id sid tid token lemma pos bracis-19084 1 1 entity entity NOUN bracis-19084 1 2 relation relation NOUN bracis-19084 1 3 extraction extraction NOUN bracis-19084 1 4 from from ADP bracis-19084 1 5 news news NOUN bracis-19084 1 6 articles article NOUN bracis-19084 1 7 in in ADP bracis-19084 1 8 portuguese portuguese NOUN bracis-19084 1 9 for for ADP bracis-19084 1 10 competitive competitive ADJ bracis-19084 1 11 intelligence intelligence NOUN bracis-19084 1 12 based base VERB bracis-19084 1 13 on on ADP bracis-19084 1 14 bert bert PROPN bracis-19084 1 15 | | PROPN bracis-19084 1 16 springer springer NOUN bracis-19084 1 17 nature nature PROPN bracis-19084 1 18 link link PROPN bracis-19084 1 19 ( ( PUNCT bracis-19084 1 20 formerly formerly ADV bracis-19084 1 21 springerlink springerlink NOUN bracis-19084 1 22 ) ) PUNCT bracis-19084 1 23 skip skip VERB bracis-19084 1 24 to to ADP bracis-19084 1 25 main main ADJ bracis-19084 1 26 content content NOUN bracis-19084 1 27 advertisement advertisement NOUN bracis-19084 1 28 log log NOUN bracis-19084 1 29 in in ADP bracis-19084 1 30 menu menu NOUN bracis-19084 1 31 find find VERB bracis-19084 1 32 a a DET bracis-19084 1 33 journal journal NOUN bracis-19084 1 34 publish publish VERB bracis-19084 1 35 with with ADP bracis-19084 1 36 us we PRON bracis-19084 1 37 track track VERB bracis-19084 1 38 your your PRON bracis-19084 1 39 research research NOUN bracis-19084 1 40 search search NOUN bracis-19084 1 41 cart cart NOUN bracis-19084 1 42 home home NOUN bracis-19084 1 43 intelligent intelligent ADJ bracis-19084 1 44 systems system NOUN bracis-19084 1 45 conference conference NOUN bracis-19084 1 46 paper paper NOUN bracis-19084 1 47 entity entity NOUN bracis-19084 1 48 relation relation NOUN bracis-19084 1 49 extraction extraction NOUN bracis-19084 1 50 from from ADP bracis-19084 1 51 news news NOUN bracis-19084 1 52 articles article NOUN bracis-19084 1 53 in in ADP bracis-19084 1 54 portuguese portuguese NOUN bracis-19084 1 55 for for ADP bracis-19084 1 56 competitive competitive ADJ bracis-19084 1 57 intelligence intelligence NOUN bracis-19084 1 58 based base VERB bracis-19084 1 59 on on ADP bracis-19084 1 60 bert bert PROPN bracis-19084 1 61 conference conference PROPN bracis-19084 1 62 paper paper NOUN bracis-19084 1 63 first first ADV bracis-19084 1 64 online online ADV bracis-19084 1 65 : : PUNCT bracis-19084 1 66 28 28 NUM bracis-19084 1 67 november november PROPN bracis-19084 1 68 2021 2021 NUM bracis-19084 1 69 pp pp ADP bracis-19084 1 70 449–464 449–464 NUM bracis-19084 1 71 cite cite VERB bracis-19084 1 72 this this DET bracis-19084 1 73 conference conference NOUN bracis-19084 1 74 paper paper NOUN bracis-19084 1 75 access access NOUN bracis-19084 1 76 provided provide VERB bracis-19084 1 77 by by ADP bracis-19084 1 78 university university PROPN bracis-19084 1 79 of of ADP bracis-19084 1 80 notre notre PROPN bracis-19084 1 81 dame dame PROPN bracis-19084 1 82 hesburgh hesburgh PROPN bracis-19084 1 83 library library PROPN bracis-19084 1 84 download download PROPN bracis-19084 1 85 book book NOUN bracis-19084 1 86 pdf pdf PROPN bracis-19084 1 87 download download NOUN bracis-19084 1 88 book book NOUN bracis-19084 1 89 epub epub PROPN bracis-19084 1 90 intelligent intelligent ADJ bracis-19084 1 91 systems system NOUN bracis-19084 1 92 ( ( PUNCT bracis-19084 1 93 bracis bracis NOUN bracis-19084 1 94 2021 2021 NUM bracis-19084 1 95 ) ) PUNCT bracis-19084 1 96 entity entity NOUN bracis-19084 1 97 relation relation NOUN bracis-19084 1 98 extraction extraction NOUN bracis-19084 1 99 from from ADP bracis-19084 1 100 news news NOUN bracis-19084 1 101 articles article NOUN bracis-19084 1 102 in in ADP bracis-19084 1 103 portuguese portuguese NOUN bracis-19084 1 104 for for ADP bracis-19084 1 105 competitive competitive ADJ bracis-19084 1 106 intelligence intelligence NOUN bracis-19084 1 107 based base VERB bracis-19084 1 108 on on ADP bracis-19084 1 109 bert bert PROPN bracis-19084 1 110 download download PROPN bracis-19084 1 111 book book PROPN bracis-19084 1 112 pdf pdf PROPN bracis-19084 1 113 download download NOUN bracis-19084 1 114 book book PROPN bracis-19084 1 115 epub epub PROPN bracis-19084 1 116 daniel daniel PROPN bracis-19084 1 117 de de PROPN bracis-19084 1 118 los los PROPN bracis-19084 1 119 reyes reyes PROPN bracis-19084 1 120     SPACE bracis-19084 1 121 orcid orcid PROPN bracis-19084 1 122 : : PUNCT bracis-19084 1 123 orcid.org/0000-0003-0495-598210 orcid.org/0000-0003-0495-598210 PROPN bracis-19084 1 124 , , PUNCT bracis-19084 1 125 douglas douglas PROPN bracis-19084 1 126 trajano trajano PROPN bracis-19084 1 127     