id sid tid token lemma pos bracis-33562 1 1 assessing assess VERB bracis-33562 1 2 european european ADJ bracis-33562 1 3 and and CCONJ bracis-33562 1 4     SPACE bracis-33562 1 5 brazilian brazilian ADJ bracis-33562 1 6 portuguese portuguese PROPN bracis-33562 1 7 llms llm NOUN bracis-33562 1 8 for for ADP bracis-33562 1 9     SPACE bracis-33562 1 10 ner ner NOUN bracis-33562 1 11 in in ADP bracis-33562 1 12     SPACE bracis-33562 1 13 specialised specialised ADJ bracis-33562 1 14 domains domain NOUN bracis-33562 1 15 | | ADV bracis-33562 1 16 springer springer NOUN bracis-33562 1 17 nature nature PROPN bracis-33562 1 18 link link PROPN bracis-33562 1 19 ( ( PUNCT bracis-33562 1 20 formerly formerly ADV bracis-33562 1 21 springerlink springerlink NOUN bracis-33562 1 22 ) ) PUNCT bracis-33562 1 23 skip skip VERB bracis-33562 1 24 to to ADP bracis-33562 1 25 main main ADJ bracis-33562 1 26 content content NOUN bracis-33562 1 27 advertisement advertisement NOUN bracis-33562 1 28 log log NOUN bracis-33562 1 29 in in ADP bracis-33562 1 30 menu menu NOUN bracis-33562 1 31 find find VERB bracis-33562 1 32 a a DET bracis-33562 1 33 journal journal NOUN bracis-33562 1 34 publish publish VERB bracis-33562 1 35 with with ADP bracis-33562 1 36 us we PRON bracis-33562 1 37 track track VERB bracis-33562 1 38 your your PRON bracis-33562 1 39 research research NOUN bracis-33562 1 40 search search NOUN bracis-33562 1 41 cart cart NOUN bracis-33562 1 42 home home NOUN bracis-33562 1 43 intelligent intelligent ADJ bracis-33562 1 44 systems system NOUN bracis-33562 1 45 conference conference NOUN bracis-33562 1 46 paper paper NOUN bracis-33562 1 47 assessing assess VERB bracis-33562 1 48 european european ADJ bracis-33562 1 49 and and CCONJ bracis-33562 1 50     SPACE bracis-33562 1 51 brazilian brazilian ADJ bracis-33562 1 52 portuguese portuguese PROPN bracis-33562 1 53 llms llm NOUN bracis-33562 1 54 for for ADP bracis-33562 1 55     SPACE bracis-33562 1 56 ner ner NOUN bracis-33562 1 57 in in ADP bracis-33562 1 58     SPACE bracis-33562 1 59 specialised specialised ADJ bracis-33562 1 60 domains domain NOUN bracis-33562 1 61 conference conference NOUN bracis-33562 1 62 paper paper NOUN bracis-33562 1 63 first first ADV bracis-33562 1 64 online online ADV bracis-33562 1 65 : : PUNCT bracis-33562 1 66 30 30 NUM bracis-33562 1 67 january january NOUN bracis-33562 1 68 2025 2025 NUM bracis-33562 1 69 pp pp NUM bracis-33562 1 70 215–230 215–230 NUM bracis-33562 1 71 cite cite VERB bracis-33562 1 72 this this DET bracis-33562 1 73 conference conference NOUN bracis-33562 1 74 paper paper NOUN bracis-33562 1 75 access access NOUN bracis-33562 1 76 provided provide VERB bracis-33562 1 77 by by ADP bracis-33562 1 78 university university PROPN bracis-33562 1 79 of of ADP bracis-33562 1 80 notre notre PROPN bracis-33562 1 81 dame dame PROPN bracis-33562 1 82 hesburgh hesburgh PROPN bracis-33562 1 83 library library PROPN bracis-33562 1 84 download download PROPN bracis-33562 1 85 book book NOUN bracis-33562 1 86 pdf pdf PROPN bracis-33562 1 87 download download NOUN bracis-33562 1 88 book book NOUN bracis-33562 1 89 epub epub PROPN bracis-33562 1 90 intelligent intelligent ADJ bracis-33562 1 91 systems system NOUN bracis-33562 1 92 ( ( PUNCT bracis-33562 1 93 bracis bracis NOUN bracis-33562 1 94 2024 2024 NUM bracis-33562 1 95 ) ) PUNCT bracis-33562 1 96 assessing assess VERB bracis-33562 1 97 european european ADJ bracis-33562 1 98 and and CCONJ bracis-33562 1 99     SPACE bracis-33562 1 100 brazilian brazilian ADJ bracis-33562 1 101 portuguese portuguese PROPN bracis-33562 1 102 llms llm NOUN bracis-33562 1 103 for for ADP bracis-33562 1 104     SPACE bracis-33562 1 105 ner ner NOUN bracis-33562 1 106 in in ADP bracis-33562 1 107     SPACE bracis-33562 1 108 specialised specialised ADJ bracis-33562 1 109 domains domain NOUN bracis-33562 1 110 download download VERB bracis-33562 1 111 book book NOUN bracis-33562 1 112 pdf pdf PROPN bracis-33562 1 113 download download NOUN bracis-33562 1 114 book book PROPN bracis-33562 1 115 epub epub PROPN bracis-33562 1 116 rafael rafael PROPN bracis-33562 1 117 oleques oleque VERB bracis-33562 1 118 nunes nune VERB bracis-33562 1 119     SPACE bracis-33562 1 120 orcid orcid NOUN bracis-33562 1 121 : : PUNCT bracis-33562 1 122 orcid.org/0009-0007-8842-421x9 orcid.org/0009-0007-8842-421x9 NUM bracis-33562 1 123 , , PUNCT bracis-33562 1 124 joaquim joaquim PROPN bracis-33562 1 125 santos santos PROPN bracis-33562 1 126     SPACE bracis-33562 1 127 orcid orcid NOUN bracis-33562 1 128 : : PUNCT bracis-33562 2 1 orcid.org/0000-0002-0581-409210 orcid.org/0000-0002-0581-409210 NOUN bracis-33562 2 2 , , PUNCT bracis-33562 2 3 andre andre PROPN bracis-33562 2 4 spritzer spritzer PROPN bracis-33562 2 5     SPACE bracis-33562 2 6 orcid orcid PROPN bracis-33562 2 7 : : PUNCT bracis-33562 2 8 orcid.org/0009-0002-4232-15859 orcid.org/0009-0002-4232-15859 PROPN bracis-33562 2 9 , , PUNCT bracis-33562 2 10 dennis dennis PROPN bracis-33562 2 11 giovani giovani PROPN bracis-33562 2 12 balreira balreira PROPN bracis-33562 2 13     SPACE bracis-33562 2 14 orcid orcid NOUN bracis-33562 2 15 : : PUNCT bracis-33562 2 16 orcid.org/0000-0002-0801-93939 orcid.org/0000-0002-0801-93939 PROPN bracis-33562 2 17 , , PUNCT bracis-33562 2 18 carla carla PROPN bracis-33562 2 19 maria maria PROPN bracis-33562 2 20 dal dal PROPN bracis-33562 2 21 sasso sasso PROPN bracis-33562 2 22 freitas freitas PROPN bracis-33562 2 23     SPACE bracis-33562 2 24 orcid orcid NOUN bracis-33562 2 25 : : PUNCT bracis-33562 2 26 orcid.org/0000-0003-1986-84359 orcid.org/0000-0003-1986-84359 ADV bracis-33562 2 27 , , PUNCT bracis-33562 2 28 fernanda fernanda PROPN bracis-33562 2 29 olival olival PROPN bracis-33562 2 30     SPACE bracis-33562 2 31 orcid orcid NOUN bracis-33562 2 32 : : PUNCT bracis-33562 2 33 orcid.org/0000-0003-4762-345111 orcid.org/0000-0003-4762-345111 PROPN bracis-33562 2 34 , , PUNCT bracis-33562 2 35 helena helena PROPN bracis-33562 2 36 freire freire PROPN bracis-33562 2 37 cameron cameron PROPN bracis-33562 2 38     SPACE bracis-33562 2 39 orcid orcid PROPN bracis-33562 2 40 : : PUNCT bracis-33562 2 41 orcid.org/0000-0001-7719-699411 orcid.org/0000-0001-7719-699411 NOUN bracis-33562 2 42 & & CCONJ bracis-33562 2 43 … … PUNCT bracis-33562 2 44 renata renata PROPN bracis-33562 2 45 vieira vieira PROPN bracis-33562 2 46     SPACE bracis-33562 2 47 orcid orcid NOUN bracis-33562 2 48 : : PUNCT bracis-33562 2 49 orcid.org/0000-0003-2449-547712 orcid.org/0000-0003-2449-547712 NOUN bracis-33562 2 50     SPACE bracis-33562 2 51 show show VERB bracis-33562 2 52 authors author NOUN bracis-33562 2 53 part part NOUN bracis-33562 2 54 of of ADP bracis-33562 2 55 the the DET bracis-33562 2 56 book book NOUN bracis-33562 2 57 series series NOUN bracis-33562 2 58 : : PUNCT bracis-33562 2 59 lecture lecture NOUN bracis-33562 2 60 notes note NOUN bracis-33562 2 61 in in ADP bracis-33562 2 62 computer computer NOUN bracis-33562 2 63 science science NOUN bracis-33562 2 64 ( ( PUNCT bracis-33562 2 65 ( ( PUNCT bracis-33562 2 66 lnai lnai ADJ bracis-33562 2 67 , , PUNCT bracis-33562 2 68 volume volume NOUN bracis-33562 2 69 15412 15412 NUM bracis-33562 2 70 ) ) PUNCT bracis-33562 2 71 ) ) PUNCT bracis-33562 2 72 included include VERB bracis-33562 2 73 in in ADP bracis-33562 2 74 the the DET bracis-33562 2 75 following follow VERB bracis-33562 2 76 conference conference NOUN bracis-33562 2 77 series series NOUN bracis-33562 2 78 : : PUNCT bracis-33562 2 79 brazilian brazilian ADJ bracis-33562 2 80 conference conference NOUN bracis-33562 2 81 on on ADP bracis-33562 2 82 intelligent intelligent ADJ bracis-33562 2 83 systems system NOUN bracis-33562 2 84 494 494 NUM bracis-33562 2 85 accesses access NOUN bracis-33562 2 86 2 2 NUM bracis-33562 2 87 citations citation NOUN bracis-33562 2 88 abstract abstract ADJ bracis-33562 2 89 this this DET bracis-33562 2 90 paper paper NOUN bracis-33562 2 91 discusses discuss VERB bracis-33562 2 92 the the DET bracis-33562 2 93 impact impact NOUN bracis-33562 2 94 of of ADP bracis-33562 2 95 portuguese portuguese ADJ bracis-33562 2 96 variants variant NOUN bracis-33562 2 97 in in ADP bracis-33562 2 98 large large ADJ bracis-33562 2 99 language language NOUN bracis-33562 2 100 models model NOUN bracis-33562 2 101 for for ADP bracis-33562 2 102 the the DET bracis-33562 2 103 task task NOUN bracis-33562 2 104 of of ADP bracis-33562 2 105 named name VERB bracis-33562 2 106 entity entity NOUN bracis-33562 2 107 recognition recognition NOUN bracis-33562 2 108 ( ( PUNCT bracis-33562 2 109 ner ner NOUN bracis-33562 2 110 ) ) PUNCT bracis-33562 2 111 in in ADP bracis-33562 2 112 specialised specialised ADJ bracis-33562 2 113 domains domain NOUN bracis-33562 2 114 . . PUNCT bracis-33562 3 1 the the DET bracis-33562 3 2 tests test NOUN bracis-33562 3 3 were be AUX bracis-33562 3 4 made make VERB bracis-33562 3 5 on on ADP bracis-33562 3 6 a a DET bracis-33562 3 7 brazilian brazilian ADJ bracis-33562 3 8 portuguese portuguese ADJ bracis-33562 3 9 legal legal ADJ bracis-33562 3 10 and and CCONJ bracis-33562 3 11 a a DET bracis-33562 3 12 european european ADJ bracis-33562 3 13 portuguese portuguese PROPN bracis-33562 3 14 historical historical ADJ bracis-33562 3 15 corpora corpora PROPN bracis-33562 3 16 . . PUNCT bracis-33562 4 1 the the DET bracis-33562 4 2 models model NOUN bracis-33562 4 3 taken take VERB bracis-33562 4 4 into into ADP bracis-33562 4 5 account account NOUN bracis-33562 4 6 are be AUX bracis-33562 4 7 bertimbau bertimbau NOUN bracis-33562 4 8 ( ( PUNCT bracis-33562 4 9 pt pt NOUN bracis-33562 4 10 - - PUNCT bracis-33562 4 11 br br NOUN bracis-33562 4 12 ) ) PUNCT bracis-33562 4 13 , , PUNCT bracis-33562 4 14 albertina albertina PROPN bracis-33562 4 15 ( ( PUNCT bracis-33562 4 16 pt pt PROPN bracis-33562 4 17 - - PUNCT bracis-33562 4 18 pt pt NOUN bracis-33562 4 19 and and CCONJ bracis-33562 4 20 pt pt NOUN bracis-33562 4 21 - - PUNCT bracis-33562 4 22 br br NOUN bracis-33562 4 23 ) ) PUNCT bracis-33562 4 24 , , PUNCT bracis-33562 4 25 and and CCONJ bracis-33562 4 26 xml xml NOUN bracis-33562 4 27 - - PUNCT bracis-33562 4 28 r r NOUN bracis-33562 4 29 ( ( PUNCT bracis-33562 4 30 multilingual multilingual NOUN bracis-33562 4 31 ) ) PUNCT bracis-33562 4 32 . . PUNCT bracis-33562 5 1 the the DET bracis-33562 5 2 impact impact NOUN bracis-33562 5 3 was be AUX bracis-33562 5 4 more more ADV bracis-33562 5 5 evident evident ADJ bracis-33562 5 6 in in ADP bracis-33562 5 7 the the DET bracis-33562 5 8 portuguese portuguese ADJ bracis-33562 5 9 historical historical ADJ bracis-33562 5 10 corpus corpus NOUN bracis-33562 5 11 , , PUNCT bracis-33562 5 12 which which PRON bracis-33562 5 13 resulted result VERB bracis-33562 5 14 in in ADP bracis-33562 5 15 higher high ADJ bracis-33562 5 16 f1 f1 NOUN bracis-33562 5 17 measures measure NOUN bracis-33562 5 18 compared compare VERB bracis-33562 5 19 to to ADP bracis-33562 5 20 previous previous ADJ bracis-33562 5 21 works work NOUN bracis-33562 5 22 that that PRON bracis-33562 5 23 did do AUX bracis-33562 5 24 not not PART bracis-33562 5 25 consider consider VERB bracis-33562 5 26 the the DET bracis-33562 5 27 same same ADJ bracis-33562 5 28 language language NOUN bracis-33562 5 29 variant variant NOUN bracis-33562 5 30 . . PUNCT bracis-33562 6 1 additionally additionally ADV bracis-33562 6 2 , , PUNCT bracis-33562 6 3 the the DET bracis-33562 6 4 study study NOUN bracis-33562 6 5 underscores underscore VERB bracis-33562 6 6 the the DET bracis-33562 6 7 impact impact NOUN bracis-33562 6 8 of of ADP bracis-33562 6 9 model model NOUN bracis-33562 6 10 architecture architecture NOUN bracis-33562 6 11 on on ADP bracis-33562 6 12 performance performance NOUN bracis-33562 6 13 , , PUNCT bracis-33562 6 14 highlighting highlight VERB bracis-33562 6 15 the the DET bracis-33562 6 16 critical critical ADJ bracis-33562 6 17 role role NOUN bracis-33562 6 18 of of ADP bracis-33562 6 19 both both CCONJ bracis-33562 6 20 linguistic linguistic ADJ bracis-33562 6 21 alignment alignment NOUN bracis-33562 6 22 and and CCONJ bracis-33562 6 23 model model NOUN bracis-33562 6 24 size size NOUN bracis-33562 6 25 in in ADP bracis-33562 6 26 enhancing enhance VERB bracis-33562 6 27 ner ner NOUN bracis-33562 6 28 in in ADP bracis-33562 6 29 specialised specialised ADJ bracis-33562 6 30 domains domain NOUN bracis-33562 6 31 . . PUNCT bracis-33562 6 32 access access NOUN bracis-33562 6 33 provided provide VERB bracis-33562 6 34 by by ADP bracis-33562 6 35 university university PROPN bracis-33562 6 36 of of ADP bracis-33562 6 37 notre notre PROPN bracis-33562 6 38 dame dame PROPN bracis-33562 6 39 hesburgh hesburgh PROPN bracis-33562 6 40 library library PROPN bracis-33562 6 41 . . PUNCT bracis-33562 7 1 download download PROPN bracis-33562 7 2 conference conference NOUN bracis-33562 7 3 paper paper NOUN bracis-33562 7 4 pdf pdf NOUN bracis-33562 7 5 similar similar ADJ bracis-33562 7 6 content content NOUN bracis-33562 7 7 being be AUX bracis-33562 7 8 viewed view VERB bracis-33562 7 9 by by ADP bracis-33562 7 10 others other NOUN bracis-33562 7 11 a a DET bracis-33562 7 12 study study NOUN bracis-33562 7 13 on on ADP bracis-33562 7 14 the the DET bracis-33562 7 15 impact impact NOUN bracis-33562 7 16 of of ADP bracis-33562 7 17 intradomain intradomain NOUN bracis-33562 7 18 finetuning finetuning NOUN bracis-33562 7 19 of of ADP bracis-33562 7 20 deep deep ADJ bracis-33562 7 21 language language NOUN bracis-33562 7 22 models model NOUN bracis-33562 7 23 for for ADP bracis-33562 7 24 legal legal ADJ bracis-33562 7 25 named name VERB bracis-33562 7 26 entity entity NOUN bracis-33562 7 27 recognition recognition NOUN bracis-33562 7 28 in in ADP bracis-33562 7 29 portuguese portuguese ADJ bracis-33562 7 30 chapter chapter NOUN bracis-33562 7 31 © © PROPN bracis-33562 7 32 2020 2020 NUM bracis-33562 7 33 legalbert legalbert NOUN bracis-33562 7 34 - - PUNCT bracis-33562 7 35 pt pt NOUN bracis-33562 7 36 : : PUNCT bracis-33562 7 37 a a DET bracis-33562 7 38 pretrained pretraine VERB bracis-33562 7 39 language language NOUN bracis-33562 7 40 model model NOUN bracis-33562 7 41 for for ADP bracis-33562 7 42     SPACE bracis-33562 7 43 the the DET bracis-33562 7 44     SPACE bracis-33562 7 45 brazilian brazilian ADJ bracis-33562 7 46 portuguese portuguese ADJ bracis-33562 7 47 legal legal ADJ bracis-33562 7 48 domain domain NOUN bracis-33562 7 49 chapter chapter NOUN bracis-33562 7 50 © © PROPN bracis-33562 7 51 2023 2023 NUM bracis-33562 7 52 portuguese portuguese NOUN bracis-33562 7 53 named name VERB bracis-33562 7 54 entity entity NOUN bracis-33562 7 55 recognition recognition NOUN bracis-33562 7 56 using use VERB bracis-33562 7 57 lstm lstm PROPN bracis-33562 7 58 - - PUNCT bracis-33562 7 59 crf crf NOUN bracis-33562 7 60 chapter chapter NOUN bracis-33562 7 61 © © PROPN bracis-33562 7 62 2018 2018 NUM bracis-33562 7 63 1 1 NUM bracis-33562 7 64 introduction introduction NOUN bracis-33562 7 65 named name VERB bracis-33562 7 66 entity entity NOUN bracis-33562 7 67 recognition recognition NOUN bracis-33562 7 68 ( ( PUNCT bracis-33562 7 69 ner ner NOUN bracis-33562 7 70 ) ) PUNCT bracis-33562 7 71 is be AUX bracis-33562 7 72 a a DET bracis-33562 7 73 crucial crucial ADJ bracis-33562 7 74 task task NOUN bracis-33562 7 75 in in ADP bracis-33562 7 76 natural natural ADJ bracis-33562 7 77 language language NOUN bracis-33562 7 78 processing processing NOUN bracis-33562 7 79 ( ( PUNCT bracis-33562 7 80 nlp nlp NOUN bracis-33562 7 81 ) ) PUNCT bracis-33562 7 82 . . PUNCT bracis-33562 8 1 the the DET bracis-33562 8 2 objective objective NOUN bracis-33562 8 3 of of ADP bracis-33562 8 4 ner ner NOUN bracis-33562 8 5 is be AUX bracis-33562 8 6 to to PART bracis-33562 8 7 identify identify VERB bracis-33562 8 8 and and CCONJ bracis-33562 8 9 classify classify VERB bracis-33562 8 10 specific specific ADJ bracis-33562 8 11 terms term NOUN bracis-33562 8 12 in in ADP bracis-33562 8 13 a a DET bracis-33562 8 14 sentence sentence NOUN bracis-33562 8 15 , , PUNCT bracis-33562 8 16 such such ADJ bracis-33562 8 17 as as ADP bracis-33562 8 18 the the DET bracis-33562 8 19 names name NOUN bracis-33562 8 20 of of ADP bracis-33562 8 21 people people NOUN bracis-33562 8 22 , , PUNCT bracis-33562 8 23 organisations organisation NOUN bracis-33562 8 24 , , PUNCT bracis-33562 8 25 locations location NOUN bracis-33562 8 26 , , PUNCT bracis-33562 8 27 dates date NOUN bracis-33562 8 28 , , PUNCT bracis-33562 8 29 and and CCONJ bracis-33562 8 30 other other ADJ bracis-33562 8 31 entities entity NOUN bracis-33562 8 32 . . PUNCT bracis-33562 9 1 this this DET bracis-33562 9 2 task task NOUN bracis-33562 9 3 is be AUX bracis-33562 9 4 fundamental fundamental ADJ bracis-33562 9 5 for for ADP bracis-33562 9 6 various various ADJ bracis-33562 9 7 nlp nlp NOUN bracis-33562 9 8 applications application NOUN bracis-33562 9 9 , , PUNCT bracis-33562 9 10 including include VERB bracis-33562 9 11 information information NOUN bracis-33562 9 12 extraction extraction NOUN bracis-33562 9 13 , , PUNCT bracis-33562 9 14 question question NOUN bracis-33562 9 15 answering answering NOUN bracis-33562 9 16 , , PUNCT bracis-33562 9 17 and and CCONJ bracis-33562 9 18 automatic automatic ADJ bracis-33562 9 19 text text NOUN bracis-33562 9 20 summarisation summarisation NOUN bracis-33562 9 21 . . PUNCT bracis-33562 10 1 although although SCONJ bracis-33562 10 2 many many ADJ bracis-33562 10 3 studies study NOUN bracis-33562 10 4 and and CCONJ bracis-33562 10 5 models model NOUN bracis-33562 10 6 have have AUX bracis-33562 10 7 been be AUX bracis-33562 10 8 developed develop VERB bracis-33562 10 9 with with ADP bracis-33562 10 10 good good ADJ bracis-33562 10 11 results result NOUN bracis-33562 10 12 , , PUNCT bracis-33562 10 13 most most ADJ bracis-33562 10 14 have have AUX bracis-33562 10 15 focused focus VERB bracis-33562 10 16 on on ADP bracis-33562 10 17 general general ADJ bracis-33562 10 18 entities entity NOUN bracis-33562 10 19 , , PUNCT bracis-33562 10 20 relying rely VERB bracis-33562 10 21 on on ADP bracis-33562 10 22 datasets dataset NOUN bracis-33562 10 23 such such ADJ bracis-33562 10 24 as as ADP bracis-33562 10 25 conll conll NOUN bracis-33562 10 26 2002 2002 NUM bracis-33562 10 27 for for ADP bracis-33562 10 28 english english PROPN bracis-33562 10 29 [ [ X bracis-33562 10 30 23 23 NUM bracis-33562 10 31 ] ] PUNCT bracis-33562 10 32 and and CCONJ bracis-33562 10 33 harem harem PROPN bracis-33562 10 34 for for ADP bracis-33562 10 35 portuguese portuguese PROPN bracis-33562 10 36 [ [ X bracis-33562 10 37 17 17 NUM bracis-33562 10 38 ] ] PUNCT bracis-33562 10 39 . . PUNCT bracis-33562 11 1 however however ADV bracis-33562 11 2 , , PUNCT bracis-33562 11 3 specialised specialised ADJ bracis-33562 11 4 domains domain NOUN bracis-33562 11 5 often often ADV bracis-33562 11 6 can can AUX bracis-33562 11 7 not not PART bracis-33562 11 8 utilise utilise VERB bracis-33562 11 9 these these DET bracis-33562 11 10 general general ADJ bracis-33562 11 11 classifiers classifier NOUN bracis-33562 11 12 effectively effectively ADV bracis-33562 11 13 because because SCONJ bracis-33562 11 14 of of ADP bracis-33562 11 15 domain domain NOUN bracis-33562 11 16 - - PUNCT bracis-33562 11 17 specific specific ADJ bracis-33562 11 18 language language NOUN bracis-33562 11 19 or or CCONJ bracis-33562 11 20 the the DET bracis-33562 11 21 need need NOUN bracis-33562 11 22 to to PART bracis-33562 11 23 identify identify VERB bracis-33562 11 24 different different ADJ bracis-33562 11 25 types type NOUN bracis-33562 11 26 of of ADP bracis-33562 11 27 entities entity NOUN bracis-33562 11 28 not not PART bracis-33562 11 29 commonly commonly ADV bracis-33562 11 30 present present ADJ bracis-33562 11 31 in in ADP bracis-33562 11 32 general general ADJ bracis-33562 11 33 datasets dataset NOUN bracis-33562 11 34 . . PUNCT bracis-33562 12 1 for for ADP bracis-33562 12 2 instance instance NOUN bracis-33562 12 3 , , PUNCT bracis-33562 12 4 while while SCONJ bracis-33562 12 5 entities entity NOUN bracis-33562 12 6 such such ADJ bracis-33562 12 7 as as ADP bracis-33562 12 8 gene gene NOUN bracis-33562 12 9 names name NOUN bracis-33562 12 10 and and CCONJ bracis-33562 12 11 diseases disease NOUN bracis-33562 12 12 are be AUX bracis-33562 12 13 crucial crucial ADJ bracis-33562 12 14 in in ADP bracis-33562 12 15 the the DET bracis-33562 12 16 biomedical biomedical ADJ bracis-33562 12 17 domain domain NOUN bracis-33562 12 18 , , PUNCT bracis-33562 12 19 in in ADP bracis-33562 12 20 legal legal ADJ bracis-33562 12 21 texts text NOUN bracis-33562 12 22 , , PUNCT bracis-33562 12 23 entities entity NOUN bracis-33562 12 24 such such ADJ bracis-33562 12 25 as as ADP bracis-33562 12 26 law law NOUN bracis-33562 12 27 citations citation NOUN bracis-33562 12 28 and and CCONJ bracis-33562 12 29 court court NOUN bracis-33562 12 30 names name NOUN bracis-33562 12 31 are be AUX bracis-33562 12 32 more more ADV bracis-33562 12 33 relevant relevant ADJ bracis-33562 12 34 . . PUNCT bracis-33562 13 1 previous previous ADJ bracis-33562 13 2 studies study NOUN bracis-33562 13 3 have have AUX bracis-33562 13 4 addressed address VERB bracis-33562 13 5 these these DET bracis-33562 13 6 challenges challenge NOUN bracis-33562 13 7 by by ADP bracis-33562 13 8 delving delve VERB bracis-33562 13 9 into into ADP bracis-33562 13 10 specific specific ADJ bracis-33562 13 11 domains domain NOUN bracis-33562 13 12 and and CCONJ bracis-33562 13 13 proposing propose VERB bracis-33562 13 14 tailored tailor VERB bracis-33562 13 15 datasets dataset NOUN bracis-33562 13 16 and and CCONJ bracis-33562 13 17 models model NOUN bracis-33562 13 18 [ [ X bracis-33562 13 19 13 13 NUM bracis-33562 13 20 , , PUNCT bracis-33562 13 21 18 18 NUM bracis-33562 13 22 , , PUNCT bracis-33562 13 23 20 20 NUM bracis-33562 13 24 ] ] PUNCT bracis-33562 13 25 . . PUNCT bracis-33562 14 1 as as SCONJ bracis-33562 14 2 specialised specialised ADJ bracis-33562 14 3 models model NOUN bracis-33562 14 4 on on ADP bracis-33562 14 5 portuguese portuguese ADJ bracis-33562 14 6 variants variant NOUN bracis-33562 14 7 became become VERB bracis-33562 14 8 recently recently ADV bracis-33562 14 9 available available ADJ bracis-33562 14 10 , , PUNCT bracis-33562 14 11 [ [ X bracis-33562 14 12 15 15 NUM bracis-33562 14 13 , , PUNCT bracis-33562 14 14 21 21 NUM bracis-33562 14 15 ] ] PUNCT bracis-33562 14 16 , , PUNCT bracis-33562 14 17 this this DET bracis-33562 14 18 study study NOUN bracis-33562 14 19 evaluates evaluate VERB bracis-33562 14 20 the the DET bracis-33562 14 21 performance performance NOUN bracis-33562 14 22 of of ADP bracis-33562 14 23 these these DET bracis-33562 14 24 models model NOUN bracis-33562 14 25 on on ADP bracis-33562 14 26 specialised specialised ADJ bracis-33562 14 27 texts text NOUN bracis-33562 14 28 written write VERB bracis-33562 14 29 in in ADP bracis-33562 14 30 two two NUM bracis-33562 14 31 variants variant NOUN bracis-33562 14 32 of of ADP bracis-33562 14 33 the the DET bracis-33562 14 34 portuguese portuguese ADJ bracis-33562 14 35 ner ner NOUN bracis-33562 14 36 annotated annotate VERB bracis-33562 14 37 corpus corpus NOUN bracis-33562 14 38 ( ( PUNCT bracis-33562 14 39 european european ADJ bracis-33562 14 40 and and CCONJ bracis-33562 14 41 brazilian brazilian ADJ bracis-33562 14 42 ) ) PUNCT bracis-33562 14 43 . . PUNCT bracis-33562 15 1 we we PRON bracis-33562 15 2 aim aim VERB bracis-33562 15 3 to to PART bracis-33562 15 4 compare compare VERB bracis-33562 15 5 how how SCONJ bracis-33562 15 6 these these DET bracis-33562 15 7 models model NOUN bracis-33562 15 8 perform perform VERB bracis-33562 15 9 in in ADP bracis-33562 15 10 these these DET bracis-33562 15 11 variants variant NOUN bracis-33562 15 12 , , PUNCT bracis-33562 15 13 considering consider VERB bracis-33562 15 14 two two NUM bracis-33562 15 15 specialised specialised ADJ bracis-33562 15 16 domains domain NOUN bracis-33562 15 17 , , PUNCT bracis-33562 15 18 historical historical ADJ bracis-33562 15 19 and and CCONJ bracis-33562 15 20 legislative legislative ADJ bracis-33562 15 21 , , PUNCT bracis-33562 15 22 that that PRON bracis-33562 15 23 present present ADJ bracis-33562 15 24 unique unique ADJ bracis-33562 15 25 challenges challenge NOUN bracis-33562 15 26 and and CCONJ bracis-33562 15 27 require require VERB bracis-33562 15 28 domain domain NOUN bracis-33562 15 29 - - PUNCT bracis-33562 15 30 specific specific ADJ bracis-33562 15 31 knowledge knowledge NOUN bracis-33562 15 32 . . PUNCT bracis-33562 16 1 by by ADP bracis-33562 16 2 advancing advance VERB bracis-33562 16 3 ner ner NOUN bracis-33562 16 4 capabilities capability NOUN bracis-33562 16 5 in in ADP bracis-33562 16 6 domain domain NOUN bracis-33562 16 7 - - PUNCT bracis-33562 16 8 specific specific ADJ bracis-33562 16 9 portuguese portuguese ADJ bracis-33562 16 10 texts text NOUN bracis-33562 16 11 in in ADP bracis-33562 16 12 two two NUM bracis-33562 16 13 variations variation NOUN bracis-33562 16 14 of of ADP bracis-33562 16 15 the the DET bracis-33562 16 16 language language NOUN bracis-33562 16 17 , , PUNCT bracis-33562 16 18 we we PRON bracis-33562 16 19 aim aim VERB bracis-33562 16 20 to to PART bracis-33562 16 21 facilitate facilitate VERB bracis-33562 16 22 more more ADV bracis-33562 16 23 accurate accurate ADJ bracis-33562 16 24 and and CCONJ bracis-33562 16 25 contextually contextually ADV bracis-33562 16 26 relevant relevant ADJ bracis-33562 16 27 information information NOUN bracis-33562 16 28 extraction extraction NOUN bracis-33562 16 29 , , PUNCT bracis-33562 16 30 supporting support VERB bracis-33562 16 31 various various ADJ bracis-33562 16 32 applications application NOUN bracis-33562 16 33 , , PUNCT bracis-33562 16 34 from from ADP bracis-33562 16 35 historical historical ADJ bracis-33562 16 36 research research NOUN bracis-33562 16 37 to to ADP bracis-33562 16 38 legal legal ADJ bracis-33562 16 39 document document NOUN bracis-33562 16 40 processing processing NOUN bracis-33562 16 41 . . PUNCT bracis-33562 17 1 the the DET bracis-33562 17 2 legislative legislative ADJ bracis-33562 17 3 and and CCONJ bracis-33562 17 4 historical historical ADJ bracis-33562 17 5 fields field NOUN bracis-33562 17 6 have have VERB bracis-33562 17 7 the the DET bracis-33562 17 8 advantage advantage NOUN bracis-33562 17 9 of of ADP bracis-33562 17 10 being be AUX bracis-33562 17 11 comprehensive comprehensive ADJ bracis-33562 17 12 despite despite SCONJ bracis-33562 17 13 some some DET bracis-33562 17 14 specialization specialization NOUN bracis-33562 17 15 . . PUNCT bracis-33562 18 1 this this DET bracis-33562 18 2 study study NOUN bracis-33562 18 3 contributes contribute VERB bracis-33562 18 4 to to ADP bracis-33562 18 5 the the DET bracis-33562 18 6 academic academic ADJ bracis-33562 18 7 understanding understanding NOUN bracis-33562 18 8 of of ADP bracis-33562 18 9 domain domain NOUN bracis-33562 18 10 - - PUNCT bracis-33562 18 11 specific specific ADJ bracis-33562 18 12 ner ner NOUN bracis-33562 18 13 and and CCONJ bracis-33562 18 14 provides provide VERB bracis-33562 18 15 practical practical ADJ bracis-33562 18 16 insights insight NOUN bracis-33562 18 17 and and CCONJ bracis-33562 18 18 tools tool NOUN bracis-33562 18 19 for for ADP bracis-33562 18 20 improving improve VERB bracis-33562 18 21 nlp nlp ADJ bracis-33562 18 22 applications application NOUN bracis-33562 18 23 in in ADP bracis-33562 18 24 specialised specialised ADJ bracis-33562 18 25 fields field NOUN bracis-33562 18 26 . . PUNCT bracis-33562 19 1 our our PRON bracis-33562 19 2 main main ADJ bracis-33562 19 3 contributions contribution NOUN bracis-33562 19 4 are be AUX bracis-33562 19 5 : : PUNCT bracis-33562 19 6 ( ( PUNCT bracis-33562 19 7 i i NOUN bracis-33562 19 8 ) ) PUNCT bracis-33562 19 9 a a DET bracis-33562 19 10 comprehensive comprehensive ADJ bracis-33562 19 11 evaluation evaluation NOUN bracis-33562 19 12 of of ADP bracis-33562 19 13 different different ADJ bracis-33562 19 14 models model NOUN bracis-33562 19 15 on on ADP bracis-33562 19 16 ner ner NOUN bracis-33562 19 17 tasks task NOUN bracis-33562 19 18 within within ADP bracis-33562 19 19 portuguese portuguese ADJ bracis-33562 19 20 texts text NOUN bracis-33562 19 21 , , PUNCT bracis-33562 19 22 ( ( PUNCT bracis-33562 19 23 ii ii NOUN bracis-33562 19 24 ) ) PUNCT bracis-33562 19 25 an an DET bracis-33562 19 26 analysis analysis NOUN bracis-33562 19 27 of of ADP bracis-33562 19 28 the the DET bracis-33562 19 29 differences difference NOUN bracis-33562 19 30 in in ADP bracis-33562 19 31 model model NOUN bracis-33562 19 32 performance performance NOUN bracis-33562 19 33 when when SCONJ bracis-33562 19 34 pre pre VERB bracis-33562 19 35 - - VERB bracis-33562 19 36 trained train VERB bracis-33562 19 37 with with ADP bracis-33562 19 38 european european ADJ bracis-33562 19 39 and and CCONJ bracis-33562 19 40 brazilian brazilian ADJ bracis-33562 19 41 variants variant NOUN bracis-33562 19 42 of of ADP bracis-33562 19 43 the the DET bracis-33562 19 44 portuguese portuguese ADJ bracis-33562 19 45 language language NOUN bracis-33562 19 46 , , PUNCT bracis-33562 19 47 and and CCONJ bracis-33562 19 48 ( ( PUNCT bracis-33562 19 49 iii iii X bracis-33562 19 50 ) ) PUNCT bracis-33562 19 51 insights insight NOUN bracis-33562 19 52 into into ADP bracis-33562 19 53 applying apply VERB bracis-33562 19 54 these these DET bracis-33562 19 55 models model NOUN bracis-33562 19 56 across across ADP bracis-33562 19 57 different different ADJ bracis-33562 19 58 specialised specialised ADJ bracis-33562 19 59 domain domain NOUN bracis-33562 19 60 corpora corpora NOUN bracis-33562 19 61 : : PUNCT bracis-33562 19 62 legal legal ADJ bracis-33562 19 63 and and CCONJ bracis-33562 19 64 historical historical ADJ bracis-33562 19 65 . . PUNCT bracis-33562 19 66 2 2 NUM bracis-33562 19 67 related relate VERB bracis-33562 19 68 work work NOUN bracis-33562 19 69 named name VERB bracis-33562 19 70 entity entity NOUN bracis-33562 19 71 recognition recognition NOUN bracis-33562 19 72 ( ( PUNCT bracis-33562 19 73 ner ner NOUN bracis-33562 19 74 ) ) PUNCT bracis-33562 19 75 involves involve VERB bracis-33562 19 76 identifying identify VERB bracis-33562 19 77 and and CCONJ bracis-33562 19 78 classifying classify VERB bracis-33562 19 79 entities entity NOUN bracis-33562 19 80 such such ADJ bracis-33562 19 81 as as ADP bracis-33562 19 82 locations location NOUN bracis-33562 19 83 , , PUNCT bracis-33562 19 84 organisations organisation NOUN bracis-33562 19 85 , , PUNCT bracis-33562 19 86 and and CCONJ bracis-33562 19 87 persons person NOUN bracis-33562 19 88 within within ADP bracis-33562 19 89 a a DET bracis-33562 19 90 text text NOUN bracis-33562 19 91 . . PUNCT bracis-33562 20 1 general general ADJ bracis-33562 20 2 entities entity NOUN bracis-33562 20 3 have have AUX bracis-33562 20 4 been be AUX bracis-33562 20 5 extensively extensively ADV bracis-33562 20 6 explored explore VERB bracis-33562 20 7 in in ADP bracis-33562 20 8 various various ADJ bracis-33562 20 9 languages language NOUN bracis-33562 20 10 and and CCONJ bracis-33562 20 11 corpora corpora VERB bracis-33562 20 12 . . PUNCT bracis-33562 21 1 popular popular ADJ bracis-33562 21 2 datasets dataset NOUN bracis-33562 21 3 for for ADP bracis-33562 21 4 evaluating evaluate VERB bracis-33562 21 5 ner ner NOUN bracis-33562 21 6 in in ADP bracis-33562 21 7 different different ADJ bracis-33562 21 8 languages language NOUN bracis-33562 21 9 include include VERB bracis-33562 21 10 conll conll PROPN bracis-33562 21 11 2002 2002 NUM bracis-33562 21 12 for for ADP bracis-33562 21 13 english english PROPN bracis-33562 21 14 [ [ X bracis-33562 21 15 23 23 NUM bracis-33562 21 16 ] ] PUNCT bracis-33562 21 17 and and CCONJ bracis-33562 21 18 harem harem PROPN bracis-33562 21 19 for for ADP bracis-33562 21 20 portuguese portuguese PROPN bracis-33562 21 21 [ [ X bracis-33562 21 22 17 17 NUM bracis-33562 21 23 ] ] PUNCT bracis-33562 21 24 . . PUNCT bracis-33562 22 1 these these DET bracis-33562 22 2 datasets dataset NOUN bracis-33562 22 3 have have AUX bracis-33562 22 4 been be AUX bracis-33562 22 5 instrumental instrumental ADJ bracis-33562 22 6 in in ADP bracis-33562 22 7 advancing advance VERB bracis-33562 22 8 ner ner NOUN bracis-33562 22 9 research research NOUN bracis-33562 22 10 and and CCONJ bracis-33562 22 11 establishing establish VERB bracis-33562 22 12 model model NOUN bracis-33562 22 13 performance performance NOUN bracis-33562 22 14 benchmarks benchmark NOUN bracis-33562 22 15 . . PUNCT bracis-33562 23 1 however however ADV bracis-33562 23 2 , , PUNCT bracis-33562 23 3 the the DET bracis-33562 23 4 classifiers classifier NOUN bracis-33562 23 5 trained train VERB bracis-33562 23 6 on on ADP bracis-33562 23 7 these these DET bracis-33562 23 8 datasets dataset NOUN bracis-33562 23 9 are be AUX bracis-33562 23 10 not not PART bracis-33562 23 11 always always ADV bracis-33562 23 12 sufficient sufficient ADJ bracis-33562 23 13 for for ADP bracis-33562 23 14 all all DET bracis-33562 23 15 domains domain NOUN bracis-33562 23 16 . . PUNCT bracis-33562 24 1 for for ADP bracis-33562 24 2 example example NOUN bracis-33562 24 3 , , PUNCT bracis-33562 24 4 silva silva PROPN bracis-33562 24 5 et et PROPN bracis-33562 24 6 al al PROPN bracis-33562 24 7 . . PROPN bracis-33562 25 1 ( ( PUNCT bracis-33562 25 2 2023 2023 NUM bracis-33562 25 3 ) ) PUNCT bracis-33562 26 1 [ [ X bracis-33562 26 2 20 20 NUM bracis-33562 26 3 ] ] PUNCT bracis-33562 26 4 proposed propose VERB bracis-33562 26 5 a a DET bracis-33562 26 6 dataset dataset NOUN bracis-33562 26 7 focused focus VERB bracis-33562 26 8 on on ADP bracis-33562 26 9 cachaça cachaça NOUN bracis-33562 26 10 , , PUNCT bracis-33562 26 11 a a DET bracis-33562 26 12 distilled distil VERB bracis-33562 26 13 spirit spirit NOUN bracis-33562 26 14 made make VERB bracis-33562 26 15 from from ADP bracis-33562 26 16 sugarcane sugarcane NOUN bracis-33562 26 17 juice juice NOUN bracis-33562 26 18 , , PUNCT bracis-33562 26 19 where where SCONJ bracis-33562 26 20 important important ADJ bracis-33562 26 21 entity