id sid tid token lemma pos bracis-33595 1 1 multilingual multilingual ADJ bracis-33595 1 2 extractive extractive ADJ bracis-33595 1 3 summarization summarization NOUN bracis-33595 1 4 : : PUNCT bracis-33595 1 5 investigating investigate VERB bracis-33595 1 6 state state NOUN bracis-33595 1 7 - - PUNCT bracis-33595 1 8 of of ADP bracis-33595 1 9 - - PUNCT bracis-33595 1 10 the the DET bracis-33595 1 11 - - PUNCT bracis-33595 1 12 art art NOUN bracis-33595 1 13 methods method NOUN bracis-33595 1 14 for for ADP bracis-33595 1 15     SPACE bracis-33595 1 16 english english PROPN bracis-33595 1 17 and and CCONJ bracis-33595 1 18     SPACE bracis-33595 1 19 brazilian brazilian ADJ bracis-33595 1 20 portuguese portuguese NOUN bracis-33595 1 21 | | ADV bracis-33595 1 22 springer springer NOUN bracis-33595 1 23 nature nature PROPN bracis-33595 1 24 link link PROPN bracis-33595 1 25 ( ( PUNCT bracis-33595 1 26 formerly formerly ADV bracis-33595 1 27 springerlink springerlink NOUN bracis-33595 1 28 ) ) PUNCT bracis-33595 1 29 skip skip VERB bracis-33595 1 30 to to ADP bracis-33595 1 31 main main ADJ bracis-33595 1 32 content content NOUN bracis-33595 1 33 advertisement advertisement NOUN bracis-33595 1 34 log log NOUN bracis-33595 1 35 in in ADP bracis-33595 1 36 menu menu NOUN bracis-33595 1 37 find find VERB bracis-33595 1 38 a a DET bracis-33595 1 39 journal journal NOUN bracis-33595 1 40 publish publish VERB bracis-33595 1 41 with with ADP bracis-33595 1 42 us we PRON bracis-33595 1 43 track track VERB bracis-33595 1 44 your your PRON bracis-33595 1 45 research research NOUN bracis-33595 1 46 search search NOUN bracis-33595 1 47 cart cart NOUN bracis-33595 1 48 home home NOUN bracis-33595 1 49 intelligent intelligent ADJ bracis-33595 1 50 systems system NOUN bracis-33595 1 51 conference conference NOUN bracis-33595 1 52 paper paper NOUN bracis-33595 1 53 multilingual multilingual ADJ bracis-33595 1 54 extractive extractive ADJ bracis-33595 1 55 summarization summarization NOUN bracis-33595 1 56 : : PUNCT bracis-33595 1 57 investigating investigate VERB bracis-33595 1 58 state state NOUN bracis-33595 1 59 - - PUNCT bracis-33595 1 60 of of ADP bracis-33595 1 61 - - PUNCT bracis-33595 1 62 the the DET bracis-33595 1 63 - - PUNCT bracis-33595 1 64 art art NOUN bracis-33595 1 65 methods method NOUN bracis-33595 1 66 for for ADP bracis-33595 1 67     SPACE bracis-33595 1 68 english english PROPN bracis-33595 1 69 and and CCONJ bracis-33595 1 70     SPACE bracis-33595 1 71 brazilian brazilian ADJ bracis-33595 1 72 portuguese portuguese ADJ bracis-33595 1 73 conference conference NOUN bracis-33595 1 74 paper paper NOUN bracis-33595 1 75 first first ADV bracis-33595 1 76 online online ADV bracis-33595 1 77 : : PUNCT bracis-33595 1 78 30 30 NUM bracis-33595 1 79 january january NOUN bracis-33595 1 80 2025 2025 NUM bracis-33595 1 81 pp pp NUM bracis-33595 1 82 212–223 212–223 NUM bracis-33595 1 83 cite cite VERB bracis-33595 1 84 this this DET bracis-33595 1 85 conference conference NOUN bracis-33595 1 86 paper paper NOUN bracis-33595 1 87 access access NOUN bracis-33595 1 88 provided provide VERB bracis-33595 1 89 by by ADP bracis-33595 1 90 university university PROPN bracis-33595 1 91 of of ADP bracis-33595 1 92 notre notre PROPN bracis-33595 1 93 dame dame PROPN bracis-33595 1 94 hesburgh hesburgh PROPN bracis-33595 1 95 library library PROPN bracis-33595 1 96 download download PROPN bracis-33595 1 97 book book NOUN bracis-33595 1 98 pdf pdf PROPN bracis-33595 1 99 download download NOUN bracis-33595 1 100 book book NOUN bracis-33595 1 101 epub epub PROPN bracis-33595 1 102 intelligent intelligent ADJ bracis-33595 1 103 systems system NOUN bracis-33595 1 104 ( ( PUNCT bracis-33595 1 105 bracis bracis NOUN bracis-33595 1 106 2024 2024 NUM bracis-33595 1 107 ) ) PUNCT bracis-33595 1 108 multilingual multilingual ADJ bracis-33595 1 109 extractive extractive ADJ bracis-33595 1 110 summarization summarization NOUN bracis-33595 1 111 : : PUNCT bracis-33595 1 112 investigating investigate VERB bracis-33595 1 113 state state NOUN bracis-33595 1 114 - - PUNCT bracis-33595 1 115 of of ADP bracis-33595 1 116 - - PUNCT bracis-33595 1 117 the the DET bracis-33595 1 118 - - PUNCT bracis-33595 1 119 art art NOUN bracis-33595 1 120 methods method NOUN bracis-33595 1 121 for for ADP bracis-33595 1 122     SPACE bracis-33595 1 123 english english PROPN bracis-33595 1 124 and and CCONJ bracis-33595 1 125     SPACE bracis-33595 1 126 brazilian brazilian ADJ bracis-33595 1 127 portuguese portuguese PROPN bracis-33595 1 128 download download NOUN bracis-33595 1 129 book book NOUN bracis-33595 1 130 pdf pdf PROPN bracis-33595 1 131 download download NOUN bracis-33595 1 132 book book PROPN bracis-33595 1 133 epub epub PROPN bracis-33595 1 134 germano germano PROPN bracis-33595 1 135 antonio antonio PROPN bracis-33595 1 136 zani zani PROPN bracis-33595 1 137 jorge9 jorge9 PROPN bracis-33595 1 138 , , PUNCT bracis-33595 1 139 davi davi PROPN bracis-33595 1 140 alves alves PROPN bracis-33595 1 141 bezerra9 bezerra9 PROPN bracis-33595 1 142 , , PUNCT bracis-33595 1 143 clarissa clarissa PROPN bracis-33595 1 144 castellã castellã PROPN bracis-33595 1 145 xavier10 xavier10 PROPN bracis-33595 1 146 & & CCONJ bracis-33595 1 147 … … PUNCT bracis-33595 1 148 thiago thiago PROPN bracis-33595 1 149 alexandre alexandre PROPN bracis-33595 1 150 salgueiro salgueiro PROPN bracis-33595 1 151 pardo9 pardo9 PROPN bracis-33595 1 152     SPACE bracis-33595 1 153 show show VERB bracis-33595 1 154 authors author NOUN bracis-33595 1 155 part part NOUN bracis-33595 1 156 of of ADP bracis-33595 1 157 the the DET bracis-33595 1 158 book book NOUN bracis-33595 1 159 series series NOUN bracis-33595 1 160 : : PUNCT bracis-33595 1 161 lecture lecture NOUN bracis-33595 1 162 notes note NOUN bracis-33595 1 163 in in ADP bracis-33595 1 164 computer computer NOUN bracis-33595 1 165 science science NOUN bracis-33595 1 166 ( ( PUNCT bracis-33595 1 167 ( ( PUNCT bracis-33595 1 168 lnai lnai ADJ bracis-33595 1 169 , , PUNCT bracis-33595 1 170 volume volume NOUN bracis-33595 1 171 15413 15413 NUM bracis-33595 1 172 ) ) PUNCT bracis-33595 1 173 ) ) PUNCT bracis-33595 1 174 included include VERB bracis-33595 1 175 in in ADP bracis-33595 1 176 the the DET bracis-33595 1 177 following follow VERB bracis-33595 1 178 conference conference NOUN bracis-33595 1 179 series series NOUN bracis-33595 1 180 : : PUNCT bracis-33595 1 181 brazilian brazilian ADJ bracis-33595 1 182 conference conference NOUN bracis-33595 1 183 on on ADP bracis-33595 1 184 intelligent intelligent ADJ bracis-33595 1 185 systems system NOUN bracis-33595 1 186 411 411 NUM bracis-33595 1 187 accesses access VERB bracis-33595 1 188 1 1 NUM bracis-33595 1 189 citation citation NOUN bracis-33595 1 190 abstract abstract ADJ bracis-33595 1 191 automatic automatic ADJ bracis-33595 1 192 text text NOUN bracis-33595 1 193 summarization summarization NOUN bracis-33595 1 194 ( ( PUNCT bracis-33595 1 195 ats ats PROPN bracis-33595 1 196 ) ) PUNCT bracis-33595 1 197 is be AUX bracis-33595 1 198 a a DET bracis-33595 1 199 natural natural ADJ bracis-33595 1 200 language language NOUN bracis-33595 1 201 processing processing NOUN bracis-33595 1 202 ( ( PUNCT bracis-33595 1 203 nlp nlp NOUN bracis-33595 1 204 ) ) PUNCT bracis-33595 1 205 task task NOUN bracis-33595 1 206 essential essential ADJ bracis-33595 1 207 for for ADP bracis-33595 1 208 handling handle VERB bracis-33595 1 209 large large ADJ bracis-33595 1 210 volumes volume NOUN bracis-33595 1 211 of of ADP bracis-33595 1 212 information information NOUN bracis-33595 1 213 . . PUNCT bracis-33595 2 1 ats ats PROPN bracis-33595 2 2 can can AUX bracis-33595 2 3 be be AUX bracis-33595 2 4 classified classify VERB bracis-33595 2 5 into into ADP bracis-33595 2 6 two two NUM bracis-33595 2 7 main main ADJ bracis-33595 2 8 types type NOUN bracis-33595 2 9 : : PUNCT bracis-33595 2 10 extractive extractive ADJ bracis-33595 2 11 and and CCONJ bracis-33595 2 12 abstractive abstractive ADJ bracis-33595 2 13 . . PUNCT bracis-33595 3 1 extractive extractive ADJ bracis-33595 3 2 summarization summarization NOUN bracis-33595 3 3 selects select VERB bracis-33595 3 4 sentences sentence NOUN bracis-33595 3 5 or or CCONJ bracis-33595 3 6 phrases phrase NOUN bracis-33595 3 7 directly directly ADV bracis-33595 3 8 from from ADP bracis-33595 3 9 the the DET bracis-33595 3 10 source source NOUN bracis-33595 3 11 text(s text(s PROPN bracis-33595 3 12 ) ) PUNCT bracis-33595 3 13 , , PUNCT bracis-33595 3 14 while while SCONJ bracis-33595 3 15 abstractive abstractive ADJ bracis-33595 3 16 summarization summarization NOUN bracis-33595 3 17 generates generate VERB bracis-33595 3 18 new new ADJ bracis-33595 3 19 sentences sentence NOUN bracis-33595 3 20 that that PRON bracis-33595 3 21 try try VERB bracis-33595 3 22 to to PART bracis-33595 3 23 capture capture VERB bracis-33595 3 24 the the DET bracis-33595 3 25 original original ADJ bracis-33595 3 26 meaning meaning NOUN bracis-33595 3 27 of of ADP bracis-33595 3 28 the the DET bracis-33595 3 29 source source NOUN bracis-33595 3 30 text(s text(s PROPN bracis-33595 3 31 ) ) PUNCT bracis-33595 3 32 . . PUNCT bracis-33595 4 1 this this DET bracis-33595 4 2 paper paper NOUN bracis-33595 4 3 describes describe VERB bracis-33595 4 4 our our PRON bracis-33595 4 5 efforts effort NOUN bracis-33595 4 6 to to PART bracis-33595 4 7 perform perform VERB bracis-33595 4 8 extractive extractive ADJ bracis-33595 4 9 single single ADJ bracis-33595 4 10 - - PUNCT bracis-33595 4 11 document document NOUN bracis-33595 4 12 summarization summarization NOUN bracis-33595 4 13 in in ADP bracis-33595 4 14 multilingual multilingual ADJ bracis-33595 4 15 contexts context NOUN bracis-33595 4 16 . . PUNCT bracis-33595 5 1 although although SCONJ bracis-33595 5 2 various various ADJ bracis-33595 5 3 summarization summarization NOUN bracis-33595 5 4 methods method NOUN bracis-33595 5 5 , , PUNCT bracis-33595 5 6 such such ADJ bracis-33595 5 7 as as ADP bracis-33595 5 8 presumm presumm ADJ bracis-33595 5 9 and and CCONJ bracis-33595 5 10 histruct+ histruct+ X bracis-33595 5 11 , , PUNCT bracis-33595 5 12 have have AUX bracis-33595 5 13 shown show VERB bracis-33595 5 14 promising promising ADJ bracis-33595 5 15 results result NOUN bracis-33595 5 16 on on ADP bracis-33595 5 17 english english PROPN bracis-33595 5 18 corpora corpora PROPN bracis-33595 5 19 like like INTJ bracis-33595 5 20 cnn cnn PROPN bracis-33595 5 21 / / SYM bracis-33595 5 22 dm dm PROPN bracis-33595 5 23 , , PUNCT bracis-33595 5 24 there there PRON bracis-33595 5 25 is be VERB bracis-33595 5 26 a a DET bracis-33595 5 27 significant significant ADJ bracis-33595 5 28 gap gap NOUN bracis-33595 5 29 in in ADP bracis-33595 5 30 applying apply VERB bracis-33595 5 31 these these DET bracis-33595 5 32 methods method NOUN bracis-33595 5 33 to to ADP bracis-33595 5 34 other other ADJ bracis-33595 5 35 languages language NOUN bracis-33595 5 36 , , PUNCT bracis-33595 5 37 especially especially ADV bracis-33595 5 38 brazilian brazilian ADJ bracis-33595 5 39 portuguese portuguese NOUN bracis-33595 5 40 . . PUNCT bracis-33595 6 1 additionally additionally ADV bracis-33595 6 2 , , PUNCT bracis-33595 6 3 these these DET bracis-33595 6 4 summarizers summarizer NOUN bracis-33595 6 5 were be AUX bracis-33595 6 6 evaluated evaluate VERB bracis-33595 6 7 with with ADP bracis-33595 6 8 traditional traditional ADJ bracis-33595 6 9 metrics metric NOUN bracis-33595 6 10 like like ADP bracis-33595 6 11 rouge rouge NOUN bracis-33595 6 12 , , PUNCT bracis-33595 6 13 which which PRON bracis-33595 6 14 has have VERB bracis-33595 6 15 limitations limitation NOUN bracis-33595 6 16 as as SCONJ bracis-33595 6 17 it it PRON bracis-33595 6 18 primarily primarily ADV bracis-33595 6 19 measures measure VERB bracis-33595 6 20 superficial superficial ADJ bracis-33595 6 21 text text NOUN bracis-33595 6 22 overlap overlap NOUN bracis-33595 6 23 . . PUNCT bracis-33595 7 1 to to PART bracis-33595 7 2 fill fill VERB bracis-33595 7 3 these these DET bracis-33595 7 4 gaps gap NOUN bracis-33595 7 5 , , PUNCT bracis-33595 7 6 we we PRON bracis-33595 7 7 evaluate evaluate VERB bracis-33595 7 8 the the DET bracis-33595 7 9 effectiveness effectiveness NOUN bracis-33595 7 10 of of ADP bracis-33595 7 11 these these DET bracis-33595 7 12 state state NOUN bracis-33595 7 13 - - PUNCT bracis-33595 7 14 of of ADP bracis-33595 7 15 - - PUNCT bracis-33595 7 16 the the DET bracis-33595 7 17 - - PUNCT bracis-33595 7 18 art art NOUN bracis-33595 7 19 methods method NOUN bracis-33595 7 20 on on ADP bracis-33595 7 21 the the DET bracis-33595 7 22 cstnews cstnew NOUN bracis-33595 7 23 corpus corpus NOUN bracis-33595 7 24 ( ( PUNCT bracis-33595 7 25 with with ADP bracis-33595 7 26 news news NOUN bracis-33595 7 27 texts text NOUN bracis-33595 7 28 in in ADP bracis-33595 7 29 brazilian brazilian ADJ bracis-33595 7 30 portuguese portuguese PROPN bracis-33595 7 31 ) ) PUNCT bracis-33595 7 32 employing employ VERB bracis-33595 7 33 rouge rouge NOUN bracis-33595 7 34 and and CCONJ bracis-33595 7 35 the the DET bracis-33595 7 36 recent recent ADJ bracis-33595 7 37 blanc blanc NOUN bracis-33595 7 38 metric metric NOUN bracis-33595 7 39 , , PUNCT bracis-33595 7 40 which which PRON bracis-33595 7 41 measures measure VERB bracis-33595 7 42 how how SCONJ bracis-33595 7 43 much much ADJ bracis-33595 7 44 the the DET bracis-33595 7 45 generated generate VERB bracis-33595 7 46 summary summary NOUN bracis-33595 7 47 aids aid VERB bracis-33595 7 48 a a DET bracis-33595 7 49 pre pre ADJ bracis-33595 7 50 - - ADJ bracis-33595 7 51 trained train VERB bracis-33595 7 52 language language NOUN bracis-33595 7 53 model model NOUN bracis-33595 7 54 ( ( PUNCT bracis-33595 7 55 like like INTJ bracis-33595 7 56 bert bert NOUN bracis-33595 7 57 ) ) PUNCT bracis-33595 7 58 in in ADP bracis-33595 7 59 understanding understand VERB bracis-33595 7 60 the the DET bracis-33595 7 61 document document NOUN bracis-33595 7 62 . . PUNCT bracis-33595 8 1 our our PRON bracis-33595 8 2 contributions contribution NOUN bracis-33595 8 3 include include VERB bracis-33595 8 4 the the DET bracis-33595 8 5 results result NOUN bracis-33595 8 6 and and CCONJ bracis-33595 8 7 comparison comparison NOUN bracis-33595 8 8 of of ADP bracis-33595 8 9 adapted adapt VERB bracis-33595 8 10 models model NOUN bracis-33595 8 11 , , PUNCT bracis-33595 8 12 the the DET bracis-33595 8 13 discussion discussion NOUN bracis-33595 8 14 of of ADP bracis-33595 8 15 the the DET bracis-33595 8 16 blanc blanc NOUN bracis-33595 8 17 metric metric ADJ bracis-33595 8 18 in in ADP bracis-33595 8 19 contrast contrast NOUN bracis-33595 8 20 to to ADP bracis-33595 8 21 rouge rouge NOUN bracis-33595 8 22 , , PUNCT bracis-33595 8 23 and and CCONJ bracis-33595 8 24 the the DET bracis-33595 8 25 expansion expansion NOUN bracis-33595 8 26 of of ADP bracis-33595 8 27 resources resource NOUN bracis-33595 8 28 available available ADJ bracis-33595 8 29 to to ADP bracis-33595 8 30 the the DET bracis-33595 8 31 portuguese portuguese ADJ bracis-33595 8 32 and and CCONJ bracis-33595 8 33 multilingual multilingual ADJ bracis-33595 8 34 nlp nlp NOUN bracis-33595 8 35 community community NOUN bracis-33595 8 36 . . PUNCT bracis-33595 9 1 access access NOUN bracis-33595 9 2 provided provide VERB bracis-33595 9 3 by by ADP bracis-33595 9 4 university university PROPN bracis-33595 9 5 of of ADP bracis-33595 9 6 notre notre PROPN bracis-33595 9 7 dame dame PROPN bracis-33595 9 8 hesburgh hesburgh PROPN bracis-33595 9 9 library library PROPN bracis-33595 9 10 . . PUNCT bracis-33595 10 1 download download PROPN bracis-33595 10 2 conference conference NOUN bracis-33595 10 3 paper paper NOUN bracis-33595 10 4 pdf pdf NOUN bracis-33595 10 5 similar similar ADJ bracis-33595 10 6 content content NOUN bracis-33595 10 7 being be AUX bracis-33595 10 8 viewed view VERB bracis-33595 10 9 by by ADP bracis-33595 10 10 others other NOUN bracis-33595 10 11 enhancing enhance VERB bracis-33595 10 12 automatic automatic ADJ bracis-33595 10 13 text text NOUN bracis-33595 10 14 summarization summarization NOUN bracis-33595 10 15 : : PUNCT bracis-33595 10 16 extractive extractive ADJ bracis-33595 10 17 , , PUNCT bracis-33595 10 18 abstractive abstractive ADJ bracis-33595 10 19 , , PUNCT bracis-33595 10 20 and and CCONJ bracis-33595 10 21 hybrid hybrid ADJ bracis-33595 10 22 approaches approach NOUN bracis-33595 10 23 chapter chapter NOUN bracis-33595 10 24 © © PROPN bracis-33595 10 25 2025 2025 NUM bracis-33595 10 26 an an DET bracis-33595 10 27 arabic arabic ADJ bracis-33595 10 28 multi multi ADJ bracis-33595 10 29 - - ADJ bracis-33595 10 30 source source NOUN bracis-33595 10 31 news news NOUN bracis-33595 10 32 corpus corpus NOUN bracis-33595 10 33 : : PUNCT bracis-33595 10 34 experimenting experiment VERB bracis-33595 10 35 on on ADP bracis-33595 10 36 single single ADJ bracis-33595 10 37 - - PUNCT bracis-33595 10 38 document document NOUN bracis-33595 10 39 extractive extractive ADJ bracis-33595 10 40 summarization summarization NOUN bracis-33595 10 41 article article NOUN bracis-33595 10 42 04 04 NUM bracis-33595 10 43 february february PROPN bracis-33595 10 44 2021 2021 NUM bracis-33595 10 45 an an DET bracis-33595 10 46 abstractive abstractive ADJ bracis-33595 10 47 text text NOUN bracis-33595 10 48 summarization summarization NOUN bracis-33595 10 49 using use VERB bracis-33595 10 50 recurrent recurrent ADJ bracis-33595 10 51 neural neural ADJ bracis-33595 10 52 network network NOUN bracis-33595 10 53 chapter chapter NOUN bracis-33595 10 54 © © PROPN bracis-33595 10 55 2023 2023 NUM bracis-33595 10 56 1 1 NUM bracis-33595 10 57 introduction introduction NOUN bracis-33595 10 58 automatic automatic ADJ bracis-33595 10 59 text text NOUN bracis-33595 10 60 summarization summarization NOUN bracis-33595 10 61 is be AUX bracis-33595 10 62 a a DET bracis-33595 10 63 fundamental fundamental ADJ bracis-33595 10 64 task task NOUN bracis-33595 10 65 in in ADP bracis-33595 10 66 the the DET bracis-33595 10 67 field field NOUN bracis-33595 10 68 of of ADP bracis-33595 10 69 natural natural ADJ bracis-33595 10 70 language language NOUN bracis-33595 10 71 processing processing NOUN bracis-33595 10 72 ( ( PUNCT bracis-33595 10 73 nlp nlp NOUN bracis-33595 10 74 ) ) PUNCT bracis-33595 10 75 , , PUNCT bracis-33595 10 76 essential essential ADJ bracis-33595 10 77 for for ADP bracis-33595 10 78 handling handle VERB bracis-33595 10 79 large large ADJ bracis-33595 10 80 amounts amount NOUN bracis-33595 10 81 of of ADP bracis-33595 10 82 information information NOUN bracis-33595 10 83 . . PUNCT bracis-33595 11 1 this this DET bracis-33595 11 2 task task NOUN bracis-33595 11 3 aims aim VERB bracis-33595 11 4 to to PART bracis-33595 11 5 condense condense VERB bracis-33595 11 6 information information NOUN bracis-33595 11 7 from from ADP bracis-33595 11 8 one one NUM bracis-33595 11 9 or or CCONJ bracis-33595 11 10 more more ADJ bracis-33595 11 11 documents document NOUN bracis-33595 11 12 , , PUNCT bracis-33595 11 13 producing produce VERB bracis-33595 11 14 summaries summary NOUN bracis-33595 11 15 that that PRON bracis-33595 11 16 preserve preserve VERB bracis-33595 11 17 the the DET bracis-33595 11 18 main main ADJ bracis-33595 11 19 points point NOUN bracis-33595 11 20 of of ADP bracis-33595 11 21 the the DET bracis-33595 11 22 original original ADJ bracis-33595 11 23 content content NOUN bracis-33595 11 24 [ [ X bracis-33595 11 25 13 13 NUM bracis-33595 11 26 ] ] PUNCT bracis-33595 11 27 . . PUNCT bracis-33595 12 1 summarization summarization NOUN bracis-33595 12 2 can can AUX bracis-33595 12 3 be be AUX bracis-33595 12 4 classified classify VERB bracis-33595 12 5 into into ADP bracis-33595 12 6 two two NUM bracis-33595 12 7 main main ADJ bracis-33595 12 8 types type NOUN bracis-33595 12 9 : : PUNCT bracis-33595 12 10 extractive extractive ADJ bracis-33595 12 11 and and CCONJ bracis-33595 12 12 abstractive abstractive ADJ bracis-33595 12 13 . . PUNCT bracis-33595 13 1 extractive extractive ADJ bracis-33595 13 2 summarization summarization NOUN bracis-33595 13 3 selects select VERB bracis-33595 13 4 sentences sentence NOUN bracis-33595 13 5 or or CCONJ bracis-33595 13 6 phrases phrase NOUN bracis-33595 13 7 directly directly ADV bracis-33595 13 8 from from ADP bracis-33595 13 9 the the DET bracis-33595 13 10 original original ADJ bracis-33595 13 11 text(s text(s NOUN bracis-33595 13 12 ) ) PUNCT bracis-33595 13 13 , , PUNCT bracis-33595 13 14 while while SCONJ bracis-33595 13 15 abstractive abstractive ADJ bracis-33595 13 16 summarization summarization NOUN bracis-33595 13 17 generates generate VERB bracis-33595 13 18 new new ADJ bracis-33595 13 19 sentences sentence NOUN bracis-33595 13 20 that that PRON bracis-33595 13 21 capture capture VERB bracis-33595 13 22 the the DET bracis-33595 13 23 original original ADJ bracis-33595 13 24 meaning meaning NOUN bracis-33595 13 25 of of ADP bracis-33595 13 26 the the DET bracis-33595 13 27 text(s text(s NOUN bracis-33595 13 28 ) ) PUNCT bracis-33595 14 1 [ [ X bracis-33595 14 2 17 17 NUM bracis-33595 14 3 ] ] PUNCT bracis-33595 14 4 . . PUNCT bracis-33595 15 1 additionally additionally ADV bracis-33595 15 2 , , PUNCT bracis-33595 15 3 summarization summarization NOUN bracis-33595 15 4 can can AUX bracis-33595 15 5 be be AUX bracis-33595 15 6 categorized categorize VERB bracis-33595 15 7 as as ADP bracis-33595 15 8 single single ADJ bracis-33595 15 9 - - PUNCT bracis-33595 15 10 document document NOUN bracis-33595 15 11 , , PUNCT bracis-33595 15 12 when when SCONJ bracis-33595 15 13 summarizing summarize VERB bracis-33595 15 14 an an DET bracis-33595 15 15 unique unique ADJ bracis-33595 15 16 text text NOUN bracis-33595 15 17 , , PUNCT bracis-33595 15 18 or or CCONJ bracis-33595 15 19 multi multi NOUN bracis-33595 15 20 - - NOUN bracis-33595 15 21 document document NOUN bracis-33595 15 22 , , PUNCT bracis-33595 15 23 integrating integrate VERB bracis-33595 15 24 information information NOUN bracis-33595 15 25 from from ADP bracis-33595 15 26 multiple multiple ADJ bracis-33595 15 27 texts text NOUN bracis-33595 15 28 [ [ X bracis-33595 15 29 7 7 NUM bracis-33595 15 30 ] ] PUNCT bracis-33595 15 31 . . PUNCT bracis-33595 16 1 more more ADV bracis-33595 16 2 recently recently ADV bracis-33595 16 3 , , PUNCT bracis-33595 16 4 large large ADJ bracis-33595 16 5 language language NOUN bracis-33595 16 6 models model NOUN bracis-33595 16 7 ( ( PUNCT bracis-33595 16 8 llms llm NOUN bracis-33595 16 9 ) ) PUNCT bracis-33595 16 10 have have AUX bracis-33595 16 11 been be AUX bracis-33595 16 12 employed employ VERB bracis-33595 16 13 for for ADP bracis-33595 16 14 several several ADJ bracis-33595 16 15 nlp nlp NOUN bracis-33595 16 16 applications application NOUN bracis-33595 16 17 , , PUNCT bracis-33595 16 18 including include VERB bracis-33595 16 19 generation generation NOUN bracis-33595 16 20 tasks task NOUN bracis-33595 16 21 as as ADP bracis-33595 16 22 text text NOUN bracis-33595 16 23 summarization summarization NOUN bracis-33595 16 24 [ [ X bracis-33595 16 25 1 1 NUM bracis-33595 16 26 ] ] PUNCT bracis-33595 16 27 . . PUNCT bracis-33595 17 1 despite despite SCONJ bracis-33595 17 2 their their PRON bracis-33595 17 3 popularity popularity NOUN bracis-33595 17 4 , , PUNCT bracis-33595 17 5 llms llm NOUN bracis-33595 17 6 present present VERB bracis-33595 17 7 an an DET bracis-33595 17 8 explainability explainability NOUN bracis-33595 17 9 deficit deficit NOUN bracis-33595 17 10 and and CCONJ bracis-33595 17 11 have have VERB bracis-33595 17 12 some some DET bracis-33595 17 13 limitations limitation NOUN bracis-33595 17 14 , , PUNCT bracis-33595 17 15 such such ADJ bracis-33595 17 16 as as ADP bracis-33595 17 17 the the DET bracis-33595 17 18 expensive expensive ADJ bracis-33595 17 19 necessary necessary ADJ bracis-33595 17 20 computational computational ADJ bracis-33595 17 21 infrastructure infrastructure NOUN bracis-33595 17 22 and and CCONJ bracis-33595 17 23 the the DET bracis-33595 17 24 occurrence occurrence NOUN bracis-33595 17 25 of of ADP bracis-33595 17 26 hallucinations hallucination NOUN bracis-33595 17 27 , , PUNCT bracis-33595 17 28 which which PRON bracis-33595 17 29 , , PUNCT bracis-33595 17 30 in in ADP bracis-33595 17 31 the the DET bracis-33595 17 32 case case NOUN bracis-33595 17 33 of of ADP bracis-33595 17 34 summarization summarization NOUN bracis-33595 17 35 , , PUNCT bracis-33595 17 36 may may AUX bracis-33595 17 37 hinder hinder VERB bracis-33595 17 38 the the DET bracis-33595 17 39 proposal proposal NOUN bracis-33595 17 40 of of ADP bracis-33595 17 41 preserving preserve VERB bracis-33595 17 42 the the DET bracis-33595 17 43 original original ADJ bracis-33595 17 44 meaning meaning NOUN bracis-33595 17 45 of of ADP bracis-33595 17 46 the the DET bracis-33595 17 47 texts text NOUN bracis-33595 17 48 . . PUNCT bracis-33595 18 1 on on ADP bracis-33595 18 2 the the DET bracis-33595 18 3 other other ADJ bracis-33595 18 4 hand hand NOUN bracis-33595 18 5 , , PUNCT bracis-33595 18 6 extractive extractive ADJ bracis-33595 18 7 summarization summarization NOUN bracis-33595 18 8 methods method NOUN bracis-33595 18 9 generally generally ADV bracis-33595 18 10 do do AUX bracis-33595 18 11 not not PART bracis-33595 18 12 suffer suffer VERB bracis-33595 18 13 from from ADP bracis-33595 18 14 these these DET bracis-33595 