id sid tid token lemma pos bracis-19090 1 1 portuguese portuguese ADJ bracis-19090 1 2 neural neural ADJ bracis-19090 1 3 text text NOUN bracis-19090 1 4 simplification simplification NOUN bracis-19090 1 5 using use VERB bracis-19090 1 6 machine machine NOUN bracis-19090 1 7 translation translation NOUN bracis-19090 1 8 | | NOUN bracis-19090 1 9 springer springer NOUN bracis-19090 1 10 nature nature PROPN bracis-19090 1 11 link link PROPN bracis-19090 1 12 ( ( PUNCT bracis-19090 1 13 formerly formerly ADV bracis-19090 1 14 springerlink springerlink NOUN bracis-19090 1 15 ) ) PUNCT bracis-19090 1 16 skip skip VERB bracis-19090 1 17 to to ADP bracis-19090 1 18 main main ADJ bracis-19090 1 19 content content NOUN bracis-19090 1 20 advertisement advertisement NOUN bracis-19090 1 21 log log NOUN bracis-19090 1 22 in in ADP bracis-19090 1 23 menu menu NOUN bracis-19090 1 24 find find VERB bracis-19090 1 25 a a DET bracis-19090 1 26 journal journal NOUN bracis-19090 1 27 publish publish VERB bracis-19090 1 28 with with ADP bracis-19090 1 29 us we PRON bracis-19090 1 30 track track VERB bracis-19090 1 31 your your PRON bracis-19090 1 32 research research NOUN bracis-19090 1 33 search search NOUN bracis-19090 1 34 cart cart NOUN bracis-19090 1 35 home home NOUN bracis-19090 1 36 intelligent intelligent ADJ bracis-19090 1 37 systems system NOUN bracis-19090 1 38 conference conference NOUN bracis-19090 1 39 paper paper NOUN bracis-19090 1 40 portuguese portuguese ADJ bracis-19090 1 41 neural neural ADJ bracis-19090 1 42 text text NOUN bracis-19090 1 43 simplification simplification NOUN bracis-19090 1 44 using use VERB bracis-19090 1 45 machine machine NOUN bracis-19090 1 46 translation translation NOUN bracis-19090 1 47 conference conference NOUN bracis-19090 1 48 paper paper NOUN bracis-19090 1 49 first first ADV bracis-19090 1 50 online online ADV bracis-19090 1 51 : : PUNCT bracis-19090 1 52 28 28 NUM bracis-19090 1 53 november november NOUN bracis-19090 1 54 2021 2021 NUM bracis-19090 1 55 pp pp ADP bracis-19090 1 56 542–556 542–556 NUM bracis-19090 1 57 cite cite VERB bracis-19090 1 58 this this DET bracis-19090 1 59 conference conference NOUN bracis-19090 1 60 paper paper NOUN bracis-19090 1 61 access access NOUN bracis-19090 1 62 provided provide VERB bracis-19090 1 63 by by ADP bracis-19090 1 64 university university PROPN bracis-19090 1 65 of of ADP bracis-19090 1 66 notre notre PROPN bracis-19090 1 67 dame dame PROPN bracis-19090 1 68 hesburgh hesburgh PROPN bracis-19090 1 69 library library PROPN bracis-19090 1 70 download download PROPN bracis-19090 1 71 book book NOUN bracis-19090 1 72 pdf pdf PROPN bracis-19090 1 73 download download NOUN bracis-19090 1 74 book book NOUN bracis-19090 1 75 epub epub PROPN bracis-19090 1 76 intelligent intelligent ADJ bracis-19090 1 77 systems system NOUN bracis-19090 1 78 ( ( PUNCT bracis-19090 1 79 bracis bracis NOUN bracis-19090 1 80 2021 2021 NUM bracis-19090 1 81 ) ) PUNCT bracis-19090 1 82 portuguese portuguese ADJ bracis-19090 1 83 neural neural ADJ bracis-19090 1 84 text text NOUN bracis-19090 1 85 simplification simplification NOUN bracis-19090 1 86 using use VERB bracis-19090 1 87 machine machine NOUN bracis-19090 1 88 translation translation NOUN bracis-19090 1 89 download download NOUN bracis-19090 1 90 book book PROPN bracis-19090 1 91 pdf pdf PROPN bracis-19090 1 92 download download NOUN bracis-19090 1 93 book book PROPN bracis-19090 1 94 epub epub PROPN bracis-19090 1 95 tiago tiago PROPN bracis-19090 1 96 b. b. PROPN bracis-19090 1 97 de de PROPN bracis-19090 1 98 lima lima PROPN bracis-19090 1 99     SPACE bracis-19090 1 100 orcid orcid NOUN bracis-19090 1 101 : : PUNCT bracis-19090 1 102 orcid.org/0000-0002-0707-522x10 orcid.org/0000-0002-0707-522x10 NOUN bracis-19090 1 103 , , PUNCT bracis-19090 1 104 andré andré PROPN bracis-19090 1 105 c. c. PROPN bracis-19090 1 106 a. a. PROPN bracis-19090 1 107 nascimento10 nascimento10 PROPN bracis-19090 1 108 , , PUNCT bracis-19090 1 109 george george PROPN bracis-19090 1 110 valença10 valença10 PROPN bracis-19090 1 111 , , PUNCT bracis-19090 1 112 pericles pericle NOUN bracis-19090 1 113 miranda10 miranda10 NOUN bracis-19090 1 114 , , PUNCT bracis-19090 1 115 rafael rafael PROPN bracis-19090 1 116 ferreira ferreira PROPN bracis-19090 1 117 mello10 mello10 PROPN bracis-19090 1 118 & & CCONJ bracis-19090 1 119 … … PUNCT bracis-19090 1 120 tapas tapa VERB bracis-19090 1 121 si11 si11 PROPN bracis-19090 1 122     SPACE bracis-19090 1 123 show show VERB bracis-19090 1 124 authors author NOUN bracis-19090 1 125 part part NOUN bracis-19090 1 126 of of ADP bracis-19090 1 127 the the DET bracis-19090 1 128 book book NOUN bracis-19090 1 129 series series NOUN bracis-19090 1 130 : : PUNCT bracis-19090 1 131 lecture lecture NOUN bracis-19090 1 132 notes note NOUN bracis-19090 1 133 in in ADP bracis-19090 1 134 computer computer NOUN bracis-19090 1 135 science science NOUN bracis-19090 1 136 ( ( PUNCT bracis-19090 1 137 ( ( PUNCT bracis-19090 1 138 lnai lnai ADJ bracis-19090 1 139 , , PUNCT bracis-19090 1 140 volume volume NOUN bracis-19090 1 141 13074 13074 NUM bracis-19090 1 142 ) ) PUNCT bracis-19090 1 143 ) ) PUNCT bracis-19090 1 144 included include VERB bracis-19090 1 145 in in ADP bracis-19090 1 146 the the DET bracis-19090 1 147 following follow VERB bracis-19090 1 148 conference conference NOUN bracis-19090 1 149 series series NOUN bracis-19090 1 150 : : PUNCT bracis-19090 1 151 brazilian brazilian ADJ bracis-19090 1 152 conference conference NOUN bracis-19090 1 153 on on ADP bracis-19090 1 154 intelligent intelligent ADJ bracis-19090 1 155 systems system NOUN bracis-19090 1 156 1272 1272 NUM bracis-19090 1 157 accesses access VERB bracis-19090 1 158 3 3 NUM bracis-19090 1 159 citations citation NOUN bracis-19090 1 160 abstract abstract ADJ bracis-19090 1 161 automatic automatic ADJ bracis-19090 1 162 text text NOUN bracis-19090 1 163 simplification simplification NOUN bracis-19090 1 164 ( ( PUNCT bracis-19090 1 165 ats ats PROPN bracis-19090 1 166 ) ) PUNCT bracis-19090 1 167 has have AUX bracis-19090 1 168 played play VERB bracis-19090 1 169 a a DET bracis-19090 1 170 significant significant ADJ bracis-19090 1 171 role role NOUN bracis-19090 1 172 in in ADP bracis-19090 1 173 the the DET bracis-19090 1 174 natural natural ADJ bracis-19090 1 175 language language NOUN bracis-19090 1 176 processing processing NOUN bracis-19090 1 177 ( ( PUNCT bracis-19090 1 178 nlp nlp ADJ bracis-19090 1 179 ) ) PUNCT bracis-19090 1 180 field field NOUN bracis-19090 1 181 . . PUNCT bracis-19090 2 1 ats ats PROPN bracis-19090 2 2 is be AUX bracis-19090 2 3 a a DET bracis-19090 2 4 sequence sequence NOUN bracis-19090 2 5 - - PUNCT bracis-19090 2 6 to to ADP bracis-19090 2 7 - - PUNCT bracis-19090 2 8 sequence sequence NOUN bracis-19090 2 9 problem problem NOUN bracis-19090 2 10 aiming aim VERB bracis-19090 2 11 to to PART bracis-19090 2 12 create create VERB bracis-19090 2 13 a a DET bracis-19090 2 14 new new ADJ bracis-19090 2 15 version version NOUN bracis-19090 2 16 of of ADP bracis-19090 2 17 the the DET bracis-19090 2 18 original original ADJ bracis-19090 2 19 text text NOUN bracis-19090 2 20 removing remove VERB bracis-19090 2 21 complex complex ADJ bracis-19090 2 22 and and CCONJ bracis-19090 2 23 domain domain NOUN bracis-19090 2 24 - - PUNCT bracis-19090 2 25 specific specific ADJ bracis-19090 2 26 words word NOUN bracis-19090 2 27 . . PUNCT bracis-19090 3 1 it it PRON bracis-19090 3 2 can can AUX bracis-19090 3 3 improve improve VERB bracis-19090 3 4 communication communication NOUN bracis-19090 3 5 and and CCONJ bracis-19090 3 6 understanding understanding NOUN bracis-19090 3 7 of of ADP bracis-19090 3 8 documents document NOUN bracis-19090 3 9 from from ADP bracis-19090 3 10 specific specific ADJ bracis-19090 3 11 domains domain NOUN bracis-19090 3 12 , , PUNCT bracis-19090 3 13 as as ADV bracis-19090 3 14 well well ADV bracis-19090 3 15 as as ADP bracis-19090 3 16 support support NOUN bracis-19090 3 17 second second ADJ bracis-19090 3 18 language language NOUN bracis-19090 3 19 learning learning NOUN bracis-19090 3 20 . . PUNCT bracis-19090 4 1 this this DET bracis-19090 4 2 paper paper NOUN bracis-19090 4 3 presents present VERB bracis-19090 4 4 an an DET bracis-19090 4 5 empirical empirical ADJ bracis-19090 4 6 study study NOUN bracis-19090 4 7 on on ADP bracis-19090 4 8 the the DET bracis-19090 4 9 use use NOUN bracis-19090 4 10 of of ADP bracis-19090 4 11 state state NOUN bracis-19090 4 12 - - PUNCT bracis-19090 4 13 of of ADP bracis-19090 4 14 - - PUNCT bracis-19090 4 15 the the DET bracis-19090 4 16 - - PUNCT bracis-19090 4 17 art art NOUN bracis-19090 4 18 ats ats PROPN bracis-19090 4 19 methods method NOUN bracis-19090 4 20 to to PART bracis-19090 4 21 simplify simplify VERB bracis-19090 4 22 texts text NOUN bracis-19090 4 23 in in ADP bracis-19090 4 24 portuguese portuguese PROPN bracis-19090 4 25 . . PUNCT bracis-19090 5 1 it it PRON bracis-19090 5 2 is be AUX bracis-19090 5 3 important important ADJ bracis-19090 5 4 to to PART bracis-19090 5 5 remark remark VERB bracis-19090 5 6 that that SCONJ bracis-19090 5 7 the the DET bracis-19090 5 8 literature literature NOUN bracis-19090 5 9 reports report VERB bracis-19090 5 10 the the DET bracis-19090 5 11 challenge challenge NOUN bracis-19090 5 12 in in ADP bracis-19090 5 13 analyzing analyze VERB bracis-19090 5 14 portuguese portuguese ADJ bracis-19090 5 15 texts text NOUN bracis-19090 5 16 due due ADP bracis-19090 5 17 to to ADP bracis-19090 5 18 the the DET bracis-19090 5 19 lack lack NOUN bracis-19090 5 20 of of ADP bracis-19090 5 21 resources resource NOUN bracis-19090 5 22 compared compare VERB bracis-19090 5 23 to to ADP bracis-19090 5 24 other other ADJ bracis-19090 5 25 languages language NOUN bracis-19090 5 26 ( ( PUNCT bracis-19090 5 27 i.e. i.e. X bracis-19090 5 28 , , PUNCT bracis-19090 5 29 english english PROPN bracis-19090 5 30 ) ) PUNCT bracis-19090 5 31 . . PUNCT bracis-19090 6 1 more more ADV bracis-19090 6 2 specifically specifically ADV bracis-19090 6 3 , , PUNCT bracis-19090 6 4 this this DET bracis-19090 6 5 work work NOUN bracis-19090 6 6 evaluated evaluate VERB bracis-19090 6 7 different different ADJ bracis-19090 6 8 neural neural ADJ bracis-19090 6 9 machine machine NOUN bracis-19090 6 10 translation translation NOUN bracis-19090 6 11 ( ( PUNCT bracis-19090 6 12 nmt nmt NOUN bracis-19090 6 13 ) ) PUNCT bracis-19090 6 14 techniques technique NOUN bracis-19090 6 15 for for ADP bracis-19090 6 16 ats ats PROPN bracis-19090 6 17 in in ADP bracis-19090 6 18 portuguese portuguese PROPN bracis-19090 6 19 . . PUNCT bracis-19090 7 1 the the DET bracis-19090 7 2 experiments experiment NOUN bracis-19090 7 3 showed show VERB bracis-19090 7 4 that that SCONJ bracis-19090 7 5 nmt nmt PROPN bracis-19090 7 6 achieved achieve VERB bracis-19090 7 7 promising promise VERB bracis-19090 7 8 results result NOUN bracis-19090 7 9 in in ADP bracis-19090 7 10 portuguese portuguese ADJ bracis-19090 7 11 texts text NOUN bracis-19090 7 12 , , PUNCT bracis-19090 7 13 obtaining obtain VERB bracis-19090 7 14 40.89 40.89 NUM bracis-19090 7 15 bleu bleu NOUN bracis-19090 7 16 score score NOUN bracis-19090 7 17 using use VERB bracis-19090 7 18 multiple multiple ADJ bracis-19090 7 19 parallel parallel ADJ bracis-19090 7 20 corpora corpora NOUN bracis-19090 7 21 and and CCONJ bracis-19090 7 22 raising raise VERB bracis-19090 7 23 the the DET bracis-19090 7 24 overall overall ADJ bracis-19090 7 25 readability readability NOUN bracis-19090 7 26 score score NOUN bracis-19090 7 27 by by ADP bracis-19090 7 28 more more ADJ bracis-19090 7 29 than than ADP bracis-19090 7 30 5 5 NUM bracis-19090 7 31 points point NOUN bracis-19090 7 32 . . PUNCT bracis-19090 8 1 access access NOUN bracis-19090 8 2 provided provide VERB bracis-19090 8 3 by by ADP bracis-19090 8 4 university university PROPN bracis-19090 8 5 of of ADP bracis-19090 8 6 notre notre PROPN bracis-19090 8 7 dame dame PROPN bracis-19090 8 8 hesburgh hesburgh PROPN bracis-19090 8 9 library library PROPN bracis-19090 8 10 . . PUNCT bracis-19090 9 1 download download PROPN bracis-19090 9 2 conference conference NOUN bracis-19090 9 3 paper paper NOUN bracis-19090 9 4 pdf pdf NOUN bracis-19090 9 5 similar similar ADJ bracis-19090 9 6 content content NOUN bracis-19090 9 7 being be AUX bracis-19090 9 8 viewed view VERB bracis-19090 9 9 by by ADP bracis-19090 9 10 others other NOUN bracis-19090 9 11 neural neural ADJ bracis-19090 9 12 machine machine NOUN bracis-19090 9 13 translation translation NOUN bracis-19090 9 14 for for ADP bracis-19090 9 15 low low ADJ bracis-19090 9 16 resource resource NOUN bracis-19090 9 17 assamese assamese PROPN bracis-19090 9 18 – – PUNCT bracis-19090 9 19 english english ADJ bracis-19090 9 20 chapter chapter NOUN bracis-19090 9 21 © © PROPN bracis-19090 9 22 2021 2021 NUM bracis-19090 9 23 a a DET bracis-19090 9 24 low low ADJ bracis-19090 9 25 - - PUNCT bracis-19090 9 26 resource resource NOUN bracis-19090 9 27 language language NOUN bracis-19090 9 28 translation translation NOUN bracis-19090 9 29 : : PUNCT bracis-19090 9 30 french french ADJ bracis-19090 9 31 to to PART bracis-19090 9 32 mooré mooré VERB bracis-19090 9 33 chapter chapter NOUN bracis-19090 9 34 © © PROPN bracis-19090 9 35 2025 2025 NUM bracis-19090 9 36 neural neural ADJ bracis-19090 9 37 network network NOUN bracis-19090 9 38 machine machine NOUN bracis-19090 9 39 translation translation NOUN bracis-19090 9 40 model model NOUN bracis-19090 9 41 based base VERB bracis-19090 9 42 on on ADP bracis-19090 9 43 deep deep ADJ bracis-19090 9 44 learning learning NOUN bracis-19090 9 45 technology technology NOUN bracis-19090 9 46 chapter chapter NOUN bracis-19090 9 47 © © PROPN bracis-19090 9 48 2022 2022 NUM bracis-19090 9 49 explore explore VERB bracis-19090 9 50 related relate VERB bracis-19090 9 51 subjects subject NOUN bracis-19090 9 52 discover discover VERB bracis-19090 9 53 the the DET bracis-19090 9 54 latest late ADJ bracis-19090 9 55 articles article NOUN bracis-19090 9 56 , , PUNCT bracis-19090 9 57 books book NOUN bracis-19090 9 58 and and CCONJ bracis-19090 9 59 news news NOUN bracis-19090 9 60 in in ADP bracis-19090 9 61 related related ADJ bracis-19090 9 62 subjects subject NOUN bracis-19090 9 63 , , PUNCT bracis-19090 9 64 suggested suggest VERB bracis-19090 9 65 using use VERB bracis-19090 9 66 machine machine NOUN bracis-19090 9 67 learning learning NOUN bracis-19090 9 68 . . PUNCT bracis-19090 10 1 computational computational ADJ bracis-19090 10 2 linguistics linguistic NOUN bracis-19090 10 3 escrt escrt ADJ bracis-19090 10 4 language language NOUN bracis-19090 10 5 processing processing NOUN bracis-19090 10 6 machine machine NOUN bracis-19090 10 7 translation translation NOUN bracis-19090 10 8 natural natural ADJ bracis-19090 10 9 language language NOUN bracis-19090 10 10 processing processing NOUN bracis-19090 10 11 ( ( PUNCT bracis-19090 10 12 nlp nlp NOUN bracis-19090 10 13 ) ) PUNCT bracis-19090 10 14 portuguese portuguese ADJ bracis-19090 10 15 1 1 NUM bracis-19090 10 16 introduction introduction NOUN bracis-19090 10 17 automatic automatic ADJ bracis-19090 10 18 text text NOUN bracis-19090 10 19 simplification simplification NOUN bracis-19090 10 20 ( ( PUNCT bracis-19090 10 21 ats ats PROPN bracis-19090 10 22 ) ) PUNCT bracis-19090 10 23 aims aim VERB bracis-19090 10 24 to to PART bracis-19090 10 25 transform transform VERB bracis-19090 10 26 complex complex ADJ bracis-19090 10 27 sentences sentence NOUN bracis-19090 10 28 into into ADP bracis-19090 10 29 simpler simple ADJ bracis-19090 10 30 ones one NOUN bracis-19090 10 31 , , PUNCT bracis-19090 10 32 which which PRON bracis-19090 10 33 supports support VERB bracis-19090 10 34 second second ADJ bracis-19090 10 35 language language NOUN bracis-19090 10 36 learners learner NOUN bracis-19090 10 37 and and CCONJ bracis-19090 10 38 improves improve VERB bracis-19090 10 39 communication communication NOUN bracis-19090 10 40 with with ADP bracis-19090 10 41 people people NOUN bracis-19090 10 42 with with ADP bracis-19090 10 43 poor poor ADJ bracis-19090 10 44 literacy literacy NOUN bracis-19090 10 45 , , PUNCT bracis-19090 10 46 among among ADP bracis-19090 10 47 other other ADJ bracis-19090 10 48 benefits benefit NOUN bracis-19090 10 49     SPACE bracis-19090 11 1 [ [ X bracis-19090 11 2 4 4 NUM bracis-19090 11 3 ] ] PUNCT bracis-19090 11 4 . . PUNCT bracis-19090 12 1 ats ats PROPN bracis-19090 12 2 can can AUX bracis-19090 12 3 be be AUX bracis-19090 12 4 applied apply VERB bracis-19090 12 5 to to ADP bracis-19090 12 6 multiple multiple ADJ bracis-19090 12 7 domains domain NOUN bracis-19090 12 8 . . PUNCT bracis-19090 13 1 for for ADP bracis-19090 13 2 instance instance NOUN bracis-19090 13 3 , , PUNCT bracis-19090 13 4 it it PRON bracis-19090 13 5 could could AUX bracis-19090 13 6 simplify simplify VERB bracis-19090 13 7 legal legal ADJ bracis-19090 13 8 documents document NOUN bracis-19090 13 9 transforming transform VERB bracis-19090 13 10 jargon jargon NOUN bracis-19090 13 11 - - PUNCT bracis-19090 13 12 heavy heavy ADJ bracis-19090 13 13 and and CCONJ bracis-19090 13 14 juridic juridic ADJ bracis-19090 13 15 terms term NOUN bracis-19090 13 16 into into ADP bracis-19090 13 17 more more ADV bracis-19090 13 18 accessible accessible ADJ bracis-19090 13 19 vocabulary vocabulary NOUN bracis-19090 13 20 , , PUNCT bracis-19090 13 21 making make VERB bracis-19090 13 22 the the DET bracis-19090 13 23 document document NOUN bracis-19090 13 24 more more ADV bracis-19090 13 25 understandable understandable ADJ bracis-19090 13 26 by by ADP bracis-19090 13 27 the the DET bracis-19090 13 28 general general ADJ bracis-19090 13 29 public public NOUN bracis-19090 13 30     SPACE bracis-19090 14 1 [ [ X bracis-19090 14 2 9 9 NUM bracis-19090 14 3 ] ] PUNCT bracis-19090 14 4 . . PUNCT bracis-19090 15 1 hence hence ADV bracis-19090 15 2 , , PUNCT bracis-19090 15 3 there there ADV bracis-19090 15 4 a a DET bracis-19090 15 5 lot lot NOUN bracis-19090 15 6 of of ADP bracis-19090 15 7 opportunities opportunity NOUN bracis-19090 15 8 for for ADP bracis-19090 15 9 ats ats PROPN bracis-19090 15 10 techniques technique NOUN bracis-19090 15 11 in in ADP bracis-19090 15 12 institutions institution NOUN bracis-19090 15 13 from from ADP bracis-19090 15 14 the the DET bracis-19090 15 15 public public ADJ bracis-19090 15 16 sector sector NOUN bracis-19090 15 17 , , PUNCT bracis-19090 15 18 which which PRON bracis-19090 15 19 needs need VERB bracis-19090 15 20 to to PART bracis-19090 15 21 make make VERB bracis-19090 15 22 their their PRON bracis-19090 15 23 public public ADJ bracis-19090 15 24 documents document NOUN bracis-19090 15 25 more more ADV bracis-19090 15 26 accessible accessible ADJ bracis-19090 15 27 and and CCONJ bracis-19090 15 28 reinforce reinforce VERB bracis-19090 15 29 their their PRON bracis-19090 15 30 relevance relevance NOUN bracis-19090 15 31 and and CCONJ bracis-19090 15 32 transparency transparency NOUN bracis-19090 15 33 . . PUNCT bracis-19090 16 1 ats ats PROPN bracis-19090 16 2 has have AUX bracis-19090 16 3 been be AUX bracis-19090 16 4 an an DET bracis-19090 16 5 active active ADJ bracis-19090 16 6 research research NOUN bracis-19090 16 7 topic topic NOUN bracis-19090 16 8 over over ADP bracis-19090 16 9 the the DET bracis-19090 16 10 years year NOUN bracis-19090 16 11 with with ADP bracis-19090 16 12 several several ADJ bracis-19090 16 13 applications application NOUN bracis-19090 16 14     SPACE bracis-19090 17 1 [ [ X bracis-19090 17 2 28 28 NUM bracis-19090 17 3 ] ] PUNCT bracis-19090 17 4 . . PUNCT bracis-19090 18 1 in in ADP bracis-19090 18 2 this this DET bracis-19090 18 3 context context NOUN bracis-19090 18 4 , , PUNCT bracis-19090 18 5 josé josé PROPN bracis-19090 18 6 and and CCONJ bracis-19090 18 7 finatto finatto NOUN bracis-19090 18 8 expressed express VERB bracis-19090 18 9 that that SCONJ bracis-19090 18 10 the the DET bracis-19090 18 11 demand demand NOUN bracis-19090 18 12 for for ADP bracis-19090 18 13 text text NOUN bracis-19090 18 14 simplification simplification NOUN bracis-19090 18 15 in in ADP bracis-19090 18 16 brazil brazil PROPN bracis-19090 18 17 has have AUX bracis-19090 18 18 increased increase VERB bracis-19090 18 19 over over ADP bracis-19090 18 20 the the DET bracis-19090 18 21 years year NOUN bracis-19090 18 22     SPACE bracis-19090 19 1 [ [ X bracis-19090 19 2 16 16 NUM bracis-19090 19 3 ] ] PUNCT bracis-19090 19 4 . . PUNCT bracis-19090 20 1 one one NUM bracis-19090 20 2 of of ADP bracis-19090 20 3 the the DET bracis-19090 20 4 main main ADJ bracis-19090 20 5 reasons reason NOUN bracis-19090 20 6 for for ADP bracis-19090 20 7 that that PRON bracis-19090 20 8 is be AUX bracis-19090 20 9 the the DET bracis-19090 20 10 growing grow VERB bracis-19090 20 11 need need NOUN bracis-19090 20 12 to to PART bracis-19090 20 13 make make VERB bracis-19090 20 14 specific specific ADJ bracis-19090 20 15 concepts concept NOUN bracis-19090 20 16 accessible accessible ADJ bracis-19090 20 17 for for ADP bracis-19090 20 18 a a DET bracis-19090 20 19 wider wide ADJ bracis-19090 20 20 range range NOUN bracis-19090 20 21 of of ADP bracis-19090 20 22 people people NOUN bracis-19090 20 23 . . PUNCT bracis-19090 21 1 the the DET bracis-19090 21 2 authors author NOUN bracis-19090 21 3 also also ADV bracis-19090 21 4 made make VERB bracis-19090 21 5 an an DET bracis-19090 21 6 investigation investigation NOUN bracis-19090 21 7 about about ADP bracis-19090 21 8 the the DET bracis-19090 21 9 language language NOUN bracis-19090 21 10 used use VERB bracis-19090 21 11 in in ADP bracis-19090 21 12 the the DET bracis-19090 21 13 documents document NOUN bracis-19090 21 14 provided provide VERB bracis-19090 21 15 by by ADP bracis-19090 21 16 the the DET bracis-19090 21 17 ministry ministry PROPN bracis-19090 21 18 of of ADP bracis-19090 21 19 health health PROPN bracis-19090 21 20 of of ADP bracis-19090 21 21 brazil brazil PROPN bracis-19090 21 22 . . PUNCT bracis-19090 22 1 they they PRON bracis-19090 22 2 found find VERB bracis-19090 22 3 two two NUM bracis-19090 22 4 kinds kind NOUN bracis-19090 22 5 of of ADP bracis-19090 22 6 documents document NOUN bracis-19090 22 7 describing describe VERB bracis-19090 22 8 the the DET bracis-19090 22 9 same same ADJ bracis-19090 22 10 disease disease NOUN bracis-19090 22 11 . . PUNCT bracis-19090 23 1 the the DET bracis-19090 23 2 first first ADJ bracis-19090 23 3 one one NOUN bracis-19090 23 4 is be AUX bracis-19090 23 5 directed direct VERB bracis-19090 23 6 to to ADP bracis-19090 23 7 health health NOUN bracis-19090 23 8 professionals professional NOUN bracis-19090 23 9 and and CCONJ bracis-19090 23 10 , , PUNCT bracis-19090 23 11 therefore therefore ADV bracis-19090 23 12 , , PUNCT bracis-19090 23 13 has have VERB bracis-19090 23 14 a a DET bracis-19090 23 15 particular particular ADJ bracis-19090 23 16 domain domain NOUN bracis-19090 23 17 - - PUNCT bracis-19090 23 18 specific specific ADJ bracis-19090 23 19 vocabulary vocabulary NOUN bracis-19090 23 20 . . PUNCT bracis-19090 24 1 in in ADP bracis-19090 24 2 the the DET bracis-19090 24 3 other other ADJ bracis-19090 24 4 class class NOUN bracis-19090 24 5 of of ADP bracis-19090 24 6 documents document NOUN bracis-19090 24 7 , , PUNCT bracis-19090 24 8 focused focus VERB bracis-19090 24 9 on on ADP bracis-19090 24 10 the the DET bracis-19090 24 11 general general ADJ bracis-19090 24 12 public public NOUN bracis-19090 24 13 , , PUNCT bracis-19090 24 14 a a DET bracis-19090 24 15 “ " PUNCT bracis-19090 24 16 simplified simplified ADJ bracis-19090 24 17 version version NOUN bracis-19090 24 18 ” " PUNCT bracis-19090 24 19 is be AUX bracis-19090 24 20 provided provide VERB bracis-19090 24 21 . . PUNCT bracis-19090 25 1 nevertheless nevertheless ADV bracis-19090 25 2 , , PUNCT bracis-19090 25 3 there there PRON bracis-19090 25 4 are be VERB bracis-19090 25 5 still still ADV bracis-19090 25 6 terms term NOUN bracis-19090 25 7 that that PRON bracis-19090 25 8 are be AUX bracis-19090 25 9 not not PART bracis-19090 25 10 usual usual ADJ bracis-19090 25 11 among among ADP bracis-19090 25 12 the the DET bracis-19090 25 13 less less ADV bracis-19090 25 14 educated educate VERB bracis-19090 25 15 , , PUNCT bracis-19090 25 16 such such ADJ bracis-19090 25 17 as as ADP bracis-19090 25 18 “ " PUNCT bracis-19090 25 19 mucus mucus NOUN bracis-19090 25 20 ” " PUNCT bracis-19090 25 21 . . PUNCT bracis-19090 26 1 besides besides SCONJ bracis-19090 26 2 that that PRON bracis-19090 26 3 , , PUNCT bracis-19090 26 4 the the DET bracis-19090 26 5 manual manual ADJ bracis-19090 26 6 simplification simplification NOUN bracis-19090 26 7 of of ADP bracis-19090 26 8 complex complex ADJ bracis-19090 26 9 text text NOUN bracis-19090 26 10 is be AUX bracis-19090 26 11 not not PART bracis-19090 26 12 scalable scalable ADJ bracis-19090 26 13 , , PUNCT bracis-19090 26 14 thus thus ADV bracis-19090 26 15 , , PUNCT bracis-19090 26 16 ats ats PROPN bracis-19090 26 17 alternatives alternative NOUN bracis-19090 26 18 should should AUX bracis-19090 26 19 be be AUX bracis-19090 26 20 investigated investigate VERB bracis-19090 26 21 thoroughly thoroughly ADV bracis-19090 26 22     SPACE bracis-19090 27 1 [ [ X bracis-19090 27 2 16 16 NUM bracis-19090 27 3 ] ] PUNCT bracis-19090 27 4 . . PUNCT bracis-19090 28 1 in in ADP bracis-19090 28 2 the the DET bracis-19090 28 3 past past ADJ bracis-19090 28 4 decade decade NOUN bracis-19090 28 5 , , PUNCT bracis-19090 28 6 portuguese portuguese ADJ bracis-19090 28 7 ats ats PROPN bracis-19090 28 8 had have VERB bracis-19090 28 9 a a DET bracis-19090 28 10 significant significant ADJ bracis-19090 28 11 expansion expansion NOUN bracis-19090 28 12 with with ADP bracis-19090 28 13 systems system NOUN bracis-19090 28 14 using use VERB bracis-19090 28 15 lexical lexical ADJ bracis-19090 28 16 and and CCONJ bracis-19090 28 17 syntactical syntactical ADJ bracis-19090 28 18 simplification simplification NOUN bracis-19090 28 19 and and CCONJ bracis-19090 28 20 statistical statistical ADJ bracis-19090 28 21 machine machine NOUN bracis-19090 28 22 translation translation NOUN bracis-19090 28 23 ( ( PUNCT bracis-19090 28 24 smt smt PROPN bracis-19090 28 25 ) ) PUNCT bracis-19090 28 26 methods method NOUN bracis-19090 28 27     SPACE bracis-19090 29 1 [ [ X bracis-19090 29 2 3 3 NUM bracis-19090 29 3 , , PUNCT bracis-19090 29 4 4 4 NUM bracis-19090 29 5 , , PUNCT bracis-19090 29 6 30 30 NUM bracis-19090 29 7 ] ] PUNCT bracis-19090 29 8 . . PUNCT bracis-19090 30 1 for for ADP bracis-19090 30 2 instance instance NOUN bracis-19090 30 3 , , PUNCT bracis-19090 30 4 specia specia NOUN bracis-19090 30 5 [ [ X bracis-19090 30 6 30 30 NUM bracis-19090 30 7 ] ] PUNCT bracis-19090 30 8 proposed propose VERB bracis-19090 30 9 a a DET bracis-19090 30 10 smt smt PROPN bracis-19090 30 11 model model NOUN bracis-19090 30 12 to to PART bracis-19090 30 13 simplify simplify VERB bracis-19090 30 14 text text NOUN bracis-19090 30 15 in in ADP bracis-19090 30 16 portuguese portuguese NOUN bracis-19090 30 17 using use VERB bracis-19090 30 18 only only ADV bracis-19090 30 19 a a DET bracis-19090 30 20 few few ADJ bracis-19090 30 21 examples example NOUN bracis-19090 30 22 . . PUNCT bracis-19090 31 1 it it PRON bracis-19090 31 2 achieved achieve VERB bracis-19090 31 3 acceptable acceptable ADJ bracis-19090 31 4 adequacy adequacy NOUN bracis-19090 31 5 and and CCONJ bracis-19090 31 6 fluency fluency NOUN bracis-19090 31 7     SPACE bracis-19090 32 1 [ [ X bracis-19090 32 2 30 30 NUM bracis-19090 32 3 ] ] PUNCT bracis-19090 32 4 . . PUNCT bracis-19090 33 1 however however ADV bracis-19090 33 2 , , PUNCT bracis-19090 33 3 these these DET bracis-19090 33 4 studies study NOUN bracis-19090 33 5 were be AUX bracis-19090 33 6 developed develop VERB bracis-19090 33 7 more more ADJ bracis-19090 33 8 than than ADP bracis-19090 33 9 ten ten NUM bracis-19090 33 10 years year NOUN bracis-19090 33 11 ago ago ADV bracis-19090 33 12 , , PUNCT bracis-19090 33 13 before before ADP bracis-19090 33 14 the the DET bracis-19090 33 15 advent advent NOUN bracis-19090 33 16 of of ADP bracis-19090 33 17 neural neural ADJ bracis-19090 33 18 networks network NOUN bracis-19090 33 19 architectures architecture NOUN bracis-19090 33 20 for for ADP bracis-19090 33 21 nlp nlp NOUN bracis-19090 33 22 tasks task NOUN bracis-19090 33 23 . . PUNCT bracis-19090 34 1 therefore therefore ADV bracis-19090 34 2 , , PUNCT bracis-19090 34 3 even even ADV bracis-19090 34 4 though though SCONJ bracis-19090 34 5 deep deep ADJ bracis-19090 34 6 learning learning NOUN bracis-19090 34 7 algorithms algorithm NOUN bracis-19090 34 8 are be AUX bracis-19090 34 9 a a DET bracis-19090 34 10 trend trend NOUN bracis-19090 34 11 of of ADP bracis-19090 34 12 the the DET bracis-19090 34 13 field field NOUN bracis-19090 34 14 , , PUNCT bracis-19090 34 15 they they PRON bracis-19090 34 16 still still ADV bracis-19090 34 17 have have VERB bracis-19090 34 18 limited limit VERB bracis-19090 34 19 applications application NOUN bracis-19090 34 20 in in ADP bracis-19090 34 21 portuguese portuguese ADJ bracis-19090 34 22 ats ats PROPN bracis-19090 34 23 . . PUNCT bracis-19090 35 1 for for ADP bracis-19090 35 2 instance instance NOUN bracis-19090 35 3 , , PUNCT bracis-19090 35 4 neural neural ADJ bracis-19090 35 5 machine machine NOUN bracis-19090 35 6 translation translation NOUN bracis-19090 35 7 ( ( PUNCT bracis-19090 35 8 nmt nmt NOUN bracis-19090 35 9 ) ) PUNCT bracis-19090 35 10 is be AUX bracis-19090 35 11 a a DET bracis-19090 35 12 recent recent ADJ bracis-19090 35 13 method method NOUN bracis-19090 35 14 for for ADP bracis-19090 35 15 text text NOUN bracis-19090 35 16 simplification simplification NOUN bracis-19090 35 17 which which PRON bracis-19090 35 18 directly directly ADV bracis-19090 35 19 transforms transform VERB bracis-19090 35 20 complex complex ADJ bracis-19090 35 21 sentences sentence NOUN bracis-19090 35 22 in in ADP bracis-19090 35 23 simpler simple ADJ bracis-19090 35 24 ones one NOUN bracis-19090 35 25 without without ADP bracis-19090 35 26 any any DET bracis-19090 35 27 need need NOUN bracis-19090 35 28 of of ADP bracis-19090 35 29 syntactical syntactical ADJ bracis-19090 35 30 or or CCONJ bracis-19090 35 31 lexical lexical ADJ bracis-19090 35 32 analysis analysis NOUN bracis-19090 35 33 [ [ X bracis-19090 35 34 2 2 NUM bracis-19090 35 35 ] ] PUNCT bracis-19090 35 36 . . PUNCT