entity NOUN bracis-33562 26 22 categories category NOUN bracis-33562 26 23 include include VERB bracis-33562 26 24 classification classification NOUN bracis-33562 26 25 , , PUNCT bracis-33562 26 26 price price NOUN bracis-33562 26 27 , , PUNCT bracis-33562 26 28 storage storage NOUN bracis-33562 26 29 time time NOUN bracis-33562 26 30 , , PUNCT bracis-33562 26 31 and and CCONJ bracis-33562 26 32 sensory sensory ADJ bracis-33562 26 33 characteristics characteristic NOUN bracis-33562 26 34 , , PUNCT bracis-33562 26 35 such such ADJ bracis-33562 26 36 as as ADP bracis-33562 26 37 colour colour NOUN bracis-33562 26 38 . . PUNCT bracis-33562 27 1 these these DET bracis-33562 27 2 particular particular ADJ bracis-33562 27 3 entities entity NOUN bracis-33562 27 4 can can AUX bracis-33562 27 5 not not PART bracis-33562 27 6 be be AUX bracis-33562 27 7 adequately adequately ADV bracis-33562 27 8 represented represent VERB bracis-33562 27 9 using use VERB bracis-33562 27 10 only only ADV bracis-33562 27 11 the the DET bracis-33562 27 12 traditional traditional ADJ bracis-33562 27 13 ner ner NOUN bracis-33562 27 14 categories category NOUN bracis-33562 27 15 . . PUNCT bracis-33562 28 1 the the DET bracis-33562 28 2 legal legal ADJ bracis-33562 28 3 domain domain NOUN bracis-33562 28 4 has have AUX bracis-33562 28 5 also also ADV bracis-33562 28 6 been be AUX bracis-33562 28 7 found find VERB bracis-33562 28 8 to to PART bracis-33562 28 9 benefit benefit VERB bracis-33562 28 10 from from ADP bracis-33562 28 11 the the DET bracis-33562 28 12 use use NOUN bracis-33562 28 13 of of ADP bracis-33562 28 14 specialised specialised ADJ bracis-33562 28 15 entities entity NOUN bracis-33562 28 16 , , PUNCT bracis-33562 28 17 such such ADJ bracis-33562 28 18 as as ADP bracis-33562 28 19 legal legal ADJ bracis-33562 28 20 citations citation NOUN bracis-33562 28 21 from from ADP bracis-33562 28 22 legislation legislation NOUN bracis-33562 28 23 or or CCONJ bracis-33562 28 24 court court NOUN bracis-33562 28 25 cases case NOUN bracis-33562 28 26 [ [ X bracis-33562 28 27 3 3 NUM bracis-33562 28 28 ] ] PUNCT bracis-33562 28 29 ; ; PUNCT bracis-33562 28 30 products product NOUN bracis-33562 28 31 of of ADP bracis-33562 28 32 law law NOUN bracis-33562 28 33 and and CCONJ bracis-33562 28 34 legal legal ADJ bracis-33562 28 35 basis basis NOUN bracis-33562 29 1 [ [ X bracis-33562 29 2 2 2 NUM bracis-33562 29 3 ] ] PUNCT bracis-33562 29 4 ; ; PUNCT bracis-33562 29 5 courts court NOUN bracis-33562 29 6 , , PUNCT bracis-33562 29 7 origins origin NOUN bracis-33562 29 8 of of ADP bracis-33562 29 9 legal legal ADJ bracis-33562 29 10 procedure procedure NOUN bracis-33562 29 11 , , PUNCT bracis-33562 29 12 and and CCONJ bracis-33562 29 13 trial trial NOUN bracis-33562 29 14 dates date VERB bracis-33562 29 15 [ [ X bracis-33562 29 16 7 7 NUM bracis-33562 29 17 ] ] PUNCT bracis-33562 29 18 ; ; PUNCT bracis-33562 29 19 and and CCONJ bracis-33562 29 20 decisions decision NOUN bracis-33562 29 21 and and CCONJ bracis-33562 29 22 sentences sentence NOUN bracis-33562 29 23 [ [ X bracis-33562 29 24 5 5 NUM bracis-33562 29 25 ] ] PUNCT bracis-33562 29 26 . . PUNCT bracis-33562 30 1 recent recent ADJ bracis-33562 30 2 studies study NOUN bracis-33562 30 3 have have AUX bracis-33562 30 4 explored explore VERB bracis-33562 30 5 these these DET bracis-33562 30 6 areas area NOUN bracis-33562 30 7 using use VERB bracis-33562 30 8 various various ADJ bracis-33562 30 9 techniques technique NOUN bracis-33562 30 10 with with ADP bracis-33562 30 11 transformer transformer NOUN bracis-33562 30 12 models model NOUN bracis-33562 30 13 , , PUNCT bracis-33562 30 14 including include VERB bracis-33562 30 15 domain domain NOUN bracis-33562 30 16 adaptation adaptation NOUN bracis-33562 30 17 [ [ X bracis-33562 30 18 4 4 NUM bracis-33562 30 19 , , PUNCT bracis-33562 30 20 9 9 NUM bracis-33562 30 21 ] ] PUNCT bracis-33562 30 22 , , PUNCT bracis-33562 30 23 fine fine ADV bracis-33562 30 24 - - PUNCT bracis-33562 30 25 tuning tune VERB bracis-33562 30 26 [ [ X bracis-33562 30 27 25 25 NUM bracis-33562 30 28 ] ] PUNCT bracis-33562 30 29 , , PUNCT bracis-33562 30 30 in in ADP bracis-33562 30 31 - - PUNCT bracis-33562 30 32 context context NOUN bracis-33562 30 33 learning learning NOUN bracis-33562 31 1 [ [ X bracis-33562 31 2 14 14 NUM bracis-33562 31 3 ] ] PUNCT bracis-33562 31 4 , , PUNCT bracis-33562 31 5 and and CCONJ bracis-33562 31 6 self self NOUN bracis-33562 31 7 - - PUNCT bracis-33562 31 8 learning learning NOUN bracis-33562 32 1 [ [ X bracis-33562 32 2 13 13 NUM bracis-33562 32 3 ] ] PUNCT bracis-33562 32 4 . . PUNCT bracis-33562 33 1 historical historical ADJ bracis-33562 33 2 texts text NOUN bracis-33562 33 3 represent represent VERB bracis-33562 33 4 another another DET bracis-33562 33 5 important important ADJ bracis-33562 33 6 domain domain NOUN bracis-33562 33 7 with with ADP bracis-33562 33 8 unique unique ADJ bracis-33562 33 9 characteristics characteristic NOUN bracis-33562 33 10 . . PUNCT bracis-33562 34 1 studies study NOUN bracis-33562 34 2 focusing focus VERB bracis-33562 34 3 on on ADP bracis-33562 34 4 ner ner NOUN bracis-33562 34 5 tasks task NOUN bracis-33562 34 6 in in ADP bracis-33562 34 7 historical historical ADJ bracis-33562 34 8 texts text NOUN bracis-33562 34 9 [ [ X bracis-33562 34 10 10 10 NUM bracis-33562 34 11 , , PUNCT bracis-33562 34 12 18 18 NUM bracis-33562 34 13 , , PUNCT bracis-33562 34 14 24 24 NUM bracis-33562 34 15 ] ] PUNCT bracis-33562 34 16 have have AUX bracis-33562 34 17 highlighted highlight VERB bracis-33562 34 18 the the DET bracis-33562 34 19 challenges challenge NOUN bracis-33562 34 20 posed pose VERB bracis-33562 34 21 by by ADP bracis-33562 34 22 different different ADJ bracis-33562 34 23 word word NOUN bracis-33562 34 24 spellings spelling NOUN bracis-33562 34 25 and and CCONJ bracis-33562 34 26 sentence sentence NOUN bracis-33562 34 27 structures structure NOUN bracis-33562 34 28 compared compare VERB bracis-33562 34 29 with with ADP bracis-33562 34 30 contemporary contemporary ADJ bracis-33562 34 31 texts text NOUN bracis-33562 34 32 in in ADP bracis-33562 34 33 the the DET bracis-33562 34 34 same same ADJ bracis-33562 34 35 language language NOUN bracis-33562 34 36 . . PUNCT bracis-33562 35 1 all all DET bracis-33562 35 2 the the DET bracis-33562 35 3 works work NOUN bracis-33562 35 4 discussed discuss VERB bracis-33562 35 5 so so ADV bracis-33562 35 6 far far ADV bracis-33562 35 7 have have AUX bracis-33562 35 8 focused focus VERB bracis-33562 35 9 on on ADP bracis-33562 35 10 ner ner NOUN bracis-33562 35 11 tasks task NOUN bracis-33562 35 12 within within ADP bracis-33562 35 13 the the DET bracis-33562 35 14 context context NOUN bracis-33562 35 15 of of ADP bracis-33562 35 16 portuguese portuguese ADJ bracis-33562 35 17 language language NOUN bracis-33562 35 18 texts text NOUN bracis-33562 35 19 . . PUNCT bracis-33562 36 1 in in ADP bracis-33562 36 2 this this DET bracis-33562 36 3 study study NOUN bracis-33562 36 4 , , PUNCT bracis-33562 36 5 we we PRON bracis-33562 36 6 extend extend VERB bracis-33562 36 7 this this DET bracis-33562 36 8 focus focus NOUN bracis-33562 36 9 by by ADP bracis-33562 36 10 evaluating evaluate VERB bracis-33562 36 11 the the DET bracis-33562 36 12 impact impact NOUN bracis-33562 36 13 of of ADP bracis-33562 36 14 portuguese portuguese ADJ bracis-33562 36 15 - - PUNCT bracis-33562 36 16 specific specific ADJ bracis-33562 36 17 models model NOUN bracis-33562 36 18 on on ADP bracis-33562 36 19 specialised specialised ADJ bracis-33562 36 20 texts text NOUN bracis-33562 36 21 , , PUNCT bracis-33562 36 22 specifically specifically ADV bracis-33562 36 23 within within ADP bracis-33562 36 24 the the DET bracis-33562 36 25 historical historical ADJ bracis-33562 36 26 and and CCONJ bracis-33562 36 27 legal legal ADJ bracis-33562 36 28 domains domain NOUN bracis-33562 36 29 , , PUNCT bracis-33562 36 30 exploring explore VERB bracis-33562 36 31 both both CCONJ bracis-33562 36 32 european european ADJ bracis-33562 36 33 and and CCONJ bracis-33562 36 34 brazilian brazilian ADJ bracis-33562 36 35 language language NOUN bracis-33562 36 36 variants variant NOUN bracis-33562 36 37 . . PUNCT bracis-33562 37 1 3 3 NUM bracis-33562 37 2 corpora corpora NOUN bracis-33562 37 3 3.1 3.1 NUM bracis-33562 37 4 european european ADJ bracis-33562 37 5 portuguese portuguese PROPN bracis-33562 37 6 annotated annotate VERB bracis-33562 37 7 historical historical ADJ bracis-33562 37 8 texts text NOUN bracis-33562 37 9 the the DET bracis-33562 37 10 first first ADJ bracis-33562 37 11 sub sub NOUN bracis-33562 37 12 - - NOUN bracis-33562 37 13 corpus corpus NOUN bracis-33562 37 14 considered consider VERB bracis-33562 37 15 in in ADP bracis-33562 37 16 this this DET bracis-33562 37 17 study study NOUN bracis-33562 37 18 is be AUX bracis-33562 37 19 a a DET bracis-33562 37 20 subset subset NOUN bracis-33562 37 21 of of ADP bracis-33562 37 22 the the DET bracis-33562 37 23 historical historical ADJ bracis-33562 37 24 pt pt PROPN bracis-33562 37 25 - - PUNCT bracis-33562 37 26 eu eu PROPN bracis-33562 37 27 corpus corpus PROPN bracis-33562 37 28 , , PUNCT bracis-33562 37 29 the the DET bracis-33562 37 30 parish parish PROPN bracis-33562 37 31 memories memories PROPN bracis-33562 37 32 collection collection PROPN bracis-33562 37 33 . . PUNCT bracis-33562 38 1 it it PRON bracis-33562 38 2 is be AUX bracis-33562 38 3 an an DET bracis-33562 38 4 18\(^{th}\)-century 18\(^{th}\)-century NUM bracis-33562 38 5 corpus corpus NOUN bracis-33562 38 6 composed compose VERB bracis-33562 38 7 of of ADP bracis-33562 38 8 the the DET bracis-33562 38 9 answers answer NOUN bracis-33562 38 10 to to ADP bracis-33562 38 11 a a DET bracis-33562 38 12 survey survey NOUN bracis-33562 38 13 sent send VERB bracis-33562 38 14 in in ADP bracis-33562 38 15 1758 1758 NUM bracis-33562 38 16 to to ADP bracis-33562 38 17 the the DET bracis-33562 38 18 portuguese portuguese ADJ bracis-33562 38 19 priests priest NOUN bracis-33562 38 20 to to PART bracis-33562 38 21 obtain obtain VERB bracis-33562 38 22 feedback feedback NOUN bracis-33562 38 23 about about ADP bracis-33562 38 24 the the DET bracis-33562 38 25 state state NOUN bracis-33562 38 26 of of ADP bracis-33562 38 27 the the DET bracis-33562 38 28 territory territory NOUN bracis-33562 38 29 after after ADP bracis-33562 38 30 the the DET bracis-33562 38 31 1755 1755 NUM bracis-33562 38 32 lisbon lisbon PROPN bracis-33562 38 33 big big ADJ bracis-33562 38 34 earthquake earthquake NOUN bracis-33562 38 35 and and CCONJ bracis-33562 38 36 to to PART bracis-33562 38 37 gather gather VERB bracis-33562 38 38 information information NOUN bracis-33562 38 39 to to PART bracis-33562 38 40 form form VERB bracis-33562 38 41 a a DET bracis-33562 38 42 geographical geographical ADJ bracis-33562 38 43 dictionary dictionary NOUN bracis-33562 38 44 of of ADP bracis-33562 38 45 portugal portugal PROPN bracis-33562 38 46 . . PUNCT bracis-33562 39 1 the the DET bracis-33562 39 2 sub sub NOUN bracis-33562 39 3 - - NOUN bracis-33562 39 4 corpus corpus NOUN bracis-33562 39 5 under under ADP bracis-33562 39 6 analysis analysis NOUN bracis-33562 39 7 contains contain VERB bracis-33562 39 8 71 71 NUM bracis-33562 39 9 memories memory NOUN bracis-33562 39 10 of of ADP bracis-33562 39 11 the the DET bracis-33562 39 12 municipalities municipality NOUN bracis-33562 39 13 of of ADP bracis-33562 39 14 the the DET bracis-33562 39 15 main main ADJ bracis-33562 39 16 cities city NOUN bracis-33562 39 17 in in ADP bracis-33562 39 18 the the DET bracis-33562 39 19 largest large ADJ bracis-33562 39 20 region region NOUN bracis-33562 39 21 in in ADP bracis-33562 39 22 portugal portugal PROPN bracis-33562 39 23 , , PUNCT bracis-33562 39 24 alentejo alentejo PROPN bracis-33562 39 25 , , PUNCT bracis-33562 39 26 i.e. i.e. X bracis-33562 39 27 , , PUNCT bracis-33562 39 28 portalegre portalegre NOUN bracis-33562 39 29 , , PUNCT bracis-33562 39 30 évora évora PROPN bracis-33562 39 31 and and CCONJ bracis-33562 39 32 beja beja PROPN bracis-33562 39 33 . . PUNCT bracis-33562 40 1 we we PRON bracis-33562 40 2 also also ADV bracis-33562 40 3 added add VERB bracis-33562 40 4 the the DET bracis-33562 40 5 memories memory NOUN bracis-33562 40 6 from from ADP bracis-33562 40 7 the the DET bracis-33562 40 8 municipality municipality NOUN bracis-33562 40 9 of of ADP bracis-33562 40 10 vila vila PROPN bracis-33562 40 11 viçosa viçosa PROPN bracis-33562 40 12 , , PUNCT bracis-33562 40 13 a a DET bracis-33562 40 14 historically historically ADV bracis-33562 40 15 relevant relevant ADJ bracis-33562 40 16 municipality municipality NOUN bracis-33562 40 17 , , PUNCT bracis-33562 40 18 dominated dominate VERB bracis-33562 40 19 by by ADP bracis-33562 40 20 the the DET bracis-33562 40 21 house house NOUN bracis-33562 40 22 of of ADP bracis-33562 40 23 bragança bragança NOUN bracis-33562 40 24 . . PUNCT bracis-33562 41 1 the the DET bracis-33562 41 2 original original ADJ bracis-33562 41 3 manuscripts manuscript NOUN bracis-33562 41 4 have have AUX bracis-33562 41 5 been be AUX bracis-33562 41 6 transcribed transcribe VERB bracis-33562 41 7 and and CCONJ bracis-33562 41 8 normalised normalise VERB bracis-33562 41 9 to to ADP bracis-33562 41 10 contemporary contemporary ADJ bracis-33562 41 11 standard standard ADJ bracis-33562 41 12 european european ADJ bracis-33562 41 13 portuguese portuguese PROPN bracis-33562 41 14 spelling spelling NOUN bracis-33562 41 15 . . PUNCT bracis-33562 42 1 the the DET bracis-33562 42 2 sub sub NOUN bracis-33562 42 3 - - NOUN bracis-33562 42 4 corpus corpus NOUN bracis-33562 42 5 was be AUX bracis-33562 42 6 annotated annotate VERB bracis-33562 42 7 with with ADP bracis-33562 42 8 named name VERB bracis-33562 42 9 entities entity NOUN bracis-33562 42 10 , , PUNCT bracis-33562 42 11 customised customise VERB bracis-33562 42 12 to to ADP bracis-33562 42 13 the the DET bracis-33562 42 14 historical historical ADJ bracis-33562 42 15 reality reality NOUN bracis-33562 42 16 . . PUNCT bracis-33562 43 1 in in ADP bracis-33562 43 2 a a DET bracis-33562 43 3 first first ADJ bracis-33562 43 4 approach approach NOUN bracis-33562 43 5 ( ( PUNCT bracis-33562 43 6 anonymous anonymous ADJ bracis-33562 43 7 , , PUNCT bracis-33562 43 8 2021 2021 NUM bracis-33562 43 9 ) ) PUNCT bracis-33562 43 10 three three NUM bracis-33562 43 11 basic basic ADJ bracis-33562 43 12 categories category NOUN bracis-33562 43 13 were be AUX bracis-33562 43 14 considered consider VERB bracis-33562 43 15 ( ( PUNCT bracis-33562 43 16 person person NOUN bracis-33562 43 17 , , PUNCT bracis-33562 43 18 local local ADJ bracis-33562 43 19 , , PUNCT bracis-33562 43 20 organisation organisation NOUN bracis-33562 43 21 ) ) PUNCT bracis-33562 43 22 , , PUNCT bracis-33562 43 23 as as SCONJ bracis-33562 43 24 , , PUNCT bracis-33562 43 25 for for ADP bracis-33562 43 26 a a DET bracis-33562 43 27 historian historian NOUN bracis-33562 43 28 , , PUNCT bracis-33562 43 29 they they PRON bracis-33562 43 30 aim aim VERB bracis-33562 43 31 to to PART bracis-33562 43 32 answer answer VERB bracis-33562 43 33 the the DET bracis-33562 43 34 main main ADJ bracis-33562 43 35 questions question NOUN bracis-33562 43 36 : : PUNCT bracis-33562 43 37 who who PRON bracis-33562 43 38 , , PUNCT bracis-33562 43 39 where where SCONJ bracis-33562 43 40 , , PUNCT bracis-33562 43 41 and and CCONJ bracis-33562 43 42 when when SCONJ bracis-33562 43 43 . . PUNCT bracis-33562 44 1 after after ADP bracis-33562 44 2 this this DET bracis-33562 44 3 initial initial ADJ bracis-33562 44 4 approach approach NOUN bracis-33562 44 5 , , PUNCT bracis-33562 44 6 considering consider VERB bracis-33562 44 7 the the DET bracis-33562 44 8 need need NOUN bracis-33562 44 9 to to PART bracis-33562 44 10 describe describe VERB bracis-33562 44 11 past past ADJ bracis-33562 44 12 realities reality NOUN bracis-33562 44 13 better well ADJ bracis-33562 44 14 , , PUNCT bracis-33562 44 15 a a DET bracis-33562 44 16 corpus corpus NOUN bracis-33562 44 17 - - PUNCT bracis-33562 44 18 based base VERB bracis-33562 44 19 study study NOUN bracis-33562 44 20 was be AUX bracis-33562 44 21 conducted conduct VERB bracis-33562 44 22 to to PART bracis-33562 44 23 define define VERB bracis-33562 44 24 extensions extension NOUN bracis-33562 44 25 of of ADP bracis-33562 44 26 these these DET bracis-33562 44 27 categories category NOUN bracis-33562 44 28 ( ( PUNCT bracis-33562 44 29 anonymous anonymous ADJ bracis-33562 44 30 , , PUNCT bracis-33562 44 31 2022 2022 NUM bracis-33562 44 32 ) ) PUNCT bracis-33562 44 33 according accord VERB bracis-33562 44 34 to to ADP bracis-33562 44 35 their their PRON bracis-33562 44 36 relevance relevance NOUN bracis-33562 44 37 to to ADP bracis-33562 44 38 the the DET bracis-33562 44 39 historian historian NOUN bracis-33562 44 40 ’s ’s PART bracis-33562 44 41 inquiry inquiry NOUN bracis-33562 44 42 . . PUNCT bracis-33562 45 1 for for ADP bracis-33562 45 2 that that PRON bracis-33562 45 3 , , PUNCT bracis-33562 45 4 the the DET bracis-33562 45 5 main main ADJ bracis-33562 45 6 category category NOUN bracis-33562 45 7 of of ADP bracis-33562 45 8 person person NOUN bracis-33562 45 9 was be AUX bracis-33562 45 10 broken break VERB bracis-33562 45 11 down down ADP bracis-33562 45 12 into into ADP bracis-33562 45 13 several several ADJ bracis-33562 45 14 subcategories subcategorie NOUN bracis-33562 45 15 . . PUNCT bracis-33562 46 1 the the DET bracis-33562 46 2 category category NOUN bracis-33562 46 3 person person NOUN bracis-33562 46 4 ( ( PUNCT bracis-33562 46 5 per per X bracis-33562 46 6 ) ) PUNCT bracis-33562 46 7 refers refer VERB bracis-33562 46 8 to to ADP bracis-33562 46 9 references reference NOUN bracis-33562 46 10 made make VERB bracis-33562 46 11 by by ADP bracis-33562 46 12 name name NOUN bracis-33562 46 13 , , PUNCT bracis-33562 46 14 first first ADJ bracis-33562 46 15 name name NOUN bracis-33562 46 16 , , PUNCT bracis-33562 46 17 and and CCONJ bracis-33562 46 18 family family NOUN bracis-33562 46 19 name name NOUN bracis-33562 46 20 ( ( PUNCT bracis-33562 46 21 per_nam per_nam PROPN bracis-33562 46 22 ) ) PUNCT bracis-33562 46 23 ; ; PUNCT bracis-33562 46 24 occupation occupation NOUN bracis-33562 46 25 ( ( PUNCT bracis-33562 46 26 per_occ per_occ NOUN bracis-33562 46 27 ) ) PUNCT bracis-33562 46 28 ; ; PUNCT bracis-33562 46 29 or or CCONJ bracis-33562 46 30 social social ADJ bracis-33562 46 31 category category NOUN bracis-33562 46 32 ( ( PUNCT bracis-33562 46 33 per_cat per_cat X bracis-33562 46 34 ) ) PUNCT bracis-33562 46 35 . . PUNCT bracis-33562 47 1 all all DET bracis-33562 47 2 these these DET bracis-33562 47 3 attributes attribute NOUN bracis-33562 47 4 reflect reflect VERB bracis-33562 47 5 the the DET bracis-33562 47 6 hierarchical hierarchical ADJ bracis-33562 47 7 structure structure NOUN bracis-33562 47 8 of of ADP bracis-33562 47 9 the the DET bracis-33562 47 10 18\(^{th}\)-century 18\(^{th}\)-century ADJ bracis-33562 47 11 portuguese portuguese ADJ bracis-33562 47 12 society society NOUN bracis-33562 47 13 as as SCONJ bracis-33562 47 14 , , PUNCT bracis-33562 47 15 frequently frequently ADV bracis-33562 47 16 , , PUNCT bracis-33562 47 17 titles title NOUN bracis-33562 47 18 and and CCONJ bracis-33562 47 19 occupation occupation NOUN bracis-33562 47 20 positions position NOUN bracis-33562 47 21 were be AUX bracis-33562 47 22 almost almost ADV bracis-33562 47 23 part part NOUN bracis-33562 47 24 of of ADP bracis-33562 47 25 a a DET bracis-33562 47 26 person person NOUN bracis-33562 47 27 ’s ’s PART bracis-33562 47 28 name name NOUN bracis-33562 47 29 and and CCONJ bracis-33562 47 30 identity identity NOUN bracis-33562 47 31 . . PUNCT bracis-33562 48 1 an an DET bracis-33562 48 2 example example NOUN bracis-33562 48 3 of of ADP bracis-33562 48 4 mentions mention NOUN bracis-33562 48 5 to to ADP bracis-33562 48 6 persons person NOUN bracis-33562 48 7 by by ADP bracis-33562 48 8 occupation occupation NOUN bracis-33562 48 9 is be AUX bracis-33562 48 10 reitor reitor PROPN bracis-33562 48 11 da da PROPN bracis-33562 48 12 universidade universidade PROPN bracis-33562 48 13 de de PROPN bracis-33562 48 14 évora évora PROPN bracis-33562 48 15 ( ( PUNCT bracis-33562 48 16 rector rector NOUN bracis-33562 48 17 of of ADP bracis-33562 48 18 the the DET bracis-33562 48 19 university university PROPN bracis-33562 48 20 of of ADP bracis-33562 48 21 évora évora PROPN bracis-33562 48 22 ) ) PUNCT bracis-33562 48 23 . . PUNCT bracis-33562 49 1 still still ADV bracis-33562 49 2 related relate VERB bracis-33562 49 3 to to ADP bracis-33562 49 4 the the DET bracis-33562 49 5 per per ADJ bracis-33562 49 6 category category NOUN bracis-33562 49 7 , , PUNCT bracis-33562 49 8 and and CCONJ bracis-33562 49 9 because because SCONJ bracis-33562 49 10 they they PRON bracis-33562 49 11 constitute constitute VERB bracis-33562 49 12 specific specific ADJ bracis-33562 49 13 details detail NOUN bracis-33562 49 14 of of ADP bracis-33562 49 15 person person NOUN bracis-33562 49 16 , , PUNCT bracis-33562 49 17 we we PRON bracis-33562 49 18 established establish VERB bracis-33562 49 19 other other ADJ bracis-33562 49 20 subcategories subcategorie NOUN bracis-33562 49 21 to to ADP bracis-33562 49 22 label label NOUN bracis-33562 49 23 saints saint NOUN bracis-33562 49 24 ( ( PUNCT bracis-33562 49 25 per_saint per_saint NOUN bracis-33562 49 26 ) ) PUNCT bracis-33562 49 27 ; ; PUNCT bracis-33562 49 28 divinities divinity NOUN bracis-33562 49 29 ( ( PUNCT bracis-33562 49 30 per_div per_div NUM bracis-33562 49 31 ) ) PUNCT bracis-33562 49 32 ; ; PUNCT bracis-33562 49 33 groups group NOUN bracis-33562 49 34 of of ADP bracis-33562 49 35 persons person NOUN bracis-33562 49 36 ( ( PUNCT bracis-33562 49 37 per_pgrp per_pgrp NOUN bracis-33562 49 38 ) ) PUNCT bracis-33562 49 39 ; ; PUNCT bracis-33562 49 40 and and CCONJ bracis-33562 49 41 authors author NOUN bracis-33562 49 42 ( ( PUNCT bracis-33562 49 43 per_aut per_aut PROPN bracis-33562 49 44 ) ) PUNCT bracis-33562 49 45 . . PUNCT bracis-33562 50 1 the the DET bracis-33562 50 2 subcategory subcategory NOUN bracis-33562 50 3 for for ADP bracis-33562 50 4 groups group NOUN bracis-33562 50 5 of of ADP bracis-33562 50 6 persons person NOUN bracis-33562 50 7 is be AUX bracis-33562 50 8 used use VERB bracis-33562 50 9 to to PART bracis-33562 50 10 annotate annotate VERB bracis-33562 50 11 organic organic ADJ bracis-33562 50 12 groups group NOUN bracis-33562 50 13 , , PUNCT bracis-33562 50 14 families family NOUN bracis-33562 50 15 , , PUNCT bracis-33562 50 16 and and CCONJ bracis-33562 50 17 members member NOUN bracis-33562 50 18 of of ADP bracis-33562 50 19 an an DET bracis-33562 50 20 organisation organisation NOUN bracis-33562 50 21 , , PUNCT bracis-33562 50 22 among among ADP bracis-33562 50 23 others other NOUN bracis-33562 50 24 . . PUNCT bracis-33562 51 1 monges monge NOUN bracis-33562 51 2 cartuxos cartuxos NOUN bracis-33562 51 3 ( ( PUNCT bracis-33562 51 4 carthusians carthusian NOUN bracis-33562 51 5 monks monk NOUN bracis-33562 51 6 ) ) PUNCT bracis-33562 51 7 and and CCONJ bracis-33562 51 8 sarracenos sarracenos PROPN bracis-33562 51 9 ( ( PUNCT bracis-33562 51 10 the the DET bracis-33562 51 11 saracens saracen NOUN bracis-33562 51 12 ) ) PUNCT bracis-33562 51 13 are be AUX bracis-33562 51 14 examples example NOUN bracis-33562 51 15 of of ADP bracis-33562 51 16 this this DET bracis-33562 51 17 category category NOUN bracis-33562 51 18 . . PUNCT bracis-33562 52 1 concerning concern VERB bracis-33562 52 2 the the DET bracis-33562 52 3 local local ADJ bracis-33562 52 4 category category NOUN bracis-33562 52 5 , , PUNCT bracis-33562 52 6 we we PRON bracis-33562 52 7 generalised generalise VERB bracis-33562 52 8 it it PRON bracis-33562 52 9 to to ADP bracis-33562 52 10 place place NOUN bracis-33562 52 11 ( ( PUNCT bracis-33562 52 12 plc plc NOUN bracis-33562 52 13 ) ) PUNCT bracis-33562 52 14 . . PUNCT bracis-33562 53 1 this this DET bracis-33562 53 2 category category NOUN bracis-33562 53 3 includes include VERB bracis-33562 53 4 geopolitical geopolitical ADJ bracis-33562 53 5 entities entity NOUN bracis-33562 53 6 ( ( PUNCT bracis-33562 53 7 plc_gpe plc_gpe NOUN bracis-33562 53 8 ) ) PUNCT bracis-33562 53 9 , , PUNCT bracis-33562 53 10 aquifers(plc_aqu aquifers(plc_aqu PROPN bracis-33562 53 11 ) ) PUNCT bracis-33562 53 12 , , PUNCT bracis-33562 53 13 mountains mountain NOUN bracis-33562 53 14 ( ( PUNCT bracis-33562 53 15 plc_mount plc_mount PROPN bracis-33562 53 16 ) ) PUNCT bracis-33562 53 17 , , PUNCT bracis-33562 53 18 facilities facility NOUN bracis-33562 53 19 ( ( PUNCT bracis-33562 53 20 plc_fac plc_fac NOUN bracis-33562 53 21 ) ) PUNCT bracis-33562 53 22 , , PUNCT bracis-33562 53 23 and and CCONJ bracis-33562 53 24 one one NUM bracis-33562 53 25 extra extra ADJ bracis-33562 53 26 subcategory subcategory NOUN bracis-33562 53 27 for for ADP bracis-33562 53 28 other other ADJ bracis-33562 53 29 locations location NOUN bracis-33562 53 30 ( ( PUNCT bracis-33562 53 31 plc_loc plc_loc NOUN bracis-33562 53 32 ) ) PUNCT bracis-33562 53 33 as as ADP bracis-33562 53 34 for for ADP bracis-33562 53 35 instance instance NOUN bracis-33562 53 36 , , PUNCT bracis-33562 53 37 bispado bispado PROPN bracis-33562 53 38 de de X bracis-33562 53 39 portalegre portalegre NOUN bracis-33562 53 40 ( ( PUNCT bracis-33562 53 41 bishopric bishopric NOUN bracis-33562 53 42 of of ADP bracis-33562 53 43 portalegre portalegre NOUN bracis-33562 53 44 , , PUNCT bracis-33562 53 45 plc_gpe plc_gpe NOUN bracis-33562 53 46 ) ) PUNCT bracis-33562 53 47 and and CCONJ bracis-33562 53 48 rio rio PROPN bracis-33562 53 49 guadiana guadiana PROPN bracis-33562 53 50 ( ( PUNCT bracis-33562 53 51 guadiana guadiana PROPN bracis-33562 53 52 river river PROPN bracis-33562 53 53 , , PUNCT bracis-33562 53 54 plc_aqu plc_aqu PROPN bracis-33562 53 55 ) ) PUNCT bracis-33562 53 56 . . PUNCT bracis-33562 54 1 geopolitical geopolitical ADJ bracis-33562 54 2 entities entity NOUN bracis-33562 54 3 were be AUX bracis-33562 54 4 included include VERB bracis-33562 54 5 to to PART bracis-33562 54 6 avoid avoid VERB bracis-33562 54 7 ambiguities ambiguity NOUN bracis-33562 54 8 among among ADP bracis-33562 54 9 locations location NOUN bracis-33562 54 10 and and CCONJ bracis-33562 54 11 organisations organisation NOUN bracis-33562 54 12 , , PUNCT bracis-33562 54 13 as as SCONJ bracis-33562 54 14 this this DET bracis-33562 54 15 categories category NOUN bracis-33562 54 16 aggregates aggregate VERB bracis-33562 54 17 them they PRON bracis-33562 54 18 indistinctly indistinctly ADV bracis-33562 54 19 . . PUNCT bracis-33562 55 1 other other ADJ bracis-33562 55 2 references reference NOUN bracis-33562 55 3 to to ADP bracis-33562 55 4 geographical geographical ADJ bracis-33562 55 5 points point NOUN bracis-33562 55 6 , , PUNCT bracis-33562 55 7 such such ADJ bracis-33562 55 8 as as ADP bracis-33562 55 9 rivers river NOUN bracis-33562 55 10 and and CCONJ bracis-33562 55 11 mountains mountain NOUN bracis-33562 55 12 , , PUNCT bracis-33562 55 13 are be AUX bracis-33562 55 14 essential essential ADJ bracis-33562 55 15 for for ADP bracis-33562 55 16 geo geo PROPN bracis-33562 55 17 - - PUNCT bracis-33562 55 18 references reference NOUN bracis-33562 55 19 . . PUNCT bracis-33562 56 1 the the DET bracis-33562 56 2 remaining remain VERB bracis-33562 56 3 categories category NOUN bracis-33562 56 4 are be AUX bracis-33562 56 5 for for ADP bracis-33562 56 6 organisation organisation NOUN bracis-33562 56 7 , , PUNCT bracis-33562 56 8 time time NOUN bracis-33562 56 9 , , PUNCT bracis-33562 56 10 and and CCONJ bracis-33562 56 11 authored author VERB bracis-33562 56 12 work work NOUN bracis-33562 56 13 . . PUNCT bracis-33562 57 1 the the DET bracis-33562 57 2 org org ADJ bracis-33562 57 3 category category NOUN bracis-33562 57 4 labels label VERB bracis-33562 57 5 several several ADJ bracis-33562 57 6 organisations organisation NOUN bracis-33562 57 7 as as ADP bracis-33562 57 8 , , PUNCT bracis-33562 57 9 for for ADP bracis-33562 57 10 example example NOUN bracis-33562 57 11 , , PUNCT bracis-33562 57 12 companhia companhia PROPN bracis-33562 57 13 de de ADP bracis-33562 57 14 jesus jesus PROPN bracis-33562 57 15 ( ( PUNCT bracis-33562 57 16 society society NOUN bracis-33562 57 17 of of ADP bracis-33562 57 18 jesus jesus PROPN bracis-33562 57 19 ) ) PUNCT bracis-33562 57 20 , , PUNCT bracis-33562 57 21 and and CCONJ bracis-33562 57 22 universidade universidade PROPN bracis-33562 57 23 de de PROPN bracis-33562 57 24 coimbra coimbra PROPN bracis-33562 57 25 ( ( PUNCT bracis-33562 57 26 university university NOUN bracis-33562 57 27 of of ADP bracis-33562 57 28 coimbra coimbra PROPN bracis-33562 57 29 ) ) PUNCT bracis-33562 57 30 . . PUNCT bracis-33562 58 1 table table NOUN bracis-33562 58 2 1 1 NUM bracis-33562 58 3 . . PUNCT bracis-33562 58 4 frequency frequency NOUN bracis-33562 58 5 of of ADP bracis-33562 58 6 named name VERB bracis-33562 58 7 entities entity NOUN bracis-33562 58 8 in in ADP bracis-33562 58 9 the the DET bracis-33562 58 10 parish parish ADJ bracis-33562 58 11 memories memory NOUN bracis-33562 58 12 for for ADP bracis-33562 58 13 each each DET bracis-33562 58 14 type.full type.full NUM bracis-33562 58 15 size size NOUN bracis-33562 58 16 table table NOUN bracis-33562 58 17 for for ADP bracis-33562 58 18 tim_cron tim_cron NOUN bracis-33562 58 19 , , PUNCT bracis-33562 58 20 we we PRON bracis-33562 58 21 only only ADV bracis-33562 58 22 annotated annotate VERB bracis-33562 58 23 specific specific ADJ bracis-33562 58 24 references reference NOUN bracis-33562 58 25 to to ADP bracis-33562 58 26 dates date NOUN bracis-33562 58 27 , , PUNCT bracis-33562 58 28 for for ADP bracis-33562 58 29 instance instance NOUN bracis-33562 58 30 , , PUNCT bracis-33562 58 31 o o PROPN bracis-33562 58 32 ano ano PROPN bracis-33562 58 33 de de X bracis-33562 58 34 1755 1755 NUM bracis-33562 58 35 ( ( PUNCT bracis-33562 58 36 the the DET bracis-33562 58 37 year year NOUN bracis-33562 58 38 of of ADP bracis-33562 58 39 1755 1755 NUM bracis-33562 58 40 ) ) PUNCT bracis-33562 58 41 . . PUNCT bracis-33562 59 1 we we PRON bracis-33562 59 2 also also ADV bracis-33562 59 3 established establish VERB bracis-33562 59 4 a a DET bracis-33562 59 5 category category NOUN bracis-33562 59 6 , , PUNCT bracis-33562 59 7 autwork autwork NOUN bracis-33562 59 8 , , PUNCT bracis-33562 59 9 that that PRON bracis-33562 59 10 allows allow VERB bracis-33562 59 11 us we PRON bracis-33562 59 12 to to PART bracis-33562 59 13 treat treat VERB bracis-33562 59 14 the the DET bracis-33562 59 15 text text NOUN bracis-33562 59 16 sources source NOUN bracis-33562 59 17 mentioned mention VERB bracis-33562 59 18 in in ADP bracis-33562 59 19 the the DET bracis-33562 59 20 corpus corpus NOUN bracis-33562 59 21 to to PART bracis-33562 59 22 recognise recognise VERB bracis-33562 59 23 the the DET bracis-33562 59 24 text text NOUN bracis-33562 59 25 sources source NOUN bracis-33562 59 26 mentioned mention VERB bracis-33562 59 27 by by ADP bracis-33562 59 28 priests priest NOUN bracis-33562 59 29 . . PUNCT bracis-33562 60 1 an an DET bracis-33562 60 2 extended extended ADJ bracis-33562 60 3 set set NOUN bracis-33562 60 4 of of ADP bracis-33562 60 5 ne ne PROPN bracis-33562 60 6 categories category NOUN bracis-33562 60 7 to to PART bracis-33562 60 8 account account VERB bracis-33562 60 9 for for ADP bracis-33562 60 10 past past ADJ bracis-33562 60 11 ages age NOUN bracis-33562 60 12 also also ADV bracis-33562 60 13 implies imply VERB bracis-33562 60 14 more more ADJ bracis-33562 60 15 complexity complexity NOUN bracis-33562 60 16 in in ADP bracis-33562 60 17 annotation annotation NOUN bracis-33562 60 18 and and CCONJ bracis-33562 60 19 their their PRON bracis-33562 60 20 computational computational ADJ bracis-33562 60 21 processes process NOUN bracis-33562 60 22 . . PUNCT bracis-33562 61 1 all all DET bracis-33562 61 2 the the DET bracis-33562 61 3 documents document NOUN bracis-33562 61 4 of of ADP bracis-33562 61 5 the the DET bracis-33562 61 6 sub sub NOUN bracis-33562 61 7 - - NOUN bracis-33562 61 8 corpus corpus NOUN bracis-33562 61 9 were be AUX bracis-33562 61 10 manually manually ADV bracis-33562 61 11 annotated annotate VERB bracis-33562 61 12 based base VERB bracis-33562 61 13 on on ADP bracis-33562 61 14 the the DET bracis-33562 61 15 consensual consensual ADJ bracis-33562 61 16 judgment judgment NOUN bracis-33562 61 17 of of ADP bracis-33562 61 18 four four NUM bracis-33562 61 19 annotators annotator NOUN bracis-33562 61 20 , , PUNCT bracis-33562 61 21 and and CCONJ bracis-33562 61 22 it it PRON bracis-33562 61 23 was be AUX bracis-33562 61 24 made make VERB bracis-33562 61 25 using use VERB bracis-33562 61 26 the the DET bracis-33562 61 27 inception inception ADJ bracis-33562 61 28 platformfootnote platformfootnote NOUN bracis-33562 61 29 1 1 NUM bracis-33562 61 30 . . PUNCT bracis-33562 62 1 as as SCONJ bracis-33562 62 2 can can AUX bracis-33562 62 3 seen see VERB bracis-33562 62 4 in in ADP bracis-33562 62 5 table table NOUN bracis-33562 62 6     SPACE bracis-33562 62 7 1 1 NUM bracis-33562 62 8 , , PUNCT bracis-33562 62 9 we we PRON bracis-33562 62 10 have have VERB bracis-33562 62 11 5,031 5,031 NUM bracis-33562 62 12 annotated annotate VERB bracis-33562 62 13 nes ne NOUN bracis-33562 62 14 . . PUNCT bracis-33562 63 1 the the DET bracis-33562 63 2 major major ADJ bracis-33562 63 3 classes class NOUN bracis-33562 63 4 are be AUX bracis-33562 63 5 geo geo PROPN bracis-33562 63 6 - - ADJ bracis-33562 63 7 political political ADJ bracis-33562 63 8 entities entity NOUN bracis-33562 63 9 , , PUNCT bracis-33562 63 10 person person NOUN bracis-33562 63 11 names name NOUN bracis-33562 63 12 , , PUNCT bracis-33562 63 13 and and CCONJ bracis-33562 63 14 saints saint NOUN bracis-33562 63 15 . . PUNCT bracis-33562 64 1 persons person NOUN bracis-33562 64 2 are be AUX bracis-33562 64 3 referenced reference VERB bracis-33562 64 4 only only ADV bracis-33562 64 5 by by ADP bracis-33562 64 6 category category NOUN bracis-33562 64 7 , , PUNCT bracis-33562 64 8 and and CCONJ bracis-33562 64 9 