id sid tid token lemma pos bracis-33556 1 1 an an DET bracis-33556 1 2 ensemble ensemble ADJ bracis-33556 1 3 of of ADP bracis-33556 1 4     SPACE bracis-33556 1 5 llms llm NOUN bracis-33556 1 6 finetuned finetune VERB bracis-33556 1 7 with with ADP bracis-33556 1 8     SPACE bracis-33556 1 9 lora lora PROPN bracis-33556 1 10 for for ADP bracis-33556 1 11     SPACE bracis-33556 1 12 ner ner NOUN bracis-33556 1 13 in in ADP bracis-33556 1 14     SPACE bracis-33556 1 15 portuguese portuguese ADJ bracis-33556 1 16 legal legal ADJ bracis-33556 1 17 documents document NOUN bracis-33556 1 18 | | ADV bracis-33556 1 19 springer springer NOUN bracis-33556 1 20 nature nature NOUN bracis-33556 1 21 link link PROPN bracis-33556 1 22 ( ( PUNCT bracis-33556 1 23 formerly formerly ADV bracis-33556 1 24 springerlink springerlink NOUN bracis-33556 1 25 ) ) PUNCT bracis-33556 1 26 skip skip VERB bracis-33556 1 27 to to ADP bracis-33556 1 28 main main ADJ bracis-33556 1 29 content content NOUN bracis-33556 1 30 advertisement advertisement NOUN bracis-33556 1 31 log log NOUN bracis-33556 1 32 in in ADP bracis-33556 1 33 menu menu NOUN bracis-33556 1 34 find find VERB bracis-33556 1 35 a a DET bracis-33556 1 36 journal journal NOUN bracis-33556 1 37 publish publish VERB bracis-33556 1 38 with with ADP bracis-33556 1 39 us we PRON bracis-33556 1 40 track track VERB bracis-33556 1 41 your your PRON bracis-33556 1 42 research research NOUN bracis-33556 1 43 search search NOUN bracis-33556 1 44 cart cart NOUN bracis-33556 1 45 home home NOUN bracis-33556 1 46 intelligent intelligent ADJ bracis-33556 1 47 systems system NOUN bracis-33556 1 48 conference conference NOUN bracis-33556 1 49 paper paper NOUN bracis-33556 1 50 an an DET bracis-33556 1 51 ensemble ensemble ADJ bracis-33556 1 52 of of ADP bracis-33556 1 53     SPACE bracis-33556 1 54 llms llm NOUN bracis-33556 1 55 finetuned finetune VERB bracis-33556 1 56 with with ADP bracis-33556 1 57     SPACE bracis-33556 1 58 lora lora PROPN bracis-33556 1 59 for for ADP bracis-33556 1 60     SPACE bracis-33556 1 61 ner ner NOUN bracis-33556 1 62 in in ADP bracis-33556 1 63     SPACE bracis-33556 1 64 portuguese portuguese ADJ bracis-33556 1 65 legal legal ADJ bracis-33556 1 66 documents document NOUN bracis-33556 1 67 conference conference NOUN bracis-33556 1 68 paper paper NOUN bracis-33556 1 69 first first ADV bracis-33556 1 70 online online ADV bracis-33556 1 71 : : PUNCT bracis-33556 1 72 30 30 NUM bracis-33556 1 73 january january NOUN bracis-33556 1 74 2025 2025 NUM bracis-33556 1 75 pp pp CCONJ bracis-33556 1 76 127–140 127–140 NUM bracis-33556 1 77 cite cite VERB bracis-33556 1 78 this this DET bracis-33556 1 79 conference conference NOUN bracis-33556 1 80 paper paper NOUN bracis-33556 1 81 access access NOUN bracis-33556 1 82 provided provide VERB bracis-33556 1 83 by by ADP bracis-33556 1 84 university university PROPN bracis-33556 1 85 of of ADP bracis-33556 1 86 notre notre PROPN bracis-33556 1 87 dame dame PROPN bracis-33556 1 88 hesburgh hesburgh PROPN bracis-33556 1 89 library library PROPN bracis-33556 1 90 download download PROPN bracis-33556 1 91 book book NOUN bracis-33556 1 92 pdf pdf PROPN bracis-33556 1 93 download download NOUN bracis-33556 1 94 book book NOUN bracis-33556 1 95 epub epub PROPN bracis-33556 1 96 intelligent intelligent ADJ bracis-33556 1 97 systems system NOUN bracis-33556 1 98 ( ( PUNCT bracis-33556 1 99 bracis bracis NOUN bracis-33556 1 100 2024 2024 NUM bracis-33556 1 101 ) ) PUNCT bracis-33556 1 102 an an DET bracis-33556 1 103 ensemble ensemble ADJ bracis-33556 1 104 of of ADP bracis-33556 1 105     SPACE bracis-33556 1 106 llms llm NOUN bracis-33556 1 107 finetuned finetune VERB bracis-33556 1 108 with with ADP bracis-33556 1 109     SPACE bracis-33556 1 110 lora lora PROPN bracis-33556 1 111 for for ADP bracis-33556 1 112     SPACE bracis-33556 1 113 ner ner NOUN bracis-33556 1 114 in in ADP bracis-33556 1 115     SPACE bracis-33556 1 116 portuguese portuguese ADJ bracis-33556 1 117 legal legal ADJ bracis-33556 1 118 documents document NOUN bracis-33556 1 119 download download VERB bracis-33556 1 120 book book NOUN bracis-33556 1 121 pdf pdf PROPN bracis-33556 1 122 download download NOUN bracis-33556 1 123 book book PROPN bracis-33556 1 124 epub epub PROPN bracis-33556 1 125 rafael rafael PROPN bracis-33556 1 126 oleques oleque VERB bracis-33556 1 127 nunes nune VERB bracis-33556 1 128     SPACE bracis-33556 1 129 orcid orcid NOUN bracis-33556 1 130 : : PUNCT bracis-33556 1 131 orcid.org/0009-0007-8842-421x9 orcid.org/0009-0007-8842-421x9 NUM bracis-33556 1 132 , , PUNCT bracis-33556 1 133 letícia letícia PROPN bracis-33556 1 134 maria maria PROPN bracis-33556 1 135 puttlitz puttlitz PROPN bracis-33556 1 136     SPACE bracis-33556 1 137 orcid orcid NOUN bracis-33556 1 138 : : PUNCT bracis-33556 1 139 orcid.org/0009-0002-0313-10179 orcid.org/0009-0002-0313-10179 NOUN bracis-33556 1 140 , , PUNCT bracis-33556 1 141 antonio antonio PROPN bracis-33556 1 142 oss oss PROPN bracis-33556 1 143 boll boll PROPN bracis-33556 1 144     SPACE bracis-33556 1 145 orcid orcid NOUN bracis-33556 1 146 : : PUNCT bracis-33556 1 147 orcid.org/0009-0004-5440-61269 orcid.org/0009-0004-5440-61269 PROPN bracis-33556 1 148 , , PUNCT bracis-33556 1 149 andre andre PROPN bracis-33556 1 150 spritzer spritzer PROPN bracis-33556 1 151     SPACE bracis-33556 1 152 orcid orcid PROPN bracis-33556 1 153 : : PUNCT bracis-33556 1 154 orcid.org/0009-0002-4232-15859 orcid.org/0009-0002-4232-15859 PROPN bracis-33556 1 155 , , PUNCT bracis-33556 1 156 carla carla PROPN bracis-33556 1 157 maria maria PROPN bracis-33556 1 158 dal dal PROPN bracis-33556 1 159 sasso sasso PROPN bracis-33556 1 160 freitas freitas PROPN bracis-33556 1 161     SPACE bracis-33556 1 162 orcid orcid NOUN bracis-33556 1 163 : : PUNCT bracis-33556 1 164 orcid.org/0000-0003-1986-84359 orcid.org/0000-0003-1986-84359 ADV bracis-33556 1 165 , , PUNCT bracis-33556 1 166 dennis dennis PROPN bracis-33556 1 167 giovani giovani PROPN bracis-33556 1 168 balreira balreira PROPN bracis-33556 1 169     SPACE bracis-33556 1 170 orcid orcid PROPN bracis-33556 1 171 : : PUNCT bracis-33556 1 172 orcid.org/0000-0002-0801-93939 orcid.org/0000-0002-0801-93939 PROPN bracis-33556 1 173 & & CCONJ bracis-33556 1 174 … … PUNCT bracis-33556 1 175 anderson anderson PROPN bracis-33556 1 176 rocha rocha PROPN bracis-33556 1 177 tavares tavares PROPN bracis-33556 1 178     SPACE bracis-33556 1 179 orcid orcid PROPN bracis-33556 1 180 : : PUNCT bracis-33556 1 181 orcid.org/0000-0002-8530-64689 orcid.org/0000-0002-8530-64689 NOUN bracis-33556 1 182     SPACE bracis-33556 1 183 show show NOUN bracis-33556 1 184 authors author NOUN bracis-33556 1 185 part part NOUN bracis-33556 1 186 of of ADP bracis-33556 1 187 the the DET bracis-33556 1 188 book book NOUN bracis-33556 1 189 series series NOUN bracis-33556 1 190 : : PUNCT bracis-33556 1 191 lecture lecture NOUN bracis-33556 1 192 notes note NOUN bracis-33556 1 193 in in ADP bracis-33556 1 194 computer computer NOUN bracis-33556 1 195 science science NOUN bracis-33556 1 196 ( ( PUNCT bracis-33556 1 197 ( ( PUNCT bracis-33556 1 198 lnai lnai ADJ bracis-33556 1 199 , , PUNCT bracis-33556 1 200 volume volume NOUN bracis-33556 1 201 15412 15412 NUM bracis-33556 1 202 ) ) PUNCT bracis-33556 1 203 ) ) PUNCT bracis-33556 1 204 included include VERB bracis-33556 1 205 in in ADP bracis-33556 1 206 the the DET bracis-33556 1 207 following follow VERB bracis-33556 1 208 conference conference NOUN bracis-33556 1 209 series series NOUN bracis-33556 1 210 : : PUNCT bracis-33556 1 211 brazilian brazilian ADJ bracis-33556 1 212 conference conference NOUN bracis-33556 1 213 on on ADP bracis-33556 1 214 intelligent intelligent ADJ bracis-33556 1 215 systems system NOUN bracis-33556 1 216 528 528 NUM bracis-33556 1 217 accesses access NOUN bracis-33556 1 218 abstract abstract ADV bracis-33556 1 219 given give VERB bracis-33556 1 220 the the DET bracis-33556 1 221 high high ADJ bracis-33556 1 222 computational computational ADJ bracis-33556 1 223 costs cost NOUN bracis-33556 1 224 of of ADP bracis-33556 1 225 traditional traditional ADJ bracis-33556 1 226 fine fine ADJ bracis-33556 1 227 - - PUNCT bracis-33556 1 228 tuning tune VERB bracis-33556 1 229 methods method NOUN bracis-33556 1 230 and and CCONJ bracis-33556 1 231 the the DET bracis-33556 1 232 goal goal NOUN bracis-33556 1 233 of of ADP bracis-33556 1 234 improving improve VERB bracis-33556 1 235 performance performance NOUN bracis-33556 1 236 , , PUNCT bracis-33556 1 237 this this DET bracis-33556 1 238 study study NOUN bracis-33556 1 239 investigate investigate VERB bracis-33556 1 240 the the DET bracis-33556 1 241 application application NOUN bracis-33556 1 242 of of ADP bracis-33556 1 243 low low ADJ bracis-33556 1 244 - - PUNCT bracis-33556 1 245 rank rank NOUN bracis-33556 1 246 adaptation adaptation NOUN bracis-33556 1 247 ( ( PUNCT bracis-33556 1 248 lora lora PROPN bracis-33556 1 249 ) ) PUNCT bracis-33556 1 250 for for ADP bracis-33556 1 251 fine fine ADV bracis-33556 1 252 - - PUNCT bracis-33556 1 253 tuning tune VERB bracis-33556 1 254 bert bert NOUN bracis-33556 1 255 models model NOUN bracis-33556 1 256 to to ADP bracis-33556 1 257 portuguese portuguese ADJ bracis-33556 1 258 legal legal ADJ bracis-33556 1 259 named name VERB bracis-33556 1 260 entity entity NOUN bracis-33556 1 261 recognition recognition NOUN bracis-33556 1 262 ( ( PUNCT bracis-33556 1 263 ner ner NOUN bracis-33556 1 264 ) ) PUNCT bracis-33556 1 265 and and CCONJ bracis-33556 1 266 the the DET bracis-33556 1 267 integration integration NOUN bracis-33556 1 268 of of ADP bracis-33556 1 269 large large ADJ bracis-33556 1 270 language language NOUN bracis-33556 1 271 models model NOUN bracis-33556 1 272 ( ( PUNCT bracis-33556 1 273 llms llm NOUN bracis-33556 1 274 ) ) PUNCT bracis-33556 1 275 in in ADP bracis-33556 1 276 an an DET bracis-33556 1 277 ensemble ensemble ADJ bracis-33556 1 278 setup setup NOUN bracis-33556 1 279 . . PUNCT bracis-33556 2 1 focusing focus VERB bracis-33556 2 2 on on ADP bracis-33556 2 3 the the DET bracis-33556 2 4 underrepresented underrepresented ADJ bracis-33556 2 5 portuguese portuguese ADJ bracis-33556 2 6 language language NOUN bracis-33556 2 7 , , PUNCT bracis-33556 2 8 we we PRON bracis-33556 2 9 aim aim VERB bracis-33556 2 10 to to PART bracis-33556 2 11 examine examine VERB bracis-33556 2 12 the the DET bracis-33556 2 13 reliability reliability NOUN bracis-33556 2 14 of of ADP bracis-33556 2 15 extractions extraction NOUN bracis-33556 2 16 enabled enable VERB bracis-33556 2 17 by by ADP bracis-33556 2 18 lora lora PROPN bracis-33556 2 19 models model NOUN bracis-33556 2 20 and and CCONJ bracis-33556 2 21 glean glean VERB bracis-33556 2 22 actionable actionable ADJ bracis-33556 2 23 insights insight NOUN bracis-33556 2 24 from from ADP bracis-33556 2 25 the the DET bracis-33556 2 26 results result NOUN bracis-33556 2 27 of of ADP bracis-33556 2 28 both both DET bracis-33556 2 29 lora lora PROPN bracis-33556 2 30 and and CCONJ bracis-33556 2 31 llms llm NOUN bracis-33556 2 32 operating operate VERB bracis-33556 2 33 in in ADP bracis-33556 2 34 ensembles ensemble NOUN bracis-33556 2 35 . . PUNCT bracis-33556 3 1 achieving achieve VERB bracis-33556 3 2 f1 f1 NOUN bracis-33556 3 3 - - PUNCT bracis-33556 3 4 scores score NOUN bracis-33556 3 5 of of ADP bracis-33556 3 6 88.49 88.49 NUM bracis-33556 3 7 % % NOUN bracis-33556 3 8 for for ADP bracis-33556 3 9 the the DET bracis-33556 3 10 lener lener NOUN bracis-33556 3 11 - - PUNCT bracis-33556 3 12 br br NOUN bracis-33556 3 13 corpus corpus NOUN bracis-33556 3 14 and and CCONJ bracis-33556 3 15 81.00 81.00 NUM bracis-33556 3 16 % % NOUN bracis-33556 3 17 for for ADP bracis-33556 3 18 the the DET bracis-33556 3 19 ulyssesner ulyssesner NOUN bracis-33556 3 20 - - PUNCT bracis-33556 3 21 br br NOUN bracis-33556 3 22 corpus corpus PROPN bracis-33556 3 23 , , PUNCT bracis-33556 3 24 lora lora PROPN bracis-33556 3 25 models model NOUN bracis-33556 3 26 demonstrated demonstrate VERB bracis-33556 3 27 competitive competitive ADJ bracis-33556 3 28 performance performance NOUN bracis-33556 3 29 , , PUNCT bracis-33556 3 30 approaching approach VERB bracis-33556 3 31 state state NOUN bracis-33556 3 32 - - PUNCT bracis-33556 3 33 of of ADP bracis-33556 3 34 - - PUNCT bracis-33556 3 35 the the DET bracis-33556 3 36 - - PUNCT bracis-33556 3 37 art art NOUN bracis-33556 3 38 standards standard NOUN bracis-33556 3 39 . . PUNCT bracis-33556 4 1 our our PRON bracis-33556 4 2 research research NOUN bracis-33556 4 3 demonstrates demonstrate VERB bracis-33556 4 4 that that SCONJ bracis-33556 4 5 incorporating incorporate VERB bracis-33556 4 6 class class NOUN bracis-33556 4 7 definitions definition NOUN bracis-33556 4 8 and and CCONJ bracis-33556 4 9 counting count VERB bracis-33556 4 10 votes vote NOUN bracis-33556 4 11 per per ADP bracis-33556 4 12 class class NOUN bracis-33556 4 13 substantially substantially ADV bracis-33556 4 14 improves improve VERB bracis-33556 4 15 llm llm PROPN bracis-33556 4 16 ensemble ensemble ADJ bracis-33556 4 17 results result NOUN bracis-33556 4 18 . . PUNCT bracis-33556 5 1 overall overall ADV bracis-33556 5 2 , , PUNCT bracis-33556 5 3 this this DET bracis-33556 5 4 contribution contribution NOUN bracis-33556 5 5 advances advance VERB bracis-33556 5 6 the the DET bracis-33556 5 7 frontiers frontier NOUN bracis-33556 5 8 of of ADP bracis-33556 5 9 ai ai ADJ bracis-33556 5 10 - - PUNCT bracis-33556 5 11 powered power VERB bracis-33556 5 12 legal legal ADJ bracis-33556 5 13 text text NOUN bracis-33556 5 14 mining mining NOUN bracis-33556 5 15 , , PUNCT bracis-33556 5 16 proposing propose VERB bracis-33556 5 17 small small ADJ bracis-33556 5 18 models model NOUN bracis-33556 5 19 and and CCONJ bracis-33556 5 20 initial initial ADJ bracis-33556 5 21 prompt prompt ADJ bracis-33556 5 22 engineering engineering NOUN bracis-33556 5 23 to to ADP bracis-33556 5 24 low low ADJ bracis-33556 5 25 - - PUNCT bracis-33556 5 26 resource resource NOUN bracis-33556 5 27 conditions condition NOUN bracis-33556 5 28 that that PRON bracis-33556 5 29 are be AUX bracis-33556 5 30 scalable scalable ADJ bracis-33556 5 31 for for ADP bracis-33556 5 32 broader broad ADJ bracis-33556 5 33 representation representation NOUN bracis-33556 5 34 . . PUNCT bracis-33556 6 1 access access NOUN bracis-33556 6 2 provided provide VERB bracis-33556 6 3 by by ADP bracis-33556 6 4 university university PROPN bracis-33556 6 5 of of ADP bracis-33556 6 6 notre notre PROPN bracis-33556 6 7 dame dame PROPN bracis-33556 6 8 hesburgh hesburgh PROPN bracis-33556 6 9 library library PROPN bracis-33556 6 10 . . PUNCT bracis-33556 7 1 download download PROPN bracis-33556 7 2 conference conference NOUN bracis-33556 7 3 paper paper NOUN bracis-33556 7 4 pdf pdf NOUN bracis-33556 7 5 similar similar ADJ bracis-33556 7 6 content content NOUN bracis-33556 7 7 being be AUX bracis-33556 7 8 viewed view VERB bracis-33556 7 9 by by ADP bracis-33556 7 10 others other NOUN bracis-33556 7 11 scaling scale VERB bracis-33556 7 12 and and CCONJ bracis-33556 7 13     SPACE bracis-33556 7 14 adapting adapt VERB bracis-33556 7 15 large large ADJ bracis-33556 7 16 language language NOUN bracis-33556 7 17 models model NOUN bracis-33556 7 18 for for ADP bracis-33556 7 19     SPACE bracis-33556 7 20 portuguese portuguese ADJ bracis-33556 7 21 open open ADJ bracis-33556 7 22 information information NOUN bracis-33556 7 23 extraction extraction NOUN bracis-33556 7 24 : : PUNCT bracis-33556 7 25 a a DET bracis-33556 7 26 comparative comparative ADJ bracis-33556 7 27 study study NOUN bracis-33556 7 28 of of ADP bracis-33556 7 29     SPACE bracis-33556 7 30 fine fine ADV bracis-33556 7 31 - - PUNCT bracis-33556 7 32 tuning tuning NOUN bracis-33556 7 33 and and CCONJ bracis-33556 7 34     SPACE bracis-33556 7 35 lora lora PROPN bracis-33556 7 36 chapter chapter NOUN bracis-33556 7 37 © © PROPN bracis-33556 7 38 2025 2025 NUM bracis-33556 7 39 fostering foster VERB bracis-33556 7 40 judiciary judiciary NOUN bracis-33556 7 41 applications application NOUN bracis-33556 7 42 with with ADP bracis-33556 7 43 new new ADJ bracis-33556 7 44 fine fine ADV bracis-33556 7 45 - - PUNCT bracis-33556 7 46 tuned tune VERB bracis-33556 7 47 models model NOUN bracis-33556 7 48 for for ADP bracis-33556 7 49 legal legal ADJ bracis-33556 7 50 named name VERB bracis-33556 7 51 entity entity NOUN bracis-33556 7 52 recognition recognition NOUN bracis-33556 7 53 in in ADP bracis-33556 7 54 portuguese portuguese ADJ bracis-33556 7 55 chapter chapter NOUN bracis-33556 7 56 © © ADP bracis-33556 7 57 2022 2022 NUM bracis-33556 7 58 on on ADP bracis-33556 7 59 the the DET bracis-33556 7 60 assessment assessment NOUN bracis-33556 7 61 of of ADP bracis-33556 7 62 deep deep ADJ bracis-33556 7 63 learning learning NOUN bracis-33556 7 64 models model NOUN bracis-33556 7 65 for for ADP bracis-33556 7 66 named name VERB bracis-33556 7 67 entity entity NOUN bracis-33556 7 68 recognition recognition NOUN bracis-33556 7 69 of of ADP bracis-33556 7 70 brazilian brazilian ADJ bracis-33556 7 71 legal legal ADJ bracis-33556 7 72 documents document NOUN bracis-33556 7 73 chapter chapter NOUN bracis-33556 7 74 © © PROPN bracis-33556 7 75 2023 2023 NUM bracis-33556 7 76 1 1 NUM bracis-33556 7 77 introduction introduction NOUN bracis-33556 7 78 with with ADP bracis-33556 7 79 the the DET bracis-33556 7 80 advances advance NOUN bracis-33556 7 81 in in ADP bracis-33556 7 82 natural natural ADJ bracis-33556 7 83 language language NOUN bracis-33556 7 84 processing processing NOUN bracis-33556 7 85 ( ( PUNCT bracis-33556 7 86 nlp nlp NOUN bracis-33556 7 87 ) ) PUNCT bracis-33556 7 88 , , PUNCT bracis-33556 7 89 the the DET bracis-33556 7 90 domain domain NOUN bracis-33556 7 91 of of ADP bracis-33556 7 92 legal legal ADJ bracis-33556 7 93 nlp nlp NOUN bracis-33556 7 94 also also ADV bracis-33556 7 95 follows follow VERB bracis-33556 7 96 in in ADP bracis-33556 7 97 constant constant ADJ bracis-33556 7 98 evolution evolution NOUN bracis-33556 7 99 , , PUNCT bracis-33556 7 100 facing face VERB bracis-33556 7 101 similar similar ADJ bracis-33556 7 102 challenges challenge NOUN bracis-33556 7 103 and and CCONJ bracis-33556 7 104 obstacles obstacle NOUN bracis-33556 7 105 . . PUNCT bracis-33556 8 1 one one NUM bracis-33556 8 2 of of ADP bracis-33556 8 3 the the DET bracis-33556 8 4 main main ADJ bracis-33556 8 5 areas area NOUN bracis-33556 8 6 of of ADP bracis-33556 8 7 work work NOUN bracis-33556 8 8 in in ADP bracis-33556 8 9 the the DET bracis-33556 8 10 legal legal ADJ bracis-33556 8 11 nlp nlp NOUN bracis-33556 8 12 field field NOUN bracis-33556 8 13 is be AUX bracis-33556 8 14 named name VERB bracis-33556 8 15 entity entity NOUN bracis-33556 8 16 recognition recognition NOUN bracis-33556 8 17 ( ( PUNCT bracis-33556 8 18 ner ner NOUN bracis-33556 8 19 ) ) PUNCT bracis-33556 8 20 , , PUNCT bracis-33556 8 21 which which PRON bracis-33556 8 22 aims aim VERB bracis-33556 8 23 to to PART bracis-33556 8 24 identify identify VERB bracis-33556 8 25 and and CCONJ bracis-33556 8 26 extract extract VERB bracis-33556 8 27 entities entity NOUN bracis-33556 8 28 in in ADP bracis-33556 8 29 text text NOUN bracis-33556 8 30 , , PUNCT bracis-33556 8 31 such such ADJ bracis-33556 8 32 as as ADP bracis-33556 8 33 petitions petition NOUN bracis-33556 8 34 , , PUNCT bracis-33556 8 35 bills bill NOUN bracis-33556 8 36 , , PUNCT bracis-33556 8 37 and and CCONJ bracis-33556 8 38 sentences sentence NOUN bracis-33556 8 39 from from ADP bracis-33556 8 40 legal legal ADJ bracis-33556 8 41 documents document NOUN bracis-33556 8 42 . . PUNCT bracis-33556 9 1 the the DET bracis-33556 9 2 process process NOUN bracis-33556 9 3 of of ADP bracis-33556 9 4 recognizing recognize VERB bracis-33556 9 5 these these DET bracis-33556 9 6 entities entity NOUN bracis-33556 9 7 has have AUX bracis-33556 9 8 become become VERB bracis-33556 9 9 challenging challenging ADJ bracis-33556 9 10 due due ADJ bracis-33556 9 11 to to ADP bracis-33556 9 12 the the DET bracis-33556 9 13 lack lack NOUN bracis-33556 9 14 of of ADP bracis-33556 9 15 structure structure NOUN bracis-33556 9 16 and and CCONJ bracis-33556 9 17 predefined predefine VERB bracis-33556 9 18 entities entity NOUN bracis-33556 9 19 in in ADP bracis-33556 9 20 corpora corpora PROPN bracis-33556 9 21 from from ADP bracis-33556 9 22 the the DET bracis-33556 9 23 legal legal ADJ bracis-33556 9 24 system system NOUN bracis-33556 9 25 . . PUNCT bracis-33556 10 1 another another DET bracis-33556 10 2 obstacle obstacle NOUN bracis-33556 10 3 is be AUX bracis-33556 10 4 to to PART bracis-33556 10 5 work work VERB bracis-33556 10 6 in in ADP bracis-33556 10 7 the the DET bracis-33556 10 8 brazilian brazilian ADJ bracis-33556 10 9 legal legal ADJ bracis-33556 10 10 system system NOUN bracis-33556 10 11 domain domain NOUN bracis-33556 10 12 , , PUNCT bracis-33556 10 13 as as SCONJ bracis-33556 10 14 it it PRON bracis-33556 10 15 does do AUX bracis-33556 10 16 not not PART bracis-33556 10 17 have have VERB bracis-33556 10 18 the the DET bracis-33556 10 19 same same ADJ bracis-33556 10 20 number number NOUN bracis-33556 10 21 of of ADP bracis-33556 10 22 documents document NOUN bracis-33556 10 23 and and CCONJ bracis-33556 10 24 models model NOUN bracis-33556 10 25 as as ADP bracis-33556 10 26 the the DET bracis-33556 10 27 english english ADJ bracis-33556 10 28 language language NOUN bracis-33556 10 29 . . PUNCT bracis-33556 11 1 to to PART bracis-33556 11 2 address address VERB bracis-33556 11 3 these these DET bracis-33556 11 4 problems problem NOUN bracis-33556 11 5 , , PUNCT bracis-33556 11 6 researchers researcher NOUN bracis-33556 11 7 have have AUX bracis-33556 11 8 created create VERB bracis-33556 11 9 multiple multiple ADJ bracis-33556 11 10 corpora corpora NOUN bracis-33556 11 11 to to PART bracis-33556 11 12 tackle tackle VERB bracis-33556 11 13 the the DET bracis-33556 11 14 issue issue NOUN bracis-33556 11 15 of of ADP bracis-33556 11 16 ner ner NOUN bracis-33556 11 17 in in ADP bracis-33556 11 18 the the DET bracis-33556 11 19 brazilian brazilian ADJ bracis-33556 11 20 legal legal ADJ bracis-33556 11 21 domain domain NOUN bracis-33556 11 22 , , PUNCT bracis-33556 11 23 such such ADJ bracis-33556 11 24 as as ADP bracis-33556 11 25 the the DET bracis-33556 11 26 lener lener NOUN bracis-33556 11 27 - - PUNCT bracis-33556 11 28 br br NOUN bracis-33556 12 1 [ [ X bracis-33556 12 2 5 5 NUM bracis-33556 12 3 ] ] PUNCT bracis-33556 12 4 and and CCONJ bracis-33556 12 5 ulyssesner ulyssesner NOUN bracis-33556 12 6 - - PUNCT bracis-33556 12 7 br br NOUN bracis-33556 13 1 [ [ X bracis-33556 13 2 3 3 NUM bracis-33556 13 3 ] ] PUNCT bracis-33556 13 4 , , PUNCT bracis-33556 13 5 adding add VERB bracis-33556 13 6 entities entity NOUN bracis-33556 13 7 to to ADP bracis-33556 13 8 multiple multiple ADJ bracis-33556 13 9 phrases phrase NOUN bracis-33556 13 10 and and CCONJ bracis-33556 13 11 helping help VERB bracis-33556 13 12 to to PART bracis-33556 13 13 create create VERB bracis-33556 13 14 a a DET bracis-33556 13 15 legal legal ADJ bracis-33556 13 16 ner ner NOUN bracis-33556 13 17 - - PUNCT bracis-33556 13 18 friendly friendly ADJ bracis-33556 13 19 corpus corpus NOUN bracis-33556 13 20 . . PUNCT bracis-33556 14 1 additionally additionally ADV bracis-33556 14 2 , , PUNCT bracis-33556 14 3 many many ADJ bracis-33556 14 4 bert bert NOUN bracis-33556 14 5 models model NOUN bracis-33556 14 6 were be AUX bracis-33556 14 7 created create VERB bracis-33556 14 8 to to PART bracis-33556 14 9 facilitate facilitate VERB bracis-33556 14 10 the the DET bracis-33556 14 11 brazilian brazilian ADJ bracis-33556 14 12 legal legal ADJ bracis-33556 14 13 ner ner NOUN bracis-33556 14 14 , , PUNCT bracis-33556 14 15 including include VERB bracis-33556 14 16 legalbert legalbert NOUN bracis-33556 14 17 - - PUNCT bracis-33556 14 18 pt pt NOUN bracis-33556 14 19 [ [ X bracis-33556 14 20 28 28 NUM bracis-33556 14 21 ] ] PUNCT bracis-33556 14 22 , , PUNCT bracis-33556 14 23 bertikal bertikal NOUN bracis-33556 15 1 [ [ X bracis-33556 15 2 22 22 NUM bracis-33556 15 3 ] ] PUNCT bracis-33556 15 4 , , PUNCT bracis-33556 15 5 and and CCONJ bracis-33556 15 6 many many ADJ bracis-33556 15 7 others other NOUN bracis-33556 15 8 . . PUNCT bracis-33556 16 1 in in ADP bracis-33556 16 2 this this DET bracis-33556 16 3 work work NOUN bracis-33556 16 4 , , PUNCT bracis-33556 16 5 we we PRON bracis-33556 16 6 propose propose VERB bracis-33556 16 7 a a DET bracis-33556 16 8 comprehensive comprehensive ADJ bracis-33556 16 9 investigation investigation NOUN bracis-33556 16 10 centered center VERB bracis-33556 16 11 on on ADP bracis-33556 16 12 two two NUM bracis-33556 16 13 primary primary ADJ bracis-33556 16 14 objectives objective NOUN bracis-33556 16 15 : : PUNCT bracis-33556 16 16 first first ADV bracis-33556 16 17 , , PUNCT bracis-33556 16 18 to to PART bracis-33556 16 19 analyze analyze VERB bracis-33556 16 20 the the DET bracis-33556 16 21 efficacy efficacy NOUN bracis-33556 16 22 of of ADP bracis-33556 16 23 deploying deploy VERB bracis-33556 16 24 lora lora PROPN bracis-33556 16 25 to to ADP bracis-33556 16 26 fine fine ADJ bracis-33556 16 27 - - PUNCT bracis-33556 16 28 tune tune NOUN bracis-33556 16 29 bert bert NOUN bracis-33556 16 30 architectures architecture NOUN bracis-33556 16 31 for for ADP bracis-33556 16 32 ner ner NOUN bracis-33556 16 33 tasks task NOUN bracis-33556 16 34 within within ADP bracis-33556 16 35 the the DET bracis-33556 16 36 legal legal ADJ bracis-33556 16 37 domain domain NOUN bracis-33556 16 38 , , PUNCT bracis-33556 16 39 in in ADP bracis-33556 16 40 contrast contrast NOUN bracis-33556 16 41 with with ADP bracis-33556 16 42 relevant relevant ADJ bracis-33556 16 43 literature literature NOUN bracis-33556 16 44 ; ; PUNCT bracis-33556 16 45 and and CCONJ bracis-33556 16 46 second second ADJ bracis-33556 16 47 , , PUNCT bracis-33556 16 48 to to PART bracis-33556 16 49 present present VERB bracis-33556 16 50 a a DET bracis-33556 16 51 study study NOUN bracis-33556 16 52 on on ADP bracis-33556 16 53 the the DET bracis-33556 16 54 design design NOUN bracis-33556 16 55 and and CCONJ bracis-33556 16 56 implementation implementation NOUN bracis-33556 16 57 of of ADP bracis-33556 16 58 prompt prompt ADJ bracis-33556 16 59 engineering engineering NOUN bracis-33556 16 60 tactics tactic NOUN bracis-33556 16 61 for for ADP bracis-33556 16 62 llm llm PROPN bracis-33556 16 63 ensemble ensemble ADJ bracis-33556 16 64 modeling modeling NOUN bracis-33556 16 65 , , PUNCT bracis-33556 16 66 aiming aim VERB bracis-33556 16 67 to to PART bracis-33556 16 68 enhance enhance VERB bracis-33556 16 69 robustness robustness NOUN bracis-33556 16 70 . . PUNCT bracis-33556 17 1 our our PRON bracis-33556 17 2 core core ADJ bracis-33556 17 3 contributions contribution NOUN bracis-33556 17 4 are be AUX bracis-33556 17 5 ( ( PUNCT bracis-33556 17 6 i i NOUN bracis-33556 17 7 ) ) PUNCT bracis-33556 17 8 delivering deliver VERB bracis-33556 17 9 a a DET bracis-33556 17 10 study study NOUN bracis-33556 17 11 on on ADP bracis-33556 17 12 the the DET bracis-33556 17 13 practicality practicality NOUN bracis-33556 17 14 and and CCONJ bracis-33556 17 15 advantages advantage NOUN bracis-33556 17 16 of of ADP bracis-33556 17 17 coupling couple VERB bracis-33556 17 18 lora lora PROPN bracis-33556 17 19 and and CCONJ bracis-33556 17 20 bert bert PROPN bracis-33556 17 21 models model NOUN bracis-33556 17 22 within within ADP bracis-33556 17 23 the the DET bracis-33556 17 24 specialized specialized ADJ bracis-33556 17 25 context context NOUN bracis-33556 17 26 of of ADP bracis-33556 17 27 legal legal ADJ bracis-33556 17 28 ner ner NOUN bracis-33556 17 29 , , PUNCT bracis-33556 17 30 supplemented supplement VERB bracis-33556 17 31 by by ADP bracis-33556 17 32 comparison comparison NOUN bracis-33556 17 33 with with ADP bracis-33556 17 34 related related ADJ bracis-33556 17 35 works work NOUN bracis-33556 17 36 , , PUNCT bracis-33556 17 37 and and CCONJ bracis-33556 17 38 ( ( PUNCT bracis-33556 17 39 ii ii NOUN bracis-33556 17 40 ) ) PUNCT bracis-33556 17 41 an an DET bracis-33556 17 42 exposition exposition NOUN bracis-33556 17 43 on on ADP bracis-33556 17 44 exploiting exploit VERB bracis-33556 17 45 assorted assorted ADJ bracis-33556 17 46 prompt prompt ADJ bracis-33556 17 47 ingredients ingredient NOUN bracis-33556 17 48 for for ADP bracis-33556 17 49 building build VERB bracis-33556 17 50 llm llm PROPN bracis-33556 17 51 ensembles ensemble NOUN bracis-33556 17 52 . . PUNCT bracis-33556 18 1 2 2 NUM bracis-33556 18 2 related relate VERB bracis-33556 18 3 work work NOUN bracis-33556 18 4 natural natural ADJ bracis-33556 18 5 language language NOUN bracis-33556 18 6 processing processing NOUN bracis-33556 18 7 is be AUX bracis-33556 18 8 continuously continuously ADV bracis-33556 18 9 evolving evolve VERB bracis-33556 18 10 with with ADP bracis-33556 18 11 the the DET bracis-33556 18 12 introduction introduction NOUN bracis-33556 18 13 of of ADP bracis-33556 18 14 new new ADJ bracis-33556 18 15 concepts concept NOUN bracis-33556 18 16 . . PUNCT bracis-33556 19 1 each each DET bracis-33556 19 2 new new ADJ bracis-33556 19 3 technique technique NOUN bracis-33556 19 4 opens open VERB bracis-33556 19 5 doors door NOUN bracis-33556 19 6 to to ADP bracis-33556 19 7 several several ADJ bracis-33556 19 8 fields field NOUN bracis-33556 19 9 of of ADP bracis-33556 19 10 work work NOUN bracis-33556 19 11 , , PUNCT bracis-33556 19 12 each each PRON bracis-33556 19 13 with with ADP bracis-33556 19 14 its its PRON bracis-33556 19 15 unique unique ADJ bracis-33556 19 16 modeling modeling NOUN bracis-33556 19 17 approach approach NOUN bracis-33556 19 18 and and CCONJ bracis-33556 19 19 output output NOUN bracis-33556 19 20 . . PUNCT bracis-33556 20 1 introduced introduce VERB bracis-33556 20 2 by by ADP bracis-33556 20 3 mikolov mikolov NOUN bracis-33556 20 4 in in ADP bracis-33556 20 5 2013 2013 NUM bracis-33556 20 6 [ [ X bracis-33556 20 7 17 17 NUM bracis-33556 20 8 ] ] PUNCT bracis-33556 20 9 , , PUNCT bracis-33556 20 10 the the DET bracis-33556 20 11 word word NOUN bracis-33556 20 12 embeddings embedding NOUN bracis-33556 20 13 gave give VERB bracis-33556 20 14 the the DET bracis-33556 20 15 area area NOUN bracis-33556 20 16 of of ADP bracis-33556 20 17 natural natural ADJ bracis-33556 20 18 language language NOUN bracis-33556 20 19 processing processing NOUN bracis-33556 20 20 ( ( PUNCT bracis-33556 20 21 nlp nlp PROPN bracis-33556 20 22 ) ) PUNCT bracis-33556 20 23 a a DET bracis-33556 20 24 new new ADJ bracis-33556 20 25 view view NOUN bracis-33556 20 26 , , PUNCT bracis-33556 20 27 allowing allow VERB bracis-33556 20 28 words word NOUN bracis-33556 20 29 to to PART bracis-33556 20 30 be be AUX bracis-33556 20 31 represented represent VERB bracis-33556 20 32 in in ADP bracis-33556 20 33 a a DET bracis-33556 20 34 vectorized vectorize VERB bracis-33556 20 35 manner manner NOUN bracis-33556 20 36 . . PUNCT bracis-33556 21 1 after after ADP bracis-33556 21 2 that that PRON bracis-33556 21 3 , , PUNCT bracis-33556 21 4 in in ADP bracis-33556 21 5 2017 2017 NUM bracis-33556 21 6 , , PUNCT bracis-33556 21 7 the the DET bracis-33556 21 8 transformer transformer NOUN bracis-33556 21 9 model model NOUN bracis-33556 21 10 [ [ X bracis-33556 