bracis-19090 36 1 nmt nmt PROPN bracis-19090 36 2 has have AUX bracis-19090 36 3 gained gain VERB bracis-19090 36 4 popularity popularity NOUN bracis-19090 36 5 due due ADP bracis-19090 36 6 to to ADP bracis-19090 36 7 its its PRON bracis-19090 36 8 well well ADV bracis-19090 36 9 succeed succeed VERB bracis-19090 36 10 results result NOUN bracis-19090 36 11 on on ADP bracis-19090 36 12 simplification simplification NOUN bracis-19090 36 13 in in ADP bracis-19090 36 14 a a DET bracis-19090 36 15 variety variety NOUN bracis-19090 36 16 of of ADP bracis-19090 36 17 domains domain NOUN bracis-19090 36 18 [ [ X bracis-19090 36 19 2 2 NUM bracis-19090 36 20 ] ] PUNCT bracis-19090 36 21 . . PUNCT bracis-19090 37 1 moreover moreover ADV bracis-19090 37 2 , , PUNCT bracis-19090 37 3 different different ADJ bracis-19090 37 4 companies company NOUN bracis-19090 37 5 have have AUX bracis-19090 37 6 used use VERB bracis-19090 37 7 nmt nmt NOUN bracis-19090 37 8 methods method NOUN bracis-19090 37 9 in in ADP bracis-19090 37 10 their their PRON bracis-19090 37 11 services service NOUN bracis-19090 37 12 , , PUNCT bracis-19090 37 13 such such ADJ bracis-19090 37 14 as as ADP bracis-19090 37 15 google google PROPN bracis-19090 37 16 translate translate NOUN bracis-19090 37 17 , , PUNCT bracis-19090 37 18 microsoft microsoft PROPN bracis-19090 37 19 translator translator PROPN bracis-19090 37 20 , , PUNCT bracis-19090 37 21 ibm ibm PROPN bracis-19090 37 22 watson watson PROPN bracis-19090 37 23 language language PROPN bracis-19090 37 24 translator translator NOUN bracis-19090 37 25 [ [ X bracis-19090 37 26 13 13 NUM bracis-19090 37 27 , , PUNCT bracis-19090 37 28 27 27 NUM bracis-19090 37 29 , , PUNCT bracis-19090 37 30 37 37 NUM bracis-19090 37 31 ] ] PUNCT bracis-19090 37 32 . . PUNCT bracis-19090 38 1 mt mt PROPN bracis-19090 38 2 - - PUNCT bracis-19090 38 3 based base VERB bracis-19090 38 4 ats ats PROPN bracis-19090 38 5 methods method NOUN bracis-19090 38 6 , , PUNCT bracis-19090 38 7 such such ADJ bracis-19090 38 8 as as ADP bracis-19090 38 9 nmt nmt NOUN bracis-19090 38 10 , , PUNCT bracis-19090 38 11 usually usually ADV bracis-19090 38 12 use use VERB bracis-19090 38 13 a a DET bracis-19090 38 14 parallel parallel ADJ bracis-19090 38 15 corpus corpus NOUN bracis-19090 38 16 to to PART bracis-19090 38 17 map map VERB bracis-19090 38 18 hard hard ADJ bracis-19090 38 19 - - PUNCT bracis-19090 38 20 to to AUX bracis-19090 38 21 - - PUNCT bracis-19090 38 22 read read VERB bracis-19090 38 23 sentences sentence NOUN bracis-19090 38 24 to to ADP bracis-19090 38 25 simpler simple ADJ bracis-19090 38 26 ones one NOUN bracis-19090 38 27 . . PUNCT bracis-19090 39 1 besides besides SCONJ bracis-19090 39 2 , , PUNCT bracis-19090 39 3 it it PRON bracis-19090 39 4 is be AUX bracis-19090 39 5 domain domain NOUN bracis-19090 39 6 - - PUNCT bracis-19090 39 7 independent independent ADJ bracis-19090 39 8 , , PUNCT bracis-19090 39 9 i.e. i.e. X bracis-19090 39 10 , , PUNCT bracis-19090 39 11 one one PRON bracis-19090 39 12 can can AUX bracis-19090 39 13 use use VERB bracis-19090 39 14 a a DET bracis-19090 39 15 larger large ADJ bracis-19090 39 16 parallel parallel ADJ bracis-19090 39 17 corpus corpus NOUN bracis-19090 39 18 to to PART bracis-19090 39 19 train train VERB bracis-19090 39 20 an an DET bracis-19090 39 21 ats ats PROPN bracis-19090 39 22 model model NOUN bracis-19090 39 23 and and CCONJ bracis-19090 39 24 then then ADV bracis-19090 39 25 apply apply VERB bracis-19090 39 26 the the DET bracis-19090 39 27 same same ADJ bracis-19090 39 28 model model NOUN bracis-19090 39 29 on on ADP bracis-19090 39 30 texts text NOUN bracis-19090 39 31 from from ADP bracis-19090 39 32 a a DET bracis-19090 39 33 different different ADJ bracis-19090 39 34 domain domain NOUN bracis-19090 39 35 with with ADP bracis-19090 39 36 regards regard NOUN bracis-19090 39 37 to to ADP bracis-19090 39 38 its its PRON bracis-19090 39 39 performance performance NOUN bracis-19090 39 40     SPACE bracis-19090 40 1 [ [ X bracis-19090 40 2 8 8 NUM bracis-19090 40 3 , , PUNCT bracis-19090 40 4 12 12 NUM bracis-19090 40 5 , , PUNCT bracis-19090 40 6 32 32 NUM bracis-19090 40 7 ] ] PUNCT bracis-19090 40 8 . . PUNCT bracis-19090 41 1 it it PRON bracis-19090 41 2 is be AUX bracis-19090 41 3 important important ADJ bracis-19090 41 4 to to PART bracis-19090 41 5 highlight highlight VERB bracis-19090 41 6 that that SCONJ bracis-19090 41 7 nmt nmt PROPN bracis-19090 41 8 methods method NOUN bracis-19090 41 9 have have AUX bracis-19090 41 10 presented present VERB bracis-19090 41 11 successful successful ADJ bracis-19090 41 12 results result NOUN bracis-19090 41 13 and and CCONJ bracis-19090 41 14 outperformed outperform VERB bracis-19090 41 15 consolidated consolidated ADJ bracis-19090 41 16 statistical statistical ADJ bracis-19090 41 17 methods method NOUN bracis-19090 41 18     SPACE bracis-19090 42 1 [ [ X bracis-19090 42 2 2 2 NUM bracis-19090 42 3 ] ] PUNCT bracis-19090 42 4 . . PUNCT bracis-19090 43 1 according accord VERB bracis-19090 43 2 to to ADP bracis-19090 43 3 our our PRON bracis-19090 43 4 knowledge knowledge NOUN bracis-19090 43 5 , , PUNCT bracis-19090 43 6 no no DET bracis-19090 43 7 research research NOUN bracis-19090 43 8 has have AUX bracis-19090 43 9 investigated investigate VERB bracis-19090 43 10 the the DET bracis-19090 43 11 application application NOUN bracis-19090 43 12 of of ADP bracis-19090 43 13 nmt nmt NOUN bracis-19090 43 14 methods method NOUN bracis-19090 43 15 to to PART bracis-19090 43 16 simplify simplify VERB bracis-19090 43 17 brazilian brazilian ADJ bracis-19090 43 18 portuguese portuguese ADJ bracis-19090 43 19 texts text NOUN bracis-19090 43 20 . . PUNCT bracis-19090 44 1 based base VERB bracis-19090 44 2 on on ADP bracis-19090 44 3 this this DET bracis-19090 44 4 scenario scenario NOUN bracis-19090 44 5 , , PUNCT bracis-19090 44 6 this this DET bracis-19090 44 7 study study NOUN bracis-19090 44 8 investigates investigate VERB bracis-19090 44 9 and and CCONJ bracis-19090 44 10 assesses assess VERB bracis-19090 44 11 the the DET bracis-19090 44 12 use use NOUN bracis-19090 44 13 of of ADP bracis-19090 44 14 state state NOUN bracis-19090 44 15 - - PUNCT bracis-19090 44 16 of of ADP bracis-19090 44 17 - - PUNCT bracis-19090 44 18 the the DET bracis-19090 44 19 - - PUNCT bracis-19090 44 20 art art NOUN bracis-19090 44 21 methods method NOUN bracis-19090 44 22 based base VERB bracis-19090 44 23 on on ADP bracis-19090 44 24 nmt nmt PROPN bracis-19090 44 25 to to PART bracis-19090 44 26 simplify simplify VERB bracis-19090 44 27 documents document NOUN bracis-19090 44 28 written write VERB bracis-19090 44 29 in in ADP bracis-19090 44 30 brazilian brazilian ADJ bracis-19090 44 31 portuguese portuguese PROPN bracis-19090 44 32 automatically automatically ADV bracis-19090 44 33 . . PUNCT bracis-19090 45 1 this this DET bracis-19090 45 2 paper paper NOUN bracis-19090 45 3 presents present VERB bracis-19090 45 4 an an DET bracis-19090 45 5 empirical empirical ADJ bracis-19090 45 6 evaluation evaluation NOUN bracis-19090 45 7 of of ADP bracis-19090 45 8 nmt nmt NOUN bracis-19090 45 9 models model NOUN bracis-19090 45 10 in in ADP bracis-19090 45 11 a a DET bracis-19090 45 12 parallel parallel ADJ bracis-19090 45 13 corpus corpus NOUN bracis-19090 45 14 extracted extract VERB bracis-19090 45 15 from from ADP bracis-19090 45 16 complex complex ADJ bracis-19090 45 17 and and CCONJ bracis-19090 45 18 simplified simplified ADJ bracis-19090 45 19 translations translation NOUN bracis-19090 45 20 of of ADP bracis-19090 45 21 the the DET bracis-19090 45 22 bible bible PROPN bracis-19090 45 23 to to PART bracis-19090 45 24 reach reach VERB bracis-19090 45 25 this this DET bracis-19090 45 26 goal goal NOUN bracis-19090 45 27 . . PUNCT bracis-19090 46 1 the the DET bracis-19090 46 2 results result NOUN bracis-19090 46 3 demonstrated demonstrate VERB bracis-19090 46 4 that that SCONJ bracis-19090 46 5 the the DET bracis-19090 46 6 use use NOUN bracis-19090 46 7 of of ADP bracis-19090 46 8 nmt nmt NOUN bracis-19090 46 9 in in ADP bracis-19090 46 10 portuguese portuguese ADJ bracis-19090 46 11 text text NOUN bracis-19090 46 12 simplification simplification NOUN bracis-19090 46 13 is be AUX bracis-19090 46 14 promising promise VERB bracis-19090 46 15 , , PUNCT bracis-19090 46 16 with with ADP bracis-19090 46 17 a a DET bracis-19090 46 18 wide wide ADJ bracis-19090 46 19 range range NOUN bracis-19090 46 20 of of ADP bracis-19090 46 21 practical practical ADJ bracis-19090 46 22 applications application NOUN bracis-19090 46 23 . . PUNCT bracis-19090 47 1 these these DET bracis-19090 47 2 findings finding NOUN bracis-19090 47 3 can can AUX bracis-19090 47 4 improve improve VERB bracis-19090 47 5 text text NOUN bracis-19090 47 6 accessibility accessibility NOUN bracis-19090 47 7 for for ADP bracis-19090 47 8 more more ADJ bracis-19090 47 9 people people NOUN bracis-19090 47 10 , , PUNCT bracis-19090 47 11 fostering foster VERB bracis-19090 47 12 the the DET bracis-19090 47 13 democratisation democratisation NOUN bracis-19090 47 14 of of ADP bracis-19090 47 15 information information NOUN bracis-19090 47 16 . . PUNCT bracis-19090 48 1 this this DET bracis-19090 48 2 paper paper NOUN bracis-19090 48 3 is be AUX bracis-19090 48 4 organised organise VERB bracis-19090 48 5 as as SCONJ bracis-19090 48 6 follows follow VERB bracis-19090 48 7 . . PUNCT bracis-19090 49 1 section section NOUN bracis-19090 49 2     SPACE bracis-19090 49 3 2 2 NUM bracis-19090 49 4 introduces introduce NOUN bracis-19090 49 5 basic basic ADJ bracis-19090 49 6 concepts concept NOUN bracis-19090 49 7 about about ADP bracis-19090 49 8 nmt nmt NOUN bracis-19090 49 9 and and CCONJ bracis-19090 49 10 the the DET bracis-19090 49 11 methods method NOUN bracis-19090 49 12 adopted adopt VERB bracis-19090 49 13 in in ADP bracis-19090 49 14 this this DET bracis-19090 49 15 work work NOUN bracis-19090 49 16 . . PUNCT bracis-19090 50 1 section section NOUN bracis-19090 50 2     SPACE bracis-19090 50 3 3 3 NUM bracis-19090 50 4 presents present NOUN bracis-19090 50 5 works work NOUN bracis-19090 50 6 related relate VERB bracis-19090 50 7 to to ADP bracis-19090 50 8 the the DET bracis-19090 50 9 ats ats PROPN bracis-19090 50 10 problem problem NOUN bracis-19090 50 11 . . PUNCT bracis-19090 51 1 in in ADP bracis-19090 51 2 sect sect NOUN bracis-19090 51 3 . . PUNCT bracis-19090 51 4     SPACE bracis-19090 51 5 4 4 NUM bracis-19090 51 6 , , PUNCT bracis-19090 51 7 materials material NOUN bracis-19090 51 8 and and CCONJ bracis-19090 51 9 methods method NOUN bracis-19090 51 10 are be AUX bracis-19090 51 11 detailed detail VERB bracis-19090 51 12 . . PUNCT bracis-19090 52 1 section section NOUN bracis-19090 52 2     SPACE bracis-19090 52 3 5 5 NUM bracis-19090 52 4 presents present VERB bracis-19090 52 5 the the DET bracis-19090 52 6 results result NOUN bracis-19090 52 7 and and CCONJ bracis-19090 52 8 discussion discussion NOUN bracis-19090 52 9 . . PUNCT bracis-19090 53 1 finally finally ADV bracis-19090 53 2 , , PUNCT bracis-19090 53 3 sect sect NOUN bracis-19090 53 4 . . PUNCT bracis-19090 53 5     SPACE bracis-19090 54 1 6 6 NUM bracis-19090 54 2 states state VERB bracis-19090 54 3 the the DET bracis-19090 54 4 conclusion conclusion NOUN bracis-19090 54 5 and and CCONJ bracis-19090 54 6 future future ADJ bracis-19090 54 7 works work NOUN bracis-19090 54 8 . . PUNCT bracis-19090 55 1 2 2 NUM bracis-19090 55 2 background background NOUN bracis-19090 55 3 this this DET bracis-19090 55 4 paper paper NOUN bracis-19090 55 5 explores explore VERB bracis-19090 55 6 the the DET bracis-19090 55 7 use use NOUN bracis-19090 55 8 of of ADP bracis-19090 55 9 nmt nmt NOUN bracis-19090 55 10 models model NOUN bracis-19090 55 11 using use VERB bracis-19090 55 12 mono mono PROPN bracis-19090 55 13 language language NOUN bracis-19090 55 14 translation translation NOUN bracis-19090 55 15 to to PART bracis-19090 55 16 simplify simplify VERB bracis-19090 55 17 texts text NOUN bracis-19090 55 18 in in ADP bracis-19090 55 19 portuguese portuguese PROPN bracis-19090 55 20 . . PUNCT bracis-19090 56 1 herein herein PROPN bracis-19090 56 2 , , PUNCT bracis-19090 56 3 we we PRON bracis-19090 56 4 briefly briefly AUX bracis-19090 56 5 introduce introduce VERB bracis-19090 56 6 recurrent recurrent ADJ bracis-19090 56 7 neural neural ADJ bracis-19090 56 8 networks network NOUN bracis-19090 56 9 ( ( PUNCT bracis-19090 56 10 rnns rnns PROPN bracis-19090 56 11 ) ) PUNCT bracis-19090 56 12 , , PUNCT bracis-19090 56 13 nmt nmt NOUN bracis-19090 56 14 , , PUNCT bracis-19090 56 15 and and CCONJ bracis-19090 56 16 the the DET bracis-19090 56 17 methods method NOUN bracis-19090 56 18 considered consider VERB bracis-19090 56 19 in in ADP bracis-19090 56 20 this this DET bracis-19090 56 21 work work NOUN bracis-19090 56 22 , , PUNCT bracis-19090 56 23 i.e. i.e. X bracis-19090 56 24 , , PUNCT bracis-19090 56 25 an an DET bracis-19090 56 26 attention attention NOUN bracis-19090 56 27 - - PUNCT bracis-19090 56 28 based base VERB bracis-19090 56 29 model model NOUN bracis-19090 56 30 and and CCONJ bracis-19090 56 31 a a DET bracis-19090 56 32 bidirectional bidirectional ADJ bracis-19090 56 33 recurrent recurrent ADJ bracis-19090 56 34 neural neural ADJ bracis-19090 56 35 network network NOUN bracis-19090 56 36 ( ( PUNCT bracis-19090 56 37 b b X bracis-19090 56 38 - - PUNCT bracis-19090 56 39 rnn rnn PROPN bracis-19090 56 40 ) ) PUNCT bracis-19090 56 41 with with ADP bracis-19090 56 42 an an DET bracis-19090 56 43 attention attention NOUN bracis-19090 56 44 layer layer NOUN bracis-19090 56 45 . . PUNCT bracis-19090 57 1 a a DET bracis-19090 57 2 rnn rnn NOUN bracis-19090 57 3 main main ADJ bracis-19090 57 4 advantage advantage NOUN bracis-19090 57 5 is be AUX bracis-19090 57 6 to to PART bracis-19090 57 7 learn learn VERB bracis-19090 57 8 temporal temporal ADJ bracis-19090 57 9 information information NOUN bracis-19090 57 10 , , PUNCT bracis-19090 57 11 even even ADV bracis-19090 57 12 though though SCONJ bracis-19090 57 13 it it PRON bracis-19090 57 14 can can AUX bracis-19090 57 15 be be AUX bracis-19090 57 16 used use VERB bracis-19090 57 17 in in ADP bracis-19090 57 18 a a DET bracis-19090 57 19 non non ADJ bracis-19090 57 20 - - ADJ bracis-19090 57 21 temporal temporal ADJ bracis-19090 57 22 context context NOUN bracis-19090 57 23     SPACE bracis-19090 58 1 [ [ X bracis-19090 58 2 20 20 NUM bracis-19090 58 3 ] ] PUNCT bracis-19090 58 4 . . PUNCT bracis-19090 59 1 in in ADP bracis-19090 59 2 the the DET bracis-19090 59 3 case case NOUN bracis-19090 59 4 of of ADP bracis-19090 59 5 machine machine NOUN bracis-19090 59 6 translation translation NOUN bracis-19090 59 7 , , PUNCT bracis-19090 59 8 it it PRON bracis-19090 59 9 usually usually ADV bracis-19090 59 10 works work VERB bracis-19090 59 11 with with ADP bracis-19090 59 12 a a DET bracis-19090 59 13 combination combination NOUN bracis-19090 59 14 of of ADP bracis-19090 59 15 encoder encoder NOUN bracis-19090 59 16 - - PUNCT bracis-19090 59 17 decoder decoder NOUN bracis-19090 59 18 architectures architecture NOUN bracis-19090 59 19 in in ADP bracis-19090 59 20 which which PRON bracis-19090 59 21 both both PRON bracis-19090 59 22 of of ADP bracis-19090 59 23 them they PRON bracis-19090 59 24 use use VERB bracis-19090 59 25 rnn rnn VERB bracis-19090 59 26     SPACE bracis-19090 59 27 [ [ X bracis-19090 59 28 20 20 NUM bracis-19090 59 29 , , PUNCT bracis-19090 59 30 34 34 NUM bracis-19090 59 31 ] ] PUNCT bracis-19090 59 32 . . PUNCT bracis-19090 60 1 an an DET bracis-19090 60 2 encoder encoder NOUN bracis-19090 60 3 is be AUX bracis-19090 60 4 responsible responsible ADJ bracis-19090 60 5 for for ADP bracis-19090 60 6 transforming transform VERB bracis-19090 60 7 the the DET bracis-19090 60 8 input input NOUN bracis-19090 60 9 in in ADP bracis-19090 60 10 a a DET bracis-19090 60 11 context context NOUN bracis-19090 60 12 vector vector NOUN bracis-19090 60 13 summarising summarise VERB bracis-19090 60 14 its its PRON bracis-19090 60 15 information information NOUN bracis-19090 60 16 after after ADP bracis-19090 60 17 t t PROPN bracis-19090 60 18 recursive recursive ADJ bracis-19090 60 19 updates update NOUN bracis-19090 60 20     SPACE bracis-19090 61 1 [ [ X bracis-19090 61 2 25 25 NUM bracis-19090 61 3 ] ] PUNCT bracis-19090 61 4 . . PUNCT bracis-19090 62 1 the the DET bracis-19090 62 2 decoding decode VERB bracis-19090 62 3 process process NOUN bracis-19090 62 4 takes take VERB bracis-19090 62 5 the the DET bracis-19090 62 6 dummy dummy ADJ bracis-19090 62 7 input input NOUN bracis-19090 62 8 and and CCONJ bracis-19090 62 9 generates generate VERB bracis-19090 62 10 recursively recursively ADV bracis-19090 62 11 the the DET bracis-19090 62 12 output output NOUN bracis-19090 62 13 feeding feed VERB bracis-19090 62 14 the the DET bracis-19090 62 15 next next ADJ bracis-19090 62 16 output output NOUN bracis-19090 62 17 with with ADP bracis-19090 62 18 the the DET bracis-19090 62 19 previous previous ADJ bracis-19090 62 20 output output NOUN bracis-19090 62 21 generated generate VERB bracis-19090 62 22     SPACE bracis-19090 63 1 [ [ X bracis-19090 63 2 25 25 NUM bracis-19090 63 3 ] ] PUNCT bracis-19090 63 4 . . PUNCT bracis-19090 64 1 in in ADP bracis-19090 64 2 this this DET bracis-19090 64 3 paper paper NOUN bracis-19090 64 4 , , PUNCT bracis-19090 64 5 we we PRON bracis-19090 64 6 consider consider VERB bracis-19090 64 7 a a DET bracis-19090 64 8 specific specific ADJ bracis-19090 64 9 rnn rnn NOUN bracis-19090 64 10 type type NOUN bracis-19090 64 11 called call VERB bracis-19090 64 12 bidirectional bidirectional ADJ bracis-19090 64 13 recurrent recurrent ADJ bracis-19090 64 14 neural neural ADJ bracis-19090 64 15 network network NOUN bracis-19090 64 16 ( ( PUNCT bracis-19090 64 17 b b X bracis-19090 64 18 - - PUNCT bracis-19090 64 19 rnn rnn NOUN bracis-19090 64 20 ) ) PUNCT bracis-19090 64 21 , , PUNCT bracis-19090 64 22 in in ADP bracis-19090 64 23 which which PRON bracis-19090 64 24 the the DET bracis-19090 64 25 encoder encoder NOUN bracis-19090 64 26 is be AUX bracis-19090 64 27 not not PART bracis-19090 64 28 only only ADV bracis-19090 64 29 able able ADJ bracis-19090 64 30 to to PART bracis-19090 64 31 predict predict VERB bracis-19090 64 32 based base VERB bracis-19090 64 33 on on ADP bracis-19090 64 34 the the DET bracis-19090 64 35 past past ADJ bracis-19090 64 36 inputs input NOUN bracis-19090 64 37 but but CCONJ bracis-19090 64 38 also also ADV bracis-19090 64 39 in in ADP bracis-19090 64 40 the the DET bracis-19090 64 41 future future ADJ bracis-19090 64 42 ones one NOUN bracis-19090 64 43     SPACE bracis-19090 65 1 [ [ X bracis-19090 65 2 20 20 NUM bracis-19090 65 3 ] ] PUNCT bracis-19090 65 4 . . PUNCT bracis-19090 66 1 it it PRON bracis-19090 66 2 produces produce VERB bracis-19090 66 3 a a DET bracis-19090 66 4 feed feed NOUN bracis-19090 66 5 - - PUNCT bracis-19090 66 6 forward forward NOUN bracis-19090 66 7 sequence sequence NOUN bracis-19090 66 8 \((f_1 \((f_1 NOUN bracis-19090 66 9 , , PUNCT bracis-19090 66 10 f_2 f_2 PROPN bracis-19090 66 11 , , PUNCT bracis-19090 66 12 \dots \dot NOUN bracis-19090 66 13 , , PUNCT bracis-19090 66 14 f_n)\ f_n)\ PROPN bracis-19090 66 15 ) ) PUNCT bracis-19090 66 16 and and CCONJ bracis-19090 66 17 a a DET bracis-19090 66 18 backward backward ADJ bracis-19090 66 19 sequence sequence NOUN bracis-19090 66 20 \((b_1 \((b_1 NOUN bracis-19090 66 21 , , PUNCT bracis-19090 66 22 b_2 b_2 PROPN bracis-19090 66 23 , , PUNCT bracis-19090 66 24 \dots \dot NOUN bracis-19090 66 25 , , PUNCT bracis-19090 66 26 b_n)\ b_n)\ ADJ bracis-19090 66 27 ) ) PUNCT bracis-19090 66 28 such such ADJ bracis-19090 66 29 that that DET bracis-19090 66 30 h h NOUN bracis-19090 67 1 = = PUNCT bracis-19090 68 1 [ [ X bracis-19090 68 2 f f X bracis-19090 68 3 , , PUNCT bracis-19090 68 4 b b X bracis-19090 68 5 ] ] X bracis-19090 68 6 is be AUX bracis-19090 68 7 the the DET bracis-19090 68 8 concatenation concatenation NOUN bracis-19090 68 9 of of ADP bracis-19090 68 10 them they PRON bracis-19090 68 11     SPACE bracis-19090 69 1 [ [ X bracis-19090 69 2 20 20 NUM bracis-19090 69 3 ] ] PUNCT bracis-19090 69 4 . . PUNCT bracis-19090 70 1 a a DET bracis-19090 70 2 significant significant ADJ bracis-19090 70 3 advancement advancement NOUN bracis-19090 70 4 on on ADP bracis-19090 70 5 rnn rnn PROPN bracis-19090 70 6 was be AUX bracis-19090 70 7 the the DET bracis-19090 70 8 proposal proposal NOUN bracis-19090 70 9 of of ADP bracis-19090 70 10 the the DET bracis-19090 70 11 attention attention NOUN bracis-19090 70 12 mechanism mechanism NOUN bracis-19090 70 13 [ [ X bracis-19090 70 14 6 6 NUM bracis-19090 70 15 ] ] PUNCT bracis-19090 70 16 . . PUNCT bracis-19090 71 1 this this DET bracis-19090 71 2 mechanism mechanism NOUN bracis-19090 71 3 allows allow VERB bracis-19090 71 4 a a DET bracis-19090 71 5 sequence sequence NOUN bracis-19090 71 6 - - PUNCT bracis-19090 71 7 to to ADP bracis-19090 71 8 - - PUNCT bracis-19090 71 9 sequence sequence NOUN bracis-19090 71 10 model model NOUN bracis-19090 71 11 to to PART bracis-19090 71 12 pay pay VERB bracis-19090 71 13 attention attention NOUN bracis-19090 71 14 to to ADP bracis-19090 71 15 key key ADJ bracis-19090 71 16 parts part NOUN bracis-19090 71 17 of of ADP bracis-19090 71 18 the the DET bracis-19090 71 19 target target NOUN bracis-19090 71 20 sequence sequence NOUN bracis-19090 71 21 . . PUNCT bracis-19090 72 1 consequently consequently ADV bracis-19090 72 2 , , PUNCT bracis-19090 72 3 it it PRON bracis-19090 72 4 permits permit VERB bracis-19090 72 5 the the DET bracis-19090 72 6 model model NOUN bracis-19090 72 7 to to PART bracis-19090 72 8 learn learn VERB bracis-19090 72 9 the the DET bracis-19090 72 10 correct correct ADJ bracis-19090 72 11 alignment alignment NOUN bracis-19090 72 12 of of ADP bracis-19090 72 13 the the DET bracis-19090 72 14 sentences sentence NOUN bracis-19090 72 15     SPACE bracis-19090 73 1 [ [ X bracis-19090 73 2 6 6 NUM bracis-19090 73 3 ] ] PUNCT bracis-19090 73 4 . . PUNCT bracis-19090 74 1 studies study NOUN bracis-19090 74 2 have have AUX bracis-19090 74 3 stated state VERB bracis-19090 74 4 that that SCONJ bracis-19090 74 5 attention attention NOUN bracis-19090 74 6 mechanisms mechanism NOUN bracis-19090 74 7 significantly significantly ADV bracis-19090 74 8 improve improve VERB bracis-19090 74 9 the the DET bracis-19090 74 10 model model NOUN bracis-19090 74 11 performance performance NOUN bracis-19090 74 12 on on ADP bracis-19090 74 13 long long ADJ bracis-19090 74 14 sentences sentence NOUN bracis-19090 74 15 and and CCONJ bracis-19090 74 16 improve improve VERB bracis-19090 74 17 the the DET bracis-19090 74 18 model model NOUN bracis-19090 74 19 soft soft ADJ bracis-19090 74 20 - - PUNCT bracis-19090 74 21 alignment alignment NOUN bracis-19090 74 22 [ [ X bracis-19090 74 23 6 6 NUM bracis-19090 74 24 ] ] PUNCT bracis-19090 74 25 . . PUNCT bracis-19090 75 1 consequently consequently ADV bracis-19090 75 2 , , PUNCT bracis-19090 75 3 it it PRON bracis-19090 75 4 had have VERB bracis-19090 75 5 a a DET bracis-19090 75 6 considerable considerable ADJ bracis-19090 75 7 impact impact NOUN bracis-19090 75 8 on on ADP bracis-19090 75 9 improving improve VERB bracis-19090 75 10 the the DET bracis-19090 75 11 results result NOUN bracis-19090 75 12 of of ADP bracis-19090 75 13 machine machine NOUN bracis-19090 75 14 translation translation NOUN bracis-19090 75 15     SPACE bracis-19090 76 1 [ [ X bracis-19090 76 2 6 6 NUM bracis-19090 76 3 ] ] PUNCT bracis-19090 76 4 . . PUNCT bracis-19090 77 1 in in ADP bracis-19090 77 2 this this DET bracis-19090 77 3 work work NOUN bracis-19090 77 4 , , PUNCT bracis-19090 77 5 we we PRON bracis-19090 77 6 used use VERB bracis-19090 77 7 a a DET bracis-19090 77 8 b b NOUN bracis-19090 77 9 - - PUNCT bracis-19090 77 10 rnn rnn NOUN bracis-19090 77 11 using use VERB bracis-19090 77 12 an an DET bracis-19090 77 13 attention attention NOUN bracis-19090 77 14 layer layer NOUN bracis-19090 77 15 as as ADP bracis-19090 77 16 one one NUM bracis-19090 77 17 of of ADP bracis-19090 77 18 the the DET bracis-19090 77 19 algorithms algorithm NOUN bracis-19090 77 20 to to PART bracis-19090 77 21 be be AUX bracis-19090 77 22 analysed analyse VERB bracis-19090 77 23 in in ADP bracis-19090 77 24 the the DET bracis-19090 77 25 ats ats PROPN bracis-19090 77 26 problem problem NOUN bracis-19090 77 27 for for ADP bracis-19090 77 28 portuguese portuguese NOUN bracis-19090 77 29 . . PUNCT bracis-19090 78 1 more more ADV bracis-19090 78 2 recently recently ADV bracis-19090 78 3 , , PUNCT bracis-19090 78 4 it it PRON bracis-19090 78 5 was be AUX bracis-19090 78 6 proposed propose VERB bracis-19090 78 7 a a DET bracis-19090 78 8 method method NOUN bracis-19090 78 9 called call VERB bracis-19090 78 10 transformer transformer NOUN bracis-19090 78 11 , , PUNCT bracis-19090 78 12 which which PRON bracis-19090 78 13 is be AUX bracis-19090 78 14 based base VERB bracis-19090 78 15 solely solely ADV bracis-19090 78 16 on on ADP bracis-19090 78 17 attention attention NOUN bracis-19090 78 18 layers layer NOUN bracis-19090 78 19 , , PUNCT bracis-19090 78 20 dispensing dispense VERB bracis-19090 78 21 with with ADP bracis-19090 78 22 recurrence recurrence NOUN bracis-19090 78 23 and and CCONJ bracis-19090 78 24 convolutions convolution NOUN bracis-19090 78 25 entirely entirely ADV bracis-19090 78 26     SPACE bracis-19090 79 1 [ [ X bracis-19090 79 2 33 33 NUM bracis-19090 79 3 ] ] PUNCT bracis-19090 79 4 . . PUNCT bracis-19090 80 1 the the DET bracis-19090 80 2 transformer transformer NOUN bracis-19090 80 3 follows follow VERB bracis-19090 80 4 a a DET bracis-19090 80 5 general general ADJ bracis-19090 80 6 sequence sequence NOUN bracis-19090 80 7 - - PUNCT bracis-19090 80 8 to to ADP bracis-19090 80 9 - - PUNCT bracis-19090 80 10 sequence sequence NOUN bracis-19090 80 11 architecture architecture NOUN bracis-19090 80 12 based base VERB bracis-19090 80 13 on on ADP bracis-19090 80 14 encoder encoder NOUN bracis-19090 80 15 - - PUNCT bracis-19090 80 16 decoder decoder NOUN bracis-19090 80 17     SPACE bracis-19090 81 1 [ [ X bracis-19090 81 2 33 33 NUM bracis-19090 81 3 ] ] PUNCT bracis-19090 81 4 . . PUNCT bracis-19090 82 1 the the DET bracis-19090 82 2 basic basic ADJ bracis-19090 82 3 encoder encoder NOUN bracis-19090 82 4 format format NOUN bracis-19090 82 5 is be AUX bracis-19090 82 6 a a DET bracis-19090 82 7 stack stack NOUN bracis-19090 82 8 of of ADP bracis-19090 82 9 n n DET bracis-19090 82 10 layers layer NOUN bracis-19090 82 11 followed follow VERB bracis-19090 82 12 by by ADP bracis-19090 82 13 two two NUM bracis-19090 82 14 sub sub NOUN bracis-19090 82 15 - - NOUN bracis-19090 82 16 layers layer NOUN bracis-19090 82 17 , , PUNCT bracis-19090 82 18 the the DET bracis-19090 82 19 self self NOUN bracis-19090 82 20 - - PUNCT bracis-19090 82 21 attention attention NOUN bracis-19090 82 22 , , PUNCT bracis-19090 82 23 and and CCONJ bracis-19090 82 24 the the DET bracis-19090 82 25 multi multi ADJ bracis-19090 82 26 - - ADJ bracis-19090 82 27 head head ADJ bracis-19090 82 28 attention attention NOUN bracis-19090 82 29 . . PUNCT bracis-19090 83 1 also also ADV bracis-19090 83 2 , , PUNCT bracis-19090 83 3 the the DET bracis-19090 83 4 encoder encoder NOUN bracis-19090 83 5 has have VERB bracis-19090 83 6 a a DET bracis-19090 83 7 normalization normalization NOUN bracis-19090 83 8 layer layer NOUN bracis-19090 83 9 and and CCONJ bracis-19090 83 10 a a DET bracis-19090 83 11 residual residual ADJ bracis-19090 83 12 connection connection NOUN bracis-19090 83 13     SPACE bracis-19090 84 1 [ [ X bracis-19090 84 2 33 33 NUM bracis-19090 84 3 ] ] PUNCT bracis-19090 84 4 . . PUNCT bracis-19090 85 1 the the DET bracis-19090 85 2 decoder decoder NOUN bracis-19090 85 3 follows follow VERB bracis-19090 85 4 a a DET bracis-19090 85 5 similar similar ADJ bracis-19090 85 6 design design NOUN bracis-19090 85 7 using use VERB bracis-19090 85 8 a a DET bracis-19090 85 9 stack stack NOUN bracis-19090 85 10 of of ADP bracis-19090 85 11 n n DET bracis-19090 85 12 layers layer NOUN bracis-19090 85 13 with with ADP bracis-19090 85 14 sub sub NOUN bracis-19090 85 15 - - NOUN bracis-19090 85 16 layers layer NOUN bracis-19090 85 17 and and CCONJ bracis-19090 85 18 normalization normalization NOUN bracis-19090 85 19 with with ADP bracis-19090 85 20 multi multi ADJ bracis-19090 85 21 - - ADJ bracis-19090 85 22 head head ADJ bracis-19090 85 23 attention attention NOUN bracis-19090 85 24 and and CCONJ bracis-19090 85 25 residual residual ADJ bracis-19090 85 26 connections connection NOUN bracis-19090 85 27     SPACE bracis-19090 86 1 [ [ X bracis-19090 86 2 33 33 NUM bracis-19090 86 3 ] ] PUNCT bracis-19090 86 4 . . PUNCT bracis-19090 87 1 the the DET bracis-19090 87 2 attention attention NOUN bracis-19090 87 3 implementation implementation NOUN bracis-19090 87 4 proposed propose VERB bracis-19090 87 5 by by ADP bracis-19090 87 6     SPACE bracis-19090 87 7 [ [ PUNCT bracis-19090 87 8 33 33 NUM bracis-19090 87 9 ] ] PUNCT bracis-19090 87 10 consists consist VERB bracis-19090 87 11 of of ADP bracis-19090 87 12 a a DET bracis-19090 87 13 scaled scale VERB bracis-19090 87 14 dot dot NOUN bracis-19090 87 15 product product NOUN bracis-19090 87 16 attention attention NOUN bracis-19090 87 17 where where SCONJ bracis-19090 87 18 the the DET bracis-19090 87 19 key key ADJ bracis-19090 87 20 ( ( PUNCT bracis-19090 87 21 k k NOUN bracis-19090 87 22 ) ) PUNCT bracis-19090 87 23 , , PUNCT bracis-19090 87 24 queries query NOUN bracis-19090 87 25 ( ( PUNCT bracis-19090 87 26 q q X bracis-19090 87 27 ) ) PUNCT bracis-19090 87 28 are be AUX bracis-19090 87 29 vectors vector NOUN bracis-19090 87 30 ( ( PUNCT bracis-19090 87 31 v v NOUN bracis-19090 87 32 ) ) PUNCT bracis-19090 87 33 of of ADP bracis-19090 87 34 dimension dimension NOUN bracis-19090 87 35 \(d_k\ \(d_k\ PROPN bracis-19090 87 36 ) ) PUNCT bracis-19090 87 37 and and CCONJ bracis-19090 87 38 values value NOUN bracis-19090 87 39 are be AUX bracis-19090 87 40 vectors vector NOUN bracis-19090 87 41 of of ADP bracis-19090 87 42 dimension dimension NOUN bracis-19090 87 43 \(d_v\ \(d_v\ ADJ bracis-19090 87 44 ) ) PUNCT bracis-19090 87 45     SPACE bracis-19090 88 1 [ [ X bracis-19090 88 2 33 33 NUM bracis-19090 88 3 ] ] PUNCT bracis-19090 88 4 . . PUNCT bracis-19090 89 1 therefore therefore ADV bracis-19090 89 2 , , PUNCT bracis-19090 89 3 the the DET bracis-19090 89 4 attention attention NOUN bracis-19090 89 5 to to ADP bracis-19090 89 6 each each DET bracis-19090 89 7 output output NOUN bracis-19090 89 8 is be AUX bracis-19090 89 9 calculated calculate VERB bracis-19090 89 10 as as SCONJ bracis-19090 89 11 given give VERB bracis-19090 89 12 by by ADP bracis-19090 89 13 eq eq PROPN bracis-19090 89 14 . . PUNCT bracis-19090 89 15     SPACE bracis-19090 89 16 2 2 NUM bracis-19090 89 17 where where SCONJ bracis-19090 89 18 \(\frac{1}{\sqrt{d_k}}\ \(\frac{1}{\sqrt{d_k}}\ NOUN bracis-19090 89 19 ) ) PUNCT bracis-19090 89 20 is be AUX bracis-19090 89 21 the the DET bracis-19090 89 22 scaling scale VERB bracis-19090 89 23 factor factor NOUN bracis-19090 89 24 . . PUNCT bracis-19090 90 1 $ $ SYM bracis-19090 90 2 $ $ SYM bracis-19090 90 3 \begin{aligned \begin{aligne VERB bracis-19090 90 4 } } PUNCT bracis-19090 90 5 attention(q attention(q PROPN bracis-19090 90 6 , , PUNCT bracis-19090 90 7 k k PROPN bracis-19090 90 8 , , PUNCT bracis-19090 90 9 v v NOUN bracis-19090 90 10 ) ) PUNCT bracis-19090 90 11 = = PUNCT bracis-19090 90 12 softmax(\frac{qk^{t}}{\sqrt{d_k}})v softmax(\frac{qk^{t}}{\sqrt{d_k}})v NOUN bracis-19090 90 13 . . PROPN bracis-19090 90 14 \end{aligned}$$ \end{aligned}$$ X bracis-19090 90 15 ( ( PUNCT bracis-19090 90 16 1 1 NUM bracis-19090 90 17 ) ) PUNCT bracis-19090 90 18 in in ADP bracis-19090 90 19 practice practice NOUN bracis-19090 90 20 , , PUNCT bracis-19090 90 21 the the DET bracis-19090 90 22 model model NOUN bracis-19090 90 23 makes make VERB bracis-19090 90 24 use use NOUN bracis-19090 90 25 of of ADP bracis-19090 90 26 multi multi ADJ bracis-19090 90 27 - - ADJ bracis-19090 90 28 head head ADJ bracis-19090 90 29 attention attention NOUN bracis-19090 90 30 to to PART bracis-19090 90 31 learn learn VERB bracis-19090 90 32 different different ADJ bracis-19090 90 33 parts part NOUN bracis-19090 90 34 of of ADP bracis-19090 90 35 the the DET bracis-19090 90 36 representation representation NOUN bracis-19090 90 37 and and CCONJ bracis-19090 90 38 in in ADP bracis-19090 90 39 different different ADJ bracis-19090 90 40 positions position NOUN bracis-19090 90 41     SPACE bracis-19090 91 1 [ [ X bracis-19090 91 2 33 33 NUM bracis-19090 91 3 ] ] PUNCT bracis-19090 91 4 . . PUNCT bracis-19090 92 1 besides besides SCONJ bracis-19090 92 2 , , PUNCT bracis-19090 92 3 attention attention NOUN bracis-19090 92 4 is be AUX bracis-19090 92 5 used use VERB bracis-19090 92 6 both both PRON bracis-19090 92 7 in in ADP bracis-19090 92 8 decoder decoder NOUN bracis-19090 92 9 and and CCONJ bracis-19090 92 10 encoder encoder NOUN bracis-19090 92 11 and and CCONJ bracis-19090 92 12 in in ADP bracis-19090 92 13 a a DET bracis-19090 92 14 self self NOUN bracis-19090 92 15 - - PUNCT bracis-19090 92 16 attention attention NOUN bracis-19090 92 17 manner manner NOUN bracis-19090 92 18     SPACE bracis-19090 93 1 [ [ X bracis-19090 93 2 33 33 NUM bracis-19090 93 3 ] ] PUNCT bracis-19090 93 4 . . PUNCT bracis-19090 94 1 in in ADP bracis-19090 94 2 addition addition NOUN bracis-19090 94 3 to to ADP bracis-19090 94 4 attention attention NOUN bracis-19090 94 5 , , PUNCT bracis-19090 94 6 the the DET bracis-19090 94 7 models model NOUN bracis-19090 94 8 also also ADV bracis-19090 94 9 use use VERB bracis-19090 94 10 a a DET bracis-19090 94 11 fully fully ADV bracis-19090 94 12 connected connect VERB bracis-19090 94 13 position position NOUN bracis-19090 94 14 - - PUNCT bracis-19090 94 15 wise wise ADJ bracis-19090 94 16 feed feed NOUN bracis-19090 94 17 - - PUNCT bracis-19090 94 18 forward forward NOUN bracis-19090 94 19 with with ADP bracis-19090 94 20 positional positional ADJ bracis-19090 94 21 encoding encoding NOUN bracis-19090 94 22 layer layer NOUN bracis-19090 94 23 also also ADV bracis-19090 94 24     SPACE bracis-19090 95 1 [ [ X bracis-19090 95 2 33 33 NUM bracis-19090 95 3 ] ] PUNCT bracis-19090 95 4 . . PUNCT bracis-19090 96 1 the the DET bracis-19090 96 2 transformer transformer ADJ bracis-19090 96 3 experimental experimental ADJ bracis-19090 96 4 results result NOUN bracis-19090 96 5 showed show VERB bracis-19090 96 6 that that SCONJ bracis-19090 96 7 only only ADJ bracis-19090 96 8 attention attention NOUN bracis-19090 96 9 models model NOUN bracis-19090 96 10 overcame overcome VERB bracis-19090 96 11 rnns rnn NOUN bracis-19090 96 12 in in ADP bracis-19090 96 13 quality quality NOUN bracis-19090 96 14 and and CCONJ bracis-19090 96 15 required require VERB bracis-19090 96 16 significantly significantly ADV bracis-19090 96 17 less less ADJ bracis-19090 96 18 time time NOUN bracis-19090 96 19 to to PART bracis-19090 96 20 train train VERB bracis-19090 96 21 as as ADP bracis-19090 96 22 in in ADP bracis-19090 96 23 the the PRON bracis-19090 96 24 on on ADP bracis-19090 96 25 two two NUM bracis-19090 96 26 machine machine NOUN bracis-19090 96 27 english english ADJ bracis-19090 96 28 - - PUNCT bracis-19090 96 29 french french ADJ bracis-19090 96 30 translation translation NOUN bracis-19090 96 31 tasks task VERB bracis-19090 96 32     SPACE bracis-19090 97 1 [ [ X bracis-19090 97 2 33 33 NUM bracis-19090 97 3 ] ] PUNCT bracis-19090 97 4 . . PUNCT bracis-19090 98 1 the the DET bracis-19090 98 2 development development NOUN bracis-19090 98 3 of of ADP bracis-19090 98 4 transformer transformer NOUN bracis-19090 98 5 allowed allow VERB bracis-19090 98 6 the the DET bracis-19090 98 7 development development NOUN bracis-19090 98 8 of of ADP bracis-19090 98 9 new new ADJ bracis-19090 98 10 promising promising ADJ bracis-19090 98 11 models model NOUN bracis-19090 98 12 such such ADJ bracis-19090 98 13 as as ADP bracis-19090 98 14 bidirectional bidirectional ADJ bracis-19090 98 15 encoder encoder NOUN bracis-19090 98 16 representations representation VERB bracis-19090 98 17 from from ADP bracis-19090 98 18 transformers transformer NOUN bracis-19090 98 19 ( ( PUNCT bracis-19090 98 20 bert bert PROPN bracis-19090 98 21 ) ) PUNCT bracis-19090 98 22 and and CCONJ bracis-19090 98 23 many many ADJ bracis-19090 98 24 others other NOUN bracis-19090 98 25     SPACE bracis-19090 99 1 [ [ X bracis-19090 99 2 33 33 NUM bracis-19090 99 3 ] ] PUNCT bracis-19090 99 4 . . PUNCT bracis-19090 100 1 due due ADP bracis-19090 100 2 to to ADP bracis-19090 100 3 its its PRON bracis-19090 100 4 relevant relevant ADJ bracis-19090 100 5 results result NOUN bracis-19090 100 6 , , PUNCT bracis-19090 100 7 the the DET bracis-19090 100 8 transformer transformer NOUN bracis-19090 100 9 was be AUX bracis-19090 100 10 considered consider VERB bracis-19090 100 11 in in ADP bracis-19090 100 12 our our PRON bracis-19090 100 13 experiments experiment NOUN bracis-19090 100 14 as as ADP bracis-19090 100 15 one one NUM bracis-19090 100 16 of of ADP bracis-19090 100 17 the the DET bracis-19090 100 18 algorithms algorithm NOUN bracis-19090 100 19 to to PART bracis-19090 100 20 be be AUX bracis-19090 100 21 analysed analyse VERB bracis-19090 100 22 in in ADP bracis-19090 100 23 the the DET bracis-19090 100 24 ats ats PROPN bracis-19090 100 25 problem problem NOUN bracis-19090 100 26 for for ADP bracis-19090 100 27 portuguese portuguese NOUN bracis-19090 100 28 . . PUNCT bracis-19090 101 1 3 3 NUM bracis-19090 101 2 related relate VERB bracis-19090 101 3 works work NOUN bracis-19090 101 4 ats ats PROPN bracis-19090 101 5 is be AUX bracis-19090 101 6 a a DET bracis-19090 101 7 relevant relevant ADJ bracis-19090 101 8 task task NOUN bracis-19090 101 9 , , PUNCT bracis-19090 101 10 with with ADP bracis-19090 101 11 a a DET bracis-19090 101 12 growing grow VERB bracis-19090 101 13 interest interest NOUN bracis-19090 101 14 in in ADP bracis-19090 101 15 natural natural ADJ bracis-19090 101 16 language language NOUN bracis-19090 101 17 processing processing NOUN bracis-19090 101 18 field field NOUN bracis-19090 101 19 in in ADP bracis-19090 101 20 recent recent ADJ bracis-19090 101 21 years year NOUN bracis-19090 101 22 . . PUNCT bracis-19090 102 1 this this DET bracis-19090 102 2 section section NOUN bracis-19090 102 3 presents present VERB bracis-19090 102 4 relevant relevant ADJ bracis-19090 102 5 methods method NOUN bracis-19090 102 6 developed develop VERB bracis-19090 102 7 , , PUNCT bracis-19090 102 8 over over ADP bracis-19090 102 9 the the DET bracis-19090 102 10 last last ADJ bracis-19090 102 11 decade decade NOUN bracis-19090 102 12 , , PUNCT bracis-19090 102 13 for for ADP bracis-19090 102 14 the the DET bracis-19090 102 15 ats ats PROPN bracis-19090 102 16 problem problem NOUN bracis-19090 102 17 for for ADP bracis-19090 102 18 brazilian brazilian ADJ bracis-19090 102 19 portuguese portuguese NOUN bracis-19090 102 20 . . PUNCT bracis-19090 103 1 recently recently ADV bracis-19090 103 2 , , PUNCT bracis-19090 103 3 the the DET bracis-19090 103 4 ats ats PROPN bracis-19090 103 5 problem problem NOUN bracis-19090 103 6 has have AUX bracis-19090 103 7 been be AUX bracis-19090 103 8 addressed address VERB bracis-19090 103 9 as as ADP bracis-19090 103 10 a a DET bracis-19090 103 11 monolingual monolingual ADJ bracis-19090 103 12 machine machine NOUN bracis-19090 103 13 translation translation NOUN bracis-19090 103 14 problem problem NOUN bracis-19090 103 15 , , PUNCT bracis-19090 103 16 where where SCONJ bracis-19090 103 17 a a DET bracis-19090 103 18 given give VERB bracis-19090 103 19 text text NOUN bracis-19090 103 20 is be AUX bracis-19090 103 21 translated translate VERB bracis-19090 103 22 into into ADP bracis-19090 103 23 a a DET bracis-19090 103 24 simpler simple ADJ bracis-19090 103 25 one one NOUN bracis-19090 103 26 . . PUNCT bracis-19090 104 1 there there PRON bracis-19090 104 2 are be VERB bracis-19090 104 3 two two NUM bracis-19090 104 4 relevant relevant ADJ bracis-19090 104 5 machine machine NOUN bracis-19090 104 6 translation translation NOUN bracis-19090 104 7 approaches approach NOUN bracis-19090 104 8 : : PUNCT bracis-19090 104 9 statistical statistical ADJ bracis-19090 104 10 machine machine NOUN bracis-19090 104 11 translation translation NOUN bracis-19090 104 12 ( ( PUNCT bracis-19090 104 13 smt smt PROPN bracis-19090 104 14 ) ) PUNCT bracis-19090 104 15 and and CCONJ bracis-19090 104 16 neural neural ADJ bracis-19090 104 17 machine machine NOUN bracis-19090 104 18 translation translation NOUN bracis-19090 104 19 ( ( PUNCT bracis-19090 104 20 nmt nmt NOUN bracis-19090 104 21 ) ) PUNCT bracis-19090 104 22 . . PUNCT bracis-19090 105 1 in in ADP bracis-19090 105 2 the the DET bracis-19090 105 3 smt smt PROPN bracis-19090 105 4 , , PUNCT bracis-19090 105 5 the the DET bracis-19090 105 6 translation translation NOUN bracis-19090 105 7 of of ADP bracis-19090 105 8 the the DET bracis-19090 105 9 original original ADJ bracis-19090 105 10 sentence sentence NOUN bracis-19090 105 11 f f PROPN bracis-19090 105 12 ( ( PUNCT bracis-19090 105 13 called call VERB bracis-19090 105 14 the the DET bracis-19090 105 15 translation translation NOUN bracis-19090 105 16 model model NOUN bracis-19090 105 17 ) ) PUNCT bracis-19090 105 18 into into ADP bracis-19090 105 19 a a DET bracis-19090 105 20 sentence sentence NOUN bracis-19090 105 21 e e NOUN bracis-19090 105 22 ( ( PUNCT bracis-19090 105 23 called call VERB bracis-19090 105 24 the the DET bracis-19090 105 25 language language NOUN bracis-19090 105 26 model model NOUN bracis-19090 105 27 ) ) PUNCT bracis-19090 105 28 is be AUX bracis-19090 105 29 modelled model VERB bracis-19090 105 30 on on ADP bracis-19090 105 31 the the DET bracis-19090 105 32 bayes bayes NOUN bracis-19090 105 33 theorem theorem VERB bracis-19090 105 34 as as ADP bracis-19090 105 35 detailed detailed ADJ bracis-19090 105 36 in in ADP bracis-19090 105 37 [ [ X bracis-19090 105 38 1 1 NUM bracis-19090 105 39 ] ] PUNCT bracis-19090 105 40 . . PUNCT bracis-19090 106 1 the the DET bracis-19090 106 2 research research NOUN bracis-19090 106 3 carried carry VERB bracis-19090 106 4 out out ADP bracis-19090 106 5 by by ADP bracis-19090 106 6 [ [ X bracis-19090 106 7 30 30 NUM bracis-19090 106 8 ] ] PUNCT bracis-19090 106 9 treated treat VERB bracis-19090 106 10 the the DET bracis-19090 106 11 ats ats PROPN bracis-19090 106 12 problem problem NOUN bracis-19090 106 13 of of ADP bracis-19090 106 14 portuguese portuguese ADJ bracis-19090 106 15 texts text NOUN bracis-19090 106 16 as as ADP bracis-19090 106 17 a a DET bracis-19090 106 18 translation translation NOUN bracis-19090 106 19 task task NOUN bracis-19090 106 20 . . PUNCT bracis-19090 107 1 the the DET bracis-19090 107 2 authors author NOUN bracis-19090 107 3 adopted adopt VERB bracis-19090 107 4 the the DET bracis-19090 107 5 smt smt PROPN bracis-19090 107 6 approach approach NOUN bracis-19090 107 7 to to ADP bracis-19090 107 8 learning learn VERB bracis-19090 107 9 how how SCONJ bracis-19090 107 10 to to PART bracis-19090 107 11 translate translate VERB bracis-19090 107 12 complex complex ADJ bracis-19090 107 13 sentences sentence NOUN bracis-19090 107 14 into into ADP bracis-19090 107 15 simple simple ADJ bracis-19090 107 16 ones one NOUN bracis-19090 107 17 . . PUNCT bracis-19090 108 1 the the DET bracis-19090 108 2 smt smt PROPN bracis-19090 108 3 was be AUX bracis-19090 108 4 trained train VERB bracis-19090 108 5 with with ADP bracis-19090 108 6 a a DET bracis-19090 108 7 parallel parallel ADJ bracis-19090 108 8 corpus corpus NOUN bracis-19090 108 9 of of ADP bracis-19090 108 10 original original ADJ bracis-19090 108 11 and and CCONJ bracis-19090 108 12 simplified simplified ADJ bracis-19090 108 13 texts text NOUN bracis-19090 108 14 , , PUNCT bracis-19090 108 15 aligned align VERB bracis-19090 108 16 at at ADP bracis-19090 108 17 the the DET bracis-19090 108 18 sentence sentence NOUN bracis-19090 108 19 level level NOUN bracis-19090 108 20 . . PUNCT bracis-19090 109 1 the the DET bracis-19090 109 2 translations translation NOUN bracis-19090 109 3 produced produce VERB bracis-19090 109 4 were be AUX bracis-19090 109 5 evaluated evaluate VERB bracis-19090 109 6 using use VERB bracis-19090 109 7 the the DET bracis-19090 109 8 metrics metric NOUN bracis-19090 109 9 ( ( PUNCT bracis-19090 109 10 bilingual bilingual ADJ bracis-19090 109 11 evaluation evaluation NOUN bracis-19090 109 12 understudy understudy NOUN bracis-19090 109 13 ) ) PUNCT bracis-19090 109 14 bleu bleu NOUN bracis-19090 109 15 and and CCONJ bracis-19090 109 16 manual manual ADJ bracis-19090 109 17 inspection inspection NOUN bracis-19090 109 18 . . PUNCT bracis-19090 110 1 according accord VERB bracis-19090 110 2 to to ADP bracis-19090 110 3 both both DET bracis-19090 110 4 evaluations evaluation NOUN bracis-19090 110 5 , , PUNCT bracis-19090 110 6 the the DET bracis-19090 110 7 results result NOUN bracis-19090 110 8 were be AUX bracis-19090 110 9 promising promise VERB bracis-19090 110 10 , , PUNCT bracis-19090 110 11 and and CCONJ bracis-19090 110 12 the the DET bracis-19090 110 13 overall overall ADJ bracis-19090 110 14 sentence sentence NOUN bracis-19090 110 15 quality quality NOUN bracis-19090 110 16 is be AUX bracis-19090 110 17 not not PART bracis-19090 110 18 harmed harm VERB bracis-19090 110 19 . . PUNCT bracis-19090 111 1 it it PRON bracis-19090 111 2 was be AUX bracis-19090 111 3 observed observe VERB bracis-19090 111 4 that that SCONJ bracis-19090 111 5 some some DET bracis-19090 111 6 types type NOUN bracis-19090 111 7 of of ADP bracis-19090 111 8 simplification simplification NOUN bracis-19090 111 9 operations operation NOUN bracis-19090 111 10 , , PUNCT bracis-19090 111 11 mainly mainly ADV bracis-19090 111 12 lexical lexical ADJ bracis-19090 111 13 , , PUNCT bracis-19090 111 14 are be AUX bracis-19090 111 15 correctly correctly ADV bracis-19090 111 16 captured capture VERB bracis-19090 111 17 . . PUNCT bracis-19090 112 1 in in ADP bracis-19090 112 2 summary summary NOUN bracis-19090 112 3 , , PUNCT bracis-19090 112 4 despite despite SCONJ bracis-19090 112 5 all all DET bracis-19090 112 6 the the DET bracis-19090 112 7 advancements advancement NOUN bracis-19090 112 8 , , PUNCT bracis-19090 112 9 there there PRON bracis-19090 112 10 is be VERB bracis-19090 112 11 still still ADV bracis-19090 112 12 a a DET bracis-19090 112 13 gap gap NOUN bracis-19090 112 14 in in ADP bracis-19090 112 15 studies study NOUN bracis-19090 112 16 on on ADP bracis-19090 112 17 the the DET bracis-19090 112 18 applications application NOUN bracis-19090 112 19 of of ADP bracis-19090 112 20 nmt nmt NOUN bracis-19090 112 21 to to ADP bracis-19090 112 22 portuguese portuguese PROPN bracis-19090 112 23 . . PUNCT bracis-19090 113 1 nmt nmt PROPN bracis-19090 113 2 is be AUX bracis-19090 113 3 a a DET bracis-19090 113 4 recently recently ADV bracis-19090 113 5 developed develop VERB bracis-19090 113 6 deep deep ADJ bracis-19090 113 7 learning learning NOUN bracis-19090 113 8 technique technique NOUN bracis-19090 113 9 that that PRON bracis-19090 113 10 has have AUX bracis-19090 113 11 reached reach VERB bracis-19090 113 12 significant significant ADJ bracis-19090 113 13 results result NOUN bracis-19090 113 14 over over ADP bracis-19090 113 15 several several ADJ bracis-19090 113 16 complex complex ADJ bracis-19090 113 17 tasks task NOUN bracis-19090 113 18 [ [ X bracis-19090 113 19 2 2 NUM bracis-19090 113 20 , , PUNCT bracis-19090 113 21 6 6 NUM bracis-19090 113 22 , , PUNCT bracis-19090 113 23 23 23 NUM bracis-19090 113 24 , , PUNCT bracis-19090 113 25 34 34 NUM bracis-19090 113 26 , , PUNCT bracis-19090 113 27 39 39 NUM bracis-19090 113 28 ] ] PUNCT bracis-19090 113 29 . . PUNCT bracis-19090 114 1 according accord VERB bracis-19090 114 2 to to ADP bracis-19090 114 3 [ [ X bracis-19090 114 4 2 2 NUM bracis-19090 114 5 ] ] PUNCT bracis-19090 114 6 , , PUNCT bracis-19090 114 7 nmt nmt PROPN bracis-19090 114 8 based base VERB bracis-19090 114 9 methods method NOUN bracis-19090 114 10 have have AUX bracis-19090 114 11 shown show VERB bracis-19090 114 12 a a DET bracis-19090 114 13 better well ADJ bracis-19090 114 14 alternative alternative NOUN bracis-19090 114 15 than than ADP bracis-19090 114 16 smt smt PROPN bracis-19090 114 17 techniques technique NOUN bracis-19090 114 18 for for ADP bracis-19090 114 19 translation translation NOUN bracis-19090 114 20 problems problem NOUN bracis-19090 114 21 . . PUNCT bracis-19090 115 1 although although SCONJ bracis-19090 115 2 several several ADJ bracis-19090 115 3 works work NOUN bracis-19090 115 4 employed employ VERB bracis-19090 115 5 nmt nmt NOUN bracis-19090 115 6 for for ADP bracis-19090 115 7 text text NOUN bracis-19090 115 8 simplification simplification NOUN bracis-19090 115 9 [ [ X bracis-19090 115 10 2 2 NUM bracis-19090 115 11 , , PUNCT bracis-19090 115 12 10 10 NUM bracis-19090 115 13 , , PUNCT bracis-19090 115 14 23 23 NUM bracis-19090 115 15 , , PUNCT bracis-19090 115 16 26 26 NUM bracis-19090 115 17 , , PUNCT bracis-19090 115 18 32 32 NUM bracis-19090 115 19 ] ] PUNCT bracis-19090 115 20 , , PUNCT bracis-19090 115 21 no no DET bracis-19090 115 22 work work NOUN bracis-19090 115 23 has have AUX bracis-19090 115 24 applied apply VERB bracis-19090 115 25 it it PRON bracis-19090 115 26 in in ADP bracis-19090 115 27 portuguese portuguese ADJ bracis-19090 115 28 texts text NOUN bracis-19090 115 29 . . PUNCT bracis-19090 116 1 to to ADP bracis-19090 116 2 the the DET bracis-19090 116 3 best good ADJ bracis-19090 116 4 of of ADP bracis-19090 116 5 our our PRON bracis-19090 116 6 knowledge knowledge NOUN bracis-19090 116 7 , , PUNCT bracis-19090 116 8 the the DET bracis-19090 116 9 last last ADJ bracis-19090 116 10 works work NOUN bracis-19090 116 11 in in ADP bracis-19090 116 12 automatic automatic ADJ bracis-19090 116 13 text text NOUN bracis-19090 116 14 simplification simplification NOUN bracis-19090 116 15 in in ADP bracis-19090 116 16 portuguese portuguese PROPN bracis-19090 116 17 was be AUX bracis-19090 116 18 done do VERB bracis-19090 116 19 more more ADJ bracis-19090 116 20 than than ADP bracis-19090 116 21 ten ten NUM bracis-19090 116 22 years year NOUN bracis-19090 116 23 ago ago ADV bracis-19090 116 24 [ [ X bracis-19090 116 25 3 3 NUM bracis-19090 116 26 , , PUNCT bracis-19090 116 27 4 4 NUM bracis-19090 116 28 , , PUNCT bracis-19090 116 29 30 30 NUM bracis-19090 116 30 ] ] PUNCT bracis-19090 116 31 , , PUNCT bracis-19090 116 32 and and CCONJ bracis-19090 116 33 used use VERB bracis-19090 116 34 smt smt PROPN bracis-19090 116 35 . . PUNCT bracis-19090 117 1 thus thus ADV bracis-19090 117 2 , , PUNCT bracis-19090 117 3 this this DET bracis-19090 117 4 paper paper NOUN bracis-19090 117 5 aims aim VERB bracis-19090 117 6 to to PART bracis-19090 117 7 explore explore VERB bracis-19090 117 8 state state NOUN bracis-19090 117 9 - - PUNCT bracis-19090 117 10 of of ADP bracis-19090 117 11 - - PUNCT bracis-19090 117 12 the the DET bracis-19090 117 13 - - PUNCT bracis-19090 117 14 art art NOUN bracis-19090 117 15 nmt nmt NOUN bracis-19090 117 16 methods method NOUN bracis-19090 117 17 for for ADP bracis-19090 117 18 text text NOUN bracis-19090 117 19 simplification simplification NOUN bracis-19090 117 20 in in ADP bracis-19090 117 21 portuguese portuguese PROPN bracis-19090 117 22 . . PUNCT bracis-19090 118 1 4 4 NUM bracis-19090 118 2 materials material NOUN bracis-19090 118 3 and and CCONJ bracis-19090 118 4 methods method NOUN bracis-19090 118 5 this this DET bracis-19090 118 6 section section NOUN bracis-19090 118 7 details detail VERB bracis-19090 118 8 the the DET bracis-19090 118 9 dataset dataset NOUN bracis-19090 118 10 , , PUNCT bracis-19090 118 11 methods method NOUN bracis-19090 118 12 , , PUNCT bracis-19090 118 13 experimental experimental ADJ bracis-19090 118 14 methodology methodology NOUN bracis-19090 118 15 and and CCONJ bracis-19090 118 16 evaluation evaluation NOUN bracis-19090 118 17 metrics metric NOUN bracis-19090 118 18 of of ADP bracis-19090 118 19 this this DET bracis-19090 118 20 work work NOUN bracis-19090 118 21 . . PUNCT bracis-19090 119 1 4.1 4.1 NUM bracis-19090 119 2 data datum NOUN bracis-19090 119 3 description description NOUN bracis-19090 119 4 this this DET bracis-19090 119 5 work work NOUN bracis-19090 119 6 adopted adopt VERB bracis-19090 119 7 a a DET bracis-19090 119 8 parallel parallel ADJ bracis-19090 119 9 corpus corpus NOUN bracis-19090 119 10 based base VERB bracis-19090 119 11 on on ADP bracis-19090 119 12 different different ADJ bracis-19090 119 13 versions version NOUN bracis-19090 119 14 of of ADP bracis-19090 119 15 the the DET bracis-19090 119 16 bible bible PROPN bracis-19090 119 17 to to PART bracis-19090 119 18 evaluate evaluate VERB bracis-19090 119 19 the the DET bracis-19090 119 20 nmt nmt NOUN bracis-19090 119 21 methods method NOUN bracis-19090 119 22 . . PUNCT bracis-19090 120 1 the the DET bracis-19090 120 2 first first ADJ bracis-19090 120 3 one one NOUN bracis-19090 120 4 is be AUX bracis-19090 120 5 a a DET bracis-19090 120 6 traditional traditional ADJ bracis-19090 120 7 version version NOUN bracis-19090 120 8 called call VERB bracis-19090 120 9 almeida almeida PROPN bracis-19090 120 10 revista revista PROPN bracis-19090 120 11 e e PROPN bracis-19090 120 12 corrigida corrigida PROPN bracis-19090 120 13 ( ( PUNCT bracis-19090 120 14 arc arc NOUN bracis-19090 120 15 ) ) PUNCT bracis-19090 120 16 , , PUNCT bracis-19090 120 17 published publish VERB bracis-19090 120 18 in in ADP bracis-19090 120 19 1997 1997 NUM bracis-19090 120 20 , , PUNCT bracis-19090 120 21 with with ADP bracis-19090 120 22 a a DET bracis-19090 120 23 complex complex ADJ bracis-19090 120 24 text text NOUN bracis-19090 120 25 style style NOUN bracis-19090 120 26 . . PUNCT bracis-19090 121 1 the the DET bracis-19090 121 2 newer new ADJ bracis-19090 121 3 version version NOUN bracis-19090 121 4 , , PUNCT bracis-19090 121 5 called call VERB bracis-19090 121 6 nova nova PROPN bracis-19090 121 7 almeida almeida PROPN bracis-19090 121 8 atualizada atualizada PROPN bracis-19090 121 9 ( ( PUNCT bracis-19090 121 10 naa naa PROPN bracis-19090 121 11 ) ) PUNCT bracis-19090 121 12 , , PUNCT bracis-19090 121 13 was be AUX bracis-19090 121 14 launched launch VERB bracis-19090 121 15 in in ADP bracis-19090 121 16 2017 2017 NUM bracis-19090 121 17 , , PUNCT bracis-19090 121 18 simplifying simplify VERB bracis-19090 121 19 the the DET bracis-19090 121 20 traditional traditional ADJ bracis-19090 121 21 versionfootnote versionfootnote NOUN bracis-19090 121 22 1 1 X bracis-19090 121 23 . . PUNCT bracis-19090 122 1 in in ADP bracis-19090 122 2 this this DET bracis-19090 122 3 paper paper NOUN bracis-19090 122 4 , , PUNCT bracis-19090 122 5 we we PRON bracis-19090 122 6 also also ADV bracis-19090 122 7 evaluated evaluate VERB bracis-19090 122 8 other other ADJ bracis-19090 122 9 versions version NOUN bracis-19090 122 10 of of ADP bracis-19090 122 11 the the DET bracis-19090 122 12 bible bible NOUN bracis-19090 122 13 , , PUNCT bracis-19090 122 14 such such ADJ bracis-19090 122 15 as as ADP bracis-19090 122 16 the the DET bracis-19090 122 17 nova nova PROPN bracis-19090 122 18 tradução tradução PROPN bracis-19090 122 19 linguagem linguagem PROPN bracis-19090 122 20 de de PROPN bracis-19090 122 21 hoje hoje PROPN bracis-19090 122 22 ( ( PUNCT bracis-19090 122 23 nlth nlth PROPN bracis-19090 122 24 ) ) PUNCT bracis-19090 122 25 , , PUNCT bracis-19090 122 26 nova nova PROPN bracis-19090 122 27 bíblia bíblia PROPN bracis-19090 122 28 viva viva PROPN bracis-19090 122 29 ( ( PUNCT bracis-19090 122 30 nbv nbv ADJ bracis-19090 122 31 ) ) PUNCT bracis-19090 122 32 and and CCONJ bracis-19090 122 33 the the DET bracis-19090 122 34 nova nova PROPN bracis-19090 122 35 versão versão PROPN bracis-19090 122 36 internacional internacional PROPN bracis-19090 122 37 ( ( PUNCT bracis-19090 122 38 nvi nvi NOUN bracis-19090 122 39 ) ) PUNCT bracis-19090 122 40 . . PUNCT bracis-19090 123 1 considering consider VERB bracis-19090 123 2 a a DET bracis-19090 123 3 diverse diverse ADJ bracis-19090 123 4 range range NOUN bracis-19090 123 5 of of ADP bracis-19090 123 6 versions version NOUN bracis-19090 123 7 might might AUX bracis-19090 123 8 provide provide VERB bracis-19090 123 9 different different ADJ bracis-19090 123 10 simplification simplification NOUN bracis-19090 123 11 types type NOUN bracis-19090 123 12 as as SCONJ bracis-19090 123 13 explored explore VERB bracis-19090 123 14 in in ADP bracis-19090 123 15 the the DET bracis-19090 123 16 porsimples porsimple NOUN bracis-19090 123 17 project project VERB bracis-19090 123 18     SPACE bracis-19090 124 1 [ [ X bracis-19090 124 2 4 4 NUM bracis-19090 124 3 ] ] PUNCT bracis-19090 124 4 . . PUNCT bracis-19090 125 1 each each DET bracis-19090 125 2 dataset dataset NOUN bracis-19090 125 3 has have VERB bracis-19090 125 4 29070 29070 NUM bracis-19090 125 5 aligned align VERB bracis-19090 125 6 verses verse NOUN bracis-19090 125 7 , , PUNCT bracis-19090 125 8 which which PRON bracis-19090 125 9 will will AUX bracis-19090 125 10 be be AUX bracis-19090 125 11 used use VERB bracis-19090 125 12 to to PART bracis-19090 125 13 create create VERB bracis-19090 125 14 the the DET bracis-19090 125 15 proposed propose VERB bracis-19090 125 16 sequence sequence NOUN bracis-19090 125 17 - - PUNCT bracis-19090 125 18 to to ADP bracis-19090 125 19 - - PUNCT bracis-19090 125 20 sequence sequence NOUN bracis-19090 125 21 model model NOUN bracis-19090 125 22 . . PUNCT bracis-19090 126 1 table table NOUN bracis-19090 126 2     SPACE bracis-19090 126 3 1 1 NUM bracis-19090 126 4 provides provide VERB bracis-19090 126 5 more more ADJ bracis-19090 126 6 information information NOUN bracis-19090 126 7 about about ADP bracis-19090 126 8 the the DET bracis-19090 126 9 corpora corpora NOUN bracis-19090 126 10 used use VERB bracis-19090 126 11 in in ADP bracis-19090 126 12 this this DET bracis-19090 126 13 study study NOUN bracis-19090 126 14 including include VERB bracis-19090 126 15 number number NOUN bracis-19090 126 16 of of ADP bracis-19090 126 17 tokens token NOUN bracis-19090 126 18 , , PUNCT bracis-19090 126 19 sentences sentence NOUN bracis-19090 126 20 , , PUNCT bracis-19090 126 21 readability readability NOUN bracis-19090 126 22 and and CCONJ bracis-19090 126 23 lexical lexical ADJ bracis-19090 126 24 diversity diversity NOUN bracis-19090 126 25 ( ( PUNCT bracis-19090 126 26 extracted extract VERB bracis-19090 126 27 using use VERB bracis-19090 126 28 pylinguistic pylinguistic ADJ bracis-19090 126 29 library library NOUN bracis-19090 126 30     SPACE bracis-19090 127 1 [ [ X bracis-19090 127 2 7 7 NUM bracis-19090 127 3 ] ] NUM bracis-19090 127 4 ) ) PUNCT bracis-19090 127 5 . . PUNCT bracis-19090 128 1 in in ADP bracis-19090 128 2 that that DET bracis-19090 128 3 library library NOUN bracis-19090 128 4 , , PUNCT bracis-19090 128 5 the the DET bracis-19090 128 6 readability readability NOUN bracis-19090 128 7 ease ease NOUN bracis-19090 128 8 ( ( PUNCT bracis-19090 128 9 fre fre ADJ bracis-19090 128 10 ) ) PUNCT bracis-19090 128 11 score score NOUN bracis-19090 128 12 was be AUX bracis-19090 128 13 proposed propose VERB bracis-19090 128 14 by by ADP bracis-19090 128 15     SPACE bracis-19090 128 16 [ [ X bracis-19090 128 17 17 17 NUM bracis-19090 128 18 ] ] PUNCT bracis-19090 128 19 and and CCONJ bracis-19090 128 20 adapted adapt VERB bracis-19090 128 21 to to ADP bracis-19090 128 22 portuguese portuguese NOUN bracis-19090 128 23 by by ADP bracis-19090 128 24     SPACE bracis-19090 129 1 [ [ X bracis-19090 129 2 22 22 NUM bracis-19090 129 3 ] ] PUNCT bracis-19090 129 4 ( ( PUNCT bracis-19090 129 5 see see VERB bracis-19090 129 6 eq eq PROPN bracis-19090 129 7 . . PUNCT bracis-19090 129 8     SPACE bracis-19090 129 9 2 2 NUM bracis-19090 129 10 ) ) PUNCT bracis-19090 129 11 . . PUNCT bracis-19090 130 1 $ $ SYM bracis-19090 130 2 $ $ SYM bracis-19090 130 3 \begin{aligned \begin{aligne VERB bracis-19090 130 4 } } PUNCT bracis-19090 130 5 fre fre ADJ bracis-19090 130 6 = = VERB bracis-19090 130 7 206.835 206.835 NUM bracis-19090 130 8 ( ( PUNCT bracis-19090 130 9 1.015 1.015 NUM bracis-19090 130 10 * * PUNCT bracis-19090 130 11 asl asl PROPN bracis-19090 130 12 ) ) PUNCT bracis-19090 130 13 ( ( PUNCT bracis-19090 130 14 84.6 84.6 NUM bracis-19090 130 15 * * SYM bracis-19090 130 16 asw asw PROPN bracis-19090 130 17 ) ) PUNCT bracis-19090 130 18 \end{aligned}$$ \end{aligned}$$ PROPN bracis-19090 130 19 ( ( PUNCT bracis-19090 130 20 2 2 X bracis-19090 130 21 ) ) PUNCT bracis-19090 130 22 it it PRON bracis-19090 130 23 adds add VERB bracis-19090 130 24 42 42 NUM bracis-19090 130 25 more more ADJ bracis-19090 130 26 