mountains mountain NOUN bracis-33562 64 10 are be AUX bracis-33562 64 11 the the DET bracis-33562 64 12 least least ADV bracis-33562 64 13 represented represent VERB bracis-33562 64 14 . . PUNCT bracis-33562 65 1 for for ADP bracis-33562 65 2 training training NOUN bracis-33562 65 3 , , PUNCT bracis-33562 65 4 development development NOUN bracis-33562 65 5 , , PUNCT bracis-33562 65 6 and and CCONJ bracis-33562 65 7 testing testing NOUN bracis-33562 65 8 , , PUNCT bracis-33562 65 9 the the DET bracis-33562 65 10 distribution distribution NOUN bracis-33562 65 11 is be AUX bracis-33562 65 12 70 70 NUM bracis-33562 65 13 , , PUNCT bracis-33562 65 14 10 10 NUM bracis-33562 65 15 , , PUNCT bracis-33562 65 16 and and CCONJ bracis-33562 65 17 20 20 NUM bracis-33562 65 18 % % NOUN bracis-33562 65 19 . . PUNCT bracis-33562 66 1 3.2 3.2 NUM bracis-33562 66 2 brazilian brazilian ADJ bracis-33562 66 3 portuguese portuguese PROPN bracis-33562 66 4 annotated annotate VERB bracis-33562 66 5 legislative legislative ADJ bracis-33562 66 6 texts text NOUN bracis-33562 66 7 table table NOUN bracis-33562 66 8 2 2 NUM bracis-33562 66 9 . . PUNCT bracis-33562 66 10 frequency frequency NOUN bracis-33562 66 11 of of ADP bracis-33562 66 12 named name VERB bracis-33562 66 13 entities entity NOUN bracis-33562 66 14 in in ADP bracis-33562 66 15 ulyssesner ulyssesner NOUN bracis-33562 66 16 - - PUNCT bracis-33562 66 17 br br NOUN bracis-33562 66 18 for for ADP bracis-33562 66 19 each each DET bracis-33562 66 20 type.full type.full NUM bracis-33562 66 21 size size NOUN bracis-33562 66 22 table table NOUN bracis-33562 66 23 the the DET bracis-33562 66 24 legislative legislative ADJ bracis-33562 66 25 corpus corpus NOUN bracis-33562 66 26 used use VERB bracis-33562 66 27 in in ADP bracis-33562 66 28 this this DET bracis-33562 66 29 work work NOUN bracis-33562 66 30 is be AUX bracis-33562 66 31 ulyssesner ulyssesner NOUN bracis-33562 66 32 - - PUNCT bracis-33562 66 33 br br NOUN bracis-33562 67 1 [ [ X bracis-33562 67 2 2 2 NUM bracis-33562 67 3 ] ] PUNCT bracis-33562 67 4 . . PUNCT bracis-33562 68 1 it it PRON bracis-33562 68 2 comprised comprise VERB bracis-33562 68 3 150 150 NUM bracis-33562 68 4 bills bill NOUN bracis-33562 68 5 from from ADP bracis-33562 68 6 the the DET bracis-33562 68 7 brazilian brazilian ADJ bracis-33562 68 8 chamber chamber NOUN bracis-33562 68 9 of of ADP bracis-33562 68 10 deputies deputy NOUN bracis-33562 68 11 ( ( PUNCT bracis-33562 68 12 bcod bcod NOUN bracis-33562 68 13 ) ) PUNCT bracis-33562 68 14 . . PUNCT bracis-33562 69 1 annotations annotation NOUN bracis-33562 69 2 were be AUX bracis-33562 69 3 performed perform VERB bracis-33562 69 4 in in ADP bracis-33562 69 5 three three NUM bracis-33562 69 6 phases phase NOUN bracis-33562 69 7 by by ADP bracis-33562 69 8 two two NUM bracis-33562 69 9 undergraduate undergraduate ADJ bracis-33562 69 10 students student NOUN bracis-33562 69 11 and and CCONJ bracis-33562 69 12 one one NUM bracis-33562 69 13 graduate graduate NOUN bracis-33562 69 14 student student NOUN bracis-33562 69 15 as as ADP bracis-33562 69 16 a a DET bracis-33562 69 17 curator curator NOUN bracis-33562 69 18 . . PUNCT bracis-33562 70 1 ulyssesner ulyssesner NOUN bracis-33562 70 2 - - PUNCT bracis-33562 70 3 br br NOUN bracis-33562 71 1 [ [ X bracis-33562 71 2 2 2 NUM bracis-33562 71 3 ] ] PUNCT bracis-33562 71 4 included include VERB bracis-33562 71 5 both both CCONJ bracis-33562 71 6 coarse coarse ADJ bracis-33562 71 7 and and CCONJ bracis-33562 71 8 fine fine ADV bracis-33562 71 9 - - PUNCT bracis-33562 71 10 grained grain VERB bracis-33562 71 11 levels level NOUN bracis-33562 71 12 . . PUNCT bracis-33562 72 1 the the DET bracis-33562 72 2 coarse coarse ADV bracis-33562 72 3 - - PUNCT bracis-33562 72 4 grained grain VERB bracis-33562 72 5 level level NOUN bracis-33562 72 6 comprises comprise VERB bracis-33562 72 7 seven seven NUM bracis-33562 72 8 entity entity NOUN bracis-33562 72 9 categories category NOUN bracis-33562 72 10 , , PUNCT bracis-33562 72 11 whereas whereas SCONJ bracis-33562 72 12 the the DET bracis-33562 72 13 fine fine ADV bracis-33562 72 14 - - PUNCT bracis-33562 72 15 grained grain VERB bracis-33562 72 16 level level NOUN bracis-33562 72 17 includes include VERB bracis-33562 72 18 eighteen eighteen NUM bracis-33562 72 19 entity entity NOUN bracis-33562 72 20 types type NOUN bracis-33562 72 21 . . PUNCT bracis-33562 73 1 the the DET bracis-33562 73 2 entities entity NOUN bracis-33562 73 3 follow follow VERB bracis-33562 73 4 the the DET bracis-33562 73 5 traditional traditional ADJ bracis-33562 73 6 harem harem NOUN bracis-33562 73 7 [ [ X bracis-33562 73 8 16 16 NUM bracis-33562 73 9 ] ] X bracis-33562 73 10 entities entity NOUN bracis-33562 73 11 ( ( PUNCT bracis-33562 73 12 person person NOUN bracis-33562 73 13 , , PUNCT bracis-33562 73 14 location location NOUN bracis-33562 73 15 , , PUNCT bracis-33562 73 16 organisation organisation NOUN bracis-33562 73 17 , , PUNCT bracis-33562 73 18 event event NOUN bracis-33562 73 19 , , PUNCT bracis-33562 73 20 and and CCONJ bracis-33562 73 21 date date NOUN bracis-33562 73 22 ) ) PUNCT bracis-33562 73 23 with with ADP bracis-33562 73 24 the the DET bracis-33562 73 25 addition addition NOUN bracis-33562 73 26 of of ADP bracis-33562 73 27 domain domain NOUN bracis-33562 73 28 - - PUNCT bracis-33562 73 29 specific specific ADJ bracis-33562 73 30 entities entity NOUN bracis-33562 73 31 such such ADJ bracis-33562 73 32 as as ADP bracis-33562 73 33 law law NOUN bracis-33562 73 34 foundations foundation NOUN bracis-33562 73 35 and and CCONJ bracis-33562 73 36 law law NOUN bracis-33562 73 37 products product NOUN bracis-33562 73 38 . . PUNCT bracis-33562 74 1 the the DET bracis-33562 74 2 entity entity NOUN bracis-33562 74 3 pessoa pessoa NOUN bracis-33562 74 4 ( ( PUNCT bracis-33562 74 5 person person NOUN bracis-33562 74 6 ) ) PUNCT bracis-33562 74 7 was be AUX bracis-33562 74 8 specialised specialise VERB bracis-33562 74 9 in in ADP bracis-33562 74 10 three three NUM bracis-33562 74 11 types type NOUN bracis-33562 74 12 : : PUNCT bracis-33562 74 13 pessoaindividual pessoaindividual ADJ bracis-33562 74 14 ( ( PUNCT bracis-33562 74 15 individual individual ADJ bracis-33562 74 16 ) ) PUNCT bracis-33562 74 17 , , PUNCT bracis-33562 74 18 pessoacargo pessoacargo NOUN bracis-33562 74 19 ( ( PUNCT bracis-33562 74 20 occupation occupation NOUN bracis-33562 74 21 ) ) PUNCT bracis-33562 74 22 , , PUNCT bracis-33562 74 23 and and CCONJ bracis-33562 74 24 pessoagrupocargo pessoagrupocargo NOUN bracis-33562 74 25 ( ( PUNCT bracis-33562 74 26 group group NOUN bracis-33562 74 27 of of ADP bracis-33562 74 28 occupations occupation NOUN bracis-33562 74 29 ) ) PUNCT bracis-33562 74 30 . . PUNCT bracis-33562 75 1 in in ADP bracis-33562 75 2 this this DET bracis-33562 75 3 division division NOUN bracis-33562 75 4 , , PUNCT bracis-33562 75 5 it it PRON bracis-33562 75 6 is be AUX bracis-33562 75 7 possible possible ADJ bracis-33562 75 8 fine fine ADJ bracis-33562 75 9 - - PUNCT bracis-33562 75 10 grained grain VERB bracis-33562 75 11 levels level NOUN bracis-33562 75 12 of of ADP bracis-33562 75 13 person person NOUN bracis-33562 75 14 citations citation VERB bracis-33562 75 15 , , PUNCT bracis-33562 75 16 such such ADJ bracis-33562 75 17 as as ADP bracis-33562 75 18 deputado deputado PROPN bracis-33562 75 19 hildo hildo PROPN bracis-33562 75 20 rocha rocha PROPN bracis-33562 75 21 ( ( PUNCT bracis-33562 75 22 deputy deputy PROPN bracis-33562 75 23 hildo hildo PROPN bracis-33562 75 24 rocha rocha PROPN bracis-33562 75 25 ) ) PUNCT bracis-33562 75 26 , , PUNCT bracis-33562 75 27 and and CCONJ bracis-33562 75 28 16 16 NUM bracis-33562 75 29 de de X bracis-33562 75 30 março março PROPN bracis-33562 75 31 de de X bracis-33562 75 32 2011 2011 NUM bracis-33562 76 1 [ [ X bracis-33562 76 2 march march PROPN bracis-33562 76 3 16 16 NUM bracis-33562 76 4 , , PUNCT bracis-33562 76 5 2011 2011 NUM bracis-33562 76 6 ] ] PUNCT bracis-33562 76 7 . . PUNCT bracis-33562 77 1 fundamento fundamento PROPN bracis-33562 77 2 ( ( PUNCT bracis-33562 77 3 law law NOUN bracis-33562 77 4 foundation foundation PROPN bracis-33562 77 5 ) ) PUNCT bracis-33562 77 6 refers refer VERB bracis-33562 77 7 to to ADP bracis-33562 77 8 various various ADJ bracis-33562 77 9 legal legal ADJ bracis-33562 77 10 entities entity NOUN bracis-33562 77 11 such such ADJ bracis-33562 77 12 as as ADP bracis-33562 77 13 laws law NOUN bracis-33562 77 14 , , PUNCT bracis-33562 77 15 bills bill NOUN bracis-33562 77 16 , , PUNCT bracis-33562 77 17 and and CCONJ bracis-33562 77 18 legislative legislative ADJ bracis-33562 77 19 consultations consultation NOUN bracis-33562 77 20 requested request VERB bracis-33562 77 21 by by ADP bracis-33562 77 22 congressmen congressman NOUN bracis-33562 77 23 . . PUNCT bracis-33562 78 1 this this DET bracis-33562 78 2 category category NOUN bracis-33562 78 3 includes include VERB bracis-33562 78 4 fine fine ADV bracis-33562 78 5 - - PUNCT bracis-33562 78 6 grained grain VERB bracis-33562 78 7 entities entity NOUN bracis-33562 78 8 , , PUNCT bracis-33562 78 9 such such ADJ bracis-33562 78 10 as as ADP bracis-33562 78 11 fundlei fundlei NOUN bracis-33562 78 12 ( ( PUNCT bracis-33562 78 13 legal legal ADJ bracis-33562 78 14 norm norm NOUN bracis-33562 78 15 ) ) PUNCT bracis-33562 78 16 , , PUNCT bracis-33562 78 17 fundapelido fundapelido NOUN bracis-33562 78 18 ( ( PUNCT bracis-33562 78 19 legal legal ADJ bracis-33562 78 20 norm norm NOUN bracis-33562 78 21 nickname nickname NOUN bracis-33562 78 22 ) ) PUNCT bracis-33562 78 23 , , PUNCT bracis-33562 78 24 and and CCONJ bracis-33562 78 25 fundprojetodelei fundprojetodelei NOUN bracis-33562 78 26 ( ( PUNCT bracis-33562 78 27 bill bill NOUN bracis-33562 78 28 ) ) PUNCT bracis-33562 78 29 . . PUNCT bracis-33562 79 1 examples example NOUN bracis-33562 79 2 of of ADP bracis-33562 79 3 fine fine ADV bracis-33562 79 4 - - PUNCT bracis-33562 79 5 grained grain VERB bracis-33562 79 6 entities entity NOUN bracis-33562 79 7 include include VERB bracis-33562 79 8 art art NOUN bracis-33562 79 9 . . PUNCT bracis-33562 80 1 34 34 NUM bracis-33562 80 2 do do VERB bracis-33562 80 3 estatuto estatuto PROPN bracis-33562 80 4 do do VERB bracis-33562 80 5 idoso idoso NOUN bracis-33562 80 6 ( ( PUNCT bracis-33562 80 7 art art NOUN bracis-33562 80 8 . . PUNCT bracis-33562 81 1 34 34 NUM bracis-33562 81 2 of of ADP bracis-33562 81 3 the the DET bracis-33562 81 4 elderly elderly ADJ bracis-33562 81 5 statute statute NOUN bracis-33562 81 6 ) ) PUNCT bracis-33562 81 7 , , PUNCT bracis-33562 81 8 and and CCONJ bracis-33562 81 9 código código PROPN bracis-33562 81 10 brasileiro brasileiro PROPN bracis-33562 81 11 de de X bracis-33562 81 12 trânsito trânsito X bracis-33562 81 13 ( ( PUNCT bracis-33562 81 14 brazilian brazilian ADJ bracis-33562 81 15 traffic traffic NOUN bracis-33562 81 16 code code PROPN bracis-33562 81 17 ) ) PUNCT bracis-33562 81 18 . . PUNCT bracis-33562 82 1 the the DET bracis-33562 82 2 final final ADJ bracis-33562 82 3 category category NOUN bracis-33562 82 4 , , PUNCT bracis-33562 82 5 produtodelei produtodelei NOUN bracis-33562 82 6 ( ( PUNCT bracis-33562 82 7 law law NOUN bracis-33562 82 8 product product NOUN bracis-33562 82 9 ) ) PUNCT bracis-33562 82 10 , , PUNCT bracis-33562 82 11 pertains pertain VERB bracis-33562 82 12 to to ADP bracis-33562 82 13 anything anything PRON bracis-33562 82 14 created create VERB bracis-33562 82 15 due due ADP bracis-33562 82 16 to to ADP bracis-33562 82 17 legislation legislation NOUN bracis-33562 82 18 . . PUNCT bracis-33562 83 1 this this DET bracis-33562 83 2 class class NOUN bracis-33562 83 3 also also ADV bracis-33562 83 4 includes include VERB bracis-33562 83 5 three three NUM bracis-33562 83 6 fine fine ADV bracis-33562 83 7 - - PUNCT bracis-33562 83 8 grained grain VERB bracis-33562 83 9 types type NOUN bracis-33562 83 10 : : PUNCT bracis-33562 83 11 produtosistema produtosistema NOUN bracis-33562 83 12 ( ( PUNCT bracis-33562 83 13 system system NOUN bracis-33562 83 14 product product NOUN bracis-33562 83 15 ) ) PUNCT bracis-33562 83 16 , , PUNCT bracis-33562 83 17 produtoprograma produtoprograma NOUN bracis-33562 83 18 ( ( PUNCT bracis-33562 83 19 program program NOUN bracis-33562 83 20 product product NOUN bracis-33562 83 21 ) ) PUNCT bracis-33562 83 22 , , PUNCT bracis-33562 83 23 and and CCONJ bracis-33562 83 24 produtooutros produtooutro NOUN bracis-33562 83 25 ( ( PUNCT bracis-33562 83 26 other other ADJ bracis-33562 83 27 products product NOUN bracis-33562 83 28 ) ) PUNCT bracis-33562 83 29 . . PUNCT bracis-33562 84 1 examples example NOUN bracis-33562 84 2 of of ADP bracis-33562 84 3 each each DET bracis-33562 84 4 fine fine ADV bracis-33562 84 5 - - PUNCT bracis-33562 84 6 grained grain VERB bracis-33562 84 7 class class NOUN bracis-33562 84 8 are be AUX bracis-33562 84 9 sistema sistema NOUN bracis-33562 84 10 único único PROPN bracis-33562 84 11 de de PROPN bracis-33562 84 12 saúde saúde PROPN bracis-33562 84 13 ( ( PUNCT bracis-33562 84 14 unified unified ADJ bracis-33562 84 15 health health NOUN bracis-33562 84 16 system system NOUN bracis-33562 84 17 ) ) PUNCT bracis-33562 84 18 , , PUNCT bracis-33562 84 19 and and CCONJ bracis-33562 84 20 salário salário PROPN bracis-33562 84 21 mínimo mínimo PROPN bracis-33562 84 22 ( ( PUNCT bracis-33562 84 23 minimum minimum NOUN bracis-33562 84 24 wage wage NOUN bracis-33562 84 25 ) ) PUNCT bracis-33562 84 26 . . PUNCT bracis-33562 85 1 4 4 NUM bracis-33562 85 2 framework framework NOUN bracis-33562 85 3 and and CCONJ bracis-33562 85 4     SPACE bracis-33562 85 5 models model NOUN bracis-33562 85 6 we we PRON bracis-33562 85 7 adopted adopt VERB bracis-33562 85 8 the the DET bracis-33562 85 9 flair flair NOUN bracis-33562 85 10 [ [ X bracis-33562 85 11 1 1 NUM bracis-33562 85 12 ] ] PUNCT bracis-33562 85 13 framework framework NOUN bracis-33562 85 14 , , PUNCT bracis-33562 85 15 a a DET bracis-33562 85 16 ner ner NOUN bracis-33562 85 17 library library NOUN bracis-33562 85 18 for for ADP bracis-33562 85 19 multiple multiple ADJ bracis-33562 85 20 languages language NOUN bracis-33562 85 21 developed develop VERB bracis-33562 85 22 in in ADP bracis-33562 85 23 pytorchfootnote pytorchfootnote NOUN bracis-33562 85 24 2 2 NUM bracis-33562 85 25 . . PUNCT bracis-33562 86 1 this this DET bracis-33562 86 2 framework framework NOUN bracis-33562 86 3 provides provide VERB bracis-33562 86 4 pre pre ADJ bracis-33562 86 5 - - ADJ bracis-33562 86 6 trained train VERB bracis-33562 86 7 language language NOUN bracis-33562 86 8 models model NOUN bracis-33562 86 9 , , PUNCT bracis-33562 86 10 named name VERB bracis-33562 86 11 entity entity NOUN bracis-33562 86 12 recognition recognition NOUN bracis-33562 86 13 models model NOUN bracis-33562 86 14 , , PUNCT bracis-33562 86 15 and and CCONJ bracis-33562 86 16 neural neural ADJ bracis-33562 86 17 networks network NOUN bracis-33562 86 18 for for ADP bracis-33562 86 19 language language NOUN bracis-33562 86 20 model model NOUN bracis-33562 86 21 training training NOUN bracis-33562 86 22 and and CCONJ bracis-33562 86 23 sequence sequence NOUN bracis-33562 86 24 tagging tagging NOUN bracis-33562 86 25 . . PUNCT bracis-33562 87 1 with with ADP bracis-33562 87 2 flair flair NOUN bracis-33562 87 3 , , PUNCT bracis-33562 87 4 we we PRON bracis-33562 87 5 can can AUX bracis-33562 87 6 construct construct VERB bracis-33562 87 7 pipelines pipeline NOUN bracis-33562 87 8 for for ADP bracis-33562 87 9 training train VERB bracis-33562 87 10 token token VERB bracis-33562 87 11 classifiers classifier NOUN bracis-33562 87 12 and and CCONJ bracis-33562 87 13 feed feed VERB bracis-33562 87 14 them they PRON bracis-33562 87 15 with with ADP bracis-33562 87 16 various various ADJ bracis-33562 87 17 types type NOUN bracis-33562 87 18 of of ADP bracis-33562 87 19 language language NOUN bracis-33562 87 20 models model NOUN bracis-33562 87 21 , , PUNCT bracis-33562 87 22 such such ADJ bracis-33562 87 23 as as ADP bracis-33562 87 24 word word NOUN bracis-33562 87 25 embeddings embedding NOUN bracis-33562 87 26 , , PUNCT bracis-33562 87 27 transformer transformer NOUN bracis-33562 87 28 - - PUNCT bracis-33562 87 29 based base VERB bracis-33562 87 30 models model NOUN bracis-33562 87 31 , , PUNCT bracis-33562 87 32 and and CCONJ bracis-33562 87 33 flair flair NOUN bracis-33562 87 34 embeddings embedding NOUN bracis-33562 87 35 itself itself PRON bracis-33562 87 36 . . PUNCT bracis-33562 88 1 herein herein NOUN bracis-33562 88 2 , , PUNCT bracis-33562 88 3 we we PRON bracis-33562 88 4 analyse analyse VERB bracis-33562 88 5 four four NUM bracis-33562 88 6 versions version NOUN bracis-33562 88 7 of of ADP bracis-33562 88 8 language language NOUN bracis-33562 88 9 models model NOUN bracis-33562 88 10 . . PUNCT bracis-33562 89 1 bertimbau bertimbau PROPN bracis-33562 89 2 [ [ X bracis-33562 89 3 21 21 NUM bracis-33562 89 4 ] ] PUNCT bracis-33562 89 5 is be AUX bracis-33562 89 6 a a DET bracis-33562 89 7 pre pre ADJ bracis-33562 89 8 - - ADJ bracis-33562 89 9 trained train VERB bracis-33562 89 10 transformer transformer NOUN bracis-33562 89 11 - - PUNCT bracis-33562 89 12 based base VERB bracis-33562 89 13 language language NOUN bracis-33562 89 14 model model NOUN bracis-33562 89 15 trained train VERB bracis-33562 89 16 specifically specifically ADV bracis-33562 89 17 for for ADP bracis-33562 89 18 brazilian brazilian ADJ bracis-33562 89 19 portuguese portuguese NOUN bracis-33562 89 20 . . PUNCT bracis-33562 90 1 it it PRON bracis-33562 90 2 was be AUX bracis-33562 90 3 trained train VERB bracis-33562 90 4 on on ADP bracis-33562 90 5 the the DET bracis-33562 90 6 brwac brwac PROPN bracis-33562 90 7 corpus corpus NOUN bracis-33562 90 8 [ [ X bracis-33562 90 9 8 8 NUM bracis-33562 90 10 ] ] PUNCT bracis-33562 90 11 , , PUNCT bracis-33562 90 12 which which PRON bracis-33562 90 13 amounts amount VERB bracis-33562 90 14 to to ADP bracis-33562 90 15 a a DET bracis-33562 90 16 total total NOUN bracis-33562 90 17 of of ADP bracis-33562 90 18 2.6 2.6 NUM bracis-33562 90 19 billion billion NUM bracis-33562 90 20 tokens token NOUN bracis-33562 90 21 , , PUNCT bracis-33562 90 22 resulting result VERB bracis-33562 90 23 in in ADP bracis-33562 90 24 17.5 17.5 NUM bracis-33562 90 25 gb gb NOUN bracis-33562 90 26 of of ADP bracis-33562 90 27 preprocessed preprocesse VERB bracis-33562 90 28 data datum NOUN bracis-33562 90 29 . . PUNCT bracis-33562 91 1 bertimbau bertimbau NOUN bracis-33562 91 2 was be AUX bracis-33562 91 3 trained train VERB bracis-33562 91 4 using use VERB bracis-33562 91 5 token token VERB bracis-33562 91 6 masking masking NOUN bracis-33562 91 7 in in ADP bracis-33562 91 8 input input NOUN bracis-33562 91 9 sentences sentence NOUN bracis-33562 91 10 . . PUNCT bracis-33562 92 1 in in ADP bracis-33562 92 2 other other ADJ bracis-33562 92 3 words word NOUN bracis-33562 92 4 , , PUNCT bracis-33562 92 5 it it PRON bracis-33562 92 6 is be AUX bracis-33562 92 7 a a DET bracis-33562 92 8 masked masked ADJ bracis-33562 92 9 language language NOUN bracis-33562 92 10 model model NOUN bracis-33562 92 11 ( ( PUNCT bracis-33562 92 12 mlm mlm PROPN bracis-33562 92 13 ) ) PUNCT bracis-33562 92 14 . . PUNCT bracis-33562 93 1 we we PRON bracis-33562 93 2 chose choose VERB bracis-33562 93 3 this this DET bracis-33562 93 4 model model NOUN bracis-33562 93 5 because because SCONJ bracis-33562 93 6 the the DET bracis-33562 93 7 current current ADJ bracis-33562 93 8 state state NOUN bracis-33562 93 9 - - PUNCT bracis-33562 93 10 of of ADP bracis-33562 93 11 - - PUNCT bracis-33562 93 12 the the DET bracis-33562 93 13 - - PUNCT bracis-33562 93 14 art art NOUN bracis-33562 93 15 [ [ X bracis-33562 93 16 22 22 NUM bracis-33562 93 17 ] ] PUNCT bracis-33562 93 18 in in ADP bracis-33562 93 19 ner ner NOUN bracis-33562 93 20 for for ADP bracis-33562 93 21 portuguese portuguese PROPN bracis-33562 93 22 uses use VERB bracis-33562 93 23 this this DET bracis-33562 93 24 model model NOUN bracis-33562 93 25 . . PUNCT bracis-33562 94 1 we we PRON bracis-33562 94 2 used use VERB bracis-33562 94 3 the the DET bracis-33562 94 4 large large ADJ bracis-33562 94 5 version version NOUN bracis-33562 94 6 of of ADP bracis-33562 94 7 bertimbaufootnote bertimbaufootnote NOUN bracis-33562 94 8 3 3 PROPN bracis-33562 94 9 . . PUNCT bracis-33562 95 1 albertina albertina PROPN bracis-33562 95 2 pt- pt- PROPN bracis-33562 95 3 * * PUNCT bracis-33562 96 1 [ [ X bracis-33562 96 2 15 15 NUM bracis-33562 96 3 ] ] PUNCT bracis-33562 96 4 is be AUX bracis-33562 96 5 a a DET bracis-33562 96 6 large large ADJ bracis-33562 96 7 language language NOUN bracis-33562 96 8 model model NOUN bracis-33562 96 9 designed design VERB bracis-33562 96 10 explicitly explicitly ADV bracis-33562 96 11 for for ADP bracis-33562 96 12 portuguese portuguese ADJ bracis-33562 96 13 . . PUNCT bracis-33562 97 1 it it PRON bracis-33562 97 2 functions function VERB bracis-33562 97 3 as as ADP bracis-33562 97 4 an an DET bracis-33562 97 5 encoder encoder NOUN bracis-33562 97 6 within within ADP bracis-33562 97 7 the the DET bracis-33562 97 8 bert bert PROPN bracis-33562 97 9 family family NOUN bracis-33562 97 10 and and CCONJ bracis-33562 97 11 is be AUX bracis-33562 97 12 built build VERB bracis-33562 97 13 upon upon SCONJ bracis-33562 97 14 the the DET bracis-33562 97 15 deberta deberta NOUN bracis-33562 97 16 model model NOUN bracis-33562 97 17 using use VERB bracis-33562 97 18 the the DET bracis-33562 97 19 transformer transformer ADJ bracis-33562 97 20 neural neural ADJ bracis-33562 97 21 architecture architecture NOUN bracis-33562 97 22 . . PUNCT bracis-33562 98 1 albertina albertina PROPN bracis-33562 98 2 pthas ptha VERB bracis-33562 98 3 two two NUM bracis-33562 98 4 variants variant NOUN bracis-33562 98 5 : : PUNCT bracis-33562 98 6 albertina albertina PROPN bracis-33562 98 7 pt pt PROPN bracis-33562 98 8 - - PUNCT bracis-33562 98 9 pt pt PROPN bracis-33562 98 10 and and CCONJ bracis-33562 98 11 albertina albertina PROPN bracis-33562 98 12 pt pt PROPN bracis-33562 98 13 - - PUNCT bracis-33562 98 14 br br NOUN bracis-33562 98 15 . . PUNCT bracis-33562 99 1 both both DET bracis-33562 99 2 variants variant NOUN bracis-33562 99 3 are be AUX bracis-33562 99 4 distributed distribute VERB bracis-33562 99 5 free free ADJ bracis-33562 99 6 of of ADP bracis-33562 99 7 charge charge NOUN bracis-33562 99 8 , , PUNCT bracis-33562 99 9 under under ADP bracis-33562 99 10 a a DET bracis-33562 99 11 permissible permissible ADJ bracis-33562 99 12 license license NOUN bracis-33562 99 13 . . PUNCT bracis-33562 100 1 albertina albertina PROPN bracis-33562 100 2 pt pt PROPN bracis-33562 100 3 - - PUNCT bracis-33562 100 4 pt pt PROPN bracis-33562 100 5 is be AUX bracis-33562 100 6 the the DET bracis-33562 100 7 european european ADJ bracis-33562 100 8 portuguese portuguese PROPN bracis-33562 100 9 version version NOUN bracis-33562 100 10 . . PUNCT bracis-33562 101 1 this this DET bracis-33562 101 2 model model NOUN bracis-33562 101 3 is be AUX bracis-33562 101 4 available available ADJ bracis-33562 101 5 in in ADP bracis-33562 101 6 three three NUM bracis-33562 101 7 sizes size NOUN bracis-33562 101 8 , , PUNCT bracis-33562 101 9 specifically specifically ADV bracis-33562 101 10 with with ADP bracis-33562 101 11 1.5 1.5 NUM bracis-33562 101 12 billion billion NUM bracis-33562 101 13 parameters parameter NOUN bracis-33562 101 14 , , PUNCT bracis-33562 101 15 900 900 NUM bracis-33562 101 16 and and CCONJ bracis-33562 101 17 100 100 NUM bracis-33562 101 18 million million NUM bracis-33562 101 19 parameters parameter NOUN bracis-33562 101 20 . . PUNCT bracis-33562 102 1 the the DET bracis-33562 102 2 pre pre ADJ bracis-33562 102 3 - - NOUN bracis-33562 102 4 training training ADJ bracis-33562 102 5 corpora corpora NOUN bracis-33562 102 6 of of ADP bracis-33562 102 7 the the DET bracis-33562 102 8 albertina albertina PROPN bracis-33562 102 9 pt pt PROPN bracis-33562 102 10 - - PUNCT bracis-33562 102 11 pt pt ADJ bracis-33562 102 12 1.5b 1.5b PROPN bracis-33562 102 13 comprises comprise VERB bracis-33562 102 14 general general ADJ bracis-33562 102 15 and and CCONJ bracis-33562 102 16 legislative legislative ADJ bracis-33562 102 17 domains domain NOUN bracis-33562 102 18 . . PUNCT bracis-33562 103 1 albertina albertina PROPN bracis-33562 103 2 pt pt PROPN bracis-33562 103 3 - - PUNCT bracis-33562 103 4 br br NOUN bracis-33562 103 5 focuses focus VERB bracis-33562 103 6 on on ADP bracis-33562 103 7 brazilian brazilian ADJ bracis-33562 103 8 portuguese portuguese PROPN bracis-33562 103 9 . . PUNCT bracis-33562 104 1 its its PRON bracis-33562 104 2 largest large ADJ bracis-33562 104 3 version version NOUN bracis-33562 104 4 , , PUNCT bracis-33562 104 5 albertina albertina PROPN bracis-33562 104 6 1.5b 1.5b PROPN bracis-33562 104 7 pt pt PROPN bracis-33562 104 8 - - PUNCT bracis-33562 104 9 br br NOUN bracis-33562 104 10 [ [ X bracis-33562 104 11 19 19 NUM bracis-33562 104 12 ] ] PUNCT bracis-33562 104 13 , , PUNCT bracis-33562 104 14 has have VERB bracis-33562 104 15 a a DET bracis-33562 104 16 more more ADV bracis-33562 104 17 permissive permissive ADJ bracis-33562 104 18 licensed licensed ADJ bracis-33562 104 19 model model NOUN bracis-33562 104 20 without without ADP bracis-33562 104 21 using use VERB bracis-33562 104 22 the the DET bracis-33562 104 23 brwac brwac NOUN bracis-33562 104 24 dataset dataset NOUN bracis-33562 104 25 , , PUNCT bracis-33562 104 26 consisting consist VERB bracis-33562 104 27 of of ADP bracis-33562 104 28 a a DET bracis-33562 104 29 36 36 NUM bracis-33562 104 30 billion billion NUM bracis-33562 104 31 token token ADJ bracis-33562 104 32 dataset dataset NOUN bracis-33562 104 33 compiled compile VERB bracis-33562 104 34 from from ADP bracis-33562 104 35 a a DET bracis-33562 104 36 multilingual multilingual ADJ bracis-33562 104 37 corpus corpus NOUN bracis-33562 104 38 . . PUNCT bracis-33562 105 1 since since SCONJ bracis-33562 105 2 this this DET bracis-33562 105 3 corpus corpus NOUN bracis-33562 105 4 includes include VERB bracis-33562 105 5 both both CCONJ bracis-33562 105 6 european european ADJ bracis-33562 105 7 and and CCONJ bracis-33562 105 8 brazilian brazilian ADJ bracis-33562 105 9 portuguese portuguese NOUN bracis-33562 105 10 , , PUNCT bracis-33562 105 11 additional additional ADJ bracis-33562 105 12 filtering filtering NOUN bracis-33562 105 13 was be AUX bracis-33562 105 14 applied apply VERB bracis-33562 105 15 to to PART bracis-33562 105 16 retain retain VERB bracis-33562 105 17 only only ADJ bracis-33562 105 18 documents document NOUN bracis-33562 105 19 with with ADP bracis-33562 105 20 metadata metadata NOUN bracis-33562 105 21 indicating indicate VERB bracis-33562 105 22 brazil brazil PROPN bracis-33562 105 23 ’s ’s PART bracis-33562 105 24 internet internet NOUN bracis-33562 105 25 country country NOUN bracis-33562 105 26 code code VERB bracis-33562 105 27 top top ADJ bracis-33562 105 28 - - PUNCT bracis-33562 105 29 level level NOUN bracis-33562 105 30 domain domain NOUN bracis-33562 105 31 . . PUNCT bracis-33562 106 1 xlm xlm PROPN bracis-33562 106 2 - - PUNCT bracis-33562 106 3 roberta roberta PROPN bracis-33562 107 1 [ [ X bracis-33562 107 2 6 6 NUM bracis-33562 107 3 ] ] PUNCT bracis-33562 107 4 is be AUX bracis-33562 107 5 a a DET bracis-33562 107 6 multilingual multilingual ADJ bracis-33562 107 7 model model NOUN bracis-33562 107 8 designed design VERB bracis-33562 107 9 to to PART bracis-33562 107 10 understand understand VERB bracis-33562 107 11 100 100 NUM bracis-33562 107 12 languages language NOUN bracis-33562 107 13 without without ADP bracis-33562 107 14 requiring require VERB bracis-33562 107 15 language language NOUN bracis-33562 107 16 - - PUNCT bracis-33562 107 17 specific specific ADJ bracis-33562 107 18 tensors tensor NOUN bracis-33562 107 19 , , PUNCT bracis-33562 107 20 as as SCONJ bracis-33562 107 21 it it PRON bracis-33562 107 22 can can AUX bracis-33562 107 23 identify identify VERB bracis-33562 107 24 the the DET bracis-33562 107 25 language language NOUN bracis-33562 107 26 directly directly ADV bracis-33562 107 27 from from ADP bracis-33562 107 28 the the DET bracis-33562 107 29 input input NOUN bracis-33562 107 30 identifiers identifier NOUN bracis-33562 107 31 . . PUNCT bracis-33562 108 1 it it PRON bracis-33562 108 2 incorporates incorporate VERB bracis-33562 108 3 techniques technique NOUN bracis-33562 108 4 from from ADP bracis-33562 108 5 roberta roberta PROPN bracis-33562 109 1 [ [ X bracis-33562 109 2 12 12 NUM bracis-33562 109 3 ] ] PUNCT bracis-33562 109 4 into into ADP bracis-33562 109 5 the the DET bracis-33562 109 6 xlm xlm PROPN bracis-33562 109 7 framework framework NOUN bracis-33562 109 8 [ [ X bracis-33562 109 9 11 11 NUM bracis-33562 109 10 ] ] PUNCT bracis-33562 109 11 , , PUNCT bracis-33562 109 12 focusing focus VERB bracis-33562 109 13 solely solely ADV bracis-33562 109 14 on on ADP bracis-33562 109 15 masked masked ADJ bracis-33562 109 16 language language NOUN bracis-33562 109 17 modeling modeling NOUN bracis-33562 109 18 for for ADP bracis-33562 109 19 single single ADJ bracis-33562 109 20 - - PUNCT bracis-33562 109 21 language language NOUN bracis-33562 109 22 sentences sentence NOUN bracis-33562 109 23 , , PUNCT bracis-33562 109 24 and and CCONJ bracis-33562 109 25 does do AUX bracis-33562 109 26 not not PART bracis-33562 109 27 employ employ VERB bracis-33562 109 28 translation translation NOUN bracis-33562 109 29 language language NOUN bracis-33562 109 30 modeling modeling NOUN bracis-33562 109 31 . . PUNCT bracis-33562 110 1 table table NOUN bracis-33562 110 2     SPACE bracis-33562 110 3 3 3 NUM bracis-33562 110 4 compares compare VERB bracis-33562 110 5 the the DET bracis-33562 110 6 four four NUM bracis-33562 110 7 described describe VERB bracis-33562 110 8 models model NOUN bracis-33562 110 9 according accord VERB bracis-33562 110 10 to to ADP bracis-33562 110 11 some some PRON bracis-33562 110 12 of of ADP bracis-33562 110 13 their their PRON bracis-33562 110 14 features feature NOUN bracis-33562 110 15 . . PUNCT bracis-33562 111 1 table table NOUN bracis-33562 111 2 3 3 NUM bracis-33562 111 3 . . PUNCT bracis-33562 111 4 comparison comparison NOUN bracis-33562 111 5 of of ADP bracis-33562 111 6 the the DET bracis-33562 111 7 four four NUM bracis-33562 111 8 portuguese portuguese ADJ bracis-33562 111 9 large large ADJ bracis-33562 111 10 language language NOUN bracis-33562 111 11 models.full models.full NOUN bracis-33562 111 12 size size NOUN bracis-33562 111 13 table table NOUN bracis-33562 111 14 5 5 NUM bracis-33562 111 15 experimental experimental ADJ bracis-33562 111 16 evaluation evaluation NOUN bracis-33562 111 17 we we PRON bracis-33562 111 18 conducted conduct VERB bracis-33562 111 19 our our PRON bracis-33562 111 20 experiments experiment NOUN bracis-33562 111 21 on on ADP bracis-33562 111 22 a a DET bracis-33562 111 23 gpu gpu NOUN bracis-33562 111 24 a100 a100 PROPN bracis-33562 111 25 with with ADP bracis-33562 111 26 80 80 NUM bracis-33562 111 27 gb gb NOUN bracis-33562 111 28 of of ADP bracis-33562 111 29 ram ram NOUN bracis-33562 111 30 and and CCONJ bracis-33562 111 31 an an DET bracis-33562 111 32 rtx rtx PROPN bracis-33562 111 33 4090 4090 NUM bracis-33562 111 34 with with ADP bracis-33562 111 35 64 64 NUM bracis-33562 111 36 gb gb NOUN bracis-33562 111 37 of of ADP bracis-33562 111 38 ram ram NOUN bracis-33562 111 39 . . PUNCT bracis-33562 112 1 the the DET bracis-33562 112 2 experiments experiment NOUN bracis-33562 112 3 used use VERB bracis-33562 112 4 python python PROPN bracis-33562 112 5 3.7.6 3.7.6 NUM bracis-33562 112 6 and and CCONJ bracis-33562 112 7 the the DET bracis-33562 112 8 flair flair ADJ bracis-33562 112 9 library library NOUN bracis-33562 112 10 to to PART bracis-33562 112 11 use use VERB bracis-33562 112 12 pre pre ADJ bracis-33562 112 13 - - ADJ bracis-33562 112 14 trained train VERB bracis-33562 112 15 models model NOUN bracis-33562 112 16 . . PUNCT bracis-33562 113 1 hyperparameters hyperparameter NOUN bracis-33562 113 2 were be AUX bracis-33562 113 3 set set VERB bracis-33562 113 4 to to ADP bracis-33562 113 5 the the DET bracis-33562 113 6 default default NOUN bracis-33562 113 7 values value NOUN bracis-33562 113 8 recommended recommend VERB bracis-33562 113 9 by by ADP bracis-33562 113 10 the the DET bracis-33562 113 11 library library NOUN bracis-33562 113 12 : : PUNCT bracis-33562 113 13 a a DET bracis-33562 113 14 learning learn VERB bracis-33562 113 15 rate rate NOUN bracis-33562 113 16 of of ADP bracis-33562 113 17 5e-5 5e-5 NUM bracis-33562 113 18 , , PUNCT bracis-33562 113 19 a a DET bracis-33562 113 20 mini mini ADJ bracis-33562 113 21 - - NOUN bracis-33562 113 22 batch batch ADJ bracis-33562 113 23 size size NOUN bracis-33562 113 24 of of ADP bracis-33562 113 25 4 4 NUM bracis-33562 113 26 , , PUNCT bracis-33562 113 27 and and CCONJ bracis-33562 113 28 training training NOUN bracis-33562 113 29 for for ADP bracis-33562 113 30 10 10 NUM bracis-33562 113 31 epochs epoch NOUN bracis-33562 113 32 . . PUNCT bracis-33562 114 1 truncation truncation NOUN bracis-33562 114 2 was be AUX bracis-33562 114 3 applied apply VERB bracis-33562 114 4 to to ADP bracis-33562 114 5 the the DET bracis-33562 114 6 maximum maximum ADJ bracis-33562 114 7 length length NOUN bracis-33562 114 8 , , PUNCT bracis-33562 114 9 and and CCONJ bracis-33562 114 10 padding padding NOUN bracis-33562 114 11 was be AUX bracis-33562 114 12 set set VERB bracis-33562 114 13 to to ADP bracis-33562 114 14 true true ADJ bracis-33562 114 15 . . PUNCT bracis-33562 115 1 we we PRON bracis-33562 115 2 employed employ VERB bracis-33562 115 3 standard standard ADJ bracis-33562 115 4 metrics metric NOUN bracis-33562 115 5 for for ADP bracis-33562 115 6 model model NOUN bracis-33562 115 7 evaluation evaluation NOUN bracis-33562 115 8 , , PUNCT bracis-33562 115 9 including include VERB bracis-33562 115 10 accuracy accuracy NOUN bracis-33562 115 11 , , PUNCT bracis-33562 115 12 precision precision NOUN bracis-33562 115 13 , , PUNCT bracis-33562 115 14 recall recall NOUN bracis-33562 115 15 , , PUNCT bracis-33562 115 16 and and CCONJ bracis-33562 115 17 micro micro ADJ bracis-33562 115 18 f1 f1 NOUN bracis-33562 115 19 - - PUNCT bracis-33562 115 20 score score NOUN bracis-33562 115 21 using use VERB bracis-33562 115 22 the the DET bracis-33562 115 23 conll-2002 conll-2002 NOUN bracis-33562 115 24 script script NOUN bracis-33562 115 25 [ [ X bracis-33562 115 26 23 23 NUM bracis-33562 115 27 ] ] PUNCT bracis-33562 115 28 . . PUNCT bracis-33562 116 1 these these DET bracis-33562 116 2 metrics metric NOUN bracis-33562 116 3 provided provide VERB bracis-33562 116 4 a a DET bracis-33562 116 5 comprehensive comprehensive ADJ bracis-33562 116 6 assessment assessment NOUN bracis-33562 116 7 of of ADP bracis-33562 116 8 the the DET bracis-33562 116 9 model model NOUN bracis-33562 116 10 ’s ’s PART bracis-33562 116 11 performance performance NOUN bracis-33562 116 12 across across ADP bracis-33562 116 13 different different ADJ bracis-33562 116 14 classes class NOUN bracis-33562 116 15 , , PUNCT bracis-33562 116 16 ensuring ensure VERB bracis-33562 116 17 a a DET bracis-33562 116 18 thorough thorough ADJ bracis-33562 116 19 evaluation evaluation NOUN bracis-33562 116 20 of of ADP bracis-33562 116 21 its its PRON bracis-33562 116 22 effectiveness effectiveness NOUN bracis-33562 116 23 . . PUNCT bracis-33562 117 1 6 6 NUM bracis-33562 117 2 results result NOUN bracis-33562 117 3 and and CCONJ bracis-33562 117 4     SPACE bracis-33562 117 5 discussion discussion NOUN bracis-33562 117 6 6.1 6.1 NUM bracis-33562 117 7 overall overall ADJ bracis-33562 117 8 results result NOUN bracis-33562 117 9 first first ADV bracis-33562 117 10 , , PUNCT bracis-33562 117 11 we we PRON bracis-33562 117 12 detail detail VERB bracis-33562 117 13 the the DET bracis-33562 117 14 results result NOUN bracis-33562 117 15 for for ADP bracis-33562 117 16 each each DET bracis-33562 117 17 corpus corpus NOUN bracis-33562 117 18 individually individually ADV bracis-33562 117 19 . . PUNCT bracis-33562 118 1 then then ADV bracis-33562 118 2 , , PUNCT bracis-33562 118 3 we we PRON bracis-33562 118 4 combine combine VERB bracis-33562 118 5 the the DET bracis-33562 118 6 results result NOUN bracis-33562 118 7 for for ADP bracis-33562 118 8 comparative comparative ADJ bracis-33562 118 9 analysis analysis NOUN bracis-33562 118 10 , , PUNCT bracis-33562 118 11 highlighting highlight VERB bracis-33562 118 12 the the DET bracis-33562 118 13 influence influence NOUN bracis-33562 118 14 of of ADP bracis-33562 118 15 linguistic linguistic ADJ bracis-33562 118 16 context context NOUN bracis-33562 118 17 and and CCONJ bracis-33562 118 18 textual textual ADJ bracis-33562 118 19 domain domain NOUN bracis-33562 118 20 on on ADP bracis-33562 118 21 the the DET bracis-33562 118 22 performance performance NOUN bracis-33562 118 23 of of ADP bracis-33562 118 24 specialised specialised ADJ bracis-33562 118 25 ner ner NOUN bracis-33562 118 26 models model NOUN bracis-33562 118 27 . . PUNCT bracis-33562 119 1 table table NOUN bracis-33562 119 2 4 4 NUM bracis-33562 119 3 . . PUNCT bracis-33562 119 4 parish parish PROPN bracis-33562 119 5 memories memories PROPN bracis-33562 119 6 models model VERB bracis-33562 119 7 results.full results.full PRON bracis-33562 119 8 size size NOUN bracis-33562 119 9 table table NOUN bracis-33562 119 10 parish parish PROPN bracis-33562 119 11 memories memories PROPN bracis-33562 119 12 corpus corpus PROPN bracis-33562 119 13 . . PUNCT bracis-33562 120 1 table table NOUN bracis-33562 120 2     SPACE bracis-33562 120 3 4 4 NUM bracis-33562 120 4 presents present VERB bracis-33562 120 5 the the DET bracis-33562 120 6 overall overall ADJ bracis-33562 120 7 results result NOUN bracis-33562 120 8 , , PUNCT bracis-33562 120 9 highlighting highlight VERB bracis-33562 120 10 that that SCONJ bracis-33562 120 11 albertina albertina PROPN bracis-33562 120 12 , , PUNCT bracis-33562 120 13 trained train VERB bracis-33562 120 14 in in ADP bracis-33562 120 15 european european PROPN bracis-33562 120 16 portuguese portuguese PROPN bracis-33562 120 17 , , PUNCT bracis-33562 120 18 achieved achieve VERB bracis-33562 120 19 superior superior ADJ bracis-33562 120 20 f1 f1 ADJ bracis-33562 120 21 - - PUNCT bracis-33562 120 22 score score NOUN bracis-33562 120 23 results result NOUN bracis-33562 120 24 compared compare VERB bracis-33562 120 25 to to ADP bracis-33562 120 26 other other ADJ bracis-33562 120 27 models model NOUN bracis-33562 120 28 . . PUNCT bracis-33562 121 1 this this DET bracis-33562 121 2 success success NOUN bracis-33562 121 3 is be AUX bracis-33562 121 4 likely likely ADJ bracis-33562 121 5 not not PART bracis-33562 121 6 solely solely ADV bracis-33562 121 7 due due ADJ bracis-33562 121 8 to to ADP bracis-33562 121 9 albertina albertina PROPN bracis-33562 121 10 having have VERB bracis-33562 121 11 more more ADJ bracis-33562 121 12 parameters parameter NOUN bracis-33562 121 13 than than ADP bracis-33562 121 14 previous previous ADJ bracis-33562 121 15 models model NOUN bracis-33562 121 16 but but CCONJ bracis-33562 121 17 primarily primarily ADV bracis-33562 121 18 due due ADP bracis-33562 121 19 to to ADP bracis-33562 121 20 its its PRON bracis-33562 121 21 pre pre NOUN bracis-33562 121 22 - - NOUN bracis-33562 121 23 training training NOUN bracis-33562 121 24 on on ADP bracis-33562 121 25 european european ADJ bracis-33562 121 26 portuguese portuguese ADJ bracis-33562 121 27 texts text NOUN bracis-33562 121 28 . . PUNCT bracis-33562 122 1 given give VERB bracis-33562 122 2 that that PRON bracis-33562 122 3 , , PUNCT bracis-33562 122 4 although although SCONJ bracis-33562 122 5 the the DET bracis-33562 122 6 corpus corpus NOUN bracis-33562 122 7 consists consist VERB bracis-33562 122 8 of of ADP bracis-33562 122 9 18\(^{th}\)-century 18\(^{th}\)-century NUM bracis-33562 122 10 portuguese portuguese ADJ bracis-33562 122 11 texts text NOUN bracis-33562 122 12 , , PUNCT bracis-33562 122 13 they they PRON bracis-33562 122 14 were be AUX bracis-33562 122 15 used use VERB bracis-33562 122 16 in in ADP bracis-33562 122 17 their their PRON bracis-33562 122 18 normalized normalize VERB bracis-33562 122 19 version version NOUN bracis-33562 122 20 in in ADP bracis-33562 122 21 european european PROPN bracis-33562 122 22 portuguese portuguese PROPN bracis-33562 122 23 , , PUNCT bracis-33562 122 24 and and CCONJ bracis-33562 122 25 this this DET bracis-33562 122 26 linguistic linguistic ADJ bracis-33562 122 27 alignment alignment NOUN bracis-33562 122 28 may may AUX bracis-33562 122 29 likely likely ADV bracis-33562 122 30 have have AUX bracis-33562 122 31 contributed contribute VERB bracis-33562 122 32 significantly significantly ADV bracis-33562 122 33 to to ADP bracis-33562 122 34 albertina albertina PROPN bracis-33562 122 35 ’s ’s PART bracis-33562 122 36 performance performance NOUN bracis-33562 122 37 . . PUNCT bracis-33562 123 1 another another DET bracis-33562 123 2 notable notable ADJ bracis-33562 123 3 observation observation NOUN bracis-33562 123 4 concerns concern VERB bracis-33562 123 5 the the DET bracis-33562 123 6 differences difference NOUN bracis-33562 123 7 in in ADP bracis-33562 123 8 f1 f1 NOUN bracis-33562 123 9 - - PUNCT bracis-33562 123 10 scores score NOUN bracis-33562 123 11 , , PUNCT bracis-33562 123 12 as as SCONJ bracis-33562 123 13 indicated indicate VERB bracis-33562 123 14 in in ADP bracis-33562 123 15 the the DET bracis-33562 123 16 column column NOUN bracis-33562 123 17 \(\updelta \(\updelta NOUN bracis-33562 123 18 \ \ PROPN bracis-33562 123 19 ) ) PUNCT bracis-33562 123 20 \(\uparrow \(\uparrow VERB bracis-33562 123 21 \ \ PROPN bracis-33562 123 22 ) ) PUNCT bracis-33562 123 23 . . PUNCT bracis-33562 124 1 the the DET bracis-33562 124 2 largest large ADJ bracis-33562 124 3 discrepancy discrepancy NOUN bracis-33562 124 4 among among ADP bracis-33562 124 5 the the DET bracis-33562 124 6 models model NOUN bracis-33562 124 7 ’ ' PUNCT bracis-33562 124 8 results result NOUN bracis-33562 124 9 is be AUX bracis-33562 124 10 observed observe VERB bracis-33562 124 11 with with ADP bracis-33562 124 12 european european PROPN bracis-33562 124 13 portuguese portuguese PROPN bracis-33562 124 14 albertina albertina PROPN bracis-33562 124 15 , , PUNCT bracis-33562 124 16 which which PRON bracis-33562 124 17 markedly markedly ADV bracis-33562 124 18 outperforms outperform VERB bracis-33562 124 19 its its PRON bracis-33562 124 20 brazilian brazilian ADJ bracis-33562 124 21 portuguese portuguese ADJ bracis-33562 124 22 counterpart counterpart NOUN bracis-33562 124 23 . . PUNCT bracis-33562 125 1 the the DET bracis-33562 125 2 recall recall PROPN bracis-33562 125 3 metric metric PROPN bracis-33562 125 4 also also ADV bracis-33562 125 5 yields yield VERB bracis-33562 125 6 insightful insightful ADJ bracis-33562 125 7 conclusions conclusion NOUN bracis-33562 125 8 . . PUNCT bracis-33562 126 1 bertimbau bertimbau NOUN bracis-33562 126 2 - - PUNCT bracis-33562 126 3 large large ADJ bracis-33562 126 4 exhibits exhibit VERB bracis-33562 126 5 the the DET bracis-33562 126 6 highest high ADJ bracis-33562 126 7 recall recall NOUN bracis-33562 126 8 among among ADP bracis-33562 126 9 brazilian brazilian ADJ bracis-33562 126 10 portuguese portuguese ADJ bracis-33562 126 11 and and CCONJ bracis-33562 126 12 multilingual multilingual ADJ bracis-33562 126 13 models model NOUN bracis-33562 126 14 , , PUNCT bracis-33562 126 15 surpassing surpass VERB bracis-33562 126 16 albertina albertina PROPN bracis-33562 126 17 and and CCONJ bracis-33562 126 18 xlm xlm PROPN bracis-33562 126 19 - - PUNCT bracis-33562 126 20 r r NOUN bracis-33562 126 21 - - PUNCT bracis-33562 126 22 large large ADJ bracis-33562 126 23 , , PUNCT bracis-33562 126 24 suggesting suggest VERB bracis-33562 126 25 that that SCONJ bracis-33562 126 26 its its PRON bracis-33562 126 27 smaller small ADJ bracis-33562 126 28 architecture architecture NOUN bracis-33562 126 29 can can AUX bracis-33562 126 30 achieve achieve VERB bracis-33562 126 31 comparable comparable ADJ bracis-33562 126 32 entity entity NOUN bracis-33562 126 33 identification identification NOUN bracis-33562 126 34 . . PUNCT bracis-33562 127 1 however however ADV bracis-33562 127 2 , , PUNCT bracis-33562 127 3 precision precision NOUN bracis-33562 127 4 trends trend NOUN bracis-33562 127 5 align align VERB bracis-33562 127 6 with with ADP bracis-33562 127 7 model model NOUN bracis-33562 127 8 size size NOUN bracis-33562 127 9 , , PUNCT bracis-33562 127 10 indicating indicate VERB bracis-33562 127 11 that that SCONJ bracis-33562 127 12 larger large ADJ bracis-33562 127 13 models model NOUN bracis-33562 127 14 tend tend VERB bracis-33562 127 15 to to PART bracis-33562 127 16 identify identify VERB bracis-33562 127 17 true true ADJ bracis-33562 127 18 positive positive ADJ bracis-33562 127 19 instances instance NOUN bracis-33562 127 20 more more ADV bracis-33562 127 21 precisely precisely ADV bracis-33562 127 22 . . PUNCT bracis-33562 128 1 leveraging leverage VERB bracis-33562 128 2 a a DET bracis-33562 128 3 model model NOUN bracis-33562 128 4 trained train VERB bracis-33562 128 5 on on ADP bracis-33562 128 6 the the DET bracis-33562 128 7 same same ADJ bracis-33562 128 8 portuguese portuguese ADJ bracis-33562 128 9 variant variant NOUN bracis-33562 128 10 as as SCONJ bracis-33562 128 11 the the DET bracis-33562 128 12 corpus corpus NOUN bracis-33562 128 13 consistently consistently ADV bracis-33562 128 14 yields yield VERB bracis-33562 128 15 the the DET bracis-33562 128 16 best good ADJ bracis-33562 128 17 results result NOUN bracis-33562 128 18 across across ADP bracis-33562 128 19 all all DET bracis-33562 128 20 metrics metric NOUN bracis-33562 128 21 . . PUNCT bracis-33562 129 1 table table NOUN bracis-33562 129 2 5 5 NUM bracis-33562 129 3 . . PUNCT bracis-33562 129 4 ulyssesner ulyssesner NOUN bracis-33562 129 5 - - PUNCT bracis-33562 129 6 br br NOUN bracis-33562 129 7 types type NOUN bracis-33562 129 8 level level NOUN bracis-33562 129 9 models model NOUN bracis-33562 129 10 results.full results.full NOUN bracis-33562 129 11 size size NOUN bracis-33562 129 12 table table NOUN bracis-33562 129 13 brazilian brazilian ADJ bracis-33562 129 14 legislative legislative ADJ bracis-33562 129 15 texts text NOUN bracis-33562 129 16 . . PUNCT bracis-33562 130 1 table table NOUN bracis-33562 130 2     SPACE bracis-33562 130 3 5 5 NUM bracis-33562 130 4 presents present VERB bracis-33562 130 5 the the DET bracis-33562 130 6 results result NOUN bracis-33562 130 7 for for ADP bracis-33562 130 8 the the DET bracis-33562 130 9 fine fine ADV bracis-33562 130 10 - - PUNCT bracis-33562 130 11 grained grain VERB bracis-33562 130 12 level level NOUN bracis-33562 130 13 in in ADP bracis-33562 130 14 the the DET bracis-33562 130 15 ulyssesner ulyssesner NOUN bracis-33562 130 16 - - PUNCT bracis-33562 130 17 br br NOUN bracis-33562 130 18 corpus corpus NOUN bracis-33562 130 19 . . PUNCT bracis-33562 131 1 it it PRON bracis-33562 131 2 highlights highlight VERB bracis-33562 131 3 that that SCONJ bracis-33562 131 4 larger large ADJ bracis-33562 131 5 models model NOUN bracis-33562 131 6 can can AUX bracis-33562 131 7 achieve achieve VERB bracis-33562 131 8 better well ADJ bracis-33562 131 9 results result NOUN bracis-33562 131 10 , , PUNCT bracis-33562 131 11 but but CCONJ bracis-33562 131 12 the the DET bracis-33562 131 13 contribution contribution NOUN bracis-33562 131 14 of of ADP bracis-33562 131 15 language language NOUN bracis-33562 131 16 specificity specificity NOUN bracis-33562 131 17 to to ADP bracis-33562 131 18 enhanced enhanced ADJ bracis-33562 131 19 performance performance NOUN bracis-33562 131 20 remains remain VERB bracis-33562 131 21 inconclusive inconclusive ADJ bracis-33562 131 22 . . PUNCT bracis-33562 132 1 the the DET bracis-33562 132 2 challenge challenge NOUN bracis-33562 132 3 of of ADP bracis-33562 132 4 language language NOUN bracis-33562 132 5 specificity specificity NOUN bracis-33562 132 6 is be AUX bracis-33562 132 7 evident evident ADJ bracis-33562 132 8 in in ADP bracis-33562 132 9 table table NOUN bracis-33562 132 10     SPACE bracis-33562 132 11 5 5 NUM bracis-33562 132 12 , , PUNCT bracis-33562 132 13 where where SCONJ bracis-33562 132 14 the the DET bracis-33562 132 15 increment increment NOUN bracis-33562 132 16 in in ADP bracis-33562 132 17 f1 f1 NOUN bracis-33562 132 18 - - PUNCT bracis-33562 132 19 score score NOUN bracis-33562 132 20 for for ADP bracis-33562 132 21 the the DET bracis-33562 132 22 two two NUM bracis-33562 132 23 best good ADJ bracis-33562 132 24 models model NOUN bracis-33562 132 25 ( ( PUNCT bracis-33562 132 26 the the DET bracis-33562 132 27 variations variation NOUN bracis-33562 132 28 of of ADP bracis-33562 132 29 albertina albertina PROPN bracis-33562 132 30 ) ) PUNCT bracis-33562 132 31 is be AUX bracis-33562 132 32 only only ADV bracis-33562 132 33 0.08 0.08 NUM bracis-33562 132 34 , , PUNCT bracis-33562 132 35 possibly possibly ADV bracis-33562 132 36 due due ADP bracis-33562 132 37 to to ADP bracis-33562 132 38 the the DET bracis-33562 132 39 legislative legislative ADJ bracis-33562 132 40 data datum NOUN bracis-33562 132 41 during during ADP bracis-33562 132 42 the the DET bracis-33562 132 43 pre pre NOUN bracis-33562 132 44 - - NOUN bracis-33562 132 45 training training NOUN bracis-33562 132 46 of of ADP bracis-33562 132 47 european european PROPN bracis-33562 132 48 portuguese portuguese PROPN bracis-33562 132 49 albertina albertina PROPN bracis-33562 132 50 ( ( PUNCT bracis-33562 132 51 see see VERB bracis-33562 132 52 table table NOUN bracis-33562 132 53     SPACE bracis-33562 132 54 3 3 NUM bracis-33562 132 55 ) ) PUNCT bracis-33562 132 56 , , PUNCT bracis-33562 132 57 or or CCONJ bracis-33562 132 58 possibly possibly ADV bracis-33562 132 59 to to ADP bracis-33562 132 60 random random ADJ bracis-33562 132 61 classifier classifier NOUN bracis-33562 132 62 initialisation initialisation NOUN bracis-33562 132 63 and and CCONJ bracis-33562 132 64 result result VERB bracis-33562 132 65 fluctuations fluctuation NOUN bracis-33562 132 66 . . PUNCT bracis-33562 133 1 comparing compare VERB bracis-33562 133 2 the the DET bracis-33562 133 3 models model NOUN bracis-33562 133 4 , , PUNCT bracis-33562 133 5 a a DET bracis-33562 133 6 significant significant ADJ bracis-33562 133 7 finding finding NOUN bracis-33562 133 8 is be AUX bracis-33562 133 9 bertimbau bertimbau NOUN bracis-33562 133 10 ’s ’s PART bracis-33562 133 11 high high ADJ bracis-33562 133 12 recall recall NOUN bracis-33562 133 13 compared compare VERB bracis-33562 133 14 to to ADP bracis-33562 133 15 larger large ADJ bracis-33562 133 16 models model NOUN bracis-33562 133 17 , , PUNCT bracis-33562 133 18 underscoring underscore VERB bracis-33562 133 19 its its PRON bracis-33562 133 20 effectiveness effectiveness NOUN bracis-33562 133 21 in in ADP bracis-33562 133 22 accurately accurately ADV bracis-33562 133 23 identifying identify VERB bracis-33562 133 24 positive positive ADJ bracis-33562 133 25 instances instance NOUN bracis-33562 133 26 within within ADP bracis-33562 133 27 specific specific ADJ bracis-33562 133 28 legislative legislative ADJ bracis-33562 133 29 contexts contexts NOUN bracis-33562 133 30 , , PUNCT bracis-33562 133 31 even even ADV bracis-33562 133 32 if if SCONJ bracis-33562 133 33 it it PRON bracis-33562 133 34 is be AUX bracis-33562 133 35 the the DET bracis-33562 133 36 smallest small ADJ bracis-33562 133 37 model model NOUN bracis-33562 133 38 . . PUNCT bracis-33562 134 1 however however ADV bracis-33562 134 2 , , PUNCT bracis-33562 134 3 its its PRON bracis-33562 134 4 lower low ADJ bracis-33562 134 5 precision precision NOUN bracis-33562 134 6 suggests suggest VERB bracis-33562 134 7 potential potential ADJ bracis-33562 134 8 misses miss NOUN bracis-33562 134 9 in in ADP bracis-33562 134 10 positive positive ADJ bracis-33562 134 11 instances instance NOUN bracis-33562 134 12 . . PUNCT bracis-33562 135 1 larger large ADJ bracis-33562 135 2 models model NOUN bracis-33562 135 3 , , PUNCT bracis-33562 135 4 such such ADJ bracis-33562 135 5 as as ADP bracis-33562 135 6 xlm xlm PROPN bracis-33562 135 7 - - PUNCT bracis-33562 135 8 r r NOUN bracis-33562 135 9 and and CCONJ bracis-33562 135 10 albertina albertina PROPN bracis-33562 135 11 , , PUNCT bracis-33562 135 12 excel excel VERB bracis-33562 135 13 in in ADP bracis-33562 135 14 capturing capture VERB bracis-33562 135 15 fine fine ADV bracis-33562 135 16 - - PUNCT bracis-33562 135 17 grained grain VERB bracis-33562 135 18 categories category NOUN bracis-33562 135 19 . . PUNCT bracis-33562 136 1 while while SCONJ bracis-33562 136 2 bertimbau bertimbau NOUN bracis-33562 136 3 demonstrates demonstrate VERB bracis-33562 136 4 superior superior ADJ bracis-33562 136 5 recall recall NOUN bracis-33562 136 6 in in ADP bracis-33562 136 7 fine fine ADV bracis-33562 136 8 - - PUNCT bracis-33562 136 9 grained grain VERB bracis-33562 136 10 analysis analysis NOUN bracis-33562 136 11 , , PUNCT bracis-33562 136 12 the the DET bracis-33562 136 13 trade trade NOUN bracis-33562 136 14 - - PUNCT bracis-33562 136 15 off off NOUN bracis-33562 136 16 between between ADP bracis-33562 136 17 precision precision NOUN bracis-33562 136 18 and and CCONJ bracis-33562 136 19 recall recall NOUN bracis-33562 136 20 results result NOUN bracis-33562 136 21 in in ADP bracis-33562 136 22 larger large ADJ bracis-33562 136 23 models model NOUN bracis-33562 136 24 achieving achieve VERB bracis-33562 136 25 better well ADJ bracis-33562 136 26 f1 f1 NOUN bracis-33562 136 27 - - PUNCT bracis-33562 136 28 score score NOUN bracis-33562 136 29 results result NOUN bracis-33562 136 30 with with ADP bracis-33562 136 31 comparable comparable ADJ bracis-33562 136 32 recall recall NOUN bracis-33562 136 33 . . PUNCT bracis-33562 137 1 the the DET bracis-33562 137 2 albertina albertina PROPN bracis-33562 137 3 models model NOUN bracis-33562 137 4 achieve achieve VERB bracis-33562 137 5 the the DET bracis-33562 137 6 best good ADJ bracis-33562 137 7 balance balance NOUN bracis-33562 137 8 between between ADP bracis-33562 137 9 precision precision NOUN bracis-33562 137 10 and and CCONJ bracis-33562 137 11 recall recall NOUN bracis-33562 137 12 . . PUNCT bracis-33562 138 1 this this DET bracis-33562 138 2 balance balance NOUN bracis-33562 138 3 indicates indicate VERB bracis-33562 138 4 their their PRON bracis-33562 138 5 effectiveness effectiveness NOUN bracis-33562 138 6 in in ADP bracis-33562 138 7 both both PRON bracis-33562 138 8 capturing capture VERB bracis-33562 138 9 a a DET bracis-33562 138 10 large large ADJ bracis-33562 138 11 number number NOUN bracis-33562 138 12 of of ADP bracis-33562 138 13 relevant relevant ADJ bracis-33562 138 14 instances instance NOUN bracis-33562 138 15 and and CCONJ bracis-33562 138 16 maintaining maintain VERB bracis-33562 138 17 accuracy accuracy NOUN bracis-33562 138 18 . . PUNCT bracis-33562 139 1 comparative comparative ADJ bracis-33562 139 2 analysis analysis NOUN bracis-33562 139 3 . . PUNCT bracis-33562 140 1 the the DET bracis-33562 140 2 linguistic linguistic ADJ bracis-33562 140 3 variation variation NOUN bracis-33562 140 4 between between ADP bracis-33562 140 5 brazilian brazilian ADJ bracis-33562 140 6 portuguese portuguese NOUN bracis-33562 140 7 and and CCONJ bracis-33562 140 8 european european PROPN bracis-33562 140 9 portuguese portuguese PROPN bracis-33562 140 10 differed differ VERB bracis-33562 140 11 significantly significantly ADV bracis-33562 140 12 across across ADP bracis-33562 140 13 the the DET bracis-33562 140 14 two two NUM bracis-33562 140 15 corpora corpus NOUN bracis-33562 140 16 , , PUNCT bracis-33562 140 17 highlighting highlight VERB bracis-33562 140 18 how how SCONJ bracis-33562 140 19 the the DET bracis-33562 140 20 parish parish PROPN bracis-33562 140 21 memories memories PROPN bracis-33562 140 22 corpus corpus PROPN bracis-33562 140 23 could could AUX bracis-33562 140 24 leverage leverage VERB bracis-33562 140 25 models model NOUN bracis-33562 140 26 tailored tailor VERB bracis-33562 140 27 to to ADP bracis-33562 140 28 its its PRON bracis-33562 140 29 specific specific ADJ bracis-33562 140 30 variant variant NOUN bracis-33562 140 31 more more ADV bracis-33562 140 32 effectively effectively ADV bracis-33562 140 33 than than ADP bracis-33562 140 34 brazilian brazilian ADJ bracis-33562 140 35 legislative legislative ADJ bracis-33562 140 36 texts text NOUN bracis-33562 140 37 . . PUNCT bracis-33562 141 1 one one NUM bracis-33562 141 2 plausible plausible ADJ bracis-33562 141 3 explanation explanation NOUN bracis-33562 141 4 lies lie VERB bracis-33562 141 5 in in ADP bracis-33562 141 6 the the DET bracis-33562 141 7 domain domain NOUN bracis-33562 141 8 and and CCONJ bracis-33562 141 9 structure structure NOUN bracis-33562 141 10 of of ADP bracis-33562 141 11 the the DET bracis-33562 141 12 texts text NOUN bracis-33562 141 13 . . PUNCT bracis-33562 142 1 the the DET bracis-33562 142 2 parish parish PROPN bracis-33562 142 3 memories memories PROPN bracis-33562 142 4 corpus corpus PROPN bracis-33562 142 5 comprises comprise VERB bracis-33562 142 6 letters letter NOUN bracis-33562 142 7 written write VERB bracis-33562 142 8 by by ADP bracis-33562 142 9 priests priest NOUN bracis-33562 142 10 with with ADP bracis-33562 142 11 varying vary VERB bracis-33562 142 12 levels level NOUN bracis-33562 142 13 of of ADP bracis-33562 142 14 academic academic ADJ bracis-33562 142 15 background background NOUN bracis-33562 142 16 and and CCONJ bracis-33562 142 17 formality formality NOUN bracis-33562 142 18 . . PUNCT bracis-33562 143 1 these these DET bracis-33562 143 2 texts text NOUN bracis-33562 143 3 differ differ VERB bracis-33562 143 4 from from ADP bracis-33562 143 5 contemporary contemporary ADJ bracis-33562 143 6 european european ADJ bracis-33562 143 7 portuguese portuguese PROPN bracis-33562 143 8 but but CCONJ bracis-33562 143 9 maintain maintain VERB bracis-33562 143 10 significant significant ADJ bracis-33562 143 11 linguistic linguistic ADJ bracis-33562 143 12 proximity proximity NOUN bracis-33562 143 13 , , PUNCT bracis-33562 143 14 especially especially ADV bracis-33562 143 15 in in ADP bracis-33562 143 16 their their PRON bracis-33562 143 17 textual textual ADJ bracis-33562 143 18 references reference NOUN bracis-33562 143 19 . . PUNCT bracis-33562 144 1 while while SCONJ bracis-33562 144 2 the the DET bracis-33562 144 3 entities entity NOUN bracis-33562 144 4 mentioned mention VERB bracis-33562 144 5 refer refer VERB bracis-33562 144 6 to to ADP bracis-33562 144 7 things thing NOUN bracis-33562 144 8 , , PUNCT bracis-33562 144 9 people people NOUN bracis-33562 144 10 , , PUNCT bracis-33562 144 11 and and CCONJ bracis-33562 144 12 events event NOUN bracis-33562 144 13 of of ADP bracis-33562 144 14 the the DET bracis-33562 144 15 18\(^{th}\)-century 18\(^{th}\)-century NOUN bracis-33562 144 16 , , PUNCT bracis-33562 144 17 many many ADJ bracis-33562 144 18 of of ADP bracis-33562 144 19 these these DET bracis-33562 144 20 references reference NOUN bracis-33562 144 21 are be AUX bracis-33562 144 22 still still ADV bracis-33562 144 23 used use VERB bracis-33562 144 24 and and CCONJ bracis-33562 144 25 mentioned mention VERB bracis-33562 144 26 today today NOUN bracis-33562 144 27 , , PUNCT bracis-33562 144 28 such such ADJ bracis-33562 144 29 as as ADP bracis-33562 144 30 place place NOUN bracis-33562 144 31 names name NOUN bracis-33562 144 32 like like ADP bracis-33562 144 33 coimbra coimbra PROPN bracis-33562 144 34 and and CCONJ bracis-33562 144 35 évora évora PROPN bracis-33562 144 36 and and CCONJ bracis-33562 144 37 local local ADJ bracis-33562 144 38 parish parish ADJ bracis-33562 144 39 names name NOUN bracis-33562 144 40 and and CCONJ bracis-33562 144 41 devotions devotion NOUN bracis-33562 144 42 that that PRON bracis-33562 144 43 continue continue VERB bracis-33562 144 44 in in ADP bracis-33562 144 45 the the DET bracis-33562 144 46 country country NOUN bracis-33562 144 47 . . PUNCT bracis-33562 145 1 therefore therefore ADV bracis-33562 145 2 , , PUNCT bracis-33562 145 3 it it PRON bracis-33562 145 4 is be AUX bracis-33562 145 5 reasonable reasonable ADJ bracis-33562 145 6 to to PART bracis-33562 145 7 argue argue VERB bracis-33562 145 8 that that SCONJ bracis-33562 145 9 a a DET bracis-33562 145 10 model model NOUN bracis-33562 145 11 trained train VERB bracis-33562 145 12 on on ADP bracis-33562 145 13 european european ADJ bracis-33562 145 14 portuguese portuguese PROPN bracis-33562 145 15 is be AUX bracis-33562 145 16 better well ADV bracis-33562 145 17 equipped equip VERB bracis-33562 145 18 to to PART bracis-33562 145 19 extract extract VERB bracis-33562 145 20 entities entity NOUN bracis-33562 145 21 from from ADP bracis-33562 145 22 this this DET bracis-33562 145 23 corpus corpus NOUN bracis-33562 145 24 . . PUNCT bracis-33562 146 1 conversely conversely ADV bracis-33562 146 2 , , PUNCT bracis-33562 146 3 even even ADV bracis-33562 146 4 though though SCONJ bracis-33562 146 5 the the DET bracis-33562 146 6 brazilian brazilian ADJ bracis-33562 146 7 legislative legislative ADJ bracis-33562 146 8 corpus corpus NOUN bracis-33562 146 9 contains contain VERB bracis-33562 146 10 contemporary contemporary ADJ bracis-33562 146 11 texts text NOUN bracis-33562 146 12 , , PUNCT bracis-33562 146 13 many many ADJ bracis-33562 146 14 of of ADP bracis-33562 146 15 these these DET bracis-33562 146 16 details detail NOUN bracis-33562 146 17 were be AUX bracis-33562 146 18 not not PART bracis-33562 146 19 necessarily necessarily ADV bracis-33562 146 20 learned learn VERB bracis-33562 146 21 from from ADP bracis-33562 146 22 general general ADJ bracis-33562 146 23 texts text NOUN bracis-33562 146 24 in in ADP bracis-33562 146 25 either either CCONJ bracis-33562 146 26 portuguese portuguese ADJ bracis-33562 146 27 variant variant NOUN bracis-33562 146 28 by by ADP bracis-33562 146 29 the the DET bracis-33562 146 30 structure structure NOUN bracis-33562 146 31 and and CCONJ bracis-33562 146 32 specific specific ADJ bracis-33562 146 33 jargon jargon NOUN bracis-33562 146 34 of of ADP bracis-33562 146 35 legislative legislative ADJ bracis-33562 146 36 texts text NOUN bracis-33562 146 37 . . PUNCT bracis-33562 147 1 thus thus ADV bracis-33562 147 2 , , PUNCT bracis-33562 147 3 it it PRON bracis-33562 147 4 becomes become VERB bracis-33562 147 5 that that SCONJ bracis-33562 147 6 , , PUNCT bracis-33562 147 7 for for ADP bracis-33562 147 8 this this DET bracis-33562 147 9 corpus corpus NOUN bracis-33562 147 10 , , PUNCT bracis-33562 147 11 the the DET bracis-33562 147 12 model model NOUN bracis-33562 147 13 size size NOUN bracis-33562 147 14 was be AUX bracis-33562 147 15 more more ADV bracis-33562 147 16 decisive decisive ADJ bracis-33562 147 17 than than ADP bracis-33562 147 18 the the DET bracis-33562 147 19 linguistic linguistic ADJ bracis-33562 147 20 variation variation NOUN bracis-33562 147 21 . . PUNCT bracis-33562 148 1 our our PRON bracis-33562 148 2 results result NOUN bracis-33562 148 3 and and CCONJ bracis-33562 148 4 analysis analysis NOUN bracis-33562 148 5 illustrate illustrate VERB bracis-33562 148 6 how how SCONJ bracis-33562 148 7 linguistic linguistic ADJ bracis-33562 148 8 context context NOUN bracis-33562 148 9 and and CCONJ bracis-33562 148 10 textual textual ADJ bracis-33562 148 11 domain domain NOUN bracis-33562 148 12 play play VERB bracis-33562 148 13 a a DET bracis-33562 148 14 crucial crucial ADJ bracis-33562 148 15 role role NOUN bracis-33562 148 16 in in ADP bracis-33562 148 17 shaping shape VERB bracis-33562 148 18 the the DET bracis-33562 148 19 selection selection NOUN bracis-33562 148 20 and and CCONJ bracis-33562 148 21 performance performance NOUN bracis-33562 148 22 of of ADP bracis-33562 148 23 ner ner NOUN bracis-33562 148 24 models model NOUN bracis-33562 148 25 . . PUNCT bracis-33562 149 1 it it PRON bracis-33562 149 2 underscores underscore VERB bracis-33562 149 3 the the DET bracis-33562 149 4 importance importance NOUN bracis-33562 149 5 of of ADP bracis-33562 149 6 meticulously meticulously ADV bracis-33562 149 7 evaluating evaluate VERB bracis-33562 149 8 the the DET bracis-33562 149 9 corpus corpus NOUN bracis-33562 149 10 to to PART bracis-33562 149 11 select select VERB bracis-33562 149 12 a a DET bracis-33562 149 13 suitable suitable ADJ bracis-33562 149 14 model model NOUN bracis-33562 149 15 that that PRON bracis-33562 149 16 optimizes optimize VERB bracis-33562 149 17 the the DET bracis-33562 149 18 extraction extraction NOUN bracis-33562 149 19 of of ADP bracis-33562 149 20 named name VERB bracis-33562 149 21 entities entity NOUN bracis-33562 149 22 within within ADP bracis-33562 149 23 specific specific ADJ bracis-33562 149 24 contexts contexts NOUN bracis-33562 149 25 . . PUNCT bracis-33562 150 1 6.2 6.2 NUM bracis-33562 150 2 results result NOUN bracis-33562 150 3 by by ADP bracis-33562 150 4     SPACE bracis-33562 150 5 categories category NOUN bracis-33562 150 6 table table VERB bracis-33562 150 7 6 6 NUM bracis-33562 150 8 . . PUNCT bracis-33562 151 1 parish parish PROPN bracis-33562 151 2 memories memories PROPN bracis-33562 151 3 results result VERB bracis-33562 151 4 per per ADP bracis-33562 151 5 entity.full entity.full ADJ bracis-33562 151 6 size size NOUN bracis-33562 151 7 table table NOUN bracis-33562 151 8 we we PRON bracis-33562 151 9 present present VERB bracis-33562 151 10 the the DET bracis-33562 151 11 results result NOUN bracis-33562 151 12 for for ADP bracis-33562 151 13 each each DET bracis-33562 151 14 corpus corpus NOUN bracis-33562 151 15 at at ADP bracis-33562 151 16 the the DET bracis-33562 151 17 entity entity NOUN bracis-33562 151 18 level level NOUN bracis-33562 151 19 . . PUNCT bracis-33562 152 1 we we PRON bracis-33562 152 2 discuss discuss VERB bracis-33562 152 3 how how SCONJ bracis-33562 152 4 each each DET bracis-33562 152 5 model model NOUN bracis-33562 152 6 learned learn VERB bracis-33562 152 7 each each DET bracis-33562 152 8 entity entity NOUN bracis-33562 152 9 and and CCONJ bracis-33562 152 10 what what PRON bracis-33562 152 11 is be AUX bracis-33562 152 12 the the DET bracis-33562 152 13 influence influence NOUN bracis-33562 152 14 of of ADP bracis-33562 152 15 specialised specialised ADJ bracis-33562 152 16 entities entity NOUN bracis-33562 152 17 . . PUNCT bracis-33562 153 1 subsequently subsequently ADV bracis-33562 153 2 , , PUNCT bracis-33562 153 3 we we PRON bracis-33562 153 4 present present VERB bracis-33562 153 5 a a DET bracis-33562 153 6 comparative comparative ADJ bracis-33562 153 7 analysis analysis NOUN bracis-33562 153 8 to to PART bracis-33562 153 9 conclude conclude VERB bracis-33562 153 10 how how SCONJ bracis-33562 153 11 different different ADJ bracis-33562 153 12 levels level NOUN bracis-33562 153 13 of of ADP bracis-33562 153 14 entities entity NOUN bracis-33562 153 15 can can AUX bracis-33562 153 16 help help VERB bracis-33562 153 17 or or CCONJ bracis-33562 153 18 affect affect VERB bracis-33562 153 19 the the DET bracis-33562 153 20 final final ADJ bracis-33562 153 21 model model NOUN bracis-33562 153 22 results result NOUN bracis-33562 153 23 . . PUNCT bracis-33562 154 1 parish parish PROPN bracis-33562 154 2 memories memories PROPN bracis-33562 154 3 . . PUNCT bracis-33562 155 1 table table NOUN bracis-33562 155 2     SPACE bracis-33562 155 3 6 6 NUM bracis-33562 155 4 shows show VERB bracis-33562 155 5 the the DET bracis-33562 155 6 results result NOUN bracis-33562 155 7 at at ADP bracis-33562 155 8 the the DET bracis-33562 155 9 entities entity NOUN bracis-33562 155 10 level level NOUN bracis-33562 155 11 . . PUNCT bracis-33562 156 1 albertina albertina PROPN bracis-33562 156 2 in in ADP bracis-33562 156 3 european european PROPN bracis-33562 156 4 portuguese portuguese PROPN bracis-33562 156 5 tends tend VERB bracis-33562 156 6 to to PART bracis-33562 156 7 consistently consistently ADV bracis-33562 156 8 achieve achieve VERB bracis-33562 156 9 the the DET bracis-33562 156 10 best good ADJ bracis-33562 156 11 results result NOUN bracis-33562 156 12 in in