id sid tid token lemma pos bracis-33606 1 1 sara sara PROPN bracis-33606 1 2 a a DET bracis-33606 1 3 generative generative NOUN bracis-33606 1 4 ai ai VERB bracis-33606 1 5 for for ADP bracis-33606 1 6     SPACE bracis-33606 1 7 legal legal ADJ bracis-33606 1 8 process process NOUN bracis-33606 1 9 summarization summarization NOUN bracis-33606 1 10 based base VERB bracis-33606 1 11 on on ADP bracis-33606 1 12     SPACE bracis-33606 1 13 chain chain NOUN bracis-33606 1 14 of of ADP bracis-33606 1 15     SPACE bracis-33606 1 16 density density NOUN bracis-33606 1 17 prompt prompt ADJ bracis-33606 1 18 engineering engineering NOUN bracis-33606 1 19 | | NOUN bracis-33606 1 20 springer springer NOUN bracis-33606 1 21 nature nature NOUN bracis-33606 1 22 link link PROPN bracis-33606 1 23 ( ( PUNCT bracis-33606 1 24 formerly formerly ADV bracis-33606 1 25 springerlink springerlink NOUN bracis-33606 1 26 ) ) PUNCT bracis-33606 1 27 skip skip VERB bracis-33606 1 28 to to ADP bracis-33606 1 29 main main ADJ bracis-33606 1 30 content content NOUN bracis-33606 1 31 advertisement advertisement NOUN bracis-33606 1 32 log log NOUN bracis-33606 1 33 in in ADP bracis-33606 1 34 menu menu NOUN bracis-33606 1 35 find find VERB bracis-33606 1 36 a a DET bracis-33606 1 37 journal journal NOUN bracis-33606 1 38 publish publish VERB bracis-33606 1 39 with with ADP bracis-33606 1 40 us we PRON bracis-33606 1 41 track track VERB bracis-33606 1 42 your your PRON bracis-33606 1 43 research research NOUN bracis-33606 1 44 search search NOUN bracis-33606 1 45 cart cart NOUN bracis-33606 1 46 home home NOUN bracis-33606 1 47 intelligent intelligent ADJ bracis-33606 1 48 systems system NOUN bracis-33606 1 49 conference conference NOUN bracis-33606 1 50 paper paper NOUN bracis-33606 1 51 sara sara PROPN bracis-33606 1 52 a a DET bracis-33606 1 53 generative generative NOUN bracis-33606 1 54 ai ai VERB bracis-33606 1 55 for for ADP bracis-33606 1 56     SPACE bracis-33606 1 57 legal legal ADJ bracis-33606 1 58 process process NOUN bracis-33606 1 59 summarization summarization NOUN bracis-33606 1 60 based base VERB bracis-33606 1 61 on on ADP bracis-33606 1 62     SPACE bracis-33606 1 63 chain chain NOUN bracis-33606 1 64 of of ADP bracis-33606 1 65     SPACE bracis-33606 1 66 density density NOUN bracis-33606 1 67 prompt prompt ADJ bracis-33606 1 68 engineering engineering NOUN bracis-33606 1 69 conference conference NOUN bracis-33606 1 70 paper paper NOUN bracis-33606 1 71 first first ADV bracis-33606 1 72 online online ADV bracis-33606 1 73 : : PUNCT bracis-33606 1 74 30 30 NUM bracis-33606 1 75 january january NOUN bracis-33606 1 76 2025 2025 NUM bracis-33606 1 77 pp pp SYM bracis-33606 1 78 370–383 370–383 NUM bracis-33606 1 79 cite cite VERB bracis-33606 1 80 this this DET bracis-33606 1 81 conference conference NOUN bracis-33606 1 82 paper paper NOUN bracis-33606 1 83 access access NOUN bracis-33606 1 84 provided provide VERB bracis-33606 1 85 by by ADP bracis-33606 1 86 university university PROPN bracis-33606 1 87 of of ADP bracis-33606 1 88 notre notre PROPN bracis-33606 1 89 dame dame PROPN bracis-33606 1 90 hesburgh hesburgh PROPN bracis-33606 1 91 library library PROPN bracis-33606 1 92 download download PROPN bracis-33606 1 93 book book NOUN bracis-33606 1 94 pdf pdf PROPN bracis-33606 1 95 download download NOUN bracis-33606 1 96 book book NOUN bracis-33606 1 97 epub epub PROPN bracis-33606 1 98 intelligent intelligent ADJ bracis-33606 1 99 systems system NOUN bracis-33606 1 100 ( ( PUNCT bracis-33606 1 101 bracis bracis NOUN bracis-33606 1 102 2024 2024 NUM bracis-33606 1 103 ) ) PUNCT bracis-33606 1 104 sara sara NOUN bracis-33606 1 105 a a DET bracis-33606 1 106 generative generative NOUN bracis-33606 1 107 ai ai VERB bracis-33606 1 108 for for ADP bracis-33606 1 109     SPACE bracis-33606 1 110 legal legal ADJ bracis-33606 1 111 process process NOUN bracis-33606 1 112 summarization summarization NOUN bracis-33606 1 113 based base VERB bracis-33606 1 114 on on ADP bracis-33606 1 115     SPACE bracis-33606 1 116 chain chain NOUN bracis-33606 1 117 of of ADP bracis-33606 1 118     SPACE bracis-33606 1 119 density density NOUN bracis-33606 1 120 prompt prompt ADJ bracis-33606 1 121 engineering engineering NOUN bracis-33606 1 122 download download NOUN bracis-33606 1 123 book book NOUN bracis-33606 1 124 pdf pdf PROPN bracis-33606 1 125 download download NOUN bracis-33606 1 126 book book PROPN bracis-33606 1 127 epub epub PROPN bracis-33606 1 128 francisco francisco PROPN bracis-33606 1 129 das das PROPN bracis-33606 1 130 chagas chagas PROPN bracis-33606 1 131 jucá jucá PROPN bracis-33606 1 132 bomfim bomfim NOUN bracis-33606 1 133     SPACE bracis-33606 1 134 orcid orcid NOUN bracis-33606 1 135 : : PUNCT bracis-33606 1 136 orcid.org/0000-0001-6160-78329 orcid.org/0000-0001-6160-78329 PROPN bracis-33606 1 137 , , PUNCT bracis-33606 1 138 joao joao PROPN bracis-33606 1 139 araujo araujo PROPN bracis-33606 1 140 monteiro monteiro PROPN bracis-33606 1 141 neto neto PROPN bracis-33606 1 142     SPACE bracis-33606 1 143 orcid orcid NOUN bracis-33606 1 144 : : PUNCT bracis-33606 1 145 orcid.org/0000-0002-0690-24499 orcid.org/0000-0002-0690-24499 PROPN bracis-33606 1 146 , , PUNCT bracis-33606 1 147 gilson gilson PROPN bracis-33606 1 148 bezerra bezerra PROPN bracis-33606 1 149 filho filho PROPN bracis-33606 1 150     SPACE bracis-33606 1 151 orcid orcid NOUN bracis-33606 1 152 : : PUNCT bracis-33606 1 153 orcid.org/0009-0004-6868-77589 orcid.org/0009-0004-6868-77589 NOUN bracis-33606 1 154 , , PUNCT bracis-33606 1 155 vasco vasco PROPN bracis-33606 1 156 furtado furtado NOUN bracis-33606 1 157     SPACE bracis-33606 1 158 orcid orcid NOUN bracis-33606 1 159 : : PUNCT bracis-33606 1 160 orcid.org/0000-0001-8721-43089 orcid.org/0000-0001-8721-43089 PROPN bracis-33606 1 161 & & CCONJ bracis-33606 1 162 … … PUNCT bracis-33606 1 163 vládia vládia PROPN bracis-33606 1 164 pinheiro pinheiro NOUN bracis-33606 1 165     SPACE bracis-33606 1 166 orcid orcid NOUN bracis-33606 1 167 : : PUNCT bracis-33606 1 168 orcid.org/0000-0002-9851-83049 orcid.org/0000-0002-9851-83049 NOUN bracis-33606 1 169     SPACE bracis-33606 1 170 show show VERB bracis-33606 1 171 authors author NOUN bracis-33606 1 172 part part NOUN bracis-33606 1 173 of of ADP bracis-33606 1 174 the the DET bracis-33606 1 175 book book NOUN bracis-33606 1 176 series series NOUN bracis-33606 1 177 : : PUNCT bracis-33606 1 178 lecture lecture NOUN bracis-33606 1 179 notes note NOUN bracis-33606 1 180 in in ADP bracis-33606 1 181 computer computer NOUN bracis-33606 1 182 science science NOUN bracis-33606 1 183 ( ( PUNCT bracis-33606 1 184 ( ( PUNCT bracis-33606 1 185 lnai lnai ADJ bracis-33606 1 186 , , PUNCT bracis-33606 1 187 volume volume NOUN bracis-33606 1 188 15413 15413 NUM bracis-33606 1 189 ) ) PUNCT bracis-33606 1 190 ) ) PUNCT bracis-33606 1 191 included include VERB bracis-33606 1 192 in in ADP bracis-33606 1 193 the the DET bracis-33606 1 194 following follow VERB bracis-33606 1 195 conference conference NOUN bracis-33606 1 196 series series NOUN bracis-33606 1 197 : : PUNCT bracis-33606 1 198 brazilian brazilian ADJ bracis-33606 1 199 conference conference NOUN bracis-33606 1 200 on on ADP bracis-33606 1 201 intelligent intelligent ADJ bracis-33606 1 202 systems system NOUN bracis-33606 1 203 420 420 NUM bracis-33606 1 204 accesses access NOUN bracis-33606 1 205 1 1 NUM bracis-33606 1 206 citation citation NOUN bracis-33606 1 207 abstract abstract ADJ bracis-33606 1 208 generative generative NOUN bracis-33606 1 209 ai ai PROPN bracis-33606 1 210 , , PUNCT bracis-33606 1 211 particularly particularly ADV bracis-33606 1 212 large large ADJ bracis-33606 1 213 language language NOUN bracis-33606 1 214 models model NOUN bracis-33606 1 215 ( ( PUNCT bracis-33606 1 216 llms llm NOUN bracis-33606 1 217 ) ) PUNCT bracis-33606 1 218 , , PUNCT bracis-33606 1 219 holds hold VERB bracis-33606 1 220 significant significant ADJ bracis-33606 1 221 promise promise NOUN bracis-33606 1 222 for for ADP bracis-33606 1 223 enhancing enhance VERB bracis-33606 1 224 judicial judicial ADJ bracis-33606 1 225 tasks task NOUN bracis-33606 1 226 , , PUNCT bracis-33606 1 227 especially especially ADV bracis-33606 1 228 in in ADP bracis-33606 1 229 automating automate VERB bracis-33606 1 230 the the DET bracis-33606 1 231 generation generation NOUN bracis-33606 1 232 of of ADP bracis-33606 1 233 legal legal ADJ bracis-33606 1 234 cases case NOUN bracis-33606 1 235 during during ADP bracis-33606 1 236 the the DET bracis-33606 1 237 sentencing sentencing NOUN bracis-33606 1 238 phase phase NOUN bracis-33606 1 239 . . PUNCT bracis-33606 2 1 this this DET bracis-33606 2 2 paper paper NOUN bracis-33606 2 3 introduces introduce NOUN bracis-33606 2 4 sara sara NOUN bracis-33606 2 5 ( ( PUNCT bracis-33606 2 6 system system NOUN bracis-33606 2 7 for for ADP bracis-33606 2 8 analysis analysis NOUN bracis-33606 2 9 and and CCONJ bracis-33606 2 10 summarization summarization NOUN bracis-33606 2 11 of of ADP bracis-33606 2 12 legal legal ADJ bracis-33606 2 13 actions action NOUN bracis-33606 2 14 ) ) PUNCT bracis-33606 2 15 , , PUNCT bracis-33606 2 16 an an DET bracis-33606 2 17 innovative innovative ADJ bracis-33606 2 18 method method NOUN bracis-33606 2 19 for for ADP bracis-33606 2 20 abstractive abstractive ADJ bracis-33606 2 21 and and CCONJ bracis-33606 2 22 multi multi ADJ bracis-33606 2 23 - - ADJ bracis-33606 2 24 document document ADJ bracis-33606 2 25 summarization summarization NOUN bracis-33606 2 26 of of ADP bracis-33606 2 27 legal legal ADJ bracis-33606 2 28 proceedings proceeding NOUN bracis-33606 2 29 . . PUNCT bracis-33606 3 1 sara sara PROPN bracis-33606 3 2 employs employ VERB bracis-33606 3 3 gpt-4o gpt-4o PROPN bracis-33606 3 4 , , PUNCT bracis-33606 3 5 trained train VERB bracis-33606 3 6 exclusively exclusively ADV bracis-33606 3 7 through through ADP bracis-33606 3 8 in in ADP bracis-33606 3 9 - - PUNCT bracis-33606 3 10 context context NOUN bracis-33606 3 11 learning learning NOUN bracis-33606 3 12 , , PUNCT bracis-33606 3 13 utilizing utilize VERB bracis-33606 3 14 chain chain NOUN bracis-33606 3 15 of of ADP bracis-33606 3 16 density density NOUN bracis-33606 3 17 ( ( PUNCT bracis-33606 3 18 cod cod NOUN bracis-33606 3 19 ) ) PUNCT bracis-33606 3 20 and and CCONJ bracis-33606 3 21 co co NOUN bracis-33606 3 22 - - NOUN bracis-33606 3 23 star star ADJ bracis-33606 3 24 prompt prompt ADJ bracis-33606 3 25 engineering engineering NOUN bracis-33606 3 26 techniques technique NOUN bracis-33606 3 27 . . PUNCT bracis-33606 4 1 these these DET bracis-33606 4 2 methods method NOUN bracis-33606 4 3 , , PUNCT bracis-33606 4 4 adapted adapt VERB bracis-33606 4 5 from from ADP bracis-33606 4 6 judicial judicial ADJ bracis-33606 4 7 procedural procedural ADJ bracis-33606 4 8 knowledge knowledge NOUN bracis-33606 4 9 , , PUNCT bracis-33606 4 10 significantly significantly ADV bracis-33606 4 11 improve improve VERB bracis-33606 4 12 the the DET bracis-33606 4 13 quality quality NOUN bracis-33606 4 14 of of ADP bracis-33606 4 15 generated generate VERB bracis-33606 4 16 summaries summary NOUN bracis-33606 4 17 . . PUNCT bracis-33606 5 1 traditional traditional ADJ bracis-33606 5 2 evaluation evaluation NOUN bracis-33606 5 3 metrics metric NOUN bracis-33606 5 4 reveal reveal VERB bracis-33606 5 5 effective effective ADJ bracis-33606 5 6 training training NOUN bracis-33606 5 7 strategies strategy NOUN bracis-33606 5 8 but but CCONJ bracis-33606 5 9 highlight highlight VERB bracis-33606 5 10 their their PRON bracis-33606 5 11 limitations limitation NOUN bracis-33606 5 12 in in ADP bracis-33606 5 13 assessing assess VERB bracis-33606 5 14 summary summary NOUN bracis-33606 5 15 quality quality NOUN bracis-33606 5 16 . . PUNCT bracis-33606 6 1 therefore therefore ADV bracis-33606 6 2 , , PUNCT bracis-33606 6 3 we we PRON bracis-33606 6 4 propose propose VERB bracis-33606 6 5 a a DET bracis-33606 6 6 qualitative qualitative ADJ bracis-33606 6 7 evaluation evaluation NOUN bracis-33606 6 8 methodology methodology NOUN bracis-33606 6 9 based base VERB bracis-33606 6 10 on on ADP bracis-33606 6 11 expert expert NOUN bracis-33606 6 12 - - PUNCT bracis-33606 6 13 generated generate VERB bracis-33606 6 14 questionnaires questionnaire NOUN bracis-33606 6 15 , , PUNCT bracis-33606 6 16 focusing focus VERB bracis-33606 6 17 on on ADP bracis-33606 6 18 essential essential ADJ bracis-33606 6 19 content content NOUN bracis-33606 6 20 inclusion inclusion NOUN bracis-33606 6 21 and and CCONJ bracis-33606 6 22 proper proper ADJ bracis-33606 6 23 report report NOUN bracis-33606 6 24 structuring structuring NOUN bracis-33606 6 25 . . PUNCT bracis-33606 7 1 inspired inspire VERB bracis-33606 7 2 by by ADP bracis-33606 7 3 this this DET bracis-33606 7 4 methodology methodology NOUN bracis-33606 7 5 , , PUNCT bracis-33606 7 6 we we PRON bracis-33606 7 7 trained train VERB bracis-33606 7 8 another another DET bracis-33606 7 9 gpt gpt NOUN bracis-33606 7 10 model model NOUN bracis-33606 7 11 for for ADP bracis-33606 7 12 large large ADJ bracis-33606 7 13 - - PUNCT bracis-33606 7 14 scale scale NOUN bracis-33606 7 15 summary summary NOUN bracis-33606 7 16 evaluation evaluation NOUN bracis-33606 7 17 . . PUNCT bracis-33606 8 1 evaluations evaluation NOUN bracis-33606 8 2 of of ADP bracis-33606 8 3 summaries summary NOUN bracis-33606 8 4 of of ADP bracis-33606 8 5 fifteen fifteen NUM bracis-33606 8 6 first first ADJ bracis-33606 8 7 - - PUNCT bracis-33606 8 8 degree degree NOUN bracis-33606 8 9 court court NOUN bracis-33606 8 10 cases case NOUN bracis-33606 8 11 from from ADP bracis-33606 8 12 the the DET bracis-33606 8 13 court court NOUN bracis-33606 8 14 of of ADP bracis-33606 8 15 justice justice NOUN bracis-33606 8 16 of of ADP bracis-33606 8 17 the the DET bracis-33606 8 18 state state NOUN bracis-33606 8 19 of of ADP bracis-33606 8 20 ceará ceará NOUN bracis-33606 8 21 show show VERB bracis-33606 8 22 a a DET bracis-33606 8 23 significant significant ADJ bracis-33606 8 24 advantage advantage NOUN bracis-33606 8 25 of of ADP bracis-33606 8 26 in in ADP bracis-33606 8 27 - - PUNCT bracis-33606 8 28 context context NOUN bracis-33606 8 29 learning learning NOUN bracis-33606 8 30 with with ADP bracis-33606 8 31 cod cod NOUN bracis-33606 8 32 , , PUNCT bracis-33606 8 33 emphasizing emphasize VERB bracis-33606 8 34 the the DET bracis-33606 8 35 role role NOUN bracis-33606 8 36 of of ADP bracis-33606 8 37 domain domain NOUN bracis-33606 8 38 knowledge knowledge NOUN bracis-33606 8 39 and and CCONJ bracis-33606 8 40 report report NOUN bracis-33606 8 41 style style NOUN bracis-33606 8 42 . . PUNCT bracis-33606 9 1 access access NOUN bracis-33606 9 2 provided provide VERB bracis-33606 9 3 by by ADP bracis-33606 9 4 university university PROPN bracis-33606 9 5 of of ADP bracis-33606 9 6 notre notre PROPN bracis-33606 9 7 dame dame PROPN bracis-33606 9 8 hesburgh hesburgh PROPN bracis-33606 9 9 library library PROPN bracis-33606 9 10 . . PUNCT bracis-33606 10 1 download download PROPN bracis-33606 10 2 conference conference NOUN bracis-33606 10 3 paper paper NOUN bracis-33606 10 4 pdf pdf NOUN bracis-33606 10 5 similar similar ADJ bracis-33606 10 6 content content NOUN bracis-33606 10 7 being be AUX bracis-33606 10 8 viewed view VERB bracis-33606 10 9 by by ADP bracis-33606 10 10 others other NOUN bracis-33606 10 11 cost cost NOUN bracis-33606 10 12 – – PUNCT bracis-33606 10 13 benefit benefit NOUN bracis-33606 10 14 analysis analysis NOUN bracis-33606 10 15 of of ADP bracis-33606 10 16 deploying deploy VERB bracis-33606 10 17 shallow shallow ADJ bracis-33606 10 18 , , PUNCT bracis-33606 10 19 deep deep ADJ bracis-33606 10 20 learning learning NOUN bracis-33606 10 21 and and CCONJ bracis-33606 10 22 generative generative ADJ bracis-33606 10 23 models model NOUN bracis-33606 10 24 for for ADP bracis-33606 10 25 legal legal ADJ bracis-33606 10 26 text text NOUN bracis-33606 10 27 classification classification NOUN bracis-33606 10 28 article article NOUN bracis-33606 10 29 open open ADJ bracis-33606 10 30 access access NOUN bracis-33606 10 31 11 11 NUM bracis-33606 10 32 november november PROPN bracis-33606 10 33 2025 2025 NUM bracis-33606 10 34 effectiveness effectiveness NOUN bracis-33606 10 35 in in ADP bracis-33606 10 36 retrieving retrieve VERB bracis-33606 10 37 legal legal ADJ bracis-33606 10 38 precedents precedent NOUN bracis-33606 10 39 : : PUNCT bracis-33606 10 40 exploring explore VERB bracis-33606 10 41 text text NOUN bracis-33606 10 42 summarization summarization NOUN bracis-33606 10 43 and and CCONJ bracis-33606 10 44 cutting cutting NOUN bracis-33606 10 45 - - PUNCT bracis-33606 10 46 edge edge NOUN bracis-33606 10 47 language language NOUN bracis-33606 10 48 models model NOUN bracis-33606 10 49 toward toward ADP bracis-33606 10 50 a a DET bracis-33606 10 51 cost cost NOUN bracis-33606 10 52 - - PUNCT bracis-33606 10 53 efficient efficient ADJ bracis-33606 10 54 approach approach NOUN bracis-33606 10 55 article article NOUN bracis-33606 10 56 open open ADJ bracis-33606 10 57 access access NOUN bracis-33606 10 58 20 20 NUM bracis-33606 10 59 february february NOUN bracis-33606 10 60 2025 2025 NUM bracis-33606 10 61 legal legal ADJ bracis-33606 10 62 knowledge knowledge NOUN bracis-33606 10 63 generation generation NOUN bracis-33606 10 64 based base VERB bracis-33606 10 65 on on ADP bracis-33606 10 66     SPACE bracis-33606 10 67 llm llm PROPN bracis-33606 10 68 prompt prompt ADJ bracis-33606 10 69 engineering engineering NOUN bracis-33606 10 70 chapter chapter NOUN bracis-33606 10 71 © © PROPN bracis-33606 10 72 2026 2026 NUM bracis-33606 10 73 1 1 NUM bracis-33606 10 74 introduction introduction NOUN bracis-33606 10 75 generative generative ADJ bracis-33606 10 76 artificial artificial ADJ bracis-33606 10 77 intelligence intelligence NOUN bracis-33606 10 78 ( ( PUNCT bracis-33606 10 79 gai gai NOUN bracis-33606 10 80 ) ) PUNCT bracis-33606 10 81 , , PUNCT bracis-33606 10 82 particularly particularly ADV bracis-33606 10 83 large large ADJ bracis-33606 10 84 language language NOUN bracis-33606 10 85 models model NOUN bracis-33606 10 86 ( ( PUNCT bracis-33606 10 87 llms llm NOUN bracis-33606 10 88 ) ) PUNCT bracis-33606 10 89 , , PUNCT bracis-33606 10 90 exhibits exhibit VERB bracis-33606 10 91 remarkable remarkable ADJ bracis-33606 10 92 language language NOUN bracis-33606 10 93 generation generation NOUN bracis-33606 10 94 capabilities capability NOUN bracis-33606 10 95 shows show VERB bracis-33606 10 96 great great ADJ bracis-33606 10 97 potential potential NOUN bracis-33606 10 98 for for ADP bracis-33606 10 99 various various ADJ bracis-33606 10 100 judicial judicial ADJ bracis-33606 10 101 tasks task NOUN bracis-33606 10 102 . . PUNCT bracis-33606 11 1 recently recently ADV bracis-33606 11 2 , , PUNCT bracis-33606 11 3 the the DET bracis-33606 11 4 federal federal ADJ bracis-33606 11 5 superior superior ADJ bracis-33606 11 6 court court NOUN bracis-33606 11 7 issued issue VERB bracis-33606 11 8 public public ADJ bracis-33606 11 9 call call NOUN bracis-33606 11 10 01/2023 01/2023 X bracis-33606 11 11 to to PART bracis-33606 11 12 develop develop VERB bracis-33606 11 13 ais ais PROPN bracis-33606 11 14 tailored tailor VERB bracis-33606 11 15 for for ADP bracis-33606 11 16 these these DET bracis-33606 11 17 purposes purpose NOUN bracis-33606 11 18 [ [ X bracis-33606 11 19 17 17 NUM bracis-33606 11 20 ] ] PUNCT bracis-33606 11 21 , , PUNCT bracis-33606 11 22 aligning align VERB bracis-33606 11 23 with with ADP bracis-33606 11 24 the the DET bracis-33606 11 25 goals goal NOUN bracis-33606 11 26 set set VERB bracis-33606 11 27 by by ADP bracis-33606 11 28 the the DET bracis-33606 11 29 cnj cnj PROPN bracis-33606 11 30 ( ( PUNCT bracis-33606 11 31 national national PROPN bracis-33606 11 32 council council PROPN bracis-33606 11 33 of of ADP bracis-33606 11 34 justice justice PROPN bracis-33606 11 35 ) ) PUNCT bracis-33606 11 36 to to PART bracis-33606 11 37 enhance enhance VERB bracis-33606 11 38 procedural procedural ADJ bracis-33606 11 39 efficiency efficiency NOUN bracis-33606 11 40 and and CCONJ bracis-33606 11 41 adhere adhere VERB bracis-33606 11 42 to to ADP bracis-33606 11 43 global global ADJ bracis-33606 11 44 judicial judicial ADJ bracis-33606 11 45 innovation innovation NOUN bracis-33606 11 46 practices practice NOUN bracis-33606 11 47 [ [ X bracis-33606 11 48 12 12 NUM bracis-33606 11 49 ] ] PUNCT bracis-33606 11 50 . . PUNCT bracis-33606 12 1 a a DET bracis-33606 12 2 key key ADJ bracis-33606 12 3 objective objective NOUN bracis-33606 12 4 is be AUX bracis-33606 12 5 the the DET bracis-33606 12 6 automatic automatic ADJ bracis-33606 12 7 generation generation NOUN bracis-33606 12 8 of of ADP bracis-33606 12 9 the the DET bracis-33606 12 10 process process NOUN bracis-33606 12 11 report report NOUN bracis-33606 12 12 , , PUNCT bracis-33606 12 13 crucial crucial ADJ bracis-33606 12 14 for for ADP bracis-33606 12 15 ensuring ensure VERB bracis-33606 12 16 judges judge NOUN bracis-33606 12 17 are be AUX bracis-33606 12 18 well well ADV bracis-33606 12 19 - - PUNCT bracis-33606 12 20 informed inform VERB bracis-33606 12 21 about about ADP bracis-33606 12 22 essential essential ADJ bracis-33606 12 23 case case NOUN bracis-33606 12 24 issues issue NOUN bracis-33606 12 25 , , PUNCT bracis-33606 12 26 thereby thereby ADV bracis-33606 12 27 justifying justify VERB bracis-33606 12 28 their their PRON bracis-33606 12 29 final final ADJ bracis-33606 12 30 decisions decision NOUN bracis-33606 12 31 adequately adequately ADV bracis-33606 12 32 . . PUNCT bracis-33606 13 1 a a DET bracis-33606 13 2 process process NOUN bracis-33606 13 3 report report NOUN bracis-33606 13 4 must must AUX bracis-33606 13 5 accurately accurately ADV bracis-33606 13 6 narrate narrate VERB bracis-33606 13 7 the the DET bracis-33606 13 8 facts fact NOUN bracis-33606 13 9 and and CCONJ bracis-33606 13 10 allegations allegation NOUN bracis-33606 13 11 presented present VERB bracis-33606 13 12 , , PUNCT bracis-33606 13 13 documenting document VERB bracis-33606 13 14 the the DET bracis-33606 13 15 parties party NOUN bracis-33606 13 16 involved involve VERB bracis-33606 13 17 , , PUNCT bracis-33606 13 18 their their PRON bracis-33606 13 19 arguments argument NOUN bracis-33606 13 20 , , PUNCT bracis-33606 13 21 summaries summary NOUN bracis-33606 13 22 of of ADP bracis-33606 13 23 requests request NOUN bracis-33606 13 24 and and CCONJ bracis-33606 13 25 defenses defense NOUN bracis-33606 13 26 , , PUNCT bracis-33606 13 27 and and CCONJ bracis-33606 13 28 major major ADJ bracis-33606 13 29 events event NOUN bracis-33606 13 30 during during ADP bracis-33606 13 31 the the DET bracis-33606 13 32 process process NOUN bracis-33606 13 33 . . PUNCT bracis-33606 14 1 producing produce VERB bracis-33606 14 2 such such DET bracis-33606 14 3 a a DET bracis-33606 14 4 report report NOUN bracis-33606 14 5 is be AUX bracis-33606 14 6 a a DET bracis-33606 14 7 complex complex ADJ bracis-33606 14 8 , , PUNCT bracis-33606 14 9 time time NOUN bracis-33606 14 10 - - PUNCT bracis-33606 14 11 consuming consume VERB bracis-33606 14 12 task task NOUN bracis-33606 14 13 that that PRON bracis-33606 14 14 requires require VERB bracis-33606 14 15 domain domain NOUN bracis-33606 14 16 knowledge knowledge NOUN bracis-33606 14 17 and and CCONJ bracis-33606 14 18 synthesis synthesis NOUN bracis-33606 14 19 ability ability NOUN bracis-33606 14 20 , , PUNCT bracis-33606 14 21 making make VERB bracis-33606 14 22 it it PRON bracis-33606 14 23 well well ADV bracis-33606 14 24 - - PUNCT bracis-33606 14 25 suited suit VERB bracis-33606 14 26 for for ADP bracis-33606 14 27 abstractive abstractive ADJ bracis-33606 14 28 summarization summarization NOUN bracis-33606 14 29 . . PUNCT bracis-33606 15 1 unlike unlike ADP bracis-33606 15 2 extractive extractive ADJ bracis-33606 15 3 summarization summarization NOUN bracis-33606 15 4 , , PUNCT bracis-33606 15 5 which which PRON bracis-33606 15 6 merely merely ADV bracis-33606 15 7 selects select VERB bracis-33606 15 8 phrases phrase NOUN bracis-33606 15 9 from from ADP bracis-33606 15 10 the the DET bracis-33606 15 11 text text NOUN bracis-33606 15 12 , , PUNCT bracis-33606 15 13 abstractive abstractive ADJ bracis-33606 15 14 summarization summarization NOUN bracis-33606 15 15 generates generate VERB bracis-33606 15 16 a a DET bracis-33606 15 17 coherent coherent ADJ bracis-33606 15 18 synthesis synthesis NOUN bracis-33606 15 19 that that PRON bracis-33606 15 20 captures capture VERB bracis-33606 15 21 the the DET bracis-33606 15 22 essence essence NOUN bracis-33606 15 23 of of ADP bracis-33606 15 24 the the DET bracis-33606 15 25 case case NOUN bracis-33606 15 26 . . PUNCT bracis-33606 16 1 research research NOUN bracis-33606 16 2 on on ADP bracis-33606 16 3 using use VERB bracis-33606 16 4 llms llm NOUN bracis-33606 16 5 for for ADP bracis-33606 16 6 abstractive abstractive ADJ bracis-33606 16 7 summarization summarization NOUN bracis-33606 16 8 of of ADP bracis-33606 16 9 legal legal ADJ bracis-33606 16 10 documents document NOUN bracis-33606 16 11 has have AUX bracis-33606 16 12 progressed progress VERB bracis-33606 16 13 , , PUNCT bracis-33606 16 14 but but CCONJ bracis-33606 16 15 it it PRON bracis-33606 16 16 faces face VERB bracis-33606 16 17 challenges challenge NOUN bracis-33606 16 18 , , PUNCT bracis-33606 16 19 such such ADJ bracis-33606 16 20 as as ADP bracis-33606 16 21 handling handle VERB bracis-33606 16 22 the the DET bracis-33606 16 23 length length NOUN bracis-33606 16 24 and and CCONJ bracis-33606 16 25 volume volume NOUN bracis-33606 16 26 of of ADP bracis-33606 16 27 legal legal ADJ bracis-33606 16 28 texts text NOUN bracis-33606 16 29 and and CCONJ bracis-33606 16 30 evaluating evaluate VERB bracis-33606 16 31 summary summary NOUN bracis-33606 16 32 quality quality NOUN bracis-33606 16 33 , , PUNCT bracis-33606 16 34 which which PRON bracis-33606 16 35 often often ADV bracis-33606 16 36 relies rely VERB bracis-33606 16 37 on on ADP bracis-33606 16 38 syntactic syntactic ADJ bracis-33606 16 39 metrics metric NOUN bracis-33606 16 40 that that PRON bracis-33606 16 41 inadequately inadequately ADV bracis-33606 16 42 capture capture VERB bracis-33606 16 43 semantic semantic ADJ bracis-33606 16 44 context context NOUN bracis-33606 17 1 [ [ X bracis-33606 17 2 11 11 NUM bracis-33606 17 3 ] ] PUNCT bracis-33606 17 4 . . PUNCT bracis-33606 18 1 notable notable ADJ bracis-33606 18 2 state state NOUN bracis-33606 18 3 - - PUNCT bracis-33606 18 4 of of ADP bracis-33606 18 5 - - PUNCT bracis-33606 18 6 the the DET bracis-33606 18 7 - - PUNCT bracis-33606 18 8 art art NOUN bracis-33606 18 9 ( ( PUNCT bracis-33606 18 10 sota sota NOUN bracis-33606 18 11 ) ) PUNCT bracis-33606 18 12 models model NOUN bracis-33606 18 13 include include VERB bracis-33606 18 14 simcls simcl NOUN bracis-33606 18 15 [ [ X bracis-33606 18 16 15 15 NUM bracis-33606 18 17 ] ] PUNCT bracis-33606 18 18 for for ADP bracis-33606 18 19 english english PROPN bracis-33606 18 20 , , PUNCT bracis-33606 18 21 which which PRON bracis-33606 18 22 employs employ VERB bracis-33606 18 23 contrastive contrastive ADJ bracis-33606 18 24 learning learning NOUN bracis-33606 18 25 ( ( PUNCT bracis-33606 18 26 cl cl NOUN bracis-33606 18 27 ) ) PUNCT bracis-33606 18 28 , , PUNCT bracis-33606 18 29 legalsumm legalsumm NOUN bracis-33606 18 30 for for ADP bracis-33606 18 31 portuguese portuguese ADJ bracis-33606 18 32 legal legal ADJ bracis-33606 18 33 documents document NOUN bracis-33606 18 34 [ [ X bracis-33606 18 35 13 13 NUM bracis-33606 18 36 ] ] PUNCT bracis-33606 18 37 , , PUNCT bracis-33606 18 38 and and CCONJ bracis-33606 18 39 clsjur.br clsjur.br PRON bracis-33606 19 1 [ [ X bracis-33606 19 2 14 14 NUM bracis-33606 19 3 ] ] PUNCT bracis-33606 19 4 , , PUNCT bracis-33606 19 5 which which PRON bracis-33606 19 6 combines combine VERB bracis-33606 19 7 cl cl NOUN bracis-33606 19 8 with with ADP bracis-33606 19 9 free free ADJ bracis-33606 19 10 - - PUNCT bracis-33606 19 11 reference reference NOUN bracis-33606 19 12 evaluation evaluation NOUN bracis-33606 19 13 techniques technique NOUN bracis-33606 19 14 and and CCONJ bracis-33606 19 15 a a DET bracis-33606 19 16 language language NOUN bracis-33606 19 17 model model NOUN bracis-33606 19 18 for for ADP