18 15 disadvantages disadvantage NOUN bracis-33595 18 16 . . PUNCT bracis-33595 19 1 interestingly interestingly ADV bracis-33595 19 2 , , PUNCT bracis-33595 19 3 there there PRON bracis-33595 19 4 has have AUX bracis-33595 19 5 been be AUX bracis-33595 19 6 a a DET bracis-33595 19 7 resurgence resurgence NOUN bracis-33595 19 8 of of ADP bracis-33595 19 9 interest interest NOUN bracis-33595 19 10 in in ADP bracis-33595 19 11 these these DET bracis-33595 19 12 methods method NOUN bracis-33595 19 13 , , PUNCT bracis-33595 19 14 with with ADP bracis-33595 19 15 the the DET bracis-33595 19 16 proposal proposal NOUN bracis-33595 19 17 of of ADP bracis-33595 19 18 novel novel ADJ bracis-33595 19 19 methods method NOUN bracis-33595 19 20 that that PRON bracis-33595 19 21 incorporate incorporate VERB bracis-33595 19 22 classical classical ADJ bracis-33595 19 23 ideas idea NOUN bracis-33595 19 24 with with ADP bracis-33595 19 25 new new ADJ bracis-33595 19 26 perspectives perspective NOUN bracis-33595 19 27 and and CCONJ bracis-33595 19 28 also also ADV bracis-33595 19 29 bring bring VERB bracis-33595 19 30 new new ADJ bracis-33595 19 31 approaches approach NOUN bracis-33595 19 32 to to ADP bracis-33595 19 33 the the DET bracis-33595 19 34 task task NOUN bracis-33595 19 35 . . PUNCT bracis-33595 20 1 various various ADJ bracis-33595 20 2 extractive extractive ADJ bracis-33595 20 3 methods method NOUN bracis-33595 20 4 have have AUX bracis-33595 20 5 been be AUX bracis-33595 20 6 proposed propose VERB bracis-33595 20 7 and and CCONJ bracis-33595 20 8 tested test VERB bracis-33595 20 9 mainly mainly ADV bracis-33595 20 10 on on ADP bracis-33595 20 11 english english PROPN bracis-33595 20 12 corpora corpora PROPN bracis-33595 20 13 like like INTJ bracis-33595 20 14 cnn cnn PROPN bracis-33595 20 15 / / SYM bracis-33595 20 16 dm dm PROPN bracis-33595 21 1 [ [ X bracis-33595 21 2 9 9 NUM bracis-33595 21 3 ] ] PUNCT bracis-33595 21 4 . . PUNCT bracis-33595 22 1 some some DET bracis-33595 22 2 notable notable ADJ bracis-33595 22 3 methods method NOUN bracis-33595 22 4 are be AUX bracis-33595 22 5 presumm presumm ADJ bracis-33595 23 1 [ [ X bracis-33595 23 2 12 12 NUM bracis-33595 23 3 ] ] PUNCT bracis-33595 23 4 , , PUNCT bracis-33595 23 5 histruct+ histruct+ VERB bracis-33595 23 6 [ [ X bracis-33595 23 7 20 20 NUM bracis-33595 23 8 ] ] PUNCT bracis-33595 23 9 , , PUNCT bracis-33595 23 10 ranksum ranksum VERB bracis-33595 23 11 [ [ X bracis-33595 23 12 10 10 NUM bracis-33595 23 13 ] ] PUNCT bracis-33595 23 14 , , PUNCT bracis-33595 23 15 memsum memsum NOUN bracis-33595 24 1 [ [ X bracis-33595 24 2 8 8 NUM bracis-33595 24 3 ] ] PUNCT bracis-33595 24 4 and and CCONJ bracis-33595 24 5 matchsum matchsum VERB bracis-33595 24 6 [ [ X bracis-33595 24 7 22 22 NUM bracis-33595 24 8 ] ] PUNCT bracis-33595 24 9 , , PUNCT bracis-33595 24 10 which which PRON bracis-33595 24 11 have have AUX bracis-33595 24 12 demonstrated demonstrate VERB bracis-33595 24 13 promising promising ADJ bracis-33595 24 14 performances performance NOUN bracis-33595 24 15 in in ADP bracis-33595 24 16 generating generate VERB bracis-33595 24 17 summaries summary NOUN bracis-33595 24 18 . . PUNCT bracis-33595 25 1 however however ADV bracis-33595 25 2 , , PUNCT bracis-33595 25 3 there there PRON bracis-33595 25 4 is be VERB bracis-33595 25 5 a a DET bracis-33595 25 6 significant significant ADJ bracis-33595 25 7 gap gap NOUN bracis-33595 25 8 in in ADP bracis-33595 25 9 the the DET bracis-33595 25 10 application application NOUN bracis-33595 25 11 of of ADP bracis-33595 25 12 these these DET bracis-33595 25 13 methods method NOUN bracis-33595 25 14 to to ADP bracis-33595 25 15 other other ADJ bracis-33595 25 16 languages language NOUN bracis-33595 25 17 and and CCONJ bracis-33595 25 18 , , PUNCT bracis-33595 25 19 therefore therefore ADV bracis-33595 25 20 , , PUNCT bracis-33595 25 21 limited limited ADJ bracis-33595 25 22 evaluation evaluation NOUN bracis-33595 25 23 on on ADP bracis-33595 25 24 their their PRON bracis-33595 25 25 multilingual multilingual ADJ bracis-33595 25 26 capacity capacity NOUN bracis-33595 25 27 . . PUNCT bracis-33595 26 1 with with ADP bracis-33595 26 2 the the DET bracis-33595 26 3 web web NOUN bracis-33595 26 4 , , PUNCT bracis-33595 26 5 multilingual multilingual ADJ bracis-33595 26 6 summarization summarization NOUN bracis-33595 26 7 is be AUX bracis-33595 26 8 a a DET bracis-33595 26 9 very very ADV bracis-33595 26 10 relevant relevant ADJ bracis-33595 26 11 field field NOUN bracis-33595 26 12 , , PUNCT bracis-33595 26 13 and and CCONJ bracis-33595 26 14 there there PRON bracis-33595 26 15 is be VERB bracis-33595 26 16 a a DET bracis-33595 26 17 growing grow VERB bracis-33595 26 18 need need NOUN bracis-33595 26 19 for for ADP bracis-33595 26 20 resources resource NOUN bracis-33595 26 21 and and CCONJ bracis-33595 26 22 techniques technique NOUN bracis-33595 26 23 that that PRON bracis-33595 26 24 support support VERB bracis-33595 26 25 multiple multiple ADJ bracis-33595 26 26 languages language NOUN bracis-33595 26 27 , , PUNCT bracis-33595 26 28 expanding expand VERB bracis-33595 26 29 the the DET bracis-33595 26 30 applicability applicability NOUN bracis-33595 26 31 of of ADP bracis-33595 26 32 nlp nlp NOUN bracis-33595 26 33 advances advance NOUN bracis-33595 26 34 to to PART bracis-33595 26 35 diverse diverse VERB bracis-33595 26 36 linguistic linguistic ADJ bracis-33595 26 37 communities community NOUN bracis-33595 26 38 . . PUNCT bracis-33595 27 1 evaluation evaluation NOUN bracis-33595 27 2 in in ADP bracis-33595 27 3 summarization summarization NOUN bracis-33595 27 4 ( ( PUNCT bracis-33595 27 5 whether whether SCONJ bracis-33595 27 6 it it PRON bracis-33595 27 7 is be AUX bracis-33595 27 8 multilingual multilingual ADJ bracis-33595 27 9 or or CCONJ bracis-33595 27 10 not not PART bracis-33595 27 11 ) ) PUNCT bracis-33595 27 12 is be AUX bracis-33595 27 13 crucial crucial ADJ bracis-33595 27 14 for for ADP bracis-33595 27 15 advancing advance VERB bracis-33595 27 16 research research NOUN bracis-33595 27 17 in in ADP bracis-33595 27 18 the the DET bracis-33595 27 19 field field NOUN bracis-33595 27 20 . . PUNCT bracis-33595 28 1 traditionally traditionally ADV bracis-33595 28 2 , , PUNCT bracis-33595 28 3 the the DET bracis-33595 28 4 rouge rouge NOUN bracis-33595 28 5 ( ( PUNCT bracis-33595 28 6 recall recall NOUN bracis-33595 28 7 - - PUNCT bracis-33595 28 8 oriented orient VERB bracis-33595 28 9 understudy understudy NOUN bracis-33595 28 10 for for ADP bracis-33595 28 11 gisting giste VERB bracis-33595 28 12 evaluation evaluation NOUN bracis-33595 28 13 ) ) PUNCT bracis-33595 28 14 metric metric NOUN bracis-33595 29 1 [ [ X bracis-33595 29 2 11 11 NUM bracis-33595 29 3 ] ] PUNCT bracis-33595 29 4 has have AUX bracis-33595 29 5 been be AUX bracis-33595 29 6 widely widely ADV bracis-33595 29 7 used use VERB bracis-33595 29 8 to to PART bracis-33595 29 9 measure measure VERB bracis-33595 29 10 the the DET bracis-33595 29 11 overlap overlap NOUN bracis-33595 29 12 of of ADP bracis-33595 29 13 n n NOUN bracis-33595 29 14 - - PUNCT bracis-33595 29 15 grams gram NOUN bracis-33595 29 16 between between ADP bracis-33595 29 17 automatic automatic ADJ bracis-33595 29 18 summaries summary NOUN bracis-33595 29 19 and and CCONJ bracis-33595 29 20 human human ADJ bracis-33595 29 21 reference reference NOUN bracis-33595 29 22 summaries summary NOUN bracis-33595 29 23 . . PUNCT bracis-33595 30 1 however however ADV bracis-33595 30 2 , , PUNCT bracis-33595 30 3 rouge rouge PROPN bracis-33595 30 4 is be AUX bracis-33595 30 5 limited limit VERB bracis-33595 30 6 since since SCONJ bracis-33595 30 7 it it PRON bracis-33595 30 8 only only ADV bracis-33595 30 9 computes compute VERB bracis-33595 30 10 superficial superficial ADJ bracis-33595 30 11 text text NOUN bracis-33595 30 12 similarity similarity NOUN bracis-33595 30 13 . . PUNCT bracis-33595 31 1 to to PART bracis-33595 31 2 address address VERB bracis-33595 31 3 these these DET bracis-33595 31 4 limitations limitation NOUN bracis-33595 31 5 , , PUNCT bracis-33595 31 6 other other ADJ bracis-33595 31 7 metrics metric NOUN bracis-33595 31 8 have have AUX bracis-33595 31 9 arisen arise VERB bracis-33595 31 10 , , PUNCT bracis-33595 31 11 as as ADP bracis-33595 31 12 blanc blanc NOUN bracis-33595 31 13 [ [ X bracis-33595 31 14 21 21 NUM bracis-33595 31 15 ] ] PUNCT bracis-33595 31 16 . . PUNCT bracis-33595 32 1 blanc blanc NOUN bracis-33595 32 2 evaluates evaluate VERB bracis-33595 32 3 summaries summary NOUN bracis-33595 32 4 by by ADP bracis-33595 32 5 using use VERB bracis-33595 32 6 them they PRON bracis-33595 32 7 to to PART bracis-33595 32 8 help help VERB bracis-33595 32 9 pre pre VERB bracis-33595 32 10 - - ADJ bracis-33595 32 11 trained train VERB bracis-33595 32 12 language language NOUN bracis-33595 32 13 models model NOUN bracis-33595 32 14 ( ( PUNCT bracis-33595 32 15 such such ADJ bracis-33595 32 16 as as ADP bracis-33595 32 17 bert bert NOUN bracis-33595 32 18 [ [ X bracis-33595 32 19 5 5 NUM bracis-33595 32 20 ] ] PUNCT bracis-33595 32 21 ) ) PUNCT bracis-33595 32 22 to to PART bracis-33595 32 23 perform perform VERB bracis-33595 32 24 the the DET bracis-33595 32 25 token token ADJ bracis-33595 32 26 unmasking unmask VERB bracis-33595 32 27 task task NOUN bracis-33595 32 28 , , PUNCT bracis-33595 32 29 with with ADP bracis-33595 32 30 the the DET bracis-33595 32 31 supposition supposition NOUN bracis-33595 32 32 that that SCONJ bracis-33595 32 33 a a DET bracis-33595 32 34 “ " PUNCT bracis-33595 32 35 more more ADV bracis-33595 32 36 helpful helpful ADJ bracis-33595 32 37 ” " PUNCT bracis-33595 32 38 summary summary NOUN bracis-33595 32 39 may may AUX bracis-33595 32 40 improve improve VERB bracis-33595 32 41 the the DET bracis-33595 32 42 model model NOUN bracis-33595 32 43 success success NOUN bracis-33595 32 44 on on ADP bracis-33595 32 45 the the DET bracis-33595 32 46 task task NOUN bracis-33595 32 47 . . PUNCT bracis-33595 33 1 in in ADP bracis-33595 33 2 this this DET bracis-33595 33 3 context context NOUN bracis-33595 33 4 , , PUNCT bracis-33595 33 5 this this DET bracis-33595 33 6 work work NOUN bracis-33595 33 7 aims aim VERB bracis-33595 33 8 at at ADP bracis-33595 33 9 evaluating evaluate VERB bracis-33595 33 10 the the DET bracis-33595 33 11 effectiveness effectiveness NOUN bracis-33595 33 12 of of ADP bracis-33595 33 13 some some DET bracis-33595 33 14 more more ADV bracis-33595 33 15 recent recent ADJ bracis-33595 33 16 extractive extractive ADJ bracis-33595 33 17 methods method NOUN bracis-33595 33 18 for for ADP bracis-33595 33 19 brazilian brazilian ADJ bracis-33595 33 20 portuguese portuguese NOUN bracis-33595 33 21 , , PUNCT bracis-33595 33 22 trying try VERB bracis-33595 33 23 to to PART bracis-33595 33 24 assess assess VERB bracis-33595 33 25 their their PRON bracis-33595 33 26 multilingual multilingual ADJ bracis-33595 33 27 performance performance NOUN bracis-33595 33 28 . . PUNCT bracis-33595 34 1 we we PRON bracis-33595 34 2 run run VERB bracis-33595 34 3 some some DET bracis-33595 34 4 selected select VERB bracis-33595 34 5 state state NOUN bracis-33595 34 6 - - PUNCT bracis-33595 34 7 of of ADP bracis-33595 34 8 - - PUNCT bracis-33595 34 9 the the DET bracis-33595 34 10 - - PUNCT bracis-33595 34 11 art art NOUN bracis-33595 34 12 and and CCONJ bracis-33595 34 13 more more ADV bracis-33595 34 14 classical classical ADJ bracis-33595 34 15 methods method NOUN bracis-33595 34 16 on on ADP bracis-33595 34 17 news news NOUN bracis-33595 34 18 corpora corpora PROPN bracis-33595 34 19 for for ADP bracis-33595 34 20 english english ADJ bracis-33595 34 21 and and CCONJ bracis-33595 34 22 brazilian brazilian ADJ bracis-33595 34 23 portuguese portuguese PROPN bracis-33595 34 24 , , PUNCT bracis-33595 34 25 using use VERB bracis-33595 34 26 well well ADV bracis-33595 34 27 - - PUNCT bracis-33595 34 28 known know VERB bracis-33595 34 29 reference reference NOUN bracis-33595 34 30 summarization summarization NOUN bracis-33595 34 31 corpora corpus NOUN bracis-33595 34 32 . . PUNCT bracis-33595 35 1 we we PRON bracis-33595 35 2 compare compare VERB bracis-33595 35 3 the the DET bracis-33595 35 4 results result NOUN bracis-33595 35 5 using use VERB bracis-33595 35 6 both both CCONJ bracis-33595 35 7 rouge rouge NOUN bracis-33595 35 8 and and CCONJ bracis-33595 35 9 blanc blanc NOUN bracis-33595 35 10 metrics metric NOUN bracis-33595 35 11 , , PUNCT bracis-33595 35 12 in in ADP bracis-33595 35 13 order order NOUN bracis-33595 35 14 to to PART bracis-33595 35 15 provide provide VERB bracis-33595 35 16 a a DET bracis-33595 35 17 more more ADV bracis-33595 35 18 comprehensive comprehensive ADJ bracis-33595 35 19 evaluation evaluation NOUN bracis-33595 35 20 . . PUNCT bracis-33595 36 1 next next ADJ bracis-33595 36 2 section section NOUN bracis-33595 36 3 briefly briefly ADV bracis-33595 36 4 describes describe VERB bracis-33595 36 5 the the DET bracis-33595 36 6 main main ADJ bracis-33595 36 7 related related ADJ bracis-33595 36 8 work work NOUN bracis-33595 36 9 . . PUNCT bracis-33595 37 1 the the DET bracis-33595 37 2 datasets dataset NOUN bracis-33595 37 3 that that PRON bracis-33595 37 4 we we PRON bracis-33595 37 5 use use VERB bracis-33595 37 6 are be AUX bracis-33595 37 7 detailed detail VERB bracis-33595 37 8 in in ADP bracis-33595 37 9 sect sect NOUN bracis-33595 37 10 . . PUNCT bracis-33595 37 11     SPACE bracis-33595 38 1 3 3 X bracis-33595 38 2 . . X bracis-33595 38 3 section section NOUN bracis-33595 38 4     SPACE bracis-33595 38 5 4 4 NUM bracis-33595 38 6 brings bring VERB bracis-33595 38 7 our our PRON bracis-33595 38 8 experiment experiment NOUN bracis-33595 38 9 setup setup NOUN bracis-33595 38 10 , , PUNCT bracis-33595 38 11 while while SCONJ bracis-33595 38 12 discussion discussion NOUN bracis-33595 38 13 of of ADP bracis-33595 38 14 results result NOUN bracis-33595 38 15 and and CCONJ bracis-33595 38 16 final final ADJ bracis-33595 38 17 remarks remark NOUN bracis-33595 38 18 are be AUX bracis-33595 38 19 made make VERB bracis-33595 38 20 in in ADP bracis-33595 38 21 sects sect NOUN bracis-33595 38 22 . . PUNCT bracis-33595 38 23     SPACE bracis-33595 38 24 5 5 NUM bracis-33595 38 25 and and CCONJ bracis-33595 38 26 6 6 NUM bracis-33595 38 27 , , PUNCT bracis-33595 38 28 respectively respectively ADV bracis-33595 38 29 . . PUNCT bracis-33595 39 1 2 2 NUM bracis-33595 39 2 related relate VERB bracis-33595 39 3 work work NOUN bracis-33595 39 4 several several ADJ bracis-33595 39 5 automatic automatic ADJ bracis-33595 39 6 extractive extractive ADJ bracis-33595 39 7 summarization summarization NOUN bracis-33595 39 8 methods method NOUN bracis-33595 39 9 have have AUX bracis-33595 39 10 been be AUX bracis-33595 39 11 developed develop VERB bracis-33595 39 12 in in ADP bracis-33595 39 13 the the DET bracis-33595 39 14 area area NOUN bracis-33595 39 15 , , PUNCT bracis-33595 39 16 especially especially ADV bracis-33595 39 17 using use VERB bracis-33595 39 18 deep deep ADJ bracis-33595 39 19 learning learning NOUN bracis-33595 39 20 models model NOUN bracis-33595 39 21 and and CCONJ bracis-33595 39 22 word word NOUN bracis-33595 39 23 embeddings embedding NOUN bracis-33595 39 24 . . PUNCT bracis-33595 40 1 here here ADV bracis-33595 40 2 , , PUNCT bracis-33595 40 3 we we PRON bracis-33595 40 4 briefly briefly AUX bracis-33595 40 5 overview overview VERB bracis-33595 40 6 classical classical ADJ bracis-33595 40 7 and and CCONJ bracis-33595 40 8 more more ADV bracis-33595 40 9 recent recent ADJ bracis-33595 40 10 methods method NOUN bracis-33595 40 11 , , PUNCT bracis-33595 40 12 including include VERB bracis-33595 40 13 those those PRON bracis-33595 40 14 that that PRON bracis-33595 40 15 are be AUX bracis-33595 40 16 considered consider VERB bracis-33595 40 17 state state NOUN bracis-33595 40 18 - - PUNCT bracis-33595 40 19 of of ADP bracis-33595 40 20 - - PUNCT bracis-33595 40 21 the the DET bracis-33595 40 22 - - PUNCT bracis-33595 40 23 art art NOUN bracis-33595 40 24 in in ADP bracis-33595 40 25 the the DET bracis-33595 40 26 area area NOUN bracis-33595 40 27 . . PUNCT bracis-33595 41 1 textrank textrank VERB bracis-33595 42 1 [ [ X bracis-33595 42 2 14 14 NUM bracis-33595 42 3 ] ] PUNCT bracis-33595 42 4 is be AUX bracis-33595 42 5 a a DET bracis-33595 42 6 graph graph NOUN bracis-33595 42 7 - - PUNCT bracis-33595 42 8 based base VERB bracis-33595 42 9 ranking ranking ADJ bracis-33595 42 10 algorithm algorithm NOUN bracis-33595 42 11 used use VERB bracis-33595 42 12 for for ADP bracis-33595 42 13 both both DET bracis-33595 42 14 sentence sentence NOUN bracis-33595 42 15 and and CCONJ bracis-33595 42 16 keyword keyword NOUN bracis-33595 42 17 extraction extraction NOUN bracis-33595 42 18 . . PUNCT bracis-33595 43 1 inspired inspire VERB bracis-33595 43 2 by by ADP bracis-33595 43 3 google google PROPN bracis-33595 43 4 ’s ’s PART bracis-33595 43 5 pagerank pagerank NOUN bracis-33595 43 6 algorithm algorithm NOUN bracis-33595 43 7 , , PUNCT bracis-33595 43 8 textrank textrank PROPN bracis-33595 43 9 applies apply VERB bracis-33595 43 10 the the DET bracis-33595 43 11 idea idea NOUN bracis-33595 43 12 of of ADP bracis-33595 43 13 “ " PUNCT bracis-33595 43 14 voting voting NOUN bracis-33595 43 15 " " PUNCT bracis-33595 43 16 to to PART bracis-33595 43 17 determine determine VERB bracis-33595 43 18 the the DET bracis-33595 43 19 importance importance NOUN bracis-33595 43 20 of of ADP bracis-33595 43 21 textual textual ADJ bracis-33595 43 22 units unit NOUN bracis-33595 43 23 . . PUNCT bracis-33595 44 1 it it PRON bracis-33595 44 2 constructs construct VERB bracis-33595 44 3 a a DET bracis-33595 44 4 graph graph NOUN bracis-33595 44 5 where where SCONJ bracis-33595 44 6 nodes node NOUN bracis-33595 44 7 represent represent VERB bracis-33595 44 8 sentences sentence NOUN bracis-33595 44 9 or or CCONJ bracis-33595 44 10 words word NOUN bracis-33595 44 11 , , PUNCT bracis-33595 44 12 and and CCONJ bracis-33595 44 13 edges edge NOUN bracis-33595 44 14 indicate indicate VERB bracis-33595 44 15 co co NOUN bracis-33595 44 16 - - NOUN bracis-33595 44 17 occurrence occurrence NOUN bracis-33595 44 18 or or CCONJ bracis-33595 44 19 similarity similarity NOUN bracis-33595 44 20 relations relation NOUN bracis-33595 44 21 . . PUNCT bracis-33595 45 1 the the DET bracis-33595 45 2 algorithm algorithm NOUN bracis-33595 45 3 iterates iterate VERB bracis-33595 45 4 over over ADP bracis-33595 45 5 the the DET bracis-33595 45 6 graph graph NOUN bracis-33595 45 7 until until SCONJ bracis-33595 45 8 the the DET bracis-33595 45 9 importance importance NOUN bracis-33595 45 10 scores score NOUN bracis-33595 45 11 of of ADP bracis-33595 45 12 the the DET bracis-33595 45 13 nodes node NOUN bracis-33595 45 14 converge converge VERB bracis-33595 45 15 . . PUNCT bracis-33595 46 1 textrank textrank PROPN bracis-33595 46 2 is be AUX bracis-33595 46 3 an an DET bracis-33595 46 4 unsupervised unsupervised ADJ bracis-33595 46 5 method method NOUN bracis-33595 46 6 that that PRON bracis-33595 46 7 has have AUX bracis-33595 46 8 proven prove VERB bracis-33595 46 9 competitive competitive ADJ bracis-33595 46 10 in in ADP bracis-33595 46 11 established establish VERB bracis-33595 46 12 benchmarks benchmark NOUN bracis-33595 46 13 like like ADP bracis-33595 46 14 duc-2002 duc-2002 NOUN bracis-33595 46 15 , , PUNCT bracis-33595 46 16 demonstrating demonstrate VERB bracis-33595 46 17 robustness robustness NOUN bracis-33595 46 18 and and CCONJ bracis-33595 46 19 portability portability NOUN bracis-33595 46 20 across across ADP bracis-33595 46 21 different different ADJ bracis-33595 46 22 domains domain NOUN bracis-33595 46 23 and and CCONJ bracis-33595 46 24 languages language NOUN bracis-33595 46 25 . . PUNCT bracis-33595 47 1 centroid centroid NOUN bracis-33595 47 2 - - PUNCT bracis-33595 47 3 embedding embed VERB bracis-33595 47 4 [ [ X bracis-33595 47 5 19 19 NUM bracis-33595 47 6 ] ] PUNCT bracis-33595 47 7 summarization summarization NOUN bracis-33595 47 8 leverages leverage VERB bracis-33595 47 9 the the DET bracis-33595 47 10 compositional compositional ADJ bracis-33595 47 11 capabilities capability NOUN bracis-33595 47 12 of of ADP bracis-33595 47 13 word word NOUN bracis-33595 47 14 embeddings embedding NOUN bracis-33595 47 15 to to PART bracis-33595 47 16 capture capture VERB bracis-33595 47 17 semantic semantic ADJ bracis-33595 47 18 relationships relationship NOUN bracis-33595 47 19 between between ADP bracis-33595 47 20 words word NOUN bracis-33595 47 21 and and CCONJ bracis-33595 47 22 sentences sentence NOUN bracis-33595 47 23 . . PUNCT bracis-33595 48 1 this this DET bracis-33595 48 2 method method NOUN bracis-33595 48 3 constructs construct VERB bracis-33595 48 4 a a DET bracis-33595 48 5 centroid centroid NOUN bracis-33595 48 6 vector vector NOUN bracis-33595 48 7 , , PUNCT bracis-33595 48 8 which which PRON bracis-33595 48 9 represents represent VERB bracis-33595 48 10 the the DET bracis-33595 48 11 central central ADJ bracis-33595 48 12 theme theme NOUN bracis-33595 48 13 of of ADP bracis-33595 48 14 the the DET bracis-33595 48 15 document document NOUN bracis-33595 48 16 , , PUNCT bracis-33595 48 17 by by ADP bracis-33595 48 18 summing sum VERB bracis-33595 48 19 the the DET bracis-33595 48 20 embeddings embedding NOUN bracis-33595 48 21 of of ADP bracis-33595 48 22 the the DET bracis-33595 48 23 most most ADV bracis-33595 48 24 significant significant ADJ bracis-33595 48 25 words word NOUN bracis-33595 48 26 , , PUNCT bracis-33595 48 27 determined determine VERB bracis-33595 48 28 by by ADP bracis-33595 48 29 their their PRON bracis-33595 48 30 tf tf PROPN bracis-33595 48 31 - - PUNCT bracis-33595 48 32 idf idf PROPN bracis-33595 48 33 scores score NOUN bracis-33595 48 34 . . PUNCT bracis-33595 49 1 each each DET bracis-33595 49 2 sentence sentence NOUN bracis-33595 49 3 is be AUX bracis-33595 49 4 then then ADV bracis-33595 49 5 represented represent VERB bracis-33595 49 6 as as ADP bracis-33595 49 7 a a DET bracis-33595 49 8 sum sum NOUN bracis-33595 49 9 of of ADP bracis-33595 49 10 its its PRON bracis-33595 49 11 word word NOUN bracis-33595 49 12 embeddings embedding NOUN bracis-33595 49 13 , , PUNCT bracis-33595 49 14 and and CCONJ bracis-33595 49 15 sentences sentence VERB bracis-33595 49 16 closest close ADJ bracis-33595 49 17 to to ADP bracis-33595 49 18 the the DET bracis-33595 49 19 centroid centroid NOUN bracis-33595 49 20 vector vector NOUN bracis-33595 49 21 are be AUX bracis-33595 49 22 selected select VERB bracis-33595 49 23 for for ADP bracis-33595 49 24 the the DET bracis-33595 49 25 summary summary NOUN bracis-33595 49 26 . . PUNCT bracis-33595 50 1 this this DET bracis-33595 50 2 approach approach NOUN bracis-33595 50 3 addresses address VERB bracis-33595 50 4 the the DET bracis-33595 50 5 limitations limitation NOUN bracis-33595 50 6 of of ADP bracis-33595 50 7 traditional traditional ADJ bracis-33595 50 8 bag bag NOUN bracis-33595 50 9 - - PUNCT bracis-33595 50 10 of of ADP bracis-33595 50 11 - - PUNCT bracis-33595 50 12 words word NOUN bracis-33595 50 13 models model NOUN bracis-33595 50 14 , , PUNCT bracis-33595 50 15 which which PRON bracis-33595 50 16 often often ADV bracis-33595 50 17 fail fail VERB bracis-33595 50 18 to to PART bracis-33595 50 19 capture capture VERB bracis-33595 50 20 semantic semantic ADJ bracis-33595 50 21 similarities similarity NOUN bracis-33595 50 22 between between ADP bracis-33595 50 23 sentences sentence NOUN bracis-33595 50 24 with with ADP bracis-33595 50 25 different different ADJ bracis-33595 50 26 words word NOUN bracis-33595 50 27 but but CCONJ bracis-33595 50 28 similar similar ADJ bracis-33595 50 29 meanings meaning NOUN bracis-33595 50 30 . . PUNCT bracis-33595 51 1 the the DET bracis-33595 51 2 centroid centroid NOUN bracis-33595 51 3 - - PUNCT bracis-33595 51 4 based base VERB bracis-33595 51 5 method method NOUN bracis-33595 51 6 has have AUX bracis-33595 51 7 proven prove VERB bracis-33595 51 8 effective effective ADJ bracis-33595 51 9 in in ADP bracis-33595 51 10 both both CCONJ bracis-33595 51 11 multi multi ADJ bracis-33595 51 12 - - NOUN bracis-33595 51 13 document document ADJ bracis-33595 51 14 and and CCONJ bracis-33595 51 15 multilingual multilingual ADJ bracis-33595 51 16 summarization summarization NOUN bracis-33595 51 17 tasks task NOUN bracis-33595 51 18 , , PUNCT bracis-33595 51 19 offering offer VERB bracis-33595 51 20 competitive competitive ADJ bracis-33595 51 21 performance performance NOUN bracis-33595 51 22 compared compare VERB bracis-33595 51 23 to to ADP bracis-33595 51 24 more more ADV bracis-33595 51 25 complex complex ADJ bracis-33595 51 26 deep deep ADJ bracis-33595 51 27 learning learning NOUN bracis-33595 51 28 models model NOUN bracis-33595 51 29 . . PUNCT bracis-33595 52 1 its its PRON bracis-33595 52 2 simplicity simplicity NOUN bracis-33595 52 3 and and CCONJ bracis-33595 52 4 robustness robustness NOUN bracis-33595 52 5 make make VERB bracis-33595 52 6 it it PRON bracis-33595 52 7 an an DET bracis-33595 52 8 attractive attractive ADJ bracis-33595 52 9 option option NOUN bracis-33595 52 10 for for ADP bracis-33595 52 11 extractive extractive ADJ bracis-33595 52 12 summarization summarization NOUN bracis-33595 52 13 across across ADP bracis-33595 52 14 various various ADJ bracis-33595 52 15 domains domain NOUN