON bracis-19091 249 17 had have VERB bracis-19091 249 18 to to PART bracis-19091 249 19 deal deal VERB bracis-19091 249 20 with with ADP bracis-19091 249 21 several several ADJ bracis-19091 249 22 issues issue NOUN bracis-19091 249 23 to to PART bracis-19091 249 24 extract extract VERB bracis-19091 249 25 the the DET bracis-19091 249 26 textual textual ADJ bracis-19091 249 27 content content NOUN bracis-19091 249 28 from from ADP bracis-19091 249 29 these these DET bracis-19091 249 30 files file NOUN bracis-19091 249 31 . . PUNCT bracis-19091 250 1 as as ADV bracis-19091 250 2 far far ADV bracis-19091 250 3 we we PRON bracis-19091 250 4 know know VERB bracis-19091 250 5 , , PUNCT bracis-19091 250 6 this this PRON bracis-19091 250 7 is be AUX bracis-19091 250 8 the the DET bracis-19091 250 9 first first ADJ bracis-19091 250 10 work work NOUN bracis-19091 250 11 to to PART bracis-19091 250 12 consider consider VERB bracis-19091 250 13 rhetorical rhetorical ADJ bracis-19091 250 14 role role NOUN bracis-19091 250 15 identification identification NOUN bracis-19091 250 16 of of ADP bracis-19091 250 17 petitions petition NOUN bracis-19091 250 18 in in ADP bracis-19091 250 19 portuguese portuguese ADJ bracis-19091 250 20 language language NOUN bracis-19091 250 21 . . PUNCT bracis-19091 251 1 the the DET bracis-19091 251 2 proposed propose VERB bracis-19091 251 3 corpus corpus NOUN bracis-19091 251 4 is be AUX bracis-19091 251 5 availablefootnote availablefootnote ADP bracis-19091 251 6 7 7 NUM bracis-19091 252 1 and and CCONJ bracis-19091 252 2 we we PRON bracis-19091 252 3 hope hope VERB bracis-19091 252 4 that that SCONJ bracis-19091 252 5 it it PRON bracis-19091 252 6 can can AUX bracis-19091 252 7 foster foster VERB bracis-19091 252 8 research research NOUN bracis-19091 252 9 on on ADP bracis-19091 252 10 this this DET bracis-19091 252 11 important important ADJ bracis-19091 252 12 subject subject NOUN bracis-19091 252 13 . . PUNCT bracis-19091 253 1 we we PRON bracis-19091 253 2 also also ADV bracis-19091 253 3 analysed analyse VERB bracis-19091 253 4 the the DET bracis-19091 253 5 performance performance NOUN bracis-19091 253 6 of of ADP bracis-19091 253 7 classic classic ADJ bracis-19091 253 8 and and CCONJ bracis-19091 253 9 deep deep ADJ bracis-19091 253 10 learning learning NOUN bracis-19091 253 11 machine machine NOUN bracis-19091 253 12 learn learn VERB bracis-19091 253 13 methods method NOUN bracis-19091 253 14 on on ADP bracis-19091 253 15 the the DET bracis-19091 253 16 proposed propose VERB bracis-19091 253 17 rhetorical rhetorical ADJ bracis-19091 253 18 role role NOUN bracis-19091 253 19 identification identification NOUN bracis-19091 253 20 corpus corpus NOUN bracis-19091 253 21 . . PUNCT bracis-19091 254 1 the the DET bracis-19091 254 2 best well ADV bracis-19091 254 3 performing performing NOUN bracis-19091 254 4 method method NOUN bracis-19091 254 5 was be AUX bracis-19091 254 6 an an DET bracis-19091 254 7 end end NOUN bracis-19091 254 8 - - PUNCT bracis-19091 254 9 to to ADP bracis-19091 254 10 - - PUNCT bracis-19091 254 11 end end NOUN bracis-19091 254 12 - - PUNCT bracis-19091 254 13 trained train VERB bracis-19091 254 14 bert bert NOUN bracis-19091 254 15 - - PUNCT bracis-19091 254 16 based base VERB bracis-19091 254 17 sentence sentence NOUN bracis-19091 254 18 classifier classifier NOUN bracis-19091 254 19 . . PUNCT bracis-19091 255 1 this this DET bracis-19091 255 2 model model NOUN bracis-19091 255 3 achieved achieve VERB bracis-19091 255 4 80.50 80.50 NUM bracis-19091 255 5 of of ADP bracis-19091 255 6 f f NOUN bracis-19091 255 7 - - PUNCT bracis-19091 255 8 score score NOUN bracis-19091 255 9 on on ADP bracis-19091 255 10 our our PRON bracis-19091 255 11 test test NOUN bracis-19091 255 12 set set VERB bracis-19091 255 13 . . PUNCT bracis-19091 256 1 as as ADP bracis-19091 256 2 future future ADJ bracis-19091 256 3 work work NOUN bracis-19091 256 4 , , PUNCT bracis-19091 256 5 we we PRON bracis-19091 256 6 intend intend VERB bracis-19091 256 7 to to PART bracis-19091 256 8 pre pre VERB bracis-19091 256 9 - - VERB bracis-19091 256 10 train train VERB bracis-19091 256 11 a a DET bracis-19091 256 12 bert bert PROPN bracis-19091 256 13 language language NOUN bracis-19091 256 14 model model NOUN bracis-19091 256 15 on on ADP bracis-19091 256 16 judicial judicial ADJ bracis-19091 256 17 documents document NOUN bracis-19091 256 18 . . PUNCT bracis-19091 257 1 the the DET bracis-19091 257 2 models model NOUN bracis-19091 257 3 evaluated evaluate VERB bracis-19091 257 4 in in ADP bracis-19091 257 5 this this DET bracis-19091 257 6 work work NOUN bracis-19091 257 7 classify classify VERB bracis-19091 257 8 sentences sentence NOUN bracis-19091 257 9 independently independently ADV bracis-19091 257 10 , , PUNCT bracis-19091 257 11 i.e. i.e. X bracis-19091 257 12 disregarding disregard VERB bracis-19091 257 13 the the DET bracis-19091 257 14 sequence sequence NOUN bracis-19091 257 15 of of ADP bracis-19091 257 16 sentences sentence NOUN bracis-19091 257 17 within within ADP bracis-19091 257 18 a a DET bracis-19091 257 19 petition petition NOUN bracis-19091 257 20 . . PUNCT bracis-19091 258 1 thus thus ADV bracis-19091 258 2 , , PUNCT bracis-19091 258 3 we we PRON bracis-19091 258 4 also also ADV bracis-19091 258 5 intend intend VERB bracis-19091 258 6 to to PART bracis-19091 258 7 improve improve VERB bracis-19091 258 8 the the DET bracis-19091 258 9 obtained obtain VERB bracis-19091 258 10 classification classification NOUN bracis-19091 258 11 performance performance NOUN bracis-19091 258 12 by by ADP bracis-19091 258 13 employing employ VERB bracis-19091 258 14 deep deep ADJ bracis-19091 258 15 learning learning NOUN bracis-19091 258 16 models model NOUN bracis-19091 258 17 that that PRON bracis-19091 258 18 consider consider VERB bracis-19091 258 19 the the DET bracis-19091 258 20 sequential sequential ADJ bracis-19091 258 21 structure structure NOUN bracis-19091 258 22 of of ADP bracis-19091 258 23 sentences sentence NOUN bracis-19091 258 24 . . PUNCT bracis-19091 259 1 nevertheless nevertheless ADV bracis-19091 259 2 , , PUNCT bracis-19091 259 3 the the DET bracis-19091 259 4 obtained obtain VERB bracis-19091 259 5 results result NOUN bracis-19091 259 6 are be AUX bracis-19091 259 7 promising promise VERB bracis-19091 259 8 . . PUNCT bracis-19091 260 1 therefore therefore ADV bracis-19091 260 2 , , PUNCT bracis-19091 260 3 we we PRON bracis-19091 260 4 are be AUX bracis-19091 260 5 working work VERB bracis-19091 260 6 on on ADP bracis-19091 260 7 the the DET bracis-19091 260 8 development development NOUN bracis-19091 260 9 of of ADP bracis-19091 260 10 a a DET bracis-19091 260 11 new new ADJ bracis-19091 260 12 corpus corpus NOUN bracis-19091 260 13 for for ADP bracis-19091 260 14 summarization summarization NOUN bracis-19091 260 15 of of ADP bracis-19091 260 16 petitions petition NOUN bracis-19091 260 17 , , PUNCT bracis-19091 260 18 which which PRON bracis-19091 260 19 will will AUX bracis-19091 260 20 leverage leverage VERB bracis-19091 260 21 the the DET bracis-19091 260 22 rhetorical rhetorical ADJ bracis-19091 260 23 role role NOUN bracis-19091 260 24 labels label NOUN bracis-19091 260 25 in in ADP bracis-19091 260 26 the the DET bracis-19091 260 27 proposed propose VERB bracis-19091 260 28 corpus corpus NOUN bracis-19091 260 29 . . PUNCT bracis-19091 261 1 as as SCONJ bracis-19091 261 2 we we PRON bracis-19091 261 3 have have AUX bracis-19091 261 4 stated state VERB bracis-19091 261 5 , , PUNCT bracis-19091 261 6 the the DET bracis-19091 261 7 contributions contribution NOUN bracis-19091 261 8 of of ADP bracis-19091 261 9 this this DET bracis-19091 261 10 paper paper NOUN bracis-19091 261 11 can can AUX bracis-19091 261 12 open open VERB bracis-19091 261 13 new new ADJ bracis-19091 261 14 research research NOUN bracis-19091 261 15 possibilities possibility NOUN bracis-19091 261 16 for for ADP bracis-19091 261 17 judicial judicial ADJ bracis-19091 261 18 nlp nlp NOUN bracis-19091 261 19 . . PUNCT bracis-19091 262 1 additionally additionally ADV bracis-19091 262 2 , , PUNCT bracis-19091 262 3 our our PRON bracis-19091 262 4 work work NOUN bracis-19091 262 5 can can AUX bracis-19091 262 6 lead lead VERB bracis-19091 262 7 to to ADP bracis-19091 262 8 solutions solution NOUN bracis-19091 262 9 with with ADP bracis-19091 262 10 potential potential NOUN bracis-19091 262 11 to to PART bracis-19091 262 12 relieve relieve VERB bracis-19091 262 13 the the DET bracis-19091 262 14 current current ADJ bracis-19091 262 15 bottleneck bottleneck NOUN bracis-19091 262 16 in in ADP bracis-19091 262 17 brazilian brazilian ADJ bracis-19091 262 18 judges judge NOUN bracis-19091 262 19 ’ ’ PART bracis-19091 262 20 offices office NOUN bracis-19091 262 21 . . PUNCT bracis-19091 263 1 notes note VERB bracis-19091 263 2 1.leifederal11.419de19/12/2006 1.leifederal11.419de19/12/2006 NUM bracis-19091 263 3 . . PUNCT bracis-19091 263 4 2.https://pdfbox.apache.org/. 2.https://pdfbox.apache.org/. NUM bracis-19091 263 5 3.https://huggingface.co/models 3.https://huggingface.co/models PROPN bracis-19091 263 6 . . PUNCT bracis-19091 264 1 4.https://huggingface.co/neuralmind/bert-base-portuguese-cased 4.https://huggingface.co/neuralmind/bert-base-portuguese-cased NUM bracis-19091 264 2 . . PUNCT bracis-19091 265 1 5.https://www.nltk.org/. 