21 11 30 30 NUM bracis-33556 21 12 ] ] PUNCT bracis-33556 21 13 revolutionized revolutionize VERB bracis-33556 21 14 much much ADJ bracis-33556 21 15 of of ADP bracis-33556 21 16 the the DET bracis-33556 21 17 work work NOUN bracis-33556 21 18 in in ADP bracis-33556 21 19 the the DET bracis-33556 21 20 nlp nlp NOUN bracis-33556 21 21 area area NOUN bracis-33556 21 22 , , PUNCT bracis-33556 21 23 inspiring inspire VERB bracis-33556 21 24 the the DET bracis-33556 21 25 creation creation NOUN bracis-33556 21 26 of of ADP bracis-33556 21 27 several several ADJ bracis-33556 21 28 models model NOUN bracis-33556 21 29 based base VERB bracis-33556 21 30 on on ADP bracis-33556 21 31 its its PRON bracis-33556 21 32 ideas idea NOUN bracis-33556 21 33 , , PUNCT bracis-33556 21 34 such such ADJ bracis-33556 21 35 as as ADP bracis-33556 21 36 bert bert NOUN bracis-33556 21 37 [ [ X bracis-33556 21 38 12 12 NUM bracis-33556 21 39 ] ] PUNCT bracis-33556 21 40 and and CCONJ bracis-33556 21 41 gpt gpt NOUN bracis-33556 22 1 [ [ X bracis-33556 22 2 23 23 NUM bracis-33556 22 3 ] ] PUNCT bracis-33556 22 4 . . PUNCT bracis-33556 23 1 bert bert PROPN bracis-33556 23 2 , , PUNCT bracis-33556 23 3 for for ADP bracis-33556 23 4 instance instance NOUN bracis-33556 23 5 , , PUNCT bracis-33556 23 6 utilizes utilize VERB bracis-33556 23 7 only only ADV bracis-33556 23 8 the the DET bracis-33556 23 9 encoder encoder NOUN bracis-33556 23 10 part part NOUN bracis-33556 23 11 of of ADP bracis-33556 23 12 the the DET bracis-33556 23 13 transformer transformer NOUN bracis-33556 23 14 and and CCONJ bracis-33556 23 15 can can AUX bracis-33556 23 16 understand understand VERB bracis-33556 23 17 context context NOUN bracis-33556 23 18 and and CCONJ bracis-33556 23 19 work work VERB bracis-33556 23 20 on on ADP bracis-33556 23 21 several several ADJ bracis-33556 23 22 other other ADJ bracis-33556 23 23 tasks task NOUN bracis-33556 23 24 that that PRON bracis-33556 23 25 require require VERB bracis-33556 23 26 text text NOUN bracis-33556 23 27 comprehension comprehension NOUN bracis-33556 23 28 . . PUNCT bracis-33556 24 1 meanwhile meanwhile ADV bracis-33556 24 2 , , PUNCT bracis-33556 24 3 gpt gpt NOUN bracis-33556 24 4 , , PUNCT bracis-33556 24 5 utilizing utilize VERB bracis-33556 24 6 the the DET bracis-33556 24 7 decoder decoder NOUN bracis-33556 24 8 , , PUNCT bracis-33556 24 9 can can AUX bracis-33556 24 10 generate generate VERB bracis-33556 24 11 text text NOUN bracis-33556 24 12 , , PUNCT bracis-33556 24 13 among among ADP bracis-33556 24 14 other other ADJ bracis-33556 24 15 tasks task NOUN bracis-33556 24 16 . . PUNCT bracis-33556 25 1 another another DET bracis-33556 25 2 model model NOUN bracis-33556 25 3 worth worth ADJ bracis-33556 25 4 mentioning mention VERB bracis-33556 25 5 is be AUX bracis-33556 25 6 the the DET bracis-33556 25 7 elmo elmo NOUN bracis-33556 25 8 , , PUNCT bracis-33556 25 9 introduced introduce VERB bracis-33556 25 10 in in ADP bracis-33556 25 11 2018 2018 NUM bracis-33556 25 12 [ [ X bracis-33556 25 13 21 21 NUM bracis-33556 25 14 ] ] PUNCT bracis-33556 25 15 , , PUNCT bracis-33556 25 16 which which PRON bracis-33556 25 17 represents represent VERB bracis-33556 25 18 terms term NOUN bracis-33556 25 19 in in ADP bracis-33556 25 20 a a DET bracis-33556 25 21 vector vector NOUN bracis-33556 25 22 space space NOUN bracis-33556 25 23 and and CCONJ bracis-33556 25 24 makes make VERB bracis-33556 25 25 them they PRON bracis-33556 25 26 context context NOUN bracis-33556 25 27 - - PUNCT bracis-33556 25 28 sensitive sensitive ADJ bracis-33556 25 29 . . PUNCT bracis-33556 26 1 researchers researcher NOUN bracis-33556 26 2 have have AUX bracis-33556 26 3 been be AUX bracis-33556 26 4 creating create VERB bracis-33556 26 5 several several ADJ bracis-33556 26 6 domain domain NOUN bracis-33556 26 7 - - PUNCT bracis-33556 26 8 specific specific ADJ bracis-33556 26 9 models model NOUN bracis-33556 26 10 in in ADP bracis-33556 26 11 the the DET bracis-33556 26 12 last last ADJ bracis-33556 26 13 few few ADJ bracis-33556 26 14 years year NOUN bracis-33556 26 15 due due ADP bracis-33556 26 16 to to ADP bracis-33556 26 17 bert bert PROPN bracis-33556 26 18 ’s ’s PART bracis-33556 26 19 ability ability NOUN bracis-33556 26 20 to to PART bracis-33556 26 21 pre pre VERB bracis-33556 26 22 - - VERB bracis-33556 26 23 train train NOUN bracis-33556 26 24 on on ADP bracis-33556 26 25 data datum NOUN bracis-33556 26 26 . . PUNCT bracis-33556 27 1 bertimbau bertimbau PROPN bracis-33556 27 2 [ [ X bracis-33556 27 3 29 29 NUM bracis-33556 27 4 ] ] PUNCT bracis-33556 27 5 , , PUNCT bracis-33556 27 6 for for ADP bracis-33556 27 7 instance instance NOUN bracis-33556 27 8 , , PUNCT bracis-33556 27 9 was be AUX bracis-33556 27 10 developed develop VERB bracis-33556 27 11 specifically specifically ADV bracis-33556 27 12 for for ADP bracis-33556 27 13 making make VERB bracis-33556 27 14 inferences inference NOUN bracis-33556 27 15 with with ADP bracis-33556 27 16 portuguese portuguese ADJ bracis-33556 27 17 data datum NOUN bracis-33556 27 18 , , PUNCT bracis-33556 27 19 focusing focus VERB bracis-33556 27 20 mainly mainly ADV bracis-33556 27 21 on on ADP bracis-33556 27 22 brazilian brazilian ADJ bracis-33556 27 23 portuguese portuguese PROPN bracis-33556 27 24 corpora corpora PROPN bracis-33556 27 25 . . PUNCT bracis-33556 28 1 it it PRON bracis-33556 28 2 leverages leverage VERB bracis-33556 28 3 the the DET bracis-33556 28 4 transformer transformer NOUN bracis-33556 28 5 architecture architecture NOUN bracis-33556 28 6 to to PART bracis-33556 28 7 achieve achieve VERB bracis-33556 28 8 high high ADJ bracis-33556 28 9 performance performance NOUN bracis-33556 28 10 in in ADP bracis-33556 28 11 various various ADJ bracis-33556 28 12 natural natural ADJ bracis-33556 28 13 language language NOUN bracis-33556 28 14 processing processing NOUN bracis-33556 28 15 tasks task NOUN bracis-33556 28 16 such such ADJ bracis-33556 28 17 as as ADP bracis-33556 28 18 sentence sentence NOUN bracis-33556 28 19 textual textual ADJ bracis-33556 28 20 similarity similarity NOUN bracis-33556 28 21 and and CCONJ bracis-33556 28 22 named name VERB bracis-33556 28 23 entity entity NOUN bracis-33556 28 24 recognition recognition NOUN bracis-33556 28 25 . . PUNCT bracis-33556 29 1 for for ADP bracis-33556 29 2 training training NOUN bracis-33556 29 3 , , PUNCT bracis-33556 29 4 bertimbau bertimbau NOUN bracis-33556 29 5 utilized utilize VERB bracis-33556 29 6 the the DET bracis-33556 29 7 brwac brwac NOUN bracis-33556 29 8 [ [ X bracis-33556 29 9 31 31 NUM bracis-33556 29 10 ] ] SYM bracis-33556 29 11 corpus corpu NOUN bracis-33556 29 12 , , PUNCT bracis-33556 29 13 which which PRON bracis-33556 29 14 consists consist VERB bracis-33556 29 15 of of ADP bracis-33556 29 16 a a DET bracis-33556 29 17 large large ADJ bracis-33556 29 18 web web NOUN bracis-33556 29 19 corpus corpus NOUN bracis-33556 29 20 for for ADP bracis-33556 29 21 brazilian brazilian ADJ bracis-33556 29 22 portuguese portuguese NOUN bracis-33556 29 23 . . PUNCT bracis-33556 30 1 in in ADP bracis-33556 30 2 the the DET bracis-33556 30 3 legal legal ADJ bracis-33556 30 4 domain domain NOUN bracis-33556 30 5 , , PUNCT bracis-33556 30 6 several several ADJ bracis-33556 30 7 models model NOUN bracis-33556 30 8 have have AUX bracis-33556 30 9 been be AUX bracis-33556 30 10 developed develop VERB bracis-33556 30 11 for for ADP bracis-33556 30 12 various various ADJ bracis-33556 30 13 languages language NOUN bracis-33556 30 14 , , PUNCT bracis-33556 30 15 including include VERB bracis-33556 30 16 english english PROPN bracis-33556 30 17 [ [ X bracis-33556 30 18 9 9 NUM bracis-33556 30 19 ] ] PUNCT bracis-33556 30 20 , , PUNCT bracis-33556 30 21 german german ADJ bracis-33556 30 22 [ [ X bracis-33556 30 23 11 11 NUM bracis-33556 30 24 ] ] PUNCT bracis-33556 30 25 , , PUNCT bracis-33556 30 26 arabic arabic ADJ bracis-33556 30 27 [ [ X bracis-33556 30 28 2 2 NUM bracis-33556 30 29 ] ] PUNCT bracis-33556 30 30 , , PUNCT bracis-33556 30 31 french french ADJ bracis-33556 31 1 [ [ X bracis-33556 31 2 13 13 NUM bracis-33556 31 3 ] ] PUNCT bracis-33556 31 4 , , PUNCT bracis-33556 31 5 and and CCONJ bracis-33556 31 6 portuguese portuguese ADJ bracis-33556 31 7 [ [ X bracis-33556 31 8 28 28 NUM bracis-33556 31 9 ] ] PUNCT bracis-33556 31 10 . . PUNCT bracis-33556 32 1 the the DET bracis-33556 32 2 corpora corpora PROPN bracis-33556 32 3 is be AUX bracis-33556 32 4 also also ADV bracis-33556 32 5 a a DET bracis-33556 32 6 crucial crucial ADJ bracis-33556 32 7 step step NOUN bracis-33556 32 8 in in ADP bracis-33556 32 9 obtaining obtain VERB bracis-33556 32 10 the the DET bracis-33556 32 11 results result NOUN bracis-33556 32 12 , , PUNCT bracis-33556 32 13 as as SCONJ bracis-33556 32 14 it it PRON bracis-33556 32 15 needs need VERB bracis-33556 32 16 to to PART bracis-33556 32 17 be be AUX bracis-33556 32 18 from from ADP bracis-33556 32 19 the the DET bracis-33556 32 20 domain domain NOUN bracis-33556 32 21 and and CCONJ bracis-33556 32 22 have have VERB bracis-33556 32 23 the the DET bracis-33556 32 24 correct correct ADJ bracis-33556 32 25 entities entity NOUN bracis-33556 32 26 tied tie VERB bracis-33556 32 27 to to ADP bracis-33556 32 28 it it PRON bracis-33556 32 29 . . PUNCT bracis-33556 33 1 a a DET bracis-33556 33 2 few few ADJ bracis-33556 33 3 of of ADP bracis-33556 33 4 the the DET bracis-33556 33 5 legal legal ADJ bracis-33556 33 6 corpora corpora NOUN bracis-33556 33 7 from from ADP bracis-33556 33 8 the the DET bracis-33556 33 9 brazilian brazilian ADJ bracis-33556 33 10 legal legal ADJ bracis-33556 33 11 system system NOUN bracis-33556 33 12 for for ADP bracis-33556 33 13 named name VERB bracis-33556 33 14 entity entity NOUN bracis-33556 33 15 recognition recognition NOUN bracis-33556 33 16 are be AUX bracis-33556 33 17 lener lener NOUN bracis-33556 33 18 - - PUNCT bracis-33556 33 19 br br NOUN bracis-33556 34 1 [ [ X bracis-33556 34 2 5 5 NUM bracis-33556 34 3 ] ] PUNCT bracis-33556 34 4 , , PUNCT bracis-33556 34 5 ulyssesner ulyssesner NOUN bracis-33556 34 6 - - PUNCT bracis-33556 34 7 br br NOUN bracis-33556 35 1 [ [ X bracis-33556 35 2 3 3 NUM bracis-33556 35 3 ] ] PUNCT bracis-33556 35 4 , , PUNCT bracis-33556 35 5 brazilian brazilian PROPN bracis-33556 35 6 supreme supreme PROPN bracis-33556 35 7 court court PROPN bracis-33556 35 8 corpus corpus NOUN bracis-33556 35 9 [ [ X bracis-33556 35 10 10 10 NUM bracis-33556 35 11 ] ] PUNCT bracis-33556 35 12 and and CCONJ bracis-33556 35 13 cdjur cdjur NOUN bracis-33556 35 14 - - PUNCT bracis-33556 35 15 br br NOUN bracis-33556 36 1 [ [ X bracis-33556 36 2 8 8 NUM bracis-33556 36 3 ] ] PUNCT bracis-33556 36 4 . . PUNCT bracis-33556 37 1 concerning concern VERB bracis-33556 37 2 advances advance NOUN bracis-33556 37 3 in in ADP bracis-33556 37 4 models model NOUN bracis-33556 37 5 and and CCONJ bracis-33556 37 6 the the DET bracis-33556 37 7 improvement improvement NOUN bracis-33556 37 8 of of ADP bracis-33556 37 9 ner ner NOUN bracis-33556 37 10 , , PUNCT bracis-33556 37 11 previous previous ADJ bracis-33556 37 12 studies study NOUN bracis-33556 37 13 have have AUX bracis-33556 37 14 explored explore VERB bracis-33556 37 15 how how SCONJ bracis-33556 37 16 transformer transformer NOUN bracis-33556 37 17 models model NOUN bracis-33556 37 18 can can AUX bracis-33556 37 19 enhance enhance VERB bracis-33556 37 20 ner ner NOUN bracis-33556 37 21 performance performance NOUN bracis-33556 37 22 . . PUNCT bracis-33556 38 1 we we PRON bracis-33556 38 2 focus focus VERB bracis-33556 38 3 on on ADP bracis-33556 38 4 lener lener NOUN bracis-33556 38 5 - - PUNCT bracis-33556 38 6 br br NOUN bracis-33556 38 7 and and CCONJ bracis-33556 38 8 ulyssesner ulyssesner NOUN bracis-33556 38 9 - - PUNCT bracis-33556 38 10 br br NOUN bracis-33556 38 11 , , PUNCT bracis-33556 38 12 as as SCONJ bracis-33556 38 13 the the DET bracis-33556 38 14 former former ADJ bracis-33556 38 15 is be AUX bracis-33556 38 16 predominantly predominantly ADV bracis-33556 38 17 a a DET bracis-33556 38 18 judiciary judiciary NOUN bracis-33556 38 19 corpus corpus NOUN bracis-33556 38 20 , , PUNCT bracis-33556 38 21 and and CCONJ bracis-33556 38 22 the the DET bracis-33556 38 23 latter latter ADJ bracis-33556 38 24 is be AUX bracis-33556 38 25 a a DET bracis-33556 38 26 legislative legislative ADJ bracis-33556 38 27 corpus corpus NOUN bracis-33556 38 28 . . PUNCT bracis-33556 39 1 this this DET bracis-33556 39 2 approach approach NOUN bracis-33556 39 3 provides provide VERB bracis-33556 39 4 an an DET bracis-33556 39 5 interesting interesting ADJ bracis-33556 39 6 perspective perspective NOUN bracis-33556 39 7 on on ADP bracis-33556 39 8 two two NUM bracis-33556 39 9 different different ADJ bracis-33556 39 10 aspects aspect NOUN bracis-33556 39 11 of of ADP bracis-33556 39 12 the the DET bracis-33556 39 13 legal legal ADJ bracis-33556 39 14 domain domain NOUN bracis-33556 39 15 . . PUNCT bracis-33556 40 1 regarding regard VERB bracis-33556 40 2 the the DET bracis-33556 40 3 lener lener NOUN bracis-33556 40 4 - - PUNCT bracis-33556 40 5 br br NOUN bracis-33556 40 6 corpus corpus NOUN bracis-33556 40 7 , , PUNCT bracis-33556 40 8 bonifácio bonifácio PROPN bracis-33556 40 9 et et PROPN bracis-33556 40 10 al al PROPN bracis-33556 40 11 . . PROPN bracis-33556 41 1 ( ( PUNCT bracis-33556 41 2 2020 2020 NUM bracis-33556 41 3 ) ) PUNCT bracis-33556 42 1 [ [ X bracis-33556 42 2 6 6 NUM bracis-33556 42 3 ] ] PUNCT bracis-33556 42 4 found find VERB bracis-33556 42 5 that that SCONJ bracis-33556 42 6 using use VERB bracis-33556 42 7 a a DET bracis-33556 42 8 domain domain NOUN bracis-33556 42 9 - - PUNCT bracis-33556 42 10 specific specific ADJ bracis-33556 42 11 corpus corpus NOUN bracis-33556 42 12 during during ADP bracis-33556 42 13 the the DET bracis-33556 42 14 pre pre NOUN bracis-33556 42 15 - - NOUN bracis-33556 42 16 training training NOUN bracis-33556 42 17 of of ADP bracis-33556 42 18 multilingual multilingual ADJ bracis-33556 42 19 bert bert NOUN bracis-33556 42 20 can can AUX bracis-33556 42 21 enhance enhance VERB bracis-33556 42 22 the the DET bracis-33556 42 23 recognition recognition NOUN bracis-33556 42 24 of of ADP bracis-33556 42 25 named name VERB bracis-33556 42 26 entities entity NOUN bracis-33556 42 27 . . PUNCT bracis-33556 43 1 additionally additionally ADV bracis-33556 43 2 , , PUNCT bracis-33556 43 3 zanuz zanuz NOUN bracis-33556 43 4 et et PROPN bracis-33556 43 5 al al PROPN bracis-33556 43 6 . . PROPN bracis-33556 43 7 ( ( PUNCT bracis-33556 43 8 2022 2022 NUM bracis-33556 43 9 ) ) PUNCT bracis-33556 44 1 [ [ X bracis-33556 44 2 34 34 NUM bracis-33556 44 3 ] ] PUNCT bracis-33556 44 4 achieved achieve VERB bracis-33556 44 5 state state NOUN bracis-33556 44 6 - - PUNCT bracis-33556 44 7 of of ADP bracis-33556 44 8 - - PUNCT bracis-33556 44 9 the the DET bracis-33556 44 10 - - PUNCT bracis-33556 44 11 art art NOUN bracis-33556 44 12 results result NOUN bracis-33556 44 13 by by ADP bracis-33556 44 14 fine fine ADV bracis-33556 44 15 - - PUNCT bracis-33556 44 16 tuning tune VERB bracis-33556 44 17 the the DET bracis-33556 44 18 lener lener NOUN bracis-33556 44 19 - - PUNCT bracis-33556 44 20 br br NOUN bracis-33556 44 21 corpus corpus NOUN bracis-33556 44 22 using use VERB bracis-33556 44 23 bertimbau bertimbau NOUN bracis-33556 44 24 . . PUNCT bracis-33556 45 1 for for ADP bracis-33556 45 2 the the DET bracis-33556 45 3 ulyssesner ulyssesner NOUN bracis-33556 45 4 - - PUNCT bracis-33556 45 5 br br NOUN bracis-33556 45 6 corpus corpus NOUN bracis-33556 45 7 , , PUNCT bracis-33556 45 8 albuquerque albuquerque PROPN bracis-33556 45 9 et et PROPN bracis-33556 45 10 al al PROPN bracis-33556 45 11 . . PROPN bracis-33556 45 12 ( ( PUNCT bracis-33556 45 13 2023 2023 NUM bracis-33556 45 14 ) ) PUNCT bracis-33556 46 1 [ [ X bracis-33556 46 2 4 4 NUM bracis-33556 46 3 ] ] X bracis-33556 46 4 fine fine ADV bracis-33556 46 5 - - PUNCT bracis-33556 46 6 tuned tune VERB bracis-33556 46 7 bertimbau bertimbau NOUN bracis-33556 46 8 and and CCONJ bracis-33556 46 9 conducted conduct VERB bracis-33556 46 10 the the DET bracis-33556 46 11 first first ADJ bracis-33556 46 12 evaluation evaluation NOUN bracis-33556 46 13 of of ADP bracis-33556 46 14 this this DET bracis-33556 46 15 corpus corpus NOUN bracis-33556 46 16 using use VERB bracis-33556 46 17 bert bert PROPN bracis-33556 46 18 models model NOUN bracis-33556 46 19 . . PUNCT bracis-33556 47 1 nunes nune NOUN bracis-33556 47 2 et et PROPN bracis-33556 47 3 al al PROPN bracis-33556 47 4 . . PROPN bracis-33556 48 1 ( ( PUNCT bracis-33556 48 2 2024 2024 NUM bracis-33556 48 3 ) ) PUNCT bracis-33556 49 1 [ [ X bracis-33556 49 2 19 19 NUM bracis-33556 49 3 ] ] PUNCT bracis-33556 49 4 investigated investigate VERB bracis-33556 49 5 how how SCONJ bracis-33556 49 6 a a DET bracis-33556 49 7 semi semi ADJ bracis-33556 49 8 - - ADJ bracis-33556 49 9 supervised supervised ADJ bracis-33556 49 10 technique technique NOUN bracis-33556 49 11 can can AUX bracis-33556 49 12 improve improve VERB bracis-33556 49 13 bertimbau bertimbau NOUN bracis-33556 49 14 ’s ’s PART bracis-33556 49 15 performance performance NOUN bracis-33556 49 16 in in ADP bracis-33556 49 17 the the DET bracis-33556 49 18 legislative legislative ADJ bracis-33556 49 19 domain domain NOUN bracis-33556 49 20 , , PUNCT bracis-33556 49 21 demonstrating demonstrate VERB bracis-33556 49 22 that that SCONJ bracis-33556 49 23 such such ADJ bracis-33556 49 24 techniques technique NOUN bracis-33556 49 25 can can AUX bracis-33556 49 26 enhance enhance VERB bracis-33556 49 27 model model NOUN bracis-33556 49 28 results result NOUN bracis-33556 49 29 . . PUNCT bracis-33556 50 1 a a DET bracis-33556 50 2 recent recent ADJ bracis-33556 50 3 study study NOUN bracis-33556 50 4 [ [ X bracis-33556 50 5 20 20 NUM bracis-33556 50 6 ] ] PUNCT bracis-33556 50 7 focused focus VERB bracis-33556 50 8 on on ADP bracis-33556 50 9 how how SCONJ bracis-33556 50 10 a a DET bracis-33556 50 11 generative generative ADJ bracis-33556 50 12 language language NOUN bracis-33556 50 13 model model NOUN bracis-33556 50 14 ( ( PUNCT bracis-33556 50 15 glm glm PROPN bracis-33556 50 16 ) ) PUNCT bracis-33556 50 17 specialized specialize VERB bracis-33556 50 18 in in ADP bracis-33556 50 19 brazilian brazilian ADJ bracis-33556 50 20 portuguese portuguese NOUN bracis-33556 50 21 performs perform VERB bracis-33556 50 22 on on ADP bracis-33556 50 23 both both DET bracis-33556 50 24 corpora corpus NOUN bracis-33556 50 25 . . PUNCT bracis-33556 51 1 the the DET bracis-33556 51 2 authors author NOUN bracis-33556 51 3 found find VERB bracis-33556 51 4 that that SCONJ bracis-33556 51 5 in in ADP bracis-33556 51 6 - - PUNCT bracis-33556 51 7 context context NOUN bracis-33556 51 8 learning learning NOUN bracis-33556 51 9 can can AUX bracis-33556 51 10 provide provide VERB bracis-33556 51 11 initial initial ADJ bracis-33556 51 12 results result NOUN bracis-33556 51 13 and and CCONJ bracis-33556 51 14 demonstrated demonstrate VERB bracis-33556 51 15 the the DET bracis-33556 51 16 potential potential NOUN bracis-33556 51 17 of of ADP bracis-33556 51 18 these these DET bracis-33556 51 19 models model NOUN bracis-33556 51 20 to to PART bracis-33556 51 21 extract extract VERB bracis-33556 51 22 entities entity NOUN bracis-33556 51 23 . . PUNCT bracis-33556 52 1 however however ADV bracis-33556 52 2 , , PUNCT bracis-33556 52 3 they they PRON bracis-33556 52 4 noted note VERB bracis-33556 52 5 that that SCONJ bracis-33556 52 6 further further ADJ bracis-33556 52 7 studies study NOUN bracis-33556 52 8 are be AUX bracis-33556 52 9 needed need VERB bracis-33556 52 10 , , PUNCT bracis-33556 52 11 as as SCONJ bracis-33556 52 12 bert bert NOUN bracis-33556 52 13 models model NOUN bracis-33556 52 14 have have AUX bracis-33556 52 15 shown show VERB bracis-33556 52 16 better well ADJ bracis-33556 52 17 performance performance NOUN bracis-33556 52 18 . . PUNCT bracis-33556 53 1 to to ADP bracis-33556 53 2 the the DET bracis-33556 53 3 best good ADJ bracis-33556 53 4 of of ADP bracis-33556 53 5 our our PRON bracis-33556 53 6 knowledge knowledge NOUN bracis-33556 53 7 , , PUNCT bracis-33556 53 8 our our PRON bracis-33556 53 9 work work NOUN bracis-33556 53 10 is be AUX bracis-33556 53 11 the the DET bracis-33556 53 12 first first ADJ bracis-33556 53 13 to to PART bracis-33556 53 14 analyze analyze VERB bracis-33556 53 15 the the DET bracis-33556 53 16 efficacy efficacy NOUN bracis-33556 53 17 of of ADP bracis-33556 53 18 using use VERB bracis-33556 53 19 lora lora PROPN bracis-33556 53 20 to to ADP bracis-33556 53 21 fine fine ADJ bracis-33556 53 22 - - PUNCT bracis-33556 53 23 tune tune NOUN bracis-33556 53 24 bert bert NOUN bracis-33556 53 25 models model NOUN bracis-33556 53 26 specifically specifically ADV bracis-33556 53 27 for for ADP bracis-33556 53 28 legal legal ADJ bracis-33556 53 29 ner ner NOUN bracis-33556 53 30 tasks task NOUN bracis-33556 53 31 and and CCONJ bracis-33556 53 32 to to PART bracis-33556 53 33 explore explore VERB bracis-33556 53 34 the the DET bracis-33556 53 35 design design NOUN bracis-33556 53 36 and and CCONJ bracis-33556 53 37 implementation implementation NOUN bracis-33556 53 38 of of ADP bracis-33556 53 39 prompt prompt ADJ bracis-33556 53 40 engineering engineering NOUN bracis-33556 53 41 techniques technique NOUN bracis-33556 53 42 for for ADP bracis-33556 53 43 using use VERB bracis-33556 53 44 llm llm PROPN bracis-33556 53 45 to to PART bracis-33556 53 46 ensemble ensemble VERB bracis-33556 53 47 legal legal ADJ bracis-33556 53 48 ner ner NOUN bracis-33556 53 49 models model NOUN bracis-33556 53 50 . . PUNCT bracis-33556 54 1 these these DET bracis-33556 54 2 contributions contribution NOUN bracis-33556 54 3 offer offer VERB bracis-33556 54 4 a a DET bracis-33556 54 5 novel novel ADJ bracis-33556 54 6 perspective perspective NOUN bracis-33556 54 7 on on ADP bracis-33556 54 8 the the DET bracis-33556 54 9 study study NOUN bracis-33556 54 10 of of ADP bracis-33556 54 11 legal legal ADJ bracis-33556 54 12 ner ner NOUN bracis-33556 54 13 and and CCONJ bracis-33556 54 14 the the DET bracis-33556 54 15 practical practical ADJ bracis-33556 54 16 advantages advantage NOUN bracis-33556 54 17 of of ADP bracis-33556 54 18 combining combine VERB bracis-33556 54 19 lora lora PROPN bracis-33556 54 20 and and CCONJ bracis-33556 54 21 bert bert PROPN bracis-33556 54 22 models model NOUN bracis-33556 54 23 within within ADP bracis-33556 54 24 this this DET bracis-33556 54 25 specialized specialized ADJ bracis-33556 54 26 domain domain NOUN bracis-33556 54 27 . . PUNCT bracis-33556 55 1 3 3 NUM bracis-33556 55 2 domain domain NOUN bracis-33556 55 3 corpora corpora VERB bracis-33556 55 4 this this DET bracis-33556 55 5 section section NOUN bracis-33556 55 6 presents present VERB bracis-33556 55 7 two two NUM bracis-33556 55 8 types type NOUN bracis-33556 55 9 of of ADP bracis-33556 55 10 corpora corpora PROPN bracis-33556 55 11 that that PRON bracis-33556 55 12 recognize recognize VERB bracis-33556 55 13 legally legally ADV bracis-33556 55 14 named name VERB bracis-33556 55 15 entities entity NOUN bracis-33556 55 16 , , PUNCT bracis-33556 55 17 each each PRON bracis-33556 55 18 focusing focus VERB bracis-33556 55 19 on on ADP bracis-33556 55 20 a a DET bracis-33556 55 21 different different ADJ bracis-33556 55 22 type type NOUN bracis-33556 55 23 of of ADP bracis-33556 55 24 data datum NOUN bracis-33556 55 25 . . PUNCT bracis-33556 56 1 they they PRON bracis-33556 56 2 are be AUX bracis-33556 56 3 called call VERB bracis-33556 56 4 lener lener NOUN bracis-33556 56 5 - - PUNCT bracis-33556 56 6 br br NOUN bracis-33556 57 1 [ [ X bracis-33556 57 2 5 5 NUM bracis-33556 57 3 ] ] PUNCT bracis-33556 57 4 and and CCONJ bracis-33556 57 5 ulyssesner ulyssesner NOUN bracis-33556 57 6 - - PUNCT bracis-33556 57 7 br br NOUN bracis-33556 58 1 [ [ X bracis-33556 58 2 3 3 NUM bracis-33556 58 3 ] ] PUNCT bracis-33556 58 4 , , PUNCT bracis-33556 58 5 both both PRON bracis-33556 58 6 sourced source VERB bracis-33556 58 7 from from ADP bracis-33556 58 8 the the DET bracis-33556 58 9 brazilian brazilian ADJ bracis-33556 58 10 legal legal ADJ bracis-33556 58 11 system system NOUN bracis-33556 58 12 . . PUNCT bracis-33556 59 1 we we PRON bracis-33556 59 2 chose choose VERB bracis-33556 59 3 these these DET bracis-33556 59 4 two two NUM bracis-33556 59 5 corpora corpora NOUN bracis-33556 59 6 because because SCONJ bracis-33556 59 7 they they PRON bracis-33556 59 8 can can AUX bracis-33556 59 9 access access VERB bracis-33556 59 10 different different ADJ bracis-33556 59 11 fronts front NOUN bracis-33556 59 12 of of ADP bracis-33556 59 13 legal legal ADJ bracis-33556 59 14 domains domain NOUN bracis-33556 59 15 by by ADP bracis-33556 59 16 leveraging leverage VERB bracis-33556 59 17 judiciary judiciary NOUN bracis-33556 59 18 and and CCONJ bracis-33556 59 19 legislative legislative ADJ bracis-33556 59 20 texts text NOUN bracis-33556 59 21 . . PUNCT bracis-33556 60 1 both both DET bracis-33556 60 2 corpora corpus NOUN bracis-33556 60 3 are be AUX bracis-33556 60 4 embedded embed VERB bracis-33556 60 5 within within ADP bracis-33556 60 6 the the DET bracis-33556 60 7 legislative legislative ADJ bracis-33556 60 8 context context NOUN bracis-33556 60 9 . . PUNCT bracis-33556 61 1 while while SCONJ bracis-33556 61 2 sentences sentence NOUN bracis-33556 61 3 in in ADP bracis-33556 61 4 lener lener NOUN bracis-33556 61 5 - - PUNCT bracis-33556 61 6 br br NOUN bracis-33556 61 7 are be AUX bracis-33556 61 8 extracted extract VERB bracis-33556 61 9 from from ADP bracis-33556 61 10 court court NOUN bracis-33556 61 11 and and CCONJ bracis-33556 61 12 legislative legislative ADJ bracis-33556 61 13 texts text NOUN bracis-33556 61 14 , , PUNCT bracis-33556 61 15 those those PRON bracis-33556 61 16 in in ADP bracis-33556 61 17 ulyssesner ulyssesner NOUN bracis-33556 61 18 - - PUNCT bracis-33556 61 19 br br NOUN bracis-33556 61 20 come come VERB bracis-33556 61 21 from from ADP bracis-33556 61 22 legislative legislative ADJ bracis-33556 61 23 inquiries inquiry NOUN bracis-33556 61 24 and and CCONJ bracis-33556 61 25 bills bill NOUN bracis-33556 61 26 from from ADP bracis-33556 61 27 the the DET bracis-33556 61 28 brazilian brazilian ADJ bracis-33556 61 29 chamber chamber NOUN bracis-33556 61 30 of of ADP bracis-33556 61 31 deputies deputy NOUN bracis-33556 61 32 . . PUNCT bracis-33556 62 1 the the DET bracis-33556 62 2 first first ADJ bracis-33556 62 3 corpus corpus NOUN bracis-33556 62 4 , , PUNCT bracis-33556 62 5 introduced introduce VERB bracis-33556 62 6 in in ADP bracis-33556 62 7 2018 2018 NUM bracis-33556 62 8 and and CCONJ bracis-33556 62 9 called call VERB bracis-33556 62 10 lener lener NOUN bracis-33556 62 11 - - PUNCT bracis-33556 62 12 br br NOUN bracis-33556 63 1 [ [ X bracis-33556 63 2 5 5 NUM bracis-33556 63 3 ] ] PUNCT bracis-33556 63 4 , , PUNCT bracis-33556 63 5 focuses focus VERB bracis-33556 63 6 on on ADP bracis-33556 63 7 data datum NOUN bracis-33556 63 8 from from ADP bracis-33556 63 9 the the DET bracis-33556 63 10 brazilian brazilian ADJ bracis-33556 63 11 justice justice NOUN bracis-33556 63 12 system system NOUN bracis-33556 63 13 . . PUNCT bracis-33556 64 1 it it PRON bracis-33556 64 2 is be AUX bracis-33556 64 3 composed compose VERB bracis-33556 64 4 of of ADP bracis-33556 64 5 a a DET bracis-33556 64 6 total total NOUN bracis-33556 64 7 of of ADP bracis-33556 64 8 70 70 NUM bracis-33556 64 9 legal legal ADJ bracis-33556 64 10 documents document NOUN bracis-33556 64 11 from from ADP bracis-33556 64 12 various various ADJ bracis-33556 64 13 types type NOUN bracis-33556 64 14 of of ADP bracis-33556 64 15 courts court NOUN bracis-33556 64 16 and and CCONJ bracis-33556 64 17 legislations legislation NOUN bracis-33556 64 18 , , PUNCT bracis-33556 64 19 containing contain VERB bracis-33556 64 20 a a DET bracis-33556 64 21 total total NOUN bracis-33556 64 22 of of ADP bracis-33556 64 23 10,392 10,392 NUM bracis-33556 64 24 sentences sentence NOUN bracis-33556 64 25 and and CCONJ bracis-33556 64 26 318,073 318,073 NUM bracis-33556 64 27 tokens token NOUN bracis-33556 64 28 . . PUNCT bracis-33556 65 1 the the DET bracis-33556 65 2 categories category NOUN bracis-33556 65 3 of of ADP bracis-33556 65 4 the the DET bracis-33556 65 5 named name VERB bracis-33556 65 6 entities entity NOUN bracis-33556 65 7 include include VERB bracis-33556 65 8 “ " PUNCT bracis-33556 65 9 person person NOUN bracis-33556 65 10 ” " PUNCT bracis-33556 65 11 , , PUNCT bracis-33556 65 12 “ " PUNCT bracis-33556 65 13 legal legal ADJ bracis-33556 65 14 cases case NOUN bracis-33556 65 15 ” " PUNCT bracis-33556 65 16 , , PUNCT bracis-33556 65 17 “ " PUNCT bracis-33556 65 18 time time NOUN bracis-33556 65 19 ” " PUNCT bracis-33556 65 20 , , PUNCT bracis-33556 65 21 “ " PUNCT bracis-33556 65 22 location location NOUN bracis-33556 65 23 ” " PUNCT bracis-33556 65 24 , , PUNCT bracis-33556 65 25 “ " PUNCT bracis-33556 65 26 legislation legislation NOUN bracis-33556 65 27 ” " PUNCT bracis-33556 65 28 and and CCONJ bracis-33556 65 29 “ " PUNCT bracis-33556 65 30 organization organization NOUN bracis-33556 65 31 ” " PUNCT bracis-33556 65 32 . . PUNCT bracis-33556 66 1 focusing focus VERB bracis-33556 66 2 on on ADP bracis-33556 66 3 the the DET bracis-33556 66 4 legislative legislative ADJ bracis-33556 66 5 side side NOUN bracis-33556 66 6 of of ADP bracis-33556 66 7 legal legal ADJ bracis-33556 66 8 data datum NOUN bracis-33556 66 9 , , PUNCT bracis-33556 66 10 ulyssesner ulyssesner NOUN bracis-33556 66 11 - - PUNCT bracis-33556 66 12 br br NOUN bracis-33556 67 1 [ [ X bracis-33556 67 2 3 3 X bracis-33556 67 3 ] ] PUNCT bracis-33556 67 4 consists consist VERB bracis-33556 67 5 of of ADP bracis-33556 67 6 two two NUM bracis-33556 67 7 types type NOUN bracis-33556 67 8 of of ADP bracis-33556 67 9 data datum NOUN bracis-33556 67 10 from from ADP bracis-33556 67 11 the the DET bracis-33556 67 12 brazilian brazilian ADJ bracis-33556 67 13 chamber chamber NOUN bracis-33556 67 14 of of ADP bracis-33556 67 15 deputies deputy NOUN bracis-33556 67 16 : : PUNCT bracis-33556 67 17 legislative legislative ADJ bracis-33556 67 18 consultations consultation NOUN bracis-33556 67 19 ( ( PUNCT bracis-33556 67 20 st st NOUN bracis-33556 67 21 ) ) PUNCT bracis-33556 67 22 and and CCONJ bracis-33556 67 23 bills bill NOUN bracis-33556 67 24 ( ( PUNCT bracis-33556 67 25 pl pl NOUN bracis-33556 67 26 ) ) PUNCT bracis-33556 67 27 . . PUNCT bracis-33556 68 1 the the DET bracis-33556 68 2 st st PROPN bracis-33556 68 3 database database PROPN bracis-33556 68 4 has have VERB bracis-33556 68 5 790 790 NUM bracis-33556 68 6 sentences sentence NOUN bracis-33556 68 7 and and CCONJ bracis-33556 68 8 77,441 77,441 NUM bracis-33556 68 9 tokens token NOUN bracis-33556 68 10 , , PUNCT bracis-33556 68 11 whereas whereas SCONJ bracis-33556 68 12 the the DET bracis-33556 68 13 pl pl PROPN bracis-33556 68 14 corpus corpus NOUN bracis-33556 68 15 contains contain VERB bracis-33556 68 16 9,526 9,526 NUM bracis-33556 68 17 sentences sentence NOUN bracis-33556 68 18 with with ADP bracis-33556 68 19 138,741 138,741 NUM bracis-33556 68 20 tokens token NOUN bracis-33556 68 21 . . PUNCT bracis-33556 69 1 both both DET bracis-33556 69 2 datasets dataset NOUN bracis-33556 69 3 include include VERB bracis-33556 69 4 the the