ADP bracis-33562 156 13 f1 f1 NOUN bracis-33562 156 14 - - PUNCT bracis-33562 156 15 score score NOUN bracis-33562 156 16 in in ADP bracis-33562 156 17 most most ADJ bracis-33562 156 18 categories category NOUN bracis-33562 156 19 , , PUNCT bracis-33562 156 20 pointing point VERB bracis-33562 156 21 out out ADP bracis-33562 156 22 that that SCONJ bracis-33562 156 23 the the DET bracis-33562 156 24 specific specific ADJ bracis-33562 156 25 features feature NOUN bracis-33562 156 26 of of ADP bracis-33562 156 27 the the DET bracis-33562 156 28 language language NOUN bracis-33562 156 29 in in ADP bracis-33562 156 30 the the DET bracis-33562 156 31 model model NOUN bracis-33562 156 32 can can AUX bracis-33562 156 33 be be AUX bracis-33562 156 34 advantageous advantageous ADJ bracis-33562 156 35 to to ADP bracis-33562 156 36 the the DET bracis-33562 156 37 corpus corpus NOUN bracis-33562 156 38 . . PUNCT bracis-33562 157 1 models model NOUN bracis-33562 157 2 like like ADP bracis-33562 157 3 albertina albertina PROPN bracis-33562 157 4 ( ( PUNCT bracis-33562 157 5 pt pt PROPN bracis-33562 157 6 ) ) PUNCT bracis-33562 157 7 and and CCONJ bracis-33562 157 8 ( ( PUNCT bracis-33562 157 9 br br NOUN bracis-33562 157 10 ) ) PUNCT bracis-33562 157 11 show show VERB bracis-33562 157 12 a a DET bracis-33562 157 13 better well ADJ bracis-33562 157 14 balance balance NOUN bracis-33562 157 15 between between ADP bracis-33562 157 16 precision precision NOUN bracis-33562 157 17 and and CCONJ bracis-33562 157 18 recall recall NOUN bracis-33562 157 19 , , PUNCT bracis-33562 157 20 leading lead VERB bracis-33562 157 21 to to ADP bracis-33562 157 22 higher high ADJ bracis-33562 157 23 f1 f1 NOUN bracis-33562 157 24 scores score NOUN bracis-33562 157 25 across across ADP bracis-33562 157 26 many many ADJ bracis-33562 157 27 categories category NOUN bracis-33562 157 28 . . PUNCT bracis-33562 158 1 this this DET bracis-33562 158 2 balance balance NOUN bracis-33562 158 3 is be AUX bracis-33562 158 4 important important ADJ bracis-33562 158 5 for for ADP bracis-33562 158 6 practical practical ADJ bracis-33562 158 7 applications application NOUN bracis-33562 158 8 where where SCONJ bracis-33562 158 9 false false ADJ bracis-33562 158 10 positives positive NOUN bracis-33562 158 11 and and CCONJ bracis-33562 158 12 negatives negative NOUN bracis-33562 158 13 must must AUX bracis-33562 158 14 be be AUX bracis-33562 158 15 minimised minimise VERB bracis-33562 158 16 . . PUNCT bracis-33562 159 1 the the DET bracis-33562 159 2 table table NOUN bracis-33562 159 3 also also ADV bracis-33562 159 4 highlights highlight VERB bracis-33562 159 5 that that PRON bracis-33562 159 6 albertina albertina PROPN bracis-33562 159 7 ( ( PUNCT bracis-33562 159 8 pt pt PROPN bracis-33562 159 9 ) ) PUNCT bracis-33562 159 10 achieved achieve VERB bracis-33562 159 11 the the DET bracis-33562 159 12 highest high ADJ bracis-33562 159 13 results result NOUN bracis-33562 159 14 , , PUNCT bracis-33562 159 15 with with ADP bracis-33562 159 16 no no DET bracis-33562 159 17 f1 f1 NOUN bracis-33562 159 18 - - PUNCT bracis-33562 159 19 scores score NOUN bracis-33562 159 20 near near ADP bracis-33562 159 21 50 50 NUM bracis-33562 159 22 % % NOUN bracis-33562 159 23 , , PUNCT bracis-33562 159 24 unlike unlike ADP bracis-33562 159 25 a a DET bracis-33562 159 26 random random ADJ bracis-33562 159 27 classifier classifier NOUN bracis-33562 159 28 . . PUNCT bracis-33562 160 1 in in ADP bracis-33562 160 2 contrast contrast NOUN bracis-33562 160 3 , , PUNCT bracis-33562 160 4 bertimbau bertimbau NOUN bracis-33562 160 5 had have VERB bracis-33562 160 6 three three NUM bracis-33562 160 7 classes class NOUN bracis-33562 160 8 with with ADP bracis-33562 160 9 scores score NOUN bracis-33562 160 10 near near ADP bracis-33562 160 11 50 50 NUM bracis-33562 160 12 % % NOUN bracis-33562 160 13 and and CCONJ bracis-33562 160 14 one one NUM bracis-33562 160 15 with with ADP bracis-33562 160 16 even even ADV bracis-33562 160 17 lower low ADJ bracis-33562 160 18 results result NOUN bracis-33562 160 19 . . PUNCT bracis-33562 161 1 additionally additionally ADV bracis-33562 161 2 , , PUNCT bracis-33562 161 3 it it PRON bracis-33562 161 4 is be AUX bracis-33562 161 5 noteworthy noteworthy ADJ bracis-33562 161 6 that that SCONJ bracis-33562 161 7 albertina albertina PROPN bracis-33562 161 8 ( ( PUNCT bracis-33562 161 9 br br PROPN bracis-33562 161 10 ) ) PUNCT bracis-33562 161 11 had have VERB bracis-33562 161 12 five five NUM bracis-33562 161 13 classes class NOUN bracis-33562 161 14 with with ADP bracis-33562 161 15 results result NOUN bracis-33562 161 16 near near ADP bracis-33562 161 17 50 50 NUM bracis-33562 161 18 % % NOUN bracis-33562 161 19 ( ( PUNCT bracis-33562 161 20 the the DET bracis-33562 161 21 highest high ADJ bracis-33562 161 22 number number NOUN bracis-33562 161 23 among among ADP bracis-33562 161 24 the the DET bracis-33562 161 25 models model NOUN bracis-33562 161 26 ) ) PUNCT bracis-33562 161 27 . . PUNCT bracis-33562 162 1 however however ADV bracis-33562 162 2 , , PUNCT bracis-33562 162 3 the the DET bracis-33562 162 4 overall overall ADJ bracis-33562 162 5 result result NOUN bracis-33562 162 6 compensated compensate VERB bracis-33562 162 7 for for ADP bracis-33562 162 8 the the DET bracis-33562 162 9 higher high ADJ bracis-33562 162 10 number number NOUN bracis-33562 162 11 of of ADP bracis-33562 162 12 classes class NOUN bracis-33562 162 13 with with ADP bracis-33562 162 14 f1 f1 PROPN bracis-33562 162 15 scores score NOUN bracis-33562 162 16 of of ADP bracis-33562 162 17 70 70 NUM bracis-33562 162 18 % % NOUN bracis-33562 162 19 or or CCONJ bracis-33562 162 20 more more ADJ bracis-33562 162 21 . . PUNCT bracis-33562 163 1 we we PRON bracis-33562 163 2 observe observe VERB bracis-33562 163 3 specific specific ADJ bracis-33562 163 4 trends trend NOUN bracis-33562 163 5 and and CCONJ bracis-33562 163 6 outliers outlier NOUN bracis-33562 163 7 in in ADP bracis-33562 163 8 the the DET bracis-33562 163 9 f1 f1 NOUN bracis-33562 163 10 - - PUNCT bracis-33562 163 11 scores score NOUN bracis-33562 163 12 in in ADP bracis-33562 163 13 a a DET bracis-33562 163 14 bird bird NOUN bracis-33562 163 15 ’s ’s PART bracis-33562 163 16 eye eye NOUN bracis-33562 163 17 analysis analysis NOUN bracis-33562 163 18 of of ADP bracis-33562 163 19 the the DET bracis-33562 163 20 categories category NOUN bracis-33562 163 21 in in ADP bracis-33562 163 22 table table NOUN bracis-33562 163 23     SPACE bracis-33562 163 24 6 6 NUM bracis-33562 163 25 . . PUNCT bracis-33562 163 26 in in ADP bracis-33562 163 27 autwork autwork NOUN bracis-33562 163 28 and and CCONJ bracis-33562 163 29 plc_mount plc_mount PROPN bracis-33562 163 30 , , PUNCT bracis-33562 163 31 the the DET bracis-33562 163 32 result result NOUN bracis-33562 163 33 increased increase VERB bracis-33562 163 34 when when SCONJ bracis-33562 163 35 the the DET bracis-33562 163 36 model model NOUN bracis-33562 163 37 size size NOUN bracis-33562 163 38 was be AUX bracis-33562 163 39 increased increase VERB bracis-33562 163 40 ( ( PUNCT bracis-33562 163 41 see see VERB bracis-33562 163 42 table table NOUN bracis-33562 163 43     SPACE bracis-33562 163 44 3 3 NUM bracis-33562 163 45 for for ADP bracis-33562 163 46 reference reference NOUN bracis-33562 163 47 on on ADP bracis-33562 163 48 model model NOUN bracis-33562 163 49 sizes size NOUN bracis-33562 163 50 ) ) PUNCT bracis-33562 163 51 , , PUNCT bracis-33562 163 52 and and CCONJ bracis-33562 163 53 the the DET bracis-33562 163 54 best good ADJ bracis-33562 163 55 result result NOUN bracis-33562 163 56 was be AUX bracis-33562 163 57 in in ADP bracis-33562 163 58 the the DET bracis-33562 163 59 portuguese portuguese ADJ bracis-33562 163 60 european european PROPN bracis-33562 163 61 albertina albertina PROPN bracis-33562 163 62 model model PROPN bracis-33562 163 63 . . PUNCT bracis-33562 164 1 the the DET bracis-33562 164 2 albertina albertina PROPN bracis-33562 164 3 ( ( PUNCT bracis-33562 164 4 pt pt PROPN bracis-33562 164 5 ) ) PUNCT bracis-33562 164 6 model model NOUN bracis-33562 164 7 consistently consistently ADV bracis-33562 164 8 performs perform VERB bracis-33562 164 9 well well ADV bracis-33562 164 10 in in ADP bracis-33562 164 11 identifying identify VERB bracis-33562 164 12 specialised specialised ADJ bracis-33562 164 13 persons person NOUN bracis-33562 164 14 . . PUNCT bracis-33562 165 1 however however ADV bracis-33562 165 2 , , PUNCT bracis-33562 165 3 an an DET bracis-33562 165 4 outlier outlier NOUN bracis-33562 165 5 emerges emerge VERB bracis-33562 165 6 in in ADP bracis-33562 165 7 the the DET bracis-33562 165 8 per_cat per_cat X bracis-33562 165 9 ( ( PUNCT bracis-33562 165 10 social social ADJ bracis-33562 165 11 category category NOUN bracis-33562 165 12 ) ) PUNCT bracis-33562 165 13 , , PUNCT bracis-33562 165 14 where where SCONJ bracis-33562 165 15 bertimbau bertimbau NOUN bracis-33562 165 16 exhibits exhibit VERB bracis-33562 165 17 a a DET bracis-33562 165 18 notable notable ADJ bracis-33562 165 19 increase increase NOUN bracis-33562 165 20 of of ADP bracis-33562 165 21 17.93 17.93 NUM bracis-33562 165 22 points point NOUN bracis-33562 165 23 compared compare VERB bracis-33562 165 24 to to ADP bracis-33562 165 25 the the DET bracis-33562 165 26 second second ADV bracis-33562 165 27 - - PUNCT bracis-33562 165 28 best good ADJ bracis-33562 165 29 result result NOUN bracis-33562 165 30 achieved achieve VERB bracis-33562 165 31 by by ADP bracis-33562 165 32 albertina albertina PROPN bracis-33562 165 33 ( ( PUNCT bracis-33562 165 34 pt pt PROPN bracis-33562 165 35 ) ) PUNCT bracis-33562 165 36 . . PUNCT bracis-33562 166 1 this this DET bracis-33562 166 2 unexpected unexpected ADJ bracis-33562 166 3 outcome outcome NOUN bracis-33562 166 4 could could AUX bracis-33562 166 5 be be AUX bracis-33562 166 6 attributed attribute VERB bracis-33562 166 7 to to ADP bracis-33562 166 8 bertimbau bertimbau NOUN bracis-33562 166 9 ’s ’s PART bracis-33562 166 10 pre pre NOUN bracis-33562 166 11 - - NOUN bracis-33562 166 12 training training NOUN bracis-33562 166 13 on on ADP bracis-33562 166 14 the the DET bracis-33562 166 15 brwac brwac PROPN bracis-33562 166 16 corpus corpus NOUN bracis-33562 166 17 [ [ X bracis-33562 166 18 8 8 NUM bracis-33562 166 19 ] ] PUNCT bracis-33562 166 20 , , PUNCT bracis-33562 166 21 which which PRON bracis-33562 166 22 includes include VERB bracis-33562 166 23 a a DET bracis-33562 166 24 diverse diverse ADJ bracis-33562 166 25 range range NOUN bracis-33562 166 26 of of ADP bracis-33562 166 27 content content NOUN bracis-33562 166 28 potentially potentially ADV bracis-33562 166 29 encompassing encompass VERB bracis-33562 166 30 social social ADJ bracis-33562 166 31 category category NOUN bracis-33562 166 32 data datum NOUN bracis-33562 166 33 . . PUNCT bracis-33562 167 1 this this PRON bracis-33562 167 2 may may AUX bracis-33562 167 3 have have AUX bracis-33562 167 4 enhanced enhance VERB bracis-33562 167 5 bertimbau bertimbau NOUN bracis-33562 167 6 ’s ’s PART bracis-33562 167 7 ability ability NOUN bracis-33562 167 8 to to PART bracis-33562 167 9 accurately accurately ADV bracis-33562 167 10 recognize recognize VERB bracis-33562 167 11 entities entity NOUN bracis-33562 167 12 within within ADP bracis-33562 167 13 social social ADJ bracis-33562 167 14 contexts contexts NOUN bracis-33562 167 15 . . PUNCT bracis-33562 168 1 additionally additionally ADV bracis-33562 168 2 , , PUNCT bracis-33562 168 3 while while SCONJ bracis-33562 168 4 bertimbau bertimbau NOUN bracis-33562 168 5 shows show VERB bracis-33562 168 6 a a DET bracis-33562 168 7 slight slight ADJ bracis-33562 168 8 improvement improvement NOUN bracis-33562 168 9 in in ADP bracis-33562 168 10 the the DET bracis-33562 168 11 per_saint per_saint NOUN bracis-33562 168 12 category category NOUN bracis-33562 168 13 with with ADP bracis-33562 168 14 a a DET bracis-33562 168 15 marginal marginal ADJ bracis-33562 168 16 increase increase NOUN bracis-33562 168 17 of of ADP bracis-33562 168 18 0.45 0.45 NUM bracis-33562 168 19 points point NOUN bracis-33562 168 20 , , PUNCT bracis-33562 168 21 this this DET bracis-33562 168 22 improvement improvement NOUN bracis-33562 168 23 is be AUX bracis-33562 168 24 not not PART bracis-33562 168 25 significant significant ADJ bracis-33562 168 26 enough enough ADV bracis-33562 168 27 to to PART bracis-33562 168 28 decisively decisively ADV bracis-33562 168 29 conclude conclude VERB bracis-33562 168 30 it it PRON bracis-33562 168 31 performs perform VERB bracis-33562 168 32 better well ADJ bracis-33562 168 33 than than ADP bracis-33562 168 34 albertina albertina PROPN bracis-33562 168 35 in in ADP bracis-33562 168 36 this this DET bracis-33562 168 37 category category NOUN bracis-33562 168 38 . . PUNCT bracis-33562 169 1 similarly similarly ADV bracis-33562 169 2 , , PUNCT bracis-33562 169 3 place place NOUN bracis-33562 169 4 entities entity NOUN bracis-33562 169 5 consistently consistently ADV bracis-33562 169 6 performed perform VERB bracis-33562 169 7 well well ADV bracis-33562 169 8 with with ADP bracis-33562 169 9 the the DET bracis-33562 169 10 albertina albertina PROPN bracis-33562 169 11 ( ( PUNCT bracis-33562 169 12 pt pt PROPN bracis-33562 169 13 ) ) PUNCT bracis-33562 169 14 model model NOUN bracis-33562 169 15 , , PUNCT bracis-33562 169 16 often often ADV bracis-33562 169 17 achieving achieve VERB bracis-33562 169 18 results result NOUN bracis-33562 169 19 that that PRON bracis-33562 169 20 were be AUX bracis-33562 169 21 either either CCONJ bracis-33562 169 22 the the DET bracis-33562 169 23 best good ADJ bracis-33562 169 24 or or CCONJ bracis-33562 169 25 very very ADV bracis-33562 169 26 close close ADJ bracis-33562 169 27 to to ADP bracis-33562 169 28 it it PRON bracis-33562 169 29 . . PUNCT bracis-33562 170 1 for for ADP bracis-33562 170 2 instance instance NOUN bracis-33562 170 3 , , PUNCT bracis-33562 170 4 in in ADP bracis-33562 170 5 plc_aqu plc_aqu PROPN bracis-33562 170 6 , , PUNCT bracis-33562 170 7 plc_fac plc_fac NOUN bracis-33562 170 8 , , PUNCT bracis-33562 170 9 and and CCONJ bracis-33562 170 10 plc_gpe plc_gpe NOUN bracis-33562 170 11 , , PUNCT bracis-33562 170 12 albertina albertina PROPN bracis-33562 170 13 ( ( PUNCT bracis-33562 170 14 pt pt PROPN bracis-33562 170 15 ) ) PUNCT bracis-33562 170 16 demonstrated demonstrate VERB bracis-33562 170 17 high high ADJ bracis-33562 170 18 precision precision NOUN bracis-33562 170 19 and and CCONJ bracis-33562 170 20 recall recall NOUN bracis-33562 170 21 , , PUNCT bracis-33562 170 22 with with ADP bracis-33562 170 23 marginal marginal ADJ bracis-33562 170 24 differences difference NOUN bracis-33562 170 25 from from ADP bracis-33562 170 26 the the DET bracis-33562 170 27 top top ADJ bracis-33562 170 28 performer performer NOUN bracis-33562 170 29 ranging range VERB bracis-33562 170 30 from from ADP bracis-33562 170 31 0.57 0.57 NUM bracis-33562 170 32 to to ADP bracis-33562 170 33 1.38 1.38 NUM bracis-33562 170 34 ( ( PUNCT bracis-33562 170 35 the the DET bracis-33562 170 36 largest large ADJ bracis-33562 170 37 difference difference NOUN bracis-33562 170 38 observed observe VERB bracis-33562 170 39 ) ) PUNCT bracis-33562 170 40 . . PUNCT bracis-33562 171 1 this this PRON bracis-33562 171 2 suggests suggest VERB bracis-33562 171 3 albertina albertina PROPN bracis-33562 171 4 ( ( PUNCT bracis-33562 171 5 pt pt PROPN bracis-33562 171 6 ) ) PUNCT bracis-33562 171 7 can can AUX bracis-33562 171 8 identify identify VERB bracis-33562 171 9 and and CCONJ bracis-33562 171 10 classify classify VERB bracis-33562 171 11 various various ADJ bracis-33562 171 12 place place NOUN bracis-33562 171 13 - - PUNCT bracis-33562 171 14 related relate VERB bracis-33562 171 15 entities entity NOUN bracis-33562 171 16 within within ADP bracis-33562 171 17 the the DET bracis-33562 171 18 corpus corpus NOUN bracis-33562 171 19 . . PUNCT bracis-33562 172 1 however however ADV bracis-33562 172 2 , , PUNCT bracis-33562 172 3 it it PRON bracis-33562 172 4 ’s ’ VERB bracis-33562 172 5 notable notable ADJ bracis-33562 172 6 that that SCONJ bracis-33562 172 7 bertimbau bertimbau NOUN bracis-33562 172 8 occasionally occasionally ADV bracis-33562 172 9 surpassed surpass VERB bracis-33562 172 10 albertina albertina PROPN bracis-33562 172 11 ( ( PUNCT bracis-33562 172 12 pt pt PROPN bracis-33562 172 13 ) ) PUNCT bracis-33562 172 14 in in ADP bracis-33562 172 15 specific specific ADJ bracis-33562 172 16 categories category NOUN bracis-33562 172 17 , , PUNCT bracis-33562 172 18 such such ADJ bracis-33562 172 19 as as ADP bracis-33562 172 20 tim_cron tim_cron NOUN bracis-33562 172 21 , , PUNCT bracis-33562 172 22 indicating indicate VERB bracis-33562 172 23 its its PRON bracis-33562 172 24 capability capability NOUN bracis-33562 172 25 to to PART bracis-33562 172 26 excel excel VERB bracis-33562 172 27 in in ADP bracis-33562 172 28 contexts context NOUN bracis-33562 172 29 where where SCONJ bracis-33562 172 30 temporal temporal ADJ bracis-33562 172 31 references reference NOUN bracis-33562 172 32 are be AUX bracis-33562 172 33 crucial crucial ADJ bracis-33562 172 34 . . PUNCT bracis-33562 173 1 these these DET bracis-33562 173 2 nuances nuance NOUN bracis-33562 173 3 of of ADP bracis-33562 173 4 performance performance NOUN bracis-33562 173 5 highlight highlight VERB bracis-33562 173 6 the the DET bracis-33562 173 7 strengths strength NOUN bracis-33562 173 8 of of ADP bracis-33562 173 9 each each DET bracis-33562 173 10 model model NOUN bracis-33562 173 11 in in ADP bracis-33562 173 12 different different ADJ bracis-33562 173 13 entity entity NOUN bracis-33562 173 14 categories category NOUN bracis-33562 173 15 . . PUNCT bracis-33562 174 1 it it PRON bracis-33562 174 2 emphasises emphasise VERB bracis-33562 174 3 the the DET bracis-33562 174 4 importance importance NOUN bracis-33562 174 5 of of ADP bracis-33562 174 6 considering consider VERB bracis-33562 174 7 specific specific ADJ bracis-33562 174 8 contexts context NOUN bracis-33562 174 9 and and CCONJ bracis-33562 174 10 the the DET bracis-33562 174 11 balance balance NOUN bracis-33562 174 12 in in ADP bracis-33562 174 13 the the DET bracis-33562 174 14 results result NOUN bracis-33562 174 15 distributions distribution NOUN bracis-33562 174 16 in in ADP bracis-33562 174 17 evaluating evaluate VERB bracis-33562 174 18 effectiveness effectiveness NOUN bracis-33562 174 19 across across ADP bracis-33562 174 20 varied varied ADJ bracis-33562 174 21 entity entity NOUN bracis-33562 174 22 types type NOUN bracis-33562 174 23 ( ( PUNCT bracis-33562 174 24 table table NOUN bracis-33562 174 25 7 7 NUM bracis-33562 174 26 ) ) PUNCT bracis-33562 174 27 . . PUNCT bracis-33562 175 1 table table NOUN bracis-33562 175 2 7 7 NUM bracis-33562 175 3 . . PUNCT bracis-33562 175 4 ulyssesner ulyssesner NOUN bracis-33562 175 5 - - PUNCT bracis-33562 175 6 br br NOUN bracis-33562 175 7 type type NOUN bracis-33562 175 8 level level NOUN bracis-33562 175 9 results result NOUN bracis-33562 175 10 per per ADP bracis-33562 175 11 entity.full entity.full ADJ bracis-33562 175 12 size size NOUN bracis-33562 175 13 table table NOUN bracis-33562 175 14 brazilian brazilian ADJ bracis-33562 175 15 legislative legislative ADJ bracis-33562 175 16 texts text NOUN bracis-33562 175 17 . . PUNCT bracis-33562 176 1 table table NOUN bracis-33562 176 2     SPACE bracis-33562 176 3 5 5 NUM bracis-33562 176 4 shows show VERB bracis-33562 176 5 the the DET bracis-33562 176 6 results result NOUN bracis-33562 176 7 at at ADP bracis-33562 176 8 the the DET bracis-33562 176 9 entity entity NOUN bracis-33562 176 10 level level NOUN bracis-33562 176 11 . . PUNCT bracis-33562 177 1 similar similar ADJ bracis-33562 177 2 to to ADP bracis-33562 177 3 the the DET bracis-33562 177 4 conclusions conclusion NOUN bracis-33562 177 5 drawn draw VERB bracis-33562 177 6 in in ADP bracis-33562 177 7 sect sect NOUN bracis-33562 177 8 . . PUNCT bracis-33562 177 9     SPACE bracis-33562 177 10 6.1 6.1 NUM bracis-33562 177 11 , , PUNCT bracis-33562 177 12 we we PRON bracis-33562 177 13 observe observe VERB bracis-33562 177 14 that that SCONJ bracis-33562 177 15 top top ADJ bracis-33562 177 16 results result NOUN bracis-33562 177 17 are be AUX bracis-33562 177 18 well well ADV bracis-33562 177 19 - - PUNCT bracis-33562 177 20 distributed distribute VERB bracis-33562 177 21 among among ADP bracis-33562 177 22 the the DET bracis-33562 177 23 models model NOUN bracis-33562 177 24 bertimbau bertimbau NOUN bracis-33562 177 25 , , PUNCT bracis-33562 177 26 xlm xlm PROPN bracis-33562 177 27 - - PUNCT bracis-33562 177 28 r r NOUN bracis-33562 177 29 , , PUNCT bracis-33562 177 30 albertina albertina PROPN bracis-33562 177 31 ( ( PUNCT bracis-33562 177 32 br br PROPN bracis-33562 177 33 ) ) PUNCT bracis-33562 177 34 , , PUNCT bracis-33562 177 35 and and CCONJ bracis-33562 177 36 albertina albertina PROPN bracis-33562 177 37 ( ( PUNCT bracis-33562 177 38 pt pt PROPN bracis-33562 177 39 ) ) PUNCT bracis-33562 177 40 , , PUNCT bracis-33562 177 41 with with ADP bracis-33562 177 42 4 4 NUM bracis-33562 177 43 , , PUNCT bracis-33562 177 44 6 6 NUM bracis-33562 177 45 , , PUNCT bracis-33562 177 46 6 6 NUM bracis-33562 177 47 , , PUNCT bracis-33562 177 48 and and CCONJ bracis-33562 177 49 8 8 NUM bracis-33562 177 50 instances instance NOUN bracis-33562 177 51 of of ADP bracis-33562 177 52 achieving achieve VERB bracis-33562 177 53 the the DET bracis-33562 177 54 best good ADJ bracis-33562 177 55 scores score NOUN bracis-33562 177 56 , , PUNCT bracis-33562 177 57 respectively respectively ADV bracis-33562 177 58 . . PUNCT bracis-33562 178 1 additionally additionally ADV bracis-33562 178 2 , , PUNCT bracis-33562 178 3 while while SCONJ bracis-33562 178 4 there there PRON bracis-33562 178 5 are be VERB bracis-33562 178 6 several several ADJ bracis-33562 178 7 instances instance NOUN bracis-33562 178 8 of of ADP bracis-33562 178 9 closely closely ADV bracis-33562 178 10 competitive competitive ADJ bracis-33562 178 11 results result NOUN bracis-33562 178 12 across across ADP bracis-33562 178 13 models model NOUN bracis-33562 178 14 , , PUNCT bracis-33562 178 15 having have VERB bracis-33562 178 16 the the DET bracis-33562 178 17 worst bad ADJ bracis-33562 178 18 result result NOUN bracis-33562 178 19 in in ADP bracis-33562 178 20 a a DET bracis-33562 178 21 category category NOUN bracis-33562 178 22 does do AUX bracis-33562 178 23 not not PART bracis-33562 178 24 imply imply VERB bracis-33562 178 25 poor poor ADJ bracis-33562 178 26 performance performance NOUN bracis-33562 178 27 , , PUNCT bracis-33562 178 28 as as SCONJ bracis-33562 178 29 evidenced evidence VERB bracis-33562 178 30 by by ADP bracis-33562 178 31 five five NUM bracis-33562 178 32 instances instance NOUN bracis-33562 178 33 where where SCONJ bracis-33562 178 34 the the DET bracis-33562 178 35 worst bad ADJ bracis-33562 178 36 result result NOUN bracis-33562 178 37 still still ADV bracis-33562 178 38 exceeds exceed VERB bracis-33562 178 39 89 89 NUM bracis-33562 178 40 % % NOUN bracis-33562 178 41 . . PUNCT bracis-33562 179 1 this this PRON bracis-33562 179 2 demonstrates demonstrate VERB bracis-33562 179 3 the the DET bracis-33562 179 4 models model NOUN bracis-33562 179 5 ’ ' PUNCT bracis-33562 179 6 effective effective ADJ bracis-33562 179 7 learning learning NOUN bracis-33562 179 8 of of ADP bracis-33562 179 9 the the DET bracis-33562 179 10 representations representation NOUN bracis-33562 179 11 of of ADP bracis-33562 179 12 many many ADJ bracis-33562 179 13 target target NOUN bracis-33562 179 14 entities entity NOUN bracis-33562 179 15 . . PUNCT bracis-33562 180 1 regarding regard VERB bracis-33562 180 2 the the DET bracis-33562 180 3 specific specific ADJ bracis-33562 180 4 classes class NOUN bracis-33562 180 5 , , PUNCT bracis-33562 180 6 date date NOUN bracis-33562 180 7 ( ( PUNCT bracis-33562 180 8 data data PROPN bracis-33562 180 9 ) ) PUNCT bracis-33562 180 10 is be AUX bracis-33562 180 11 notably notably ADV bracis-33562 180 12 well well ADV bracis-33562 180 13 learned learn VERB bracis-33562 180 14 by by ADP bracis-33562 180 15 all all DET bracis-33562 180 16 the the DET bracis-33562 180 17 models model NOUN bracis-33562 180 18 , , PUNCT bracis-33562 180 19 with with ADP bracis-33562 180 20 the the DET bracis-33562 180 21 minimum minimum ADJ bracis-33562 180 22 f1 f1 NOUN bracis-33562 180 23 - - PUNCT bracis-33562 180 24 score score NOUN bracis-33562 180 25 varying varying NOUN bracis-33562 180 26 between between ADP bracis-33562 180 27 97.02 97.02 NUM bracis-33562 180 28 % % NOUN bracis-33562 180 29 and and CCONJ bracis-33562 180 30 98.99 98.99 NUM bracis-33562 180 31 % % NOUN bracis-33562 180 32 . . PUNCT bracis-33562 181 1 it it PRON bracis-33562 181 2 is be AUX bracis-33562 181 3 an an DET bracis-33562 181 4 expected expect VERB bracis-33562 181 5 result result NOUN bracis-33562 181 6 since since SCONJ bracis-33562 181 7 date date NOUN bracis-33562 181 8 is be AUX bracis-33562 181 9 the the DET bracis-33562 181 10 largest large ADJ bracis-33562 181 11 class class NOUN bracis-33562 181 12 , , PUNCT bracis-33562 181 13 with with ADP bracis-33562 181 14 433 433 NUM bracis-33562 181 15 examples example NOUN bracis-33562 181 16 in in ADP bracis-33562 181 17 the the DET bracis-33562 181 18 training training NOUN bracis-33562 181 19 set set NOUN bracis-33562 181 20 , , PUNCT bracis-33562 181 21 and and CCONJ bracis-33562 181 22 carries carry VERB bracis-33562 181 23 specific specific ADJ bracis-33562 181 24 patterns pattern NOUN bracis-33562 181 25 in in ADP bracis-33562 181 26 its its PRON bracis-33562 181 27 format format NOUN bracis-33562 181 28 . . PUNCT bracis-33562 182 1 the the DET bracis-33562 182 2 class class NOUN bracis-33562 182 3 event event NOUN bracis-33562 182 4 ( ( PUNCT bracis-33562 182 5 evento evento NOUN bracis-33562 182 6 ) ) PUNCT bracis-33562 182 7 was be AUX bracis-33562 182 8 also also ADV bracis-33562 182 9 learned learn VERB bracis-33562 182 10 by by ADP bracis-33562 182 11 all all DET bracis-33562 182 12 models model NOUN bracis-33562 182 13 , , PUNCT bracis-33562 182 14 although although SCONJ bracis-33562 182 15 results result NOUN bracis-33562 182 16 exhibited exhibit VERB bracis-33562 182 17 greater great ADJ bracis-33562 182 18 variability variability NOUN bracis-33562 182 19 compared compare VERB bracis-33562 182 20 to to ADP bracis-33562 182 21 the the DET bracis-33562 182 22 date date NOUN bracis-33562 182 23 class class NOUN bracis-33562 182 24 , , PUNCT bracis-33562 182 25 ranging range VERB bracis-33562 182 26 from from ADP bracis-33562 182 27 75.00 75.00 NUM bracis-33562 182 28 % % NOUN bracis-33562 182 29 to to ADP bracis-33562 182 30 87.50 87.50 NUM bracis-33562 182 31 % % NOUN bracis-33562 182 32 . . PUNCT bracis-33562 183 1 event event NOUN bracis-33562 183 2 is be AUX bracis-33562 183 3 a a DET bracis-33562 183 4 minority minority NOUN bracis-33562 183 5 class class NOUN bracis-33562 183 6 in in ADP bracis-33562 183 7 the the DET bracis-33562 183 8 training training NOUN bracis-33562 183 9 set set NOUN bracis-33562 183 10 , , PUNCT bracis-33562 183 11 comprising comprise VERB bracis-33562 183 12 only only ADV bracis-33562 183 13 9 9 NUM bracis-33562 183 14 examples example NOUN bracis-33562 183 15 . . PUNCT bracis-33562 184 1 bertimbau bertimbau NOUN bracis-33562 184 2 large large ADJ bracis-33562 184 3 stood stand VERB bracis-33562 184 4 out out ADP bracis-33562 184 5 by by ADP bracis-33562 184 6 achieving achieve VERB bracis-33562 184 7 the the DET bracis-33562 184 8 highest high ADJ bracis-33562 184 9 performance performance NOUN bracis-33562 184 10 for for ADP bracis-33562 184 11 this this DET bracis-33562 184 12 class class NOUN bracis-33562 184 13 . . PUNCT bracis-33562 185 1 this this PRON bracis-33562 185 2 contrasts contrast VERB bracis-33562 185 3 with with ADP bracis-33562 185 4 previous previous ADJ bracis-33562 185 5 findings finding NOUN bracis-33562 185 6 [ [ X bracis-33562 185 7 13 13 NUM bracis-33562 185 8 ] ] PUNCT bracis-33562 185 9 , , PUNCT bracis-33562 185 10 which which PRON bracis-33562 185 11 demonstrated demonstrate VERB bracis-33562 185 12 that that SCONJ bracis-33562 185 13 bertimbau bertimbau NOUN bracis-33562 185 14 base base NOUN bracis-33562 185 15 failed fail VERB bracis-33562 185 16 to to PART bracis-33562 185 17 learn learn VERB bracis-33562 185 18 event event NOUN bracis-33562 185 19 , , PUNCT bracis-33562 185 20 resulting result VERB bracis-33562 185 21 in in ADP bracis-33562 185 22 an an DET bracis-33562 185 23 f1 f1 NOUN bracis-33562 185 24 - - PUNCT bracis-33562 185 25 score score NOUN bracis-33562 185 26 of of ADP bracis-33562 185 27 0 0 NUM bracis-33562 185 28 % % NOUN bracis-33562 185 29 . . PUNCT bracis-33562 186 1 this this DET bracis-33562 186 2 observation observation NOUN bracis-33562 186 3 supports support VERB bracis-33562 186 4 the the DET bracis-33562 186 5 hypothesis hypothesis NOUN bracis-33562 186 6 discussed discuss VERB bracis-33562 186 7 in in ADP bracis-33562 186 8 sect sect NOUN bracis-33562 186 9 . . PUNCT bracis-33562 186 10     SPACE bracis-33562 186 11 6.1 6.1 NUM bracis-33562 186 12 that that DET bracis-33562 186 13 model model NOUN bracis-33562 186 14 size size NOUN bracis-33562 186 15 , , PUNCT bracis-33562 186 16 rather rather ADV bracis-33562 186 17 than than ADP bracis-33562 186 18 idiomatic idiomatic ADJ bracis-33562 186 19 variation variation NOUN bracis-33562 186 20 , , PUNCT bracis-33562 186 21 plays play VERB bracis-33562 186 22 a a DET bracis-33562 186 23 crucial crucial ADJ bracis-33562 186 24 role role NOUN bracis-33562 186 25 in in ADP bracis-33562 186 26 performance performance NOUN bracis-33562 186 27 on on ADP bracis-33562 186 28 this this DET bracis-33562 186 29 corpus corpus NOUN bracis-33562 186 30 . . PUNCT bracis-33562 187 1 the the DET bracis-33562 187 2 location location NOUN bracis-33562 187 3 ( ( PUNCT bracis-33562 187 4 local local ADJ bracis-33562 187 5 ) ) PUNCT bracis-33562 187 6 classes class NOUN bracis-33562 187 7 exhibited exhibit VERB bracis-33562 187 8 varying vary VERB bracis-33562 187 9 results result NOUN bracis-33562 187 10 and and CCONJ bracis-33562 187 11 trends trend NOUN bracis-33562 187 12 . . PUNCT bracis-33562 188 1 first first ADV bracis-33562 188 2 , , PUNCT bracis-33562 188 3 concrete concrete ADJ bracis-33562 188 4 places place NOUN bracis-33562 188 5 ( ( PUNCT bracis-33562 188 6 localconcreto localconcreto PROPN bracis-33562 188 7 ) ) PUNCT bracis-33562 188 8 were be AUX bracis-33562 188 9 well well ADV bracis-33562 188 10 - - PUNCT bracis-33562 188 11 learned learn VERB bracis-33562 188 12 entities entity NOUN bracis-33562 188 13 , , PUNCT bracis-33562 188 14 with with ADP bracis-33562 188 15 f1 f1 PROPN bracis-33562 188 16 scores score NOUN bracis-33562 188 17 ranging range VERB bracis-33562 188 18 from from ADP bracis-33562 188 19 89.25 89.25 NUM bracis-33562 188 20 % % NOUN bracis-33562 188 21 to to ADP bracis-33562 188 22 92.31 92.31 NUM bracis-33562 188 23 % % NOUN bracis-33562 188 24 , , PUNCT bracis-33562 188 25 demonstrating demonstrate VERB bracis-33562 188 26 an an DET bracis-33562 188 27 increase increase NOUN bracis-33562 188 28 in in ADP bracis-33562 188 29 performance performance NOUN bracis-33562 188 30 with with ADP bracis-33562 188 31 larger large ADJ bracis-33562 188 32 models model NOUN bracis-33562 188 33 . . PUNCT bracis-33562 189 1 concrete concrete ADJ bracis-33562 189 2 places place NOUN bracis-33562 189 3 have have VERB bracis-33562 189 4 specific specific ADJ bracis-33562 189 5 semantics semantic NOUN bracis-33562 189 6 related relate VERB bracis-33562 189 7 to to ADP bracis-33562 189 8 geographical geographical ADJ bracis-33562 189 9 landmarks landmark NOUN bracis-33562 189 10 , , PUNCT bracis-33562 189 11 which which PRON bracis-33562 189 12 aid aid VERB bracis-33562 189 13 the the DET bracis-33562 189 14 models model NOUN bracis-33562 189 15 in in ADP bracis-33562 189 16 identifying identify VERB bracis-33562 189 17 context context NOUN bracis-33562 189 18 and and CCONJ bracis-33562 189 19 patterns pattern NOUN bracis-33562 189 20 . . PUNCT bracis-33562 190 1 in in ADP bracis-33562 190 2 contrast contrast NOUN bracis-33562 190 3 , , PUNCT bracis-33562 190 4 virtual virtual ADJ bracis-33562 190 5 places place NOUN bracis-33562 190 6 ( ( PUNCT bracis-33562 190 7 localvirtual localvirtual ADJ bracis-33562 190 8 ) ) PUNCT bracis-33562 190 9 performed perform VERB bracis-33562 190 10 worse bad ADJ bracis-33562 190 11 , , PUNCT bracis-33562 190 12 with with ADP bracis-33562 190 13 f1 f1 PROPN bracis-33562 190 14 scores score NOUN bracis-33562 190 15 between between ADP bracis-33562 190 16 29.41 29.41 NUM bracis-33562 190 17 % % NOUN bracis-33562 190 18 and and CCONJ bracis-33562 190 19 51.61 51.61 NUM bracis-33562 190 20 % % NOUN bracis-33562 190 21 . . PUNCT bracis-33562 191 1 a a DET bracis-33562 191 2 virtual virtual ADJ bracis-33562 191 3 place place NOUN bracis-33562 191 4 is be AUX bracis-33562 191 5 a a DET bracis-33562 191 6 more more ADV bracis-33562 191 7 diverse diverse ADJ bracis-33562 191 8 entity entity NOUN bracis-33562 191 9 encompassing encompass VERB bracis-33562 191 10 different different ADJ bracis-33562 191 11 types type NOUN bracis-33562 191 12 of of ADP bracis-33562 191 13 locations location NOUN bracis-33562 191 14 , , PUNCT bracis-33562 191 15 which which PRON bracis-33562 191 16 do do AUX bracis-33562 191 17 not not PART bracis-33562 191 18 necessarily necessarily ADV bracis-33562 191 19 share share VERB bracis-33562 191 20 the the DET bracis-33562 191 21 same same ADJ bracis-33562 191 22 meaning meaning NOUN bracis-33562 191 23 and and CCONJ bracis-33562 191 24 can can AUX bracis-33562 191 25 include include VERB bracis-33562 191 26 entities entity NOUN bracis-33562 191 27 such such ADJ bracis-33562 191 28 as as ADP bracis-33562 191 29 newspapers newspaper NOUN bracis-33562 191 30 and and CCONJ bracis-33562 191 31 internet internet NOUN bracis-33562 191 32 pages page NOUN bracis-33562 191 33 [ [ X bracis-33562 191 34 16 16 NUM bracis-33562 191 