bracis-33595 52 16 and and CCONJ bracis-33595 52 17 languages language NOUN bracis-33595 52 18 . . PUNCT bracis-33595 53 1 presumm presumm ADJ bracis-33595 54 1 [ [ X bracis-33595 54 2 12 12 NUM bracis-33595 54 3 ] ] PUNCT bracis-33595 54 4 , , PUNCT bracis-33595 54 5 also also ADV bracis-33595 54 6 known know VERB bracis-33595 54 7 as as ADP bracis-33595 54 8 bertsum bertsum ADV bracis-33595 54 9 , , PUNCT bracis-33595 54 10 has have VERB bracis-33595 54 11 extractive extractive ADJ bracis-33595 54 12 and and CCONJ bracis-33595 54 13 abstractive abstractive ADJ bracis-33595 54 14 summarization summarization NOUN bracis-33595 54 15 strategies strategy NOUN bracis-33595 54 16 . . PUNCT bracis-33595 55 1 it it PRON bracis-33595 55 2 uses use VERB bracis-33595 55 3 the the DET bracis-33595 55 4 bert bert NOUN bracis-33595 55 5 architecture architecture NOUN bracis-33595 55 6 to to PART bracis-33595 55 7 understand understand VERB bracis-33595 55 8 the the DET bracis-33595 55 9 context context NOUN bracis-33595 55 10 of of ADP bracis-33595 55 11 sentences sentence NOUN bracis-33595 55 12 and and CCONJ bracis-33595 55 13 select select VERB bracis-33595 55 14 the the DET bracis-33595 55 15 most most ADV bracis-33595 55 16 relevant relevant ADJ bracis-33595 55 17 ones one NOUN bracis-33595 55 18 for for ADP bracis-33595 55 19 the the DET bracis-33595 55 20 summary summary NOUN bracis-33595 55 21 . . PUNCT bracis-33595 56 1 the the DET bracis-33595 56 2 technique technique NOUN bracis-33595 56 3 includes include VERB bracis-33595 56 4 pretraining pretraine VERB bracis-33595 56 5 on on ADP bracis-33595 56 6 general general ADJ bracis-33595 56 7 language language NOUN bracis-33595 56 8 tasks task NOUN bracis-33595 56 9 and and CCONJ bracis-33595 56 10 fine fine ADV bracis-33595 56 11 - - PUNCT bracis-33595 56 12 tuning tune VERB bracis-33595 56 13 specific specific ADJ bracis-33595 56 14 to to ADP bracis-33595 56 15 the the DET bracis-33595 56 16 summarization summarization NOUN bracis-33595 56 17 task task PROPN bracis-33595 56 18 . . PUNCT bracis-33595 57 1 presumm presumm PROPN bracis-33595 57 2 performs perform VERB bracis-33595 57 3 summarization summarization NOUN bracis-33595 57 4 in in ADP bracis-33595 57 5 two two NUM bracis-33595 57 6 phases phase NOUN bracis-33595 57 7 : : PUNCT bracis-33595 57 8 ( ( PUNCT bracis-33595 57 9 1 1 X bracis-33595 57 10 ) ) PUNCT bracis-33595 57 11 an an DET bracis-33595 57 12 extraction extraction NOUN bracis-33595 57 13 phase phase NOUN bracis-33595 57 14 where where SCONJ bracis-33595 57 15 the the DET bracis-33595 57 16 most most ADV bracis-33595 57 17 important important ADJ bracis-33595 57 18 sentences sentence NOUN bracis-33595 57 19 are be AUX bracis-33595 57 20 selected select VERB bracis-33595 57 21 , , PUNCT bracis-33595 57 22 and and CCONJ bracis-33595 57 23 ( ( PUNCT bracis-33595 57 24 2 2 X bracis-33595 57 25 ) ) PUNCT bracis-33595 57 26 an an DET bracis-33595 57 27 abstractive abstractive ADJ bracis-33595 57 28 generation generation NOUN bracis-33595 57 29 phase phase NOUN bracis-33595 57 30 where where SCONJ bracis-33595 57 31 these these DET bracis-33595 57 32 sentences sentence NOUN bracis-33595 57 33 can can AUX bracis-33595 57 34 be be AUX bracis-33595 57 35 refined refine VERB bracis-33595 57 36 to to PART bracis-33595 57 37 improve improve VERB bracis-33595 57 38 the the DET bracis-33595 57 39 fluency fluency NOUN bracis-33595 57 40 and and CCONJ bracis-33595 57 41 cohesion cohesion NOUN bracis-33595 57 42 of of ADP bracis-33595 57 43 the the DET bracis-33595 57 44 final final ADJ bracis-33595 57 45 summary summary NOUN bracis-33595 57 46 . . PUNCT bracis-33595 58 1 for for ADP bracis-33595 58 2 this this DET bracis-33595 58 3 work work NOUN bracis-33595 58 4 , , PUNCT bracis-33595 58 5 we we PRON bracis-33595 58 6 used use VERB bracis-33595 58 7 only only ADV bracis-33595 58 8 the the DET bracis-33595 58 9 extractive extractive ADJ bracis-33595 58 10 strategy strategy NOUN bracis-33595 58 11 of of ADP bracis-33595 58 12 presumm presumm ADJ bracis-33595 58 13 . . PUNCT bracis-33595 59 1 histruct+ histruct+ VERB bracis-33595 60 1 [ [ X bracis-33595 60 2 20 20 NUM bracis-33595 60 3 ] ] PUNCT bracis-33595 60 4 incorporates incorporate VERB bracis-33595 60 5 hierarchical hierarchical ADJ bracis-33595 60 6 structure structure NOUN bracis-33595 60 7 information information NOUN bracis-33595 60 8 into into ADP bracis-33595 60 9 pre pre ADJ bracis-33595 60 10 - - ADJ bracis-33595 60 11 trained train VERB bracis-33595 60 12 language language NOUN bracis-33595 60 13 models model NOUN bracis-33595 60 14 like like ADP bracis-33595 60 15 bert bert PROPN bracis-33595 60 16 and and CCONJ bracis-33595 60 17 roberta roberta PROPN bracis-33595 60 18 to to PART bracis-33595 60 19 improve improve VERB bracis-33595 60 20 extractive extractive ADJ bracis-33595 60 21 summarization summarization NOUN bracis-33595 60 22 . . PUNCT bracis-33595 61 1 this this DET bracis-33595 61 2 model model NOUN bracis-33595 61 3 is be AUX bracis-33595 61 4 designed design VERB bracis-33595 61 5 to to PART bracis-33595 61 6 handle handle VERB bracis-33595 61 7 the the DET bracis-33595 61 8 intrinsic intrinsic ADJ bracis-33595 61 9 structure structure NOUN bracis-33595 61 10 of of ADP bracis-33595 61 11 documents document NOUN bracis-33595 61 12 , , PUNCT bracis-33595 61 13 considering consider VERB bracis-33595 61 14 the the DET bracis-33595 61 15 hierarchy hierarchy NOUN bracis-33595 61 16 of of ADP bracis-33595 61 17 sections section NOUN bracis-33595 61 18 and and CCONJ bracis-33595 61 19 subtitles subtitle NOUN bracis-33595 61 20 when when SCONJ bracis-33595 61 21 selecting select VERB bracis-33595 61 22 sentences sentence NOUN bracis-33595 61 23 for for ADP bracis-33595 61 24 the the DET bracis-33595 61 25 summary summary NOUN bracis-33595 61 26 . . PUNCT bracis-33595 62 1 histruct+ histruct+ VERB bracis-33595 62 2 is be AUX bracis-33595 62 3 particularly particularly ADV bracis-33595 62 4 effective effective ADJ bracis-33595 62 5 for for ADP bracis-33595 62 6 long long ADJ bracis-33595 62 7 and and CCONJ bracis-33595 62 8 complex complex ADJ bracis-33595 62 9 documents document NOUN bracis-33595 62 10 with with ADP bracis-33595 62 11 clear clear ADJ bracis-33595 62 12 hierarchical hierarchical ADJ bracis-33595 62 13 structures structure NOUN bracis-33595 62 14 , , PUNCT bracis-33595 62 15 such such ADJ bracis-33595 62 16 as as ADP bracis-33595 62 17 scientific scientific ADJ bracis-33595 62 18 articles article NOUN bracis-33595 62 19 . . PUNCT bracis-33595 63 1 the the DET bracis-33595 63 2 approach approach NOUN bracis-33595 63 3 improves improve VERB bracis-33595 63 4 summarization summarization NOUN bracis-33595 63 5 accuracy accuracy NOUN bracis-33595 63 6 by by ADP bracis-33595 63 7 preserving preserve VERB bracis-33595 63 8 the the DET bracis-33595 63 9 logical logical ADJ bracis-33595 63 10 and and CCONJ bracis-33595 63 11 semantic semantic ADJ bracis-33595 63 12 structure structure NOUN bracis-33595 63 13 of of ADP bracis-33595 63 14 the the DET bracis-33595 63 15 documents document NOUN bracis-33595 63 16 . . PUNCT bracis-33595 64 1 other other ADJ bracis-33595 64 2 relevant relevant ADJ bracis-33595 64 3 methods method NOUN bracis-33595 64 4 are be AUX bracis-33595 64 5 ranksum ranksum NOUN bracis-33595 64 6 [ [ X bracis-33595 64 7 10 10 NUM bracis-33595 64 8 ] ] PUNCT bracis-33595 64 9 , , PUNCT bracis-33595 64 10 memsum memsum NOUN bracis-33595 64 11 [ [ X bracis-33595 64 12 8 8 NUM bracis-33595 64 13 ] ] PUNCT bracis-33595 64 14 and and CCONJ bracis-33595 64 15 matchsum matchsum VERB bracis-33595 64 16 [ [ X bracis-33595 64 17 22 22 NUM bracis-33595 64 18 ] ] PUNCT bracis-33595 64 19 , , PUNCT bracis-33595 64 20 but but CCONJ bracis-33595 64 21 we we PRON bracis-33595 64 22 do do AUX bracis-33595 64 23 not not PART bracis-33595 64 24 address address VERB bracis-33595 64 25 them they PRON bracis-33595 64 26 in in ADP bracis-33595 64 27 this this DET bracis-33595 64 28 paper paper NOUN bracis-33595 64 29 because because SCONJ bracis-33595 64 30 they they PRON bracis-33595 64 31 have have AUX bracis-33595 64 32 been be AUX bracis-33595 64 33 outperformed outperform VERB bracis-33595 64 34 by by ADP bracis-33595 64 35 some some PRON bracis-33595 64 36 of of ADP bracis-33595 64 37 the the DET bracis-33595 64 38 above above ADJ bracis-33595 64 39 methods method NOUN bracis-33595 64 40 in in ADP bracis-33595 64 41 the the DET bracis-33595 64 42 literature literature NOUN bracis-33595 64 43 and and CCONJ bracis-33595 64 44 also also ADV bracis-33595 64 45 in in ADP bracis-33595 64 46 some some PRON bracis-33595 64 47 of of ADP bracis-33595 64 48 our our PRON bracis-33595 64 49 initial initial ADJ bracis-33595 64 50 experiments experiment NOUN bracis-33595 64 51 ( ( PUNCT bracis-33595 64 52 that that SCONJ bracis-33595 64 53 we we PRON bracis-33595 64 54 do do AUX bracis-33595 64 55 not not PART bracis-33595 64 56 report report VERB bracis-33595 64 57 in in ADP bracis-33595 64 58 this this DET bracis-33595 64 59 paper paper NOUN bracis-33595 64 60 ) ) PUNCT bracis-33595 64 61 . . PUNCT bracis-33595 65 1 3 3 NUM bracis-33595 65 2 datasets dataset NOUN bracis-33595 65 3 for for ADP bracis-33595 65 4 our our PRON bracis-33595 65 5 experiments experiment NOUN bracis-33595 65 6 for for ADP bracis-33595 65 7 brazilian brazilian ADJ bracis-33595 65 8 portuguese portuguese NOUN bracis-33595 65 9 , , PUNCT bracis-33595 65 10 we we PRON bracis-33595 65 11 adopt adopt VERB bracis-33595 65 12 the the DET bracis-33595 65 13 cstnews cstnew NOUN bracis-33595 65 14 corpusfootnote corpusfootnote VERB bracis-33595 65 15 1 1 NUM bracis-33595 66 1 [ [ X bracis-33595 66 2 2 2 NUM bracis-33595 66 3 ] ] PUNCT bracis-33595 66 4 . . PUNCT bracis-33595 67 1 it it PRON bracis-33595 67 2 is be AUX bracis-33595 67 3 a a DET bracis-33595 67 4 reference reference NOUN bracis-33595 67 5 and and CCONJ bracis-33595 67 6 widely widely ADV bracis-33595 67 7 known know VERB bracis-33595 67 8 corpus corpus NOUN bracis-33595 67 9 developed develop VERB bracis-33595 67 10 to to PART bracis-33595 67 11 support support VERB bracis-33595 67 12 research research NOUN bracis-33595 67 13 in in ADP bracis-33595 67 14 automatic automatic ADJ bracis-33595 67 15 summarization summarization NOUN bracis-33595 67 16 of of ADP bracis-33595 67 17 journalistic journalistic ADJ bracis-33595 67 18 texts text NOUN bracis-33595 67 19 in in ADP bracis-33595 67 20 brazilian brazilian ADJ bracis-33595 67 21 portuguese portuguese PROPN bracis-33595 67 22 . . PUNCT bracis-33595 68 1 the the DET bracis-33595 68 2 corpus corpus NOUN bracis-33595 68 3 comprises comprise VERB bracis-33595 68 4 50 50 NUM bracis-33595 68 5 clusters cluster NOUN bracis-33595 68 6 of of ADP bracis-33595 68 7 news news NOUN bracis-33595 68 8 articles article NOUN bracis-33595 68 9 , , PUNCT bracis-33595 68 10 totaling total VERB bracis-33595 68 11 150 150 NUM bracis-33595 68 12 texts text NOUN bracis-33595 68 13 and and CCONJ bracis-33595 68 14 their their PRON bracis-33595 68 15 respective respective ADJ bracis-33595 68 16 summaries summary NOUN bracis-33595 68 17 . . PUNCT bracis-33595 69 1 each each DET bracis-33595 69 2 cluster cluster NOUN bracis-33595 69 3 contains contain VERB bracis-33595 69 4 2 2 NUM bracis-33595 69 5 to to ADP bracis-33595 69 6 3 3 NUM bracis-33595 69 7 news news NOUN bracis-33595 69 8 articles article NOUN bracis-33595 69 9 about about ADP bracis-33595 69 10 the the DET bracis-33595 69 11 same same ADJ bracis-33595 69 12 event event NOUN bracis-33595 69 13 , , PUNCT bracis-33595 69 14 collected collect VERB bracis-33595 69 15 from from ADP bracis-33595 69 16 various various ADJ bracis-33595 69 17 brazilian brazilian ADJ bracis-33595 69 18 media medium NOUN bracis-33595 69 19 sources source NOUN bracis-33595 69 20 such such ADJ bracis-33595 69 21 as as ADP bracis-33595 69 22 folha folha NOUN bracis-33595 69 23 de de X bracis-33595 69 24 são são PROPN bracis-33595 69 25 paulo paulo PROPN bracis-33595 69 26 , , PUNCT bracis-33595 69 27 estadão estadão PROPN bracis-33595 69 28 , , PUNCT bracis-33595 69 29 o o NOUN bracis-33595 69 30 globo globo NOUN bracis-33595 69 31 , , PUNCT bracis-33595 69 32 jornal jornal PROPN bracis-33595 69 33 do do AUX bracis-33595 69 34 brasil brasil PROPN bracis-33595 69 35 , , PUNCT bracis-33595 69 36 and and CCONJ bracis-33595 69 37 gazeta gazeta PROPN bracis-33595 69 38 do do AUX bracis-33595 69 39 povo povo PROPN bracis-33595 69 40 , , PUNCT bracis-33595 69 41 according accord VERB bracis-33595 69 42 to to ADP bracis-33595 69 43 their their PRON bracis-33595 69 44 impact impact NOUN bracis-33595 69 45 at at ADP bracis-33595 69 46 the the DET bracis-33595 69 47 time time NOUN bracis-33595 69 48 of of ADP bracis-33595 69 49 publication publication NOUN bracis-33595 69 50 . . PUNCT bracis-33595 70 1 the the DET bracis-33595 70 2 corpus corpus NOUN bracis-33595 70 3 contains contain VERB bracis-33595 70 4 2,088 2,088 NUM bracis-33595 70 5 sentences sentence NOUN bracis-33595 70 6 and and CCONJ bracis-33595 70 7 47,240 47,240 NUM bracis-33595 70 8 words word NOUN bracis-33595 70 9 , , PUNCT bracis-33595 70 10 with with ADP bracis-33595 70 11 an an DET bracis-33595 70 12 average average NOUN bracis-33595 70 13 of of ADP bracis-33595 70 14 2.8 2.8 NUM bracis-33595 70 15 texts text NOUN bracis-33595 70 16 , , PUNCT bracis-33595 70 17 41.76 41.76 NUM bracis-33595 70 18 sentences sentence NOUN bracis-33595 70 19 , , PUNCT bracis-33595 70 20 and and CCONJ bracis-33595 70 21 944.8 944.8 NUM bracis-33595 70 22 words word NOUN bracis-33595 70 23 per per ADP bracis-33595 70 24 cluster cluster NOUN bracis-33595 70 25 . . PUNCT bracis-33595 71 1 in in ADP bracis-33595 71 2 addition addition NOUN bracis-33595 71 3 to to ADP bracis-33595 71 4 the the DET bracis-33595 71 5 original original ADJ bracis-33595 71 6 texts text NOUN bracis-33595 71 7 , , PUNCT bracis-33595 71 8 each each DET bracis-33595 71 9 cluster cluster NOUN bracis-33595 71 10 includes include VERB bracis-33595 71 11 single single ADJ bracis-33595 71 12 - - PUNCT bracis-33595 71 13 document document NOUN bracis-33595 71 14 manual manual ADJ bracis-33595 71 15 summaries summary NOUN bracis-33595 71 16 , , PUNCT bracis-33595 71 17 multiple multiple ADJ bracis-33595 71 18 - - PUNCT bracis-33595 71 19 document document NOUN bracis-33595 71 20 manual manual ADJ bracis-33595 71 21 summaries summary NOUN bracis-33595 71 22 , , PUNCT bracis-33595 71 23 and and CCONJ bracis-33595 71 24 automatic automatic ADJ bracis-33595 71 25 summaries summary NOUN bracis-33595 71 26 . . PUNCT bracis-33595 72 1 the the DET bracis-33595 72 2 corpus corpus NOUN bracis-33595 72 3 is be AUX bracis-33595 72 4 also also ADV bracis-33595 72 5 manually manually ADV bracis-33595 72 6 annotated annotate VERB bracis-33595 72 7 in in ADP bracis-33595 72 8 various various ADJ bracis-33595 72 9 ways way NOUN bracis-33595 72 10 for for ADP bracis-33595 72 11 syntax syntax NOUN bracis-33595 72 12 , , PUNCT bracis-33595 72 13 semantics semantic NOUN bracis-33595 72 14 and and CCONJ bracis-33595 72 15 discourse discourse NOUN bracis-33595 72 16 information information NOUN bracis-33595 72 17 . . PUNCT bracis-33595 73 1 cnn cnn PROPN bracis-33595 73 2 / / SYM bracis-33595 73 3 daily daily ADJ bracis-33595 73 4 mail mail NOUN bracis-33595 73 5 [ [ X bracis-33595 73 6 9 9 NUM bracis-33595 73 7 ] ] PUNCT bracis-33595 73 8 is be AUX bracis-33595 73 9 a a DET bracis-33595 73 10 corpus corpus NOUN bracis-33595 73 11 widely widely ADV bracis-33595 73 12 used use VERB bracis-33595 73 13 in in ADP bracis-33595 73 14 automatic automatic ADJ bracis-33595 73 15 summarization summarization NOUN bracis-33595 73 16 research research NOUN bracis-33595 73 17 for for ADP bracis-33595 73 18 english english PROPN bracis-33595 73 19 . . PUNCT bracis-33595 74 1 it it PRON bracis-33595 74 2 comprises comprise VERB bracis-33595 74 3 approximately approximately ADV bracis-33595 74 4 286,817 286,817 NUM bracis-33595 74 5 article article NOUN bracis-33595 74 6 - - PUNCT bracis-33595 74 7 summary summary NOUN bracis-33595 74 8 pairs pair NOUN bracis-33595 74 9 , , PUNCT bracis-33595 74 10 each each PRON bracis-33595 74 11 containing contain VERB bracis-33595 74 12 a a DET bracis-33595 74 13 news news NOUN bracis-33595 74 14 article article NOUN bracis-33595 74 15 and and CCONJ bracis-33595 74 16 an an DET bracis-33595 74 17 associated associated ADJ bracis-33595 74 18 summary summary NOUN bracis-33595 74 19 . . PUNCT bracis-33595 75 1 the the DET bracis-33595 75 2 articles article NOUN bracis-33595 75 3 are be AUX bracis-33595 75 4 sourced source VERB bracis-33595 75 5 from from ADP bracis-33595 75 6 the the DET bracis-33595 75 7 cnn cnn PROPN bracis-33595 75 8 and and CCONJ bracis-33595 75 9 daily daily ADJ bracis-33595 75 10 mail mail NOUN bracis-33595 75 11 news news NOUN bracis-33595 75 12 websites website NOUN bracis-33595 75 13 , , PUNCT bracis-33595 75 14 and and CCONJ bracis-33595 75 15 the the DET bracis-33595 75 16 summaries summary NOUN bracis-33595 75 17 are be AUX bracis-33595 75 18 human human NOUN bracis-33595 75 19 - - PUNCT bracis-33595 75 20 generated generate VERB bracis-33595 75 21 bullet bullet NOUN bracis-33595 75 22 points point NOUN bracis-33595 75 23 summarizing summarize VERB bracis-33595 75 24 the the DET bracis-33595 75 25 main main ADJ bracis-33595 75 26 points point NOUN bracis-33595 75 27 of of ADP bracis-33595 75 28 the the DET bracis-33595 75 29 news news NOUN bracis-33595 75 30 articles article NOUN bracis-33595 75 31 . . PUNCT bracis-33595 76 1 the the DET bracis-33595 76 2 corpus corpus NOUN bracis-33595 76 3 was be AUX bracis-33595 76 4 created create VERB bracis-33595 76 5 initially initially ADV bracis-33595 76 6 for for ADP bracis-33595 76 7 the the DET bracis-33595 76 8 passage passage NOUN bracis-33595 76 9 - - PUNCT bracis-33595 76 10 based base VERB bracis-33595 76 11 question question NOUN bracis-33595 76 12 - - PUNCT bracis-33595 76 13 answering answer VERB bracis-33595 76 14 task task NOUN bracis-33595 76 15 but but CCONJ bracis-33595 76 16 was be AUX bracis-33595 76 17 adapted adapt VERB bracis-33595 76 18 for for ADP bracis-33595 76 19 summarization summarization NOUN bracis-33595 76 20 research research NOUN bracis-33595 76 21 by by ADP bracis-33595 76 22 restoring restore VERB bracis-33595 76 23 the the DET bracis-33595 76 24 bullet bullet NOUN bracis-33595 76 25 points point NOUN bracis-33595 76 26 to to PART bracis-33595 76 27 form form VERB bracis-33595 76 28 multi multi ADJ bracis-33595 76 29 - - ADJ bracis-33595 76 30 sentence sentence ADJ bracis-33595 76 31 summaries summary NOUN bracis-33595 76 32 . . PUNCT bracis-33595 77 1 in in ADP bracis-33595 77 2 the the DET bracis-33595 77 3 training training NOUN bracis-33595 77 4 set set NOUN bracis-33595 77 5 , , PUNCT bracis-33595 77 6 the the DET bracis-33595 77 7 source source NOUN bracis-33595 77 8 documents document NOUN bracis-33595 77 9 have have VERB bracis-33595 77 10 an an DET bracis-33595 77 11 average average NOUN bracis-33595 77 12 of of ADP bracis-33595 77 13 766 766 NUM bracis-33595 77 14 words word NOUN bracis-33595 77 15 distributed distribute VERB bracis-33595 77 16 over over ADP bracis-33595 77 17 29.74 29.74 NUM bracis-33595 77 18 sentences sentence NOUN bracis-33595 77 19 , , PUNCT bracis-33595 77 20 while while SCONJ bracis-33595 77 21 the the DET bracis-33595 77 22 summaries summary NOUN bracis-33595 77 23 consist consist VERB bracis-33595 77 24 of of ADP bracis-33595 77 25 53 53 NUM bracis-33595 77 26 words word NOUN bracis-33595 77 27 distributed distribute VERB bracis-33595 77 28 over over ADP bracis-33595 77 29 3.72 3.72 NUM bracis-33595 77 30 sentences sentence NOUN bracis-33595 77 31 . . PUNCT bracis-33595 78 1 the the DET bracis-33595 78 2 corpus corpus NOUN bracis-33595 78 3 is be AUX bracis-33595 78 4 available available ADJ bracis-33595 78 5 in in ADP bracis-33595 78 6 two two NUM bracis-33595 78 7 versions version NOUN bracis-33595 78 8 : : PUNCT bracis-33595 78 9 one one NUM bracis-33595 78 10 with with ADP bracis-33595 78 11 real real ADJ bracis-33595 78 12 entity entity NOUN bracis-33595 78 13 names name NOUN bracis-33595 78 14 and and CCONJ bracis-33595 78 15 another another PRON bracis-33595 78 16 with with ADP bracis-33595 78 17 anonymized anonymize VERB bracis-33595 78 18 entities entity NOUN bracis-33595 78 19 that that PRON bracis-33595 78 20 were be AUX bracis-33595 78 21 replaced replace VERB bracis-33595 78 22 by by ADP bracis-33595 78 23 document document NOUN bracis-33595 78 24 - - PUNCT bracis-33595 78 25 specific specific ADJ bracis-33595 78 26 ids id NOUN bracis-33595 78 27 , , PUNCT bracis-33595 78 28 facilitating facilitate VERB bracis-33595 78 29 vocabulary vocabulary ADJ bracis-33595 78 30 reduction reduction NOUN bracis-33595 78 31 and and CCONJ bracis-33595 78 32 experimentation experimentation NOUN bracis-33595 78 33 with with ADP bracis-33595 78 34 deep deep ADJ bracis-33595 78 35 learning learning NOUN bracis-33595 78 36 models model NOUN bracis-33595 78 37 . . PUNCT bracis-33595 79 1 4 4 NUM bracis-33595 79 2 experiment experiment NOUN bracis-33595 79 3 setup setup NOUN bracis-33595 79 4 the the DET bracis-33595 79 5 corpora corpora PROPN bracis-33595 79 6 data datum NOUN bracis-33595 79 7 was be AUX bracis-33595 79 8 divided divide VERB bracis-33595 79 9 into into ADP bracis-33595 79 10 70 70 NUM bracis-33595 79 11 % % NOUN bracis-33595 79 12 , , PUNCT bracis-33595 79 13 15 15 NUM bracis-33595 79 14 % % NOUN bracis-33595 79 15 , , PUNCT bracis-33595 79 16 and and CCONJ bracis-33595 79 17 15 15 NUM bracis-33595 79 18 % % NOUN bracis-33595 79 19 for for ADP bracis-33595 79 20 training training NOUN bracis-33595 79 21 , , PUNCT bracis-33595 79 22 validation validation NOUN bracis-33595 79 23 , , PUNCT bracis-33595 79 24 and and CCONJ bracis-33595 79 25 testing testing NOUN bracis-33595 79 26 for for ADP bracis-33595 79 27 the the DET bracis-33595 79 28 experiments experiment NOUN bracis-33595 79 29 ( ( PUNCT bracis-33595 79 30 as as SCONJ bracis-33595 79 31 some some DET bracis-33595 79 32 methods method NOUN bracis-33595 79 33 needed need VERB bracis-33595 79 34 training training NOUN bracis-33595 79 35 ) ) PUNCT bracis-33595 79 36 . . PUNCT bracis-33595 80 1 the the DET bracis-33595 80 2 original original ADJ bracis-33595 80 3 configurations configuration NOUN bracis-33595 80 4 of of ADP bracis-33595 80 5 each each DET bracis-33595 80 6 summarizer summarizer NOUN bracis-33595 80 7 were be AUX bracis-33595 80 8 maintained maintain VERB bracis-33595 80 9 , , PUNCT bracis-33595 80 10 adapting adapt VERB bracis-33595 80 11 them they PRON bracis-33595 80 12 to to ADP bracis-33595 80 13 the the DET bracis-33595 80 14 cstnews cstnew NOUN bracis-33595 80 15 corpus corpus NOUN bracis-33595 80 16 . . PUNCT bracis-33595 81 1 the the DET bracis-33595 81 2 experimental experimental ADJ bracis-33595 81 3 process process NOUN bracis-33595 81 4 is be AUX bracis-33595 81 5 summarized summarize VERB bracis-33595 81 6 in in ADP bracis-33595 81 7 the the DET bracis-33595 81 8 following follow VERB bracis-33595 81 9 subsections subsection NOUN bracis-33595 81 10 . . PUNCT bracis-33595 82 1 4.1 4.1 NUM bracis-33595 82 2 pre pre VERB bracis-33595 82 3 - - ADJ bracis-33595 82 4 processing process VERB bracis-33595 82 5 the the DET bracis-33595 82 6 nltk nltk PROPN bracis-33595 82 7 library library PROPN bracis-33595 82 8 was be AUX bracis-33595 82 9 used use VERB bracis-33595 82 10 for for ADP bracis-33595 82 11 tokenization tokenization NOUN bracis-33595 82 12 , , PUNCT bracis-33595 82 13 stopword stopword NOUN bracis-33595 82 14 removal removal NOUN bracis-33595 82 15 , , PUNCT bracis-33595 82 16 and and CCONJ bracis-33595 82 17 normalization normalization NOUN bracis-33595 82 18 of of ADP bracis-33595 82 19 portuguese portuguese ADJ bracis-33595 82 20 texts text NOUN bracis-33595 82 21 . . PUNCT bracis-33595 83 1 this this DET bracis-33595 83 2 step step NOUN bracis-33595 83 3 is be AUX bracis-33595 83 4 crucial crucial ADJ bracis-33595 83 5 to to PART bracis-33595 83 6 ensure ensure VERB bracis-33595 83 7 that that SCONJ bracis-33595 83 8 the the DET bracis-33595 83 9 models model NOUN bracis-33595 83 10 , , PUNCT bracis-33595 83 11 originally originally ADV bracis-33595 83 12 trained train VERB bracis-33595 83 13 in in ADP bracis-33595 83 14 english english PROPN bracis-33595 83 15 , , PUNCT bracis-33595 83 16 can can AUX bracis-33595 83 17 operate operate VERB bracis-33595 83 18 effectively effectively ADV bracis-33595 83 19 in in ADP bracis-33595 83 20 the the DET bracis-33595 83 21 new new ADJ bracis-33595 83 22 language language NOUN bracis-33595 83 23 . . PUNCT bracis-33595 84 1 tokenization tokenization NOUN bracis-33595 84 2 segments segment VERB bracis-33595 84 3 the the DET bracis-33595 84 4 text text NOUN bracis-33595 84 5 into into ADP bracis-33595 84 6 smaller small ADJ bracis-33595 84 7 units unit NOUN bracis-33595 84 8 , , PUNCT bracis-33595 84 9 such such ADJ bracis-33595 84 10 as as ADP bracis-33595 84 11 words word NOUN bracis-33595 84 12 or or CCONJ bracis-33595 84 13 subwords subword NOUN bracis-33595 84 14 . . PUNCT bracis-33595 85 1 stopword stopword PROPN bracis-33595 85 2 removal removal PROPN bracis-33595 85 3 eliminates eliminate VERB bracis-33595 85 4 common common ADJ bracis-33595 85 5 words word NOUN bracis-33595 