DET bracis-33556 69 5 following follow VERB bracis-33556 69 6 categories category NOUN bracis-33556 69 7 of of ADP bracis-33556 69 8 named name VERB bracis-33556 69 9 entities entity NOUN bracis-33556 69 10 : : PUNCT bracis-33556 69 11 “ " PUNCT bracis-33556 69 12 fundamento fundamento NOUN bracis-33556 69 13 ” " PUNCT bracis-33556 69 14 , , PUNCT bracis-33556 69 15 “ " PUNCT bracis-33556 69 16 organizacao organizacao NOUN bracis-33556 69 17 , , PUNCT bracis-33556 69 18 ” " PUNCT bracis-33556 69 19 “ " PUNCT bracis-33556 69 20 produtodelei produtodelei NOUN bracis-33556 69 21 , , PUNCT bracis-33556 69 22 ” " PUNCT bracis-33556 69 23 “ " PUNCT bracis-33556 69 24 local local ADJ bracis-33556 69 25 , , PUNCT bracis-33556 69 26 ” " PUNCT bracis-33556 69 27 “ " PUNCT bracis-33556 69 28 data datum NOUN bracis-33556 69 29 , , PUNCT bracis-33556 69 30 ” " PUNCT bracis-33556 69 31 and and CCONJ bracis-33556 69 32 “ " PUNCT bracis-33556 69 33 evento evento X bracis-33556 69 34 . . PUNCT bracis-33556 69 35 ” " PUNCT bracis-33556 69 36 4 4 NUM bracis-33556 69 37 models model NOUN bracis-33556 69 38 and and CCONJ bracis-33556 69 39     SPACE bracis-33556 69 40 fine fine ADV bracis-33556 69 41 - - PUNCT bracis-33556 69 42 tuning tuning NOUN bracis-33556 69 43 with with ADP bracis-33556 69 44     SPACE bracis-33556 69 45 lora lora NOUN bracis-33556 69 46 this this DET bracis-33556 69 47 section section NOUN bracis-33556 69 48 provides provide VERB bracis-33556 69 49 an an DET bracis-33556 69 50 overview overview NOUN bracis-33556 69 51 of of ADP bracis-33556 69 52 the the DET bracis-33556 69 53 models model NOUN bracis-33556 69 54 used use VERB bracis-33556 69 55 to to PART bracis-33556 69 56 recognize recognize VERB bracis-33556 69 57 legally legally ADV bracis-33556 69 58 named name VERB bracis-33556 69 59 entities entity NOUN bracis-33556 69 60 . . PUNCT bracis-33556 70 1 these these DET bracis-33556 70 2 models model NOUN bracis-33556 70 3 are be AUX bracis-33556 70 4 variations variation NOUN bracis-33556 70 5 of of ADP bracis-33556 70 6 the the DET bracis-33556 70 7 bert bert PROPN bracis-33556 70 8 model model NOUN bracis-33556 70 9 [ [ X bracis-33556 70 10 12 12 NUM bracis-33556 70 11 ] ] PUNCT bracis-33556 70 12 , , PUNCT bracis-33556 70 13 each each DET bracis-33556 70 14 pre pre VERB bracis-33556 70 15 - - VERB bracis-33556 70 16 trained train VERB bracis-33556 70 17 with with ADP bracis-33556 70 18 a a DET bracis-33556 70 19 specific specific ADJ bracis-33556 70 20 type type NOUN bracis-33556 70 21 of of ADP bracis-33556 70 22 data datum NOUN bracis-33556 70 23 , , PUNCT bracis-33556 70 24 along along ADP bracis-33556 70 25 with with ADP bracis-33556 70 26 the the DET bracis-33556 70 27 addition addition NOUN bracis-33556 70 28 of of ADP bracis-33556 70 29 a a DET bracis-33556 70 30 large large ADJ bracis-33556 70 31 language language NOUN bracis-33556 70 32 model model NOUN bracis-33556 70 33 . . PUNCT bracis-33556 71 1 bertimbau bertimbau PROPN bracis-33556 71 2 [ [ X bracis-33556 71 3 29 29 NUM bracis-33556 71 4 ] ] PUNCT bracis-33556 71 5 , , PUNCT bracis-33556 71 6 launched launch VERB bracis-33556 71 7 in in ADP bracis-33556 71 8 2020 2020 NUM bracis-33556 71 9 , , PUNCT bracis-33556 71 10 is be AUX bracis-33556 71 11 one one NUM bracis-33556 71 12 of of ADP bracis-33556 71 13 the the DET bracis-33556 71 14 first first ADJ bracis-33556 71 15 brazilian brazilian ADJ bracis-33556 71 16 bert bert PROPN bracis-33556 71 17 models model NOUN bracis-33556 71 18 . . PUNCT bracis-33556 72 1 it it PRON bracis-33556 72 2 was be AUX bracis-33556 72 3 pre pre ADJ bracis-33556 72 4 - - VERB bracis-33556 72 5 trained trained ADJ bracis-33556 72 6 using use VERB bracis-33556 72 7 brwac brwac NOUN bracis-33556 72 8 [ [ PUNCT bracis-33556 72 9 32 32 NUM bracis-33556 72 10 ] ] PUNCT bracis-33556 72 11 , , PUNCT bracis-33556 72 12 a a DET bracis-33556 72 13 large large ADJ bracis-33556 72 14 corpus corpus NOUN bracis-33556 72 15 of of ADP bracis-33556 72 16 data datum NOUN bracis-33556 72 17 from from ADP bracis-33556 72 18 the the DET bracis-33556 72 19 brazilian brazilian ADJ bracis-33556 72 20 web web NOUN bracis-33556 72 21 . . PUNCT bracis-33556 73 1 two two NUM bracis-33556 73 2 types type NOUN bracis-33556 73 3 of of ADP bracis-33556 73 4 bertimbau bertimbau NOUN bracis-33556 73 5 were be AUX bracis-33556 73 6 pre pre ADJ bracis-33556 73 7 - - VERB bracis-33556 73 8 trained trained ADJ bracis-33556 73 9 : : PUNCT bracis-33556 73 10 bertimbau bertimbau NOUN bracis-33556 73 11 base base NOUN bracis-33556 73 12 , , PUNCT bracis-33556 73 13 with with ADP bracis-33556 73 14 12 12 NUM bracis-33556 73 15 layers layer NOUN bracis-33556 73 16 , , PUNCT bracis-33556 73 17 a a DET bracis-33556 73 18 hidden hidden ADJ bracis-33556 73 19 size size NOUN bracis-33556 73 20 of of ADP bracis-33556 73 21 768 768 NUM bracis-33556 73 22 , , PUNCT bracis-33556 73 23 12 12 NUM bracis-33556 73 24 attention attention NOUN bracis-33556 73 25 heads head NOUN bracis-33556 73 26 , , PUNCT bracis-33556 73 27 and and CCONJ bracis-33556 73 28 110 110 NUM bracis-33556 73 29 million million NUM bracis-33556 73 30 parameters parameter NOUN bracis-33556 73 31 ; ; PUNCT bracis-33556 73 32 and and CCONJ bracis-33556 73 33 bertimbau bertimbau VERB bracis-33556 73 34 large large ADJ bracis-33556 73 35 , , PUNCT bracis-33556 73 36 with with ADP bracis-33556 73 37 24 24 NUM bracis-33556 73 38 layers layer NOUN bracis-33556 73 39 , , PUNCT bracis-33556 73 40 a a DET bracis-33556 73 41 hidden hidden ADJ bracis-33556 73 42 size size NOUN bracis-33556 73 43 of of ADP bracis-33556 73 44 1024 1024 NUM bracis-33556 73 45 , , PUNCT bracis-33556 73 46 16 16 NUM bracis-33556 73 47 attention attention NOUN bracis-33556 73 48 heads head NOUN bracis-33556 73 49 , , PUNCT bracis-33556 73 50 and and CCONJ bracis-33556 73 51 330 330 NUM bracis-33556 73 52 million million NUM bracis-33556 73 53 parameters parameter NOUN bracis-33556 73 54 . . PUNCT bracis-33556 74 1 the the DET bracis-33556 74 2 maximum maximum ADJ bracis-33556 74 3 length length NOUN bracis-33556 74 4 for for ADP bracis-33556 74 5 a a DET bracis-33556 74 6 sentence sentence NOUN bracis-33556 74 7 contains contain VERB bracis-33556 74 8 512 512 NUM bracis-33556 74 9 tokens token NOUN bracis-33556 74 10 for for ADP bracis-33556 74 11 both both DET bracis-33556 74 12 models model NOUN bracis-33556 74 13 . . PUNCT bracis-33556 75 1 we we PRON bracis-33556 75 2 used use VERB bracis-33556 75 3 bertimbau bertimbau NOUN bracis-33556 75 4 base base NOUN bracis-33556 75 5 for for ADP bracis-33556 75 6 the the DET bracis-33556 75 7 analysis analysis NOUN bracis-33556 75 8 . . PUNCT bracis-33556 76 1 it it PRON bracis-33556 76 2 was be AUX bracis-33556 76 3 fine fine ADV bracis-33556 76 4 - - PUNCT bracis-33556 76 5 tuned tune VERB bracis-33556 76 6 separately separately ADV bracis-33556 76 7 on on ADP bracis-33556 76 8 the the DET bracis-33556 76 9 ulyssesner ulyssesner NOUN bracis-33556 76 10 - - PUNCT bracis-33556 76 11 br br NOUN bracis-33556 76 12 and and CCONJ bracis-33556 76 13 lener lener NOUN bracis-33556 76 14 - - PUNCT bracis-33556 76 15 br br NOUN bracis-33556 76 16 corpora corpora PROPN bracis-33556 76 17 . . PUNCT bracis-33556 77 1 the the DET bracis-33556 77 2 hyperparameters hyperparameter NOUN bracis-33556 77 3 used use VERB bracis-33556 77 4 for for ADP bracis-33556 77 5 this this DET bracis-33556 77 6 model model NOUN bracis-33556 77 7 are be AUX bracis-33556 77 8 specified specify VERB bracis-33556 77 9 in in ADP bracis-33556 77 10 sect sect NOUN bracis-33556 77 11 . . PUNCT bracis-33556 77 12     SPACE bracis-33556 78 1 6.2 6.2 NUM bracis-33556 78 2 . . PUNCT bracis-33556 78 3 aiming aim VERB bracis-33556 78 4 to to PART bracis-33556 78 5 develop develop VERB bracis-33556 78 6 a a DET bracis-33556 78 7 legal legal ADJ bracis-33556 78 8 - - PUNCT bracis-33556 78 9 focused focus VERB bracis-33556 78 10 model model NOUN bracis-33556 78 11 , , PUNCT bracis-33556 78 12 legalbert legalbert NOUN bracis-33556 78 13 - - PUNCT bracis-33556 78 14 pt pt NOUN bracis-33556 79 1 [ [ X bracis-33556 79 2 28 28 NUM bracis-33556 79 3 ] ] PUNCT bracis-33556 79 4 is be AUX bracis-33556 79 5 a a DET bracis-33556 79 6 bert bert PROPN bracis-33556 79 7 model model NOUN bracis-33556 79 8 pre pre VERB bracis-33556 79 9 - - VERB bracis-33556 79 10 trained train VERB bracis-33556 79 11 on on ADP bracis-33556 79 12 brazilian brazilian ADJ bracis-33556 79 13 legal legal ADJ bracis-33556 79 14 corpora corpora NOUN bracis-33556 79 15 . . PUNCT bracis-33556 80 1 the the DET bracis-33556 80 2 authors author NOUN bracis-33556 80 3 pre pre VERB bracis-33556 80 4 - - VERB bracis-33556 80 5 trained train VERB bracis-33556 80 6 two two NUM bracis-33556 80 7 types type NOUN bracis-33556 80 8 of of ADP bracis-33556 80 9 models model NOUN bracis-33556 80 10 : : PUNCT bracis-33556 80 11 legalbert legalbert NOUN bracis-33556 80 12 - - PUNCT bracis-33556 80 13 pt pt X bracis-33556 80 14 sc sc PROPN bracis-33556 80 15 and and CCONJ bracis-33556 80 16 legalbert legalbert PROPN bracis-33556 80 17 - - PUNCT bracis-33556 80 18 pt pt NOUN bracis-33556 80 19 fp fp PROPN bracis-33556 80 20 . . PUNCT bracis-33556 81 1 the the DET bracis-33556 81 2 sc sc PROPN bracis-33556 81 3 model model NOUN bracis-33556 81 4 is be AUX bracis-33556 81 5 formulated formulate VERB bracis-33556 81 6 by by ADP bracis-33556 81 7 pre pre VERB bracis-33556 81 8 - - NOUN bracis-33556 81 9 training train VERB bracis-33556 81 10 a a DET bracis-33556 81 11 bert bert NOUN bracis-33556 81 12 model model NOUN bracis-33556 81 13 from from ADP bracis-33556 81 14 scratch scratch NOUN bracis-33556 81 15 , , PUNCT bracis-33556 81 16 with with ADP bracis-33556 81 17 the the DET bracis-33556 81 18 same same ADJ bracis-33556 81 19 configuration configuration NOUN bracis-33556 81 20 as as ADP bracis-33556 81 21 the the DET bracis-33556 81 22 bertimbau bertimbau NOUN bracis-33556 81 23 base base NOUN bracis-33556 81 24 . . PUNCT bracis-33556 82 1 differently differently ADV bracis-33556 82 2 , , PUNCT bracis-33556 82 3 the the DET bracis-33556 82 4 fp fp PROPN bracis-33556 82 5 model model NOUN bracis-33556 82 6 pre pre PROPN bracis-33556 82 7 - - NOUN bracis-33556 82 8 trains train VERB bracis-33556 82 9 a a DET bracis-33556 82 10 bertimbau bertimbau NOUN bracis-33556 82 11 - - PUNCT bracis-33556 82 12 base base NOUN bracis-33556 82 13 with with ADP bracis-33556 82 14 the the DET bracis-33556 82 15 domain domain NOUN bracis-33556 82 16 - - PUNCT bracis-33556 82 17 specific specific NOUN bracis-33556 82 18 corpora corpora NOUN bracis-33556 82 19 . . PUNCT bracis-33556 83 1 the the DET bracis-33556 83 2 corpora corpora NOUN bracis-33556 83 3 used use VERB bracis-33556 83 4 in in ADP bracis-33556 83 5 the the DET bracis-33556 83 6 article article NOUN bracis-33556 83 7 consist consist VERB bracis-33556 83 8 of of ADP bracis-33556 83 9 multiple multiple ADJ bracis-33556 83 10 brazilian brazilian ADJ bracis-33556 83 11 court court NOUN bracis-33556 83 12 cases case NOUN bracis-33556 83 13 and and CCONJ bracis-33556 83 14 , , PUNCT bracis-33556 83 15 for for ADP bracis-33556 83 16 the the DET bracis-33556 83 17 sc sc PROPN bracis-33556 83 18 model model NOUN bracis-33556 83 19 , , PUNCT bracis-33556 83 20 portuguese portuguese PROPN bracis-33556 83 21 wikipedia wikipedia PROPN bracis-33556 83 22 articles articles PROPN bracis-33556 83 23 , , PUNCT bracis-33556 83 24 totaling total VERB bracis-33556 83 25 1,500,000 1,500,000 NUM bracis-33556 83 26 legal legal ADJ bracis-33556 83 27 documents document NOUN bracis-33556 83 28 and and CCONJ bracis-33556 83 29 a a DET bracis-33556 83 30 vocabulary vocabulary NOUN bracis-33556 83 31 of of ADP bracis-33556 83 32 36,345 36,345 NUM bracis-33556 83 33 words word NOUN bracis-33556 83 34 . . PUNCT bracis-33556 84 1 legalbert legalbert NOUN bracis-33556 84 2 - - PUNCT bracis-33556 84 3 pt pt NOUN bracis-33556 84 4 fp fp NOUN bracis-33556 84 5 was be AUX bracis-33556 84 6 selected select VERB bracis-33556 84 7 as as ADP bracis-33556 84 8 the the DET bracis-33556 84 9 best well ADV bracis-33556 84 10 - - PUNCT bracis-33556 84 11 performing perform VERB bracis-33556 84 12 model model NOUN bracis-33556 84 13 . . PUNCT bracis-33556 85 1 in in ADP bracis-33556 85 2 this this DET bracis-33556 85 3 study study NOUN bracis-33556 85 4 , , PUNCT bracis-33556 85 5 legalbert legalbert NOUN bracis-33556 85 6 - - PUNCT bracis-33556 85 7 pt pt INTJ bracis-33556 85 8 fp fp PROPN bracis-33556 85 9 was be AUX bracis-33556 85 10 fine fine ADV bracis-33556 85 11 - - PUNCT bracis-33556 85 12 tuned tune VERB bracis-33556 85 13 using use VERB bracis-33556 85 14 the the DET bracis-33556 85 15 corpora corpora NOUN bracis-33556 85 16 described describe VERB bracis-33556 85 17 in in ADP bracis-33556 85 18 sect sect NOUN bracis-33556 85 19 . . PUNCT bracis-33556 85 20     SPACE bracis-33556 86 1 3 3 NUM bracis-33556 86 2 , , PUNCT bracis-33556 86 3 with with SCONJ bracis-33556 86 4 its its PRON bracis-33556 86 5 hyperparameters hyperparameter NOUN bracis-33556 86 6 detailed detail VERB bracis-33556 86 7 in in ADP bracis-33556 86 8 sect sect NOUN bracis-33556 86 9 . . PUNCT bracis-33556 86 10     SPACE bracis-33556 87 1 6.2 6.2 NUM bracis-33556 87 2 . . PUNCT bracis-33556 88 1 finishing finish VERB bracis-33556 88 2 the the DET bracis-33556 88 3 bert bert PROPN bracis-33556 88 4 variant variant NOUN bracis-33556 88 5 models model NOUN bracis-33556 88 6 , , PUNCT bracis-33556 88 7 bertikal bertikal NOUN bracis-33556 89 1 [ [ X bracis-33556 89 2 22 22 NUM bracis-33556 89 3 ] ] PUNCT bracis-33556 89 4 is be AUX bracis-33556 89 5 a a DET bracis-33556 89 6 bert bert NOUN bracis-33556 89 7 model model NOUN bracis-33556 89 8 trained train VERB bracis-33556 89 9 on on ADP bracis-33556 89 10 corpora corpora PROPN bracis-33556 89 11 from from ADP bracis-33556 89 12 clippings clipping NOUN bracis-33556 89 13 , , PUNCT bracis-33556 89 14 court court NOUN bracis-33556 89 15 cases case NOUN bracis-33556 89 16 and and CCONJ bracis-33556 89 17 motions motion NOUN bracis-33556 89 18 in in ADP bracis-33556 89 19 the the DET bracis-33556 89 20 legal legal ADJ bracis-33556 89 21 brazilian brazilian ADJ bracis-33556 89 22 data datum NOUN bracis-33556 89 23 . . PUNCT bracis-33556 90 1 the the DET bracis-33556 90 2 previously previously ADV bracis-33556 90 3 described describe VERB bracis-33556 90 4 models model NOUN bracis-33556 90 5 are be AUX bracis-33556 90 6 fine fine ADV bracis-33556 90 7 - - PUNCT bracis-33556 90 8 tuned tune VERB bracis-33556 90 9 on on ADP bracis-33556 90 10 lener lener NOUN bracis-33556 90 11 - - PUNCT bracis-33556 90 12 br br NOUN bracis-33556 90 13 and and CCONJ bracis-33556 90 14 ulyssesner ulyssesner NOUN bracis-33556 90 15 - - PUNCT bracis-33556 90 16 br br NOUN bracis-33556 90 17 ( ( PUNCT bracis-33556 90 18 see see VERB bracis-33556 90 19 sect sect NOUN bracis-33556 90 20 . . PUNCT bracis-33556 90 21     SPACE bracis-33556 90 22 3 3 X bracis-33556 90 23 ) ) PUNCT bracis-33556 90 24 and and CCONJ bracis-33556 90 25 used use VERB bracis-33556 90 26 hyperparameters hyperparameter NOUN bracis-33556 90 27 described describe VERB bracis-33556 90 28 in in ADP bracis-33556 90 29 sect sect NOUN bracis-33556 90 30 . . PUNCT bracis-33556 90 31     SPACE bracis-33556 91 1 6.2 6.2 NUM bracis-33556 91 2 . . PUNCT bracis-33556 92 1 we we PRON bracis-33556 92 2 perform perform VERB bracis-33556 92 3 our our PRON bracis-33556 92 4 fine fine ADV bracis-33556 92 5 - - PUNCT bracis-33556 92 6 tuning tuning NOUN bracis-33556 92 7 with with ADP bracis-33556 92 8 lora lora PROPN bracis-33556 93 1 [ [ X bracis-33556 93 2 15 15 NUM bracis-33556 93 3 ] ] X bracis-33556 93 4 , , PUNCT bracis-33556 93 5 which which PRON bracis-33556 93 6 is be AUX bracis-33556 93 7 a a DET bracis-33556 93 8 method method NOUN bracis-33556 93 9 to to PART bracis-33556 93 10 reduce reduce VERB bracis-33556 93 11 the the DET bracis-33556 93 12 number number NOUN bracis-33556 93 13 of of ADP bracis-33556 93 14 trainable trainable ADJ bracis-33556 93 15 parameters parameter NOUN bracis-33556 93 16 and and CCONJ bracis-33556 93 17 hence hence ADV bracis-33556 93 18 the the DET bracis-33556 93 19 training training NOUN bracis-33556 93 20 computational computational ADJ bracis-33556 93 21 cost cost NOUN bracis-33556 93 22 using use VERB bracis-33556 93 23 matrix matrix NOUN bracis-33556 93 24 algebra algebra NOUN bracis-33556 93 25 . . PUNCT bracis-33556 94 1 the the DET bracis-33556 94 2 method method NOUN bracis-33556 94 3 freezes freeze VERB bracis-33556 94 4 the the DET bracis-33556 94 5 pre pre ADJ bracis-33556 94 6 - - ADJ bracis-33556 94 7 trained train VERB bracis-33556 94 8 parameters parameter NOUN bracis-33556 94 9 of of ADP bracis-33556 94 10 the the DET bracis-33556 94 11 model model NOUN bracis-33556 94 12 and and CCONJ bracis-33556 94 13 optimizes optimize VERB bracis-33556 94 14 the the DET bracis-33556 94 15 rank rank NOUN bracis-33556 94 16 - - PUNCT bracis-33556 94 17 decomposition decomposition NOUN bracis-33556 94 18 of of ADP bracis-33556 94 19 the the DET bracis-33556 94 20 dense dense ADJ bracis-33556 94 21 layer layer NOUN bracis-33556 94 22 matrices matrix NOUN bracis-33556 94 23 . . PUNCT bracis-33556 95 1 the the DET bracis-33556 95 2 only only ADJ bracis-33556 95 3 large large ADJ bracis-33556 95 4 language language NOUN bracis-33556 95 5 model model NOUN bracis-33556 95 6 ( ( PUNCT bracis-33556 95 7 llm llm NOUN bracis-33556 95 8 ) ) PUNCT bracis-33556 95 9 we we PRON bracis-33556 95 10 use use VERB bracis-33556 95 11 is be AUX bracis-33556 95 12 mistral mistral ADJ bracis-33556 95 13 7b 7b NOUN bracis-33556 96 1 [ [ X bracis-33556 96 2 16 16 NUM bracis-33556 96 3 ] ] PUNCT bracis-33556 96 4 . . PUNCT bracis-33556 97 1 it it PRON bracis-33556 97 2 is be AUX bracis-33556 97 3 composed compose VERB bracis-33556 97 4 of of ADP bracis-33556 97 5 7 7 NUM bracis-33556 97 6 billion billion NUM bracis-33556 97 7 parameters parameter NOUN bracis-33556 97 8 , , PUNCT bracis-33556 97 9 has have VERB bracis-33556 97 10 a a DET bracis-33556 97 11 dimension dimension NOUN bracis-33556 97 12 size size NOUN bracis-33556 97 13 of of ADP bracis-33556 97 14 4096 4096 NUM bracis-33556 97 15 , , PUNCT bracis-33556 97 16 32 32 NUM bracis-33556 97 17 layers layer NOUN bracis-33556 97 18 , , PUNCT bracis-33556 97 19 a a DET bracis-33556 97 20 vocabulary vocabulary ADJ bracis-33556 97 21 size size NOUN bracis-33556 97 22 of of ADP bracis-33556 97 23 32000 32000 NUM bracis-33556 97 24 and and CCONJ bracis-33556 97 25 multiple multiple ADJ bracis-33556 97 26 other other ADJ bracis-33556 97 27 parameters parameter NOUN bracis-33556 97 28 and and CCONJ bracis-33556 97 29 hyperparameters hyperparameter NOUN bracis-33556 97 30 . . PUNCT bracis-33556 98 1 we we PRON bracis-33556 98 2 obtained obtain VERB bracis-33556 98 3 the the DET bracis-33556 98 4 training training NOUN bracis-33556 98 5 corpus corpus NOUN bracis-33556 98 6 from from ADP bracis-33556 98 7 the the DET bracis-33556 98 8 open open ADJ bracis-33556 98 9 web web NOUN bracis-33556 98 10 . . PUNCT bracis-33556 99 1 as as ADP bracis-33556 99 2 an an DET bracis-33556 99 3 llm llm NOUN bracis-33556 99 4 , , PUNCT bracis-33556 99 5 the the DET bracis-33556 99 6 mistral mistral ADJ bracis-33556 99 7 7b 7b NOUN bracis-33556 99 8 model model NOUN bracis-33556 99 9 is be AUX bracis-33556 99 10 capable capable ADJ bracis-33556 99 11 of of ADP bracis-33556 99 12 a a DET bracis-33556 99 13 diverse diverse ADJ bracis-33556 99 14 gamma gamma NOUN bracis-33556 99 15 of of ADP bracis-33556 99 16 tasks task NOUN bracis-33556 99 17 , , PUNCT bracis-33556 99 18 including include VERB bracis-33556 99 19 knowledge knowledge NOUN bracis-33556 99 20 , , PUNCT bracis-33556 99 21 math math NOUN bracis-33556 99 22 , , PUNCT bracis-33556 99 23 reasoning reasoning NOUN bracis-33556 99 24 , , PUNCT bracis-33556 99 25 comprehension comprehension NOUN bracis-33556 99 26 , , PUNCT bracis-33556 99 27 and and CCONJ bracis-33556 99 28 code code NOUN bracis-33556 99 29 , , PUNCT bracis-33556 99 30 among among ADP bracis-33556 99 31 several several ADJ bracis-33556 99 32 others other NOUN bracis-33556 99 33 . . PUNCT bracis-33556 100 1 we we PRON bracis-33556 100 2 use use VERB bracis-33556 100 3 this this DET bracis-33556 100 4 model model NOUN bracis-33556 100 5 for for ADP bracis-33556 100 6 the the DET bracis-33556 100 7 ensemble ensemble ADJ bracis-33556 100 8 technique technique NOUN bracis-33556 100 9 explained explain VERB bracis-33556 100 10 in in ADP bracis-33556 100 11 sect sect NOUN bracis-33556 100 12 . . PUNCT bracis-33556 100 13     SPACE bracis-33556 100 14 5 5 NUM bracis-33556 100 15 and and CCONJ bracis-33556 100 16 for for ADP bracis-33556 100 17 a a DET bracis-33556 100 18 zero zero NUM bracis-33556 100 19 - - PUNCT bracis-33556 100 20 shot shot NOUN bracis-33556 100 21 learning learning NOUN bracis-33556 100 22 method method NOUN bracis-33556 100 23 . . PUNCT bracis-33556 101 1 5 5 NUM bracis-33556 101 2 an an DET bracis-33556 101 3 ensemble ensemble ADJ bracis-33556 101 4 of of ADP bracis-33556 101 5     SPACE bracis-33556 101 6 language language NOUN bracis-33556 101 7 models model NOUN bracis-33556 101 8 ensemble ensemble ADJ bracis-33556 101 9 learning learning NOUN bracis-33556 101 10 aims aim VERB bracis-33556 101 11 to to PART bracis-33556 101 12 improve improve VERB bracis-33556 101 13 the the DET bracis-33556 101 14 predictive predictive ADJ bracis-33556 101 15 performance performance NOUN bracis-33556 101 16 of of ADP bracis-33556 101 17 a a DET bracis-33556 101 18 single single ADJ bracis-33556 101 19 model model NOUN bracis-33556 101 20 by by ADP bracis-33556 101 21 training train VERB bracis-33556 101 22 multiple multiple ADJ bracis-33556 101 23 models model NOUN bracis-33556 101 24 and and CCONJ bracis-33556 101 25 combining combine VERB bracis-33556 101 26 their their PRON bracis-33556 101 27 predictions prediction NOUN bracis-33556 101 28 [ [ X bracis-33556 101 29 25 25 NUM bracis-33556 101 30 ] ] PUNCT bracis-33556 101 31 . . PUNCT bracis-33556 102 1 a a DET bracis-33556 102 2 simple simple ADJ bracis-33556 102 3 form form NOUN bracis-33556 102 4 of of ADP bracis-33556 102 5 ensemble ensemble ADJ bracis-33556 102 6 is be AUX bracis-33556 102 7 voting vote VERB bracis-33556 102 8 , , PUNCT bracis-33556 102 9 where where SCONJ bracis-33556 102 10 base base NOUN bracis-33556 102 11 classifiers classifier NOUN bracis-33556 102 12 are be AUX bracis-33556 102 13 presented present VERB bracis-33556 102 14 with with ADP bracis-33556 102 15 an an DET bracis-33556 102 16 input input NOUN bracis-33556 102 17 and and CCONJ bracis-33556 102 18 each each PRON bracis-33556 102 19 makes make VERB bracis-33556 102 20 a a DET bracis-33556 102 21 prediction prediction NOUN bracis-33556 102 22 . . PUNCT bracis-33556 103 1 subsequently subsequently ADV bracis-33556 103 2 , , PUNCT bracis-33556 103 3 the the DET bracis-33556 103 4 prediction prediction NOUN bracis-33556 103 5 that that PRON bracis-33556 103 6 receives receive VERB bracis-33556 103 7 the the DET bracis-33556 103 8 most most ADJ bracis-33556 103 9 votes vote NOUN bracis-33556 103 10 is be AUX bracis-33556 103 11 selected select VERB bracis-33556 103 12 as as ADP bracis-33556 103 13 the the DET bracis-33556 103 14 final final ADJ bracis-33556 103 15 output output NOUN bracis-33556 103 16 . . PUNCT bracis-33556 104 1 we we PRON bracis-33556 104 2 apply apply VERB bracis-33556 104 3 ensemble ensemble ADJ bracis-33556 104 4 learning learning NOUN bracis-33556 104 5 to to PART bracis-33556 104 6 combine combine VERB bracis-33556 104 7 multiple multiple ADJ bracis-33556 104 8 language language NOUN bracis-33556 104 9 models model NOUN bracis-33556 104 10 on on ADP bracis-33556 104 11 the the DET bracis-33556 104 12 legal legal ADJ bracis-33556 104 13 named name VERB bracis-33556 104 14 entity entity NOUN bracis-33556 104 15 recognition recognition NOUN bracis-33556 104 16 task task NOUN bracis-33556 104 17 . . PUNCT bracis-33556 105 1 in in ADP bracis-33556 105 2 our our PRON bracis-33556 105 3 approach approach NOUN bracis-33556 105 4 , , PUNCT bracis-33556 105 5 bert bert PROPN bracis-33556 105 6 models model NOUN bracis-33556 105 7 serve serve VERB bracis-33556 105 8 as as ADP bracis-33556 105 9 the the DET bracis-33556 105 10 base base NOUN bracis-33556 105 11 classifiers classifier NOUN bracis-33556 105 12 for for ADP bracis-33556 105 13 named name VERB bracis-33556 105 14 entity entity NOUN bracis-33556 105 15 recognition recognition NOUN bracis-33556 105 16 . . PUNCT bracis-33556 106 1 after after SCONJ bracis-33556 106 2 the the DET bracis-33556 106 3 bert bert PROPN bracis-33556 106 4 models model NOUN bracis-33556 106 5 generates generate VERB bracis-33556 106 6 their their PRON bracis-33556 106 7 predictions prediction NOUN bracis-33556 106 8 , , PUNCT bracis-33556 106 9 mistral mistral ADJ bracis-33556 106 10 acts act NOUN bracis-33556 106 11 as as ADP bracis-33556 106 12 an an DET bracis-33556 106 13 aggregator aggregator NOUN bracis-33556 106 14 in in ADP bracis-33556 106 15 the the DET bracis-33556 106 16 ensemble ensemble NOUN bracis-33556 106 17 , , PUNCT bracis-33556 106 18 combining combine VERB bracis-33556 106 19 the the DET bracis-33556 106 20 outputs output NOUN bracis-33556 106 21 . . PUNCT bracis-33556 107 1 this this DET bracis-33556 107 2 method method NOUN bracis-33556 107 3 provides provide VERB bracis-33556 107 4 a a DET bracis-33556 107 5 unified unified ADJ bracis-33556 107 6 result result NOUN bracis-33556 107 7 that that PRON bracis-33556 107 8 incorporates incorporate VERB bracis-33556 107 9 and and CCONJ bracis-33556 107 10 values value NOUN bracis-33556 107 11 all all DET bracis-33556 107 12 the the DET bracis-33556 107 13 predictions prediction NOUN bracis-33556 107 14 from from ADP bracis-33556 107 15 the the DET bracis-33556 107 16 bert bert PROPN bracis-33556 107 17 models model NOUN bracis-33556 107 18 . . PUNCT bracis-33556 108 1 we we PRON bracis-33556 108 2 based base VERB bracis-33556 108 3 our our PRON bracis-33556 108 4 prompt prompt ADJ bracis-33556 108 5 engineering engineering NOUN bracis-33556 108 6 on on ADP bracis-33556 108 7 the the DET bracis-33556 108 8 following follow VERB bracis-33556 108 9 elements element NOUN bracis-33556 108 10 : : PUNCT bracis-33556 108 11 persona persona NOUN bracis-33556 108 12 , , PUNCT bracis-33556 108 13 definitions definition NOUN bracis-33556 108 14 , , PUNCT bracis-33556 108 15 votes vote NOUN bracis-33556 108 16 , , PUNCT bracis-33556 108 17 answer answer NOUN bracis-33556 108 18 format format NOUN bracis-33556 108 19 , , PUNCT bracis-33556 108 20 sentence sentence NOUN bracis-33556 108 21 , , PUNCT bracis-33556 108 22 and and CCONJ bracis-33556 108 23 query query NOUN bracis-33556 108 24 . . PUNCT bracis-33556 109 1 the the DET bracis-33556 109 2 prompt prompt PROPN bracis-33556 109 3 starts start VERB bracis-33556 109 4 with with ADP bracis-33556 109 5 a a DET bracis-33556 109 6 persona persona NOUN bracis-33556 109 7 , , PUNCT bracis-33556 109 8 which which PRON bracis-33556 109 9 is be AUX bracis-33556 109 10 used use VERB bracis-33556 109 11 to to PART bracis-33556 109 12 impersonate impersonate VERB bracis-33556 109 13 a a DET bracis-33556 109 14 linguist linguist NOUN bracis-33556 109 15 specialized specialize VERB bracis-33556 109 16 in in ADP bracis-33556 109 17 political political ADJ bracis-33556 109 18 science science NOUN bracis-33556 109 19 to to PART bracis-33556 109 20 achieve achieve VERB bracis-33556 109 21 the the DET bracis-33556 109 22 best good ADJ bracis-33556 109 23 possible possible ADJ bracis-33556 109 24 performance performance NOUN bracis-33556 109 25 [ [ X bracis-33556 109 26 26 26 NUM bracis-33556 109 27 ] ] PUNCT bracis-33556 109 28 . . PUNCT bracis-33556 110 1 we we PRON bracis-33556 110 2 chose choose VERB bracis-33556 110 3 this this DET bracis-33556 110 4 role role NOUN bracis-33556 110 5 for for ADP bracis-33556 110 6 the the DET bracis-33556 110 7 persona persona NOUN bracis-33556 110 8 because because SCONJ bracis-33556 110 9 it it PRON bracis-33556 110 10 is be AUX bracis-33556 110 11 a a DET bracis-33556 110 12 linguistic linguistic ADJ bracis-33556 110 13 task task NOUN bracis-33556 110 14 that that PRON bracis-33556 110 15 requires require VERB bracis-33556 110 16 legal legal ADJ bracis-33556 110 17 domain domain NOUN bracis-33556 110 18 knowledge knowledge NOUN bracis-33556 110 19 . . PUNCT bracis-33556 111 1 we we PRON bracis-33556 111 2 used use VERB bracis-33556 111 3 the the DET bracis-33556 111 4 definitions definition NOUN bracis-33556 111 5 of of ADP bracis-33556 111 6 the the DET bracis-33556 111 7 entity entity NOUN bracis-33556 111 8 classes class NOUN bracis-33556 111 9 to to PART bracis-33556 111 10 alleviate alleviate VERB bracis-33556 111 11 the the DET bracis-33556 111 12 problem problem NOUN bracis-33556 111 13 that that PRON bracis-33556 111 14 some some DET bracis-33556 111 15 categories category NOUN bracis-33556 111 16 have have VERB bracis-33556 111 17 non non ADJ bracis-33556 111 18 - - ADJ bracis-33556 111 19 intuitive intuitive ADJ bracis-33556 111 20 meanings meaning NOUN bracis-33556 111 21 based base VERB bracis-33556 111 22 on on ADP bracis-33556 111 23 their their PRON bracis-33556 111 24 names name NOUN bracis-33556 111 25 . . PUNCT bracis-33556 112 1 for for ADP bracis-33556 112 2 instance instance NOUN bracis-33556 112 3 , , PUNCT bracis-33556 112 4 the the DET bracis-33556 112 5 category category NOUN bracis-33556 112 6 fundamentofootnote fundamentofootnote VERB bracis-33556 112 7 1 1 NUM bracis-33556 112 8 does do AUX bracis-33556 112 9 not not PART bracis-33556 112 10 seem seem AUX bracis-33556 112 11 directly directly ADV bracis-33556 112 12 linked link VERB bracis-33556 112 13 with with ADP bracis-33556 112 14 legal legal ADJ bracis-33556 112 15 norms norm NOUN bracis-33556 112 16 or or CCONJ bracis-33556 112 17 bills bill NOUN bracis-33556 112 18 . . PUNCT bracis-33556 113 1 thus thus ADV bracis-33556 113 2 , , PUNCT bracis-33556 113 3 we we PRON bracis-33556 113 4 also also ADV bracis-33556 113 5 give give VERB bracis-33556 113 6 the the DET bracis-33556 113 7 entity entity NOUN bracis-33556 113 8 class class NOUN bracis-33556 113 9 definitions definition NOUN bracis-33556 113 10 in in ADP bracis-33556 113 11 the the DET bracis-33556 113 12 prompt prompt NOUN bracis-33556 113 13 . . PUNCT bracis-33556 114 1 definitions definition NOUN bracis-33556 114 2 were be AUX bracis-33556 114 3 sourced source VERB bracis-33556 114 4 from from ADP bracis-33556 114 5 corpora corpora PROPN bracis-33556 114 6 [ [ X bracis-33556 114 7 3 3 NUM bracis-33556 114 8 , , PUNCT bracis-33556 114 9 5 5 NUM bracis-33556 114 10 ] ] PUNCT bracis-33556 114 11 and and CCONJ bracis-33556 114 12 translated translate VERB bracis-33556 114 13 into into ADP bracis-33556 114 14 portuguese portuguese PROPN bracis-33556 114 15 . . PUNCT bracis-33556 115 1 however however ADV bracis-33556 115 2 , , PUNCT bracis-33556 115 3 we we PRON bracis-33556 115 4 adapted adapt VERB bracis-33556 115 5 the the DET bracis-33556 115 6 definitions definition NOUN bracis-33556 115 7 for for ADP bracis-33556 115 8 person person NOUN bracis-33556 115 9 and and CCONJ bracis-33556 115 10 location location NOUN bracis-33556 115 11 from from ADP bracis-33556 115 