points point NOUN bracis-19090 130 27 to to ADP bracis-19090 130 28 the the DET bracis-19090 130 29 equation equation NOUN bracis-19090 130 30 proposed propose VERB bracis-19090 130 31 by by ADP bracis-19090 130 32     SPACE bracis-19090 130 33 [ [ X bracis-19090 130 34 22 22 NUM bracis-19090 130 35 ] ] PUNCT bracis-19090 130 36 because because SCONJ bracis-19090 130 37 portuguese portuguese ADJ bracis-19090 130 38 words word NOUN bracis-19090 130 39 has have VERB bracis-19090 130 40 more more ADJ bracis-19090 130 41 syllable syllable NOUN bracis-19090 130 42 then then ADV bracis-19090 130 43 english english ADJ bracis-19090 130 44 ones one NOUN bracis-19090 130 45 and and CCONJ bracis-19090 130 46 therefore therefore ADV bracis-19090 130 47 , , PUNCT bracis-19090 130 48 the the DET bracis-19090 130 49 score score NOUN bracis-19090 130 50 would would AUX bracis-19090 130 51 be be AUX bracis-19090 130 52 too too ADV bracis-19090 130 53 penalised penalise VERB bracis-19090 130 54 . . PUNCT bracis-19090 131 1 asl asl PROPN bracis-19090 131 2 means mean VERB bracis-19090 131 3 the the DET bracis-19090 131 4 average average ADJ bracis-19090 131 5 sentence sentence NOUN bracis-19090 131 6 length length NOUN bracis-19090 131 7 and and CCONJ bracis-19090 131 8 aws aws NOUN bracis-19090 131 9 means mean VERB bracis-19090 131 10 average average ADJ bracis-19090 131 11 number number NOUN bracis-19090 131 12 of of ADP bracis-19090 131 13 syllables syllable NOUN bracis-19090 131 14 per per ADP bracis-19090 131 15 word word NOUN bracis-19090 131 16 . . PUNCT bracis-19090 132 1 complex complex ADJ bracis-19090 132 2 and and CCONJ bracis-19090 132 3 simplified simplified ADJ bracis-19090 132 4 portuguese portuguese ADJ bracis-19090 132 5 texts text NOUN bracis-19090 132 6 tend tend VERB bracis-19090 132 7 to to PART bracis-19090 132 8 have have VERB bracis-19090 132 9 key key ADJ bracis-19090 132 10 differences difference NOUN bracis-19090 132 11 . . PUNCT bracis-19090 133 1 one one NUM bracis-19090 133 2 of of ADP bracis-19090 133 3 them they PRON bracis-19090 133 4 is be AUX bracis-19090 133 5 the the DET bracis-19090 133 6 size size NOUN bracis-19090 133 7 of of ADP bracis-19090 133 8 each each DET bracis-19090 133 9 sentence sentence NOUN bracis-19090 133 10 and and CCONJ bracis-19090 133 11 the the DET bracis-19090 133 12 number number NOUN bracis-19090 133 13 of of ADP bracis-19090 133 14 tokens token NOUN bracis-19090 133 15 per per ADP bracis-19090 133 16 sentence sentence NOUN bracis-19090 133 17 , , PUNCT bracis-19090 133 18 as as SCONJ bracis-19090 133 19 pointed point VERB bracis-19090 133 20 out out ADP bracis-19090 133 21 by by ADP bracis-19090 133 22 a a DET bracis-19090 133 23 previous previous ADJ bracis-19090 133 24 work work NOUN bracis-19090 133 25 , , PUNCT bracis-19090 133 26 the the DET bracis-19090 133 27 porsimples porsimple NOUN bracis-19090 133 28 project project NOUN bracis-19090 133 29 , , PUNCT bracis-19090 133 30 which which PRON bracis-19090 133 31 manually manually ADV bracis-19090 133 32 simplified simplify VERB bracis-19090 133 33 a a DET bracis-19090 133 34 newspapers newspaper NOUN bracis-19090 133 35 corpus corpus NOUN bracis-19090 133 36 . . PUNCT bracis-19090 134 1 the the DET bracis-19090 134 2 study study NOUN bracis-19090 134 3 found find VERB bracis-19090 134 4 that that SCONJ bracis-19090 134 5 , , PUNCT bracis-19090 134 6 in in ADP bracis-19090 134 7 most most ADJ bracis-19090 134 8 cases case NOUN bracis-19090 134 9 , , PUNCT bracis-19090 134 10 the the DET bracis-19090 134 11 simplified simplified ADJ bracis-19090 134 12 versions version NOUN bracis-19090 134 13 had have VERB bracis-19090 134 14 fewer few ADJ bracis-19090 134 15 words word NOUN bracis-19090 134 16 per per ADP bracis-19090 134 17 sentence sentence NOUN bracis-19090 134 18     SPACE bracis-19090 135 1 [ [ X bracis-19090 135 2 4 4 NUM bracis-19090 135 3 ] ] PUNCT bracis-19090 135 4 . . PUNCT bracis-19090 136 1 this this PRON bracis-19090 136 2 was be AUX bracis-19090 136 3 also also ADV bracis-19090 136 4 observed observe VERB bracis-19090 136 5 in in ADP bracis-19090 136 6 both both DET bracis-19090 136 7 versions version NOUN bracis-19090 136 8 of of ADP bracis-19090 136 9 the the DET bracis-19090 136 10 bible bible NOUN bracis-19090 136 11 . . PUNCT bracis-19090 137 1 in in ADP bracis-19090 137 2 a a DET bracis-19090 137 3 random random ADJ bracis-19090 137 4 sample sample NOUN bracis-19090 137 5 of of ADP bracis-19090 137 6 292 292 NUM bracis-19090 137 7 pairs pair NOUN bracis-19090 137 8 of of ADP bracis-19090 137 9 verses verse NOUN bracis-19090 137 10 ( ( PUNCT bracis-19090 137 11 0.01 0.01 NUM bracis-19090 137 12 % % NOUN bracis-19090 137 13 of of ADP bracis-19090 137 14 the the DET bracis-19090 137 15 original original ADJ bracis-19090 137 16 dataset dataset NOUN bracis-19090 137 17 ) ) PUNCT bracis-19090 137 18 , , PUNCT bracis-19090 137 19 we we PRON bracis-19090 137 20 analysed analyse VERB bracis-19090 137 21 different different ADJ bracis-19090 137 22 aspects aspect NOUN bracis-19090 137 23 of of ADP bracis-19090 137 24 the the DET bracis-19090 137 25 versions version NOUN bracis-19090 137 26 of of ADP bracis-19090 137 27 the the DET bracis-19090 137 28 bible bible NOUN bracis-19090 137 29 . . PUNCT bracis-19090 138 1 the the DET bracis-19090 138 2 table table NOUN bracis-19090 138 3     SPACE bracis-19090 138 4 1 1 NUM bracis-19090 138 5 and and CCONJ bracis-19090 138 6 fig fig NOUN bracis-19090 138 7 . . PUNCT bracis-19090 138 8     SPACE bracis-19090 138 9 1 1 NUM bracis-19090 138 10 shows show VERB bracis-19090 138 11 the the DET bracis-19090 138 12 difference difference NOUN bracis-19090 138 13 between between ADP bracis-19090 138 14 the the DET bracis-19090 138 15 traditional traditional ADJ bracis-19090 138 16 arc arc NOUN bracis-19090 138 17 versions version NOUN bracis-19090 138 18 and and CCONJ bracis-19090 138 19 the the DET bracis-19090 138 20 other other ADJ bracis-19090 138 21 ones one NOUN bracis-19090 138 22 . . PUNCT bracis-19090 139 1 table table NOUN bracis-19090 139 2 1 1 NUM bracis-19090 139 3 . . PUNCT bracis-19090 140 1 the the DET bracis-19090 140 2 table table NOUN bracis-19090 140 3 shows show VERB bracis-19090 140 4 descritive descritive ADJ bracis-19090 140 5 statistics statistic NOUN bracis-19090 140 6 on on ADP bracis-19090 140 7 texts text NOUN bracis-19090 140 8 using use VERB bracis-19090 140 9 the the DET bracis-19090 140 10 pylinguistic pylinguistic ADJ bracis-19090 140 11 library library NOUN bracis-19090 140 12 in in ADP bracis-19090 140 13 a a DET bracis-19090 140 14 random random ADJ bracis-19090 140 15 sample sample NOUN bracis-19090 140 16 of of ADP bracis-19090 140 17 303 303 NUM bracis-19090 140 18 pairs pair NOUN bracis-19090 140 19 of of ADP bracis-19090 140 20 verses verse NOUN bracis-19090 140 21 ( ( PUNCT bracis-19090 140 22 0.01 0.01 NUM bracis-19090 140 23 % % NOUN bracis-19090 140 24 of of ADP bracis-19090 140 25 the the DET bracis-19090 140 26 original original ADJ bracis-19090 140 27 dataset dataset NOUN bracis-19090 140 28 ) ) PUNCT bracis-19090 140 29 . . PUNCT bracis-19090 141 1 it it PRON bracis-19090 141 2 is be AUX bracis-19090 141 3 possible possible ADJ bracis-19090 141 4 to to PART bracis-19090 141 5 see see VERB bracis-19090 141 6 that that SCONJ bracis-19090 141 7 simplified simplified ADJ bracis-19090 141 8 text text NOUN bracis-19090 141 9 has have AUX bracis-19090 141 10 , , PUNCT bracis-19090 141 11 in in ADP bracis-19090 141 12 general general ADJ bracis-19090 141 13 , , PUNCT bracis-19090 141 14 fewer few ADJ bracis-19090 141 15 tokens token NOUN bracis-19090 141 16 per per ADP bracis-19090 141 17 sentence sentence NOUN bracis-19090 141 18 and and CCONJ bracis-19090 141 19 more more ADJ bracis-19090 141 20 sentences.full sentences.full NOUN bracis-19090 141 21 size size NOUN bracis-19090 141 22 table table NOUN bracis-19090 141 23 figure figure NOUN bracis-19090 141 24     SPACE bracis-19090 141 25 1 1 NUM bracis-19090 141 26 shows show VERB bracis-19090 141 27 the the DET bracis-19090 141 28 histograms histogram NOUN bracis-19090 141 29 stating state VERB bracis-19090 141 30 the the DET bracis-19090 141 31 frequency frequency NOUN bracis-19090 141 32 of of ADP bracis-19090 141 33 the the DET bracis-19090 141 34 number number NOUN bracis-19090 141 35 of of ADP bracis-19090 141 36 tokens token NOUN bracis-19090 141 37 per per ADP bracis-19090 141 38 sentence sentence NOUN bracis-19090 141 39 of of ADP bracis-19090 141 40 each each DET bracis-19090 141 41 bible bible NOUN bracis-19090 141 42 . . PUNCT bracis-19090 142 1 the the DET bracis-19090 142 2 simplified simplified ADJ bracis-19090 142 3 versions version NOUN bracis-19090 142 4 of of ADP bracis-19090 142 5 the the DET bracis-19090 142 6 bible bible PROPN bracis-19090 142 7 have have VERB bracis-19090 142 8 fewer few ADJ bracis-19090 142 9 tokens token NOUN bracis-19090 142 10 per per ADP bracis-19090 142 11 sentence sentence NOUN bracis-19090 142 12 , , PUNCT bracis-19090 142 13 with with ADP bracis-19090 142 14 more more ADJ bracis-19090 142 15 sentences sentence NOUN bracis-19090 142 16 under under ADP bracis-19090 142 17 the the DET bracis-19090 142 18 median median NOUN bracis-19090 142 19 . . PUNCT bracis-19090 143 1 the the DET bracis-19090 143 2 distribution distribution NOUN bracis-19090 143 3 of of ADP bracis-19090 143 4 tokens token NOUN bracis-19090 143 5 per per ADP bracis-19090 143 6 sentence sentence NOUN bracis-19090 143 7 in in ADP bracis-19090 143 8 the the DET bracis-19090 143 9 arc arc NOUN bracis-19090 143 10 is be AUX bracis-19090 143 11 smoother smooth ADJ bracis-19090 143 12 , , PUNCT bracis-19090 143 13 and and CCONJ bracis-19090 143 14 it it PRON bracis-19090 143 15 has have VERB bracis-19090 143 16 a a DET bracis-19090 143 17 prevalence prevalence NOUN bracis-19090 143 18 of of ADP bracis-19090 143 19 longer long ADJ bracis-19090 143 20 sentences sentence NOUN bracis-19090 143 21 ( ( PUNCT bracis-19090 143 22 i.e. i.e. X bracis-19090 143 23 , , PUNCT bracis-19090 143 24 more more ADJ bracis-19090 143 25 tokens token NOUN bracis-19090 143 26 per per ADP bracis-19090 143 27 sentence sentence NOUN bracis-19090 143 28 ) ) PUNCT bracis-19090 143 29 . . PUNCT bracis-19090 144 1 it it PRON bracis-19090 144 2 is be AUX bracis-19090 144 3 considerably considerably ADV bracis-19090 144 4 different different ADJ bracis-19090 144 5 from from ADP bracis-19090 144 6 the the DET bracis-19090 144 7 other other ADJ bracis-19090 144 8 versions version NOUN bracis-19090 144 9 , , PUNCT bracis-19090 144 10 specially specially ADV bracis-19090 144 11 nlth nlth NOUN bracis-19090 144 12 and and CCONJ bracis-19090 144 13 nbv nbv ADJ bracis-19090 144 14 . . PUNCT bracis-19090 145 1 the the DET bracis-19090 145 2 difference difference NOUN bracis-19090 145 3 is be AUX bracis-19090 145 4 even even ADV bracis-19090 145 5 greater great ADJ bracis-19090 145 6 from from ADP bracis-19090 145 7 the the DET bracis-19090 145 8 arc arc NOUN bracis-19090 145 9 to to ADP bracis-19090 145 10 the the DET bracis-19090 145 11 nlth nlth NOUN bracis-19090 145 12 version version NOUN bracis-19090 145 13 in in ADP bracis-19090 145 14 almost almost ADV bracis-19090 145 15 all all PRON bracis-19090 145 16 aspects aspect NOUN bracis-19090 145 17 , , PUNCT bracis-19090 145 18 such such ADJ bracis-19090 145 19 as as ADP bracis-19090 145 20 average average ADJ bracis-19090 145 21 tokens token NOUN bracis-19090 145 22 per per ADP bracis-19090 145 23 sentence sentence NOUN bracis-19090 145 24 and and CCONJ bracis-19090 145 25 median median ADJ bracis-19090 145 26 sentence sentence NOUN bracis-19090 145 27 length length NOUN bracis-19090 145 28 . . PUNCT bracis-19090 146 1 thus thus ADV bracis-19090 146 2 , , PUNCT bracis-19090 146 3 both both DET bracis-19090 146 4 features feature VERB bracis-19090 146 5 indicate indicate VERB bracis-19090 146 6 that that SCONJ bracis-19090 146 7 the the DET bracis-19090 146 8 nlth nlth NOUN bracis-19090 146 9 and and CCONJ bracis-19090 146 10 the the DET bracis-19090 146 11 other other ADJ bracis-19090 146 12 versions version NOUN bracis-19090 146 13 are be AUX bracis-19090 146 14 easier easy ADJ bracis-19090 146 15 to to PART bracis-19090 146 16 read read VERB bracis-19090 146 17 because because SCONJ bracis-19090 146 18 it it PRON bracis-19090 146 19 has have VERB bracis-19090 146 20 fewer few ADJ bracis-19090 146 21 tokens token NOUN bracis-19090 146 22 per per ADP bracis-19090 146 23 sentences sentence NOUN bracis-19090 146 24 and and CCONJ bracis-19090 146 25 more more ADJ bracis-19090 146 26 sentences sentence NOUN bracis-19090 146 27 . . PUNCT bracis-19090 147 1 fig fig NOUN bracis-19090 147 2 . . PUNCT bracis-19090 148 1 1 1 X bracis-19090 148 2 . . PUNCT bracis-19090 148 3 the the DET bracis-19090 148 4 histogram histogram NOUN bracis-19090 148 5 shows show VERB bracis-19090 148 6 the the DET bracis-19090 148 7 distribution distribution NOUN bracis-19090 148 8 of of ADP bracis-19090 148 9 tokens token NOUN bracis-19090 148 10 per per ADP bracis-19090 148 11 sentences sentence NOUN bracis-19090 148 12 in in ADP bracis-19090 148 13 both both DET bracis-19090 148 14 versions version NOUN bracis-19090 148 15 of of ADP bracis-19090 148 16 the the DET bracis-19090 148 17 bible bible NOUN bracis-19090 148 18 . . PUNCT bracis-19090 149 1 in in ADP bracis-19090 149 2 a a DET bracis-19090 149 3 random random ADJ bracis-19090 149 4 sample sample NOUN bracis-19090 149 5 of of ADP bracis-19090 149 6 303 303 NUM bracis-19090 149 7 pairs pair NOUN bracis-19090 149 8 of of ADP bracis-19090 149 9 verses verse NOUN bracis-19090 149 10 ( ( PUNCT bracis-19090 149 11 0.01 0.01 NUM bracis-19090 149 12 % % NOUN bracis-19090 149 13 of of ADP bracis-19090 149 14 the the DET bracis-19090 149 15 original original ADJ bracis-19090 149 16 dataset dataset NOUN bracis-19090 149 17 ) ) PUNCT bracis-19090 149 18 , , PUNCT bracis-19090 149 19 the the DET bracis-19090 149 20 split split NOUN bracis-19090 149 21 in in ADP bracis-19090 149 22 sentences sentence NOUN bracis-19090 149 23 and and CCONJ bracis-19090 149 24 tokens token NOUN bracis-19090 149 25 was be AUX bracis-19090 149 26 made make VERB bracis-19090 149 27 by by ADP bracis-19090 149 28 using use VERB bracis-19090 149 29 the the DET bracis-19090 149 30 portuguese portuguese ADJ bracis-19090 149 31 sentencizer sentencizer NOUN bracis-19090 149 32 and and CCONJ bracis-19090 149 33 tokenizer tokenizer NOUN bracis-19090 149 34 from from ADP bracis-19090 149 35 spacy spacy NOUN bracis-19090 149 36     SPACE bracis-19090 150 1 [ [ X bracis-19090 150 2 15 15 NUM bracis-19090 150 3 ] ] PUNCT bracis-19090 150 4 . . PUNCT bracis-19090 151 1 full full ADJ bracis-19090 151 2 size size NOUN bracis-19090 151 3 image image NOUN bracis-19090 151 4 table table NOUN bracis-19090 151 5     SPACE bracis-19090 151 6 2 2 NUM bracis-19090 151 7 exemplifies exemplify VERB bracis-19090 151 8 the the DET bracis-19090 151 9 aligned aligned ADJ bracis-19090 151 10 versions version NOUN bracis-19090 151 11 of of ADP bracis-19090 151 12 arc arc NOUN bracis-19090 151 13 and and CCONJ bracis-19090 151 14 nlth nlth NOUN bracis-19090 151 15 bibles bible NOUN bracis-19090 151 16 used use VERB bracis-19090 151 17 in in ADP bracis-19090 151 18 the the DET bracis-19090 151 19 experiments experiment NOUN bracis-19090 151 20 . . PUNCT bracis-19090 152 1 it it PRON bracis-19090 152 2 is be AUX bracis-19090 152 3 important important ADJ bracis-19090 152 4 to to PART bracis-19090 152 5 remain remain VERB bracis-19090 152 6 that that DET bracis-19090 152 7 arc arc NOUN bracis-19090 152 8 is be AUX bracis-19090 152 9 considered consider VERB bracis-19090 152 10 the the DET bracis-19090 152 11 complex complex ADJ bracis-19090 152 12 version version NOUN bracis-19090 152 13 to to PART bracis-19090 152 14 be be AUX bracis-19090 152 15 simplified simplify VERB bracis-19090 152 16 . . PUNCT bracis-19090 153 1 the the DET bracis-19090 153 2 other other ADJ bracis-19090 153 3 versions version NOUN bracis-19090 153 4 are be AUX bracis-19090 153 5 considered consider VERB bracis-19090 153 6 a a DET bracis-19090 153 7 target target NOUN bracis-19090 153 8 in in ADP bracis-19090 153 9 separated separate VERB bracis-19090 153 10 experiments experiment NOUN bracis-19090 153 11 and and CCONJ bracis-19090 153 12 combined combine VERB bracis-19090 153 13 in in ADP bracis-19090 153 14 a a DET bracis-19090 153 15 unique unique ADJ bracis-19090 153 16 dataset dataset NOUN bracis-19090 153 17 afterward afterward ADV bracis-19090 153 18 . . PUNCT bracis-19090 154 1 table table NOUN bracis-19090 154 2 2 2 NUM bracis-19090 154 3 . . PUNCT bracis-19090 155 1 the the DET bracis-19090 155 2 table table NOUN bracis-19090 155 3 exemplifies exemplify VERB bracis-19090 155 4 the the DET bracis-19090 155 5 aligned aligned ADJ bracis-19090 155 6 versions version NOUN bracis-19090 155 7 of of ADP bracis-19090 155 8 the the DET bracis-19090 155 9 bible bible PROPN bracis-19090 155 10 used use VERB bracis-19090 155 11 in in ADP bracis-19090 155 12 the the DET bracis-19090 155 13 experiments experiment NOUN bracis-19090 155 14 . . PUNCT bracis-19090 156 1 the the DET bracis-19090 156 2 passage passage NOUN bracis-19090 156 3 is be AUX bracis-19090 156 4 from from ADP bracis-19090 156 5 genesis genesis PROPN bracis-19090 156 6 chapter chapter NOUN bracis-19090 156 7 1.1-4.full 1.1-4.full PROPN bracis-19090 156 8 size size NOUN bracis-19090 156 9 table table NOUN bracis-19090 156 10 4.2 4.2 NUM bracis-19090 156 11 automatic automatic ADJ bracis-19090 156 12 text text NOUN bracis-19090 156 13 simplification simplification NOUN bracis-19090 156 14 this this DET bracis-19090 156 15 section section NOUN bracis-19090 156 16 presents present VERB bracis-19090 156 17 the the DET bracis-19090 156 18 details detail NOUN bracis-19090 156 19 about about ADP bracis-19090 156 20 the the DET bracis-19090 156 21 automatic automatic ADJ bracis-19090 156 22 text text NOUN bracis-19090 156 23 simplification simplification NOUN bracis-19090 156 24 architecture architecture NOUN bracis-19090 156 25 adopted adopt VERB bracis-19090 156 26 in in ADP bracis-19090 156 27 this this DET bracis-19090 156 28 study study NOUN bracis-19090 156 29 . . PUNCT bracis-19090 157 1 we we PRON bracis-19090 157 2 applied apply VERB bracis-19090 157 3 the the DET bracis-19090 157 4 transformer transformer NOUN bracis-19090 157 5 and and CCONJ bracis-19090 157 6 bidirectional bidirectional ADJ bracis-19090 157 7 recurrent recurrent ADJ bracis-19090 157 8 neural neural ADJ bracis-19090 157 9 network network NOUN bracis-19090 157 10 ( ( PUNCT bracis-19090 157 11 b b X bracis-19090 157 12 - - PUNCT bracis-19090 157 13 rnn rnn NOUN bracis-19090 157 14 ) ) PUNCT bracis-19090 157 15 architectures architecture NOUN bracis-19090 157 16 to to PART bracis-19090 157 17 simplify simplify VERB bracis-19090 157 18 texts text NOUN bracis-19090 157 19 in in ADP bracis-19090 157 20 portuguese portuguese PROPN bracis-19090 157 21 which which PRON bracis-19090 157 22 are be AUX bracis-19090 157 23 state state NOUN bracis-19090 157 24 - - PUNCT bracis-19090 157 25 of of ADP bracis-19090 157 26 - - PUNCT bracis-19090 157 27 the the DET bracis-19090 157 28 - - PUNCT bracis-19090 157 29 art art NOUN bracis-19090 157 30 methods method NOUN bracis-19090 157 31 . . PUNCT bracis-19090 158 1 table table NOUN bracis-19090 158 2 3 3 NUM bracis-19090 158 3 . . PUNCT bracis-19090 159 1 the the DET bracis-19090 159 2 table table NOUN bracis-19090 159 3 shows show VERB bracis-19090 159 4 the the DET bracis-19090 159 5 hyperparameters hyperparameter NOUN bracis-19090 159 6 used use VERB bracis-19090 159 7 in in ADP bracis-19090 159 8 both both DET bracis-19090 159 9 models.full models.full NOUN bracis-19090 159 10 size size NOUN bracis-19090 159 11 table table NOUN bracis-19090 159 12 to to PART bracis-19090 159 13 perform perform VERB bracis-19090 159 14 the the DET bracis-19090 159 15 evaluation evaluation NOUN bracis-19090 159 16 , , PUNCT bracis-19090 159 17 we we PRON bracis-19090 159 18 used use VERB bracis-19090 159 19 the the DET bracis-19090 159 20 algorithms algorithm NOUN bracis-19090 159 21 implemented implement VERB bracis-19090 159 22 at at ADP bracis-19090 159 23 opennmt opennmt NOUN bracis-19090 159 24 framework framework NOUN bracis-19090 159 25     SPACE bracis-19090 160 1 [ [ X bracis-19090 160 2 18 18 NUM bracis-19090 160 3 ] ] PUNCT bracis-19090 160 4 . . PUNCT bracis-19090 161 1 in in ADP bracis-19090 161 2 opennmt opennmt NOUN bracis-19090 161 3 , , PUNCT bracis-19090 161 4 it it PRON bracis-19090 161 5 is be AUX bracis-19090 161 6 possible possible ADJ bracis-19090 161 7 to to PART bracis-19090 161 8 train train VERB bracis-19090 161 9 the the DET bracis-19090 161 10 model model NOUN bracis-19090 161 11 using use VERB bracis-19090 161 12 different different ADJ bracis-19090 161 13 datasets dataset NOUN bracis-19090 161 14 . . PUNCT bracis-19090 162 1 we we PRON bracis-19090 162 2 considered consider VERB bracis-19090 162 3 each each DET bracis-19090 162 4 pair pair NOUN bracis-19090 162 5 of of ADP bracis-19090 162 6 source source NOUN bracis-19090 162 7 - - NOUN bracis-19090 162 8 target target VERB bracis-19090 162 9 a a DET bracis-19090 162 10 distinct distinct ADJ bracis-19090 162 11 corpus corpus NOUN bracis-19090 162 12 and and CCONJ bracis-19090 162 13 assigned assign VERB bracis-19090 162 14 different different ADJ bracis-19090 162 15 weights weight NOUN bracis-19090 162 16 based base VERB bracis-19090 162 17 on on ADP bracis-19090 162 18 the the DET bracis-19090 162 19 difference difference NOUN bracis-19090 162 20 between between ADP bracis-19090 162 21 the the DET bracis-19090 162 22 median median ADJ bracis-19090 162 23 sentence sentence NOUN bracis-19090 162 24 length length NOUN bracis-19090 162 25 from from ADP bracis-19090 162 26 the the DET bracis-19090 162 27 arc arc NOUN bracis-19090 162 28 version version NOUN bracis-19090 162 29 to to ADP bracis-19090 162 30 the the DET bracis-19090 162 31 target target NOUN bracis-19090 162 32 version version NOUN bracis-19090 162 33 of of ADP bracis-19090 162 34 the the DET bracis-19090 162 35 corpus corpus NOUN bracis-19090 162 36 presented present VERB bracis-19090 162 37 at at ADP bracis-19090 162 38 table table NOUN bracis-19090 162 39     SPACE bracis-19090 162 40 1 1 NUM bracis-19090 162 41 . . PUNCT bracis-19090 162 42 further far ADV bracis-19090 162 43 , , PUNCT bracis-19090 162 44 the the DET bracis-19090 162 45 validation validation NOUN bracis-19090 162 46 content content NOUN bracis-19090 162 47 received receive VERB bracis-19090 162 48 target target NOUN bracis-19090 162 49 examples example NOUN bracis-19090 162 50 in in ADP bracis-19090 162 51 the the DET bracis-19090 162 52 same same ADJ bracis-19090 162 53 proportion proportion NOUN bracis-19090 162 54 of of ADP bracis-19090 162 55 the the DET bracis-19090 162 56 weights weight NOUN bracis-19090 162 57 . . PUNCT bracis-19090 163 1 the the DET bracis-19090 163 2 main main ADJ bracis-19090 163 3 objective objective NOUN bracis-19090 163 4 is be AUX bracis-19090 163 5 to to PART bracis-19090 163 6 avoid avoid VERB bracis-19090 163 7 over over ADV bracis-19090 163 8 - - PUNCT bracis-19090 163 9 fitting fit VERB bracis-19090 163 10 by by ADP bracis-19090 163 11 increasing increase VERB bracis-19090 163 12 the the DET bracis-19090 163 13 training training NOUN bracis-19090 163 14 data datum NOUN bracis-19090 163 15 . . PUNCT bracis-19090 164 1 also also ADV bracis-19090 164 2 , , PUNCT bracis-19090 164 3 it it PRON bracis-19090 164 4 might might AUX bracis-19090 164 5 allow allow VERB bracis-19090 164 6 the the DET bracis-19090 164 7 model model NOUN bracis-19090 164 8 to to PART bracis-19090 164 9 learn learn VERB bracis-19090 164 10 different different ADJ bracis-19090 164 11 simplification simplification NOUN bracis-19090 164 12 styles style NOUN bracis-19090 164 13 , , PUNCT bracis-19090 164 14 which which PRON bracis-19090 164 15 may may AUX bracis-19090 164 16 improve improve VERB bracis-19090 164 17 the the DET bracis-19090 164 18 model model NOUN bracis-19090 164 19 generalisation generalisation NOUN bracis-19090 164 20 . . PUNCT bracis-19090 165 1 the the DET bracis-19090 165 2 combined combined ADJ bracis-19090 165 3 corpus corpus NOUN bracis-19090 165 4 can can AUX bracis-19090 165 5 be be AUX bracis-19090 165 6 identified identify VERB bracis-19090 165 7 in in ADP bracis-19090 165 8 the the DET bracis-19090 165 9 following follow VERB bracis-19090 165 10 tables table NOUN bracis-19090 165 11 as as ADP bracis-19090 165 12 “ " PUNCT bracis-19090 165 13 multi multi ADJ bracis-19090 165 14 - - NOUN bracis-19090 165 15 corpus corpus NOUN bracis-19090 165 16 ” " PUNCT bracis-19090 165 17 . . PUNCT bracis-19090 166 1 finally finally ADV bracis-19090 166 2 , , PUNCT bracis-19090 166 3 the the DET bracis-19090 166 4 dataset dataset NOUN bracis-19090 166 5 was be AUX bracis-19090 166 6 split split VERB bracis-19090 166 7 into into ADP bracis-19090 166 8 17441 17441 NUM bracis-19090 166 9 verses verse NOUN bracis-19090 166 10 for for ADP bracis-19090 166 11 training training NOUN bracis-19090 166 12 , , PUNCT bracis-19090 166 13 8139 8139 NUM bracis-19090 166 14 verses verse NOUN bracis-19090 166 15 for for ADP bracis-19090 166 16 validation validation NOUN bracis-19090 166 17 , , PUNCT bracis-19090 166 18 and and CCONJ bracis-19090 166 19 3489 3489 NUM bracis-19090 166 20 verses verse NOUN bracis-19090 166 21 for for ADP bracis-19090 166 22 test test NOUN bracis-19090 166 23 parallel parallel ADJ bracis-19090 166 24 examples example NOUN bracis-19090 166 25 . . PUNCT bracis-19090 167 1 the the DET bracis-19090 167 2 experiments experiment NOUN bracis-19090 167 3 considered consider VERB bracis-19090 167 4 different different ADJ bracis-19090 167 5 target target NOUN bracis-19090 167 6 corpus corpus NOUN bracis-19090 167 7 where where SCONJ bracis-19090 167 8 the the DET bracis-19090 167 9 arc arc NOUN bracis-19090 167 10 bible bible PROPN bracis-19090 167 11 version version NOUN bracis-19090 167 12 is be AUX bracis-19090 167 13 always always ADV bracis-19090 167 14 the the DET bracis-19090 167 15 input input NOUN bracis-19090 167 16 . . PUNCT bracis-19090 168 1 also also ADV bracis-19090 168 2 , , PUNCT bracis-19090 168 3 different different ADJ bracis-19090 168 4 encoder encoder NOUN bracis-19090 168 5 - - PUNCT bracis-19090 168 6 decoder decoder NOUN bracis-19090 168 7 architecture architecture NOUN bracis-19090 168 8 were be AUX bracis-19090 168 9 considered consider VERB bracis-19090 168 10 ( ( PUNCT bracis-19090 168 11 see see VERB bracis-19090 168 12 table table NOUN bracis-19090 168 13     SPACE bracis-19090 168 14 5 5 NUM bracis-19090 168 15 ) ) PUNCT bracis-19090 168 16 . . PUNCT bracis-19090 169 1 two two NUM bracis-19090 169 2 different different ADJ bracis-19090 169 3 experiments experiment NOUN bracis-19090 169 4 were be AUX bracis-19090 169 5 performed perform VERB bracis-19090 169 6 for for ADP bracis-19090 169 7 each each DET bracis-19090 169 8 model model NOUN bracis-19090 169 9 : : PUNCT bracis-19090 169 10 with with ADP bracis-19090 169 11 and and CCONJ bracis-19090 169 12 without without ADP bracis-19090 169 13 pre pre ADJ bracis-19090 169 14 - - ADJ bracis-19090 169 15 trained train VERB bracis-19090 169 16 word word NOUN bracis-19090 169 17 embeddings embedding NOUN bracis-19090 169 18 ( ( PUNCT bracis-19090 169 19 portuguese portuguese ADJ bracis-19090 169 20 glove glove NOUN bracis-19090 169 21 embedding embed VERB bracis-19090 169 22 with with ADP bracis-19090 169 23 300 300 NUM bracis-19090 169 24 dimensions dimension NOUN bracis-19090 169 25     SPACE bracis-19090 170 1 [ [ X bracis-19090 170 2 14 14 NUM bracis-19090 170 3 ] ] PUNCT bracis-19090 170 4 ) ) PUNCT bracis-19090 170 5 . . PUNCT bracis-19090 171 1 at at ADP bracis-19090 171 2 last last ADJ bracis-19090 171 3 , , PUNCT bracis-19090 171 4 a a DET bracis-19090 171 5 total total NOUN bracis-19090 171 6 of of ADP bracis-19090 171 7 20 20 NUM bracis-19090 171 8 different different ADJ bracis-19090 171 9 experiments experiment NOUN bracis-19090 171 10 were be AUX bracis-19090 171 11 performed perform VERB bracis-19090 171 12 : : PUNCT bracis-19090 171 13 5 5 NUM bracis-19090 171 14 to to ADP bracis-19090 171 15 each each DET bracis-19090 171 16 encoder encoder NOUN bracis-19090 171 17 - - PUNCT bracis-19090 171 18 decoder decoder NOUN bracis-19090 171 19 architecture architecture NOUN bracis-19090 171 20 for for ADP bracis-19090 171 21 each each DET bracis-19090 171 22 corpus corpus NOUN bracis-19090 171 23 . . PUNCT bracis-19090 172 1 all all DET bracis-19090 172 2 the the DET bracis-19090 172 3 experiments experiment NOUN bracis-19090 172 4 considered consider VERB bracis-19090 172 5 a a DET bracis-19090 172 6 shared shared ADJ bracis-19090 172 7 embedding embedding NOUN bracis-19090 172 8 and and CCONJ bracis-19090 172 9 vocabulary vocabulary NOUN bracis-19090 172 10 and and CCONJ bracis-19090 172 11 allowed allow VERB bracis-19090 172 12 the the DET bracis-19090 172 13 execution execution NOUN bracis-19090 172 14 of of ADP bracis-19090 172 15 10000 10000 NUM bracis-19090 172 16 training training NOUN bracis-19090 172 17 epochs epoch NOUN bracis-19090 172 18 . . PUNCT bracis-19090 173 1 detailed detailed ADJ bracis-19090 173 2 information information NOUN bracis-19090 173 3 on on ADP bracis-19090 173 4 the the DET bracis-19090 173 5 experiment experiment NOUN bracis-19090 173 6 setup setup NOUN bracis-19090 173 7 is be AUX bracis-19090 173 8 given give VERB bracis-19090 173 9 in in ADP bracis-19090 173 10 tables table NOUN bracis-19090 173 11     SPACE bracis-19090 173 12 3 3 NUM bracis-19090 173 13 and and CCONJ bracis-19090 173 14 4 4 NUM bracis-19090 173 15 . . NOUN bracis-19090 173 16 table table NOUN bracis-19090 173 17 4 4 NUM bracis-19090 173 18 . . PUNCT bracis-19090 174 1 the the DET bracis-19090 174 2 table table NOUN bracis-19090 174 3 shows show VERB bracis-19090 174 4 the the DET bracis-19090 174 5 hyperparameters hyperparameter NOUN bracis-19090 174 6 specific specific ADJ bracis-19090 174 7 for for ADP bracis-19090 174 8 each each DET bracis-19090 174 9 model.full model.full ADJ bracis-19090 174 10 size size NOUN bracis-19090 174 11 table table NOUN bracis-19090 174 12 4.3 4.3 NUM bracis-19090 174 13 evaluation evaluation NOUN bracis-19090 174 14 the the DET