85 6 that that PRON bracis-33595 85 7 do do AUX bracis-33595 85 8 not not PART bracis-33595 85 9 significantly significantly ADV bracis-33595 85 10 contribute contribute VERB bracis-33595 85 11 to to ADP bracis-33595 85 12 the the DET bracis-33595 85 13 task task NOUN bracis-33595 85 14 . . PUNCT bracis-33595 86 1 normalization normalization NOUN bracis-33595 86 2 adjusts adjust VERB bracis-33595 86 3 the the DET bracis-33595 86 4 text text NOUN bracis-33595 86 5 to to ADP bracis-33595 86 6 a a DET bracis-33595 86 7 more more ADV bracis-33595 86 8 consistent consistent ADJ bracis-33595 86 9 form form NOUN bracis-33595 86 10 , , PUNCT bracis-33595 86 11 facilitating facilitate VERB bracis-33595 86 12 subsequent subsequent ADJ bracis-33595 86 13 processing processing NOUN bracis-33595 86 14 . . PUNCT bracis-33595 87 1 for for ADP bracis-33595 87 2 histruct+ histruct+ X bracis-33595 87 3 and and CCONJ bracis-33595 87 4 presumm presumm ADJ bracis-33595 87 5 , , PUNCT bracis-33595 87 6 we we PRON bracis-33595 87 7 performed perform VERB bracis-33595 87 8 similar similar ADJ bracis-33595 87 9 pre pre ADJ bracis-33595 87 10 - - ADJ bracis-33595 87 11 processing processing NOUN bracis-33595 87 12 using use VERB bracis-33595 87 13 the the DET bracis-33595 87 14 stanford stanford PROPN bracis-33595 87 15 corenlp corenlp PROPN bracis-33595 87 16 tool tool PROPN bracis-33595 87 17 . . PUNCT bracis-33595 88 1 4.2 4.2 NUM bracis-33595 88 2 model model NOUN bracis-33595 88 3 training training NOUN bracis-33595 88 4 and and CCONJ bracis-33595 88 5     SPACE bracis-33595 88 6 adjustment adjustment NOUN bracis-33595 88 7 we we PRON bracis-33595 88 8 applied apply VERB bracis-33595 88 9 the the DET bracis-33595 88 10 methods method NOUN bracis-33595 88 11 ’ ' PUNCT bracis-33595 88 12 original original ADJ bracis-33595 88 13 codes code NOUN bracis-33595 88 14 with with ADP bracis-33595 88 15 minimal minimal ADJ bracis-33595 88 16 modifications modification NOUN bracis-33595 88 17 . . PUNCT bracis-33595 89 1 we we PRON bracis-33595 89 2 also also ADV bracis-33595 89 3 fine fine ADV bracis-33595 89 4 - - PUNCT bracis-33595 89 5 tuned tune VERB bracis-33595 89 6 the the DET bracis-33595 89 7 model model NOUN bracis-33595 89 8 parameters parameter NOUN bracis-33595 89 9 to to PART bracis-33595 89 10 optimize optimize VERB bracis-33595 89 11 their their PRON bracis-33595 89 12 performance performance NOUN bracis-33595 89 13 on on ADP bracis-33595 89 14 cstnews cstnew NOUN bracis-33595 89 15 . . PUNCT bracis-33595 90 1 for for ADP bracis-33595 90 2 this this PRON bracis-33595 90 3 , , PUNCT bracis-33595 90 4 we we PRON bracis-33595 90 5 adapted adapt VERB bracis-33595 90 6 the the DET bracis-33595 90 7 tokenization tokenization NOUN bracis-33595 90 8 processes process NOUN bracis-33595 90 9 and and CCONJ bracis-33595 90 10 changed change VERB bracis-33595 90 11 some some DET bracis-33595 90 12 hyperparameters hyperparameter NOUN bracis-33595 90 13 specific specific ADJ bracis-33595 90 14 to to ADP bracis-33595 90 15 the the DET bracis-33595 90 16 language language NOUN bracis-33595 90 17 and and CCONJ bracis-33595 90 18 style style NOUN bracis-33595 90 19 of of ADP bracis-33595 90 20 the the DET bracis-33595 90 21 texts text NOUN bracis-33595 90 22 in in ADP bracis-33595 90 23 the the DET bracis-33595 90 24 cstnews cstnew NOUN bracis-33595 90 25 corpus corpus NOUN bracis-33595 90 26 . . PUNCT bracis-33595 91 1 we we PRON bracis-33595 91 2 aimed aim VERB bracis-33595 91 3 to to PART bracis-33595 91 4 replicate replicate VERB bracis-33595 91 5 the the DET bracis-33595 91 6 original original ADJ bracis-33595 91 7 training training NOUN bracis-33595 91 8 conditions condition NOUN bracis-33595 91 9 of of ADP bracis-33595 91 10 the the DET bracis-33595 91 11 models model NOUN bracis-33595 91 12 as as ADV bracis-33595 91 13 closely closely ADV bracis-33595 91 14 as as ADP bracis-33595 91 15 possible possible ADJ bracis-33595 91 16 despite despite SCONJ bracis-33595 91 17 our our PRON bracis-33595 91 18 limitations limitation NOUN bracis-33595 91 19 . . PUNCT bracis-33595 92 1 the the DET bracis-33595 92 2 model model NOUN bracis-33595 92 3 used use VERB bracis-33595 92 4 in in ADP bracis-33595 92 5 presumm presumm ADJ bracis-33595 92 6 was be AUX bracis-33595 92 7 bert bert NOUN bracis-33595 92 8 - - PUNCT bracis-33595 92 9 base base NOUN bracis-33595 92 10 - - PUNCT bracis-33595 92 11 uncased uncased ADJ bracis-33595 92 12 , , PUNCT bracis-33595 92 13 while while SCONJ bracis-33595 92 14 histruct+ histruct+ PUNCT bracis-33595 92 15 employed employ VERB bracis-33595 92 16 roberta roberta NOUN bracis-33595 92 17 - - PUNCT bracis-33595 92 18 base base NOUN bracis-33595 92 19 , , PUNCT bracis-33595 92 20 as as SCONJ bracis-33595 92 21 these these PRON bracis-33595 92 22 were be AUX bracis-33595 92 23 the the DET bracis-33595 92 24 models model NOUN bracis-33595 92 25 used use VERB bracis-33595 92 26 in in ADP bracis-33595 92 27 the the DET bracis-33595 92 28 original original ADJ bracis-33595 92 29 works work NOUN bracis-33595 92 30 . . PUNCT bracis-33595 93 1 since since SCONJ bracis-33595 93 2 we we PRON bracis-33595 93 3 only only ADV bracis-33595 93 4 had have VERB bracis-33595 93 5 access access NOUN bracis-33595 93 6 to to ADP bracis-33595 93 7 a a DET bracis-33595 93 8 cpu cpu NOUN bracis-33595 93 9 , , PUNCT bracis-33595 93 10 the the DET bracis-33595 93 11 number number NOUN bracis-33595 93 12 of of ADP bracis-33595 93 13 epochs epoch NOUN bracis-33595 93 14 and and CCONJ bracis-33595 93 15 batch batch NOUN bracis-33595 93 16 sizes size NOUN bracis-33595 93 17 had have VERB bracis-33595 93 18 to to PART bracis-33595 93 19 be be AUX bracis-33595 93 20 adjusted adjust VERB bracis-33595 93 21 . . PUNCT bracis-33595 94 1 presumm presumm ADJ bracis-33595 94 2 and and CCONJ bracis-33595 94 3 histruct+ histruct+ PRON bracis-33595 94 4 were be AUX bracis-33595 94 5 trained train VERB bracis-33595 94 6 for for ADP bracis-33595 94 7 7 7 NUM bracis-33595 94 8 epochs epoch NOUN bracis-33595 94 9 with with ADP bracis-33595 94 10 a a DET bracis-33595 94 11 batch batch NOUN bracis-33595 94 12 size size NOUN bracis-33595 94 13 of of ADP bracis-33595 94 14 14 14 NUM bracis-33595 94 15 . . PUNCT bracis-33595 95 1 the the DET bracis-33595 95 2 learning learning NOUN bracis-33595 95 3 rates rate NOUN bracis-33595 95 4 were be AUX bracis-33595 95 5 the the DET bracis-33595 95 6 same same ADJ bracis-33595 95 7 as as ADP bracis-33595 95 8 in in ADP bracis-33595 95 9 the the DET bracis-33595 95 10 original original ADJ bracis-33595 95 11 works work NOUN bracis-33595 95 12 : : PUNCT bracis-33595 95 13 2e-3 2e-3 NUM bracis-33595 95 14 for for ADP bracis-33595 95 15 presumm presumm ADJ bracis-33595 95 16 and and CCONJ bracis-33595 95 17 histruct+ histruct+ X bracis-33595 95 18 . . X bracis-33595 96 1 4.3 4.3 NUM bracis-33595 96 2 evaluation evaluation NOUN bracis-33595 96 3 the the DET bracis-33595 96 4 generated generate VERB bracis-33595 96 5 summaries summary NOUN bracis-33595 96 6 were be AUX bracis-33595 96 7 evaluated evaluate VERB bracis-33595 96 8 using use VERB bracis-33595 96 9 rouge rouge NOUN bracis-33595 96 10 and and CCONJ bracis-33595 96 11 blanc blanc NOUN bracis-33595 96 12 . . PUNCT bracis-33595 97 1 rouge rouge NOUN bracis-33595 97 2 measures measure NOUN bracis-33595 97 3 the the DET bracis-33595 97 4 overlap overlap NOUN bracis-33595 97 5 of of ADP bracis-33595 97 6 n n NOUN bracis-33595 97 7 - - PUNCT bracis-33595 97 8 grams gram NOUN bracis-33595 97 9 between between ADP bracis-33595 97 10 the the DET bracis-33595 97 11 automatic automatic ADJ bracis-33595 97 12 and and CCONJ bracis-33595 97 13 human human ADJ bracis-33595 97 14 reference reference NOUN bracis-33595 97 15 summaries summary NOUN bracis-33595 97 16 . . PUNCT bracis-33595 98 1 the the DET bracis-33595 98 2 most most ADV bracis-33595 98 3 commonly commonly ADV bracis-33595 98 4 used use VERB bracis-33595 98 5 variants variant NOUN bracis-33595 98 6 are be AUX bracis-33595 98 7 rouge-1 rouge-1 PROPN bracis-33595 98 8 , , PUNCT bracis-33595 98 9 which which PRON bracis-33595 98 10 measures measure VERB bracis-33595 98 11 unigram unigram NOUN bracis-33595 98 12 ( ( PUNCT bracis-33595 98 13 individual individual ADJ bracis-33595 98 14 words word NOUN bracis-33595 98 15 ) ) PUNCT bracis-33595 98 16 overlap overlap NOUN bracis-33595 98 17 , , PUNCT bracis-33595 98 18 rouge-2 rouge-2 PROPN bracis-33595 98 19 , , PUNCT bracis-33595 98 20 which which PRON bracis-33595 98 21 measures measure VERB bracis-33595 98 22 bigram bigram NOUN bracis-33595 98 23 ( ( PUNCT bracis-33595 98 24 word word NOUN bracis-33595 98 25 pairs pair NOUN bracis-33595 98 26 ) ) PUNCT bracis-33595 98 27 overlap overlap NOUN bracis-33595 98 28 , , PUNCT bracis-33595 98 29 and and CCONJ bracis-33595 98 30 rouge rouge NOUN bracis-33595 98 31 - - PUNCT bracis-33595 98 32 l l NOUN bracis-33595 98 33 , , PUNCT bracis-33595 98 34 which which PRON bracis-33595 98 35 measures measure VERB bracis-33595 98 36 the the DET bracis-33595 98 37 longest long ADJ bracis-33595 98 38 common common ADJ bracis-33595 98 39 subsequence subsequence NOUN bracis-33595 98 40 overlap overlap NOUN bracis-33595 98 41 . . PUNCT bracis-33595 99 1 each each DET bracis-33595 99 2 variant variant NOUN bracis-33595 99 3 can can AUX bracis-33595 99 4 be be AUX bracis-33595 99 5 evaluated evaluate VERB bracis-33595 99 6 in in ADP bracis-33595 99 7 terms term NOUN bracis-33595 99 8 of of ADP bracis-33595 99 9 f1 f1 NOUN bracis-33595 99 10 score score NOUN bracis-33595 99 11 , , PUNCT bracis-33595 99 12 precision precision NOUN bracis-33595 99 13 , , PUNCT bracis-33595 99 14 and and CCONJ bracis-33595 99 15 recall recall NOUN bracis-33595 99 16 . . PUNCT bracis-33595 100 1 the the DET bracis-33595 100 2 f1 f1 NOUN bracis-33595 100 3 - - PUNCT bracis-33595 100 4 score score NOUN bracis-33595 100 5 is be AUX bracis-33595 100 6 the the DET bracis-33595 100 7 harmonic harmonic ADJ bracis-33595 100 8 mean mean NOUN bracis-33595 100 9 of of ADP bracis-33595 100 10 precision precision NOUN bracis-33595 100 11 and and CCONJ bracis-33595 100 12 recall recall NOUN bracis-33595 100 13 , , PUNCT bracis-33595 100 14 balancing balance VERB bracis-33595 100 15 the the DET bracis-33595 100 16 two two NUM bracis-33595 100 17 . . PUNCT bracis-33595 101 1 precision precision NOUN bracis-33595 101 2 measures measure VERB bracis-33595 101 3 the the DET bracis-33595 101 4 proportion proportion NOUN bracis-33595 101 5 of of ADP bracis-33595 101 6 n n NOUN bracis-33595 101 7 - - PUNCT bracis-33595 101 8 grams gram NOUN bracis-33595 101 9 in in ADP bracis-33595 101 10 the the DET bracis-33595 101 11 generated generate VERB bracis-33595 101 12 summary summary NOUN bracis-33595 101 13 that that PRON bracis-33595 101 14 is be AUX bracis-33595 101 15 present present ADJ bracis-33595 101 16 in in ADP bracis-33595 101 17 the the DET bracis-33595 101 18 reference reference NOUN bracis-33595 101 19 summary summary NOUN bracis-33595 101 20 . . PUNCT bracis-33595 102 1 in in ADP bracis-33595 102 2 contrast contrast NOUN bracis-33595 102 3 , , PUNCT bracis-33595 102 4 recall recall VERB bracis-33595 102 5 measures measure NOUN bracis-33595 102 6 the the DET bracis-33595 102 7 proportion proportion NOUN bracis-33595 102 8 of of ADP bracis-33595 102 9 n n NOUN bracis-33595 102 10 - - PUNCT bracis-33595 102 11 grams gram NOUN bracis-33595 102 12 in in ADP bracis-33595 102 13 the the DET bracis-33595 102 14 reference reference NOUN bracis-33595 102 15 summary summary NOUN bracis-33595 102 16 that that PRON bracis-33595 102 17 is be AUX bracis-33595 102 18 present present ADJ bracis-33595 102 19 in in ADP bracis-33595 102 20 the the DET bracis-33595 102 21 generated generate VERB bracis-33595 102 22 summary summary NOUN bracis-33595 102 23 . . PUNCT bracis-33595 103 1 although although SCONJ bracis-33595 103 2 rouge rouge NOUN bracis-33595 103 3 is be AUX bracis-33595 103 4 widely widely ADV bracis-33595 103 5 used use VERB bracis-33595 103 6 for for ADP bracis-33595 103 7 its its PRON bracis-33595 103 8 simplicity simplicity NOUN bracis-33595 103 9 and and CCONJ bracis-33595 103 10 effectiveness effectiveness NOUN bracis-33595 103 11 , , PUNCT bracis-33595 103 12 it it PRON bracis-33595 103 13 is be AUX bracis-33595 103 14 criticized criticize VERB bracis-33595 103 15 for for ADP bracis-33595 103 16 not not PART bracis-33595 103 17 adequately adequately ADV bracis-33595 103 18 capturing capture VERB bracis-33595 103 19 summaries summary NOUN bracis-33595 103 20 ’ ' PUNCT bracis-33595 103 21 semantic semantic ADJ bracis-33595 103 22 quality quality NOUN bracis-33595 103 23 and and CCONJ bracis-33595 103 24 coherence coherence NOUN bracis-33595 103 25 , , PUNCT bracis-33595 103 26 focusing focus VERB bracis-33595 103 27 mainly mainly ADV bracis-33595 103 28 on on ADP bracis-33595 103 29 superficial superficial ADJ bracis-33595 103 30 text text NOUN bracis-33595 103 31 similarity similarity NOUN bracis-33595 103 32 . . PUNCT bracis-33595 104 1 conversely conversely ADV bracis-33595 104 2 , , PUNCT bracis-33595 104 3 blanc blanc NOUN bracis-33595 104 4 measures measure NOUN bracis-33595 104 5 how how SCONJ bracis-33595 104 6 much much ADV bracis-33595 104 7 the the DET bracis-33595 104 8 generated generate VERB bracis-33595 104 9 summary summary NOUN bracis-33595 104 10 aids aid VERB bracis-33595 104 11 a a DET bracis-33595 104 12 pre pre ADJ bracis-33595 104 13 - - ADJ bracis-33595 104 14 trained train VERB bracis-33595 104 15 language language NOUN bracis-33595 104 16 model model NOUN bracis-33595 104 17 ( ( PUNCT bracis-33595 104 18 like like INTJ bracis-33595 104 19 bert bert NOUN bracis-33595 104 20 ) ) PUNCT bracis-33595 104 21 in in ADP bracis-33595 104 22 understanding understand VERB bracis-33595 104 23 the the DET bracis-33595 104 24 document document NOUN bracis-33595 104 25 . . PUNCT bracis-33595 105 1 it it PRON bracis-33595 105 2 uses use VERB bracis-33595 105 3 the the DET bracis-33595 105 4 masked masked ADJ bracis-33595 105 5 token token VERB bracis-33595 105 6 task task NOUN bracis-33595 105 7 ( ( PUNCT bracis-33595 105 8 cloze cloze NOUN bracis-33595 105 9 task task NOUN bracis-33595 105 10 ) ) PUNCT bracis-33595 105 11 to to PART bracis-33595 105 12 evaluate evaluate VERB bracis-33595 105 13 the the DET bracis-33595 105 14 functional functional ADJ bracis-33595 105 15 utility utility NOUN bracis-33595 105 16 of of ADP bracis-33595 105 17 a a DET bracis-33595 105 18 summary summary NOUN bracis-33595 105 19 . . PUNCT bracis-33595 106 1 in in ADP bracis-33595 106 2 blanc blanc NOUN bracis-33595 106 3 - - PUNCT bracis-33595 106 4 help help NOUN bracis-33595 106 5 mode mode NOUN bracis-33595 106 6 ( ( PUNCT bracis-33595 106 7 which which PRON bracis-33595 106 8 is be AUX bracis-33595 106 9 the the DET bracis-33595 106 10 one one NOUN bracis-33595 106 11 we we PRON bracis-33595 106 12 used use VERB bracis-33595 106 13 ) ) PUNCT bracis-33595 106 14 , , PUNCT bracis-33595 106 15 the the DET bracis-33595 106 16 summary summary NOUN bracis-33595 106 17 is be AUX bracis-33595 106 18 concatenated concatenate VERB bracis-33595 106 19 to to ADP bracis-33595 106 20 each each DET bracis-33595 106 21 document document NOUN bracis-33595 106 22 sentence sentence NOUN bracis-33595 106 23 during during ADP bracis-33595 106 24 inference inference NOUN bracis-33595 106 25 , , PUNCT bracis-33595 106 26 and and CCONJ bracis-33595 106 27 the the DET bracis-33595 106 28 model model NOUN bracis-33595 106 29 ’s ’s PART bracis-33595 106 30 ability ability NOUN bracis-33595 106 31 to to PART bracis-33595 106 32 predict predict VERB bracis-33595 106 33 masked mask VERB bracis-33595 106 34 words word NOUN bracis-33595 106 35 with with ADP bracis-33595 106 36 the the DET bracis-33595 106 37 summary summary NOUN bracis-33595 106 38 is be AUX bracis-33595 106 39 measured measure VERB bracis-33595 106 40 . . PUNCT bracis-33595 107 1 the the DET bracis-33595 107 2 difference difference NOUN bracis-33595 107 3 in in ADP bracis-33595 107 4 prediction prediction NOUN bracis-33595 107 5 accuracy accuracy NOUN bracis-33595 107 6 with with ADP bracis-33595 107 7 and and CCONJ bracis-33595 107 8 without without ADP bracis-33595 107 9 the the DET bracis-33595 107 10 summary summary NOUN bracis-33595 107 11 indicates indicate VERB bracis-33595 107 12 the the DET bracis-33595 107 13 summary summary NOUN bracis-33595 107 14 ’s ’s PART bracis-33595 107 15 quality quality NOUN bracis-33595 107 16 . . PUNCT bracis-33595 108 1 a a DET bracis-33595 108 2 higher high ADJ bracis-33595 108 3 blanc blanc NOUN bracis-33595 108 4 score score NOUN bracis-33595 108 5 means mean VERB bracis-33595 108 6 the the DET bracis-33595 108 7 summary summary NOUN bracis-33595 108 8 provides provide VERB bracis-33595 108 9 more more ADJ bracis-33595 108 10 contextual contextual ADJ bracis-33595 108 11 information information NOUN bracis-33595 108 12 that that PRON bracis-33595 108 13 helps help VERB bracis-33595 108 14 the the DET bracis-33595 108 15 model model NOUN bracis-33595 108 16 to to PART bracis-33595 108 17 understand understand VERB bracis-33595 108 18 the the DET bracis-33595 108 19 document document NOUN bracis-33595 108 20 better well ADV bracis-33595 108 21 . . PUNCT bracis-33595 109 1 unlike unlike ADP bracis-33595 109 2 rouge rouge NOUN bracis-33595 109 3 , , PUNCT bracis-33595 109 4 blanc blanc NOUN bracis-33595 109 5 does do AUX bracis-33595 109 6 not not PART bracis-33595 109 7 require require VERB bracis-33595 109 8 human human ADJ bracis-33595 109 9 - - PUNCT bracis-33595 109 10 written write VERB bracis-33595 109 11 reference reference NOUN bracis-33595 109 12 summaries summary NOUN bracis-33595 109 13 . . PUNCT bracis-33595 110 1 5 5 NUM bracis-33595 110 2 results result NOUN bracis-33595 110 3 and and CCONJ bracis-33595 110 4     SPACE bracis-33595 110 5 discussion discussion NOUN bracis-33595 110 6 tables table NOUN bracis-33595 110 7     SPACE bracis-33595 110 8 1 1 NUM bracis-33595 110 9 and and CCONJ bracis-33595 110 10 2 2 NUM bracis-33595 110 11 show show VERB bracis-33595 110 12 the the DET bracis-33595 110 13 rouge rouge NOUN bracis-33595 110 14 results result NOUN bracis-33595 110 15 for for ADP bracis-33595 110 16 the the DET bracis-33595 110 17 summarization summarization NOUN bracis-33595 110 18 methods method NOUN bracis-33595 110 19 on on ADP bracis-33595 110 20 the the DET bracis-33595 110 21 cstnews cstnew NOUN bracis-33595 110 22 and and CCONJ bracis-33595 110 23 cnn cnn PROPN bracis-33595 110 24 / / PROPN bracis-33595 110 25 dm dm PROPN bracis-33595 110 26 corpora corpora PROPN bracis-33595 110 27 . . PUNCT bracis-33595 111 1 for for ADP bracis-33595 111 2 cstnews cstnew NOUN bracis-33595 111 3 , , PUNCT bracis-33595 111 4 presumm presumm ADJ bracis-33595 111 5 demonstrates demonstrate VERB bracis-33595 111 6 the the DET bracis-33595 111 7 highest high ADJ bracis-33595 111 8 performance performance NOUN bracis-33595 111 9 in in ADP bracis-33595 111 10 most most ADJ bracis-33595 111 11 rouge rouge NOUN bracis-33595 111 12 metrics metric NOUN bracis-33595 111 13 , , PUNCT bracis-33595 111 14 particularly particularly ADV bracis-33595 111 15 in in ADP bracis-33595 111 16 rouge-1 rouge-1 NOUN bracis-33595 111 17 f1 f1 NOUN bracis-33595 111 18 ( ( PUNCT bracis-33595 111 19 55.55 55.55 NUM bracis-33595 111 20 ) ) PUNCT bracis-33595 111 21 , , PUNCT bracis-33595 111 22 rouge-1 rouge-1 NOUN bracis-33595 111 23 precision precision NOUN bracis-33595 111 24 ( ( PUNCT bracis-33595 111 25 67.91 67.91 NUM bracis-33595 111 26 ) ) PUNCT bracis-33595 111 27 , , PUNCT bracis-33595 111 28 and and CCONJ bracis-33595 111 29 rouge-2 rouge-2 NUM bracis-33595 111 30 precision precision NOUN bracis-33595 111 31 ( ( PUNCT bracis-33595 111 32 49.64 49.64 NUM bracis-33595 111 33 ) ) PUNCT bracis-33595 111 34 . . PUNCT bracis-33595 112 1 this this PRON bracis-33595 112 2 indicates indicate VERB bracis-33595 112 3 its its PRON bracis-33595 112 4 high high ADJ bracis-33595 112 5 effectiveness effectiveness NOUN bracis-33595 112 6 in in ADP bracis-33595 112 7 selecting select VERB bracis-33595 112 8 relevant relevant ADJ bracis-33595 112 9 sentences sentence NOUN bracis-33595 112 10 that that PRON bracis-33595 112 11 closely closely ADV bracis-33595 112 12 match match VERB bracis-33595 112 13 the the DET bracis-33595 112 14 reference reference NOUN bracis-33595 112 15 summaries summary NOUN bracis-33595 112 16 at at ADP bracis-33595 112 17 the the DET bracis-33595 112 18 unigram unigram NOUN bracis-33595 112 19 and and CCONJ bracis-33595 112 20 bigram bigram PROPN bracis-33595 112 21 levels level NOUN bracis-33595 112 22 . . PUNCT bracis-33595 113 1 however however ADV bracis-33595 113 2 , , PUNCT bracis-33595 113 3 its its PRON bracis-33595 113 4 lower low ADJ bracis-33595 113 5 recall recall NOUN bracis-33595 113 6 scores score NOUN bracis-33595 113 7 suggest suggest VERB bracis-33595 113 8 that that SCONJ bracis-33595 113 9 , , PUNCT bracis-33595 113 10 while while SCONJ bracis-33595 113 11 maintaining maintain VERB bracis-33595 113 12 high high ADJ bracis-33595 113 13 precision precision NOUN bracis-33595 113 14 , , PUNCT bracis-33595 113 15 it it PRON bracis-33595 113 16 may may AUX bracis-33595 113 17 miss miss VERB bracis-33595 113 18 some some DET bracis-33595 113 19 relevant relevant ADJ bracis-33595 113 20 content content NOUN bracis-33595 113 21 . . PUNCT bracis-33595 114 1 for for ADP bracis-33595 114 2 the the DET bracis-33595 114 3 cnn cnn PROPN bracis-33595 114 4 / / SYM bracis-33595 114 5 dm dm PROPN bracis-33595 114 6 dataset dataset NOUN bracis-33595 114 7 , , PUNCT bracis-33595 114 8 presumm presumm PROPN bracis-33595 114 9 also also ADV bracis-33595 114 10 shows show VERB bracis-33595 114 11 the the DET bracis-33595 114 12 highest high ADJ bracis-33595 114 13 performance performance NOUN bracis-33595 114 14 with with ADP bracis-33595 114 15 rouge-1 rouge-1 NOUN bracis-33595 114 16 score score NOUN bracis-33595 114 17 of of ADP bracis-33595 114 18 53.37 53.37 NUM bracis-33595 114 19 . . PUNCT bracis-33595 115 1 textrank textrank NOUN bracis-33595 115 2 and and CCONJ bracis-33595 115 3 centroid centroid NOUN bracis-33595 115 4 - - PUNCT bracis-33595 115 5 embedding embedding NOUN bracis-33595 115 6 have have VERB bracis-33595 115 7 lower low ADJ bracis-33595 115 8 scores score NOUN bracis-33595 115 9 ( ( PUNCT bracis-33595 115 10 30.14 30.14 NUM bracis-33595 115 11 and and CCONJ bracis-33595 115 12 18.12 18.12 NUM bracis-33595 115 13 ) ) PUNCT bracis-33595 115 14 , , PUNCT bracis-33595 115 15 consistent consistent ADJ bracis-33595 115 16 with with ADP bracis-33595 115 17 their their PRON bracis-33595 115 18 lower low ADJ bracis-33595 115 19 performance performance NOUN bracis-33595 115 20 on on ADP bracis-33595 115 21 the the DET bracis-33595 115 22 cstnews cstnew NOUN bracis-33595 115 23 corpus corpus NOUN bracis-33595 115 24 too too ADV bracis-33595 115 25 and and CCONJ bracis-33595 115 26 demonstrating demonstrate VERB bracis-33595 115 27 the the DET bracis-33595 115 28 need need NOUN bracis-33595 115 29 for for ADP bracis-33595 115 30 advanced advanced ADJ bracis-33595 115 31 models model NOUN bracis-33595 115 32 to to PART bracis-33595 115 33 handle handle VERB bracis-33595 115 34 complex complex ADJ bracis-33595 115 35 text text NOUN bracis-33595 115 36 summarization summarization NOUN bracis-33595 115 37 tasks task NOUN bracis-33595 115 38 . . PUNCT bracis-33595 116 1 table table NOUN bracis-33595 116 2 1 1 NUM bracis-33595 116 3 . . PUNCT bracis-33595 116 4 results result NOUN bracis-33595 116 5 on on ADP bracis-33595 116 6 rouge rouge NOUN bracis-33595 116 7 metrics metric NOUN bracis-33595 116 8 for for ADP bracis-33595 116 9 cstnews cstnew NOUN bracis-33595 116 10 datasetfull datasetfull ADJ bracis-33595 116 11 size size NOUN bracis-33595 116 12 table table NOUN bracis-33595 116 13 table table NOUN bracis-33595 116 14 2 2 NUM bracis-33595 116 15 . . X bracis-33595 116 16 results result NOUN bracis-33595 116 17 on on ADP bracis-33595 116 18 rouge rouge NOUN bracis-33595 116 19 metrics metric NOUN bracis-33595 116 20 for for ADP bracis-33595 116 21 cnn cnn PROPN bracis-33595 116 22 / / SYM bracis-33595 116 23 dm dm PROPN bracis-33595 116 24 datasetfull datasetfull ADJ bracis-33595 116 25 size size NOUN bracis-33595 116 26 table table NOUN bracis-33595 116 27 table table NOUN bracis-33595 116 28 3 3 NUM bracis-33595 116 29 . . NOUN bracis-33595 116 30 results result NOUN bracis-33595 116 31 on on ADP bracis-33595 116 32 blanc blanc NOUN bracis-33595 116 33 metric metric ADJ bracis-33595 116 34 for for ADP bracis-33595 116 35 cstnews cstnew NOUN bracis-33595 116 36 and and CCONJ bracis-33595 116 37 cnn cnn PROPN bracis-33595 116 38 / / SYM bracis-33595 116 39 dmfull dmfull PROPN bracis-33595 116 40 size size NOUN bracis-33595 116 41 table table NOUN bracis-33595 116 42 table table NOUN bracis-33595 116 43     SPACE bracis-33595 116 44 3 3 NUM bracis-33595 116 45 presents present VERB bracis-33595 116 46 the the DET bracis-33595 116 47 blanc blanc NOUN bracis-33595 116 48 results result NOUN bracis-33595 116 49 for for ADP bracis-33595 116 50 the the DET bracis-33595 116 51 same same ADJ bracis-33595 116 52 models model NOUN bracis-33595 116 53 . . PUNCT bracis-33595 117 1 centroid centroid NOUN bracis-33595 117 2 - - PUNCT bracis-33595 117 3 