bracis-33606 19 19 legal legal ADJ bracis-33606 19 20 documents document NOUN bracis-33606 19 21 in in ADP bracis-33606 19 22 brazilian brazilian ADJ bracis-33606 19 23 portuguese portuguese NOUN bracis-33606 19 24 legalbert.pt legalbert.pt PROPN bracis-33606 20 1 [ [ X bracis-33606 20 2 19 19 NUM bracis-33606 20 3 ] ] PUNCT bracis-33606 20 4 . . PUNCT bracis-33606 21 1 these these DET bracis-33606 21 2 models model NOUN bracis-33606 21 3 , , PUNCT bracis-33606 21 4 however however ADV bracis-33606 21 5 , , PUNCT bracis-33606 21 6 have have VERB bracis-33606 21 7 limitations limitation NOUN bracis-33606 21 8 related relate VERB bracis-33606 21 9 to to ADP bracis-33606 21 10 the the DET bracis-33606 21 11 original original ADJ bracis-33606 21 12 document document NOUN bracis-33606 21 13 size size NOUN bracis-33606 21 14 and and CCONJ bracis-33606 21 15 the the DET bracis-33606 21 16 nature nature NOUN bracis-33606 21 17 of of ADP bracis-33606 21 18 the the DET bracis-33606 21 19 generated generate VERB bracis-33606 21 20 summaries summary NOUN bracis-33606 21 21 , , PUNCT bracis-33606 21 22 typically typically ADV bracis-33606 21 23 producing produce VERB bracis-33606 21 24 only only ADJ bracis-33606 21 25 syllabuses syllabus NOUN bracis-33606 21 26 . . PUNCT bracis-33606 22 1 traditional traditional ADJ bracis-33606 22 2 metrics metric NOUN bracis-33606 22 3 like like ADP bracis-33606 22 4 rouge rouge NOUN bracis-33606 22 5 and and CCONJ bracis-33606 22 6 bleu bleu NOUN bracis-33606 22 7 , , PUNCT bracis-33606 22 8 though though SCONJ bracis-33606 22 9 useful useful ADJ bracis-33606 22 10 for for ADP bracis-33606 22 11 comparison comparison NOUN bracis-33606 22 12 , , PUNCT bracis-33606 22 13 fall fall VERB bracis-33606 22 14 short short ADV bracis-33606 22 15 of of ADP bracis-33606 22 16 accurately accurately ADV bracis-33606 22 17 reflecting reflect VERB bracis-33606 22 18 how how SCONJ bracis-33606 22 19 well well ADV bracis-33606 22 20 a a DET bracis-33606 22 21 summary summary NOUN bracis-33606 22 22 captures capture VERB bracis-33606 22 23 the the DET bracis-33606 22 24 essence essence NOUN bracis-33606 22 25 of of ADP bracis-33606 22 26 the the DET bracis-33606 22 27 document document NOUN bracis-33606 22 28 . . PUNCT bracis-33606 23 1 in in ADP bracis-33606 23 2 this this DET bracis-33606 23 3 paper paper NOUN bracis-33606 23 4 , , PUNCT bracis-33606 23 5 we we PRON bracis-33606 23 6 introduce introduce VERB bracis-33606 23 7 sara sara NOUN bracis-33606 23 8 ( ( PUNCT bracis-33606 23 9 system system NOUN bracis-33606 23 10 for for ADP bracis-33606 23 11 analysis analysis NOUN bracis-33606 23 12 and and CCONJ bracis-33606 23 13 summarization summarization NOUN bracis-33606 23 14 of of ADP bracis-33606 23 15 legal legal ADJ bracis-33606 23 16 actions action NOUN bracis-33606 23 17 ) ) PUNCT bracis-33606 23 18 , , PUNCT bracis-33606 23 19 a a DET bracis-33606 23 20 novel novel ADJ bracis-33606 23 21 method method NOUN bracis-33606 23 22 for for ADP bracis-33606 23 23 abstractive abstractive ADJ bracis-33606 23 24 and and CCONJ bracis-33606 23 25 multi multi ADJ bracis-33606 23 26 - - ADJ bracis-33606 23 27 document document ADJ bracis-33606 23 28 summarization summarization NOUN bracis-33606 23 29 of of ADP bracis-33606 23 30 legal legal ADJ bracis-33606 23 31 proceedings proceeding NOUN bracis-33606 23 32 aimed aim VERB bracis-33606 23 33 at at ADP bracis-33606 23 34 generating generate VERB bracis-33606 23 35 judicial judicial ADJ bracis-33606 23 36 reports report NOUN bracis-33606 23 37 . . PUNCT bracis-33606 24 1 sara sara PROPN bracis-33606 24 2 ’s ’s PART bracis-33606 24 3 architecture architecture NOUN bracis-33606 24 4 is be AUX bracis-33606 24 5 based base VERB bracis-33606 24 6 on on ADP bracis-33606 24 7 an an DET bracis-33606 24 8 llm llm NOUN bracis-33606 24 9 ( ( PUNCT bracis-33606 24 10 gpt-4o gpt-4o PROPN bracis-33606 25 1 [ [ X bracis-33606 25 2 1 1 NUM bracis-33606 25 3 ] ] PUNCT bracis-33606 25 4 ) ) PUNCT bracis-33606 25 5 trained train VERB bracis-33606 25 6 exclusively exclusively ADV bracis-33606 25 7 through through ADP bracis-33606 25 8 in in ADP bracis-33606 25 9 - - PUNCT bracis-33606 25 10 context context NOUN bracis-33606 25 11 learning learning NOUN bracis-33606 25 12 . . PUNCT bracis-33606 26 1 this this DET bracis-33606 26 2 training training NOUN bracis-33606 26 3 employs employ VERB bracis-33606 26 4 two two NUM bracis-33606 26 5 prompt prompt ADJ bracis-33606 26 6 engineering engineering NOUN bracis-33606 26 7 techniques technique NOUN bracis-33606 26 8 : : PUNCT bracis-33606 26 9 chain chain NOUN bracis-33606 26 10 of of ADP bracis-33606 26 11 density density NOUN bracis-33606 26 12 ( ( PUNCT bracis-33606 26 13 cod cod NOUN bracis-33606 26 14 ) ) PUNCT bracis-33606 27 1 [ [ X bracis-33606 27 2 2 2 X bracis-33606 27 3 ] ] PUNCT bracis-33606 27 4 for for ADP bracis-33606 27 5 summarization summarization NOUN bracis-33606 27 6 and and CCONJ bracis-33606 27 7 co co NOUN bracis-33606 27 8 - - NOUN bracis-33606 27 9 star star NOUN bracis-33606 27 10 [ [ X bracis-33606 27 11 3 3 X bracis-33606 27 12 ] ] PUNCT bracis-33606 27 13 for for ADP bracis-33606 27 14 structuring structure VERB bracis-33606 27 15 prompt prompt ADJ bracis-33606 27 16 content content NOUN bracis-33606 27 17 . . PUNCT bracis-33606 28 1 we we PRON bracis-33606 28 2 demonstrate demonstrate VERB bracis-33606 28 3 that that SCONJ bracis-33606 28 4 these these DET bracis-33606 28 5 techniques technique NOUN bracis-33606 28 6 , , PUNCT bracis-33606 28 7 adapted adapt VERB bracis-33606 28 8 from from ADP bracis-33606 28 9 procedural procedural ADJ bracis-33606 28 10 knowledge knowledge NOUN bracis-33606 28 11 provided provide VERB bracis-33606 28 12 by by ADP bracis-33606 28 13 judges judge NOUN bracis-33606 28 14 and and CCONJ bracis-33606 28 15 legal legal ADJ bracis-33606 28 16 academics academic NOUN bracis-33606 28 17 , , PUNCT bracis-33606 28 18 significantly significantly ADV bracis-33606 28 19 enhance enhance VERB bracis-33606 28 20 the the DET bracis-33606 28 21 informative informative ADJ bracis-33606 28 22 quality quality NOUN bracis-33606 28 23 of of ADP bracis-33606 28 24 the the DET bracis-33606 28 25 generated generate VERB bracis-33606 28 26 summaries summary NOUN bracis-33606 28 27 . . PUNCT bracis-33606 29 1 results result NOUN bracis-33606 29 2 using use VERB bracis-33606 29 3 traditional traditional ADJ bracis-33606 29 4 model model NOUN bracis-33606 29 5 quality quality NOUN bracis-33606 29 6 assessment assessment NOUN bracis-33606 29 7 metrics metric NOUN bracis-33606 29 8 indicate indicate VERB bracis-33606 29 9 which which PRON bracis-33606 29 10 training training NOUN bracis-33606 29 11 strategies strategy NOUN bracis-33606 29 12 are be AUX bracis-33606 29 13 most most ADV bracis-33606 29 14 effective effective ADJ bracis-33606 29 15 , , PUNCT bracis-33606 29 16 but but CCONJ bracis-33606 29 17 they they PRON bracis-33606 29 18 also also ADV bracis-33606 29 19 highlight highlight VERB bracis-33606 29 20 the the DET bracis-33606 29 21 limitations limitation NOUN bracis-33606 29 22 of of ADP bracis-33606 29 23 these these DET bracis-33606 29 24 metrics metric NOUN bracis-33606 29 25 in in ADP bracis-33606 29 26 evaluating evaluate VERB bracis-33606 29 27 summary summary NOUN bracis-33606 29 28 quality quality NOUN bracis-33606 29 29 . . PUNCT bracis-33606 30 1 consequently consequently ADV bracis-33606 30 2 , , PUNCT bracis-33606 30 3 we we PRON bracis-33606 30 4 propose propose VERB bracis-33606 30 5 a a DET bracis-33606 30 6 qualitative qualitative ADJ bracis-33606 30 7 evaluation evaluation NOUN bracis-33606 30 8 methodology methodology NOUN bracis-33606 30 9 based base VERB bracis-33606 30 10 on on ADP bracis-33606 30 11 expert expert NOUN bracis-33606 30 12 - - PUNCT bracis-33606 30 13 generated generate VERB bracis-33606 30 14 questionnaires questionnaire NOUN bracis-33606 30 15 . . PUNCT bracis-33606 31 1 this this DET bracis-33606 31 2 methodology methodology NOUN bracis-33606 31 3 focuses focus VERB bracis-33606 31 4 on on ADP bracis-33606 31 5 essential essential ADJ bracis-33606 31 6 content content NOUN bracis-33606 31 7 inclusion inclusion NOUN bracis-33606 31 8 and and CCONJ bracis-33606 31 9 the the DET bracis-33606 31 10 appropriate appropriate ADJ bracis-33606 31 11 structuring structuring NOUN bracis-33606 31 12 of of ADP bracis-33606 31 13 process process NOUN bracis-33606 31 14 reports report NOUN bracis-33606 31 15 . . PUNCT bracis-33606 32 1 beyond beyond ADP bracis-33606 32 2 guiding guide VERB bracis-33606 32 3 prompt prompt ADJ bracis-33606 32 4 engineering engineering NOUN bracis-33606 32 5 and and CCONJ bracis-33606 32 6 enabling enable VERB bracis-33606 32 7 human human ADJ bracis-33606 32 8 - - PUNCT bracis-33606 32 9 quality quality NOUN bracis-33606 32 10 analysis analysis NOUN bracis-33606 32 11 of of ADP bracis-33606 32 12 summaries summary NOUN bracis-33606 32 13 , , PUNCT bracis-33606 32 14 this this DET bracis-33606 32 15 methodology methodology NOUN bracis-33606 32 16 inspired inspire VERB bracis-33606 32 17 the the DET bracis-33606 32 18 training training NOUN bracis-33606 32 19 of of ADP bracis-33606 32 20 chatgpt chatgpt NOUN bracis-33606 32 21 [ [ X bracis-33606 32 22 6 6 NUM bracis-33606 32 23 ] ] PUNCT bracis-33606 32 24 to to PART bracis-33606 32 25 evaluate evaluate VERB bracis-33606 32 26 generated generate VERB bracis-33606 32 27 summaries summary NOUN bracis-33606 32 28 , , PUNCT bracis-33606 32 29 facilitating facilitate VERB bracis-33606 32 30 large large ADJ bracis-33606 32 31 - - PUNCT bracis-33606 32 32 scale scale NOUN bracis-33606 32 33 assessments assessment NOUN bracis-33606 32 34 . . PUNCT bracis-33606 33 1 evaluations evaluation NOUN bracis-33606 33 2 of of ADP bracis-33606 33 3 summaries summary NOUN bracis-33606 33 4 from from ADP bracis-33606 33 5 fifteen fifteen NUM bracis-33606 33 6 first first ADJ bracis-33606 33 7 - - PUNCT bracis-33606 33 8 degree degree NOUN bracis-33606 33 9 judicial judicial ADJ bracis-33606 33 10 cases case NOUN bracis-33606 33 11 in in ADP bracis-33606 33 12 a a DET bracis-33606 33 13 large large ADJ bracis-33606 33 14 brazilian brazilian ADJ bracis-33606 33 15 state state NOUN bracis-33606 33 16 court court NOUN bracis-33606 33 17 , , PUNCT bracis-33606 33 18 conducted conduct VERB bracis-33606 33 19 by by ADP bracis-33606 33 20 both both DET bracis-33606 33 21 machines machine NOUN bracis-33606 33 22 and and CCONJ bracis-33606 33 23 humans human NOUN bracis-33606 33 24 , , PUNCT bracis-33606 33 25 reveal reveal VERB bracis-33606 33 26 a a DET bracis-33606 33 27 significant significant ADJ bracis-33606 33 28 advantage advantage NOUN bracis-33606 33 29 of of ADP bracis-33606 33 30 summaries summary NOUN bracis-33606 33 31 produced produce VERB bracis-33606 33 32 using use VERB bracis-33606 33 33 in in ADP bracis-33606 33 34 - - PUNCT bracis-33606 33 35 context context NOUN bracis-33606 33 36 learning learning NOUN bracis-33606 33 37 with with ADP bracis-33606 33 38 cod cod NOUN bracis-33606 33 39 , , PUNCT bracis-33606 33 40 enhanced enhance VERB bracis-33606 33 41 by by ADP bracis-33606 33 42 domain domain NOUN bracis-33606 33 43 knowledge knowledge NOUN bracis-33606 33 44 and and CCONJ bracis-33606 33 45 report report NOUN bracis-33606 33 46 style style NOUN bracis-33606 33 47 familiarity familiarity NOUN bracis-33606 33 48 . . PUNCT bracis-33606 34 1 2 2 NUM bracis-33606 34 2 related relate VERB bracis-33606 34 3 work work NOUN bracis-33606 34 4 automatic automatic ADJ bracis-33606 34 5 summarization summarization NOUN bracis-33606 34 6 can can AUX bracis-33606 34 7 be be AUX bracis-33606 34 8 classified classify VERB bracis-33606 34 9 into into ADP bracis-33606 34 10 two two NUM bracis-33606 34 11 types type NOUN bracis-33606 34 12 : : PUNCT bracis-33606 34 13 abstractive abstractive ADJ bracis-33606 34 14 and and CCONJ bracis-33606 34 15 extractive extractive ADJ bracis-33606 34 16 . . PUNCT bracis-33606 35 1 abstractive abstractive ADJ bracis-33606 35 2 summarization summarization NOUN bracis-33606 35 3 generates generate VERB bracis-33606 35 4 new new ADJ bracis-33606 35 5 text text NOUN bracis-33606 35 6 that that PRON bracis-33606 35 7 captures capture VERB bracis-33606 35 8 the the DET bracis-33606 35 9 original original ADJ bracis-33606 35 10 content content NOUN bracis-33606 35 11 ’s ’s PART bracis-33606 35 12 essence essence NOUN bracis-33606 35 13 , , PUNCT bracis-33606 35 14 often often ADV bracis-33606 35 15 rephrasing rephrase VERB bracis-33606 35 16 it it PRON bracis-33606 35 17 concisely concisely ADV bracis-33606 35 18 . . PUNCT bracis-33606 36 1 extractive extractive ADJ bracis-33606 36 2 summarization summarization NOUN bracis-33606 36 3 selects select VERB bracis-33606 36 4 direct direct ADJ bracis-33606 36 5 excerpts excerpt NOUN bracis-33606 36 6 from from ADP bracis-33606 36 7 the the DET bracis-33606 36 8 original original ADJ bracis-33606 36 9 text text NOUN bracis-33606 36 10 . . PUNCT bracis-33606 37 1 summarization summarization NOUN bracis-33606 37 2 can can AUX bracis-33606 37 3 also also ADV bracis-33606 37 4 be be AUX bracis-33606 37 5 categorized categorize VERB bracis-33606 37 6 as as ADP bracis-33606 37 7 single single ADJ bracis-33606 37 8 - - PUNCT bracis-33606 37 9 document document NOUN bracis-33606 37 10 or or CCONJ bracis-33606 37 11 multi multi NOUN bracis-33606 37 12 - - NOUN bracis-33606 37 13 document document NOUN bracis-33606 37 14 , , PUNCT bracis-33606 37 15 with with ADP bracis-33606 37 16 the the DET bracis-33606 37 17 latter latter ADJ bracis-33606 37 18 integrating integrate VERB bracis-33606 37 19 information information NOUN bracis-33606 37 20 from from ADP bracis-33606 37 21 multiple multiple ADJ bracis-33606 37 22 sources source NOUN bracis-33606 37 23 into into ADP bracis-33606 37 24 a a DET bracis-33606 37 25 cohesive cohesive ADJ bracis-33606 37 26 summary summary NOUN bracis-33606 37 27 . . PUNCT bracis-33606 38 1 for for ADP bracis-33606 38 2 first first ADJ bracis-33606 38 3 - - PUNCT bracis-33606 38 4 degree degree NOUN bracis-33606 38 5 judicial judicial ADJ bracis-33606 38 6 processes process NOUN bracis-33606 38 7 , , PUNCT bracis-33606 38 8 the the DET bracis-33606 38 9 most most ADV bracis-33606 38 10 suitable suitable ADJ bracis-33606 38 11 automatic automatic ADJ bracis-33606 38 12 summarization summarization NOUN bracis-33606 38 13 is be AUX bracis-33606 38 14 abstractive abstractive ADJ bracis-33606 38 15 and and CCONJ bracis-33606 38 16 multi multi ADJ bracis-33606 38 17 - - NOUN bracis-33606 38 18 document document NOUN bracis-33606 38 19 . . PUNCT bracis-33606 39 1 several several ADJ bracis-33606 39 2 works work NOUN bracis-33606 39 3 before before SCONJ bracis-33606 39 4 the the DET bracis-33606 39 5 gpt gpt NOUN bracis-33606 39 6 era era NOUN bracis-33606 39 7 proposed propose VERB bracis-33606 39 8 various various ADJ bracis-33606 39 9 approaches approach NOUN bracis-33606 39 10 to to ADP bracis-33606 39 11 legal legal ADJ bracis-33606 39 12 text text NOUN bracis-33606 39 13 summarization summarization NOUN bracis-33606 39 14 . . PUNCT bracis-33606 40 1 for for ADP bracis-33606 40 2 example example NOUN bracis-33606 40 3 , , PUNCT bracis-33606 40 4 [ [ X bracis-33606 40 5 15 15 NUM bracis-33606 40 6 ] ] PUNCT bracis-33606 40 7 employed employ VERB bracis-33606 40 8 contrastive contrastive ADJ bracis-33606 40 9 learning learning NOUN bracis-33606 40 10 for for ADP bracis-33606 40 11 abstractive abstractive ADJ bracis-33606 40 12 summarization summarization NOUN bracis-33606 40 13 , , PUNCT bracis-33606 40 14 while while SCONJ bracis-33606 40 15 [ [ X bracis-33606 40 16 7 7 X bracis-33606 40 17 ] ] PUNCT bracis-33606 40 18 used use VERB bracis-33606 40 19 deep deep ADJ bracis-33606 40 20 reinforcement reinforcement NOUN bracis-33606 40 21 learning learning NOUN bracis-33606 40 22 , , PUNCT bracis-33606 40 23 combining combine VERB bracis-33606 40 24 extractive extractive ADJ bracis-33606 40 25 and and CCONJ bracis-33606 40 26 abstractive abstractive ADJ bracis-33606 40 27 techniques technique NOUN bracis-33606 40 28 . . PUNCT bracis-33606 41 1 “ " PUNCT bracis-33606 41 2 delsumm delsumm ADV bracis-33606 41 3 : : PUNCT bracis-33606 41 4 incorporating incorporate VERB bracis-33606 41 5 domain domain NOUN bracis-33606 41 6 knowledge knowledge NOUN bracis-33606 41 7 for for ADP bracis-33606 41 8 extractive extractive ADJ bracis-33606 41 9 summarization summarization NOUN bracis-33606 41 10 of of ADP bracis-33606 41 11 legal legal ADJ bracis-33606 41 12 case case NOUN bracis-33606 41 13 documents document NOUN bracis-33606 41 14 ” " PUNCT bracis-33606 41 15 [ [ X bracis-33606 41 16 10 10 NUM bracis-33606 41 17 ] ] X bracis-33606 41 18 utilized utilize VERB bracis-33606 41 19 domain domain NOUN bracis-33606 41 20 - - PUNCT bracis-33606 41 21 specific specific ADJ bracis-33606 41 22 knowledge knowledge NOUN bracis-33606 41 23 for for ADP bracis-33606 41 24 extractive extractive ADJ bracis-33606 41 25 summarization summarization NOUN bracis-33606 41 26 , , PUNCT bracis-33606 41 27 achieving achieve VERB bracis-33606 41 28 high high ADJ bracis-33606 41 29 rouge rouge NOUN bracis-33606 41 30 metrics metric NOUN bracis-33606 41 31 ( ( PUNCT bracis-33606 41 32 rouge-1 rouge-1 NOUN bracis-33606 41 33 : : PUNCT bracis-33606 41 34 51.2 51.2 NUM bracis-33606 41 35 ) ) PUNCT bracis-33606 41 36 but but CCONJ bracis-33606 41 37 requiring require VERB bracis-33606 41 38 manual manual ADJ bracis-33606 41 39 annotations annotation NOUN bracis-33606 41 40 . . PUNCT bracis-33606 42 1 a a DET bracis-33606 42 2 similar similar ADJ bracis-33606 42 3 approach approach NOUN bracis-33606 42 4 was be AUX bracis-33606 42 5 attempted attempt VERB bracis-33606 42 6 by by ADP bracis-33606 42 7 [ [ PUNCT bracis-33606 42 8 9 9 NUM bracis-33606 42 9 ] ] PUNCT bracis-33606 42 10 , , PUNCT bracis-33606 42 11 who who PRON bracis-33606 42 12 enhanced enhance VERB bracis-33606 42 13 summarization summarization NOUN bracis-33606 42 14 by by ADP bracis-33606 42 15 incorporating incorporate VERB bracis-33606 42 16 markers marker NOUN bracis-33606 42 17 like like ADP bracis-33606 42 18 \({<}\)issue\({>}\ \({<}\)issue\({>}\ NOUN bracis-33606 42 19 ) ) PUNCT bracis-33606 42 20 and and CCONJ bracis-33606 42 21 \({<}\)argument\({>}\ \({<}\)argument\({>}\ PROPN bracis-33606 42 22 ) ) PUNCT bracis-33606 42 23 , , PUNCT bracis-33606 42 24 leading lead VERB bracis-33606 42 25 to to ADP bracis-33606 42 26 improved improved ADJ bracis-33606 42 27 rouge rouge NOUN bracis-33606 42 28 scores score NOUN bracis-33606 42 29 ( ( PUNCT bracis-33606 42 30 rouge-1 rouge-1 NOUN bracis-33606 42 31 : : PUNCT bracis-33606 42 32 50.73 50.73 NUM bracis-33606 42 33 ) ) PUNCT bracis-33606 42 34 . . PUNCT bracis-33606 43 1 however however ADV bracis-33606 43 2 , , PUNCT bracis-33606 43 3 manual manual ADJ bracis-33606 43 4 tagging tagging NOUN bracis-33606 43 5 presents present VERB bracis-33606 43 6 a a DET bracis-33606 43 7 scalability scalability NOUN bracis-33606 43 8 limitation limitation NOUN bracis-33606 43 9 . . PUNCT bracis-33606 44 1 for for ADP bracis-33606 44 2 brazilian brazilian ADJ bracis-33606 44 3 portuguese portuguese NOUN bracis-33606 44 4 , , PUNCT bracis-33606 44 5 legalsumm legalsumm PROPN bracis-33606 44 6 [ [ X bracis-33606 44 7 13 13 NUM bracis-33606 44 8 ] ] PUNCT bracis-33606 44 9 employs employ VERB bracis-33606 44 10 transformer transformer NOUN bracis-33606 44 11 models model NOUN bracis-33606 44 12 [ [ X bracis-33606 44 13 16 16 NUM bracis-33606 44 14 ] ] PUNCT bracis-33606 44 15 and and CCONJ bracis-33606 44 16 contrastive contrastive ADJ bracis-33606 44 17 learning learning NOUN bracis-33606 44 18 to to PART bracis-33606 44 19 summarize summarize VERB bracis-33606 44 20 judicial judicial ADJ bracis-33606 44 21 decisions decision NOUN bracis-33606 44 22 from from ADP bracis-33606 44 23 brazil brazil PROPN bracis-33606 44 24 ’s ’s PART bracis-33606 44 25 supreme supreme PROPN bracis-33606 44 26 federal federal PROPN bracis-33606 44 27 court court PROPN bracis-33606 44 28 , , PUNCT bracis-33606 44 29 generating generate VERB bracis-33606 44 30 concise concise ADJ bracis-33606 44 31 summaries summary NOUN bracis-33606 44 32 . . PUNCT bracis-33606 45 1 using use VERB bracis-33606 45 2 the the DET bracis-33606 45 3 ruling.br ruling.br PROPN bracis-33606 45 4 [ [ X bracis-33606 45 5 13 13 NUM bracis-33606 45 6 ] ] X bracis-33606 45 7 corpus corpus NOUN bracis-33606 45 8 for for ADP bracis-33606 45 9 training training NOUN bracis-33606 45 10 and and CCONJ bracis-33606 45 11 testing testing NOUN bracis-33606 45 12 , , PUNCT bracis-33606 45 13 results result NOUN bracis-33606 45 14 on on ADP bracis-33606 45 15 rouge rouge NOUN bracis-33606 45 16 metrics metric NOUN bracis-33606 45 17 demonstrated demonstrate VERB bracis-33606 45 18 that that SCONJ bracis-33606 45 19 legalsumm legalsumm PROPN bracis-33606 45 20 improved improve VERB bracis-33606 45 21 the the DET bracis-33606 45 22 quality quality NOUN bracis-33606 45 23 of of ADP bracis-33606 45 24 generated generate VERB bracis-33606 45 25 summaries summary NOUN bracis-33606 45 26 compared compare VERB bracis-33606 45 27 to to ADP bracis-33606 45 28 traditional traditional ADJ bracis-33606 45 29 methods method NOUN bracis-33606 45 30 . . PUNCT bracis-33606 46 1 in in ADP bracis-33606 46 2 [ [ X bracis-33606 46 3 14 14 NUM bracis-33606 46 4 ] ] PUNCT bracis-33606 46 5 , , PUNCT bracis-33606 46 6 the the DET bracis-33606 46 7 authors author NOUN bracis-33606 46 8 proposed propose VERB bracis-33606 46 9 the the DET bracis-33606 46 10 clsjur.br clsjur.br PROPN bracis-33606 46 11 model model NOUN bracis-33606 46 12 , , PUNCT bracis-33606 46 13 an an DET bracis-33606 46 14 evolution evolution NOUN bracis-33606 46 15 of of ADP bracis-33606 46 16 legalsumm legalsumm NOUN bracis-33606 46 17 , , PUNCT bracis-33606 46 18 which which PRON bracis-33606 46 19 uses use VERB bracis-33606 46 20 the the DET bracis-33606 46 21 cl cl NOUN bracis-33606 46 22 approach approach NOUN bracis-33606 46 23 along along ADP bracis-33606 46 24 with with ADP bracis-33606 46 25 a a DET bracis-33606 46 26 new new ADJ bracis-33606 46 27 technique technique NOUN bracis-33606 46 28 for for ADP bracis-33606 46 29 generating generate VERB bracis-33606 46 30 and and CCONJ bracis-33606 46 31 evaluating evaluate VERB bracis-33606 46 32 candidate candidate NOUN bracis-33606 46 33 summaries summary NOUN bracis-33606 46 34 . . PUNCT bracis-33606 47 1 clsjur.br clsjur.br PROPN bracis-33606 47 2 is be AUX bracis-33606 47 3 based base VERB bracis-33606 47 4 on on ADP bracis-33606 47 5 the the DET bracis-33606 47 6 mbart mbart NOUN bracis-33606 47 7 neural neural ADJ bracis-33606 47 8 model model NOUN bracis-33606 47 9 [ [ X bracis-33606 47 10 18 18 NUM bracis-33606 47 11 ] ] PUNCT bracis-33606 47 12 and and CCONJ bracis-33606 47 13 the the DET bracis-33606 47 14 legalbert.pt legalbert.pt PROPN bracis-33606 47 15 language language NOUN bracis-33606 47 16 model model NOUN bracis-33606 47 17 [ [ X bracis-33606 47 18 19 19 NUM bracis-33606 47 19 ] ] PUNCT bracis-33606 47 20 . . PUNCT bracis-33606 48 1 the the DET bracis-33606 48 2 results result NOUN bracis-33606 48 3 , , PUNCT bracis-33606 48 4 using use VERB bracis-33606 48 5 the the DET bracis-33606 48 6 same same ADJ bracis-33606 48 7 legalsumm legalsumm ADJ bracis-33606 48 8 test test NOUN bracis-33606 48 9 set set NOUN bracis-33606 48 10 , , PUNCT bracis-33606 48 11 showed show VERB bracis-33606 48 12 an an DET bracis-33606 48 13 improvement improvement NOUN bracis-33606 48 14 in in ADP bracis-33606 48 15 the the DET bracis-33606 48 16 generation generation NOUN bracis-33606 48 17 of of ADP bracis-33606 48 18 syllabuses syllabus NOUN bracis-33606 48 19 with with ADP bracis-33606 48 20 rouge rouge NOUN bracis-33606 48 21 - - PUNCT bracis-33606 48 22 l l NOUN bracis-33606 48 23 from from ADP bracis-33606 48 24 0.35 0.35 NUM bracis-33606 48 25 ( ( PUNCT bracis-33606 48 26 legalsumm legalsumm PROPN bracis-33606 48 27 ) ) PUNCT bracis-33606 48 28 to to ADP bracis-33606 48 29 0.4789 0.4789 NUM bracis-33606 48 30 ( ( PUNCT bracis-33606 48 31 clsjur.br clsjur.br NUM bracis-33606 48 32 ) ) PUNCT bracis-33606 48 33 . . PUNCT bracis-33606 49 1 the the DET bracis-33606 49 2 limitation limitation NOUN bracis-33606 49 3 of of ADP bracis-33606 49 4 clsjur.br clsjur.br PRON bracis-33606 49 5 for for ADP bracis-33606 49 6 generating generate VERB bracis-33606 49 7 court court NOUN bracis-33606 49 8 reports report NOUN bracis-33606 49 9 is be AUX bracis-33606 49 10 the the DET bracis-33606 49 11 limitation limitation NOUN bracis-33606 49 12 for for ADP bracis-33606 49 13 mono mono NOUN bracis-33606 49 14 documents document NOUN bracis-33606 49 15 and and CCONJ bracis-33606 49 16 the the DET bracis-33606 49 17 size size NOUN bracis-33606 49 18 of of ADP bracis-33606 49 19 the the DET bracis-33606 49 20 input input NOUN bracis-33606 49 21 text text NOUN bracis-33606 49 22 ( ( PUNCT bracis-33606 49 23 1024 1024 NUM bracis-33606 49 24 tokens token NOUN bracis-33606 49 25 ) ) PUNCT bracis-33606 49 26 . . PUNCT bracis-33606 50 1 in in ADP bracis-33606 50 2 summary summary NOUN bracis-33606 50 3 , , PUNCT bracis-33606 50 4 while while SCONJ bracis-33606 50 5 research research NOUN bracis-33606 50 6 on on ADP bracis-33606 50 7 abstractive abstractive ADJ bracis-33606 50 8 and and CCONJ bracis-33606 50 9 multi multi ADJ bracis-33606 50 10 - - ADJ bracis-33606 50 11 document document ADJ bracis-33606 50 12 automatic automatic ADJ bracis-33606 50 13 legal legal ADJ bracis-33606 50 14 document document NOUN bracis-33606 50 15 summarization summarization NOUN bracis-33606 50 16 ( ( PUNCT bracis-33606 50 17 alds alds PROPN bracis-33606 50 18 ) ) PUNCT bracis-33606 50 19 has have AUX bracis-33606 50 20 made make VERB bracis-33606 50 21 advances advance NOUN bracis-33606 50 22 with with ADP bracis-33606 50 23 simcls simcls NOUN bracis-33606 50 24 , , PUNCT bracis-33606 50 25 legalsumm legalsumm NOUN bracis-33606 50 26 , , PUNCT bracis-33606 50 27 and and CCONJ bracis-33606 50 28 clsjur.br clsjur.br NUM bracis-33606 50 29 models model NOUN bracis-33606 50 30 , , PUNCT bracis-33606 50 31 significant significant ADJ bracis-33606 50 32 challenges challenge NOUN bracis-33606 50 33 remain remain VERB bracis-33606 50 34 due due ADJ bracis-33606 50 35 to to ADP bracis-33606 50 36 the the DET bracis-33606 50 37 complexity complexity NOUN bracis-33606 50 38 and and CCONJ bracis-33606 50 39 volume volume NOUN bracis-33606 50 40 of of ADP bracis-33606 50 41 legal legal ADJ bracis-33606 50 42 texts text NOUN bracis-33606 50 43 . . PUNCT bracis-33606 51 1 recent recent ADJ bracis-33606 51 2 work work NOUN bracis-33606 51 3 consistently consistently ADV bracis-33606 51 4 highlights highlight VERB bracis-33606 51 5 the the DET bracis-33606 51 6 need need NOUN bracis-33606 51 7 to to PART bracis-33606 51 8 explore explore VERB bracis-33606 51 9 the the DET bracis-33606 51 10 potential potential NOUN bracis-33606 51 11 of of ADP bracis-33606 51 12 generative generative ADJ bracis-33606 51 13 ai ai PROPN bracis-33606 51 14 ( ( PUNCT bracis-33606 51 15 gai gai NOUN bracis-33606 51 16 ) ) PUNCT bracis-33606 51 17 and and CCONJ bracis-33606 51 18 large large ADJ bracis-33606 51 19 language language NOUN bracis-33606 51 20 models model NOUN bracis-33606 51 21 ( ( PUNCT bracis-33606 51 22 llms llm NOUN bracis-33606 51 23 ) ) PUNCT bracis-33606 51 24 to to PART bracis-33606 51 25 improve improve VERB bracis-33606 51 26 the the DET bracis-33606 51 27 efficiency efficiency NOUN bracis-33606 51 28 and and CCONJ bracis-33606 51 29 accuracy accuracy NOUN bracis-33606 51 30 of of ADP bracis-33606 51 31 judicial judicial ADJ bracis-33606 51 32 report report NOUN bracis-33606 51 33 generation generation NOUN bracis-33606 51 34 , , PUNCT bracis-33606 51 35 contributing contribute VERB bracis-33606 51 36 to to ADP bracis-33606 51 37 a a DET bracis-33606 51 38 more more ADV bracis-33606 51 39 agile agile ADJ bracis-33606 51 40 and and CCONJ bracis-33606 51 41 well well ADV bracis-33606 51 42 - - PUNCT bracis-33606 51 43 founded found VERB bracis-33606 51 44 justice justice NOUN bracis-33606 51 45 system system NOUN bracis-33606 51 46 . . PUNCT bracis-33606 52 1 3 3 NUM bracis-33606 52 2 sara sara NOUN bracis-33606 52 3 generating generate