SPACE bracis-19084 1 128 orcid orcid NOUN bracis-19084 1 129 : : PUNCT bracis-19084 1 130 orcid.org/0000-0001-7801-893810 orcid.org/0000-0001-7801-893810 NOUN bracis-19084 1 131 , , PUNCT bracis-19084 1 132 isabel isabel PROPN bracis-19084 1 133 harb harb PROPN bracis-19084 1 134 manssour manssour PROPN bracis-19084 1 135     SPACE bracis-19084 1 136 orcid orcid NOUN bracis-19084 1 137 : : PUNCT bracis-19084 1 138 orcid.org/0000-0001-9446-675710 orcid.org/0000-0001-9446-675710 ADJ bracis-19084 1 139 , , PUNCT bracis-19084 1 140 renata renata PROPN bracis-19084 1 141 vieira vieira PROPN bracis-19084 1 142     SPACE bracis-19084 1 143 orcid orcid NOUN bracis-19084 1 144 : : PUNCT bracis-19084 1 145 orcid.org/0000-0003-2449-547711 orcid.org/0000-0003-2449-547711 NOUN bracis-19084 1 146 & & CCONJ bracis-19084 1 147 … … PUNCT bracis-19084 1 148 rafael rafael PROPN bracis-19084 1 149 h. h. PROPN bracis-19084 1 150 bordini bordini PROPN bracis-19084 1 151     SPACE bracis-19084 1 152 orcid orcid NOUN bracis-19084 1 153 : : PUNCT bracis-19084 1 154 orcid.org/0000-0001-8688-990110 orcid.org/0000-0001-8688-990110 NOUN bracis-19084 1 155     SPACE bracis-19084 1 156 show show VERB bracis-19084 1 157 authors author NOUN bracis-19084 1 158 part part NOUN bracis-19084 1 159 of of ADP bracis-19084 1 160 the the DET bracis-19084 1 161 book book NOUN bracis-19084 1 162 series series NOUN bracis-19084 1 163 : : PUNCT bracis-19084 1 164 lecture lecture NOUN bracis-19084 1 165 notes note NOUN bracis-19084 1 166 in in ADP bracis-19084 1 167 computer computer NOUN bracis-19084 1 168 science science NOUN bracis-19084 1 169 ( ( PUNCT bracis-19084 1 170 ( ( PUNCT bracis-19084 1 171 lnai lnai ADJ bracis-19084 1 172 , , PUNCT bracis-19084 1 173 volume volume NOUN bracis-19084 1 174 13074 13074 NUM bracis-19084 1 175 ) ) PUNCT bracis-19084 1 176 ) ) PUNCT bracis-19084 1 177 included include VERB bracis-19084 1 178 in in ADP bracis-19084 1 179 the the DET bracis-19084 1 180 following follow VERB bracis-19084 1 181 conference conference NOUN bracis-19084 1 182 series series NOUN bracis-19084 1 183 : : PUNCT bracis-19084 1 184 brazilian brazilian ADJ bracis-19084 1 185 conference conference NOUN bracis-19084 1 186 on on ADP bracis-19084 1 187 intelligent intelligent ADJ bracis-19084 1 188 systems system NOUN bracis-19084 1 189 1353 1353 NUM bracis-19084 1 190 accesses access VERB bracis-19084 1 191 3 3 NUM bracis-19084 1 192 citations citation NOUN bracis-19084 1 193 abstract abstract ADJ bracis-19084 1 194 competitive competitive ADJ bracis-19084 1 195 intelligence intelligence NOUN bracis-19084 1 196 ( ( PUNCT bracis-19084 1 197 ci ci NOUN bracis-19084 1 198 ) ) PUNCT bracis-19084 1 199 is be AUX bracis-19084 1 200 a a DET bracis-19084 1 201 relevant relevant ADJ bracis-19084 1 202 area area NOUN bracis-19084 1 203 of of ADP bracis-19084 1 204 a a DET bracis-19084 1 205 corporation corporation NOUN bracis-19084 1 206 and and CCONJ bracis-19084 1 207 can can AUX bracis-19084 1 208 support support VERB bracis-19084 1 209 the the DET bracis-19084 1 210 strategic strategic ADJ bracis-19084 1 211 business business NOUN bracis-19084 1 212 area area NOUN bracis-19084 1 213 by by ADP bracis-19084 1 214 showing show VERB bracis-19084 1 215 those those PRON bracis-19084 1 216 responsible responsible ADJ bracis-19084 1 217 , , PUNCT bracis-19084 1 218 helping help VERB bracis-19084 1 219 decision decision NOUN bracis-19084 1 220 making make VERB bracis-19084 1 221 on on ADP bracis-19084 1 222 how how SCONJ bracis-19084 1 223 to to PART bracis-19084 1 224 position position VERB bracis-19084 1 225 an an DET bracis-19084 1 226 organization organization NOUN bracis-19084 1 227 in in ADP bracis-19084 1 228 the the DET bracis-19084 1 229 market market NOUN bracis-19084 1 230 . . PUNCT bracis-19084 2 1 this this DET bracis-19084 2 2 work work NOUN bracis-19084 2 3 uses use VERB bracis-19084 2 4 the the DET bracis-19084 2 5 bidirectional bidirectional ADJ bracis-19084 2 6 transformer transformer NOUN bracis-19084 2 7 encoding encoding NOUN bracis-19084 2 8 representations representation NOUN bracis-19084 2 9 ( ( PUNCT bracis-19084 2 10 bert bert PROPN bracis-19084 2 11 ) ) PUNCT bracis-19084 2 12 to to PART bracis-19084 2 13 process process VERB bracis-19084 2 14 a a DET bracis-19084 2 15 sentence sentence NOUN bracis-19084 2 16 and and CCONJ bracis-19084 2 17 its its PRON bracis-19084 2 18 named name VERB bracis-19084 2 19 entities entity NOUN bracis-19084 2 20 and and CCONJ bracis-19084 2 21 extract extract VERB bracis-19084 2 22 the the DET bracis-19084 2 23 parts part NOUN bracis-19084 2 24 of of ADP bracis-19084 