embedding embedding NOUN bracis-33595 117 4 achieves achieve VERB bracis-33595 117 5 the the DET bracis-33595 117 6 highest high ADJ bracis-33595 117 7 blanc blanc NOUN bracis-33595 117 8 score score NOUN bracis-33595 117 9 ( ( PUNCT bracis-33595 117 10 57.74 57.74 NUM bracis-33595 117 11 ) ) PUNCT bracis-33595 117 12 for for ADP bracis-33595 117 13 cstnews cstnew NOUN bracis-33595 117 14 . . PUNCT bracis-33595 118 1 despite despite SCONJ bracis-33595 118 2 its its PRON bracis-33595 118 3 high high ADJ bracis-33595 118 4 rouge rouge NOUN bracis-33595 118 5 scores score NOUN bracis-33595 118 6 , , PUNCT bracis-33595 118 7 presumm presumm PROPN bracis-33595 118 8 produces produce VERB bracis-33595 118 9 the the DET bracis-33595 118 10 lowest low ADJ bracis-33595 118 11 blanc blanc NOUN bracis-33595 118 12 score score NOUN bracis-33595 118 13 , , PUNCT bracis-33595 118 14 which which PRON bracis-33595 118 15 shows show VERB bracis-33595 118 16 the the DET bracis-33595 118 17 importance importance NOUN bracis-33595 118 18 of of ADP bracis-33595 118 19 using use VERB bracis-33595 118 20 complementary complementary ADJ bracis-33595 118 21 metrics metric NOUN bracis-33595 118 22 for for ADP bracis-33595 118 23 a a DET bracis-33595 118 24 more more ADV bracis-33595 118 25 holistic holistic ADJ bracis-33595 118 26 evaluation evaluation NOUN bracis-33595 118 27 . . PUNCT bracis-33595 119 1 for for ADP bracis-33595 119 2 the the DET bracis-33595 119 3 cnn cnn PROPN bracis-33595 119 4 / / SYM bracis-33595 119 5 dm dm PROPN bracis-33595 119 6 dataset dataset NOUN bracis-33595 119 7 , , PUNCT bracis-33595 119 8 textrank textrank PROPN bracis-33595 119 9 achieves achieve VERB bracis-33595 119 10 the the DET bracis-33595 119 11 highest high ADJ bracis-33595 119 12 blanc blanc NOUN bracis-33595 119 13 score score NOUN bracis-33595 119 14 ( ( PUNCT bracis-33595 119 15 26.20 26.20 NUM bracis-33595 119 16 ) ) PUNCT bracis-33595 119 17 . . PUNCT bracis-33595 120 1 centroid centroid NOUN bracis-33595 120 2 - - PUNCT bracis-33595 120 3 embedding embed VERB bracis-33595 120 4 also also ADV bracis-33595 120 5 performs perform VERB bracis-33595 120 6 well well ADV bracis-33595 120 7 , , PUNCT bracis-33595 120 8 with with ADP bracis-33595 120 9 score score NOUN bracis-33595 120 10 of of ADP bracis-33595 120 11 24.35 24.35 NUM bracis-33595 120 12 . . PUNCT bracis-33595 121 1 presumm presumm PROPN bracis-33595 121 2 again again ADV bracis-33595 121 3 shows show VERB bracis-33595 121 4 a a DET bracis-33595 121 5 relatively relatively ADV bracis-33595 121 6 low low ADJ bracis-33595 121 7 blanc blanc NOUN bracis-33595 121 8 score score NOUN bracis-33595 121 9 . . PUNCT bracis-33595 122 1 as as ADP bracis-33595 122 2 illustration illustration NOUN bracis-33595 122 3 , , PUNCT bracis-33595 122 4 table table NOUN bracis-33595 122 5     SPACE bracis-33595 122 6 4 4 NUM bracis-33595 122 7 shows show VERB bracis-33595 122 8 a a DET bracis-33595 122 9 summary summary NOUN bracis-33595 122 10 generated generate VERB bracis-33595 122 11 by by ADP bracis-33595 122 12 presumm presumm ADJ bracis-33595 122 13 , , PUNCT bracis-33595 122 14 allowing allow VERB bracis-33595 122 15 comparing compare VERB bracis-33595 122 16 it it PRON bracis-33595 122 17 with with ADP bracis-33595 122 18 the the DET bracis-33595 122 19 human human NOUN bracis-33595 122 20 - - PUNCT bracis-33595 122 21 written write VERB bracis-33595 122 22 summary summary NOUN bracis-33595 122 23 . . PUNCT bracis-33595 123 1 the the DET bracis-33595 123 2 summary summary NOUN bracis-33595 123 3 generated generate VERB bracis-33595 123 4 by by ADP bracis-33595 123 5 presumm presumm NOUN bracis-33595 123 6 accurately accurately ADV bracis-33595 123 7 captured capture VERB bracis-33595 123 8 fabiana fabiana PROPN bracis-33595 123 9 murer murer PROPN bracis-33595 123 10 ’s ’s PART bracis-33595 123 11 victory victory NOUN bracis-33595 123 12 and and CCONJ bracis-33595 123 13 the the DET bracis-33595 123 14 matching matching NOUN bracis-33595 123 15 of of ADP bracis-33595 123 16 the the DET bracis-33595 123 17 medal medal NOUN bracis-33595 123 18 record record NOUN bracis-33595 123 19 , , PUNCT bracis-33595 123 20 but but CCONJ bracis-33595 123 21 omitted omit VERB bracis-33595 123 22 details detail NOUN bracis-33595 123 23 about about ADP bracis-33595 123 24 the the DET bracis-33595 123 25 competitors competitor NOUN bracis-33595 123 26 and and CCONJ bracis-33595 123 27 the the DET bracis-33595 123 28 achieved achieve VERB bracis-33595 123 29 marks mark NOUN bracis-33595 123 30 . . PUNCT bracis-33595 124 1 table table NOUN bracis-33595 124 2 4 4 NUM bracis-33595 124 3 . . PUNCT bracis-33595 124 4 comparison comparison NOUN bracis-33595 124 5 between between ADP bracis-33595 124 6 summary summary NOUN bracis-33595 124 7 generated generate VERB bracis-33595 124 8 by by ADP bracis-33595 124 9 presumm presumm ADJ bracis-33595 124 10 and and CCONJ bracis-33595 124 11 the the DET bracis-33595 124 12 human human NOUN bracis-33595 124 13 - - PUNCT bracis-33595 124 14 written write VERB bracis-33595 124 15 summaryfull summaryfull NOUN bracis-33595 124 16 size size NOUN bracis-33595 124 17 table table NOUN bracis-33595 124 18 table table NOUN bracis-33595 124 19     SPACE bracis-33595 124 20 5 5 NUM bracis-33595 124 21 shows show VERB bracis-33595 124 22 three three NUM bracis-33595 124 23 cstnews cstnew NOUN bracis-33595 124 24 summaries summary NOUN bracis-33595 124 25 generated generate VERB bracis-33595 124 26 by by ADP bracis-33595 124 27 presumm presumm ADJ bracis-33595 124 28 , , PUNCT bracis-33595 124 29 the the DET bracis-33595 124 30 summarizer summarizer NOUN bracis-33595 124 31 which which PRON bracis-33595 124 32 achieved achieve VERB bracis-33595 124 33 the the DET bracis-33595 124 34 best good ADJ bracis-33595 124 35 rouge rouge NOUN bracis-33595 124 36 results result NOUN bracis-33595 124 37 . . PUNCT bracis-33595 125 1 these these DET bracis-33595 125 2 summaries summary NOUN bracis-33595 125 3 were be AUX bracis-33595 125 4 randomly randomly ADV bracis-33595 125 5 chosen choose VERB bracis-33595 125 6 for for ADP bracis-33595 125 7 a a DET bracis-33595 125 8 manual manual ADJ bracis-33595 125 9 human human ADJ bracis-33595 125 10 evaluation evaluation NOUN bracis-33595 125 11 . . PUNCT bracis-33595 126 1 we we PRON bracis-33595 126 2 used use VERB bracis-33595 126 3 some some PRON bracis-33595 126 4 of of ADP bracis-33595 126 5 the the DET bracis-33595 126 6 known known ADJ bracis-33595 126 7 tac tac PROPN bracis-33595 126 8 ( ( PUNCT bracis-33595 126 9 text text NOUN bracis-33595 126 10 analysis analysis NOUN bracis-33595 126 11 conference conference NOUN bracis-33595 126 12 ) ) PUNCT bracis-33595 126 13 criteria criterion NOUN bracis-33595 127 1 [ [ X bracis-33595 127 2 4 4 NUM bracis-33595 127 3 ] ] PUNCT bracis-33595 127 4 , , PUNCT bracis-33595 127 5 which which PRON bracis-33595 127 6 include include VERB bracis-33595 127 7 overall overall ADJ bracis-33595 127 8 responsiveness responsiveness NOUN bracis-33595 127 9 and and CCONJ bracis-33595 127 10 readability readability NOUN bracis-33595 127 11 . . PUNCT bracis-33595 128 1 the the DET bracis-33595 128 2 assessment assessment NOUN bracis-33595 128 3 of of ADP bracis-33595 128 4 overall overall ADJ bracis-33595 128 5 responsiveness responsiveness NOUN bracis-33595 128 6 examines examine VERB bracis-33595 128 7 how how SCONJ bracis-33595 128 8 effectively effectively ADV bracis-33595 128 9 a a DET bracis-33595 128 10 summary summary NOUN bracis-33595 128 11 addresses address VERB bracis-33595 128 12 the the DET bracis-33595 128 13 information information NOUN bracis-33595 128 14 need need AUX bracis-33595 128 15 outlined outline VERB bracis-33595 128 16 in in ADP bracis-33595 128 17 the the DET bracis-33595 128 18 topic topic NOUN bracis-33595 128 19 statement statement NOUN bracis-33595 128 20 , , PUNCT bracis-33595 128 21 considering consider VERB bracis-33595 128 22 both both CCONJ bracis-33595 128 23 the the DET bracis-33595 128 24 content content NOUN bracis-33595 128 25 and and CCONJ bracis-33595 128 26 linguistic linguistic ADJ bracis-33595 128 27 quality quality NOUN bracis-33595 128 28 of of ADP bracis-33595 128 29 the the DET bracis-33595 128 30 summary summary NOUN bracis-33595 128 31 . . PUNCT bracis-33595 129 1 the the DET bracis-33595 129 2 readability readability NOUN bracis-33595 129 3 score score NOUN bracis-33595 129 4 evaluates evaluate VERB bracis-33595 129 5 the the DET bracis-33595 129 6 summary summary NOUN bracis-33595 129 7 ’s ’s PART bracis-33595 129 8 fluency fluency NOUN bracis-33595 129 9 and and CCONJ bracis-33595 129 10 structure structure NOUN bracis-33595 129 11 , , PUNCT bracis-33595 129 12 independent independent ADJ bracis-33595 129 13 of of ADP bracis-33595 129 14 content content NOUN bracis-33595 129 15 , , PUNCT bracis-33595 129 16 and and CCONJ bracis-33595 129 17 is be AUX bracis-33595 129 18 based base VERB bracis-33595 129 19 on on ADP bracis-33595 129 20 factors factor NOUN bracis-33595 129 21 such such ADJ bracis-33595 129 22 as as ADP bracis-33595 129 23 grammatical grammatical ADJ bracis-33595 129 24 correctness correctness NOUN bracis-33595 129 25 , , PUNCT bracis-33595 129 26 lack lack NOUN bracis-33595 129 27 of of ADP bracis-33595 129 28 redundancy redundancy NOUN bracis-33595 129 29 , , PUNCT bracis-33595 129 30 referential referential ADJ bracis-33595 129 31 clarity clarity NOUN bracis-33595 129 32 , , PUNCT bracis-33595 129 33 focus focus NOUN bracis-33595 129 34 , , PUNCT bracis-33595 129 35 structure structure NOUN bracis-33595 129 36 , , PUNCT bracis-33595 129 37 and and CCONJ bracis-33595 129 38 coherence coherence NOUN bracis-33595 129 39 . . PUNCT bracis-33595 130 1 these these DET bracis-33595 130 2 criteria criterion NOUN bracis-33595 130 3 are be AUX bracis-33595 130 4 evaluated evaluate VERB bracis-33595 130 5 on on ADP bracis-33595 130 6 a a DET bracis-33595 130 7 five five NUM bracis-33595 130 8 - - PUNCT bracis-33595 130 9 point point NOUN bracis-33595 130 10 scale scale NOUN bracis-33595 130 11 : : PUNCT bracis-33595 130 12 from from ADP bracis-33595 130 13 very very ADV bracis-33595 130 14 poor poor ADJ bracis-33595 130 15 to to ADP bracis-33595 130 16 very very ADV bracis-33595 130 17 good good ADJ bracis-33595 130 18 . . PUNCT bracis-33595 131 1 we we PRON bracis-33595 131 2 evaluated evaluate VERB bracis-33595 131 3 these these DET bracis-33595 131 4 three three NUM bracis-33595 131 5 random random ADJ bracis-33595 131 6 summaries summary NOUN bracis-33595 131 7 as as ADP bracis-33595 131 8 “ " PUNCT bracis-33595 131 9 very very ADV bracis-33595 131 10 good good ADJ bracis-33595 131 11 " " PUNCT bracis-33595 131 12 based base VERB bracis-33595 131 13 on on ADP bracis-33595 131 14 the the DET bracis-33595 131 15 above above ADJ bracis-33595 131 16 criteria criterion NOUN bracis-33595 131 17 once once SCONJ bracis-33595 131 18 they they PRON bracis-33595 131 19 show show VERB bracis-33595 131 20 no no DET bracis-33595 131 21 redundancy redundancy NOUN bracis-33595 131 22 , , PUNCT bracis-33595 131 23 no no DET bracis-33595 131 24 referential referential ADJ bracis-33595 131 25 problems problem NOUN bracis-33595 131 26 , , PUNCT bracis-33595 131 27 and and CCONJ bracis-33595 131 28 very very ADV bracis-33595 131 29 good good ADJ bracis-33595 131 30 structure structure NOUN bracis-33595 131 31 and and CCONJ bracis-33595 131 32 coherence coherence NOUN bracis-33595 131 33 . . PUNCT bracis-33595 132 1 their their PRON bracis-33595 132 2 high high ADJ bracis-33595 132 3 rouge rouge NOUN bracis-33595 132 4 scores score NOUN bracis-33595 132 5 can can AUX bracis-33595 132 6 reflect reflect VERB bracis-33595 132 7 the the DET bracis-33595 132 8 responsiveness responsiveness NOUN bracis-33595 132 9 of of ADP bracis-33595 132 10 the the DET bracis-33595 132 11 summaries summary NOUN bracis-33595 132 12 . . PUNCT bracis-33595 133 1 once once SCONJ bracis-33595 133 2 the the DET bracis-33595 133 3 summaries summary NOUN bracis-33595 133 4 generated generate VERB bracis-33595 133 5 are be AUX bracis-33595 133 6 close close ADJ bracis-33595 133 7 to to ADP bracis-33595 133 8 the the DET bracis-33595 133 9 golden golden ADJ bracis-33595 133 10 standard standard NOUN bracis-33595 133 11 , , PUNCT bracis-33595 133 12 that that ADV bracis-33595 133 13 is is ADV bracis-33595 133 14 , , PUNCT bracis-33595 133 15 the the DET bracis-33595 133 16 summary summary NOUN bracis-33595 133 17 generated generate VERB bracis-33595 133 18 by by ADP bracis-33595 133 19 humans human NOUN bracis-33595 133 20 , , PUNCT bracis-33595 133 21 they they PRON bracis-33595 133 22 are be AUX bracis-33595 133 23 expected expect VERB bracis-33595 133 24 to to PART bracis-33595 133 25 cover cover VERB bracis-33595 133 26 the the DET bracis-33595 133 27 document document NOUN bracis-33595 133 28 ’s ’s PART bracis-33595 133 29 main main ADJ bracis-33595 133 30 content content NOUN bracis-33595 133 31 , , PUNCT bracis-33595 133 32 thus thus ADV bracis-33595 133 33 , , PUNCT bracis-33595 133 34 having have VERB bracis-33595 133 35 a a DET bracis-33595 133 36 very very ADV bracis-33595 133 37 good good ADJ bracis-33595 133 38 responsiveness responsiveness NOUN bracis-33595 133 39 . . PUNCT bracis-33595 134 1 table table NOUN bracis-33595 134 2 5 5 NUM bracis-33595 134 3 . . PUNCT bracis-33595 135 1 three three NUM bracis-33595 135 2 cstnews cstnew NOUN bracis-33595 135 3 summaries summary NOUN bracis-33595 135 4 generated generate VERB bracis-33595 135 5 by by ADP bracis-33595 135 6 presummfull presummfull ADJ bracis-33595 135 7 size size NOUN bracis-33595 135 8 table table NOUN bracis-33595 135 9 table table NOUN bracis-33595 135 10     SPACE bracis-33595 135 11 6 6 NUM bracis-33595 135 12 shows show VERB bracis-33595 135 13 three three NUM bracis-33595 135 14 cstnews cstnew NOUN bracis-33595 135 15 summaries summary NOUN bracis-33595 135 16 generated generate VERB bracis-33595 135 17 by by ADP bracis-33595 135 18 centroid centroid NOUN bracis-33595 135 19 - - PUNCT bracis-33595 135 20 embedding embed VERB bracis-33595 135 21 , , PUNCT bracis-33595 135 22 the the DET bracis-33595 135 23 summarizer summarizer NOUN bracis-33595 135 24 which which PRON bracis-33595 135 25 achieved achieve VERB bracis-33595 135 26 the the DET bracis-33595 135 27 best good ADJ bracis-33595 135 28 blanc blanc NOUN bracis-33595 135 29 results result NOUN bracis-33595 135 30 . . PUNCT bracis-33595 136 1 these these DET bracis-33595 136 2 summaries summary NOUN bracis-33595 136 3 were be AUX bracis-33595 136 4 also also ADV bracis-33595 136 5 randomly randomly ADV bracis-33595 136 6 chosen choose VERB bracis-33595 136 7 for for ADP bracis-33595 136 8 a a DET bracis-33595 136 9 manual manual ADJ bracis-33595 136 10 human human ADJ bracis-33595 136 11 evaluation evaluation NOUN bracis-33595 136 12 and and CCONJ bracis-33595 136 13 evaluated evaluate VERB bracis-33595 136 14 under under ADP bracis-33595 136 15 the the DET bracis-33595 136 16 tac tac PROPN bracis-33595 136 17 criteria criterion NOUN bracis-33595 136 18 . . PUNCT bracis-33595 137 1 similarly similarly ADV bracis-33595 137 2 to to ADP bracis-33595 137 3 the the DET bracis-33595 137 4 previous previous ADJ bracis-33595 137 5 summaries summary NOUN bracis-33595 137 6 , , PUNCT bracis-33595 137 7 we we PRON bracis-33595 137 8 also also ADV bracis-33595 137 9 evaluate evaluate VERB bracis-33595 137 10 these these DET bracis-33595 137 11 three three NUM bracis-33595 137 12 as as ADP bracis-33595 137 13 “ " PUNCT bracis-33595 137 14 very very ADV bracis-33595 137 15 good good ADJ bracis-33595 137 16 " " PUNCT bracis-33595 137 17 regarding regard VERB bracis-33595 137 18 the the DET bracis-33595 137 19 overall overall ADJ bracis-33595 137 20 responsiveness responsiveness NOUN bracis-33595 137 21 and and CCONJ bracis-33595 137 22 readability readability NOUN bracis-33595 137 23 . . PUNCT bracis-33595 138 1 table table NOUN bracis-33595 138 2 6 6 NUM bracis-33595 138 3 . . PUNCT bracis-33595 139 1 three three NUM bracis-33595 139 2 cstnews cstnew NOUN bracis-33595 139 3 summaries summary NOUN bracis-33595 139 4 generated generate VERB bracis-33595 139 5 by by ADP bracis-33595 139 6 centroid centroid PROPN bracis-33595 139 7 - - PUNCT bracis-33595 139 8 embeddingfull embeddingfull PROPN bracis-33595 139 9 size size NOUN bracis-33595 139 10 table table NOUN bracis-33595 139 11 these these DET bracis-33595 139 12 results result NOUN bracis-33595 139 13 raise raise VERB bracis-33595 139 14 an an DET bracis-33595 139 15 important important ADJ bracis-33595 139 16 question question NOUN bracis-33595 139 17 : : PUNCT bracis-33595 139 18 why why SCONJ bracis-33595 139 19 did do AUX bracis-33595 139 20 the the DET bracis-33595 139 21 centroid centroid NOUN bracis-33595 139 22 - - PUNCT bracis-33595 139 23 embedding embedding NOUN bracis-33595 139 24 achieve achieve VERB bracis-33595 139 25 such such ADJ bracis-33595 139 26 high high ADJ bracis-33595 139 27 blanc blanc NOUN bracis-33595 139 28 scores score NOUN bracis-33595 139 29 ? ? PUNCT bracis-33595 140 1 since since SCONJ bracis-33595 140 2 blanc blanc NOUN bracis-33595 140 3 measures measure NOUN bracis-33595 140 4 how how SCONJ bracis-33595 140 5 much much ADV bracis-33595 140 6 the the DET bracis-33595 140 7 generated generate VERB bracis-33595 140 8 summary summary NOUN bracis-33595 140 9 aids aid VERB bracis-33595 140 10 a a DET bracis-33595 140 11 pre pre ADJ bracis-33595 140 12 - - ADJ bracis-33595 140 13 trained train VERB bracis-33595 140 14 language language NOUN bracis-33595 140 15 model model NOUN bracis-33595 140 16 in in ADP bracis-33595 140 17 understanding understand VERB bracis-33595 140 18 the the DET bracis-33595 140 19 original original ADJ bracis-33595 140 20 document document NOUN bracis-33595 140 21 , , PUNCT bracis-33595 140 22 its its PRON bracis-33595 140 23 high high ADJ bracis-33595 140 24 blanc blanc NOUN bracis-33595 140 25 score score NOUN bracis-33595 140 26 suggests suggest VERB bracis-33595 140 27 a a DET bracis-33595 140 28 high high ADJ bracis-33595 140 29 amount amount NOUN bracis-33595 140 30 of of ADP bracis-33595 140 31 informational informational ADJ bracis-33595 140 32 content content NOUN bracis-33595 140 33 in in ADP bracis-33595 140 34 the the DET bracis-33595 140 35 summaries summary NOUN bracis-33595 140 36 . . PUNCT bracis-33595 141 1 however however ADV bracis-33595 141 2 , , PUNCT bracis-33595 141 3 based base VERB bracis-33595 141 4 on on ADP bracis-33595 141 5 these these DET bracis-33595 141 6 three three NUM bracis-33595 141 7 randomly randomly ADV bracis-33595 141 8 chosen choose VERB bracis-33595 141 9 summaries summary NOUN bracis-33595 141 10 , , PUNCT bracis-33595 141 11 we we PRON bracis-33595 141 12 could could AUX bracis-33595 141 13 not not PART bracis-33595 141 14 hypothesize hypothesize VERB bracis-33595 141 15 why why SCONJ bracis-33595 141 16 they they PRON bracis-33595 141 17 had have VERB bracis-33595 141 18 higher high ADJ bracis-33595 141 19 blanc blanc NOUN bracis-33595 141 20 scores score NOUN bracis-33595 141 21 than than ADP bracis-33595 141 22 presumm presumm ADJ bracis-33595 141 23 , , PUNCT bracis-33595 141 24 for for ADP bracis-33595 141 25 example example NOUN bracis-33595 141 26 . . PUNCT bracis-33595 142 1 thus thus ADV bracis-33595 142 2 , , PUNCT bracis-33595 142 3 we we PRON bracis-33595 142 4 encourage encourage VERB bracis-33595 142 5 further further ADJ bracis-33595 142 6 research research NOUN bracis-33595 142 7 and and CCONJ bracis-33595 142 8 new new ADJ bracis-33595 142 9 experiments experiment NOUN bracis-33595 142 10 with with ADP bracis-33595 142 11 both both CCONJ bracis-33595 142 12 rouge rouge NOUN bracis-33595 142 13 and and CCONJ bracis-33595 142 14 blanc blanc NOUN bracis-33595 142 15 metrics metric NOUN bracis-33595 142 16 . . PUNCT bracis-33595 143 1 while while SCONJ bracis-33595 143 2 providing provide VERB bracis-33595 143 3 valuable valuable ADJ bracis-33595 143 4 insights insight NOUN bracis-33595 143 5 into into ADP bracis-33595 143 6 the the DET bracis-33595 143 7 performance performance NOUN bracis-33595 143 8 of of ADP bracis-33595 143 9 various various ADJ bracis-33595 143 10 summarization summarization NOUN bracis-33595 143 11 models model NOUN bracis-33595 143 12 on on ADP bracis-33595 143 13 the the DET bracis-33595 143 14 cstnews cstnew NOUN bracis-33595 143 15 corpus corpus NOUN bracis-33595 143 16 , , PUNCT bracis-33595 143 17 the the DET bracis-33595 143 18 present present ADJ bracis-33595 143 19 study study NOUN bracis-33595 143 20 is be AUX bracis-33595 143 21 subject subject ADJ bracis-33595 143 22 to to ADP bracis-33595 143 23 several several ADJ bracis-33595 143 24 methodological methodological ADJ bracis-33595 143 25 limitations limitation NOUN bracis-33595 143 26 . . PUNCT bracis-33595 144 1 one one NUM bracis-33595 144 2 significant significant ADJ bracis-33595 144 3 limitation limitation NOUN bracis-33595 144 4 is be AUX bracis-33595 144 5 the the DET bracis-33595 144 6 size size NOUN bracis-33595 144 7 of of ADP bracis-33595 144 8 the the DET bracis-33595 144 9 dataset dataset NOUN bracis-33595 144 10 . . PUNCT bracis-33595 145 1 although although SCONJ bracis-33595 145 2 a a DET bracis-33595 145 3 reference reference NOUN bracis-33595 145 4 in in ADP bracis-33595 145 5 the the DET bracis-33595 145 6 area area NOUN bracis-33595 145 7 , , PUNCT bracis-33595 145 8 the the DET bracis-33595 145 9 cstnews cstnew NOUN bracis-33595 145 10 corpus corpus NOUN bracis-33595 145 11 contains contain VERB bracis-33595 145 12 only only ADV bracis-33595 145 13 150 150 NUM bracis-33595 145 14 texts text NOUN bracis-33595 145 15 , , PUNCT bracis-33595 145 16 and and CCONJ bracis-33595 145 17 more more ADJ bracis-33595 145 18 than than ADP bracis-33595 145 19 this this DET bracis-33595 145 20 limited limited ADJ bracis-33595 145 21 number number NOUN bracis-33595 145 22 of of ADP bracis-33595 145 23 texts text NOUN bracis-33595 145 24 is be AUX bracis-33595 145 25 needed need VERB bracis-33595 145 26 for for ADP bracis-33595 145 27 training train VERB bracis-33595 145 28 robust robust ADJ bracis-33595 145 29 summarization summarization NOUN bracis-33595 145 30 models model NOUN bracis-33595 145 31 . . PUNCT bracis-33595 146 1 so so ADV bracis-33595 146 2 , , PUNCT bracis-33595 146 3 we we PRON bracis-33595 146 4 emphasize emphasize VERB bracis-33595 146 5 that that SCONJ bracis-33595 146 6 we we PRON bracis-33595 146 7 need need VERB bracis-33595 146 8 more more ADJ bracis-33595 146 9 resources resource NOUN bracis-33595 146 10 in in ADP bracis-33595 146 11 languages language NOUN bracis-33595 146 12 other other ADJ bracis-33595 146 13 than than ADP bracis-33595 146 14 english english PROPN bracis-33595 146 15 , , PUNCT bracis-33595 146 16 to to PART bracis-33595 146 17 enhance enhance VERB bracis-33595 146 18 the the DET bracis-33595 146 19 reliability reliability NOUN bracis-33595 146 20 and and CCONJ bracis-33595 146 21 generalizability generalizability NOUN bracis-33595 146 22 of of ADP bracis-33595 146 23 summarization summarization NOUN bracis-33595 146 24 models model NOUN bracis-33595 146 25 . . PUNCT bracis-33595 147 1 we we PRON bracis-33595 147 2 are be AUX bracis-33595 147 3 aware aware ADJ bracis-33595 147 4 of of ADP bracis-33595 147 5 a a DET bracis-33595 147 6 recent recent ADJ bracis-33595 147 7 corpus corpus NOUN bracis-33595 147 8 , , PUNCT bracis-33595 147 9 recognasumm recognasumm VERB bracis-33595 148 1 [ [ X bracis-33595 148 2 15 15 NUM bracis-33595 148 3 ] ] X bracis-33595 148 4 , , PUNCT bracis-33595 148 5 which which PRON bracis-33595 148 6 contains contain VERB bracis-33595 148 7 over over ADP bracis-33595 148 8 130.000 130.000 NUM bracis-33595 148 9 journalistic journalistic ADJ bracis-33595 148 10 texts text NOUN bracis-33595 148 11 in in ADP bracis-33595 148 12 brazilian brazilian ADJ bracis-33595 148 13 portuguese portuguese NOUN bracis-33595 148 14 , , PUNCT bracis-33595 148 15 and and CCONJ bracis-33595 148 16 we we PRON bracis-33595 148 17 plan plan VERB bracis-33595 148 18 to to PART bracis-33595 148 19 perform perform VERB bracis-33595 148 20 experiments experiment NOUN bracis-33595 148 21 with with ADP bracis-33595 148 22 it it PRON bracis-33595 148 23 in in ADP bracis-33595 148 24 the the DET bracis-33595 148 25 future future NOUN bracis-33595 148 26 . . PUNCT bracis-33595 149 1 another another DET bracis-33595 149 2 limitation limitation NOUN bracis-33595 149 3 of of ADP bracis-33595 149 4 this this DET bracis-33595 149 5 study study NOUN bracis-33595 149 6 is be AUX bracis-33595 149 7 the the DET bracis-33595 149 8 computational computational ADJ bracis-33595 149 9 resources resource NOUN bracis-33595 149 10 used use VERB bracis-33595 149 11 . . PUNCT bracis-33595 150 1 due due ADP bracis-33595 150 2 to to ADP bracis-33595 150 3 the the DET bracis-33595 150 4 unavailability unavailability NOUN bracis-33595 150 5 of of ADP bracis-33595 150 6 gpu gpu NOUN bracis-33595 150 7 resources resource NOUN bracis-33595 150 8 , , PUNCT bracis-33595 150 9 the the DET bracis-33595 150 10 experiments experiment NOUN bracis-33595 150 11 were be AUX bracis-33595 150 12 conducted conduct VERB bracis-33595 150 13 using use VERB bracis-33595 150 14 cpus cpu NOUN bracis-33595 150 15 . . PUNCT bracis-33595 151 1 the the DET bracis-33595 151 2 lack