12 harem harem PROPN bracis-33556 115 13 [ [ X bracis-33556 115 14 27 27 NUM bracis-33556 115 15 ] ] PUNCT bracis-33556 115 16 because because SCONJ bracis-33556 115 17 both both DET bracis-33556 115 18 corpora corpus NOUN bracis-33556 115 19 were be AUX bracis-33556 115 20 influenced influence VERB bracis-33556 115 21 by by ADP bracis-33556 115 22 harem harem PROPN bracis-33556 115 23 and and CCONJ bracis-33556 115 24 adhered adhere VERB bracis-33556 115 25 to to ADP bracis-33556 115 26 its its PRON bracis-33556 115 27 class class NOUN bracis-33556 115 28 definitions definition NOUN bracis-33556 115 29 . . PUNCT bracis-33556 116 1 we we PRON bracis-33556 116 2 designed design VERB bracis-33556 116 3 the the DET bracis-33556 116 4 votes vote NOUN bracis-33556 116 5 to to PART bracis-33556 116 6 provide provide VERB bracis-33556 116 7 information information NOUN bracis-33556 116 8 to to ADP bracis-33556 116 9 the the DET bracis-33556 116 10 model model NOUN bracis-33556 116 11 regarding regard VERB bracis-33556 116 12 the the DET bracis-33556 116 13 classes class NOUN bracis-33556 116 14 given give VERB bracis-33556 116 15 more more ADJ bracis-33556 116 16 or or CCONJ bracis-33556 116 17 fewer few ADJ bracis-33556 116 18 votes vote NOUN bracis-33556 116 19 from from ADP bracis-33556 116 20 each each DET bracis-33556 116 21 classifier classifier NOUN bracis-33556 116 22 . . PUNCT bracis-33556 117 1 we we PRON bracis-33556 117 2 present present VERB bracis-33556 117 3 the the DET bracis-33556 117 4 vote vote NOUN bracis-33556 117 5 in in ADP bracis-33556 117 6 the the DET bracis-33556 117 7 format format NOUN bracis-33556 117 8 class class NOUN bracis-33556 117 9 : : PUNCT bracis-33556 117 10 x x SYM bracis-33556 117 11 votes vote NOUN bracis-33556 117 12 , , PUNCT bracis-33556 117 13 where where SCONJ bracis-33556 117 14 class class NOUN bracis-33556 117 15 is be AUX bracis-33556 117 16 the the DET bracis-33556 117 17 name name NOUN bracis-33556 117 18 of of ADP bracis-33556 117 19 the the DET bracis-33556 117 20 entity entity NOUN bracis-33556 117 21 class class NOUN bracis-33556 117 22 , , PUNCT bracis-33556 117 23 and and CCONJ bracis-33556 117 24 x x X bracis-33556 117 25 is be AUX bracis-33556 117 26 the the DET bracis-33556 117 27 number number NOUN bracis-33556 117 28 of of ADP bracis-33556 117 29 votes vote NOUN bracis-33556 117 30 . . PUNCT bracis-33556 118 1 in in ADP bracis-33556 118 2 the the DET bracis-33556 118 3 answer answer NOUN bracis-33556 118 4 format format NOUN bracis-33556 118 5 , , PUNCT bracis-33556 118 6 we we PRON bracis-33556 118 7 encourage encourage VERB bracis-33556 118 8 the the DET bracis-33556 118 9 model model NOUN bracis-33556 118 10 to to PART bracis-33556 118 11 use use VERB bracis-33556 118 12 the the DET bracis-33556 118 13 chain chain NOUN bracis-33556 118 14 of of ADP bracis-33556 118 15 thought thought NOUN bracis-33556 118 16 ( ( PUNCT bracis-33556 118 17 cot cot NOUN bracis-33556 118 18 ) ) PUNCT bracis-33556 119 1 [ [ X bracis-33556 119 2 33 33 NUM bracis-33556 119 3 ] ] PUNCT bracis-33556 119 4 by by ADP bracis-33556 119 5 explaining explain VERB bracis-33556 119 6 the the DET bracis-33556 119 7 answer answer NOUN bracis-33556 119 8 before before ADP bracis-33556 119 9 providing provide VERB bracis-33556 119 10 the the DET bracis-33556 119 11 entity entity NOUN bracis-33556 119 12 class class NOUN bracis-33556 119 13 . . PUNCT bracis-33556 120 1 we we PRON bracis-33556 120 2 divided divide VERB bracis-33556 120 3 the the DET bracis-33556 120 4 answers answer NOUN bracis-33556 120 5 into into ADP bracis-33556 120 6 explanation explanation NOUN bracis-33556 120 7 and and CCONJ bracis-33556 120 8 answer answer VERB bracis-33556 120 9 to to PART bracis-33556 120 10 facilitate facilitate VERB bracis-33556 120 11 post post ADJ bracis-33556 120 12 - - ADJ bracis-33556 120 13 processing processing NOUN bracis-33556 120 14 to to PART bracis-33556 120 15 obtain obtain VERB bracis-33556 120 16 the the DET bracis-33556 120 17 class class NOUN bracis-33556 120 18 . . PUNCT bracis-33556 121 1 finally finally ADV bracis-33556 121 2 , , PUNCT bracis-33556 121 3 at at ADP bracis-33556 121 4 the the DET bracis-33556 121 5 end end NOUN bracis-33556 121 6 of of ADP bracis-33556 121 7 the the DET bracis-33556 121 8 prompt prompt NOUN bracis-33556 121 9 , , PUNCT bracis-33556 121 10 we we PRON bracis-33556 121 11 provide provide VERB bracis-33556 121 12 the the DET bracis-33556 121 13 sentence sentence NOUN bracis-33556 121 14 and and CCONJ bracis-33556 121 15 ask ask VERB bracis-33556 121 16 the the DET bracis-33556 121 17 model model NOUN bracis-33556 121 18 to to PART bracis-33556 121 19 assign assign VERB bracis-33556 121 20 the the DET bracis-33556 121 21 right right ADJ bracis-33556 121 22 entity entity NOUN bracis-33556 121 23 class class NOUN bracis-33556 121 24 to to ADP bracis-33556 121 25 a a DET bracis-33556 121 26 term term NOUN bracis-33556 121 27 or or CCONJ bracis-33556 121 28 say say VERB bracis-33556 121 29 that that SCONJ bracis-33556 121 30 it it PRON bracis-33556 121 31 does do AUX bracis-33556 121 32 not not PART bracis-33556 121 33 have have VERB bracis-33556 121 34 a a DET bracis-33556 121 35 class class NOUN bracis-33556 121 36 in in ADP bracis-33556 121 37 question question NOUN bracis-33556 121 38 - - PUNCT bracis-33556 121 39 answer answer NOUN bracis-33556 121 40 format format NOUN bracis-33556 121 41 . . PUNCT bracis-33556 122 1 we we PRON bracis-33556 122 2 provided provide VERB bracis-33556 122 3 entities entity NOUN bracis-33556 122 4 from from ADP bracis-33556 122 5 the the DET bracis-33556 122 6 classifiers classifier NOUN bracis-33556 122 7 in in ADP bracis-33556 122 8 question question NOUN bracis-33556 122 9 , , PUNCT bracis-33556 122 10 definitions definition NOUN bracis-33556 122 11 , , PUNCT bracis-33556 122 12 and and CCONJ bracis-33556 122 13 votes vote NOUN bracis-33556 122 14 . . PUNCT bracis-33556 123 1 we we PRON bracis-33556 123 2 also also ADV bracis-33556 123 3 tested test VERB bracis-33556 123 4 using use VERB bracis-33556 123 5 all all DET bracis-33556 123 6 the the DET bracis-33556 123 7 entities entity NOUN bracis-33556 123 8 for for ADP bracis-33556 123 9 the the DET bracis-33556 123 10 definitions definition NOUN bracis-33556 123 11 and and CCONJ bracis-33556 123 12 questions question NOUN bracis-33556 123 13 . . PUNCT bracis-33556 124 1 all all DET bracis-33556 124 2 classes class NOUN bracis-33556 124 3 used use VERB bracis-33556 124 4 in in ADP bracis-33556 124 5 the the DET bracis-33556 124 6 prompt prompt NOUN bracis-33556 124 7 are be AUX bracis-33556 124 8 given give VERB bracis-33556 124 9 with with ADP bracis-33556 124 10 the the DET bracis-33556 124 11 first first ADJ bracis-33556 124 12 letter letter NOUN bracis-33556 124 13 in in ADP bracis-33556 124 14 uppercase uppercase ADJ bracis-33556 124 15 and and CCONJ bracis-33556 124 16 the the DET bracis-33556 124 17 rest rest NOUN bracis-33556 124 18 in in ADP bracis-33556 124 19 lowercase lowercase PROPN bracis-33556 124 20 . . PUNCT bracis-33556 125 1 we we PRON bracis-33556 125 2 also also ADV bracis-33556 125 3 use use VERB bracis-33556 125 4 space space NOUN bracis-33556 125 5 to to PART bracis-33556 125 6 divide divide VERB bracis-33556 125 7 n n CCONJ bracis-33556 125 8 - - PUNCT bracis-33556 125 9 gram gram NOUN bracis-33556 125 10 terms term NOUN bracis-33556 125 11 , , PUNCT bracis-33556 125 12 as as ADP bracis-33556 125 13 in in ADP bracis-33556 125 14 produto produto PROPN bracis-33556 125 15 de de X bracis-33556 125 16 lei lei PROPN bracis-33556 125 17 . . PUNCT bracis-33556 126 1 we we PRON bracis-33556 126 2 opt opt VERB bracis-33556 126 3 to to PART bracis-33556 126 4 use use VERB bracis-33556 126 5 this this DET bracis-33556 126 6 format format NOUN bracis-33556 126 7 so so SCONJ bracis-33556 126 8 that that SCONJ bracis-33556 126 9 the the DET bracis-33556 126 10 names name NOUN bracis-33556 126 11 remain remain VERB bracis-33556 126 12 in in ADP bracis-33556 126 13 a a DET bracis-33556 126 14 more more ADV bracis-33556 126 15 fluid fluid ADJ bracis-33556 126 16 language language NOUN bracis-33556 126 17 , , PUNCT bracis-33556 126 18 providing provide VERB bracis-33556 126 19 a a DET bracis-33556 126 20 better well ADJ bracis-33556 126 21 context context NOUN bracis-33556 126 22 and and CCONJ bracis-33556 126 23 avoiding avoid VERB bracis-33556 126 24 unnecessary unnecessary ADJ bracis-33556 126 25 splitting splitting NOUN bracis-33556 126 26 in in ADP bracis-33556 126 27 more more ADJ bracis-33556 126 28 tokens token NOUN bracis-33556 126 29 of of ADP bracis-33556 126 30 the the DET bracis-33556 126 31 terms term NOUN bracis-33556 126 32 . . PUNCT bracis-33556 127 1 sometimes sometimes ADV bracis-33556 127 2 , , PUNCT bracis-33556 127 3 the the DET bracis-33556 127 4 model model NOUN bracis-33556 127 5 gives give VERB bracis-33556 127 6 answer answer NOUN bracis-33556 127 7 classes class NOUN bracis-33556 127 8 near near ADP bracis-33556 127 9 the the DET bracis-33556 127 10 goals goal NOUN bracis-33556 127 11 but but CCONJ bracis-33556 127 12 with with ADP bracis-33556 127 13 slightly slightly ADV bracis-33556 127 14 different different ADJ bracis-33556 127 15 names name NOUN bracis-33556 127 16 ( ( PUNCT bracis-33556 127 17 e.g. e.g. ADV bracis-33556 127 18 typos typo NOUN bracis-33556 127 19 ) ) PUNCT bracis-33556 127 20 . . PUNCT bracis-33556 128 1 we we PRON bracis-33556 128 2 used use VERB bracis-33556 128 3 sentence sentence NOUN bracis-33556 128 4 - - PUNCT bracis-33556 128 5 bert bert PROPN bracis-33556 128 6 ( ( PUNCT bracis-33556 128 7 sbert sbert NOUN bracis-33556 128 8 ) ) PUNCT bracis-33556 129 1 [ [ X bracis-33556 129 2 24 24 NUM bracis-33556 129 3 ] ] PUNCT bracis-33556 129 4 for for ADP bracis-33556 129 5 post post ADJ bracis-33556 129 6 - - ADJ bracis-33556 129 7 processing processing NOUN bracis-33556 129 8 , , PUNCT bracis-33556 129 9 along along ADP bracis-33556 129 10 with with ADP bracis-33556 129 11 the the DET bracis-33556 129 12 classes class NOUN bracis-33556 129 13 [ [ X bracis-33556 129 14 20 20 NUM bracis-33556 129 15 ] ] PUNCT bracis-33556 129 16 . . PUNCT bracis-33556 130 1 after after ADP bracis-33556 130 2 comparison comparison NOUN bracis-33556 130 3 , , PUNCT bracis-33556 130 4 we we PRON bracis-33556 130 5 converted convert VERB bracis-33556 130 6 the the DET bracis-33556 130 7 answer answer NOUN bracis-33556 130 8 into into ADP bracis-33556 130 9 a a DET bracis-33556 130 10 vector vector NOUN bracis-33556 130 11 annotating annotate VERB bracis-33556 130 12 the the DET bracis-33556 130 13 entity entity NOUN bracis-33556 130 14 of of ADP bracis-33556 130 15 the the DET bracis-33556 130 16 term term NOUN bracis-33556 130 17 in in ADP bracis-33556 130 18 the the DET bracis-33556 130 19 sentence sentence NOUN bracis-33556 130 20 . . PUNCT bracis-33556 131 1 the the DET bracis-33556 131 2 vector vector NOUN bracis-33556 131 3 is be AUX bracis-33556 131 4 incrementally incrementally ADV bracis-33556 131 5 annotated annotate VERB bracis-33556 131 6 because because SCONJ bracis-33556 131 7 we we PRON bracis-33556 131 8 use use VERB bracis-33556 131 9 a a DET bracis-33556 131 10 prompt prompt NOUN bracis-33556 131 11 for for ADP bracis-33556 131 12 each each DET bracis-33556 131 13 term term NOUN bracis-33556 131 14 . . PUNCT bracis-33556 132 1 6 6 NUM bracis-33556 132 2 experimental experimental ADJ bracis-33556 132 3 evaluation evaluation NOUN bracis-33556 132 4 this this DET bracis-33556 132 5 section section NOUN bracis-33556 132 6 provides provide VERB bracis-33556 132 7 an an DET bracis-33556 132 8 overview overview NOUN bracis-33556 132 9 of of ADP bracis-33556 132 10 the the DET bracis-33556 132 11 experimental experimental ADJ bracis-33556 132 12 environment environment NOUN bracis-33556 132 13 , , PUNCT bracis-33556 132 14 encompassing encompass VERB bracis-33556 132 15 the the DET bracis-33556 132 16 principal principal ADJ bracis-33556 132 17 libraries library NOUN bracis-33556 132 18 utilized utilize VERB bracis-33556 132 19 , , PUNCT bracis-33556 132 20 hyperparameters hyperparameter NOUN bracis-33556 132 21 , , PUNCT bracis-33556 132 22 and and CCONJ bracis-33556 132 23 a a DET bracis-33556 132 24 thorough thorough ADJ bracis-33556 132 25 explanation explanation NOUN bracis-33556 132 26 of of ADP bracis-33556 132 27 the the DET bracis-33556 132 28 hyperparameter hyperparameter NOUN bracis-33556 132 29 tuning tuning NOUN bracis-33556 132 30 carried carry VERB bracis-33556 132 31 out out ADP bracis-33556 132 32 for for ADP bracis-33556 132 33 the the DET bracis-33556 132 34 lora lora PROPN bracis-33556 132 35 models model NOUN bracis-33556 132 36 . . PUNCT bracis-33556 133 1 in in ADP bracis-33556 133 2 addition addition NOUN bracis-33556 133 3 , , PUNCT bracis-33556 133 4 we we PRON bracis-33556 133 5 discuss discuss VERB bracis-33556 133 6 the the DET bracis-33556 133 7 performance performance NOUN bracis-33556 133 8 metrics metric NOUN bracis-33556 133 9 utilized utilize VERB bracis-33556 133 10 to to PART bracis-33556 133 11 evaluate evaluate VERB bracis-33556 133 12 our our PRON bracis-33556 133 13 models model NOUN bracis-33556 133 14 . . PUNCT bracis-33556 134 1 6.1 6.1 NUM bracis-33556 134 2 setup setup NOUN bracis-33556 134 3 we we PRON bracis-33556 134 4 conducted conduct VERB bracis-33556 134 5 the the DET bracis-33556 134 6 experiments experiment NOUN bracis-33556 134 7 on on ADP bracis-33556 134 8 a a DET bracis-33556 134 9 computer computer NOUN bracis-33556 134 10 with with ADP bracis-33556 134 11 12 12 NUM bracis-33556 134 12 gb gb NOUN bracis-33556 134 13 ram ram NOUN bracis-33556 134 14 and and CCONJ bracis-33556 134 15 an an DET bracis-33556 134 16 nvidia nvidia PROPN bracis-33556 134 17 geforce geforce NOUN bracis-33556 134 18 rtx rtx PROPN bracis-33556 134 19 4070 4070 NUM bracis-33556 134 20 gpu gpu PROPN bracis-33556 134 21 . . PROPN bracis-33556 135 1 owing owe VERB bracis-33556 135 2 to to ADP bracis-33556 135 3 its its PRON bracis-33556 135 4 broad broad ADJ bracis-33556 135 5 support support NOUN bracis-33556 135 6 for for ADP bracis-33556 135 7 libraries library NOUN bracis-33556 135 8 related relate VERB bracis-33556 135 9 to to ADP bracis-33556 135 10 machine machine NOUN bracis-33556 135 11 learning learning NOUN bracis-33556 135 12 and and CCONJ bracis-33556 135 13 natural natural ADJ bracis-33556 135 14 language language NOUN bracis-33556 135 15 processing processing NOUN bracis-33556 135 16 , , PUNCT bracis-33556 135 17 we we PRON bracis-33556 135 18 decided decide VERB bracis-33556 135 19 to to PART bracis-33556 135 20 implement implement VERB bracis-33556 135 21 our our PRON bracis-33556 135 22 experiments experiment NOUN bracis-33556 135 23 using use VERB bracis-33556 135 24 python python PROPN bracis-33556 135 25 3.7.6 3.7.6 NUM bracis-33556 135 26 . . PUNCT bracis-33556 135 27 quantization quantization NOUN bracis-33556 135 28 , , PUNCT bracis-33556 135 29 performed perform VERB bracis-33556 135 30 using use VERB bracis-33556 135 31 the the DET bracis-33556 135 32 bitsandbytes bitsandbyte NOUN bracis-33556 135 33 libraryfootnote libraryfootnote ADJ bracis-33556 135 34 2 2 NUM bracis-33556 135 35 , , PUNCT bracis-33556 135 36 was be AUX bracis-33556 135 37 employed employ VERB bracis-33556 135 38 to to PART bracis-33556 135 39 reduce reduce VERB bracis-33556 135 40 memory memory NOUN bracis-33556 135 41 requirements requirement NOUN bracis-33556 135 42 and and CCONJ bracis-33556 135 43 computational computational ADJ bracis-33556 135 44 costs cost NOUN bracis-33556 135 45 . . PUNCT bracis-33556 136 1 the the DET bracis-33556 136 2 bert bert PROPN bracis-33556 136 3 and and CCONJ bracis-33556 136 4 mistral mistral ADJ bracis-33556 136 5 models model NOUN bracis-33556 136 6 were be AUX bracis-33556 136 7 obtained obtain VERB bracis-33556 136 8 from from ADP bracis-33556 136 9 the the DET bracis-33556 136 10 huggingface huggingface NOUN bracis-33556 136 11 hub hub NOUN bracis-33556 136 12 . . PUNCT bracis-33556 137 1 the the DET bracis-33556 137 2 functions function NOUN bracis-33556 137 3 and and CCONJ bracis-33556 137 4 methods method NOUN bracis-33556 137 5 of of ADP bracis-33556 137 6 lora lora PROPN bracis-33556 137 7 and and CCONJ bracis-33556 137 8 running run VERB bracis-33556 137 9 the the DET bracis-33556 137 10 models model NOUN bracis-33556 137 11 were be AUX bracis-33556 137 12 used use VERB bracis-33556 137 13 from from ADP bracis-33556 137 14 huggingface huggingface NOUN bracis-33556 137 15 . . PUNCT bracis-33556 138 1 6.2 6.2 NUM bracis-33556 138 2 hyperparameters hyperparameter NOUN bracis-33556 138 3 in in ADP bracis-33556 138 4 this this DET bracis-33556 138 5 section section NOUN bracis-33556 138 6 , , PUNCT bracis-33556 138 7 we we PRON bracis-33556 138 8 describe describe VERB bracis-33556 138 9 the the DET bracis-33556 138 10 experiment experiment NOUN bracis-33556 138 11 hyperparameters hyperparameter NOUN bracis-33556 138 12 . . PUNCT bracis-33556 139 1 we we PRON bracis-33556 139 2 first first ADV bracis-33556 139 3 present present VERB bracis-33556 139 4 the the DET bracis-33556 139 5 hyperparameter hyperparameter NOUN bracis-33556 139 6 search search NOUN bracis-33556 139 7 and and CCONJ bracis-33556 139 8 final final ADJ bracis-33556 139 9 values value NOUN bracis-33556 139 10 for for ADP bracis-33556 139 11 lora lora PROPN bracis-33556 139 12 training training NOUN bracis-33556 139 13 . . PUNCT bracis-33556 140 1 here here ADV bracis-33556 140 2 , , PUNCT bracis-33556 140 3 we we PRON bracis-33556 140 4 present present VERB bracis-33556 140 5 the the DET bracis-33556 140 6 values value NOUN bracis-33556 140 7 used use VERB bracis-33556 140 8 to to PART bracis-33556 140 9 train train VERB bracis-33556 140 10 the the DET bracis-33556 140 11 bert bert PROPN bracis-33556 140 12 models model NOUN bracis-33556 140 13 . . PUNCT bracis-33556 141 1 finally finally ADV bracis-33556 141 2 , , PUNCT bracis-33556 141 3 we we PRON bracis-33556 141 4 present present VERB bracis-33556 141 5 the the DET bracis-33556 141 6 hyperparameters hyperparameter NOUN bracis-33556 141 7 for for ADP bracis-33556 141 8 quantization quantization NOUN bracis-33556 141 9 and and CCONJ bracis-33556 141 10 generate generate VERB bracis-33556 141 11 responses response NOUN bracis-33556 141 12 to to ADP bracis-33556 141 13 the the DET bracis-33556 141 14 llm llm NOUN bracis-33556 141 15 . . PUNCT bracis-33556 142 1 lora lora PROPN bracis-33556 142 2 . . PUNCT bracis-33556 143 1 we we PRON bracis-33556 143 2 used use VERB bracis-33556 143 3 optuna optuna NOUN bracis-33556 144 1 [ [ X bracis-33556 144 2 1 1 X bracis-33556 144 3 ] ] PUNCT bracis-33556 144 4 to to PART bracis-33556 144 5 perform perform VERB bracis-33556 144 6 the the DET bracis-33556 144 7 hyperparameter hyperparameter NOUN bracis-33556 144 8 search search NOUN bracis-33556 144 9 . . PUNCT bracis-33556 145 1 we we PRON bracis-33556 145 2 set set VERB bracis-33556 145 3 the the DET bracis-33556 145 4 optimization optimization NOUN bracis-33556 145 5 range range NOUN bracis-33556 145 6 to to PART bracis-33556 145 7 drop drop VERB bracis-33556 145 8 out out ADP bracis-33556 145 9 around around ADP bracis-33556 145 10 0.1 0.1 NUM bracis-33556 145 11 and and CCONJ bracis-33556 145 12 0.5 0.5 NUM bracis-33556 145 13 , , PUNCT bracis-33556 145 14 and and CCONJ bracis-33556 145 15 the the DET bracis-33556 145 16 range range NOUN bracis-33556 145 17 of of ADP bracis-33556 145 18 r r NOUN bracis-33556 145 19 and and CCONJ bracis-33556 145 20 alpha alpha NOUN bracis-33556 145 21 between between ADP bracis-33556 145 22 16 16 NUM bracis-33556 145 23 , , PUNCT bracis-33556 145 24 32 32 NUM bracis-33556 145 25 , , PUNCT bracis-33556 145 26 64 64 NUM bracis-33556 145 27 , , PUNCT bracis-33556 145 28 and and CCONJ bracis-33556 145 29 128 128 NUM bracis-33556 145 30 , , PUNCT bracis-33556 145 31 with with ADP bracis-33556 145 32 100 100 NUM bracis-33556 145 33 iterations iteration NOUN bracis-33556 145 34 . . PUNCT bracis-33556 146 1 the the DET bracis-33556 146 2 final final ADJ bracis-33556 146 3 hyperparameters hyperparameter NOUN bracis-33556 146 4 were be AUX bracis-33556 146 5 r r NOUN bracis-33556 146 6     SPACE bracis-33556 146 7 = = NOUN bracis-33556 146 8     SPACE bracis-33556 146 9 32 32 NUM bracis-33556 146 10 alpha alpha NOUN bracis-33556 146 11     SPACE bracis-33556 146 12 = = NOUN bracis-33556 146 13     SPACE bracis-33556 146 14 1.747406 1.747406 NUM bracis-33556 146 15 , , PUNCT bracis-33556 146 16 dropout dropout NOUN bracis-33556 146 17     SPACE bracis-33556 146 18 = = NOUN bracis-33556 146 19     SPACE bracis-33556 146 20 0.1 0.1 NUM bracis-33556 146 21 ( ( PUNCT bracis-33556 146 22 without without ADP bracis-33556 146 23 optimization optimization NOUN bracis-33556 146 24 ) ) PUNCT bracis-33556 146 25 and and CCONJ bracis-33556 146 26 bias bias NOUN bracis-33556 146 27     SPACE bracis-33556 146 28 = = NOUN bracis-33556 146 29     SPACE bracis-33556 146 30 “ " PUNCT bracis-33556 146 31 all all PRON bracis-33556 146 32 ” " PUNCT bracis-33556 146 33 . . PUNCT bracis-33556 147 1 bert bert PROPN bracis-33556 147 2 . . PUNCT bracis-33556 148 1 we we PRON bracis-33556 148 2 followed follow VERB bracis-33556 148 3 previous previous ADJ bracis-33556 148 4 studies study NOUN bracis-33556 148 5 that that PRON bracis-33556 148 6 used use VERB bracis-33556 148 7 the the DET bracis-33556 148 8 same same ADJ bracis-33556 148 9 legal legal ADJ bracis-33556 148 10 corpora corpora NOUN bracis-33556 148 11 to to PART bracis-33556 148 12 set set VERB bracis-33556 148 13 the the DET bracis-33556 148 14 hyperparameters hyperparameter NOUN bracis-33556 148 15 for for ADP bracis-33556 148 16 the the DET bracis-33556 148 17 bert bert PROPN bracis-33556 148 18 classifier classifier NOUN bracis-33556 148 19 [ [ X bracis-33556 148 20 6 6 NUM bracis-33556 148 21 , , PUNCT bracis-33556 148 22 19 19 NUM bracis-33556 148 23 , , PUNCT bracis-33556 148 24 34 34 NUM bracis-33556 148 25 ] ] PUNCT bracis-33556 148 26 . . PUNCT bracis-33556 149 1 the the DET bracis-33556 149 2 set set NOUN bracis-33556 149 3 of of ADP bracis-33556 149 4 values value NOUN bracis-33556 149 5 was be AUX bracis-33556 149 6 learning_rate learning_rate NOUN bracis-33556 149 7     SPACE bracis-33556 149 8 = = NOUN bracis-33556 149 9     SPACE bracis-33556 149 10 1e−3 1e−3 NUM bracis-33556 149 11 , , PUNCT bracis-33556 149 12 batch_size batch_size VERB bracis-33556 149 13     SPACE bracis-33556 149 14 = = NOUN bracis-33556 149 15     SPACE bracis-33556 149 16 10 10 NUM bracis-33556 149 17 , , PUNCT bracis-33556 149 18 and and CCONJ bracis-33556 149 19 weight_decay_size weight_decay_size VERB bracis-33556 150 1 = = SYM bracis-33556 150 2 0.01 0.01 NUM bracis-33556 150 3 . . PUNCT bracis-33556 151 1 llm llm PROPN bracis-33556 151 2 . . PUNCT bracis-33556 152 1 we we PRON bracis-33556 152 2 use use VERB bracis-33556 152 3 4 4 NUM bracis-33556 152 4 - - PUNCT bracis-33556 152 5 bit bit NOUN bracis-33556 152 6 quantization quantization NOUN bracis-33556 152 7 to to PART bracis-33556 152 8 load load VERB bracis-33556 152 9 the the DET bracis-33556 152 10 model model NOUN bracis-33556 152 11 in in ADP bracis-33556 152 12 our our PRON bracis-33556 152 13 machine machine NOUN bracis-33556 152 14 , , PUNCT bracis-33556 152 15 setting set VERB bracis-33556 152 16 the the DET bracis-33556 152 17 attributes attribute NOUN bracis-33556 152 18 load_in_4bit load_in_4bit PROPN bracis-33556 152 19     SPACE bracis-33556 152 20 = = NOUN bracis-33556 152 21     SPACE bracis-33556 152 22 true true ADJ bracis-33556 152 23 , , PUNCT bracis-33556 152 24 bnb_4bit_compute_dtype bnb_4bit_compute_dtype PROPN bracis-33556 152 25     SPACE bracis-33556 152 26 = = NOUN bracis-33556 152 27     SPACE bracis-33556 152 28 torch.bfloat16 torch.bfloat16 NOUN bracis-33556 152 29 , , PUNCT bracis-33556 152 30 torch_dtype torch_dtype NOUN bracis-33556 152 31 = = SYM bracis-33556 152 32 torch.float16 torch.float16 NOUN bracis-33556 152 33 , , PUNCT bracis-33556 152 34 device_map device_map NOUN bracis-33556 152 35     SPACE bracis-33556 152 36 = = NOUN bracis-33556 152 37     SPACE bracis-33556 152 38 “ " PUNCT bracis-33556 152 39 auto auto NOUN bracis-33556 152 40 ” " PUNCT bracis-33556 152 41 . . PUNCT bracis-33556 153 1 to to PART bracis-33556 153 2 generate generate VERB bracis-33556 153 3 the the DET bracis-33556 153 4 answer answer NOUN bracis-33556 153 5 , , PUNCT bracis-33556 153 6 we we PRON bracis-33556 153 7 used use VERB bracis-33556 153 8 the the DET bracis-33556 153 9 standard standard ADJ bracis-33556 153 10 value value NOUN bracis-33556 153 11 of of ADP bracis-33556 153 12 the the DET bracis-33556 153 13 method method NOUN bracis-33556 153 14 generate generate NOUN bracis-33556 153 15 , , PUNCT bracis-33556 153 16 setting set VERB bracis-33556 153 17 max_new_tokens max_new_token NOUN bracis-33556 153 18     SPACE bracis-33556 153 19 = = NOUN bracis-33556 153 20     SPACE bracis-33556 153 21 800 800 NUM bracis-33556 153 22 and and CCONJ bracis-33556 153 23 pad_token_id pad_token_id PROPN bracis-33556 153 24     SPACE bracis-33556 153 25 = = NOUN bracis-33556 153 26     SPACE bracis-33556 153 27 model.config.eos_token_id model.config.eos_token_id PROPN bracis-33556 153 28 . . PROPN bracis-33556 154 1 6.3 6.3 NUM bracis-33556 154 2 metrics metric NOUN bracis-33556 154 3 we we PRON bracis-33556 154 4 used use VERB bracis-33556 154 5 seqeval seqeval NOUN bracis-33556 154 6 [ [ X bracis-33556 154 7 18 18 NUM bracis-33556 154 8 ] ] PUNCT bracis-33556 154 9 to to PART bracis-33556 154 10 compute compute VERB bracis-33556 154 11 the the DET bracis-33556 154 12 metrics metric NOUN bracis-33556 154 13 . . PUNCT bracis-33556 155 1 this this DET bracis-33556 155 2 library library NOUN bracis-33556 155 3 assesses assess VERB bracis-33556 155 4 the the DET bracis-33556 155 5 results result NOUN bracis-33556 155 6 by by ADP bracis-33556 155 7 considering consider VERB bracis-33556 155 8 the the DET bracis-33556 155 9 sequence sequence NOUN bracis-33556 155 10 of of ADP bracis-33556 155 11 tags tag NOUN bracis-33556 155 12 assigned assign VERB bracis-33556 155 13 to to ADP bracis-33556 155 14 each each DET bracis-33556 155 15 entity entity NOUN bracis-33556 155 16 in in ADP bracis-33556 155 17 a a DET bracis-33556 155 18 complete complete ADJ bracis-33556 155 19 sentence sentence NOUN bracis-33556 155 20 , , PUNCT bracis-33556 155 21 clearly clearly ADV bracis-33556 155 22 recognizing recognize VERB bracis-33556 155 23 entities entity NOUN bracis-33556 155 24 beyond beyond ADP bracis-33556 155 25 individual individual ADJ bracis-33556 155 26 tokens token NOUN bracis-33556 155 27 . . PUNCT bracis-33556 156 1 our our PRON bracis-33556 156 2 primary primary ADJ bracis-33556 156 3 metric metric NOUN bracis-33556 156 4 is be AUX bracis-33556 156 5 the the DET bracis-33556 156 6 f1 f1 NOUN bracis-33556 156 7 - - PUNCT bracis-33556 156 8 score score NOUN bracis-33556 156 9 , , PUNCT bracis-33556 156 10 calculated calculate VERB bracis-33556 156 11 for for ADP bracis-33556 156 12 each each DET bracis-33556 156 13 class class NOUN bracis-33556 156 14 and and CCONJ bracis-33556 156 15 overall overall NOUN bracis-33556 156 16 . . PUNCT bracis-33556 157 1 additionally additionally ADV bracis-33556 157 2 , , PUNCT bracis-33556 157 3 precision precision NOUN bracis-33556 157 4 and and CCONJ bracis-33556 157 5 recall recall NOUN bracis-33556 157 6 were be AUX bracis-33556 157 7 computed compute VERB bracis-33556 157 8 for for ADP bracis-33556 157 9 each each DET bracis-33556 157 10 class class NOUN bracis-33556 157 11 , , PUNCT bracis-33556 157 12 whereas whereas SCONJ bracis-33556 157 13 accuracy accuracy NOUN bracis-33556 157 14 was be AUX bracis-33556 157 15 determined determine VERB bracis-33556 157 16 for for ADP bracis-33556 157 17 the the DET bracis-33556 157 18 overall overall ADJ bracis-33556 157 19 results result NOUN bracis-33556 157 20 . . PUNCT bracis-33556 158 1 7 7 NUM bracis-33556 158 2 results result NOUN bracis-33556 158 3 and and CCONJ bracis-33556 158 4     SPACE bracis-33556 158 5 discussion discussion NOUN bracis-33556 158 6 in in ADP bracis-33556 158 7 this this DET bracis-33556 158 8 section section NOUN bracis-33556 158 9 , , PUNCT bracis-33556 158 10 we we PRON bracis-33556 158 11 present present VERB bracis-33556 158 12 the the DET bracis-33556 158 13 outcomes outcome NOUN bracis-33556 158 14 of of ADP bracis-33556 158 15 our our PRON bracis-33556 158 16 experiments experiment NOUN bracis-33556 158 17 involving involve VERB bracis-33556 158 18 lora lora PROPN bracis-33556 158 19 applied apply VERB bracis-33556 158 20 to to ADP bracis-33556 158 21 bert bert NOUN bracis-33556 158 22 models model NOUN bracis-33556 158 23 and and CCONJ bracis-33556 158 24 llm llm NOUN bracis-33556 158 25 as as ADP bracis-33556 158 26 an an DET bracis-33556 158 27 ensemble ensemble ADJ bracis-33556 158 28 approach approach NOUN bracis-33556 158 29 . . PUNCT bracis-33556 159 1 initially initially ADV bracis-33556 159 2 , , PUNCT bracis-33556 159 3 we we PRON bracis-33556 159 4 delve delve VERB bracis-33556 159 5 into into ADP bracis-33556 159 6 the the DET bracis-33556 159 7 performance performance NOUN bracis-33556 159 8 of of ADP bracis-33556 159 9 individual individual ADJ bracis-33556 159 10 lora lora PROPN bracis-33556 159 11 classifiers classifier NOUN bracis-33556 159 12 , , PUNCT bracis-33556 159 13 considering consider VERB bracis-33556 159 14 any any DET bracis-33556 159 15 potential potential ADJ bracis-33556 159 16 connections connection NOUN bracis-33556 159 17 to to ADP bracis-33556 159 18 the the DET bracis-33556 159 19 pretraining pretraine VERB bracis-33556 159 20 domain domain NOUN bracis-33556 159 21 of of ADP bracis-33556 159 22 the the DET bracis-33556 159 23 underlying underlying ADJ bracis-33556 159 24 base base NOUN bracis-33556 159 25 models model NOUN bracis-33556 159 26 . . PUNCT bracis-33556 160 1 subsequently subsequently ADV bracis-33556 160 2 , , PUNCT bracis-33556 160 3 we we PRON bracis-33556 160 4 reveal reveal VERB bracis-33556 160 5 the the DET bracis-33556 160 6 combined combine VERB bracis-33556 160 7 results result NOUN bracis-33556 160 8 achieved achieve VERB bracis-33556 160 9 through through ADP bracis-33556 160 10 the the DET bracis-33556 160 11 llm llm PROPN bracis-33556 160 12 ensemble ensemble ADJ bracis-33556 160 13 technique technique NOUN bracis-33556 160 14 and and CCONJ bracis-33556 160 15 scrutinize scrutinize VERB bracis-33556 160 16 the the DET bracis-33556 160 17 relationships relationship NOUN bracis-33556 160 18 between between ADP bracis-33556 160 19 the the DET bracis-33556 160 20 selected select VERB bracis-33556 160 21 models model NOUN bracis-33556 160 22 and and CCONJ bracis-33556 160 23 prompts prompt NOUN bracis-33556 160 24 . . PUNCT bracis-33556 161 1 finally finally ADV bracis-33556 161 2 , , PUNCT bracis-33556 161 3 we we PRON bracis-33556 161 4 compare compare VERB bracis-33556 161 5 our our PRON bracis-33556 161 6 results result NOUN bracis-33556 161 7 with with ADP bracis-33556 161 8 those those DET bracis-33556 161 9 existing exist VERB bracis-33556 161 10 state state NOUN bracis-33556 161 11 - - PUNCT bracis-33556 161 12 of of ADP bracis-33556 161 13 - - PUNCT bracis-33556 161 14 the the DET bracis-33556 