2 25 the the DET bracis-19084 2 26 sentences sentence NOUN bracis-19084 2 27 that that PRON bracis-19084 2 28 represent represent VERB bracis-19084 2 29 or or CCONJ bracis-19084 2 30 describe describe VERB bracis-19084 2 31 the the DET bracis-19084 2 32 semantic semantic ADJ bracis-19084 2 33 relationship relationship NOUN bracis-19084 2 34 between between ADP bracis-19084 2 35 these these DET bracis-19084 2 36 named name VERB bracis-19084 2 37 entities entity NOUN bracis-19084 2 38 . . PUNCT bracis-19084 3 1 the the DET bracis-19084 3 2 approach approach NOUN bracis-19084 3 3 was be AUX bracis-19084 3 4 developed develop VERB bracis-19084 3 5 for for ADP bracis-19084 3 6 the the DET bracis-19084 3 7 portuguese portuguese ADJ bracis-19084 3 8 language language NOUN bracis-19084 3 9 , , PUNCT bracis-19084 3 10 considering consider VERB bracis-19084 3 11 the the DET bracis-19084 3 12 financial financial ADJ bracis-19084 3 13 domain domain NOUN bracis-19084 3 14 and and CCONJ bracis-19084 3 15 exploring explore VERB bracis-19084 3 16 deep deep ADJ bracis-19084 3 17 linguistic linguistic ADJ bracis-19084 3 18 representations representation NOUN bracis-19084 3 19 without without ADP bracis-19084 3 20 using use VERB bracis-19084 3 21 other other ADJ bracis-19084 3 22 lexical lexical ADJ bracis-19084 3 23 - - PUNCT bracis-19084 3 24 semantic semantic ADJ bracis-19084 3 25 resources resource NOUN bracis-19084 3 26 . . PUNCT bracis-19084 4 1 the the DET bracis-19084 4 2 results result NOUN bracis-19084 4 3 of of ADP bracis-19084 4 4 the the DET bracis-19084 4 5 experiments experiment NOUN bracis-19084 4 6 show show VERB bracis-19084 4 7 a a DET bracis-19084 4 8 precision precision NOUN bracis-19084 4 9 of of ADP bracis-19084 4 10 73.5 73.5 NUM bracis-19084 4 11 % % NOUN bracis-19084 4 12 using use VERB bracis-19084 4 13 the the DET bracis-19084 4 14 jaccard jaccard ADJ bracis-19084 4 15 metric metric NOUN bracis-19084 4 16 that that PRON bracis-19084 4 17 measures measure VERB bracis-19084 4 18 the the DET bracis-19084 4 19 similarity similarity NOUN bracis-19084 4 20 between between ADP bracis-19084 4 21 sentences sentence NOUN bracis-19084 4 22 . . PUNCT bracis-19084 5 1 a a DET bracis-19084 5 2 second second ADJ bracis-19084 5 3 contribution contribution NOUN bracis-19084 5 4 of of ADP bracis-19084 5 5 this this DET bracis-19084 5 6 work work NOUN bracis-19084 5 7 is be AUX bracis-19084 5 8 the the DET bracis-19084 5 9 manually manually ADV bracis-19084 5 10 constructed construct VERB bracis-19084 5 11 dataset dataset VERB bracis-19084 5 12 with with ADP bracis-19084 5 13 more more ADJ bracis-19084 5 14 than than ADP bracis-19084 5 15 4.500 4.500 NUM bracis-19084 5 16 tuples tuple NOUN bracis-19084 5 17 ( ( PUNCT bracis-19084 5 18 phrase phrase NOUN bracis-19084 5 19 , , PUNCT bracis-19084 5 20 entity entity NOUN bracis-19084 5 21 , , PUNCT bracis-19084 5 22 entity entity NOUN bracis-19084 5 23 ) ) PUNCT bracis-19084 5 24 annotated annotate VERB bracis-19084 5 25 . . PUNCT bracis-19084 6 1 financially financially ADV bracis-19084 6 2 supported support VERB bracis-19084 6 3 by by ADP bracis-19084 6 4 the the DET bracis-19084 6 5 brazilian brazilian ADJ bracis-19084 6 6 national national PROPN bracis-19084 6 7 council council PROPN bracis-19084 6 8 for for ADP bracis-19084 6 9 scientific scientific ADJ bracis-19084 6 10 and and CCONJ bracis-19084 6 11 technological technological ADJ bracis-19084 6 12 development development NOUN bracis-19084 6 13 ( ( PUNCT bracis-19084 6 14 capes cape NOUN bracis-19084 6 15 ) ) PUNCT bracis-19084 6 16 and and CCONJ bracis-19084 6 17 the the PRON bracis-19084 6 18 by by ADP bracis-19084 6 19 portuguese portuguese ADJ bracis-19084 6 20 foundation foundation PROPN bracis-19084 6 21 for for ADP bracis-19084 6 22 science science NOUN bracis-19084 6 23 and and CCONJ bracis-19084 6 24 technology technology NOUN bracis-19084 6 25 ( ( PUNCT bracis-19084 6 26 fct)under fct)under NOUN bracis-19084 6 27 the the DET bracis-19084 6 28 projects project NOUN bracis-19084 6 29 ceecind/01997/2017 ceecind/01997/2017 NOUN bracis-19084 6 30 , , PUNCT bracis-19084 6 31 uidb/00057/2020 uidb/00057/2020 NOUN bracis-19084 6 32 . . PUNCT bracis-19084 7 1 access access NOUN bracis-19084 7 2 provided provide VERB bracis-19084 7 3 by by ADP bracis-19084 7 4 university university PROPN bracis-19084 7 5 of of ADP bracis-19084 7 6 notre notre PROPN bracis-19084 7 7 dame dame PROPN bracis-19084 7 8 hesburgh hesburgh PROPN bracis-19084 7 9 library library PROPN bracis-19084 7 10 . . PUNCT bracis-19084 8 1 download download PROPN bracis-19084 8 2 conference conference NOUN