lack NOUN bracis-33595 151 3 of of ADP bracis-33595 151 4 gpu gpu NOUN bracis-33595 151 5 access access NOUN bracis-33595 151 6 limited limit VERB bracis-33595 151 7 our our PRON bracis-33595 151 8 ability ability NOUN bracis-33595 151 9 to to ADP bracis-33595 151 10 fine fine ADJ bracis-33595 151 11 - - PUNCT bracis-33595 151 12 tune tune NOUN bracis-33595 151 13 model model NOUN bracis-33595 151 14 parameters parameter NOUN bracis-33595 151 15 optimally optimally ADV bracis-33595 151 16 , , PUNCT bracis-33595 151 17 potentially potentially ADV bracis-33595 151 18 impacting impact VERB bracis-33595 151 19 the the DET bracis-33595 151 20 performance performance NOUN bracis-33595 151 21 of of ADP bracis-33595 151 22 the the DET bracis-33595 151 23 summarizers summarizer NOUN bracis-33595 151 24 . . PUNCT bracis-33595 152 1 with with ADP bracis-33595 152 2 the the DET bracis-33595 152 3 availability availability NOUN bracis-33595 152 4 of of ADP bracis-33595 152 5 gpus gpu NOUN bracis-33595 152 6 , , PUNCT bracis-33595 152 7 future future ADJ bracis-33595 152 8 studies study NOUN bracis-33595 152 9 could could AUX bracis-33595 152 10 perform perform VERB bracis-33595 152 11 more more ADV bracis-33595 152 12 extensive extensive ADJ bracis-33595 152 13 parameter parameter NOUN bracis-33595 152 14 tuning tuning NOUN bracis-33595 152 15 , , PUNCT bracis-33595 152 16 leading lead VERB bracis-33595 152 17 to to ADP bracis-33595 152 18 better well ADJ bracis-33595 152 19 results result NOUN bracis-33595 152 20 . . PUNCT bracis-33595 153 1 more more ADJ bracis-33595 153 2 efforts effort NOUN bracis-33595 153 3 are be AUX bracis-33595 153 4 also also ADV bracis-33595 153 5 needed need VERB bracis-33595 153 6 to to PART bracis-33595 153 7 refine refine VERB bracis-33595 153 8 and and CCONJ bracis-33595 153 9 develop develop VERB bracis-33595 153 10 evaluation evaluation NOUN bracis-33595 153 11 metrics metric NOUN bracis-33595 153 12 beyond beyond ADP bracis-33595 153 13 traditional traditional ADJ bracis-33595 153 14 measures measure NOUN bracis-33595 153 15 like like ADP bracis-33595 153 16 rouge rouge NOUN bracis-33595 153 17 . . PUNCT bracis-33595 154 1 metrics metric NOUN bracis-33595 154 2 such such ADJ bracis-33595 154 3 as as ADP bracis-33595 154 4 blanc blanc NOUN bracis-33595 154 5 , , PUNCT bracis-33595 154 6 which which PRON bracis-33595 154 7 supposedly supposedly ADV bracis-33595 154 8 consider consider VERB bracis-33595 154 9 semantic semantic ADJ bracis-33595 154 10 coherence coherence NOUN bracis-33595 154 11 and and CCONJ bracis-33595 154 12 fluency fluency NOUN bracis-33595 154 13 , , PUNCT bracis-33595 154 14 should should AUX bracis-33595 154 15 be be AUX bracis-33595 154 16 further far ADV bracis-33595 154 17 explored explore VERB bracis-33595 154 18 and and CCONJ bracis-33595 154 19 validated validate VERB bracis-33595 154 20 . . PUNCT bracis-33595 155 1 developing develop VERB bracis-33595 155 2 new new ADJ bracis-33595 155 3 metrics metric NOUN bracis-33595 155 4 that that PRON bracis-33595 155 5 can can AUX bracis-33595 155 6 more more ADV bracis-33595 155 7 accurately accurately ADV bracis-33595 155 8 reflect reflect VERB bracis-33595 155 9 the the DET bracis-33595 155 10 quality quality NOUN bracis-33595 155 11 of of ADP bracis-33595 155 12 summaries summary NOUN bracis-33595 155 13 in in ADP bracis-33595 155 14 different different ADJ bracis-33595 155 15 languages language NOUN bracis-33595 155 16 and and CCONJ bracis-33595 155 17 contexts context NOUN bracis-33595 155 18 will will AUX bracis-33595 155 19 be be AUX bracis-33595 155 20 crucial crucial ADJ bracis-33595 155 21 for for ADP bracis-33595 155 22 advancing advance VERB bracis-33595 155 23 the the DET bracis-33595 155 24 field field NOUN bracis-33595 155 25 . . PUNCT bracis-33595 156 1 6 6 NUM bracis-33595 156 2 final final ADJ bracis-33595 156 3 remarks remark NOUN bracis-33595 156 4 we we PRON bracis-33595 156 5 contributed contribute VERB bracis-33595 156 6 to to ADP bracis-33595 156 7 the the DET bracis-33595 156 8 investigation investigation NOUN bracis-33595 156 9 of of ADP bracis-33595 156 10 multilingual multilingual ADJ bracis-33595 156 11 summarization summarization NOUN bracis-33595 156 12 by by ADP bracis-33595 156 13 evaluating evaluate VERB bracis-33595 156 14 state state NOUN bracis-33595 156 15 - - PUNCT bracis-33595 156 16 of of ADP bracis-33595 156 17 - - PUNCT bracis-33595 156 18 the the DET bracis-33595 156 19 - - PUNCT bracis-33595 156 20 art art NOUN bracis-33595 156 21 extractive extractive ADJ bracis-33595 156 22 summarization summarization NOUN bracis-33595 156 23 models model NOUN bracis-33595 156 24 on on ADP bracis-33595 156 25 the the DET bracis-33595 156 26 brazilian brazilian ADJ bracis-33595 156 27 portuguese portuguese ADJ bracis-33595 156 28 cstnews cstnew NOUN bracis-33595 156 29 corpus corpu NOUN bracis-33595 156 30 and and CCONJ bracis-33595 156 31 the the DET bracis-33595 156 32 english english PROPN bracis-33595 156 33 cnn cnn PROPN bracis-33595 156 34 / / SYM bracis-33595 156 35 dm dm PROPN bracis-33595 156 36 corpus corpus NOUN bracis-33595 156 37 . . PUNCT bracis-33595 157 1 our our PRON bracis-33595 157 2 study study NOUN bracis-33595 157 3 utilized utilize VERB bracis-33595 157 4 rouge rouge NOUN bracis-33595 157 5 and and CCONJ bracis-33595 157 6 the the DET bracis-33595 157 7 more more ADV bracis-33595 157 8 recently recently ADV bracis-33595 157 9 developed develop VERB bracis-33595 157 10 blanc blanc NOUN bracis-33595 157 11 metric metric ADJ bracis-33595 157 12 , , PUNCT bracis-33595 157 13 providing provide VERB bracis-33595 157 14 insights insight NOUN bracis-33595 157 15 into into ADP bracis-33595 157 16 the the DET bracis-33595 157 17 models model NOUN bracis-33595 157 18 ’ ' PUNCT bracis-33595 157 19 performance performance NOUN bracis-33595 157 20 . . PUNCT bracis-33595 158 1 the the DET bracis-33595 158 2 findings finding NOUN bracis-33595 158 3 revealed reveal VERB bracis-33595 158 4 that that SCONJ bracis-33595 158 5 presumm presumm NOUN bracis-33595 158 6 performed perform VERB bracis-33595 158 7 well well ADV bracis-33595 158 8 according accord VERB bracis-33595 158 9 to to ADP bracis-33595 158 10 rouge rouge NOUN bracis-33595 158 11 metrics metric NOUN bracis-33595 158 12 , , PUNCT bracis-33595 158 13 while while SCONJ bracis-33595 158 14 centroid centroid NOUN bracis-33595 158 15 - - PUNCT bracis-33595 158 16 embedding embedding NOUN bracis-33595 158 17 had have VERB bracis-33595 158 18 good good ADJ bracis-33595 158 19 blanc blanc NOUN bracis-33595 158 20 scores score NOUN bracis-33595 158 21 for for ADP bracis-33595 158 22 both both DET bracis-33595 158 23 languages language NOUN bracis-33595 158 24 . . PUNCT bracis-33595 159 1 future future ADJ bracis-33595 159 2 work work NOUN bracis-33595 159 3 includes include VERB bracis-33595 159 4 testing test VERB bracis-33595 159 5 other other ADJ bracis-33595 159 6 methods method NOUN bracis-33595 159 7 for for ADP bracis-33595 159 8 the the DET bracis-33595 159 9 previous previous ADJ bracis-33595 159 10 languages language NOUN bracis-33595 159 11 , , PUNCT bracis-33595 159 12 as as ADV bracis-33595 159 13 well well ADV bracis-33595 159 14 as as ADP bracis-33595 159 15 other other ADJ bracis-33595 159 16 languages language NOUN bracis-33595 159 17 , , PUNCT bracis-33595 159 18 including include VERB bracis-33595 159 19 languages language NOUN bracis-33595 159 20 of of ADP bracis-33595 159 21 different different ADJ bracis-33595 159 22 linguistic linguistic ADJ bracis-33595 159 23 typologies typology NOUN bracis-33595 159 24 . . PUNCT bracis-33595 160 1 we we PRON bracis-33595 160 2 also also ADV bracis-33595 160 3 aim aim VERB bracis-33595 160 4 at at ADP bracis-33595 160 5 using use VERB bracis-33595 160 6 corpora corpora PROPN bracis-33595 160 7 of of ADP bracis-33595 160 8 diverse diverse ADJ bracis-33595 160 9 genres genre NOUN bracis-33595 160 10 and and CCONJ bracis-33595 160 11 domains domain NOUN bracis-33595 160 12 . . PUNCT bracis-33595 161 1 such such ADJ bracis-33595 161 2 evaluation evaluation NOUN bracis-33595 161 3 is be AUX bracis-33595 161 4 necessary necessary ADJ bracis-33595 161 5 for for ADP bracis-33595 161 6 determining determine VERB bracis-33595 161 7 the the DET bracis-33595 161 8 potential potential NOUN bracis-33595 161 9 of of ADP bracis-33595 161 10 current current ADJ bracis-33595 161 11 and and CCONJ bracis-33595 161 12 future future ADJ bracis-33595 161 13 summarization summarization NOUN bracis-33595 161 14 methods method NOUN bracis-33595 161 15 for for ADP bracis-33595 161 16 multilingual multilingual ADJ bracis-33595 161 17 summarization summarization NOUN bracis-33595 161 18 . . PUNCT bracis-33595 162 1 another another DET bracis-33595 162 2 relevant relevant ADJ bracis-33595 162 3 issue issue NOUN bracis-33595 162 4 consists consist VERB bracis-33595 162 5 in in ADP bracis-33595 162 6 exploring explore VERB bracis-33595 162 7 multilingual multilingual ADJ bracis-33595 162 8 multi multi ADJ bracis-33595 162 9 - - ADJ bracis-33595 162 10 document document ADJ bracis-33595 162 11 summarization summarization NOUN bracis-33595 162 12 , , PUNCT bracis-33595 162 13 leveraging leverage VERB bracis-33595 162 14 some some DET bracis-33595 162 15 previous previous ADJ bracis-33595 162 16 researches research NOUN bracis-33595 162 17 and and CCONJ bracis-33595 162 18 datasets dataset NOUN bracis-33595 162 19 that that PRON bracis-33595 162 20 exist exist VERB bracis-33595 162 21 for for ADP bracis-33595 162 22 brazilian brazilian ADJ bracis-33595 162 23 portuguese portuguese NOUN bracis-33595 162 24 , , PUNCT bracis-33595 162 25 as as ADP bracis-33595 162 26 the the DET bracis-33595 162 27 ones one NOUN bracis-33595 162 28 of of ADP bracis-33595 162 29 [ [ X bracis-33595 162 30 3 3 NUM bracis-33595 162 31 ] ] PUNCT bracis-33595 162 32 and and CCONJ bracis-33595 162 33 [ [ X bracis-33595 162 34 6 6 NUM bracis-33595 162 35 ] ] PUNCT bracis-33595 162 36 . . PUNCT bracis-33595 163 1 exploring explore VERB bracis-33595 163 2 the the DET bracis-33595 163 3 multilingual multilingual ADJ bracis-33595 163 4 performance performance NOUN bracis-33595 163 5 of of ADP bracis-33595 163 6 some some DET bracis-33595 163 7 classic classic ADJ bracis-33595 163 8 single single ADJ bracis-33595 163 9 and and CCONJ bracis-33595 163 10 multi multi ADJ bracis-33595 163 11 - - ADJ bracis-33595 163 12 document document ADJ bracis-33595 163 13 methods method NOUN bracis-33595 163 14 that that PRON bracis-33595 163 15 were be AUX bracis-33595 163 16 created create VERB bracis-33595 163 17 for for ADP bracis-33595 163 18 portuguese portuguese NOUN bracis-33595 163 19 may may AUX bracis-33595 163 20 be be AUX bracis-33595 163 21 other other ADJ bracis-33595 163 22 interesting interesting ADJ bracis-33595 163 23 endeavor endeavor NOUN bracis-33595 163 24 , , PUNCT bracis-33595 163 25 as as SCONJ bracis-33595 163 26 it it PRON bracis-33595 163 27 is be AUX bracis-33595 163 28 the the DET bracis-33595 163 29 case case NOUN bracis-33595 163 30 of of ADP bracis-33595 163 31 gistsumm gistsumm PROPN bracis-33595 164 1 [ [ X bracis-33595 164 2 16 16 NUM bracis-33595 164 3 ] ] PUNCT bracis-33595 164 4 – – PUNCT bracis-33595 164 5 the the DET bracis-33595 164 6 first first ADJ bracis-33595 164 7 summarization summarization NOUN bracis-33595 164 8 system system NOUN bracis-33595 164 9 for for ADP bracis-33595 164 10 portuguese portuguese ADJ bracis-33595 164 11 – – PUNCT bracis-33595 164 12 and and CCONJ bracis-33595 164 13 rsumm rsumm ADJ bracis-33595 165 1 [ [ X bracis-33595 165 2 18 18 NUM bracis-33595 165 3 ] ] PUNCT bracis-33595 165 4 . . PUNCT bracis-33595 166 1 the the DET bracis-33595 166 2 interested interested ADJ bracis-33595 166 3 reader reader NOUN bracis-33595 166 4 may may AUX bracis-33595 166 5 find find VERB bracis-33595 166 6 the the DET bracis-33595 166 7 datasets dataset NOUN bracis-33595 166 8 , , PUNCT bracis-33595 166 9 the the DET bracis-33595 166 10 source source NOUN bracis-33595 166 11 codes code NOUN bracis-33595 166 12 of of ADP bracis-33595 166 13 the the DET bracis-33595 166 14 methods method NOUN bracis-33595 166 15 and and CCONJ bracis-33595 166 16 other other ADJ bracis-33595 166 17 details detail NOUN bracis-33595 166 18 about about ADP bracis-33595 166 19 this this DET bracis-33595 166 20 work work NOUN bracis-33595 166 21 at at ADP bracis-33595 166 22 the the DET bracis-33595 166 23 poetisa poetisa NOUN bracis-33595 166 24 project project NOUN bracis-33595 166 25 website website NOUN bracis-33595 166 26 ( ( PUNCT bracis-33595 166 27 at at ADP bracis-33595 166 28 https://sites.google.com/icmc.usp.br/poetisa https://sites.google.com/icmc.usp.br/poetisa NOUN bracis-33595 166 29 ) ) PUNCT bracis-33595 166 30 . . PUNCT bracis-33595 167 1 notes note VERB bracis-33595 167 2 1.https://sites.icmc.usp.br/taspardo/sucinto/cstnews.html 1.https://sites.icmc.usp.br/taspardo/sucinto/cstnews.html NUM bracis-33595 167 3 . . PUNCT bracis-33595 168 1 references reference NOUN bracis-33595 168 2 bommasani bommasani VERB bracis-33595 168 3 , , PUNCT bracis-33595 168 4 r. r. PROPN bracis-33595 168 5 , , PUNCT bracis-33595 168 6 et et PROPN bracis-33595 168 7 al al PROPN bracis-33595 168 8 . . PUNCT bracis-33595 168 9 : : PUNCT bracis-33595 169 1 on on ADP bracis-33595 169 2 the the DET bracis-33595 169 3 opportunities opportunity NOUN bracis-33595 169 4 and and CCONJ bracis-33595 169 5 risks risk NOUN bracis-33595 169 6 of of ADP bracis-33595 169 7 foundation foundation NOUN bracis-33595 169 8 models model NOUN bracis-33595 169 9 ( ( PUNCT bracis-33595 169 10 2022 2022 NUM bracis-33595 169 11 ) ) PUNCT bracis-33595 169 12 google google PROPN bracis-33595 169 13 scholar scholar NOUN bracis-33595 169 14     SPACE bracis-33595 169 15 cardoso cardoso NOUN bracis-33595 169 16 , , PUNCT bracis-33595 169 17 p.c p.c PROPN bracis-33595 169 18 . . PROPN bracis-33595 169 19 , , PUNCT bracis-33595 169 20 et et PROPN bracis-33595 169 21 al al PROPN bracis-33595 169 22 . . PROPN bracis-33595 169 23 : : PUNCT bracis-33595 169 24 cstnews cstnew NOUN bracis-33595 169 25 - - PUNCT bracis-33595 169 26 a a DET bracis-33595 169 27 discourse discourse NOUN bracis-33595 169 28 - - PUNCT bracis-33595 169 29 annotated annotate VERB bracis-33595 169 30 corpus corpus NOUN bracis-33595 169 31 for for ADP bracis-33595 169 32 single single ADJ bracis-33595 169 33 and and CCONJ bracis-33595 169 34 multi multi ADJ bracis-33595 169 35 - - ADJ bracis-33595 169 36 document document ADJ bracis-33595 169 37 summarization summarization NOUN bracis-33595 169 38 of of ADP bracis-33595 169 39 news news NOUN bracis-33595 169 40 texts text NOUN bracis-33595 169 41 in in ADP bracis-33595 169 42 brazilian brazilian ADJ bracis-33595 169 43 portuguese portuguese PROPN bracis-33595 169 44 . . PUNCT bracis-33595 170 1 in in ADP bracis-33595 170 2 : : PUNCT bracis-33595 170 3 proceedings proceeding NOUN bracis-33595 170 4 of of ADP bracis-33595 170 5 the the DET bracis-33595 170 6 3rd 3rd ADJ bracis-33595 170 7 rst rst ADJ bracis-33595 170 8 brazilian brazilian ADJ bracis-33595 170 9 meeting meeting NOUN bracis-33595 170 10 , , PUNCT bracis-33595 170 11 pp pp ADV bracis-33595 170 12 . . PUNCT bracis-33595 171 1 88–105 88–105 NUM bracis-33595 171 2 ( ( PUNCT bracis-33595 171 3 2011 2011 NUM bracis-33595 171 4 ) ) PUNCT bracis-33595 171 5 google google PROPN bracis-33595 171 6 scholar scholar NOUN bracis-33595 171 7     SPACE bracis-33595 171 8 chaud chaud PROPN bracis-33595 171 9 , , PUNCT bracis-33595 171 10 m. m. NOUN bracis-33595 171 11 , , PUNCT bracis-33595 171 12 felippo felippo NOUN bracis-33595 171 13 , , PUNCT bracis-33595 171 14 a.d a.d PROPN bracis-33595 171 15 . . PROPN bracis-33595 171 16 : : PUNCT bracis-33595 171 17 exploring explore VERB bracis-33595 171 18 content content NOUN bracis-33595 171 19 selection selection NOUN bracis-33595 171 20 strategies strategy NOUN bracis-33595 171 21 for for ADP bracis-33595 171 22 multilingual multilingual ADJ bracis-33595 171 23 multi multi ADJ bracis-33595 171 24 - - ADJ bracis-33595 171 25 document document ADJ bracis-33595 171 26 summarization summarization NOUN bracis-33595 171 27 based base VERB bracis-33595 171 28 on on ADP bracis-33595 171 29 the the DET bracis-33595 171 30 universal universal ADJ bracis-33595 171 31 network network NOUN bracis-33595 171 32 language language NOUN bracis-33595 171 33 ( ( PUNCT bracis-33595 171 34 unl unl PROPN bracis-33595 171 35 ) ) PUNCT bracis-33595 171 36 . . PUNCT bracis-33595 172 1 revista revista PROPN bracis-33595 172 2 de de PROPN bracis-33595 172 3 estudos estudos PROPN bracis-33595 172 4 da da PROPN bracis-33595 172 5 linguagem linguagem PROPN bracis-33595 172 6 26(1 26(1 NUM bracis-33595 172 7 ) ) PUNCT bracis-33595 172 8 , , PUNCT bracis-33595 172 9 45–71 45–71 PROPN bracis-33595 172 10 ( ( PUNCT bracis-33595 172 11 2017 2017 NUM bracis-33595 172 12 ) ) PUNCT bracis-33595 172 13 article article NOUN bracis-33595 172 14     SPACE bracis-33595 172 15 google google PROPN bracis-33595 172 16 scholar scholar NOUN bracis-33595 172 17     SPACE bracis-33595 172 18 dang dang PROPN bracis-33595 172 19 , , PUNCT bracis-33595 172 20 h.t h.t PROPN bracis-33595 172 21 . . PROPN bracis-33595 172 22 , , PUNCT bracis-33595 172 23 owczarzak owczarzak NOUN bracis-33595 172 24 , , PUNCT bracis-33595 172 25 k. k. PROPN bracis-33595 172 26 , , PUNCT bracis-33595 172 27 et et PROPN bracis-33595 172 28     SPACE bracis-33595 172 29 al al PROPN bracis-33595 172 30 . . PROPN bracis-33595 172 31 : : PUNCT bracis-33595 173 1 overview overview NOUN bracis-33595 173 2 of of ADP bracis-33595 173 3 the the DET bracis-33595 173 4 tac tac PROPN bracis-33595 173 5 2008 2008 NUM bracis-33595 173 6 update update NOUN bracis-33595 173 7 summarization summarization NOUN bracis-33595 173 8 task task NOUN bracis-33595 173 9 . . PUNCT bracis-33595 174 1 in in ADP bracis-33595 174 2 : : PUNCT bracis-33595 174 3 tac tac PROPN bracis-33595 174 4 ( ( PUNCT bracis-33595 174 5 2008 2008 NUM bracis-33595 174 6 ) ) PUNCT bracis-33595 174 7 google google PROPN bracis-33595 174 8 scholar scholar NOUN bracis-33595 174 9     SPACE bracis-33595 174 10 devlin devlin PROPN bracis-33595 174 11 , , PUNCT bracis-33595 174 12 j. j. PROPN bracis-33595 174 13 , , PUNCT bracis-33595 174 14 chang chang PROPN bracis-33595 174 15 , , PUNCT bracis-33595 174 16 m.w m.w PROPN bracis-33595 174 17 . . PROPN bracis-33595 174 18 , , PUNCT bracis-33595 174 19 lee lee PROPN bracis-33595 174 20 , , PUNCT bracis-33595 174 21 k. k. PROPN bracis-33595 174 22 , , PUNCT bracis-33595 174 23 toutanova toutanova PROPN bracis-33595 174 24 , , PUNCT bracis-33595 174 25 k. k. PROPN bracis-33595 174 26 : : PUNCT bracis-33595 174 27 bert bert PROPN bracis-33595 174 28 : : PUNCT bracis-33595 174 29 pre pre ADJ bracis-33595 174 30 - - NOUN bracis-33595 174 31 training training NOUN bracis-33595 174 32 of of ADP bracis-33595 174 33 deep deep ADJ bracis-33595 174 34 bidirectional bidirectional ADJ bracis-33595 174 35 transformers transformer NOUN bracis-33595 174 36 for for ADP bracis-33595 174 37 language language NOUN bracis-33595 174 38 understanding understanding NOUN bracis-33595 174 39 ( ( PUNCT bracis-33595 174 40 2018 2018 NUM bracis-33595 174 41 ) ) PUNCT bracis-33595 174 42 . . PUNCT bracis-33595 175 1 https://doi.org/10.48550/arxiv.1810.04805 https://doi.org/10.48550/arxiv.1810.04805 PROPN bracis-33595 175 2 . . PUNCT bracis-33595 175 3 http://arxiv.org/abs/1810.04805v2 http://arxiv.org/abs/1810.04805v2 PROPN bracis-33595 175 4 di di PROPN bracis-33595 175 5 felippo felippo NOUN bracis-33595 175 6 , , PUNCT bracis-33595 175 7 a. a. NOUN bracis-33595 175 8 , , PUNCT bracis-33595 175 9 tosta tosta PROPN bracis-33595 175 10 , , PUNCT bracis-33595 175 11 f.e.s f.e.s PROPN bracis-33595 175 12 . . PROPN bracis-33595 175 13 , , PUNCT bracis-33595 175 14 pardo pardo PROPN bracis-33595 175 15 , , PUNCT bracis-33595 175 16 t.a.s t.a.s PROPN bracis-33595 175 17 . . PUNCT bracis-33595 175 18 : : PUNCT bracis-33595 175 19 applying apply VERB bracis-33595 175 20 lexical lexical ADJ bracis-33595 175 21 - - PUNCT bracis-33595 175 22 conceptual conceptual ADJ bracis-33595 175 23 knowledge knowledge NOUN bracis-33595 175 24 for for ADP bracis-33595 175 25 multilingual multilingual ADJ bracis-33595 175 26 multi multi ADJ bracis-33595 175 27 - - ADJ bracis-33595 175 28 document document ADJ bracis-33595 175 29 summarization summarization NOUN bracis-33595 175 30 . . PUNCT bracis-33595 176 1 in in ADP bracis-33595 176 2 : : PUNCT bracis-33595 176 3 silva silva PROPN bracis-33595 176 4 , , PUNCT bracis-33595 176 5 j. j. PROPN bracis-33595 176 6 , , PUNCT bracis-33595 176 7 ribeiro ribeiro PROPN bracis-33595 176 8 , , PUNCT bracis-33595 176 9 r. r. PROPN bracis-33595 176 10 , , PUNCT bracis-33595 176 11 quaresma quaresma PROPN bracis-33595 176 12 , , PUNCT bracis-33595 176 13 p. p. NOUN bracis-33595 176 14 , , PUNCT bracis-33595 176 15 adami adami PROPN bracis-33595 176 16 , , PUNCT bracis-33595 176 17 a. a. PROPN bracis-33595 176 18 , , PUNCT bracis-33595 176 19 branco branco PROPN bracis-33595 176 20 , , PUNCT bracis-33595 176 21 a. a. NOUN bracis-33595 176 22 ( ( PUNCT bracis-33595 176 23 eds eds PROPN bracis-33595 176 24 . . PUNCT bracis-33595 176 25 ) ) PUNCT bracis-33595 176 26 propor propor ADJ bracis-33595 176 27 2016 2016 NUM bracis-33595 176 28 . . PUNCT bracis-33595 177 1 lncs lncs PROPN bracis-33595 177 2 ( ( PUNCT bracis-33595 177 3 lnai lnai ADJ bracis-33595 177 4 ) ) PUNCT bracis-33595 177 5 , , PUNCT bracis-33595 177 6 vol vol NOUN bracis-33595 177 7 . . PROPN bracis-33595 177 8 9727 9727 NUM bracis-33595 177 9 , , PUNCT bracis-33595 177 10 pp pp ADV bracis-33595 177 11 . . PUNCT bracis-33595 178 1 38–49 38–49 NUM bracis-33595 178 2 . . PUNCT bracis-33595 179 1 springer springer NOUN bracis-33595 179 2 , , PUNCT bracis-33595 179 3 cham cham PROPN bracis-33595 179 4 ( ( PUNCT bracis-33595 179 5 2016 2016 NUM bracis-33595 179 6 ) ) PUNCT bracis-33595 179 7 . . PUNCT bracis-33595 180 1 https://doi.org/10.1007/978-3-319-41552-9_4 https://doi.org/10.1007/978-3-319-41552-9_4 PROPN bracis-33595 180 2 chapter chapter NOUN bracis-33595 180 3     SPACE bracis-33595 180 4 google google PROPN bracis-33595 180 5 scholar scholar NOUN bracis-33595 180 6     SPACE bracis-33595 180 7 el el PROPN bracis-33595 180 8 - - PUNCT bracis-33595 180 9 kassas kassas PROPN bracis-33595 180 10 , , PUNCT bracis-33595 180 11 w.s w.s PROPN bracis-33595 180 12 . . PROPN bracis-33595 180 13 , , PUNCT bracis-33595 180 14 salama salama PROPN bracis-33595 180 15 , , PUNCT bracis-33595 180 16 c.r c.r PROPN bracis-33595 180 17 . . PROPN bracis-33595 180 18 , , PUNCT bracis-33595 180 19 rafea rafea PROPN bracis-33595 180 20 , , PUNCT bracis-33595 180 21 a.a a.a PROPN bracis-33595 180 22 . . PROPN bracis-33595 180 23 , , PUNCT bracis-33595 180 24 mohamed mohamed PROPN bracis-33595 180 25 , , PUNCT bracis-33595 180 26 h.k h.k PROPN bracis-33595 180 27 . . PROPN bracis-33595 180 28 : : PUNCT bracis-33595 181 1 automatic automatic ADJ bracis-33595 181 2 text text NOUN bracis-33595 181 3 summarization summarization NOUN bracis-33595 181 4 : : PUNCT bracis-33595 181 5 a a DET bracis-33595 181 6 comprehensive comprehensive ADJ bracis-33595 181 7 survey survey NOUN bracis-33595 181 8 . . PUNCT bracis-33595 182 1 expert expert NOUN bracis-33595 182 2 syst syst PROPN bracis-33595 182 3 . . PUNCT bracis-33595 183 1 appl appl PROPN bracis-33595 183 2 . . PROPN bracis-33595 184 1 165 165 NUM bracis-33595 184 2 , , PUNCT bracis-33595 184 3 113679 113679 NUM bracis-33595 184 4 ( ( PUNCT bracis-33595 184 5 2021 2021 NUM bracis-33595 184 6 ) ) PUNCT bracis-33595 184 7 . . PUNCT bracis-33595 185 1 https://doi.org/10.1016/j.eswa.2020.113679 https://doi.org/10.1016/j.eswa.2020.113679 NOUN bracis-33595 185 2 . . PUNCT bracis-33595 186 1 https://linkinghub.elsevier.com/retrieve/pii/s0957417420305030 https://linkinghub.elsevier.com/retrieve/pii/s0957417420305030 NUM bracis-33595 186 2 gu gu NOUN bracis-33595 186 3 , , PUNCT bracis-33595 186 4 n. n. NOUN bracis-33595 186 5 , , PUNCT bracis-33595 186 6 ash ash PROPN bracis-33595 186 7 , , PUNCT bracis-33595 186 8 e. e. PROPN bracis-33595 186 9 , , PUNCT bracis-33595 186 10 hahnloser hahnloser NOUN bracis-33595 186 11 , , PUNCT bracis-33595 186 12 r. r. PROPN bracis-33595 186 13 : : PUNCT bracis-33595 186 14 memsum memsum NOUN bracis-33595 186 15 : : PUNCT bracis-33595 186 16 extractive extractive ADJ bracis-33595 186 17 summarization summarization NOUN bracis-33595 186 18 of of ADP bracis-33595 186 19 long long ADJ bracis-33595 186 20 documents document NOUN bracis-33595 186 21 using use VERB bracis-33595 186 22 multi multi ADJ bracis-33595 186 23 - - ADJ bracis-33595 186 24 step step ADJ bracis-33595 186 25 episodic episodic ADJ bracis-33595 186 26 markov markov NOUN bracis-33595 186 27 decision decision NOUN bracis-33595 186 28 processes process NOUN bracis-33595 186 29 . . PUNCT bracis-33595 187 1 in in ADP bracis-33595 187 2 : : PUNCT bracis-33595 187 3 muresan muresan PROPN bracis-33595 187 4 , , PUNCT bracis-33595 187 5 s. s. PROPN bracis-33595 187 6 , , PUNCT bracis-33595 187 7 nakov nakov NOUN bracis-33595 187 8 , , PUNCT bracis-33595 187 9 p. p. NOUN bracis-33595 187 10 , , PUNCT bracis-33595 187 11 villavicencio villavicencio NOUN bracis-33595 187 12 , , PUNCT bracis-33595 187 13 a. a. NOUN