35 ] ] PUNCT bracis-33562 191 36 , , PUNCT bracis-33562 191 37 making make VERB bracis-33562 191 38 it it PRON bracis-33562 191 39 more more ADV bracis-33562 191 40 challenging challenging ADJ bracis-33562 191 41 for for SCONJ bracis-33562 191 42 the the DET bracis-33562 191 43 models model NOUN bracis-33562 191 44 to to PART bracis-33562 191 45 learn learn VERB bracis-33562 191 46 . . PUNCT bracis-33562 192 1 additionally additionally ADV bracis-33562 192 2 , , PUNCT bracis-33562 192 3 annotations annotation NOUN bracis-33562 192 4 in in ADP bracis-33562 192 5 this this DET bracis-33562 192 6 broader broad ADJ bracis-33562 192 7 category category NOUN bracis-33562 192 8 may may AUX bracis-33562 192 9 lead lead VERB bracis-33562 192 10 to to ADP bracis-33562 192 11 semantic semantic ADJ bracis-33562 192 12 conflicts conflict NOUN bracis-33562 192 13 . . PUNCT bracis-33562 193 1 for for ADP bracis-33562 193 2 example example NOUN bracis-33562 193 3 , , PUNCT bracis-33562 193 4 the the DET bracis-33562 193 5 term term NOUN bracis-33562 193 6 jornal jornal PROPN bracis-33562 193 7 diário diário PROPN bracis-33562 193 8 catarinense catarinense NOUN bracis-33562 193 9 ( ( PUNCT bracis-33562 193 10 diário diário PROPN bracis-33562 193 11 catarinense catarinense PROPN bracis-33562 193 12 newspaper newspaper NOUN bracis-33562 193 13 ) ) PUNCT bracis-33562 193 14 in in ADP bracis-33562 193 15 the the DET bracis-33562 193 16 sentence sentence NOUN bracis-33562 193 17 destaco destaco PROPN bracis-33562 193 18 que que PROPN bracis-33562 193 19 nos nos PROPN bracis-33562 193 20 anos anos PROPN bracis-33562 193 21 90 90 NUM bracis-33562 193 22 , , PUNCT bracis-33562 193 23 o o PROPN bracis-33562 193 24 jornal jornal PROPN bracis-33562 193 25 diário diário PROPN bracis-33562 193 26 catarinense catarinense PROPN bracis-33562 193 27 realizou realizou PROPN bracis-33562 193 28 uma uma PROPN bracis-33562 193 29 pesquisa pesquisa PROPN bracis-33562 193 30 popular popular ADJ bracis-33562 193 31 que que PROPN bracis-33562 193 32 colocou colocou PROPN bracis-33562 193 33 entre entre PROPN bracis-33562 193 34 os os PROPN bracis-33562 193 35 20 20 NUM bracis-33562 193 36 catarinenses catarinense NOUN bracis-33562 193 37 do do AUX bracis-33562 193 38 séculofootnote séculofootnote VERB bracis-33562 193 39 4 4 NUM bracis-33562 193 40 could could AUX bracis-33562 193 41 be be AUX bracis-33562 193 42 understood understand VERB bracis-33562 193 43 as as ADP bracis-33562 193 44 both both CCONJ bracis-33562 193 45 a a DET bracis-33562 193 46 location location NOUN bracis-33562 193 47 and and CCONJ bracis-33562 193 48 a a DET bracis-33562 193 49 general general ADJ bracis-33562 193 50 organisation organisation NOUN bracis-33562 193 51 [ [ X bracis-33562 193 52 14 14 NUM bracis-33562 193 53 ] ] X bracis-33562 193 54 , , PUNCT bracis-33562 193 55 which which PRON bracis-33562 193 56 is be AUX bracis-33562 193 57 challenging challenge VERB bracis-33562 193 58 for for SCONJ bracis-33562 193 59 the the DET bracis-33562 193 60 model model NOUN bracis-33562 193 61 to to PART bracis-33562 193 62 discern discern VERB bracis-33562 193 63 . . PUNCT bracis-33562 194 1 organisations organisation NOUN bracis-33562 194 2 ( ( PUNCT bracis-33562 194 3 org org NOUN bracis-33562 194 4 ) ) PUNCT bracis-33562 194 5 showed show VERB bracis-33562 194 6 a a DET bracis-33562 194 7 slight slight ADJ bracis-33562 194 8 variation variation NOUN bracis-33562 194 9 in in ADP bracis-33562 194 10 results result NOUN bracis-33562 194 11 across across ADP bracis-33562 194 12 different different ADJ bracis-33562 194 13 models model NOUN bracis-33562 194 14 . . PUNCT bracis-33562 195 1 the the DET bracis-33562 195 2 results result NOUN bracis-33562 195 3 of of ADP bracis-33562 195 4 the the DET bracis-33562 195 5 specialised specialised ADJ bracis-33562 195 6 classes class NOUN bracis-33562 195 7 of of ADP bracis-33562 195 8 organisations organisation NOUN bracis-33562 195 9 highlight highlight VERB bracis-33562 195 10 the the DET bracis-33562 195 11 relationship relationship NOUN bracis-33562 195 12 between between ADP bracis-33562 195 13 the the DET bracis-33562 195 14 number number NOUN bracis-33562 195 15 of of ADP bracis-33562 195 16 training training NOUN bracis-33562 195 17 examples example NOUN bracis-33562 195 18 in in ADP bracis-33562 195 19 each each DET bracis-33562 195 20 class class NOUN bracis-33562 195 21 and and CCONJ bracis-33562 195 22 their their PRON bracis-33562 195 23 respective respective ADJ bracis-33562 195 24 f1 f1 NOUN bracis-33562 195 25 scores score NOUN bracis-33562 195 26 . . PUNCT bracis-33562 196 1 as as SCONJ bracis-33562 196 2 seen see VERB bracis-33562 196 3 in in ADP bracis-33562 196 4 table table NOUN bracis-33562 196 5     SPACE bracis-33562 196 6 2 2 NUM bracis-33562 196 7 , , PUNCT bracis-33562 196 8 governmental governmental ADJ bracis-33562 196 9 organisations organisation NOUN bracis-33562 196 10 ( ( PUNCT bracis-33562 196 11 orggovernamental orggovernamental NOUN bracis-33562 196 12 ) ) PUNCT bracis-33562 196 13 , , PUNCT bracis-33562 196 14 non non ADJ bracis-33562 196 15 - - ADJ bracis-33562 196 16 governmental governmental ADJ bracis-33562 196 17 organisations organisation NOUN bracis-33562 196 18 ( ( PUNCT bracis-33562 196 19 orgnaogovernamental orgnaogovernamental NOUN bracis-33562 196 20 ) ) PUNCT bracis-33562 196 21 , , PUNCT bracis-33562 196 22 and and CCONJ bracis-33562 196 23 political political ADJ bracis-33562 196 24 parties party NOUN bracis-33562 196 25 ( ( PUNCT bracis-33562 196 26 orgpartido orgpartido ADJ bracis-33562 196 27 ) ) PUNCT bracis-33562 196 28 had have VERB bracis-33562 196 29 324 324 NUM bracis-33562 196 30 , , PUNCT bracis-33562 196 31 88 88 NUM bracis-33562 196 32 , , PUNCT bracis-33562 196 33 and and CCONJ bracis-33562 196 34 23 23 NUM bracis-33562 196 35 examples example NOUN bracis-33562 196 36 in in ADP bracis-33562 196 37 the the DET bracis-33562 196 38 training training NOUN bracis-33562 196 39 set set NOUN bracis-33562 196 40 , , PUNCT bracis-33562 196 41 respectively respectively ADV bracis-33562 196 42 . . PUNCT bracis-33562 197 1 despite despite SCONJ bracis-33562 197 2 the the DET bracis-33562 197 3 number number NOUN bracis-33562 197 4 of of ADP bracis-33562 197 5 examples example NOUN bracis-33562 197 6 , , PUNCT bracis-33562 197 7 the the DET bracis-33562 197 8 results result NOUN bracis-33562 197 9 were be AUX bracis-33562 197 10 inversely inversely ADV bracis-33562 197 11 related relate VERB bracis-33562 197 12 , , PUNCT bracis-33562 197 13 with with ADP bracis-33562 197 14 the the DET bracis-33562 197 15 minority minority NOUN bracis-33562 197 16 class class NOUN bracis-33562 197 17 achieving achieve VERB bracis-33562 197 18 the the DET bracis-33562 197 19 highest high ADJ bracis-33562 197 20 f1 f1 NOUN bracis-33562 197 21 - - PUNCT bracis-33562 197 22 score score NOUN bracis-33562 197 23 and and CCONJ bracis-33562 197 24 the the DET bracis-33562 197 25 majority majority NOUN bracis-33562 197 26 class class NOUN bracis-33562 197 27 also also ADV bracis-33562 197 28 achieving achieve VERB bracis-33562 197 29 a a DET bracis-33562 197 30 high high ADJ bracis-33562 197 31 score score NOUN bracis-33562 197 32 , , PUNCT bracis-33562 197 33 as as SCONJ bracis-33562 197 34 shown show VERB bracis-33562 197 35 in in ADP bracis-33562 197 36 table table NOUN bracis-33562 197 37     SPACE bracis-33562 197 38 5 5 NUM bracis-33562 197 39 . . PUNCT bracis-33562 198 1 one one NUM bracis-33562 198 2 possible possible ADJ bracis-33562 198 3 explanation explanation NOUN bracis-33562 198 4 for for ADP bracis-33562 198 5 this this DET bracis-33562 198 6 behaviour behaviour NOUN bracis-33562 198 7 is be AUX bracis-33562 198 8 the the DET bracis-33562 198 9 specificity specificity NOUN bracis-33562 198 10 of of ADP bracis-33562 198 11 the the DET bracis-33562 198 12 class class NOUN bracis-33562 198 13 . . PUNCT bracis-33562 199 1 for for ADP bracis-33562 199 2 instance instance NOUN bracis-33562 199 3 , , PUNCT bracis-33562 199 4 although although SCONJ bracis-33562 199 5 the the DET bracis-33562 199 6 governmental governmental ADJ bracis-33562 199 7 organisation organisation NOUN bracis-33562 199 8 class class NOUN bracis-33562 199 9 pertains pertain VERB bracis-33562 199 10 to to ADP bracis-33562 199 11 a a DET bracis-33562 199 12 specific specific ADJ bracis-33562 199 13 domain domain NOUN bracis-33562 199 14 , , PUNCT bracis-33562 199 15 it it PRON bracis-33562 199 16 encompasses encompass VERB bracis-33562 199 17 a a DET bracis-33562 199 18 wide wide ADJ bracis-33562 199 19 range range NOUN bracis-33562 199 20 of of ADP bracis-33562 199 21 entities entity NOUN bracis-33562 199 22 , , PUNCT bracis-33562 199 23 from from ADP bracis-33562 199 24 municipal municipal ADJ bracis-33562 199 25 guards guard NOUN bracis-33562 199 26 to to ADP bracis-33562 199 27 the the DET bracis-33562 199 28 chamber chamber NOUN bracis-33562 199 29 of of ADP bracis-33562 199 30 deputies deputy NOUN bracis-33562 199 31 . . PUNCT bracis-33562 200 1 the the DET bracis-33562 200 2 same same ADJ bracis-33562 200 3 applies apply VERB bracis-33562 200 4 to to ADP bracis-33562 200 5 non non ADJ bracis-33562 200 6 - - ADJ bracis-33562 200 7 governmental governmental ADJ bracis-33562 200 8 institutions institution NOUN bracis-33562 200 9 . . PUNCT bracis-33562 201 1 conversely conversely ADV bracis-33562 201 2 , , PUNCT bracis-33562 201 3 political political ADJ bracis-33562 201 4 parties party NOUN bracis-33562 201 5 typically typically ADV bracis-33562 201 6 appear appear VERB bracis-33562 201 7 in in ADP bracis-33562 201 8 more more ADV bracis-33562 201 9 specific specific ADJ bracis-33562 201 10 contexts context NOUN bracis-33562 201 11 or or CCONJ bracis-33562 201 12 share share VERB bracis-33562 201 13 similar similar ADJ bracis-33562 201 14 characteristics characteristic NOUN bracis-33562 201 15 in in ADP bracis-33562 201 16 their their PRON bracis-33562 201 17 names name NOUN bracis-33562 201 18 , , PUNCT bracis-33562 201 19 such such ADJ bracis-33562 201 20 as as ADP bracis-33562 201 21 following follow VERB bracis-33562 201 22 the the DET bracis-33562 201 23 name name NOUN bracis-33562 201 24 of of ADP bracis-33562 201 25 a a DET bracis-33562 201 26 deputy deputy NOUN bracis-33562 201 27 or or CCONJ bracis-33562 201 28 including include VERB bracis-33562 201 29 the the DET bracis-33562 201 30 word word NOUN bracis-33562 201 31 “ " PUNCT bracis-33562 201 32 party party NOUN bracis-33562 201 33 ” " PUNCT bracis-33562 201 34 in in ADP bracis-33562 201 35 their their PRON bracis-33562 201 36 titles title NOUN bracis-33562 201 37 . . PUNCT bracis-33562 202 1 the the DET bracis-33562 202 2 classes class NOUN bracis-33562 202 3 related relate VERB bracis-33562 202 4 to to ADP bracis-33562 202 5 law law NOUN bracis-33562 202 6 foundation foundation NOUN bracis-33562 202 7 legal legal ADJ bracis-33562 202 8 norm norm NOUN bracis-33562 202 9 nickname nickname NOUN bracis-33562 202 10 ( ( PUNCT bracis-33562 202 11 fundapelido fundapelido PROPN bracis-33562 202 12 ) ) PUNCT bracis-33562 202 13 , , PUNCT bracis-33562 202 14 legal legal ADJ bracis-33562 202 15 norm norm NOUN bracis-33562 202 16 ( ( PUNCT bracis-33562 202 17 fundlei fundlei ADJ bracis-33562 202 18 ) ) PUNCT bracis-33562 202 19 , , PUNCT bracis-33562 202 20 and and CCONJ bracis-33562 202 21 law law NOUN bracis-33562 202 22 proposals proposal NOUN bracis-33562 202 23 ( ( PUNCT bracis-33562 202 24 fundprojetodelei fundprojetodelei NOUN bracis-33562 202 25 ) ) PUNCT bracis-33562 202 26 exhibited exhibit VERB bracis-33562 202 27 varying vary VERB bracis-33562 202 28 levels level NOUN bracis-33562 202 29 of of ADP bracis-33562 202 30 learning learn VERB bracis-33562 202 31 . . PUNCT bracis-33562 203 1 the the DET bracis-33562 203 2 discrepancies discrepancy NOUN bracis-33562 203 3 in in ADP bracis-33562 203 4 results result NOUN bracis-33562 203 5 are be AUX bracis-33562 203 6 likely likely ADV bracis-33562 203 7 attributed attribute VERB bracis-33562 203 8 to to ADP bracis-33562 203 9 the the DET bracis-33562 203 10 number number NOUN bracis-33562 203 11 of of ADP bracis-33562 203 12 training training NOUN bracis-33562 203 13 examples example NOUN bracis-33562 203 14 available available ADJ bracis-33562 203 15 for for ADP bracis-33562 203 16 each each DET bracis-33562 203 17 class class NOUN bracis-33562 203 18 . . PUNCT bracis-33562 204 1 for for ADP bracis-33562 204 2 example example NOUN bracis-33562 204 3 , , PUNCT bracis-33562 204 4 legal legal ADJ bracis-33562 204 5 norm norm NOUN bracis-33562 204 6 nickname nickname NOUN bracis-33562 204 7 and and CCONJ bracis-33562 204 8 legal legal ADJ bracis-33562 204 9 norm norm NOUN bracis-33562 204 10 achieved achieve VERB bracis-33562 204 11 high high ADJ bracis-33562 204 12 f1 f1 NOUN bracis-33562 204 13 scores score NOUN bracis-33562 204 14 of of ADP bracis-33562 204 15 97.00 97.00 NUM bracis-33562 204 16 % % NOUN bracis-33562 204 17 and and CCONJ bracis-33562 204 18 94.38 94.38 NUM bracis-33562 204 19 % % NOUN bracis-33562 204 20 , , PUNCT bracis-33562 204 21 respectively respectively ADV bracis-33562 204 22 , , PUNCT bracis-33562 204 23 with with ADP bracis-33562 204 24 123 123 NUM bracis-33562 204 25 and and CCONJ bracis-33562 204 26 359 359 NUM bracis-33562 204 27 examples example NOUN bracis-33562 204 28 . . PUNCT bracis-33562 205 1 in in ADP bracis-33562 205 2 contrast contrast NOUN bracis-33562 205 3 , , PUNCT bracis-33562 205 4 law law NOUN bracis-33562 205 5 proposals proposal NOUN bracis-33562 205 6 , , PUNCT bracis-33562 205 7 despite despite SCONJ bracis-33562 205 8 having have VERB bracis-33562 205 9 a a DET bracis-33562 205 10 specific specific ADJ bracis-33562 205 11 format format NOUN bracis-33562 205 12 , , PUNCT bracis-33562 205 13 such such ADJ bracis-33562 205 14 as as ADP bracis-33562 205 15 the the DET bracis-33562 205 16 example example NOUN bracis-33562 205 17 “ " PUNCT bracis-33562 205 18 pec pec VERB bracis-33562 205 19 187/2016 187/2016 NUM bracis-33562 205 20 ” " PUNCT bracis-33562 205 21 , , PUNCT bracis-33562 205 22 had have VERB bracis-33562 205 23 only only ADV bracis-33562 205 24 8 8 NUM bracis-33562 205 25 examples example NOUN bracis-33562 205 26 in in ADP bracis-33562 205 27 the the DET bracis-33562 205 28 training training NOUN bracis-33562 205 29 set set NOUN bracis-33562 205 30 . . PUNCT bracis-33562 206 1 the the DET bracis-33562 206 2 highest high ADJ bracis-33562 206 3 results result NOUN bracis-33562 206 4 were be AUX bracis-33562 206 5 concentrated concentrate VERB bracis-33562 206 6 in in ADP bracis-33562 206 7 bertimbau bertimbau NOUN bracis-33562 206 8 in in ADP bracis-33562 206 9 law law NOUN bracis-33562 206 10 foundation foundation NOUN bracis-33562 206 11 classes class NOUN bracis-33562 206 12 . . PUNCT bracis-33562 207 1 the the DET bracis-33562 207 2 specialised specialised ADJ bracis-33562 207 3 classes class NOUN bracis-33562 207 4 of of ADP bracis-33562 207 5 law law NOUN bracis-33562 207 6 products product NOUN bracis-33562 207 7 ( ( PUNCT bracis-33562 207 8 produto produto PROPN bracis-33562 207 9 ) ) PUNCT bracis-33562 207 10 exhibited exhibit VERB bracis-33562 207 11 a a DET bracis-33562 207 12 trend trend NOUN bracis-33562 207 13 of of ADP bracis-33562 207 14 improved improved ADJ bracis-33562 207 15 performance performance NOUN bracis-33562 207 16 with with ADP bracis-33562 207 17 larger large ADJ bracis-33562 207 18 models model NOUN bracis-33562 207 19 . . PUNCT bracis-33562 208 1 this this PRON bracis-33562 208 2 was be AUX bracis-33562 208 3 particularly particularly ADV bracis-33562 208 4 evident evident ADJ bracis-33562 208 5 in in ADP bracis-33562 208 6 the the DET bracis-33562 208 7 other other ADJ bracis-33562 208 8 products product NOUN bracis-33562 208 9 class class NOUN bracis-33562 208 10 ( ( PUNCT bracis-33562 208 11 produtooutros produtooutro NOUN bracis-33562 208 12 ) ) PUNCT bracis-33562 208 13 , , PUNCT bracis-33562 208 14 which which PRON bracis-33562 208 15 achieved achieve VERB bracis-33562 208 16 its its PRON bracis-33562 208 17 best good ADJ bracis-33562 208 18 results result NOUN bracis-33562 208 19 with with ADP bracis-33562 208 20 albertina albertina PROPN bracis-33562 208 21 ( ( PUNCT bracis-33562 208 22 br br PROPN bracis-33562 208 23 ) ) PUNCT bracis-33562 208 24 . . PUNCT bracis-33562 209 1 this this DET bracis-33562 209 2 class class NOUN bracis-33562 209 3 showed show VERB bracis-33562 209 4 strong strong ADJ bracis-33562 209 5 performance performance NOUN bracis-33562 209 6 , , PUNCT bracis-33562 209 7 specifically specifically ADV bracis-33562 209 8 in in ADP bracis-33562 209 9 the the DET bracis-33562 209 10 portuguese portuguese ADJ bracis-33562 209 11 models model NOUN bracis-33562 209 12 , , PUNCT bracis-33562 209 13 with with ADP bracis-33562 209 14 the the DET bracis-33562 209 15 highest high ADJ bracis-33562 209 16 result result NOUN bracis-33562 209 17 being be AUX bracis-33562 209 18 the the DET bracis-33562 209 19 brazilian brazilian ADJ bracis-33562 209 20 portuguese portuguese ADJ bracis-33562 209 21 version version NOUN bracis-33562 209 22 of of ADP bracis-33562 209 23 albertina albertina PROPN bracis-33562 209 24 . . PUNCT bracis-33562 210 1 regarding regard VERB bracis-33562 210 2 the the DET bracis-33562 210 3 program program NOUN bracis-33562 210 4 product product NOUN bracis-33562 210 5 class class NOUN bracis-33562 210 6 ( ( PUNCT bracis-33562 210 7 produtoprograma produtoprograma NOUN bracis-33562 210 8 ) ) PUNCT bracis-33562 210 9 , , PUNCT bracis-33562 210 10 the the DET bracis-33562 210 11 best good ADJ bracis-33562 210 12 results result NOUN bracis-33562 210 13 were be AUX bracis-33562 210 14 shared share VERB bracis-33562 210 15 among among ADP bracis-33562 210 16 xlm xlm PROPN bracis-33562 210 17 - - PUNCT bracis-33562 210 18 r r NOUN bracis-33562 210 19 and and CCONJ bracis-33562 210 20 both both DET bracis-33562 210 21 variations variation NOUN bracis-33562 210 22 of of ADP bracis-33562 210 23 albertina albertina PROPN bracis-33562 210 24 , , PUNCT bracis-33562 210 25 with with ADP bracis-33562 210 26 identical identical ADJ bracis-33562 210 27 scores score NOUN bracis-33562 210 28 across across ADP bracis-33562 210 29 all all DET bracis-33562 210 30 metrics metric NOUN bracis-33562 210 31 . . PUNCT bracis-33562 211 1 this this DET bracis-33562 211 2 consistency consistency NOUN bracis-33562 211 3 necessitates necessitate VERB bracis-33562 211 4 a a DET bracis-33562 211 5 more more ADV bracis-33562 211 6 detailed detailed ADJ bracis-33562 211 7 investigation investigation NOUN bracis-33562 211 8 into into ADP bracis-33562 211 9 the the DET bracis-33562 211 10 class class NOUN bracis-33562 211 11 distribution distribution NOUN bracis-33562 211 12 and and CCONJ bracis-33562 211 13 model model NOUN bracis-33562 211 14 learning learning NOUN bracis-33562 211 15 . . PUNCT bracis-33562 212 1 lastly lastly ADV bracis-33562 212 2 , , PUNCT bracis-33562 212 3 the the DET bracis-33562 212 4 system system NOUN bracis-33562 212 5 product product NOUN bracis-33562 212 6 class class NOUN bracis-33562 212 7 ( ( PUNCT bracis-33562 212 8 produtosistema produtosistema NOUN bracis-33562 212 9 ) ) PUNCT bracis-33562 212 10 had have VERB bracis-33562 212 11 only only ADV bracis-33562 212 12 one one NUM bracis-33562 212 13 example example NOUN bracis-33562 212 14 in in ADP bracis-33562 212 15 the the DET bracis-33562 212 16 test test NOUN bracis-33562 212 17 set set NOUN bracis-33562 212 18 , , PUNCT bracis-33562 212 19 and and CCONJ bracis-33562 212 20 the the DET bracis-33562 212 21 same same ADJ bracis-33562 212 22 term term NOUN bracis-33562 212 23 appeared appear VERB bracis-33562 212 24 in in ADP bracis-33562 212 25 the the DET bracis-33562 212 26 training training NOUN bracis-33562 212 27 set set NOUN bracis-33562 212 28 , , PUNCT bracis-33562 212 29 making make VERB bracis-33562 212 30 it it PRON bracis-33562 212 31 difficult difficult ADJ bracis-33562 212 32 to to PART bracis-33562 212 33 determine determine VERB bracis-33562 212 34 whether whether SCONJ bracis-33562 212 35 the the DET bracis-33562 212 36 100 100 NUM bracis-33562 212 37 % % NOUN bracis-33562 212 38 f1 f1 NOUN bracis-33562 212 39 - - PUNCT bracis-33562 212 40 score score NOUN bracis-33562 212 41 reflects reflect VERB bracis-33562 212 42 a a DET bracis-33562 212 43 well well ADV bracis-33562 212 44 - - PUNCT bracis-33562 212 45 learned learn VERB bracis-33562 212 46 class class NOUN bracis-33562 212 47 or or CCONJ bracis-33562 212 48 if if SCONJ bracis-33562 212 49 the the DET bracis-33562 212 50 model model NOUN bracis-33562 212 51 specialised specialise VERB bracis-33562 212 52 in in ADP bracis-33562 212 53 recognising recognise VERB bracis-33562 212 54 this this DET bracis-33562 212 55 specific specific ADJ bracis-33562 212 56 term term NOUN bracis-33562 212 57 . . PUNCT bracis-33562 213 1 comparative comparative ADJ bracis-33562 213 2 analysis analysis NOUN bracis-33562 213 3 . . PUNCT bracis-33562 214 1 regarding regard VERB bracis-33562 214 2 the the DET bracis-33562 214 3 models model NOUN bracis-33562 214 4 , , PUNCT bracis-33562 214 5 albertina albertina PROPN bracis-33562 214 6 ( ( PUNCT bracis-33562 214 7 pt pt PROPN bracis-33562 214 8 ) ) PUNCT bracis-33562 214 9 demonstrated demonstrate VERB bracis-33562 214 10 superior superior ADJ bracis-33562 214 11 performance performance NOUN bracis-33562 214 12 in in ADP bracis-33562 214 13 the the DET bracis-33562 214 14 parish parish PROPN bracis-33562 214 15 memories memories PROPN bracis-33562 214 16 corpus corpus PROPN bracis-33562 214 17 due due ADP bracis-33562 214 18 to to ADP bracis-33562 214 19 its its PRON bracis-33562 214 20 european european ADJ bracis-33562 214 21 portuguese portuguese PROPN bracis-33562 214 22 training training NOUN bracis-33562 214 23 , , PUNCT bracis-33562 214 24 particularly particularly ADV bracis-33562 214 25 in in ADP bracis-33562 214 26 recognising recognise VERB bracis-33562 214 27 person person NOUN bracis-33562 214 28 and and CCONJ bracis-33562 214 29 place place NOUN bracis-33562 214 30 entities entity NOUN bracis-33562 214 31 . . PUNCT bracis-33562 215 1 bertimbau bertimbau NOUN bracis-33562 215 2 showcased showcase VERB bracis-33562 215 3 strengths strength NOUN bracis-33562 215 4 in in ADP bracis-33562 215 5 identifying identify VERB bracis-33562 215 6 entities entity NOUN bracis-33562 215 7 influenced influence VERB bracis-33562 215 8 by by ADP bracis-33562 215 9 its its PRON bracis-33562 215 10 diverse diverse ADJ bracis-33562 215 11 pre pre ADJ bracis-33562 215 12 - - ADJ bracis-33562 215 13 training training ADJ bracis-33562 215 14 data datum NOUN bracis-33562 215 15 , , PUNCT bracis-33562 215 16 achieving achieve VERB bracis-33562 215 17 comparable comparable ADJ bracis-33562 215 18 results result NOUN bracis-33562 215 19 to to ADP bracis-33562 215 20 larger large ADJ bracis-33562 215 21 models model NOUN bracis-33562 215 22 , , PUNCT bracis-33562 215 23 especially especially ADV bracis-33562 215 24 in in ADP bracis-33562 215 25 the the DET bracis-33562 215 26 brazilian brazilian ADJ bracis-33562 215 27 legislative legislative ADJ bracis-33562 215 28 texts text NOUN bracis-33562 215 29 . . PUNCT bracis-33562 216 1 xlm xlm PROPN bracis-33562 216 2 - - PUNCT bracis-33562 216 3 r r NOUN bracis-33562 216 4 and and CCONJ bracis-33562 216 5 albertina albertina PROPN bracis-33562 216 6 ( ( PUNCT bracis-33562 216 7 br br PROPN bracis-33562 216 8 ) ) PUNCT bracis-33562 216 9 also also ADV bracis-33562 216 10 showed show VERB bracis-33562 216 11 competitive competitive ADJ bracis-33562 216 12 performance performance NOUN bracis-33562 216 13 across across ADP bracis-33562 216 14 various various ADJ bracis-33562 216 15 entity entity NOUN bracis-33562 216 16 types type NOUN bracis-33562 216 17 , , PUNCT bracis-33562 216 18 highlighting highlight VERB bracis-33562 216 19 their their PRON bracis-33562 216 20 versatility versatility NOUN bracis-33562 216 21 . . PUNCT bracis-33562 217 1 the the DET bracis-33562 217 2 focus focus NOUN bracis-33562 217 3 on on ADP bracis-33562 217 4 european european ADJ bracis-33562 217 5 portuguese portuguese PROPN bracis-33562 217 6 - - PUNCT bracis-33562 217 7 specific specific ADJ bracis-33562 217 8 entities entity NOUN bracis-33562 217 9 allowed allow VERB bracis-33562 217 10 albertina albertina PROPN bracis-33562 217 11 ( ( PUNCT bracis-33562 217 12 pt pt PROPN bracis-33562 217 13 ) ) PUNCT bracis-33562 217 14 to to PART bracis-33562 217 15 outperform outperform VERB bracis-33562 217 16 other other ADJ bracis-33562 217 17 models model NOUN bracis-33562 217 18 in in ADP bracis-33562 217 19 the the DET bracis-33562 217 20 parish parish PROPN bracis-33562 217 21 memories memories PROPN bracis-33562 217 22 corpus corpus PROPN bracis-33562 217 23 . . PUNCT bracis-33562 218 1 additionally additionally ADV bracis-33562 218 2 , , PUNCT bracis-33562 218 3 increasing increase VERB bracis-33562 218 4 the the DET bracis-33562 218 5 model model NOUN bracis-33562 218 6 size size NOUN bracis-33562 218 7 significantly significantly ADV bracis-33562 218 8 improved improve VERB bracis-33562 218 9 performance performance NOUN bracis-33562 218 10 in in ADP bracis-33562 218 11 this this DET bracis-33562 218 12 dataset dataset NOUN bracis-33562 218 13 . . PUNCT bracis-33562 219 1 in in ADP bracis-33562 219 2 the the DET bracis-33562 219 3 brazilian brazilian ADJ bracis-33562 219 4 legislative legislative ADJ bracis-33562 219 5 texts text NOUN bracis-33562 219 6 corpus corpus NOUN bracis-33562 219 7 , , PUNCT bracis-33562 219 8 the the DET bracis-33562 219 9 diversity diversity NOUN bracis-33562 219 10 and and CCONJ bracis-33562 219 11 specificity specificity NOUN bracis-33562 219 12 of of ADP bracis-33562 219 13 the the DET bracis-33562 219 14 entities entity NOUN bracis-33562 219 15 , , PUNCT bracis-33562 219 16 coupled couple VERB bracis-33562 219 17 with with ADP bracis-33562 219 18 the the DET bracis-33562 219 19 number number NOUN bracis-33562 219 20 of of ADP bracis-33562 219 21 training training NOUN bracis-33562 219 22 examples example NOUN bracis-33562 219 23 , , PUNCT bracis-33562 219 24 greatly greatly ADV bracis-33562 219 25 influenced influence VERB bracis-33562 219 26 the the DET bracis-33562 219 27 models model NOUN bracis-33562 219 28 ’ ' PUNCT bracis-33562 219 29 performance performance NOUN bracis-33562 219 30 . . PUNCT bracis-33562 220 1 larger large ADJ bracis-33562 220 2 models model NOUN bracis-33562 220 3 generally generally ADV bracis-33562 220 4 performed perform VERB bracis-33562 220 5 better well ADV bracis-33562 220 6 , , PUNCT bracis-33562 220 7 especially especially ADV bracis-33562 220 8 in in ADP bracis-33562 220 9 minority minority NOUN bracis-33562 220 10 and and CCONJ bracis-33562 220 11 specific specific ADJ bracis-33562 220 12 entity entity NOUN bracis-33562 220 13 classes class NOUN bracis-33562 220 14 . . PUNCT bracis-33562 221 1 moreover moreover ADV bracis-33562 221 2 , , PUNCT bracis-33562 221 3 the the DET bracis-33562 221 4 inclusion inclusion NOUN bracis-33562 221 5 of of ADP bracis-33562 221 6 legal legal ADJ bracis-33562 221 7 data datum NOUN bracis-33562 221 8 in in ADP bracis-33562 221 9 albertina albertina PROPN bracis-33562 221 10 ’s ’s PART bracis-33562 221 11 ( ( PUNCT bracis-33562 221 12 pt pt NOUN bracis-33562 221 13 ) ) PUNCT bracis-33562 221 14 pre pre ADJ bracis-33562 221 15 - - ADJ bracis-33562 221 16 training training ADJ bracis-33562 221 17 likely likely ADV bracis-33562 221 18 contributed contribute VERB bracis-33562 221 19 to to ADP bracis-33562 221 20 its its PRON bracis-33562 221 21 strong strong ADJ bracis-33562 221 22 performance performance NOUN bracis-33562 221 23 in in ADP bracis-33562 221 24 this this DET bracis-33562 221 25 corpus corpus NOUN bracis-33562 221 26 . . PUNCT bracis-33562 222 1 7 7 NUM bracis-33562 222 2 conclusion conclusion NOUN bracis-33562 222 3 we we PRON bracis-33562 222 4 investigated investigate VERB bracis-33562 222 5 the the DET bracis-33562 222 6 influence influence NOUN bracis-33562 222 7 of of ADP bracis-33562 222 8 portuguese portuguese ADJ bracis-33562 222 9 language language NOUN bracis-33562 222 10 variants variant NOUN bracis-33562 222 11 in in ADP bracis-33562 222 12 pre pre ADJ bracis-33562 222 13 - - ADJ bracis-33562 222 14 trained train VERB bracis-33562 222 15 language language NOUN bracis-33562 222 16 models model NOUN bracis-33562 222 17 on on ADP bracis-33562 222 18 named name VERB bracis-33562 222 19 entity entity NOUN bracis-33562 222 20 recognition recognition NOUN bracis-33562 222 21 ( ( PUNCT bracis-33562 222 22 ner ner NOUN bracis-33562 222 23 ) ) PUNCT bracis-33562 222 24 within within ADP bracis-33562 222 25 specialised specialised ADJ bracis-33562 222 26 domains domain NOUN bracis-33562 222 27 . . PUNCT bracis-33562 223 1 our our PRON bracis-33562 223 2 experiments experiment NOUN bracis-33562 223 3 used use VERB bracis-33562 223 4 two two NUM bracis-33562 223 5 distinct distinct ADJ bracis-33562 223 6 corpora corpus NOUN bracis-33562 223 7 : : PUNCT bracis-33562 223 8 a a DET bracis-33562 223 9 historical historical ADJ bracis-33562 223 10 corpus corpus NOUN bracis-33562 223 11 in in ADP bracis-33562 223 12 european european PROPN bracis-33562 223 13 portuguese portuguese PROPN bracis-33562 223 14 and and CCONJ bracis-33562 223 15 a a DET bracis-33562 223 16 legislative legislative ADJ bracis-33562 223 17 corpus corpus NOUN bracis-33562 223 18 in in ADP bracis-33562 223 19 brazilian brazilian ADJ bracis-33562 223 20 portuguese portuguese PROPN bracis-33562 223 21 . . PUNCT bracis-33562 224 1 we we PRON bracis-33562 224 2 evaluated evaluate VERB bracis-33562 224 3 models model NOUN bracis-33562 224 4 pre pre VERB bracis-33562 224 5 - - VERB bracis-33562 224 6 trained train VERB bracis-33562 224 7 specifically specifically ADV bracis-33562 224 8 for for ADP bracis-33562 224 9 brazilian brazilian ADJ bracis-33562 224 10 portuguese portuguese NOUN bracis-33562 224 11 ( ( PUNCT bracis-33562 224 12 bertimbau bertimbau NOUN bracis-33562 224 13 and and CCONJ bracis-33562 224 14 albertina albertina PROPN bracis-33562 224 15 pt pt PROPN bracis-33562 224 16 - - PUNCT bracis-33562 224 17 br br NOUN bracis-33562 224 18 ) ) PUNCT bracis-33562 224 19 , , PUNCT bracis-33562 224 20 european european ADJ bracis-33562 224 21 portuguese portuguese PROPN bracis-33562 224 22 ( ( PUNCT bracis-33562 224 23 albertina albertina PROPN bracis-33562 224 24 pt pt PROPN bracis-33562 224 25 - - PUNCT bracis-33562 224 26 pt pt NOUN bracis-33562 224 27 ) ) PUNCT bracis-33562 224 28 , , PUNCT bracis-33562 224 29 and and CCONJ bracis-33562 224 30 multilingual multilingual ADJ bracis-33562 224 31 contexts context NOUN bracis-33562 224 32 ( ( PUNCT bracis-33562 224 33 xlm xlm NOUN bracis-33562 224 34 - - PUNCT bracis-33562 224 35 r r NOUN bracis-33562 224 36 ) ) PUNCT bracis-33562 224 37 . . PUNCT bracis-33562 225 1 our our PRON bracis-33562 225 2 analysis analysis NOUN bracis-33562 225 3 delved delve VERB bracis-33562 225 4 qualitatively qualitatively ADV bracis-33562 225 5 into into ADP bracis-33562 225 6 specific specific ADJ bracis-33562 225 7 class class NOUN bracis-33562 225 8 examples example NOUN bracis-33562 225 9 , , PUNCT bracis-33562 225 10 semantics semantic NOUN bracis-33562 225 11 , , PUNCT bracis-33562 225 12 and and CCONJ bracis-33562 225 13 compositions composition NOUN bracis-33562 225 14 . . PUNCT bracis-33562 226 1 several several ADJ bracis-33562 226 2 conclusions conclusion NOUN bracis-33562 226 3 can can AUX bracis-33562 226 4 be be AUX bracis-33562 226 5 drawn draw VERB bracis-33562 226 6 based base VERB bracis-33562 226 7 on on ADP bracis-33562 226 8 our our PRON bracis-33562 226 9 findings finding NOUN bracis-33562 226 10 . . PUNCT bracis-33562 227 1 models model NOUN bracis-33562 227 2 tailored tailor VERB bracis-33562 227 3 to to ADP bracis-33562 227 4 the the DET bracis-33562 227 5 textual textual ADJ bracis-33562 227 6 and and CCONJ bracis-33562 227 7 linguistic linguistic ADJ bracis-33562 227 8 context context NOUN bracis-33562 227 9 , , PUNCT bracis-33562 227 10 such such ADJ bracis-33562 227 11 as as ADP bracis-33562 227 12 albertina albertina PROPN bracis-33562 227 13 for for ADP bracis-33562 227 14 european european PROPN bracis-33562 227 15 portuguese portuguese PROPN bracis-33562 227 16 , , PUNCT bracis-33562 227 17 demonstrated demonstrate VERB bracis-33562 227 18 superior superior ADJ bracis-33562 227 19 performance performance NOUN bracis-33562 227 20 in in ADP bracis-33562 227 21 ner ner NOUN bracis-33562 227 22 tasks task NOUN bracis-33562 227 23 , , PUNCT bracis-33562 227 24 particularly particularly ADV bracis-33562 227 25 in in ADP bracis-33562 227 26 the the DET bracis-33562 227 27 parish parish PROPN bracis-33562 227 28 memories memories PROPN bracis-33562 227 29 corpus corpus PROPN bracis-33562 227 30 . . PUNCT bracis-33562 228 1 albertina albertina PROPN bracis-33562 228 2 excelled excel VERB bracis-33562 228 3 in in ADP bracis-33562 228 4 precision precision NOUN bracis-33562 228 5 and and CCONJ bracis-33562 228 6 recall recall NOUN bracis-33562 228 7 , , PUNCT bracis-33562 228 8 extracting extract VERB bracis-33562 228 9 entities entity NOUN bracis-33562 228 10 from from ADP bracis-33562 228 11 18th 18th ADJ bracis-33562 228 12 - - PUNCT bracis-33562 228 13 century century NOUN bracis-33562 228 14 texts text NOUN bracis-33562 228 15 because because SCONJ bracis-33562 228 16 of of ADP bracis-33562 228 17 its its PRON bracis-33562 228 18 linguistic linguistic ADJ bracis-33562 228 19 alignment alignment NOUN bracis-33562 228 20 . . PUNCT bracis-33562 229 1 conversely conversely ADV bracis-33562 229 2 , , PUNCT bracis-33562 229 3 larger large ADJ bracis-33562 229 4 models model NOUN bracis-33562 229 5 such such ADJ bracis-33562 229 6 as as ADP bracis-33562 229 7 xlm xlm PROPN bracis-33562 229 8 - - PUNCT bracis-33562 229 9 r r NOUN bracis-33562 229 10 and and CCONJ bracis-33562 229 11 albertina albertina PROPN bracis-33562 229 12 showed show VERB bracis-33562 229 13 an an DET bracis-33562 229 14 enhanced enhanced ADJ bracis-33562 229 15 precision precision NOUN bracis-33562 229 16 - - PUNCT bracis-33562 229 17 recall recall NOUN bracis-33562 229 18 balance balance NOUN bracis-33562 229 19 in in ADP bracis-33562 229 20 the the DET bracis-33562 229 21 brazilian brazilian ADJ bracis-33562 229 22 legislative legislative ADJ bracis-33562 229 23 texts text NOUN bracis-33562 229 24 , , PUNCT bracis-33562 229 25 underscoring underscore VERB bracis-33562 229 26 the the DET bracis-33562 229 27 critical critical ADJ bracis-33562 229 28 role role NOUN bracis-33562 229 29 of of ADP bracis-33562 229 30 model model NOUN bracis-33562 229 31 size size NOUN bracis-33562 229 32 in in ADP bracis-33562 229 33 handling handle VERB bracis-33562 229 34 fine fine ADV bracis-33562 229 35 - - PUNCT bracis-33562 229 36 grained grain VERB bracis-33562 229 37 categories category NOUN bracis-33562 229 38 . . PUNCT bracis-33562 230 1 future future ADJ bracis-33562 230 2 research research NOUN bracis-33562 230 3 should should AUX bracis-33562 230 4 focus focus VERB bracis-33562 230 5 on on ADP bracis-33562 230 6 granular granular ADJ bracis-33562 230 7 error error NOUN bracis-33562 230 8 analysis analysis NOUN bracis-33562 230 9 and and CCONJ bracis-33562 230 10 interpretation interpretation NOUN bracis-33562 230 11 . . PUNCT bracis-33562 231 1 understanding understand VERB bracis-33562 231 2 model model NOUN bracis-33562 231 3 improvements improvement NOUN bracis-33562 231 4 and and CCONJ bracis-33562 231 5 challenges challenge NOUN bracis-33562 231 6 is be AUX bracis-33562 231 7 crucial crucial ADJ bracis-33562 231 8 , , PUNCT bracis-33562 231 9 particularly particularly ADV bracis-33562 231 10 in in ADP bracis-33562 231 11 ambiguity ambiguity NOUN bracis-33562 231 12 and and CCONJ bracis-33562 231 13 linguistic linguistic ADJ bracis-33562 231 14 complexity complexity NOUN bracis-33562 231 15 . . PUNCT bracis-33562 232 1 exploring explore VERB bracis-33562 232 2 the the DET bracis-33562 232 3 performance performance NOUN bracis-33562 232 4 of of ADP bracis-33562 232 5 techniques technique NOUN bracis-33562 232 6 such such ADJ bracis-33562 232 7 as as ADP bracis-33562 232 8 semi semi ADJ bracis-33562 232 9 - - ADJ bracis-33562 232 10 supervised supervised ADJ bracis-33562 232 11 learning learning NOUN bracis-33562 232 12 and and CCONJ bracis-33562 232 13 transfer transfer VERB bracis-33562 232 14 learning learning NOUN bracis-33562 232 15 methods method NOUN bracis-33562 232 16 will will AUX bracis-33562 232 17 further far ADV bracis-33562 232 18 advance advance VERB bracis-33562 232 19 the the DET bracis-33562 232 20 field field NOUN bracis-33562 232 21 of of ADP bracis-33562 232 22 ner ner NOUN bracis-33562 232 23 in in ADP bracis-33562 232 24 specific specific ADJ bracis-33562 232 25 textual textual ADJ bracis-33562 232 26 domains domain NOUN bracis-33562 232 27 . . PUNCT bracis-33562 233 1 notes note VERB bracis-33562 233 2 1.https://inception-project.github.io 1.https://inception-project.github.io NUM bracis-33562 233 3 . . PUNCT bracis-33562 234 1 2.https://pytorch.org/. 