bracis-19084 8 3 paper paper NOUN bracis-19084 8 4 pdf pdf NOUN bracis-19084 8 5 similar similar ADJ bracis-19084 8 6 content content NOUN bracis-19084 8 7 being be AUX bracis-19084 8 8 viewed view VERB bracis-19084 8 9 by by ADP bracis-19084 8 10 others other NOUN bracis-19084 8 11 chinese chinese PROPN bracis-19084 8 12 named name VERB bracis-19084 8 13 entity entity NOUN bracis-19084 8 14 recognition recognition NOUN bracis-19084 8 15 method method NOUN bracis-19084 8 16 in in ADP bracis-19084 8 17 history history NOUN bracis-19084 8 18 and and CCONJ bracis-19084 8 19 culture culture NOUN bracis-19084 8 20 field field NOUN bracis-19084 8 21 based base VERB bracis-19084 8 22 on on ADP bracis-19084 8 23 bert bert PROPN bracis-19084 8 24 article article PROPN bracis-19084 8 25 open open ADJ bracis-19084 8 26 access access NOUN bracis-19084 8 27 22 22 NUM bracis-19084 8 28 september september PROPN bracis-19084 8 29 2021 2021 NUM bracis-19084 8 30 divergent divergent ADJ bracis-19084 8 31 semantic semantic ADJ bracis-19084 8 32 integration integration NOUN bracis-19084 8 33 ( ( PUNCT bracis-19084 8 34 dsi dsi ADJ bracis-19084 8 35 ): ): PUNCT bracis-19084 8 36 extracting extract VERB bracis-19084 8 37 creativity creativity NOUN bracis-19084 8 38 from from ADP bracis-19084 8 39 narratives narrative NOUN bracis-19084 8 40 with with ADP bracis-19084 8 41 distributional distributional ADJ bracis-19084 8 42 semantic semantic ADJ bracis-19084 8 43 modeling modeling NOUN bracis-19084 8 44 article article NOUN bracis-19084 8 45 open open ADJ bracis-19084 8 46 access access NOUN bracis-19084 8 47 17 17 NUM bracis-19084 8 48 october october PROPN bracis-19084 8 49 2022 2022 NUM bracis-19084 8 50 semantic semantic ADJ bracis-19084 8 51 embedding embed VERB bracis-19084 8 52 - - PUNCT bracis-19084 8 53 based base VERB bracis-19084 8 54 entity entity NOUN bracis-19084 8 55 alignment alignment NOUN bracis-19084 8 56 for for ADP bracis-19084 8 57 cybersecurity cybersecurity NOUN bracis-19084 8 58 knowledge knowledge NOUN bracis-19084 8 59 graphs graph NOUN bracis-19084 8 60 chapter chapter NOUN bracis-19084 8 61 © © PROPN bracis-19084 8 62 2022 2022 NUM bracis-19084 8 63 explore explore VERB bracis-19084 8 64 related relate VERB bracis-19084 8 65 subjects subject NOUN bracis-19084 8 66 discover discover VERB bracis-19084 8 67 the the DET bracis-19084 8 68 latest late ADJ bracis-19084 8 69 articles article NOUN bracis-19084 8 70 , , PUNCT bracis-19084 8 71 books book NOUN bracis-19084 8 72 and and CCONJ bracis-19084 8 73 news news NOUN bracis-19084 8 74 in in ADP bracis-19084 8 75 related related ADJ bracis-19084 8 76 subjects subject NOUN bracis-19084 8 77 , , PUNCT bracis-19084 8 78 suggested suggest VERB bracis-19084 8 79 using use VERB bracis-19084 8 80 machine machine NOUN bracis-19084 8 81 learning learning NOUN bracis-19084 8 82 . . PUNCT bracis-19084 9 1 computational computational ADJ bracis-19084 9 2 linguistics linguistics PROPN bracis-19084 9 3 corpus corpus PROPN bracis-19084 9 4 linguistics linguistics PROPN bracis-19084 9 5 language language NOUN bracis-19084 9 6 processing processing NOUN bracis-19084 9 7 machine machine NOUN bracis-19084 9 8 translation translation NOUN bracis-19084 9 9 natural natural ADJ bracis-19084 9 10 language language NOUN bracis-19084 9 11 processing processing NOUN bracis-19084 9 12 ( ( PUNCT bracis-19084 9 13 nlp nlp NOUN bracis-19084 9 14 ) ) PUNCT bracis-19084 9 15 market market NOUN bracis-19084 9 16 research research NOUN bracis-19084 9 17 and and CCONJ bracis-19084 9 18 competitive competitive ADJ bracis-19084 9 19 intelligence intelligence NOUN bracis-19084 9 20 1 1 NUM bracis-19084 9 21 introduction introduction NOUN bracis-19084 9 22 the the DET bracis-19084 9 23 relation relation NOUN bracis-19084 9 24 extraction extraction NOUN bracis-19084 9 25 ( ( PUNCT bracis-19084 9 26 re re NOUN bracis-19084 9 27 ) ) PUNCT bracis-19084 9 28 task task NOUN bracis-19084 9 29 aims aim VERB bracis-19084 9 30 to to PART bracis-19084 9 31 identify identify VERB bracis-19084 9 32 and and CCONJ bracis-19084 9 33 classify classify VERB bracis-19084 9 34 the the DET bracis-19084 9 35 semantic semantic ADJ bracis-19084 9 36 relationships relationship NOUN bracis-19084 9 37 that that PRON bracis-19084 9 38 occur occur VERB bracis-19084 9 39 between between ADP bracis-19084 9 40 ( ( PUNCT bracis-19084 9 41 pairs pair NOUN bracis-19084 9 42 of of ADP bracis-19084 9 43 ) ) PUNCT bracis-19084 9 44 recognized recognize VERB bracis-19084 9 45 entities entity NOUN bracis-19084 9 46 in in ADP bracis-19084 9 47 a a DET bracis-19084 9 48 given give VERB bracis-19084 