5.https://www.nltk.org/. NUM bracis-19091 265 2 6.https://scikit-learn.org/. 6.https://scikit-learn.org/. NUM bracis-19091 265 3 7.https://bit.ly/rhetoricalrole 7.https://bit.ly/rhetoricalrole NUM bracis-19091 265 4 . . PUNCT bracis-19091 266 1 references reference NOUN bracis-19091 266 2 de de PROPN bracis-19091 266 3 araujo araujo PROPN bracis-19091 266 4 , , PUNCT bracis-19091 266 5 p.h.l p.h.l PROPN bracis-19091 266 6 . . PROPN bracis-19091 266 7 , , PUNCT bracis-19091 266 8 de de PROPN bracis-19091 266 9 campos campos PROPN bracis-19091 266 10 , , PUNCT bracis-19091 266 11 t.e t.e PROPN bracis-19091 266 12 . . PROPN bracis-19091 266 13 , , PUNCT bracis-19091 266 14 braz braz PROPN bracis-19091 266 15 , , PUNCT bracis-19091 266 16 f.a f.a PROPN bracis-19091 266 17 . . PROPN bracis-19091 266 18 , , PUNCT bracis-19091 266 19 da da PROPN bracis-19091 266 20 silva silva PROPN bracis-19091 266 21 , , PUNCT bracis-19091 266 22 n.c n.c PROPN bracis-19091 266 23 . . PROPN bracis-19091 266 24 : : PUNCT bracis-19091 267 1 victor victor NOUN bracis-19091 267 2 : : PUNCT bracis-19091 267 3 a a DET bracis-19091 267 4 dataset dataset NOUN bracis-19091 267 5 for for ADP bracis-19091 267 6 brazilian brazilian ADJ bracis-19091 267 7 legal legal ADJ bracis-19091 267 8 documents document NOUN bracis-19091 267 9 classification classification NOUN bracis-19091 267 10 . . PUNCT bracis-19091 268 1 in in ADP bracis-19091 268 2 : : PUNCT bracis-19091 268 3 proceedings proceeding NOUN bracis-19091 268 4 of of ADP bracis-19091 268 5 the the DET bracis-19091 268 6 12th 12th ADJ bracis-19091 268 7 language language NOUN bracis-19091 268 8 resources resource NOUN bracis-19091 268 9 and and CCONJ bracis-19091 268 10 evaluation evaluation NOUN bracis-19091 268 11 conference conference NOUN bracis-19091 268 12 , , PUNCT bracis-19091 268 13 marseille marseille NOUN bracis-19091 268 14 , , PUNCT bracis-19091 268 15 france france PROPN bracis-19091 268 16 , , PUNCT bracis-19091 268 17 pp pp X bracis-19091 268 18 . . PUNCT bracis-19091 268 19 1449–1458 1449–1458 NUM bracis-19091 268 20 . . PUNCT bracis-19091 269 1 european european ADJ bracis-19091 269 2 language language PROPN bracis-19091 269 3 resources resource NOUN bracis-19091 269 4 association association NOUN bracis-19091 269 5 ( ( PUNCT bracis-19091 269 6 may may NOUN bracis-19091 269 7 2020 2020 NUM bracis-19091 269 8 ) ) PUNCT bracis-19091 269 9 . . PUNCT bracis-19091 270 1 https://www.aclweb.org/anthology/2020.lrec-1.181 https://www.aclweb.org/anthology/2020.lrec-1.181 PROPN bracis-19091 270 2 bhattacharya bhattacharya NOUN bracis-19091 270 3 , , PUNCT bracis-19091 270 4 p. p. PROPN bracis-19091 270 5 , , PUNCT bracis-19091 270 6 paul paul PROPN bracis-19091 270 7 , , PUNCT bracis-19091 270 8 s. s. PROPN bracis-19091 270 9 , , PUNCT bracis-19091 270 10 ghosh ghosh PROPN bracis-19091 270 11 , , PUNCT bracis-19091 270 12 k. k. PROPN bracis-19091 270 13 , , PUNCT bracis-19091 270 14 ghosh ghosh PROPN bracis-19091 270 15 , , PUNCT bracis-19091 270 16 s. s. PROPN bracis-19091 270 17 , , PUNCT bracis-19091 270 18 wyner wyner NOUN bracis-19091 270 19 , , PUNCT bracis-19091 270 20 a. a. NOUN bracis-19091 270 21 : : PUNCT bracis-19091 270 22 identification identification NOUN bracis-19091 270 23 of of ADP bracis-19091 270 24 rhetorical rhetorical ADJ bracis-19091 270 25 roles role NOUN bracis-19091 270 26 of of ADP bracis-19091 270 27 sentences sentence NOUN bracis-19091 270 28 in in ADP bracis-19091 270 29 indian indian ADJ bracis-19091 270 30 legal legal ADJ bracis-19091 270 31 judgments judgment NOUN bracis-19091 270 32 . . PUNCT bracis-19091 271 1 corr corr PROPN bracis-19091 271 2 abs/1911.05405 abs/1911.05405 PROPN bracis-19091 271 3 ( ( PUNCT bracis-19091 271 4 2019 2019 NUM bracis-19091 271 5 ) ) PUNCT bracis-19091 271 6 . . PUNCT bracis-19091 272 1 http://arxiv.org/abs/1911.05405 http://arxiv.org/abs/1911.05405 PROPN bracis-19091 272 2 bird bird PROPN bracis-19091 272 3 , , PUNCT bracis-19091 272 4 s. s. PROPN bracis-19091 272 5 , , PUNCT bracis-19091 272 6 loper loper PROPN bracis-19091 272 7 , , PUNCT bracis-19091 272 8 e. e. PROPN bracis-19091 272 9 , , PUNCT bracis-19091 272 10 klein klein PROPN bracis-19091 272 11 , , PUNCT bracis-19091 272 12 e. e. PROPN bracis-19091 272 13 : : PUNCT bracis-19091 272 14 natural natural ADJ bracis-19091 272 15 language language NOUN bracis-19091 272 16 processing processing NOUN bracis-19091 272 17 with with ADP bracis-19091 272 18 python python PROPN bracis-19091 272 19 . . PUNCT bracis-19091 273 1 o’reilly o’reilly PROPN bracis-19091 273 2 media media PROPN bracis-19091 273 3 inc inc PROPN bracis-19091 273 4 . . PROPN bracis-19091 273 5 ( ( PUNCT bracis-19091 273 6 2009 2009 NUM bracis-19091 273 7 ) ) PUNCT bracis-19091 273 8 google google PROPN bracis-19091 273 9 scholar scholar NOUN bracis-19091 273 10     SPACE bracis-19091 273 11 brasil brasil PROPN bracis-19091 273 12 : : PUNCT bracis-19091 274 1 lei lei PROPN bracis-19091 274 2 n. n. PROPN bracis-19091 274 3 13.105 13.105 NUM bracis-19091 274 4 de de SYM bracis-19091 274 5 16 16 NUM bracis-19091 274 6 de de X bracis-19091 274 7 março março PROPN bracis-19091 274 8 de de PROPN bracis-19091 274 9 2015 2015 NUM bracis-19091 274 10 ( ( PUNCT bracis-19091 274 11 código código PROPN bracis-19091 274 12 de de X bracis-19091 274 13 processo processo X bracis-19091 274 14 civil civil ADJ bracis-19091 274 15 ) ) PUNCT bracis-19091 274 16 google google PROPN bracis-19091 274 17 scholar scholar NOUN bracis-19091 274 18     SPACE bracis-19091 274 19 contractor contractor NOUN bracis-19091 274 20 , , PUNCT bracis-19091 274 21 d. d. PROPN bracis-19091 274 22 , , PUNCT bracis-19091 274 23 guo guo PROPN bracis-19091 274 24 , , PUNCT bracis-19091 274 25 y. y. PROPN bracis-19091 274 26 , , PUNCT bracis-19091 274 27 korhonen korhonen PROPN bracis-19091 274 28 , , PUNCT bracis-19091 274 29 a. a. NOUN bracis-19091 274 30 : : PUNCT bracis-19091 274 31 using use VERB bracis-19091 274 32 argumentative argumentative ADJ bracis-19091 274 33 zones zone NOUN bracis-19091 274 34 for for ADP bracis-19091 274 35 extractive extractive ADJ bracis-19091 274 36 summarization summarization NOUN bracis-19091 274 37 of of ADP bracis-19091 274 38 scientific scientific ADJ bracis-19091 274 39 articles article NOUN bracis-19091 274 40 . . PUNCT bracis-19091 275 1 in in ADP bracis-19091 275 2 : : PUNCT bracis-19091 275 3 proceedings proceeding NOUN bracis-19091 275 4 of of ADP bracis-19091 275 5 coling cole VERB bracis-19091 275 6 2012 2012 NUM bracis-19091 275 7 , , PUNCT bracis-19091 275 8 mumbai mumbai PROPN bracis-19091 275 9 , , PUNCT bracis-19091 275 10 india india PROPN bracis-19091 275 11 , , PUNCT bracis-19091 275 12 pp pp ADP bracis-19091 275 13 . . PUNCT bracis-19091 276 1 663–678 663–678 NUM bracis-19091 276 2 . . PUNCT bracis-19091 277 1 the the DET bracis-19091 277 2 coling cole VERB bracis-19091 277 3 2012 2012 NUM bracis-19091 277 4 organizing organizing NOUN bracis-19091 277 5 committee committee NOUN bracis-19091 277 6 ( ( PUNCT bracis-19091 277 7 december december PROPN bracis-19091 277 8 2012 2012 NUM bracis-19091 277 9 ) ) PUNCT bracis-19091 277 10 . . PUNCT bracis-19091 278 1 https://www.aclweb.org/anthology/c12-1041 https://www.aclweb.org/anthology/c12-1041 PROPN bracis-19091 278 2 devlin devlin PROPN bracis-19091 278 3 , , PUNCT bracis-19091 278 4 j. j. PROPN bracis-19091 278 5 , , PUNCT bracis-19091 278 6 chang chang PROPN bracis-19091 278 7 , , PUNCT bracis-19091 278 8 m.w m.w PROPN bracis-19091 278 9 . . PROPN bracis-19091 278 10 , , PUNCT bracis-19091 278 11 lee lee PROPN bracis-19091 278 12 , , PUNCT bracis-19091 278 13 k. k. PROPN bracis-19091 278 14 , , PUNCT bracis-19091 278 15 toutanova toutanova PROPN bracis-19091 278 16 , , PUNCT bracis-19091 278 17 k. k. PROPN bracis-19091 278 18 : : PUNCT bracis-19091 278 19 bert bert PROPN bracis-19091 278 20 : : PUNCT bracis-19091 278 21 pre pre ADJ bracis-19091 278 22 - - NOUN bracis-19091 278 23 training training NOUN bracis-19091 278 24 of of ADP bracis-19091 278 25 deep deep ADJ bracis-19091 278 26 bidirectional bidirectional ADJ bracis-19091 278 27 transformers transformer NOUN bracis-19091 278 28 for for ADP bracis-19091 278 29 language language NOUN bracis-19091 278 30 understanding understanding NOUN bracis-19091 278 31 . . PUNCT bracis-19091 279 1 in in ADP bracis-19091 279 2 : : PUNCT bracis-19091 279 3 proceedings proceeding NOUN bracis-19091 279 4 of of ADP bracis-19091 279 5 the the DET bracis-19091 279 6 2019 2019 NUM bracis-19091 279 7 conference conference NOUN bracis-19091 279 8 of of ADP bracis-19091 279 9 the the DET bracis-19091 279 10 north north ADJ bracis-19091 279 11 american american ADJ bracis-19091 279 12 chapter chapter NOUN bracis-19091 279 13 of of ADP bracis-19091 279 14 the the DET bracis-19091 279 15 association association NOUN bracis-19091 279 16 for for ADP bracis-19091 279 17 computational computational ADJ bracis-19091 279 18 linguistics linguistic NOUN bracis-19091 279 19 : : PUNCT bracis-19091 279 20 human human ADJ bracis-19091 279 21 language language NOUN bracis-19091 279 22 technologies technology NOUN bracis-19091 279 23 , , PUNCT bracis-19091 279 24 volume volume NOUN