2.https://pytorch.org/. NUM bracis-33562 234 2 3.https://huggingface.co/neuralmind/bert-large-portuguese-cased 3.https://huggingface.co/neuralmind/bert-large-portuguese-cased NUM bracis-33562 234 3 . . PUNCT bracis-33562 235 1 4.english 4.english NUM bracis-33562 235 2 translation translation NOUN bracis-33562 235 3 : : PUNCT bracis-33562 235 4 i i PRON bracis-33562 235 5 highlight highlight VERB bracis-33562 235 6 that that SCONJ bracis-33562 235 7 in in ADP bracis-33562 235 8 the the DET bracis-33562 235 9 90 90 NUM bracis-33562 235 10     SPACE bracis-33562 235 11 s s PROPN bracis-33562 235 12 , , PUNCT bracis-33562 235 13 jornal jornal ADJ bracis-33562 235 14 diário diário PROPN bracis-33562 235 15 catarinense catarinense NOUN bracis-33562 235 16 carried carry VERB bracis-33562 235 17 out out ADP bracis-33562 235 18 a a DET bracis-33562 235 19 popular popular ADJ bracis-33562 235 20 survey survey NOUN bracis-33562 235 21 that that PRON bracis-33562 235 22 placed place VERB bracis-33562 235 23 it it PRON bracis-33562 235 24 among among ADP bracis-33562 235 25 the the DET bracis-33562 235 26 20 20 NUM bracis-33562 235 27 santa santa NOUN bracis-33562 235 28 catarina catarina NOUN bracis-33562 235 29 citizens citizen NOUN bracis-33562 235 30 of of ADP bracis-33562 235 31 the the DET bracis-33562 235 32 century century NOUN bracis-33562 235 33 . . PUNCT bracis-33562 236 1 references reference NOUN bracis-33562 236 2 akbik akbik PROPN bracis-33562 236 3 , , PUNCT bracis-33562 236 4 a. a. PROPN bracis-33562 236 5 , , PUNCT bracis-33562 236 6 bergmann bergmann PROPN bracis-33562 236 7 , , PUNCT bracis-33562 236 8 t. t. PROPN bracis-33562 236 9 , , PUNCT bracis-33562 236 10 blythe blythe PROPN bracis-33562 236 11 , , PUNCT bracis-33562 236 12 d. d. PROPN bracis-33562 236 13 , , PUNCT bracis-33562 236 14 rasul rasul PROPN bracis-33562 236 15 , , PUNCT bracis-33562 236 16 k. k. PROPN bracis-33562 236 17 , , PUNCT bracis-33562 236 18 schweter schweter ADV bracis-33562 236 19 , , PUNCT bracis-33562 236 20 s. s. PROPN bracis-33562 236 21 , , PUNCT bracis-33562 236 22 vollgraf vollgraf PROPN bracis-33562 236 23 , , PUNCT bracis-33562 236 24 r. r. PROPN bracis-33562 236 25 : : PUNCT bracis-33562 236 26 flair flair NOUN bracis-33562 236 27 : : PUNCT bracis-33562 236 28 an an DET bracis-33562 236 29 easy easy ADJ bracis-33562 236 30 - - PUNCT bracis-33562 236 31 to to ADP bracis-33562 236 32 - - PUNCT bracis-33562 236 33 use use VERB bracis-33562 236 34 framework framework NOUN bracis-33562 236 35 for for ADP bracis-33562 236 36 state state NOUN bracis-33562 236 37 - - PUNCT bracis-33562 236 38 of of ADP bracis-33562 236 39 - - PUNCT bracis-33562 236 40 the the DET bracis-33562 236 41 - - PUNCT bracis-33562 236 42 art art NOUN bracis-33562 236 43 nlp nlp NOUN bracis-33562 236 44 . . PUNCT bracis-33562 237 1 in in ADP bracis-33562 237 2 : : PUNCT bracis-33562 237 3 naacl naacl PROPN bracis-33562 237 4 2019 2019 NUM bracis-33562 237 5 , , PUNCT bracis-33562 237 6 2019 2019 NUM bracis-33562 237 7 annual annual ADJ bracis-33562 237 8 conference conference NOUN bracis-33562 237 9 of of ADP bracis-33562 237 10 the the DET bracis-33562 237 11 north north ADJ bracis-33562 237 12 american american ADJ bracis-33562 237 13 chapter chapter NOUN bracis-33562 237 14 of of ADP bracis-33562 237 15 the the DET bracis-33562 237 16 association association NOUN bracis-33562 237 17 for for ADP bracis-33562 237 18 computational computational ADJ bracis-33562 237 19 linguistics linguistic NOUN bracis-33562 237 20 ( ( PUNCT bracis-33562 237 21 demonstrations demonstration NOUN bracis-33562 237 22 ) ) PUNCT bracis-33562 237 23 , , PUNCT bracis-33562 237 24 pp pp ADV bracis-33562 237 25 . . PUNCT bracis-33562 238 1 54–59 54–59 NUM bracis-33562 238 2 ( ( PUNCT bracis-33562 238 3 2019 2019 NUM bracis-33562 238 4 ) ) PUNCT bracis-33562 238 5 google google NOUN bracis-33562 238 6 scholar scholar NOUN bracis-33562 238 7     SPACE bracis-33562 238 8 albuquerque albuquerque NOUN bracis-33562 238 9 , , PUNCT bracis-33562 238 10 h.o h.o PROPN bracis-33562 238 11 . . PROPN bracis-33562 238 12 , , PUNCT bracis-33562 238 13 et et PROPN bracis-33562 238 14     SPACE bracis-33562 238 15 al al PROPN bracis-33562 238 16 . . PROPN bracis-33562 238 17 : : PUNCT bracis-33562 238 18 ulyssesner ulyssesner NOUN bracis-33562 238 19 - - PUNCT bracis-33562 238 20 br br NOUN bracis-33562 238 21 : : PUNCT bracis-33562 238 22 a a DET bracis-33562 238 23 corpus corpus NOUN bracis-33562 238 24 of of ADP bracis-33562 238 25 brazilian brazilian ADJ bracis-33562 238 26 legislative legislative ADJ bracis-33562 238 27 documents document NOUN bracis-33562 238 28 for for ADP bracis-33562 238 29 named name VERB bracis-33562 238 30 entity entity NOUN bracis-33562 238 31 recognition recognition NOUN bracis-33562 238 32 . . PUNCT bracis-33562 239 1 in in ADP bracis-33562 239 2 : : PUNCT bracis-33562 239 3 international international ADJ bracis-33562 239 4 conference conference NOUN bracis-33562 239 5 on on ADP bracis-33562 239 6 computational computational ADJ bracis-33562 239 7 processing processing NOUN bracis-33562 239 8 of of ADP bracis-33562 239 9 the the DET bracis-33562 239 10 portuguese portuguese ADJ bracis-33562 239 11 language language NOUN bracis-33562 239 12 , , PUNCT bracis-33562 239 13 pp pp PROPN bracis-33562 239 14 . . PUNCT bracis-33562 240 1 3–14 3–14 PROPN bracis-33562 240 2 . . PUNCT bracis-33562 240 3 springer springer NOUN bracis-33562 240 4 ( ( PUNCT bracis-33562 240 5 2022 2022 NUM bracis-33562 240 6 ) ) PUNCT bracis-33562 240 7 google google PROPN bracis-33562 240 8 scholar scholar NOUN bracis-33562 240 9     SPACE bracis-33562 240 10 luz luz PROPN bracis-33562 240 11     SPACE bracis-33562 240 12 de de X bracis-33562 240 13 araujo araujo PROPN bracis-33562 240 14 , , PUNCT bracis-33562 240 15 p.h p.h PROPN bracis-33562 240 16 . . PROPN bracis-33562 240 17 , , PUNCT bracis-33562 240 18 de de PROPN bracis-33562 240 19     SPACE bracis-33562 240 20 campos campos PROPN bracis-33562 240 21 , , PUNCT bracis-33562 240 22 t.e t.e PROPN bracis-33562 240 23 . . PROPN bracis-33562 240 24 , , PUNCT bracis-33562 240 25 de de PROPN bracis-33562 240 26     SPACE bracis-33562 240 27 oliveira oliveira PROPN bracis-33562 240 28 , , PUNCT bracis-33562 240 29 r.r r.r PROPN bracis-33562 240 30 . . PROPN bracis-33562 240 31 , , PUNCT bracis-33562 240 32 stauffer stauffer PROPN bracis-33562 240 33 , , PUNCT bracis-33562 240 34 m. m. NOUN bracis-33562 240 35 , , PUNCT bracis-33562 240 36 couto couto PROPN bracis-33562 240 37 , , PUNCT bracis-33562 240 38 s. s. PROPN bracis-33562 240 39 , , PUNCT bracis-33562 240 40 bermejo bermejo ADJ bracis-33562 240 41 , , PUNCT bracis-33562 240 42 p. p. NOUN bracis-33562 240 43 : : PUNCT bracis-33562 240 44 lener lener NOUN bracis-33562 240 45 - - PUNCT bracis-33562 240 46 br br NOUN bracis-33562 240 47 : : PUNCT bracis-33562 240 48 a a DET bracis-33562 240 49 dataset dataset NOUN bracis-33562 240 50 for for ADP bracis-33562 240 51 named name VERB bracis-33562 240 52 entity entity NOUN bracis-33562 240 53 recognition recognition NOUN bracis-33562 240 54 in in ADP bracis-33562 240 55 brazilian brazilian ADJ bracis-33562 240 56 legal legal ADJ bracis-33562 240 57 text text NOUN bracis-33562 240 58 . . PUNCT bracis-33562 241 1 in in ADP bracis-33562 241 2 : : PUNCT bracis-33562 241 3 computational computational ADJ bracis-33562 241 4 processing processing NOUN bracis-33562 241 5 of of ADP bracis-33562 241 6 the the DET bracis-33562 241 7 portuguese portuguese ADJ bracis-33562 241 8 language language NOUN bracis-33562 241 9 : : PUNCT bracis-33562 241 10 13th 13th ADJ bracis-33562 241 11 international international ADJ bracis-33562 241 12 conference conference NOUN bracis-33562 241 13 , , PUNCT bracis-33562 241 14 propor propor ADJ bracis-33562 241 15 2018 2018 NUM bracis-33562 241 16 , , PUNCT bracis-33562 241 17 canela canela PROPN bracis-33562 241 18 , , PUNCT bracis-33562 241 19 brazil brazil PROPN bracis-33562 241 20 , , PUNCT bracis-33562 241 21 september september PROPN bracis-33562 241 22 24–26 24–26 NUM bracis-33562 241 23 , , PUNCT bracis-33562 241 24 2018 2018 NUM bracis-33562 241 25 , , PUNCT bracis-33562 241 26 proceedings proceeding NOUN bracis-33562 241 27 13 13 NUM bracis-33562 241 28 , , PUNCT bracis-33562 241 29 pp pp ADJ bracis-33562 241 30 . . PUNCT bracis-33562 242 1 313–323 313–323 NUM bracis-33562 242 2 . . PUNCT bracis-33562 242 3 springer springer NOUN bracis-33562 242 4 ( ( PUNCT bracis-33562 242 5 2018 2018 NUM bracis-33562 242 6 ) ) PUNCT bracis-33562 242 7 google google PROPN bracis-33562 242 8 scholar scholar NOUN bracis-33562 242 9     SPACE bracis-33562 242 10 bonifacio bonifacio PROPN bracis-33562 242 11 , , PUNCT bracis-33562 242 12 l.h l.h PROPN bracis-33562 242 13 . . PROPN bracis-33562 242 14 , , PUNCT bracis-33562 242 15 vilela vilela PROPN bracis-33562 242 16 , , PUNCT bracis-33562 242 17 p.a p.a PROPN bracis-33562 242 18 . . PROPN bracis-33562 242 19 , , PUNCT bracis-33562 242 20 lobato lobato PROPN bracis-33562 242 21 , , PUNCT bracis-33562 242 22 g.r g.r PROPN bracis-33562 242 23 . . PROPN bracis-33562 242 24 , , PUNCT bracis-33562 242 25 fernandes fernandes PROPN bracis-33562 242 26 , , PUNCT bracis-33562 242 27 e.r e.r PROPN bracis-33562 242 28 . . PROPN bracis-33562 242 29 : : PUNCT bracis-33562 243 1 a a DET bracis-33562 243 2 study study NOUN bracis-33562 243 3 on on ADP bracis-33562 243 4 the the DET bracis-33562 243 5 impact impact NOUN bracis-33562 243 6 of of ADP bracis-33562 243 7 intradomain intradomain NOUN bracis-33562 243 8 finetuning finetuning NOUN bracis-33562 243 9 of of ADP bracis-33562 243 10 deep deep ADJ bracis-33562 243 11 language language NOUN bracis-33562 243 12 models model NOUN bracis-33562 243 13 for for ADP bracis-33562 243 14 legal legal ADJ bracis-33562 243 15 named name VERB bracis-33562 243 16 entity entity NOUN bracis-33562 243 17 recognition recognition NOUN bracis-33562 243 18 in in ADP bracis-33562 243 19 portuguese portuguese PROPN bracis-33562 243 20 . . PUNCT bracis-33562 244 1 in in ADP bracis-33562 244 2 : : PUNCT bracis-33562 244 3 intelligent intelligent ADJ bracis-33562 244 4 systems system NOUN bracis-33562 244 5 : : PUNCT bracis-33562 244 6 9th 9th ADJ bracis-33562 244 7 brazilian brazilian ADJ bracis-33562 244 8 conference conference NOUN bracis-33562 244 9 , , PUNCT bracis-33562 244 10 bracis bracis PROPN bracis-33562 244 11 2020 2020 NUM bracis-33562 244 12 , , PUNCT bracis-33562 244 13 rio rio NOUN bracis-33562 244 14 grande grande PROPN bracis-33562 244 15 , , PUNCT bracis-33562 244 16 brazil brazil PROPN bracis-33562 244 17 , , PUNCT bracis-33562 244 18 october october PROPN bracis-33562 244 19 20–23 20–23 NUM bracis-33562 244 20 , , PUNCT bracis-33562 244 21 2020 2020 NUM bracis-33562 244 22 , , PUNCT bracis-33562 244 23 proceedings proceeding NOUN bracis-33562 244 24 , , PUNCT bracis-33562 244 25 part part NOUN bracis-33562 244 26 i i PRON bracis-33562 244 27 9 9 NUM bracis-33562 244 28 , , PUNCT bracis-33562 244 29 pp pp ADJ bracis-33562 244 30 . . PUNCT bracis-33562 245 1 648–662 648–662 NUM bracis-33562 245 2 . . PUNCT bracis-33562 246 1 springer springer NOUN bracis-33562 246 2 ( ( PUNCT bracis-33562 246 3 2020 2020 NUM bracis-33562 246 4 ) ) PUNCT bracis-33562 246 5 google google PROPN bracis-33562 246 6 scholar scholar NOUN bracis-33562 246 7     SPACE bracis-33562 246 8 brito brito PROPN bracis-33562 246 9 , , PUNCT bracis-33562 246 10 m. m. NOUN bracis-33562 246 11 , , PUNCT bracis-33562 246 12 pinheiro pinheiro PROPN bracis-33562 246 13 , , PUNCT bracis-33562 246 14 v. v. PROPN bracis-33562 246 15 , , PUNCT bracis-33562 246 16 furtado furtado NOUN bracis-33562 246 17 , , PUNCT bracis-33562 246 18 v. v. PROPN bracis-33562 246 19 , , PUNCT bracis-33562 246 20 neto neto NOUN bracis-33562 246 21 , , PUNCT bracis-33562 246 22 j.a.m j.a.m PROPN bracis-33562 246 23 . . PROPN bracis-33562 246 24 , , PUNCT bracis-33562 246 25 bomfim bomfim NOUN bracis-33562 246 26 , , PUNCT bracis-33562 246 27 f.d.c.j f.d.c.j PROPN bracis-33562 246 28 . . PROPN bracis-33562 246 29 , , PUNCT bracis-33562 246 30 da da PROPN bracis-33562 246 31     SPACE bracis-33562 246 32 costa costa PROPN bracis-33562 246 33 , , PUNCT bracis-33562 246 34 a.c.f a.c.f PROPN bracis-33562 246 35 . . PROPN bracis-33562 246 36 , , PUNCT bracis-33562 246 37 silveira silveira PROPN bracis-33562 246 38 , , PUNCT bracis-33562 246 39 r. r. PROPN bracis-33562 246 40 : : PUNCT bracis-33562 246 41 cdjur cdjur NOUN bracis-33562 246 42 - - PUNCT bracis-33562 246 43 br br ADP bracis-33562 246 44 - - PUNCT bracis-33562 246 45 uma uma PROPN bracis-33562 246 46 coleção coleção PROPN bracis-33562 246 47 dourada dourada PROPN bracis-33562 246 48 do do PROPN bracis-33562 246 49 judiciário judiciário PROPN bracis-33562 246 50 brasileiro brasileiro PROPN bracis-33562 246 51 com com PROPN bracis-33562 246 52 entidades entidades PROPN bracis-33562 246 53 nomeadas nomeadas PROPN bracis-33562 246 54 refinadas refinadas PROPN bracis-33562 246 55 . . PUNCT bracis-33562 247 1 in in ADP bracis-33562 247 2 : : PUNCT bracis-33562 247 3 anais anais PROPN bracis-33562 247 4 do do PROPN bracis-33562 247 5 xiv xiv PROPN bracis-33562 247 6 simpósio simpósio VERB bracis-33562 247 7 brasileiro brasileiro PROPN bracis-33562 247 8 de de PROPN bracis-33562 247 9 tecnologia tecnologia PROPN bracis-33562 247 10 da da PROPN bracis-33562 247 11 informação informação PROPN bracis-33562 247 12 e e PROPN bracis-33562 247 13 da da PROPN bracis-33562 247 14 linguagem linguagem PROPN bracis-33562 247 15 humana humana PROPN bracis-33562 247 16 , , PUNCT bracis-33562 247 17 pp pp ADP bracis-33562 247 18 . . PUNCT bracis-33562 248 1 177–186 177–186 NUM bracis-33562 248 2 . . PUNCT bracis-33562 249 1 sbc sbc NOUN bracis-33562 249 2 ( ( PUNCT bracis-33562 249 3 2023 2023 NUM bracis-33562 249 4 ) ) PUNCT bracis-33562 249 5 google google NOUN bracis-33562 249 6 scholar scholar NOUN bracis-33562 249 7     SPACE bracis-33562 249 8 conneau conneau NOUN bracis-33562 249 9 , , PUNCT bracis-33562 249 10 a. a. PROPN bracis-33562 249 11 , , PUNCT bracis-33562 249 12 et et PROPN bracis-33562 249 13 al al PROPN bracis-33562 249 14 . . PROPN bracis-33562 249 15 : : PUNCT bracis-33562 250 1 unsupervised unsupervised ADJ bracis-33562 250 2 cross cross ADJ bracis-33562 250 3 - - ADJ bracis-33562 250 4 lingual lingual ADJ bracis-33562 250 5 representation representation NOUN bracis-33562 250 6 learning learn VERB bracis-33562 250 7 at at ADP bracis-33562 250 8 scale scale NOUN bracis-33562 250 9 . . PUNCT bracis-33562 251 1 arxiv arxiv PROPN bracis-33562 251 2 preprint preprint PROPN bracis-33562 251 3 arxiv:1911.02116 arxiv:1911.02116 PROPN bracis-33562 251 4 ( ( PUNCT bracis-33562 251 5 2019 2019 NUM bracis-33562 251 6 ) ) PUNCT bracis-33562 251 7 correia correia PROPN bracis-33562 251 8 , , PUNCT bracis-33562 251 9 f.a f.a PROPN bracis-33562 251 10 . . PROPN bracis-33562 251 11 , , PUNCT bracis-33562 251 12 et et PROPN bracis-33562 251 13 al al PROPN bracis-33562 251 14 . . PUNCT bracis-33562 251 15 : : PUNCT bracis-33562 251 16 fine fine ADV bracis-33562 251 17 - - PUNCT bracis-33562 251 18 grained grain VERB bracis-33562 251 19 legal legal ADJ bracis-33562 251 20 entity entity NOUN bracis-33562 251 21 annotation annotation NOUN bracis-33562 251 22 : : PUNCT bracis-33562 251 23 a a DET bracis-33562 251 24 case case NOUN bracis-33562 251 25 study study NOUN bracis-33562 251 26 on on ADP bracis-33562 251 27 the the DET bracis-33562 251 28 brazilian brazilian ADJ bracis-33562 251 29 supreme supreme PROPN bracis-33562 251 30 court court PROPN bracis-33562 251 31 . . PUNCT bracis-33562 252 1 inf inf PROPN bracis-33562 252 2 . . PROPN bracis-33562 252 3 process process NOUN bracis-33562 252 4 . . PUNCT bracis-33562 253 1 manage manage VERB bracis-33562 253 2 . . PUNCT bracis-33562 254 1 59(1 59(1 NUM bracis-33562 254 2 ) ) PUNCT bracis-33562 254 3 , , PUNCT bracis-33562 254 4 102794 102794 NUM bracis-33562 254 5 ( ( PUNCT bracis-33562 254 6 2022 2022 NUM bracis-33562 254 7 ) ) PUNCT bracis-33562 254 8 article article NOUN bracis-33562 254 9     SPACE bracis-33562 254 10 mathscinet mathscinet NOUN bracis-33562 254 11     SPACE bracis-33562 254 12 math math NOUN bracis-33562 254 13     SPACE bracis-33562 254 14 google google PROPN bracis-33562 254 15 scholar scholar NOUN bracis-33562 254 16     SPACE bracis-33562 254 17 filho filho NOUN bracis-33562 254 18 , , PUNCT bracis-33562 254 19 j.a.w j.a.w PROPN bracis-33562 254 20 . . PROPN bracis-33562 254 21 , , PUNCT bracis-33562 254 22 wilkens wilkens PROPN bracis-33562 254 23 , , PUNCT bracis-33562 254 24 r. r. PROPN bracis-33562 254 25 , , PUNCT bracis-33562 254 26 idiart idiart NOUN bracis-33562 254 27 , , PUNCT bracis-33562 254 28 m. m. NOUN bracis-33562 254 29 , , PUNCT bracis-33562 254 30 villavicencio villavicencio NOUN bracis-33562 254 31 , , PUNCT bracis-33562 254 32 a. a. NOUN bracis-33562 255 1 : : PUNCT bracis-33562 255 2 the the DET bracis-33562 255 3 brwac brwac PROPN bracis-33562 255 4 corpus corpus PROPN bracis-33562 255 5 : : PUNCT bracis-33562 255 6 a a DET bracis-33562 255 7 new new ADJ bracis-33562 255 8 open open ADJ bracis-33562 255 9 resource resource NOUN bracis-33562 255 10 for for ADP bracis-33562 255 11 brazilian brazilian ADJ bracis-33562 255 12 portuguese portuguese NOUN bracis-33562 255 13 . . PUNCT bracis-33562 256 1 in in ADP bracis-33562 256 2 : : PUNCT bracis-33562 256 3 proceedings proceeding NOUN bracis-33562 256 4 of of ADP bracis-33562 256 5 the the DET bracis-33562 256 6 11th 11th ADJ bracis-33562 256 7 international international ADJ bracis-33562 256 8 conference conference NOUN bracis-33562 256 9 on on ADP bracis-33562 256 10 language language NOUN bracis-33562 256 11 resources resource NOUN bracis-33562 256 12 and and CCONJ bracis-33562 256 13 evaluation evaluation NOUN bracis-33562 256 14 , , PUNCT bracis-33562 256 15 pp pp ADP bracis-33562 256 16 . . PUNCT bracis-33562 257 1 4339–4344 4339–4344 NUM bracis-33562 257 2 ( ( PUNCT bracis-33562 257 3 2018 2018 NUM bracis-33562 257 4 ) ) PUNCT bracis-33562 257 5 . . PUNCT bracis-33562 258 1 http://www.lrec-conf.org/proceedings/lrec2018/summaries/599.html http://www.lrec-conf.org/proceedings/lrec2018/summaries/599.html PROPN bracis-33562 258 2 garcia garcia PROPN bracis-33562 258 3 , , PUNCT bracis-33562 258 4 e.a e.a PROPN bracis-33562 258 5 . . PROPN bracis-33562 258 6 , , PUNCT bracis-33562 258 7 et et PROPN bracis-33562 258 8 al al PROPN bracis-33562 258 9 . . PUNCT bracis-33562 258 10 : : PUNCT bracis-33562 259 1 robertalexpt robertalexpt NOUN bracis-33562 259 2 : : PUNCT bracis-33562 259 3 a a DET bracis-33562 259 4 legal legal ADJ bracis-33562 259 5 roberta roberta PROPN bracis-33562 259 6 model model NOUN bracis-33562 259 7 pretrained pretraine VERB bracis-33562 259 8 with with ADP bracis-33562 259 9 deduplication deduplication NOUN bracis-33562 259 10 for for ADP bracis-33562 259 11 portuguese portuguese PROPN bracis-33562 259 12 . . PUNCT bracis-33562 260 1 in in ADP bracis-33562 260 2 : : PUNCT bracis-33562 260 3 proceedings proceeding NOUN bracis-33562 260 4 of of ADP bracis-33562 260 5 the the DET bracis-33562 260 6 16th 16th ADJ bracis-33562 260 7 international international ADJ bracis-33562 260 8 conference conference NOUN bracis-33562 260 9 on on ADP bracis-33562 260 10 computational computational ADJ bracis-33562 260 11 processing processing NOUN bracis-33562 260 12 of of ADP bracis-33562 260 13 portuguese portuguese PROPN bracis-33562 260 14 , , PUNCT bracis-33562 260 15 pp pp ADJ bracis-33562 260 16 . . PUNCT bracis-33562 261 1 374–383 374–383 NUM bracis-33562 261 2 ( ( PUNCT bracis-33562 261 3 2024 2024 NUM bracis-33562 261 4 ) ) PUNCT bracis-33562 261 5 google google NOUN bracis-33562 261 6 scholar scholar NOUN bracis-33562 261 7     SPACE bracis-33562 261 8 grilo grilo NOUN bracis-33562 261 9 , , PUNCT bracis-33562 261 10 s. s. PROPN bracis-33562 261 11 , , PUNCT bracis-33562 261 12 bolrinha bolrinha NOUN bracis-33562 261 13 , , PUNCT bracis-33562 261 14 m. m. NOUN bracis-33562 261 15 , , PUNCT bracis-33562 261 16 silva silva PROPN bracis-33562 261 17 , , PUNCT bracis-33562 261 18 j. j. PROPN bracis-33562 261 19 , , PUNCT bracis-33562 261 20 vaz vaz PROPN bracis-33562 261 21 , , PUNCT bracis-33562 261 22 r. r. PROPN bracis-33562 261 23 , , PUNCT bracis-33562 261 24 branco branco PROPN bracis-33562 261 25 , , PUNCT bracis-33562 261 26 a. a. NOUN bracis-33562 261 27 : : PUNCT bracis-33562 261 28 the the DET bracis-33562 261 29 bdcamoes bdcamoe NOUN bracis-33562 261 30 collection collection NOUN bracis-33562 261 31 of of ADP bracis-33562 261 32 portuguese portuguese ADJ bracis-33562 261 33 literary literary ADJ bracis-33562 261 34 documents document NOUN bracis-33562 261 35 : : PUNCT bracis-33562 261 36 a a DET bracis-33562 261 37 research research NOUN bracis-33562 261 38 resource resource NOUN bracis-33562 261 39 for for ADP bracis-33562 261 40 digital digital ADJ bracis-33562 261 41 humanities humanity NOUN bracis-33562 261 42 and and CCONJ bracis-33562 261 43 language language NOUN bracis-33562 261 44 technology technology NOUN bracis-33562 261 45 . . PUNCT bracis-33562 262 1 in in ADP bracis-33562 262 2 : : PUNCT bracis-33562 262 3 proceedings proceeding NOUN bracis-33562 262 4 of of ADP bracis-33562 262 5 the the DET bracis-33562 262 6 twelfth twelfth ADJ bracis-33562 262 7 language language NOUN bracis-33562 262 8 resources resource NOUN bracis-33562 262 9 and and CCONJ bracis-33562 262 10 evaluation evaluation NOUN bracis-33562 262 11 conference conference NOUN bracis-33562 262 12 , , PUNCT bracis-33562 262 13 pp pp ADP bracis-33562 262 14 . . PUNCT bracis-33562 263 1 849–854 849–854 NUM bracis-33562 263 2 ( ( PUNCT bracis-33562 263 3 2020 2020 NUM bracis-33562 263 4 ) ) PUNCT bracis-33562 263 5 google google PROPN bracis-33562 263 6 scholar scholar NOUN bracis-33562 263 7     SPACE bracis-33562 263 8 lample lample PROPN bracis-33562 263 9 , , PUNCT bracis-33562 263 10 g. g. PROPN bracis-33562 263 11 , , PUNCT bracis-33562 263 12 conneau conneau NOUN bracis-33562 263 13 , , PUNCT bracis-33562 263 14 a. a. NOUN bracis-33562 263 15 : : PUNCT bracis-33562 263 16 cross cross ADJ bracis-33562 263 17 - - ADJ bracis-33562 263 18 lingual lingual ADJ bracis-33562 263 19 language language NOUN bracis-33562 263 20 model model NOUN bracis-33562 263 21 pretraining pretraine VERB bracis-33562 263 22 . . PUNCT bracis-33562 264 1 arxiv arxiv PROPN bracis-33562 264 2 preprint preprint PROPN bracis-33562 264 3 arxiv:1901.07291 arxiv:1901.07291 PROPN bracis-33562 264 4 ( ( PUNCT bracis-33562 264 5 2019 2019 NUM bracis-33562 264 6 ) ) PUNCT bracis-33562 265 1 liu liu PROPN bracis-33562 265 2 , , PUNCT bracis-33562 265 3 y. y. PROPN bracis-33562 265 4 , , PUNCT bracis-33562 265 5 et et PROPN bracis-33562 265 6 al al PROPN bracis-33562 265 7 . . PUNCT bracis-33562 265 8 : : PUNCT bracis-33562 266 1 roberta roberta NOUN bracis-33562 266 2 : : PUNCT bracis-33562 266 3 a a DET bracis-33562 266 4 robustly robustly ADV bracis-33562 266 5 optimized optimize VERB bracis-33562 266 6 bert bert NOUN bracis-33562 266 7 pretraining pretraine VERB bracis-33562 266 8 approach approach NOUN bracis-33562 266 9 . . PUNCT bracis-33562 267 1 arxiv arxiv PROPN bracis-33562 267 2 preprint preprint NOUN bracis-33562 267 3 arxiv:1907.11692 arxiv:1907.11692 NOUN bracis-33562 267 4 ( ( PUNCT bracis-33562 267 5 2019 2019 NUM bracis-33562 267 6 ) ) PUNCT bracis-33562 267 7 nunes nune NOUN bracis-33562 267 8 , , PUNCT bracis-33562 267 9 r.o r.o PROPN bracis-33562 267 10 . . PROPN bracis-33562 267 11 , , PUNCT bracis-33562 267 12 balreira balreira PROPN bracis-33562 267 13 , , PUNCT bracis-33562 267 14 d.g d.g PROPN bracis-33562 267 15 . . PROPN bracis-33562 267 16 , , PUNCT bracis-33562 267 17 spritzer spritzer PROPN bracis-33562 267 18 , , PUNCT bracis-33562 267 19 a.s a.s PROPN bracis-33562 267 20 . . PROPN bracis-33562 267 21 , , PUNCT bracis-33562 267 22 freitas freitas PROPN bracis-33562 267 23 , , PUNCT bracis-33562 267 24 c.m.d.s c.m.d.s PROPN bracis-33562 267 25 . . PUNCT bracis-33562 267 26 : : PUNCT bracis-33562 268 1 a a DET bracis-33562 268 2 named name VERB bracis-33562 268 3 entity entity NOUN bracis-33562 268 4 recognition recognition NOUN bracis-33562 268 5 approach approach NOUN bracis-33562 268 6 for for ADP bracis-33562 268 7 portuguese portuguese ADJ bracis-33562 268 8 legislative legislative ADJ bracis-33562 268 9 texts text NOUN bracis-33562 268 10 using use VERB bracis-33562 268 11 self self NOUN bracis-33562 268 12 - - PUNCT bracis-33562 268 13 learning learning NOUN bracis-33562 268 14 . . PUNCT bracis-33562 269 1 in in ADP bracis-33562 269 2 : : PUNCT bracis-33562 269 3 proceedings proceeding NOUN bracis-33562 269 4 of of ADP bracis-33562 269 5 the the DET bracis-33562 269 6 16th 16th ADJ bracis-33562 269 7 international international ADJ bracis-33562 269 8 conference conference NOUN bracis-33562 269 9 on on ADP bracis-33562 269 10 computational computational ADJ bracis-33562 269 11 processing processing NOUN bracis-33562 269 12 of of ADP bracis-33562 269 13 portuguese portuguese PROPN bracis-33562 269 14 , , PUNCT bracis-33562 269 15 pp pp ADV bracis-33562 269 16 . . PUNCT bracis-33562 270 1 290–300 290–300 NUM bracis-33562 270 2 ( ( PUNCT bracis-33562 270 3 2024 2024 NUM bracis-33562 270 4 ) ) PUNCT bracis-33562 270 5 google google NOUN bracis-33562 270 6 scholar scholar NOUN bracis-33562 270 7     SPACE bracis-33562 270 8 oleques oleque NOUN bracis-33562 270 9 nunes nune NOUN bracis-33562 270 10 . . PROPN bracis-33562 270 11 , , PUNCT bracis-33562 270 12 r. r. PROPN bracis-33562 270 13 , , PUNCT bracis-33562 270 14 spritzer spritzer NOUN bracis-33562 270 15 . . PUNCT bracis-33562 270 16 , , PUNCT bracis-33562 270 17 a. a. PROPN bracis-33562 270 18 , , PUNCT bracis-33562 270 19 dal dal NOUN bracis-33562 270 20 sasso sasso NOUN bracis-33562 270 21 freitas freitas PROPN bracis-33562 270 22 . . PUNCT bracis-33562 270 23 , , PUNCT bracis-33562 270 24 c. c. PROPN bracis-33562 270 25 , , PUNCT bracis-33562 270 26 balreira balreira PROPN bracis-33562 270 27 . . PROPN bracis-33562 270 28 , , PUNCT bracis-33562 270 29 d. d. PROPN bracis-33562 270 30 : : PUNCT bracis-33562 270 31 out out ADP bracis-33562 270 32 of of ADP bracis-33562 270 33 sesame sesame PROPN bracis-33562 270 34 street street NOUN bracis-33562 270 35 : : PUNCT bracis-33562 270 36 a a DET bracis-33562 270 37 study study NOUN bracis-33562 270 38 of of ADP bracis-33562 270 39 portuguese portuguese ADJ bracis-33562 270 40 legal legal ADJ bracis-33562 270 41 named name VERB bracis-33562 270 42 entity entity NOUN bracis-33562 270 43 recognition recognition NOUN bracis-33562 270 44 through through ADP bracis-33562 270 45 in in ADP bracis-33562 270 46 - - PUNCT bracis-33562 270 47 context context NOUN bracis-33562 270 48 learning learning NOUN bracis-33562 270 49 . . PUNCT bracis-33562 271 1 in in ADP bracis-33562 271 2 : : PUNCT bracis-33562 271 3 proceedings proceeding NOUN bracis-33562 271 4 of of ADP bracis-33562 271 5 the the DET bracis-33562 271 6 26th 26th ADJ bracis-33562 271 7 international international ADJ bracis-33562 271 8 conference conference NOUN bracis-33562 271 9 on on ADP bracis-33562 271 10 enterprise enterprise NOUN bracis-33562 271 11 information information NOUN bracis-33562 271 12 systems system NOUN bracis-33562 271 13 volume volume NOUN bracis-33562 271 14 1 1 NUM bracis-33562 271 15 : : PUNCT bracis-33562 271 16 iceis iceis NOUN bracis-33562 271 17 , , PUNCT bracis-33562 271 18 pp pp ADP bracis-33562 271 19 . . PUNCT bracis-33562 272 1 477–489 477–489 NUM bracis-33562 272 2 . . PUNCT bracis-33562 272 3 insticc insticc NOUN bracis-33562 272 4 , , PUNCT bracis-33562 272 5 scitepress scitepress NOUN bracis-33562 272 6 ( ( PUNCT bracis-33562 272 7 2024 2024 NUM bracis-33562 272 8 ) ) PUNCT bracis-33562 272 9 . . PUNCT bracis-33562 273 1 https://doi.org/10.5220/0012624700003690 https://doi.org/10.5220/0012624700003690 NOUN bracis-33562 273 2 rodrigues rodrigues PROPN bracis-33562 273 3 , , PUNCT bracis-33562 273 4 j. j. PROPN bracis-33562 273 5 , , PUNCT bracis-33562 273 6 gomes gomes PROPN bracis-33562 273 7 , , PUNCT bracis-33562 273 8 l. l. PROPN bracis-33562 273 9 , , PUNCT bracis-33562 273 10 silva silva PROPN bracis-33562 273 11 , , PUNCT bracis-33562 273 12 j. j. PROPN bracis-33562 273 13 , , PUNCT bracis-33562 273 14 branco branco PROPN bracis-33562 273 15 , , PUNCT bracis-33562 273 16 a. a. PROPN bracis-33562 273 17 , , PUNCT bracis-33562 273 18 santos santos PROPN bracis-33562 273 19 , , PUNCT bracis-33562 273 20 r. r. PROPN bracis-33562 273 21 , , PUNCT bracis-33562 273 22 cardoso cardoso PROPN bracis-33562 273 23 , , PUNCT bracis-33562 273 24 h.l h.l PROPN bracis-33562 273 25 . . PROPN bracis-33562 273 26 , , PUNCT bracis-33562 273 27 osório osório NOUN bracis-33562 273 28 , , PUNCT bracis-33562 273 29 t. t. PROPN bracis-33562 273 30 : : PUNCT bracis-33562 273 31 advancing advance VERB bracis-33562 273 32 neural neural ADJ bracis-33562 273 33 encoding encoding NOUN bracis-33562 273 34 of of ADP bracis-33562 273 35 portuguese portuguese PROPN bracis-33562 273 36 with with ADP bracis-33562 273 37 transformer transformer PROPN bracis-33562 273 38 albertina albertina PROPN bracis-33562 273 39 pt pt PROPN bracis-33562 273 40 . . PROPN bracis-33562 273 41 in in ADP bracis-33562 273 42 : : PUNCT bracis-33562 273 43 epia epia ADJ bracis-33562 273 44 conference conference NOUN bracis-33562 273 45 on on ADP bracis-33562 273 46 artificial artificial ADJ bracis-33562 273 47 intelligence intelligence NOUN bracis-33562 273 48 , , PUNCT bracis-33562 273 49 pp pp ADJ bracis-33562 273 50 . . PUNCT bracis-33562 274 1 441–453 441–453 NUM bracis-33562 274 2 . . PUNCT bracis-33562 275 1 springer springer NOUN bracis-33562 275 2 ( ( PUNCT bracis-33562 275 3 2023 2023 NUM bracis-33562 275 4 ) ) PUNCT bracis-33562 275 5 google google NOUN bracis-33562 275 6 scholar scholar NOUN bracis-33562 275 7     SPACE bracis-33562 275 8 santos santo NOUN bracis-33562 275 9 , , PUNCT bracis-33562 275 10 d. d. PROPN bracis-33562 275 11 , , PUNCT bracis-33562 275 12 cardoso cardoso PROPN bracis-33562 275 13 , , PUNCT bracis-33562 275 14 n. n. NOUN bracis-33562 275 15 : : PUNCT bracis-33562 275 16 a a DET bracis-33562 275 17 golden golden ADJ bracis-33562 275 18 resource resource NOUN bracis-33562 275 19 for for ADP bracis-33562 275 20 named name VERB bracis-33562 275 21 entity entity NOUN bracis-33562 275 22 recognition recognition NOUN bracis-33562 275 23 in in ADP bracis-33562 275 24 portuguese portuguese PROPN bracis-33562 275 25 . . PUNCT bracis-33562 276 1 in in ADP bracis-33562 276 2 : : PUNCT bracis-33562 276 3 international international ADJ bracis-33562 276 4 workshop workshop NOUN bracis-33562 276 5 on on ADP bracis-33562 276 6 computational computational ADJ bracis-33562 276 7 processing processing NOUN bracis-33562 276 8 of of ADP bracis-33562 276 9 the the DET bracis-33562 276 10 portuguese portuguese ADJ bracis-33562 276 11 language