VERB bracis-33606 52 4 the the DET bracis-33606 52 5     SPACE bracis-33606 52 6 report report NOUN bracis-33606 52 7 process process NOUN bracis-33606 52 8 in in ADP bracis-33606 52 9 this this DET bracis-33606 52 10 section section NOUN bracis-33606 52 11 , , PUNCT bracis-33606 52 12 we we PRON bracis-33606 52 13 introduce introduce VERB bracis-33606 52 14 the the DET bracis-33606 52 15 architecture architecture NOUN bracis-33606 52 16 of of ADP bracis-33606 52 17 sara sara NOUN bracis-33606 52 18 , , PUNCT bracis-33606 52 19 a a DET bracis-33606 52 20 gai gai NOUN bracis-33606 52 21 designed design VERB bracis-33606 52 22 for for ADP bracis-33606 52 23 the the DET bracis-33606 52 24 analysis analysis NOUN bracis-33606 52 25 and and CCONJ bracis-33606 52 26 summarization summarization NOUN bracis-33606 52 27 of of ADP bracis-33606 52 28 legal legal ADJ bracis-33606 52 29 cases case NOUN bracis-33606 52 30 , , PUNCT bracis-33606 52 31 and and CCONJ bracis-33606 52 32 the the DET bracis-33606 52 33 prompt prompt ADJ bracis-33606 52 34 engineering engineering NOUN bracis-33606 52 35 process process NOUN bracis-33606 52 36 that that PRON bracis-33606 52 37 led lead VERB bracis-33606 52 38 to to ADP bracis-33606 52 39 the the DET bracis-33606 52 40 final final ADJ bracis-33606 52 41 prompt prompt NOUN bracis-33606 52 42 for for ADP bracis-33606 52 43 multi multi ADJ bracis-33606 52 44 - - ADJ bracis-33606 52 45 document document ADJ bracis-33606 52 46 abstractive abstractive ADJ bracis-33606 52 47 summarization summarization NOUN bracis-33606 52 48 of of ADP bracis-33606 52 49 legal legal ADJ bracis-33606 52 50 cases case NOUN bracis-33606 52 51 . . PUNCT bracis-33606 53 1 sara sara PROPN bracis-33606 53 2 specifically specifically ADV bracis-33606 53 3 generates generate VERB bracis-33606 53 4 the the DET bracis-33606 53 5 section section NOUN bracis-33606 53 6 known know VERB bracis-33606 53 7 as as ADP bracis-33606 53 8 the the DET bracis-33606 53 9 report report NOUN bracis-33606 53 10 in in ADP bracis-33606 53 11 the the DET bracis-33606 53 12 brazilian brazilian ADJ bracis-33606 53 13 judicial judicial ADJ bracis-33606 53 14 system system NOUN bracis-33606 53 15 , , PUNCT bracis-33606 53 16 whose whose DET bracis-33606 53 17 main main ADJ bracis-33606 53 18 objective objective NOUN bracis-33606 53 19 is be AUX bracis-33606 53 20 to to PART bracis-33606 53 21 summarize summarize VERB bracis-33606 53 22 the the DET bracis-33606 53 23 key key ADJ bracis-33606 53 24 factual factual ADJ bracis-33606 53 25 and and CCONJ bracis-33606 53 26 legal legal ADJ bracis-33606 53 27 elements element NOUN bracis-33606 53 28 of of ADP bracis-33606 53 29 the the DET bracis-33606 53 30 procedural procedural ADJ bracis-33606 53 31 relationship relationship NOUN bracis-33606 53 32 , , PUNCT bracis-33606 53 33 including include VERB bracis-33606 53 34 the the DET bracis-33606 53 35 names name NOUN bracis-33606 53 36 of of ADP bracis-33606 53 37 the the DET bracis-33606 53 38 parties party NOUN bracis-33606 53 39 , , PUNCT bracis-33606 53 40 the the DET bracis-33606 53 41 identification identification NOUN bracis-33606 53 42 of of ADP bracis-33606 53 43 the the DET bracis-33606 53 44 case case NOUN bracis-33606 53 45 with with ADP bracis-33606 53 46 a a DET bracis-33606 53 47 summary summary NOUN bracis-33606 53 48 of of ADP bracis-33606 53 49 the the DET bracis-33606 53 50 request request NOUN bracis-33606 53 51 and and CCONJ bracis-33606 53 52 objection objection NOUN bracis-33606 53 53 , , PUNCT bracis-33606 53 54 and and CCONJ bracis-33606 53 55 a a DET bracis-33606 53 56 documentation documentation NOUN bracis-33606 53 57 of of ADP bracis-33606 53 58 the the DET bracis-33606 53 59 main main ADJ bracis-33606 53 60 events event NOUN bracis-33606 53 61 that that PRON bracis-33606 53 62 occurred occur VERB bracis-33606 53 63 during during ADP bracis-33606 53 64 the the DET bracis-33606 53 65 process process NOUN bracis-33606 53 66 . . PUNCT bracis-33606 54 1 a a DET bracis-33606 54 2 critical critical ADJ bracis-33606 54 3 aspect aspect NOUN bracis-33606 54 4 of of ADP bracis-33606 54 5 court court NOUN bracis-33606 54 6 reporting reporting NOUN bracis-33606 54 7 is be AUX bracis-33606 54 8 the the DET bracis-33606 54 9 ability ability NOUN bracis-33606 54 10 to to PART bracis-33606 54 11 summarize summarize VERB bracis-33606 54 12 from from ADP bracis-33606 54 13 multiple multiple ADJ bracis-33606 54 14 documents document NOUN bracis-33606 54 15 in in ADP bracis-33606 54 16 a a DET bracis-33606 54 17 cohesive cohesive ADJ bracis-33606 54 18 and and CCONJ bracis-33606 54 19 accurate accurate ADJ bracis-33606 54 20 manner manner NOUN bracis-33606 54 21 . . PUNCT bracis-33606 55 1 therefore therefore ADV bracis-33606 55 2 , , PUNCT bracis-33606 55 3 the the DET bracis-33606 55 4 core core NOUN bracis-33606 55 5 of of ADP bracis-33606 55 6 sara sara PROPN bracis-33606 55 7 is be AUX bracis-33606 55 8 a a DET bracis-33606 55 9 multi multi ADJ bracis-33606 55 10 - - ADJ bracis-33606 55 11 document document ADJ bracis-33606 55 12 summary summary NOUN bracis-33606 55 13 prompt prompt NOUN bracis-33606 55 14 capable capable ADJ bracis-33606 55 15 of of ADP bracis-33606 55 16 integrating integrate VERB bracis-33606 55 17 information information NOUN bracis-33606 55 18 from from ADP bracis-33606 55 19 diverse diverse ADJ bracis-33606 55 20 sources source NOUN bracis-33606 55 21 , , PUNCT bracis-33606 55 22 including include VERB bracis-33606 55 23 initial initial ADJ bracis-33606 55 24 pleadings pleading NOUN bracis-33606 55 25 , , PUNCT bracis-33606 55 26 responses response NOUN bracis-33606 55 27 , , PUNCT bracis-33606 55 28 replies reply NOUN bracis-33606 55 29 , , PUNCT bracis-33606 55 30 terms term NOUN bracis-33606 55 31 of of ADP bracis-33606 55 32 hearing hearing NOUN bracis-33606 55 33 , , PUNCT bracis-33606 55 34 closing closing NOUN bracis-33606 55 35 briefs brief NOUN bracis-33606 55 36 , , PUNCT bracis-33606 55 37 and and CCONJ bracis-33606 55 38 other other ADJ bracis-33606 55 39 documents document NOUN bracis-33606 55 40 within within ADP bracis-33606 55 41 the the DET bracis-33606 55 42 judicial judicial ADJ bracis-33606 55 43 process process NOUN bracis-33606 55 44 that that PRON bracis-33606 55 45 are be AUX bracis-33606 55 46 essential essential ADJ bracis-33606 55 47 for for ADP bracis-33606 55 48 understanding understand VERB bracis-33606 55 49 the the DET bracis-33606 55 50 legal legal ADJ bracis-33606 55 51 demand demand NOUN bracis-33606 55 52 and and CCONJ bracis-33606 55 53 reaching reach VERB bracis-33606 55 54 a a DET bracis-33606 55 55 decision decision NOUN bracis-33606 55 56 in in ADP bracis-33606 55 57 the the DET bracis-33606 55 58 case case NOUN bracis-33606 55 59 . . PUNCT bracis-33606 56 1 this this DET bracis-33606 56 2 efficient efficient ADJ bracis-33606 56 3 summarization summarization NOUN bracis-33606 56 4 process process NOUN bracis-33606 56 5 is be AUX bracis-33606 56 6 essential essential ADJ bracis-33606 56 7 for for ADP bracis-33606 56 8 procedural procedural ADJ bracis-33606 56 9 speed speed NOUN bracis-33606 56 10 , , PUNCT bracis-33606 56 11 allowing allow VERB bracis-33606 56 12 an an DET bracis-33606 56 13 integrated integrated ADJ bracis-33606 56 14 and and CCONJ bracis-33606 56 15 holistic holistic ADJ bracis-33606 56 16 view view NOUN bracis-33606 56 17 of of ADP bracis-33606 56 18 cases case NOUN bracis-33606 56 19 . . PUNCT bracis-33606 57 1 3.1 3.1 NUM bracis-33606 57 2 sara sara NOUN bracis-33606 57 3 architecture architecture NOUN bracis-33606 57 4 figure figure NOUN bracis-33606 57 5 1 1 NUM bracis-33606 57 6 presents present NOUN bracis-33606 57 7 sara sara PROPN bracis-33606 57 8 ’s ’s PART bracis-33606 57 9 basic basic ADJ bracis-33606 57 10 architecture architecture NOUN bracis-33606 57 11 [ [ X bracis-33606 57 12 https://l1nk.dev/hpipv https://l1nk.dev/hpipv X bracis-33606 57 13 ] ] PUNCT bracis-33606 57 14 with with ADP bracis-33606 57 15 the the DET bracis-33606 57 16 following follow VERB bracis-33606 57 17 modules module NOUN bracis-33606 57 18 : : PUNCT bracis-33606 57 19 fig fig NOUN bracis-33606 57 20 . . PUNCT bracis-33606 58 1 1 1 X bracis-33606 58 2 . . X bracis-33606 58 3 sara sara PROPN bracis-33606 58 4 ’s ’s PART bracis-33606 58 5 general general ADJ bracis-33606 58 6 architecture architecture NOUN bracis-33606 58 7 full full ADJ bracis-33606 58 8 size size NOUN bracis-33606 58 9 image image NOUN bracis-33606 58 10 ocr ocr NOUN bracis-33606 58 11 and and CCONJ bracis-33606 58 12 nlp nlp ADJ bracis-33606 58 13 tools tool NOUN bracis-33606 58 14 responsável responsável VERB bracis-33606 58 15 por por NOUN bracis-33606 58 16 realizar realizar NOUN bracis-33606 58 17 o o X bracis-33606 58 18 reconhecimento reconhecimento NOUN bracis-33606 58 19 óptico óptico NOUN bracis-33606 58 20 de de PROPN bracis-33606 58 21 caracteres caracteres X bracis-33606 58 22 ( ( PUNCT bracis-33606 58 23 ocr ocr NOUN bracis-33606 58 24 ) ) PUNCT bracis-33606 58 25 e e NOUN bracis-33606 58 26 verificações verificaçõe VERB bracis-33606 58 27 como como PROPN bracis-33606 58 28 validade validade NOUN bracis-33606 58 29 do do AUX bracis-33606 58 30 documento documento VERB bracis-33606 58 31 em em PRON bracis-33606 58 32 relação relação PROPN bracis-33606 58 33 ao ao PROPN bracis-33606 58 34 tamanho tamanho PROPN bracis-33606 58 35 , , PUNCT bracis-33606 58 36 linguagem linguagem PROPN bracis-33606 58 37 válida válida PROPN bracis-33606 58 38 e e PROPN bracis-33606 58 39 normalização normalização NOUN bracis-33606 58 40 dos do VERB bracis-33606 58 41 múltiplos múltiplos PROPN bracis-33606 58 42 documentos documentos PROPN bracis-33606 58 43 de de PROPN bracis-33606 58 44 entrada entrada PROPN bracis-33606 58 45 ; ; PUNCT bracis-33606 58 46 parameter parameter NOUN bracis-33606 58 47 and and CCONJ bracis-33606 58 48 prompt prompt ADJ bracis-33606 58 49 selection selection NOUN bracis-33606 58 50 responsável responsável NOUN bracis-33606 58 51 por por NOUN bracis-33606 58 52 selecionar selecionar NOUN bracis-33606 58 53 o o PROPN bracis-33606 58 54 prompt prompt VERB bracis-33606 58 55 a a DET bracis-33606 58 56 ser ser NOUN bracis-33606 58 57 usado usado NOUN bracis-33606 58 58 na na AUX bracis-33606 58 59 sumarização sumarização PROPN bracis-33606 58 60 e e PROPN bracis-33606 58 61 configurá configurá NOUN bracis-33606 58 62 - - PUNCT bracis-33606 58 63 lo lo NOUN bracis-33606 58 64 com com NOUN bracis-33606 58 65 base base NOUN bracis-33606 58 66 nos nos X bracis-33606 58 67 seguintes seguinte VERB bracis-33606 58 68 hiperparâmetros hiperparâmetro NOUN bracis-33606 58 69 : : PUNCT bracis-33606 58 70 lista lista PROPN bracis-33606 58 71 de de PROPN bracis-33606 58 72 documentos documentos PROPN bracis-33606 58 73 a a DET bracis-33606 58 74 serem serem PROPN bracis-33606 58 75 resumidos resumido NOUN bracis-33606 58 76 \(\texttt \(\texttt PROPN bracis-33606 58 77 { { PUNCT bracis-33606 58 78 < < X bracis-33606 58 79 docs docs PROPN bracis-33606 58 80 list>}\ list>}\ PROPN bracis-33606 58 81 ) ) PUNCT bracis-33606 58 82 ; ; PUNCT bracis-33606 58 83 modelo modelo PROPN bracis-33606 58 84 padrão padrão PROPN bracis-33606 58 85 do do VERB bracis-33606 58 86 relatório relatório PROPN bracis-33606 58 87 judicial judicial PROPN bracis-33606 58 88 a a DET bracis-33606 58 89 ser ser NOUN bracis-33606 58 90 gerado gerado PROPN bracis-33606 58 91 \(\texttt \(\texttt PROPN bracis-33606 58 92 { { PUNCT bracis-33606 58 93 < < X bracis-33606 58 94 report report NOUN bracis-33606 58 95 template>}\ template>}\ NUM bracis-33606 58 96 ) ) PUNCT bracis-33606 58 97 ; ; PUNCT bracis-33606 58 98 tamanho tamanho PROPN bracis-33606 58 99 inicial inicial PROPN bracis-33606 58 100 do do VERB bracis-33606 58 101 relatório relatório PROPN bracis-33606 58 102 \(\texttt \(\texttt PROPN bracis-33606 58 103 { { PUNCT bracis-33606 58 104 < < X bracis-33606 58 105 t>}\ t>}\ X bracis-33606 58 106 ) ) PUNCT bracis-33606 58 107 ; ; PUNCT bracis-33606 58 108 número número PROPN bracis-33606 58 109 \(\texttt \(\texttt X bracis-33606 58 110 { { PUNCT bracis-33606 58 111 < < NOUN bracis-33606 58 112 n>}\ n>}\ X bracis-33606 58 113 ) ) PUNCT bracis-33606 58 114 de de NOUN bracis-33606 58 115 etapas etapa NOUN bracis-33606 58 116 no no DET bracis-33606 58 117 processo processo X bracis-33606 58 118 de de X bracis-33606 58 119 densificação densificação X bracis-33606 58 120 ( ( PUNCT bracis-33606 58 121 estratégia estratégia PROPN bracis-33606 58 122 cod cod PROPN bracis-33606 58 123 ) ) PUNCT bracis-33606 58 124 ; ; PUNCT bracis-33606 58 125 número número PROPN bracis-33606 58 126 \(\texttt \(\texttt X bracis-33606 58 127 { { PUNCT bracis-33606 58 128 < < X bracis-33606 58 129 m>}\ m>}\ X bracis-33606 58 130 ) ) PUNCT bracis-33606 58 131 de de PROPN bracis-33606 58 132 entidades entidade NOUN bracis-33606 58 133 ausentes ausente NOUN bracis-33606 58 134 ; ; PUNCT bracis-33606 58 135 lista lista PROPN bracis-33606 58 136 de de PROPN bracis-33606 58 137 informações informações PROPN bracis-33606 58 138 obrigatórias obrigatórias PROPN bracis-33606 58 139 que que PROPN bracis-33606 58 140 devem devem PROPN bracis-33606 58 141 ser ser PROPN bracis-33606 58 142 incluídas incluída VERB bracis-33606 58 143 no no DET bracis-33606 58 144 resumo resumo ADJ bracis-33606 58 145 \(\texttt \(\texttt NOUN bracis-33606 58 146 { { PUNCT bracis-33606 58 147 < < X bracis-33606 58 148 required require VERB bracis-33606 58 149 - - PUNCT bracis-33606 58 150 info>}\ info>}\ PROPN bracis-33606 58 151 ) ) PUNCT bracis-33606 58 152 ; ; PUNCT bracis-33606 58 153 summarization summarization NOUN bracis-33606 58 154 api api PROPN bracis-33606 58 155 rotina rotina PROPN bracis-33606 58 156 que que PROPN bracis-33606 58 157 envia envia PROPN bracis-33606 58 158 a a DET bracis-33606 58 159 instrução instrução PROPN bracis-33606 58 160 de de X bracis-33606 58 161 sumarização sumarização X bracis-33606 58 162 ( ( PUNCT bracis-33606 58 163 prompt prompt NOUN bracis-33606 58 164 ) ) PUNCT bracis-33606 58 165 para para NOUN bracis-33606 58 166 o o NOUN bracis-33606 58 167 llm llm PROPN bracis-33606 58 168 junto junto PROPN bracis-33606 58 169 com com NOUN bracis-33606 58 170 os os PROPN bracis-33606 58 171 documentos documentos PROPN bracis-33606 58 172 dos dos PROPN bracis-33606 58 173 casos casos PROPN bracis-33606 58 174 a a DET bracis-33606 58 175 serem serem PROPN bracis-33606 58 176 resumidos resumido NOUN bracis-33606 58 177 . . PUNCT bracis-33606 59 1 3.2 3.2 NUM bracis-33606 59 2 versions version NOUN bracis-33606 59 3 of of ADP bracis-33606 59 4     SPACE bracis-33606 59 5 sara sara PROPN bracis-33606 59 6 ’s ’s PART bracis-33606 59 7 prompts prompt NOUN bracis-33606 59 8 prompt prompt ADJ bracis-33606 59 9 engineering engineering NOUN bracis-33606 59 10 is be AUX bracis-33606 59 11 an an DET bracis-33606 59 12 essential essential ADJ bracis-33606 59 13 skill skill NOUN bracis-33606 59 14 , , PUNCT bracis-33606 59 15 focusing focus VERB bracis-33606 59 16 on on ADP bracis-33606 59 17 creating create VERB bracis-33606 59 18 clear clear ADJ bracis-33606 59 19 and and CCONJ bracis-33606 59 20 precise precise ADJ bracis-33606 59 21 instructions instruction NOUN bracis-33606 59 22 to to PART bracis-33606 59 23 guide guide VERB bracis-33606 59 24 llms llm NOUN bracis-33606 59 25 in in ADP bracis-33606 59 26 generating generate VERB bracis-33606 59 27 the the DET bracis-33606 59 28 desired desire VERB bracis-33606 59 29 outcomes outcome NOUN bracis-33606 59 30 [ [ X bracis-33606 59 31 5 5 NUM bracis-33606 59 32 ] ] PUNCT bracis-33606 59 33 . . PUNCT bracis-33606 60 1 to to PART bracis-33606 60 2 instruct instruct VERB bracis-33606 60 3 sara sara NOUN bracis-33606 60 4 in in ADP bracis-33606 60 5 generating generate VERB bracis-33606 60 6 high high ADJ bracis-33606 60 7 - - PUNCT bracis-33606 60 8 quality quality NOUN bracis-33606 60 9 judicial judicial ADJ bracis-33606 60 10 process process NOUN bracis-33606 60 11 reports report VERB bracis-33606 60 12 , , PUNCT bracis-33606 60 13 an an DET bracis-33606 60 14 incremental incremental ADJ bracis-33606 60 15 approach approach NOUN bracis-33606 60 16 to to ADP bracis-33606 60 17 prompt prompt VERB bracis-33606 60 18 engineering engineering NOUN bracis-33606 60 19 was be AUX bracis-33606 60 20 used use VERB bracis-33606 60 21 , , PUNCT bracis-33606 60 22 focusing focus VERB bracis-33606 60 23 on on ADP bracis-33606 60 24 enhancing enhance VERB bracis-33606 60 25 the the DET bracis-33606 60 26 following follow VERB bracis-33606 60 27 qualitative qualitative ADJ bracis-33606 60 28 aspects aspect NOUN bracis-33606 60 29 of of ADP bracis-33606 60 30 judicial judicial ADJ bracis-33606 60 31 reports report NOUN bracis-33606 60 32 : : PUNCT bracis-33606 60 33 form form NOUN bracis-33606 60 34 , , PUNCT bracis-33606 60 35 clarity clarity NOUN bracis-33606 60 36 , , PUNCT bracis-33606 60 37 precision precision NOUN bracis-33606 60 38 , , PUNCT bracis-33606 60 39 and and CCONJ bracis-33606 60 40 density density NOUN bracis-33606 60 41 . . PUNCT bracis-33606 61 1 in in ADP bracis-33606 61 2 total total ADJ bracis-33606 61 3 , , PUNCT bracis-33606 61 4 four four NUM bracis-33606 61 5 versions version NOUN bracis-33606 61 6 of of ADP bracis-33606 61 7 prompts prompt NOUN bracis-33606 61 8 were be AUX bracis-33606 61 9 developed develop VERB bracis-33606 61 10 following follow VERB bracis-33606 61 11 the the DET bracis-33606 61 12 co co NOUN bracis-33606 61 13 - - ADJ bracis-33606 61 14 star star ADJ bracis-33606 61 15 framework framework NOUN bracis-33606 61 16 [ [ X bracis-33606 61 17 3 3 X bracis-33606 61 18 ] ] PUNCT bracis-33606 61 19 and and CCONJ bracis-33606 61 20 the the DET bracis-33606 61 21 cod cod NOUN bracis-33606 61 22 strategy strategy NOUN bracis-33606 61 23 [ [ X bracis-33606 61 24 2 2 NUM bracis-33606 61 25 ] ] PUNCT bracis-33606 61 26 . . PUNCT bracis-33606 62 1 the the DET bracis-33606 62 2 co co NOUN bracis-33606 62 3 - - ADJ bracis-33606 62 4 star star ADJ bracis-33606 62 5 framework framework NOUN bracis-33606 62 6 offers offer VERB bracis-33606 62 7 an an DET bracis-33606 62 8 organized organized ADJ bracis-33606 62 9 and and CCONJ bracis-33606 62 10 consistent consistent ADJ bracis-33606 62 11 structure structure NOUN bracis-33606 62 12 for for ADP bracis-33606 62 13 prompts prompt NOUN bracis-33606 62 14 , , PUNCT bracis-33606 62 15 dividing divide VERB bracis-33606 62 16 them they PRON bracis-33606 62 17 into into ADP bracis-33606 62 18 layers layer NOUN bracis-33606 62 19 of of ADP bracis-33606 62 20 form form NOUN bracis-33606 62 21 and and CCONJ bracis-33606 62 22 content content NOUN bracis-33606 62 23 to to PART bracis-33606 62 24 facilitate facilitate VERB bracis-33606 62 25 the the DET bracis-33606 62 26 understanding understanding NOUN bracis-33606 62 27 and and CCONJ bracis-33606 62 28 analysis analysis NOUN bracis-33606 62 29 of of ADP bracis-33606 62 30 information information NOUN bracis-33606 62 31 . . PUNCT bracis-33606 63 1 the the DET bracis-33606 63 2 form form NOUN bracis-33606 63 3 layers layer NOUN bracis-33606 63 4 include include VERB bracis-33606 63 5 context context NOUN bracis-33606 63 6 , , PUNCT bracis-33606 63 7 which which PRON bracis-33606 63 8 provides provide VERB bracis-33606 63 9 an an DET bracis-33606 63 10 overview overview NOUN bracis-33606 63 11 of of ADP bracis-33606 63 12 the the DET bracis-33606 63 13 scenario scenario NOUN bracis-33606 63 14 ; ; PUNCT bracis-33606 63 15 objective objective NOUN bracis-33606 63 16 , , PUNCT bracis-33606 63 17 which which PRON bracis-33606 63 18 defines define VERB bracis-33606 63 19 the the DET bracis-33606 63 20 task task NOUN bracis-33606 63 21 ’s ’s PART bracis-33606 63 22 purpose purpose NOUN bracis-33606 63 23 ; ; PUNCT bracis-33606 63 24 style style NOUN bracis-33606 63 25 , , PUNCT bracis-33606 63 26 which which PRON bracis-33606 63 27 specifies specify VERB bracis-33606 63 28 the the DET bracis-33606 63 29 type type NOUN bracis-33606 63 30 of of ADP bracis-33606 63 31 language language NOUN bracis-33606 63 32 ; ; PUNCT bracis-33606 63 33 tone tone NOUN bracis-33606 63 34 , , PUNCT bracis-33606 63 35 which which PRON bracis-33606 63 36 indicates indicate VERB bracis-33606 63 37 the the DET bracis-33606 63 38 desired desire VERB bracis-33606 63 39 attitude attitude NOUN bracis-33606 63 40 or or CCONJ bracis-33606 63 41 emotion emotion NOUN bracis-33606 63 42 ; ; PUNCT bracis-33606 63 43 audience audience NOUN bracis-33606 63 44 , , PUNCT bracis-33606 63 45 which which PRON bracis-33606 63 46 identifies identify VERB bracis-33606 63 47 the the DET bracis-33606 63 48 recipients recipient NOUN bracis-33606 63 49 ; ; PUNCT bracis-33606 63 50 and and CCONJ bracis-33606 63 51 response response NOUN bracis-33606 63 52 , , PUNCT bracis-33606 63 53 which which PRON bracis-33606 63 54 presents present VERB bracis-33606 63 55 the the DET bracis-33606 63 56 expected expected ADJ bracis-33606 63 57 final final ADJ bracis-33606 63 58 format format NOUN bracis-33606 63 59 . . PUNCT bracis-33606 64 1 he he PRON bracis-33606 64 2 content content NOUN bracis-33606 64 3 layers layer NOUN bracis-33606 64 4 include include VERB bracis-33606 64 5 specific specific ADJ bracis-33606 64 6 details detail NOUN bracis-33606 64 7 about about ADP bracis-33606 64 8 the the DET bracis-33606 64 9 documents document NOUN bracis-33606 64 10 and and CCONJ bracis-33606 64 11 the the DET bracis-33606 64 12 legal legal ADJ bracis-33606 64 13 scenario scenario NOUN bracis-33606 64 14 , , PUNCT bracis-33606 64 15 explanations explanation NOUN bracis-33606 64 16 of of ADP bracis-33606 64 17 the the DET bracis-33606 64 18 mandatory mandatory ADJ bracis-33606 64 19 elements element NOUN bracis-33606 64 20 in in ADP bracis-33606 64 21 the the DET bracis-33606 64 22 summary summary NOUN bracis-33606 64 23 , , PUNCT bracis-33606 64 24 and and CCONJ bracis-33606 64 25 guidelines guideline NOUN bracis-33606 64 26 on on ADP bracis-33606 64 27 appropriate appropriate ADJ bracis-33606 64 28 language language NOUN bracis-33606 64 29 and and CCONJ bracis-33606 64 30 register register VERB bracis-33606 64 31 , , PUNCT bracis-33606 64 32 ensuring ensure VERB bracis-33606 64 33 that that SCONJ bracis-33606 64 34 the the DET bracis-33606 64 35 legal legal ADJ bracis-33606 64 36 summaries summary NOUN bracis-33606 64 37 are be AUX bracis-33606 64 38 accurate accurate ADJ bracis-33606 64 39 , , PUNCT bracis-33606 64 40 coherent coherent ADJ bracis-33606 64 41 , , PUNCT bracis-33606 64 42 and and CCONJ bracis-33606 64 43 well well ADV bracis-33606 64 44 - - PUNCT bracis-33606 64 45 organized organize VERB bracis-33606 64 46 to to PART bracis-33606 64 47 meet meet VERB bracis-33606 64 48 the the DET bracis-33606 64 49 needs need NOUN bracis-33606 64 50 of of ADP bracis-33606 64 51 judges judge NOUN bracis-33606 64 52 and and CCONJ bracis-33606 64 53 other other ADJ bracis-33606 64 54 legal legal ADJ bracis-33606 64 55 professionals professional NOUN bracis-33606 64 56 involved involve VERB bracis-33606 64 57 in in ADP bracis-33606 64 58 the the DET bracis-33606 64 59 case case NOUN bracis-33606 64 60 . . PUNCT bracis-33606 65 1 on on ADP bracis-33606 65 2 the the DET bracis-33606 65 3 other other ADJ bracis-33606 65 4 hand hand NOUN bracis-33606 65 5 , , PUNCT bracis-33606 65 6 the the DET bracis-33606 65 7 cod cod NOUN bracis-33606 65 8 ( ( PUNCT bracis-33606 65 9 chain chain NOUN bracis-33606 65 10 of of ADP bracis-33606 65 11 density density NOUN bracis-33606 65 12 ) ) PUNCT bracis-33606 65 13 prompt prompt ADJ bracis-33606 65 14 engineering engineering NOUN bracis-33606 65 15 strategy strategy NOUN bracis-33606 65 16 ensures ensure VERB bracis-33606 65 17 that that SCONJ bracis-33606 65 18 every every DET bracis-33606 65 19 word word NOUN bracis-33606 65 20 in in ADP bracis-33606 65 21 the the DET bracis-33606 65 22 text text NOUN bracis-33606 65 23 significantly significantly ADV bracis-33606 65 24 contributes contribute VERB bracis-33606 65 25 to to ADP bracis-33606 65 26 the the DET bracis-33606 65 27 overall overall ADJ bracis-33606 65 28 content content NOUN bracis-33606 65 29 , , PUNCT bracis-33606 65 30 removing remove VERB bracis-33606 65 31 redundancies redundancy NOUN bracis-33606 65 32 and and CCONJ bracis-33606 65 33 superfluous superfluous ADJ bracis-33606 65 34 information information NOUN bracis-33606 65 35 . . PUNCT bracis-33606 66 1 this this DET bracis-33606 66 2 technique technique NOUN bracis-33606 66 3 has have AUX bracis-33606 66 4 proven prove VERB bracis-33606 66 5 effective effective ADJ bracis-33606 66 6 in in ADP bracis-33606 66 7 increasing increase VERB bracis-33606 66 8 the the DET bracis-33606 66 9 informational informational ADJ bracis-33606 66 10 density density NOUN bracis-33606 66 11 of of ADP bracis-33606 66 12 summaries summary NOUN bracis-33606 66 13 , , PUNCT bracis-33606 66 14 improving improve VERB bracis-33606 66 15 clarity clarity NOUN bracis-33606 66 16 and and CCONJ bracis-33606 66 17 conciseness conciseness NOUN bracis-33606 66 18 . . PUNCT bracis-33606 67 1 the the DET bracis-33606 67 2 generic generic ADJ bracis-33606 67 3 densification densification NOUN bracis-33606 67 4 process process NOUN bracis-33606 67 5 is be AUX bracis-33606 67 6 detailed detail VERB bracis-33606 67 7 below below ADV bracis-33606 67 8 : : PUNCT bracis-33606 67 9 step step NOUN bracis-33606 67 10 1 1 NUM bracis-33606 67 11 : : PUNCT bracis-33606 67 12 identification identification NOUN bracis-33606 67 13 of of ADP bracis-33606 67 14 missing miss VERB bracis-33606 67 15 entities entity NOUN bracis-33606 67 16 identify identify VERB bracis-33606 67 17 from from ADP bracis-33606 67 18 one one NUM bracis-33606 67 19 to to ADP bracis-33606 67 20 \({<}\)m\({>}\ \({<}\)m\({>}\ PROPN bracis-33606 67 21 ) ) PUNCT bracis-33606 67 22 missing miss VERB bracis-33606 67 23 informative informative ADJ bracis-33606 67 24 entities entity NOUN bracis-33606 67 25 that that PRON bracis-33606 67 26 are be AUX bracis-33606 67 27 absent absent ADJ bracis-33606 67 28 in in ADP bracis-33606 67 29 the the DET bracis-33606 67 30 previously previously ADV bracis-33606 67 31 generated generate VERB bracis-33606 67 32 summary summary NOUN bracis-33606 67 33 . . PUNCT bracis-33606 68 1 repeat repeat NOUN bracis-33606 68 2 step step NOUN bracis-33606 68 3 2 2 NUM bracis-33606 68 4 for for ADP bracis-33606 68 5 \({<}\)n\({>}\ \({<}\)n\({>}\ NOUN bracis-33606 68 6 ) ) PUNCT bracis-33606 68 7 times time NOUN bracis-33606 68 8 . . PUNCT bracis-33606 69 1 step step NOUN bracis-33606 69 2 2 2 NUM bracis-33606 69 3 : : PUNCT bracis-33606 69 4 write write VERB bracis-33606 69 5 a a DET bracis-33606 69 6 new new ADJ bracis-33606 69 7 , , PUNCT bracis-33606 69 8 denser dense ADJ bracis-33606 69 9 summary summary NOUN bracis-33606 69 10 of of ADP bracis-33606 69 11 similar similar ADJ bracis-33606 69 12 length length NOUN bracis-33606 69 13 that that PRON bracis-33606 69 14 covers cover VERB bracis-33606 69 15 all all DET bracis-33606 69 16 entities entity NOUN bracis-33606 69 17 and and CCONJ bracis-33606 69 18 details detail NOUN bracis-33606 69 19 from from ADP bracis-33606 69 20 the the DET bracis-33606 69 21 previous previous ADJ bracis-33606 69 22 summary summary NOUN bracis-33606 69 23 , , PUNCT bracis-33606 69 24 as as ADV bracis-33606 69 25 well well ADV bracis-33606 69 26 as as ADP bracis-33606 69 27 the the DET bracis-33606 69 28 missing miss VERB bracis-33606 69 29 entities entity NOUN bracis-33606 69 30 . . PUNCT bracis-33606 70 1 the the DET bracis-33606 70 2 final final ADJ bracis-33606 70 3 summary summary NOUN bracis-33606 70 4 must must AUX bracis-33606 70 5 contain contain VERB bracis-33606 70 6 only only ADV bracis-33606 70 7 the the DET bracis-33606 70 8 essential essential ADJ bracis-33606 70 9 text text NOUN bracis-33606 70 10 of of ADP bracis-33606 70 11 the the DET bracis-33606 70 12 story story NOUN bracis-33606 70 13 , , PUNCT bracis-33606 70 14 without without ADP bracis-33606 70 15 any any DET bracis-33606 70 16 instructions instruction NOUN bracis-33606 70 17 , , PUNCT bracis-33606 70 18 steps step NOUN bracis-33606 70 19 , , PUNCT bracis-33606 70 20 or or CCONJ bracis-33606 70 21 guidelines guideline NOUN bracis-33606 70 22 . . PUNCT bracis-33606 71 1 a a DET bracis-33606 71 2 missing miss VERB bracis-33606 71 3 entity entity