bracis-19091 279 25 1 1 NUM bracis-19091 279 26 ( ( PUNCT bracis-19091 279 27 long long ADJ bracis-19091 279 28 and and CCONJ bracis-19091 279 29 short short ADJ bracis-19091 279 30 papers paper NOUN bracis-19091 279 31 ) ) PUNCT bracis-19091 279 32 , , PUNCT bracis-19091 279 33 minneapolis minneapolis PROPN bracis-19091 279 34 , , PUNCT bracis-19091 279 35 minnesota minnesota PROPN bracis-19091 279 36 , , PUNCT bracis-19091 279 37 pp pp ADJ bracis-19091 279 38 . . PUNCT bracis-19091 280 1 4171–4186 4171–4186 NUM bracis-19091 280 2 . . PUNCT bracis-19091 281 1 association association NOUN bracis-19091 281 2 for for ADP bracis-19091 281 3 computational computational ADJ bracis-19091 281 4 linguistics linguistic NOUN bracis-19091 281 5 ( ( PUNCT bracis-19091 281 6 june june PROPN bracis-19091 281 7 2019 2019 NUM bracis-19091 281 8 ) ) PUNCT bracis-19091 281 9 . . PUNCT bracis-19091 282 1 https://doi.org/10.18653/v1/n19-1423 https://doi.org/10.18653/v1/n19-1423 PROPN bracis-19091 282 2 . . PUNCT bracis-19091 283 1 https://www.aclweb.org/anthology/n19-1423 https://www.aclweb.org/anthology/n19-1423 X bracis-19091 283 2 feltrim feltrim PROPN bracis-19091 283 3 , , PUNCT bracis-19091 283 4 v.d v.d PROPN bracis-19091 283 5 . . PROPN bracis-19091 283 6 , , PUNCT bracis-19091 283 7 aluísio aluísio PROPN bracis-19091 283 8 , , PUNCT bracis-19091 283 9 s.m s.m PROPN bracis-19091 283 10 . . PROPN bracis-19091 283 11 , , PUNCT bracis-19091 283 12 nunes nunes PROPN bracis-19091 283 13 , , PUNCT bracis-19091 283 14 m.g.v m.g.v NOUN bracis-19091 283 15 . . PUNCT bracis-19091 283 16 : : PUNCT bracis-19091 284 1 analysis analysis NOUN bracis-19091 284 2 of of ADP bracis-19091 284 3 the the DET bracis-19091 284 4 rhetorical rhetorical ADJ bracis-19091 284 5 structure structure NOUN bracis-19091 284 6 of of ADP bracis-19091 284 7 computer computer NOUN bracis-19091 284 8 science science NOUN bracis-19091 284 9 abstracts abstract NOUN bracis-19091 284 10 in in ADP bracis-19091 284 11 portuguese portuguese PROPN bracis-19091 284 12 . . PUNCT bracis-19091 285 1 in in ADP bracis-19091 285 2 : : PUNCT bracis-19091 285 3 corpus corpus NOUN bracis-19091 285 4 linguistics linguistic NOUN bracis-19091 285 5 ( ( PUNCT bracis-19091 285 6 2003 2003 NUM bracis-19091 285 7 ) ) PUNCT bracis-19091 285 8 google google PROPN bracis-19091 285 9 scholar scholar NOUN bracis-19091 285 10     SPACE bracis-19091 285 11 feltrim feltrim NOUN bracis-19091 285 12 , , PUNCT bracis-19091 285 13 v.d v.d PROPN bracis-19091 285 14 . . PROPN bracis-19091 285 15 , , PUNCT bracis-19091 285 16 nunes nunes PROPN bracis-19091 285 17 , , PUNCT bracis-19091 285 18 m.g.v m.g.v PROPN bracis-19091 285 19 . . PROPN bracis-19091 285 20 , , PUNCT bracis-19091 285 21 aluísio aluísio PROPN bracis-19091 285 22 , , PUNCT bracis-19091 285 23 s.m s.m PROPN bracis-19091 285 24 . . PROPN bracis-19091 285 25 : : PUNCT bracis-19091 285 26 um um INTJ bracis-19091 285 27 corpus corpus PROPN bracis-19091 285 28 de de PROPN bracis-19091 285 29 textos textos PROPN bracis-19091 285 30 científicos científicos PROPN bracis-19091 285 31 em em PRON bracis-19091 285 32 português português PROPN bracis-19091 285 33 para para VERB bracis-19091 285 34 a a DET bracis-19091 285 35 análise análise PROPN bracis-19091 285 36 da da PROPN bracis-19091 285 37 estrutura estrutura PROPN bracis-19091 285 38 esquemática esquemática PROPN bracis-19091 285 39 ( ( PUNCT bracis-19091 285 40 2001 2001 NUM bracis-19091 285 41 ) ) PUNCT bracis-19091 285 42 google google PROPN bracis-19091 285 43 scholar scholar NOUN bracis-19091 285 44     SPACE bracis-19091 285 45 feltrim feltrim NOUN bracis-19091 285 46 , , PUNCT bracis-19091 285 47 v.d v.d PROPN bracis-19091 285 48 . . PROPN bracis-19091 285 49 , , PUNCT bracis-19091 285 50 teufel teufel PROPN bracis-19091 285 51 , , PUNCT bracis-19091 285 52 s. s. PROPN bracis-19091 285 53 , , PUNCT bracis-19091 285 54 das das PROPN bracis-19091 285 55 nunes nunes PROPN bracis-19091 285 56 , , PUNCT bracis-19091 285 57 m.g.v m.g.v PROPN bracis-19091 285 58 . . PROPN bracis-19091 285 59 , , PUNCT bracis-19091 285 60 aluísio aluísio PROPN bracis-19091 285 61 , , PUNCT bracis-19091 285 62 s.m s.m PROPN bracis-19091 285 63 . . PROPN bracis-19091 285 64 : : PUNCT bracis-19091 286 1 argumentative argumentative ADJ bracis-19091 286 2 zoning zoning NOUN bracis-19091 286 3 applied apply VERB bracis-19091 286 4 to to ADP bracis-19091 286 5 critiquing critique VERB bracis-19091 286 6 novices novice NOUN bracis-19091 286 7 ’ ' PUNCT bracis-19091 286 8 scientific scientific ADJ bracis-19091 286 9 abstracts abstract NOUN bracis-19091 286 10 . . PUNCT bracis-19091 287 1 in in ADP bracis-19091 287 2 : : PUNCT bracis-19091 287 3 shanahan shanahan PROPN bracis-19091 287 4 , , PUNCT bracis-19091 287 5 j.g j.g PROPN bracis-19091 287 6 . . PROPN bracis-19091 287 7 , , PUNCT bracis-19091 287 8 qu qu PROPN bracis-19091 287 9 , , PUNCT bracis-19091 287 10 y. y. PROPN bracis-19091 287 11 , , PUNCT bracis-19091 287 12 wiebe wiebe PROPN bracis-19091 287 13 , , PUNCT bracis-19091 287 14 j. j. PROPN bracis-19091 287 15 ( ( PUNCT bracis-19091 287 16 eds eds PROPN bracis-19091 287 17 . . PUNCT bracis-19091 287 18 ) ) PUNCT bracis-19091 287 19 computing compute VERB bracis-19091 287 20 attitude attitude NOUN bracis-19091 287 21 and and CCONJ bracis-19091 287 22 affect affect VERB bracis-19091 287 23 in in ADP bracis-19091 287 24 text text NOUN bracis-19091 287 25 : : PUNCT bracis-19091 287 26 theory theory NOUN bracis-19091 287 27 and and CCONJ bracis-19091 287 28 applications application NOUN bracis-19091 287 29 . . PUNCT bracis-19091 288 1 the the DET bracis-19091 288 2 information information NOUN bracis-19091 288 3 retrieval retrieval NOUN bracis-19091 288 4 series series NOUN bracis-19091 288 5 , , PUNCT bracis-19091 288 6 vol vol NOUN bracis-19091 288 7 . . PROPN bracis-19091 288 8 20 20 NUM bracis-19091 288 9 . . PUNCT bracis-19091 288 10 springer springer NOUN bracis-19091 288 11 , , PUNCT bracis-19091 288 12 dordrecht dordrecht X bracis-19091 288 13 ( ( PUNCT bracis-19091 288 14 2006 2006 NUM bracis-19091 288 15 ) ) PUNCT bracis-19091 288 16 . . PUNCT bracis-19091 289 1 https://doi.org/10.1007/1-4020-4102-0_18 https://doi.org/10.1007/1-4020-4102-0_18 PROPN bracis-19091 289 2 grover grover PROPN bracis-19091 289 3 , , PUNCT bracis-19091 289 4 c. c. PROPN bracis-19091 289 5 , , PUNCT bracis-19091 289 6 hachey hachey PROPN bracis-19091 289 7 , , PUNCT bracis-19091 289 8 b. b. PROPN bracis-19091 289 9 , , PUNCT bracis-19091 289 10 hughson hughson PROPN bracis-19091 289 11 , , PUNCT bracis-19091 289 12 i. i. PROPN bracis-19091 289 13 : : PUNCT bracis-19091 289 14 the the DET bracis-19091 289 15 holj holj PROPN bracis-19091 289 16 corpus corpus PROPN bracis-19091 289 17 : : PUNCT bracis-19091 289 18 supporting support VERB bracis-19091 289 19 summarisation summarisation NOUN bracis-19091 289 20 of of ADP bracis-19091 289 21 legal legal ADJ bracis-19091 289 22 texts text NOUN bracis-19091 289 23 . . PUNCT bracis-19091 290 1 in in ADP bracis-19091 290 2 : : PUNCT bracis-19091 290 3 proceedings proceeding NOUN bracis-19091 290 4 of of ADP bracis-19091 290 5 the the DET bracis-19091 290 6 5th 5th ADJ bracis-19091 290 7 international international ADJ bracis-19091 290 8 workshop workshop NOUN bracis-19091 290 9 on on ADP bracis-19091 290 10 linguistically linguistically ADV bracis-19091 290 11 interpreted interpret VERB bracis-19091 290 12 corpora corpora PROPN bracis-19091 290 13 , , PUNCT bracis-19091 290 14 geneva geneva PROPN bracis-19091 290 15 , , PUNCT bracis-19091 290 16 switzerland switzerland PROPN bracis-19091 290 17 , , PUNCT bracis-19091 290 18 pp pp ADJ bracis-19091 290 19 . . PUNCT bracis-19091 291 1 47–54 47–54 NUM bracis-19091 291 2 . . PUNCT bracis-19091 292 1 coling cole VERB bracis-19091 292 2 , , PUNCT bracis-19091 292 3 29 29 NUM bracis-19091 292 4 august august PROPN bracis-19091 292 5 2004 2004 NUM bracis-19091 292 6 . . PUNCT bracis-19091 293 1 https://www.aclweb.org/anthology/w04-1907 https://www.aclweb.org/anthology/w04-1907 X bracis-19091 293 2 hachey hachey PROPN bracis-19091 293 3 , , PUNCT bracis-19091 293 4 b. b. PROPN bracis-19091 293 5 , , PUNCT bracis-19091 293 6 grover grover PROPN bracis-19091 293 7 , , PUNCT bracis-19091 293 8 c. c. PROPN bracis-19091 293 9 : : PUNCT bracis-19091 293 10 a a DET bracis-19091 293 11 rhetorical rhetorical ADJ bracis-19091 293 12 status status NOUN bracis-19091 293 13 classifier classifier NOUN bracis-19091 293 14 for for ADP bracis-19091 293 15 legal legal ADJ bracis-19091 293 16 text text NOUN bracis-19091 293 17 summarisation summarisation NOUN bracis-19091 293 18 . . PUNCT bracis-19091 294 1 in in ADP bracis-19091 294 2 : : PUNCT bracis-19091 294 3 text text NOUN bracis-19091 294 4 summarization summarization NOUN bracis-19091 294 5 branches branch VERB bracis-19091 294 6 out out ADP bracis-19091 294 7 , , PUNCT bracis-19091 294 8 barcelona barcelona PROPN bracis-19091 294 9 , , PUNCT bracis-19091 294 10 spain spain PROPN bracis-19091 294 11 , , PUNCT bracis-19091 294 12 pp pp X bracis-19091 294 13 . . PUNCT bracis-19091 295 1 35–42 35–42 NUM bracis-19091 295 2 . . PUNCT bracis-19091 295 3 association association NOUN bracis-19091 295 4 for for ADP bracis-19091 295 5 computational