9 49 text text NOUN bracis-19084 9 50 . . PUNCT bracis-19084 10 1 extracting extract VERB bracis-19084 10 2 relationships relationship NOUN bracis-19084 10 3 between between ADP bracis-19084 10 4 named name VERB bracis-19084 10 5 entities entity NOUN bracis-19084 10 6 from from ADP bracis-19084 10 7 text text NOUN bracis-19084 10 8 is be AUX bracis-19084 10 9 a a DET bracis-19084 10 10 major major ADJ bracis-19084 10 11 challenge challenge NOUN bracis-19084 10 12 in in ADP bracis-19084 10 13 information information NOUN bracis-19084 10 14 extraction extraction NOUN bracis-19084 10 15 ( ( PUNCT bracis-19084 10 16 ie ie X bracis-19084 10 17 ) ) PUNCT bracis-19084 10 18 , , PUNCT bracis-19084 10 19 given give VERB bracis-19084 10 20 the the DET bracis-19084 10 21 necessary necessary ADJ bracis-19084 10 22 language language NOUN bracis-19084 10 23 knowledge knowledge NOUN bracis-19084 10 24 and and CCONJ bracis-19084 10 25 the the DET bracis-19084 10 26 sophistication sophistication NOUN bracis-19084 10 27 of of ADP bracis-19084 10 28 the the DET bracis-19084 10 29 language language NOUN bracis-19084 10 30 processing processing NOUN bracis-19084 10 31 techniques technique NOUN bracis-19084 10 32 employed employ VERB bracis-19084 10 33 . . PUNCT bracis-19084 11 1 at at ADP bracis-19084 11 2 the the DET bracis-19084 11 3 same same ADJ bracis-19084 11 4 time time NOUN bracis-19084 11 5 , , PUNCT bracis-19084 11 6 this this DET bracis-19084 11 7 task task NOUN bracis-19084 11 8 can can AUX bracis-19084 11 9 contribute contribute VERB bracis-19084 11 10 to to ADP bracis-19084 11 11 the the DET bracis-19084 11 12 development development NOUN bracis-19084 11 13 of of ADP bracis-19084 11 14 several several ADJ bracis-19084 11 15 areas area NOUN bracis-19084 11 16 , , PUNCT bracis-19084 11 17 such such ADJ bracis-19084 11 18 as as ADP bracis-19084 11 19 question question NOUN bracis-19084 11 20 and and CCONJ bracis-19084 11 21 answer answer NOUN bracis-19084 11 22 systems system NOUN bracis-19084 11 23 , , PUNCT bracis-19084 11 24 summarization summarization NOUN bracis-19084 11 25 , , PUNCT bracis-19084 11 26 among among ADP bracis-19084 11 27 others other NOUN bracis-19084 11 28     SPACE bracis-19084 12 1 [ [ X bracis-19084 12 2 7 7 NUM bracis-19084 12 3 ] ] PUNCT bracis-19084 12 4 . . PUNCT bracis-19084 13 1 there there PRON bracis-19084 13 2 is be VERB bracis-19084 13 3 a a DET bracis-19084 13 4 growing grow VERB bracis-19084 13 5 interest interest NOUN bracis-19084 13 6 in in ADP bracis-19084 13 7 re re ADP bracis-19084 13 8 , , PUNCT bracis-19084 13 9 mainly mainly ADV bracis-19084 13 10 motivated motivate VERB bracis-19084 13 11 by by ADP bracis-19084 13 12 the the DET bracis-19084 13 13 exponential exponential ADJ bracis-19084 13 14 growth growth NOUN bracis-19084 13 15 of of ADP bracis-19084 13 16 the the DET bracis-19084 13 17 information information NOUN bracis-19084 13 18 available available ADJ bracis-19084 13 19 on on ADP bracis-19084 13 20 the the DET bracis-19084 13 21 web web NOUN bracis-19084 13 22 , , PUNCT bracis-19084 13 23 which which PRON bracis-19084 13 24 can can AUX bracis-19084 13 25 make make VERB bracis-19084 13 26 the the DET bracis-19084 13 27 task task NOUN bracis-19084 13 28 of of ADP bracis-19084 13 29 searching search VERB bracis-19084 13 30 and and CCONJ bracis-19084 13 31 using use VERB bracis-19084 13 32 such such DET bracis-19084 13 33 a a DET bracis-19084 13 34 large large ADJ bracis-19084 13 35 amount amount NOUN bracis-19084 13 36 of of ADP bracis-19084 13 37 data datum NOUN bracis-19084 13 38 manually manually ADV bracis-19084 13 39 unfeasible unfeasible ADJ bracis-19084 13 40 . . PUNCT bracis-19084 14 1 this this DET bracis-19084 14 2 context context NOUN bracis-19084 14 3 makes make VERB bracis-19084 14 4 re re VERB bracis-19084 14 5 an an DET bracis-19084 14 6 even even ADV bracis-19084 14 7 more more ADV bracis-19084 14 8 complex complex ADJ bracis-19084 14 9 and and CCONJ bracis-19084 14 10 relevant relevant ADJ bracis-19084 14 11 research research NOUN bracis-19084 14 12 area area NOUN bracis-19084 14 13     SPACE bracis-19084 15 1 [ [ X bracis-19084 15 2 10 10 NUM bracis-19084 15 3 ] ] PUNCT bracis-19084 15 4 . . PUNCT bracis-19084 16 1 in in ADP bracis-19084 16 2 relation relation NOUN bracis-19084 16 3 to to ADP bracis-19084 16 4 the the DET bracis-19084 16 5 financial financial ADJ bracis-19084 16 6 market market NOUN bracis-19084 16 7 , , PUNCT bracis-19084 16 8 a a DET bracis-19084 16 9 domain domain NOUN bracis-19084 16 10 addressed address VERB bracis-19084 16 11 in in ADP bracis-19084 16 12 this this DET bracis-19084 16 