NOUN bracis-33606 71 4 is be AUX bracis-33606 71 5 : : PUNCT bracis-33606 71 6 relevant relevant ADJ bracis-33606 71 7 to to ADP bracis-33606 71 8 the the DET bracis-33606 71 9 main main ADJ bracis-33606 71 10 story story NOUN bracis-33606 71 11 ; ; PUNCT bracis-33606 71 12 specific specific ADJ bracis-33606 71 13 descriptive descriptive ADJ bracis-33606 71 14 but but CCONJ bracis-33606 71 15 concise concise ADJ bracis-33606 71 16 ( ( PUNCT bracis-33606 71 17 6 6 NUM bracis-33606 71 18 words word NOUN bracis-33606 71 19 or or CCONJ bracis-33606 71 20 less less ADJ bracis-33606 71 21 ) ) PUNCT bracis-33606 71 22 ; ; PUNCT bracis-33606 71 23 new new ADJ bracis-33606 71 24 not not PART bracis-33606 71 25 in in ADP bracis-33606 71 26 the the DET bracis-33606 71 27 previous previous ADJ bracis-33606 71 28 summary summary NOUN bracis-33606 71 29 ; ; PUNCT bracis-33606 71 30 faithful faithful ADJ bracis-33606 71 31 present present NOUN bracis-33606 71 32 in in ADP bracis-33606 71 33 the the DET bracis-33606 71 34 original original ADJ bracis-33606 71 35 documents document NOUN bracis-33606 71 36 ; ; PUNCT bracis-33606 71 37 located locate VERB bracis-33606 71 38 anywhere anywhere ADV bracis-33606 71 39 in in ADP bracis-33606 71 40 the the DET bracis-33606 71 41 original original ADJ bracis-33606 71 42 documents document NOUN bracis-33606 71 43 . . PUNCT bracis-33606 72 1 avoid avoid VERB bracis-33606 72 2 specific specific ADJ bracis-33606 72 3 terms term NOUN bracis-33606 72 4 that that PRON bracis-33606 72 5 are be AUX bracis-33606 72 6 not not PART bracis-33606 72 7 generalizable generalizable ADJ bracis-33606 72 8 ; ; PUNCT bracis-33606 72 9 use use VERB bracis-33606 72 10 standardized standardized ADJ bracis-33606 72 11 language language NOUN bracis-33606 72 12 according accord VERB bracis-33606 72 13 to to ADP bracis-33606 72 14 court court NOUN bracis-33606 72 15 thesauri thesauri PROPN bracis-33606 72 16 ; ; PUNCT bracis-33606 72 17 this this DET bracis-33606 72 18 section section NOUN bracis-33606 72 19 outlines outline VERB bracis-33606 72 20 the the DET bracis-33606 72 21 evolution evolution NOUN bracis-33606 72 22 of of ADP bracis-33606 72 23 the the DET bracis-33606 72 24 sara sara PROPN bracis-33606 72 25 prompts prompt NOUN bracis-33606 72 26 , , PUNCT bracis-33606 72 27 with with ADP bracis-33606 72 28 each each DET bracis-33606 72 29 version version NOUN bracis-33606 72 30 improving improve VERB bracis-33606 72 31 accuracy accuracy NOUN bracis-33606 72 32 , , PUNCT bracis-33606 72 33 clarity clarity NOUN bracis-33606 72 34 , , PUNCT bracis-33606 72 35 and and CCONJ bracis-33606 72 36 density density NOUN bracis-33606 72 37 in in ADP bracis-33606 72 38 generated generate VERB bracis-33606 72 39 summaries summary NOUN bracis-33606 72 40 . . PUNCT bracis-33606 73 1 reports report NOUN bracis-33606 73 2 from from ADP bracis-33606 73 3 each each DET bracis-33606 73 4 prompt prompt ADJ bracis-33606 73 5 version version NOUN bracis-33606 73 6 were be AUX bracis-33606 73 7 qualitatively qualitatively ADV bracis-33606 73 8 evaluated evaluate VERB bracis-33606 73 9 by by ADP bracis-33606 73 10 three three NUM bracis-33606 73 11 judges judge NOUN bracis-33606 73 12 from from ADP bracis-33606 73 13 the the DET bracis-33606 73 14 court court NOUN bracis-33606 73 15 of of ADP bracis-33606 73 16 justice justice NOUN bracis-33606 73 17 of of ADP bracis-33606 73 18 ceará ceará NOUN bracis-33606 73 19 . . PUNCT bracis-33606 74 1 the the DET bracis-33606 74 2 evaluation evaluation NOUN bracis-33606 74 3 revealed reveal VERB bracis-33606 74 4 that that SCONJ bracis-33606 74 5 the the DET bracis-33606 74 6 initial initial ADJ bracis-33606 74 7 use use NOUN bracis-33606 74 8 of of ADP bracis-33606 74 9 cod cod NOUN bracis-33606 74 10 and and CCONJ bracis-33606 74 11 co co NOUN bracis-33606 74 12 - - NOUN bracis-33606 74 13 star star ADJ bracis-33606 74 14 techniques technique NOUN bracis-33606 74 15 failed fail VERB bracis-33606 74 16 to to PART bracis-33606 74 17 meet meet VERB bracis-33606 74 18 judicial judicial ADJ bracis-33606 74 19 report report NOUN bracis-33606 74 20 requirements requirement NOUN bracis-33606 74 21 , , PUNCT bracis-33606 74 22 such such ADJ bracis-33606 74 23 as as ADP bracis-33606 74 24 maintaining maintain VERB bracis-33606 74 25 chronological chronological ADJ bracis-33606 74 26 order order NOUN bracis-33606 74 27 and and CCONJ bracis-33606 74 28 adhering adhere VERB bracis-33606 74 29 to to ADP bracis-33606 74 30 legal legal ADJ bracis-33606 74 31 guidelines guideline NOUN bracis-33606 74 32 . . PUNCT bracis-33606 75 1 to to PART bracis-33606 75 2 address address VERB bracis-33606 75 3 this this PRON bracis-33606 75 4 , , PUNCT bracis-33606 75 5 a a DET bracis-33606 75 6 template template NOUN bracis-33606 75 7 was be AUX bracis-33606 75 8 introduced introduce VERB bracis-33606 75 9 in in ADP bracis-33606 75 10 the the DET bracis-33606 75 11 prompt prompt NOUN bracis-33606 75 12 , , PUNCT bracis-33606 75 13 ensuring ensure VERB bracis-33606 75 14 facts fact NOUN bracis-33606 75 15 were be AUX bracis-33606 75 16 presented present VERB bracis-33606 75 17 in in ADP bracis-33606 75 18 the the DET bracis-33606 75 19 correct correct ADJ bracis-33606 75 20 order order NOUN bracis-33606 75 21 and and CCONJ bracis-33606 75 22 format format NOUN bracis-33606 75 23 , , PUNCT bracis-33606 75 24 incorporating incorporate VERB bracis-33606 75 25 domain domain NOUN bracis-33606 75 26 knowledge knowledge NOUN bracis-33606 75 27 and and CCONJ bracis-33606 75 28 legal legal ADJ bracis-33606 75 29 style style NOUN bracis-33606 75 30 . . PUNCT bracis-33606 76 1 the the DET bracis-33606 76 2 * * PUNCT bracis-33606 76 3 prompt prompt ADJ bracis-33606 76 4 - - PUNCT bracis-33606 76 5 cod cod NOUN bracis-33606 76 6 - - PUNCT bracis-33606 76 7 baseline baseline NOUN bracis-33606 76 8 * * PUNCT bracis-33606 76 9 represents represent VERB bracis-33606 76 10 the the DET bracis-33606 76 11 starting starting NOUN bracis-33606 76 12 point point NOUN bracis-33606 76 13 , , PUNCT bracis-33606 76 14 using use VERB bracis-33606 76 15 the the DET bracis-33606 76 16 cod cod NOUN bracis-33606 76 17 strategy strategy NOUN bracis-33606 76 18 proposed propose VERB bracis-33606 76 19 in in ADP bracis-33606 76 20 [ [ X bracis-33606 76 21 2 2 NUM bracis-33606 76 22 ] ] PUNCT bracis-33606 76 23 to to PART bracis-33606 76 24 generate generate VERB bracis-33606 76 25 dense dense ADJ bracis-33606 76 26 summaries summary NOUN bracis-33606 76 27 , , PUNCT bracis-33606 76 28 but but CCONJ bracis-33606 76 29 it it PRON bracis-33606 76 30 lacked lack VERB bracis-33606 76 31 the the DET bracis-33606 76 32 necessary necessary ADJ bracis-33606 76 33 nuances nuance NOUN bracis-33606 76 34 and and CCONJ bracis-33606 76 35 precision precision NOUN bracis-33606 76 36 to to PART bracis-33606 76 37 capture capture VERB bracis-33606 76 38 the the DET bracis-33606 76 39 complexity complexity NOUN bracis-33606 76 40 of of ADP bracis-33606 76 41 legal legal ADJ bracis-33606 76 42 texts text NOUN bracis-33606 77 1 [ [ X bracis-33606 77 2 9 9 NUM bracis-33606 77 3 ] ] PUNCT bracis-33606 77 4 . . PUNCT bracis-33606 78 1 the the DET bracis-33606 78 2 next next ADJ bracis-33606 78 3 version version NOUN bracis-33606 78 4 , , PUNCT bracis-33606 78 5 called call VERB bracis-33606 78 6 * * PUNCT bracis-33606 78 7 prompt prompt ADJ bracis-33606 78 8 - - PUNCT bracis-33606 78 9 cod cod NOUN bracis-33606 78 10 - - PUNCT bracis-33606 78 11 summ summ PROPN bracis-33606 78 12 - - PUNCT bracis-33606 78 13 zeroshot zeroshot PROPN bracis-33606 78 14 * * PUNCT bracis-33606 78 15 , , PUNCT bracis-33606 78 16 applied apply VERB bracis-33606 78 17 zero zero NUM bracis-33606 78 18 - - PUNCT bracis-33606 78 19 shot shot NOUN bracis-33606 78 20 learning learning NOUN bracis-33606 78 21 techniques technique NOUN bracis-33606 78 22 , , PUNCT bracis-33606 78 23 allowing allow VERB bracis-33606 78 24 the the DET bracis-33606 78 25 model model NOUN bracis-33606 78 26 to to PART bracis-33606 78 27 generalize generalize VERB bracis-33606 78 28 its its PRON bracis-33606 78 29 knowledge knowledge NOUN bracis-33606 78 30 from from ADP bracis-33606 78 31 other other ADJ bracis-33606 78 32 domains domain NOUN bracis-33606 78 33 to to ADP bracis-33606 78 34 the the DET bracis-33606 78 35 specific specific ADJ bracis-33606 78 36 task task NOUN bracis-33606 78 37 of of ADP bracis-33606 78 38 legal legal ADJ bracis-33606 78 39 summarization summarization NOUN bracis-33606 78 40 without without ADP bracis-33606 78 41 additional additional ADJ bracis-33606 78 42 training training NOUN bracis-33606 78 43 on on ADP bracis-33606 78 44 the the DET bracis-33606 78 45 legal legal ADJ bracis-33606 78 46 corpus corpus NOUN bracis-33606 78 47 . . PUNCT bracis-33606 79 1 the the DET bracis-33606 79 2 hyperparameters hyperparameter NOUN bracis-33606 79 3 for for ADP bracis-33606 79 4 this this DET bracis-33606 79 5 version version NOUN bracis-33606 79 6 were be AUX bracis-33606 79 7 defined define VERB bracis-33606 79 8 by by ADP bracis-33606 79 9 empirical empirical ADJ bracis-33606 79 10 experiments experiment NOUN bracis-33606 79 11 from from ADP bracis-33606 79 12 the the DET bracis-33606 79 13 stf stf PROPN bracis-33606 79 14 01/2023 01/2023 PROPN bracis-33606 79 15 public public ADJ bracis-33606 79 16 call call NOUN bracis-33606 80 1 [ [ X bracis-33606 80 2 17 17 NUM bracis-33606 80 3 ] ] PUNCT bracis-33606 80 4 . . PUNCT bracis-33606 81 1 the the DET bracis-33606 81 2 context context NOUN bracis-33606 81 3 and and CCONJ bracis-33606 81 4 objective objective ADJ bracis-33606 81 5 sections section NOUN bracis-33606 81 6 specify specify VERB bracis-33606 81 7 which which PRON bracis-33606 81 8 documents document NOUN bracis-33606 81 9 will will AUX bracis-33606 81 10 be be AUX bracis-33606 81 11 processed process VERB bracis-33606 81 12 by by ADP bracis-33606 81 13 sara sara NOUN bracis-33606 81 14 and and CCONJ bracis-33606 81 15 what what PRON bracis-33606 81 16 the the DET bracis-33606 81 17 ai ai NOUN bracis-33606 81 18 should should AUX bracis-33606 81 19 do do VERB bracis-33606 81 20 , , PUNCT bracis-33606 81 21 outlining outline VERB bracis-33606 81 22 the the DET bracis-33606 81 23 mandatory mandatory ADJ bracis-33606 81 24 information information NOUN bracis-33606 81 25 to to PART bracis-33606 81 26 include include VERB bracis-33606 81 27 in in ADP bracis-33606 81 28 the the DET bracis-33606 81 29 summary summary NOUN bracis-33606 81 30 , , PUNCT bracis-33606 81 31 such such ADJ bracis-33606 81 32 as as ADP bracis-33606 81 33 the the DET bracis-33606 81 34 nature nature NOUN bracis-33606 81 35 of of ADP bracis-33606 81 36 the the DET bracis-33606 81 37 action action NOUN bracis-33606 81 38 , , PUNCT bracis-33606 81 39 urgent urgent ADJ bracis-33606 81 40 relief relief NOUN bracis-33606 81 41 , , PUNCT bracis-33606 81 42 involved involve VERB bracis-33606 81 43 parties party NOUN bracis-33606 81 44 , , PUNCT bracis-33606 81 45 legal legal ADJ bracis-33606 81 46 arguments argument NOUN bracis-33606 81 47 , , PUNCT bracis-33606 81 48 relevant relevant ADJ bracis-33606 81 49 citations citation NOUN bracis-33606 81 50 , , PUNCT bracis-33606 81 51 and and CCONJ bracis-33606 81 52 requests request NOUN bracis-33606 81 53 made make VERB bracis-33606 81 54 by by ADP bracis-33606 81 55 the the DET bracis-33606 81 56 parties party NOUN bracis-33606 81 57 . . PUNCT bracis-33606 82 1 the the DET bracis-33606 82 2 guidelines guideline NOUN bracis-33606 82 3 section section NOUN bracis-33606 82 4 provides provide VERB bracis-33606 82 5 detailed detailed ADJ bracis-33606 82 6 instructions instruction NOUN bracis-33606 82 7 for for ADP bracis-33606 82 8 executing execute VERB bracis-33606 82 9 the the DET bracis-33606 82 10 summary summary NOUN bracis-33606 82 11 based base VERB bracis-33606 82 12 on on ADP bracis-33606 82 13 the the DET bracis-33606 82 14 chain chain NOUN bracis-33606 82 15 of of ADP bracis-33606 82 16 density density NOUN bracis-33606 82 17 ( ( PUNCT bracis-33606 82 18 cod cod NOUN bracis-33606 82 19 ) ) PUNCT bracis-33606 82 20 strategy strategy NOUN bracis-33606 82 21 . . PUNCT bracis-33606 83 1 the the DET bracis-33606 83 2 essential essential ADJ bracis-33606 83 3 segments segment NOUN bracis-33606 83 4 of of ADP bracis-33606 83 5 this this DET bracis-33606 83 6 section section NOUN bracis-33606 83 7 are be AUX bracis-33606 83 8 : : PUNCT bracis-33606 83 9 1 1 X bracis-33606 83 10 ) ) PUNCT bracis-33606 83 11 they they PRON bracis-33606 83 12 provide provide VERB bracis-33606 83 13 guidance guidance NOUN bracis-33606 83 14 on on ADP bracis-33606 83 15 maintaining maintain VERB bracis-33606 83 16 the the DET bracis-33606 83 17 most most ADV bracis-33606 83 18 relevant relevant ADJ bracis-33606 83 19 information information NOUN bracis-33606 83 20 , , PUNCT bracis-33606 83 21 ensuring ensure VERB bracis-33606 83 22 that that SCONJ bracis-33606 83 23 it it PRON bracis-33606 83 24 is be AUX bracis-33606 83 25 presented present VERB bracis-33606 83 26 clearly clearly ADV bracis-33606 83 27 and and CCONJ bracis-33606 83 28 comprehensibly comprehensibly ADV bracis-33606 83 29 for for ADP bracis-33606 83 30 anyone anyone PRON bracis-33606 83 31 . . PUNCT bracis-33606 84 1 2 2 X bracis-33606 84 2 ) ) PUNCT bracis-33606 84 3 they they PRON bracis-33606 84 4 define define VERB bracis-33606 84 5 the the DET bracis-33606 84 6 summary summary NOUN bracis-33606 84 7 length length NOUN bracis-33606 84 8 ( ( PUNCT bracis-33606 84 9 t t NOUN bracis-33606 84 10 = = SYM bracis-33606 84 11 1000 1000 NUM bracis-33606 84 12 words word NOUN bracis-33606 84 13 ) ) PUNCT bracis-33606 84 14 , , PUNCT bracis-33606 84 15 with with ADP bracis-33606 84 16 an an DET bracis-33606 84 17 emphasis emphasis NOUN bracis-33606 84 18 on on ADP bracis-33606 84 19 clarity clarity NOUN bracis-33606 84 20 and and CCONJ bracis-33606 84 21 informational informational ADJ bracis-33606 84 22 density density NOUN bracis-33606 84 23 . . PUNCT bracis-33606 85 1 3 3 NUM bracis-33606 85 2 ) ) PUNCT bracis-33606 85 3 to to PART bracis-33606 85 4 ensure ensure VERB bracis-33606 85 5 informational informational ADJ bracis-33606 85 6 density density NOUN bracis-33606 85 7 , , PUNCT bracis-33606 85 8 it it PRON bracis-33606 85 9 is be AUX bracis-33606 85 10 instructed instruct VERB bracis-33606 85 11 that that SCONJ bracis-33606 85 12 the the DET bracis-33606 85 13 summary summary NOUN bracis-33606 85 14 be be AUX bracis-33606 85 15 rewritten rewrite VERB bracis-33606 85 16 n n PROPN bracis-33606 85 17 = = SYM bracis-33606 85 18 5 5 NUM bracis-33606 85 19 times time NOUN bracis-33606 85 20 to to PART bracis-33606 85 21 improve improve VERB bracis-33606 85 22 the the DET bracis-33606 85 23 flow flow NOUN bracis-33606 85 24 and and CCONJ bracis-33606 85 25 make make VERB bracis-33606 85 26 room room NOUN bracis-33606 85 27 for for ADP bracis-33606 85 28 additional additional ADJ bracis-33606 85 29 entities entity NOUN bracis-33606 85 30 . . PUNCT bracis-33606 86 1 less less ADV bracis-33606 86 2 informative informative ADJ bracis-33606 86 3 sentences sentence NOUN bracis-33606 86 4 should should AUX bracis-33606 86 5 be be AUX bracis-33606 86 6 merged merge VERB bracis-33606 86 7 , , PUNCT bracis-33606 86 8 compressed compress VERB bracis-33606 86 9 , , PUNCT bracis-33606 86 10 or or CCONJ bracis-33606 86 11 removed remove VERB bracis-33606 86 12 to to PART bracis-33606 86 13 make make VERB bracis-33606 86 14 the the DET bracis-33606 86 15 text text NOUN bracis-33606 86 16 more more ADV bracis-33606 86 17 compact compact ADJ bracis-33606 86 18 and and CCONJ bracis-33606 86 19 meaningful meaningful ADJ bracis-33606 86 20 . . PUNCT bracis-33606 87 1 the the DET bracis-33606 87 2 following follow VERB bracis-33606 87 3 excerpt excerpt NOUN bracis-33606 87 4 from from ADP bracis-33606 87 5 the the DET bracis-33606 87 6 prompt prompt NOUN bracis-33606 87 7 , , PUNCT bracis-33606 87 8 ( ( PUNCT bracis-33606 87 9 guidelines guideline NOUN bracis-33606 87 10 section section NOUN bracis-33606 87 11 ) ) PUNCT bracis-33606 87 12 , , PUNCT bracis-33606 87 13 is be AUX bracis-33606 87 14 responsible responsible ADJ bracis-33606 87 15 for for ADP bracis-33606 87 16 this this DET bracis-33606 87 17 densification densification NOUN bracis-33606 87 18 task task NOUN bracis-33606 87 19 : : PUNCT bracis-33606 87 20 “ " PUNCT bracis-33606 87 21 follow follow VERB bracis-33606 87 22 these these DET bracis-33606 87 23 steps step NOUN bracis-33606 87 24 : : PUNCT bracis-33606 87 25 sample sample NOUN bracis-33606 87 26 heading heading NOUN bracis-33606 87 27 ( ( PUNCT bracis-33606 87 28 fourth fourth ADJ bracis-33606 87 29 level level NOUN bracis-33606 87 30 ) ) PUNCT bracis-33606 87 31 step step NOUN bracis-33606 87 32 1 1 NUM bracis-33606 87 33 : : PUNCT bracis-33606 87 34 identify identify VERB bracis-33606 87 35 1 1 NUM bracis-33606 87 36 to to PART bracis-33606 87 37 5 5 NUM bracis-33606 87 38 missing miss VERB bracis-33606 87 39 informative informative ADJ bracis-33606 87 40 entities entity NOUN bracis-33606 87 41 ( ( PUNCT bracis-33606 87 42 delimited delimit VERB bracis-33606 87 43 by by ADP bracis-33606 87 44 “ " PUNCT bracis-33606 87 45 ; ; PUNCT bracis-33606 87 46 ” " PUNCT bracis-33606 87 47 ) ) PUNCT bracis-33606 87 48 that that PRON bracis-33606 87 49 are be AUX bracis-33606 87 50 absent absent ADJ bracis-33606 87 51 in in ADP bracis-33606 87 52 the the DET bracis-33606 87 53 previously previously ADV bracis-33606 87 54 generated generate VERB bracis-33606 87 55 summary summary NOUN bracis-33606 87 56 . . PUNCT bracis-33606 88 1 repeat repeat NOUN bracis-33606 88 2 step step NOUN bracis-33606 88 3 2 2 NUM bracis-33606 88 4 five five NUM bracis-33606 88 5 times time NOUN bracis-33606 88 6 . . PUNCT bracis-33606 89 1 step step NOUN bracis-33606 89 2 2 2 NUM bracis-33606 89 3 : : PUNCT bracis-33606 89 4 write write VERB bracis-33606 89 5 a a DET bracis-33606 89 6 new new ADJ bracis-33606 89 7 , , PUNCT bracis-33606 89 8 denser dense ADJ bracis-33606 89 9 summary summary NOUN bracis-33606 89 10 of of ADP bracis-33606 89 11 similar similar ADJ bracis-33606 89 12 length length NOUN bracis-33606 89 13 that that PRON bracis-33606 89 14 covers cover VERB bracis-33606 89 15 all all DET bracis-33606 89 16 entities entity NOUN bracis-33606 89 17 and and CCONJ bracis-33606 89 18 details detail NOUN bracis-33606 89 19 from from ADP bracis-33606 89 20 the the DET bracis-33606 89 21 previous previous ADJ bracis-33606 89 22 summary summary NOUN bracis-33606 89 23 , , PUNCT bracis-33606 89 24 as as ADV bracis-33606 89 25 well well ADV bracis-33606 89 26 as as ADP bracis-33606 89 27 the the DET bracis-33606 89 28 missing miss VERB bracis-33606 89 29 entities entity NOUN bracis-33606 89 30 . . PUNCT bracis-33606 90 1 the the DET bracis-33606 90 2 final final ADJ bracis-33606 90 3 summary summary NOUN bracis-33606 90 4 must must AUX bracis-33606 90 5 contain contain VERB bracis-33606 90 6 only only ADV bracis-33606 90 7 the the DET bracis-33606 90 8 essential essential ADJ bracis-33606 90 9 text text NOUN bracis-33606 90 10 of of ADP bracis-33606 90 11 the the DET bracis-33606 90 12 story story NOUN bracis-33606 90 13 , , PUNCT bracis-33606 90 14 without without ADP bracis-33606 90 15 any any DET bracis-33606 90 16 instructions instruction NOUN bracis-33606 90 17 , , PUNCT bracis-33606 90 18 steps step NOUN bracis-33606 90 19 , , PUNCT bracis-33606 90 20 or or CCONJ bracis-33606 90 21 guidelines guideline NOUN bracis-33606 90 22 . . PUNCT bracis-33606 90 23 ” " PUNCT bracis-33606 91 1 these these DET bracis-33606 91 2 guidelines guideline NOUN bracis-33606 91 3 aim aim VERB bracis-33606 91 4 to to PART bracis-33606 91 5 ensure ensure VERB bracis-33606 91 6 that that SCONJ bracis-33606 91 7 the the DET bracis-33606 91 8 summaries summary NOUN bracis-33606 91 9 are be AUX bracis-33606 91 10 clear clear ADJ bracis-33606 91 11 , , PUNCT bracis-33606 91 12 concise concise ADJ bracis-33606 91 13 , , PUNCT bracis-33606 91 14 densely densely ADV bracis-33606 91 15 informative informative ADJ bracis-33606 91 16 , , PUNCT bracis-33606 91 17 and and CCONJ bracis-33606 91 18 faithful faithful ADJ bracis-33606 91 19 to to ADP bracis-33606 91 20 the the DET bracis-33606 91 21 original original ADJ bracis-33606 91 22 content content NOUN bracis-33606 91 23 . . PUNCT bracis-33606 92 1 continuous continuous ADJ bracis-33606 92 2 rewriting rewriting NOUN bracis-33606 92 3 of of ADP bracis-33606 92 4 the the DET bracis-33606 92 5 summary summary NOUN bracis-33606 92 6 , , PUNCT bracis-33606 92 7 according accord VERB bracis-33606 92 8 to to ADP bracis-33606 92 9 cod cod NOUN bracis-33606 92 10 instructions instruction NOUN bracis-33606 92 11 , , PUNCT bracis-33606 92 12 is be AUX bracis-33606 92 13 essential essential ADJ bracis-33606 92 14 to to PART bracis-33606 92 15 maintain maintain VERB bracis-33606 92 16 the the DET bracis-33606 92 17 density density NOUN bracis-33606 92 18 and and CCONJ bracis-33606 92 19 quality quality NOUN bracis-33606 92 20 of of ADP bracis-33606 92 21 the the DET bracis-33606 92 22 information information NOUN bracis-33606 92 23 , , PUNCT bracis-33606 92 24 facilitating facilitate VERB bracis-33606 92 25 the the DET bracis-33606 92 26 understanding understanding NOUN bracis-33606 92 27 and and CCONJ bracis-33606 92 28 use use NOUN bracis-33606 92 29 of of ADP bracis-33606 92 30 the the DET bracis-33606 92 31 summarized summarize VERB bracis-33606 92 32 documents document NOUN bracis-33606 92 33 . . PUNCT bracis-33606 93 1 the the DET bracis-33606 93 2 other other ADJ bracis-33606 93 3 sections section NOUN bracis-33606 93 4 , , PUNCT bracis-33606 93 5 style style NOUN bracis-33606 93 6 , , PUNCT bracis-33606 93 7 tone tone NOUN bracis-33606 93 8 , , PUNCT bracis-33606 93 9 audience audience NOUN bracis-33606 93 10 , , PUNCT bracis-33606 93 11 and and CCONJ bracis-33606 93 12 response response NOUN bracis-33606 93 13 , , PUNCT bracis-33606 93 14 aim aim VERB bracis-33606 93 15 to to PART bracis-33606 93 16 guide guide VERB bracis-33606 93 17 the the DET bracis-33606 93 18 language language NOUN bracis-33606 93 19 model model NOUN bracis-33606 93 20 in in ADP bracis-33606 93 21 generating generate VERB bracis-33606 93 22 formal formal ADJ bracis-33606 93 23 and and CCONJ bracis-33606 93 24 professional professional ADJ bracis-33606 93 25 texts text NOUN bracis-33606 93 26 with with ADP bracis-33606 93 27 an an DET bracis-33606 93 28 assertive assertive ADJ bracis-33606 93 29 and and CCONJ bracis-33606 93 30 informative informative ADJ bracis-33606 93 31 tone tone NOUN bracis-33606 93 32 , , PUNCT bracis-33606 93 33 suitable suitable ADJ bracis-33606 93 34 for for ADP bracis-33606 93 35 legal legal ADJ bracis-33606 93 36 professionals professional NOUN bracis-33606 93 37 , , PUNCT bracis-33606 93 38 and and CCONJ bracis-33606 93 39 with with ADP bracis-33606 93 40 a a DET bracis-33606 93 41 logical logical ADJ bracis-33606 93 42 narrative narrative NOUN bracis-33606 93 43 free free ADJ bracis-33606 93 44 of of ADP bracis-33606 93 45 value value NOUN bracis-33606 93 46 judgments judgment NOUN bracis-33606 93 47 . . PUNCT bracis-33606 94 1 the the DET bracis-33606 94 2 qualitative qualitative ADJ bracis-33606 94 3 evaluation evaluation NOUN bracis-33606 94 4 of of ADP bracis-33606 94 5 the the DET bracis-33606 94 6 reports report NOUN bracis-33606 94 7 generated generate VERB bracis-33606 94 8 by by ADP bracis-33606 94 9 sara sara NOUN bracis-33606 94 10 using use VERB bracis-33606 94 11 the the DET bracis-33606 94 12 prompt prompt ADJ bracis-33606 94 13 - - PUNCT bracis-33606 94 14 cod cod NOUN bracis-33606 94 15 - - PUNCT bracis-33606 94 16 summ summ PROPN bracis-33606 94 17 - - PUNCT bracis-33606 94 18 zeroshot zeroshot PROPN bracis-33606 94 19 version version NOUN bracis-33606 94 20 indicated indicate VERB bracis-33606 94 21 that that SCONJ bracis-33606 94 22 , , PUNCT bracis-33606 94 23 despite despite SCONJ bracis-33606 94 24 their their PRON bracis-33606 94 25 overall overall ADJ bracis-33606 94 26 quality quality NOUN bracis-33606 94 27 , , PUNCT bracis-33606 94 28 they they PRON bracis-33606 94 29 exhibited exhibit VERB bracis-33606 94 30 the the DET bracis-33606 94 31 following following ADJ bracis-33606 94 32 issues issue NOUN bracis-33606 94 33 : : PUNCT bracis-33606 94 34 ( ( PUNCT bracis-33606 94 35 1 1 X bracis-33606 94 36 ) ) PUNCT bracis-33606 94 37 form form NOUN bracis-33606 94 38 : : PUNCT bracis-33606 94 39 they they PRON bracis-33606 94 40 do do AUX bracis-33606 94 41 not not PART bracis-33606 94 42 meet meet VERB bracis-33606 94 43 legal legal ADJ bracis-33606 94 44 formalities formality NOUN bracis-33606 94 45 , , PUNCT bracis-33606 94 46 as as SCONJ bracis-33606 94 47 they they PRON bracis-33606 94 48 do do AUX bracis-33606 94 49 not not PART bracis-33606 94 50 follow follow VERB bracis-33606 94 51 the the DET bracis-33606 94 52 chronological chronological ADJ bracis-33606 94 53 order order NOUN bracis-33606 94 54 of of ADP bracis-33606 94 55 events event NOUN bracis-33606 94 56 in in ADP bracis-33606 94 57 the the DET bracis-33606 94 58 process process NOUN bracis-33606 94 59 ; ; PUNCT bracis-33606 94 60 ( ( PUNCT bracis-33606 94 61 2 2 X bracis-33606 94 62 ) ) PUNCT bracis-33606 94 63 clarity clarity NOUN bracis-33606 94 64 : : PUNCT bracis-33606 94 65 important important ADJ bracis-33606 94 66 information information NOUN bracis-33606 94 67 is be AUX bracis-33606 94 68 omitted omit VERB bracis-33606 94 69 , , PUNCT bracis-33606 94 70 such such ADJ bracis-33606 94 71 as as ADP bracis-33606 94 72 the the DET bracis-33606 94 73 minutes minute NOUN bracis-33606 94 74 of of ADP bracis-33606 94 75 the the DET bracis-33606 94 76 evidentiary evidentiary ADJ bracis-33606 94 77 hearing hearing NOUN bracis-33606 94 78 and and CCONJ bracis-33606 94 79 the the DET bracis-33606 94 80 public public ADJ bracis-33606 94 81 prosecutor prosecutor NOUN bracis-33606 94 82 ’s ’s PART bracis-33606 94 83 opinion opinion NOUN bracis-33606 94 84 ; ; PUNCT bracis-33606 94 85 ( ( PUNCT bracis-33606 94 86 3 3 X bracis-33606 94 87 ) ) PUNCT bracis-33606 94 88 accuracy accuracy NOUN bracis-33606 94 89 : : PUNCT bracis-33606 94 90 only only ADV bracis-33606 94 91 one one NUM bracis-33606 94 92 of of ADP bracis-33606 94 93 the the DET bracis-33606 94 94 parties party NOUN bracis-33606 94 95 ’ ' PUNCT bracis-33606 94 96 requests request NOUN bracis-33606 94 97 is be AUX bracis-33606 94 98 mentioned mention VERB bracis-33606 94 99 , , PUNCT bracis-33606 94 100 whereas whereas SCONJ bracis-33606 94 101 there there PRON bracis-33606 94 102 were be VERB bracis-33606 94 103 multiple multiple ADJ bracis-33606 94 104 requests request NOUN bracis-33606 94 105 in in ADP bracis-33606 94 106 the the DET bracis-33606 94 107 process process NOUN bracis-33606 94 108 . . PUNCT bracis-33606 95 1 these these DET bracis-33606 95 2 issues issue NOUN bracis-33606 95 3 are be AUX bracis-33606 95 4 critical critical ADJ bracis-33606 95 5 and and CCONJ bracis-33606 95 6 can can AUX bracis-33606 95 7 cause cause VERB bracis-33606 95 8 the the DET bracis-33606 95 9 nullity nullity NOUN bracis-33606 95 10 of of ADP bracis-33606 95 11 the the DET bracis-33606 95 12 judgment judgment NOUN bracis-33606 95 13 . . PUNCT bracis-33606 96 1 if if SCONJ bracis-33606 96 2 the the DET bracis-33606 96 3 order order NOUN bracis-33606 96 4 of of ADP bracis-33606 96 5 events event NOUN bracis-33606 96 6 is be AUX bracis-33606 96 7 unclear unclear ADJ bracis-33606 96 8 or or CCONJ bracis-33606 96 9 if if SCONJ bracis-33606 96 10 there there PRON bracis-33606 96 11 are be VERB bracis-33606 96 12 relevant relevant ADJ bracis-33606 96 13 omissions omission NOUN bracis-33606 96 14 , , PUNCT bracis-33606 96 15 it it PRON bracis-33606 96 16 can can AUX bracis-33606 96 17 result result VERB bracis-33606 96 18 in in ADP bracis-33606 96 19 a a DET bracis-33606 96 20 violation violation NOUN bracis-33606 96 21 of of ADP bracis-33606 96 22 the the DET bracis-33606 96 23 adversarial adversarial ADJ bracis-33606 96 24 principle principle NOUN bracis-33606 96 25 . . PUNCT bracis-33606 97 1 if if SCONJ bracis-33606 97 2 the the DET bracis-33606 97 3 facts fact NOUN bracis-33606 97 4 are be AUX bracis-33606 97 5 not not PART bracis-33606 97 6 presented present VERB bracis-33606 97 7 