161 15 - - PUNCT bracis-33556 161 16 art art NOUN bracis-33556 161 17 ( ( PUNCT bracis-33556 161 18 sota sota NOUN bracis-33556 161 19 ) ) PUNCT bracis-33556 161 20 baselines baseline NOUN bracis-33556 161 21 . . PUNCT bracis-33556 162 1 7.1 7.1 NUM bracis-33556 162 2 lora lora PROPN bracis-33556 162 3 classifiers classifier NOUN bracis-33556 162 4 table table VERB bracis-33556 162 5 1 1 NUM bracis-33556 162 6 . . PUNCT bracis-33556 163 1 f1 f1 NOUN bracis-33556 163 2 - - PUNCT bracis-33556 163 3 score score NOUN bracis-33556 163 4 for for ADP bracis-33556 163 5 each each DET bracis-33556 163 6 corpus corpus NOUN bracis-33556 163 7 to to ADP bracis-33556 163 8 the the DET bracis-33556 163 9 lora lora PROPN bracis-33556 163 10 classifiers.full classifiers.full NOUN bracis-33556 163 11 size size NOUN bracis-33556 163 12 table table NOUN bracis-33556 163 13 we we PRON bracis-33556 163 14 present present VERB bracis-33556 163 15 the the DET bracis-33556 163 16 final final ADJ bracis-33556 163 17 f1 f1 NOUN bracis-33556 163 18 - - PUNCT bracis-33556 163 19 score score NOUN bracis-33556 163 20 of of ADP bracis-33556 163 21 the the DET bracis-33556 163 22 classifiers classifier NOUN bracis-33556 163 23 to to ADP bracis-33556 163 24 each each DET bracis-33556 163 25 corpus corpus NOUN bracis-33556 163 26 in in ADP bracis-33556 163 27 table table NOUN bracis-33556 163 28     SPACE bracis-33556 163 29 1 1 NUM bracis-33556 163 30 . . PUNCT bracis-33556 164 1 legalbert legalbert NOUN bracis-33556 164 2 - - PUNCT bracis-33556 164 3 pt pt NOUN bracis-33556 164 4 presented present VERB bracis-33556 164 5 the the DET bracis-33556 164 6 best good ADJ bracis-33556 164 7 result result NOUN bracis-33556 164 8 for for ADP bracis-33556 164 9 lener lener NOUN bracis-33556 164 10 - - PUNCT bracis-33556 164 11 br br NOUN bracis-33556 164 12 , , PUNCT bracis-33556 164 13 obtaining obtain VERB bracis-33556 164 14 88 88 NUM bracis-33556 164 15 % % NOUN bracis-33556 164 16 , , PUNCT bracis-33556 164 17 followed follow VERB bracis-33556 164 18 by by ADP bracis-33556 164 19 bertimbau bertimbau NOUN bracis-33556 164 20 , , PUNCT bracis-33556 164 21 with with ADP bracis-33556 164 22 87 87 NUM bracis-33556 164 23 % % NOUN bracis-33556 164 24 . . PUNCT bracis-33556 165 1 for for ADP bracis-33556 165 2 ulyssesner ulyssesner NOUN bracis-33556 165 3 - - PUNCT bracis-33556 165 4 br br NOUN bracis-33556 165 5 , , PUNCT bracis-33556 165 6 we we PRON bracis-33556 165 7 obtained obtain VERB bracis-33556 165 8 the the DET bracis-33556 165 9 inverse inverse NOUN bracis-33556 165 10 result result NOUN bracis-33556 165 11 , , PUNCT bracis-33556 165 12 where where SCONJ bracis-33556 165 13 bertimbau bertimbau NOUN bracis-33556 165 14 had have VERB bracis-33556 165 15 the the DET bracis-33556 165 16 best good ADJ bracis-33556 165 17 result result NOUN bracis-33556 165 18 at at ADP bracis-33556 165 19 81 81 NUM bracis-33556 165 20 % % NOUN bracis-33556 165 21 , , PUNCT bracis-33556 165 22 followed follow VERB bracis-33556 165 23 by by ADP bracis-33556 165 24 legalbert legalbert NOUN bracis-33556 165 25 - - PUNCT bracis-33556 165 26 pt pt NOUN bracis-33556 165 27 with with ADP bracis-33556 165 28 76 76 NUM bracis-33556 165 29 % % NOUN bracis-33556 165 30 . . PUNCT bracis-33556 166 1 this this DET bracis-33556 166 2 result result NOUN bracis-33556 166 3 probably probably ADV bracis-33556 166 4 occurred occur VERB bracis-33556 166 5 because because SCONJ bracis-33556 166 6 legalbert legalbert NOUN bracis-33556 166 7 - - PUNCT bracis-33556 166 8 pt pt NOUN bracis-33556 166 9 follows follow VERB bracis-33556 166 10 bertimbau bertimbau NOUN bracis-33556 166 11 pretraining pretraine VERB bracis-33556 166 12 in in ADP bracis-33556 166 13 judiciary judiciary ADJ bracis-33556 166 14 documents document NOUN bracis-33556 166 15 ( ( PUNCT bracis-33556 166 16 more more ADJ bracis-33556 166 17 information information NOUN bracis-33556 166 18 in in ADP bracis-33556 166 19 sect sect NOUN bracis-33556 166 20 . . PUNCT bracis-33556 166 21     SPACE bracis-33556 167 1 4 4 NUM bracis-33556 167 2 ) ) PUNCT bracis-33556 167 3 , , PUNCT bracis-33556 167 4 which which PRON bracis-33556 167 5 is be AUX bracis-33556 167 6 the the DET bracis-33556 167 7 data data NOUN bracis-33556 167 8 domain domain NOUN bracis-33556 167 9 of of ADP bracis-33556 167 10 lener lener NOUN bracis-33556 167 11 - - PUNCT bracis-33556 167 12 br br NOUN bracis-33556 167 13 , , PUNCT bracis-33556 167 14 whereas whereas SCONJ bracis-33556 167 15 ulyssesner ulyssesner NOUN bracis-33556 167 16 - - PUNCT bracis-33556 167 17 br br NOUN bracis-33556 167 18 uses use VERB bracis-33556 167 19 legislative legislative ADJ bracis-33556 167 20 documents document NOUN bracis-33556 167 21 , , PUNCT bracis-33556 167 22 which which PRON bracis-33556 167 23 can can AUX bracis-33556 167 24 explain explain VERB bracis-33556 167 25 the the DET bracis-33556 167 26 lower low ADJ bracis-33556 167 27 results result NOUN bracis-33556 167 28 in in ADP bracis-33556 167 29 this this DET bracis-33556 167 30 case case NOUN bracis-33556 167 31 . . PUNCT bracis-33556 168 1 however however ADV bracis-33556 168 2 , , PUNCT bracis-33556 168 3 it it PRON bracis-33556 168 4 is be AUX bracis-33556 168 5 important important ADJ bracis-33556 168 6 to to PART bracis-33556 168 7 note note VERB bracis-33556 168 8 that that SCONJ bracis-33556 168 9 we we PRON bracis-33556 168 10 can can AUX bracis-33556 168 11 not not PART bracis-33556 168 12 express express VERB bracis-33556 168 13 the the DET bracis-33556 168 14 consistency consistency NOUN bracis-33556 168 15 of of ADP bracis-33556 168 16 the the DET bracis-33556 168 17 difference difference NOUN bracis-33556 168 18 between between ADP bracis-33556 168 19 the the DET bracis-33556 168 20 close close ADJ bracis-33556 168 21 results result NOUN bracis-33556 168 22 because because SCONJ bracis-33556 168 23 we we PRON bracis-33556 168 24 did do AUX bracis-33556 168 25 not not PART bracis-33556 168 26 use use VERB bracis-33556 168 27 k k ADJ bracis-33556 168 28 - - ADJ bracis-33556 168 29 fold fold ADJ bracis-33556 168 30 cross cross NOUN bracis-33556 168 31 - - NOUN bracis-33556 168 32 validation validation NOUN bracis-33556 168 33 to to PART bracis-33556 168 34 obtain obtain VERB bracis-33556 168 35 the the DET bracis-33556 168 36 average average ADJ bracis-33556 168 37 result result NOUN bracis-33556 168 38 and and CCONJ bracis-33556 168 39 variance variance NOUN bracis-33556 168 40 around around ADP bracis-33556 168 41 the the DET bracis-33556 168 42 folds fold NOUN bracis-33556 168 43 . . PUNCT bracis-33556 169 1 furthermore furthermore ADV bracis-33556 169 2 , , PUNCT bracis-33556 169 3 we we PRON bracis-33556 169 4 did do AUX bracis-33556 169 5 not not PART bracis-33556 169 6 compute compute VERB bracis-33556 169 7 tests test NOUN bracis-33556 169 8 to to PART bracis-33556 169 9 obtain obtain VERB bracis-33556 169 10 statistical statistical ADJ bracis-33556 169 11 significance significance NOUN bracis-33556 169 12 . . PUNCT bracis-33556 170 1 another another DET bracis-33556 170 2 observation observation NOUN bracis-33556 170 3 regards regard VERB bracis-33556 170 4 the the DET bracis-33556 170 5 response response NOUN bracis-33556 170 6 format format NOUN bracis-33556 170 7 , , PUNCT bracis-33556 170 8 which which PRON bracis-33556 170 9 we we PRON bracis-33556 170 10 discovered discover VERB bracis-33556 170 11 during during ADP bracis-33556 170 12 manual manual ADJ bracis-33556 170 13 inspection inspection NOUN bracis-33556 170 14 . . PUNCT bracis-33556 171 1 specifically specifically ADV bracis-33556 171 2 , , PUNCT bracis-33556 171 3 instances instance NOUN bracis-33556 171 4 exist exist VERB bracis-33556 171 5 where where SCONJ bracis-33556 171 6 the the DET bracis-33556 171 7 generated generate VERB bracis-33556 171 8 outputs output NOUN bracis-33556 171 9 fail fail VERB bracis-33556 171 10 to to PART bracis-33556 171 11 adhere adhere VERB bracis-33556 171 12 strictly strictly ADV bracis-33556 171 13 to to ADP bracis-33556 171 14 the the DET bracis-33556 171 15 prescribed prescribed ADJ bracis-33556 171 16 formats format NOUN bracis-33556 171 17 . . PUNCT bracis-33556 172 1 given give VERB bracis-33556 172 2 this this DET bracis-33556 172 3 discrepancy discrepancy NOUN bracis-33556 172 4 , , PUNCT bracis-33556 172 5 there there PRON bracis-33556 172 6 is be VERB bracis-33556 172 7 a a DET bracis-33556 172 8 risk risk NOUN bracis-33556 172 9 that that SCONJ bracis-33556 172 10 accurate accurate ADJ bracis-33556 172 11 responses response NOUN bracis-33556 172 12 might might AUX bracis-33556 172 13 go go VERB bracis-33556 172 14 undetected undetected ADJ bracis-33556 172 15 due due ADP bracis-33556 172 16 to to ADP bracis-33556 172 17 unexpected unexpected ADJ bracis-33556 172 18 presentation presentation NOUN bracis-33556 172 19 , , PUNCT bracis-33556 172 20 consequently consequently ADV bracis-33556 172 21 contributing contribute VERB bracis-33556 172 22 to to ADP bracis-33556 172 23 reduced reduce VERB bracis-33556 172 24 f1 f1 PROPN bracis-33556 172 25 scores score NOUN bracis-33556 172 26 . . PUNCT bracis-33556 173 1 7.2 7.2 NUM bracis-33556 173 2 llms llm NOUN bracis-33556 173 3 applied apply VERB bracis-33556 173 4 as as ADP bracis-33556 173 5     SPACE bracis-33556 173 6 ensemble ensemble ADJ bracis-33556 173 7 table table NOUN bracis-33556 173 8 2 2 NUM bracis-33556 173 9 . . PUNCT bracis-33556 173 10 overall overall ADJ bracis-33556 173 11 f1 f1 NOUN bracis-33556 173 12 - - PUNCT bracis-33556 173 13 score score NOUN bracis-33556 173 14 for for ADP bracis-33556 173 15 ulyssesner ulyssesner NOUN bracis-33556 173 16 - - PUNCT bracis-33556 173 17 br br NOUN bracis-33556 173 18 using use VERB bracis-33556 173 19 mistral mistral ADJ bracis-33556 173 20 7b 7b NOUN bracis-33556 173 21 as as ADP bracis-33556 173 22 ensembler.full ensembler.full NUM bracis-33556 173 23 size size NOUN bracis-33556 173 24 table table NOUN bracis-33556 173 25 table table NOUN bracis-33556 173 26 3 3 NUM bracis-33556 173 27 . . PUNCT bracis-33556 173 28 overall overall ADJ bracis-33556 173 29 f1 f1 NOUN bracis-33556 173 30 - - PUNCT bracis-33556 173 31 score score NOUN bracis-33556 173 32 for for ADP bracis-33556 173 33 lener lener NOUN bracis-33556 173 34 - - PUNCT bracis-33556 173 35 br br NOUN bracis-33556 173 36 using use VERB bracis-33556 173 37 mistral mistral ADJ bracis-33556 173 38 7b 7b NOUN bracis-33556 173 39 as as ADP bracis-33556 173 40 ensembler.full ensembler.full NUM bracis-33556 173 41 size size NOUN bracis-33556 173 42 table table NOUN bracis-33556 173 43 the the DET bracis-33556 173 44 performance performance NOUN bracis-33556 173 45 resulting result VERB bracis-33556 173 46 from from ADP bracis-33556 173 47 employing employ VERB bracis-33556 173 48 mistral mistral ADJ bracis-33556 173 49 7b 7b NOUN bracis-33556 173 50 as as ADP bracis-33556 173 51 an an DET bracis-33556 173 52 ensemble ensemble ADJ bracis-33556 173 53 approach approach NOUN bracis-33556 173 54 can can AUX bracis-33556 173 55 be be AUX bracis-33556 173 56 found find VERB bracis-33556 173 57 in in ADP bracis-33556 173 58 tables table NOUN bracis-33556 173 59     SPACE bracis-33556 173 60 2 2 NUM bracis-33556 173 61 and and CCONJ bracis-33556 173 62 3 3 NUM bracis-33556 173 63 . . X bracis-33556 174 1 we we PRON bracis-33556 174 2 conducted conduct VERB bracis-33556 174 3 experiments experiment NOUN bracis-33556 174 4 covering cover VERB bracis-33556 174 5 diverse diverse ADJ bracis-33556 174 6 combinations combination NOUN bracis-33556 174 7 of of ADP bracis-33556 174 8 prompts prompt NOUN bracis-33556 174 9 and and CCONJ bracis-33556 174 10 models model NOUN bracis-33556 174 11 to to PART bracis-33556 174 12 evaluate evaluate VERB bracis-33556 174 13 the the DET bracis-33556 174 14 effect effect NOUN bracis-33556 174 15 of of ADP bracis-33556 174 16 each each DET bracis-33556 174 17 model model NOUN bracis-33556 174 18 - - PUNCT bracis-33556 174 19 prompt prompt ADJ bracis-33556 174 20 pairing pairing NOUN bracis-33556 174 21 . . PUNCT bracis-33556 175 1 surprisingly surprisingly ADV bracis-33556 175 2 , , PUNCT bracis-33556 175 3 the the DET bracis-33556 175 4 combination combination NOUN bracis-33556 175 5 of of ADP bracis-33556 175 6 multiple multiple ADJ bracis-33556 175 7 models model NOUN bracis-33556 175 8 did do AUX bracis-33556 175 9 not not PART bracis-33556 175 10 yield yield VERB bracis-33556 175 11 improved improved ADJ bracis-33556 175 12 outcomes outcome NOUN bracis-33556 175 13 . . PUNCT bracis-33556 176 1 the the DET bracis-33556 176 2 top top ADJ bracis-33556 176 3 three three NUM bracis-33556 176 4 scores score NOUN bracis-33556 176 5 across across ADP bracis-33556 176 6 both both DET bracis-33556 176 7 datasets dataset NOUN bracis-33556 176 8 featured feature VERB bracis-33556 176 9 bertimbau bertimbau NOUN bracis-33556 176 10 and and CCONJ bracis-33556 176 11 legalbert legalbert NOUN bracis-33556 176 12 - - PUNCT bracis-33556 176 13 pt pt NOUN bracis-33556 176 14 employed employ VERB bracis-33556 176 15 independently independently ADV bracis-33556 176 16 , , PUNCT bracis-33556 176 17 echoing echo VERB bracis-33556 176 18 the the DET bracis-33556 176 19 trend trend NOUN bracis-33556 176 20 seen see VERB bracis-33556 176 21 in in ADP bracis-33556 176 22 table table NOUN bracis-33556 176 23     SPACE bracis-33556 176 24 1 1 NUM bracis-33556 176 25 , , PUNCT bracis-33556 176 26 wherein wherein SCONJ bracis-33556 176 27 bertimbau bertimbau NOUN bracis-33556 176 28 outperformed outperform VERB bracis-33556 176 29 ulyssesner ulyssesner NOUN bracis-33556 176 30 - - PUNCT bracis-33556 176 31 br br NOUN bracis-33556 176 32 , , PUNCT bracis-33556 176 33 whereas whereas SCONJ bracis-33556 176 34 legalbert legalbert NOUN bracis-33556 176 35 - - PUNCT bracis-33556 176 36 pt pt NOUN bracis-33556 176 37 proved prove VERB bracis-33556 176 38 superior superior ADJ bracis-33556 176 39 when when SCONJ bracis-33556 176 40 working work VERB bracis-33556 176 41 with with ADP bracis-33556 176 42 lener lener NOUN bracis-33556 176 43 - - PUNCT bracis-33556 176 44 br br NOUN bracis-33556 176 45 . . PUNCT bracis-33556 177 1 regarding regard VERB bracis-33556 177 2 prompt prompt ADJ bracis-33556 177 3 engineering engineering NOUN bracis-33556 177 4 , , PUNCT bracis-33556 177 5 our our PRON bracis-33556 177 6 investigation investigation NOUN bracis-33556 177 7 revealed reveal VERB bracis-33556 177 8 that that SCONJ bracis-33556 177 9 utilizing utilize VERB bracis-33556 177 10 definitional definitional ADJ bracis-33556 177 11 descriptions description NOUN bracis-33556 177 12 paired pair VERB bracis-33556 177 13 with with ADP bracis-33556 177 14 voting voting NOUN bracis-33556 177 15 yielded yield VERB bracis-33556 177 16 the the DET bracis-33556 177 17 most most ADV bracis-33556 177 18 successful successful ADJ bracis-33556 177 19 outcomes outcome NOUN bracis-33556 177 20 . . PUNCT bracis-33556 178 1 this this DET bracis-33556 178 2 strategy strategy NOUN bracis-33556 178 3 offers offer VERB bracis-33556 178 4 the the DET bracis-33556 178 5 model model NOUN bracis-33556 178 6 clear clear ADJ bracis-33556 178 7 class class NOUN bracis-33556 178 8 definitions definition NOUN bracis-33556 178 9 and and CCONJ bracis-33556 178 10 individual individual ADJ bracis-33556 178 11 class class NOUN bracis-33556 178 12 preferences preference NOUN bracis-33556 178 13 as as SCONJ bracis-33556 178 14 indicated indicate VERB bracis-33556 178 15 by by ADP bracis-33556 178 16 the the DET bracis-33556 178 17 participating participate VERB bracis-33556 178 18 models model NOUN bracis-33556 178 19 . . PUNCT bracis-33556 179 1 although although SCONJ bracis-33556 179 2 the the DET bracis-33556 179 3 label label NOUN bracis-33556 179 4 distribution distribution NOUN bracis-33556 179 5 appears appear VERB bracis-33556 179 6 scattered scatter VERB bracis-33556 179 7 throughout throughout ADP bracis-33556 179 8 the the DET bracis-33556 179 9 findings finding NOUN bracis-33556 179 10 , , PUNCT bracis-33556 179 11 the the DET bracis-33556 179 12 majority majority NOUN bracis-33556 179 13 converge converge VERB bracis-33556 179 14 near near ADP bracis-33556 179 15 50 50 NUM bracis-33556 179 16 % % NOUN bracis-33556 179 17 for for ADP bracis-33556 179 18 lener lener NOUN bracis-33556 179 19 - - PUNCT bracis-33556 179 20 br br NOUN bracis-33556 179 21 and and CCONJ bracis-33556 179 22 fall fall VERB bracis-33556 179 23 below below ADP bracis-33556 179 24 this this DET bracis-33556 179 25 threshold threshold NOUN bracis-33556 179 26 for for ADP bracis-33556 179 27 ulyssesner ulyssesner NOUN bracis-33556 179 28 - - PUNCT bracis-33556 179 29 br br NOUN bracis-33556 179 30 . . PUNCT bracis-33556 180 1 these these DET bracis-33556 180 2 observations observation NOUN bracis-33556 180 3 underscore underscore VERB bracis-33556 180 4 the the DET bracis-33556 180 5 significance significance NOUN bracis-33556 180 6 of of ADP bracis-33556 180 7 defining define VERB bracis-33556 180 8 a a DET bracis-33556 180 9 constrained constrain VERB bracis-33556 180 10 solution solution NOUN bracis-33556 180 11 space space NOUN bracis-33556 180 12 when when SCONJ bracis-33556 180 13 using use VERB bracis-33556 180 14 llms llm NOUN bracis-33556 180 15 , , PUNCT bracis-33556 180 16 facilitating facilitate VERB bracis-33556 180 17 enhanced enhanced ADJ bracis-33556 180 18 categorization categorization NOUN bracis-33556 180 19 capabilities capability NOUN bracis-33556 180 20 . . PUNCT bracis-33556 181 1 considering consider VERB bracis-33556 181 2 the the DET bracis-33556 181 3 exploratory exploratory ADJ bracis-33556 181 4 findings finding NOUN bracis-33556 181 5 presented present VERB bracis-33556 181 6 thus thus ADV bracis-33556 181 7 far far ADV bracis-33556 181 8 , , PUNCT bracis-33556 181 9 it it PRON bracis-33556 181 10 is be AUX bracis-33556 181 11 important important ADJ bracis-33556 181 12 to to PART bracis-33556 181 13 highlight highlight VERB bracis-33556 181 14 the the DET bracis-33556 181 15 necessity necessity NOUN bracis-33556 181 16 of of ADP bracis-33556 181 17 performing perform VERB bracis-33556 181 18 more more ADV bracis-33556 181 19 deliberate deliberate ADJ bracis-33556 181 20 examinations examination NOUN bracis-33556 181 21 to to PART bracis-33556 181 22 acquire acquire VERB bracis-33556 181 23 robust robust ADJ bracis-33556 181 24 statistical statistical ADJ bracis-33556 181 25 comparisons comparison NOUN bracis-33556 181 26 between between ADP bracis-33556 181 27 various various ADJ bracis-33556 181 28 prompt prompt ADJ bracis-33556 181 29 structures structure NOUN bracis-33556 181 30 and and CCONJ bracis-33556 181 31 models model NOUN bracis-33556 181 32 , , PUNCT bracis-33556 181 33 as as SCONJ bracis-33556 181 34 discussed discuss VERB bracis-33556 181 35 in in ADP bracis-33556 181 36 sect sect NOUN bracis-33556 181 37 . . PUNCT bracis-33556 181 38     SPACE bracis-33556 182 1 7.1 7.1 NUM bracis-33556 182 2 . . PUNCT bracis-33556 183 1 furthermore furthermore ADV bracis-33556 183 2 , , PUNCT bracis-33556 183 3 embracing embrace VERB bracis-33556 183 4 a a DET bracis-33556 183 5 multifaceted multifaceted ADJ bracis-33556 183 6 validation validation NOUN bracis-33556 183 7 strategy strategy NOUN bracis-33556 183 8 , , PUNCT bracis-33556 183 9 including include VERB bracis-33556 183 10 repetitive repetitive ADJ bracis-33556 183 11 experimentation experimentation NOUN bracis-33556 183 12 ( ( PUNCT bracis-33556 183 13 k k NOUN bracis-33556 183 14 iterations iteration NOUN bracis-33556 183 15 ) ) PUNCT bracis-33556 183 16 , , PUNCT bracis-33556 183 17 calculation calculation NOUN bracis-33556 183 18 of of ADP bracis-33556 183 19 mean mean ADJ bracis-33556 183 20 values value NOUN bracis-33556 183 21 , , PUNCT bracis-33556 183 22 and and CCONJ bracis-33556 183 23 determination determination NOUN bracis-33556 183 24 of of ADP bracis-33556 183 25 standard standard ADJ bracis-33556 183 26 deviations deviation NOUN bracis-33556 183 27 , , PUNCT bracis-33556 183 28 constitutes constitute VERB bracis-33556 183 29 another another DET bracis-33556 183 30 key key ADJ bracis-33556 183 31 element element NOUN bracis-33556 183 32 in in ADP bracis-33556 183 33 fostering foster VERB bracis-33556 183 34 greater great ADJ bracis-33556 183 35 certainty certainty NOUN bracis-33556 183 36 surrounding surround VERB bracis-33556 183 37 the the DET bracis-33556 183 38 obtained obtain VERB bracis-33556 183 39 outcomes outcome NOUN bracis-33556 183 40 . . PUNCT bracis-33556 184 1 7.3 7.3 NUM bracis-33556 184 2 our our PRON bracis-33556 184 3 results result NOUN bracis-33556 184 4 and and CCONJ bracis-33556 184 5     SPACE bracis-33556 184 6 the the DET bracis-33556 184 7     SPACE bracis-33556 184 8 state state NOUN bracis-33556 184 9 - - PUNCT bracis-33556 184 10 of of ADP bracis-33556 184 11 - - PUNCT bracis-33556 184 12 the the DET bracis-33556 184 13 - - PUNCT bracis-33556 184 14 art art NOUN bracis-33556 184 15 table table NOUN bracis-33556 184 16 4 4 NUM bracis-33556 184 17 . . PUNCT bracis-33556 184 18 overall overall ADJ bracis-33556 184 19 f1 f1 NOUN bracis-33556 184 20 - - PUNCT bracis-33556 184 21 score score NOUN bracis-33556 184 22 for for ADP bracis-33556 184 23 each each DET bracis-33556 184 24 corpus corpus NOUN bracis-33556 184 25 for for ADP bracis-33556 184 26 our our PRON bracis-33556 184 27 classifiers classifier NOUN bracis-33556 184 28 and and CCONJ bracis-33556 184 29 sota sota NOUN bracis-33556 184 30 classifiers classifier NOUN bracis-33556 184 31 . . PUNCT bracis-33556 185 1 the the DET bracis-33556 185 2 results result NOUN bracis-33556 185 3 for for ADP bracis-33556 185 4 ulyssesner ulyssesner NOUN bracis-33556 185 5 - - PUNCT bracis-33556 185 6 br br NOUN bracis-33556 185 7 are be AUX bracis-33556 185 8 from from ADP bracis-33556 185 9 nunes nunes PROPN bracis-33556 185 10 et et PROPN bracis-33556 185 11 al al PROPN bracis-33556 185 12 . . PROPN bracis-33556 186 1 ( ( PUNCT bracis-33556 186 2 2024 2024 NUM bracis-33556 186 3 ) ) PUNCT bracis-33556 187 1 [ [ X bracis-33556 187 2 19 19 NUM bracis-33556 187 3 ] ] PUNCT bracis-33556 187 4 , , PUNCT bracis-33556 187 5 and and CCONJ bracis-33556 187 6 the the DET bracis-33556 187 7 results result NOUN bracis-33556 187 8 for for ADP bracis-33556 187 9 lener lener NOUN bracis-33556 187 10 - - PUNCT bracis-33556 187 11 br br NOUN bracis-33556 187 12 are be AUX bracis-33556 187 13 from from ADP bracis-33556 187 14 zanuz zanuz PROPN bracis-33556 187 15 et et PROPN bracis-33556 187 16 al al PROPN bracis-33556 187 17 . . PROPN bracis-33556 187 18 ( ( PUNCT bracis-33556 187 19 2022 2022 NUM bracis-33556 187 20 ) ) PUNCT bracis-33556 188 1 [ [ X bracis-33556 188 2 34].full 34].full NUM bracis-33556 188 3 size size NOUN bracis-33556 188 4 table table NOUN bracis-33556 188 5 table table NOUN bracis-33556 188 6 5 5 NUM bracis-33556 188 7 . . PUNCT bracis-33556 188 8 f1 f1 NOUN bracis-33556 188 9 - - PUNCT bracis-33556 188 10 score score NOUN bracis-33556 188 11 for for ADP bracis-33556 188 12 each each DET bracis-33556 188 13 class class NOUN bracis-33556 188 14 in in ADP bracis-33556 188 15 ulyssesner ulyssesner NOUN bracis-33556 188 16 - - PUNCT bracis-33556 188 17 br br NOUN bracis-33556 188 18 for for ADP bracis-33556 188 19 our our PRON bracis-33556 188 20 classifier classifier NOUN bracis-33556 188 21 and and CCONJ bracis-33556 188 22 from from ADP bracis-33556 188 23 nunes nunes PROPN bracis-33556 188 24 et et PROPN bracis-33556 188 25 al al PROPN bracis-33556 188 26 . . PROPN bracis-33556 189 1 ( ( PUNCT bracis-33556 189 2 2024 2024 NUM bracis-33556 189 3 ) ) PUNCT bracis-33556 190 1 [ [ X bracis-33556 190 2 19 19 NUM bracis-33556 190 3 ] ] PUNCT bracis-33556 190 4 . . PUNCT bracis-33556 191 1 the the DET bracis-33556 191 2 underlined underline VERB bracis-33556 191 3 values value NOUN bracis-33556 191 4 are be AUX bracis-33556 191 5 those those PRON bracis-33556 191 6 near near ADP bracis-33556 191 7 the the DET bracis-33556 191 8 established establish VERB bracis-33556 191 9 results.full results.full NUM bracis-33556 191 10 size size NOUN bracis-33556 191 11 table table NOUN bracis-33556 191 12 table table NOUN bracis-33556 191 13 6 6 NUM bracis-33556 191 14 . . PUNCT bracis-33556 192 1 f1 f1 NOUN bracis-33556 192 2 - - PUNCT bracis-33556 192 3 score score NOUN bracis-33556 192 4 for for ADP bracis-33556 192 5 each each DET bracis-33556 192 6 class class NOUN bracis-33556 192 7 in in ADP bracis-33556 192 8 lener lener NOUN bracis-33556 192 9 - - PUNCT bracis-33556 192 10 br br NOUN bracis-33556 192 11 for for ADP bracis-33556 192 12 our our PRON bracis-33556 192 13 classifier classifier NOUN bracis-33556 192 14 and and CCONJ bracis-33556 192 15 from from ADP bracis-33556 192 16 zanuz zanuz PROPN bracis-33556 192 17 et et PROPN bracis-33556 192 18 al al PROPN bracis-33556 192 19 . . PROPN bracis-33556 193 1 ( ( PUNCT bracis-33556 193 2 2022 2022 NUM bracis-33556 193 3 ) ) PUNCT bracis-33556 194 1 [ [ X bracis-33556 194 2 34 34 NUM bracis-33556 194 3 ] ] PUNCT bracis-33556 194 4 . . PUNCT bracis-33556 195 1 the the DET bracis-33556 195 2 underlined underline VERB bracis-33556 195 3 values value NOUN bracis-33556 195 4 are be AUX bracis-33556 195 5 those those PRON bracis-33556 195 6 near near ADP bracis-33556 195 7 the the DET bracis-33556 195 8 established establish VERB bracis-33556 195 9 results.full results.full NUM bracis-33556 195 10 size size NOUN bracis-33556 195 11 table table NOUN bracis-33556 195 12 comparing compare VERB bracis-33556 195 13 our our PRON bracis-33556 195 14 results result NOUN bracis-33556 195 15 with with ADP bracis-33556 195 16 those those PRON bracis-33556 195 17 of of ADP bracis-33556 195 18 the the DET bracis-33556 195 19 sota sota NOUN bracis-33556 195 20 , , PUNCT bracis-33556 195 21 table table NOUN bracis-33556 195 22     SPACE bracis-33556 195 23 4 4 NUM bracis-33556 195 24 reveals reveal VERB bracis-33556 195 25 that that SCONJ bracis-33556 195 26 the the DET bracis-33556 195 27 lora lora PROPN bracis-33556 195 28 classifiers classifier NOUN bracis-33556 195 29 achieved achieve VERB bracis-33556 195 30 similar similar ADJ bracis-33556 195 31 performance performance NOUN bracis-33556 195 32 to to ADP bracis-33556 195 33 previous previous ADJ bracis-33556 195 34 studies study NOUN bracis-33556 195 35 [ [ X bracis-33556 195 36 19 19 NUM bracis-33556 195 37 , , PUNCT bracis-33556 195 38 34 34 NUM bracis-33556 195 39 ] ] PUNCT bracis-33556 195 40 . . PUNCT bracis-33556 196 1 specifically specifically ADV bracis-33556 196 2 , , PUNCT bracis-33556 196 3 our our PRON bracis-33556 196 4 lora lora PROPN bracis-33556 196 5 classifier classifier NOUN bracis-33556 196 6 obtained obtain VERB bracis-33556 196 7 results result NOUN bracis-33556 196 8 closely closely ADV bracis-33556 196 9 aligned align VERB bracis-33556 196 10 with with ADP bracis-33556 196 11 a a DET bracis-33556 196 12 classifier classifier NOUN bracis-33556 196 13 solely solely ADV bracis-33556 196 14 utilizing utilize VERB bracis-33556 196 15 bertimbau bertimbau NOUN bracis-33556 196 16 [ [ X bracis-33556 196 17 19 19 NUM bracis-33556 196 18 ] ] PUNCT bracis-33556 196 19 on on ADP bracis-33556 196 20 the the DET bracis-33556 196 21 ulyssesner ulyssesner NOUN bracis-33556 196 22 - - PUNCT bracis-33556 196 23 br br NOUN bracis-33556 196 24 corpus corpus NOUN bracis-33556 196 25 and and CCONJ bracis-33556 196 26 approached approach VERB bracis-33556 196 27 the the DET bracis-33556 196 28 performance performance NOUN bracis-33556 196 29 of of ADP bracis-33556 196 30 the the DET bracis-33556 196 31 classifier classifier NOUN bracis-33556 196 32 proposed propose VERB bracis-33556 196 33 by by ADP bracis-33556 196 34 zanunz zanunz PROPN bracis-33556 196 35 et et PROPN bracis-33556 196 36 al al PROPN bracis-33556 196 37 . . PROPN bracis-33556 197 1 ( ( PUNCT bracis-33556 197 2 2022 2022 NUM bracis-33556 197 3 ) ) PUNCT bracis-33556 198 1 [ [ X bracis-33556 198 2 34 34 NUM bracis-33556 198 3 ] ] PUNCT bracis-33556 198 4 on on ADP bracis-33556 198 5 the the DET bracis-33556 198 6 lener lener NOUN bracis-33556 198 7 - - PUNCT bracis-33556 198 8 br br NOUN bracis-33556 198 9 corpus corpus NOUN bracis-33556 198 10 . . PUNCT bracis-33556 199 1 the the DET bracis-33556 199 2 classes class NOUN bracis-33556 199 3 that that PRON bracis-33556 199 4 achieved achieve VERB bracis-33556 199 5 results result NOUN bracis-33556 199 6 similar similar ADJ bracis-33556 199 7 to to ADP bracis-33556 199 8 those those PRON bracis-33556 199 9 of of ADP bracis-33556 199 10 nunes nunes PROPN bracis-33556 199 11 et et PROPN bracis-33556 199 12 al al PROPN bracis-33556 199 13 . . PROPN bracis-33556 200 1 ( ( PUNCT bracis-33556 200 2 2024 2024 NUM bracis-33556 200 3 ) ) PUNCT bracis-33556 201 1 [ [ X bracis-33556 201 2 19 19 NUM bracis-33556 201 3 ] ] PUNCT bracis-33556 201 4 were be AUX bracis-33556 201 5 pessoa pessoa NOUN bracis-33556 201 6 , , PUNCT bracis-33556 201 7 fundamento fundamento NOUN bracis-33556 201 8 , , PUNCT bracis-33556 201 9 evento evento ADP bracis-33556 201 10 , , PUNCT bracis-33556 201 11 and and CCONJ bracis-33556 201 12 data datum NOUN bracis-33556 201 13 , , PUNCT bracis-33556 201 14 as as SCONJ bracis-33556 201 15 shown show VERB bracis-33556 201 16 in in ADP bracis-33556 201 17 table table NOUN bracis-33556 201 18     SPACE bracis-33556 201 19 5 5 NUM bracis-33556 201 20 . . PUNCT bracis-33556 202 1 notably notably ADV bracis-33556 202 2 , , PUNCT bracis-33556 202 3 the the DET bracis-33556 202 4 structuring structuring NOUN bracis-33556 202 5 of of ADP bracis-33556 202 6 entities entity NOUN bracis-33556 202 7 , , PUNCT bracis-33556 202 8 such such ADJ bracis-33556 202 9 as as ADP bracis-33556 202 10 data datum NOUN bracis-33556 202 11 ( ( PUNCT bracis-33556 202 12 date date NOUN bracis-33556 202 13 ) ) PUNCT bracis-33556 202 14 and and CCONJ bracis-33556 202 15 pessoa pessoa NOUN bracis-33556 202 16 ( ( PUNCT bracis-33556 202 17 person person NOUN bracis-33556 202 18 ) ) PUNCT bracis-33556 202 19 , , PUNCT bracis-33556 202 20 presents present VERB bracis-33556 202 21 a a DET bracis-33556 202 22 plausible plausible ADJ bracis-33556 202 23 explanation explanation NOUN bracis-33556 202 24 for for ADP bracis-33556 202 25 their their PRON bracis-33556 202 26 relatively relatively ADV bracis-33556 202 27 higher high ADJ bracis-33556 202 28 performance performance NOUN bracis-33556 202 29 . . PUNCT bracis-33556 203 1 dates date NOUN bracis-33556 203 2 typically typically ADV bracis-33556 203 3 adhere adhere VERB bracis-33556 203 4 to to ADP bracis-33556 203 5 specific specific ADJ bracis-33556 203 6 formats format NOUN bracis-33556 203 7 , , PUNCT bracis-33556 203 8 facilitating facilitate VERB bracis-33556 203 9 their their PRON bracis-33556 203 10 distinction distinction NOUN bracis-33556 203 11 from from ADP bracis-33556 203 12 other other ADJ bracis-33556 203 13 entities entity NOUN bracis-33556 203 14 , , PUNCT bracis-33556 203 15 whereas whereas SCONJ bracis-33556 203 16 the the DET bracis-33556 203 17 names name NOUN bracis-33556 203 18 of of ADP bracis-33556 203 19 individuals individual NOUN bracis-33556 203 20 often often ADV bracis-33556 203 21 follow follow VERB bracis-33556 203 22 recognizable recognizable ADJ bracis-33556 203 23 patterns pattern NOUN bracis-33556 203 24 similar