language NOUN bracis-33562 276 12 , , PUNCT bracis-33562 276 13 pp pp X bracis-33562 276 14 . . PUNCT bracis-33562 277 1 69–79 69–79 ADV bracis-33562 277 2 . . PUNCT bracis-33562 278 1 springer springer NOUN bracis-33562 278 2 ( ( PUNCT bracis-33562 278 3 2006 2006 NUM bracis-33562 278 4 ) ) PUNCT bracis-33562 278 5 google google PROPN bracis-33562 278 6 scholar scholar NOUN bracis-33562 278 7     SPACE bracis-33562 278 8 santos santo NOUN bracis-33562 278 9 , , PUNCT bracis-33562 278 10 d. d. PROPN bracis-33562 278 11 , , PUNCT bracis-33562 278 12 seco seco PROPN bracis-33562 278 13 , , PUNCT bracis-33562 278 14 n. n. NOUN bracis-33562 278 15 , , PUNCT bracis-33562 278 16 cardoso cardoso PROPN bracis-33562 278 17 , , PUNCT bracis-33562 278 18 n. n. NOUN bracis-33562 278 19 , , PUNCT bracis-33562 278 20 vilela vilela PROPN bracis-33562 278 21 , , PUNCT bracis-33562 278 22 r. r. PROPN bracis-33562 278 23 : : PUNCT bracis-33562 279 1 harem harem PROPN bracis-33562 279 2 : : PUNCT bracis-33562 279 3 an an DET bracis-33562 279 4 advanced advanced ADJ bracis-33562 279 5 ner ner NOUN bracis-33562 279 6 evaluation evaluation NOUN bracis-33562 279 7 contest contest NOUN bracis-33562 279 8 for for ADP bracis-33562 279 9 portuguese portuguese PROPN bracis-33562 279 10 . . PUNCT bracis-33562 280 1 in in ADP bracis-33562 280 2 : : PUNCT bracis-33562 280 3 calzolari calzolari PROPN bracis-33562 280 4 , , PUNCT bracis-33562 280 5 n. n. PROPN bracis-33562 280 6 , , PUNCT bracis-33562 280 7 et et PROPN bracis-33562 280 8 al al PROPN bracis-33562 280 9 . . PUNCT bracis-33562 281 1 ( ( PUNCT bracis-33562 281 2 eds ed NOUN bracis-33562 281 3 . . PUNCT bracis-33562 281 4 ) ) PUNCT bracis-33562 281 5 proceedings proceeding NOUN bracis-33562 281 6 of of ADP bracis-33562 281 7 the the DET bracis-33562 281 8 5th 5th ADJ bracis-33562 281 9 international international ADJ bracis-33562 281 10 conference conference NOUN bracis-33562 281 11 on on ADP bracis-33562 281 12 language language NOUN bracis-33562 281 13 resources resource NOUN bracis-33562 281 14 and and CCONJ bracis-33562 281 15 evaluation evaluation NOUN bracis-33562 281 16 ( ( PUNCT bracis-33562 281 17 lrec’2006)(genoa lrec’2006)(genoa PROPN bracis-33562 281 18 italy italy PROPN bracis-33562 281 19 22–28 22–28 NUM bracis-33562 281 20 may may PROPN bracis-33562 281 21 2006 2006 NUM bracis-33562 281 22 ) ) PUNCT bracis-33562 281 23 ( ( PUNCT bracis-33562 281 24 2006 2006 NUM bracis-33562 281 25 ) ) PUNCT bracis-33562 281 26 google google PROPN bracis-33562 281 27 scholar scholar NOUN bracis-33562 281 28     SPACE bracis-33562 281 29 santos santo NOUN bracis-33562 281 30 , , PUNCT bracis-33562 281 31 j. j. PROPN bracis-33562 281 32 , , PUNCT bracis-33562 281 33 cameron cameron PROPN bracis-33562 281 34 , , PUNCT bracis-33562 281 35 h.f h.f PROPN bracis-33562 281 36 . . PROPN bracis-33562 281 37 , , PUNCT bracis-33562 281 38 olival olival PROPN bracis-33562 281 39 , , PUNCT bracis-33562 281 40 f. f. PROPN bracis-33562 281 41 , , PUNCT bracis-33562 281 42 farrica farrica PROPN bracis-33562 281 43 , , PUNCT bracis-33562 281 44 f. f. PROPN bracis-33562 281 45 , , PUNCT bracis-33562 281 46 vieira vieira PROPN bracis-33562 281 47 , , PUNCT bracis-33562 281 48 r. r. PROPN bracis-33562 281 49 : : PUNCT bracis-33562 281 50 named name VERB bracis-33562 281 51 entity entity NOUN bracis-33562 281 52 recognition recognition NOUN bracis-33562 281 53 specialised specialise VERB bracis-33562 281 54 for for ADP bracis-33562 281 55 portuguese portuguese ADJ bracis-33562 281 56 18th 18th ADJ bracis-33562 281 57 - - PUNCT bracis-33562 281 58 century century NOUN bracis-33562 281 59 history history NOUN bracis-33562 281 60 research research NOUN bracis-33562 281 61 . . PUNCT bracis-33562 282 1 in in ADP bracis-33562 282 2 : : PUNCT bracis-33562 282 3 proceedings proceeding NOUN bracis-33562 282 4 of of ADP bracis-33562 282 5 the the DET bracis-33562 282 6 16th 16th ADJ bracis-33562 282 7 international international ADJ bracis-33562 282 8 conference conference NOUN bracis-33562 282 9 on on ADP bracis-33562 282 10 computational computational ADJ bracis-33562 282 11 processing processing NOUN bracis-33562 282 12 of of ADP bracis-33562 282 13 portuguese portuguese PROPN bracis-33562 282 14 , , PUNCT bracis-33562 282 15 pp pp ADJ bracis-33562 282 16 . . PUNCT bracis-33562 283 1 117–126 117–126 NUM bracis-33562 283 2 ( ( PUNCT bracis-33562 283 3 2024 2024 NUM bracis-33562 283 4 ) ) PUNCT bracis-33562 283 5 google google NOUN bracis-33562 283 6 scholar scholar NOUN bracis-33562 283 7     SPACE bracis-33562 283 8 santos santo NOUN bracis-33562 283 9 , , PUNCT bracis-33562 283 10 r. r. PROPN bracis-33562 283 11 , , PUNCT bracis-33562 283 12 et et PROPN bracis-33562 283 13 al al PROPN bracis-33562 283 14 . . PROPN bracis-33562 283 15 : : PUNCT bracis-33562 283 16 fostering foster VERB bracis-33562 283 17 the the DET bracis-33562 283 18 ecosystem ecosystem NOUN bracis-33562 283 19 of of ADP bracis-33562 283 20 open open ADJ bracis-33562 283 21 neural neural ADJ bracis-33562 283 22 encoders encoder NOUN bracis-33562 283 23 for for ADP bracis-33562 283 24 portuguese portuguese PROPN bracis-33562 283 25 with with ADP bracis-33562 283 26 albertina albertina PROPN bracis-33562 283 27 pt- pt- PROPN bracis-33562 283 28 * * PUNCT bracis-33562 283 29 family family NOUN bracis-33562 283 30 ( ( PUNCT bracis-33562 283 31 2024 2024 NUM bracis-33562 283 32 ) ) PUNCT bracis-33562 283 33 google google NOUN bracis-33562 283 34 scholar scholar NOUN bracis-33562 283 35     SPACE bracis-33562 283 36 silva silva NOUN bracis-33562 283 37 , , PUNCT bracis-33562 283 38 p. p. PROPN bracis-33562 283 39 , , PUNCT bracis-33562 283 40 franco franco PROPN bracis-33562 283 41 , , PUNCT bracis-33562 283 42 a. a. PROPN bracis-33562 283 43 , , PUNCT bracis-33562 283 44 santos santos PROPN bracis-33562 283 45 , , PUNCT bracis-33562 283 46 t. t. PROPN bracis-33562 283 47 , , PUNCT bracis-33562 283 48 brito brito PROPN bracis-33562 283 49 , , PUNCT bracis-33562 283 50 m. m. NOUN bracis-33562 283 51 , , PUNCT bracis-33562 283 52 pereira pereira PROPN bracis-33562 283 53 , , PUNCT bracis-33562 283 54 d. d. PROPN bracis-33562 283 55 : : PUNCT bracis-33562 283 56 cachacaner cachacaner VERB bracis-33562 283 57 : : PUNCT bracis-33562 283 58 a a DET bracis-33562 283 59 dataset dataset NOUN bracis-33562 283 60 for for ADP bracis-33562 283 61 named name VERB bracis-33562 283 62 entity entity NOUN bracis-33562 283 63 recognition recognition NOUN bracis-33562 283 64 in in ADP bracis-33562 283 65 texts text NOUN bracis-33562 283 66 about about ADP bracis-33562 283 67 the the DET bracis-33562 283 68 cachaça cachaça ADJ bracis-33562 283 69 beverage beverage NOUN bracis-33562 283 70 . . PUNCT bracis-33562 284 1 lang lang PROPN bracis-33562 284 2 . . PUNCT bracis-33562 284 3 resour resour PROPN bracis-33562 284 4 . . PUNCT bracis-33562 285 1 eval eval NOUN bracis-33562 285 2 . . PUNCT bracis-33562 286 1 58(4 58(4 NUM bracis-33562 286 2 ) ) PUNCT bracis-33562 286 3 , , PUNCT bracis-33562 286 4 1315–1333 1315–1333 NUM bracis-33562 286 5 ( ( PUNCT bracis-33562 286 6 2023 2023 NUM bracis-33562 286 7 ) ) PUNCT bracis-33562 286 8 article article NOUN bracis-33562 286 9     SPACE bracis-33562 286 10 google google PROPN bracis-33562 286 11 scholar scholar NOUN bracis-33562 286 12     SPACE bracis-33562 286 13 souza souza PROPN bracis-33562 286 14 , , PUNCT bracis-33562 286 15 f. f. PROPN bracis-33562 286 16 , , PUNCT bracis-33562 286 17 nogueira nogueira PROPN bracis-33562 286 18 , , PUNCT bracis-33562 286 19 r. r. PROPN bracis-33562 286 20 , , PUNCT bracis-33562 286 21 lotufo lotufo PROPN bracis-33562 286 22 , , PUNCT bracis-33562 286 23 r. r. PROPN bracis-33562 286 24 : : PUNCT bracis-33562 286 25 bertimbau bertimbau PROPN bracis-33562 286 26 : : PUNCT bracis-33562 286 27 pretrained pretraine VERB bracis-33562 286 28 bert bert NOUN bracis-33562 286 29 models model NOUN bracis-33562 286 30 for for ADP bracis-33562 286 31 brazilian brazilian ADJ bracis-33562 286 32 portuguese portuguese NOUN bracis-33562 286 33 . . PUNCT bracis-33562 287 1 in in ADP bracis-33562 287 2 : : PUNCT bracis-33562 287 3 proceedings proceeding NOUN bracis-33562 287 4 of of ADP bracis-33562 287 5 the the DET bracis-33562 287 6 9th 9th ADJ bracis-33562 287 7 brazilian brazilian ADJ bracis-33562 287 8 conference conference NOUN bracis-33562 287 9 on on ADP bracis-33562 287 10 intelligent intelligent ADJ bracis-33562 287 11 systems system NOUN bracis-33562 287 12 , , PUNCT bracis-33562 287 13 bracis bracis NOUN bracis-33562 287 14 ( ( PUNCT bracis-33562 287 15 2020 2020 NUM bracis-33562 287 16 ) ) PUNCT bracis-33562 287 17 google google PROPN bracis-33562 287 18 scholar scholar NOUN bracis-33562 287 19     SPACE bracis-33562 287 20 souza souza PROPN bracis-33562 287 21 , , PUNCT bracis-33562 287 22 f. f. PROPN bracis-33562 287 23 , , PUNCT bracis-33562 287 24 nogueira nogueira PROPN bracis-33562 287 25 , , PUNCT bracis-33562 287 26 r.f r.f PROPN bracis-33562 287 27 . . PROPN bracis-33562 287 28 , , PUNCT bracis-33562 287 29 de de ADJ bracis-33562 287 30     SPACE bracis-33562 287 31 alencar alencar PROPN bracis-33562 287 32     SPACE bracis-33562 287 33 lotufo lotufo PROPN bracis-33562 287 34 , , PUNCT bracis-33562 287 35 r. r. PROPN bracis-33562 287 36 : : PUNCT bracis-33562 287 37 portuguese portuguese PROPN bracis-33562 287 38 named name VERB bracis-33562 287 39 entity entity NOUN bracis-33562 287 40 recognition recognition NOUN bracis-33562 287 41 using use VERB bracis-33562 287 42 bert bert PROPN bracis-33562 287 43 - - PUNCT bracis-33562 287 44 crf crf NOUN bracis-33562 287 45 . . PUNCT bracis-33562 288 1 corr corr PROPN bracis-33562 288 2 arxiv:1909.10649 arxiv:1909.10649 NOUN bracis-33562 288 3 ( ( PUNCT bracis-33562 288 4 2019 2019 NUM bracis-33562 288 5 ) ) PUNCT bracis-33562 289 1 tjong tjong ADP bracis-33562 289 2 kim kim PROPN bracis-33562 289 3     SPACE bracis-33562 289 4 sang sing VERB bracis-33562 289 5 , , PUNCT bracis-33562 289 6 e.f e.f PROPN bracis-33562 289 7 . . NOUN bracis-33562 289 8 : : PUNCT bracis-33562 290 1 introduction introduction NOUN bracis-33562 290 2 to to ADP bracis-33562 290 3 the the DET bracis-33562 290 4 conll-2002 conll-2002 NOUN bracis-33562 290 5 shared share VERB bracis-33562 290 6 task task NOUN bracis-33562 290 7 : : PUNCT bracis-33562 290 8 language language NOUN bracis-33562 290 9 - - PUNCT bracis-33562 290 10 independent independent NOUN bracis-33562 290 11 named name VERB bracis-33562 290 12 entity entity NOUN bracis-33562 290 13 recognition recognition NOUN bracis-33562 290 14 . . PUNCT bracis-33562 291 1 in in ADP bracis-33562 291 2 : : PUNCT bracis-33562 291 3 coling-02 coling-02 ADJ bracis-33562 291 4 : : PUNCT bracis-33562 291 5 the the DET bracis-33562 291 6 6th 6th ADJ bracis-33562 291 7 conference conference NOUN bracis-33562 291 8 on on ADP bracis-33562 291 9 natural natural ADJ bracis-33562 291 10 language language NOUN bracis-33562 291 11 learning learn VERB bracis-33562 291 12 2002 2002 NUM bracis-33562 291 13 ( ( PUNCT bracis-33562 291 14 conll-2002 conll-2002 NOUN bracis-33562 291 15 ) ) PUNCT bracis-33562 291 16 ( ( PUNCT bracis-33562 291 17 2002 2002 NUM bracis-33562 291 18 ) ) PUNCT bracis-33562 291 19 . . PUNCT bracis-33562 292 1 https://aclanthology.org/w02-2024 https://aclanthology.org/w02-2024 NUM bracis-33562 292 2 vieira vieira PROPN bracis-33562 292 3 , , PUNCT bracis-33562 292 4 r. r. PROPN bracis-33562 292 5 , , PUNCT bracis-33562 292 6 olival olival PROPN bracis-33562 292 7 , , PUNCT bracis-33562 292 8 f. f. PROPN bracis-33562 292 9 , , PUNCT bracis-33562 292 10 cameron cameron PROPN bracis-33562 292 11 , , PUNCT bracis-33562 292 12 h. h. PROPN bracis-33562 292 13 , , PUNCT bracis-33562 292 14 santos santos PROPN bracis-33562 292 15 , , PUNCT bracis-33562 292 16 j. j. PROPN bracis-33562 292 17 , , PUNCT bracis-33562 292 18 sequeira sequeira PROPN bracis-33562 292 19 , , PUNCT bracis-33562 292 20 o. o. PROPN bracis-33562 292 21 , , PUNCT bracis-33562 292 22 santos santos PROPN bracis-33562 292 23 , , PUNCT bracis-33562 292 24 i. i. PROPN bracis-33562 292 25 : : PUNCT bracis-33562 292 26 enriching enrich VERB bracis-33562 292 27 the the DET bracis-33562 292 28 1758 1758 NUM bracis-33562 292 29 portuguese portuguese ADJ bracis-33562 292 30 parish parish PROPN bracis-33562 292 31 memories memories PROPN bracis-33562 292 32 ( ( PUNCT bracis-33562 292 33 alentejo alentejo PROPN bracis-33562 292 34 ) ) PUNCT bracis-33562 292 35 with with ADP bracis-33562 292 36 named name VERB bracis-33562 292 37 entities entity NOUN bracis-33562 292 38 . . PUNCT bracis-33562 293 1 j. j. PROPN bracis-33562 293 2 open open PROPN bracis-33562 293 3 humanit humanit PROPN bracis-33562 293 4 . . PUNCT bracis-33562 294 1 data data PROPN bracis-33562 294 2 7 7 NUM bracis-33562 294 3 , , PUNCT bracis-33562 294 4 20 20 NUM bracis-33562 294 5 ( ( PUNCT bracis-33562 294 6 2021 2021 NUM bracis-33562 294 7 ) ) PUNCT bracis-33562 294 8 article article NOUN bracis-33562 294 9     SPACE bracis-33562 294 10 math math NOUN bracis-33562 294 11     SPACE bracis-33562 294 12 google google PROPN bracis-33562 294 13 scholar scholar NOUN bracis-33562 294 14     SPACE bracis-33562 294 15 zanuz zanuz NOUN bracis-33562 294 16 , , PUNCT bracis-33562 294 17 l. l. PROPN bracis-33562 294 18 , , PUNCT bracis-33562 294 19 rigo rigo PROPN bracis-33562 294 20 , , PUNCT bracis-33562 294 21 s.j s.j PROPN bracis-33562 294 22 . . PROPN bracis-33562 294 23 : : PUNCT bracis-33562 294 24 fostering foster VERB bracis-33562 294 25 judiciary judiciary NOUN bracis-33562 294 26 applications application NOUN bracis-33562 294 27 with with ADP bracis-33562 294 28 new new ADJ bracis-33562 294 29 fine fine ADV bracis-33562 294 30 - - PUNCT bracis-33562 294 31 tuned tune VERB bracis-33562 294 32 models model NOUN bracis-33562 294 33 for for ADP bracis-33562 294 34 legal legal ADJ bracis-33562 294 35 named name VERB bracis-33562 294 36 entity entity NOUN bracis-33562 294 37 recognition recognition NOUN bracis-33562 294 38 in in ADP bracis-33562 294 39 portuguese portuguese PROPN bracis-33562 294 40 . . PUNCT bracis-33562 295 1 in in ADP bracis-33562 295 2 : : PUNCT bracis-33562 295 3 international international ADJ bracis-33562 295 4 conference conference NOUN bracis-33562 295 5 on on ADP bracis-33562 295 6 computational computational ADJ bracis-33562 295 7 processing processing NOUN bracis-33562 295 8 of of ADP bracis-33562 295 9 the the DET bracis-33562 295 10 portuguese portuguese ADJ bracis-33562 295 11 language language NOUN bracis-33562 295 12 , , PUNCT bracis-33562 295 13 pp pp ADJ bracis-33562 295 14 . . PUNCT bracis-33562 296 1 219–229 219–229 NUM bracis-33562 296 2 . . PUNCT bracis-33562 296 3 springer springer NOUN bracis-33562 296 4 ( ( PUNCT bracis-33562 296 5 2022 2022 NUM bracis-33562 296 6 ) ) PUNCT bracis-33562 296 7 google google PROPN bracis-33562 296 8 scholar scholar NOUN bracis-33562 296 9     SPACE bracis-33562 296 10 download download NOUN bracis-33562 296 11 references reference NOUN bracis-33562 296 12 acknowledgements acknowledgement NOUN bracis-33562 296 13 this this DET bracis-33562 296 14 work work NOUN bracis-33562 296 15 has have AUX bracis-33562 296 16 received receive VERB bracis-33562 296 17 funds fund NOUN bracis-33562 296 18 from from ADP bracis-33562 296 19 the the DET bracis-33562 296 20 coordenação coordenação NOUN bracis-33562 296 21 de de PROPN bracis-33562 296 22 aperfeiçoamento aperfeiçoamento PROPN bracis-33562 296 23 de de X bracis-33562 296 24 pessoal pessoal PROPN bracis-33562 296 25 de de PROPN bracis-33562 296 26 nível nível PROPN bracis-33562 296 27 superior superior PROPN bracis-33562 296 28 brazil brazil PROPN bracis-33562 296 29 ( ( PUNCT bracis-33562 296 30 capes cape NOUN bracis-33562 296 31 ) ) PUNCT bracis-33562 296 32 finance finance NOUN bracis-33562 296 33 code code NOUN bracis-33562 296 34 001 001 NOUN bracis-33562 296 35 , , PUNCT bracis-33562 296 36 the the DET bracis-33562 296 37 brazilian brazilian ADJ bracis-33562 296 38 funding funding NOUN bracis-33562 296 39 agency agency NOUN bracis-33562 296 40 cnpq cnpq NOUN bracis-33562 296 41 , , PUNCT bracis-33562 296 42 and and CCONJ bracis-33562 296 43 the the DET bracis-33562 296 44 portuguese portuguese ADJ bracis-33562 296 45 science science PROPN bracis-33562 296 46 foundation foundation PROPN bracis-33562 296 47 fct fct PROPN bracis-33562 296 48 , , PUNCT bracis-33562 296 49 in in ADP bracis-33562 296 50 the the DET bracis-33562 296 51 context context NOUN bracis-33562 296 52 of of ADP bracis-33562 296 53 the the DET bracis-33562 296 54 projects project NOUN bracis-33562 296 55 ceecind/01997/2017 ceecind/01997/2017 NOUN bracis-33562 296 56 and and CCONJ bracis-33562 296 57 uidb/00057/2020 uidb/00057/2020 VERB bracis-33562 296 58 https://doi.org/10.54499/uidb/00057/2020 https://doi.org/10.54499/uidb/00057/2020 NOUN bracis-33562 296 59 . . PUNCT bracis-33562 297 1 author author NOUN bracis-33562 297 2 information information NOUN bracis-33562 297 3 authors author NOUN bracis-33562 297 4 and and CCONJ bracis-33562 297 5 affiliations affiliation NOUN bracis-33562 297 6 federal federal PROPN bracis-33562 297 7 university university PROPN bracis-33562 297 8 of of ADP bracis-33562 297 9 rio rio PROPN bracis-33562 297 10 grande grande PROPN bracis-33562 297 11 do do AUX bracis-33562 297 12 sul sul PROPN bracis-33562 297 13 , , PUNCT bracis-33562 297 14 porto porto PROPN bracis-33562 297 15 alegre alegre PROPN bracis-33562 297 16 , , PUNCT bracis-33562 297 17 brazil brazil PROPN bracis-33562 297 18 rafael rafael PROPN bracis-33562 297 19 oleques oleque VERB bracis-33562 297 20 nunes nune NOUN bracis-33562 297 21 , , PUNCT bracis-33562 297 22     SPACE bracis-33562 297 23 andre andre PROPN bracis-33562 297 24 spritzer spritzer PROPN bracis-33562 297 25 , , PUNCT bracis-33562 297 26     SPACE bracis-33562 297 27 dennis dennis PROPN bracis-33562 297 28 giovani giovani PROPN bracis-33562 297 29 balreira balreira PROPN bracis-33562 297 30     SPACE bracis-33562 297 31 & & CCONJ bracis-33562 297 32     SPACE bracis-33562 297 33 carla carla PROPN bracis-33562 297 34 maria maria PROPN bracis-33562 297 35 dal dal PROPN bracis-33562 297 36 sasso sasso PROPN bracis-33562 297 37 freitas freitas PROPN bracis-33562 297 38 university university PROPN bracis-33562 297 39 of of ADP bracis-33562 297 40 vale vale PROPN bracis-33562 297 41 do do AUX bracis-33562 297 42 rio rio PROPN bracis-33562 297 43 dos dos PROPN bracis-33562 297 44 sinos sinos PROPN bracis-33562 297 45 , , PUNCT bracis-33562 297 46 são são PROPN bracis-33562 297 47 leopoldo leopoldo PROPN bracis-33562 297 48 , , PUNCT bracis-33562 297 49 brazil brazil PROPN bracis-33562 297 50 joaquim joaquim PROPN bracis-33562 297 51 santos santos PROPN bracis-33562 297 52 cidehus cidehus PROPN bracis-33562 297 53 portalegre portalegre PROPN bracis-33562 297 54 polytechnic polytechnic ADJ bracis-33562 297 55 university university NOUN bracis-33562 297 56 , , PUNCT bracis-33562 297 57 portalegre portalegre NOUN bracis-33562 297 58 , , PUNCT bracis-33562 297 59 portugal portugal PROPN bracis-33562 297 60 fernanda fernanda PROPN bracis-33562 297 61 olival olival PROPN bracis-33562 297 62     SPACE bracis-33562 297 63 & & CCONJ bracis-33562 297 64     SPACE bracis-33562 297 65 helena helena PROPN bracis-33562 297 66 freire freire PROPN bracis-33562 297 67 cameron cameron PROPN bracis-33562 297 68 cidehus cidehus PROPN bracis-33562 297 69 university university PROPN bracis-33562 297 70 of of ADP bracis-33562 297 71 évora évora PROPN bracis-33562 297 72 , , PUNCT bracis-33562 297 73 évora évora PROPN bracis-33562 297 74 , , PUNCT bracis-33562 297 75 portugal portugal PROPN bracis-33562 297 76 renata renata PROPN bracis-33562 297 77 vieira vieira PROPN bracis-33562 297 78 authors author NOUN bracis-33562 297 79 rafael rafael PROPN bracis-33562 297 80 oleques oleque VERB bracis-33562 297 81 nunesview nunesview ADJ bracis-33562 297 82 author author NOUN bracis-33562 297 83 publications publication NOUN bracis-33562 297 84 search search NOUN bracis-33562 297 85 author author NOUN bracis-33562 297 86 on on ADP bracis-33562 297 87 : : PUNCT bracis-33562 297 88 pubmed pubmed PROPN bracis-33562 297 89     SPACE bracis-33562 297 90 google google PROPN bracis-33562 297 91 scholar scholar NOUN bracis-33562 297 92 joaquim joaquim PROPN bracis-33562 297 93 santosview santosview PROPN bracis-33562 297 94 author author NOUN bracis-33562 297 95 publications publication NOUN bracis-33562 297 96 search search NOUN bracis-33562 297 97 author author NOUN bracis-33562 297 98 on on ADP bracis-33562 297 99 : : PUNCT bracis-33562 297 100 pubmed pubmed PROPN bracis-33562 297 101     SPACE bracis-33562 297 102 google google PROPN bracis-33562 297 103 scholar scholar PROPN bracis-33562 297 104 andre andre PROPN bracis-33562 297 105 spritzerview spritzerview NOUN bracis-33562 297 106 author author NOUN bracis-33562 297 107 publications publication NOUN bracis-33562 297 108 search search NOUN bracis-33562 297 109 author author NOUN bracis-33562 297 110 on on ADP bracis-33562 297 111 : : PUNCT bracis-33562 297 112 pubmed pubmed PROPN bracis-33562 297 113     SPACE bracis-33562 297 114 google google PROPN bracis-33562 297 115 scholar scholar NOUN bracis-33562 297 116 dennis dennis PROPN bracis-33562 297 117 giovani giovani PROPN bracis-33562 297 118 balreiraview balreiraview PROPN bracis-33562 297 119 author author NOUN bracis-33562 297 120 publications publication VERB bracis-33562 297 121 search search NOUN bracis-33562 297 122 author author NOUN bracis-33562 297 123 on on ADP bracis-33562 297 124 : : PUNCT bracis-33562 297 125 pubmed pubmed PROPN bracis-33562 297 126     SPACE bracis-33562 297 127 google google PROPN bracis-33562 297 128 scholar scholar PROPN bracis-33562 297 129 carla carla PROPN bracis-33562 297 130 maria maria PROPN bracis-33562 297 131 dal dal PROPN bracis-33562 297 132 sasso sasso PROPN bracis-33562 297 133 freitasview freitasview PROPN bracis-33562 297 134 author author NOUN bracis-33562 297 135 publications publication NOUN bracis-33562 297 136 search search NOUN bracis-33562 297 137 author author NOUN bracis-33562 297 138 on on ADP bracis-33562 297 139 : : PUNCT bracis-33562 297 140 pubmed pubmed PROPN bracis-33562 297 141     SPACE bracis-33562 297 142 google google PROPN bracis-33562 297 143 scholar scholar NOUN bracis-33562 297 144 fernanda fernanda PROPN bracis-33562 298 1 olivalview olivalview ADJ bracis-33562 298 2 author author NOUN bracis-33562 298 3 publications publication NOUN bracis-33562 298 4 search search NOUN bracis-33562 298 5 author author NOUN bracis-33562 298 6 on on ADP bracis-33562 298 7 : : PUNCT bracis-33562 298 8 pubmed pubmed PROPN bracis-33562 298 9     SPACE bracis-33562 298 10 google google PROPN bracis-33562 298 11 scholar scholar PROPN bracis-33562 298 12 helena helena PROPN bracis-33562 298 13 freire freire PROPN bracis-33562 298 14 cameronview cameronview PROPN bracis-33562 298 15 author author NOUN bracis-33562 298 16 publications publication NOUN bracis-33562 298 17 search search NOUN bracis-33562 298 18 author author NOUN bracis-33562 298 19 on on ADP bracis-33562 298 20 : : PUNCT bracis-33562 298 21 pubmed pubmed PROPN bracis-33562 298 22     SPACE bracis-33562 298 23 google google PROPN bracis-33562 298 24 scholar scholar NOUN bracis-33562 298 25 renata renata PROPN bracis-33562 298 26 vieiraview vieiraview NOUN bracis-33562 298 27 author author NOUN bracis-33562 298 28 publications publication NOUN bracis-33562 298 29 search search NOUN bracis-33562 298 30 author author NOUN bracis-33562 298 31 on on ADP bracis-33562 298 32 : : PUNCT bracis-33562 298 33 pubmed pubmed PROPN bracis-33562 298 34     SPACE bracis-33562 298 35 google google PROPN bracis-33562 298 36 scholar scholar NOUN bracis-33562 298 37 corresponding correspond VERB bracis-33562 298 38 author author NOUN bracis-33562 298 39 correspondence correspondence NOUN bracis-33562 298 40 to to ADP bracis-33562 298 41 rafael rafael PROPN bracis-33562 298 42 oleques oleque NOUN bracis-33562 298 43 nunes nunes PROPN bracis-33562 298 44 . . PUNCT bracis-33562 299 1 editor editor NOUN bracis-33562 299 2 information information NOUN bracis-33562 299 3 editors editor NOUN bracis-33562 299 4 and and CCONJ bracis-33562 299 5 affiliations affiliation NOUN bracis-33562 299 6 universidade universidade VERB bracis-33562 299 7 federal federal PROPN bracis-33562 299 8 fluminense fluminense PROPN bracis-33562 299 9 , , PUNCT bracis-33562 299 10 niterói niterói PROPN bracis-33562 299 11 , , PUNCT bracis-33562 299 12 brazil brazil PROPN bracis-33562 299 13 aline aline PROPN bracis-33562 299 14 paes paes PROPN bracis-33562 299 15 instituto instituto PROPN bracis-33562 299 16 tecnológico tecnológico PROPN bracis-33562 299 17 de de PROPN bracis-33562 299 18 aeronáutica aeronáutica PROPN bracis-33562 299 19 , , PUNCT bracis-33562 299 20 são são PROPN bracis-33562 299 21 josé josé PROPN bracis-33562 299 22 dos dos PROPN bracis-33562 299 23 campos campos PROPN bracis-33562 299 24 , , PUNCT bracis-33562 299 25 brazil brazil PROPN bracis-33562 299 26 filipe filipe PROPN bracis-33562 299 27 a. a. PROPN bracis-33562 299 28 n. n. PROPN bracis-33562 299 29 verri verri PROPN bracis-33562 299 30 rights right NOUN bracis-33562 299 31 and and CCONJ bracis-33562 299 32 permissions permission NOUN bracis-33562 299 33 reprints reprint NOUN bracis-33562 299 34 and and CCONJ bracis-33562 299 35 permissions permission VERB bracis-33562 299 36 copyright copyright NOUN bracis-33562 299 37 information information NOUN bracis-33562 299 38 © © ADP bracis-33562 299 39 2025 2025 NUM bracis-33562 299 40 the the DET bracis-33562 299 41 author(s author(s NOUN bracis-33562 299 42 ) ) PUNCT bracis-33562 299 43 , , PUNCT bracis-33562 299 44 under under ADP bracis-33562 299 45 exclusive exclusive ADJ bracis-33562 299 46 license license NOUN bracis-33562 299 47 to to ADP bracis-33562 299 48 springer springer NOUN bracis-33562 299 49 nature nature PROPN bracis-33562 299 50 switzerland switzerland PROPN bracis-33562 299 51 ag ag PROPN bracis-33562 299 52 about about ADP bracis-33562 299 53 this this DET bracis-33562 299 54 paper paper NOUN bracis-33562 299 55 cite cite VERB bracis-33562 299 56 this this DET bracis-33562 299 57 paper paper NOUN bracis-33562 299 58 nunes nune NOUN bracis-33562 299 59 , , PUNCT bracis-33562 299 60 r.o r.o PROPN bracis-33562 299 61 . . PROPN bracis-33562 299 62 et et PROPN bracis-33562 299 63 al al PROPN bracis-33562 299 64 . . PROPN bracis-33562 300 1 ( ( PUNCT bracis-33562 300 2 2025 2025 NUM bracis-33562 300 3 ) ) PUNCT bracis-33562 300 4 . . PUNCT bracis-33562 301 1 assessing assess VERB bracis-33562 301 2 european european ADJ bracis-33562 301 3 and and CCONJ bracis-33562 301 4     SPACE bracis-33562 301 5 brazilian brazilian ADJ bracis-33562 301 6 portuguese portuguese PROPN bracis-33562 301 7 llms llm NOUN bracis-33562 301 8 for for ADP bracis-33562 301 9     SPACE bracis-33562 301 10 ner ner NOUN bracis-33562 301 11 in in ADP bracis-33562 301 12     SPACE bracis-33562 301 13 specialised specialised ADJ bracis-33562 301 14 domains domain NOUN bracis-33562 301 15 . . PUNCT bracis-33562 302 1 in in ADP bracis-33562 302 2 : : PUNCT bracis-33562 302 3 paes paes PROPN bracis-33562 302 4 , , PUNCT bracis-33562 302 5 a. a. PROPN bracis-33562 302 6 , , PUNCT bracis-33562 302 7 verri verri NOUN bracis-33562 302 8 , , PUNCT bracis-33562 302 9 f.a.n f.a.n ADJ bracis-33562 302 10 . . PUNCT bracis-33562 302 11 ( ( PUNCT bracis-33562 302 12 eds ed NOUN bracis-33562 302 13 ) ) PUNCT bracis-33562 302 14 intelligent intelligent ADJ bracis-33562 302 15 systems system NOUN bracis-33562 302 16 . . PUNCT bracis-33562 303 1 bracis bracis PROPN bracis-33562 303 2 2024 2024 NUM bracis-33562 303 3 . . PUNCT bracis-33562 304 1 lecture lecture NOUN bracis-33562 304 2 notes note NOUN bracis-33562 304 3 in in ADP bracis-33562 304 4 computer computer NOUN bracis-33562 304 5 science science NOUN bracis-33562 304 6 ( ( PUNCT bracis-33562 304 7 ) ) PUNCT bracis-33562 304 8 , , PUNCT bracis-33562 304 9 vol vol NOUN bracis-33562 304 10 15412 15412 NUM bracis-33562 304 11 . . PUNCT bracis-33562 305 1 springer springer NOUN bracis-33562 305 2 , , PUNCT bracis-33562 305 3 cham cham NOUN bracis-33562 305 4 . . PUNCT bracis-33562 306 1 https://doi.org/10.1007/978-3-031-79029-4_15 https://doi.org/10.1007/978-3-031-79029-4_15 ADJ bracis-33562 306 2 download download NOUN bracis-33562 306 3 citation citation NOUN bracis-33562 306 4 .ris .ris PUNCT bracis-33562 307 1 .enw .enw PROPN bracis-33562 307 2 .bib .bib PUNCT bracis-33562 308 1 doi doi PROPN bracis-33562 308 2 : : PUNCT bracis-33562 308 3 https://doi.org/10.1007/978-3-031-79029-4_15 https://doi.org/10.1007/978-3-031-79029-4_15 ADJ bracis-33562 308 4 published publish VERB bracis-33562 308 5 : : PUNCT bracis-33562 308 6 30 30 NUM bracis-33562 308 7 january january PROPN bracis-33562 308 8 2025 2025 NUM bracis-33562 308 9 publisher publisher NOUN bracis-33562 308 10 name name NOUN bracis-33562 308 11 : : PUNCT bracis-33562 308 12 springer springer NOUN bracis-33562 308 13 , , PUNCT bracis-33562 308 14 cham cham PROPN bracis-33562 308 15 print print PROPN bracis-33562 308 16 isbn isbn PROPN bracis-33562 308 17 : : PUNCT bracis-33562 308 18 978 978 NUM bracis-33562 308 19 - - SYM bracis-33562 308 20 3 3 NUM bracis-33562 308 21 - - PUNCT bracis-33562 308 22 031 031 NUM bracis-33562 308 23 - - PUNCT bracis-33562 308 24 79028 79028 NUM bracis-33562 308 25 - - SYM bracis-33562 308 26 7 7 NUM bracis-33562 308 27 online online ADJ bracis-33562 308 28 isbn isbn NOUN bracis-33562 308 29 : : PUNCT bracis-33562 308 30 978 978 NUM bracis-33562 308 31 - - SYM bracis-33562 308 32 3 3 NUM bracis-33562 308 33 - - PUNCT bracis-33562 308 34 031 031 NUM bracis-33562 308 35 - - PUNCT bracis-33562 308 36 79029 79029 NUM bracis-33562 308 37 - - SYM bracis-33562 308 38 4 4 NUM bracis-33562 308 39 ebook ebook NOUN bracis-33562 308 40 packages package NOUN bracis-33562 308 41 : : PUNCT bracis-33562 308 42 computer computer NOUN bracis-33562 308 43 sciencecomputer sciencecomputer NOUN bracis-33562 308 44 science science NOUN bracis-33562 308 45 ( ( PUNCT bracis-33562 308 46 r0 r0 NOUN bracis-33562 308 47 ) ) PUNCT bracis-33562 308 48 share share VERB bracis-33562 308 49 this this DET bracis-33562 308 50 paper paper NOUN bracis-33562 308 51 anyone anyone PRON bracis-33562 308 52 you you PRON bracis-33562 308 53 share share VERB bracis-33562 308 54 the the DET bracis-33562 308 55 following follow VERB bracis-33562 308 56 link link NOUN bracis-33562 308 57 with with ADP bracis-33562 308 58 will will AUX bracis-33562 308 59 be be AUX bracis-33562 308 60 able able ADJ bracis-33562 308 61 to to PART bracis-33562 308 62 read read VERB bracis-33562 308 63 this this DET bracis-33562 308 64 content content NOUN bracis-33562 308 65 : : PUNCT bracis-33562 308 66 get get VERB bracis-33562 308 67 shareable shareable ADJ bracis-33562 308 68 linksorry linksorry NOUN bracis-33562 308 69 , , PUNCT bracis-33562 308 70 a a DET bracis-33562 308 71 shareable shareable ADJ bracis-33562 308 72 link link NOUN bracis-33562 308 73 is be AUX bracis-33562 308 74 not not PART bracis-33562 308 75 currently currently ADV bracis-33562 308 76 available available ADJ bracis-33562 308 77 for for ADP bracis-33562 308 78 this this DET bracis-33562 308 79 article article NOUN bracis-33562 308 80 . . PUNCT bracis-33562 309 1 copy copy VERB bracis-33562 309 2 shareable shareable ADJ bracis-33562 309 3 link link NOUN bracis-33562 309 4 to to PART bracis-33562 309 5 clipboard clipboard NOUN bracis-33562 309 6 provided provide VERB bracis-33562 309 7 by by ADP bracis-33562 309 8 the the DET bracis-33562 309 9 springer springer NOUN bracis-33562 309 10 nature nature PROPN bracis-33562 309 11 sharedit sharedit PROPN bracis-33562 309 12 content content NOUN bracis-33562 309 13 - - PUNCT bracis-33562 309 14 sharing share VERB bracis-33562 309 15 initiative initiative NOUN bracis-33562 309 16 keywords keyword NOUN bracis-33562 309 17 named name VERB bracis-33562 309 18 entity entity NOUN bracis-33562 309 19 recognition recognition NOUN bracis-33562 309 20 large large ADJ bracis-33562 309 21 language language NOUN bracis-33562 309 22 models model NOUN bracis-33562 309 23 portuguese portuguese ADJ bracis-33562 309 24 language language NOUN bracis-33562 309 25 variants variant NOUN bracis-33562 309 26 publish publish VERB bracis-33562 309 27 with with ADP bracis-33562 309 28 us us PROPN bracis-33562 309 29 policies policy NOUN bracis-33562 309 30 and and CCONJ bracis-33562 309 31 ethics ethic NOUN bracis-33562 309 32 profiles profile NOUN bracis-33562 309 33 rafael rafael PROPN bracis-33562 309 34 oleques oleque VERB bracis-33562 309 35 nunes nunes PROPN bracis-33562 309 36 view view PROPN bracis-33562 309 37 author author NOUN bracis-33562 309 38 profile profile PROPN bracis-33562 309 39 andre andre PROPN bracis-33562 309 40 spritzer spritzer PROPN bracis-33562 309 41 view view PROPN bracis-33562 309 42 author author NOUN bracis-33562 309 43 profile profile PROPN bracis-33562 309 44 renata renata PROPN bracis-33562 309 45 vieira vieira PROPN bracis-33562 309 46 view view PROPN bracis-33562 309 47 author author NOUN bracis-33562 309 48 profile profile NOUN bracis-33562 309 49 search search NOUN bracis-33562 309 50 search search NOUN bracis-33562 309 51 by by ADP bracis-33562 309 52 keyword keyword NOUN bracis-33562 309 53 or or CCONJ bracis-33562 309 54 author author NOUN bracis-33562 309 55 search search NOUN bracis-33562 309 56 navigation navigation NOUN bracis-33562 309 57 find find VERB bracis-33562 309 58 a a DET bracis-33562 309 59 journal journal NOUN bracis-33562 309 60 publish publish VERB bracis-33562 309 61 with with ADP bracis-33562 309 62 us we PRON bracis-33562 309 63 track track VERB bracis-33562 309 64 your your PRON bracis-33562 309 65 research research NOUN bracis-33562 309 66 discover discover VERB bracis-33562 309 67 content content NOUN bracis-33562 309 68 journals journal NOUN bracis-33562 309 69 a a DET bracis-33562 309 70 - 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