in in ADP bracis-33606 97 8 an an DET bracis-33606 97 9 organized organized ADJ bracis-33606 97 10 and and CCONJ bracis-33606 97 11 complete complete ADJ bracis-33606 97 12 manner manner NOUN bracis-33606 97 13 , , PUNCT bracis-33606 97 14 the the DET bracis-33606 97 15 decision decision NOUN bracis-33606 97 16 may may AUX bracis-33606 97 17 be be AUX bracis-33606 97 18 considered consider VERB bracis-33606 97 19 insufficiently insufficiently ADV bracis-33606 97 20 substantiated substantiate VERB bracis-33606 97 21 . . PUNCT bracis-33606 98 1 additionally additionally ADV bracis-33606 98 2 , , PUNCT bracis-33606 98 3 if if SCONJ bracis-33606 98 4 the the DET bracis-33606 98 5 narration narration NOUN bracis-33606 98 6 of of ADP bracis-33606 98 7 the the DET bracis-33606 98 8 facts fact NOUN bracis-33606 98 9 is be AUX bracis-33606 98 10 confusing confusing ADJ bracis-33606 98 11 and and CCONJ bracis-33606 98 12 disorganized disorganized ADJ bracis-33606 98 13 , , PUNCT bracis-33606 98 14 the the DET bracis-33606 98 15 defense defense NOUN bracis-33606 98 16 may may AUX bracis-33606 98 17 be be AUX bracis-33606 98 18 unable unable ADJ bracis-33606 98 19 to to PART bracis-33606 98 20 present present VERB bracis-33606 98 21 arguments argument NOUN bracis-33606 98 22 or or CCONJ bracis-33606 98 23 adequately adequately ADV bracis-33606 98 24 contest contest VERB bracis-33606 98 25 the the DET bracis-33606 98 26 points point NOUN bracis-33606 98 27 raised raise VERB bracis-33606 98 28 . . PUNCT bracis-33606 99 1 the the DET bracis-33606 99 2 prompt prompt ADJ bracis-33606 99 3 - - PUNCT bracis-33606 99 4 cod cod NOUN bracis-33606 99 5 - - PUNCT bracis-33606 99 6 summ summ PROPN bracis-33606 99 7 - - PUNCT bracis-33606 99 8 domainknowledge domainknowledge PROPN bracis-33606 99 9 version version NOUN bracis-33606 99 10 was be AUX bracis-33606 99 11 designed design VERB bracis-33606 99 12 to to PART bracis-33606 99 13 enhance enhance VERB bracis-33606 99 14 report report NOUN bracis-33606 99 15 quality quality NOUN bracis-33606 99 16 by by ADP bracis-33606 99 17 incorporating incorporate VERB bracis-33606 99 18 legal legal ADJ bracis-33606 99 19 domain domain NOUN bracis-33606 99 20 knowledge knowledge NOUN bracis-33606 99 21 , , PUNCT bracis-33606 99 22 ensuring ensure VERB bracis-33606 99 23 compliance compliance NOUN bracis-33606 99 24 with with ADP bracis-33606 99 25 judicial judicial ADJ bracis-33606 99 26 standards standard NOUN bracis-33606 99 27 , , PUNCT bracis-33606 99 28 emphasizing emphasize VERB bracis-33606 99 29 clear clear ADJ bracis-33606 99 30 citations citation NOUN bracis-33606 99 31 , , PUNCT bracis-33606 99 32 organized organized ADJ bracis-33606 99 33 information information NOUN bracis-33606 99 34 , , PUNCT bracis-33606 99 35 and and CCONJ bracis-33606 99 36 the the DET bracis-33606 99 37 use use NOUN bracis-33606 99 38 of of ADP bracis-33606 99 39 standardized standardized ADJ bracis-33606 99 40 legal legal ADJ bracis-33606 99 41 language language NOUN bracis-33606 99 42 . . PUNCT bracis-33606 100 1 the the DET bracis-33606 100 2 * * PUNCT bracis-33606 100 3 prompt prompt ADJ bracis-33606 100 4 - - PUNCT bracis-33606 100 5 cod cod NOUN bracis-33606 100 6 - - PUNCT bracis-33606 100 7 summ summ PROPN bracis-33606 100 8 - - PUNCT bracis-33606 100 9 dk dk NOUN bracis-33606 100 10 - - PUNCT bracis-33606 100 11 styles style NOUN bracis-33606 100 12 * * PUNCT bracis-33606 100 13 version version NOUN bracis-33606 100 14 further far ADV bracis-33606 100 15 advanced advance VERB bracis-33606 100 16 this this PRON bracis-33606 100 17 by by ADP bracis-33606 100 18 integrating integrate VERB bracis-33606 100 19 domain domain NOUN bracis-33606 100 20 knowledge knowledge NOUN bracis-33606 100 21 with with ADP bracis-33606 100 22 specific specific ADJ bracis-33606 100 23 writing writing NOUN bracis-33606 100 24 styles style NOUN bracis-33606 100 25 , , PUNCT bracis-33606 100 26 introducing introduce VERB bracis-33606 100 27 command command NOUN bracis-33606 100 28 and and CCONJ bracis-33606 100 29 content content NOUN bracis-33606 100 30 layers layer NOUN bracis-33606 100 31 , , PUNCT bracis-33606 100 32 and and CCONJ bracis-33606 100 33 using use VERB bracis-33606 100 34 a a DET bracis-33606 100 35 report report NOUN bracis-33606 100 36 - - PUNCT bracis-33606 100 37 template template NOUN bracis-33606 100 38 developed develop VERB bracis-33606 100 39 by by ADP bracis-33606 100 40 magistrates magistrate NOUN bracis-33606 100 41 . . PUNCT bracis-33606 101 1 this this DET bracis-33606 101 2 version version NOUN bracis-33606 101 3 focused focus VERB bracis-33606 101 4 on on ADP bracis-33606 101 5 accuracy accuracy NOUN bracis-33606 101 6 and and CCONJ bracis-33606 101 7 presentation presentation NOUN bracis-33606 101 8 , , PUNCT bracis-33606 101 9 receiving receive VERB bracis-33606 101 10 the the DET bracis-33606 101 11 highest high ADJ bracis-33606 101 12 evaluations evaluation NOUN bracis-33606 101 13 from from ADP bracis-33606 101 14 magistrates magistrate NOUN bracis-33606 101 15 for for ADP bracis-33606 101 16 its its PRON bracis-33606 101 17 clarity clarity NOUN bracis-33606 101 18 , , PUNCT bracis-33606 101 19 form form NOUN bracis-33606 101 20 , , PUNCT bracis-33606 101 21 and and CCONJ bracis-33606 101 22 content content ADJ bracis-33606 101 23 accuracy accuracy NOUN bracis-33606 101 24 . . PUNCT bracis-33606 102 1 table table NOUN bracis-33606 102 2     SPACE bracis-33606 102 3 1 1 NUM bracis-33606 102 4 presents present VERB bracis-33606 102 5 the the DET bracis-33606 102 6 final final ADJ bracis-33606 102 7 structure structure NOUN bracis-33606 102 8 of of ADP bracis-33606 102 9 sara sara PROPN bracis-33606 102 10 ’s ’s PART bracis-33606 102 11 prompt prompt NOUN bracis-33606 102 12 , , PUNCT bracis-33606 102 13 indicating indicate VERB bracis-33606 102 14 the the DET bracis-33606 102 15 hyperparameters hyperparameter NOUN bracis-33606 102 16 to to PART bracis-33606 102 17 be be AUX bracis-33606 102 18 instantiated instantiate VERB bracis-33606 102 19 . . PUNCT bracis-33606 103 1 table table NOUN bracis-33606 103 2 1 1 NUM bracis-33606 103 3 . . PUNCT bracis-33606 103 4 general general ADJ bracis-33606 103 5 structure structure NOUN bracis-33606 103 6 of of ADP bracis-33606 103 7 the the DET bracis-33606 103 8 sara sara PROPN bracis-33606 103 9 abstractive abstractive PROPN bracis-33606 103 10 summarization summarization NOUN bracis-33606 103 11 prompt prompt VERB bracis-33606 103 12 prompt prompt ADJ bracis-33606 103 13 - - PUNCT bracis-33606 103 14 cod cod NOUN bracis-33606 103 15 - - PUNCT bracis-33606 103 16 summ summ PROPN bracis-33606 103 17 - - PUNCT bracis-33606 103 18 dk dk PROPN bracis-33606 103 19 - - PUNCT bracis-33606 103 20 stylesfull stylesfull NOUN bracis-33606 103 21 size size NOUN bracis-33606 103 22 table table NOUN bracis-33606 103 23 4 4 NUM bracis-33606 103 24 empirical empirical ADJ bracis-33606 103 25 evaluation evaluation NOUN bracis-33606 103 26 the the DET bracis-33606 103 27 experimental experimental ADJ bracis-33606 103 28 evaluation evaluation NOUN bracis-33606 103 29 consisted consist VERB bracis-33606 103 30 of of ADP bracis-33606 103 31 generating generate VERB bracis-33606 103 32 reports report NOUN bracis-33606 103 33 for for ADP bracis-33606 103 34 15 15 NUM bracis-33606 103 35 first first ADJ bracis-33606 103 36 - - PUNCT bracis-33606 103 37 degree degree NOUN bracis-33606 103 38 cases case NOUN bracis-33606 103 39 from from ADP bracis-33606 103 40 the the DET bracis-33606 103 41 court court NOUN bracis-33606 103 42 of of ADP bracis-33606 103 43 justice justice NOUN bracis-33606 103 44 of of ADP bracis-33606 103 45 the the DET bracis-33606 103 46 state state NOUN bracis-33606 103 47 of of ADP bracis-33606 103 48 ceará ceará NOUN bracis-33606 103 49 by by ADP bracis-33606 103 50 sara sara NOUN bracis-33606 103 51 , , PUNCT bracis-33606 103 52 using use VERB bracis-33606 103 53 the the DET bracis-33606 103 54 following follow VERB bracis-33606 103 55 versions version NOUN bracis-33606 103 56 of of ADP bracis-33606 103 57 prompts prompt NOUN bracis-33606 103 58 : : PUNCT bracis-33606 103 59 v0 v0 NOUN bracis-33606 103 60 prompt prompt ADJ bracis-33606 103 61 - - PUNCT bracis-33606 103 62 cod cod NOUN bracis-33606 103 63 - - PUNCT bracis-33606 103 64 baseline baseline NOUN bracis-33606 103 65 ; ; PUNCT bracis-33606 103 66 v1 v1 VERB bracis-33606 103 67 prompt prompt ADJ bracis-33606 103 68 - - PUNCT bracis-33606 103 69 cod cod NOUN bracis-33606 103 70 - - PUNCT bracis-33606 103 71 summ summ PROPN bracis-33606 103 72 - - PUNCT bracis-33606 103 73 zeroshot zeroshot PROPN bracis-33606 103 74 ; ; PUNCT bracis-33606 103 75 v2 v2 VERB bracis-33606 103 76 prompt prompt ADJ bracis-33606 103 77 - - PUNCT bracis-33606 103 78 cod cod NOUN bracis-33606 103 79 - - PUNCT bracis-33606 103 80 summ summ PROPN bracis-33606 103 81 - - PUNCT bracis-33606 103 82 domainknowledge domainknowledge PROPN bracis-33606 103 83 ; ; PUNCT bracis-33606 103 84 v3 v3 PROPN bracis-33606 103 85 prompt prompt ADJ bracis-33606 103 86 - - PUNCT bracis-33606 103 87 cod cod NOUN bracis-33606 103 88 - - PUNCT bracis-33606 103 89 summ summ PROPN bracis-33606 103 90 - - PUNCT bracis-33606 103 91 dk dk NOUN bracis-33606 103 92 - - PUNCT bracis-33606 103 93 styles style NOUN bracis-33606 103 94 . . PUNCT bracis-33606 104 1 the the DET bracis-33606 104 2 reports report NOUN bracis-33606 104 3 were be AUX bracis-33606 104 4 then then ADV bracis-33606 104 5 compared compare VERB bracis-33606 104 6 with with ADP bracis-33606 104 7 the the DET bracis-33606 104 8 reference reference NOUN bracis-33606 104 9 report report NOUN bracis-33606 104 10 using use VERB bracis-33606 104 11 traditional traditional ADJ bracis-33606 104 12 rouge rouge NOUN bracis-33606 104 13 [ [ X bracis-33606 104 14 20 20 NUM bracis-33606 104 15 ] ] PUNCT bracis-33606 104 16 and and CCONJ bracis-33606 104 17 bleu bleu NOUN bracis-33606 105 1 [ [ X bracis-33606 105 2 21 21 NUM bracis-33606 105 3 ] ] X bracis-33606 105 4 metrics metric NOUN bracis-33606 105 5 , , PUNCT bracis-33606 105 6 as as SCONJ bracis-33606 105 7 the the DET bracis-33606 105 8 available available ADJ bracis-33606 105 9 metrics metric NOUN bracis-33606 105 10 are be AUX bracis-33606 105 11 not not PART bracis-33606 105 12 yet yet ADV bracis-33606 105 13 sufficiently sufficiently ADV bracis-33606 105 14 reliable reliable ADJ bracis-33606 105 15 for for ADP bracis-33606 105 16 this this DET bracis-33606 105 17 purpose purpose NOUN bracis-33606 106 1 [ [ X bracis-33606 106 2 4 4 NUM bracis-33606 106 3 , , PUNCT bracis-33606 106 4 6 6 NUM bracis-33606 106 5 ] ] PUNCT bracis-33606 106 6 . . PUNCT bracis-33606 107 1 finally finally ADV bracis-33606 107 2 , , PUNCT bracis-33606 107 3 a a DET bracis-33606 107 4 qualitative qualitative ADJ bracis-33606 107 5 evaluation evaluation NOUN bracis-33606 107 6 was be AUX bracis-33606 107 7 performed perform VERB bracis-33606 107 8 by by ADP bracis-33606 107 9 the the DET bracis-33606 107 10 human human ADJ bracis-33606 107 11 experts expert NOUN bracis-33606 107 12 and and CCONJ bracis-33606 107 13 by by ADP bracis-33606 107 14 llm llm PROPN bracis-33606 107 15 gpt-4o gpt-4o PROPN bracis-33606 107 16 using use VERB bracis-33606 107 17 an an DET bracis-33606 107 18 evaluation evaluation NOUN bracis-33606 107 19 prompt prompt NOUN bracis-33606 107 20 designed design VERB bracis-33606 107 21 in in ADP bracis-33606 107 22 this this DET bracis-33606 107 23 study study NOUN bracis-33606 107 24 and and CCONJ bracis-33606 107 25 a a DET bracis-33606 107 26 questionnaire questionnaire NOUN bracis-33606 107 27 formulated formulate VERB bracis-33606 107 28 by by ADP bracis-33606 107 29 expert expert NOUN bracis-33606 107 30 magistrates magistrate NOUN bracis-33606 107 31 from from ADP bracis-33606 107 32 the the DET bracis-33606 107 33 court court NOUN bracis-33606 107 34 of of ADP bracis-33606 107 35 justice justice NOUN bracis-33606 107 36 of of ADP bracis-33606 107 37 the the DET bracis-33606 107 38 state state NOUN bracis-33606 107 39 of of ADP bracis-33606 107 40 ceará ceará NOUN bracis-33606 107 41 . . PUNCT bracis-33606 108 1 4.1 4.1 NUM bracis-33606 108 2 quantitative quantitative ADJ bracis-33606 108 3 evaluation evaluation NOUN bracis-33606 108 4 table table NOUN bracis-33606 108 5     SPACE bracis-33606 108 6 2 2 NUM bracis-33606 108 7 presents present VERB bracis-33606 108 8 the the DET bracis-33606 108 9 average average ADJ bracis-33606 108 10 results result NOUN bracis-33606 108 11 of of ADP bracis-33606 108 12 the the DET bracis-33606 108 13 rouge rouge NOUN bracis-33606 108 14 ( ( PUNCT bracis-33606 108 15 f1 f1 NOUN bracis-33606 108 16 - - PUNCT bracis-33606 108 17 score score NOUN bracis-33606 108 18 ) ) PUNCT bracis-33606 108 19 and and CCONJ bracis-33606 108 20 bleu bleu NOUN bracis-33606 108 21 metrics metric NOUN bracis-33606 108 22 for for ADP bracis-33606 108 23 the the DET bracis-33606 108 24 reports report NOUN bracis-33606 108 25 of of ADP bracis-33606 108 26 the the DET bracis-33606 108 27 processes process NOUN bracis-33606 108 28 generated generate VERB bracis-33606 108 29 by by ADP bracis-33606 108 30 sara sara PROPN bracis-33606 108 31 with with ADP bracis-33606 108 32 prompt prompt ADJ bracis-33606 108 33 versions version NOUN bracis-33606 108 34 v0 v0 NOUN bracis-33606 108 35 to to ADP bracis-33606 108 36 v3 v3 PROPN bracis-33606 108 37 , , PUNCT bracis-33606 108 38 compared compare VERB bracis-33606 108 39 to to ADP bracis-33606 108 40 the the DET bracis-33606 108 41 reference reference NOUN bracis-33606 108 42 report report NOUN bracis-33606 108 43 produced produce VERB bracis-33606 108 44 by by ADP bracis-33606 108 45 the the DET bracis-33606 108 46 magistrates magistrate NOUN bracis-33606 108 47 . . PUNCT bracis-33606 109 1 individual individual ADJ bracis-33606 109 2 results result NOUN bracis-33606 109 3 for for ADP bracis-33606 109 4 each each DET bracis-33606 109 5 report report NOUN bracis-33606 109 6 are be AUX bracis-33606 109 7 available available ADJ bracis-33606 109 8 at at ADP bracis-33606 109 9 https://l1nk.dev/hpipv https://l1nk.dev/hpipv PROPN bracis-33606 109 10 . . PUNCT bracis-33606 110 1 in in ADP bracis-33606 110 2 summary summary NOUN bracis-33606 110 3 , , PUNCT bracis-33606 110 4 version version NOUN bracis-33606 110 5 v2 v2 PROPN bracis-33606 110 6 performed perform VERB bracis-33606 110 7 best well ADV bracis-33606 110 8 in in ADP bracis-33606 110 9 rouge-1 rouge-1 NOUN bracis-33606 110 10 f1 f1 NOUN bracis-33606 110 11 , , PUNCT bracis-33606 110 12 showing show VERB bracis-33606 110 13 better well ADJ bracis-33606 110 14 word word NOUN bracis-33606 110 15 accuracy accuracy NOUN bracis-33606 110 16 . . PUNCT bracis-33606 111 1 version version PROPN bracis-33606 111 2 v3 v3 PROPN bracis-33606 111 3 excelled excel VERB bracis-33606 111 4 in in ADP bracis-33606 111 5 rouge-2 rouge-2 NUM bracis-33606 111 6 f1 f1 NOUN bracis-33606 111 7 and and CCONJ bracis-33606 111 8 rouge rouge ADJ bracis-33606 111 9 - - PUNCT bracis-33606 111 10 l l NOUN bracis-33606 111 11 f1 f1 NOUN bracis-33606 111 12 , , PUNCT bracis-33606 111 13 capturing capture VERB bracis-33606 111 14 more more ADJ bracis-33606 111 15 bigrams bigram NOUN bracis-33606 111 16 and and CCONJ bracis-33606 111 17 preserving preserve VERB bracis-33606 111 18 sentence sentence NOUN bracis-33606 111 19 structure structure NOUN bracis-33606 111 20 and and CCONJ bracis-33606 111 21 fluency fluency NOUN bracis-33606 111 22 . . PUNCT bracis-33606 112 1 while while SCONJ bracis-33606 112 2 v2 v2 PROPN bracis-33606 112 3 had have VERB bracis-33606 112 4 the the DET bracis-33606 112 5 highest high ADJ bracis-33606 112 6 bleu bleu NOUN bracis-33606 112 7 score score NOUN bracis-33606 112 8 , , PUNCT bracis-33606 112 9 it it PRON bracis-33606 112 10 may may AUX bracis-33606 112 11 have have AUX bracis-33606 112 12 been be AUX bracis-33606 112 13 penalized penalize VERB bracis-33606 112 14 for for ADP bracis-33606 112 15 incorrect incorrect ADJ bracis-33606 112 16 sequences sequence NOUN bracis-33606 112 17 . . PUNCT bracis-33606 113 1 version version NOUN bracis-33606 113 2 v0 v0 PROPN bracis-33606 113 3 had have VERB bracis-33606 113 4 the the DET bracis-33606 113 5 lowest low ADJ bracis-33606 113 6 scores score NOUN bracis-33606 113 7 , , PUNCT bracis-33606 113 8 struggling struggle VERB bracis-33606 113 9 with with ADP bracis-33606 113 10 both both DET bracis-33606 113 11 word word NOUN bracis-33606 113 12 accuracy accuracy NOUN bracis-33606 113 13 and and CCONJ bracis-33606 113 14 structure structure NOUN bracis-33606 113 15 . . PUNCT bracis-33606 114 1 despite despite SCONJ bracis-33606 114 2 a a DET bracis-33606 114 3 lower low ADJ bracis-33606 114 4 bleu bleu NOUN bracis-33606 114 5 score score NOUN bracis-33606 114 6 , , PUNCT bracis-33606 114 7 v3 v3 PROPN bracis-33606 114 8 demonstrated demonstrate VERB bracis-33606 114 9 superior superior ADJ bracis-33606 114 10 structural structural ADJ bracis-33606 114 11 quality quality NOUN bracis-33606 114 12 and and CCONJ bracis-33606 114 13 coherence coherence NOUN bracis-33606 114 14 . . PUNCT bracis-33606 115 1 table table NOUN bracis-33606 115 2 2 2 NUM bracis-33606 115 3 . . X bracis-33606 115 4 average average ADJ bracis-33606 115 5 rouge rouge NOUN bracis-33606 115 6 ( ( PUNCT bracis-33606 115 7 f1 f1 NOUN bracis-33606 115 8 - - PUNCT bracis-33606 115 9 score score NOUN bracis-33606 115 10 ) ) PUNCT bracis-33606 115 11 and and CCONJ bracis-33606 115 12 bleu bleu NOUN bracis-33606 115 13 metrics metric NOUN bracis-33606 115 14 for for ADP bracis-33606 115 15 the the DET bracis-33606 115 16 different different ADJ bracis-33606 115 17 prompt prompt NOUN bracis-33606 115 18 versions.full versions.full NOUN bracis-33606 115 19 size size NOUN bracis-33606 115 20 table table NOUN bracis-33606 115 21 4.2 4.2 NUM bracis-33606 115 22 qualitative qualitative NOUN bracis-33606 115 23 evaluation evaluation NOUN bracis-33606 115 24 the the DET bracis-33606 115 25 quantitative quantitative ADJ bracis-33606 115 26 metrics metric NOUN bracis-33606 115 27 ( ( PUNCT bracis-33606 115 28 see see VERB bracis-33606 115 29 table table NOUN bracis-33606 115 30     SPACE bracis-33606 115 31 2 2 NUM bracis-33606 115 32 ) ) PUNCT bracis-33606 115 33 demonstrated demonstrate VERB bracis-33606 115 34 weak weak ADJ bracis-33606 115 35 correlations correlation NOUN bracis-33606 115 36 between between ADP bracis-33606 115 37 the the DET bracis-33606 115 38 reports report NOUN bracis-33606 115 39 generated generate VERB bracis-33606 115 40 by by ADP bracis-33606 115 41 sara sara PROPN bracis-33606 115 42 and and CCONJ bracis-33606 115 43 those those PRON bracis-33606 115 44 generated generate VERB bracis-33606 115 45 by by ADP bracis-33606 115 46 the the DET bracis-33606 115 47 magistrates magistrate NOUN bracis-33606 115 48 , , PUNCT bracis-33606 115 49 being be AUX bracis-33606 115 50 insufficient insufficient ADJ bracis-33606 115 51 to to PART bracis-33606 115 52 decide decide VERB bracis-33606 115 53 on on ADP bracis-33606 115 54 one one NUM bracis-33606 115 55 prompt prompt ADJ bracis-33606 115 56 strategy strategy NOUN bracis-33606 115 57 over over ADP bracis-33606 115 58 the the DET bracis-33606 115 59 other other ADJ bracis-33606 115 60 . . PUNCT bracis-33606 116 1 in in ADP bracis-33606 116 2 this this DET bracis-33606 116 3 work work NOUN bracis-33606 116 4 , , PUNCT bracis-33606 116 5 we we PRON bracis-33606 116 6 conducted conduct VERB bracis-33606 116 7 two two NUM bracis-33606 116 8 qualitative qualitative ADJ bracis-33606 116 9 evaluation evaluation NOUN bracis-33606 116 10 strategies strategy NOUN bracis-33606 116 11 to to PART bracis-33606 116 12 capture capture VERB bracis-33606 116 13 quality quality NOUN bracis-33606 116 14 criteria criterion NOUN bracis-33606 116 15 for for ADP bracis-33606 116 16 the the DET bracis-33606 116 17 generated generate VERB bracis-33606 116 18 reports report NOUN bracis-33606 116 19 . . PUNCT bracis-33606 117 1 in in ADP bracis-33606 117 2 the the DET bracis-33606 117 3 first first ADJ bracis-33606 117 4 strategy strategy NOUN bracis-33606 117 5 , , PUNCT bracis-33606 117 6 three three NUM bracis-33606 117 7 magistrates magistrate NOUN bracis-33606 117 8 evaluated evaluate VERB bracis-33606 117 9 all all DET bracis-33606 117 10 reports report NOUN bracis-33606 117 11 generated generate VERB bracis-33606 117 12 by by ADP bracis-33606 117 13 the the DET bracis-33606 117 14 prompt prompt ADJ bracis-33606 117 15 versions version NOUN bracis-33606 117 16 v0 v0 VERB bracis-33606 117 17 prompt prompt ADJ bracis-33606 117 18 - - PUNCT bracis-33606 117 19 cod cod NOUN bracis-33606 117 20 - - PUNCT bracis-33606 117 21 baseline baseline NOUN bracis-33606 117 22 and and CCONJ bracis-33606 117 23 v1 v1 VERB bracis-33606 117 24 prompt prompt ADJ bracis-33606 117 25 - - PUNCT bracis-33606 117 26 cod cod NOUN bracis-33606 117 27 - - PUNCT bracis-33606 117 28 summ summ PROPN bracis-33606 117 29 - - PUNCT bracis-33606 117 30 zeroshot zeroshot PROPN bracis-33606 117 31 , , PUNCT bracis-33606 117 32 based base VERB bracis-33606 117 33 on on ADP bracis-33606 117 34 the the DET bracis-33606 117 35 following follow VERB bracis-33606 117 36 criteria criterion NOUN bracis-33606 117 37 : : PUNCT bracis-33606 117 38 form form NOUN bracis-33606 117 39 , , PUNCT bracis-33606 117 40 accuracy accuracy NOUN bracis-33606 117 41 , , PUNCT bracis-33606 117 42 clarity clarity NOUN bracis-33606 117 43 , , PUNCT bracis-33606 117 44 and and CCONJ bracis-33606 117 45 density density NOUN bracis-33606 117 46 . . PUNCT bracis-33606 118 1 all all DET bracis-33606 118 2 reports report NOUN bracis-33606 118 3 were be AUX bracis-33606 118 4 rejected reject VERB bracis-33606 118 5 on on ADP bracis-33606 118 6 all all DET bracis-33606 118 7 criteria criterion NOUN bracis-33606 118 8 , , PUNCT bracis-33606 118 9 being be AUX bracis-33606 118 10 considered consider VERB bracis-33606 118 11 incorrect incorrect ADJ bracis-33606 118 12 and and CCONJ bracis-33606 118 13 insufficient insufficient ADJ bracis-33606 118 14 to to PART bracis-33606 118 15 support support VERB bracis-33606 118 16 judicial judicial ADJ bracis-33606 118 17 decisions decision NOUN bracis-33606 118 18 . . PUNCT bracis-33606 119 1 interestingly interestingly ADV bracis-33606 119 2 , , PUNCT bracis-33606 119 3 version version NOUN bracis-33606 119 4 v1 v1 NOUN bracis-33606 119 5 achieved achieve VERB bracis-33606 119 6 one one NUM bracis-33606 119 7 of of ADP bracis-33606 119 8 the the DET bracis-33606 119 9 best good ADJ bracis-33606 119 10 results result NOUN bracis-33606 119 11 in in ADP bracis-33606 119 12 the the DET bracis-33606 119 13 rouge-1 rouge-1 NOUN bracis-33606 119 14 f1 f1 NOUN bracis-33606 119 15 metric metric NOUN bracis-33606 119 16 but but CCONJ bracis-33606 119 17 was be AUX bracis-33606 119 18 rejected reject VERB bracis-33606 119 19 by by ADP bracis-33606 119 20 the the DET bracis-33606 119 21 experts expert NOUN bracis-33606 119 22 . . PUNCT bracis-33606 120 1 to to PART bracis-33606 120 2 address address VERB bracis-33606 120 3 the the DET bracis-33606 120 4 quality quality NOUN bracis-33606 120 5 issues issue NOUN bracis-33606 120 6 , , PUNCT bracis-33606 120 7 domain domain NOUN bracis-33606 120 8 knowledge knowledge NOUN bracis-33606 120 9 and and CCONJ bracis-33606 120 10 style style NOUN bracis-33606 120 11 information information NOUN bracis-33606 120 12 ( ( PUNCT bracis-33606 120 13 template template NOUN bracis-33606 120 14 ) ) PUNCT bracis-33606 120 15 were be AUX bracis-33606 120 16 incorporated incorporate VERB bracis-33606 120 17 into into ADP bracis-33606 120 18 the the DET bracis-33606 120 19 subsequent subsequent ADJ bracis-33606 120 20 versions version NOUN bracis-33606 120 21 v2 v2 NOUN bracis-33606 120 22 - - PUNCT bracis-33606 120 23 prompt prompt ADJ bracis-33606 120 24 - - PUNCT bracis-33606 120 25 cod cod NOUN bracis-33606 120 26 - - PUNCT bracis-33606 120 27 summ summ PROPN bracis-33606 120 28 - - PUNCT bracis-33606 120 29 domainknowledge domainknowledge PROPN bracis-33606 120 30 and and CCONJ bracis-33606 120 31 v3prompt v3prompt NOUN bracis-33606 120 32 - - PUNCT bracis-33606 120 33 cod cod NOUN bracis-33606 120 34 - - PUNCT bracis-33606 120 35 summ summ PROPN bracis-33606 120 36 - - PUNCT bracis-33606 120 37 dk dk NOUN bracis-33606 120 38 - - PUNCT bracis-33606 120 39 styles style NOUN bracis-33606 120 40 . . PUNCT bracis-33606 121 1 reports report NOUN bracis-33606 121 2 were be AUX bracis-33606 121 3 generated generate VERB bracis-33606 121 4 by by ADP bracis-33606 121 5 these these DET bracis-33606 121 6 versions version NOUN bracis-33606 121 7 and and CCONJ bracis-33606 121 8 evaluated evaluate VERB bracis-33606 121 9 by by ADP bracis-33606 121 10 the the DET bracis-33606 121 11 magistrates magistrate NOUN bracis-33606 121 12 . . PUNCT bracis-33606 122 1 version version NOUN bracis-33606 122 2 v2 v2 PROPN bracis-33606 122 3 fully fully ADV bracis-33606 122 4 met meet VERB bracis-33606 122 5 the the DET bracis-33606 122 6 criteria criterion NOUN bracis-33606 122 7 of of ADP bracis-33606 122 8 form form NOUN bracis-33606 122 9 , , PUNCT bracis-33606 122 10 accuracy accuracy NOUN bracis-33606 122 11 , , PUNCT bracis-33606 122 12 and and CCONJ bracis-33606 122 13 density density NOUN bracis-33606 122 14 , , PUNCT bracis-33606 122 15 and and CCONJ bracis-33606 122 16 partially partially ADV bracis-33606 122 17 met meet VERB bracis-33606 122 18 the the DET bracis-33606 122 19 clarity clarity NOUN bracis-33606 122 20 criterion criterion NOUN bracis-33606 122 21 due due ADP bracis-33606 122 22 to to ADP bracis-33606 122 23 the the DET bracis-33606 122 24 absence absence NOUN bracis-33606 122 25 of of ADP bracis-33606 122 26 some some DET bracis-33606 122 27 legal legal ADJ bracis-33606 122 28 reasoning reasoning NOUN bracis-33606 122 29 . . PUNCT bracis-33606 123 1 version version PROPN bracis-33606 123 2 v3 v3 PROPN bracis-33606 123 3 fully fully ADV bracis-33606 123 4 met meet VERB bracis-33606 123 5 all all DET bracis-33606 123 6 the the DET bracis-33606 123 7 evaluated evaluated ADJ bracis-33606 123 8 criteria criterion NOUN bracis-33606 123 9 . . PUNCT bracis-33606 124 1 in in ADP bracis-33606 124 2 a a DET bracis-33606 124 3 second second ADJ bracis-33606 124 4 strategy strategy NOUN bracis-33606 124 5 , , PUNCT bracis-33606 124 6 a a DET bracis-33606 124 7 qualitative qualitative ADJ bracis-33606 124 8 questionnaire questionnaire NOUN bracis-33606 124 9 consisting consist VERB bracis-33606 124 10 of of ADP bracis-33606 124 11 13 13 NUM bracis-33606 124 12 questions question NOUN bracis-33606 124 13 was be AUX bracis-33606 124 14 developed develop VERB bracis-33606 124 15 ( ( PUNCT bracis-33606 124 16 table table NOUN bracis-33606 124 17     SPACE bracis-33606 124 18 3 3 NUM bracis-33606 124 19 ) ) PUNCT bracis-33606 124 20 by by ADP bracis-33606 124 21 the the DET bracis-33606 124 22 magistrate magistrate NOUN bracis-33606 124 23 experts expert NOUN bracis-33606 124 24 , , PUNCT bracis-33606 124 25 with with ADP bracis-33606 124 26 the the DET bracis-33606 124 27 responses response NOUN bracis-33606 124 28 ranging range VERB bracis-33606 124 29 from from ADP bracis-33606 124 30 1 1 NUM bracis-33606 124 31 ( ( PUNCT bracis-33606 124 32 report report NOUN bracis-33606 124 33 does do AUX bracis-33606 124 34 not not PART bracis-33606 124 35 meet meet VERB bracis-33606 124 36 ) ) PUNCT bracis-33606 124 37 to to ADP bracis-33606 124 38 5 5 NUM bracis-33606 124 39 ( ( PUNCT bracis-33606 124 40 report report NOUN bracis-33606 124 41 fully fully ADV bracis-33606 124 42 meets meet VERB bracis-33606 124 43 ) ) PUNCT bracis-33606 124 44 . . PUNCT bracis-33606 125 1 in in ADP bracis-33606 125 2 order order NOUN bracis-33606 125 3 to to PART bracis-33606 125 4 systematize systematize VERB bracis-33606 125 5 and and CCONJ bracis-33606 125 6 automate automate VERB bracis-33606 125 7 a a DET bracis-33606 125 8 qualitative qualitative ADJ bracis-33606 125 9 evaluation evaluation NOUN bracis-33606 125 10 of of ADP bracis-33606 125 11 reports report NOUN bracis-33606 125 12 on on ADP bracis-33606 125 13 a a DET bracis-33606 125 14 large large ADJ bracis-33606 125 15 scale scale NOUN bracis-33606 125 16 , , PUNCT bracis-33606 125 17 focusing focus VERB bracis-33606 125 18 on on ADP