13 work work NOUN bracis-19084 16 14 , , PUNCT bracis-19084 16 15 the the DET bracis-19084 16 16 news news NOUN bracis-19084 16 17 brings bring VERB bracis-19084 16 18 information information NOUN bracis-19084 16 19 about about ADP bracis-19084 16 20 sectors sector NOUN bracis-19084 16 21 of of ADP bracis-19084 16 22 the the DET bracis-19084 16 23 economy economy NOUN bracis-19084 16 24 , , PUNCT bracis-19084 16 25 industrial industrial ADJ bracis-19084 16 26 policies policy NOUN bracis-19084 16 27 , , PUNCT bracis-19084 16 28 acquisitions acquisition NOUN bracis-19084 16 29 , , PUNCT bracis-19084 16 30 and and CCONJ bracis-19084 16 31 company company NOUN bracis-19084 16 32 partnerships partnership NOUN bracis-19084 16 33 , , PUNCT bracis-19084 16 34 among among ADP bracis-19084 16 35 others other NOUN bracis-19084 16 36 . . PUNCT bracis-19084 17 1 automating automate VERB bracis-19084 17 2 the the DET bracis-19084 17 3 process process NOUN bracis-19084 17 4 of of ADP bracis-19084 17 5 analyzing analyze VERB bracis-19084 17 6 this this DET bracis-19084 17 7 data datum NOUN bracis-19084 17 8 , , PUNCT bracis-19084 17 9 in in ADP bracis-19084 17 10 the the DET bracis-19084 17 11 form form NOUN bracis-19084 17 12 of of ADP bracis-19084 17 13 financial financial ADJ bracis-19084 17 14 reports report NOUN bracis-19084 17 15 , , PUNCT bracis-19084 17 16 headlines headline NOUN bracis-19084 17 17 , , PUNCT bracis-19084 17 18 and and CCONJ bracis-19084 17 19 corporate corporate ADJ bracis-19084 17 20 announcements announcement NOUN bracis-19084 17 21 can can AUX bracis-19084 17 22 support support VERB bracis-19084 17 23 personal personal ADJ bracis-19084 17 24 and and CCONJ bracis-19084 17 25 corporate corporate ADJ bracis-19084 17 26 economic economic ADJ bracis-19084 17 27 decision decision NOUN bracis-19084 17 28 making make VERB bracis-19084 17 29     SPACE bracis-19084 18 1 [ [ X bracis-19084 18 2 30 30 NUM bracis-19084 18 3 ] ] PUNCT bracis-19084 18 4 . . PUNCT bracis-19084 19 1 thus thus ADV bracis-19084 19 2 , , PUNCT bracis-19084 19 3 for for ADP bracis-19084 19 4 example example NOUN bracis-19084 19 5 , , PUNCT bracis-19084 19 6 it it PRON bracis-19084 19 7 is be AUX bracis-19084 19 8 possible possible ADJ bracis-19084 19 9 to to PART bracis-19084 19 10 extract extract VERB bracis-19084 19 11 an an DET bracis-19084 19 12 acquisition acquisition NOUN bracis-19084 19 13 relationship relationship NOUN bracis-19084 19 14 between between ADP bracis-19084 19 15 entities entity NOUN bracis-19084 19 16 of of ADP bracis-19084 19 17 the the DET bracis-19084 19 18 organization organization NOUN bracis-19084 19 19 type type NOUN bracis-19084 19 20 , , PUNCT bracis-19084 19 21 where where SCONJ bracis-19084 19 22 a a DET bracis-19084 19 23 certain certain ADJ bracis-19084 19 24 organization organization NOUN bracis-19084 19 25 ( ( PUNCT bracis-19084 19 26 the the DET bracis-19084 19 27 first first ADJ bracis-19084 19 28 entity entity NOUN bracis-19084 19 29 ) ) PUNCT bracis-19084 19 30 was be AUX bracis-19084 19 31 purchased purchase VERB bracis-19084 19 32 ( ( PUNCT bracis-19084 19 33 relationship relationship NOUN bracis-19084 19 34 ) ) PUNCT bracis-19084 19 35 by by ADP bracis-19084 19 36 another another DET bracis-19084 19 37 organization organization NOUN bracis-19084 19 38 ( ( PUNCT bracis-19084 19 39 second second ADJ bracis-19084 19 40 entity entity NOUN bracis-19084 19 41 ) ) PUNCT bracis-19084 19 42     SPACE bracis-19084 20 1 [ [ X bracis-19084 20 2 20 20 NUM bracis-19084 20 3 ] ] PUNCT bracis-19084 20 4 . . PUNCT bracis-19084 21 1 therefore therefore ADV bracis-19084 21 2 , , PUNCT bracis-19084 21 3 re re VERB bracis-19084 21 4 research research NOUN bracis-19084 21 5 among among ADP bracis-19084 21 6 financial financial ADJ bracis-19084 21 7 entities entity NOUN bracis-19084 21 8 is be AUX bracis-19084 21 9 the the DET bracis-19084 21 10 basis basis NOUN bracis-19084 21 11 for for ADP bracis-19084 21 12 the the DET bracis-19084 21 13 automatic automatic ADJ bracis-19084 21 14 extraction extraction NOUN bracis-19084 21 15 of of ADP bracis-19084 21 16 financial financial ADJ bracis-19084 21 17 information information NOUN bracis-19084 21 18 that that PRON bracis-19084 21 19 can can AUX bracis-19084 21 20 be be AUX bracis-19084 21 21 used use VERB bracis-19084 21 22 to to PART bracis-19084 21 23 assist assist VERB bracis-19084 21 24 with with ADP bracis-19084 21 25 individual individual ADJ bracis-19084 21 26 economic economic ADJ bracis-19084 21 27 activities activity NOUN bracis-19084 21 28 and and CCONJ bracis-19084 21 29 national national ADJ bracis-19084 21 30 