similar ADJ bracis-33556 203 25 to to ADP bracis-33556 203 26 those those PRON bracis-33556 203 27 observed observe VERB bracis-33556 203 28 in in ADP bracis-33556 203 29 fundamento fundamento PROPN bracis-33556 203 30 ( ( PUNCT bracis-33556 203 31 laws law NOUN bracis-33556 203 32 ) ) PUNCT bracis-33556 203 33 . . PUNCT bracis-33556 204 1 conversely conversely ADV bracis-33556 204 2 , , PUNCT bracis-33556 204 3 evento evento X bracis-33556 204 4 ( ( PUNCT bracis-33556 204 5 event event NOUN bracis-33556 204 6 ) ) PUNCT bracis-33556 204 7 posed pose VERB bracis-33556 204 8 a a DET bracis-33556 204 9 more more ADV bracis-33556 204 10 significant significant ADJ bracis-33556 204 11 challenge challenge NOUN bracis-33556 204 12 because because SCONJ bracis-33556 204 13 of of ADP bracis-33556 204 14 the the DET bracis-33556 204 15 limited limited ADJ bracis-33556 204 16 training training NOUN bracis-33556 204 17 and and CCONJ bracis-33556 204 18 test test NOUN bracis-33556 204 19 examples example NOUN bracis-33556 204 20 available available ADJ bracis-33556 204 21 for for ADP bracis-33556 204 22 this this DET bracis-33556 204 23 class class NOUN bracis-33556 204 24 . . PUNCT bracis-33556 205 1 furthermore furthermore ADV bracis-33556 205 2 , , PUNCT bracis-33556 205 3 a a DET bracis-33556 205 4 comparative comparative ADJ bracis-33556 205 5 analysis analysis NOUN bracis-33556 205 6 with with ADP bracis-33556 205 7 zanuz zanuz NOUN bracis-33556 205 8 et et PROPN bracis-33556 205 9 al al PROPN bracis-33556 205 10 . . PROPN bracis-33556 206 1 ( ( PUNCT bracis-33556 206 2 2022 2022 NUM bracis-33556 206 3 ) ) PUNCT bracis-33556 207 1 [ [ X bracis-33556 207 2 34 34 NUM bracis-33556 207 3 ] ] PUNCT bracis-33556 207 4 revealed reveal VERB bracis-33556 207 5 that that SCONJ bracis-33556 207 6 classes class NOUN bracis-33556 207 7 such such ADJ bracis-33556 207 8 as as ADP bracis-33556 207 9 pessoa pessoa NOUN bracis-33556 207 10 , , PUNCT bracis-33556 207 11 organizacao organizacao NOUN bracis-33556 207 12 , , PUNCT bracis-33556 207 13 and and CCONJ bracis-33556 207 14 local local ADJ bracis-33556 207 15 demonstrate demonstrate VERB bracis-33556 207 16 similar similar ADJ bracis-33556 207 17 performance performance NOUN bracis-33556 207 18 trends trend NOUN bracis-33556 207 19 , , PUNCT bracis-33556 207 20 as as SCONJ bracis-33556 207 21 shown show VERB bracis-33556 207 22 in in ADP bracis-33556 207 23 table table NOUN bracis-33556 207 24     SPACE bracis-33556 207 25 6 6 NUM bracis-33556 207 26 . . PUNCT bracis-33556 208 1 this this DET bracis-33556 208 2 alignment alignment NOUN bracis-33556 208 3 could could AUX bracis-33556 208 4 be be AUX bracis-33556 208 5 attributed attribute VERB bracis-33556 208 6 to to ADP bracis-33556 208 7 factors factor NOUN bracis-33556 208 8 such such ADJ bracis-33556 208 9 as as ADP bracis-33556 208 10 the the DET bracis-33556 208 11 extensive extensive ADJ bracis-33556 208 12 training training NOUN bracis-33556 208 13 , , PUNCT bracis-33556 208 14 validation validation NOUN bracis-33556 208 15 , , PUNCT bracis-33556 208 16 and and CCONJ bracis-33556 208 17 test test NOUN bracis-33556 208 18 data datum NOUN bracis-33556 208 19 available available ADJ bracis-33556 208 20 for for ADP bracis-33556 208 21 each each DET bracis-33556 208 22 class class NOUN bracis-33556 208 23 and and CCONJ bracis-33556 208 24 the the DET bracis-33556 208 25 inherent inherent ADJ bracis-33556 208 26 structural structural ADJ bracis-33556 208 27 complexities complexity NOUN bracis-33556 208 28 associated associate VERB bracis-33556 208 29 with with ADP bracis-33556 208 30 entities entity NOUN bracis-33556 208 31 in in ADP bracis-33556 208 32 these these DET bracis-33556 208 33 categories category NOUN bracis-33556 208 34 , , PUNCT bracis-33556 208 35 as as SCONJ bracis-33556 208 36 discussed discuss VERB bracis-33556 208 37 previously previously ADV bracis-33556 208 38 . . PUNCT bracis-33556 209 1 these these DET bracis-33556 209 2 results result NOUN bracis-33556 209 3 show show VERB bracis-33556 209 4 the the DET bracis-33556 209 5 power power NOUN bracis-33556 209 6 of of ADP bracis-33556 209 7 lora lora PROPN bracis-33556 209 8 for for ADP bracis-33556 209 9 the the DET bracis-33556 209 10 ner ner NOUN bracis-33556 209 11 task task NOUN bracis-33556 209 12 , , PUNCT bracis-33556 209 13 with with ADP bracis-33556 209 14 the the DET bracis-33556 209 15 capacity capacity NOUN bracis-33556 209 16 to to PART bracis-33556 209 17 achieve achieve VERB bracis-33556 209 18 good good ADJ bracis-33556 209 19 results result NOUN bracis-33556 209 20 by by ADP bracis-33556 209 21 training train VERB bracis-33556 209 22 a a DET bracis-33556 209 23 smaller small ADJ bracis-33556 209 24 number number NOUN bracis-33556 209 25 of of ADP bracis-33556 209 26 parameters parameter NOUN bracis-33556 209 27 , , PUNCT bracis-33556 209 28 i.e. i.e. X bracis-33556 209 29 , , PUNCT bracis-33556 209 30 we we PRON bracis-33556 209 31 decrease decrease VERB bracis-33556 209 32 the the DET bracis-33556 209 33 number number NOUN bracis-33556 209 34 of of ADP bracis-33556 209 35 training training NOUN bracis-33556 209 36 params param NOUN bracis-33556 209 37 from from ADP bracis-33556 209 38 109,532,186 109,532,186 NUM bracis-33556 209 39 to to ADP bracis-33556 209 40 only only ADV bracis-33556 209 41 1,291,789 1,291,789 NUM bracis-33556 209 42 params param NOUN bracis-33556 209 43 . . PUNCT bracis-33556 210 1 thus thus ADV bracis-33556 210 2 , , PUNCT bracis-33556 210 3 this this DET bracis-33556 210 4 approach approach NOUN bracis-33556 210 5 results result VERB bracis-33556 210 6 in in ADP bracis-33556 210 7 small small ADJ bracis-33556 210 8 and and CCONJ bracis-33556 210 9 faster fast ADJ bracis-33556 210 10 models model NOUN bracis-33556 210 11 that that PRON bracis-33556 210 12 can can AUX bracis-33556 210 13 be be AUX bracis-33556 210 14 used use VERB bracis-33556 210 15 with with ADP bracis-33556 210 16 less less ADJ bracis-33556 210 17 computer computer NOUN bracis-33556 210 18 power power NOUN bracis-33556 210 19 and and CCONJ bracis-33556 210 20 stored store VERB bracis-33556 210 21 in in ADP bracis-33556 210 22 less less ADJ bracis-33556 210 23 space space NOUN bracis-33556 210 24 . . PUNCT bracis-33556 211 1 8 8 NUM bracis-33556 211 2 conclusion conclusion NOUN bracis-33556 211 3 in in ADP bracis-33556 211 4 this this DET bracis-33556 211 5 work work NOUN bracis-33556 211 6 , , PUNCT bracis-33556 211 7 we we PRON bracis-33556 211 8 presented present VERB bracis-33556 211 9 a a DET bracis-33556 211 10 study study NOUN bracis-33556 211 11 of of ADP bracis-33556 211 12 using use VERB bracis-33556 211 13 lora lora PROPN bracis-33556 211 14 to to ADP bracis-33556 211 15 fine fine ADJ bracis-33556 211 16 - - PUNCT bracis-33556 211 17 tune tune NOUN bracis-33556 211 18 bert bert PROPN bracis-33556 211 19 portuguese portuguese PROPN bracis-33556 211 20 models model NOUN bracis-33556 211 21 to to ADP bracis-33556 211 22 ner ner NOUN bracis-33556 211 23 tasks task NOUN bracis-33556 211 24 in in ADP bracis-33556 211 25 the the DET bracis-33556 211 26 legal legal ADJ bracis-33556 211 27 domain domain NOUN bracis-33556 211 28 . . PUNCT bracis-33556 212 1 the the DET bracis-33556 212 2 lora lora PROPN bracis-33556 212 3 models model NOUN bracis-33556 212 4 could could AUX bracis-33556 212 5 achieve achieve VERB bracis-33556 212 6 near near ADP bracis-33556 212 7 results result NOUN bracis-33556 212 8 compared compare VERB bracis-33556 212 9 to to ADP bracis-33556 212 10 state state NOUN bracis-33556 212 11 - - PUNCT bracis-33556 212 12 of of ADP bracis-33556 212 13 - - PUNCT bracis-33556 212 14 art art NOUN bracis-33556 212 15 for for ADP bracis-33556 212 16 each each DET bracis-33556 212 17 corpora corpora NOUN bracis-33556 212 18 tested test VERB bracis-33556 212 19 . . PUNCT bracis-33556 213 1 another another DET bracis-33556 213 2 point point NOUN bracis-33556 213 3 is be AUX bracis-33556 213 4 that that SCONJ bracis-33556 213 5 we we PRON bracis-33556 213 6 have have VERB bracis-33556 213 7 the the DET bracis-33556 213 8 advantage advantage NOUN bracis-33556 213 9 of of ADP bracis-33556 213 10 training train VERB bracis-33556 213 11 smaller small ADJ bracis-33556 213 12 models model NOUN bracis-33556 213 13 , , PUNCT bracis-33556 213 14 which which PRON bracis-33556 213 15 is be AUX bracis-33556 213 16 an an DET bracis-33556 213 17 advantage advantage NOUN bracis-33556 213 18 to to ADP bracis-33556 213 19 storing store VERB bracis-33556 213 20 and and CCONJ bracis-33556 213 21 running run VERB bracis-33556 213 22 the the DET bracis-33556 213 23 model model NOUN bracis-33556 213 24 in in ADP bracis-33556 213 25 machines machine NOUN bracis-33556 213 26 with with ADP bracis-33556 213 27 low low ADJ bracis-33556 213 28 processing processing NOUN bracis-33556 213 29 . . PUNCT bracis-33556 214 1 we we PRON bracis-33556 214 2 also also ADV bracis-33556 214 3 tested test VERB bracis-33556 214 4 using use VERB bracis-33556 214 5 mistral mistral ADJ bracis-33556 214 6 7b 7b NOUN bracis-33556 214 7 applied apply VERB bracis-33556 214 8 to to ADP bracis-33556 214 9 the the DET bracis-33556 214 10 ensemble ensemble NOUN bracis-33556 214 11 , , PUNCT bracis-33556 214 12 which which PRON bracis-33556 214 13 was be AUX bracis-33556 214 14 unproductive unproductive ADJ bracis-33556 214 15 . . PUNCT bracis-33556 215 1 the the DET bracis-33556 215 2 results result NOUN bracis-33556 215 3 were be AUX bracis-33556 215 4 lower low ADJ bracis-33556 215 5 compared compare VERB bracis-33556 215 6 to to ADP bracis-33556 215 7 the the DET bracis-33556 215 8 lora lora PROPN bracis-33556 215 9 models model NOUN bracis-33556 215 10 . . PUNCT bracis-33556 216 1 however however ADV bracis-33556 216 2 , , PUNCT bracis-33556 216 3 we we PRON bracis-33556 216 4 recognize recognize VERB bracis-33556 216 5 that that SCONJ bracis-33556 216 6 some some DET bracis-33556 216 7 outputs output NOUN bracis-33556 216 8 do do AUX bracis-33556 216 9 not not PART bracis-33556 216 10 respect respect VERB bracis-33556 216 11 the the DET bracis-33556 216 12 format format NOUN bracis-33556 216 13 requested request VERB bracis-33556 216 14 , , PUNCT bracis-33556 216 15 which which PRON bracis-33556 216 16 can can AUX bracis-33556 216 17 be be AUX bracis-33556 216 18 a a DET bracis-33556 216 19 point point NOUN bracis-33556 216 20 that that SCONJ bracis-33556 216 21 the the DET bracis-33556 216 22 right right ADJ bracis-33556 216 23 answers answer NOUN bracis-33556 216 24 are be AUX bracis-33556 216 25 not not PART bracis-33556 216 26 recognized recognize VERB bracis-33556 216 27 . . PUNCT bracis-33556 217 1 in in ADP bracis-33556 217 2 future future ADJ bracis-33556 217 3 work work NOUN bracis-33556 217 4 , , PUNCT bracis-33556 217 5 we we PRON bracis-33556 217 6 aspire aspire VERB bracis-33556 217 7 to to PART bracis-33556 217 8 incorporate incorporate VERB bracis-33556 217 9 hyperparameter hyperparameter NOUN bracis-33556 217 10 tuning tuning NOUN bracis-33556 217 11 tailored tailor VERB bracis-33556 217 12 to to ADP bracis-33556 217 13 each each DET bracis-33556 217 14 model model NOUN bracis-33556 217 15 augmented augment VERB bracis-33556 217 16 with with ADP bracis-33556 217 17 lora lora PROPN bracis-33556 217 18 , , PUNCT bracis-33556 217 19 potentially potentially ADV bracis-33556 217 20 amplifying amplify VERB bracis-33556 217 21 the the DET bracis-33556 217 22 overall overall ADJ bracis-33556 217 23 performance performance NOUN bracis-33556 217 24 . . PUNCT bracis-33556 218 1 moreover moreover ADV bracis-33556 218 2 , , PUNCT bracis-33556 218 3 we we PRON bracis-33556 218 4 intend intend VERB bracis-33556 218 5 to to PART bracis-33556 218 6 utilize utilize VERB bracis-33556 218 7 k k ADJ bracis-33556 218 8 - - ADJ bracis-33556 218 9 fold fold ADJ bracis-33556 218 10 cross cross NOUN bracis-33556 218 11 - - NOUN bracis-33556 218 12 validation validation NOUN bracis-33556 218 13 to to PART bracis-33556 218 14 derive derive VERB bracis-33556 218 15 more more ADV bracis-33556 218 16 authoritative authoritative ADJ bracis-33556 218 17 and and CCONJ bracis-33556 218 18 comparable comparable ADJ bracis-33556 218 19 results result NOUN bracis-33556 218 20 than than ADP bracis-33556 218 21 existing exist VERB bracis-33556 218 22 literature literature NOUN bracis-33556 218 23 . . PUNCT bracis-33556 219 1 regarding regard VERB bracis-33556 219 2 ensembling ensemble VERB bracis-33556 219 3 , , PUNCT bracis-33556 219 4 we we PRON bracis-33556 219 5 envision envision VERB bracis-33556 219 6 expanding expand VERB bracis-33556 219 7 our our PRON bracis-33556 219 8 scope scope NOUN bracis-33556 219 9 by by ADP bracis-33556 219 10 exploring explore VERB bracis-33556 219 11 alternative alternative ADJ bracis-33556 219 12 prompts prompt NOUN bracis-33556 219 13 engineered engineer VERB bracis-33556 219 14 using use VERB bracis-33556 219 15 prompt prompt ADJ bracis-33556 219 16 manipulation manipulation NOUN bracis-33556 219 17 techniques technique NOUN bracis-33556 219 18 . . PUNCT bracis-33556 220 1 complementarily complementarily ADV bracis-33556 220 2 , , PUNCT bracis-33556 220 3 we we PRON bracis-33556 220 4 seek seek VERB bracis-33556 220 5 to to PART bracis-33556 220 6 develop develop VERB bracis-33556 220 7 post post ADJ bracis-33556 220 8 - - ADJ bracis-33556 220 9 processing processing ADJ bracis-33556 220 10 routines routine NOUN bracis-33556 220 11 accommodating accommodate VERB bracis-33556 220 12 minor minor ADJ bracis-33556 220 13 fluctuations fluctuation NOUN bracis-33556 220 14 in in ADP bracis-33556 220 15 the the DET bracis-33556 220 16 output output NOUN bracis-33556 220 17 format format NOUN bracis-33556 220 18 , , PUNCT bracis-33556 220 19 thereby thereby ADV bracis-33556 220 20 minimizing minimize VERB bracis-33556 220 21 false false ADJ bracis-33556 220 22 negatives negative NOUN bracis-33556 220 23 and and CCONJ bracis-33556 220 24 boosting boost VERB bracis-33556 220 25 performance performance NOUN bracis-33556 220 26 indicators indicator NOUN bracis-33556 220 27 . . PUNCT bracis-33556 221 1 testing test VERB bracis-33556 221 2 other other ADJ bracis-33556 221 3 multilingual multilingual ADJ bracis-33556 221 4 llms llm NOUN bracis-33556 221 5 ( ( PUNCT bracis-33556 221 6 e.g. e.g. ADV bracis-33556 221 7 , , PUNCT bracis-33556 221 8 llama2 llama2 PROPN bracis-33556 221 9 ) ) PUNCT bracis-33556 221 10 and and CCONJ bracis-33556 221 11 trialing triale VERB bracis-33556 221 12 retrieval retrieval NOUN bracis-33556 221 13 mechanisms mechanism NOUN bracis-33556 221 14 , , PUNCT bracis-33556 221 15 such such ADJ bracis-33556 221 16 as as ADP bracis-33556 221 17 in in ADP bracis-33556 221 18 - - PUNCT bracis-33556 221 19 context context NOUN bracis-33556 221 20 learning learning NOUN bracis-33556 221 21 , , PUNCT bracis-33556 221 22 are be AUX bracis-33556 221 23 other other ADJ bracis-33556 221 24 possible possible ADJ bracis-33556 221 25 ways way NOUN bracis-33556 221 26 to to PART bracis-33556 221 27 improve improve VERB bracis-33556 221 28 results result NOUN bracis-33556 221 29 . . PUNCT bracis-33556 222 1 another another DET bracis-33556 222 2 interesting interesting ADJ bracis-33556 222 3 future future ADJ bracis-33556 222 4 approach approach NOUN bracis-33556 222 5 is be AUX bracis-33556 222 6 to to PART bracis-33556 222 7 compare compare VERB bracis-33556 222 8 our our PRON bracis-33556 222 9 results result NOUN bracis-33556 222 10 with with ADP bracis-33556 222 11 classic classic ADJ bracis-33556 222 12 ensemble ensemble ADJ bracis-33556 222 13 strategies strategy NOUN bracis-33556 222 14 , , PUNCT bracis-33556 222 15 such such ADJ bracis-33556 222 16 as as ADP bracis-33556 222 17 bagging bag VERB bracis-33556 222 18 [ [ X bracis-33556 222 19 7 7 NUM bracis-33556 222 20 ] ] PUNCT bracis-33556 222 21 and and CCONJ bracis-33556 222 22 boosting boost VERB bracis-33556 222 23 [ [ X bracis-33556 222 24 14 14 NUM bracis-33556 222 25 ] ] PUNCT bracis-33556 222 26 . . PUNCT bracis-33556 223 1 simple simple ADJ bracis-33556 223 2 fusion fusion NOUN bracis-33556 223 3 schemes scheme NOUN bracis-33556 223 4 such such ADJ bracis-33556 223 5 as as ADP bracis-33556 223 6 averaging averaging NOUN bracis-33556 223 7 and and CCONJ bracis-33556 223 8 maximum maximum ADJ bracis-33556 223 9 selection selection NOUN bracis-33556 223 10 may may AUX bracis-33556 223 11 provide provide VERB bracis-33556 223 12 promising promising ADJ bracis-33556 223 13 avenues avenue NOUN bracis-33556 223 14 warranting warrant VERB bracis-33556 223 15 investigation investigation NOUN bracis-33556 223 16 in in ADP bracis-33556 223 17 this this DET bracis-33556 223 18 dynamic dynamic ADJ bracis-33556 223 19 domain domain NOUN bracis-33556 223 20 . . PUNCT bracis-33556 224 1 notes note VERB bracis-33556 224 2 1.in 1.in NUM bracis-33556 224 3 english english PROPN bracis-33556 224 4 : : PUNCT bracis-33556 224 5 foundation foundation NOUN bracis-33556 224 6 . . PUNCT bracis-33556 225 1 2.https://github.com/timdettmers/bitsandbytes 2.https://github.com/timdettmers/bitsandbyte NOUN bracis-33556 225 2 . . PUNCT bracis-33556 226 1 references reference NOUN bracis-33556 226 2 akiba akiba PROPN bracis-33556 226 3 , , PUNCT bracis-33556 226 4 t. t. PROPN bracis-33556 226 5 , , PUNCT bracis-33556 226 6 sano sano PROPN bracis-33556 226 7 , , PUNCT bracis-33556 226 8 s. s. PROPN bracis-33556 226 9 , , PUNCT bracis-33556 226 10 yanase yanase NOUN bracis-33556 226 11 , , PUNCT bracis-33556 226 12 t. t. PROPN bracis-33556 226 13 , , PUNCT bracis-33556 226 14 ohta ohta VERB bracis-33556 226 15 , , PUNCT bracis-33556 226 16 t. t. PROPN bracis-33556 226 17 , , PUNCT bracis-33556 226 18 koyama koyama PROPN bracis-33556 226 19 , , PUNCT bracis-33556 226 20 m. m. NOUN bracis-33556 226 21 : : PUNCT bracis-33556 226 22 optuna optuna NOUN bracis-33556 226 23 : : PUNCT bracis-33556 226 24 a a DET bracis-33556 226 25 next next ADJ bracis-33556 226 26 - - PUNCT bracis-33556 226 27 generation generation NOUN bracis-33556 226 28 hyperparameter hyperparameter NOUN bracis-33556 226 29 optimization optimization NOUN bracis-33556 226 30 framework framework NOUN bracis-33556 226 31 . . PUNCT bracis-33556 227 1 in in ADP bracis-33556 227 2 : : PUNCT bracis-33556 227 3 proceedings proceeding NOUN bracis-33556 227 4 of of ADP bracis-33556 227 5 the the DET bracis-33556 227 6 25th 25th ADJ bracis-33556 227 7 acm acm PROPN bracis-33556 227 8 sigkdd sigkdd NOUN bracis-33556 227 9 international international ADJ bracis-33556 227 10 conference conference NOUN bracis-33556 227 11 on on ADP bracis-33556 227 12 knowledge knowledge NOUN bracis-33556 227 13 discovery discovery PROPN bracis-33556 227 14 and and CCONJ bracis-33556 227 15 data datum NOUN bracis-33556 227 16 mining mining NOUN bracis-33556 227 17 , , PUNCT bracis-33556 227 18 pp pp ADP bracis-33556 227 19 . . PUNCT bracis-33556 228 1 2623–2631 2623–2631 NUM bracis-33556 228 2 ( ( PUNCT bracis-33556 228 3 2019 2019 NUM bracis-33556 228 4 ) ) PUNCT bracis-33556 228 5 google google PROPN bracis-33556 228 6 scholar scholar NOUN bracis-33556 228 7     SPACE bracis-33556 228 8 al al PROPN bracis-33556 228 9 - - PUNCT bracis-33556 228 10 qurishi qurishi NOUN bracis-33556 228 11 , , PUNCT bracis-33556 228 12 m. m. NOUN bracis-33556 228 13 , , PUNCT bracis-33556 228 14 alqaseemi alqaseemi PROPN bracis-33556 228 15 , , PUNCT bracis-33556 228 16 s. s. PROPN bracis-33556 228 17 , , PUNCT bracis-33556 228 18 soussi soussi PROPN bracis-33556 228 19 , , PUNCT bracis-33556 228 20 r. r. PROPN bracis-33556 228 21 : : PUNCT bracis-33556 228 22 aralegal aralegal ADJ bracis-33556 228 23 - - PUNCT bracis-33556 228 24 bert bert PROPN bracis-33556 228 25 : : PUNCT bracis-33556 228 26 a a DET bracis-33556 228 27 pretrained pretraine VERB bracis-33556 228 28 language language NOUN bracis-33556 228 29 model model NOUN bracis-33556 228 30 for for ADP bracis-33556 228 31 arabic arabic ADJ bracis-33556 228 32 legal legal ADJ bracis-33556 228 33 text text NOUN bracis-33556 228 34 ( ( PUNCT bracis-33556 228 35 2022 2022 NUM bracis-33556 228 36 ) ) PUNCT bracis-33556 228 37 google google NOUN bracis-33556 228 38 scholar scholar NOUN bracis-33556 228 39     SPACE bracis-33556 228 40 albuquerque albuquerque NOUN bracis-33556 228 41 , , PUNCT bracis-33556 228 42 h.o h.o PROPN bracis-33556 228 43 . . PROPN bracis-33556 228 44 , , PUNCT bracis-33556 228 45 et et PROPN bracis-33556 228 46 al al PROPN bracis-33556 228 47 . . PROPN bracis-33556 228 48 : : PUNCT bracis-33556 228 49 ulyssesner ulyssesner NOUN bracis-33556 228 50 - - PUNCT bracis-33556 228 51 br br NOUN bracis-33556 228 52 : : PUNCT bracis-33556 228 53 a a DET bracis-33556 228 54 corpus corpus NOUN bracis-33556 228 55 of of ADP bracis-33556 228 56 brazilian brazilian ADJ bracis-33556 228 57 legislative legislative ADJ bracis-33556 228 58 documents document NOUN bracis-33556 228 59 for for ADP bracis-33556 228 60 named name VERB bracis-33556 228 61 entity entity NOUN bracis-33556 228 62 recognition recognition NOUN bracis-33556 228 63 . . PUNCT bracis-33556 229 1 in in ADP bracis-33556 229 2 : : PUNCT bracis-33556 229 3 pinheiro pinheiro PROPN bracis-33556 229 4 , , PUNCT bracis-33556 229 5 v. v. ADV bracis-33556 229 6 , , PUNCT bracis-33556 229 7 et et PROPN bracis-33556 229 8 al al PROPN bracis-33556 229 9 . . PUNCT bracis-33556 230 1 ( ( PUNCT bracis-33556 230 2 eds ed NOUN bracis-33556 230 3 . . PUNCT bracis-33556 230 4 ) ) PUNCT bracis-33556 230 5 propor propor ADJ bracis-33556 230 6 2022 2022 NUM bracis-33556 230 7 . . PUNCT bracis-33556 231 1 lncs lncs PROPN bracis-33556 231 2 , , PUNCT bracis-33556 231 3 vol vol NOUN bracis-33556 231 4 . . PROPN bracis-33556 231 5 13208 13208 NUM bracis-33556 231 6 , , PUNCT bracis-33556 231 7 pp pp ADP bracis-33556 231 8 . . PUNCT bracis-33556 232 1 3–14 3–14 PROPN bracis-33556 232 2 . . PUNCT bracis-33556 232 3 springer springer NOUN bracis-33556 232 4 , , PUNCT bracis-33556 232 5 cham cham PROPN bracis-33556 232 6 ( ( PUNCT bracis-33556 232 7 2022 2022 NUM bracis-33556 232 8 ) ) PUNCT bracis-33556 232 9 . . PUNCT bracis-33556 233 1 https://doi.org/10.1007/978-3-030-98305-5_1 https://doi.org/10.1007/978-3-030-98305-5_1 PUNCT bracis-33556 233 2 chapter chapter NOUN bracis-33556 233 3     SPACE bracis-33556 233 4 math math NOUN bracis-33556 233 5     SPACE bracis-33556 233 6 google google PROPN bracis-33556 233 7 scholar scholar NOUN bracis-33556 233 8     SPACE bracis-33556 233 9 albuquerque albuquerque NOUN bracis-33556 233 10 , , PUNCT bracis-33556 233 11 h.o h.o PROPN bracis-33556 233 12 . . PROPN bracis-33556 233 13 , , PUNCT bracis-33556 233 14 et et PROPN bracis-33556 233 15 al al PROPN bracis-33556 233 16 . . PROPN bracis-33556 233 17 : : PUNCT bracis-33556 234 1 on on ADP bracis-33556 234 2 the the DET bracis-33556 234 3 assessment assessment NOUN bracis-33556 234 4 of of ADP bracis-33556 234 5 deep deep ADJ bracis-33556 234 6 learning learning NOUN bracis-33556 234 7 models model NOUN bracis-33556 234 8 for for ADP bracis-33556 234 9 named name VERB bracis-33556 234 10 entity entity NOUN bracis-33556 234 11 recognition recognition NOUN bracis-33556 234 12 of of ADP bracis-33556 234 13 brazilian brazilian ADJ bracis-33556 234 14 legal legal ADJ bracis-33556 234 15 documents document NOUN bracis-33556 234 16 . . PUNCT bracis-33556 235 1 in in ADP bracis-33556 235 2 : : PUNCT bracis-33556 235 3 moniz moniz PROPN bracis-33556 235 4 , , PUNCT bracis-33556 235 5 n. n. NOUN bracis-33556 235 6 , , PUNCT bracis-33556 235 7 vale vale NOUN bracis-33556 235 8 , , PUNCT bracis-33556 235 9 z. z. PROPN bracis-33556 235 10 , , PUNCT bracis-33556 235 11 cascalho cascalho NOUN bracis-33556 235 12 , , PUNCT bracis-33556 235 13 j. j. PROPN bracis-33556 235 14 , , PUNCT bracis-33556 235 15 silva silva PROPN bracis-33556 235 16 , , PUNCT bracis-33556 235 17 c. c. PROPN bracis-33556 235 18 , , PUNCT bracis-33556 235 19 sebastião sebastião PROPN bracis-33556 235 20 , , PUNCT bracis-33556 235 21 r. r. PROPN bracis-33556 235 22 ( ( PUNCT bracis-33556 235 23 eds eds PROPN bracis-33556 235 24 . . PUNCT bracis-33556 235 25 ) ) PUNCT bracis-33556 235 26 progress progress NOUN bracis-33556 235 27 in in ADP bracis-33556 235 28 artificial artificial ADJ bracis-33556 235 29 intelligence intelligence NOUN bracis-33556 235 30 epia epia NOUN bracis-33556 235 31 2023 2023 NUM bracis-33556 235 32 . . PUNCT bracis-33556 236 1 lecture lecture NOUN bracis-33556 236 2 notes note NOUN bracis-33556 236 3 in in ADP bracis-33556 236 4 computer computer NOUN bracis-33556 236 5 science science NOUN bracis-33556 236 6 ( ( PUNCT bracis-33556 236 7 ) ) PUNCT bracis-33556 236 8 , , PUNCT bracis-33556 236 9 vol vol NOUN bracis-33556 236 10 . . PROPN bracis-33556 236 11 14116 14116 NUM bracis-33556 236 12 , , PUNCT bracis-33556 236 13 pp pp ADV bracis-33556 236 14 . . PUNCT bracis-33556 237 1 93–104 93–104 PROPN bracis-33556 237 2 . . PUNCT bracis-33556 237 3 springer springer PROPN bracis-33556 237 4 , , PUNCT bracis-33556 237 5 cham cham PROPN bracis-33556 237 6 ( ( PUNCT bracis-33556 237 7 2023 2023 NUM bracis-33556 237 8 ) ) PUNCT bracis-33556 237 9 math math NOUN bracis-33556 237 10     SPACE bracis-33556 237 11 google google PROPN bracis-33556 237 12 scholar scholar NOUN bracis-33556 237 13     SPACE bracis-33556 237 14 luz luz PROPN bracis-33556 237 15 de de PROPN bracis-33556 237 16 araujo araujo PROPN bracis-33556 237 17 , , PUNCT bracis-33556 237 18 p.h p.h PROPN bracis-33556 237 19 . . PROPN bracis-33556 237 20 , , PUNCT bracis-33556 237 21 de de PROPN bracis-33556 237 22 campos campos PROPN bracis-33556 237 23 , , PUNCT bracis-33556 238 1 t.e t.e PROPN bracis-33556 238 2 . . PROPN bracis-33556 238 3 , , PUNCT bracis-33556 238 4 de de PROPN bracis-33556 238 5 oliveira oliveira PROPN bracis-33556 238 6 , , PUNCT bracis-33556 238 7 r.r.r r.r.r ADV bracis-33556 238 8 . . PROPN bracis-33556 238 9 , , PUNCT bracis-33556 238 10 stauffer stauffer PROPN bracis-33556 238 11 , , PUNCT bracis-33556 238 12 m. m. NOUN bracis-33556 238 13 , , PUNCT bracis-33556 238 14 couto couto PROPN bracis-33556 238 15 , , PUNCT bracis-33556 238 16 s. s. PROPN bracis-33556 238 17 , , PUNCT bracis-33556 238 18 bermejo bermejo ADJ bracis-33556 238 19 , , PUNCT bracis-33556 238 20 p. p. NOUN bracis-33556 238 21 : : PUNCT bracis-33556 238 22 lener lener NOUN bracis-33556 238 23 - - PUNCT bracis-33556 238 24 br br NOUN bracis-33556 238 25 : : PUNCT bracis-33556 238 26 a a DET bracis-33556 238 27 dataset dataset NOUN bracis-33556 238 28 for for ADP bracis-33556 238 29 named name VERB bracis-33556 238 30 entity entity NOUN bracis-33556 238 31 recognition recognition NOUN bracis-33556 238 32 in in ADP bracis-33556 238 33 brazilian brazilian ADJ bracis-33556 238 34 legal legal ADJ bracis-33556 238 35 text text NOUN bracis-33556 238 36 . . PUNCT bracis-33556 239 1 in in ADP bracis-33556 239 2 : : PUNCT bracis-33556 239 3 villavicencio villavicencio PROPN bracis-33556 239 4 , , PUNCT bracis-33556 239 5 a. a. PROPN bracis-33556 239 6 , , PUNCT bracis-33556 239 7 et et PROPN bracis-33556 239 8 al al PROPN bracis-33556 239 9 . . PUNCT bracis-33556 239 10 ( ( PUNCT bracis-33556 239 11 eds ed NOUN bracis-33556 239 12 . . PUNCT bracis-33556 239 13 ) ) PUNCT bracis-33556 239 14 propor propor ADJ bracis-33556 239 15 2018 2018 NUM bracis-33556 239 16 . . PUNCT bracis-33556 240 1 lncs lncs PROPN bracis-33556 240 2 ( ( PUNCT bracis-33556 240 3 lnai lnai ADJ bracis-33556 240 4 ) ) PUNCT bracis-33556 240 5 , , PUNCT bracis-33556 240 6 vol vol NOUN bracis-33556 240 7 . . PROPN bracis-33556 240 8 11122 11122 NUM bracis-33556 240 9 , , PUNCT bracis-33556 240 10 pp pp ADJ bracis-33556 240 11 . . PUNCT bracis-33556 241 1 313–323 313–323 NUM bracis-33556 241 2 . . PUNCT bracis-33556 241 3 springer springer NOUN bracis-33556 241 4 , , PUNCT bracis-33556 241 5 cham cham PROPN bracis-33556 241 6 ( ( PUNCT bracis-33556 241 7 2018 2018 NUM bracis-33556 241 8 ) ) PUNCT bracis-33556 241 9 . . PUNCT bracis-33556 242 1 https://doi.org/10.1007/978-3-319-99722-3_32 https://doi.org/10.1007/978-3-319-99722-3_32 PROPN bracis-33556 242 2 chapter chapter NOUN bracis-33556 242 3     SPACE bracis-33556 242 4 math math NOUN bracis-33556 242 5     SPACE bracis-33556 242 6 google google PROPN bracis-33556 242 7 scholar scholar NOUN bracis-33556 242 8     SPACE bracis-33556 242 9 bonifacio bonifacio PROPN bracis-33556 242 10 , , PUNCT bracis-33556 242 11 l.h l.h PROPN bracis-33556 242 12 . . PROPN bracis-33556 242 13 , , PUNCT bracis-33556 242 14 vilela vilela PROPN bracis-33556 242 15 , , PUNCT bracis-33556 242 16 p.a p.a PROPN bracis-33556 242 17 . . PROPN bracis-33556 242 18 , , PUNCT bracis-33556 242 19 lobato lobato PROPN bracis-33556 242 20 , , PUNCT bracis-33556 242 21 g.r g.r PROPN bracis-33556 242 22 . . PROPN bracis-33556 242 23 , , PUNCT bracis-33556 242 24 fernandes fernandes PROPN bracis-33556 242 25 , , PUNCT bracis-33556 242 26 e.r e.r PROPN bracis-33556 242 27 . . PROPN bracis-33556 242 28 : : PUNCT bracis-33556 243 1 a a DET bracis-33556 243 2 study study NOUN bracis-33556 243 3 on on ADP bracis-33556 243 4 the the DET bracis-33556 243 5 impact impact NOUN bracis-33556 243 6 of of ADP bracis-33556 243 7 intradomain intradomain NOUN bracis-33556 243 8 finetuning finetuning NOUN bracis-33556 243 9 of of ADP bracis-33556 243 10 deep deep ADJ bracis-33556 243 11 language language NOUN bracis-33556 243 12 models model NOUN bracis-33556 243 13 for for ADP bracis-33556 243 14 legal legal ADJ bracis-33556 243 15 named name VERB bracis-33556 243 16 entity entity NOUN bracis-33556 243 17 recognition recognition NOUN bracis-33556 243 18 in in ADP bracis-33556 243 19 portuguese portuguese PROPN bracis-33556 243 20 . . PUNCT bracis-33556 244 1 in in ADP bracis-33556 244 2 : : PUNCT bracis-33556 244 3 cerri cerri PROPN bracis-33556 244 4 , , PUNCT bracis-33556 244 5 r. r. PROPN bracis-33556 244 6 , , PUNCT bracis-33556 244 7 prati prati PROPN bracis-33556 244 8 , , PUNCT bracis-33556 244 9 r.c r.c PROPN bracis-33556 244 10 . . PROPN bracis-33556 244 11 ( ( PUNCT bracis-33556 244 12 eds ed NOUN bracis-33556 244 13 . . PUNCT bracis-33556 244 14 ) ) PUNCT bracis-33556 244 15 bracis bracis PROPN bracis-33556 244 16 2020 2020 NUM bracis-33556 244 17 , , PUNCT bracis-33556 244 18 part part NOUN bracis-33556 244 19 i. i. PROPN bracis-33556 244 20 lncs lncs PROPN bracis-33556 244 21 ( ( PUNCT bracis-33556 244 22 lnai lnai ADJ bracis-33556 244 23 ) ) PUNCT bracis-33556 244 24 , , PUNCT bracis-33556 244 25 vol vol NOUN bracis-33556 244 26 . . PUNCT bracis-33556 244 27 12319 12319 NUM bracis-33556 244 28 , , PUNCT bracis-33556 244 29 pp pp ADJ bracis-33556 244 30 . . PUNCT bracis-33556 245 1 648–662 648–662 NUM bracis-33556 245 2 . . PUNCT bracis-33556 245 3 springer springer NOUN bracis-33556 245 4 , , PUNCT bracis-33556 245 5 cham cham PROPN bracis-33556 245 6 ( ( PUNCT bracis-33556 245 7 2020 2020 NUM bracis-33556 245 8 ) ) PUNCT bracis-33556 245 9 . . PUNCT bracis-33556 246 1 https://doi.org/10.1007/978-3-030-61377-8_46 https://doi.org/10.1007/978-3-030-61377-8_46 PROPN bracis-33556 246 2 chapter chapter NOUN bracis-33556 246 3     SPACE bracis-33556 246 4 math math NOUN bracis-33556 246 5     SPACE bracis-33556 246 6 google google PROPN bracis-33556 246 7 scholar scholar NOUN bracis-33556 246 8     SPACE bracis-33556 246 9 breiman breiman NOUN bracis-33556 246 10 , , PUNCT bracis-33556 246 11 