bracis-33606 125 19 form form NOUN bracis-33606 125 20 , , PUNCT bracis-33606 125 21 clarity clarity NOUN bracis-33606 125 22 , , PUNCT bracis-33606 125 23 accuracy accuracy NOUN bracis-33606 125 24 , , PUNCT bracis-33606 125 25 and and CCONJ bracis-33606 125 26 utility utility NOUN bracis-33606 125 27 , , PUNCT bracis-33606 125 28 the the DET bracis-33606 125 29 following follow VERB bracis-33606 125 30 prompt prompt NOUN bracis-33606 125 31 was be AUX bracis-33606 125 32 submitted submit VERB bracis-33606 125 33 to to PART bracis-33606 125 34 chatgpt chatgpt VERB bracis-33606 125 35 4o 4o NUM bracis-33606 125 36 along along ADP bracis-33606 125 37 with with ADP bracis-33606 125 38 the the DET bracis-33606 125 39 questionnaire questionnaire NOUN bracis-33606 125 40 and and CCONJ bracis-33606 125 41 five five NUM bracis-33606 125 42 versions version NOUN bracis-33606 125 43 of of ADP bracis-33606 125 44 reports report NOUN bracis-33606 125 45 for for ADP bracis-33606 125 46 each each DET bracis-33606 125 47 case case NOUN bracis-33606 125 48 in in ADP bracis-33606 125 49 the the DET bracis-33606 125 50 sample sample NOUN bracis-33606 125 51 : : PUNCT bracis-33606 125 52 the the DET bracis-33606 125 53 reference reference NOUN bracis-33606 125 54 report report NOUN bracis-33606 125 55 and and CCONJ bracis-33606 125 56 four four NUM bracis-33606 125 57 summaries summary NOUN bracis-33606 125 58 generated generate VERB bracis-33606 125 59 by by ADP bracis-33606 125 60 sara sara NOUN bracis-33606 125 61 using use VERB bracis-33606 125 62 the the DET bracis-33606 125 63 four four NUM bracis-33606 125 64 prompt prompt ADJ bracis-33606 125 65 versions version NOUN bracis-33606 125 66 v0 v0 NOUN bracis-33606 125 67 to to ADP bracis-33606 125 68 v3 v3 PROPN bracis-33606 125 69 : : PUNCT bracis-33606 125 70 “ " PUNCT bracis-33606 125 71 you you PRON bracis-33606 125 72 are be AUX bracis-33606 125 73 a a DET bracis-33606 125 74 judicial judicial ADJ bracis-33606 125 75 analyst analyst NOUN bracis-33606 125 76 who who PRON bracis-33606 125 77 will will AUX bracis-33606 125 78 receive receive VERB bracis-33606 125 79 5 5 NUM bracis-33606 125 80 versions version NOUN bracis-33606 125 81 of of ADP bracis-33606 125 82 judicial judicial ADJ bracis-33606 125 83 process process NOUN bracis-33606 125 84 summaries summary NOUN bracis-33606 125 85 and and CCONJ bracis-33606 125 86 should should AUX bracis-33606 125 87 evaluate evaluate VERB bracis-33606 125 88 them they PRON bracis-33606 125 89 according accord VERB bracis-33606 125 90 to to ADP bracis-33606 125 91 a a DET bracis-33606 125 92 provided provide VERB bracis-33606 125 93 \({<}\)questionnaire\({>}\ \({<}\)questionnaire\({>}\ PROPN bracis-33606 125 94 ) ) PUNCT bracis-33606 125 95 . . PUNCT bracis-33606 126 1 at at ADP bracis-33606 126 2 the the DET bracis-33606 126 3 end end NOUN bracis-33606 126 4 , , PUNCT bracis-33606 126 5 you you PRON bracis-33606 126 6 should should AUX bracis-33606 126 7 indicate indicate VERB bracis-33606 126 8 the the DET bracis-33606 126 9 summary summary NOUN bracis-33606 126 10 that that PRON bracis-33606 126 11 best good ADJ bracis-33606 126 12 answers answer VERB bracis-33606 126 13 the the DET bracis-33606 126 14 questions question NOUN bracis-33606 126 15 in in ADP bracis-33606 126 16 the the DET bracis-33606 126 17 evaluation evaluation NOUN bracis-33606 126 18 questionnaire questionnaire NOUN bracis-33606 126 19 and and CCONJ bracis-33606 126 20 justify justify VERB bracis-33606 126 21 your your PRON bracis-33606 126 22 response response NOUN bracis-33606 126 23 . . PUNCT bracis-33606 127 1 \({<}\)summary1\({>}\ \({<}\)summary1\({>}\ ADJ bracis-33606 127 2 ) ) PUNCT bracis-33606 127 3 \({<}\)summary2\({>}\ \({<}\)summary2\({>}\ VERB bracis-33606 127 4 ) ) PUNCT bracis-33606 127 5 \({<}\)summary3\({>}\ \({<}\)summary3\({>}\ ADV bracis-33606 127 6 ) ) PUNCT bracis-33606 127 7 \({<}\)summary4\({>}\ \({<}\)summary4\({>}\ NOUN bracis-33606 127 8 ) ) PUNCT bracis-33606 127 9 \({<}\)summary5\({>}\ \({<}\)summary5\({>}\ PROPN bracis-33606 127 10 ) ) PUNCT bracis-33606 127 11 \({<}\)questionnaire\({>}\ \({<}\)questionnaire\({>}\ PROPN bracis-33606 127 12 ) ) PUNCT bracis-33606 127 13 ” " PUNCT bracis-33606 127 14 table table AUX bracis-33606 127 15 3 3 NUM bracis-33606 127 16 . . PUNCT bracis-33606 127 17 qualitative qualitative ADJ bracis-33606 127 18 evaluation evaluation NOUN bracis-33606 127 19 questionnaire questionnaire NOUN bracis-33606 127 20 and and CCONJ bracis-33606 127 21 average average NOUN bracis-33606 127 22 of of ADP bracis-33606 127 23 answers answer NOUN bracis-33606 127 24 given give VERB bracis-33606 127 25 by by ADP bracis-33606 127 26 chatgpt chatgpt NOUN bracis-33606 127 27 4.0 4.0 NUM bracis-33606 127 28 for for ADP bracis-33606 127 29 the the DET bracis-33606 127 30 questionnaire questionnaire NOUN bracis-33606 127 31 , , PUNCT bracis-33606 127 32 for for SCONJ bracis-33606 127 33 each each DET bracis-33606 127 34 report report NOUN bracis-33606 127 35 generated generate VERB bracis-33606 127 36 by by ADP bracis-33606 127 37 sara sara PROPN bracis-33606 127 38 ’s ’s PART bracis-33606 127 39 prompt prompt ADJ bracis-33606 127 40 versions version NOUN bracis-33606 127 41 v0 v0 NOUN bracis-33606 127 42 to to ADP bracis-33606 127 43 v3.full v3.full DET bracis-33606 127 44 size size NOUN bracis-33606 127 45 table table NOUN bracis-33606 127 46 versions version NOUN bracis-33606 127 47 v1 v1 NOUN bracis-33606 127 48 and and CCONJ bracis-33606 127 49 v2 v2 NOUN bracis-33606 127 50 were be AUX bracis-33606 127 51 fully fully ADV bracis-33606 127 52 reproved reprove VERB bracis-33606 127 53 by by ADP bracis-33606 127 54 the the DET bracis-33606 127 55 human human ADJ bracis-33606 127 56 experts expert NOUN bracis-33606 127 57 , , PUNCT bracis-33606 127 58 even even ADV bracis-33606 127 59 though though SCONJ bracis-33606 127 60 v1 v1 NOUN bracis-33606 127 61 was be AUX bracis-33606 127 62 not not PART bracis-33606 127 63 so so ADV bracis-33606 127 64 bad bad ADJ bracis-33606 127 65 in in ADP bracis-33606 127 66 quantitative quantitative ADJ bracis-33606 127 67 metrics metric NOUN bracis-33606 127 68 . . PUNCT bracis-33606 128 1 among among ADP bracis-33606 128 2 the the DET bracis-33606 128 3 versions version NOUN bracis-33606 128 4 v2 v2 PROPN bracis-33606 128 5 and and CCONJ bracis-33606 128 6 v3 v3 PROPN bracis-33606 128 7 , , PUNCT bracis-33606 128 8 version version PROPN bracis-33606 128 9 v3 v3 PROPN bracis-33606 128 10 stood stand VERB bracis-33606 128 11 out out ADP bracis-33606 128 12 in in ADP bracis-33606 128 13 the the DET bracis-33606 128 14 human human ADJ bracis-33606 128 15 evaluation evaluation NOUN bracis-33606 128 16 on on ADP bracis-33606 128 17 all all DET bracis-33606 128 18 the the DET bracis-33606 128 19 criteria criterion NOUN bracis-33606 128 20 established establish VERB bracis-33606 128 21 by by ADP bracis-33606 128 22 the the DET bracis-33606 128 23 evaluation evaluation NOUN bracis-33606 128 24 questionnaire questionnaire NOUN bracis-33606 128 25 , , PUNCT bracis-33606 128 26 as as ADV bracis-33606 128 27 well well ADV bracis-33606 128 28 as as ADP bracis-33606 128 29 by by ADP bracis-33606 128 30 the the DET bracis-33606 128 31 gpt-4o gpt-4o ADJ bracis-33606 128 32 language language NOUN bracis-33606 128 33 model model NOUN bracis-33606 128 34 in in ADP bracis-33606 128 35 ratings rating NOUN bracis-33606 128 36 , , PUNCT bracis-33606 128 37 with with ADP bracis-33606 128 38 the the DET bracis-33606 128 39 language language NOUN bracis-33606 128 40 model model NOUN bracis-33606 128 41 choosing choose VERB bracis-33606 128 42 version version NOUN bracis-33606 128 43 v3 v3 PROPN bracis-33606 128 44 based base VERB bracis-33606 128 45 on on ADP bracis-33606 128 46 criteria criterion NOUN bracis-33606 128 47 defined define VERB bracis-33606 128 48 in in ADP bracis-33606 128 49 the the DET bracis-33606 128 50 evaluation evaluation NOUN bracis-33606 128 51 questionnaire questionnaire NOUN bracis-33606 128 52 . . PUNCT bracis-33606 129 1 among among ADP bracis-33606 129 2 the the DET bracis-33606 129 3 findings finding NOUN bracis-33606 129 4 , , PUNCT bracis-33606 129 5 we we PRON bracis-33606 129 6 can can AUX bracis-33606 129 7 highlight highlight VERB bracis-33606 129 8 that that SCONJ bracis-33606 129 9 , , PUNCT bracis-33606 129 10 although although SCONJ bracis-33606 129 11 all all DET bracis-33606 129 12 versions version NOUN bracis-33606 129 13 demonstrated demonstrate VERB bracis-33606 129 14 clarity clarity NOUN bracis-33606 129 15 in in ADP bracis-33606 129 16 identifying identify VERB bracis-33606 129 17 the the DET bracis-33606 129 18 involved involved ADJ bracis-33606 129 19 parties party NOUN bracis-33606 129 20 , , PUNCT bracis-33606 129 21 version version PROPN bracis-33606 129 22 v3 v3 PROPN bracis-33606 129 23 stood stand VERB bracis-33606 129 24 out out ADP bracis-33606 129 25 by by ADP bracis-33606 129 26 maintaining maintain VERB bracis-33606 129 27 this this DET bracis-33606 129 28 clarity clarity NOUN bracis-33606 129 29 throughout throughout ADP bracis-33606 129 30 the the DET bracis-33606 129 31 entire entire ADJ bracis-33606 129 32 document document NOUN bracis-33606 129 33 . . PUNCT bracis-33606 130 1 this this DET bracis-33606 130 2 aspect aspect NOUN bracis-33606 130 3 significantly significantly ADV bracis-33606 130 4 facilitates facilitate VERB bracis-33606 130 5 the the DET bracis-33606 130 6 reader reader NOUN bracis-33606 130 7 ’s ’s PART bracis-33606 130 8 understanding understanding NOUN bracis-33606 130 9 , , PUNCT bracis-33606 130 10 as as SCONJ bracis-33606 130 11 evidenced evidence VERB bracis-33606 130 12 by by ADP bracis-33606 130 13 the the DET bracis-33606 130 14 consistent consistent ADJ bracis-33606 130 15 high high ADJ bracis-33606 130 16 ratings rating NOUN bracis-33606 130 17 in in ADP bracis-33606 130 18 all all DET bracis-33606 130 19 evaluations evaluation NOUN bracis-33606 130 20 of of ADP bracis-33606 130 21 “ " PUNCT bracis-33606 130 22 identification identification NOUN bracis-33606 130 23 of of ADP bracis-33606 130 24 the the DET bracis-33606 130 25 parties party NOUN bracis-33606 130 26 ” " PUNCT bracis-33606 130 27 in in ADP bracis-33606 130 28 the the DET bracis-33606 130 29 analyzed analyze VERB bracis-33606 130 30 versions version NOUN bracis-33606 130 31 . . PUNCT bracis-33606 131 1 version version PROPN bracis-33606 131 2 v3 v3 PROPN bracis-33606 131 3 provided provide VERB bracis-33606 131 4 a a DET bracis-33606 131 5 detailed detailed ADJ bracis-33606 131 6 and and CCONJ bracis-33606 131 7 accurate accurate ADJ bracis-33606 131 8 summary summary NOUN bracis-33606 131 9 of of ADP bracis-33606 131 10 both both CCONJ bracis-33606 131 11 the the DET bracis-33606 131 12 claim claim NOUN bracis-33606 131 13 and and CCONJ bracis-33606 131 14 the the DET bracis-33606 131 15 defense defense NOUN bracis-33606 131 16 , , PUNCT bracis-33606 131 17 covering cover VERB bracis-33606 131 18 all all DET bracis-33606 131 19 essential essential ADJ bracis-33606 131 20 aspects aspect NOUN bracis-33606 131 21 without without ADP bracis-33606 131 22 significant significant ADJ bracis-33606 131 23 omissions omission NOUN bracis-33606 131 24 . . PUNCT bracis-33606 132 1 for for ADP bracis-33606 132 2 example example NOUN bracis-33606 132 3 , , PUNCT bracis-33606 132 4 while while SCONJ bracis-33606 132 5 versions version NOUN bracis-33606 132 6 v1 v1 VERB bracis-33606 132 7 and and CCONJ bracis-33606 132 8 v2 v2 NOUN bracis-33606 132 9 received receive VERB bracis-33606 132 10 high high ADJ bracis-33606 132 11 evaluation evaluation NOUN bracis-33606 132 12 for for ADP bracis-33606 132 13 clarity clarity NOUN bracis-33606 132 14 , , PUNCT bracis-33606 132 15 both both PRON bracis-33606 132 16 presented present VERB bracis-33606 132 17 omissions omission NOUN bracis-33606 132 18 in in ADP bracis-33606 132 19 important important ADJ bracis-33606 132 20 specific specific ADJ bracis-33606 132 21 details detail NOUN bracis-33606 132 22 . . PUNCT bracis-33606 133 1 version version PROPN bracis-33606 133 2 v3 v3 PROPN bracis-33606 133 3 , , PUNCT bracis-33606 133 4 on on ADP bracis-33606 133 5 the the DET bracis-33606 133 6 other other ADJ bracis-33606 133 7 hand hand NOUN bracis-33606 133 8 , , PUNCT bracis-33606 133 9 ensured ensure VERB bracis-33606 133 10 the the DET bracis-33606 133 11 complete complete ADJ bracis-33606 133 12 inclusion inclusion NOUN bracis-33606 133 13 of of ADP bracis-33606 133 14 all all DET bracis-33606 133 15 essential essential ADJ bracis-33606 133 16 information information NOUN bracis-33606 133 17 , , PUNCT bracis-33606 133 18 as as SCONJ bracis-33606 133 19 indicated indicate VERB bracis-33606 133 20 by by ADP bracis-33606 133 21 the the DET bracis-33606 133 22 consistent consistent ADJ bracis-33606 133 23 five five NUM bracis-33606 133 24 - - PUNCT bracis-33606 133 25 star star NOUN bracis-33606 133 26 ratings rating NOUN bracis-33606 133 27 in in ADP bracis-33606 133 28 all all DET bracis-33606 133 29 evaluated evaluated ADJ bracis-33606 133 30 criteria criterion NOUN bracis-33606 133 31 , , PUNCT bracis-33606 133 32 including include VERB bracis-33606 133 33 “ " PUNCT bracis-33606 133 34 summary summary NOUN bracis-33606 133 35 of of ADP bracis-33606 133 36 the the DET bracis-33606 133 37 claim claim NOUN bracis-33606 133 38 ” " PUNCT bracis-33606 133 39 and and CCONJ bracis-33606 133 40 “ " PUNCT bracis-33606 133 41 summary summary NOUN bracis-33606 133 42 of of ADP bracis-33606 133 43 the the DET bracis-33606 133 44 defense defense NOUN bracis-33606 133 45 . . PUNCT bracis-33606 133 46 ” " PUNCT bracis-33606 134 1 version version PROPN bracis-33606 134 2 v3 v3 PROPN bracis-33606 134 3 provided provide VERB bracis-33606 134 4 a a DET bracis-33606 134 5 comprehensive comprehensive ADJ bracis-33606 134 6 and and CCONJ bracis-33606 134 7 well well ADV bracis-33606 134 8 - - PUNCT bracis-33606 134 9 structured structure VERB bracis-33606 134 10 contextualization contextualization NOUN bracis-33606 134 11 of of ADP bracis-33606 134 12 facts fact NOUN bracis-33606 134 13 , , PUNCT bracis-33606 134 14 offering offer VERB bracis-33606 134 15 a a DET bracis-33606 134 16 cohesive cohesive ADJ bracis-33606 134 17 narrative narrative NOUN bracis-33606 134 18 with with ADP bracis-33606 134 19 clear clear ADJ bracis-33606 134 20 and and CCONJ bracis-33606 134 21 detailed detailed ADJ bracis-33606 134 22 accounts account NOUN bracis-33606 134 23 of of ADP bracis-33606 134 24 procedural procedural ADJ bracis-33606 134 25 occurrences occurrence NOUN bracis-33606 134 26 and and CCONJ bracis-33606 134 27 evidence evidence NOUN bracis-33606 134 28 . . PUNCT bracis-33606 135 1 while while SCONJ bracis-33606 135 2 other other ADJ bracis-33606 135 3 versions version NOUN bracis-33606 135 4 performed perform VERB bracis-33606 135 5 well well ADV bracis-33606 135 6 , , PUNCT bracis-33606 135 7 they they PRON bracis-33606 135 8 lacked lack VERB bracis-33606 135 9 the the DET bracis-33606 135 10 same same ADJ bracis-33606 135 11 level level NOUN bracis-33606 135 12 of of ADP bracis-33606 135 13 detail detail NOUN bracis-33606 135 14 and and CCONJ bracis-33606 135 15 cohesion cohesion NOUN bracis-33606 135 16 . . PUNCT bracis-33606 136 1 version version PROPN bracis-33606 136 2 v3 v3 PROPN bracis-33606 136 3 also also ADV bracis-33606 136 4 excelled excel VERB bracis-33606 136 5 in in ADP bracis-33606 136 6 detailing detail VERB bracis-33606 136 7 the the DET bracis-33606 136 8 legal legal ADJ bracis-33606 136 9 backgrounds background NOUN bracis-33606 136 10 in in ADP bracis-33606 136 11 both both CCONJ bracis-33606 136 12 the the DET bracis-33606 136 13 initial initial ADJ bracis-33606 136 14 petition petition NOUN bracis-33606 136 15 and and CCONJ bracis-33606 136 16 the the DET bracis-33606 136 17 contestation contestation NOUN bracis-33606 136 18 , , PUNCT bracis-33606 136 19 which which PRON bracis-33606 136 20 is be AUX bracis-33606 136 21 crucial crucial ADJ bracis-33606 136 22 for for ADP bracis-33606 136 23 preparing prepare VERB bracis-33606 136 24 the the DET bracis-33606 136 25 magistrate magistrate NOUN bracis-33606 136 26 ’s ’s PART bracis-33606 136 27 decision decision NOUN bracis-33606 136 28 . . PUNCT bracis-33606 137 1 additionally additionally ADV bracis-33606 137 2 , , PUNCT bracis-33606 137 3 v3 v3 PROPN bracis-33606 137 4 followed follow VERB bracis-33606 137 5 a a DET bracis-33606 137 6 clear clear ADJ bracis-33606 137 7 and and CCONJ bracis-33606 137 8 precise precise ADJ bracis-33606 137 9 chronological chronological ADJ bracis-33606 137 10 order order NOUN bracis-33606 137 11 , , PUNCT bracis-33606 137 12 ensuring ensure VERB bracis-33606 137 13 fluidity fluidity NOUN bracis-33606 137 14 and and CCONJ bracis-33606 137 15 understanding understanding NOUN bracis-33606 137 16 . . PUNCT bracis-33606 138 1 in in ADP bracis-33606 138 2 summary summary NOUN bracis-33606 138 3 , , PUNCT bracis-33606 138 4 v3 v3 PROPN bracis-33606 138 5 was be AUX bracis-33606 138 6 the the DET bracis-33606 138 7 most most ADV bracis-33606 138 8 complete complete ADJ bracis-33606 138 9 and and CCONJ bracis-33606 138 10 well well ADV bracis-33606 138 11 - - PUNCT bracis-33606 138 12 structured structure VERB bracis-33606 138 13 version version NOUN bracis-33606 138 14 , , PUNCT bracis-33606 138 15 meeting meet VERB bracis-33606 138 16 the the DET bracis-33606 138 17 evaluation evaluation NOUN bracis-33606 138 18 criteria criterion NOUN bracis-33606 138 19 with with ADP bracis-33606 138 20 the the DET bracis-33606 138 21 highest high ADJ bracis-33606 138 22 clarity clarity NOUN bracis-33606 138 23 , , PUNCT bracis-33606 138 24 detail detail NOUN bracis-33606 138 25 , , PUNCT bracis-33606 138 26 and and CCONJ bracis-33606 138 27 comprehensiveness comprehensiveness NOUN bracis-33606 138 28 . . PUNCT bracis-33606 139 1 despite despite SCONJ bracis-33606 139 2 being be AUX bracis-33606 139 3 tested test VERB bracis-33606 139 4 in in ADP bracis-33606 139 5 a a DET bracis-33606 139 6 specific specific ADJ bracis-33606 139 7 context context NOUN bracis-33606 139 8 of of ADP bracis-33606 139 9 civil civil ADJ bracis-33606 139 10 courts court NOUN bracis-33606 139 11 in in ADP bracis-33606 139 12 ceará ceará NOUN bracis-33606 139 13 , , PUNCT bracis-33606 139 14 v3 v3 PROPN bracis-33606 139 15 was be AUX bracis-33606 139 16 recognized recognize VERB bracis-33606 139 17 for for ADP bracis-33606 139 18 its its PRON bracis-33606 139 19 superior superior ADJ bracis-33606 139 20 performance performance NOUN bracis-33606 139 21 . . PUNCT bracis-33606 140 1 no no DET bracis-33606 140 2 hallucinations hallucination NOUN bracis-33606 140 3 were be AUX bracis-33606 140 4 detected detect VERB bracis-33606 140 5 , , PUNCT bracis-33606 140 6 but but CCONJ bracis-33606 140 7 human human ADJ bracis-33606 140 8 review review NOUN bracis-33606 140 9 remains remain VERB bracis-33606 140 10 essential essential ADJ bracis-33606 140 11 for for ADP bracis-33606 140 12 such such ADJ bracis-33606 140 13 tasks task NOUN bracis-33606 140 14 . . PUNCT bracis-33606 141 1 5 5 NUM bracis-33606 141 2 conclusion conclusion NOUN bracis-33606 141 3 the the DET bracis-33606 141 4 integration integration NOUN bracis-33606 141 5 of of ADP bracis-33606 141 6 prompt prompt ADJ bracis-33606 141 7 engineering engineering NOUN bracis-33606 141 8 principles principle NOUN bracis-33606 141 9 , , PUNCT bracis-33606 141 10 such such ADJ bracis-33606 141 11 as as ADP bracis-33606 141 12 the the DET bracis-33606 141 13 chain chain NOUN bracis-33606 141 14 of of ADP bracis-33606 141 15 density density NOUN bracis-33606 141 16 and and CCONJ bracis-33606 141 17 the the DET bracis-33606 141 18 co co ADJ bracis-33606 141 19 - - ADJ bracis-33606 141 20 star star ADJ bracis-33606 141 21 framework framework NOUN bracis-33606 141 22 , , PUNCT bracis-33606 141 23 along along ADP bracis-33606 141 24 with with ADP bracis-33606 141 25 domain domain NOUN bracis-33606 141 26 knowledge knowledge NOUN bracis-33606 141 27 , , PUNCT bracis-33606 141 28 has have AUX bracis-33606 141 29 led lead VERB bracis-33606 141 30 to to ADP bracis-33606 141 31 the the DET bracis-33606 141 32 creation creation NOUN bracis-33606 141 33 of of ADP bracis-33606 141 34 more more ADV bracis-33606 141 35 comprehensible comprehensible ADJ bracis-33606 141 36 and and CCONJ bracis-33606 141 37 useful useful ADJ bracis-33606 141 38 summaries summary NOUN bracis-33606 141 39 for for ADP bracis-33606 141 40 legal legal ADJ bracis-33606 141 41 experts expert NOUN bracis-33606 141 42 . . PUNCT bracis-33606 142 1 these these DET bracis-33606 142 2 methods method NOUN bracis-33606 142 3 emphasize emphasize VERB bracis-33606 142 4 the the DET bracis-33606 142 5 importance importance NOUN bracis-33606 142 6 of of ADP bracis-33606 142 7 essential essential ADJ bracis-33606 142 8 elements element NOUN bracis-33606 142 9 in in ADP bracis-33606 142 10 the the DET bracis-33606 142 11 process process NOUN bracis-33606 142 12 report report NOUN bracis-33606 142 13 and and CCONJ bracis-33606 142 14 the the DET bracis-33606 142 15 manner manner NOUN bracis-33606 142 16 , , PUNCT bracis-33606 142 17 especially especially ADV bracis-33606 142 18 the the DET bracis-33606 142 19 order order NOUN bracis-33606 142 20 , , PUNCT bracis-33606 142 21 in in ADP bracis-33606 142 22 which which PRON bracis-33606 142 23 the the DET bracis-33606 142 24 report report NOUN bracis-33606 142 25 should should AUX bracis-33606 142 26 be be AUX bracis-33606 142 27 generated generate VERB bracis-33606 142 28 , , PUNCT bracis-33606 142 29 effectively effectively ADV bracis-33606 142 30 meeting meet VERB bracis-33606 142 31 the the DET bracis-33606 142 32 needs need NOUN bracis-33606 142 33 of of ADP bracis-33606 142 34 specialists specialist NOUN bracis-33606 142 35 in in ADP bracis-33606 142 36 the the DET bracis-33606 142 37 legal legal ADJ bracis-33606 142 38 field field NOUN bracis-33606 142 39 . . PUNCT bracis-33606 143 1 the the DET bracis-33606 143 2 combination combination NOUN bracis-33606 143 3 of of ADP bracis-33606 143 4 generic generic ADJ bracis-33606 143 5 in in ADP bracis-33606 143 6 - - PUNCT bracis-33606 143 7 context context NOUN bracis-33606 143 8 learning learning NOUN bracis-33606 143 9 techniques technique NOUN bracis-33606 143 10 with with ADP bracis-33606 143 11 domain domain NOUN bracis-33606 143 12 - - PUNCT bracis-33606 143 13 specific specific ADJ bracis-33606 143 14 knowledge knowledge NOUN bracis-33606 143 15 has have AUX bracis-33606 143 16 proven prove VERB bracis-33606 143 17 essential essential ADJ bracis-33606 143 18 for for ADP bracis-33606 143 19 automatically automatically ADV bracis-33606 143 20 generating generate VERB bracis-33606 143 21 the the DET bracis-33606 143 22 process process NOUN bracis-33606 143 23 report report NOUN bracis-33606 143 24 . . PUNCT bracis-33606 144 1 this this DET bracis-33606 144 2 application application NOUN bracis-33606 144 3 has have VERB bracis-33606 144 4 significant significant ADJ bracis-33606 144 5 social social ADJ bracis-33606 144 6 implications implication NOUN bracis-33606 144 7 , , PUNCT bracis-33606 144 8 as as SCONJ bracis-33606 144 9 it it PRON bracis-33606 144 10 reliably reliably ADV bracis-33606 144 11 accelerates accelerate VERB bracis-33606 144 12 a a DET bracis-33606 144 13 crucial crucial ADJ bracis-33606 144 14 stage stage NOUN bracis-33606 144 15 of of ADP bracis-33606 144 16 the the DET bracis-33606 144 17 judicial judicial ADJ bracis-33606 144 18 process process NOUN bracis-33606 144 19 . . PUNCT bracis-33606 145 1 although although SCONJ bracis-33606 145 2 we we PRON bracis-33606 145 3 focused focus VERB bracis-33606 145 4 on on ADP bracis-33606 145 5 a a DET bracis-33606 145 6 specific specific ADJ bracis-33606 145 7 type type NOUN bracis-33606 145 8 of of ADP bracis-33606 145 9 summary summary NOUN bracis-33606 145 10 , , PUNCT bracis-33606 145 11 the the DET bracis-33606 145 12 generic generic ADJ bracis-33606 145 13 nature nature NOUN bracis-33606 145 14 of of ADP bracis-33606 145 15 the the DET bracis-33606 145 16 process process NOUN bracis-33606 145 17 report report NOUN bracis-33606 145 18 , , PUNCT bracis-33606 145 19 which which PRON bracis-33606 145 20 involves involve VERB bracis-33606 145 21 various various ADJ bracis-33606 145 22 elements element NOUN bracis-33606 145 23 , , PUNCT bracis-33606 145 24 suggests suggest VERB bracis-33606 145 25 that that SCONJ bracis-33606 145 26 our our PRON bracis-33606 145 27 approach approach NOUN bracis-33606 145 28 is be AUX bracis-33606 145 29 broadly broadly ADV bracis-33606 145 30 applicable applicable ADJ bracis-33606 145 31 to to ADP bracis-33606 145 32 other other ADJ bracis-33606 145 33 types type NOUN bracis-33606 145 34 of of ADP bracis-33606 145 35 legal legal ADJ bracis-33606 145 36 document document NOUN bracis-33606 145 37 summaries summary NOUN bracis-33606 145 38 . . PUNCT bracis-33606 146 1 further further ADJ bracis-33606 146 2 investigation investigation NOUN bracis-33606 146 3 in in ADP bracis-33606 146 4 this this DET bracis-33606 146 5 area area NOUN bracis-33606 146 6 is be AUX bracis-33606 146 7 warranted warrant VERB bracis-33606 146 8 . . PUNCT bracis-33606 147 1 quantitative quantitative ADJ bracis-33606 147 2 metrics metric NOUN bracis-33606 147 3 for for ADP bracis-33606 147 4 evaluating evaluate VERB bracis-33606 147 5 legal legal ADJ bracis-33606 147 6 summaries summary NOUN bracis-33606 147 7 remain remain VERB bracis-33606 147 8 limited limited ADJ bracis-33606 147 9 . . PUNCT bracis-33606 148 1 expert expert NOUN bracis-33606 148 2 - - PUNCT bracis-33606 148 3 created create VERB bracis-33606 148 4 questionnaires questionnaire NOUN bracis-33606 148 5 and and CCONJ bracis-33606 148 6 large large ADJ bracis-33606 148 7 - - PUNCT bracis-33606 148 8 scale scale NOUN bracis-33606 148 9 validations validation NOUN bracis-33606 148 10 using use VERB bracis-33606 148 11 gpt gpt NOUN bracis-33606 148 12 models model NOUN bracis-33606 148 13 present present VERB bracis-33606 148 14 a a DET bracis-33606 148 15 promising promising ADJ bracis-33606 148 16 alternative alternative NOUN bracis-33606 148 17 for for ADP bracis-33606 148 18 the the DET bracis-33606 148 19 qualitative qualitative ADJ bracis-33606 148 20 and and CCONJ bracis-33606 148 21 quantitative quantitative ADJ bracis-33606 148 22 evaluation evaluation NOUN bracis-33606 148 23 of of ADP bracis-33606 148 24 different different ADJ bracis-33606 148 25 approaches approach NOUN bracis-33606 148 26 . . PUNCT bracis-33606 149 1 finally finally ADV bracis-33606 149 2 , , PUNCT bracis-33606 149 3 it it PRON bracis-33606 149 4 is be AUX bracis-33606 149 5 worth worth ADJ bracis-33606 149 6 highlighting highlight VERB bracis-33606 149 7 the the DET bracis-33606 149 8 practical practical ADJ bracis-33606 149 9 viability viability NOUN bracis-33606 149 10 of of ADP bracis-33606 149 11 sara sara PROPN bracis-33606 149 12 , , PUNCT bracis-33606 149 13 which which PRON bracis-33606 149 14 is be AUX bracis-33606 149 15 already already ADV bracis-33606 149 16 in in ADP bracis-33606 149 17 use use NOUN bracis-33606 149 18 by by ADP bracis-33606 149 19 magistrates magistrate NOUN bracis-33606 149 20 in in ADP bracis-33606 149 21 a a DET bracis-33606 149 22 major major ADJ bracis-33606 149 23 brazilian brazilian ADJ bracis-33606 149 24 court court NOUN bracis-33606 149 25 , , PUNCT bracis-33606 149 26 significantly significantly ADV bracis-33606 149 27 contributing contribute VERB bracis-33606 149 28 to to ADP bracis-33606 149 29 the the DET bracis-33606 149 30 streamlining streamlining NOUN bracis-33606 149 31 of of ADP bracis-33606 149 32 national national ADJ bracis-33606 149 33 justice justice PROPN bracis-33606 149 34 . . PUNCT bracis-33606 150 1 the the DET bracis-33606 150 2 deployment deployment NOUN bracis-33606 150 3 of of ADP bracis-33606 150 4 sara sara NOUN bracis-33606 150 5 in in ADP bracis-33606 150 6 a a DET bracis-33606 150 7 real real ADJ bracis-33606 150 8 - - PUNCT bracis-33606 150 9 world world NOUN bracis-33606 150 10 judicial judicial ADJ bracis-33606 150 11 setting setting NOUN bracis-33606 150 12 underscores underscore VERB bracis-33606 150 13 its its PRON bracis-33606 150 14 robustness robustness NOUN bracis-33606 