computational ADJ bracis-19091 295 6 linguistics linguistic NOUN bracis-19091 295 7 ( ( PUNCT bracis-19091 295 8 july july PROPN bracis-19091 295 9 2004 2004 NUM bracis-19091 295 10 ) ) PUNCT bracis-19091 295 11 . . PUNCT bracis-19091 296 1 https://www.aclweb.org/anthology/w04-1007 https://www.aclweb.org/anthology/w04-1007 PROPN bracis-19091 296 2 liu liu PROPN bracis-19091 296 3 , , PUNCT bracis-19091 296 4 h. h. PROPN bracis-19091 296 5 : : PUNCT bracis-19091 296 6 automatic automatic ADJ bracis-19091 296 7 argumentative argumentative ADJ bracis-19091 296 8 - - PUNCT bracis-19091 296 9 zoning zoning NOUN bracis-19091 296 10 using use VERB bracis-19091 296 11 word2vec word2vec PROPN bracis-19091 296 12 . . PUNCT bracis-19091 297 1 corr corr PROPN bracis-19091 297 2 abs/1703.10152 abs/1703.10152 PROPN bracis-19091 297 3 ( ( PUNCT bracis-19091 297 4 2017 2017 NUM bracis-19091 297 5 ) ) PUNCT bracis-19091 297 6 . . PUNCT bracis-19091 298 1 http://arxiv.org/abs/1703.10152 http://arxiv.org/abs/1703.10152 PROPN bracis-19091 298 2 luz luz PROPN bracis-19091 298 3 de de PROPN bracis-19091 298 4 araujo araujo PROPN bracis-19091 298 5 , , PUNCT bracis-19091 298 6 p.h p.h PROPN bracis-19091 298 7 . . PROPN bracis-19091 298 8 , , PUNCT bracis-19091 298 9 de de PROPN bracis-19091 298 10 campos campos PROPN bracis-19091 298 11 , , PUNCT bracis-19091 298 12 t.e t.e PROPN bracis-19091 298 13 . . PROPN bracis-19091 298 14 , , PUNCT bracis-19091 298 15 de de PROPN bracis-19091 298 16 oliveira oliveira PROPN bracis-19091 298 17 , , PUNCT bracis-19091 298 18 r.r.r r.r.r ADV bracis-19091 298 19 . . PROPN bracis-19091 298 20 , , PUNCT bracis-19091 298 21 stauffer stauffer PROPN bracis-19091 298 22 , , PUNCT bracis-19091 298 23 m. m. NOUN bracis-19091 298 24 , , PUNCT bracis-19091 298 25 couto couto PROPN bracis-19091 298 26 , , PUNCT bracis-19091 298 27 s. s. PROPN bracis-19091 298 28 , , PUNCT bracis-19091 298 29 bermejo bermejo ADJ bracis-19091 298 30 , , PUNCT bracis-19091 298 31 p. p. NOUN bracis-19091 298 32 : : PUNCT bracis-19091 298 33 lener lener NOUN bracis-19091 298 34 - - PUNCT bracis-19091 298 35 br br NOUN bracis-19091 298 36 : : PUNCT bracis-19091 298 37 a a DET bracis-19091 298 38 dataset dataset NOUN bracis-19091 298 39 for for ADP bracis-19091 298 40 named name VERB bracis-19091 298 41 entity entity NOUN bracis-19091 298 42 recognition recognition NOUN bracis-19091 298 43 in in ADP bracis-19091 298 44 brazilian brazilian ADJ bracis-19091 298 45 legal legal ADJ bracis-19091 298 46 text text NOUN bracis-19091 298 47 . . PUNCT bracis-19091 299 1 in in ADP bracis-19091 299 2 : : PUNCT bracis-19091 299 3 villavicencio villavicencio PROPN bracis-19091 299 4 , , PUNCT bracis-19091 299 5 a. a. PROPN bracis-19091 299 6 , , PUNCT bracis-19091 299 7 moreira moreira PROPN bracis-19091 299 8 , , PUNCT bracis-19091 299 9 v. v. PROPN bracis-19091 299 10 , , PUNCT bracis-19091 299 11 abad abad PROPN bracis-19091 299 12 , , PUNCT bracis-19091 299 13 a. a. NOUN bracis-19091 299 14 , , PUNCT bracis-19091 299 15 caseli caseli ADJ bracis-19091 299 16 , , PUNCT bracis-19091 299 17 h. h. PROPN bracis-19091 299 18 , , PUNCT bracis-19091 299 19 gamallo gamallo PROPN bracis-19091 299 20 , , PUNCT bracis-19091 299 21 p. p. PROPN bracis-19091 299 22 , , PUNCT bracis-19091 299 23 ramisch ramisch PROPN bracis-19091 299 24 , , PUNCT bracis-19091 299 25 c. c. PROPN bracis-19091 299 26 , , PUNCT bracis-19091 299 27 gonçalo gonçalo PROPN bracis-19091 299 28 oliveira oliveira PROPN bracis-19091 299 29 , , PUNCT bracis-19091 299 30 h. h. PROPN bracis-19091 299 31 , , PUNCT bracis-19091 299 32 paetzold paetzold ADJ bracis-19091 299 33 , , PUNCT bracis-19091 299 34 g.h g.h PROPN bracis-19091 299 35 . . PROPN bracis-19091 299 36 ( ( PUNCT bracis-19091 299 37 eds ed NOUN bracis-19091 299 38 . . PUNCT bracis-19091 299 39 ) ) PUNCT bracis-19091 299 40 propor propor ADJ bracis-19091 299 41 2018 2018 NUM bracis-19091 299 42 . . PUNCT bracis-19091 300 1 lncs lncs PROPN bracis-19091 300 2 ( ( PUNCT bracis-19091 300 3 lnai lnai ADJ bracis-19091 300 4 ) ) PUNCT bracis-19091 300 5 , , PUNCT bracis-19091 300 6 vol vol NOUN bracis-19091 300 7 . . PROPN bracis-19091 300 8 11122 11122 NUM bracis-19091 300 9 , , PUNCT bracis-19091 300 10 pp pp ADJ bracis-19091 300 11 . . PUNCT bracis-19091 301 1 313–323 313–323 NUM bracis-19091 301 2 . . PUNCT bracis-19091 301 3 springer springer NOUN bracis-19091 301 4 , , PUNCT bracis-19091 301 5 cham cham PROPN bracis-19091 301 6 ( ( PUNCT bracis-19091 301 7 2018 2018 NUM bracis-19091 301 8 ) ) PUNCT bracis-19091 301 9 . . PUNCT bracis-19091 302 1 https://doi.org/10.1007/978-3-319-99722-3_32 https://doi.org/10.1007/978-3-319-99722-3_32 PROPN bracis-19091 302 2 chapter chapter NOUN bracis-19091 302 3     SPACE bracis-19091 302 4 google google PROPN bracis-19091 302 5 scholar scholar NOUN bracis-19091 302 6     SPACE bracis-19091 302 7 nakayama nakayama NOUN bracis-19091 302 8 , , PUNCT bracis-19091 302 9 h. h. PROPN bracis-19091 302 10 , , PUNCT bracis-19091 302 11 kubo kubo PROPN bracis-19091 302 12 , , PUNCT bracis-19091 302 13 t. t. PROPN bracis-19091 302 14 , , PUNCT bracis-19091 302 15 kamura kamura PROPN bracis-19091 302 16 , , PUNCT bracis-19091 302 17 j. j. PROPN bracis-19091 302 18 , , PUNCT bracis-19091 302 19 taniguchi taniguchi PROPN bracis-19091 302 20 , , PUNCT bracis-19091 302 21 y. y. PROPN bracis-19091 302 22 , , PUNCT bracis-19091 302 23 liang liang PROPN bracis-19091 302 24 , , PUNCT bracis-19091 302 25 x. x. NOUN bracis-19091 302 26 : : PUNCT bracis-19091 303 1 doccano doccano ADJ bracis-19091 303 2 : : PUNCT bracis-19091 303 3 text text NOUN bracis-19091 303 4 annotation annotation NOUN bracis-19091 303 5 tool tool NOUN bracis-19091 303 6 for for ADP bracis-19091 303 7 human human ADJ bracis-19091 303 8 ( ( PUNCT bracis-19091 303 9 2018 2018 NUM bracis-19091 303 10 ) ) PUNCT bracis-19091 303 11 . . PUNCT bracis-19091 304 1 software software NOUN bracis-19091 304 2 available available ADJ bracis-19091 304 3 from from ADP bracis-19091 304 4 https://github.com/doccano/doccano https://github.com/doccano/doccano PROPN bracis-19091 304 5 nejadgholi nejadgholi PROPN bracis-19091 304 6 , , PUNCT bracis-19091 304 7 i. i. PROPN bracis-19091 304 8 , , PUNCT bracis-19091 304 9 bougueng bougueng PROPN bracis-19091 304 10 , , PUNCT bracis-19091 304 11 r. r. PROPN bracis-19091 304 12 , , PUNCT bracis-19091 304 13 witherspoon witherspoon PROPN bracis-19091 304 14 , , PUNCT bracis-19091 304 15 s. s. PROPN bracis-19091 304 16 : : PUNCT bracis-19091 304 17 a a DET bracis-19091 304 18 semi semi ADJ bracis-19091 304 19 - - ADJ bracis-19091 304 20 supervised supervised ADJ bracis-19091 304 21 training training NOUN bracis-19091 304 22 method method NOUN bracis-19091 304 23 for for ADP bracis-19091 304 24 semantic semantic ADJ bracis-19091 304 25 search search NOUN bracis-19091 304 26 of of ADP bracis-19091 304 27 legal legal ADJ bracis-19091 304 28 facts fact NOUN bracis-19091 304 29 in in ADP bracis-19091 304 30 canadian canadian ADJ bracis-19091 304 31 immigration immigration NOUN bracis-19091 304 32 cases case NOUN bracis-19091 304 33 . . PUNCT bracis-19091 305 1 in in ADP bracis-19091 305 2 : : PUNCT bracis-19091 305 3 wyner wyner PROPN bracis-19091 305 4 , , PUNCT bracis-19091 305 5 a.z a.z PROPN bracis-19091 305 6 . . PROPN bracis-19091 305 7 , , PUNCT bracis-19091 305 8 casini casini PROPN bracis-19091 305 9 , , PUNCT bracis-19091 305 10 g. g. PROPN bracis-19091 305 11 ( ( PUNCT bracis-19091 305 12 eds eds PROPN bracis-19091 305 13 . . PUNCT bracis-19091 305 14 ) ) PUNCT bracis-19091 306 1 the the DET bracis-19091 306 2 30th 30th ADJ bracis-19091 306 3 annual annual ADJ bracis-19091 306 4 conference conference NOUN bracis-19091 306 5 on on ADP bracis-19091 306 6 legal legal ADJ bracis-19091 306 7 knowledge knowledge NOUN bracis-19091 306 8 and and CCONJ bracis-19091 306 9 information information NOUN bracis-19091 306 10 systems system NOUN bracis-19091 306 11 , , PUNCT bracis-19091 306 12 jurix jurix NOUN bracis-19091 306 13 2017 2017 NUM bracis-19091 306 14 . . PUNCT bracis-19091 307 1 frontiers frontier NOUN bracis-19091 307 2 in in ADP bracis-19091 307 3 artificial artificial ADJ bracis-19091 307 4 intelligence intelligence NOUN bracis-19091 307 5 and and CCONJ bracis-19091 307 6 applications application NOUN bracis-19091 307 7 , , PUNCT bracis-19091 307 8 luxembourg luxembourg PROPN bracis-19091 307 9 , , PUNCT bracis-19091 307 10 13–15 13–15 PROPN bracis-19091 307 11 december december PROPN bracis-19091 307 12 2017 2017 NUM bracis-19091 307 13 , , PUNCT bracis-19091 307 14 vol vol NOUN bracis-19091 307 15 . . PROPN bracis-19091 307 16 302 302 NUM bracis-19091 307 17 , , PUNCT bracis-19091 307 18 pp pp ADJ bracis-19091 307 19 . . PUNCT bracis-19091 308 1 125–134 125–134 NUM bracis-19091 308 2 . . X bracis-19091 308 3 ios ios PROPN bracis-19091 308 4 press press NOUN bracis-19091 308 5 ( ( PUNCT bracis-19091 308 6 2017 2017 NUM bracis-19091 308 7 ) ) PUNCT bracis-19091 308 8 . . PUNCT bracis-19091 309 1 https://doi.org/10.3233/978-1-61499-838-9-125 https://doi.org/10.3233/978-1-61499-838-9-125 PROPN bracis-19091 309 2 radford radford PROPN bracis-19091 309 3 , , PUNCT bracis-19091 309 4 a. a. PROPN bracis-19091 309 5 , , PUNCT bracis-19091 309 6 narasimhan