bracis-33595 187 14 ( ( PUNCT bracis-33595 187 15 eds eds PROPN bracis-33595 187 16 . . PUNCT bracis-33595 187 17 ) ) PUNCT bracis-33595 187 18 proceedings proceeding NOUN bracis-33595 187 19 of of ADP bracis-33595 187 20 the the DET bracis-33595 187 21 60th 60th ADJ bracis-33595 187 22 annual annual ADJ bracis-33595 187 23 meeting meeting NOUN bracis-33595 187 24 of of ADP bracis-33595 187 25 the the DET bracis-33595 187 26 association association NOUN bracis-33595 187 27 for for ADP bracis-33595 187 28 computational computational ADJ bracis-33595 187 29 linguistics linguistic NOUN bracis-33595 187 30 , , PUNCT bracis-33595 187 31 vol vol NOUN bracis-33595 187 32 . . PROPN bracis-33595 188 1 1 1 NUM bracis-33595 188 2 : : PUNCT bracis-33595 188 3 long long ADJ bracis-33595 188 4 papers paper NOUN bracis-33595 188 5 , , PUNCT bracis-33595 188 6 pp pp ADV bracis-33595 188 7 . . PUNCT bracis-33595 189 1 6507–6522 6507–6522 NUM bracis-33595 189 2 . . PUNCT bracis-33595 190 1 association association NOUN bracis-33595 190 2 for for ADP bracis-33595 190 3 computational computational ADJ bracis-33595 190 4 linguistics linguistic NOUN bracis-33595 190 5 , , PUNCT bracis-33595 190 6 dublin dublin PROPN bracis-33595 190 7 ( ( PUNCT bracis-33595 190 8 2022 2022 NUM bracis-33595 190 9 ) ) PUNCT bracis-33595 190 10 . . PUNCT bracis-33595 191 1 https://doi.org/10.18653/v1/2022.acl-long.450 https://doi.org/10.18653/v1/2022.acl-long.450 PROPN bracis-33595 191 2 . . PUNCT bracis-33595 192 1 https://aclanthology.org/2022.acl-long.450 https://aclanthology.org/2022.acl-long.450 PROPN bracis-33595 192 2 hermann hermann PROPN bracis-33595 192 3 , , PUNCT bracis-33595 192 4 k.m k.m PROPN bracis-33595 192 5 . . PROPN bracis-33595 192 6 , , PUNCT bracis-33595 192 7 et et PROPN bracis-33595 192 8 al al PROPN bracis-33595 192 9 . . PROPN bracis-33595 192 10 : : PUNCT bracis-33595 192 11 teaching teach VERB bracis-33595 192 12 machines machine NOUN bracis-33595 192 13 to to PART bracis-33595 192 14 read read VERB bracis-33595 192 15 and and CCONJ bracis-33595 192 16 comprehend comprehend VERB bracis-33595 192 17 . . PUNCT bracis-33595 193 1 adv adv PROPN bracis-33595 193 2 . . PUNCT bracis-33595 193 3 neural neural PROPN bracis-33595 193 4 inf inf PROPN bracis-33595 193 5 . . PUNCT bracis-33595 193 6 process process NOUN bracis-33595 193 7 . . PUNCT bracis-33595 194 1 syst syst PROPN bracis-33595 194 2 . . PUNCT bracis-33595 195 1 28 28 NUM bracis-33595 195 2 ( ( PUNCT bracis-33595 195 3 2015 2015 NUM bracis-33595 195 4 ) ) PUNCT bracis-33595 195 5 google google PROPN bracis-33595 195 6 scholar scholar NOUN bracis-33595 195 7     SPACE bracis-33595 195 8 joshi joshi PROPN bracis-33595 195 9 , , PUNCT bracis-33595 195 10 a. a. PROPN bracis-33595 195 11 , , PUNCT bracis-33595 195 12 fidalgo fidalgo PROPN bracis-33595 195 13 , , PUNCT bracis-33595 195 14 e. e. PROPN bracis-33595 195 15 , , PUNCT bracis-33595 195 16 alegre alegre VERB bracis-33595 195 17 , , PUNCT bracis-33595 195 18 e. e. PROPN bracis-33595 195 19 , , PUNCT bracis-33595 195 20 alaiz alaiz ADJ bracis-33595 195 21 - - PUNCT bracis-33595 195 22 rodriguez rodriguez NOUN bracis-33595 195 23 , , PUNCT bracis-33595 195 24 r. r. PROPN bracis-33595 195 25 : : PUNCT bracis-33595 195 26 ranksum ranksum NOUN bracis-33595 195 27 – – PUNCT bracis-33595 195 28 an an DET bracis-33595 195 29 unsupervised unsupervised ADJ bracis-33595 195 30 extractive extractive ADJ bracis-33595 195 31 text text NOUN bracis-33595 195 32 summarization summarization NOUN bracis-33595 195 33 based base VERB bracis-33595 195 34 on on ADP bracis-33595 195 35 rank rank NOUN bracis-33595 195 36 fusion fusion NOUN bracis-33595 195 37 . . PUNCT bracis-33595 196 1 expert expert NOUN bracis-33595 196 2 syst syst PROPN bracis-33595 196 3 . . PUNCT bracis-33595 197 1 appl appl PROPN bracis-33595 197 2 . . PROPN bracis-33595 198 1 200 200 NUM bracis-33595 198 2 , , PUNCT bracis-33595 198 3 116846 116846 NUM bracis-33595 198 4 ( ( PUNCT bracis-33595 198 5 2022 2022 NUM bracis-33595 198 6 ) ) PUNCT bracis-33595 198 7 article article NOUN bracis-33595 198 8     SPACE bracis-33595 198 9 google google PROPN bracis-33595 198 10 scholar scholar NOUN bracis-33595 198 11     SPACE bracis-33595 198 12 lin lin PROPN bracis-33595 198 13 , , PUNCT bracis-33595 198 14 c.y c.y PROPN bracis-33595 198 15 . . PROPN bracis-33595 198 16 : : PUNCT bracis-33595 199 1 rouge rouge NOUN bracis-33595 199 2 : : PUNCT bracis-33595 199 3 a a DET bracis-33595 199 4 package package NOUN bracis-33595 199 5 for for ADP bracis-33595 199 6 automatic automatic ADJ bracis-33595 199 7 evaluation evaluation NOUN bracis-33595 199 8 of of ADP bracis-33595 199 9 summaries summary NOUN bracis-33595 199 10 ( ( PUNCT bracis-33595 199 11 2004 2004 NUM bracis-33595 199 12 ) ) PUNCT bracis-33595 199 13 google google PROPN bracis-33595 199 14 scholar scholar NOUN bracis-33595 199 15     SPACE bracis-33595 199 16 liu liu PROPN bracis-33595 199 17 , , PUNCT bracis-33595 199 18 y. y. PROPN bracis-33595 199 19 , , PUNCT bracis-33595 199 20 lapata lapata ADJ bracis-33595 199 21 , , PUNCT bracis-33595 199 22 m. m. NOUN bracis-33595 199 23 : : PUNCT bracis-33595 199 24 text text NOUN bracis-33595 199 25 summarization summarization NOUN bracis-33595 199 26 with with ADP bracis-33595 199 27 pretrained pretraine VERB bracis-33595 199 28 encoders encoder NOUN bracis-33595 199 29 . . PUNCT bracis-33595 200 1 in in ADP bracis-33595 200 2 : : PUNCT bracis-33595 200 3 inui inui PROPN bracis-33595 200 4 , , PUNCT bracis-33595 200 5 k. k. PROPN bracis-33595 200 6 , , PUNCT bracis-33595 200 7 jiang jiang PROPN bracis-33595 200 8 , , PUNCT bracis-33595 200 9 j. j. PROPN bracis-33595 200 10 , , PUNCT bracis-33595 200 11 ng ng PROPN bracis-33595 200 12 , , PUNCT bracis-33595 200 13 v. v. PROPN bracis-33595 200 14 , , PUNCT bracis-33595 200 15 wan wan PROPN bracis-33595 200 16 , , PUNCT bracis-33595 200 17 x. x. NOUN bracis-33595 200 18 ( ( PUNCT bracis-33595 200 19 eds ed NOUN bracis-33595 200 20 . . PUNCT bracis-33595 200 21 ) ) PUNCT bracis-33595 200 22 proceedings proceeding NOUN bracis-33595 200 23 of of ADP bracis-33595 200 24 the the DET bracis-33595 200 25 2019 2019 NUM bracis-33595 200 26 conference conference NOUN bracis-33595 200 27 on on ADP bracis-33595 200 28 empirical empirical ADJ bracis-33595 200 29 methods method NOUN bracis-33595 200 30 in in ADP bracis-33595 200 31 natural natural ADJ bracis-33595 200 32 language language NOUN bracis-33595 200 33 processing processing NOUN bracis-33595 200 34 and and CCONJ bracis-33595 200 35 the the DET bracis-33595 200 36 9th 9th ADJ bracis-33595 200 37 international international ADJ bracis-33595 200 38 joint joint ADJ bracis-33595 200 39 conference conference NOUN bracis-33595 200 40 on on ADP bracis-33595 200 41 natural natural ADJ bracis-33595 200 42 language language NOUN bracis-33595 200 43 processing processing NOUN bracis-33595 200 44 ( ( PUNCT bracis-33595 200 45 emnlp emnlp NOUN bracis-33595 200 46 - - PUNCT bracis-33595 200 47 ijcnlp ijcnlp NOUN bracis-33595 200 48 ) ) PUNCT bracis-33595 200 49 , , PUNCT bracis-33595 200 50 pp pp PROPN bracis-33595 200 51 . . PUNCT bracis-33595 201 1 3730–3740 3730–3740 NUM bracis-33595 201 2 . . PUNCT bracis-33595 202 1 association association NOUN bracis-33595 202 2 for for ADP bracis-33595 202 3 computational computational ADJ bracis-33595 202 4 linguistics linguistic NOUN bracis-33595 202 5 , , PUNCT bracis-33595 202 6 hong hong PROPN bracis-33595 202 7 kong kong PROPN bracis-33595 202 8 ( ( PUNCT bracis-33595 202 9 2019 2019 NUM bracis-33595 202 10 ) ) PUNCT bracis-33595 202 11 . . PUNCT bracis-33595 203 1 https://doi.org/10.18653/v1/d19-1387 https://doi.org/10.18653/v1/d19-1387 PROPN bracis-33595 203 2 . . PUNCT bracis-33595 204 1 https://aclanthology.org/d19-1387 https://aclanthology.org/d19-1387 PROPN bracis-33595 204 2 mani mani PROPN bracis-33595 204 3 , , PUNCT bracis-33595 204 4 i. i. NOUN bracis-33595 204 5 : : PUNCT bracis-33595 204 6 automatic automatic ADJ bracis-33595 204 7 summarization summarization NOUN bracis-33595 204 8 . . PUNCT bracis-33595 205 1 natural natural ADJ bracis-33595 205 2 language language NOUN bracis-33595 205 3 processing processing NOUN bracis-33595 205 4 ( ( PUNCT bracis-33595 205 5 2001 2001 NUM bracis-33595 205 6 ) ) PUNCT bracis-33595 205 7 . . PUNCT bracis-33595 206 1 https://doi.org/10.1075/nlp.3 https://doi.org/10.1075/nlp.3 PROPN bracis-33595 206 2 mihalcea mihalcea PROPN bracis-33595 206 3 , , PUNCT bracis-33595 206 4 r. r. PROPN bracis-33595 206 5 , , PUNCT bracis-33595 206 6 tarau tarau NOUN bracis-33595 206 7 , , PUNCT bracis-33595 206 8 p. p. NOUN bracis-33595 206 9 : : PUNCT bracis-33595 206 10 textrank textrank VERB bracis-33595 206 11 : : PUNCT bracis-33595 206 12 bringing bring VERB bracis-33595 206 13 order order NOUN bracis-33595 206 14 into into ADP bracis-33595 206 15 text text NOUN bracis-33595 206 16 . . PUNCT bracis-33595 207 1 in in ADP bracis-33595 207 2 : : PUNCT bracis-33595 207 3 proceedings proceeding NOUN bracis-33595 207 4 of of ADP bracis-33595 207 5 the the DET bracis-33595 207 6 2004 2004 NUM bracis-33595 207 7 conference conference NOUN bracis-33595 207 8 on on ADP bracis-33595 207 9 empirical empirical ADJ bracis-33595 207 10 methods method NOUN bracis-33595 207 11 in in ADP bracis-33595 207 12 natural natural ADJ bracis-33595 207 13 language language NOUN bracis-33595 207 14 processing processing NOUN bracis-33595 207 15 , , PUNCT bracis-33595 207 16 pp pp ADP bracis-33595 207 17 . . PUNCT bracis-33595 208 1 404–411 404–411 NUM bracis-33595 208 2 ( ( PUNCT bracis-33595 208 3 2004 2004 NUM bracis-33595 208 4 ) ) PUNCT bracis-33595 208 5 google google PROPN bracis-33595 208 6 scholar scholar NOUN bracis-33595 208 7     SPACE bracis-33595 208 8 paiola paiola PROPN bracis-33595 208 9 , , PUNCT bracis-33595 208 10 p.h p.h PROPN bracis-33595 208 11 . . PROPN bracis-33595 208 12 , , PUNCT bracis-33595 208 13 garcia garcia PROPN bracis-33595 208 14 , , PUNCT bracis-33595 208 15 g.l g.l PROPN bracis-33595 208 16 . . PROPN bracis-33595 208 17 , , PUNCT bracis-33595 208 18 jodas jodas PROPN bracis-33595 208 19 , , PUNCT bracis-33595 208 20 d.s d.s PROPN bracis-33595 208 21 . . PROPN bracis-33595 208 22 , , PUNCT bracis-33595 208 23 correia correia PROPN bracis-33595 208 24 , , PUNCT bracis-33595 208 25 j.v.m j.v.m PROPN bracis-33595 208 26 . . PROPN bracis-33595 208 27 , , PUNCT bracis-33595 208 28 sugi sugi PROPN bracis-33595 208 29 , , PUNCT bracis-33595 208 30 l.a l.a PROPN bracis-33595 208 31 . . PROPN bracis-33595 208 32 , , PUNCT bracis-33595 208 33 papa papa PROPN bracis-33595 208 34 , , PUNCT bracis-33595 208 35 j.p j.p PROPN bracis-33595 208 36 . . PROPN bracis-33595 208 37 : : PUNCT bracis-33595 209 1 recognasumm recognasumm NOUN bracis-33595 209 2 : : PUNCT bracis-33595 209 3 a a DET bracis-33595 209 4 novel novel ADJ bracis-33595 209 5 brazilian brazilian ADJ bracis-33595 209 6 summarization summarization NOUN bracis-33595 209 7 dataset dataset NOUN bracis-33595 209 8 . . PUNCT bracis-33595 210 1 in in ADP bracis-33595 210 2 : : PUNCT bracis-33595 210 3 proceedings proceeding NOUN bracis-33595 210 4 of of ADP bracis-33595 210 5 the the DET bracis-33595 210 6 16th 16th ADJ bracis-33595 210 7 international international ADJ bracis-33595 210 8 conference conference NOUN bracis-33595 210 9 on on ADP bracis-33595 210 10 computational computational ADJ bracis-33595 210 11 processing processing NOUN bracis-33595 210 12 of of ADP bracis-33595 210 13 portuguese portuguese PROPN bracis-33595 210 14 , , PUNCT bracis-33595 210 15 pp pp ADJ bracis-33595 210 16 . . PUNCT bracis-33595 211 1 575–579 575–579 NUM bracis-33595 211 2 ( ( PUNCT bracis-33595 211 3 2024 2024 NUM bracis-33595 211 4 ) ) PUNCT bracis-33595 211 5 google google PROPN bracis-33595 211 6 scholar scholar NOUN bracis-33595 211 7     SPACE bracis-33595 211 8 pardo pardo PROPN bracis-33595 211 9 , , PUNCT bracis-33595 211 10 t.a.s t.a.s PROPN bracis-33595 211 11 . . PUNCT bracis-33595 211 12 , , PUNCT bracis-33595 211 13 rino rino PROPN bracis-33595 211 14 , , PUNCT bracis-33595 211 15 l.h.m l.h.m NOUN bracis-33595 211 16 . . PROPN bracis-33595 211 17 , , PUNCT bracis-33595 211 18 nunes nunes PROPN bracis-33595 211 19 , , PUNCT bracis-33595 211 20 m.g.v m.g.v NOUN bracis-33595 211 21 . . PUNCT bracis-33595 211 22 : : PUNCT bracis-33595 212 1 gistsumm gistsumm PROPN bracis-33595 212 2 : : PUNCT bracis-33595 212 3 a a DET bracis-33595 212 4 summarization summarization NOUN bracis-33595 212 5 tool tool NOUN bracis-33595 212 6 based base VERB bracis-33595 212 7 on on ADP bracis-33595 212 8 a a DET bracis-33595 212 9 new new ADJ bracis-33595 212 10 extractive extractive ADJ bracis-33595 212 11 method method NOUN bracis-33595 212 12 . . PUNCT bracis-33595 213 1 in in ADP bracis-33595 213 2 : : PUNCT bracis-33595 213 3 mamede mamede PROPN bracis-33595 213 4 , , PUNCT bracis-33595 213 5 n.j n.j PROPN bracis-33595 213 6 . . PROPN bracis-33595 213 7 , , PUNCT bracis-33595 213 8 trancoso trancoso NOUN bracis-33595 213 9 , , PUNCT bracis-33595 213 10 i. i. PROPN bracis-33595 213 11 , , PUNCT bracis-33595 213 12 baptista baptista PROPN bracis-33595 213 13 , , PUNCT bracis-33595 213 14 j. j. PROPN bracis-33595 213 15 , , PUNCT bracis-33595 213 16 das das PROPN bracis-33595 213 17 graças graças PROPN bracis-33595 213 18 volpe volpe PROPN bracis-33595 213 19 nunes nunes PROPN bracis-33595 213 20 , , PUNCT bracis-33595 213 21 m. m. NOUN bracis-33595 213 22 ( ( PUNCT bracis-33595 213 23 eds ed NOUN bracis-33595 213 24 . . PUNCT bracis-33595 213 25 ) ) PUNCT bracis-33595 213 26 propor propor ADJ bracis-33595 213 27 2003 2003 NUM bracis-33595 213 28 . . PUNCT bracis-33595 214 1 lncs lncs PROPN bracis-33595 214 2 ( ( PUNCT bracis-33595 214 3 lnai lnai ADJ bracis-33595 214 4 ) ) PUNCT bracis-33595 214 5 , , PUNCT bracis-33595 214 6 vol vol NOUN bracis-33595 214 7 . . PROPN bracis-33595 214 8 2721 2721 NUM bracis-33595 214 9 , , PUNCT bracis-33595 214 10 pp pp ADJ bracis-33595 214 11 . . PUNCT bracis-33595 215 1 210–218 210–218 NUM bracis-33595 215 2 . . PUNCT bracis-33595 215 3 springer springer NOUN bracis-33595 215 4 , , PUNCT bracis-33595 215 5 heidelberg heidelberg PROPN bracis-33595 215 6 ( ( PUNCT bracis-33595 215 7 2003 2003 NUM bracis-33595 215 8 ) ) PUNCT bracis-33595 215 9 . . PUNCT bracis-33595 216 1 https://doi.org/10.1007/3-540-45011-4_34 https://doi.org/10.1007/3-540-45011-4_34 PROPN bracis-33595 216 2 chapter chapter NOUN bracis-33595 216 3     SPACE bracis-33595 216 4 math math NOUN bracis-33595 216 5     SPACE bracis-33595 216 6 google google PROPN bracis-33595 216 7 scholar scholar NOUN bracis-33595 216 8     SPACE bracis-33595 216 9 radev radev PROPN bracis-33595 216 10 , , PUNCT bracis-33595 216 11 d.r d.r PROPN bracis-33595 216 12 . . PROPN bracis-33595 216 13 , , PUNCT bracis-33595 216 14 mckeown mckeown PROPN bracis-33595 216 15 , , PUNCT bracis-33595 216 16 k. k. PROPN bracis-33595 216 17 , , PUNCT bracis-33595 216 18 hovy hovy PROPN bracis-33595 216 19 , , PUNCT bracis-33595 216 20 e. e. PROPN bracis-33595 216 21 : : PUNCT bracis-33595 216 22 introduction introduction NOUN bracis-33595 216 23 to to ADP bracis-33595 216 24 the the DET bracis-33595 216 25 special special ADJ bracis-33595 216 26 issue issue NOUN bracis-33595 216 27 on on ADP bracis-33595 216 28 summarization summarization NOUN bracis-33595 216 29 ( ( PUNCT bracis-33595 216 30 2002 2002 NUM bracis-33595 216 31 ) ) PUNCT bracis-33595 216 32 google google PROPN bracis-33595 216 33 scholar scholar NOUN bracis-33595 216 34     SPACE bracis-33595 216 35 ribaldo ribaldo PROPN bracis-33595 216 36 , , PUNCT bracis-33595 216 37 r. r. PROPN bracis-33595 216 38 , , PUNCT bracis-33595 216 39 christina christina PROPN bracis-33595 216 40 figueira figueira PROPN bracis-33595 216 41     SPACE bracis-33595 216 42 cardoso cardoso NOUN bracis-33595 216 43 , , PUNCT bracis-33595 216 44 p. p. PROPN bracis-33595 216 45 , , PUNCT bracis-33595 216 46 alexandre alexandre PROPN bracis-33595 216 47 salgueiro salgueiro PROPN bracis-33595 216 48     SPACE bracis-33595 216 49 pardo pardo PROPN bracis-33595 216 50 , , PUNCT bracis-33595 216 51 t. t. PROPN bracis-33595 216 52 : : PUNCT bracis-33595 216 53 exploring explore VERB bracis-33595 216 54 the the DET bracis-33595 216 55 subtopic subtopic NOUN bracis-33595 216 56 - - PUNCT bracis-33595 216 57 based base VERB bracis-33595 216 58 relationship relationship NOUN bracis-33595 216 59 map map NOUN bracis-33595 216 60 strategy strategy NOUN bracis-33595 216 61 for for ADP bracis-33595 216 62 multi multi ADJ bracis-33595 216 63 - - ADJ bracis-33595 216 64 document document ADJ bracis-33595 216 65 summarization summarization NOUN bracis-33595 216 66 . . PUNCT bracis-33595 217 1 revista revista PROPN bracis-33595 217 2 de de PROPN bracis-33595 217 3 informática informática PROPN bracis-33595 217 4 teórica teórica PROPN bracis-33595 217 5 e e PROPN bracis-33595 217 6 aplicada aplicada PROPN bracis-33595 217 7 23(1 23(1 PROPN bracis-33595 217 8 ) ) PUNCT bracis-33595 217 9 , , PUNCT bracis-33595 217 10 183–211 183–211 NUM bracis-33595 217 11 ( ( PUNCT bracis-33595 217 12 2016 2016 NUM bracis-33595 217 13 ) ) PUNCT bracis-33595 217 14 . . PUNCT bracis-33595 218 1 https://doi.org/10.22456/2175-2745.59104 https://doi.org/10.22456/2175-2745.59104 PROPN bracis-33595 218 2 . . PUNCT bracis-33595 219 1 https://seer.ufrgs.br/index.php/rita/article/view/rita-vol23-nr1-183 https://seer.ufrgs.br/index.php/rita/article/view/rita-vol23-nr1-183 PROPN bracis-33595 219 2 rossiello rossiello NOUN bracis-33595 219 3 , , PUNCT bracis-33595 219 4 g. g. PROPN bracis-33595 219 5 , , PUNCT bracis-33595 219 6 basile basile NOUN bracis-33595 219 7 , , PUNCT bracis-33595 219 8 p. p. NOUN bracis-33595 219 9 , , PUNCT bracis-33595 219 10 semeraro semeraro NOUN bracis-33595 219 11 , , PUNCT bracis-33595 219 12 g. g. PROPN bracis-33595 219 13 : : PUNCT bracis-33595 219 14 centroid centroid NOUN bracis-33595 219 15 - - PUNCT bracis-33595 219 16 based base VERB bracis-33595 219 17 text text NOUN bracis-33595 219 18 summarization summarization NOUN bracis-33595 219 19 through through ADP bracis-33595 219 20 compositionality compositionality NOUN bracis-33595 219 21 of of ADP bracis-33595 219 22 word word NOUN bracis-33595 219 23 embeddings embedding NOUN bracis-33595 219 24 . . PUNCT bracis-33595 220 1 in in ADP bracis-33595 220 2 : : PUNCT bracis-33595 220 3 giannakopoulos giannakopoulos PROPN bracis-33595 220 4 , , PUNCT bracis-33595 220 5 g. g. PROPN bracis-33595 220 6 , , PUNCT bracis-33595 220 7 lloret lloret PROPN bracis-33595 220 8 , , PUNCT bracis-33595 220 9 e. e. PROPN bracis-33595 220 10 , , PUNCT bracis-33595 220 11 conroy conroy PROPN bracis-33595 220 12 , , PUNCT bracis-33595 220 13 j.m j.m PROPN bracis-33595 220 14 . . PROPN bracis-33595 220 15 , , PUNCT bracis-33595 220 16 steinberger steinberger PROPN bracis-33595 220 17 , , PUNCT bracis-33595 220 18 j. j. PROPN bracis-33595 220 19 , , PUNCT bracis-33595 220 20 litvak litvak PROPN bracis-33595 220 21 , , PUNCT bracis-33595 220 22 m. m. NOUN bracis-33595 220 23 , , PUNCT bracis-33595 220 24 rankel rankel NOUN bracis-33595 220 25 , , PUNCT bracis-33595 220 26 p. p. NOUN bracis-33595 220 27 , , PUNCT bracis-33595 220 28 favre favre PROPN bracis-33595 220 29 , , PUNCT bracis-33595 220 30 b. b. PROPN bracis-33595 220 31 ( ( PUNCT bracis-33595 220 32 eds eds PROPN bracis-33595 220 33 . . PUNCT bracis-33595 220 34 ) ) PUNCT bracis-33595 220 35 proceedings proceeding NOUN bracis-33595 220 36 of of ADP bracis-33595 220 37 the the DET bracis-33595 220 38 multiling multile VERB bracis-33595 220 39 2017 2017 NUM bracis-33595 220 40 workshop workshop NOUN bracis-33595 220 41 on on ADP bracis-33595 220 42 summarization summarization NOUN bracis-33595 220 43 and and CCONJ bracis-33595 220 44 summary summary NOUN bracis-33595 220 45 evaluation evaluation NOUN bracis-33595 220 46 across across ADP bracis-33595 220 47 source source NOUN bracis-33595 220 48 types type NOUN bracis-33595 220 49 and and CCONJ bracis-33595 220 50 genres genre NOUN bracis-33595 220 51 , , PUNCT bracis-33595 220 52 pp pp ADJ bracis-33595 220 53 . . PUNCT bracis-33595 221 1 12–21 12–21 NUM bracis-33595 221 2 . . PUNCT bracis-33595 222 1 association association NOUN bracis-33595 222 2 for for ADP bracis-33595 222 3 computational computational ADJ bracis-33595 222 4 linguistics linguistic NOUN bracis-33595 222 5 , , PUNCT bracis-33595 222 6 valencia valencia PROPN bracis-33595 222 7 ( ( PUNCT bracis-33595 222 8 2017 2017 NUM bracis-33595 222 9 ) ) PUNCT bracis-33595 222 10 . . PUNCT bracis-33595 223 1 https://doi.org/10.18653/v1/w17-1003 https://doi.org/10.18653/v1/w17-1003 PROPN bracis-33595 223 2 . . PROPN bracis-33595 223 3 https://aclanthology.org/w17-1003 https://aclanthology.org/w17-1003 PROPN bracis-33595 223 4 ruan ruan PROPN bracis-33595 223 5 , , PUNCT bracis-33595 223 6 q. q. PROPN bracis-33595 223 7 , , PUNCT bracis-33595 223 8 ostendorff ostendorff NOUN bracis-33595 223 9 , , PUNCT bracis-33595 223 10 m. m. NOUN bracis-33595 223 11 , , PUNCT bracis-33595 223 12 rehm rehm PROPN bracis-33595 223 13 , , PUNCT bracis-33595 223 14 g. g. PROPN bracis-33595 223 15 : : PUNCT bracis-33595 223 16 histruct+ histruct+ X bracis-33595 223 17 : : PUNCT bracis-33595 223 18 improving improve VERB bracis-33595 223 19 extractive extractive ADJ bracis-33595 223 20 text text NOUN bracis-33595 223 21 summarization summarization NOUN bracis-33595 223 22 with with ADP bracis-33595 223 23 hierarchical hierarchical ADJ bracis-33595 223 24 structure structure NOUN bracis-33595 223 25 information information NOUN bracis-33595 223 26 . . PUNCT bracis-33595 224 1 in in ADP bracis-33595 224 2 : : PUNCT bracis-33595 224 3 muresan muresan PROPN bracis-33595 224 4 , , PUNCT bracis-33595 224 5 s. s. PROPN bracis-33595 224 6 , , PUNCT bracis-33595 224 7 nakov nakov NOUN bracis-33595 224 8 , , PUNCT bracis-33595 224 9 p. p. NOUN bracis-33595 224 10 , , PUNCT bracis-33595 224 11 villavicencio villavicencio NOUN bracis-33595 224 12 , , PUNCT bracis-33595 224 13 a. a. NOUN bracis-33595 224 14 ( ( PUNCT bracis-33595 224 15 eds ed NOUN bracis-33595 224 16 . . PUNCT bracis-33595 224 17 ) ) PUNCT bracis-33595 224 18 findings finding NOUN bracis-33595 224 19 of of ADP bracis-33595 224 20 the the DET bracis-33595 224 21 association association NOUN bracis-33595 224 22 for for ADP bracis-33595 224 23 computational computational ADJ bracis-33595 224 24 linguistics linguistic NOUN bracis-33595 224 25 : : PUNCT bracis-33595 224 26 acl acl PROPN bracis-33595 224 27 2022 2022 NUM bracis-33595 224 28 , , PUNCT bracis-33595 224 29 pp pp ADJ bracis-33595 224 30 . . PUNCT bracis-33595 224 31 1292–1308 1292–1308 NUM bracis-33595 224 32 . . PUNCT bracis-33595 224 33 association association NOUN bracis-33595 224 34 for for ADP bracis-33595 224 35 computational computational ADJ bracis-33595 224 36 linguistics linguistic NOUN bracis-33595 224 37 , , PUNCT bracis-33595 224 38 dublin dublin PROPN bracis-33595 224 39 ( ( PUNCT bracis-33595 224 40 2022 2022 NUM bracis-33595 224 41 ) ) PUNCT bracis-33595 224 42 . . PUNCT bracis-33595 225 1 https://doi.org/10.18653/v1/2022.findings-acl.102 https://doi.org/10.18653/v1/2022.findings-acl.102 NOUN bracis-33595 225 2 . . PUNCT bracis-33595 226 1 https://aclanthology.org/2022.findings-acl.102 https://aclanthology.org/2022.findings-acl.102 PROPN bracis-33595 226 2 vasilyev vasilyev PROPN bracis-33595 226 3 , , PUNCT bracis-33595 226 4 o. o. PROPN bracis-33595 226 5 , , PUNCT bracis-33595 226 6 dharnidharka dharnidharka PROPN bracis-33595 226 7 , , PUNCT bracis-33595 226 8 v. v. PROPN bracis-33595 226 9 , , PUNCT bracis-33595 226 10 bohannon bohannon PROPN bracis-33595 226 11 , , PUNCT bracis-33595 226 12 j. j. PROPN bracis-33595 226 13 : : PUNCT bracis-33595 226 14 fill fill VERB bracis-33595 226 15 in in ADP bracis-33595 226 16 the the DET bracis-33595 226 17 blanc blanc NOUN bracis-33595 226 18 : : PUNCT bracis-33595 226 19 human human ADJ bracis-33595 226 20 - - PUNCT bracis-33595 226 21 free free ADJ bracis-33595 226 22 quality quality NOUN bracis-33595 226 23 estimation estimation NOUN bracis-33595 226 24 of of ADP bracis-33595 226 25 document document NOUN bracis-33595 226 26 summaries summary NOUN bracis-33595 226 27 . . PUNCT bracis-33595 227 1 arxiv arxiv PROPN bracis-33595 227 2 preprint preprint NOUN bracis-33595 227 3 arxiv:2002.09836 arxiv:2002.09836 NOUN bracis-33595 227 4 ( ( PUNCT bracis-33595 227 5 2020 2020 NUM bracis-33595 227 6 ) ) PUNCT bracis-33595 227 7 zhong zhong PROPN bracis-33595 227 8 , , PUNCT bracis-33595 227 9 m. m. NOUN bracis-33595 227 10 , , PUNCT bracis-33595 227 11 liu liu PROPN bracis-33595 227 12 , , PUNCT bracis-33595 227 13 p. p. PROPN bracis-33595 227 14 , , PUNCT bracis-33595 227 15 chen chen PROPN bracis-33595 227 16 , , PUNCT bracis-33595 227 17 y. y. PROPN bracis-33595 227 18 , , PUNCT bracis-33595 227 19 wang wang PROPN bracis-33595 227 20 , , PUNCT bracis-33595 227 21 d. d. PROPN bracis-33595 227 22 , , PUNCT bracis-33595 227 23 qiu qiu PROPN bracis-33595 227 24 , , PUNCT bracis-33595 227 25 x. x. PROPN bracis-33595 227 26 , , PUNCT bracis-33595 227 27 huang huang PROPN bracis-33595 227 28 , , PUNCT bracis-33595 227 29 x. x. NOUN bracis-33595 227 30 : : PUNCT bracis-33595 227 31 extractive extractive ADJ bracis-33595 227 32 summarization summarization NOUN bracis-33595 227 33 as as ADP