bracis-19090 174 15 evaluation evaluation NOUN bracis-19090 174 16 used use VERB bracis-19090 174 17 two two NUM bracis-19090 174 18 metrics metric NOUN bracis-19090 174 19 for for ADP bracis-19090 174 20 translation translation NOUN bracis-19090 174 21 and and CCONJ bracis-19090 174 22 text text NOUN bracis-19090 174 23 simplification simplification NOUN bracis-19090 174 24 evaluation evaluation NOUN bracis-19090 174 25 . . PUNCT bracis-19090 175 1 the the DET bracis-19090 175 2 first first ADJ bracis-19090 175 3 one one NOUN bracis-19090 175 4 is be AUX bracis-19090 175 5 the the DET bracis-19090 175 6 bilingual bilingual ADJ bracis-19090 175 7 evaluation evaluation NOUN bracis-19090 175 8 understudy understudy NOUN bracis-19090 175 9 score score NOUN bracis-19090 175 10 ( ( PUNCT bracis-19090 175 11 bleu bleu NOUN bracis-19090 175 12 score score NOUN bracis-19090 175 13 ) ) PUNCT bracis-19090 175 14     SPACE bracis-19090 176 1 [ [ X bracis-19090 176 2 24 24 NUM bracis-19090 176 3 ] ] PUNCT bracis-19090 176 4 . . PUNCT bracis-19090 177 1 the the DET bracis-19090 177 2 bleu bleu NOUN bracis-19090 177 3 score score NOUN bracis-19090 177 4 is be AUX bracis-19090 177 5 a a DET bracis-19090 177 6 widely widely ADV bracis-19090 177 7 used use VERB bracis-19090 177 8 metric metric NOUN bracis-19090 177 9 to to PART bracis-19090 177 10 evaluate evaluate VERB bracis-19090 177 11 machine machine NOUN bracis-19090 177 12 translation translation NOUN bracis-19090 177 13 between between ADP bracis-19090 177 14 two two NUM bracis-19090 177 15 languages language NOUN bracis-19090 177 16 based base VERB bracis-19090 177 17 on on ADP bracis-19090 177 18 a a DET bracis-19090 177 19 reference reference NOUN bracis-19090 177 20 corpus corpus NOUN bracis-19090 177 21 . . PUNCT bracis-19090 178 1 it it PRON bracis-19090 178 2 also also ADV bracis-19090 178 3 has have AUX bracis-19090 178 4 been be AUX bracis-19090 178 5 extensively extensively ADV bracis-19090 178 6 used use VERB bracis-19090 178 7 to to PART bracis-19090 178 8 assess assess VERB bracis-19090 178 9 automatic automatic ADJ bracis-19090 178 10 text text NOUN bracis-19090 178 11 simplification simplification NOUN bracis-19090 178 12 , , PUNCT bracis-19090 178 13 especially especially ADV bracis-19090 178 14 the the DET bracis-19090 178 15 models model NOUN bracis-19090 178 16 based base VERB bracis-19090 178 17 on on ADP bracis-19090 178 18 mono mono PROPN bracis-19090 178 19 language language NOUN bracis-19090 178 20 translation translation NOUN bracis-19090 178 21     SPACE bracis-19090 179 1 [ [ X bracis-19090 179 2 5 5 NUM bracis-19090 179 3 , , PUNCT bracis-19090 179 4 35 35 NUM bracis-19090 179 5 ] ] PUNCT bracis-19090 179 6 . . PUNCT bracis-19090 180 1 another another DET bracis-19090 180 2 metric metric NOUN bracis-19090 180 3 is be AUX bracis-19090 180 4 the the DET bracis-19090 180 5 system system NOUN bracis-19090 180 6 output output NOUN bracis-19090 180 7 against against ADP bracis-19090 180 8 references reference NOUN bracis-19090 180 9 and and CCONJ bracis-19090 180 10 against against ADP bracis-19090 180 11 the the DET bracis-19090 180 12 input input NOUN bracis-19090 180 13 ( ( PUNCT bracis-19090 180 14 sari sari ADJ bracis-19090 180 15 score score NOUN bracis-19090 180 16 ) ) PUNCT bracis-19090 180 17     SPACE bracis-19090 181 1 [ [ X bracis-19090 181 2 35 35 NUM bracis-19090 181 3 ] ] PUNCT bracis-19090 181 4 . . PUNCT bracis-19090 182 1 unlike unlike ADP bracis-19090 182 2 the the DET bracis-19090 182 3 bleu bleu NOUN bracis-19090 182 4 score score NOUN bracis-19090 182 5 , , PUNCT bracis-19090 182 6 the the DET bracis-19090 182 7 initial initial ADJ bracis-19090 182 8 purpose purpose NOUN bracis-19090 182 9 of of ADP bracis-19090 182 10 the the DET bracis-19090 182 11 sari sari ADJ bracis-19090 182 12 score score NOUN bracis-19090 182 13 is be AUX bracis-19090 182 14 to to PART bracis-19090 182 15 evaluate evaluate VERB bracis-19090 182 16 text text NOUN bracis-19090 182 17 simplification simplification NOUN bracis-19090 182 18 , , PUNCT bracis-19090 182 19 considering consider VERB bracis-19090 182 20 the the DET bracis-19090 182 21 system system NOUN bracis-19090 182 22 output output NOUN bracis-19090 182 23 and and CCONJ bracis-19090 182 24 references reference NOUN bracis-19090 182 25 and and CCONJ bracis-19090 182 26 the the DET bracis-19090 182 27 source source NOUN bracis-19090 182 28 sentence sentence NOUN bracis-19090 182 29 . . PUNCT bracis-19090 183 1 in in ADP bracis-19090 183 2 summary summary NOUN bracis-19090 183 3 , , PUNCT bracis-19090 183 4 sari sari ADJ bracis-19090 183 5 score score NOUN bracis-19090 183 6 measure measure NOUN bracis-19090 183 7 how how SCONJ bracis-19090 183 8 well well ADV bracis-19090 183 9 the the DET bracis-19090 183 10 words word NOUN bracis-19090 183 11 are be AUX bracis-19090 183 12 maintained maintain VERB bracis-19090 183 13 or or CCONJ bracis-19090 183 14 changed change VERB bracis-19090 183 15 by by ADP bracis-19090 183 16 the the DET bracis-19090 183 17 system system NOUN bracis-19090 183 18     SPACE bracis-19090 184 1 [ [ X bracis-19090 184 2 35 35 NUM bracis-19090 184 3 ] ] SYM bracis-19090 184 4 . . PUNCT bracis-19090 185 1 herein herein PROPN bracis-19090 185 2 , , PUNCT bracis-19090 185 3 it it PRON bracis-19090 185 4 was be AUX bracis-19090 185 5 used use VERB bracis-19090 185 6 the the DET bracis-19090 185 7 sari sari ADJ bracis-19090 185 8 and and CCONJ bracis-19090 185 9 bleu bleu NOUN bracis-19090 185 10 score score NOUN bracis-19090 185 11 implementationfootnote implementationfootnote PROPN bracis-19090 185 12 2 2 NUM bracis-19090 185 13 proposed propose VERB bracis-19090 185 14 by by ADP bracis-19090 185 15     SPACE bracis-19090 185 16 [ [ X bracis-19090 185 17 5 5 NUM bracis-19090 185 18 ] ] PUNCT bracis-19090 185 19 . . PUNCT bracis-19090 186 1 5 5 NUM bracis-19090 186 2 results result VERB bracis-19090 186 3 this this DET bracis-19090 186 4 section section NOUN bracis-19090 186 5 presents present VERB bracis-19090 186 6 the the DET bracis-19090 186 7 results result NOUN bracis-19090 186 8 obtained obtain VERB bracis-19090 186 9 in in ADP bracis-19090 186 10 the the DET bracis-19090 186 11 experiments experiment NOUN bracis-19090 186 12 . . PUNCT bracis-19090 187 1 first first ADV bracis-19090 187 2 , , PUNCT bracis-19090 187 3 we we PRON bracis-19090 187 4 discuss discuss VERB bracis-19090 187 5 quantitative quantitative ADJ bracis-19090 187 6 aspects aspect NOUN bracis-19090 187 7 of of ADP bracis-19090 187 8 the the DET bracis-19090 187 9 supervised supervised ADJ bracis-19090 187 10 metrics metric NOUN bracis-19090 187 11 , , PUNCT bracis-19090 187 12 and and CCONJ bracis-19090 187 13 then then ADV bracis-19090 187 14 , , PUNCT bracis-19090 187 15 a a DET bracis-19090 187 16 more more ADJ bracis-19090 187 17 in in ADP bracis-19090 187 18 - - PUNCT bracis-19090 187 19 depth depth NOUN bracis-19090 187 20 discussion discussion NOUN bracis-19090 187 21 on on ADP bracis-19090 187 22 the the DET bracis-19090 187 23 quality quality NOUN bracis-19090 187 24 of of ADP bracis-19090 187 25 the the DET bracis-19090 187 26 predictions prediction NOUN bracis-19090 187 27 is be AUX bracis-19090 187 28 given give VERB bracis-19090 187 29 . . PUNCT bracis-19090 188 1 table table NOUN bracis-19090 188 2     SPACE bracis-19090 188 3 6 6 NUM bracis-19090 188 4 synthesize synthesize VERB bracis-19090 188 5 the the DET bracis-19090 188 6 results result NOUN bracis-19090 188 7 from from ADP bracis-19090 188 8 table table NOUN bracis-19090 188 9     SPACE bracis-19090 188 10 5 5 NUM bracis-19090 188 11 . . PUNCT bracis-19090 188 12 table table NOUN bracis-19090 188 13     SPACE bracis-19090 188 14 5 5 NUM bracis-19090 188 15 shows show VERB bracis-19090 188 16 the the DET bracis-19090 188 17 detailed detailed ADJ bracis-19090 188 18 results result NOUN bracis-19090 188 19 of of ADP bracis-19090 188 20 the the DET bracis-19090 188 21 text text NOUN bracis-19090 188 22 simplification simplification NOUN bracis-19090 188 23 for for ADP bracis-19090 188 24 each each DET bracis-19090 188 25 architecture architecture NOUN bracis-19090 188 26 and and CCONJ bracis-19090 188 27 pair pair NOUN bracis-19090 188 28 of of ADP bracis-19090 188 29 datasets dataset NOUN bracis-19090 188 30 analyzed analyze VERB bracis-19090 188 31 . . PUNCT bracis-19090 189 1 in in ADP bracis-19090 189 2 this this DET bracis-19090 189 3 paper paper NOUN bracis-19090 189 4 context context NOUN bracis-19090 189 5 , , PUNCT bracis-19090 189 6 as as ADV bracis-19090 189 7 long long ADV bracis-19090 189 8 as as SCONJ bracis-19090 189 9 it it PRON bracis-19090 189 10 was be AUX bracis-19090 189 11 not not PART bracis-19090 189 12 possible possible ADJ bracis-19090 189 13 to to PART bracis-19090 189 14 find find VERB bracis-19090 189 15 a a DET bracis-19090 189 16 massive massive ADJ bracis-19090 189 17 , , PUNCT bracis-19090 189 18 parallel parallel ADJ bracis-19090 189 19 corpus corpu NOUN bracis-19090 189 20 of of ADP bracis-19090 189 21 portuguese portuguese ADJ bracis-19090 189 22 simplified simplified ADJ bracis-19090 189 23 texts text NOUN bracis-19090 189 24 and and CCONJ bracis-19090 189 25 the the DET bracis-19090 189 26 experiment experiment NOUN bracis-19090 189 27 training training NOUN bracis-19090 189 28 time time NOUN bracis-19090 189 29 constraints constraint NOUN bracis-19090 189 30 , , PUNCT bracis-19090 189 31 the the DET bracis-19090 189 32 b b NOUN bracis-19090 189 33 - - PUNCT bracis-19090 189 34 rnn rnn NOUN bracis-19090 189 35 and and CCONJ bracis-19090 189 36 b b NOUN bracis-19090 189 37 - - PUNCT bracis-19090 189 38 rnn+embedding rnn+embedde VERB bracis-19090 189 39 achieved achieve VERB bracis-19090 189 40 the the DET bracis-19090 189 41 best good ADJ bracis-19090 189 42 results result NOUN bracis-19090 189 43 . . PUNCT bracis-19090 190 1 despite despite SCONJ bracis-19090 190 2 the the DET bracis-19090 190 3 poor poor ADJ bracis-19090 190 4 performance performance NOUN bracis-19090 190 5 when when SCONJ bracis-19090 190 6 compared compare VERB bracis-19090 190 7 with with ADP bracis-19090 190 8 the the DET bracis-19090 190 9 brnn brnn NOUN bracis-19090 190 10 model model NOUN bracis-19090 190 11 , , PUNCT bracis-19090 190 12 the the DET bracis-19090 190 13 transformer transformer NOUN bracis-19090 190 14 model model NOUN bracis-19090 190 15 might might AUX bracis-19090 190 16 improve improve VERB bracis-19090 190 17 its its PRON bracis-19090 190 18 performance performance NOUN bracis-19090 190 19 when when SCONJ bracis-19090 190 20 trained train VERB bracis-19090 190 21 with with ADP bracis-19090 190 22 more more ADJ bracis-19090 190 23 epochs epoch NOUN bracis-19090 190 24 and and CCONJ bracis-19090 190 25 with with ADP bracis-19090 190 26 a a DET bracis-19090 190 27 larger large ADJ bracis-19090 190 28 corpus corpus NOUN bracis-19090 190 29     SPACE bracis-19090 191 1 [ [ X bracis-19090 191 2 11 11 NUM bracis-19090 191 3 , , PUNCT bracis-19090 191 4 21 21 NUM bracis-19090 191 5 , , PUNCT bracis-19090 191 6 29 29 NUM bracis-19090 191 7 ] ] PUNCT bracis-19090 191 8 . . PUNCT bracis-19090 192 1 table table NOUN bracis-19090 192 2 5 5 NUM bracis-19090 192 3 . . PUNCT bracis-19090 193 1 the the DET bracis-19090 193 2 table table NOUN bracis-19090 193 3 shows show VERB bracis-19090 193 4 the the DET bracis-19090 193 5 result result NOUN bracis-19090 193 6 of of ADP bracis-19090 193 7 the the DET bracis-19090 193 8 text text NOUN bracis-19090 193 9 simplification simplification NOUN bracis-19090 193 10 to to ADP bracis-19090 193 11 the the DET bracis-19090 193 12 different different ADJ bracis-19090 193 13 experiments experiment NOUN bracis-19090 193 14 . . PUNCT bracis-19090 194 1 the the DET bracis-19090 194 2 b b X bracis-19090 194 3 - - PUNCT bracis-19090 194 4 rnn rnn NOUN bracis-19090 194 5 model model NOUN bracis-19090 194 6 outperforms outperform NOUN bracis-19090 194 7 all all DET bracis-19090 194 8 the the DET bracis-19090 194 9 other other ADJ bracis-19090 194 10 models model NOUN bracis-19090 194 11 when when SCONJ bracis-19090 194 12 both both DET bracis-19090 194 13 metrics metric NOUN bracis-19090 194 14 are be AUX bracis-19090 194 15 considered.full considered.full NOUN bracis-19090 194 16 size size NOUN bracis-19090 194 17 table table NOUN bracis-19090 194 18 table table NOUN bracis-19090 194 19 6 6 NUM bracis-19090 194 20 . . PUNCT bracis-19090 195 1 the the DET bracis-19090 195 2 summary summary NOUN bracis-19090 195 3 of of ADP bracis-19090 195 4 metrics metric NOUN bracis-19090 195 5 of of ADP bracis-19090 195 6 table table NOUN bracis-19090 195 7     SPACE bracis-19090 195 8 5.full 5.full NUM bracis-19090 195 9 size size NOUN bracis-19090 195 10 table table NOUN bracis-19090 195 11 table table NOUN bracis-19090 195 12 7 7 NUM bracis-19090 195 13 . . PUNCT bracis-19090 196 1 the the DET bracis-19090 196 2 multi multi ADJ bracis-19090 196 3 - - ADJ bracis-19090 196 4 corpus corpus ADJ bracis-19090 196 5 prediction prediction NOUN bracis-19090 196 6 was be AUX bracis-19090 196 7 produced produce VERB bracis-19090 196 8 using use VERB bracis-19090 196 9 the the DET bracis-19090 196 10 b b PROPN bracis-19090 196 11 - - PUNCT bracis-19090 196 12 rnn rnn NOUN bracis-19090 196 13 model model NOUN bracis-19090 196 14 with with ADP bracis-19090 196 15 and and CCONJ bracis-19090 196 16 without without ADP bracis-19090 196 17 pre pre VERB bracis-19090 196 18 trained train VERB bracis-19090 196 19 embeddings embedding NOUN bracis-19090 196 20 . . PUNCT bracis-19090 197 1 he he PRON bracis-19090 197 2 both both DET bracis-19090 197 3 models model NOUN bracis-19090 197 4 removed remove VERB bracis-19090 197 5 a a DET bracis-19090 197 6 specific specific ADJ bracis-19090 197 7 part part NOUN bracis-19090 197 8 of of ADP bracis-19090 197 9 the the DET bracis-19090 197 10 sentence sentence NOUN bracis-19090 197 11 to to PART bracis-19090 197 12 try try VERB bracis-19090 197 13 to to PART bracis-19090 197 14 make make VERB bracis-19090 197 15 it it PRON bracis-19090 197 16 shorter short ADJ bracis-19090 197 17 which which PRON bracis-19090 197 18 is be AUX bracis-19090 197 19 in in ADP bracis-19090 197 20 bold bold ADJ bracis-19090 197 21 text.full text.full NUM bracis-19090 197 22 size size NOUN bracis-19090 197 23 table table NOUN bracis-19090 197 24 5.1 5.1 NUM bracis-19090 197 25 simplification simplification NOUN bracis-19090 197 26 quality quality NOUN bracis-19090 197 27 one one NUM bracis-19090 197 28 particular particular ADJ bracis-19090 197 29 insight insight NOUN bracis-19090 197 30 is be AUX bracis-19090 197 31 that that SCONJ bracis-19090 197 32 the the DET bracis-19090 197 33 simplification simplification NOUN bracis-19090 197 34 using use VERB bracis-19090 197 35 multiple multiple ADJ bracis-19090 197 36 targets target NOUN bracis-19090 197 37 achieves achieve VERB bracis-19090 197 38 a a DET bracis-19090 197 39 much much ADV bracis-19090 197 40 higher high ADJ bracis-19090 197 41 bleu bleu NOUN bracis-19090 197 42 score score NOUN bracis-19090 197 43 but but CCONJ bracis-19090 197 44 has have VERB bracis-19090 197 45 a a DET bracis-19090 197 46 lower low ADJ bracis-19090 197 47 sari sari ADJ bracis-19090 197 48 score score NOUN bracis-19090 197 49 in in ADP bracis-19090 197 50 almost almost ADV bracis-19090 197 51 all all PRON bracis-19090 197 52 experiments experiment NOUN bracis-19090 197 53 . . PUNCT bracis-19090 198 1 this this DET bracis-19090 198 2 difference difference NOUN bracis-19090 198 3 is be AUX bracis-19090 198 4 due due ADJ bracis-19090 198 5 to to ADP bracis-19090 198 6 the the DET bracis-19090 198 7 diverse diverse ADJ bracis-19090 198 8 nature nature NOUN bracis-19090 198 9 of of ADP bracis-19090 198 10 both both DET bracis-19090 198 11 metrics metric NOUN bracis-19090 198 12 , , PUNCT bracis-19090 198 13 i.e. i.e. X bracis-19090 198 14 , , PUNCT bracis-19090 198 15 the the DET bracis-19090 198 16 bleu bleu NOUN bracis-19090 198 17 score score NOUN bracis-19090 198 18 measures measure VERB bracis-19090 198 19 the the DET bracis-19090 198 20 number number NOUN bracis-19090 198 21 of of ADP bracis-19090 198 22 unigrams unigram NOUN bracis-19090 198 23 of of ADP bracis-19090 198 24 the the DET bracis-19090 198 25 system system NOUN bracis-19090 198 26 prediction prediction NOUN bracis-19090 198 27 is be AUX bracis-19090 198 28 part part NOUN bracis-19090 198 29 of of ADP bracis-19090 198 30 the the DET bracis-19090 198 31 references reference NOUN bracis-19090 198 32 . . PUNCT bracis-19090 199 1 in in ADP bracis-19090 199 2 other other ADJ bracis-19090 199 3 words word NOUN bracis-19090 199 4 , , PUNCT bracis-19090 199 5 it it PRON bracis-19090 199 6 calculates calculate VERB bracis-19090 199 7 a a DET bracis-19090 199 8 “ " PUNCT bracis-19090 199 9 modified modified ADJ bracis-19090 199 10 precision precision NOUN bracis-19090 199 11 score score NOUN bracis-19090 199 12 ” " PUNCT bracis-19090 199 13 , , PUNCT bracis-19090 199 14 which which PRON bracis-19090 199 15 decreases decrease VERB bracis-19090 199 16 the the DET bracis-19090 199 17 incentive incentive NOUN bracis-19090 199 18 of of ADP bracis-19090 199 19 an an DET bracis-19090 199 20 over over NOUN bracis-19090 199 21 - - PUNCT bracis-19090 199 22 generation generation NOUN bracis-19090 199 23 of of ADP bracis-19090 199 24 a a DET bracis-19090 199 25 particular particular ADJ bracis-19090 199 26 word word NOUN bracis-19090 199 27 to to PART bracis-19090 199 28 obtain obtain VERB bracis-19090 199 29 a a DET bracis-19090 199 30 high high ADJ bracis-19090 199 31 score score NOUN bracis-19090 199 32     SPACE bracis-19090 200 1 [ [ X bracis-19090 200 2 24 24 NUM bracis-19090 200 3 ] ] PUNCT bracis-19090 200 4 . . PUNCT bracis-19090 201 1 therefore therefore ADV bracis-19090 201 2 , , PUNCT bracis-19090 201 3 the the DET bracis-19090 201 4 high high ADJ bracis-19090 201 5 bleu bleu NOUN bracis-19090 201 6 score score NOUN bracis-19090 201 7 might might AUX bracis-19090 201 8 mean mean VERB bracis-19090 201 9 that that SCONJ bracis-19090 201 10 the the DET bracis-19090 201 11 model model NOUN bracis-19090 201 12 is be AUX bracis-19090 201 13 sharing share VERB bracis-19090 201 14 a a DET bracis-19090 201 15 significant significant ADJ bracis-19090 201 16 overlap overlap NOUN bracis-19090 201 17 with with ADP bracis-19090 201 18 the the DET bracis-19090 201 19 references reference NOUN bracis-19090 201 20 in in ADP bracis-19090 201 21 the the DET bracis-19090 201 22 predictionfootnote predictionfootnote NOUN bracis-19090 201 23 3 3 X bracis-19090 201 24 . . PUNCT bracis-19090 201 25 on on ADP bracis-19090 201 26 the the DET bracis-19090 201 27 other other ADJ bracis-19090 201 28 hand hand NOUN bracis-19090 201 29 , , PUNCT bracis-19090 201 30 the the DET bracis-19090 201 31 sari sari ADJ bracis-19090 201 32 score score NOUN bracis-19090 201 33 rewards reward VERB bracis-19090 201 34 the the DET bracis-19090 201 35 words word NOUN bracis-19090 201 36 that that PRON bracis-19090 201 37 are be AUX bracis-19090 201 38 maintained maintain VERB bracis-19090 201 39 in in ADP bracis-19090 201 40 both both DET bracis-19090 201 41 reference reference NOUN bracis-19090 201 42 and and CCONJ bracis-19090 201 43 source source NOUN bracis-19090 201 44 sentence sentence NOUN bracis-19090 201 45     SPACE bracis-19090 202 1 [ [ X bracis-19090 202 2 5 5 NUM bracis-19090 202 3 , , PUNCT bracis-19090 202 4 36 36 NUM bracis-19090 202 5 ] ] PUNCT bracis-19090 202 6 . . PUNCT bracis-19090 203 1 it it PRON bracis-19090 203 2 also also ADV bracis-19090 203 3 scores score VERB bracis-19090 203 4 the the DET bracis-19090 203 5 addition addition NOUN bracis-19090 203 6 of of ADP bracis-19090 203 7 new new ADJ bracis-19090 203 8 words word NOUN bracis-19090 203 9 as as ADV bracis-19090 203 10 long long ADV bracis-19090 203 11 as as SCONJ bracis-19090 203 12 they they PRON bracis-19090 203 13 belong belong VERB bracis-19090 203 14 to to ADP bracis-19090 203 15 at at ADV bracis-19090 203 16 least least ADV bracis-19090 203 17 one one NUM bracis-19090 203 18 reference reference NOUN bracis-19090 203 19     SPACE bracis-19090 203 20 [ [ X bracis-19090 203 21 5 5 NUM bracis-19090 203 22 , , PUNCT bracis-19090 203 23 36 36 NUM bracis-19090 203 24 ] ] PUNCT bracis-19090 203 25 . . PUNCT bracis-19090 204 1 further far ADV bracis-19090 204 2 , , PUNCT bracis-19090 204 3 the the DET bracis-19090 204 4 metric metric NOUN bracis-19090 204 5 showed show VERB bracis-19090 204 6 to to PART bracis-19090 204 7 be be AUX bracis-19090 204 8 intuitive intuitive ADJ bracis-19090 204 9 on on ADP bracis-19090 204 10 how how SCONJ bracis-19090 204 11 the the DET bracis-19090 204 12 simplification simplification NOUN bracis-19090 204 13 gain gain NOUN bracis-19090 204 14 is be AUX bracis-19090 204 15 calculated calculate VERB bracis-19090 204 16     SPACE bracis-19090 205 1 [ [ X bracis-19090 205 2 5 5 NUM bracis-19090 205 3 , , PUNCT bracis-19090 205 4 36 36 NUM bracis-19090 205 5 ] ] PUNCT bracis-19090 205 6 . . PUNCT bracis-19090 206 1 fig fig NOUN bracis-19090 206 2 . . PUNCT bracis-19090 207 1 2 2 X bracis-19090 207 2 . . X bracis-19090 207 3 text text NOUN bracis-19090 207 4 readability readability NOUN bracis-19090 207 5 scores score NOUN bracis-19090 207 6 , , PUNCT bracis-19090 207 7 calculated calculate VERB bracis-19090 207 8 by by ADP bracis-19090 207 9 the the DET bracis-19090 207 10 pylinguistics pylinguistic NOUN bracis-19090 207 11 library library NOUN bracis-19090 207 12 , , PUNCT bracis-19090 207 13 of of ADP bracis-19090 207 14 the the DET bracis-19090 207 15 text text NOUN bracis-19090 207 16 simplification simplification NOUN bracis-19090 207 17 made make VERB bracis-19090 207 18 by by ADP bracis-19090 207 19 the the DET bracis-19090 207 20 b b PROPN bracis-19090 207 21 - - PUNCT bracis-19090 207 22 rnn rnn NOUN bracis-19090 207 23 model model NOUN bracis-19090 207 24 in in ADP bracis-19090 207 25 different different ADJ bracis-19090 207 26 corpus corpus NOUN bracis-19090 207 27 . . PUNCT bracis-19090 208 1 full full ADJ bracis-19090 208 2 size size NOUN bracis-19090 208 3 image image NOUN bracis-19090 208 4 table table NOUN bracis-19090 208 5 8 8 NUM bracis-19090 208 6 . . PUNCT bracis-19090 209 1 different different ADJ bracis-19090 209 2 scores score NOUN bracis-19090 209 3 produced produce VERB bracis-19090 209 4 by by ADP bracis-19090 209 5 the the DET bracis-19090 209 6 simplification simplification NOUN bracis-19090 209 7 made make VERB bracis-19090 209 8 over over ADP bracis-19090 209 9 different different ADJ bracis-19090 209 10 corpus corpus NOUN bracis-19090 209 11 from from ADP bracis-19090 209 12 the the DET bracis-19090 209 13 best good ADJ bracis-19090 209 14 performing performing NOUN bracis-19090 209 15 methods method NOUN bracis-19090 209 16 which which PRON bracis-19090 209 17 are be AUX bracis-19090 209 18 b b NOUN bracis-19090 209 19 - - PUNCT bracis-19090 209 20 rnn rnn VERB bracis-19090 209 21 with with ADP bracis-19090 209 22 and and CCONJ bracis-19090 209 23 without without ADP bracis-19090 209 24 pre pre ADJ bracis-19090 209 25 trained train VERB bracis-19090 209 26 embeddings.full embeddings.full NOUN bracis-19090 209 27 size size NOUN bracis-19090 209 28 table table NOUN bracis-19090 209 29 figure figure NOUN bracis-19090 209 30     SPACE bracis-19090 209 31 2 2 NUM bracis-19090 209 32 show show VERB bracis-19090 209 33 that that SCONJ bracis-19090 209 34 in in ADP bracis-19090 209 35 the the DET bracis-19090 209 36 single single ADJ bracis-19090 209 37 training training NOUN bracis-19090 209 38 corpora corpus NOUN bracis-19090 209 39 , , PUNCT bracis-19090 209 40 the the DET bracis-19090 209 41 metrics metric NOUN bracis-19090 209 42 of of ADP bracis-19090 209 43 readability readability NOUN bracis-19090 209 44 is be AUX bracis-19090 209 45 improve improve VERB bracis-19090 209 46 and and CCONJ bracis-19090 209 47 it it PRON bracis-19090 209 48 is be AUX bracis-19090 209 49 even even ADV bracis-19090 209 50 higher high ADJ bracis-19090 209 51 than than ADP bracis-19090 209 52 the the DET bracis-19090 209 53 readability readability NOUN bracis-19090 209 54 of of ADP bracis-19090 209 55 the the DET bracis-19090 209 56 reference reference NOUN bracis-19090 209 57 corpus corpus NOUN bracis-19090 209 58 . . PUNCT bracis-19090 210 1 this this PRON bracis-19090 210 2 means mean VERB bracis-19090 210 3 that that SCONJ bracis-19090 210 4 the the DET bracis-19090 210 5 model model NOUN bracis-19090 210 6 was be AUX bracis-19090 210 7 able able ADJ bracis-19090 210 8 to to PART bracis-19090 210 9 learn learn VERB bracis-19090 210 10 the the DET bracis-19090 210 11 style style NOUN bracis-19090 210 12 of of ADP bracis-19090 210 13 the the DET bracis-19090 210 14 target target NOUN bracis-19090 210 15 corpus corpus NOUN bracis-19090 210 16 as as SCONJ bracis-19090 210 17 it it PRON bracis-19090 210 18 was be AUX bracis-19090 210 19 pointed point VERB bracis-19090 210 20 out out ADP bracis-19090 210 21 by by ADP bracis-19090 210 22 previous previous ADJ bracis-19090 210 23 works work NOUN bracis-19090 210 24     SPACE bracis-19090 211 1 [ [ X bracis-19090 211 2 19 19 NUM bracis-19090 211 3 , , PUNCT bracis-19090 211 4 38 38 NUM bracis-19090 211 5 ] ] PUNCT bracis-19090 211 6 . . PUNCT bracis-19090 212 1 besides besides SCONJ bracis-19090 212 2 , , PUNCT bracis-19090 212 3 although although SCONJ bracis-19090 212 4 the the DET bracis-19090 212 5 predicted predict VERB bracis-19090 212 6 texts text NOUN bracis-19090 212 7 have have VERB bracis-19090 212 8 more more ADJ bracis-19090 212 9 tokens token NOUN bracis-19090 212 10 per per ADP bracis-19090 212 11 sentence sentence NOUN bracis-19090 212 12 in in ADP bracis-19090 212 13 average average ADJ bracis-19090 212 14 , , PUNCT bracis-19090 212 15 the the DET bracis-19090 212 16 high high ADJ bracis-19090 212 17 readability readability NOUN bracis-19090 212 18 score score NOUN bracis-19090 212 19 might might AUX bracis-19090 212 20 mean mean VERB bracis-19090 212 21 that that SCONJ bracis-19090 212 22 it it PRON bracis-19090 212 23 is be AUX bracis-19090 212 24 predicting predict VERB bracis-19090 212 25 short short ADJ bracis-19090 212 26 words word NOUN bracis-19090 212 27 as as SCONJ bracis-19090 212 28 it it PRON bracis-19090 212 29 is be AUX bracis-19090 212 30 one one NUM bracis-19090 212 31 of of ADP bracis-19090 212 32 the the DET bracis-19090 212 33 aspects aspect NOUN bracis-19090 212 34 considered consider VERB bracis-19090 212 35 in in ADP bracis-19090 212 36 the the DET bracis-19090 212 37 readability readability NOUN bracis-19090 212 38 metric metric NOUN bracis-19090 212 39     SPACE bracis-19090 213 1 [ [ X bracis-19090 213 2 7 7 NUM bracis-19090 213 3 ] ] PUNCT bracis-19090 213 4 . . PUNCT bracis-19090 214 1 finally finally ADV bracis-19090 214 2 , , PUNCT bracis-19090 214 3 the the DET bracis-19090 214 4 model model NOUN bracis-19090 214 5 trained train VERB bracis-19090 214 6 with with ADP bracis-19090 214 7 a a DET bracis-19090 214 8 single single ADJ bracis-19090 214 9 corpus corpus NOUN bracis-19090 214 10 achieved achieve VERB bracis-19090 214 11 a a DET bracis-19090 214 12 higher high ADJ bracis-19090 214 13 sari sari ADJ bracis-19090 214 14 score score NOUN bracis-19090 214 15 , , PUNCT bracis-19090 214 16 indicating indicate VERB bracis-19090 214 17 a a DET bracis-19090 214 18 better well ADJ bracis-19090 214 19 simplification simplification NOUN bracis-19090 214 20 . . PUNCT bracis-19090 215 1 nonetheless nonetheless ADV bracis-19090 215 2 , , PUNCT bracis-19090 215 3 it it PRON bracis-19090 215 4 could could AUX bracis-19090 215 5 not not PART bracis-19090 215 6 produce produce VERB bracis-19090 215 7 a a DET bracis-19090 215 8 sentence sentence NOUN bracis-19090 215 9 with with ADP bracis-19090 215 10 the the DET bracis-19090 215 11 same same ADJ bracis-19090 215 12 level level NOUN bracis-19090 215 13 of of ADP bracis-19090 215 14 grammatical grammatical ADJ bracis-19090 215 15 correctness correctness NOUN bracis-19090 215 16 and and CCONJ bracis-19090 215 17 semantic semantic ADJ bracis-19090 215 18 meaning meaning NOUN bracis-19090 215 19 in in ADP bracis-19090 215 20 this this DET bracis-19090 215 21 particular particular ADJ bracis-19090 215 22 example example NOUN bracis-19090 215 23 as as ADP bracis-19090 215 24 the the DET bracis-19090 215 25 one one NOUN bracis-19090 215 26 produced produce VERB bracis-19090 215 27 by by ADP bracis-19090 215 28 the the DET bracis-19090 215 29 multi multi ADJ bracis-19090 215 30 - - ADJ bracis-19090 215 31 corpus corpus ADJ bracis-19090 215 32 training training NOUN bracis-19090 215 33 approach approach NOUN bracis-19090 215 34 . . PUNCT bracis-19090 216 1 it it PRON bracis-19090 216 2 was be AUX bracis-19090 216 3 pointed point VERB bracis-19090 216 4 by by ADP bracis-19090 216 5     SPACE bracis-19090 216 6 [ [ X bracis-19090 216 7 31 31 NUM bracis-19090 216 8 ] ] PUNCT bracis-19090 216 9 that that SCONJ bracis-19090 216 10 even even ADV bracis-19090 216 11 though though SCONJ bracis-19090 216 12 sari sari ADJ bracis-19090 216 13 scores score NOUN bracis-19090 216 14 can can AUX bracis-19090 216 15 represent represent VERB bracis-19090 216 16 the the DET bracis-19090 216 17 quality quality NOUN bracis-19090 216 18 of of ADP bracis-19090 216 19 the the DET bracis-19090 216 20 simplified simplified ADJ bracis-19090 216 21 sentences sentence NOUN bracis-19090 216 22 , , PUNCT bracis-19090 216 23 the the DET bracis-19090 216 24 bleu bleu NOUN bracis-19090 216 25 score score NOUN bracis-19090 216 26 performs perform VERB bracis-19090 216 27 better well ADV bracis-19090 216 28 on on ADP bracis-19090 216 29 scoring score VERB bracis-19090 216 30 the the DET bracis-19090 216 31 grammatical grammatical ADJ bracis-19090 216 32 meaning meaning NOUN bracis-19090 216 33 of of ADP bracis-19090 216 34 the the DET bracis-19090 216 35 sentences sentence NOUN bracis-19090 216 36 . . PUNCT bracis-19090 217 1 table table NOUN bracis-19090 217 2     SPACE bracis-19090 217 3 7 7 NUM bracis-19090 217 4 presents present VERB bracis-19090 217 5 an an DET bracis-19090 217 6 example example NOUN bracis-19090 217 7 of of ADP bracis-19090 217 8 the the DET bracis-19090 217 9 outcome outcome NOUN bracis-19090 217 10 of of ADP bracis-19090 217 11 the the DET bracis-19090 217 12 best good ADJ bracis-19090 217 13 text text NOUN bracis-19090 217 14 simplification simplification