l. l. PROPN bracis-33556 246 12 : : PUNCT bracis-33556 246 13 bagging bag VERB bracis-33556 246 14 predictors predictor NOUN bracis-33556 246 15 . . PUNCT bracis-33556 247 1 mach mach NOUN bracis-33556 247 2 . . PUNCT bracis-33556 248 1 learn learn VERB bracis-33556 248 2 . . PUNCT bracis-33556 249 1 24 24 NUM bracis-33556 249 2 , , PUNCT bracis-33556 249 3 123–140 123–140 NUM bracis-33556 249 4 ( ( PUNCT bracis-33556 249 5 1996 1996 NUM bracis-33556 249 6 ) ) PUNCT bracis-33556 249 7 . . PUNCT bracis-33556 250 1 https://doi.org/10.1007/bf00058655 https://doi.org/10.1007/bf00058655 NOUN bracis-33556 250 2 article article NOUN bracis-33556 250 3     SPACE bracis-33556 250 4 math math NOUN bracis-33556 250 5     SPACE bracis-33556 250 6 google google PROPN bracis-33556 250 7 scholar scholar NOUN bracis-33556 250 8     SPACE bracis-33556 250 9 brito brito PROPN bracis-33556 250 10 , , PUNCT bracis-33556 250 11 m. m. NOUN bracis-33556 250 12 , , PUNCT bracis-33556 250 13 et et PROPN bracis-33556 250 14 al al PROPN bracis-33556 250 15 . . PROPN bracis-33556 250 16 : : PUNCT bracis-33556 251 1 cdjur cdjur NOUN bracis-33556 251 2 - - PUNCT bracis-33556 251 3 br br ADP bracis-33556 251 4 - - PUNCT bracis-33556 251 5 uma uma PROPN bracis-33556 251 6 coleção coleção PROPN bracis-33556 251 7 dourada dourada PROPN bracis-33556 251 8 do do AUX bracis-33556 251 9 judiciário judiciário PROPN bracis-33556 251 10 brasileiro brasileiro PROPN bracis-33556 251 11 com com PROPN bracis-33556 251 12 entidades entidades PROPN bracis-33556 251 13 nomeadas nomeadas PROPN bracis-33556 251 14 refinadas refinadas PROPN bracis-33556 251 15 . . PUNCT bracis-33556 252 1 in in ADP bracis-33556 252 2 : : PUNCT bracis-33556 252 3 anais anais PROPN bracis-33556 252 4 do do PROPN bracis-33556 252 5 xiv xiv PROPN bracis-33556 252 6 simpósio simpósio VERB bracis-33556 252 7 brasileiro brasileiro PROPN bracis-33556 252 8 de de PROPN bracis-33556 252 9 tecnologia tecnologia PROPN bracis-33556 252 10 da da PROPN bracis-33556 252 11 informação informação PROPN bracis-33556 252 12 e e PROPN bracis-33556 252 13 da da PROPN bracis-33556 252 14 linguagem linguagem PROPN bracis-33556 252 15 humana humana PROPN bracis-33556 252 16 , , PUNCT bracis-33556 252 17 pp pp ADP bracis-33556 252 18 . . PUNCT bracis-33556 253 1 177–186 177–186 NUM bracis-33556 253 2 . . PUNCT bracis-33556 254 1 sbc sbc NOUN bracis-33556 254 2 ( ( PUNCT bracis-33556 254 3 2023 2023 NUM bracis-33556 254 4 ) ) PUNCT bracis-33556 254 5 google google NOUN bracis-33556 254 6 scholar scholar NOUN bracis-33556 254 7     SPACE bracis-33556 254 8 chalkidis chalkidis PROPN bracis-33556 254 9 , , PUNCT bracis-33556 254 10 i. i. PROPN bracis-33556 254 11 , , PUNCT bracis-33556 254 12 fergadiotis fergadiotis PROPN bracis-33556 254 13 , , PUNCT bracis-33556 254 14 m. m. NOUN bracis-33556 254 15 , , PUNCT bracis-33556 254 16 malakasiotis malakasiotis PROPN bracis-33556 254 17 , , PUNCT bracis-33556 254 18 p. p. NOUN bracis-33556 254 19 , , PUNCT bracis-33556 254 20 aletras aletras PROPN bracis-33556 254 21 , , PUNCT bracis-33556 254 22 n. n. NOUN bracis-33556 254 23 , , PUNCT bracis-33556 254 24 androutsopoulos androutsopoulo NOUN bracis-33556 254 25 , , PUNCT bracis-33556 254 26 i. i. NOUN bracis-33556 254 27 : : PUNCT bracis-33556 254 28 legal legal ADJ bracis-33556 254 29 - - PUNCT bracis-33556 254 30 bert bert NOUN bracis-33556 254 31 : : PUNCT bracis-33556 254 32 the the DET bracis-33556 254 33 muppets muppet NOUN bracis-33556 254 34 straight straight ADV bracis-33556 254 35 out out ADP bracis-33556 254 36 of of ADP bracis-33556 254 37 law law NOUN bracis-33556 254 38 school school NOUN bracis-33556 254 39 ( ( PUNCT bracis-33556 254 40 2020 2020 NUM bracis-33556 254 41 ) ) PUNCT bracis-33556 254 42 google google PROPN bracis-33556 254 43 scholar scholar NOUN bracis-33556 254 44     SPACE bracis-33556 254 45 correia correia PROPN bracis-33556 254 46 , , PUNCT bracis-33556 254 47 f.a f.a PROPN bracis-33556 254 48 . . PROPN bracis-33556 254 49 , , PUNCT bracis-33556 254 50 et et PROPN bracis-33556 254 51 al al PROPN bracis-33556 254 52 . . PUNCT bracis-33556 254 53 : : PUNCT bracis-33556 254 54 fine fine ADV bracis-33556 254 55 - - PUNCT bracis-33556 254 56 grained grain VERB bracis-33556 254 57 legal legal ADJ bracis-33556 254 58 entity entity NOUN bracis-33556 254 59 annotation annotation NOUN bracis-33556 254 60 : : PUNCT bracis-33556 254 61 a a DET bracis-33556 254 62 case case NOUN bracis-33556 254 63 study study NOUN bracis-33556 254 64 on on ADP bracis-33556 254 65 the the DET bracis-33556 254 66 brazilian brazilian ADJ bracis-33556 254 67 supreme supreme PROPN bracis-33556 254 68 court court PROPN bracis-33556 254 69 . . PUNCT bracis-33556 255 1 inf inf PROPN bracis-33556 255 2 . . PROPN bracis-33556 255 3 process process NOUN bracis-33556 255 4 . . PUNCT bracis-33556 256 1 manag manag PROPN bracis-33556 256 2 . . PUNCT bracis-33556 257 1 59(1 59(1 NUM bracis-33556 257 2 ) ) PUNCT bracis-33556 257 3 , , PUNCT bracis-33556 257 4 102794 102794 NUM bracis-33556 257 5 ( ( PUNCT bracis-33556 258 1 2022 2022 NUM bracis-33556 258 2 ) ) PUNCT bracis-33556 258 3 article article NOUN bracis-33556 258 4     SPACE bracis-33556 258 5 mathscinet mathscinet NOUN bracis-33556 258 6     SPACE bracis-33556 258 7 math math NOUN bracis-33556 258 8     SPACE bracis-33556 258 9 google google PROPN bracis-33556 258 10 scholar scholar NOUN bracis-33556 258 11     SPACE bracis-33556 258 12 darji darji NOUN bracis-33556 258 13 , , PUNCT bracis-33556 258 14 h. h. PROPN bracis-33556 258 15 , , PUNCT bracis-33556 258 16 mitrović mitrović PROPN bracis-33556 258 17 , , PUNCT bracis-33556 258 18 j. j. PROPN bracis-33556 258 19 , , PUNCT bracis-33556 258 20 granitzer granitzer NOUN bracis-33556 258 21 , , PUNCT bracis-33556 258 22 m. m. NOUN bracis-33556 258 23 : : PUNCT bracis-33556 258 24 german german ADJ bracis-33556 258 25 bert bert PROPN bracis-33556 258 26 model model NOUN bracis-33556 258 27 for for ADP bracis-33556 258 28 legal legal ADJ bracis-33556 258 29 named name VERB bracis-33556 258 30 entity entity NOUN bracis-33556 258 31 recognition recognition NOUN bracis-33556 258 32 . . PUNCT bracis-33556 259 1 in in ADP bracis-33556 259 2 : : PUNCT bracis-33556 259 3 proceedings proceeding NOUN bracis-33556 259 4 of of ADP bracis-33556 259 5 the the DET bracis-33556 259 6 15th 15th ADJ bracis-33556 259 7 international international ADJ bracis-33556 259 8 conference conference NOUN bracis-33556 259 9 on on ADP bracis-33556 259 10 agents agent NOUN bracis-33556 259 11 and and CCONJ bracis-33556 259 12 artificial artificial ADJ bracis-33556 259 13 intelligence intelligence NOUN bracis-33556 259 14 . . PUNCT bracis-33556 260 1 scitepress scitepress NOUN bracis-33556 260 2 science science NOUN bracis-33556 260 3 and and CCONJ bracis-33556 260 4 technology technology NOUN bracis-33556 260 5 publications publication NOUN bracis-33556 260 6 ( ( PUNCT bracis-33556 260 7 2023 2023 NUM bracis-33556 260 8 ) ) PUNCT bracis-33556 260 9 . . PUNCT bracis-33556 261 1 https://doi.org/10.5220/0011749400003393 https://doi.org/10.5220/0011749400003393 PROPN bracis-33556 262 1 devlin devlin PROPN bracis-33556 262 2 , , PUNCT bracis-33556 262 3 j. j. PROPN bracis-33556 262 4 , , PUNCT bracis-33556 262 5 chang chang PROPN bracis-33556 262 6 , , PUNCT bracis-33556 262 7 m.w m.w PROPN bracis-33556 262 8 . . PROPN bracis-33556 262 9 , , PUNCT bracis-33556 262 10 lee lee PROPN bracis-33556 262 11 , , PUNCT bracis-33556 262 12 k. k. PROPN bracis-33556 262 13 , , PUNCT bracis-33556 262 14 toutanova toutanova PROPN bracis-33556 262 15 , , PUNCT bracis-33556 262 16 k. k. PROPN bracis-33556 262 17 : : PUNCT bracis-33556 262 18 bert bert PROPN bracis-33556 262 19 : : PUNCT bracis-33556 262 20 pre pre ADJ bracis-33556 262 21 - - NOUN bracis-33556 262 22 training training NOUN bracis-33556 262 23 of of ADP bracis-33556 262 24 deep deep ADJ bracis-33556 262 25 bidirectional bidirectional ADJ bracis-33556 262 26 transformers transformer NOUN bracis-33556 262 27 for for ADP bracis-33556 262 28 language language NOUN bracis-33556 262 29 understanding understanding NOUN bracis-33556 262 30 ( ( PUNCT bracis-33556 262 31 2019 2019 NUM bracis-33556 262 32 ) ) PUNCT bracis-33556 262 33 google google PROPN bracis-33556 262 34 scholar scholar NOUN bracis-33556 262 35     SPACE bracis-33556 262 36 douka douka NOUN bracis-33556 262 37 , , PUNCT bracis-33556 262 38 s. s. PROPN bracis-33556 262 39 , , PUNCT bracis-33556 262 40 abdine abdine PROPN bracis-33556 262 41 , , PUNCT bracis-33556 262 42 h. h. PROPN bracis-33556 262 43 , , PUNCT bracis-33556 262 44 vazirgiannis vazirgiannis PROPN bracis-33556 262 45 , , PUNCT bracis-33556 262 46 m. m. NOUN bracis-33556 262 47 , , PUNCT bracis-33556 262 48 hamdani hamdani PROPN bracis-33556 262 49 , , PUNCT bracis-33556 262 50 r.e r.e PROPN bracis-33556 262 51 . . PROPN bracis-33556 262 52 , , PUNCT bracis-33556 262 53 amariles amarile NOUN bracis-33556 262 54 , , PUNCT bracis-33556 262 55 d.r d.r PROPN bracis-33556 262 56 . . PROPN bracis-33556 262 57 : : PUNCT bracis-33556 263 1 juribert juribert PROPN bracis-33556 263 2 : : PUNCT bracis-33556 263 3 a a DET bracis-33556 263 4 masked mask VERB bracis-33556 263 5 - - PUNCT bracis-33556 263 6 language language NOUN bracis-33556 263 7 model model NOUN bracis-33556 263 8 adaptation adaptation NOUN bracis-33556 263 9 for for ADP bracis-33556 263 10 french french ADJ bracis-33556 263 11 legal legal ADJ bracis-33556 263 12 text text NOUN bracis-33556 263 13 ( ( PUNCT bracis-33556 263 14 2022 2022 NUM bracis-33556 263 15 ) ) PUNCT bracis-33556 263 16 google google NOUN bracis-33556 263 17 scholar scholar NOUN bracis-33556 263 18     SPACE bracis-33556 263 19 freund freund NOUN bracis-33556 263 20 , , PUNCT bracis-33556 263 21 y. y. NOUN bracis-33556 263 22 , , PUNCT bracis-33556 263 23 schapire schapire NOUN bracis-33556 263 24 , , PUNCT bracis-33556 263 25 r.e r.e PROPN bracis-33556 263 26 . . PUNCT bracis-33556 263 27 : : PUNCT bracis-33556 263 28 experiments experiment NOUN bracis-33556 263 29 with with ADP bracis-33556 263 30 a a DET bracis-33556 263 31 new new ADJ bracis-33556 263 32 boosting boost VERB bracis-33556 263 33 algorithm algorithm NOUN bracis-33556 263 34 . . PUNCT bracis-33556 264 1 in in ADP bracis-33556 264 2 : : PUNCT bracis-33556 264 3 machine machine NOUN bracis-33556 264 4 learning learning NOUN bracis-33556 264 5 : : PUNCT bracis-33556 264 6 proceedings proceeding NOUN bracis-33556 264 7 of of ADP bracis-33556 264 8 the the DET bracis-33556 264 9 thirteenth thirteenth ADJ bracis-33556 264 10 international international ADJ bracis-33556 264 11 conference conference NOUN bracis-33556 264 12 , , PUNCT bracis-33556 264 13 vol vol NOUN bracis-33556 264 14 . . PROPN bracis-33556 265 1 96 96 NUM bracis-33556 265 2 , , PUNCT bracis-33556 265 3 pp pp ADJ bracis-33556 265 4 . . PUNCT bracis-33556 266 1 148–156 148–156 NUM bracis-33556 266 2 ( ( PUNCT bracis-33556 266 3 1996 1996 NUM bracis-33556 266 4 ) ) PUNCT bracis-33556 266 5 google google PROPN bracis-33556 266 6 scholar scholar NOUN bracis-33556 266 7     SPACE bracis-33556 266 8 hu hu PROPN bracis-33556 266 9 , , PUNCT bracis-33556 266 10 e.j e.j PROPN bracis-33556 266 11 . . PROPN bracis-33556 266 12 , , PUNCT bracis-33556 266 13 et et PROPN bracis-33556 266 14 al al PROPN bracis-33556 266 15 . . PUNCT bracis-33556 266 16 : : PUNCT bracis-33556 267 1 lora lora NOUN bracis-33556 267 2 : : PUNCT bracis-33556 267 3 low low ADJ bracis-33556 267 4 - - PUNCT bracis-33556 267 5 rank rank NOUN bracis-33556 267 6 adaptation adaptation NOUN bracis-33556 267 7 of of ADP bracis-33556 267 8 large large ADJ bracis-33556 267 9 language language NOUN bracis-33556 267 10 models model NOUN bracis-33556 267 11 ( ( PUNCT bracis-33556 267 12 2021 2021 NUM bracis-33556 267 13 ) ) PUNCT bracis-33556 267 14 google google PROPN bracis-33556 267 15 scholar scholar NOUN bracis-33556 267 16     SPACE bracis-33556 267 17 jiang jiang PROPN bracis-33556 267 18 , , PUNCT bracis-33556 267 19 a.q a.q PROPN bracis-33556 267 20 . . PROPN bracis-33556 267 21 , , PUNCT bracis-33556 267 22 et et PROPN bracis-33556 267 23 al al PROPN bracis-33556 267 24 . . PUNCT bracis-33556 267 25 : : PUNCT bracis-33556 268 1 mistral mistral ADJ bracis-33556 268 2 7b 7b NOUN bracis-33556 268 3 ( ( PUNCT bracis-33556 268 4 2023 2023 NUM bracis-33556 268 5 ) ) PUNCT bracis-33556 268 6 google google NOUN bracis-33556 268 7 scholar scholar NOUN bracis-33556 268 8     SPACE bracis-33556 268 9 mikolov mikolov NOUN bracis-33556 268 10 , , PUNCT bracis-33556 268 11 t. t. PROPN bracis-33556 268 12 , , PUNCT bracis-33556 268 13 chen chen PROPN bracis-33556 268 14 , , PUNCT bracis-33556 268 15 k. k. PROPN bracis-33556 268 16 , , PUNCT bracis-33556 268 17 corrado corrado PROPN bracis-33556 268 18 , , PUNCT bracis-33556 268 19 g. g. PROPN bracis-33556 268 20 , , PUNCT bracis-33556 268 21 dean dean PROPN bracis-33556 268 22 , , PUNCT bracis-33556 268 23 j. j. PROPN bracis-33556 268 24 : : PUNCT bracis-33556 268 25 efficient efficient ADJ bracis-33556 268 26 estimation estimation NOUN bracis-33556 268 27 of of ADP bracis-33556 268 28 word word NOUN bracis-33556 268 29 representations representation NOUN bracis-33556 268 30 in in ADP bracis-33556 268 31 vector vector NOUN bracis-33556 268 32 space space NOUN bracis-33556 268 33 ( ( PUNCT bracis-33556 268 34 2013 2013 NUM bracis-33556 268 35 ) ) PUNCT bracis-33556 268 36 google google PROPN bracis-33556 268 37 scholar scholar NOUN bracis-33556 268 38     SPACE bracis-33556 268 39 nakayama nakayama NOUN bracis-33556 268 40 , , PUNCT bracis-33556 268 41 h. h. NOUN bracis-33556 268 42 : : PUNCT bracis-33556 268 43 seqeval seqeval ADV bracis-33556 268 44 : : PUNCT bracis-33556 268 45 a a DET bracis-33556 268 46 python python NOUN bracis-33556 268 47 framework framework NOUN bracis-33556 268 48 for for ADP bracis-33556 268 49 sequence sequence NOUN bracis-33556 268 50 labeling labeling NOUN bracis-33556 268 51 evaluation evaluation NOUN bracis-33556 268 52 ( ( PUNCT bracis-33556 268 53 2018 2018 NUM bracis-33556 268 54 ) ) PUNCT bracis-33556 268 55 . . PUNCT bracis-33556 269 1 https://github.com/chakki-works/seqeval https://github.com/chakki-works/seqeval NOUN bracis-33556 269 2 , , PUNCT bracis-33556 269 3 software software NOUN bracis-33556 269 4 available available ADJ bracis-33556 269 5 from from ADP bracis-33556 269 6 https://github.com/chakki-works/seqeval https://github.com/chakki-works/seqeval PROPN bracis-33556 269 7 nunes nune NOUN bracis-33556 269 8 , , PUNCT bracis-33556 269 9 r.o r.o PROPN bracis-33556 269 10 . . PROPN bracis-33556 269 11 , , PUNCT bracis-33556 269 12 balreira balreira PROPN bracis-33556 269 13 , , PUNCT bracis-33556 269 14 d.g d.g PROPN bracis-33556 269 15 . . PROPN bracis-33556 269 16 , , PUNCT bracis-33556 269 17 spritzer spritzer PROPN bracis-33556 269 18 , , PUNCT bracis-33556 269 19 a.s a.s PROPN bracis-33556 269 20 . . PROPN bracis-33556 269 21 , , PUNCT bracis-33556 269 22 freitas freitas PROPN bracis-33556 269 23 , , PUNCT bracis-33556 269 24 c.m.d.s c.m.d.s PROPN bracis-33556 269 25 . . PUNCT bracis-33556 269 26 : : PUNCT bracis-33556 270 1 a a DET bracis-33556 270 2 named name VERB bracis-33556 270 3 entity entity NOUN bracis-33556 270 4 recognition recognition NOUN bracis-33556 270 5 approach approach NOUN bracis-33556 270 6 for for ADP bracis-33556 270 7 portuguese portuguese ADJ bracis-33556 270 8 legislative legislative ADJ bracis-33556 270 9 texts text NOUN bracis-33556 270 10 using use VERB bracis-33556 270 11 self self NOUN bracis-33556 270 12 - - PUNCT bracis-33556 270 13 learning learning NOUN bracis-33556 270 14 . . PUNCT bracis-33556 271 1 in in ADP bracis-33556 271 2 : : PUNCT bracis-33556 271 3 proceedings proceeding NOUN bracis-33556 271 4 of of ADP bracis-33556 271 5 the the DET bracis-33556 271 6 16th 16th ADJ bracis-33556 271 7 international international ADJ bracis-33556 271 8 conference conference NOUN bracis-33556 271 9 on on ADP bracis-33556 271 10 computational computational ADJ bracis-33556 271 11 processing processing NOUN bracis-33556 271 12 of of ADP bracis-33556 271 13 portuguese portuguese PROPN bracis-33556 271 14 , , PUNCT bracis-33556 271 15 pp pp ADV bracis-33556 271 16 . . PUNCT bracis-33556 272 1 290–300 290–300 NUM bracis-33556 272 2 ( ( PUNCT bracis-33556 272 3 2024 2024 NUM bracis-33556 272 4 ) ) PUNCT bracis-33556 272 5 google google NOUN bracis-33556 272 6 scholar scholar NOUN bracis-33556 272 7     SPACE bracis-33556 272 8 oleques oleque NOUN bracis-33556 272 9 nunes nune NOUN bracis-33556 272 10 . . PROPN bracis-33556 272 11 , , PUNCT bracis-33556 272 12 r. r. PROPN bracis-33556 272 13 , , PUNCT bracis-33556 272 14 spritzer spritzer NOUN bracis-33556 272 15 . . PUNCT bracis-33556 272 16 , , PUNCT bracis-33556 272 17 a. a. PROPN bracis-33556 272 18 , , PUNCT bracis-33556 272 19 dal dal NOUN bracis-33556 272 20 sasso sasso NOUN bracis-33556 272 21 freitas freitas PROPN bracis-33556 272 22 . . PUNCT bracis-33556 272 23 , , PUNCT bracis-33556 272 24 c. c. PROPN bracis-33556 272 25 , , PUNCT bracis-33556 272 26 balreira balreira PROPN bracis-33556 272 27 . . PROPN bracis-33556 272 28 , , PUNCT bracis-33556 272 29 d. d. PROPN bracis-33556 272 30 : : PUNCT bracis-33556 272 31 out out ADP bracis-33556 272 32 of of ADP bracis-33556 272 33 sesame sesame PROPN bracis-33556 272 34 street street NOUN bracis-33556 272 35 : : PUNCT bracis-33556 272 36 a a DET bracis-33556 272 37 study study NOUN bracis-33556 272 38 of of ADP bracis-33556 272 39 portuguese portuguese ADJ bracis-33556 272 40 legal legal ADJ bracis-33556 272 41 named name VERB bracis-33556 272 42 entity entity NOUN bracis-33556 272 43 recognition recognition NOUN bracis-33556 272 44 through through ADP bracis-33556 272 45 in in ADP bracis-33556 272 46 - - PUNCT bracis-33556 272 47 context context NOUN bracis-33556 272 48 learning learning NOUN bracis-33556 272 49 . . PUNCT bracis-33556 273 1 in in ADP bracis-33556 273 2 : : PUNCT bracis-33556 273 3 proceedings proceeding NOUN bracis-33556 273 4 of of ADP bracis-33556 273 5 the the DET bracis-33556 273 6 26th 26th ADJ bracis-33556 273 7 international international ADJ bracis-33556 273 8 conference conference NOUN bracis-33556 273 9 on on ADP bracis-33556 273 10 enterprise enterprise NOUN bracis-33556 273 11 information information NOUN bracis-33556 273 12 systems system NOUN bracis-33556 273 13 volume volume NOUN bracis-33556 273 14 1 1 NUM bracis-33556 273 15 : : PUNCT bracis-33556 273 16 iceis iceis NOUN bracis-33556 273 17 , , PUNCT bracis-33556 273 18 pp pp ADP bracis-33556 273 19 . . PUNCT bracis-33556 274 1 477–489 477–489 NUM bracis-33556 274 2 . . PUNCT bracis-33556 274 3 insticc insticc NOUN bracis-33556 274 4 , , PUNCT bracis-33556 274 5 scitepress scitepress NOUN bracis-33556 274 6 ( ( PUNCT bracis-33556 274 7 2024 2024 NUM bracis-33556 274 8 ) ) PUNCT bracis-33556 274 9 . . PUNCT bracis-33556 275 1 https://doi.org/10.5220/0012624700003690 https://doi.org/10.5220/0012624700003690 NOUN bracis-33556 275 2 peters peters PROPN bracis-33556 275 3 , , PUNCT bracis-33556 275 4 m.e m.e PROPN bracis-33556 275 5 . . PROPN bracis-33556 275 6 , , PUNCT bracis-33556 275 7 et et PROPN bracis-33556 275 8 al al PROPN bracis-33556 275 9 . . PROPN bracis-33556 275 10 : : PUNCT bracis-33556 276 1 deep deep ADJ bracis-33556 276 2 contextualized contextualized ADJ bracis-33556 276 3 word word NOUN bracis-33556 276 4 representations representation NOUN bracis-33556 276 5 ( ( PUNCT bracis-33556 276 6 2018 2018 NUM bracis-33556 276 7 ) ) PUNCT bracis-33556 276 8 google google PROPN bracis-33556 276 9 scholar scholar NOUN bracis-33556 276 10     SPACE bracis-33556 276 11 polo polo NOUN bracis-33556 276 12 , , PUNCT bracis-33556 276 13 f.m f.m PROPN bracis-33556 276 14 . . PROPN bracis-33556 276 15 , , PUNCT bracis-33556 276 16 et et PROPN bracis-33556 276 17 al al PROPN bracis-33556 276 18 . . PROPN bracis-33556 276 19 : : PUNCT bracis-33556 276 20 legalnlp legalnlp ADJ bracis-33556 276 21 - - PUNCT bracis-33556 276 22 natural natural ADJ bracis-33556 276 23 language language NOUN bracis-33556 276 24 processing processing NOUN bracis-33556 276 25 methods method NOUN bracis-33556 276 26 for for ADP bracis-33556 276 27 the the DET bracis-33556 276 28 brazilian brazilian ADJ bracis-33556 276 29 legal legal ADJ bracis-33556 276 30 language language NOUN bracis-33556 276 31 . . PUNCT bracis-33556 277 1 in in ADP bracis-33556 277 2 : : PUNCT bracis-33556 277 3 anais anais PROPN bracis-33556 277 4 do do VERB bracis-33556 277 5 xviii xviii X bracis-33556 277 6 encontro encontro ADJ bracis-33556 277 7 nacional nacional ADJ bracis-33556 277 8 de de X bracis-33556 277 9 inteligência inteligência PROPN bracis-33556 277 10 artificial artificial PROPN bracis-33556 277 11 e e NOUN bracis-33556 277 12 computacional computacional NOUN bracis-33556 277 13 , , PUNCT bracis-33556 277 14 pp pp ADJ bracis-33556 277 15 . . PUNCT bracis-33556 278 1 763–774 763–774 X bracis-33556 278 2 . . PUNCT bracis-33556 279 1 sbc sbc NOUN bracis-33556 279 2 ( ( PUNCT bracis-33556 279 3 2021 2021 NUM bracis-33556 279 4 ) ) PUNCT bracis-33556 279 5 google google PROPN bracis-33556 279 6 scholar scholar NOUN bracis-33556 279 7     SPACE bracis-33556 279 8 radford radford PROPN bracis-33556 279 9 , , PUNCT bracis-33556 279 10 a. a. PROPN bracis-33556 279 11 , , PUNCT bracis-33556 279 12 narasimhan narasimhan PROPN bracis-33556 279 13 , , PUNCT bracis-33556 279 14 k. k. PROPN bracis-33556 279 15 , , PUNCT bracis-33556 279 16 salimans saliman NOUN bracis-33556 279 17 , , PUNCT bracis-33556 279 18 t. t. PROPN bracis-33556 279 19 , , PUNCT bracis-33556 279 20 sutskever sutskever PROPN bracis-33556 279 21 , , PUNCT bracis-33556 279 22 i. i. PROPN bracis-33556 279 23 : : PUNCT bracis-33556 279 24 improving improve VERB bracis-33556 279 25 language language NOUN bracis-33556 279 26 understanding understanding NOUN bracis-33556 279 27 by by ADP bracis-33556 279 28 generative generative ADJ bracis-33556 279 29 pre pre NOUN bracis-33556 279 30 - - NOUN bracis-33556 279 31 training training NOUN bracis-33556 279 32 . . PUNCT bracis-33556 280 1 openai openai PROPN bracis-33556 280 2 technical technical ADJ bracis-33556 280 3 report report NOUN bracis-33556 280 4 ( ( PUNCT bracis-33556 280 5 2018 2018 NUM bracis-33556 280 6 ) ) PUNCT bracis-33556 280 7 google google PROPN bracis-33556 280 8 scholar scholar NOUN bracis-33556 280 9     SPACE bracis-33556 280 10 reimers reimer NOUN bracis-33556 280 11 , , PUNCT bracis-33556 280 12 n. n. NOUN bracis-33556 280 13 , , PUNCT bracis-33556 280 14 gurevych gurevych NOUN bracis-33556 280 15 , , PUNCT bracis-33556 280 16 i. i. NOUN bracis-33556 280 17 : : PUNCT bracis-33556 280 18 making make VERB bracis-33556 280 19 monolingual monolingual ADJ bracis-33556 280 20 sentence sentence NOUN bracis-33556 280 21 embeddings embedding NOUN bracis-33556 280 22 multilingual multilingual ADJ bracis-33556 280 23 using use VERB bracis-33556 280 24 knowledge knowledge NOUN bracis-33556 280 25 distillation distillation NOUN bracis-33556 280 26 . . PUNCT bracis-33556 281 1 in in ADP bracis-33556 281 2 : : PUNCT bracis-33556 281 3 proceedings proceeding NOUN bracis-33556 281 4 of of ADP bracis-33556 281 5 the the DET bracis-33556 281 6 2020 2020 NUM bracis-33556 281 7 conference conference NOUN bracis-33556 281 8 on on ADP bracis-33556 281 9 empirical empirical ADJ bracis-33556 281 10 methods method NOUN bracis-33556 281 11 in in ADP bracis-33556 281 12 natural natural ADJ bracis-33556 281 13 language language NOUN bracis-33556 281 14 processing processing NOUN bracis-33556 281 15 . . PUNCT bracis-33556 282 1 association association NOUN bracis-33556 282 2 for for ADP bracis-33556 282 3 computational computational ADJ bracis-33556 282 4 linguistics linguistic NOUN bracis-33556 282 5 ( ( PUNCT bracis-33556 282 6 2020 2020 NUM bracis-33556 282 7 ) ) PUNCT bracis-33556 282 8 . . PUNCT bracis-33556 283 1 https://arxiv.org/abs/2004.09813 https://arxiv.org/abs/2004.09813 PROPN bracis-33556 283 2 sagi sagi PROPN bracis-33556 283 3 , , PUNCT bracis-33556 283 4 o. o. PROPN bracis-33556 283 5 , , PUNCT bracis-33556 283 6 rokach rokach NOUN bracis-33556 283 7 , , PUNCT bracis-33556 283 8 l. l. PROPN bracis-33556 283 9 : : PUNCT bracis-33556 283 10 ensemble ensemble ADJ bracis-33556 283 11 learning learning NOUN bracis-33556 283 12 : : PUNCT bracis-33556 283 13 a a DET bracis-33556 283 14 survey survey NOUN bracis-33556 283 15 . . PUNCT bracis-33556 284 1 wiley wiley PROPN bracis-33556 284 2 interdisc interdisc PROPN bracis-33556 284 3 . . PUNCT bracis-33556 285 1 rev rev PROPN bracis-33556 285 2 . . PROPN bracis-33556 285 3 data data PROPN bracis-33556 285 4 min min PROPN bracis-33556 285 5 . . PROPN bracis-33556 285 6 knowl knowl PROPN bracis-33556 285 7 . . PUNCT bracis-33556 286 1 discov discov NOUN bracis-33556 286 2 . . PUNCT bracis-33556 287 1 8(4 8(4 NUM bracis-33556 287 2 ) ) PUNCT bracis-33556 287 3 , , PUNCT bracis-33556 287 4 e1249 e1249 PROPN bracis-33556 287 5 ( ( PUNCT bracis-33556 287 6 2018 2018 NUM bracis-33556 287 7 ) ) PUNCT bracis-33556 287 8 article article NOUN bracis-33556 287 9     SPACE bracis-33556 287 10 math math NOUN bracis-33556 287 11     SPACE bracis-33556 287 12 google google PROPN bracis-33556 287 13 scholar scholar NOUN bracis-33556 287 14     SPACE bracis-33556 287 15 salewski salewski ADJ bracis-33556 287 16 , , PUNCT bracis-33556 287 17 l. l. PROPN bracis-33556 287 18 , , PUNCT bracis-33556 287 19 alaniz alaniz PROPN bracis-33556 287 20 , , PUNCT bracis-33556 287 21 s. s. PROPN bracis-33556 287 22 , , PUNCT bracis-33556 287 23 rio rio PROPN bracis-33556 287 24 - - PUNCT bracis-33556 287 25 torto torto PROPN bracis-33556 287 26 , , PUNCT bracis-33556 287 27 i. i. PROPN bracis-33556 287 28 , , PUNCT bracis-33556 287 29 schulz schulz PROPN bracis-33556 287 30 , , PUNCT bracis-33556 287 31 e. e. PROPN bracis-33556 287 32 , , PUNCT bracis-33556 287 33 akata akata PROPN bracis-33556 287 34 , , PUNCT bracis-33556 287 35 z. z. PROPN bracis-33556 287 36 : : PUNCT bracis-33556 287 37 in in ADP bracis-33556 287 38 - - PUNCT bracis-33556 287 39 context context NOUN bracis-33556 287 40 impersonation impersonation NOUN bracis-33556 287 41 reveals reveal VERB bracis-33556 287 42 large large ADJ bracis-33556 287 43 language language NOUN bracis-33556 287 44 models model NOUN bracis-33556 287 45 ’ ' PUNCT bracis-33556 287 46 strengths strength NOUN bracis-33556 287 47 and and CCONJ bracis-33556 287 48 biases bias NOUN bracis-33556 287 49 . . PUNCT bracis-33556 288 1 in in ADP bracis-33556 288 2 : : PUNCT bracis-33556 288 3 thirty thirty NUM bracis-33556 288 4 - - PUNCT bracis-33556 288 5 seventh seventh ADJ bracis-33556 288 6 conference conference NOUN bracis-33556 288 7 on on ADP bracis-33556 288 8 neural neural ADJ bracis-33556 288 9 information information NOUN bracis-33556 288 10 processing processing NOUN bracis-33556 288 11 systems system NOUN bracis-33556 288 12 ( ( PUNCT bracis-33556 288 13 2023 2023 NUM bracis-33556 288 14 ) ) PUNCT bracis-33556 288 15 . . PUNCT bracis-33556 289 1 https://openreview.net/forum?id=cbsj53ldkc https://openreview.net/forum?id=cbsj53ldkc NOUN bracis-33556 289 2 santos santos PROPN bracis-33556 289 3 , , PUNCT bracis-33556 289 4 d. d. PROPN bracis-33556 289 5 , , PUNCT bracis-33556 289 6 cardoso cardoso PROPN bracis-33556 289 7 , , PUNCT bracis-33556 289 8 n. n. NOUN bracis-33556 289 9 : : PUNCT bracis-33556 289 10 a a DET bracis-33556 289 11 golden golden ADJ bracis-33556 289 12 resource resource NOUN bracis-33556 289 13 for for ADP bracis-33556 289 14 named name VERB bracis-33556 289 15 entity entity NOUN bracis-33556 289 16 recognition recognition NOUN bracis-33556 289 17 in in ADP bracis-33556 289 18 portuguese portuguese PROPN bracis-33556 289 19 . . PUNCT bracis-33556 290 1 in in ADP bracis-33556 290 2 : : PUNCT bracis-33556 290 3 vieira vieira PROPN bracis-33556 290 4 , , PUNCT bracis-33556 290 5 r. r. PROPN bracis-33556 290 6 , , PUNCT bracis-33556 290 7 quaresma quaresma PROPN bracis-33556 290 8 , , PUNCT bracis-33556 290 9 p. p. PROPN bracis-33556 290 10 , , PUNCT bracis-33556 290 11 nunes nune NOUN bracis-33556 290 12 , , PUNCT bracis-33556 290 13 m.g.v m.g.v PROPN bracis-33556 290 14 . . PROPN bracis-33556 290 15 , , PUNCT bracis-33556 290 16 mamede mamede PROPN bracis-33556 290 17 , , PUNCT bracis-33556 290 18 n.j n.j PROPN bracis-33556 290 19 . . PROPN bracis-33556 290 20 , , PUNCT bracis-33556 290 21 oliveira oliveira PROPN bracis-33556 290 22 , , PUNCT bracis-33556 290 23 c. c. PROPN bracis-33556 290 24 , , PUNCT bracis-33556 290 25 dias dias PROPN bracis-33556 290 26 , , PUNCT bracis-33556 290 27 m.c m.c PROPN bracis-33556 290 28 . . PROPN bracis-33556 290 29 ( ( PUNCT bracis-33556 290 30 eds ed NOUN bracis-33556 290 31 . . PUNCT bracis-33556 290 32 ) ) PUNCT bracis-33556 290 33 propor propor ADJ bracis-33556 290 34 2006 2006 NUM bracis-33556 290 35 . . PUNCT bracis-33556 291 1 lncs lncs PROPN bracis-33556 291 2 ( ( PUNCT bracis-33556 291 3 lnai lnai ADJ bracis-33556 291 4 ) ) PUNCT bracis-33556 291 5 , , PUNCT bracis-33556 291 6 vol vol NOUN bracis-33556 291 7 . . PROPN bracis-33556 291 8 3960 3960 NUM bracis-33556 291 9 , , PUNCT bracis-33556 291 10 pp pp ADV bracis-33556 291 11 . . PUNCT bracis-33556 292 1 69–79 69–79 ADV bracis-33556 292 2 . . PUNCT bracis-33556 293 1 springer springer NOUN bracis-33556 293 2 , , PUNCT bracis-33556 293 3 heidelberg heidelberg PROPN bracis-33556 293 4 ( ( PUNCT bracis-33556 293 5 2006 2006 NUM bracis-33556 293 6 ) ) PUNCT bracis-33556 293 7 . . PUNCT bracis-33556 294 1 https://doi.org/10.1007/11751984_8 https://doi.org/10.1007/11751984_8 PROPN bracis-33556 294 2 chapter chapter NOUN bracis-33556 294 3     SPACE bracis-33556 294 4 math math NOUN bracis-33556 294 5     SPACE bracis-33556 294 6 google google PROPN bracis-33556 294 7 scholar scholar NOUN bracis-33556 294 8     SPACE bracis-33556 294 9 silva silva NOUN bracis-33556 294 10 , , PUNCT bracis-33556 294 11 n. n. NOUN bracis-33556 294 12 , , PUNCT bracis-33556 294 13 et et PROPN bracis-33556 294 14 al al PROPN bracis-33556 294 15 . . PROPN bracis-33556 294 16 : : PUNCT bracis-33556 294 17 evaluating evaluate VERB bracis-33556 294 18 topic topic NOUN bracis-33556 294 19 models model NOUN bracis-33556 294 20 in in ADP bracis-33556 294 21 portuguese portuguese ADJ bracis-33556 294 22 political political ADJ bracis-33556 294 23 comments comment NOUN bracis-33556 294 24 about about ADP bracis-33556 294 25 bills bill NOUN bracis-33556 294 26 from from ADP bracis-33556 294 27 brazil brazil PROPN bracis-33556 294 28 ’s ’s PART bracis-33556 294 29 chamber chamber NOUN bracis-33556 294 30 of of ADP bracis-33556 294 31 deputies deputy NOUN bracis-33556 294 32 . . PUNCT bracis-33556 295 1 in in ADP bracis-33556 295 2 : : PUNCT bracis-33556 295 3 anais anais PROPN bracis-33556 295 4 da da PROPN bracis-33556 295 5 x x PUNCT bracis-33556 295 6 brazilian brazilian ADJ bracis-33556 295 7 conference conference NOUN bracis-33556 295 8 on on ADP bracis-33556 295 9 intelligent intelligent ADJ bracis-33556 295 10 systems system NOUN bracis-33556 295 11 . . PUNCT bracis-33556 296 1 sbc sbc PROPN bracis-33556 296 2 , , PUNCT bracis-33556 296 3 porto porto PROPN bracis-33556 296 4 alegre alegre PROPN bracis-33556 296 5 , , PUNCT bracis-33556 296 6 rs rs NOUN bracis-33556 296 7 , , PUNCT bracis-33556 296 8 brasil brasil NOUN