economic economic ADJ bracis-19084 21 31 decision decision NOUN bracis-19084 21 32 making make VERB bracis-19084 21 33     SPACE bracis-19084 22 1 [ [ X bracis-19084 22 2 30 30 NUM bracis-19084 22 3 ] ] PUNCT bracis-19084 22 4 . . PUNCT bracis-19084 23 1 research research NOUN bracis-19084 23 2 on on ADP bracis-19084 23 3 re re NOUN bracis-19084 23 4 for for ADP bracis-19084 23 5 the the DET bracis-19084 23 6 english english ADJ bracis-19084 23 7 language language NOUN bracis-19084 23 8 is be AUX bracis-19084 23 9 at at ADP bracis-19084 23 10 a a DET bracis-19084 23 11 more more ADV bracis-19084 23 12 advanced advanced ADJ bracis-19084 23 13 stage stage NOUN bracis-19084 23 14 than than ADP bracis-19084 23 15 for for ADP bracis-19084 23 16 portuguese portuguese NOUN bracis-19084 23 17 . . PUNCT bracis-19084 24 1 while while SCONJ bracis-19084 24 2 much much ADJ bracis-19084 24 3 work work NOUN bracis-19084 24 4 can can AUX bracis-19084 24 5 be be AUX bracis-19084 24 6 found find VERB bracis-19084 24 7 in in ADP bracis-19084 24 8 the the DET bracis-19084 24 9 literature literature NOUN bracis-19084 24 10 on on ADP bracis-19084 24 11 re re PROPN bracis-19084 24 12 for for ADP bracis-19084 24 13 english english PROPN bracis-19084 24 14     SPACE bracis-19084 25 1 [ [ X bracis-19084 25 2 4 4 NUM bracis-19084 25 3 , , PUNCT bracis-19084 25 4 12 12 NUM bracis-19084 25 5 , , PUNCT bracis-19084 25 6 15 15 NUM bracis-19084 25 7 , , PUNCT bracis-19084 25 8 16 16 NUM bracis-19084 25 9 , , PUNCT bracis-19084 25 10 22 22 NUM bracis-19084 25 11 , , PUNCT bracis-19084 25 12 25 25 NUM bracis-19084 25 13 ] ] PUNCT bracis-19084 25 14 , , PUNCT bracis-19084 25 15 very very ADV bracis-19084 25 16 few few ADJ bracis-19084 25 17 papers paper NOUN bracis-19084 25 18 focus focus VERB bracis-19084 25 19 on on ADP bracis-19084 25 20 re re NOUN bracis-19084 25 21 for for ADP bracis-19084 25 22 portuguese portuguese PROPN bracis-19084 25 23 . . PUNCT bracis-19084 26 1 unlike unlike ADP bracis-19084 26 2 the the DET bracis-19084 26 3 english english ADJ bracis-19084 26 4 language language NOUN bracis-19084 26 5 , , PUNCT bracis-19084 26 6 which which PRON bracis-19084 26 7 has have VERB bracis-19084 26 8 a a DET bracis-19084 26 9 larger large ADJ bracis-19084 26 10 number number NOUN bracis-19084 26 11 of of ADP bracis-19084 26 12 datasets dataset NOUN bracis-19084 26 13 available available ADJ bracis-19084 26 14 to to PART bracis-19084 26 15 produce produce VERB bracis-19084 26 16 research research NOUN bracis-19084 26 17 , , PUNCT bracis-19084 26 18 the the DET bracis-19084 26 19 portuguese portuguese ADJ bracis-19084 26 20 language language NOUN bracis-19084 26 21 lacks lack VERB bracis-19084 26 22 this this DET bracis-19084 26 23 type type NOUN bracis-19084 26 24 of of ADP bracis-19084 26 25 resource resource NOUN bracis-19084 26 26 ; ; PUNCT bracis-19084 26 27 in in ADP bracis-19084 26 28 fact fact NOUN bracis-19084 26 29 , , PUNCT bracis-19084 26 30 we we PRON bracis-19084 26 31 were be AUX bracis-19084 26 32 unable unable ADJ bracis-19084 26 33 to to PART bracis-19084 26 34 find find VERB bracis-19084 26 35 any any DET bracis-19084 26 36 large large ADJ bracis-19084 26 37 dataset dataset NOUN bracis-19084 26 38 prepared prepare VERB bracis-19084 26 39 for for ADP bracis-19084 26 40 this this DET bracis-19084 26 41 task task NOUN bracis-19084 26 42 . . PUNCT bracis-19084 27 1 considering consider VERB bracis-19084 27 2 that that SCONJ bracis-19084 27 3 we we PRON bracis-19084 27 4 had have VERB bracis-19084 27 5 to to PART bracis-19084 27 6 build build VERB bracis-19084 27 7 such such DET bracis-19084 27 8 a a DET bracis-19084 27 9 dataset dataset NOUN bracis-19084 27 10 for for ADP bracis-19084 27 11 the the DET bracis-19084 27 12 validation validation NOUN bracis-19084 27 13 of of ADP bracis-19084 27 14 our our PRON bracis-19084 27 15 experiments experiment NOUN bracis-19084 27 16 , , PUNCT bracis-19084 27 17 it it PRON bracis-19084 27 18 should should AUX bracis-19084 27 19 be be AUX bracis-19084 27 20 clear clear ADJ bracis-19084 27 21 the the DET bracis-19084 27 22 difficulties difficulty NOUN bracis-19084 27 23 for for ADP bracis-19084 27 24 advancement advancement NOUN bracis-19084 27 25 in in ADP bracis-19084 27 26 this this DET bracis-19084 27 27 area area NOUN bracis-19084 27 28 of of ADP bracis-19084 27 29 research research NOUN bracis-19084 27 30 . . PUNCT bracis-19084 28 1 there there PRON bracis-19084 28 2 are be VERB bracis-19084 28 3 numerous numerous ADJ bracis-19084 28 4 techniques technique NOUN bracis-19084 28 5 aimed aim VERB bracis-19084 28 6 at at ADP bracis-19084 28 7 the