NOUN bracis-19090 217 15 method method NOUN bracis-19090 217 16 . . PUNCT bracis-19090 218 1 it it PRON bracis-19090 218 2 shows show VERB bracis-19090 218 3 details detail NOUN bracis-19090 218 4 about about ADP bracis-19090 218 5 the the DET bracis-19090 218 6 potential potential NOUN bracis-19090 218 7 of of ADP bracis-19090 218 8 the the DET bracis-19090 218 9 application application NOUN bracis-19090 218 10 of of ADP bracis-19090 218 11 the the DET bracis-19090 218 12 proposal proposal NOUN bracis-19090 218 13 in in ADP bracis-19090 218 14 practice practice NOUN bracis-19090 218 15 . . PUNCT bracis-19090 219 1 as as SCONJ bracis-19090 219 2 presented present VERB bracis-19090 219 3 , , PUNCT bracis-19090 219 4 the the DET bracis-19090 219 5 text text NOUN bracis-19090 219 6 after after ADP bracis-19090 219 7 applying apply VERB bracis-19090 219 8 the the DET bracis-19090 219 9 algorithm algorithm NOUN bracis-19090 219 10 contains contain VERB bracis-19090 219 11 more more ADV bracis-19090 219 12 general general ADJ bracis-19090 219 13 words word NOUN bracis-19090 219 14 than than ADP bracis-19090 219 15 the the DET bracis-19090 219 16 original original ADJ bracis-19090 219 17 text text NOUN bracis-19090 219 18 . . PUNCT bracis-19090 220 1 even even ADV bracis-19090 220 2 though though SCONJ bracis-19090 220 3 it it PRON bracis-19090 220 4 did do AUX bracis-19090 220 5 not not PART bracis-19090 220 6 produce produce VERB bracis-19090 220 7 an an DET bracis-19090 220 8 exact exact ADJ bracis-19090 220 9 translation translation NOUN bracis-19090 220 10 of of ADP bracis-19090 220 11 the the DET bracis-19090 220 12 tokens token NOUN bracis-19090 220 13 , , PUNCT bracis-19090 220 14 the the DET bracis-19090 220 15 model model NOUN bracis-19090 220 16 is be AUX bracis-19090 220 17 able able ADJ bracis-19090 220 18 to to PART bracis-19090 220 19 maintain maintain VERB bracis-19090 220 20 the the DET bracis-19090 220 21 original original ADJ bracis-19090 220 22 meaning meaning NOUN bracis-19090 220 23 of of ADP bracis-19090 220 24 the the DET bracis-19090 220 25 sentence sentence NOUN bracis-19090 220 26 and and CCONJ bracis-19090 220 27 grammatical grammatical ADJ bracis-19090 220 28 correctness correctness NOUN bracis-19090 220 29 . . PUNCT bracis-19090 221 1 6 6 NUM bracis-19090 221 2 conclusion conclusion NOUN bracis-19090 221 3 neural neural ADJ bracis-19090 221 4 machine machine NOUN bracis-19090 221 5 translation translation NOUN bracis-19090 221 6 ( ( PUNCT bracis-19090 221 7 nmt nmt NOUN bracis-19090 221 8 ) ) PUNCT bracis-19090 221 9 methods method NOUN bracis-19090 221 10 have have AUX bracis-19090 221 11 achieved achieve VERB bracis-19090 221 12 successful successful ADJ bracis-19090 221 13 results result NOUN bracis-19090 221 14 for for ADP bracis-19090 221 15 the the DET bracis-19090 221 16 text text NOUN bracis-19090 221 17 simplification simplification NOUN bracis-19090 221 18 problem problem NOUN bracis-19090 221 19 in in ADP bracis-19090 221 20 different different ADJ bracis-19090 221 21 languages language NOUN bracis-19090 221 22 , , PUNCT bracis-19090 221 23 overcoming overcome VERB bracis-19090 221 24 traditional traditional ADJ bracis-19090 221 25 statistical statistical ADJ bracis-19090 221 26 approaches approach NOUN bracis-19090 221 27 . . PUNCT bracis-19090 222 1 to to ADP bracis-19090 222 2 the the DET bracis-19090 222 3 best good ADJ bracis-19090 222 4 of of ADP bracis-19090 222 5 our our PRON bracis-19090 222 6 knowledge knowledge NOUN bracis-19090 222 7 , , PUNCT bracis-19090 222 8 no no DET bracis-19090 222 9 research research NOUN bracis-19090 222 10 has have AUX bracis-19090 222 11 investigated investigate VERB bracis-19090 222 12 the the DET bracis-19090 222 13 application application NOUN bracis-19090 222 14 of of ADP bracis-19090 222 15 nmt nmt NOUN bracis-19090 222 16 methods method NOUN bracis-19090 222 17 to to PART bracis-19090 222 18 simplify simplify VERB bracis-19090 222 19 brazilian brazilian ADJ bracis-19090 222 20 portuguese portuguese ADJ bracis-19090 222 21 texts text NOUN bracis-19090 222 22 . . PUNCT bracis-19090 223 1 the the DET bracis-19090 223 2 main main ADJ bracis-19090 223 3 contribution contribution NOUN bracis-19090 223 4 of of ADP bracis-19090 223 5 this this DET bracis-19090 223 6 paper paper NOUN bracis-19090 223 7 is be AUX bracis-19090 223 8 the the DET bracis-19090 223 9 application application NOUN bracis-19090 223 10 of of ADP bracis-19090 223 11 nmt nmt NOUN bracis-19090 223 12 methods method NOUN bracis-19090 223 13 for for ADP bracis-19090 223 14 the the DET bracis-19090 223 15 simplification simplification NOUN bracis-19090 223 16 of of ADP bracis-19090 223 17 portuguese portuguese ADJ bracis-19090 223 18 text text NOUN bracis-19090 223 19 . . PUNCT bracis-19090 224 1 two two NUM bracis-19090 224 2 different different ADJ bracis-19090 224 3 state state NOUN bracis-19090 224 4 - - PUNCT bracis-19090 224 5 of of ADP bracis-19090 224 6 - - PUNCT bracis-19090 224 7 the the DET bracis-19090 224 8 - - PUNCT bracis-19090 224 9 art art NOUN bracis-19090 224 10 nmt nmt NOUN bracis-19090 224 11 methods method NOUN bracis-19090 224 12 were be AUX bracis-19090 224 13 considered consider VERB bracis-19090 224 14 : : PUNCT bracis-19090 224 15 the the DET bracis-19090 224 16 transformer transformer NOUN bracis-19090 224 17 and and CCONJ bracis-19090 224 18 bidirectional bidirectional ADJ bracis-19090 224 19 recurrent recurrent ADJ bracis-19090 224 20 neural neural ADJ bracis-19090 224 21 network network NOUN bracis-19090 224 22 ( ( PUNCT bracis-19090 224 23 b b NOUN bracis-19090 224 24 - - PUNCT bracis-19090 224 25 rnn rnn NOUN bracis-19090 224 26 ) ) PUNCT bracis-19090 224 27 . . PUNCT bracis-19090 225 1 the the DET bracis-19090 225 2 results result NOUN bracis-19090 225 3 demonstrated demonstrate VERB bracis-19090 225 4 that that SCONJ bracis-19090 225 5 the the DET bracis-19090 225 6 b b X bracis-19090 225 7 - - PUNCT bracis-19090 225 8 rnn rnn PROPN bracis-19090 225 9 was be AUX bracis-19090 225 10 able able ADJ bracis-19090 225 11 to to PART bracis-19090 225 12 obtain obtain VERB bracis-19090 225 13 the the DET bracis-19090 225 14 best good ADJ bracis-19090 225 15 results result NOUN bracis-19090 225 16 , , PUNCT bracis-19090 225 17 in in ADP bracis-19090 225 18 average average ADJ bracis-19090 225 19 ( ( PUNCT bracis-19090 225 20 bleu bleu NOUN bracis-19090 225 21 = = NOUN bracis-19090 225 22 21.84 21.84 NUM bracis-19090 225 23 without without ADP bracis-19090 225 24 pre pre ADJ bracis-19090 225 25 trained train VERB bracis-19090 225 26 embedding embedding NOUN bracis-19090 225 27 and and CCONJ bracis-19090 225 28 sari sari ADJ bracis-19090 225 29 = = SYM bracis-19090 225 30 45.34 45.34 NUM bracis-19090 225 31 with with ADP bracis-19090 225 32 pre pre ADJ bracis-19090 225 33 trained train VERB bracis-19090 225 34 embedding embedding NOUN bracis-19090 225 35 ) ) PUNCT bracis-19090 225 36 , , PUNCT bracis-19090 225 37 despite despite SCONJ bracis-19090 225 38 the the DET bracis-19090 225 39 small small ADJ bracis-19090 225 40 corpus corpus NOUN bracis-19090 225 41 size size NOUN bracis-19090 225 42 and and CCONJ bracis-19090 225 43 limited limited ADJ bracis-19090 225 44 training training NOUN bracis-19090 225 45 epochs epoch NOUN bracis-19090 225 46 constraints constraint NOUN bracis-19090 225 47 . . PUNCT bracis-19090 226 1 another another DET bracis-19090 226 2 significant significant ADJ bracis-19090 226 3 improvement improvement NOUN bracis-19090 226 4 was be AUX bracis-19090 226 5 the the DET bracis-19090 226 6 use use NOUN bracis-19090 226 7 of of ADP bracis-19090 226 8 multiple multiple ADJ bracis-19090 226 9 corpora corpus NOUN bracis-19090 226 10 presenting present VERB bracis-19090 226 11 different different ADJ bracis-19090 226 12 possible possible ADJ bracis-19090 226 13 simplifications simplification NOUN bracis-19090 226 14 for for ADP bracis-19090 226 15 the the DET bracis-19090 226 16 same same ADJ bracis-19090 226 17 input input NOUN bracis-19090 226 18 . . PUNCT bracis-19090 227 1 it it PRON bracis-19090 227 2 achieved achieve VERB bracis-19090 227 3 an an DET bracis-19090 227 4 improvement improvement NOUN bracis-19090 227 5 of of ADP bracis-19090 227 6 over over ADP bracis-19090 227 7 8 8 NUM bracis-19090 227 8 points point NOUN bracis-19090 227 9 on on ADP bracis-19090 227 10 the the DET bracis-19090 227 11 bleu bleu NOUN bracis-19090 227 12 score score NOUN bracis-19090 227 13 . . PUNCT bracis-19090 228 1 despite despite SCONJ bracis-19090 228 2 of of ADP bracis-19090 228 3 a a DET bracis-19090 228 4 lower low ADJ bracis-19090 228 5 sari sari NOUN bracis-19090 228 6 score score NOUN bracis-19090 228 7 , , PUNCT bracis-19090 228 8 the the DET bracis-19090 228 9 higher high ADJ bracis-19090 228 10 bleu bleu NOUN bracis-19090 228 11 score score NOUN bracis-19090 228 12 might might AUX bracis-19090 228 13 mean mean VERB bracis-19090 228 14 the the DET bracis-19090 228 15 ability ability NOUN bracis-19090 228 16 to to PART bracis-19090 228 17 preserve preserve VERB bracis-19090 228 18 the the DET bracis-19090 228 19 sentence sentence NOUN bracis-19090 228 20 meaning meaning NOUN bracis-19090 228 21 and and CCONJ bracis-19090 228 22 grammatical grammatical ADJ bracis-19090 228 23 correctness correctness NOUN bracis-19090 228 24 . . PUNCT bracis-19090 229 1 as as ADP bracis-19090 229 2 future future ADJ bracis-19090 229 3 works work NOUN bracis-19090 229 4 , , PUNCT bracis-19090 229 5 we we PRON bracis-19090 229 6 intend intend VERB bracis-19090 229 7 to to PART bracis-19090 229 8 : : PUNCT bracis-19090 229 9 ( ( PUNCT bracis-19090 229 10 i i NOUN bracis-19090 229 11 ) ) PUNCT bracis-19090 229 12 perform perform VERB bracis-19090 229 13 an an DET bracis-19090 229 14 analysis analysis NOUN bracis-19090 229 15 on on ADP bracis-19090 229 16 the the DET bracis-19090 229 17 parameters parameter NOUN bracis-19090 229 18 of of ADP bracis-19090 229 19 each each DET bracis-19090 229 20 algorithm algorithm NOUN bracis-19090 229 21 evaluated evaluate VERB bracis-19090 229 22 ; ; PUNCT bracis-19090 229 23 ( ( PUNCT bracis-19090 229 24 ii ii NOUN bracis-19090 229 25 ) ) PUNCT bracis-19090 229 26 use use VERB bracis-19090 229 27 different different ADJ bracis-19090 229 28 embedding embed VERB bracis-19090 229 29 models model NOUN bracis-19090 229 30 , , PUNCT bracis-19090 229 31 such such ADJ bracis-19090 229 32 as as ADP bracis-19090 229 33 bert bert PROPN bracis-19090 229 34     SPACE bracis-19090 230 1 [ [ X bracis-19090 230 2 11 11 NUM bracis-19090 230 3 , , PUNCT bracis-19090 230 4 21 21 NUM bracis-19090 230 5 , , PUNCT bracis-19090 230 6 29 29 NUM bracis-19090 230 7 ] ] PUNCT bracis-19090 230 8 ; ; PUNCT bracis-19090 230 9 ( ( PUNCT bracis-19090 230 10 iii iii X bracis-19090 230 11 ) ) PUNCT bracis-19090 230 12 apply apply VERB bracis-19090 230 13 the the DET bracis-19090 230 14 nmt nmt NOUN bracis-19090 230 15 methods method NOUN bracis-19090 230 16 in in ADP bracis-19090 230 17 text text NOUN bracis-19090 230 18 from from ADP bracis-19090 230 19 different different ADJ bracis-19090 230 20 domains domain NOUN bracis-19090 230 21 , , PUNCT bracis-19090 230 22 such such ADJ bracis-19090 230 23 as as ADP bracis-19090 230 24 law law NOUN bracis-19090 230 25 and and CCONJ bracis-19090 230 26 health health NOUN bracis-19090 230 27 ; ; PUNCT bracis-19090 230 28 ( ( PUNCT bracis-19090 230 29 iv iv X bracis-19090 230 30 ) ) PUNCT bracis-19090 230 31 explore explore VERB bracis-19090 230 32 the the DET bracis-19090 230 33 use use NOUN bracis-19090 230 34 of of ADP bracis-19090 230 35 other other ADJ bracis-19090 230 36 methods method NOUN bracis-19090 230 37 such such ADJ bracis-19090 230 38 as as ADP bracis-19090 230 39 lexical lexical ADJ bracis-19090 230 40 and and CCONJ bracis-19090 230 41 syntactical syntactical ADJ bracis-19090 230 42 simplification simplification NOUN bracis-19090 230 43 and and CCONJ bracis-19090 230 44 pre pre ADJ bracis-19090 230 45 - - ADJ bracis-19090 230 46 trained train VERB bracis-19090 230 47 models model NOUN bracis-19090 230 48 for for ADP bracis-19090 230 49 a a DET bracis-19090 230 50 mono mono NOUN bracis-19090 230 51 - - PUNCT bracis-19090 230 52 lingual lingual NOUN bracis-19090 230 53 translation translation NOUN bracis-19090 230 54 approach approach NOUN bracis-19090 230 55 . . PUNCT bracis-19090 231 1 notes note VERB bracis-19090 231 2 1.versions 1.versions NUM bracis-19090 231 3 are be AUX bracis-19090 231 4 available available ADJ bracis-19090 231 5 at at ADP bracis-19090 231 6 : : PUNCT bracis-19090 231 7 http://altamiro.comunidades.net/biblias http://altamiro.comunidades.net/biblia NOUN bracis-19090 231 8 . . PUNCT bracis-19090 231 9 2.sari 2.sari NUM bracis-19090 231 10 and and CCONJ bracis-19090 231 11 bleu bleu NOUN bracis-19090 231 12 score score NOUN bracis-19090 231 13 implementation implementation NOUN bracis-19090 231 14 : : PUNCT bracis-19090 231 15 https://github.com/feralvam/easse https://github.com/feralvam/easse NOUN bracis-19090 231 16 . . PUNCT bracis-19090 232 1 3.bleu 3.bleu NUM bracis-19090 232 2 score score NOUN bracis-19090 232 3 scale scale NOUN bracis-19090 232 4 : : PUNCT bracis-19090 232 5 https://cloud.google.com/translate/automl/docs/evaluate https://cloud.google.com/translate/automl/docs/evaluate NOUN bracis-19090 232 6 . . PUNCT bracis-19090 233 1 references reference NOUN bracis-19090 233 2 al al PROPN bracis-19090 233 3 - - PUNCT bracis-19090 233 4 onaizan onaizan NOUN bracis-19090 233 5 , , PUNCT bracis-19090 233 6 y. y. PROPN bracis-19090 233 7 , , PUNCT bracis-19090 233 8 et et PROPN bracis-19090 233 9 al al PROPN bracis-19090 233 10 . . PUNCT bracis-19090 233 11 : : PUNCT bracis-19090 234 1 statistical statistical ADJ bracis-19090 234 2 machine machine NOUN bracis-19090 234 3 translation translation NOUN bracis-19090 234 4 . . PUNCT bracis-19090 235 1 in in ADP bracis-19090 235 2 : : PUNCT bracis-19090 235 3 final final ADJ bracis-19090 235 4 report report NOUN bracis-19090 235 5 , , PUNCT bracis-19090 235 6 jhu jhu PROPN bracis-19090 235 7 summer summer NOUN bracis-19090 235 8 workshop workshop NOUN bracis-19090 235 9 , , PUNCT bracis-19090 235 10 vol vol NOUN bracis-19090 235 11 . . PROPN bracis-19090 235 12 30 30 NUM bracis-19090 235 13 ( ( PUNCT bracis-19090 235 14 1999 1999 NUM bracis-19090 235 15 ) ) PUNCT bracis-19090 235 16 google google PROPN bracis-19090 235 17 scholar scholar NOUN bracis-19090 235 18     SPACE bracis-19090 235 19 al al PROPN bracis-19090 235 20 - - PUNCT bracis-19090 235 21 thanyyan thanyyan PROPN bracis-19090 235 22 , , PUNCT bracis-19090 235 23 s.s s.s PROPN bracis-19090 235 24 . . PROPN bracis-19090 235 25 , , PUNCT bracis-19090 235 26 azmi azmi PROPN bracis-19090 235 27 , , PUNCT bracis-19090 235 28 a.m. a.m. ADV bracis-19090 235 29 : : PUNCT bracis-19090 235 30 automated automate VERB bracis-19090 235 31 text text NOUN bracis-19090 235 32 simplification simplification NOUN bracis-19090 235 33 : : PUNCT bracis-19090 235 34 a a DET bracis-19090 235 35 survey survey NOUN bracis-19090 235 36 . . PUNCT bracis-19090 236 1 acm acm PROPN bracis-19090 236 2 comput comput NOUN bracis-19090 236 3 . . PUNCT bracis-19090 237 1 surv surv NOUN bracis-19090 237 2 . . PUNCT bracis-19090 238 1 ( ( PUNCT bracis-19090 238 2 csur csur PROPN bracis-19090 238 3 ) ) PUNCT bracis-19090 238 4 54(2 54(2 NOUN bracis-19090 238 5 ) ) PUNCT bracis-19090 238 6 , , PUNCT bracis-19090 238 7 1–36 1–36 PROPN bracis-19090 238 8 ( ( PUNCT bracis-19090 238 9 2021 2021 NUM bracis-19090 238 10 ) ) PUNCT bracis-19090 238 11 article article NOUN bracis-19090 238 12     SPACE bracis-19090 238 13 google google PROPN bracis-19090 238 14 scholar scholar NOUN bracis-19090 238 15     SPACE bracis-19090 238 16 aluisio aluisio NOUN bracis-19090 238 17 , , PUNCT bracis-19090 238 18 s. s. PROPN bracis-19090 238 19 , , PUNCT bracis-19090 238 20 specia specia NOUN bracis-19090 238 21 , , PUNCT bracis-19090 238 22 l. l. PROPN bracis-19090 238 23 , , PUNCT bracis-19090 238 24 gasperin gasperin NOUN bracis-19090 238 25 , , PUNCT bracis-19090 238 26 c. c. NOUN bracis-19090 238 27 , , PUNCT bracis-19090 238 28 scarton scarton NOUN bracis-19090 238 29 , , PUNCT bracis-19090 238 30 c. c. NOUN bracis-19090 238 31 : : PUNCT bracis-19090 238 32 readability readability NOUN bracis-19090 238 33 assessment assessment NOUN bracis-19090 238 34 for for ADP bracis-19090 238 35 text text NOUN bracis-19090 238 36 simplification simplification NOUN bracis-19090 238 37 . . PUNCT bracis-19090 239 1 in in ADP bracis-19090 239 2 : : PUNCT bracis-19090 239 3 proceedings proceeding NOUN bracis-19090 239 4 of of ADP bracis-19090 239 5 the the DET bracis-19090 239 6 naacl naacl PROPN bracis-19090 239 7 hlt hlt PROPN bracis-19090 239 8 2010 2010 NUM bracis-19090 239 9 5th 5th ADJ bracis-19090 239 10 workshop workshop NOUN bracis-19090 239 11 on on ADP bracis-19090 239 12 innovative innovative ADJ bracis-19090 239 13 use use NOUN bracis-19090 239 14 of of ADP bracis-19090 239 15 nlp nlp NOUN bracis-19090 239 16 for for ADP bracis-19090 239 17 building build VERB bracis-19090 239 18 educational educational ADJ bracis-19090 239 19 applications application NOUN bracis-19090 239 20 , , PUNCT bracis-19090 239 21 pp pp ADP bracis-19090 239 22 . . PUNCT bracis-19090 240 1 1–9 1–9 NUM bracis-19090 240 2 ( ( PUNCT bracis-19090 240 3 2010 2010 NUM bracis-19090 240 4 ) ) PUNCT bracis-19090 240 5 google google PROPN bracis-19090 240 6 scholar scholar NOUN bracis-19090 240 7     SPACE bracis-19090 240 8 aluísio aluísio NOUN bracis-19090 240 9 , , PUNCT bracis-19090 240 10 s.m s.m PROPN bracis-19090 240 11 . . PROPN bracis-19090 240 12 , , PUNCT bracis-19090 240 13 gasperin gasperin NOUN bracis-19090 240 14 , , PUNCT bracis-19090 240 15 c. c. PROPN bracis-19090 240 16 : : PUNCT bracis-19090 240 17 fostering foster VERB bracis-19090 240 18 digital digital ADJ bracis-19090 240 19 inclusion inclusion NOUN bracis-19090 240 20 and and CCONJ bracis-19090 240 21 accessibility accessibility NOUN bracis-19090 240 22 : : PUNCT bracis-19090 240 23 the the DET bracis-19090 240 24 porsimples porsimple NOUN bracis-19090 240 25 project project VERB bracis-19090 240 26 for for ADP bracis-19090 240 27 simplification simplification NOUN bracis-19090 240 28 of of ADP bracis-19090 240 29 portuguese portuguese ADJ bracis-19090 240 30 texts text NOUN bracis-19090 240 31 . . PUNCT bracis-19090 241 1 in in ADP bracis-19090 241 2 : : PUNCT bracis-19090 241 3 proceedings proceeding NOUN bracis-19090 241 4 of of ADP bracis-19090 241 5 the the DET bracis-19090 241 6 naacl naacl PROPN bracis-19090 241 7 hlt hlt PROPN bracis-19090 241 8 2010 2010 NUM bracis-19090 241 9 young young ADJ bracis-19090 241 10 investigators investigator NOUN bracis-19090 241 11 workshop workshop VERB bracis-19090 241 12 on on ADP bracis-19090 241 13 computational computational ADJ bracis-19090 241 14 approaches approach NOUN bracis-19090 241 15 to to ADP bracis-19090 241 16 languages language NOUN bracis-19090 241 17 of of ADP bracis-19090 241 18 the the DET bracis-19090 241 19 americas america NOUN bracis-19090 241 20 , , PUNCT bracis-19090 241 21 pp pp X bracis-19090 241 22 . . PUNCT bracis-19090 242 1 46–53 46–53 NOUN bracis-19090 242 2 . . PUNCT bracis-19090 243 1 association association NOUN bracis-19090 243 2 for for ADP bracis-19090 243 3 computational computational ADJ bracis-19090 243 4 linguistics linguistic NOUN bracis-19090 243 5 ( ( PUNCT bracis-19090 243 6 2010 2010 NUM bracis-19090 243 7 ) ) PUNCT bracis-19090 243 8 google google PROPN bracis-19090 243 9 scholar scholar NOUN bracis-19090 243 10     SPACE bracis-19090 243 11 alva alva PROPN bracis-19090 243 12 - - PUNCT bracis-19090 243 13 manchego manchego NOUN bracis-19090 243 14 , , PUNCT bracis-19090 243 15 f. f. PROPN bracis-19090 243 16 , , PUNCT bracis-19090 243 17 martin martin PROPN bracis-19090 243 18 , , PUNCT bracis-19090 243 19 l. l. PROPN bracis-19090 243 20 , , PUNCT bracis-19090 243 21 scarton scarton PROPN bracis-19090 243 22 , , PUNCT bracis-19090 243 23 c. c. NOUN bracis-19090 243 24 , , PUNCT bracis-19090 243 25 specia specia NOUN bracis-19090 243 26 , , PUNCT bracis-19090 243 27 l. l. PROPN bracis-19090 243 28 : : PUNCT bracis-19090 243 29 easse easse NOUN bracis-19090 243 30 : : PUNCT bracis-19090 243 31 easier easy ADJ bracis-19090 243 32 automatic automatic ADJ bracis-19090 243 33 sentence sentence NOUN bracis-19090 243 34 simplification simplification NOUN bracis-19090 243 35 evaluation evaluation NOUN bracis-19090 243 36 . . PUNCT bracis-19090 244 1 in in ADP bracis-19090 244 2 : : PUNCT bracis-19090 244 3 proceedings proceeding NOUN bracis-19090 244 4 of of ADP bracis-19090 244 5 the the DET bracis-19090 244 6 2019 2019 NUM bracis-19090 244 7 conference conference NOUN bracis-19090 244 8 on on ADP bracis-19090 244 9 empirical empirical ADJ bracis-19090 244 10 methods method NOUN bracis-19090 244 11 in in ADP bracis-19090 244 12 natural natural ADJ bracis-19090 244 13 language language NOUN bracis-19090 244 14 processing processing NOUN bracis-19090 244 15 and and CCONJ bracis-19090 244 16 the the DET bracis-19090 244 17 9th 9th ADJ bracis-19090 244 18 international international ADJ bracis-19090 244 19 joint joint ADJ bracis-19090 244 20 conference conference NOUN bracis-19090 244 21 on on ADP bracis-19090 244 22 natural natural ADJ bracis-19090 244 23 language language NOUN bracis-19090 244 24 processing processing NOUN bracis-19090 244 25 ( ( PUNCT bracis-19090 244 26 emnlp emnlp NOUN bracis-19090 244 27 - - PUNCT bracis-19090 244 28 ijcnlp ijcnlp NOUN bracis-19090 244 29 ): ): PUNCT bracis-19090 244 30 system system NOUN bracis-19090 244 31 demonstrations demonstration NOUN bracis-19090 244 32 , , PUNCT bracis-19090 244 33 hong hong PROPN bracis-19090 244 34 kong kong PROPN bracis-19090 244 35 , , PUNCT bracis-19090 244 36 china china PROPN bracis-19090 244 37 , , PUNCT bracis-19090 244 38 pp pp ADJ bracis-19090 244 39 . . PUNCT bracis-19090 245 1 49–54 49–54 NUM bracis-19090 245 2 . . X bracis-19090 245 3 association association NOUN bracis-19090 245 4 for for ADP bracis-19090 245 5 computational computational ADJ bracis-19090 245 6 linguistics linguistic NOUN bracis-19090 245 7 ( ( PUNCT bracis-19090 245 8 november november PROPN bracis-19090 245 9 2019 2019 NUM bracis-19090 245 10 ) ) PUNCT bracis-19090 245 11 . . PUNCT bracis-19090 246 1 https://www.aclweb.org/anthology/d19-3009 https://www.aclweb.org/anthology/d19-3009 X bracis-19090 246 2 bahdanau bahdanau PROPN bracis-19090 246 3 , , PUNCT bracis-19090 246 4 d. d. PROPN bracis-19090 246 5 , , PUNCT bracis-19090 246 6 cho cho PROPN bracis-19090 246 7 , , PUNCT bracis-19090 246 8 k. k. PROPN bracis-19090 246 9 , , PUNCT bracis-19090 246 10 bengio bengio PROPN bracis-19090 246 11 , , PUNCT bracis-19090 246 12 y. y. NOUN bracis-19090 246 13 : : PUNCT bracis-19090 246 14 neural neural ADJ bracis-19090 246 15 machine machine NOUN bracis-19090 246 16 translation translation NOUN bracis-19090 246 17 by by ADP bracis-19090 246 18 jointly jointly ADV bracis-19090 246 19 learning learn VERB bracis-19090 246 20 to to PART bracis-19090 246 21 align align VERB bracis-19090 246 22 and and CCONJ bracis-19090 246 23 translate translate VERB bracis-19090 246 24 . . PUNCT bracis-19090 247 1 arxiv arxiv PROPN bracis-19090 247 2 preprint preprint NOUN bracis-19090 247 3 arxiv:1409.0473 arxiv:1409.0473 NOUN bracis-19090 247 4 ( ( PUNCT bracis-19090 247 5 2014 2014 NUM bracis-19090 247 6 ) ) PUNCT bracis-19090 247 7 castilhos castilhos PROPN bracis-19090 247 8 , , PUNCT bracis-19090 247 9 s. s. PROPN bracis-19090 247 10 , , PUNCT bracis-19090 247 11 woloszyn woloszyn NOUN bracis-19090 247 12 , , PUNCT bracis-19090 247 13 v. v. PROPN bracis-19090 247 14 , , PUNCT bracis-19090 247 15 barno barno PROPN bracis-19090 247 16 , , PUNCT bracis-19090 247 17 d. d. PROPN bracis-19090 247 18 , , PUNCT bracis-19090 247 19 wives wife NOUN bracis-19090 247 20 , , PUNCT bracis-19090 247 21 l.k l.k PROPN bracis-19090 247 22 . . PROPN bracis-19090 247 23 : : PUNCT bracis-19090 248 1 pylinguistics pylinguistic NOUN bracis-19090 248 2 : : PUNCT bracis-19090 248 3 an an DET bracis-19090 248 4 open open ADJ bracis-19090 248 5 source source NOUN bracis-19090 248 6 library library NOUN bracis-19090 248 7 for for ADP bracis-19090 248 8 readability readability NOUN bracis-19090 248 9 assessment assessment NOUN bracis-19090 248 10 of of ADP bracis-19090 248 11 texts text NOUN bracis-19090 248 12 written write VERB bracis-19090 248 13 in in ADP bracis-19090 248 14 portuguese portuguese PROPN bracis-19090 248 15 . . PUNCT bracis-19090 249 1 revista revista PROPN bracis-19090 249 2 de de X bracis-19090 249 3 sistemas sistemas PROPN bracis-19090 249 4 de de PROPN bracis-19090 249 5 informação informação PROPN bracis-19090 249 6 da da PROPN bracis-19090 249 7 fsma fsma PROPN bracis-19090 249 8 18 18 NUM bracis-19090 249 9 , , PUNCT bracis-19090 249 10 36–42 36–42 NUM bracis-19090 249 11 ( ( PUNCT bracis-19090 249 12 2016 2016 NUM bracis-19090 249 13 ) ) PUNCT bracis-19090 249 14 google google PROPN bracis-19090 249 15 scholar scholar NOUN bracis-19090 249 16     SPACE bracis-19090 249 17 chu chu PROPN bracis-19090 249 18 , , PUNCT bracis-19090 249 19 c. c. PROPN bracis-19090 249 20 , , PUNCT bracis-19090 249 21 wang wang PROPN bracis-19090 249 22 , , PUNCT bracis-19090 249 23 r. r. PROPN bracis-19090 249 24 : : PUNCT bracis-19090 249 25 a a DET bracis-19090 249 26 survey survey NOUN bracis-19090 249 27 of of ADP bracis-19090 249 28 domain domain NOUN bracis-19090 249 29 adaptation adaptation NOUN bracis-19090 249 30 for for ADP bracis-19090 249 31 neural neural ADJ bracis-19090 249 32 machine machine NOUN bracis-19090 249 33 translation translation NOUN bracis-19090 249 34 . . PUNCT bracis-19090 250 1 arxiv arxiv PROPN bracis-19090 250 2 preprint preprint VERB bracis-19090 250 3 arxiv:1806.00258 arxiv:1806.00258 PRON bracis-19090 250 4 ( ( PUNCT bracis-19090 250 5 2018 2018 NUM bracis-19090 250 6 ) ) PUNCT bracis-19090 250 7 collantes collante NOUN bracis-19090 250 8 , , PUNCT bracis-19090 250 9 m. m. NOUN bracis-19090 250 10 , , PUNCT bracis-19090 250 11 hipe hipe NOUN bracis-19090 250 12 , , PUNCT bracis-19090 250 13 m. m. NOUN bracis-19090 250 14 , , PUNCT bracis-19090 250 15 sorilla sorilla PROPN bracis-19090 250 16 , , PUNCT bracis-19090 250 17 j.l j.l PROPN bracis-19090 250 18 . . PROPN bracis-19090 250 19 , , PUNCT bracis-19090 250 20 tolentino tolentino PROPN bracis-19090 250 21 , , PUNCT bracis-19090 250 22 l. l. PROPN bracis-19090 250 23 , , PUNCT bracis-19090 250 24 samson samson PROPN bracis-19090 250 25 , , PUNCT bracis-19090 250 26 b. b. PROPN bracis-19090 250 27 : : PUNCT bracis-19090 251 1 simpatico simpatico PROPN bracis-19090 251 2 : : PUNCT bracis-19090 251 3 a a DET bracis-19090 251 4 text text NOUN bracis-19090 251 5 simplification simplification NOUN bracis-19090 251 6 system system NOUN bracis-19090 251 7 for for ADP bracis-19090 251 8 senate senate PROPN bracis-19090 251 9 and and CCONJ bracis-19090 251 10 house house NOUN bracis-19090 251 11 bills bill NOUN bracis-19090 251 12 . . PUNCT bracis-19090 252 1 in in ADP bracis-19090 252 2 : : PUNCT bracis-19090 252 3 proceedings proceeding NOUN bracis-19090 252 4 of of ADP bracis-19090 252 5 the the DET bracis-19090 252 6 11th 11th ADJ bracis-19090 252 7 national national ADJ bracis-19090 252 8 natural natural ADJ bracis-19090 252 9 language language NOUN bracis-19090 252 10 processing processing NOUN bracis-19090 252 11 research research NOUN bracis-19090 252 12 symposium symposium NOUN bracis-19090 252 13 , , PUNCT bracis-19090 252 14 pp pp ADJ bracis-19090 252 15 . . PUNCT bracis-19090 253 1 26–32 26–32 NUM bracis-19090 253 2 ( ( PUNCT bracis-19090 253 3 2015 2015 NUM bracis-19090 253 4 ) ) PUNCT bracis-19090 253 5 google google PROPN bracis-19090 253 6 scholar scholar NOUN bracis-19090 253 7     SPACE bracis-19090 253 8 cooper cooper NOUN bracis-19090 253 9 , , PUNCT bracis-19090 253 10 m. m. NOUN bracis-19090 253 11 , , PUNCT bracis-19090 253 12 shardlow shardlow NOUN bracis-19090 253 13 , , PUNCT bracis-19090 253 14 m. m. NOUN bracis-19090 253 15 : : PUNCT bracis-19090 253 16 combinmt combinmt NOUN bracis-19090 253 17 : : PUNCT bracis-19090 253 18 an an DET bracis-19090 253 19 exploration exploration NOUN bracis-19090 253 20 into into ADP bracis-19090 253 21 neural neural ADJ bracis-19090 253 22 text text NOUN bracis-19090 253 23 simplification simplification NOUN bracis-19090 253 24 models model NOUN bracis-19090 253 25 . . PUNCT bracis-19090 254 1 in in ADP bracis-19090 254 2 : : PUNCT bracis-19090 254 3 proceedings proceeding NOUN bracis-19090 254 4 of of ADP bracis-19090 254 5 the the DET bracis-19090 254 6 12th 12th ADJ bracis-19090 254 7 language language NOUN bracis-19090 254 8 resources resource NOUN bracis-19090 254 9 and and CCONJ bracis-19090 254 10 evaluation evaluation NOUN bracis-19090 254 11 conference conference NOUN bracis-19090 254 12 , , PUNCT bracis-19090 254 13 pp pp X bracis-19090 254 14 . . PUNCT bracis-19090 255 1 5588–5594 5588–5594 NUM bracis-19090 255 2 ( ( PUNCT bracis-19090 255 3 2020 2020 NUM bracis-19090 255 4 ) ) PUNCT bracis-19090 255 5 google google PROPN bracis-19090 255 6 scholar scholar NOUN bracis-19090 255 7     SPACE bracis-19090 255 8 devlin devlin PROPN bracis-19090 255 9 , , PUNCT bracis-19090 255 10 j. j. PROPN bracis-19090 255 11 , , PUNCT bracis-19090 255 12 chang chang PROPN bracis-19090 255 13 , , PUNCT bracis-19090 255 14 m.w m.w PROPN bracis-19090 255 15 . . PROPN bracis-19090 255 16 , , PUNCT bracis-19090 255 17 lee lee PROPN bracis-19090 255 18 , , PUNCT bracis-19090 255 19 k. k. PROPN bracis-19090 255 20 , , PUNCT bracis-19090 255 21 toutanova toutanova PROPN bracis-19090 255 22 , , PUNCT bracis-19090 255 23 k. k. PROPN bracis-19090 255 24 : : PUNCT bracis-19090 256 1 bert bert PROPN bracis-19090 256 2 : : PUNCT bracis-19090 256 3 pre pre ADJ bracis-19090 256 4 - - NOUN bracis-19090 256 5 training training NOUN bracis-19090 256 6 of of ADP bracis-19090 256 7 deep deep ADJ bracis-19090 256 8 bidirectional bidirectional ADJ bracis-19090 256 9 transformers transformer NOUN bracis-19090 256 10 for for ADP bracis-19090 256 11 language language NOUN bracis-19090 256 12 understanding understanding NOUN bracis-19090 256 13 . . PUNCT bracis-19090 257 1 arxiv arxiv PROPN bracis-19090 257 2 preprint preprint PROPN bracis-19090 257 3 arxiv:1810.04805 arxiv:1810.04805 PROPN bracis-19090 257 4 ( ( PUNCT bracis-19090 257 5 2018 2018 NUM bracis-19090 257 6 ) ) PUNCT bracis-19090 257 7 freitag freitag NOUN bracis-19090 257 8 , , PUNCT bracis-19090 257 9 m. m. NOUN bracis-19090 257 10 , , PUNCT bracis-19090 257 11 al al PROPN bracis-19090 257 12 - - PUNCT bracis-19090 257 13 onaizan onaizan NOUN bracis-19090 257 14 , , PUNCT bracis-19090 257 15 y. y. NOUN bracis-19090 257 16 : : PUNCT bracis-19090 257 17 fast fast ADJ bracis-19090 257 18 domain domain NOUN bracis-19090 257 19 adaptation adaptation NOUN bracis-19090 257 20 for for ADP bracis-19090 257 21 neural neural ADJ bracis-19090 257 22 machine machine NOUN bracis-19090 257 23 translation translation NOUN bracis-19090 257 24 . . PUNCT bracis-19090 258 1 arxiv arxiv PROPN bracis-19090 258 2 preprint preprint NOUN bracis-19090 258 3 arxiv:1612.06897 arxiv:1612.06897 NOUN bracis-19090 258 4 ( ( PUNCT bracis-19090 258 5 2016 2016 NUM bracis-19090 258 6 ) ) PUNCT bracis-19090 258 7 gao gao PROPN bracis-19090 258 8 , , PUNCT bracis-19090 258 9 y. y. PROPN bracis-19090 258 10 , , PUNCT bracis-19090 258 11 et et PROPN bracis-19090 258 12 al al PROPN bracis-19090 258 13 . . PUNCT bracis-19090 258 14 : : PUNCT bracis-19090 259 1 ibm ibm PROPN bracis-19090 259 2 mastor mastor NOUN bracis-19090 259 3 system system NOUN bracis-19090 259 4 : : PUNCT bracis-19090 259 5 multilingual multilingual ADJ bracis-19090 259 6 automatic automatic ADJ bracis-19090 259 7 speech speech NOUN bracis-19090 259 8 - - PUNCT bracis-19090 259 9 to to ADP bracis-19090 259 10 - - PUNCT bracis-19090 259 11 speech speech NOUN bracis-19090 259 12 translator translator NOUN bracis-19090 259 13 . . PUNCT bracis-19090 260 1 technical technical ADJ bracis-19090 260 2 report report PROPN bracis-19090 260 3 , , PUNCT bracis-19090 260 4 ibm ibm PROPN bracis-19090 260 5 thomas thomas PROPN bracis-19090 260 6 j j PROPN bracis-19090 260 7 watson watson PROPN bracis-19090 260 8 research research PROPN bracis-19090 260 9 center center PROPN bracis-19090 260 10 yorktown yorktown PROPN bracis-19090 260 11 heights heights PROPN bracis-19090 260 12 , , PUNCT bracis-19090 260 13 ny ny PROPN bracis-19090 260 14 ( ( PUNCT bracis-19090 260 15 2006 2006 NUM bracis-19090 260 16 ) ) PUNCT bracis-19090 260 17 google google PROPN bracis-19090 260 18 scholar scholar NOUN bracis-19090 260 19     SPACE bracis-19090 260 20 hartmann hartmann PROPN bracis-19090 260 21 , , PUNCT bracis-19090 260 22 n. n. PROPN bracis-19090 260 23 , , PUNCT bracis-19090 260 24 fonseca fonseca PROPN bracis-19090 260 25 , , PUNCT bracis-19090 260 26 e. e. PROPN bracis-19090 260 27 , , PUNCT bracis-19090 260 28 shulby shulby PROPN bracis-19090 260 29 , , PUNCT bracis-19090 260 30 c. c. PROPN bracis-19090 260 31 , , PUNCT bracis-19090 260 32 treviso treviso PROPN bracis-19090 260 33 , , PUNCT bracis-19090 260 34 m. m. NOUN bracis-19090 260 35 , , PUNCT bracis-19090 260 36 rodrigues rodrigues PROPN bracis-19090 260 37 , , PUNCT bracis-19090 260 38 j. j. PROPN bracis-19090 260 39 , , PUNCT bracis-19090 260 40 aluisio aluisio PROPN bracis-19090 260 41 , , PUNCT bracis-19090 260 42 s. s. PROPN bracis-19090 260 43 : : PUNCT bracis-19090 260 44 portuguese portuguese ADJ bracis-19090 260 45 word word NOUN bracis-19090 260 46 embeddings embedding NOUN bracis-19090 260 47 : : PUNCT bracis-19090 260 48 evaluating evaluate VERB bracis-19090 260 49 on on ADP bracis-19090 260 50 word word NOUN bracis-19090 260 51 analogies analogy NOUN bracis-19090 260 52 and and CCONJ bracis-19090 260 53 natural natural ADJ bracis-19090 260 54 language language NOUN bracis-19090 260 55 tasks task NOUN bracis-19090 260 56 . . PUNCT bracis-19090 261 1 arxiv arxiv PROPN bracis-19090 261 2 preprint preprint NOUN bracis-19090 261 3 arxiv:1708.06025 arxiv:1708.06025 PROPN bracis-19090 261 4 ( ( PUNCT bracis-19090 261 5 2017 2017 NUM bracis-19090 261 6 ) ) PUNCT bracis-19090 261 7 honnibal honnibal ADJ bracis-19090 261 8 , , PUNCT bracis-19090 261 9 m. m. NOUN bracis-19090 261 10 , , PUNCT bracis-19090 261 11 montani montani NOUN bracis-19090 261 12 , , PUNCT bracis-19090 261 13 i. i. PROPN bracis-19090 261 14 , , PUNCT bracis-19090 261 15 van van PROPN bracis-19090 261 16 landeghem landeghem PROPN bracis-19090 261 17 , , PUNCT bracis-19090 261 18 s. s. PROPN bracis-19090 261 19 , , PUNCT bracis-19090 261 20 boyd boyd PROPN bracis-19090 261 21 , , PUNCT bracis-19090 261 22 a. a. NOUN bracis-19090 261 23 : : PUNCT bracis-19090 261 24 spacy spacy NOUN bracis-19090 261 25 : : PUNCT bracis-19090 261 26 industrial industrial ADJ bracis-19090 261 27 - - PUNCT bracis-19090 261 28 strength strength NOUN bracis-19090 261 29 natural natural ADJ bracis-19090 261 30 language language NOUN bracis-19090 261 31 processing processing NOUN bracis-19090 261 32 in in ADP bracis-19090 261 33 python python NOUN bracis-19090 261 34 ( ( PUNCT bracis-19090 261 35 2020 2020 NUM bracis-19090 261 36 ) ) PUNCT bracis-19090 261 37 . . PUNCT bracis-19090 262 1 https://doi.org/10.5281/zenodo.1212303 https://doi.org/10.5281/zenodo.1212303 PROPN bracis-19090 262 2 josé josé PROPN bracis-19090 262 3 , , PUNCT bracis-19090 262 4 m. m. NOUN bracis-19090 262 5 , , PUNCT bracis-19090 262 6 finatto finatto PROPN bracis-19090 262 7 , , PUNCT bracis-19090 262 8 b. b. PROPN bracis-19090 262 9 : : PUNCT bracis-19090 262 10 acessibilidade acessibilidade PROPN bracis-19090 262 11 textual textual PROPN bracis-19090 262 12 e e NOUN bracis-19090 262 13 terminológica terminológica NOUN bracis-19090 262 14 : : PUNCT bracis-19090 262 15 promovendo promovendo VERB bracis-19090 262 16 a a DET bracis-19090 262 17 tradução tradução NOUN bracis-19090 262 18 intralinguística intralinguística PROPN bracis-19090 262 19 . . PUNCT bracis-19090 263 1 estudos estudos PROPN bracis-19090 263 2 linguísticos linguísticos PROPN bracis-19090 263 3 ( ( PUNCT bracis-19090 263 4 são são PROPN bracis-19090 263 5 paulo paulo PROPN bracis-19090 263 6 . . PUNCT bracis-19090 264 1 1978 1978 NUM bracis-19090 264 2 ) ) PUNCT bracis-19090 264 3 49(1 49(1 NOUN bracis-19090 264 4 ) ) PUNCT bracis-19090 264 5 , , PUNCT bracis-19090 264 6 72–96 72–96 NUM bracis-19090 264 7 ( ( PUNCT bracis-19090 264 8 2020 2020 NUM bracis-19090 264 9 ) ) PUNCT bracis-19090 264 10 . . PUNCT bracis-19090 265 1 https://doi.org/10.21165/el.v49i1.2775 https://doi.org/10.21165/el.v49i1.2775 PROPN bracis-19090 265 2 kincaid kincaid PROPN bracis-19090 265 3 , , PUNCT bracis-19090 265 4 j.p j.p PROPN bracis-19090 265 5 . . PROPN bracis-19090 265 6 , , PUNCT bracis-19090 265 7 fishburne fishburne PROPN bracis-19090 265 8 , , PUNCT bracis-19090 265 9 r.p r.p PROPN bracis-19090 265 10 . . PROPN bracis-19090 265 11 , , PUNCT bracis-19090 265 12 jr jr PROPN bracis-19090 265 13 . . PROPN bracis-19090 265 14 , , PUNCT bracis-19090 265 15 rogers rogers PROPN bracis-19090 265 16 , , PUNCT bracis-19090 265 17 r.l r.l PROPN bracis-19090 265 18 . . PROPN bracis-19090 265 19 , , PUNCT bracis-19090 265 20 chissom chissom ADV bracis-19090 265 21 , , PUNCT bracis-19090 265 22 b.s b.s PROPN bracis-19090 265 23 . . PROPN bracis-19090 265 24 : : PUNCT bracis-19090 265 25 derivation derivation NOUN bracis-19090 265 26 of of ADP bracis-19090 265 27 new new ADJ bracis-19090 265 28 readability readability NOUN bracis-19090 265 29 formulas formula NOUN bracis-19090 265 30 ( ( PUNCT bracis-19090 265 31 automated automate VERB bracis-19090 265 32 readability readability NOUN bracis-19090 265 33 index index NOUN bracis-19090 265 34 , , PUNCT bracis-19090 265 35 fog fog NOUN bracis-19090 265 36 count count PROPN bracis-19090 265 37 and and CCONJ bracis-19090 265 38 flesch flesch PROPN bracis-19090 265 39 reading reading NOUN bracis-19090 265 40 ease ease NOUN bracis-19090 265 41 formula formula NOUN bracis-19090 265 42 ) ) PUNCT bracis-19090 265 43 for for ADP bracis-19090 265 44 navy navy NOUN bracis-19090 265 45 enlisted enlist VERB bracis-19090 265 46 personnel personnel NOUN bracis-19090 265 47 . . PUNCT bracis-19090 266 1 technical technical ADJ bracis-19090 266 2 report report PROPN bracis-19090 266 3 , , PUNCT bracis-19090 266 4 naval naval PROPN bracis-19090 266 5 technical technical ADJ bracis-19090 266 6 training training PROPN bracis-19090 266 7 command command PROPN bracis-19090 266 8 millington millington PROPN bracis-19090 266 9 tn tn PROPN bracis-19090 266 10 research research PROPN bracis-19090 266 11 branch branch NOUN bracis-19090 266 12 ( ( PUNCT bracis-19090 266 13 1975 1975 NUM bracis-19090 266 14 ) ) PUNCT bracis-19090 266 15 google google PROPN bracis-19090 266 16 scholar scholar NOUN bracis-19090 266 17     SPACE bracis-19090 266 18 klein klein PROPN bracis-19090 266 19 , , PUNCT bracis-19090 266 20 g. g. PROPN bracis-19090 266 21 , , PUNCT bracis-19090 266 22 kim kim PROPN bracis-19090 266 23 , , PUNCT bracis-19090 266 24 y. y. PROPN bracis-19090 266 25 , , PUNCT bracis-19090 266 26 deng deng PROPN bracis-19090 266 27 , , PUNCT bracis-19090 266 28 y. y. PROPN bracis-19090 266 29 , , PUNCT bracis-19090 266 30 senellart senellart PROPN bracis-19090 266 31 , , PUNCT bracis-19090 266 32 j. j. PROPN bracis-19090 266 33 , , PUNCT bracis-19090 266 34 rush rush NOUN bracis-19090 266 35 , , PUNCT bracis-19090 266 36 a. a. NOUN bracis-19090 266 37 : : PUNCT bracis-19090 266 38 opennmt opennmt NOUN bracis-19090 266 39 : : PUNCT bracis-19090 266 40 open open ADJ bracis-19090 266 41 - - PUNCT bracis-19090 266 42 source source NOUN bracis-19090 266 43 toolkit toolkit NOUN bracis-19090 266 44 for for ADP bracis-19090 266 45 neural neural ADJ bracis-19090 266 46 machine machine NOUN bracis-19090 266 47 translation translation NOUN bracis-19090 266 48 . . PUNCT bracis-19090 267 1 in in ADP bracis-19090 267 2 : : PUNCT bracis-19090 267 3 proceedings proceeding NOUN bracis-19090 267 4 of of ADP bracis-19090 267 5 acl acl PROPN bracis-19090 267 6 2017 2017 NUM bracis-19090 267 7 , , PUNCT bracis-19090 267 8 system system NOUN bracis-19090 267 9 demonstrations demonstration NOUN bracis-19090 267 10 , , PUNCT bracis-19090 267 11 vancouver vancouver PROPN bracis-19090 267 12 , , PUNCT bracis-19090 267 13 canada canada PROPN bracis-19090 267 14 , , PUNCT bracis-19090 267 15 pp pp X bracis-19090 267 16 . . PUNCT bracis-19090 268 1 67–72 67–72 NUM bracis-19090 268 2 . . PUNCT bracis-19090 269 1 association association NOUN bracis-19090 269 2 for for ADP bracis-19090 269 3 computational computational ADJ bracis-19090 269 4 linguistics linguistic NOUN bracis-19090 269 5 ( ( PUNCT bracis-19090 269 6 july july PROPN bracis-19090 269 7 2017 2017 NUM bracis-19090 269 8 ) ) PUNCT bracis-19090 269 9 . . PUNCT bracis-19090 270 1 https://www.aclweb.org/anthology/p17-4012 https://www.aclweb.org/anthology/p17-4012 PROPN bracis-19090 270 2 krishna krishna PROPN bracis-19090 270 3 , , PUNCT bracis-19090 270 4 k. k. PROPN bracis-19090 270 5 , , PUNCT bracis-19090 270 6 wieting wieting NOUN bracis-19090 270 7 , , PUNCT bracis-19090 270 8 j. j. PROPN bracis-19090 270 9 , , PUNCT bracis-19090 270 10 iyyer iyyer NOUN bracis-19090 270 11 , , PUNCT bracis-19090 270 12 m. m. NOUN bracis-19090 270 13 : : PUNCT bracis-19090 270 14 reformulating reformulate VERB bracis-19090 270 15 unsupervised unsupervised ADJ bracis-19090 270 16 style style NOUN bracis-19090 270 17 transfer transfer NOUN bracis-19090 270 18 as as ADP bracis-19090 270 19 paraphrase paraphrase NOUN bracis-19090 270 20 generation generation NOUN bracis-19090 270 21 . . PUNCT bracis-19090 271 1 arxiv arxiv PROPN bracis-19090 271 2 preprint preprint PROPN bracis-19090 271 3 arxiv:2010.05700 arxiv:2010.05700 PROPN bracis-19090 271 4 ( ( PUNCT bracis-19090 271 5 2020 2020 NUM bracis-19090 271 6 ) ) PUNCT bracis-19090 271 7 liu liu PROPN bracis-19090 271 8 , , PUNCT bracis-19090 271 9 b. b. PROPN bracis-19090 271 10 , , PUNCT bracis-19090 271 11 lane lane PROPN bracis-19090 271 12 , , PUNCT bracis-19090 271 13 i. i. NOUN bracis-19090 271 14 : : PUNCT bracis-19090 271 15 attention attention NOUN bracis-19090 271 16 - - PUNCT bracis-19090 271 17 based base VERB bracis-19090 271 18 recurrent recurrent ADJ bracis-19090 271 19 neural neural ADJ bracis-19090 271 20 network network NOUN bracis-19090 271 21 models model NOUN bracis-19090 271 22 for for ADP bracis-19090 271 23 joint joint ADJ bracis-19090 271 24 intent intent NOUN bracis-19090 271 25 detection detection NOUN bracis-19090 271 26 and and CCONJ bracis-19090 271 27 slot slot NOUN bracis-19090 271 28 filling filling NOUN bracis-19090 271 29 . . PUNCT bracis-19090 272 1 arxiv arxiv PROPN bracis-19090 272 2 preprint preprint NOUN bracis-19090 272 3 arxiv:1609.01454 arxiv:1609.01454 NOUN bracis-19090 272 4 ( ( PUNCT bracis-19090 272 5 2016 2016 NUM bracis-19090 272 6 ) ) PUNCT bracis-19090 272 7 liu liu PROPN bracis-19090 272 8 , , PUNCT bracis-19090 272 9 y. y. PROPN bracis-19090 272 10 , , PUNCT bracis-19090 272 11 et et PROPN bracis-19090 272 12 al al PROPN bracis-19090 272 13 . . PUNCT bracis-19090 272 14 : : PUNCT bracis-19090 273 1 multilingual multilingual ADJ bracis-19090 273 2 denoising denoise VERB bracis-19090 273 3 pre pre NOUN bracis-19090 273 4 - - NOUN bracis-19090 273 5 training training NOUN bracis-19090 273 6 for for ADP bracis-19090 273 7 neural neural ADJ bracis-19090 273 8 machine machine NOUN bracis-19090 273 9 translation translation NOUN bracis-19090 273 10 . . PUNCT bracis-19090 274 1 trans trans PROPN bracis-19090 274 2 . . PUNCT bracis-19090 275 1 assoc assoc PROPN bracis-19090 275 2 . . PUNCT bracis-19090 276 1 comput comput PROPN bracis-19090 276 2 . . PUNCT bracis-19090 277 1 linguist linguist NOUN bracis-19090 277 2 . . PUNCT bracis-19090 278 1 8 8 NUM bracis-19090 278 2 , , PUNCT bracis-19090 278 3 726–742 726–742 NUM bracis-19090 278 4 ( ( PUNCT bracis-19090 278 5 2020 2020 NUM bracis-19090 278 6 ) ) PUNCT bracis-19090 278 7 article article NOUN bracis-19090 278 8     SPACE bracis-19090 278 9 google google PROPN bracis-19090 278 10 scholar scholar NOUN bracis-19090 278 11     SPACE bracis-19090 278 12 martins martin NOUN bracis-19090 278 13 , , PUNCT bracis-19090 278 14 t.b t.b PROPN bracis-19090 278 15 . . PROPN bracis-19090 278 16 , , PUNCT bracis-19090 278 17 ghiraldelo ghiraldelo NOUN bracis-19090 278 18 , , PUNCT bracis-19090 278 19 c.m c.m PROPN bracis-19090 278 20 . . PROPN bracis-19090 278 21 , , PUNCT bracis-19090 278 22 das das PROPN bracis-19090 278 23 graças graças PROPN bracis-19090 278 24 volpe volpe PROPN bracis-19090 278 25 nunes nunes PROPN bracis-19090 278 26 , , PUNCT bracis-19090 278 27 m. m. NOUN bracis-19090 278 28 , , PUNCT bracis-19090 278 29 de de PROPN bracis-19090 278 30 oliveira oliveira PROPN bracis-19090 278 31 junior junior PROPN bracis-19090 278 32 , , PUNCT bracis-19090 278 33 o.n o.n PROPN bracis-19090 278 34 . . PUNCT bracis-19090 278 35 : : PUNCT bracis-19090 279 1 readability readability NOUN bracis-19090 279 2 formulas formula NOUN bracis-19090 279 3 applied apply VERB bracis-19090 279 4 to to ADP bracis-19090 279 5 textbooks textbook NOUN bracis-19090 279 6 in in ADP bracis-19090 279 7 brazilian brazilian ADJ bracis-19090 279 8 portuguese portuguese PROPN bracis-19090 279 9 . . PUNCT bracis-19090 280 1 icmsc icmsc PROPN bracis-19090 280 2 - - PUNCT bracis-19090 280 3 usp usp NOUN bracis-19090 280 4 ( ( PUNCT bracis-19090 280 5 1996 1996 NUM bracis-19090 280 6 ) ) PUNCT bracis-19090 280 7 google google PROPN bracis-19090 280 8 scholar scholar NOUN bracis-19090 280 9     SPACE bracis-19090 280 10 nisioi nisioi PROPN bracis-19090 280 11 , , PUNCT bracis-19090 280 12 s. s. PROPN bracis-19090 280 13 , , PUNCT bracis-19090 280 14 štajner štajner NOUN bracis-19090 280 15 , , PUNCT bracis-19090 280 16 s. s. PROPN bracis-19090 280 17 , , PUNCT bracis-19090 280 18 ponzetto ponzetto NOUN bracis-19090 280 19 , , PUNCT bracis-19090 280 20 s.p s.p PROPN bracis-19090 280 21 . . PROPN bracis-19090 280 22 , , PUNCT bracis-19090 280 23 dinu dinu PROPN bracis-19090 280 24 , , PUNCT bracis-19090 280 25 l.p l.p PROPN bracis-19090 280 26 . . PROPN bracis-19090 280 27 : : PUNCT bracis-19090 280 28 exploring explore VERB bracis-19090 280 29 neural neural ADJ bracis-19090 280 30 text text NOUN bracis-19090 280 31 simplification simplification NOUN bracis-19090 280 32 models model NOUN bracis-19090 280 33 . . PUNCT bracis-19090 281 1 in in ADP bracis-19090 281 2 : : PUNCT bracis-19090 281 3 proceedings proceeding NOUN bracis-19090 281 4 of of ADP bracis-19090 281 5 the the DET bracis-19090 281 6 55th 55th ADJ bracis-19090 281 7 annual annual ADJ bracis-19090 281 8 meeting meeting NOUN bracis-19090 281 9 of of ADP bracis-19090 281 10 the the DET bracis-19090 281 11 association association NOUN bracis-19090 281 12 for for ADP bracis-19090 281 13 computational computational ADJ bracis-19090 281 14 linguistics linguistic NOUN bracis-19090 281 15 ( ( PUNCT bracis-19090 281 16 volume volume NOUN bracis-19090 281 17 2 2 NUM bracis-19090 281 18 : : PUNCT bracis-19090 281 19 short short ADJ bracis-19090 281 20 papers paper NOUN bracis-19090 281 21 ) ) PUNCT bracis-19090 281 22 , , PUNCT bracis-19090 281 23 pp pp PROPN bracis-19090 281 24 . . PUNCT bracis-19090 282 1 85–91 85–91 NUM bracis-19090 282 2 ( ( PUNCT bracis-19090 282 3 2017 2017 NUM bracis-19090 282 4 ) ) PUNCT bracis-19090 282 5 google google NOUN bracis-19090 282 6 scholar scholar NOUN bracis-19090 282 7     SPACE bracis-19090 282 8 papineni papineni NOUN bracis-19090 282 9 , , PUNCT bracis-19090 282 10 k. k. PROPN bracis-19090 282 11 , , PUNCT bracis-19090 282 12 roukos roukos ADJ bracis-19090 282 13 , , PUNCT bracis-19090 282 14 s. s. PROPN bracis-19090 282 15 , , PUNCT bracis-19090 282 16 ward ward NOUN bracis-19090 282 17 , , PUNCT bracis-19090 282 18 t. t. PROPN bracis-19090 282 19 , , PUNCT bracis-19090 282 20 zhu zhu PROPN bracis-19090 282 21 , , PUNCT bracis-19090 282 22 w.j w.j PROPN bracis-19090 282 23 . . PROPN bracis-19090 282 24 : : PUNCT bracis-19090 282 25 bleu bleu NOUN bracis-19090 282 26 : : PUNCT bracis-19090 282 27 a a DET bracis-19090 282 28 method method NOUN bracis-19090 282 29 for for ADP bracis-19090 282 30 automatic automatic ADJ bracis-19090 282 31 evaluation evaluation NOUN bracis-19090 282 32 of of ADP bracis-19090 282 33 machine machine NOUN bracis-19090 282 34 translation translation NOUN bracis-19090 282 35 . . PUNCT bracis-19090 283 1 in in ADP bracis-19090 283 2 : : PUNCT bracis-19090 283 3 proceedings proceeding NOUN bracis-19090 283 4 of of ADP bracis-19090 283 5 the the DET bracis-19090 283 6 40th 40th ADJ bracis-19090 283 7 annual annual ADJ bracis-19090 283 8 meeting meeting NOUN bracis-19090 283 9 of of ADP bracis-19090 283 10 the the DET bracis-19090 283 11 association association NOUN bracis-19090 283 12 for for ADP bracis-19090 283 13 computational computational ADJ bracis-19090 283 14 linguistics linguistic NOUN bracis-19090 283 15 , , PUNCT bracis-19090 283 16 pp pp ADJ bracis-19090 283 17 . . PUNCT bracis-19090 284 1 311–318 311–318 NUM bracis-19090 284 2 ( ( PUNCT bracis-19090 284 3 2002 2002 NUM bracis-19090 284 4 ) ) PUNCT bracis-19090 284 5 google google PROPN bracis-19090 284 6 scholar scholar NOUN bracis-19090 284 7     SPACE bracis-19090 284 8 park park NOUN bracis-19090 284 9 , , PUNCT bracis-19090 284 10 s.h s.h PROPN bracis-19090 284 11 . . PROPN bracis-19090 284 12 , , PUNCT bracis-19090 284 13 kim kim PROPN bracis-19090 284 14 , , PUNCT bracis-19090 284 15 b. b. PROPN bracis-19090 284 16 , , PUNCT bracis-19090 284 17 kang kang PROPN bracis-19090 284 18 , , PUNCT bracis-19090 284 19 c.m c.m PROPN bracis-19090 284 20 . . PROPN bracis-19090 284 21 , , PUNCT bracis-19090 284 22 chung chung PROPN bracis-19090 284 23 , , PUNCT bracis-19090 284 24 c.c c.c PROPN bracis-19090 284 25 . . PROPN bracis-19090 284 26 , , PUNCT bracis-19090 284 27 choi choi PROPN bracis-19090 284 28 , , PUNCT bracis-19090 284 29 j.w j.w PROPN bracis-19090 284 30 . . PUNCT bracis-19090 284 31 : : PUNCT bracis-19090 285 1 sequence sequence NOUN bracis-19090 285 2 - - PUNCT bracis-19090 285 3 to to ADP bracis-19090 285 4 - - PUNCT bracis-19090 285 5 sequence sequence NOUN bracis-19090 285 6 prediction prediction NOUN bracis-19090 285 7 of of ADP bracis-19090 285 8 vehicle vehicle NOUN bracis-19090 285 9 trajectory trajectory NOUN bracis-19090 285 10 via via ADP bracis-19090 285 11 lstm lstm ADJ bracis-19090 285 12 encoder encoder NOUN bracis-19090 285 13 - - PUNCT bracis-19090 285 14 decoder decoder NOUN bracis-19090 285 15 architecture architecture NOUN bracis-19090 285 16 . . PUNCT bracis-19090 286 1 in in ADP bracis-19090 286 2 : : PUNCT bracis-19090 286 3 2018 2018 NUM bracis-19090 286 4 ieee ieee NOUN bracis-19090 286 5 intelligent intelligent ADJ bracis-19090 286 6 vehicles vehicle NOUN bracis-19090 286 7 symposium symposium NOUN bracis-19090 286 8 ( ( PUNCT bracis-19090 286 9 iv iv NUM bracis-19090 286 10 ) ) PUNCT bracis-19090 286 11 , , PUNCT bracis-19090 286 12 pp pp ADP bracis-19090 286 13 . . PUNCT bracis-19090 287 1 1672–1678 1672–1678 NUM bracis-19090 287 2 ( ( PUNCT bracis-19090 287 3 2018 2018 NUM bracis-19090 287 4 ) ) PUNCT bracis-19090 287 5 . . PUNCT bracis-19090 288 1 https://doi.org/10.1109/ivs.2018.8500658 https://doi.org/10.1109/ivs.2018.8500658 PROPN bracis-19090 288 2 qiang qiang PROPN bracis-19090 288 3 , , PUNCT bracis-19090 288 4 j. j. PROPN bracis-19090 288 5 : : PUNCT bracis-19090 288 6 improving improve VERB bracis-19090 288 7 neural neural ADJ bracis-19090 288 8 text text NOUN bracis-19090 288 9 simplification simplification NOUN bracis-19090 288 10 model model NOUN bracis-19090 288 11 with with ADP bracis-19090 288 12 simplified simplified ADJ bracis-19090 288 13 corpora corpora PROPN bracis-19090 288 14 . . PUNCT bracis-19090 289 1 arxiv arxiv PROPN bracis-19090 289 2 preprint preprint NOUN bracis-19090 289 3 arxiv:1810.04428 arxiv:1810.04428 NOUN bracis-19090 289 4 ( ( PUNCT bracis-19090 289 5 2018 2018 NUM bracis-19090 289 6 ) ) PUNCT bracis-19090 289 7 rescigno rescigno NOUN bracis-19090 289 8 , , PUNCT bracis-19090 289 9 a.a a.a PROPN bracis-19090 289 10 . . PROPN bracis-19090 289 11 , , PUNCT bracis-19090 289 12 vanmassenhove vanmassenhove PROPN bracis-19090 289 13 , , PUNCT bracis-19090 289 14 e. e. PROPN bracis-19090 289 15 , , PUNCT bracis-19090 289 16 monti monti PROPN bracis-19090 289 17 , , PUNCT bracis-19090 289 18 j. j. PROPN bracis-19090 289 19 , , PUNCT bracis-19090 289 20 way way NOUN bracis-19090 289 21 , , PUNCT bracis-19090 289 22 a. a. NOUN bracis-19090 289 23 : : PUNCT bracis-19090 289 24 a a DET bracis-19090 289 25 case case NOUN bracis-19090 289 26 study study NOUN bracis-19090 289 27 of of ADP bracis-19090 289 28 natural natural ADJ bracis-19090 289 29 gender gender NOUN bracis-19090 289 30 phenomena phenomenon NOUN bracis-19090 289 31 in in ADP bracis-19090 289 32 translation translation NOUN bracis-19090 289 33 a a DET bracis-19090 289 34 comparison comparison NOUN bracis-19090 289 35 of of ADP bracis-19090 289 36 google google PROPN bracis-19090 289 37 translate translate NOUN bracis-19090 289 38 , , PUNCT bracis-19090 289 39 bing bing VERB bracis-19090 289 40 microsoft microsoft PROPN bracis-19090 289 41 translator translator PROPN bracis-19090 289 42 and and CCONJ bracis-19090 289 43 deepl deepl NOUN bracis-19090 289 44 for for ADP bracis-19090 289 45 english english PROPN bracis-19090 289 46 to to ADP bracis-19090 289 47 italian italian ADJ bracis-19090 289 48 , , PUNCT bracis-19090 289 49 french french ADJ bracis-19090 289 50 and and CCONJ bracis-19090 289 51 spanish spanish ADJ bracis-19090 289 52 . . PUNCT bracis-19090 290 1 in in ADP bracis-19090 290 2 : : PUNCT bracis-19090 290 3 association association NOUN bracis-19090 290 4 for for ADP bracis-19090 290 5 machine machine NOUN bracis-19090 290 6 translation translation NOUN bracis-19090 290 7 in in ADP bracis-19090 290 8 the the DET bracis-19090 290 9 americas americas PROPN bracis-19090 290 10 ( ( PUNCT bracis-19090 290 11 amta amta ADV bracis-19090 290 12 ): ): PUNCT bracis-19090 290 13 workshop workshop NOUN bracis-19090 290 14 on on ADP bracis-19090 290 15 the the DET bracis-19090 290 16 impact impact NOUN bracis-19090 290 17 of of ADP bracis-19090 290 18 machine machine NOUN bracis-19090 290 19 translation translation NOUN bracis-19090 290 20 , , PUNCT bracis-19090 290 21 impact impact NOUN bracis-19090 290 22 2020 2020 NUM bracis-19090 290 23 , , PUNCT bracis-19090 290 24 p. p. NOUN bracis-19090 290 25 62 62 NUM bracis-19090 290 26 . . PUNCT bracis-19090 291 1 workshop workshop NOUN bracis-19090 291 2 on on ADP bracis-19090 291 3 the the DET bracis-19090 291 4 impact impact NOUN bracis-19090 291 5 of of ADP bracis-19090 291 6 machine machine NOUN bracis-19090 291 7 translation translation NOUN bracis-19090 291 8 ( ( PUNCT bracis-19090 291 9 impact impact NOUN bracis-19090 291 10 2020 2020 NUM bracis-19090 291 11 ) ) PUNCT bracis-19090 291 12 at at ADP bracis-19090 291 13 association association NOUN bracis-19090 291 14 ( ( PUNCT bracis-19090 291 15 2020 2020 NUM bracis-19090 291 16 ) ) PUNCT bracis-19090 291 17 google google PROPN bracis-19090 291 18 scholar scholar NOUN bracis-19090 291 19     SPACE bracis-19090 291 20 sikka sikka NOUN bracis-19090 291 21 , , PUNCT bracis-19090 291 22 p. p. NOUN bracis-19090 291 23 , , PUNCT bracis-19090 291 24 singh singh PROPN bracis-19090 291 25 , , PUNCT bracis-19090 291 26 m. m. NOUN bracis-19090 291 27 , , PUNCT bracis-19090 291 28 pink pink ADJ bracis-19090 291 29 , , PUNCT bracis-19090 291 30 a. a. NOUN bracis-19090 291 31 , , PUNCT bracis-19090 291 32 mago mago PROPN bracis-19090 291 33 , , PUNCT bracis-19090 291 34 v. v. ADV bracis-19090 291 35 : : PUNCT bracis-19090 291 36 a a DET bracis-19090 291 37 survey survey NOUN bracis-19090 291 38 on on ADP bracis-19090 291 39 text text NOUN bracis-19090 291 40 simplification simplification NOUN bracis-19090 291 41 . . PUNCT bracis-19090 292 1 arxiv arxiv PROPN bracis-19090 292 2 preprint preprint VERB bracis-19090 292 3 arxiv:2008.08612 arxiv:2008.08612 PROPN bracis-19090 292 4 ( ( PUNCT bracis-19090 292 5 2020 2020 NUM bracis-19090 292 6 ) ) PUNCT bracis-19090 292 7 souza souza PROPN bracis-19090 292 8 , , PUNCT bracis-19090 292 9 f. f. PROPN bracis-19090 292 10 , , PUNCT bracis-19090 292 11 nogueira nogueira PROPN bracis-19090 292 12 , , PUNCT bracis-19090 292 13 r. r. PROPN bracis-19090 292 14 , , PUNCT bracis-19090 292 15 lotufo lotufo PROPN bracis-19090 292 16 , , PUNCT bracis-19090 292 17 r. r. PROPN bracis-19090 292 18 : : PUNCT bracis-19090 292 19 bertimbau bertimbau PROPN bracis-19090 292 20 : : PUNCT bracis-19090 292 21 pretrained pretraine VERB bracis-19090 292 22 bert bert NOUN bracis-19090 292 23 models model NOUN bracis-19090 292 24 for for ADP bracis-19090 292 25 brazilian brazilian ADJ bracis-19090 292 26 portuguese portuguese NOUN bracis-19090 292 27 . . PUNCT bracis-19090 293 1 in in ADP bracis-19090 293 2 : : PUNCT bracis-19090 293 3 9th 9th ADJ bracis-19090 293 4 brazilian brazilian ADJ bracis-19090 293 5 conference conference NOUN bracis-19090 293 6 on on ADP bracis-19090 293 7 intelligent intelligent ADJ bracis-19090 293 8 systems system NOUN bracis-19090 293 9 , , PUNCT bracis-19090 293 10 bracis bracis PROPN bracis-19090 293 11 , , PUNCT bracis-19090 293 12 rio rio PROPN bracis-19090 293 13 grande grande PROPN bracis-19090 293 14 do do AUX bracis-19090 293 15 sul sul PROPN bracis-19090 293 16 , , PUNCT bracis-19090 293 17 brazil brazil PROPN bracis-19090 293 18 , , PUNCT bracis-19090 293 19 20–23 20–23 PROPN bracis-19090 293 20 october october PROPN bracis-19090 293 21 ( ( PUNCT bracis-19090 293 22 2020 2020 NUM bracis-19090 293 23 , , PUNCT bracis-19090 293 24 to to PART bracis-19090 293 25 appear appear VERB bracis-19090 293 26 ) ) PUNCT bracis-19090 293 27 google google PROPN bracis-19090 293 28 scholar scholar NOUN bracis-19090 293 29     SPACE bracis-19090 293 30 specia specia NOUN bracis-19090 293 31 , , PUNCT bracis-19090 293 32 l. l. PROPN bracis-19090 293 33 : : PUNCT bracis-19090 293 34 translating translate VERB bracis-19090 293 35 from from ADP bracis-19090 293 36 complex complex ADJ bracis-19090 293 37 to to ADP bracis-19090 293 38 simplified simplified ADJ bracis-19090 293 39 sentences sentence NOUN bracis-19090 293 40 . . PUNCT bracis-19090 294 1 in in ADP bracis-19090 294 2 : : PUNCT bracis-19090 294 3 pardo pardo PROPN bracis-19090 294 4 , , PUNCT bracis-19090 294 5 t.a.s t.a.s PROPN bracis-19090 294 6 . . PROPN bracis-19090 294 7 , , PUNCT bracis-19090 294 8 branco branco PROPN bracis-19090 294 9 , , PUNCT bracis-19090 294 10 a. a. PROPN bracis-19090 294 11 , , PUNCT bracis-19090 294 12 klautau klautau PROPN bracis-19090 294 13 , , PUNCT bracis-19090 294 14 a. a. PROPN bracis-19090 294 15 , , PUNCT bracis-19090 294 16 vieira vieira PROPN bracis-19090 294 17 , , PUNCT bracis-19090 294 18 r. r. PROPN bracis-19090 294 19 , , PUNCT bracis-19090 294 20 de de X bracis-19090 294 21 lima lima PROPN bracis-19090 294 22 , , PUNCT bracis-19090 294 23 v.l.s v.l.s NOUN bracis-19090 294 24 . . PUNCT bracis-19090 294 25 ( ( PUNCT bracis-19090 294 26 eds ed NOUN bracis-19090 294 27 . . PUNCT bracis-19090 294 28 ) ) PUNCT bracis-19090 294 29 propor propor ADJ bracis-19090 294 30 2010 2010 NUM bracis-19090 294 31 . . PUNCT bracis-19090 295 1 lncs lncs PROPN bracis-19090 295 2 ( ( PUNCT bracis-19090 295 3 lnai lnai ADJ bracis-19090 295 4 ) ) PUNCT bracis-19090 295 5 , , PUNCT bracis-19090 295 6 vol vol NOUN bracis-19090 295 7 . . PROPN bracis-19090 295 8 6001 6001 NUM bracis-19090 295 9 , , PUNCT bracis-19090 295 10 pp pp ADV bracis-19090 295 11 . . PUNCT bracis-19090 296 1 30–39 30–39 NUM bracis-19090 296 2 . . PUNCT bracis-19090 297 1 springer springer NOUN bracis-19090 297 2 , , PUNCT bracis-19090 297 3 heidelberg heidelberg PROPN bracis-19090 297 4 ( ( PUNCT bracis-19090 297 5 2010 2010 NUM bracis-19090 297 6 ) ) PUNCT bracis-19090 297 7 . . PUNCT bracis-19090 298 1 https://doi.org/10.1007/978-3-642-12320-7_5 https://doi.org/10.1007/978-3-642-12320-7_5 PUNCT bracis-19090 298 2 chapter chapter NOUN bracis-19090 298 3     SPACE bracis-19090 298 4 google google PROPN bracis-19090 298 5 scholar scholar NOUN bracis-19090 298 6     SPACE bracis-19090 298 7 sulem sulem NOUN bracis-19090 298 8 , , PUNCT bracis-19090 298 9 e. e. PROPN bracis-19090 298 10 , , PUNCT bracis-19090 298 11 abend abend NOUN bracis-19090 298 12 , , PUNCT bracis-19090 298 13 o. o. PROPN bracis-19090 298 14 , , PUNCT bracis-19090 298 15 rappoport rappoport NOUN bracis-19090 298 16 , , PUNCT bracis-19090 298 17 a. a. NOUN bracis-19090 298 18 : : PUNCT bracis-19090 298 19 semantic semantic ADJ bracis-19090 298 20 