bracis-33556 296 9 ( ( PUNCT bracis-33556 296 10 2021 2021 NUM bracis-33556 296 11 ) ) PUNCT bracis-33556 296 12 . . PUNCT bracis-33556 297 1 https://sol.sbc.org.br/index.php/bracis/article/view/19061 https://sol.sbc.org.br/index.php/bracis/article/view/19061 PROPN bracis-33556 297 2 souza souza PROPN bracis-33556 297 3 , , PUNCT bracis-33556 297 4 f. f. PROPN bracis-33556 297 5 , , PUNCT bracis-33556 297 6 nogueira nogueira PROPN bracis-33556 297 7 , , PUNCT bracis-33556 297 8 r. r. PROPN bracis-33556 297 9 , , PUNCT bracis-33556 297 10 lotufo lotufo PROPN bracis-33556 297 11 , , PUNCT bracis-33556 297 12 r. r. PROPN bracis-33556 297 13 : : PUNCT bracis-33556 297 14 bertimbau bertimbau PROPN bracis-33556 297 15 : : PUNCT bracis-33556 297 16 pretrained pretraine VERB bracis-33556 297 17 bert bert NOUN bracis-33556 297 18 models model NOUN bracis-33556 297 19 for for ADP bracis-33556 297 20 brazilian brazilian ADJ bracis-33556 297 21 portuguese portuguese NOUN bracis-33556 297 22 , , PUNCT bracis-33556 297 23 pp pp ADP bracis-33556 297 24 . . PUNCT bracis-33556 298 1 403–417 403–417 NUM bracis-33556 298 2 ( ( PUNCT bracis-33556 298 3 2020 2020 NUM bracis-33556 298 4 ) ) PUNCT bracis-33556 298 5 . . PUNCT bracis-33556 299 1 https://doi.org/10.1007/978-3-030-61377-8_28 https://doi.org/10.1007/978-3-030-61377-8_28 PROPN bracis-33556 299 2 vaswani vaswani NOUN bracis-33556 299 3 , , PUNCT bracis-33556 299 4 a. a. NOUN bracis-33556 299 5 , , PUNCT bracis-33556 299 6 et et PROPN bracis-33556 299 7 al al PROPN bracis-33556 299 8 . . PUNCT bracis-33556 299 9 : : PUNCT bracis-33556 300 1 attention attention NOUN bracis-33556 300 2 is be AUX bracis-33556 300 3 all all PRON bracis-33556 300 4 you you PRON bracis-33556 300 5 need need VERB bracis-33556 300 6 ( ( PUNCT bracis-33556 300 7 2017 2017 NUM bracis-33556 300 8 ) ) PUNCT bracis-33556 300 9 google google PROPN bracis-33556 300 10 scholar scholar NOUN bracis-33556 300 11     SPACE bracis-33556 300 12 wagner wagner NOUN bracis-33556 300 13     SPACE bracis-33556 300 14 filho filho PROPN bracis-33556 300 15 , , PUNCT bracis-33556 300 16 j.a j.a PROPN bracis-33556 300 17 . . PROPN bracis-33556 300 18 , , PUNCT bracis-33556 300 19 wilkens wilkens PROPN bracis-33556 300 20 , , PUNCT bracis-33556 300 21 r. r. PROPN bracis-33556 300 22 , , PUNCT bracis-33556 300 23 idiart idiart NOUN bracis-33556 300 24 , , PUNCT bracis-33556 300 25 m. m. NOUN bracis-33556 300 26 , , PUNCT bracis-33556 300 27 villavicencio villavicencio NOUN bracis-33556 300 28 , , PUNCT bracis-33556 300 29 a. a. NOUN bracis-33556 300 30 : : PUNCT bracis-33556 300 31 the the DET bracis-33556 300 32 brwac brwac PROPN bracis-33556 300 33 corpus corpus PROPN bracis-33556 300 34 : : PUNCT bracis-33556 300 35 a a DET bracis-33556 300 36 new new ADJ bracis-33556 300 37 open open ADJ bracis-33556 300 38 resource resource NOUN bracis-33556 300 39 for for ADP bracis-33556 300 40 brazilian brazilian ADJ bracis-33556 300 41 portuguese portuguese NOUN bracis-33556 300 42 . . PUNCT bracis-33556 301 1 in in ADP bracis-33556 301 2 : : PUNCT bracis-33556 301 3 proceedings proceeding NOUN bracis-33556 301 4 of of ADP bracis-33556 301 5 the the DET bracis-33556 301 6 eleventh eleventh ADJ bracis-33556 301 7 international international ADJ bracis-33556 301 8 conference conference NOUN bracis-33556 301 9 on on ADP bracis-33556 301 10 language language NOUN bracis-33556 301 11 resources resource NOUN bracis-33556 301 12 and and CCONJ bracis-33556 301 13 evaluation evaluation NOUN bracis-33556 301 14 ( ( PUNCT bracis-33556 301 15 lrec lrec PROPN bracis-33556 301 16 2018 2018 NUM bracis-33556 301 17 ) ) PUNCT bracis-33556 301 18 ( ( PUNCT bracis-33556 301 19 2018 2018 NUM bracis-33556 301 20 ) ) PUNCT bracis-33556 301 21 google google PROPN bracis-33556 301 22 scholar scholar NOUN bracis-33556 301 23     SPACE bracis-33556 301 24 wagner wagner NOUN bracis-33556 301 25     SPACE bracis-33556 301 26 filho filho PROPN bracis-33556 301 27 , , PUNCT bracis-33556 301 28 j.a j.a PROPN bracis-33556 301 29 . . PROPN bracis-33556 301 30 , , PUNCT bracis-33556 301 31 wilkens wilkens PROPN bracis-33556 301 32 , , PUNCT bracis-33556 301 33 r. r. PROPN bracis-33556 301 34 , , PUNCT bracis-33556 301 35 idiart idiart NOUN bracis-33556 301 36 , , PUNCT bracis-33556 301 37 m. m. NOUN bracis-33556 301 38 , , PUNCT bracis-33556 301 39 villavicencio villavicencio NOUN bracis-33556 301 40 , , PUNCT bracis-33556 301 41 a. a. NOUN bracis-33556 301 42 : : PUNCT bracis-33556 301 43 the the DET bracis-33556 301 44 brwac brwac PROPN bracis-33556 301 45 corpus corpus PROPN bracis-33556 301 46 : : PUNCT bracis-33556 301 47 a a DET bracis-33556 301 48 new new ADJ bracis-33556 301 49 open open ADJ bracis-33556 301 50 resource resource NOUN bracis-33556 301 51 for for ADP bracis-33556 301 52 brazilian brazilian ADJ bracis-33556 301 53 portuguese portuguese NOUN bracis-33556 301 54 . . PUNCT bracis-33556 302 1 in in ADP bracis-33556 302 2 : : PUNCT bracis-33556 302 3 calzolari calzolari PROPN bracis-33556 302 4 , , PUNCT bracis-33556 302 5 n. n. PROPN bracis-33556 302 6 , , PUNCT bracis-33556 302 7 et et PROPN bracis-33556 302 8 al al PROPN bracis-33556 302 9 . . PUNCT bracis-33556 303 1 ( ( PUNCT bracis-33556 303 2 eds ed NOUN bracis-33556 303 3 . . PUNCT bracis-33556 303 4 ) ) PUNCT bracis-33556 303 5 proceedings proceeding NOUN bracis-33556 303 6 of of ADP bracis-33556 303 7 the the DET bracis-33556 303 8 eleventh eleventh ADJ bracis-33556 303 9 international international ADJ bracis-33556 303 10 conference conference NOUN bracis-33556 303 11 on on ADP bracis-33556 303 12 language language NOUN bracis-33556 303 13 resources resource NOUN bracis-33556 303 14 and and CCONJ bracis-33556 303 15 evaluation evaluation NOUN bracis-33556 303 16 ( ( PUNCT bracis-33556 303 17 lrec lrec PROPN bracis-33556 303 18 2018 2018 NUM bracis-33556 303 19 ) ) PUNCT bracis-33556 303 20 . . PUNCT bracis-33556 304 1 european european ADJ bracis-33556 304 2 language language PROPN bracis-33556 304 3 resources resource NOUN bracis-33556 304 4 association association NOUN bracis-33556 304 5 ( ( PUNCT bracis-33556 304 6 elra elra ADV bracis-33556 304 7 ) ) PUNCT bracis-33556 304 8 , , PUNCT bracis-33556 304 9 miyazaki miyazaki PROPN bracis-33556 304 10 , , PUNCT bracis-33556 304 11 japan japan PROPN bracis-33556 304 12 ( ( PUNCT bracis-33556 304 13 2018 2018 NUM bracis-33556 304 14 ) ) PUNCT bracis-33556 304 15 . . PUNCT bracis-33556 305 1 https://aclanthology.org/l18-1686 https://aclanthology.org/l18-1686 PROPN bracis-33556 306 1 wei wei PROPN bracis-33556 306 2 , , PUNCT bracis-33556 306 3 j. j. PROPN bracis-33556 306 4 , , PUNCT bracis-33556 306 5 et et PROPN bracis-33556 306 6 al al PROPN bracis-33556 306 7 . . PROPN bracis-33556 306 8 : : PUNCT bracis-33556 307 1 chain chain NOUN bracis-33556 307 2 - - PUNCT bracis-33556 307 3 of of ADP bracis-33556 307 4 - - PUNCT bracis-33556 307 5 thought thought NOUN bracis-33556 307 6 prompting prompt VERB bracis-33556 307 7 elicits elicit NOUN bracis-33556 307 8 reasoning reasoning NOUN bracis-33556 307 9 in in ADP bracis-33556 307 10 large large ADJ bracis-33556 307 11 language language NOUN bracis-33556 307 12 models model NOUN bracis-33556 307 13 . . PUNCT bracis-33556 308 1 in in ADP bracis-33556 308 2 : : PUNCT bracis-33556 308 3 advances advance NOUN bracis-33556 308 4 in in ADP bracis-33556 308 5 neural neural ADJ bracis-33556 308 6 information information NOUN bracis-33556 308 7 processing processing NOUN bracis-33556 308 8 systems system NOUN bracis-33556 308 9 , , PUNCT bracis-33556 308 10 vol vol NOUN bracis-33556 308 11 . . PROPN bracis-33556 308 12 35 35 NUM bracis-33556 308 13 , , PUNCT bracis-33556 308 14 pp pp ADJ bracis-33556 308 15 . . PUNCT bracis-33556 309 1 24824–24837 24824–24837 NUM bracis-33556 309 2 ( ( PUNCT bracis-33556 309 3 2022 2022 NUM bracis-33556 309 4 ) ) PUNCT bracis-33556 309 5 google google NOUN bracis-33556 309 6 scholar scholar NOUN bracis-33556 309 7     SPACE bracis-33556 309 8 zanuz zanuz NOUN bracis-33556 309 9 , , PUNCT bracis-33556 309 10 l. l. PROPN bracis-33556 309 11 , , PUNCT bracis-33556 309 12 rigo rigo PROPN bracis-33556 309 13 , , PUNCT bracis-33556 309 14 s.j s.j PROPN bracis-33556 309 15 . . PROPN bracis-33556 309 16 : : PUNCT bracis-33556 309 17 fostering foster VERB bracis-33556 309 18 judiciary judiciary NOUN bracis-33556 309 19 applications application NOUN bracis-33556 309 20 with with ADP bracis-33556 309 21 new new ADJ bracis-33556 309 22 fine fine ADV bracis-33556 309 23 - - PUNCT bracis-33556 309 24 tuned tune VERB bracis-33556 309 25 models model NOUN bracis-33556 309 26 for for ADP bracis-33556 309 27 legal legal ADJ bracis-33556 309 28 named name VERB bracis-33556 309 29 entity entity NOUN bracis-33556 309 30 recognition recognition NOUN bracis-33556 309 31 in in ADP bracis-33556 309 32 portuguese portuguese PROPN bracis-33556 309 33 . . PUNCT bracis-33556 310 1 in in ADP bracis-33556 310 2 : : PUNCT bracis-33556 310 3 pinheiro pinheiro PROPN bracis-33556 310 4 , , PUNCT bracis-33556 310 5 v. v. ADV bracis-33556 310 6 , , PUNCT bracis-33556 310 7 et et PROPN bracis-33556 310 8 al al PROPN bracis-33556 310 9 . . PUNCT bracis-33556 310 10 ( ( PUNCT bracis-33556 310 11 eds ed NOUN bracis-33556 310 12 . . PUNCT bracis-33556 310 13 ) ) PUNCT bracis-33556 310 14 propor propor ADJ bracis-33556 310 15 2022 2022 NUM bracis-33556 310 16 . . PUNCT bracis-33556 311 1 lncs lncs PROPN bracis-33556 311 2 , , PUNCT bracis-33556 311 3 vol vol NOUN bracis-33556 311 4 . . PROPN bracis-33556 311 5 13208 13208 NUM bracis-33556 311 6 , , PUNCT bracis-33556 311 7 pp pp ADJ bracis-33556 311 8 . . PUNCT bracis-33556 312 1 219–229 219–229 NUM bracis-33556 312 2 . . PUNCT bracis-33556 312 3 springer springer NOUN bracis-33556 312 4 , , PUNCT bracis-33556 312 5 cham cham PROPN bracis-33556 312 6 ( ( PUNCT bracis-33556 312 7 2022 2022 NUM bracis-33556 312 8 ) ) PUNCT bracis-33556 312 9 . . PUNCT bracis-33556 313 1 https://doi.org/10.1007/978-3-030-98305-5_21 https://doi.org/10.1007/978-3-030-98305-5_21 PROPN bracis-33556 313 2 chapter chapter NOUN bracis-33556 313 3     SPACE bracis-33556 313 4 math math NOUN bracis-33556 313 5     SPACE bracis-33556 313 6 google google PROPN bracis-33556 313 7 scholar scholar NOUN bracis-33556 313 8     SPACE bracis-33556 313 9 download download NOUN bracis-33556 313 10 references reference NOUN bracis-33556 313 11 acknowledgements acknowledgement NOUN bracis-33556 313 12 this this DET bracis-33556 313 13 work work NOUN bracis-33556 313 14 has have AUX bracis-33556 313 15 been be AUX bracis-33556 313 16 partially partially ADV bracis-33556 313 17 funded fund VERB bracis-33556 313 18 by by ADP bracis-33556 313 19 the the DET bracis-33556 313 20 coordenação coordenação PROPN bracis-33556 313 21 de de PROPN bracis-33556 313 22 aperfeiçoamento aperfeiçoamento PROPN bracis-33556 313 23 de de X bracis-33556 313 24 pessoal pessoal PROPN bracis-33556 313 25 de de PROPN bracis-33556 313 26 nível nível PROPN bracis-33556 313 27 superior superior PROPN bracis-33556 313 28 brasil brasil PROPN bracis-33556 313 29 ( ( PUNCT bracis-33556 313 30 capes cape NOUN bracis-33556 313 31 ) ) PUNCT bracis-33556 313 32 finance finance NOUN bracis-33556 313 33 code code NOUN bracis-33556 313 34 001 001 NUM bracis-33556 313 35 . . PUNCT bracis-33556 314 1 we we PRON bracis-33556 314 2 also also ADV bracis-33556 314 3 acknowledge acknowledge VERB bracis-33556 314 4 financial financial ADJ bracis-33556 314 5 support support NOUN bracis-33556 314 6 from from ADP bracis-33556 314 7 the the DET bracis-33556 314 8 brazilian brazilian ADJ bracis-33556 314 9 funding funding NOUN bracis-33556 314 10 agency agency NOUN bracis-33556 314 11 cnpq cnpq PROPN bracis-33556 314 12 . . PUNCT bracis-33556 315 1 author author NOUN bracis-33556 315 2 information information NOUN bracis-33556 315 3 authors author NOUN bracis-33556 315 4 and and CCONJ bracis-33556 315 5 affiliations affiliation NOUN bracis-33556 315 6 federal federal PROPN bracis-33556 315 7 university university PROPN bracis-33556 315 8 of of ADP bracis-33556 315 9 rio rio PROPN bracis-33556 315 10 grande grande PROPN bracis-33556 315 11 do do VERB bracis-33556 315 12 sul sul PROPN bracis-33556 315 13 , , PUNCT bracis-33556 315 14 porto porto PROPN bracis-33556 315 15 alegre alegre PROPN bracis-33556 315 16 , , PUNCT bracis-33556 315 17 brazil brazil PROPN bracis-33556 315 18 rafael rafael PROPN bracis-33556 315 19 oleques oleque VERB bracis-33556 315 20 nunes nune NOUN bracis-33556 315 21 , , PUNCT bracis-33556 315 22     SPACE bracis-33556 315 23 letícia letícia PROPN bracis-33556 315 24 maria maria PROPN bracis-33556 315 25 puttlitz puttlitz PROPN bracis-33556 315 26 , , PUNCT bracis-33556 315 27     SPACE bracis-33556 315 28 antonio antonio PROPN bracis-33556 315 29 oss oss PROPN bracis-33556 315 30 boll boll PROPN bracis-33556 315 31 , , PUNCT bracis-33556 315 32     SPACE bracis-33556 315 33 andre andre PROPN bracis-33556 315 34 spritzer spritzer PROPN bracis-33556 315 35 , , PUNCT bracis-33556 315 36     SPACE bracis-33556 315 37 carla carla PROPN bracis-33556 315 38 maria maria PROPN bracis-33556 315 39 dal dal PROPN bracis-33556 315 40 sasso sasso PROPN bracis-33556 315 41 freitas freitas PROPN bracis-33556 315 42 , , PUNCT bracis-33556 315 43     SPACE bracis-33556 315 44 dennis dennis PROPN bracis-33556 315 45 giovani giovani PROPN bracis-33556 315 46 balreira balreira PROPN bracis-33556 315 47     SPACE bracis-33556 315 48 & & CCONJ bracis-33556 315 49     SPACE bracis-33556 315 50 anderson anderson PROPN bracis-33556 315 51 rocha rocha PROPN bracis-33556 315 52 tavares tavares PROPN bracis-33556 315 53 authors author NOUN bracis-33556 315 54 rafael rafael PROPN bracis-33556 315 55 oleques oleque VERB bracis-33556 315 56 nunesview nunesview ADJ bracis-33556 315 57 author author NOUN bracis-33556 315 58 publications publication NOUN bracis-33556 315 59 search search NOUN bracis-33556 315 60 author author NOUN bracis-33556 315 61 on on ADP bracis-33556 315 62 : : PUNCT bracis-33556 315 63 pubmed pubmed PROPN bracis-33556 315 64     SPACE bracis-33556 315 65 google google PROPN bracis-33556 315 66 scholar scholar NOUN bracis-33556 315 67 letícia letícia PROPN bracis-33556 315 68 maria maria PROPN bracis-33556 315 69 puttlitzview puttlitzview PROPN bracis-33556 315 70 author author NOUN bracis-33556 315 71 publications publication NOUN bracis-33556 315 72 search search NOUN bracis-33556 315 73 author author NOUN bracis-33556 315 74 on on ADP bracis-33556 315 75 : : PUNCT bracis-33556 315 76 pubmed pubmed PROPN bracis-33556 315 77     SPACE bracis-33556 315 78 google google PROPN bracis-33556 315 79 scholar scholar PROPN bracis-33556 315 80 antonio antonio PROPN bracis-33556 315 81 oss oss PROPN bracis-33556 315 82 bollview bollview NOUN bracis-33556 315 83 author author NOUN bracis-33556 315 84 publications publication NOUN bracis-33556 315 85 search search NOUN bracis-33556 315 86 author author NOUN bracis-33556 315 87 on on ADP bracis-33556 315 88 : : PUNCT bracis-33556 315 89 pubmed pubmed PROPN bracis-33556 315 90     SPACE bracis-33556 315 91 google google PROPN bracis-33556 315 92 scholar scholar PROPN bracis-33556 315 93 andre andre PROPN bracis-33556 315 94 spritzerview spritzerview NOUN bracis-33556 315 95 author author NOUN bracis-33556 315 96 publications publication NOUN bracis-33556 315 97 search search NOUN bracis-33556 315 98 author author NOUN bracis-33556 315 99 on on ADP bracis-33556 315 100 : : PUNCT bracis-33556 315 101 pubmed pubmed PROPN bracis-33556 315 102     SPACE bracis-33556 315 103 google google PROPN bracis-33556 315 104 scholar scholar PROPN bracis-33556 315 105 carla carla PROPN bracis-33556 315 106 maria maria PROPN bracis-33556 315 107 dal dal PROPN bracis-33556 315 108 sasso sasso PROPN bracis-33556 315 109 freitasview freitasview PROPN bracis-33556 315 110 author author NOUN bracis-33556 315 111 publications publication NOUN bracis-33556 315 112 search search NOUN bracis-33556 315 113 author author NOUN bracis-33556 315 114 on on ADP bracis-33556 315 115 : : PUNCT bracis-33556 315 116 pubmed pubmed PROPN bracis-33556 315 117     SPACE bracis-33556 315 118 google google PROPN bracis-33556 315 119 scholar scholar NOUN bracis-33556 315 120 dennis dennis PROPN bracis-33556 315 121 giovani giovani PROPN bracis-33556 315 122 balreiraview balreiraview PROPN bracis-33556 315 123 author author NOUN bracis-33556 315 124 publications publication VERB bracis-33556 315 125 search search NOUN bracis-33556 315 126 author author NOUN bracis-33556 315 127 on on ADP bracis-33556 315 128 : : PUNCT bracis-33556 315 129 pubmed pubmed PROPN bracis-33556 315 130     SPACE bracis-33556 315 131 google google PROPN bracis-33556 315 132 scholar scholar PROPN bracis-33556 315 133 anderson anderson PROPN bracis-33556 315 134 rocha rocha PROPN bracis-33556 315 135 tavaresview tavaresview PROPN bracis-33556 315 136 author author NOUN bracis-33556 315 137 publications publication NOUN bracis-33556 315 138 search search NOUN bracis-33556 315 139 author author NOUN bracis-33556 315 140 on on ADP bracis-33556 315 141 : : PUNCT bracis-33556 315 142 pubmed pubmed PROPN bracis-33556 315 143     SPACE bracis-33556 315 144 google google PROPN bracis-33556 315 145 scholar scholar NOUN bracis-33556 315 146 corresponding correspond VERB bracis-33556 315 147 author author NOUN bracis-33556 315 148 correspondence correspondence NOUN bracis-33556 315 149 to to ADP bracis-33556 315 150 rafael rafael PROPN bracis-33556 315 151 oleques oleque NOUN bracis-33556 315 152 nunes nunes PROPN bracis-33556 315 153 . . PUNCT bracis-33556 316 1 editor editor NOUN bracis-33556 316 2 information information NOUN bracis-33556 316 3 editors editor NOUN bracis-33556 316 4 and and CCONJ bracis-33556 316 5 affiliations affiliation NOUN bracis-33556 316 6 universidade universidade VERB bracis-33556 316 7 federal federal PROPN bracis-33556 316 8 fluminense fluminense PROPN bracis-33556 316 9 , , PUNCT bracis-33556 316 10 niterói niterói PROPN bracis-33556 316 11 , , PUNCT bracis-33556 316 12 brazil brazil PROPN bracis-33556 316 13 aline aline PROPN bracis-33556 316 14 paes paes PROPN bracis-33556 316 15 instituto instituto PROPN bracis-33556 316 16 tecnológico tecnológico PROPN bracis-33556 316 17 de de PROPN bracis-33556 316 18 aeronáutica aeronáutica PROPN bracis-33556 316 19 , , PUNCT bracis-33556 316 20 são são PROPN bracis-33556 316 21 josé josé PROPN bracis-33556 316 22 dos dos PROPN bracis-33556 316 23 campos campos PROPN bracis-33556 316 24 , , PUNCT bracis-33556 316 25 brazil brazil PROPN bracis-33556 316 26 filipe filipe PROPN bracis-33556 316 27 a. a. PROPN bracis-33556 316 28 n. n. PROPN bracis-33556 316 29 verri verri PROPN bracis-33556 316 30 rights right NOUN bracis-33556 316 31 and and CCONJ bracis-33556 316 32 permissions permission NOUN bracis-33556 316 33 reprints reprint NOUN bracis-33556 316 34 and and CCONJ bracis-33556 316 35 permissions permission VERB bracis-33556 316 36 copyright copyright NOUN bracis-33556 316 37 information information NOUN bracis-33556 316 38 © © ADP bracis-33556 316 39 2025 2025 NUM bracis-33556 316 40 the the DET bracis-33556 316 41 author(s author(s NOUN bracis-33556 316 42 ) ) PUNCT bracis-33556 316 43 , , PUNCT bracis-33556 316 44 under under ADP bracis-33556 316 45 exclusive exclusive ADJ bracis-33556 316 46 license license NOUN bracis-33556 316 47 to to ADP bracis-33556 316 48 springer springer NOUN bracis-33556 316 49 nature nature PROPN bracis-33556 316 50 switzerland switzerland PROPN bracis-33556 316 51 ag ag PROPN bracis-33556 316 52 about about ADP bracis-33556 316 53 this this DET bracis-33556 316 54 paper paper NOUN bracis-33556 316 55 cite cite VERB bracis-33556 316 56 this this DET bracis-33556 316 57 paper paper NOUN bracis-33556 316 58 nunes nune NOUN bracis-33556 316 59 , , PUNCT bracis-33556 316 60 r.o r.o PROPN bracis-33556 316 61 . . PROPN bracis-33556 316 62 et et PROPN bracis-33556 316 63 al al PROPN bracis-33556 316 64 . . PROPN bracis-33556 317 1 ( ( PUNCT bracis-33556 317 2 2025 2025 NUM bracis-33556 317 3 ) ) PUNCT bracis-33556 317 4 . . PUNCT bracis-33556 318 1 an an DET bracis-33556 318 2 ensemble ensemble ADJ bracis-33556 318 3 of of ADP bracis-33556 318 4     SPACE bracis-33556 318 5 llms llm NOUN bracis-33556 318 6 finetuned finetune VERB bracis-33556 318 7 with with ADP bracis-33556 318 8     SPACE bracis-33556 318 9 lora lora PROPN bracis-33556 318 10 for for ADP bracis-33556 318 11     SPACE bracis-33556 318 12 ner ner NOUN bracis-33556 318 13 in in ADP bracis-33556 318 14     SPACE bracis-33556 318 15 portuguese portuguese ADJ bracis-33556 318 16 legal legal ADJ bracis-33556 318 17 documents document NOUN bracis-33556 318 18 . . PUNCT bracis-33556 319 1 in in ADP bracis-33556 319 2 : : PUNCT bracis-33556 319 3 paes paes PROPN bracis-33556 319 4 , , PUNCT bracis-33556 319 5 a. a. PROPN bracis-33556 319 6 , , PUNCT bracis-33556 319 7 verri verri NOUN bracis-33556 319 8 , , PUNCT bracis-33556 319 9 f.a.n f.a.n ADJ bracis-33556 319 10 . . PUNCT bracis-33556 319 11 ( ( PUNCT bracis-33556 319 12 eds ed NOUN bracis-33556 319 13 ) ) PUNCT bracis-33556 319 14 intelligent intelligent ADJ bracis-33556 319 15 systems system NOUN bracis-33556 319 16 . . PUNCT bracis-33556 319 17 bracis bracis PROPN bracis-33556 319 18 2024 2024 NUM bracis-33556 319 19 . . PUNCT bracis-33556 320 1 lecture lecture NOUN bracis-33556 320 2 notes note NOUN bracis-33556 320 3 in in ADP bracis-33556 320 4 computer computer NOUN bracis-33556 320 5 science science NOUN bracis-33556 320 6 ( ( PUNCT bracis-33556 320 7 ) ) PUNCT bracis-33556 320 8 , , PUNCT bracis-33556 320 9 vol vol NOUN bracis-33556 320 10 15412 15412 NUM bracis-33556 320 11 . . PUNCT bracis-33556 321 1 springer springer NOUN bracis-33556 321 2 , , PUNCT bracis-33556 321 3 cham cham PROPN bracis-33556 321 4 . . PUNCT bracis-33556 322 1 https://doi.org/10.1007/978-3-031-79029-4_9 https://doi.org/10.1007/978-3-031-79029-4_9 ADJ bracis-33556 322 2 download download NOUN bracis-33556 322 3 citation citation NOUN bracis-33556 322 4 .ris .ris PUNCT bracis-33556 322 5 .enw .enw PROPN bracis-33556 323 1 .bib .bib PUNCT bracis-33556 323 2 doi doi PROPN bracis-33556 323 3 : : PUNCT bracis-33556 323 4 https://doi.org/10.1007/978-3-031-79029-4_9 https://doi.org/10.1007/978-3-031-79029-4_9 NOUN bracis-33556 323 5 published publish VERB bracis-33556 323 6 : : PUNCT bracis-33556 323 7 30 30 NUM bracis-33556 323 8 january january PROPN bracis-33556 323 9 2025 2025 NUM bracis-33556 323 10 publisher publisher NOUN bracis-33556 323 11 name name NOUN bracis-33556 323 12 : : PUNCT bracis-33556 323 13 springer springer NOUN bracis-33556 323 14 , , PUNCT bracis-33556 323 15 cham cham PROPN bracis-33556 323 16 print print PROPN bracis-33556 323 17 isbn isbn PROPN bracis-33556 323 18 : : PUNCT bracis-33556 323 19 978 978 NUM bracis-33556 323 20 - - SYM bracis-33556 323 21 3 3 NUM bracis-33556 323 22 - - PUNCT bracis-33556 323 23 031 031 NUM bracis-33556 323 24 - - PUNCT bracis-33556 323 25 79028 79028 NUM bracis-33556 323 26 - - SYM bracis-33556 323 27 7 7 NUM bracis-33556 323 28 online online ADJ bracis-33556 323 29 isbn isbn NOUN bracis-33556 323 30 : : PUNCT bracis-33556 323 31 978 978 NUM bracis-33556 323 32 - - SYM bracis-33556 323 33 3 3 NUM bracis-33556 323 34 - - PUNCT bracis-33556 323 35 031 031 NUM bracis-33556 323 36 - - PUNCT bracis-33556 323 37 79029 79029 NUM bracis-33556 323 38 - - SYM bracis-33556 323 39 4 4 NUM bracis-33556 323 40 ebook ebook NOUN bracis-33556 323 41 packages package NOUN bracis-33556 323 42 : : PUNCT bracis-33556 323 43 computer computer NOUN bracis-33556 323 44 sciencecomputer sciencecomputer NOUN bracis-33556 323 45 science science NOUN bracis-33556 323 46 ( ( PUNCT bracis-33556 323 47 r0 r0 NOUN bracis-33556 323 48 ) ) PUNCT bracis-33556 323 49 share share VERB bracis-33556 323 50 this this DET bracis-33556 323 51 paper paper NOUN bracis-33556 323 52 anyone anyone PRON bracis-33556 323 53 you you PRON bracis-33556 323 54 share share VERB bracis-33556 323 55 the the DET bracis-33556 323 56 following follow VERB bracis-33556 323 57 link link NOUN bracis-33556 323 58 with with ADP bracis-33556 323 59 will will AUX bracis-33556 323 60 be be AUX bracis-33556 323 61 able able ADJ bracis-33556 323 62 to to PART bracis-33556 323 63 read read VERB bracis-33556 323 64 this this DET bracis-33556 323 65 content content NOUN bracis-33556 323 66 : : PUNCT bracis-33556 323 67 get get VERB bracis-33556 323 68 shareable shareable ADJ bracis-33556 323 69 linksorry linksorry NOUN bracis-33556 323 70 , , PUNCT bracis-33556 323 71 a a DET bracis-33556 323 72 shareable shareable ADJ bracis-33556 323 73 link link NOUN bracis-33556 323 74 is be AUX bracis-33556 323 75 not not PART bracis-33556 323 76 currently currently ADV bracis-33556 323 77 available available ADJ bracis-33556 323 78 for for ADP bracis-33556 323 79 this this DET bracis-33556 323 80 article article NOUN bracis-33556 323 81 . . PUNCT bracis-33556 324 1 copy copy VERB bracis-33556 324 2 shareable shareable ADJ bracis-33556 324 3 link link NOUN bracis-33556 324 4 to to PART bracis-33556 324 5 clipboard clipboard NOUN bracis-33556 324 6 provided provide VERB bracis-33556 324 7 by by ADP bracis-33556 324 8 the the DET bracis-33556 324 9 springer springer NOUN bracis-33556 324 10 nature nature PROPN bracis-33556 324 11 sharedit sharedit PROPN bracis-33556 324 12 content content NOUN bracis-33556 324 13 - - PUNCT bracis-33556 324 14 sharing share VERB bracis-33556 324 15 initiative initiative NOUN bracis-33556 324 16 keywords keyword NOUN bracis-33556 324 17 named name VERB bracis-33556 324 18 entity entity NOUN bracis-33556 324 19 recognition recognition NOUN bracis-33556 324 20 large large ADJ bracis-33556 324 21 language language NOUN bracis-33556 324 22 models model NOUN bracis-33556 324 23 lora lora PROPN bracis-33556 324 24 publish publish VERB bracis-33556 324 25 with with ADP bracis-33556 324 26 us us PROPN bracis-33556 324 27 policies policy NOUN bracis-33556 324 28 and and CCONJ bracis-33556 324 29 ethics ethic NOUN bracis-33556 324 30 profiles profile NOUN bracis-33556 324 31 rafael rafael PROPN bracis-33556 324 32 oleques oleque VERB bracis-33556 324 33 nunes nunes PROPN bracis-33556 324 34 view view PROPN bracis-33556 324 35 author author NOUN bracis-33556 324 36 profile profile PROPN bracis-33556 324 37 antonio antonio PROPN bracis-33556 324 38 oss oss PROPN bracis-33556 324 39 boll boll PROPN bracis-33556 324 40 view view NOUN bracis-33556 324 41 author author NOUN bracis-33556 324 42 profile profile PROPN bracis-33556 324 43 andre andre PROPN bracis-33556 324 44 spritzer spritzer PROPN bracis-33556 324 45 view view PROPN bracis-33556 324 46 author author NOUN bracis-33556 324 47 profile profile NOUN bracis-33556 324 48 search search NOUN bracis-33556 324 49 search search NOUN bracis-33556 324 50 by by ADP bracis-33556 324 51 keyword keyword NOUN bracis-33556 324 52 or or CCONJ bracis-33556 324 53 author author NOUN bracis-33556 324 54 search search NOUN bracis-33556 324 55 navigation navigation NOUN bracis-33556 324 56 find find VERB bracis-33556 324 57 a a DET bracis-33556 324 58 journal journal NOUN bracis-33556 324 59 publish publish VERB bracis-33556 324 60 with with ADP bracis-33556 324 61 us we PRON bracis-33556 324 62 track track VERB bracis-33556 324 63 your your PRON bracis-33556 324 64 research research NOUN bracis-33556 324 65 discover discover VERB bracis-33556 324 66 content content NOUN bracis-33556 324 67 journals journal NOUN bracis-33556 324 68 a a DET bracis-33556 324 69 - - PUNCT bracis-33556 324 70 z z NOUN bracis-33556 324 71 books book NOUN bracis-33556 324 72 a a DET bracis-33556 324 73 - - PUNCT bracis-33556 324 74 z z NOUN bracis-33556 324 75 publish publish NOUN bracis-33556 324 76 with with ADP bracis-33556 324 77 us us PROPN bracis-33556 324 78 journal journal PROPN bracis-33556 324 79 finder finder PROPN bracis-33556 324 80 publish publish VERB bracis-33556 324 81 your your PRON bracis-33556 324 82 research research NOUN bracis-33556 324 83 language language NOUN bracis-33556 324 84 editing edit VERB bracis-33556 324 85 open open ADJ bracis-33556 324 86 access access NOUN bracis-33556 324 87 publishing publishing NOUN bracis-33556 324 88 products product NOUN bracis-33556 324 89 and and CCONJ bracis-33556 324 90 services service NOUN bracis-33556 324 91 our our PRON bracis-33556 324 92 products product NOUN bracis-33556 324 93 librarians librarian VERB bracis-33556 324 94 societies society NOUN bracis-33556 324 95 partners partner NOUN bracis-33556 324 96 and and CCONJ bracis-33556 324 97 advertisers advertiser NOUN bracis-33556 324 98 our our PRON bracis-33556 324 99 brands brand NOUN bracis-33556 324 100 springer springer NOUN bracis-33556 324 101 nature nature PROPN bracis-33556 324 102 portfolio portfolio PROPN bracis-33556 324 103 bmc bmc PROPN bracis-33556 324 104 palgrave palgrave PROPN bracis-33556 324 105 macmillan macmillan PROPN bracis-33556 324 106 apress apress PROPN bracis-33556 324 107 discover discover VERB bracis-33556 324 108 your your PRON bracis-33556 324 109 privacy privacy NOUN bracis-33556 324 110 choices choice NOUN bracis-33556 324 111 / / SYM bracis-33556 324 112 manage manage NOUN bracis-33556 324 113 cookies cookie NOUN bracis-33556 324 114 your your PRON bracis-33556 324 115 us us PROPN bracis-33556 325 1 state state NOUN bracis-33556 325 2 privacy privacy NOUN bracis-33556 325 3 rights right NOUN bracis-33556 325 4 accessibility accessibility NOUN bracis-33556 325 5 statement statement NOUN bracis-33556 325 6 terms term NOUN bracis-33556 325 7 and and CCONJ bracis-33556 325 8 conditions condition NOUN bracis-33556 325 9 privacy privacy NOUN bracis-33556 325 10 policy policy NOUN bracis-33556 325 11 help help NOUN bracis-33556 325 12 and and CCONJ bracis-33556 325 13 support support VERB bracis-33556 325 14 legal legal ADJ bracis-33556 325 15 notice notice NOUN bracis-33556 325 16 cancel cancel VERB bracis-33556 325 17 contracts contract NOUN bracis-33556 325 18 here here ADV bracis-33556 325 19 129.74.145.123 129.74.145.123 NUM bracis-33556 325 20 hesburgh hesburgh PROPN bracis-33556 325 21 library library PROPN bracis-33556 325 22 er er INTJ bracis-33556 325 23 unit unit NOUN bracis-33556 325 24 ( ( PUNCT bracis-33556 325 25 3005732405 3005732405 NUM bracis-33556 325 26 ) ) PUNCT bracis-33556 325 27 northeast northeast ADJ bracis-33556 325 28 research research NOUN bracis-33556 325 29 libraries library NOUN bracis-33556 325 30 ( ( PUNCT bracis-33556 325 31 nerl nerl PROPN bracis-33556 325 32 ) ) PUNCT bracis-33556 325 33 ( ( PUNCT bracis-33556 325 34 8200828607 8200828607 NUM bracis-33556 325 35 ) ) PUNCT bracis-33556 325 36 nerl nerl VERB bracis-33556 325 37 ta ta X bracis-33556 325 38 account account NOUN bracis-33556 325 39 ( ( PUNCT bracis-33556 325 40 3006206169 3006206169 NUM bracis-33556 325 41 ) ) PUNCT bracis-33556 325 42 university university NOUN bracis-33556 325 43 of of ADP bracis-33556 325 44 notre notre PROPN bracis-33556 325 45 dame dame PROPN bracis-33556 325 46 hesburgh hesburgh PROPN bracis-33556 325 47 library library NOUN bracis-33556 325 48 ( ( PUNCT bracis-33556 325 49 3000184373 3000184373 NUM bracis-33556 325 50 ) ) PUNCT bracis-33556 326 1 © © ADP bracis-33556 326 2 2025 2025 NUM bracis-33556 326 3 springer springer NOUN bracis-33556 326 4 nature nature NOUN