150 15 and and CCONJ bracis-33606 150 16 adaptability adaptability NOUN bracis-33606 150 17 to to ADP bracis-33606 150 18 the the DET bracis-33606 150 19 complex complex ADJ bracis-33606 150 20 requirements requirement NOUN bracis-33606 150 21 of of ADP bracis-33606 150 22 legal legal ADJ bracis-33606 150 23 processes process NOUN bracis-33606 150 24 . . PUNCT bracis-33606 151 1 by by ADP bracis-33606 151 2 automating automate VERB bracis-33606 151 3 the the DET bracis-33606 151 4 generation generation NOUN bracis-33606 151 5 of of ADP bracis-33606 151 6 process process NOUN bracis-33606 151 7 reports report NOUN bracis-33606 151 8 , , PUNCT bracis-33606 151 9 sara sara NOUN bracis-33606 151 10 not not PART bracis-33606 151 11 only only ADV bracis-33606 151 12 reduces reduce VERB bracis-33606 151 13 the the DET bracis-33606 151 14 time time NOUN bracis-33606 151 15 and and CCONJ bracis-33606 151 16 effort effort NOUN bracis-33606 151 17 required require VERB bracis-33606 151 18 by by ADP bracis-33606 151 19 legal legal ADJ bracis-33606 151 20 professionals professional NOUN bracis-33606 151 21 but but CCONJ bracis-33606 151 22 also also ADV bracis-33606 151 23 enhances enhance VERB bracis-33606 151 24 the the DET bracis-33606 151 25 consistency consistency NOUN bracis-33606 151 26 and and CCONJ bracis-33606 151 27 accuracy accuracy NOUN bracis-33606 151 28 of of ADP bracis-33606 151 29 the the DET bracis-33606 151 30 reports report NOUN bracis-33606 151 31 , , PUNCT bracis-33606 151 32 ensuring ensure VERB bracis-33606 151 33 that that SCONJ bracis-33606 151 34 essential essential ADJ bracis-33606 151 35 details detail NOUN bracis-33606 151 36 are be AUX bracis-33606 151 37 systematically systematically ADV bracis-33606 151 38 captured capture VERB bracis-33606 151 39 and and CCONJ bracis-33606 151 40 presented present VERB bracis-33606 151 41 . . PUNCT bracis-33606 152 1 the the DET bracis-33606 152 2 successful successful ADJ bracis-33606 152 3 implementation implementation NOUN bracis-33606 152 4 of of ADP bracis-33606 152 5 sara sara NOUN bracis-33606 152 6 demonstrates demonstrate VERB bracis-33606 152 7 its its PRON bracis-33606 152 8 potential potential NOUN bracis-33606 152 9 to to PART bracis-33606 152 10 be be AUX bracis-33606 152 11 scaled scale VERB bracis-33606 152 12 and and CCONJ bracis-33606 152 13 adapted adapt VERB bracis-33606 152 14 for for ADP bracis-33606 152 15 use use NOUN bracis-33606 152 16 in in ADP bracis-33606 152 17 other other ADJ bracis-33606 152 18 courts court NOUN bracis-33606 152 19 across across ADP bracis-33606 152 20 different different ADJ bracis-33606 152 21 jurisdictions jurisdiction NOUN bracis-33606 152 22 , , PUNCT bracis-33606 152 23 further far ADV bracis-33606 152 24 amplifying amplify VERB bracis-33606 152 25 its its PRON bracis-33606 152 26 impact impact NOUN bracis-33606 152 27 on on ADP bracis-33606 152 28 the the DET bracis-33606 152 29 judicial judicial ADJ bracis-33606 152 30 system system NOUN bracis-33606 152 31 . . PUNCT bracis-33606 153 1 as as SCONJ bracis-33606 153 2 courts court NOUN bracis-33606 153 3 globally globally ADV bracis-33606 153 4 face face VERB bracis-33606 153 5 increasing increase VERB bracis-33606 153 6 caseloads caseload NOUN bracis-33606 153 7 and and CCONJ bracis-33606 153 8 the the DET bracis-33606 153 9 pressure pressure NOUN bracis-33606 153 10 to to PART bracis-33606 153 11 expedite expedite VERB bracis-33606 153 12 legal legal ADJ bracis-33606 153 13 proceedings proceeding NOUN bracis-33606 153 14 , , PUNCT bracis-33606 153 15 tools tool NOUN bracis-33606 153 16 like like ADP bracis-33606 153 17 sara sara PROPN bracis-33606 153 18 offer offer VERB bracis-33606 153 19 a a DET bracis-33606 153 20 viable viable ADJ bracis-33606 153 21 solution solution NOUN bracis-33606 153 22 to to ADP bracis-33606 153 23 these these DET bracis-33606 153 24 challenges challenge NOUN bracis-33606 153 25 by by ADP bracis-33606 153 26 providing provide VERB bracis-33606 153 27 a a DET bracis-33606 153 28 reliable reliable ADJ bracis-33606 153 29 , , PUNCT bracis-33606 153 30 efficient efficient ADJ bracis-33606 153 31 , , PUNCT bracis-33606 153 32 and and CCONJ bracis-33606 153 33 standardized standardized ADJ bracis-33606 153 34 method method NOUN bracis-33606 153 35 for for ADP bracis-33606 153 36 handling handle VERB bracis-33606 153 37 procedural procedural ADJ bracis-33606 153 38 documentation documentation NOUN bracis-33606 153 39 . . PUNCT bracis-33606 154 1 as as SCONJ bracis-33606 154 2 sara sara PROPN bracis-33606 154 3 continues continue VERB bracis-33606 154 4 to to PART bracis-33606 154 5 be be AUX bracis-33606 154 6 refined refine VERB bracis-33606 154 7 and and CCONJ bracis-33606 154 8 expanded expand VERB bracis-33606 154 9 , , PUNCT bracis-33606 154 10 its its PRON bracis-33606 154 11 role role NOUN bracis-33606 154 12 in in ADP bracis-33606 154 13 the the DET bracis-33606 154 14 judicial judicial ADJ bracis-33606 154 15 process process NOUN bracis-33606 154 16 could could AUX bracis-33606 154 17 extend extend VERB bracis-33606 154 18 beyond beyond ADP bracis-33606 154 19 report report NOUN bracis-33606 154 20 generation generation NOUN bracis-33606 154 21 to to PART bracis-33606 154 22 encompass encompass VERB bracis-33606 154 23 other other ADJ bracis-33606 154 24 aspects aspect NOUN bracis-33606 154 25 of of ADP bracis-33606 154 26 legal legal ADJ bracis-33606 154 27 document document NOUN bracis-33606 154 28 management management NOUN bracis-33606 154 29 and and CCONJ bracis-33606 154 30 analysis analysis NOUN bracis-33606 154 31 . . PUNCT bracis-33606 155 1 the the DET bracis-33606 155 2 ongoing ongoing ADJ bracis-33606 155 3 development development NOUN bracis-33606 155 4 and and CCONJ bracis-33606 155 5 integration integration NOUN bracis-33606 155 6 of of ADP bracis-33606 155 7 such such ADJ bracis-33606 155 8 ai ai NOUN bracis-33606 155 9 - - PUNCT bracis-33606 155 10 driven drive VERB bracis-33606 155 11 tools tool NOUN bracis-33606 155 12 represent represent VERB bracis-33606 155 13 a a DET bracis-33606 155 14 transformative transformative ADJ bracis-33606 155 15 step step NOUN bracis-33606 155 16 toward toward ADP bracis-33606 155 17 a a DET bracis-33606 155 18 more more ADV bracis-33606 155 19 modern modern ADJ bracis-33606 155 20 , , PUNCT bracis-33606 155 21 efficient efficient ADJ bracis-33606 155 22 , , PUNCT bracis-33606 155 23 and and CCONJ bracis-33606 155 24 accessible accessible ADJ bracis-33606 155 25 judicial judicial ADJ bracis-33606 155 26 system system NOUN bracis-33606 155 27 , , PUNCT bracis-33606 155 28 ultimately ultimately ADV bracis-33606 155 29 benefiting benefit VERB bracis-33606 155 30 legal legal ADJ bracis-33606 155 31 professionals professional NOUN bracis-33606 155 32 , , PUNCT bracis-33606 155 33 litigants litigant NOUN bracis-33606 155 34 , , PUNCT bracis-33606 155 35 and and CCONJ bracis-33606 155 36 society society NOUN bracis-33606 155 37 as as ADP bracis-33606 155 38 a a DET bracis-33606 155 39 whole whole NOUN bracis-33606 155 40 . . PUNCT bracis-33606 156 1 references reference NOUN bracis-33606 156 2 openai openai VERB bracis-33606 156 3 . . PUNCT bracis-33606 157 1 hello hello INTJ bracis-33606 157 2 gpt-4o gpt-4o PROPN bracis-33606 157 3 . . PUNCT bracis-33606 158 1 disponível disponível VERB bracis-33606 158 2 em em PRON bracis-33606 158 3 : : PUNCT bracis-33606 158 4 https://openai.com/index/hello-gpt-4o/. https://openai.com/index/hello-gpt-4o/. NOUN bracis-33606 158 5 acesso acesso VERB bracis-33606 158 6 em em PRON bracis-33606 158 7 : : PUNCT bracis-33606 158 8 30 30 NUM bracis-33606 158 9 june june PROPN bracis-33606 158 10 2024 2024 NUM bracis-33606 158 11 adams adams PROPN bracis-33606 158 12 , , PUNCT bracis-33606 158 13 g. g. PROPN bracis-33606 158 14 , , PUNCT bracis-33606 158 15 fabbri fabbri NOUN bracis-33606 158 16 , , PUNCT bracis-33606 158 17 a. a. NOUN bracis-33606 158 18 , , PUNCT bracis-33606 158 19 ladhak ladhak PROPN bracis-33606 158 20 , , PUNCT bracis-33606 158 21 f. f. PROPN bracis-33606 158 22 , , PUNCT bracis-33606 158 23 lehman lehman PROPN bracis-33606 158 24 , , PUNCT bracis-33606 158 25 e. e. PROPN bracis-33606 158 26 , , PUNCT bracis-33606 158 27 elhadad elhadad PROPN bracis-33606 158 28 , , PUNCT bracis-33606 158 29 n. n. NOUN bracis-33606 158 30 : : PUNCT bracis-33606 158 31 from from ADP bracis-33606 158 32 sparse sparse ADJ bracis-33606 158 33 to to AUX bracis-33606 158 34 dense dense ADJ bracis-33606 158 35 : : PUNCT bracis-33606 158 36 gpt-4 gpt-4 NUM bracis-33606 158 37 summarization summarization NOUN bracis-33606 158 38 with with ADP bracis-33606 158 39 chain chain NOUN bracis-33606 158 40 of of ADP bracis-33606 158 41 density density NOUN bracis-33606 158 42 prompting prompt VERB bracis-33606 158 43 . . PUNCT bracis-33606 159 1 in in ADP bracis-33606 159 2 : : PUNCT bracis-33606 159 3 proceedings proceeding NOUN bracis-33606 159 4 of of ADP bracis-33606 159 5 the the DET bracis-33606 159 6 4th 4th ADJ bracis-33606 159 7 new new ADJ bracis-33606 159 8 frontiers frontier NOUN bracis-33606 159 9 in in ADP bracis-33606 159 10 summarization summarization NOUN bracis-33606 159 11 workshop workshop NOUN bracis-33606 159 12 . . PUNCT bracis-33606 160 1 association association NOUN bracis-33606 160 2 for for ADP bracis-33606 160 3 computational computational ADJ bracis-33606 160 4 linguistics linguistic NOUN bracis-33606 160 5 ( ( PUNCT bracis-33606 160 6 2023 2023 NUM bracis-33606 160 7 ) ) PUNCT bracis-33606 160 8 . . PUNCT bracis-33606 161 1 disponível disponível VERB bracis-33606 161 2 em em PRON bracis-33606 161 3 : : PUNCT bracis-33606 161 4 https://aclanthology.org/2023.propor-1.33 https://aclanthology.org/2023.propor-1.33 PROPN bracis-33606 161 5 . . PUNCT bracis-33606 161 6 acesso acesso PROPN bracis-33606 161 7 em em PRON bracis-33606 161 8 : : PUNCT bracis-33606 161 9 1 1 NUM bracis-33606 161 10 set set NOUN bracis-33606 161 11 . . PUNCT bracis-33606 162 1 2024 2024 NUM bracis-33606 162 2 gunawan gunawan X bracis-33606 162 3 , , PUNCT bracis-33606 162 4 a. a. NOUN bracis-33606 162 5 : : PUNCT bracis-33606 162 6 how how SCONJ bracis-33606 162 7 i i PRON bracis-33606 162 8 won win VERB bracis-33606 162 9 singapore singapore PROPN bracis-33606 162 10 ’s ’s PART bracis-33606 162 11 gpt-4 gpt-4 PART bracis-33606 162 12 prompt prompt ADJ bracis-33606 162 13 engineering engineering NOUN bracis-33606 162 14 competition competition NOUN bracis-33606 162 15 . . PUNCT bracis-33606 163 1 disponível disponível VERB bracis-33606 163 2 em em PRON bracis-33606 163 3 : : PUNCT bracis-33606 163 4 https://towardsdatascience.com/how-i-won-singapores-gpt-4-prompt-engineering-competition-34c195a93d41 https://towardsdatascience.com/how-i-won-singapores-gpt-4-prompt-engineering-competition-34c195a93d41 PROPN bracis-33606 163 5 . . PUNCT bracis-33606 164 1 acesso acesso PROPN bracis-33606 164 2 em em PRON bracis-33606 164 3 : : PUNCT bracis-33606 164 4 30 30 NUM bracis-33606 164 5 june june PROPN bracis-33606 164 6 2024 2024 NUM bracis-33606 164 7 dias dias PROPN bracis-33606 164 8 , , PUNCT bracis-33606 164 9 p. p. NOUN bracis-33606 164 10 , , PUNCT bracis-33606 164 11 mendes mende NOUN bracis-33606 164 12 , , PUNCT bracis-33606 164 13 a. a. NOUN bracis-33606 164 14 , , PUNCT bracis-33606 164 15 martins martin NOUN bracis-33606 164 16 , , PUNCT bracis-33606 164 17 a.f.t a.f.t NOUN bracis-33606 164 18 . . PUNCT bracis-33606 164 19 : : PUNCT bracis-33606 165 1 improving improve VERB bracis-33606 165 2 abstractive abstractive ADJ bracis-33606 165 3 summarization summarization NOUN bracis-33606 165 4 with with ADP bracis-33606 165 5 energy energy NOUN bracis-33606 165 6 - - PUNCT bracis-33606 165 7 based base VERB bracis-33606 165 8 re re NOUN bracis-33606 165 9 - - ADJ bracis-33606 165 10 ranking ranking ADJ bracis-33606 165 11 . . PUNCT bracis-33606 166 1 arxiv arxiv PROPN bracis-33606 166 2 ( ( PUNCT bracis-33606 166 3 2022 2022 NUM bracis-33606 166 4 ) ) PUNCT bracis-33606 166 5 . . PUNCT bracis-33606 167 1 https://doi.org/10.48550/arxiv.2210.15553 https://doi.org/10.48550/arxiv.2210.15553 PROPN bracis-33606 167 2 ibm ibm PROPN bracis-33606 167 3 . . PUNCT bracis-33606 167 4 : : PUNCT bracis-33606 168 1 engenharia engenharia PROPN bracis-33606 168 2 de de X bracis-33606 168 3 prompts prompt NOUN bracis-33606 168 4 : : PUNCT bracis-33606 168 5 a a DET bracis-33606 168 6 arte arte PROPN bracis-33606 168 7 de de PROPN bracis-33606 168 8 fazer fazer PROPN bracis-33606 168 9 perguntas perguntas PROPN bracis-33606 168 10 a a DET bracis-33606 168 11 ia ia PROPN bracis-33606 168 12 . . PROPN bracis-33606 168 13 ibm ibm PROPN bracis-33606 168 14 ( ( PUNCT bracis-33606 168 15 2023 2023 NUM bracis-33606 168 16 ) ) PUNCT bracis-33606 168 17 . . PUNCT bracis-33606 169 1 disponível disponível VERB bracis-33606 169 2 em em PRON bracis-33606 169 3 : : PUNCT bracis-33606 169 4 https://www.ibm.com/br-pt/topics/prompt-engineering https://www.ibm.com/br-pt/topics/prompt-engineere VERB bracis-33606 169 5 . . PUNCT bracis-33606 170 1 acesso acesso PROPN bracis-33606 170 2 em em PRON bracis-33606 170 3 : : PUNCT bracis-33606 170 4 24 24 NUM bracis-33606 170 5 june june PROPN bracis-33606 170 6 2024 2024 NUM bracis-33606 170 7 liu liu PROPN bracis-33606 170 8 , , PUNCT bracis-33606 170 9 y. y. PROPN bracis-33606 170 10 , , PUNCT bracis-33606 170 11 iter iter PROPN bracis-33606 170 12 , , PUNCT bracis-33606 170 13 d. d. PROPN bracis-33606 170 14 , , PUNCT bracis-33606 170 15 xu xu PROPN bracis-33606 170 16 , , PUNCT bracis-33606 170 17 y. y. PROPN bracis-33606 170 18 , , PUNCT bracis-33606 170 19 wang wang PROPN bracis-33606 170 20 , , PUNCT bracis-33606 170 21 s. s. PROPN bracis-33606 170 22 , , PUNCT bracis-33606 170 23 xu xu PROPN bracis-33606 170 24 , , PUNCT bracis-33606 170 25 r. r. PROPN bracis-33606 170 26 , , PUNCT bracis-33606 170 27 zhu zhu PROPN bracis-33606 170 28 , , PUNCT bracis-33606 170 29 c. c. PROPN bracis-33606 170 30 : : PUNCT bracis-33606 170 31 g g NOUN bracis-33606 170 32 - - PUNCT bracis-33606 170 33 eval eval NOUN bracis-33606 170 34 : : PUNCT bracis-33606 170 35 nlg nlg NOUN bracis-33606 170 36 evaluation evaluation NOUN bracis-33606 170 37 using use VERB bracis-33606 170 38 gpt-4 gpt-4 NOUN bracis-33606 170 39 with with ADP bracis-33606 170 40 better well ADJ bracis-33606 170 41 human human ADJ bracis-33606 170 42 alignment alignment NOUN bracis-33606 170 43 . . PUNCT bracis-33606 171 1 arxiv arxiv NOUN bracis-33606 171 2 ( ( PUNCT bracis-33606 171 3 2023 2023 NUM bracis-33606 171 4 ) ) PUNCT bracis-33606 171 5 . . PUNCT bracis-33606 172 1 https://doi.org/10.48550/arxiv.2303.16634 https://doi.org/10.48550/arxiv.2303.16634 PROPN bracis-33606 172 2 heilmann heilmann PROPN bracis-33606 172 3 , , PUNCT bracis-33606 172 4 c.m c.m PROPN bracis-33606 172 5 . . PUNCT bracis-33606 172 6 : : PUNCT bracis-33606 172 7 text text NOUN bracis-33606 172 8 summarization summarization NOUN bracis-33606 172 9 of of ADP bracis-33606 172 10 legal legal ADJ bracis-33606 172 11 documents document NOUN bracis-33606 172 12 using use VERB bracis-33606 172 13 reinforcement reinforcement NOUN bracis-33606 172 14 learning learning NOUN bracis-33606 172 15 : : PUNCT bracis-33606 172 16 a a DET bracis-33606 172 17 study study NOUN bracis-33606 172 18 , , PUNCT bracis-33606 172 19 pp pp ADV bracis-33606 172 20 . . PUNCT bracis-33606 173 1 403–414 403–414 NUM bracis-33606 173 2 ( ( PUNCT bracis-33606 173 3 2021 2021 NUM bracis-33606 173 4 ) ) PUNCT bracis-33606 173 5 . . PUNCT bracis-33606 174 1 https://doi.org/10.1007/978-981-19-2894-9_30 https://doi.org/10.1007/978-981-19-2894-9_30 PRON bracis-33606 174 2 kanapala kanapala PROPN bracis-33606 174 3 , , PUNCT bracis-33606 174 4 a. a. NOUN bracis-33606 174 5 , , PUNCT bracis-33606 174 6 pal pal NOUN bracis-33606 174 7 , , PUNCT bracis-33606 174 8 s. s. PROPN bracis-33606 174 9 , , PUNCT bracis-33606 174 10 pamula pamula NOUN bracis-33606 174 11 , , PUNCT bracis-33606 174 12 r. r. PROPN bracis-33606 174 13 : : PUNCT bracis-33606 174 14 text text NOUN bracis-33606 174 15 summarization summarization NOUN bracis-33606 174 16 from from ADP bracis-33606 174 17 legal legal ADJ bracis-33606 174 18 documents document NOUN bracis-33606 174 19 : : PUNCT bracis-33606 174 20 a a DET bracis-33606 174 21 survey survey NOUN bracis-33606 174 22 . . PUNCT bracis-33606 175 1 artif artif INTJ bracis-33606 175 2 . . PUNCT bracis-33606 176 1 intell intell PROPN bracis-33606 176 2 . . PUNCT bracis-33606 177 1 rev rev PROPN bracis-33606 177 2 . . PROPN bracis-33606 178 1 51(3 51(3 NUM bracis-33606 178 2 ) ) PUNCT bracis-33606 178 3 , , PUNCT bracis-33606 179 1 371–402 371–402 NUM bracis-33606 179 2 ( ( PUNCT bracis-33606 179 3 2017 2017 NUM bracis-33606 179 4 ) ) PUNCT bracis-33606 179 5 . . PUNCT bracis-33606 180 1 https://doi.org/10.1007/s10462-017-9566-2 https://doi.org/10.1007/s10462-017-9566-2 PROPN bracis-33606 180 2 article article PROPN bracis-33606 180 3     SPACE bracis-33606 180 4 google google PROPN bracis-33606 180 5 scholar scholar NOUN bracis-33606 180 6     SPACE bracis-33606 180 7 elaraby elaraby PROPN bracis-33606 180 8 , , PUNCT bracis-33606 180 9 m. m. NOUN bracis-33606 180 10 , , PUNCT bracis-33606 180 11 litman litman NOUN bracis-33606 180 12 , , PUNCT bracis-33606 180 13 d.j d.j PROPN bracis-33606 180 14 . . PROPN bracis-33606 180 15 : : PUNCT bracis-33606 181 1 arglegalsumm arglegalsumm ADJ bracis-33606 181 2 : : PUNCT bracis-33606 181 3 improving improve VERB bracis-33606 181 4 abstractive abstractive ADJ bracis-33606 181 5 summarization summarization NOUN bracis-33606 181 6 of of ADP bracis-33606 181 7 legal legal ADJ bracis-33606 181 8 documents document NOUN bracis-33606 181 9 with with ADP bracis-33606 181 10 argument argument NOUN bracis-33606 181 11 mining mining NOUN bracis-33606 181 12 . . PUNCT bracis-33606 182 1 arxiv arxiv PROPN bracis-33606 182 2 , , PUNCT bracis-33606 182 3 ( ( PUNCT bracis-33606 182 4 2022 2022 NUM bracis-33606 182 5 ) ) PUNCT bracis-33606 182 6 . . PUNCT bracis-33606 183 1 http://arxiv.org/abs/2209.0165010.48550/arxiv.2209.01650 http://arxiv.org/abs/2209.0165010.48550/arxiv.2209.01650 PRON bracis-33606 183 2 bhattacharya bhattacharya PROPN bracis-33606 183 3 , , PUNCT bracis-33606 183 4 p. p. NOUN bracis-33606 183 5 , , PUNCT bracis-33606 183 6 poddar poddar ADV bracis-33606 183 7 , , PUNCT bracis-33606 183 8 s. s. PROPN bracis-33606 183 9 , , PUNCT bracis-33606 183 10 rudra rudra PROPN bracis-33606 183 11 , , PUNCT bracis-33606 183 12 k. k. PROPN bracis-33606 183 13 , , PUNCT bracis-33606 183 14 ghosh ghosh PROPN bracis-33606 183 15 , , PUNCT bracis-33606 183 16 k. k. PROPN bracis-33606 183 17 , , PUNCT bracis-33606 183 18 ghosh ghosh PROPN bracis-33606 183 19 , , PUNCT bracis-33606 183 20 s. s. PROPN bracis-33606 183 21 : : PUNCT bracis-33606 183 22 incorporating incorporate VERB bracis-33606 183 23 domain domain NOUN bracis-33606 183 24 knowledge knowledge NOUN bracis-33606 183 25 for for ADP bracis-33606 183 26 extractive extractive ADJ bracis-33606 183 27 summarization summarization NOUN bracis-33606 183 28 of of ADP bracis-33606 183 29 legal legal ADJ bracis-33606 183 30 case case NOUN bracis-33606 183 31 documents document NOUN bracis-33606 183 32 . . PUNCT bracis-33606 184 1 arxiv arxiv NOUN bracis-33606 184 2 ( ( PUNCT bracis-33606 184 3 2021 2021 NUM bracis-33606 184 4 ) ) PUNCT bracis-33606 184 5 . . PUNCT bracis-33606 185 1 disponível disponível VERB bracis-33606 185 2 em em PRON bracis-33606 186 1 : : PUNCT bracis-33606 186 2 2209.01650 2209.01650 PROPN bracis-33606 186 3 . . PUNCT bracis-33606 186 4 acesso acesso PROPN bracis-33606 186 5 em em PRON bracis-33606 186 6 : : PUNCT bracis-33606 186 7 30 30 NUM bracis-33606 186 8 june june PROPN bracis-33606 186 9 2024 2024 NUM bracis-33606 186 10 google google PROPN bracis-33606 186 11 scholar scholar NOUN bracis-33606 186 12     SPACE bracis-33606 186 13 kanapala kanapala NOUN bracis-33606 186 14 , , PUNCT bracis-33606 186 15 a. a. NOUN bracis-33606 186 16 , , PUNCT bracis-33606 186 17 jannu jannu PROPN bracis-33606 186 18 , , PUNCT bracis-33606 186 19 s. s. PROPN bracis-33606 186 20 , , PUNCT bracis-33606 186 21 pamula pamula NOUN bracis-33606 186 22 , , PUNCT bracis-33606 186 23 r. r. PROPN bracis-33606 186 24 : : PUNCT bracis-33606 186 25 summarization summarization NOUN bracis-33606 186 26 of of ADP bracis-33606 186 27 legal legal ADJ bracis-33606 186 28 judgments judgment NOUN bracis-33606 186 29 using use VERB bracis-33606 186 30 gravitational gravitational ADJ bracis-33606 186 31 search search NOUN bracis-33606 186 32 algorithm algorithm NOUN bracis-33606 186 33 . . PUNCT bracis-33606 187 1 neural neural ADJ bracis-33606 187 2 comput comput NOUN bracis-33606 187 3 . . PUNCT bracis-33606 188 1 appl appl PROPN bracis-33606 188 2 . . PUNCT bracis-33606 189 1 31 31 NUM bracis-33606 189 2 ( ( PUNCT bracis-33606 189 3 2019 2019 NUM bracis-33606 189 4 ) ) PUNCT bracis-33606 189 5 google google PROPN bracis-33606 189 6 scholar scholar NOUN bracis-33606 189 7     SPACE bracis-33606 189 8 conselho conselho NOUN bracis-33606 189 9 nacional nacional PROPN bracis-33606 189 10 de de X bracis-33606 189 11 justiça justiça PROPN bracis-33606 189 12 ( ( PUNCT bracis-33606 189 13 cnj cnj PROPN bracis-33606 189 14 ): ): PUNCT bracis-33606 189 15 automação automação PROPN bracis-33606 189 16 processual processual ADJ bracis-33606 189 17 amplia amplia PROPN bracis-33606 189 18 eficiência eficiência PROPN bracis-33606 189 19 de de PROPN bracis-33606 189 20 atendimentos atendimentos PROPN bracis-33606 189 21 em em PRON bracis-33606 189 22 tribunal tribunal NOUN bracis-33606 189 23 . . PUNCT bracis-33606 190 1 disponível disponível VERB bracis-33606 190 2 em em PRON bracis-33606 190 3 : : PUNCT bracis-33606 190 4 https://www.cnj.jus.br/revista-cnj-automacao-processual-amplia-eficiencia-de-atendimentos/break-em-tribunal/. https://www.cnj.jus.br/revista-cnj-automacao-processual-amplia-eficiencia-de-atendimentos/break-em-tribunal/. PROPN bracis-33606 190 5 acesso acesso VERB bracis-33606 190 6 em em PRON bracis-33606 190 7 : : PUNCT bracis-33606 190 8 30 30 NUM bracis-33606 190 9 jun jun PROPN bracis-33606 190 10 . . PROPN bracis-33606 190 11 2024 2024 NUM bracis-33606 190 12 feijó feijó NOUN bracis-33606 190 13 , , PUNCT bracis-33606 190 14 d.d.v d.d.v NOUN bracis-33606 190 15 . . PUNCT bracis-33606 190 16 : : PUNCT bracis-33606 191 1 summarizing summarize VERB bracis-33606 191 2 legal legal ADJ bracis-33606 191 3 rulings ruling NOUN bracis-33606 191 4 . . PUNCT bracis-33606 192 1 universidade universidade PROPN bracis-33606 192 2 federal federal PROPN bracis-33606 192 3 do do AUX bracis-33606 192 4 rio rio PROPN bracis-33606 192 5 grande grande PROPN bracis-33606 192 6 do do AUX bracis-33606 192 7 sul sul PROPN bracis-33606 192 8 , , PUNCT bracis-33606 192 9 instituto instituto PROPN bracis-33606 192 10 de de PROPN bracis-33606 192 11 informática informática PROPN bracis-33606 192 12 , , PUNCT bracis-33606 192 13 programa programa PROPN bracis-33606 192 14 de de PROPN bracis-33606 192 15 pós pós PROPN bracis-33606 192 16 - - PUNCT bracis-33606 192 17 graduação graduação NOUN bracis-33606 192 18 em em PRON bracis-33606 192 19 computação computação PROPN bracis-33606 192 20 . . PUNCT bracis-33606 192 21 porto porto PROPN bracis-33606 192 22 alegre alegre PROPN bracis-33606 192 23 ( ( PUNCT bracis-33606 192 24 2021 2021 NUM bracis-33606 192 25 ) ) PUNCT bracis-33606 192 26 google google NOUN bracis-33606 192 27 scholar scholar NOUN bracis-33606 192 28     SPACE bracis-33606 192 29 lins lin NOUN bracis-33606 192 30 , , PUNCT bracis-33606 192 31 a.a a.a PROPN bracis-33606 192 32 . . PROPN bracis-33606 192 33 , , PUNCT bracis-33606 192 34 carvalho carvalho PROPN bracis-33606 192 35 , , PUNCT bracis-33606 192 36 c. c. NOUN bracis-33606 192 37 , , PUNCT bracis-33606 192 38 bomfim bomfim NOUN bracis-33606 192 39 , , PUNCT bracis-33606 192 40 f.dc.j f.dc.j NOUN bracis-33606 192 41 . . PROPN bracis-33606 192 42 , , PUNCT bracis-33606 192 43 bentes bente NOUN bracis-33606 192 44 , , PUNCT bracis-33606 192 45 d.d.c d.d.c PROPN bracis-33606 192 46 . . PROPN bracis-33606 192 47 , , PUNCT bracis-33606 192 48 pinheiro pinheiro PROPN bracis-33606 192 49 , , PUNCT bracis-33606 192 50 v. v. ADV bracis-33606 192 51 : : PUNCT bracis-33606 192 52 clsjur.br clsjur.br X bracis-33606 192 53 a a DET bracis-33606 192 54 model model NOUN bracis-33606 192 55 for for ADP bracis-33606 192 56 abstractive abstractive ADJ bracis-33606 192 57 summarization summarization NOUN bracis-33606 192 58 of of ADP bracis-33606 192 59 legal legal ADJ bracis-33606 192 60 documents document NOUN bracis-33606 192 61 in in ADP bracis-33606 192 62 portuguese portuguese ADJ bracis-33606 192 63 language language NOUN bracis-33606 192 64 based base VERB bracis-33606 192 65 on on ADP bracis-33606 192 66 contrastive contrastive ADJ bracis-33606 192 67 learning learning NOUN bracis-33606 192 68 . . PUNCT bracis-33606 193 1 in in ADP bracis-33606 193 2 : : PUNCT bracis-33606 193 3 proceedings proceeding NOUN bracis-33606 193 4 of of ADP bracis-33606 193 5 the the DET bracis-33606 193 6 16th 16th ADJ bracis-33606 193 7 international international ADJ bracis-33606 193 8 conference conference NOUN bracis-33606 193 9 on on ADP bracis-33606 193 10 computational computational ADJ bracis-33606 193 11 processing processing NOUN bracis-33606 193 12 of of ADP bracis-33606 193 13 portuguese portuguese ADJ bracis-33606 193 14 , , PUNCT bracis-33606 193 15 vol vol NOUN bracis-33606 193 16 . . PROPN bracis-33606 193 17 1 1 NUM bracis-33606 193 18 , , PUNCT bracis-33606 193 19 santiago santiago PROPN bracis-33606 193 20 de de PROPN bracis-33606 193 21 compostela compostela PROPN bracis-33606 193 22 , , PUNCT bracis-33606 193 23 galicia galicia PROPN bracis-33606 193 24 / / SYM bracis-33606 193 25 espanha espanha PROPN bracis-33606 193 26 , , PUNCT bracis-33606 193 27 março março PROPN bracis-33606 193 28 2024 2024 NUM bracis-33606 193 29 . . PUNCT bracis-33606 194 1 association association NOUN bracis-33606 194 2 for for ADP bracis-33606 194 3 computational computational ADJ bracis-33606 194 4 linguistics linguistic NOUN bracis-33606 194 5 . . PUNCT bracis-33606 195 1 disponível disponível VERB bracis-33606 195 2 em em PRON bracis-33606 195 3 : : PUNCT bracis-33606 195 4 https://aclanthology.org/2024.propor-1.33 https://aclanthology.org/2024.propor-1.33 PROPN bracis-33606 195 5 liu liu PROPN bracis-33606 195 6 , , PUNCT bracis-33606 195 7 y. y. PROPN bracis-33606 195 8 , , PUNCT bracis-33606 195 9 liu liu PROPN bracis-33606 195 10 , , PUNCT bracis-33606 195 11 p. p. NOUN bracis-33606 195 12 : : PUNCT bracis-33606 196 1 simcls simcls NOUN bracis-33606 196 2 : : PUNCT bracis-33606 196 3 a a DET bracis-33606 196 4 simple simple ADJ bracis-33606 196 5 framework framework NOUN bracis-33606 196 6 for for ADP bracis-33606 196 7 contrastive contrastive ADJ bracis-33606 196 8 learning learning NOUN bracis-33606 196 9 of of ADP bracis-33606 196 10 abstractive abstractive ADJ bracis-33606 196 11 summarization summarization NOUN bracis-33606 196 12 . . PUNCT bracis-33606 197 1 arxiv arxiv NOUN bracis-33606 197 2 ( ( PUNCT bracis-33606 197 3 2021 2021 NUM bracis-33606 197 4 ) ) PUNCT bracis-33606 197 5 . . PUNCT bracis-33606 198 1 disponível disponível VERB bracis-33606 198 2 em em PRON bracis-33606 198 3 : : PUNCT bracis-33606 198 4 2106.01890 2106.01890 ADJ bracis-33606 198 5 . . PUNCT bracis-33606 199 1 acesso acesso VERB bracis-33606 199 2 em em PRON bracis-33606 199 3 : : PUNCT bracis-33606 199 4 1 1 NUM bracis-33606 199 5 jul jul PROPN bracis-33606 199 6 . . PROPN bracis-33606 199 7 2024 2024 NUM bracis-33606 199 8 google google PROPN bracis-33606 199 9 scholar scholar NOUN bracis-33606 199 10     SPACE bracis-33606 199 11 vaswani vaswani NOUN bracis-33606 199 12 , , PUNCT bracis-33606 199 13 a. a. NOUN bracis-33606 199 14 , , PUNCT bracis-33606 199 15 et et PROPN bracis-33606 199 16 al al PROPN bracis-33606 199 17 . . PUNCT bracis-33606 199 18 : : PUNCT bracis-33606 200 1 attention attention NOUN bracis-33606 200 2 is be AUX bracis-33606 200 3 all all PRON bracis-33606 200 4 you you PRON bracis-33606 200 5 need need VERB bracis-33606 200 6 . . PUNCT bracis-33606 201 1 in in ADP bracis-33606 201 2 : : PUNCT bracis-33606 201 3 advances advance NOUN bracis-33606 201 4 in in ADP bracis-33606 201 5 