narasimhan PROPN bracis-19091 309 7 , , PUNCT bracis-19091 309 8 k. k. PROPN bracis-19091 309 9 , , PUNCT bracis-19091 309 10 salimans saliman NOUN bracis-19091 309 11 , , PUNCT bracis-19091 309 12 t. t. PROPN bracis-19091 309 13 , , PUNCT bracis-19091 309 14 sutskever sutskever PROPN bracis-19091 309 15 , , PUNCT bracis-19091 309 16 i. i. PROPN bracis-19091 309 17 : : PUNCT bracis-19091 309 18 improving improve VERB bracis-19091 309 19 language language NOUN bracis-19091 309 20 understanding understanding NOUN bracis-19091 309 21 by by ADP bracis-19091 309 22 generative generative ADJ bracis-19091 309 23 pre pre NOUN bracis-19091 309 24 - - NOUN bracis-19091 309 25 training training NOUN bracis-19091 309 26 . . PUNCT bracis-19091 310 1 openai openai PROPN bracis-19091 310 2 ( ( PUNCT bracis-19091 310 3 2018 2018 NUM bracis-19091 310 4 ) ) PUNCT bracis-19091 310 5 google google PROPN bracis-19091 310 6 scholar scholar NOUN bracis-19091 310 7     SPACE bracis-19091 310 8 radford radford PROPN bracis-19091 310 9 , , PUNCT bracis-19091 310 10 a. a. PROPN bracis-19091 310 11 , , PUNCT bracis-19091 310 12 wu wu PROPN bracis-19091 310 13 , , PUNCT bracis-19091 310 14 j. j. PROPN bracis-19091 310 15 , , PUNCT bracis-19091 310 16 child child NOUN bracis-19091 310 17 , , PUNCT bracis-19091 310 18 r. r. PROPN bracis-19091 310 19 , , PUNCT bracis-19091 310 20 luan luan PROPN bracis-19091 310 21 , , PUNCT bracis-19091 310 22 d. d. PROPN bracis-19091 310 23 , , PUNCT bracis-19091 310 24 amodei amodei PROPN bracis-19091 310 25 , , PUNCT bracis-19091 310 26 d. d. PROPN bracis-19091 310 27 , , PUNCT bracis-19091 310 28 sutskever sutskever PROPN bracis-19091 310 29 , , PUNCT bracis-19091 310 30 i. i. NOUN bracis-19091 310 31 : : PUNCT bracis-19091 310 32 language language NOUN bracis-19091 310 33 models model NOUN bracis-19091 310 34 are be AUX bracis-19091 310 35 unsupervised unsupervised ADJ bracis-19091 310 36 multitask multitask ADJ bracis-19091 310 37 learners learner NOUN bracis-19091 310 38 . . PUNCT bracis-19091 311 1 openai openai PROPN bracis-19091 311 2 ( ( PUNCT bracis-19091 311 3 2019 2019 NUM bracis-19091 311 4 ) ) PUNCT bracis-19091 311 5 google google PROPN bracis-19091 311 6 scholar scholar NOUN bracis-19091 311 7     SPACE bracis-19091 311 8 rotta rotta PROPN bracis-19091 311 9 , , PUNCT bracis-19091 311 10 m.j.r m.j.r PROPN bracis-19091 311 11 . . PROPN bracis-19091 311 12 , , PUNCT bracis-19091 311 13 vieira vieira PROPN bracis-19091 311 14 , , PUNCT bracis-19091 311 15 p. p. NOUN bracis-19091 311 16 , , PUNCT bracis-19091 311 17 rover rover PROPN bracis-19091 311 18 , , PUNCT bracis-19091 311 19 a.j a.j PROPN bracis-19091 311 20 . . PROPN bracis-19091 311 21 , , PUNCT bracis-19091 311 22 sewald sewald PROPN bracis-19091 311 23 , , PUNCT bracis-19091 311 24 e. e. PROPN bracis-19091 311 25 , , PUNCT bracis-19091 311 26 jr jr PROPN bracis-19091 311 27 . . PUNCT bracis-19091 311 28 : : PUNCT bracis-19091 312 1 aceleração aceleração PROPN bracis-19091 312 2 processual processual PROPN bracis-19091 312 3 e e X bracis-19091 312 4 o o X bracis-19091 312 5 processo processo X bracis-19091 312 6 judicial judicial ADJ bracis-19091 312 7 digital digital NOUN bracis-19091 312 8 : : PUNCT bracis-19091 312 9 um um INTJ bracis-19091 312 10 estudo estudo PROPN bracis-19091 312 11 comparativo comparativo PROPN bracis-19091 312 12 de de PROPN bracis-19091 312 13 tempos tempos PROPN bracis-19091 312 14 de de X bracis-19091 312 15 tramitação tramitação NOUN bracis-19091 312 16 em em PRON bracis-19091 312 17 tribunais tribunais PROPN bracis-19091 312 18 de de PROPN bracis-19091 312 19 justiça justiça PROPN bracis-19091 312 20 . . PUNCT bracis-19091 313 1 democracia democracia PROPN bracis-19091 313 2 digital digital PROPN bracis-19091 313 3 e e PROPN bracis-19091 313 4 governo governo PROPN bracis-19091 313 5 eletrônico eletrônico PROPN bracis-19091 313 6 1(8 1(8 NUM bracis-19091 313 7 ) ) PUNCT bracis-19091 313 8 , , PUNCT bracis-19091 313 9 125–154 125–154 NUM bracis-19091 313 10 ( ( PUNCT bracis-19091 313 11 2013 2013 NUM bracis-19091 313 12 ) ) PUNCT bracis-19091 313 13 google google PROPN bracis-19091 313 14 scholar scholar NOUN bracis-19091 313 15     SPACE bracis-19091 313 16 saravanan saravanan PROPN bracis-19091 313 17 , , PUNCT bracis-19091 313 18 m. m. NOUN bracis-19091 313 19 : : PUNCT bracis-19091 313 20 ontology ontology NOUN bracis-19091 313 21 - - PUNCT bracis-19091 313 22 based base VERB bracis-19091 313 23 retrieval retrieval NOUN bracis-19091 313 24 and and CCONJ bracis-19091 313 25 automatic automatic ADJ bracis-19091 313 26 summarization summarization NOUN bracis-19091 313 27 of of ADP bracis-19091 313 28 legal legal ADJ bracis-19091 313 29 judgments judgment NOUN bracis-19091 313 30 . . PUNCT bracis-19091 314 1 ph.d ph.d PROPN bracis-19091 314 2 . . PUNCT bracis-19091 315 1 thesis thesis PROPN bracis-19091 315 2 , , PUNCT bracis-19091 315 3 indian indian PROPN bracis-19091 315 4 institute institute PROPN bracis-19091 315 5 of of ADP bracis-19091 315 6 technology technology PROPN bracis-19091 315 7 madras madras PROPN bracis-19091 315 8 ( ( PUNCT bracis-19091 315 9 2008 2008 NUM bracis-19091 315 10 ) ) PUNCT bracis-19091 315 11 google google PROPN bracis-19091 315 12 scholar scholar NOUN bracis-19091 315 13     SPACE bracis-19091 315 14 saravanan saravanan PROPN bracis-19091 315 15 , , PUNCT bracis-19091 315 16 m. m. NOUN bracis-19091 315 17 , , PUNCT bracis-19091 315 18 ravindran ravindran NOUN bracis-19091 315 19 , , PUNCT bracis-19091 315 20 b. b. NOUN bracis-19091 315 21 : : PUNCT bracis-19091 315 22 identification identification NOUN bracis-19091 315 23 of of ADP bracis-19091 315 24 rhetorical rhetorical ADJ bracis-19091 315 25 roles role NOUN bracis-19091 315 26 for for ADP bracis-19091 315 27 segmentation segmentation NOUN bracis-19091 315 28 and and CCONJ bracis-19091 315 29 summarization summarization NOUN bracis-19091 315 30 of of ADP bracis-19091 315 31 a a DET bracis-19091 315 32 legal legal ADJ bracis-19091 315 33 judgment judgment NOUN bracis-19091 315 34 . . PUNCT bracis-19091 316 1 artif artif INTJ bracis-19091 316 2 . . PUNCT bracis-19091 317 1 intel intel PROPN bracis-19091 317 2 . . PUNCT bracis-19091 318 1 law law NOUN bracis-19091 318 2 18(1 18(1 NUM bracis-19091 318 3 ) ) PUNCT bracis-19091 318 4 , , PUNCT bracis-19091 318 5 45–76 45–76 NUM bracis-19091 318 6 ( ( PUNCT bracis-19091 318 7 2010 2010 NUM bracis-19091 318 8 ) ) PUNCT bracis-19091 318 9 article article NOUN bracis-19091 318 10     SPACE bracis-19091 318 11 google google PROPN bracis-19091 318 12 scholar scholar NOUN bracis-19091 318 13     SPACE bracis-19091 318 14 saravanan saravanan PROPN bracis-19091 318 15 , , PUNCT bracis-19091 318 16 m. m. NOUN bracis-19091 318 17 , , PUNCT bracis-19091 318 18 ravindran ravindran NOUN bracis-19091 318 19 , , PUNCT bracis-19091 318 20 b. b. PROPN bracis-19091 318 21 , , PUNCT bracis-19091 318 22 raman raman PROPN bracis-19091 318 23 , , PUNCT bracis-19091 318 24 s. s. PROPN bracis-19091 318 25 : : PUNCT bracis-19091 318 26 automatic automatic ADJ bracis-19091 318 27 identification identification NOUN bracis-19091 318 28 of of ADP bracis-19091 318 29 rhetorical rhetorical ADJ bracis-19091 318 30 roles role NOUN bracis-19091 318 31 using use VERB bracis-19091 318 32 conditional conditional ADJ bracis-19091 318 33 random random ADJ bracis-19091 318 34 fields field NOUN bracis-19091 318 35 for for ADP bracis-19091 318 36 legal legal ADJ bracis-19091 318 37 document document NOUN bracis-19091 318 38 summarization summarization NOUN bracis-19091 318 39 . . PUNCT bracis-19091 319 1 in in ADP bracis-19091 319 2 : : PUNCT bracis-19091 319 3 proceedings proceeding NOUN bracis-19091 319 4 of of ADP bracis-19091 319 5 the the DET bracis-19091 319 6 3rd 3rd ADJ bracis-19091 319 7 international international ADJ bracis-19091 319 8 joint joint ADJ bracis-19091 319 9 conference conference NOUN bracis-19091 319 10 on on ADP bracis-19091 319 11 natural natural ADJ bracis-19091 319 12 language language NOUN bracis-19091 319 13 processing processing NOUN bracis-19091 319 14 : : PUNCT bracis-19091 319 15 volume volume NOUN bracis-19091 319 16 - - PUNCT bracis-19091 319 17 i i PRON bracis-19091 319 18 ( ( PUNCT bracis-19091 319 19 2008 2008 NUM bracis-19091 319 20 ) ) PUNCT bracis-19091 319 21 . . PUNCT bracis-19091 320 1 https://www.aclweb.org/anthology/i08-1063 https://www.aclweb.org/anthology/i08-1063 PUNCT bracis-19091 320 2 savelka savelka PROPN bracis-19091 320 3 , , PUNCT bracis-19091 320 4 j. j. PROPN bracis-19091 320 5 , , PUNCT bracis-19091 320 6 ashley ashley PROPN bracis-19091 320 7 , , PUNCT bracis-19091 320 8 k.d k.d PROPN bracis-19091 320 9 . . PROPN bracis-19091 320 10 : : PUNCT bracis-19091 321 1 segmenting segment VERB bracis-19091 321 2 u.s u.s PROPN bracis-19091 321 3 . . PROPN bracis-19091 321 4 court court NOUN bracis-19091 321 5 decisions decision NOUN bracis-19091 321 6 into into ADP bracis-19091 321 7 functional functional ADJ bracis-19091 321 8 and and CCONJ bracis-19091 321 9 issue issue VERB bracis-19091 321 10 specific specific ADJ bracis-19091 321 11 parts part NOUN bracis-19091 321 12 . . PUNCT bracis-19091 322 1 in in ADP bracis-19091 322 2 : : PUNCT bracis-19091 322 3 palmirani palmirani PROPN bracis-19091 322 4 , , PUNCT bracis-19091 322 5 m. m. NOUN bracis-19091 322 6 ( ( PUNCT bracis-19091 322 7 ed ed NOUN bracis-19091 322 8 . . PUNCT bracis-19091 322 9 ) ) PUNCT bracis-19091 323 1 the the DET bracis-19091 323 2 31st 31st ADJ bracis-19091 323 3 annual annual ADJ bracis-19091 323 4 conference conference NOUN bracis-19091 323 5 on on ADP bracis-19091 323 6 legal legal ADJ bracis-19091 323 7 knowledge knowledge NOUN bracis-19091 323 8 and and CCONJ bracis-19091 323 9 information information NOUN bracis-19091 323 10 systems system NOUN bracis-19091 323 11 , , PUNCT bracis-19091 323 12 jurix jurix NOUN bracis-19091 323 13 2018 2018 NUM bracis-19091 323 14 . . PUNCT bracis-19091 324 1 frontiers frontier NOUN bracis-19091 324 2 in in ADP bracis-19091 324 3 artificial artificial ADJ bracis-19091 324 4 intelligence intelligence NOUN bracis-19091 324 5 and and CCONJ bracis-19091 324 6 applications application NOUN bracis-19091 324 7 , , PUNCT bracis-19091 324 8 groningen groningen PROPN bracis-19091 324 9 , , PUNCT bracis-19091 324 10 the the DET bracis-19091 324 11 netherlands netherlands PROPN bracis-19091 324 12 , , PUNCT bracis-19091 324 13 12–14 12–14 NUM bracis-19091 324 14 december december PROPN bracis-19091 324 15 2018 2018 NUM bracis-19091 324 16 , , PUNCT bracis-19091 324 17 vol vol NOUN bracis-19091 324 18 . . PROPN bracis-19091 324 19 313 313 NUM bracis-19091 324 20 , , PUNCT bracis-19091 324 21 pp pp ADJ bracis-19091 324 22 . . PUNCT bracis-19091 325 1 111–120 111–120 NUM bracis-19091 325 2 . . PUNCT bracis-19091 326 1 ios ios PROPN bracis-19091 326 2 press press NOUN bracis-19091 326 3 ( ( PUNCT bracis-19091 326 4 2018 2018 NUM bracis-19091 326 5 ) ) PUNCT bracis-19091 326 6 . . PUNCT bracis-19091 327 1 https://doi.org/10.3233/978-1-61499-935-5-111 https://doi.org/10.3233/978-1-61499-935-5-111 PROPN bracis-19091 327 2 souza souza PROPN bracis-19091 327 3 , , PUNCT bracis-19091 327 4 f. f. PROPN bracis-19091 327 5 , , PUNCT bracis-19091 327 6 nogueira nogueira PROPN bracis-19091 327 7 , , PUNCT bracis-19091 327 8 r. r. PROPN bracis-19091 327 9 , , PUNCT bracis-19091 327 10 lotufo lotufo PROPN bracis-19091 327 11 , , PUNCT bracis-19091 327 12 r. r. PROPN bracis-19091 327 13 : : PUNCT bracis-19091 327 14 bertimbau bertimbau PROPN bracis-19091 327 15 : : PUNCT bracis-19091 327 16 pretrained pretraine VERB bracis-19091 327 17 bert bert NOUN bracis-19091 327 18 models model NOUN bracis-19091 327 19 for for ADP bracis-19091 327 20 brazilian brazilian ADJ bracis-19091 327 21 portuguese portuguese NOUN bracis-19091 327 22 . . PUNCT bracis-19091 328 1 in in ADP bracis-19091 328 2 : : PUNCT bracis-19091 328 3 9th 9th ADJ bracis-19091 328 4 brazilian brazilian ADJ bracis-19091 328 5 conference conference NOUN bracis-19091 328 6 on on ADP bracis-19091 328 7 intelligent intelligent ADJ bracis-19091 328 8 systems system NOUN bracis-19091 328 9 , , PUNCT bracis-19091 328 10 bracis bracis PROPN bracis-19091 328 11 , , PUNCT bracis-19091 328 12 rio rio PROPN bracis-19091 328 13 grande grande PROPN bracis-19091 328 14 do do AUX bracis-19091 328 15 sul sul PROPN bracis-19091 328 16 , , PUNCT bracis-19091 328 17 brazil brazil PROPN bracis-19091 328 18 , , PUNCT bracis-19091 328 19 20–23 20–23 PROPN bracis-19091 328 20 october october PROPN bracis-19091 328 21 ( ( PUNCT bracis-19091 328 22 2020 2020 NUM bracis-19091 328 23 , , PUNCT bracis-19091 328 24 to to PART bracis-19091 328 25 appear appear VERB bracis-19091 328 26 ) ) PUNCT bracis-19091 328 27 google google PROPN bracis-19091 328 28 scholar scholar NOUN bracis-19091 328 29     SPACE bracis-19091 328 30 souza souza PROPN bracis-19091 328 31 , , PUNCT bracis-19091 328 32 f. f. PROPN bracis-19091 328 33 , , PUNCT bracis-19091 328 34 nogueira nogueira PROPN bracis-19091 328 35 , , PUNCT bracis-19091 328 36 r.f r.f PROPN bracis-19091 328 37 . . PROPN bracis-19091 328 38 , , PUNCT bracis-19091 328 39 de de PROPN bracis-19091 328 40 alencar alencar PROPN bracis-19091 328 41 lotufo lotufo PROPN bracis-19091 328 42 , , PUNCT bracis-19091 328 43 r. r. PROPN bracis-19091 328 44 : : PUNCT bracis-19091 328 45 portuguese portuguese PROPN bracis-19091 328 46 named name VERB bracis-19091 328 47 entity entity NOUN bracis-19091 328 48 recognition recognition NOUN bracis-19091 328 49 using use VERB bracis-19091 328 50 bert bert PROPN bracis-19091 328 51 - - PUNCT bracis-19091 328 52 crf crf PROPN bracis-19091 328 53 . . PUNCT bracis-19091 329 1 corr corr PROPN bracis-19091 329 2 abs/1909.10649 abs/1909.10649 NOUN bracis-19091 329 3 ( ( PUNCT bracis-19091 329 4 2019 2019 NUM bracis-19091 329 5 ) ) PUNCT bracis-19091 329 6 . . PUNCT bracis-19091 330 1 http://arxiv.org/abs/1909.10649 http://arxiv.org/abs/1909.10649 PROPN bracis-19091 330 2 teufel teufel PROPN bracis-19091 330 3 , , PUNCT bracis-19091 330 4 s. s. PROPN bracis-19091 330 5 : : PUNCT bracis-19091 330 6 argumentative argumentative ADJ bracis-19091 330 7 zoning zoning NOUN bracis-19091 330 8 : : PUNCT bracis-19091 330 9 information information NOUN bracis-19091 330 10 extraction extraction NOUN bracis-19091 330 11 from from ADP bracis-19091 330 12 scientific scientific ADJ bracis-19091 330 13 text text NOUN bracis-19091 330 14 . . PUNCT bracis-19091 331 1 ph.d ph.d PROPN bracis-19091 331 2 . . PUNCT bracis-19091 332 1 thesis thesis NOUN bracis-19091 332 2 , , PUNCT bracis-19091 332 3 university university PROPN bracis-19091 332 4 of of ADP bracis-19091 332 5 edinburgh edinburgh PROPN bracis-19091 332 6 ( ( PUNCT bracis-19091 332 7 1999 1999 NUM bracis-19091 332 8 ) ) PUNCT bracis-19091 332 9 . . PUNCT bracis-19091 333 1 http://www.cl.cam.ac.uk/users/sht25/az.html http://www.cl.cam.ac.uk/users/sht25/az.html PROPN bracis-19091 333 2 teufel teufel PROPN bracis-19091 333 3 , , PUNCT bracis-19091 333 4 s. s. PROPN bracis-19091 333 5 , , PUNCT bracis-19091 333 6 moens moens PROPN bracis-19091 333 7 , , PUNCT bracis-19091 333 8 m. m. NOUN bracis-19091 333 9 : : PUNCT bracis-19091 333 10 sentence sentence NOUN bracis-19091 333 11 extraction extraction NOUN bracis-19091 333 12 and and CCONJ bracis-19091 333 13 rhetorical rhetorical ADJ bracis-19091 333 14 classification classification NOUN bracis-19091 333 15 for for ADP bracis-19091 333 16 flexible flexible ADJ bracis-19091 333 17 abstracts abstract NOUN bracis-19091 333 18 . . PUNCT bracis-19091 334 1 in in ADP bracis-19091 334 2 : : PUNCT bracis-19091 334 3 intelligent intelligent ADJ bracis-19091 334 4 text text NOUN bracis-19091 334 5 summarization summarization NOUN bracis-19091 334 6 , , PUNCT bracis-19091 334 7 pp pp PROPN bracis-19091 334 8 . . PUNCT bracis-19091 335 1 16–25 16–25 NUM bracis-19091 335 2 ( ( PUNCT bracis-19091 335 3 1998 1998 NUM bracis-19091 335 4 ) ) PUNCT bracis-19091 335 5 google google PROPN bracis-19091 335 6 scholar scholar NOUN bracis-19091 335 7     SPACE bracis-19091 335 8 vaswani vaswani NOUN bracis-19091 335 9 , , PUNCT bracis-19091 335 10 a. a. NOUN bracis-19091 335 11 , , PUNCT bracis-19091 335 12 et et PROPN bracis-19091 335 13 al al PROPN bracis-19091 335 14 . . PUNCT bracis-19091 335 15 : : PUNCT bracis-19091 336 1 attention attention NOUN bracis-19091 336 2 is be AUX bracis-19091 336 3 all all PRON bracis-19091 336 4 you you PRON bracis-19091 336 5 need need VERB bracis-19091 336 6 . . PUNCT bracis-19091 337 1 in in ADP bracis-19091 337 2 : : PUNCT bracis-19091 337 3 guyon guyon NOUN bracis-19091 337 4 , , PUNCT bracis-19091 337 5 i. i. PROPN bracis-19091 337 6 , , PUNCT bracis-19091 337 7 et et PROPN bracis-19091 337 8 al al PROPN bracis-19091 337 9 . . PUNCT bracis-19091 337 10 ( ( PUNCT bracis-19091 337 11 eds ed NOUN bracis-19091 337 12 . . PUNCT bracis-19091 337 13 ) ) PUNCT bracis-19091 337 14 advances advance NOUN bracis-19091 337 15 in in ADP bracis-19091 337 16 neural neural ADJ bracis-19091 337 17 information information NOUN bracis-19091 337 18 processing processing NOUN bracis-19091 337 19 systems system NOUN bracis-19091 337 20 , , PUNCT bracis-19091 337 21 vol vol NOUN bracis-19091 337 22 . . PROPN bracis-19091 337 23 30 30 NUM bracis-19091 337 24 . . PUNCT bracis-19091 338 1 curran curran PROPN bracis-19091 338 2 associates associates PROPN bracis-19091 338 3 , , PUNCT bracis-19091 338 4 inc inc PROPN bracis-19091 338 5 . . PROPN bracis-19091 338 6 ( ( PUNCT bracis-19091 338 7 2017 2017 NUM bracis-19091 338 8 ) ) PUNCT bracis-19091 338 9 . . PUNCT bracis-19091 339 1 https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf PROPN bracis-19091 339 2 walker walker PROPN bracis-19091 339 3 , , PUNCT bracis-19091 339 4 v.r v.r PROPN bracis-19091 339 5 . . PROPN bracis-19091 339 6 , , PUNCT bracis-19091 339 7 pillaipakkamnatt pillaipakkamnatt PROPN bracis-19091 339 8 , , PUNCT bracis-19091 339 9 k. k. PROPN bracis-19091 339 10 , , PUNCT bracis-19091 339 11 davidson davidson PROPN bracis-19091 339 12 , , PUNCT bracis-19091 339 13 a.m. a.m. ADV bracis-19091 339 14 , , PUNCT bracis-19091 339 15 linares linare NOUN bracis-19091 339 16 , , PUNCT bracis-19091 339 17 m. m. NOUN bracis-19091 339 18 , , PUNCT bracis-19091 339 19 pesce pesce PROPN bracis-19091 339 20 , , PUNCT bracis-19091 339 21 d.j d.j PROPN bracis-19091 339 22 . . PROPN bracis-19091 339 23 : : PUNCT bracis-19091 339 24 automatic automatic ADJ bracis-19091 339 25 classification classification NOUN bracis-19091 339 26 of