bracis-33595 227 34 text text NOUN bracis-33595 227 35 matching matching NOUN bracis-33595 227 36 . . PUNCT bracis-33595 228 1 in in ADP bracis-33595 228 2 : : PUNCT bracis-33595 228 3 jurafsky jurafsky PROPN bracis-33595 228 4 , , PUNCT bracis-33595 228 5 d. d. PROPN bracis-33595 228 6 , , PUNCT bracis-33595 228 7 chai chai NOUN bracis-33595 228 8 , , PUNCT bracis-33595 228 9 j. j. PROPN bracis-33595 228 10 , , PUNCT bracis-33595 228 11 schluter schluter PROPN bracis-33595 228 12 , , PUNCT bracis-33595 228 13 n. n. NOUN bracis-33595 228 14 , , PUNCT bracis-33595 228 15 tetreault tetreault NOUN bracis-33595 228 16 , , PUNCT bracis-33595 228 17 j. j. PROPN bracis-33595 228 18 ( ( PUNCT bracis-33595 228 19 eds eds PROPN bracis-33595 228 20 . . PUNCT bracis-33595 228 21 ) ) PUNCT bracis-33595 228 22 proceedings proceeding NOUN bracis-33595 228 23 of of ADP bracis-33595 228 24 the the DET bracis-33595 228 25 58th 58th ADJ bracis-33595 228 26 annual annual ADJ bracis-33595 228 27 meeting meeting NOUN bracis-33595 228 28 of of ADP bracis-33595 228 29 the the DET bracis-33595 228 30 association association NOUN bracis-33595 228 31 for for ADP bracis-33595 228 32 computational computational ADJ bracis-33595 228 33 linguistics linguistic NOUN bracis-33595 228 34 , , PUNCT bracis-33595 228 35 pp pp ADJ bracis-33595 228 36 . . PUNCT bracis-33595 228 37 6197–6208 6197–6208 NOUN bracis-33595 228 38 . . PUNCT bracis-33595 228 39 association association NOUN bracis-33595 228 40 for for ADP bracis-33595 228 41 computational computational ADJ bracis-33595 228 42 linguistics linguistic NOUN bracis-33595 228 43 , , PUNCT bracis-33595 228 44 online online ADV bracis-33595 228 45 ( ( PUNCT bracis-33595 228 46 2020 2020 NUM bracis-33595 228 47 ) ) PUNCT bracis-33595 228 48 . . PUNCT bracis-33595 229 1 https://doi.org/10.18653/v1/2020.acl-main.552 https://doi.org/10.18653/v1/2020.acl-main.552 PROPN bracis-33595 229 2 . . PUNCT bracis-33595 230 1 https://aclanthology.org/2020.acl-main.552 https://aclanthology.org/2020.acl-main.552 PROPN bracis-33595 230 2 download download NOUN bracis-33595 230 3 references reference VERB bracis-33595 230 4 acknowledgments acknowledgment NOUN bracis-33595 230 5 to to ADP bracis-33595 230 6 sidi sidi NOUN bracis-33595 230 7 and and CCONJ bracis-33595 230 8 capes cape NOUN bracis-33595 230 9 ( ( PUNCT bracis-33595 230 10 coordenação coordenação PROPN bracis-33595 230 11 de de PROPN bracis-33595 230 12 aperfeiçoamento aperfeiçoamento PROPN bracis-33595 230 13 de de X bracis-33595 230 14 pessoal pessoal PROPN bracis-33595 230 15 de de PROPN bracis-33595 230 16 nível nível PROPN bracis-33595 230 17 superior superior ADJ bracis-33595 230 18 ) ) PUNCT bracis-33595 230 19 , , PUNCT bracis-33595 230 20 for for ADP bracis-33595 230 21 supporting support VERB bracis-33595 230 22 this this DET bracis-33595 230 23 work work NOUN bracis-33595 230 24 . . PUNCT bracis-33595 231 1 the the DET bracis-33595 231 2 author author NOUN bracis-33595 231 3 thiago thiago PROPN bracis-33595 231 4 alexandre alexandre PROPN bracis-33595 231 5 salgueiro salgueiro PROPN bracis-33595 231 6 pardo pardo PROPN bracis-33595 231 7 also also ADV bracis-33595 231 8 thanks thank VERB bracis-33595 231 9 the the DET bracis-33595 231 10 center center NOUN bracis-33595 231 11 for for ADP bracis-33595 231 12 artificial artificial ADJ bracis-33595 231 13 intelligence intelligence NOUN bracis-33595 231 14 of of ADP bracis-33595 231 15 the the DET bracis-33595 231 16 university university PROPN bracis-33595 231 17 of of ADP bracis-33595 231 18 são são PROPN bracis-33595 231 19 paulo paulo PROPN bracis-33595 231 20 ( ( PUNCT bracis-33595 231 21 c4ai c4ai X bracis-33595 231 22 http://c4ai.inova.usp.br/ http://c4ai.inova.usp.br/ ADV bracis-33595 231 23 ) ) PUNCT bracis-33595 231 24 , , PUNCT bracis-33595 231 25 with with ADP bracis-33595 231 26 support support NOUN bracis-33595 231 27 by by ADP bracis-33595 231 28 the the DET bracis-33595 231 29 são são PROPN bracis-33595 231 30 paulo paulo PROPN bracis-33595 231 31 research research PROPN bracis-33595 231 32 foundation foundation PROPN bracis-33595 231 33 ( ( PUNCT bracis-33595 231 34 fapesp fapesp NOUN bracis-33595 231 35 grant grant VERB bracis-33595 231 36 # # SYM bracis-33595 231 37 2019/07665 2019/07665 NUM bracis-33595 231 38 - - SYM bracis-33595 231 39 4 4 NUM bracis-33595 231 40 ) ) PUNCT bracis-33595 231 41 and and CCONJ bracis-33595 231 42 by by ADP bracis-33595 231 43 the the DET bracis-33595 231 44 ibm ibm PROPN bracis-33595 231 45 corporation corporation NOUN bracis-33595 231 46 , , PUNCT bracis-33595 231 47 and and CCONJ bracis-33595 231 48 the the DET bracis-33595 231 49 ministry ministry PROPN bracis-33595 231 50 of of ADP bracis-33595 231 51 science science PROPN bracis-33595 231 52 , , PUNCT bracis-33595 231 53 technology technology NOUN bracis-33595 231 54 and and CCONJ bracis-33595 231 55 innovation innovation NOUN bracis-33595 231 56 , , PUNCT bracis-33595 231 57 with with ADP bracis-33595 231 58 resources resource NOUN bracis-33595 231 59 of of ADP bracis-33595 231 60 law law NOUN bracis-33595 231 61 n. n. PROPN bracis-33595 231 62 8,248 8,248 NUM bracis-33595 231 63 , , PUNCT bracis-33595 231 64 of of ADP bracis-33595 231 65 october october PROPN bracis-33595 231 66 23 23 NUM bracis-33595 231 67 , , PUNCT bracis-33595 231 68 1991 1991 NUM bracis-33595 231 69 , , PUNCT bracis-33595 231 70 within within ADP bracis-33595 231 71 the the DET bracis-33595 231 72 scope scope NOUN bracis-33595 231 73 of of ADP bracis-33595 231 74 ppi ppi NOUN bracis-33595 231 75 - - PUNCT bracis-33595 231 76 softex softex NOUN bracis-33595 231 77 , , PUNCT bracis-33595 231 78 coordinated coordinate VERB bracis-33595 231 79 by by ADP bracis-33595 231 80 softex softex NOUN bracis-33595 231 81 and and CCONJ bracis-33595 231 82 published publish VERB bracis-33595 231 83 as as ADP bracis-33595 231 84 residence residence NOUN bracis-33595 231 85 in in ADP bracis-33595 231 86 tic tic ADJ bracis-33595 231 87 13 13 NUM bracis-33595 231 88 , , PUNCT bracis-33595 231 89 dou dou ADJ bracis-33595 231 90 01245.010222/2022 01245.010222/2022 NOUN bracis-33595 231 91 - - PUNCT bracis-33595 231 92 44 44 NUM bracis-33595 231 93 . . PUNCT bracis-33595 232 1 author author NOUN bracis-33595 232 2 information information NOUN bracis-33595 232 3 authors author NOUN bracis-33595 232 4 and and CCONJ bracis-33595 232 5 affiliations affiliation NOUN bracis-33595 232 6 núcleo núcleo VERB bracis-33595 232 7 interinstitucional interinstitucional PROPN bracis-33595 232 8 de de X bracis-33595 232 9 linguística linguística PROPN bracis-33595 232 10 computacional computacional PROPN bracis-33595 232 11 ( ( PUNCT bracis-33595 232 12 nilc nilc PROPN bracis-33595 232 13 ) ) PUNCT bracis-33595 232 14 , , PUNCT bracis-33595 232 15 instituto instituto PROPN bracis-33595 232 16 de de PROPN bracis-33595 232 17 ciências ciências PROPN bracis-33595 232 18 matemáticas matemáticas NOUN bracis-33595 232 19 e e X bracis-33595 232 20 de de X bracis-33595 232 21 computação computação PROPN bracis-33595 232 22 , , PUNCT bracis-33595 232 23 universidade universidade PROPN bracis-33595 232 24 de de PROPN bracis-33595 232 25 são são PROPN bracis-33595 232 26 paulo paulo PROPN bracis-33595 232 27 , , PUNCT bracis-33595 232 28 são são PROPN bracis-33595 232 29 carlos carlos PROPN bracis-33595 232 30 , , PUNCT bracis-33595 232 31 sp sp PROPN bracis-33595 232 32 , , PUNCT bracis-33595 232 33 brazil brazil PROPN bracis-33595 232 34 germano germano PROPN bracis-33595 232 35 antonio antonio PROPN bracis-33595 232 36 zani zani PROPN bracis-33595 232 37 jorge jorge PROPN bracis-33595 232 38 , , PUNCT bracis-33595 232 39     SPACE bracis-33595 232 40 davi davi PROPN bracis-33595 232 41 alves alves PROPN bracis-33595 232 42 bezerra bezerra PROPN bracis-33595 232 43     SPACE bracis-33595 232 44 & & CCONJ bracis-33595 232 45     SPACE bracis-33595 232 46 thiago thiago PROPN bracis-33595 232 47 alexandre alexandre PROPN bracis-33595 232 48 salgueiro salgueiro PROPN bracis-33595 232 49 pardo pardo PROPN bracis-33595 232 50 sidi sidi PROPN bracis-33595 232 51 , , PUNCT bracis-33595 232 52 campinas campinas PROPN bracis-33595 232 53 , , PUNCT bracis-33595 232 54 sp sp PROPN bracis-33595 232 55 , , PUNCT bracis-33595 232 56 brazil brazil PROPN bracis-33595 232 57 clarissa clarissa PROPN bracis-33595 232 58 castellã castellã PROPN bracis-33595 233 1 xavier xavier PROPN bracis-33595 233 2 authors authors PROPN bracis-33595 233 3 germano germano PROPN bracis-33595 233 4 antonio antonio PROPN bracis-33595 233 5 zani zani PROPN bracis-33595 233 6 jorgeview jorgeview PROPN bracis-33595 233 7 author author NOUN bracis-33595 233 8 publications publication NOUN bracis-33595 233 9 search search NOUN bracis-33595 233 10 author author NOUN bracis-33595 233 11 on on ADP bracis-33595 233 12 : : PUNCT bracis-33595 233 13 pubmed pubmed PROPN bracis-33595 233 14     SPACE bracis-33595 233 15 google google PROPN bracis-33595 233 16 scholar scholar PROPN bracis-33595 233 17 davi davi PROPN bracis-33595 233 18 alves alves PROPN bracis-33595 233 19 bezerraview bezerraview VERB bracis-33595 233 20 author author NOUN bracis-33595 233 21 publications publication NOUN bracis-33595 233 22 search search NOUN bracis-33595 233 23 author author NOUN bracis-33595 233 24 on on ADP bracis-33595 233 25 : : PUNCT bracis-33595 233 26 pubmed pubmed PROPN bracis-33595 233 27     SPACE bracis-33595 233 28 google google PROPN bracis-33595 233 29 scholar scholar PROPN bracis-33595 233 30 clarissa clarissa PROPN bracis-33595 233 31 castellã castellã PROPN bracis-33595 233 32 xavierview xavierview PROPN bracis-33595 233 33 author author NOUN bracis-33595 233 34 publications publication VERB bracis-33595 233 35 search search NOUN bracis-33595 233 36 author author NOUN bracis-33595 233 37 on on ADP bracis-33595 233 38 : : PUNCT bracis-33595 233 39 pubmed pubmed PROPN bracis-33595 233 40     SPACE bracis-33595 233 41 google google PROPN bracis-33595 233 42 scholar scholar PROPN bracis-33595 233 43 thiago thiago PROPN bracis-33595 233 44 alexandre alexandre PROPN bracis-33595 233 45 salgueiro salgueiro PROPN bracis-33595 233 46 pardoview pardoview PROPN bracis-33595 233 47 author author NOUN bracis-33595 233 48 publications publication NOUN bracis-33595 233 49 search search NOUN bracis-33595 233 50 author author NOUN bracis-33595 233 51 on on ADP bracis-33595 233 52 : : PUNCT bracis-33595 233 53 pubmed pubmed PROPN bracis-33595 233 54     SPACE bracis-33595 233 55 google google PROPN bracis-33595 233 56 scholar scholar NOUN bracis-33595 233 57 corresponding correspond VERB bracis-33595 233 58 author author NOUN bracis-33595 233 59 correspondence correspondence NOUN bracis-33595 233 60 to to ADP bracis-33595 233 61 germano germano PROPN bracis-33595 233 62 antonio antonio PROPN bracis-33595 233 63 zani zani PROPN bracis-33595 233 64 jorge jorge PROPN bracis-33595 233 65 . . PUNCT bracis-33595 234 1 editor editor NOUN bracis-33595 234 2 information information NOUN bracis-33595 234 3 editors editor NOUN bracis-33595 234 4 and and CCONJ bracis-33595 234 5 affiliations affiliation NOUN bracis-33595 234 6 universidade universidade VERB bracis-33595 234 7 federal federal PROPN bracis-33595 234 8 fluminense fluminense PROPN bracis-33595 234 9 , , PUNCT bracis-33595 234 10 niterói niterói PROPN bracis-33595 234 11 , , PUNCT bracis-33595 234 12 brazil brazil PROPN bracis-33595 234 13 aline aline PROPN bracis-33595 234 14 paes paes PROPN bracis-33595 234 15 instituto instituto PROPN bracis-33595 234 16 tecnológico tecnológico PROPN bracis-33595 234 17 de de PROPN bracis-33595 234 18 aeronáutica aeronáutica PROPN bracis-33595 234 19 , , PUNCT bracis-33595 234 20 são são PROPN bracis-33595 234 21 josé josé PROPN bracis-33595 234 22 dos dos PROPN bracis-33595 234 23 campos campos PROPN bracis-33595 234 24 , , PUNCT bracis-33595 234 25 brazil brazil PROPN bracis-33595 234 26 filipe filipe PROPN bracis-33595 234 27 a. a. PROPN bracis-33595 234 28 n. n. PROPN bracis-33595 234 29 verri verri PROPN bracis-33595 234 30 ethics ethic NOUN bracis-33595 234 31 declarations declaration VERB bracis-33595 234 32 disclosure disclosure NOUN bracis-33595 234 33 of of ADP bracis-33595 234 34 interests interest NOUN bracis-33595 234 35 the the DET bracis-33595 234 36 authors author NOUN bracis-33595 234 37 have have VERB bracis-33595 234 38 no no DET bracis-33595 234 39 competing compete VERB bracis-33595 234 40 interests interest NOUN bracis-33595 234 41 to to PART bracis-33595 234 42 declare declare VERB bracis-33595 234 43 that that PRON bracis-33595 234 44 are be AUX bracis-33595 234 45 relevant relevant ADJ bracis-33595 234 46 to to ADP bracis-33595 234 47 the the DET bracis-33595 234 48 content content NOUN bracis-33595 234 49 of of ADP bracis-33595 234 50 this this DET bracis-33595 234 51 article article NOUN bracis-33595 234 52 . . PUNCT bracis-33595 235 1 rights right NOUN bracis-33595 235 2 and and CCONJ bracis-33595 235 3 permissions permission NOUN bracis-33595 235 4 reprints reprint NOUN bracis-33595 235 5 and and CCONJ bracis-33595 235 6 permissions permission VERB bracis-33595 235 7 copyright copyright NOUN bracis-33595 235 8 information information NOUN bracis-33595 235 9 © © ADP bracis-33595 235 10 2025 2025 NUM bracis-33595 235 11 the the DET bracis-33595 235 12 author(s author(s NOUN bracis-33595 235 13 ) ) PUNCT bracis-33595 235 14 , , PUNCT bracis-33595 235 15 under under ADP bracis-33595 235 16 exclusive exclusive ADJ bracis-33595 235 17 license license NOUN bracis-33595 235 18 to to ADP bracis-33595 235 19 springer springer NOUN bracis-33595 235 20 nature nature PROPN bracis-33595 235 21 switzerland switzerland PROPN bracis-33595 235 22 ag ag PROPN bracis-33595 235 23 about about ADP bracis-33595 235 24 this this DET bracis-33595 235 25 paper paper NOUN bracis-33595 235 26 cite cite VERB bracis-33595 235 27 this this DET bracis-33595 235 28 paper paper NOUN bracis-33595 235 29 jorge jorge NOUN bracis-33595 235 30 , , PUNCT bracis-33595 235 31 g.a.z g.a.z PROPN bracis-33595 235 32 . . PROPN bracis-33595 235 33 , , PUNCT bracis-33595 235 34 bezerra bezerra PROPN bracis-33595 235 35 , , PUNCT bracis-33595 235 36 d.a d.a PROPN bracis-33595 235 37 . . PROPN bracis-33595 235 38 , , PUNCT bracis-33595 235 39 xavier xavier PROPN bracis-33595 235 40 , , PUNCT bracis-33595 235 41 c.c c.c PROPN bracis-33595 235 42 . . PROPN bracis-33595 235 43 , , PUNCT bracis-33595 235 44 pardo pardo PROPN bracis-33595 235 45 , , PUNCT bracis-33595 235 46 t.a.s t.a.s PROPN bracis-33595 235 47 . . PUNCT bracis-33595 236 1 ( ( PUNCT bracis-33595 236 2 2025 2025 NUM bracis-33595 236 3 ) ) PUNCT bracis-33595 236 4 . . PUNCT bracis-33595 237 1 multilingual multilingual ADJ bracis-33595 237 2 extractive extractive ADJ bracis-33595 237 3 summarization summarization NOUN bracis-33595 237 4 : : PUNCT bracis-33595 237 5 investigating investigate VERB bracis-33595 237 6 state state NOUN bracis-33595 237 7 - - PUNCT bracis-33595 237 8 of of ADP bracis-33595 237 9 - - PUNCT bracis-33595 237 10 the the DET bracis-33595 237 11 - - PUNCT bracis-33595 237 12 art art NOUN bracis-33595 237 13 methods method NOUN bracis-33595 237 14 for for ADP bracis-33595 237 15     SPACE bracis-33595 237 16 english english PROPN bracis-33595 237 17 and and CCONJ bracis-33595 237 18     SPACE bracis-33595 237 19 brazilian brazilian ADJ bracis-33595 237 20 portuguese portuguese NOUN bracis-33595 237 21 . . PUNCT bracis-33595 238 1 in in ADP bracis-33595 238 2 : : PUNCT bracis-33595 238 3 paes paes PROPN bracis-33595 238 4 , , PUNCT bracis-33595 238 5 a. a. PROPN bracis-33595 238 6 , , PUNCT bracis-33595 238 7 verri verri NOUN bracis-33595 238 8 , , PUNCT bracis-33595 238 9 f.a.n f.a.n ADJ bracis-33595 238 10 . . PUNCT bracis-33595 238 11 ( ( PUNCT bracis-33595 238 12 eds ed NOUN bracis-33595 238 13 ) ) PUNCT bracis-33595 238 14 intelligent intelligent ADJ bracis-33595 238 15 systems system NOUN bracis-33595 238 16 . . PUNCT bracis-33595 238 17 bracis bracis PROPN bracis-33595 238 18 2024 2024 NUM bracis-33595 238 19 . . PUNCT bracis-33595 239 1 lecture lecture NOUN bracis-33595 239 2 notes note NOUN bracis-33595 239 3 in in ADP bracis-33595 239 4 computer computer NOUN bracis-33595 239 5 science science NOUN bracis-33595 239 6 ( ( PUNCT bracis-33595 239 7 ) ) PUNCT bracis-33595 239 8 , , PUNCT bracis-33595 239 9 vol vol NOUN bracis-33595 239 10 15413 15413 NUM bracis-33595 239 11 . . PUNCT bracis-33595 240 1 springer springer NOUN bracis-33595 240 2 , , PUNCT bracis-33595 240 3 cham cham PROPN bracis-33595 240 4 . . PUNCT bracis-33595 241 1 https://doi.org/10.1007/978-3-031-79032-4_15 https://doi.org/10.1007/978-3-031-79032-4_15 NOUN bracis-33595 241 2 download download NOUN bracis-33595 241 3 citation citation NOUN bracis-33595 241 4 .ris .ris PUNCT bracis-33595 242 1 .enw .enw PROPN bracis-33595 242 2 .bib .bib PUNCT bracis-33595 243 1 doi doi PROPN bracis-33595 243 2 : : PUNCT bracis-33595 243 3 https://doi.org/10.1007/978-3-031-79032-4_15 https://doi.org/10.1007/978-3-031-79032-4_15 VERB bracis-33595 243 4 published publish VERB bracis-33595 243 5 : : PUNCT bracis-33595 243 6 30 30 NUM bracis-33595 243 7 january january PROPN bracis-33595 243 8 2025 2025 NUM bracis-33595 243 9 publisher publisher NOUN bracis-33595 243 10 name name NOUN bracis-33595 243 11 : : PUNCT bracis-33595 243 12 springer springer NOUN bracis-33595 243 13 , , PUNCT bracis-33595 243 14 cham cham PROPN bracis-33595 243 15 print print PROPN bracis-33595 243 16 isbn isbn PROPN bracis-33595 243 17 : : PUNCT bracis-33595 243 18 978 978 NUM bracis-33595 243 19 - - SYM bracis-33595 243 20 3 3 NUM bracis-33595 243 21 - - PUNCT bracis-33595 243 22 031 031 NUM bracis-33595 243 23 - - PUNCT bracis-33595 243 24 79031 79031 NUM bracis-33595 243 25 - - SYM bracis-33595 243 26 7 7 NUM bracis-33595 243 27 online online ADJ bracis-33595 243 28 isbn isbn NOUN bracis-33595 243 29 : : PUNCT bracis-33595 243 30 978 978 NUM bracis-33595 243 31 - - SYM bracis-33595 243 32 3 3 NUM bracis-33595 243 33 - - PUNCT bracis-33595 243 34 031 031 NUM bracis-33595 243 35 - - PUNCT bracis-33595 243 36 79032 79032 NUM bracis-33595 243 37 - - SYM bracis-33595 243 38 4 4 NUM bracis-33595 243 39 ebook ebook NOUN bracis-33595 243 40 packages package NOUN bracis-33595 243 41 : : PUNCT bracis-33595 243 42 computer computer NOUN bracis-33595 243 43 sciencecomputer sciencecomputer NOUN bracis-33595 243 44 science science NOUN bracis-33595 243 45 ( ( PUNCT bracis-33595 243 46 r0 r0 NOUN bracis-33595 243 47 ) ) PUNCT bracis-33595 243 48 share share VERB bracis-33595 243 49 this this DET bracis-33595 243 50 paper paper NOUN bracis-33595 243 51 anyone anyone PRON bracis-33595 243 52 you you PRON bracis-33595 243 53 share share VERB bracis-33595 243 54 the the DET bracis-33595 243 55 following follow VERB bracis-33595 243 56 link link NOUN bracis-33595 243 57 with with ADP bracis-33595 243 58 will will AUX bracis-33595 243 59 be be AUX bracis-33595 243 60 able able ADJ bracis-33595 243 61 to to PART bracis-33595 243 62 read read VERB bracis-33595 243 63 this this DET bracis-33595 243 64 content content NOUN bracis-33595 243 65 : : PUNCT bracis-33595 243 66 get get VERB bracis-33595 243 67 shareable shareable ADJ bracis-33595 243 68 linksorry linksorry NOUN bracis-33595 243 69 , , PUNCT bracis-33595 243 70 a a DET bracis-33595 243 71 shareable shareable ADJ bracis-33595 243 72 link link NOUN bracis-33595 243 73 is be AUX bracis-33595 243 74 not not PART bracis-33595 243 75 currently currently ADV bracis-33595 243 76 available available ADJ bracis-33595 243 77 for for ADP bracis-33595 243 78 this this DET bracis-33595 243 79 article article NOUN bracis-33595 243 80 . . PUNCT bracis-33595 244 1 copy copy VERB bracis-33595 244 2 shareable shareable ADJ bracis-33595 244 3 link link NOUN bracis-33595 244 4 to to PART bracis-33595 244 5 clipboard clipboard NOUN bracis-33595 244 6 provided provide VERB bracis-33595 244 7 by by ADP bracis-33595 244 8 the the DET bracis-33595 244 9 springer springer NOUN bracis-33595 244 10 nature nature PROPN bracis-33595 244 11 sharedit sharedit PROPN bracis-33595 244 12 content content NOUN bracis-33595 244 13 - - PUNCT bracis-33595 244 14 sharing share VERB bracis-33595 244 15 initiative initiative NOUN bracis-33595 244 16 keywords keyword VERB bracis-33595 244 17 extractive extractive ADJ bracis-33595 244 18 summarization summarization NOUN bracis-33595 244 19 multilinguality multilinguality NOUN bracis-33595 244 20 natural natural ADJ bracis-33595 244 21 language language NOUN bracis-33595 244 22 processing processing NOUN bracis-33595 244 23 publish publish NOUN bracis-33595 244 24 with with ADP bracis-33595 244 25 us us PROPN bracis-33595 244 26 policies policy NOUN bracis-33595 244 27 and and CCONJ bracis-33595 244 28 ethics ethic NOUN bracis-33595 244 29 search search NOUN bracis-33595 244 30 search search NOUN bracis-33595 244 31 by by ADP bracis-33595 244 32 keyword keyword NOUN bracis-33595 244 33 or or CCONJ bracis-33595 244 34 author author NOUN bracis-33595 244 35 search search NOUN bracis-33595 244 36 navigation navigation NOUN bracis-33595 244 37 find find VERB bracis-33595 244 38 a a DET bracis-33595 244 39 journal journal NOUN bracis-33595 244 40 publish publish VERB bracis-33595 244 41 with with ADP bracis-33595 244 42 us we PRON bracis-33595 244 43 track track VERB bracis-33595 244 44 your your PRON bracis-33595 244 45 research research NOUN bracis-33595 244 46 discover discover VERB bracis-33595 244 47 content content NOUN bracis-33595 244 48 journals journal NOUN bracis-33595 244 49 a a DET bracis-33595 244 50 - - PUNCT bracis-33595 244 51 z z NOUN bracis-33595 244 52 books book NOUN bracis-33595 244 53 a a DET bracis-33595 244 54 - - PUNCT bracis-33595 244 55 z z NOUN bracis-33595 244 56 publish publish NOUN bracis-33595 244 57 with with ADP bracis-33595 244 58 us us PROPN bracis-33595 244 59 journal journal PROPN bracis-33595 244 60 finder finder PROPN bracis-33595 244 61 publish publish VERB bracis-33595 244 62 your your PRON bracis-33595 244 63 research research NOUN bracis-33595 244 64 language language NOUN bracis-33595 244 65 editing edit VERB bracis-33595 244 66 open open ADJ bracis-33595 244 67 access access NOUN bracis-33595 244 68 publishing publishing NOUN bracis-33595 244 69 products product NOUN bracis-33595 244 70 and and CCONJ bracis-33595 244 71 services service NOUN bracis-33595 244 72 our our PRON bracis-33595 244 73 products product NOUN bracis-33595 244 74 librarians librarian VERB bracis-33595 244 75 societies society NOUN bracis-33595 244 76 partners partner NOUN bracis-33595 244 77 and and CCONJ bracis-33595 244 78 advertisers advertiser NOUN bracis-33595 244 79 our our PRON bracis-33595 244 80 brands brand NOUN bracis-33595 244 81 springer springer NOUN bracis-33595 244 82 nature nature PROPN bracis-33595 244 83 portfolio portfolio PROPN bracis-33595 244 84 bmc bmc PROPN bracis-33595 244 85 palgrave palgrave PROPN bracis-33595 244 86 macmillan macmillan PROPN bracis-33595 244 87 apress apress PROPN bracis-33595 244 88 discover discover VERB bracis-33595 244 89 your your PRON bracis-33595 244 90 privacy privacy NOUN bracis-33595 244 91 choices choice NOUN bracis-33595 244 92 / / SYM bracis-33595 244 93 manage manage NOUN bracis-33595 244 94 cookies cookie NOUN bracis-33595 244 95 your your PRON bracis-33595 244 96 us us PROPN bracis-33595 245 1 state state NOUN bracis-33595 245 2 privacy privacy NOUN bracis-33595 245 3 rights right NOUN bracis-33595 245 4 accessibility accessibility NOUN bracis-33595 245 5 statement statement NOUN bracis-33595 245 6 terms term NOUN bracis-33595 245 7 and and CCONJ bracis-33595 245 8 conditions condition NOUN bracis-33595 245 9 privacy privacy NOUN bracis-33595 245 10 policy policy NOUN bracis-33595 245 11 help help NOUN bracis-33595 245 12 and and CCONJ bracis-33595 245 13 support support VERB bracis-33595 245 14 legal legal ADJ bracis-33595 245 15 notice notice NOUN bracis-33595 245 16 cancel cancel VERB bracis-33595 245 17 contracts contract NOUN bracis-33595 245 18 here here ADV bracis-33595 245 19 129.74.145.123 129.74.145.123 NUM bracis-33595 245 20 hesburgh hesburgh PROPN bracis-33595 245 21 library library PROPN bracis-33595 245 22 er er INTJ bracis-33595 245 23 unit unit NOUN bracis-33595 245 24 ( ( PUNCT bracis-33595 245 25 3005732405 3005732405 NUM bracis-33595 245 26 ) ) PUNCT bracis-33595 245 27 northeast northeast ADJ bracis-33595 245 28 research research NOUN bracis-33595 245 29 libraries library NOUN bracis-33595 245 30 ( ( PUNCT bracis-33595 245 31 nerl nerl PROPN bracis-33595 245 32 ) ) PUNCT bracis-33595 245 33 ( ( PUNCT bracis-33595 245 34 8200828607 8200828607 NUM bracis-33595 245 35 ) ) PUNCT bracis-33595 245 36 nerl nerl VERB bracis-33595 245 37 ta ta X bracis-33595 245 38 account account NOUN bracis-33595 245 39 ( ( PUNCT bracis-33595 245 40 3006206169 3006206169 NUM bracis-33595 245 41 ) ) PUNCT bracis-33595 245 42 university university NOUN bracis-33595 245 43 of of ADP bracis-33595 245 44 notre notre PROPN bracis-33595 245 45 dame dame PROPN bracis-33595 245 46 hesburgh hesburgh PROPN bracis-33595 245 47 library library NOUN bracis-33595 245 48 ( ( PUNCT bracis-33595 245 49 3000184373 3000184373 NUM bracis-33595 245 50 ) ) PUNCT bracis-33595 246 1 © © ADP bracis-33595 246 2 2025 2025 NUM bracis-33595 246 3 springer springer NOUN bracis-33595 246 4 nature nature NOUN