structural structural ADJ bracis-19090 298 21 evaluation evaluation NOUN bracis-19090 298 22 for for ADP bracis-19090 298 23 text text NOUN bracis-19090 298 24 simplification simplification NOUN bracis-19090 298 25 . . PUNCT bracis-19090 299 1 arxiv arxiv PROPN bracis-19090 299 2 preprint preprint VERB bracis-19090 299 3 arxiv:1810.05022 arxiv:1810.05022 NUM bracis-19090 299 4 ( ( PUNCT bracis-19090 299 5 2018 2018 NUM bracis-19090 299 6 ) ) PUNCT bracis-19090 299 7 sulem sulem NOUN bracis-19090 299 8 , , PUNCT bracis-19090 299 9 e. e. PROPN bracis-19090 299 10 , , PUNCT bracis-19090 299 11 abend abend NOUN bracis-19090 299 12 , , PUNCT bracis-19090 299 13 o. o. PROPN bracis-19090 299 14 , , PUNCT bracis-19090 299 15 rappoport rappoport NOUN bracis-19090 299 16 , , PUNCT bracis-19090 299 17 a. a. NOUN bracis-19090 299 18 : : PUNCT bracis-19090 299 19 simple simple ADJ bracis-19090 299 20 and and CCONJ bracis-19090 299 21 effective effective ADJ bracis-19090 299 22 text text NOUN bracis-19090 299 23 simplification simplification NOUN bracis-19090 299 24 using use VERB bracis-19090 299 25 semantic semantic ADJ bracis-19090 299 26 and and CCONJ bracis-19090 299 27 neural neural ADJ bracis-19090 299 28 methods method NOUN bracis-19090 299 29 . . PUNCT bracis-19090 300 1 arxiv arxiv PROPN bracis-19090 300 2 preprint preprint VERB bracis-19090 300 3 arxiv:1810.05104 arxiv:1810.05104 NOUN bracis-19090 300 4 ( ( PUNCT bracis-19090 300 5 2018 2018 NUM bracis-19090 300 6 ) ) PUNCT bracis-19090 300 7 vaswani vaswani NOUN bracis-19090 300 8 , , PUNCT bracis-19090 300 9 a. a. NOUN bracis-19090 300 10 , , PUNCT bracis-19090 300 11 et et PROPN bracis-19090 300 12 al al PROPN bracis-19090 300 13 . . PUNCT bracis-19090 300 14 : : PUNCT bracis-19090 301 1 attention attention NOUN bracis-19090 301 2 is be AUX bracis-19090 301 3 all all PRON bracis-19090 301 4 you you PRON bracis-19090 301 5 need need VERB bracis-19090 301 6 . . PUNCT bracis-19090 302 1 arxiv arxiv PROPN bracis-19090 302 2 preprint preprint NOUN bracis-19090 302 3 arxiv:1706.03762 arxiv:1706.03762 NOUN bracis-19090 302 4 ( ( PUNCT bracis-19090 302 5 2017 2017 NUM bracis-19090 302 6 ) ) PUNCT bracis-19090 302 7 wang wang PROPN bracis-19090 302 8 , , PUNCT bracis-19090 302 9 t. t. PROPN bracis-19090 302 10 , , PUNCT bracis-19090 302 11 chen chen PROPN bracis-19090 302 12 , , PUNCT bracis-19090 302 13 p. p. NOUN bracis-19090 302 14 , , PUNCT bracis-19090 302 15 amaral amaral PROPN bracis-19090 302 16 , , PUNCT bracis-19090 302 17 k. k. PROPN bracis-19090 302 18 , , PUNCT bracis-19090 302 19 qiang qiang PROPN bracis-19090 302 20 , , PUNCT bracis-19090 302 21 j. j. PROPN bracis-19090 302 22 : : PUNCT bracis-19090 302 23 an an DET bracis-19090 302 24 experimental experimental ADJ bracis-19090 302 25 study study NOUN bracis-19090 302 26 of of ADP bracis-19090 302 27 lstm lstm ADJ bracis-19090 302 28 encoder encoder NOUN bracis-19090 302 29 - - PUNCT bracis-19090 302 30 decoder decoder NOUN bracis-19090 302 31 model model NOUN bracis-19090 302 32 for for ADP bracis-19090 302 33 text text NOUN bracis-19090 302 34 simplification simplification NOUN bracis-19090 302 35 . . PUNCT bracis-19090 303 1 arxiv arxiv PROPN bracis-19090 303 2 preprint preprint VERB bracis-19090 303 3 arxiv:1609.03663 arxiv:1609.03663 NOUN bracis-19090 303 4 ( ( PUNCT bracis-19090 303 5 2016 2016 NUM bracis-19090 303 6 ) ) PUNCT bracis-19090 303 7 xu xu PROPN bracis-19090 303 8 , , PUNCT bracis-19090 303 9 w. w. PROPN bracis-19090 303 10 , , PUNCT bracis-19090 303 11 napoles napoles PROPN bracis-19090 303 12 , , PUNCT bracis-19090 303 13 c. c. PROPN bracis-19090 303 14 , , PUNCT bracis-19090 303 15 pavlick pavlick PROPN bracis-19090 303 16 , , PUNCT bracis-19090 303 17 e. e. PROPN bracis-19090 303 18 , , PUNCT bracis-19090 303 19 chen chen PROPN bracis-19090 303 20 , , PUNCT bracis-19090 303 21 q. q. PROPN bracis-19090 303 22 , , PUNCT bracis-19090 303 23 callison callison PROPN bracis-19090 303 24 - - PUNCT bracis-19090 303 25 burch burch PROPN bracis-19090 303 26 , , PUNCT bracis-19090 303 27 c. c. NOUN bracis-19090 303 28 : : PUNCT bracis-19090 303 29 optimizing optimize VERB bracis-19090 303 30 statistical statistical ADJ bracis-19090 303 31 machine machine NOUN bracis-19090 303 32 translation translation NOUN bracis-19090 303 33 for for ADP bracis-19090 303 34 text text NOUN bracis-19090 303 35 simplification simplification NOUN bracis-19090 303 36 . . PUNCT bracis-19090 304 1 trans trans PROPN bracis-19090 304 2 . . PUNCT bracis-19090 305 1 assoc assoc PROPN bracis-19090 305 2 . . PUNCT bracis-19090 306 1 comput comput PROPN bracis-19090 306 2 . . PUNCT bracis-19090 307 1 linguist linguist NOUN bracis-19090 307 2 . . PUNCT bracis-19090 308 1 4 4 NUM bracis-19090 308 2 , , PUNCT bracis-19090 308 3 401–415 401–415 NUM bracis-19090 308 4 ( ( PUNCT bracis-19090 308 5 2016 2016 NUM bracis-19090 308 6 ) ) PUNCT bracis-19090 308 7 . . PUNCT bracis-19090 309 1 https://cocoxu.github.io/publications/tacl2016-smt-simplification.pdf https://cocoxu.github.io/publications/tacl2016-smt-simplification.pdf PROPN bracis-19090 309 2 xu xu PROPN bracis-19090 309 3 , , PUNCT bracis-19090 309 4 w. w. PROPN bracis-19090 309 5 , , PUNCT bracis-19090 309 6 napoles napoles PROPN bracis-19090 309 7 , , PUNCT bracis-19090 309 8 c. c. PROPN bracis-19090 309 9 , , PUNCT bracis-19090 309 10 pavlick pavlick PROPN bracis-19090 309 11 , , PUNCT bracis-19090 309 12 e. e. PROPN bracis-19090 309 13 , , PUNCT bracis-19090 309 14 chen chen PROPN bracis-19090 309 15 , , PUNCT bracis-19090 309 16 q. q. PROPN bracis-19090 309 17 , , PUNCT bracis-19090 309 18 callison callison PROPN bracis-19090 309 19 - - PUNCT bracis-19090 309 20 burch burch PROPN bracis-19090 309 21 , , PUNCT bracis-19090 309 22 c. c. NOUN bracis-19090 309 23 : : PUNCT bracis-19090 309 24 optimizing optimize VERB bracis-19090 309 25 statistical statistical ADJ bracis-19090 309 26 machine machine NOUN bracis-19090 309 27 translation translation NOUN bracis-19090 309 28 for for ADP bracis-19090 309 29 text text NOUN bracis-19090 309 30 simplification simplification NOUN bracis-19090 309 31 . . PUNCT bracis-19090 310 1 trans trans PROPN bracis-19090 310 2 . . PUNCT bracis-19090 311 1 assoc assoc PROPN bracis-19090 311 2 . . PUNCT bracis-19090 312 1 comput comput PROPN bracis-19090 312 2 . . PUNCT bracis-19090 313 1 linguist linguist NOUN bracis-19090 313 2 . . PUNCT bracis-19090 314 1 4 4 NUM bracis-19090 314 2 , , PUNCT bracis-19090 314 3 401–415 401–415 NUM bracis-19090 314 4 ( ( PUNCT bracis-19090 314 5 2016 2016 NUM bracis-19090 314 6 ) ) PUNCT bracis-19090 314 7 article article NOUN bracis-19090 314 8     SPACE bracis-19090 314 9 google google PROPN bracis-19090 314 10 scholar scholar NOUN bracis-19090 314 11     SPACE bracis-19090 314 12 yamada yamada PROPN bracis-19090 314 13 , , PUNCT bracis-19090 314 14 m. m. NOUN bracis-19090 314 15 : : PUNCT bracis-19090 314 16 the the DET bracis-19090 314 17 impact impact NOUN bracis-19090 314 18 of of ADP bracis-19090 314 19 google google PROPN bracis-19090 314 20 neural neural ADJ bracis-19090 314 21 machine machine NOUN bracis-19090 314 22 translation translation NOUN bracis-19090 314 23 on on ADP bracis-19090 314 24 post post ADJ bracis-19090 314 25 - - ADJ bracis-19090 314 26 editing editing NOUN bracis-19090 314 27 by by ADP bracis-19090 314 28 student student NOUN bracis-19090 314 29 translators translator NOUN bracis-19090 314 30 . . PUNCT bracis-19090 315 1 j. j. PROPN bracis-19090 315 2 specialised specialised PROPN bracis-19090 315 3 transl transl PROPN bracis-19090 315 4 . . PUNCT bracis-19090 316 1 31 31 NUM bracis-19090 316 2 , , PUNCT bracis-19090 316 3 87–106 87–106 NUM bracis-19090 316 4 ( ( PUNCT bracis-19090 316 5 2019 2019 NUM bracis-19090 316 6 ) ) PUNCT bracis-19090 316 7 google google PROPN bracis-19090 316 8 scholar scholar NOUN bracis-19090 316 9     SPACE bracis-19090 316 10 yang yang PROPN bracis-19090 316 11 , , PUNCT bracis-19090 316 12 z. z. PROPN bracis-19090 316 13 , , PUNCT bracis-19090 316 14 hu hu PROPN bracis-19090 316 15 , , PUNCT bracis-19090 316 16 z. z. PROPN bracis-19090 316 17 , , PUNCT bracis-19090 316 18 dyer dyer PROPN bracis-19090 316 19 , , PUNCT bracis-19090 316 20 c. c. PROPN bracis-19090 316 21 , , PUNCT bracis-19090 316 22 xing xing PROPN bracis-19090 316 23 , , PUNCT bracis-19090 316 24 e.p e.p PROPN bracis-19090 316 25 . . PROPN bracis-19090 316 26 , , PUNCT bracis-19090 316 27 berg berg PROPN bracis-19090 316 28 - - PUNCT bracis-19090 316 29 kirkpatrick kirkpatrick PROPN bracis-19090 316 30 , , PUNCT bracis-19090 316 31 t. t. PROPN bracis-19090 316 32 : : PUNCT bracis-19090 316 33 unsupervised unsupervised ADJ bracis-19090 316 34 text text NOUN bracis-19090 316 35 style style NOUN bracis-19090 316 36 transfer transfer NOUN bracis-19090 316 37 using use VERB bracis-19090 316 38 language language NOUN bracis-19090 316 39 models model NOUN bracis-19090 316 40 as as ADP bracis-19090 316 41 discriminators discriminator NOUN bracis-19090 316 42 . . PUNCT bracis-19090 317 1 arxiv arxiv PROPN bracis-19090 317 2 preprint preprint VERB bracis-19090 317 3 arxiv:1805.11749 arxiv:1805.11749 NOUN bracis-19090 317 4 ( ( PUNCT bracis-19090 317 5 2018 2018 NUM bracis-19090 317 6 ) ) PUNCT bracis-19090 317 7 zaremba zaremba NOUN bracis-19090 317 8 , , PUNCT bracis-19090 317 9 w. w. PROPN bracis-19090 317 10 , , PUNCT bracis-19090 317 11 sutskever sutskever PROPN bracis-19090 317 12 , , PUNCT bracis-19090 317 13 i. i. PROPN bracis-19090 317 14 , , PUNCT bracis-19090 317 15 vinyals vinyal NOUN bracis-19090 317 16 , , PUNCT bracis-19090 317 17 o. o. NOUN bracis-19090 317 18 : : PUNCT bracis-19090 317 19 recurrent recurrent ADJ bracis-19090 317 20 neural neural ADJ bracis-19090 317 21 network network NOUN bracis-19090 317 22 regularization regularization NOUN bracis-19090 317 23 . . PUNCT bracis-19090 318 1 arxiv arxiv PROPN bracis-19090 318 2 preprint preprint NOUN bracis-19090 318 3 arxiv:1409.2329 arxiv:1409.2329 PROPN bracis-19090 318 4 ( ( PUNCT bracis-19090 318 5 2014 2014 NUM bracis-19090 318 6 ) ) PUNCT bracis-19090 318 7 download download NOUN bracis-19090 318 8 references reference NOUN bracis-19090 318 9 author author NOUN bracis-19090 318 10 information information NOUN bracis-19090 318 11 authors author NOUN bracis-19090 318 12 and and CCONJ bracis-19090 318 13 affiliations affiliation NOUN bracis-19090 318 14 universidade universidade PROPN bracis-19090 318 15 federal federal PROPN bracis-19090 318 16 rural rural PROPN bracis-19090 318 17 de de X bracis-19090 318 18 pernambuco pernambuco PROPN bracis-19090 318 19 , , PUNCT bracis-19090 318 20 rua rua PROPN bracis-19090 318 21 dom dom PROPN bracis-19090 318 22 manuel manuel PROPN bracis-19090 318 23 de de PROPN bracis-19090 318 24 medeiros medeiros PROPN bracis-19090 318 25 , , PUNCT bracis-19090 318 26 recife recife PROPN bracis-19090 318 27 , , PUNCT bracis-19090 318 28 pernambuco pernambuco PROPN bracis-19090 318 29 , , PUNCT bracis-19090 318 30 52171 52171 NUM bracis-19090 318 31 - - SYM bracis-19090 318 32 900 900 NUM bracis-19090 318 33 , , PUNCT bracis-19090 318 34 brazil brazil PROPN bracis-19090 318 35 tiago tiago PROPN bracis-19090 318 36 b. b. PROPN bracis-19090 318 37 de de X bracis-19090 318 38 lima lima PROPN bracis-19090 318 39 , , PUNCT bracis-19090 318 40     SPACE bracis-19090 318 41 andré andré VERB bracis-19090 318 42 c. c. PROPN bracis-19090 318 43 a. a. PROPN bracis-19090 318 44 nascimento nascimento PROPN bracis-19090 318 45 , , PUNCT bracis-19090 318 46     SPACE bracis-19090 318 47 george george PROPN bracis-19090 318 48 valença valença PROPN bracis-19090 318 49 , , PUNCT bracis-19090 318 50     SPACE bracis-19090 318 51 pericles pericle NOUN bracis-19090 318 52 miranda miranda PROPN bracis-19090 318 53     SPACE bracis-19090 318 54 & & CCONJ bracis-19090 318 55     SPACE bracis-19090 318 56 rafael rafael PROPN bracis-19090 318 57 ferreira ferreira PROPN bracis-19090 318 58 mello mello PROPN bracis-19090 318 59 bankura bankura PROPN bracis-19090 318 60 unnayani unnayani PROPN bracis-19090 318 61 institute institute PROPN bracis-19090 318 62 of of ADP bracis-19090 318 63 engineering engineering PROPN bracis-19090 318 64 , , PUNCT bracis-19090 318 65 subhankar subhankar NOUN bracis-19090 318 66 nagar nagar NOUN bracis-19090 318 67 , , PUNCT bracis-19090 318 68 bankura bankura NOUN bracis-19090 318 69 , , PUNCT bracis-19090 318 70 pohabagan pohabagan NOUN bracis-19090 318 71 , , PUNCT bracis-19090 318 72 722146 722146 NUM bracis-19090 318 73 , , PUNCT bracis-19090 318 74 west west PROPN bracis-19090 318 75 bengal bengal PROPN bracis-19090 318 76 , , PUNCT bracis-19090 318 77 india india PROPN bracis-19090 318 78 tapas tapas PROPN bracis-19090 318 79 si si PROPN bracis-19090 318 80 authors authors PROPN bracis-19090 318 81 tiago tiago PROPN bracis-19090 318 82 b. b. PROPN bracis-19090 318 83 de de PROPN bracis-19090 318 84 limaview limaview PROPN bracis-19090 318 85 author author NOUN bracis-19090 318 86 publications publication NOUN bracis-19090 318 87 search search NOUN bracis-19090 318 88 author author NOUN bracis-19090 318 89 on on ADP bracis-19090 318 90 : : PUNCT bracis-19090 318 91 pubmed pubmed PROPN bracis-19090 318 92     SPACE bracis-19090 318 93 google google PROPN bracis-19090 318 94 scholar scholar NOUN bracis-19090 318 95 andré andré PROPN bracis-19090 318 96 c. c. PROPN bracis-19090 318 97 a. a. PROPN bracis-19090 318 98 nascimentoview nascimentoview PROPN bracis-19090 318 99 author author NOUN bracis-19090 318 100 publications publication NOUN bracis-19090 318 101 search search NOUN bracis-19090 318 102 author author NOUN bracis-19090 318 103 on on ADP bracis-19090 318 104 : : PUNCT bracis-19090 318 105 pubmed pubmed PROPN bracis-19090 318 106     SPACE bracis-19090 318 107 google google PROPN bracis-19090 318 108 scholar scholar NOUN bracis-19090 318 109 george george PROPN bracis-19090 318 110 valençaview valençaview PROPN bracis-19090 318 111 author author NOUN bracis-19090 318 112 publications publication NOUN bracis-19090 318 113 search search NOUN bracis-19090 318 114 author author NOUN bracis-19090 318 115 on on ADP bracis-19090 318 116 : : PUNCT bracis-19090 318 117 pubmed pubmed PROPN bracis-19090 318 118     SPACE bracis-19090 318 119 google google PROPN bracis-19090 318 120 scholar scholar NOUN bracis-19090 318 121 pericles pericle NOUN bracis-19090 318 122 mirandaview mirandaview VERB bracis-19090 318 123 author author NOUN bracis-19090 318 124 publications publication NOUN bracis-19090 318 125 search search NOUN bracis-19090 318 126 author author NOUN bracis-19090 318 127 on on ADP bracis-19090 318 128 : : PUNCT bracis-19090 318 129 pubmed pubmed PROPN bracis-19090 318 130     SPACE bracis-19090 318 131 google google PROPN bracis-19090 318 132 scholar scholar PROPN bracis-19090 318 133 rafael rafael PROPN bracis-19090 318 134 ferreira ferreira PROPN bracis-19090 318 135 melloview melloview PROPN bracis-19090 318 136 author author NOUN bracis-19090 318 137 publications publication NOUN bracis-19090 318 138 search search NOUN bracis-19090 318 139 author author NOUN bracis-19090 318 140 on on ADP bracis-19090 318 141 : : PUNCT bracis-19090 318 142 pubmed pubmed PROPN bracis-19090 318 143     SPACE bracis-19090 318 144 google google PROPN bracis-19090 318 145 scholar scholar NOUN bracis-19090 318 146 tapas tapas NOUN bracis-19090 318 147 siview siview PROPN bracis-19090 318 148 author author NOUN bracis-19090 318 149 publications publication NOUN bracis-19090 318 150 search search NOUN bracis-19090 318 151 author author NOUN bracis-19090 318 152 on on ADP bracis-19090 318 153 : : PUNCT bracis-19090 318 154 pubmed pubmed PROPN bracis-19090 318 155     SPACE bracis-19090 318 156 google google PROPN bracis-19090 318 157 scholar scholar NOUN bracis-19090 318 158 corresponding correspond VERB bracis-19090 318 159 authors author NOUN bracis-19090 318 160 correspondence correspondence NOUN bracis-19090 318 161 to to ADP bracis-19090 318 162 tiago tiago PROPN bracis-19090 318 163 b. b. PROPN bracis-19090 318 164 de de PROPN bracis-19090 318 165 lima lima PROPN bracis-19090 318 166 , , PUNCT bracis-19090 318 167 andré andré PROPN bracis-19090 318 168 c. c. PROPN bracis-19090 318 169 a. a. PROPN bracis-19090 318 170 nascimento nascimento PROPN bracis-19090 318 171 or or CCONJ bracis-19090 318 172 rafael rafael PROPN bracis-19090 318 173 ferreira ferreira PROPN bracis-19090 318 174 mello mello PROPN bracis-19090 318 175 . . PUNCT bracis-19090 319 1 editor editor NOUN bracis-19090 319 2 information information NOUN bracis-19090 319 3 editors editor NOUN bracis-19090 319 4 and and CCONJ bracis-19090 319 5 affiliations affiliation NOUN bracis-19090 319 6 universidade universidade PROPN bracis-19090 319 7 federal federal PROPN bracis-19090 319 8 de de X bracis-19090 319 9 sergipe sergipe PROPN bracis-19090 319 10 , , PUNCT bracis-19090 319 11 são são NOUN bracis-19090 319 12 cristóvão cristóvão PROPN bracis-19090 319 13 , , PUNCT bracis-19090 319 14 brazil brazil PROPN bracis-19090 319 15 andré andré PROPN bracis-19090 319 16 britto britto PROPN bracis-19090 319 17 universidade universidade PROPN bracis-19090 319 18 de de PROPN bracis-19090 319 19 são são PROPN bracis-19090 319 20 paulo paulo PROPN bracis-19090 319 21 , , PUNCT bracis-19090 319 22 são são PROPN bracis-19090 319 23 paulo paulo PROPN bracis-19090 319 24 , , PUNCT bracis-19090 319 25 brazil brazil PROPN bracis-19090 319 26 karina karina PROPN bracis-19090 319 27 valdivia valdivia PROPN bracis-19090 319 28 delgado delgado VERB bracis-19090 319 29 rights right NOUN bracis-19090 319 30 and and CCONJ bracis-19090 319 31 permissions permission NOUN bracis-19090 319 32 reprints reprint NOUN bracis-19090 319 33 and and CCONJ bracis-19090 319 34 permissions permission VERB bracis-19090 319 35 copyright copyright NOUN bracis-19090 319 36 information information NOUN bracis-19090 319 37 © © PROPN bracis-19090 319 38 2021 2021 NUM bracis-19090 319 39 springer springer NOUN bracis-19090 319 40 nature nature NOUN bracis-19090 319 41 switzerland switzerland PROPN bracis-19090 319 42 ag ag PROPN bracis-19090 319 43 about about ADP bracis-19090 319 44 this this DET bracis-19090 319 45 paper paper NOUN bracis-19090 319 46 cite cite VERB bracis-19090 319 47 this this DET bracis-19090 319 48 paper paper NOUN bracis-19090 319 49 de de X bracis-19090 319 50 lima lima PROPN bracis-19090 319 51 , , PUNCT bracis-19090 319 52 t.b t.b PROPN bracis-19090 319 53 . . PROPN bracis-19090 319 54 , , PUNCT bracis-19090 319 55 nascimento nascimento PROPN bracis-19090 319 56 , , PUNCT bracis-19090 319 57 a.c.a a.c.a NOUN bracis-19090 319 58 . . PUNCT bracis-19090 319 59 , , PUNCT bracis-19090 319 60 valença valença PROPN bracis-19090 319 61 , , PUNCT bracis-19090 319 62 g. g. PROPN bracis-19090 319 63 , , PUNCT bracis-19090 319 64 miranda miranda PROPN bracis-19090 319 65 , , PUNCT bracis-19090 319 66 p. p. PROPN bracis-19090 319 67 , , PUNCT bracis-19090 319 68 mello mello PROPN bracis-19090 319 69 , , PUNCT bracis-19090 319 70 r.f r.f PROPN bracis-19090 319 71 . . PROPN bracis-19090 319 72 , , PUNCT bracis-19090 319 73 si si PROPN bracis-19090 319 74 , , PUNCT bracis-19090 319 75 t. t. PROPN bracis-19090 319 76 ( ( PUNCT bracis-19090 319 77 2021 2021 NUM bracis-19090 319 78 ) ) PUNCT bracis-19090 319 79 . . PUNCT bracis-19090 320 1 portuguese portuguese ADJ bracis-19090 320 2 neural neural ADJ bracis-19090 320 3 text text NOUN bracis-19090 320 4 simplification simplification NOUN bracis-19090 320 5 using use VERB bracis-19090 320 6 machine machine NOUN bracis-19090 320 7 translation translation NOUN bracis-19090 320 8 . . PUNCT bracis-19090 321 1 in in ADP bracis-19090 321 2 : : PUNCT bracis-19090 321 3 britto britto PROPN bracis-19090 321 4 , , PUNCT bracis-19090 321 5 a. a. PROPN bracis-19090 321 6 , , PUNCT bracis-19090 321 7 valdivia valdivia PROPN bracis-19090 321 8 delgado delgado PROPN bracis-19090 321 9 , , PUNCT bracis-19090 321 10 k. k. PROPN bracis-19090 321 11 ( ( PUNCT bracis-19090 321 12 eds eds PROPN bracis-19090 321 13 ) ) PUNCT bracis-19090 321 14 intelligent intelligent ADJ bracis-19090 321 15 systems system NOUN bracis-19090 321 16 . . PUNCT bracis-19090 322 1 bracis bracis PROPN bracis-19090 322 2 2021 2021 NUM bracis-19090 322 3 . . PUNCT bracis-19090 323 1 lecture lecture NOUN bracis-19090 323 2 notes note NOUN bracis-19090 323 3 in in ADP bracis-19090 323 4 computer computer NOUN bracis-19090 323 5 science science NOUN bracis-19090 323 6 ( ( PUNCT bracis-19090 323 7 ) ) PUNCT bracis-19090 323 8 , , PUNCT bracis-19090 323 9 vol vol NOUN bracis-19090 323 10 13074 13074 NUM bracis-19090 323 11 . . PUNCT bracis-19090 324 1 springer springer NOUN bracis-19090 324 2 , , PUNCT bracis-19090 324 3 cham cham PROPN bracis-19090 324 4 . . PUNCT bracis-19090 325 1 https://doi.org/10.1007/978-3-030-91699-2_37 https://doi.org/10.1007/978-3-030-91699-2_37 PROPN bracis-19090 325 2 download download NOUN bracis-19090 325 3 citation citation NOUN bracis-19090 325 4 .ris .ris PUNCT bracis-19090 325 5 .enw .enw PROPN bracis-19090 326 1 .bib .bib PUNCT bracis-19090 327 1 doi doi PROPN bracis-19090 327 2 : : PUNCT bracis-19090 327 3 https://doi.org/10.1007/978-3-030-91699-2_37 https://doi.org/10.1007/978-3-030-91699-2_37 X bracis-19090 327 4 published publish VERB bracis-19090 327 5 : : PUNCT bracis-19090 327 6 28 28 NUM bracis-19090 327 7 november november PROPN bracis-19090 327 8 2021 2021 NUM bracis-19090 327 9 publisher publisher NOUN bracis-19090 327 10 name name NOUN bracis-19090 327 11 : : PUNCT bracis-19090 327 12 springer springer NOUN bracis-19090 327 13 , , PUNCT bracis-19090 327 14 cham cham PROPN bracis-19090 327 15 print print PROPN bracis-19090 327 16 isbn isbn PROPN bracis-19090 327 17 : : PUNCT bracis-19090 327 18 978 978 NUM bracis-19090 327 19 - - SYM bracis-19090 327 20 3 3 NUM bracis-19090 327 21 - - PUNCT bracis-19090 327 22 030 030 NUM bracis-19090 327 23 - - PUNCT bracis-19090 327 24 91698 91698 NUM bracis-19090 327 25 - - SYM bracis-19090 327 26 5 5 NUM bracis-19090 327 27 online online ADJ bracis-19090 327 28 isbn isbn NOUN bracis-19090 327 29 : : PUNCT bracis-19090 327 30 978 978 NUM bracis-19090 327 31 - - SYM bracis-19090 327 32 3 3 NUM bracis-19090 327 33 - - PUNCT bracis-19090 327 34 030 030 NUM bracis-19090 327 35 - - PUNCT bracis-19090 327 36 91699 91699 NUM bracis-19090 327 37 - - SYM bracis-19090 327 38 2 2 NUM bracis-19090 327 39 ebook ebook NOUN bracis-19090 327 40 packages package NOUN bracis-19090 327 41 : : PUNCT bracis-19090 327 42 computer computer NOUN bracis-19090 327 43 sciencecomputer sciencecomputer NOUN bracis-19090 327 44 science science NOUN bracis-19090 327 45 ( ( PUNCT bracis-19090 327 46 r0 r0 NOUN bracis-19090 327 47 ) ) PUNCT bracis-19090 327 48 share share VERB bracis-19090 327 49 this this DET bracis-19090 327 50 paper paper NOUN bracis-19090 327 51 anyone anyone PRON bracis-19090 327 52 you you PRON bracis-19090 327 53 share share VERB bracis-19090 327 54 the the DET bracis-19090 327 55 following follow VERB bracis-19090 327 56 link link NOUN bracis-19090 327 57 with with ADP bracis-19090 327 58 will will AUX bracis-19090 327 59 be be AUX bracis-19090 327 60 able able ADJ bracis-19090 327 61 to to PART bracis-19090 327 62 read read VERB bracis-19090 327 63 this this DET bracis-19090 327 64 content content NOUN bracis-19090 327 65 : : PUNCT bracis-19090 327 66 get get VERB bracis-19090 327 67 shareable shareable ADJ bracis-19090 327 68 linksorry linksorry NOUN bracis-19090 327 69 , , PUNCT bracis-19090 327 70 a a DET bracis-19090 327 71 shareable shareable ADJ bracis-19090 327 72 link link NOUN bracis-19090 327 73 is be AUX bracis-19090 327 74 not not PART bracis-19090 327 75 currently currently ADV bracis-19090 327 76 available available ADJ bracis-19090 327 77 for for ADP bracis-19090 327 78 this this DET bracis-19090 327 79 article article NOUN bracis-19090 327 80 . . PUNCT bracis-19090 328 1 copy copy VERB bracis-19090 328 2 shareable shareable ADJ bracis-19090 328 3 link link NOUN bracis-19090 328 4 to to PART bracis-19090 328 5 clipboard clipboard NOUN bracis-19090 328 6 provided provide VERB bracis-19090 328 7 by by ADP bracis-19090 328 8 the the DET bracis-19090 328 9 springer springer NOUN bracis-19090 328 10 nature nature PROPN bracis-19090 328 11 sharedit sharedit PROPN bracis-19090 328 12 content content NOUN bracis-19090 328 13 - - PUNCT bracis-19090 328 14 sharing share VERB bracis-19090 328 15 initiative initiative NOUN bracis-19090 328 16 keywords keyword NOUN bracis-19090 328 17 text text NOUN bracis-19090 328 18 simplification simplification NOUN bracis-19090 328 19 machine machine NOUN bracis-19090 328 20 translation translation NOUN bracis-19090 328 21 deep deep ADJ bracis-19090 328 22 learning learn VERB bracis-19090 328 23 natural natural ADJ bracis-19090 328 24 language language NOUN bracis-19090 328 25 processing processing NOUN bracis-19090 328 26 publish publish NOUN bracis-19090 328 27 with with ADP bracis-19090 328 28 us us PROPN bracis-19090 328 29 policies policy NOUN bracis-19090 328 30 and and CCONJ bracis-19090 328 31 ethics ethic NOUN bracis-19090 328 32 profiles profile NOUN bracis-19090 328 33 andré andré VERB bracis-19090 328 34 c. c. PROPN bracis-19090 328 35 a. a. PROPN bracis-19090 328 36 nascimento nascimento PROPN bracis-19090 328 37 view view PROPN bracis-19090 328 38 author author NOUN bracis-19090 328 39 profile profile PROPN bracis-19090 328 40 rafael rafael PROPN bracis-19090 328 41 ferreira ferreira PROPN bracis-19090 328 42 mello mello PROPN bracis-19090 328 43 view view PROPN bracis-19090 328 44 author author NOUN bracis-19090 328 45 profile profile NOUN bracis-19090 328 46 tapas tapa VERB bracis-19090 328 47 si si PROPN bracis-19090 328 48 view view NOUN bracis-19090 328 49 author author NOUN bracis-19090 328 50 profile profile NOUN bracis-19090 328 51 search search NOUN bracis-19090 328 52 search search NOUN bracis-19090 328 53 by by ADP bracis-19090 328 54 keyword keyword NOUN bracis-19090 328 55 or or CCONJ bracis-19090 328 56 author author NOUN bracis-19090 328 57 search search NOUN bracis-19090 328 58 navigation navigation NOUN bracis-19090 328 59 find find VERB bracis-19090 328 60 a a DET bracis-19090 328 61 journal journal NOUN bracis-19090 328 62 publish publish VERB bracis-19090 328 63 with with ADP bracis-19090 328 64 us we PRON bracis-19090 328 65 track track VERB bracis-19090 328 66 your your PRON bracis-19090 328 67 research research NOUN bracis-19090 328 68 discover discover VERB bracis-19090 328 69 content content NOUN bracis-19090 328 70 journals journal NOUN bracis-19090 328 71 a a DET bracis-19090 328 72 - - PUNCT bracis-19090 328 73 z z NOUN bracis-19090 328 74 books book NOUN bracis-19090 328 75 a a DET bracis-19090 328 76 - - PUNCT bracis-19090 328 77 z z NOUN bracis-19090 328 78 publish publish NOUN bracis-19090 328 79 with with ADP bracis-19090 328 80 us us PROPN bracis-19090 328 81 journal journal PROPN bracis-19090 328 82 finder finder PROPN bracis-19090 328 83 publish publish VERB bracis-19090 328 84 your your PRON bracis-19090 328 85 research research NOUN bracis-19090 328 86 language language NOUN bracis-19090 328 87 editing edit VERB bracis-19090 328 88 open open ADJ bracis-19090 328 89 access access NOUN bracis-19090 328 90 publishing publishing NOUN bracis-19090 328 91 products product NOUN bracis-19090 328 92 and and CCONJ bracis-19090 328 93 services service NOUN bracis-19090 328 94 our our PRON bracis-19090 328 95 products product NOUN bracis-19090 328 96 librarians librarian VERB bracis-19090 328 97 societies society NOUN bracis-19090 328 98 partners partner NOUN bracis-19090 328 99 and and CCONJ bracis-19090 328 100 advertisers advertiser NOUN bracis-19090 328 101 our our PRON bracis-19090 328 102 brands brand NOUN bracis-19090 328 103 springer springer NOUN bracis-19090 328 104 nature nature PROPN bracis-19090 328 105 portfolio portfolio PROPN bracis-19090 328 106 bmc bmc PROPN bracis-19090 328 107 palgrave palgrave PROPN bracis-19090 328 108 macmillan macmillan PROPN bracis-19090 328 109 apress apress PROPN bracis-19090 328 110 discover discover VERB bracis-19090 328 111 your your PRON bracis-19090 328 112 privacy privacy NOUN bracis-19090 328 113 choices choice NOUN bracis-19090 328 114 / / SYM bracis-19090 328 115 manage manage NOUN bracis-19090 328 116 cookies cookie NOUN bracis-19090 328 117 your your PRON bracis-19090 328 118 us us PROPN bracis-19090 329 1 state state NOUN bracis-19090 329 2 privacy privacy NOUN bracis-19090 329 3 rights right NOUN bracis-19090 329 4 accessibility accessibility NOUN bracis-19090 329 5 statement statement NOUN bracis-19090 329 6 terms term NOUN bracis-19090 329 7 and and CCONJ bracis-19090 329 8 conditions condition NOUN bracis-19090 329 9 privacy privacy NOUN bracis-19090 329 10 policy policy NOUN bracis-19090 329 11 help help NOUN bracis-19090 329 12 and and CCONJ bracis-19090 329 13 support support VERB bracis-19090 329 14 legal legal ADJ bracis-19090 329 15 notice notice NOUN bracis-19090 329 16 cancel cancel VERB bracis-19090 329 17 contracts contract NOUN bracis-19090 329 18 here here ADV bracis-19090 329 19 129.74.145.123 129.74.145.123 NUM bracis-19090 329 20 hesburgh hesburgh PROPN bracis-19090 329 21 library library PROPN bracis-19090 329 22 er er INTJ bracis-19090 329 23 unit unit NOUN bracis-19090 329 24 ( ( PUNCT bracis-19090 329 25 3005732405 3005732405 NUM bracis-19090 329 26 ) ) PUNCT bracis-19090 329 27 northeast northeast ADJ bracis-19090 329 28 research research NOUN bracis-19090 329 29 libraries library NOUN bracis-19090 329 30 ( ( PUNCT bracis-19090 329 31 nerl nerl PROPN bracis-19090 329 32 ) ) PUNCT bracis-19090 329 33 ( ( PUNCT bracis-19090 329 34 8200828607 8200828607 NUM bracis-19090 329 35 ) ) PUNCT bracis-19090 329 36 nerl nerl VERB bracis-19090 329 37 ta ta X bracis-19090 329 38 account account NOUN bracis-19090 329 39 ( ( PUNCT bracis-19090 329 40 3006206169 3006206169 NUM bracis-19090 329 41 ) ) PUNCT bracis-19090 329 42 university university NOUN bracis-19090 329 43 of of ADP bracis-19090 329 44 notre notre PROPN bracis-19090 329 45 dame dame PROPN bracis-19090 329 46 hesburgh hesburgh PROPN bracis-19090 329 47 library library NOUN bracis-19090 329 48 ( ( PUNCT bracis-19090 329 49 3000184373 3000184373 NUM bracis-19090 329 50 ) ) PUNCT bracis-19090 330 1 © © ADP bracis-19090 330 2 2025 2025 NUM bracis-19090 330 3 springer springer NOUN bracis-19090 330 4 nature nature NOUN