of ADP bracis-19091 339 27 rhetorical rhetorical ADJ bracis-19091 339 28 roles role NOUN bracis-19091 339 29 for for ADP bracis-19091 339 30 sentences sentence NOUN bracis-19091 339 31 : : PUNCT bracis-19091 339 32 comparing compare VERB bracis-19091 339 33 rule rule NOUN bracis-19091 339 34 - - PUNCT bracis-19091 339 35 based base VERB bracis-19091 339 36 scripts script NOUN bracis-19091 339 37 with with ADP bracis-19091 339 38 machine machine NOUN bracis-19091 339 39 learning learning NOUN bracis-19091 339 40 . . PUNCT bracis-19091 340 1 in in ADP bracis-19091 340 2 : : PUNCT bracis-19091 340 3 ashley ashley PROPN bracis-19091 340 4 , , PUNCT bracis-19091 340 5 k.d k.d PROPN bracis-19091 340 6 . . PROPN bracis-19091 340 7 , , PUNCT bracis-19091 340 8 et et PROPN bracis-19091 340 9 al al PROPN bracis-19091 340 10 . . PUNCT bracis-19091 340 11 ( ( PUNCT bracis-19091 340 12 eds ed NOUN bracis-19091 340 13 . . PUNCT bracis-19091 340 14 ) ) PUNCT bracis-19091 340 15 proceedings proceeding NOUN bracis-19091 340 16 of of ADP bracis-19091 340 17 the the DET bracis-19091 340 18 3rd 3rd ADJ bracis-19091 340 19 workshop workshop NOUN bracis-19091 340 20 on on ADP bracis-19091 340 21 automated automate VERB bracis-19091 340 22 semantic semantic ADJ bracis-19091 340 23 analysis analysis NOUN bracis-19091 340 24 of of ADP bracis-19091 340 25 information information NOUN bracis-19091 340 26 in in ADP bracis-19091 340 27 legal legal ADJ bracis-19091 340 28 texts text NOUN bracis-19091 340 29 co co VERB bracis-19091 340 30 - - VERB bracis-19091 340 31 located locate VERB bracis-19091 340 32 with with ADP bracis-19091 340 33 the the DET bracis-19091 340 34 17th 17th ADJ bracis-19091 340 35 international international ADJ bracis-19091 340 36 conference conference NOUN bracis-19091 340 37 on on ADP bracis-19091 340 38 artificial artificial ADJ bracis-19091 340 39 intelligence intelligence NOUN bracis-19091 340 40 and and CCONJ bracis-19091 340 41 law law NOUN bracis-19091 340 42 , , PUNCT bracis-19091 340 43 icail icail NOUN bracis-19091 340 44 2019 2019 NUM bracis-19091 340 45 , , PUNCT bracis-19091 340 46 montreal montreal PROPN bracis-19091 340 47 , , PUNCT bracis-19091 340 48 qc qc PROPN bracis-19091 340 49 , , PUNCT bracis-19091 340 50 canada canada PROPN bracis-19091 340 51 , , PUNCT bracis-19091 340 52 21 21 NUM bracis-19091 340 53 june june PROPN bracis-19091 340 54 2019 2019 NUM bracis-19091 340 55 . . PUNCT bracis-19091 341 1 ceur ceur NOUN bracis-19091 341 2 workshop workshop NOUN bracis-19091 341 3 proceedings proceeding NOUN bracis-19091 341 4 , , PUNCT bracis-19091 341 5 vol vol NOUN bracis-19091 341 6 . . PROPN bracis-19091 341 7 2385 2385 NUM bracis-19091 341 8 . . PUNCT bracis-19091 342 1 ceur-ws.org ceur-ws.org X bracis-19091 342 2 ( ( PUNCT bracis-19091 342 3 2019 2019 NUM bracis-19091 342 4 ) ) PUNCT bracis-19091 342 5 . . PUNCT bracis-19091 343 1 http://ceur-ws.org/vol-2385/paper1.pdf http://ceur-ws.org/vol-2385/paper1.pdf PROPN bracis-19091 343 2 yamada yamada PROPN bracis-19091 343 3 , , PUNCT bracis-19091 343 4 h. h. PROPN bracis-19091 343 5 , , PUNCT bracis-19091 343 6 teufel teufel PROPN bracis-19091 343 7 , , PUNCT bracis-19091 343 8 s. s. PROPN bracis-19091 343 9 , , PUNCT bracis-19091 343 10 tokunaga tokunaga NOUN bracis-19091 343 11 , , PUNCT bracis-19091 343 12 t. t. NOUN bracis-19091 343 13 : : PUNCT bracis-19091 343 14 neural neural ADJ bracis-19091 343 15 network network NOUN bracis-19091 343 16 based base VERB bracis-19091 343 17 rhetorical rhetorical ADJ bracis-19091 343 18 status status NOUN bracis-19091 343 19 classification classification NOUN bracis-19091 343 20 for for ADP bracis-19091 343 21 japanese japanese ADJ bracis-19091 343 22 judgment judgment NOUN bracis-19091 343 23 documents document NOUN bracis-19091 343 24 . . PUNCT bracis-19091 344 1 in in ADP bracis-19091 344 2 : : PUNCT bracis-19091 344 3 araszkiewicz araszkiewicz NOUN bracis-19091 344 4 , , PUNCT bracis-19091 344 5 m. m. NOUN bracis-19091 344 6 , , PUNCT bracis-19091 344 7 rodríguez rodríguez NOUN bracis-19091 344 8 - - PUNCT bracis-19091 344 9 doncel doncel PROPN bracis-19091 344 10 , , PUNCT bracis-19091 344 11 v. v. PROPN bracis-19091 344 12 ( ( PUNCT bracis-19091 344 13 eds ed NOUN bracis-19091 344 14 . . PUNCT bracis-19091 344 15 ) ) PUNCT bracis-19091 345 1 the the DET bracis-19091 345 2 32nd 32nd ADJ bracis-19091 345 3 annual annual ADJ bracis-19091 345 4 conference conference NOUN bracis-19091 345 5 on on ADP bracis-19091 345 6 legal legal ADJ bracis-19091 345 7 knowledge knowledge NOUN bracis-19091 345 8 and and CCONJ bracis-19091 345 9 information information NOUN bracis-19091 345 10 systems system NOUN bracis-19091 345 11 , , PUNCT bracis-19091 345 12 jurix jurix NOUN bracis-19091 345 13 2019 2019 NUM bracis-19091 345 14 . . PUNCT bracis-19091 346 1 frontiers frontier NOUN bracis-19091 346 2 in in ADP bracis-19091 346 3 artificial artificial ADJ bracis-19091 346 4 intelligence intelligence NOUN bracis-19091 346 5 and and CCONJ bracis-19091 346 6 applications application NOUN bracis-19091 346 7 , , PUNCT bracis-19091 346 8 madrid madrid PROPN bracis-19091 346 9 , , PUNCT bracis-19091 346 10 spain spain PROPN bracis-19091 346 11 , , PUNCT bracis-19091 346 12 11–13 11–13 NUM bracis-19091 346 13 december december PROPN bracis-19091 346 14 2019 2019 NUM bracis-19091 346 15 , , PUNCT bracis-19091 346 16 vol vol NOUN bracis-19091 346 17 . . PROPN bracis-19091 346 18 322 322 NUM bracis-19091 346 19 , , PUNCT bracis-19091 346 20 pp pp ADP bracis-19091 346 21 . . PUNCT bracis-19091 347 1 133–142 133–142 NUM bracis-19091 347 2 . . PUNCT bracis-19091 348 1 ios ios PROPN bracis-19091 348 2 press press NOUN bracis-19091 348 3 ( ( PUNCT bracis-19091 348 4 2019 2019 NUM bracis-19091 348 5 ) ) PUNCT bracis-19091 348 6 . . PUNCT bracis-19091 349 1 https://doi.org/10.3233/faia190314 https://doi.org/10.3233/faia190314 PROPN bracis-19091 349 2 download download PROPN bracis-19091 349 3 references reference NOUN bracis-19091 349 4 author author NOUN bracis-19091 349 5 information information NOUN bracis-19091 349 6 authors author NOUN bracis-19091 349 7 and and CCONJ bracis-19091 349 8 affiliations affiliation NOUN bracis-19091 349 9 universidade universidade PROPN bracis-19091 349 10 federal federal PROPN bracis-19091 349 11 de de PROPN bracis-19091 349 12 mato mato PROPN bracis-19091 349 13 grosso grosso PROPN bracis-19091 349 14 do do AUX bracis-19091 349 15 sul sul PROPN bracis-19091 349 16 , , PUNCT bracis-19091 349 17 campo campo PROPN bracis-19091 349 18 grande grande PROPN bracis-19091 349 19 , , PUNCT bracis-19091 349 20 brazil brazil PROPN bracis-19091 349 21 roberto roberto PROPN bracis-19091 349 22 aragy aragy PROPN bracis-19091 349 23 , , PUNCT bracis-19091 349 24     SPACE bracis-19091 349 25 eraldo eraldo PROPN bracis-19091 349 26 rezende rezende PROPN bracis-19091 349 27 fernandes fernandes PROPN bracis-19091 349 28     SPACE bracis-19091 349 29 & & CCONJ bracis-19091 349 30     SPACE bracis-19091 349 31 edson edson PROPN bracis-19091 349 32 norberto norberto PROPN bracis-19091 349 33 caceres caceres PROPN bracis-19091 349 34 tribunal tribunal PROPN bracis-19091 349 35 de de PROPN bracis-19091 349 36 justiça justiça PROPN bracis-19091 349 37 de de PROPN bracis-19091 349 38 mato mato PROPN bracis-19091 349 39 grosso grosso PROPN bracis-19091 349 40 do do AUX bracis-19091 349 41 sul sul PROPN bracis-19091 349 42 , , PUNCT bracis-19091 349 43 campo campo PROPN bracis-19091 349 44 grande grande PROPN bracis-19091 349 45 , , PUNCT bracis-19091 349 46 brazil brazil PROPN bracis-19091 349 47 roberto roberto PROPN bracis-19091 349 48 aragy aragy PROPN bracis-19091 349 49 authors author NOUN bracis-19091 349 50 roberto roberto VERB bracis-19091 349 51 aragyview aragyview PROPN bracis-19091 349 52 author author NOUN bracis-19091 349 53 publications publication NOUN bracis-19091 349 54 search search NOUN bracis-19091 349 55 author author NOUN bracis-19091 349 56 on on ADP bracis-19091 349 57 : : PUNCT bracis-19091 349 58 pubmed pubmed PROPN bracis-19091 349 59     SPACE bracis-19091 349 60 google google PROPN bracis-19091 349 61 scholar scholar PROPN bracis-19091 349 62 eraldo eraldo PROPN bracis-19091 349 63 rezende rezende NOUN bracis-19091 349 64 fernandesview fernandesview NOUN bracis-19091 349 65 author author NOUN bracis-19091 349 66 publications publication NOUN bracis-19091 349 67 search search NOUN bracis-19091 349 68 author author NOUN bracis-19091 349 69 on on ADP bracis-19091 349 70 : : PUNCT bracis-19091 349 71 pubmed pubmed PROPN bracis-19091 349 72     SPACE bracis-19091 349 73 google google PROPN bracis-19091 349 74 scholar scholar PROPN bracis-19091 349 75 edson edson PROPN bracis-19091 349 76 norberto norberto PROPN bracis-19091 349 77 caceresview caceresview PROPN bracis-19091 349 78 author author NOUN bracis-19091 349 79 publications publication NOUN bracis-19091 349 80 search search NOUN bracis-19091 349 81 author author NOUN bracis-19091 349 82 on on ADP bracis-19091 349 83 : : PUNCT bracis-19091 349 84 pubmed pubmed PROPN bracis-19091 349 85     SPACE bracis-19091 349 86 google google PROPN bracis-19091 349 87 scholar scholar NOUN bracis-19091 349 88 corresponding correspond VERB bracis-19091 349 89 author author NOUN bracis-19091 349 90 