neural neural ADJ bracis-33606 201 6 information information NOUN bracis-33606 201 7 processing processing NOUN bracis-33606 201 8 systems system NOUN bracis-33606 201 9 , , PUNCT bracis-33606 201 10 pp pp ADP bracis-33606 201 11 . . PUNCT bracis-33606 202 1 5998–6008 5998–6008 NUM bracis-33606 202 2 ( ( PUNCT bracis-33606 202 3 2017 2017 NUM bracis-33606 202 4 ) ) PUNCT bracis-33606 202 5 google google PROPN bracis-33606 202 6 scholar scholar NOUN bracis-33606 202 7     SPACE bracis-33606 202 8 brasil brasil PROPN bracis-33606 202 9 . . PUNCT bracis-33606 203 1 supremo supremo NOUN bracis-33606 203 2 tribunal tribunal PROPN bracis-33606 203 3 federal federal PROPN bracis-33606 203 4 . . PUNCT bracis-33606 204 1 chamamento chamamento NOUN bracis-33606 204 2 público público PROPN bracis-33606 204 3 para para PROPN bracis-33606 204 4 pesquisa pesquisa PROPN bracis-33606 204 5 sobre sobre PROPN bracis-33606 204 6 ia ia PROPN bracis-33606 204 7 no no DET bracis-33606 204 8 stf stf PROPN bracis-33606 204 9 . . PUNCT bracis-33606 205 1 disponível disponível VERB bracis-33606 205 2 em em PRON bracis-33606 205 3 : : PUNCT bracis-33606 205 4 https://www.stf.jus.br/arquivo/cms/noticianoticiastf/anexo/chamamentopblicoiastf.pdf https://www.stf.jus.br/arquivo/cms/noticianoticiastf/anexo/chamamentopblicoiastf.pdf PROPN bracis-33606 205 5 . . PROPN bracis-33606 205 6 acesso acesso PROPN bracis-33606 205 7 em em PRON bracis-33606 205 8 : : PUNCT bracis-33606 205 9 1 1 NUM bracis-33606 205 10 july july PROPN bracis-33606 205 11 2024 2024 NUM bracis-33606 205 12 liu liu PROPN bracis-33606 205 13 , , PUNCT bracis-33606 205 14 y. y. PROPN bracis-33606 205 15 , , PUNCT bracis-33606 205 16 lapata lapata ADJ bracis-33606 205 17 , , PUNCT bracis-33606 205 18 m. m. NOUN bracis-33606 205 19 : : PUNCT bracis-33606 205 20 mbart mbart NOUN bracis-33606 205 21 : : PUNCT bracis-33606 205 22 multilingual multilingual ADJ bracis-33606 205 23 denoising denoise VERB bracis-33606 205 24 pre pre NOUN bracis-33606 205 25 - - NOUN bracis-33606 205 26 training training NOUN bracis-33606 205 27 for for ADP bracis-33606 205 28 neural neural ADJ bracis-33606 205 29 machine machine NOUN bracis-33606 205 30 translation translation NOUN bracis-33606 205 31 . . PUNCT bracis-33606 206 1 in in ADP bracis-33606 206 2 : : PUNCT bracis-33606 206 3 proceedings proceeding NOUN bracis-33606 206 4 of of ADP bracis-33606 206 5 the the DET bracis-33606 206 6 58th 58th ADJ bracis-33606 206 7 annual annual ADJ bracis-33606 206 8 meeting meeting NOUN bracis-33606 206 9 of of ADP bracis-33606 206 10 the the DET bracis-33606 206 11 association association NOUN bracis-33606 206 12 for for ADP bracis-33606 206 13 computational computational ADJ bracis-33606 206 14 linguistics linguistic NOUN bracis-33606 206 15 , , PUNCT bracis-33606 206 16 pp pp ADJ bracis-33606 206 17 . . PUNCT bracis-33606 207 1 7871–7880 7871–7880 NUM bracis-33606 207 2 ( ( PUNCT bracis-33606 207 3 2020 2020 NUM bracis-33606 207 4 ) ) PUNCT bracis-33606 207 5 google google PROPN bracis-33606 207 6 scholar scholar NOUN bracis-33606 207 7     SPACE bracis-33606 207 8 silveira silveira PROPN bracis-33606 207 9 , , PUNCT bracis-33606 207 10 r. r. PROPN bracis-33606 207 11 , , PUNCT bracis-33606 207 12 ponte ponte NOUN bracis-33606 207 13 , , PUNCT bracis-33606 207 14 c. c. PROPN bracis-33606 207 15 , , PUNCT bracis-33606 207 16 almeida almeida PROPN bracis-33606 207 17 , , PUNCT bracis-33606 207 18 v. v. PROPN bracis-33606 207 19 , , PUNCT bracis-33606 207 20 pinheiro pinheiro PROPN bracis-33606 207 21 , , PUNCT bracis-33606 207 22 v. v. PROPN bracis-33606 207 23 , , PUNCT bracis-33606 207 24 furtado furtado NOUN bracis-33606 207 25 , , PUNCT bracis-33606 207 26 v. v. ADJ bracis-33606 207 27 : : PUNCT bracis-33606 207 28 legalbert legalbert NOUN bracis-33606 207 29 - - PUNCT bracis-33606 207 30 pt pt NOUN bracis-33606 207 31 : : PUNCT bracis-33606 207 32 a a DET bracis-33606 207 33 pretrained pretraine VERB bracis-33606 207 34 language language NOUN bracis-33606 207 35 model model NOUN bracis-33606 207 36 for for ADP bracis-33606 207 37 the the DET bracis-33606 207 38 brazilian brazilian ADJ bracis-33606 207 39 portuguese portuguese ADJ bracis-33606 207 40 legal legal ADJ bracis-33606 207 41 domain domain NOUN bracis-33606 207 42 . . PUNCT bracis-33606 208 1 in in ADP bracis-33606 208 2 : : PUNCT bracis-33606 208 3 naldi naldi PROPN bracis-33606 208 4 , , PUNCT bracis-33606 208 5 m.c m.c PROPN bracis-33606 208 6 . . PROPN bracis-33606 208 7 , , PUNCT bracis-33606 208 8 bianchi bianchi PROPN bracis-33606 208 9 , , PUNCT bracis-33606 208 10 r.a.c r.a.c ADP bracis-33606 208 11 . . PUNCT bracis-33606 208 12 ( ( PUNCT bracis-33606 208 13 eds ed NOUN bracis-33606 208 14 ) ) PUNCT bracis-33606 208 15 bracis bracis NOUN bracis-33606 208 16 2023 2023 NUM bracis-33606 208 17 . . PUNCT bracis-33606 209 1 lncs lncs PROPN bracis-33606 209 2 , , PUNCT bracis-33606 209 3 vol vol NOUN bracis-33606 209 4 . . PROPN bracis-33606 209 5 14197 14197 NUM bracis-33606 209 6 , , PUNCT bracis-33606 209 7 pp pp ADP bracis-33606 209 8 . . PUNCT bracis-33606 210 1 268–282 268–282 NUM bracis-33606 210 2 . . PUNCT bracis-33606 210 3 springer springer NOUN bracis-33606 210 4 , , PUNCT bracis-33606 210 5 cham cham PROPN bracis-33606 210 6 ( ( PUNCT bracis-33606 210 7 2023 2023 NUM bracis-33606 210 8 ) ) PUNCT bracis-33606 210 9 . . PUNCT bracis-33606 211 1 https://doi.org/10.1007/978-3-031-45392-2_18 https://doi.org/10.1007/978-3-031-45392-2_18 PROPN bracis-33606 211 2 lin lin PROPN bracis-33606 211 3 , , PUNCT bracis-33606 211 4 c.-y c.-y NOUN bracis-33606 211 5 . . PUNCT bracis-33606 211 6 : : PUNCT bracis-33606 212 1 rouge rouge NOUN bracis-33606 212 2 : : PUNCT bracis-33606 212 3 a a DET bracis-33606 212 4 package package NOUN bracis-33606 212 5 for for ADP bracis-33606 212 6 automatic automatic ADJ bracis-33606 212 7 evaluation evaluation NOUN bracis-33606 212 8 of of ADP bracis-33606 212 9 summaries summary NOUN bracis-33606 212 10 . . PUNCT bracis-33606 213 1 in in ADP bracis-33606 213 2 : : PUNCT bracis-33606 213 3 proceedings proceeding NOUN bracis-33606 213 4 of of ADP bracis-33606 213 5 the the DET bracis-33606 213 6 workshop workshop NOUN bracis-33606 213 7 on on ADP bracis-33606 213 8 text text NOUN bracis-33606 213 9 summarization summarization NOUN bracis-33606 213 10 branches branch NOUN bracis-33606 213 11 out out ADP bracis-33606 213 12 ( ( PUNCT bracis-33606 213 13 was be AUX bracis-33606 213 14 2004 2004 NUM bracis-33606 213 15 ) ) PUNCT bracis-33606 213 16 , , PUNCT bracis-33606 213 17 barcelona barcelona PROPN bracis-33606 213 18 , , PUNCT bracis-33606 213 19 espanha espanha NOUN bracis-33606 213 20 , , PUNCT bracis-33606 213 21 pp pp X bracis-33606 213 22 . . PUNCT bracis-33606 214 1 25–26 25–26 NUM bracis-33606 214 2 . . PUNCT bracis-33606 215 1 association association NOUN bracis-33606 215 2 for for ADP bracis-33606 215 3 computational computational ADJ bracis-33606 215 4 linguistics linguistic NOUN bracis-33606 215 5 ( ( PUNCT bracis-33606 215 6 2004 2004 NUM bracis-33606 215 7 ) ) PUNCT bracis-33606 215 8 . . PUNCT bracis-33606 216 1 disponível disponível VERB bracis-33606 216 2 em em PRON bracis-33606 216 3 : : PUNCT bracis-33606 216 4 https://aclanthology.org/w04-1013 https://aclanthology.org/w04-1013 PROPN bracis-33606 216 5 . . PUNCT bracis-33606 216 6 acesso acesso PROPN bracis-33606 216 7 em em PRON bracis-33606 216 8 : : PUNCT bracis-33606 216 9 1 1 NUM bracis-33606 216 10 jul jul PROPN bracis-33606 216 11 . . PROPN bracis-33606 216 12 2024 2024 NUM bracis-33606 216 13 papineni papineni NOUN bracis-33606 216 14 , , PUNCT bracis-33606 216 15 k. k. PROPN bracis-33606 216 16 , , PUNCT bracis-33606 216 17 roukos roukos ADJ bracis-33606 216 18 , , PUNCT bracis-33606 216 19 s. s. PROPN bracis-33606 216 20 , , PUNCT bracis-33606 216 21 ward ward NOUN bracis-33606 216 22 , , PUNCT bracis-33606 216 23 t. t. PROPN bracis-33606 216 24 , , PUNCT bracis-33606 216 25 zhu zhu PROPN bracis-33606 216 26 , , PUNCT bracis-33606 216 27 w.-j w.-j PROPN bracis-33606 216 28 . . PUNCT bracis-33606 217 1 : : PUNCT bracis-33606 217 2 bleu bleu NOUN bracis-33606 217 3 : : PUNCT bracis-33606 217 4 a a DET bracis-33606 217 5 method method NOUN bracis-33606 217 6 for for ADP bracis-33606 217 7 automatic automatic ADJ bracis-33606 217 8 evaluation evaluation NOUN bracis-33606 217 9 of of ADP bracis-33606 217 10 machine machine NOUN bracis-33606 217 11 translation translation NOUN bracis-33606 217 12 . . PUNCT bracis-33606 218 1 in in ADP bracis-33606 218 2 : : PUNCT bracis-33606 218 3 proceedings proceeding NOUN bracis-33606 218 4 of of ADP bracis-33606 218 5 the the DET bracis-33606 218 6 40th 40th ADJ bracis-33606 218 7 annual annual ADJ bracis-33606 218 8 meeting meeting NOUN bracis-33606 218 9 of of ADP bracis-33606 218 10 the the DET bracis-33606 218 11 association association NOUN bracis-33606 218 12 for for ADP bracis-33606 218 13 computational computational ADJ bracis-33606 218 14 linguistics linguistic NOUN bracis-33606 218 15 ( ( PUNCT bracis-33606 218 16 acl acl PROPN bracis-33606 218 17 ) ) PUNCT bracis-33606 218 18 , , PUNCT bracis-33606 218 19 pp pp ADJ bracis-33606 218 20 . . PUNCT bracis-33606 219 1 311–318 311–318 NUM bracis-33606 219 2 . . PUNCT bracis-33606 220 1 association association NOUN bracis-33606 220 2 for for ADP bracis-33606 220 3 computational computational ADJ bracis-33606 220 4 linguistics linguistic NOUN bracis-33606 220 5 , , PUNCT bracis-33606 220 6 philadelphia philadelphia PROPN bracis-33606 220 7 ( ( PUNCT bracis-33606 220 8 2002 2002 NUM bracis-33606 220 9 ) ) PUNCT bracis-33606 220 10 . . PUNCT bracis-33606 221 1 disponível disponível VERB bracis-33606 221 2 em em PRON bracis-33606 221 3 : : PUNCT bracis-33606 221 4 https://aclanthology.org/p02-1040 https://aclanthology.org/p02-1040 NOUN bracis-33606 221 5 . . PUNCT bracis-33606 221 6 acesso acesso PROPN bracis-33606 221 7 em em PRON bracis-33606 221 8 : : PUNCT bracis-33606 221 9 1 1 NUM bracis-33606 221 10 jul jul PROPN bracis-33606 221 11 . . PROPN bracis-33606 221 12 2024 2024 NUM bracis-33606 221 13 download download NOUN bracis-33606 221 14 references reference NOUN bracis-33606 221 15 author author NOUN bracis-33606 221 16 information information NOUN bracis-33606 221 17 authors author NOUN bracis-33606 221 18 and and CCONJ bracis-33606 221 19 affiliations affiliation NOUN bracis-33606 221 20 universidade universidade PROPN bracis-33606 221 21 de de PROPN bracis-33606 221 22 fortaleza fortaleza PROPN bracis-33606 221 23 , , PUNCT bracis-33606 221 24 fortaleza fortaleza PROPN bracis-33606 221 25 , , PUNCT bracis-33606 221 26 ce ce PROPN bracis-33606 221 27 , , PUNCT bracis-33606 221 28 brazil brazil PROPN bracis-33606 221 29 francisco francisco PROPN bracis-33606 221 30 das das PROPN bracis-33606 221 31 chagas chagas PROPN bracis-33606 221 32 jucá jucá PROPN bracis-33606 221 33 bomfim bomfim NOUN bracis-33606 221 34 , , PUNCT bracis-33606 221 35     SPACE bracis-33606 221 36 joao joao PROPN bracis-33606 221 37 araujo araujo PROPN bracis-33606 221 38 monteiro monteiro PROPN bracis-33606 221 39 neto neto PROPN bracis-33606 221 40 , , PUNCT bracis-33606 221 41     SPACE bracis-33606 221 42 gilson gilson PROPN bracis-33606 221 43 bezerra bezerra PROPN bracis-33606 221 44 filho filho PROPN bracis-33606 221 45 , , PUNCT bracis-33606 221 46     SPACE bracis-33606 221 47 vasco vasco PROPN bracis-33606 221 48 furtado furtado NOUN bracis-33606 221 49     SPACE bracis-33606 221 50 & & CCONJ bracis-33606 221 51     SPACE bracis-33606 221 52 vládia vládia PROPN bracis-33606 221 53 pinheiro pinheiro PROPN bracis-33606 221 54 authors authors PROPN bracis-33606 221 55 francisco francisco PROPN bracis-33606 221 56 das das PROPN bracis-33606 221 57 chagas chagas PROPN bracis-33606 221 58 jucá jucá PROPN bracis-33606 221 59 bomfimview bomfimview PROPN bracis-33606 221 60 author author NOUN bracis-33606 221 61 publications publication NOUN bracis-33606 221 62 search search NOUN bracis-33606 221 63 author author NOUN bracis-33606 221 64 on on ADP bracis-33606 221 65 : : PUNCT bracis-33606 221 66 pubmed pubmed PROPN bracis-33606 221 67     SPACE bracis-33606 221 68 google google PROPN bracis-33606 221 69 scholar scholar PROPN bracis-33606 221 70 joao joao PROPN bracis-33606 221 71 araujo araujo PROPN bracis-33606 221 72 monteiro monteiro PROPN bracis-33606 221 73 netoview netoview PROPN bracis-33606 221 74 author author NOUN bracis-33606 221 75 publications publication NOUN bracis-33606 221 76 search search NOUN bracis-33606 221 77 author author NOUN bracis-33606 221 78 on on ADP bracis-33606 221 79 : : PUNCT bracis-33606 221 80 pubmed pubmed PROPN bracis-33606 221 81     SPACE bracis-33606 221 82 google google PROPN bracis-33606 221 83 scholar scholar PROPN bracis-33606 221 84 gilson gilson PROPN bracis-33606 221 85 bezerra bezerra PROPN bracis-33606 221 86 filhoview filhoview PROPN bracis-33606 221 87 author author NOUN bracis-33606 221 88 publications publication NOUN bracis-33606 221 89 search search NOUN bracis-33606 221 90 author author NOUN bracis-33606 221 91 on on ADP bracis-33606 221 92 : : PUNCT bracis-33606 221 93 pubmed pubmed PROPN bracis-33606 221 94     SPACE bracis-33606 221 95 google google PROPN bracis-33606 221 96 scholar scholar PROPN bracis-33606 221 97 vasco vasco PROPN bracis-33606 221 98 furtadoview furtadoview PROPN bracis-33606 221 99 author author NOUN bracis-33606 221 100 publications publication NOUN bracis-33606 221 101 search search NOUN bracis-33606 221 102 author author NOUN bracis-33606 221 103 on on ADP bracis-33606 221 104 : : PUNCT bracis-33606 221 105 pubmed pubmed PROPN bracis-33606 221 106     SPACE bracis-33606 221 107 google google PROPN bracis-33606 221 108 scholar scholar NOUN bracis-33606 221 109 vládia vládia NOUN bracis-33606 221 110 pinheiroview pinheiroview PROPN bracis-33606 221 111 author author NOUN bracis-33606 221 112 publications publication NOUN bracis-33606 221 113 search search NOUN bracis-33606 221 114 author author NOUN bracis-33606 221 115 on on ADP bracis-33606 221 116 : : PUNCT bracis-33606 221 117 pubmed pubmed PROPN bracis-33606 221 118     SPACE bracis-33606 221 119 google google PROPN bracis-33606 221 120 scholar scholar NOUN bracis-33606 221 121 corresponding correspond VERB bracis-33606 221 122 author author NOUN bracis-33606 221 123 correspondence correspondence NOUN bracis-33606 221 124 to to ADP bracis-33606 221 125 francisco francisco PROPN bracis-33606 221 126 das das PROPN bracis-33606 221 127 chagas chagas PROPN bracis-33606 221 128 jucá jucá PROPN bracis-33606 221 129 bomfim bomfim NOUN bracis-33606 221 130 . . PUNCT bracis-33606 222 1 editor editor NOUN bracis-33606 222 2 information information NOUN bracis-33606 222 3 editors editor NOUN bracis-33606 222 4 and and CCONJ bracis-33606 222 5 affiliations affiliation NOUN bracis-33606 222 6 universidade universidade VERB bracis-33606 222 7 federal federal PROPN bracis-33606 222 8 fluminense fluminense PROPN bracis-33606 222 9 , , PUNCT bracis-33606 222 10 niterói niterói PROPN bracis-33606 222 11 , , PUNCT bracis-33606 222 12 brazil brazil PROPN bracis-33606 222 13 aline aline PROPN bracis-33606 222 14 paes paes PROPN bracis-33606 222 15 instituto instituto PROPN bracis-33606 222 16 tecnológico tecnológico PROPN bracis-33606 222 17 de de PROPN bracis-33606 222 18 aeronáutica aeronáutica PROPN bracis-33606 222 19 , , PUNCT bracis-33606 222 20 são são PROPN bracis-33606 222 21 josé josé PROPN bracis-33606 222 22 dos dos PROPN bracis-33606 222 23 campos campos PROPN bracis-33606 222 24 , , PUNCT bracis-33606 222 25 brazil brazil PROPN bracis-33606 222 26 filipe filipe PROPN bracis-33606 222 27 a. a. PROPN bracis-33606 222 28 n. n. PROPN bracis-33606 222 29 verri verri PROPN bracis-33606 222 30 rights right NOUN bracis-33606 222 31 and and CCONJ bracis-33606 222 32 permissions permission NOUN bracis-33606 222 33 reprints reprint NOUN bracis-33606 222 34 and and CCONJ bracis-33606 222 35 permissions permission VERB bracis-33606 222 36 copyright copyright NOUN bracis-33606 222 37 information information NOUN bracis-33606 222 38 © © ADP bracis-33606 222 39 2025 2025 NUM bracis-33606 222 40 the the DET bracis-33606 222 41 author(s author(s NOUN bracis-33606 222 42 ) ) PUNCT bracis-33606 222 43 , , PUNCT bracis-33606 222 44 under under ADP bracis-33606 222 45 exclusive exclusive ADJ bracis-33606 222 46 license license NOUN bracis-33606 222 47 to to ADP bracis-33606 222 48 springer springer NOUN bracis-33606 222 49 nature nature PROPN bracis-33606 222 50 switzerland switzerland PROPN bracis-33606 222 51 ag ag PROPN bracis-33606 222 52 about about ADP bracis-33606 222 53 this this DET bracis-33606 222 54 paper paper NOUN bracis-33606 222 55 cite cite VERB bracis-33606 222 56 this this DET bracis-33606 222 57 paper paper NOUN bracis-33606 222 58 bomfim bomfim NOUN bracis-33606 222 59 , , PUNCT bracis-33606 222 60 f.d.c.j f.d.c.j PROPN bracis-33606 222 61 . . PROPN bracis-33606 222 62 , , PUNCT bracis-33606 222 63 neto neto NOUN bracis-33606 222 64 , , PUNCT bracis-33606 222 65 j.a.m j.a.m PROPN bracis-33606 222 66 . . PROPN bracis-33606 222 67 , , PUNCT bracis-33606 222 68 bezerra bezerra PROPN bracis-33606 222 69 filho filho PROPN bracis-33606 222 70 , , PUNCT bracis-33606 222 71 g. g. PROPN bracis-33606 222 72 , , PUNCT bracis-33606 222 73 furtado furtado PROPN bracis-33606 222 74 , , PUNCT bracis-33606 222 75 v. v. PROPN bracis-33606 222 76 , , PUNCT bracis-33606 222 77 pinheiro pinheiro PROPN bracis-33606 222 78 , , PUNCT bracis-33606 222 79 v. v. PROPN bracis-33606 222 80 ( ( PUNCT bracis-33606 222 81 2025 2025 NUM bracis-33606 222 82 ) ) PUNCT bracis-33606 222 83 . . PUNCT bracis-33606 223 1 sara sara PROPN bracis-33606 223 2 a a DET bracis-33606 223 3 generative generative NOUN bracis-33606 223 4 ai ai VERB bracis-33606 223 5 for for ADP bracis-33606 223 6     SPACE bracis-33606 223 7 legal legal ADJ bracis-33606 223 8 process process NOUN bracis-33606 223 9 summarization summarization NOUN bracis-33606 223 10 based base VERB bracis-33606 223 11 on on ADP bracis-33606 223 12     SPACE bracis-33606 223 13 chain chain NOUN bracis-33606 223 14 of of ADP bracis-33606 223 15     SPACE bracis-33606 223 16 density density NOUN bracis-33606 223 17 prompt prompt ADJ bracis-33606 223 18 engineering engineering NOUN bracis-33606 223 19 . . PUNCT bracis-33606 224 1 in in ADP bracis-33606 224 2 : : PUNCT bracis-33606 224 3 paes paes PROPN bracis-33606 224 4 , , PUNCT bracis-33606 224 5 a. a. PROPN bracis-33606 224 6 , , PUNCT bracis-33606 224 7 verri verri NOUN bracis-33606 224 8 , , PUNCT bracis-33606 224 9 f.a.n f.a.n ADJ bracis-33606 224 10 . . PUNCT bracis-33606 224 11 ( ( PUNCT bracis-33606 224 12 eds ed NOUN bracis-33606 224 13 ) ) PUNCT bracis-33606 224 14 intelligent intelligent ADJ bracis-33606 224 15 systems system NOUN bracis-33606 224 16 . . PUNCT bracis-33606 224 17 bracis bracis PROPN bracis-33606 224 18 2024 2024 NUM bracis-33606 224 19 . . PUNCT bracis-33606 225 1 lecture lecture NOUN bracis-33606 225 2 notes note NOUN bracis-33606 225 3 in in ADP bracis-33606 225 4 computer computer NOUN bracis-33606 225 5 science science NOUN bracis-33606 225 6 ( ( PUNCT bracis-33606 225 7 ) ) PUNCT bracis-33606 225 8 , , PUNCT bracis-33606 225 9 vol vol NOUN bracis-33606 225 10 15413 15413 NUM bracis-33606 225 11 . . PUNCT bracis-33606 226 1 springer springer NOUN bracis-33606 226 2 , , PUNCT bracis-33606 226 3 cham cham PROPN bracis-33606 226 4 . . PUNCT bracis-33606 227 1 https://doi.org/10.1007/978-3-031-79032-4_26 https://doi.org/10.1007/978-3-031-79032-4_26 PROPN bracis-33606 227 2 download download NOUN bracis-33606 227 3 citation citation NOUN bracis-33606 227 4 .ris .ris PUNCT bracis-33606 227 5 .enw .enw PROPN bracis-33606 227 6 .bib .bib PUNCT bracis-33606 228 1 doi doi PROPN bracis-33606 228 2 : : PUNCT bracis-33606 228 3 https://doi.org/10.1007/978-3-031-79032-4_26 https://doi.org/10.1007/978-3-031-79032-4_26 PROPN bracis-33606 228 4 published publish VERB bracis-33606 228 5 : : PUNCT bracis-33606 228 6 30 30 NUM bracis-33606 228 7 january january PROPN bracis-33606 228 8 2025 2025 NUM bracis-33606 228 9 publisher publisher NOUN bracis-33606 228 10 name name NOUN bracis-33606 228 11 : : PUNCT bracis-33606 228 12 springer springer NOUN bracis-33606 228 13 , , PUNCT bracis-33606 228 14 cham cham PROPN bracis-33606 228 15 print print PROPN bracis-33606 228 16 isbn isbn PROPN bracis-33606 228 17 : : PUNCT bracis-33606 228 18 978 978 NUM bracis-33606 228 19 - - SYM bracis-33606 228 20 3 3 NUM bracis-33606 228 21 - - PUNCT bracis-33606 228 22 031 031 NUM bracis-33606 228 23 - - PUNCT bracis-33606 228 24 79031 79031 NUM bracis-33606 228 25 - - SYM bracis-33606 228 26 7 7 NUM bracis-33606 228 27 online online ADJ bracis-33606 228 28 isbn isbn NOUN bracis-33606 228 29 : : PUNCT bracis-33606 228 30 978 978 NUM bracis-33606 228 31 - - SYM bracis-33606 228 32 3 3 NUM bracis-33606 228 33 - - PUNCT bracis-33606 228 34 031 031 NUM bracis-33606 228 35 - - PUNCT bracis-33606 228 36 79032 79032 NUM bracis-33606 228 37 - - SYM bracis-33606 228 38 4 4 NUM bracis-33606 228 39 ebook ebook NOUN bracis-33606 228 40 packages package NOUN bracis-33606 228 41 : : PUNCT bracis-33606 228 42 computer computer NOUN bracis-33606 228 43 sciencecomputer sciencecomputer NOUN bracis-33606 228 44 science science NOUN bracis-33606 228 45 ( ( PUNCT bracis-33606 228 46 r0 r0 NOUN bracis-33606 228 47 ) ) PUNCT bracis-33606 228 48 share share VERB bracis-33606 228 49 this this DET bracis-33606 228 50 paper paper NOUN bracis-33606 228 51 anyone anyone PRON bracis-33606 228 52 you you PRON bracis-33606 228 53 share share VERB bracis-33606 228 54 the the DET bracis-33606 228 55 following follow VERB bracis-33606 228 56 link link NOUN bracis-33606 228 57 with with ADP bracis-33606 228 58 will will AUX bracis-33606 228 59 be be AUX bracis-33606 228 60 able able ADJ bracis-33606 228 61 to to PART bracis-33606 228 62 read read VERB bracis-33606 228 63 this this DET bracis-33606 228 64 content content NOUN bracis-33606 228 65 : : PUNCT bracis-33606 228 66 get get VERB bracis-33606 228 67 shareable shareable ADJ bracis-33606 228 68 linksorry linksorry NOUN bracis-33606 228 69 , , PUNCT bracis-33606 228 70 a a DET bracis-33606 228 71 shareable shareable ADJ bracis-33606 228 72 link link NOUN bracis-33606 228 73 is be AUX bracis-33606 228 74 not not PART bracis-33606 228 75 currently currently ADV bracis-33606 228 76 available available ADJ bracis-33606 228 77 for for ADP bracis-33606 228 78 this this DET bracis-33606 228 79 article article NOUN bracis-33606 228 80 . . PUNCT bracis-33606 229 1 copy copy VERB bracis-33606 229 2 shareable shareable ADJ bracis-33606 229 3 link link NOUN bracis-33606 229 4 to to PART bracis-33606 229 5 clipboard clipboard NOUN bracis-33606 229 6 provided provide VERB bracis-33606 229 7 by by ADP bracis-33606 229 8 the the DET bracis-33606 229 9 springer springer NOUN bracis-33606 229 10 nature nature PROPN bracis-33606 229 11 sharedit sharedit PROPN bracis-33606 229 12 content content NOUN bracis-33606 229 13 - - PUNCT bracis-33606 229 14 sharing share VERB bracis-33606 229 15 initiative initiative NOUN bracis-33606 229 16 keywords keyword NOUN bracis-33606 229 17 text text NOUN bracis-33606 229 18 summarization summarization NOUN bracis-33606 229 19 legal legal ADJ bracis-33606 229 20 documents document NOUN bracis-33606 229 21 generative generative VERB bracis-33606 229 22 ai ai VERB bracis-33606 229 23 prompt prompt ADJ bracis-33606 229 24 engineering engineering NOUN bracis-33606 229 25 publish publish VERB bracis-33606 229 26 with with ADP bracis-33606 229 27 us us PROPN bracis-33606 229 28 policies policy NOUN bracis-33606 229 29 and and CCONJ bracis-33606 229 30 ethics ethic NOUN bracis-33606 229 31 search search NOUN bracis-33606 229 32 search search NOUN bracis-33606 229 33 by by ADP bracis-33606 229 34 keyword keyword NOUN bracis-33606 229 35 or or CCONJ bracis-33606 229 36 author author NOUN bracis-33606 229 37 search search NOUN bracis-33606 229 38 navigation navigation NOUN bracis-33606 229 39 find find VERB bracis-33606 229 40 a a DET bracis-33606 229 41 journal journal NOUN bracis-33606 229 42 publish publish VERB bracis-33606 229 43 with with ADP bracis-33606 229 44 us we PRON bracis-33606 229 45 track track VERB bracis-33606 229 46 your your PRON bracis-33606 229 47 research research NOUN bracis-33606 229 48 discover discover VERB bracis-33606 229 49 content content NOUN bracis-33606 229 50 journals journal NOUN bracis-33606 229 51 a a DET bracis-33606 229 52 - - PUNCT bracis-33606 229 53 z z NOUN bracis-33606 229 54 books book NOUN bracis-33606 229 55 a a DET bracis-33606 229 56 - - PUNCT bracis-33606 229 57 z z NOUN bracis-33606 229 58 publish publish NOUN bracis-33606 229 59 with with ADP bracis-33606 229 60 us us PROPN bracis-33606 229 61 journal journal PROPN bracis-33606 229 62 finder finder PROPN bracis-33606 229 63 publish publish VERB bracis-33606 229 64 your your PRON bracis-33606 229 65 research research NOUN bracis-33606 229 66 language language NOUN bracis-33606 229 67 editing edit VERB bracis-33606 229 68 open open ADJ bracis-33606 229 69 access access NOUN bracis-33606 229 70 publishing publishing NOUN bracis-33606 229 71 products product NOUN bracis-33606 229 72 and and CCONJ bracis-33606 229 73 services service NOUN bracis-33606 229 74 our our PRON bracis-33606 229 75 products product NOUN bracis-33606 229 76 librarians librarian VERB bracis-33606 229 77 societies society NOUN bracis-33606 229 78 partners partner NOUN bracis-33606 229 79 and and CCONJ bracis-33606 229 80 advertisers advertiser NOUN bracis-33606 229 81 our our PRON bracis-33606 229 82 brands brand NOUN bracis-33606 229 83 springer springer NOUN bracis-33606 229 84 nature nature PROPN bracis-33606 229 85 portfolio portfolio PROPN bracis-33606 229 86 bmc bmc PROPN bracis-33606 229 87 palgrave palgrave PROPN bracis-33606 229 88 macmillan macmillan PROPN bracis-33606 229 89 apress apress PROPN bracis-33606 229 90 discover discover VERB bracis-33606 229 91 your your PRON bracis-33606 229 92 privacy privacy NOUN bracis-33606 229 93 choices choice NOUN bracis-33606 229 94 / / SYM bracis-33606 229 95 manage manage NOUN bracis-33606 229 96 cookies cookie NOUN bracis-33606 229 97 your your PRON bracis-33606 229 98 us us PROPN bracis-33606 230 1 state state NOUN bracis-33606 230 2 privacy privacy NOUN bracis-33606 230 3 rights right NOUN bracis-33606 230 4 accessibility accessibility NOUN bracis-33606 230 5 statement statement NOUN bracis-33606 230 6 terms term NOUN bracis-33606 230 7 and and CCONJ bracis-33606 230 8 conditions condition NOUN bracis-33606 230 9 privacy privacy NOUN bracis-33606 230 10 policy policy NOUN bracis-33606 230 11 help help NOUN bracis-33606 230 12 and and CCONJ bracis-33606 230 13 support support VERB bracis-33606 230 14 legal legal ADJ bracis-33606 230 15 notice notice NOUN bracis-33606 230 16 cancel cancel VERB bracis-33606 230 17 contracts contract NOUN bracis-33606 230 18 here here ADV bracis-33606 230 19 129.74.145.123 129.74.145.123 NUM bracis-33606 230 20 hesburgh hesburgh PROPN bracis-33606 230 21 library library PROPN bracis-33606 230 22 er er INTJ bracis-33606 230 23 unit unit NOUN bracis-33606 230 24 ( ( PUNCT bracis-33606 230 25 3005732405 3005732405 NUM bracis-33606 230 26 ) ) PUNCT bracis-33606 230 27 northeast northeast ADJ bracis-33606 230 28 research research NOUN bracis-33606 230 29 libraries library NOUN bracis-33606 230 30 ( ( PUNCT bracis-33606 230 31 nerl nerl PROPN bracis-33606 230 32 ) ) PUNCT bracis-33606 230 33 ( ( PUNCT bracis-33606 230 34 8200828607 8200828607 NUM bracis-33606 230 35 ) ) PUNCT bracis-33606 230 36 nerl nerl VERB bracis-33606 230 37 ta ta X bracis-33606 230 38 account account NOUN bracis-33606 230 39 ( ( PUNCT bracis-33606 230 40 3006206169 3006206169 NUM bracis-33606 230 41 ) ) PUNCT bracis-33606 230 42 university university NOUN bracis-33606 230 43 of of ADP bracis-33606 230 44 notre notre PROPN bracis-33606 230 45 dame dame PROPN bracis-33606 230 46 hesburgh hesburgh PROPN bracis-33606 230 47 library library NOUN bracis-33606 230 48 ( ( PUNCT bracis-33606 230 49 3000184373 3000184373 NUM bracis-33606 230 50 ) ) PUNCT bracis-33606 231 1 © © ADP bracis-33606 231 2 2025 2025 NUM bracis-33606 231 3 springer springer NOUN bracis-33606 231 4 nature nature NOUN