correspondence correspondence NOUN bracis-19091 349 91 to to ADP bracis-19091 349 92 roberto roberto PROPN bracis-19091 349 93 aragy aragy PROPN bracis-19091 349 94 . . PUNCT bracis-19091 350 1 editor editor NOUN bracis-19091 350 2 information information NOUN bracis-19091 350 3 editors editor NOUN bracis-19091 350 4 and and CCONJ bracis-19091 350 5 affiliations affiliation NOUN bracis-19091 350 6 universidade universidade PROPN bracis-19091 350 7 federal federal PROPN bracis-19091 350 8 de de X bracis-19091 350 9 sergipe sergipe PROPN bracis-19091 350 10 , , PUNCT bracis-19091 350 11 são são NOUN bracis-19091 350 12 cristóvão cristóvão PROPN bracis-19091 350 13 , , PUNCT bracis-19091 350 14 brazil brazil PROPN bracis-19091 350 15 andré andré PROPN bracis-19091 350 16 britto britto PROPN bracis-19091 350 17 universidade universidade PROPN bracis-19091 350 18 de de PROPN bracis-19091 350 19 são são PROPN bracis-19091 350 20 paulo paulo PROPN bracis-19091 350 21 , , PUNCT bracis-19091 350 22 são são PROPN bracis-19091 350 23 paulo paulo PROPN bracis-19091 350 24 , , PUNCT bracis-19091 350 25 brazil brazil PROPN bracis-19091 350 26 karina karina PROPN bracis-19091 350 27 valdivia valdivia PROPN bracis-19091 350 28 delgado delgado VERB bracis-19091 350 29 rights right NOUN bracis-19091 350 30 and and CCONJ bracis-19091 350 31 permissions permission NOUN bracis-19091 350 32 reprints reprint NOUN bracis-19091 350 33 and and CCONJ bracis-19091 350 34 permissions permission VERB bracis-19091 350 35 copyright copyright NOUN bracis-19091 350 36 information information NOUN bracis-19091 350 37 © © PROPN bracis-19091 350 38 2021 2021 NUM bracis-19091 350 39 springer springer NOUN bracis-19091 350 40 nature nature NOUN bracis-19091 350 41 switzerland switzerland PROPN bracis-19091 350 42 ag ag PROPN bracis-19091 350 43 about about ADP bracis-19091 350 44 this this DET bracis-19091 350 45 paper paper NOUN bracis-19091 350 46 cite cite VERB bracis-19091 350 47 this this DET bracis-19091 350 48 paper paper NOUN bracis-19091 350 49 aragy aragy NOUN bracis-19091 350 50 , , PUNCT bracis-19091 350 51 r. r. PROPN bracis-19091 350 52 , , PUNCT bracis-19091 350 53 fernandes fernandes PROPN bracis-19091 350 54 , , PUNCT bracis-19091 350 55 e.r e.r PROPN bracis-19091 350 56 . . PROPN bracis-19091 350 57 , , PUNCT bracis-19091 350 58 caceres caceres PROPN bracis-19091 350 59 , , PUNCT bracis-19091 350 60 e.n e.n PROPN bracis-19091 350 61 . . PROPN bracis-19091 350 62 ( ( PUNCT bracis-19091 350 63 2021 2021 NUM bracis-19091 350 64 ) ) PUNCT bracis-19091 350 65 . . PUNCT bracis-19091 351 1 rhetorical rhetorical ADJ bracis-19091 351 2 role role NOUN bracis-19091 351 3 identification identification NOUN bracis-19091 351 4 for for ADP bracis-19091 351 5 portuguese portuguese ADJ bracis-19091 351 6 legal legal ADJ bracis-19091 351 7 documents document NOUN bracis-19091 351 8 . . PUNCT bracis-19091 352 1 in in ADP bracis-19091 352 2 : : PUNCT bracis-19091 352 3 britto britto PROPN bracis-19091 352 4 , , PUNCT bracis-19091 352 5 a. a. PROPN bracis-19091 352 6 , , PUNCT bracis-19091 352 7 valdivia valdivia PROPN bracis-19091 352 8 delgado delgado PROPN bracis-19091 352 9 , , PUNCT bracis-19091 352 10 k. k. PROPN bracis-19091 352 11 ( ( PUNCT bracis-19091 352 12 eds eds PROPN bracis-19091 352 13 ) ) PUNCT bracis-19091 352 14 intelligent intelligent ADJ bracis-19091 352 15 systems system NOUN bracis-19091 352 16 . . PUNCT bracis-19091 353 1 bracis bracis PROPN bracis-19091 353 2 2021 2021 NUM bracis-19091 353 3 . . PUNCT bracis-19091 354 1 lecture lecture NOUN bracis-19091 354 2 notes note NOUN bracis-19091 354 3 in in ADP bracis-19091 354 4 computer computer NOUN bracis-19091 354 5 science science NOUN bracis-19091 354 6 ( ( PUNCT bracis-19091 354 7 ) ) PUNCT bracis-19091 354 8 , , PUNCT bracis-19091 354 9 vol vol NOUN bracis-19091 354 10 13074 13074 NUM bracis-19091 354 11 . . PUNCT bracis-19091 355 1 springer springer NOUN bracis-19091 355 2 , , PUNCT bracis-19091 355 3 cham cham PROPN bracis-19091 355 4 . . PUNCT bracis-19091 356 1 https://doi.org/10.1007/978-3-030-91699-2_38 https://doi.org/10.1007/978-3-030-91699-2_38 PROPN bracis-19091 356 2 download download NOUN bracis-19091 356 3 citation citation NOUN bracis-19091 356 4 .ris .ris PUNCT bracis-19091 356 5 .enw .enw PROPN bracis-19091 356 6 .bib .bib PUNCT bracis-19091 357 1 doi doi PROPN bracis-19091 357 2 : : PUNCT bracis-19091 357 3 https://doi.org/10.1007/978-3-030-91699-2_38 https://doi.org/10.1007/978-3-030-91699-2_38 PROPN bracis-19091 357 4 published publish VERB bracis-19091 357 5 : : PUNCT bracis-19091 357 6 28 28 NUM bracis-19091 357 7 november november PROPN bracis-19091 357 8 2021 2021 NUM bracis-19091 357 9 publisher publisher NOUN bracis-19091 357 10 name name NOUN bracis-19091 357 11 : : PUNCT bracis-19091 357 12 springer springer NOUN bracis-19091 357 13 , , PUNCT bracis-19091 357 14 cham cham PROPN bracis-19091 357 15 print print PROPN bracis-19091 357 16 isbn isbn PROPN bracis-19091 357 17 : : PUNCT bracis-19091 357 18 978 978 NUM bracis-19091 357 19 - - SYM bracis-19091 357 20 3 3 NUM bracis-19091 357 21 - - PUNCT bracis-19091 357 22 030 030 NUM bracis-19091 357 23 - - PUNCT bracis-19091 357 24 91698 91698 NUM bracis-19091 357 25 - - SYM bracis-19091 357 26 5 5 NUM bracis-19091 357 27 online online ADJ bracis-19091 357 28 isbn isbn NOUN bracis-19091 357 29 : : PUNCT bracis-19091 357 30 978 978 NUM bracis-19091 357 31 - - SYM bracis-19091 357 32 3 3 NUM bracis-19091 357 33 - - PUNCT bracis-19091 357 34 030 030 NUM bracis-19091 357 35 - - PUNCT bracis-19091 357 36 91699 91699 NUM bracis-19091 357 37 - - SYM bracis-19091 357 38 2 2 NUM bracis-19091 357 39 ebook ebook NOUN bracis-19091 357 40 packages package NOUN bracis-19091 357 41 : : PUNCT bracis-19091 357 42 computer computer NOUN bracis-19091 357 43 sciencecomputer sciencecomputer NOUN bracis-19091 357 44 science science NOUN bracis-19091 357 45 ( ( PUNCT bracis-19091 357 46 r0 r0 NOUN bracis-19091 357 47 ) ) PUNCT bracis-19091 357 48 share share VERB bracis-19091 357 49 this this DET bracis-19091 357 50 paper paper NOUN bracis-19091 357 51 anyone anyone PRON bracis-19091 357 52 you you PRON bracis-19091 357 53 share share VERB bracis-19091 357 54 the the DET bracis-19091 357 55 following follow VERB bracis-19091 357 56 link link NOUN bracis-19091 357 57 with with ADP bracis-19091 357 58 will will AUX bracis-19091 357 59 be be AUX bracis-19091 357 60 able able ADJ bracis-19091 357 61 to to PART bracis-19091 357 62 read read VERB bracis-19091 357 63 this this DET bracis-19091 357 64 content content NOUN bracis-19091 357 65 : : PUNCT bracis-19091 357 66 get get VERB bracis-19091 357 67 shareable shareable ADJ bracis-19091 357 68 linksorry linksorry NOUN bracis-19091 357 69 , , PUNCT bracis-19091 357 70 a a DET bracis-19091 357 71 shareable shareable ADJ bracis-19091 357 72 link link NOUN bracis-19091 357 73 is be AUX bracis-19091 357 74 not not PART bracis-19091 357 75 currently currently ADV bracis-19091 357 76 available available ADJ bracis-19091 357 77 for for ADP bracis-19091 357 78 this this DET bracis-19091 357 79 article article NOUN bracis-19091 357 80 . . PUNCT bracis-19091 358 1 copy copy VERB bracis-19091 358 2 shareable shareable ADJ bracis-19091 358 3 link link NOUN bracis-19091 358 4 to to PART bracis-19091 358 5 clipboard clipboard NOUN bracis-19091 358 6 provided provide VERB bracis-19091 358 7 by by ADP bracis-19091 358 8 the the DET bracis-19091 358 9 springer springer NOUN bracis-19091 358 10 nature nature PROPN bracis-19091 358 11 sharedit sharedit PROPN bracis-19091 358 12 content content NOUN bracis-19091 358 13 - - PUNCT bracis-19091 358 14 sharing share VERB bracis-19091 358 15 initiative initiative NOUN bracis-19091 358 16 keywords keyword NOUN bracis-19091 358 17 rhetorical rhetorical ADJ bracis-19091 358 18 role role NOUN bracis-19091 358 19 identification identification NOUN bracis-19091 358 20 legal legal ADJ bracis-19091 358 21 sentence sentence NOUN bracis-19091 358 22 classification classification NOUN bracis-19091 358 23 natural natural ADJ bracis-19091 358 24 language language NOUN bracis-19091 358 25 processing processing NOUN bracis-19091 358 26 corpus corpus NOUN bracis-19091 358 27 publish publish VERB bracis-19091 358 28 with with ADP bracis-19091 358 29 us us PROPN bracis-19091 358 30 policies policy NOUN bracis-19091 358 31 and and CCONJ bracis-19091 358 32 ethics ethic NOUN bracis-19091 358 33 search search NOUN bracis-19091 358 34 search search NOUN bracis-19091 358 35 by by ADP bracis-19091 358 36 keyword keyword NOUN bracis-19091 358 37 or or CCONJ bracis-19091 358 38 author author NOUN bracis-19091 358 39 search search NOUN bracis-19091 358 40 navigation navigation NOUN bracis-19091 358 41 find find VERB bracis-19091 358 42 a a DET bracis-19091 358 43 journal journal NOUN bracis-19091 358 44 publish publish VERB bracis-19091 358 45 with with ADP bracis-19091 358 46 us we PRON bracis-19091 358 47 track track VERB bracis-19091 358 48 your your PRON bracis-19091 358 49 research research NOUN bracis-19091 358 50 discover discover VERB bracis-19091 358 51 content content NOUN bracis-19091 358 52 journals journal NOUN bracis-19091 358 53 a a DET bracis-19091 358 54 - 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