the DET bracis-19084 28 8 area area NOUN bracis-19084 28 9 of of ADP bracis-19084 28 10 ie ie X bracis-19084 28 11 and and CCONJ bracis-19084 28 12 among among ADP bracis-19084 28 13 them they PRON bracis-19084 28 14 , , PUNCT bracis-19084 28 15 deep deep ADJ bracis-19084 28 16 learning learning NOUN bracis-19084 28 17 techniques technique NOUN bracis-19084 28 18 have have AUX bracis-19084 28 19 recently recently ADV bracis-19084 28 20 stood stand VERB bracis-19084 28 21 out out ADP bracis-19084 28 22 , , PUNCT bracis-19084 28 23 mainly mainly ADV bracis-19084 28 24 due due ADP bracis-19084 28 25 to to ADP bracis-19084 28 26 their their PRON bracis-19084 28 27 ability ability NOUN bracis-19084 28 28 to to PART bracis-19084 28 29 discover discover VERB bracis-19084 28 30 patterns pattern NOUN bracis-19084 28 31 implicit implicit ADJ bracis-19084 28 32 in in ADP bracis-19084 28 33 the the DET bracis-19084 28 34 data datum NOUN bracis-19084 28 35 . . PUNCT bracis-19084 29 1 the the DET bracis-19084 29 2 literature literature NOUN bracis-19084 29 3 has have AUX bracis-19084 29 4 presented present VERB bracis-19084 29 5 deep deep ADJ bracis-19084 29 6 learning learning NOUN bracis-19084 29 7 algorithms algorithm NOUN bracis-19084 29 8 such such ADJ bracis-19084 29 9 as as ADP bracis-19084 29 10 transformers transformer NOUN bracis-19084 29 11     SPACE bracis-19084 30 1 [ [ X bracis-19084 30 2 23 23 NUM bracis-19084 30 3 ] ] PUNCT bracis-19084 30 4 , , PUNCT bracis-19084 30 5 recurrent recurrent ADJ bracis-19084 30 6 neural neural ADJ bracis-19084 30 7 networks network NOUN bracis-19084 30 8     SPACE bracis-19084 31 1 [ [ X bracis-19084 31 2 15 15 NUM bracis-19084 31 3 , , PUNCT bracis-19084 31 4 24 24 NUM bracis-19084 31 5 ] ] PUNCT bracis-19084 31 6 and and CCONJ bracis-19084 31 7 convolutional convolutional ADJ bracis-19084 31 8 neural neural ADJ bracis-19084 31 9 networks network NOUN bracis-19084 31 10     SPACE bracis-19084 32 1 [ [ X bracis-19084 32 2 28 28 NUM bracis-19084 32 3 , , PUNCT bracis-19084 32 4 29 29 NUM bracis-19084 32 5 ] ] PUNCT bracis-19084 32 6 as as ADP bracis-19084 32 7 good good ADJ bracis-19084 32 8 alternatives alternative NOUN bracis-19084 32 9 , , PUNCT bracis-19084 32 10 as as SCONJ bracis-19084 32 11 they they PRON bracis-19084 32 12 have have AUX bracis-19084 32 13 been be AUX bracis-19084 32 14 efficiently efficiently ADV bracis-19084 32 15 applied apply VERB bracis-19084 32 16 in in ADP bracis-19084 32 17 several several ADJ bracis-19084 32 18 sequential sequential ADJ bracis-19084 32 19 text text NOUN bracis-19084 32 20 processing processing NOUN bracis-19084 32 21 tasks task NOUN bracis-19084 32 22 , , PUNCT bracis-19084 32 23 including include VERB bracis-19084 32 24 the the DET bracis-19084 32 25 re re NOUN bracis-19084 32 26 task task NOUN bracis-19084 32 27 . . PUNCT bracis-19084 33 1 in in ADP bracis-19084 33 2 this this DET bracis-19084 33 3 context context NOUN bracis-19084 33 4 , , PUNCT bracis-19084 33 5 this this DET bracis-19084 33 6 work work NOUN bracis-19084 33 7 aims aim VERB bracis-19084 33 8 to to PART bracis-19084 33 9 propose propose VERB bracis-19084 33 10 an an DET bracis-19084 33 11 approach approach NOUN bracis-19084 33 12 to to ADP bracis-19084 33 13 the the DET bracis-19084 33 14 extraction extraction NOUN bracis-19084 33 15 of of ADP bracis-19084 33 16 any any DET bracis-19084 33 17 semantic semantic ADJ bracis-19084 33 18 relationship relationship NOUN bracis-19084 33 19 between between ADP bracis-19084 33 20 named name VERB bracis-19084 33 21 entities entity NOUN bracis-19084 33 22 ( ( PUNCT bracis-19084 33 23 nes ne NOUN bracis-19084 33 24 ) ) PUNCT bracis-19084 33 25 in in ADP bracis-19084 33 26 the the DET bracis-19084 33 27 financial financial ADJ bracis-19084 33 28 market market NOUN bracis-19084 33 29 domain domain NOUN bracis-19084 33 30 for for ADP bracis-19084 33 31 the the DET bracis-19084 33 32 portuguese portuguese ADJ bracis-19084 33 33 language language NOUN bracis-19084 33 34 . . PUNCT bracis-19084 34 1 to to PART bracis-19084 34 2 achieve achieve VERB bracis-19084 34 3 this this DET bracis-19084 34 4 goal goal NOUN bracis-19084 34 5 , , PUNCT bracis-19084 34 6 we we PRON bracis-19084 34 7 use use VERB bracis-19084 34 8 bert bert PROPN bracis-19084 34 9 , , PUNCT bracis-19084 34 10 a a DET bracis-19084 34 11 pre pre ADJ bracis-19084 34 12 - - ADJ bracis-19084 34 13 trained train VERB bracis-19084 34 14 model model NOUN bracis-19084 34 15 with with ADP bracis-19084 34 16 the the DET bracis-19084 34 17 transformers transformer NOUN bracis-19084 34 18     SPACE bracis-19084 35 1 [ [ X bracis-19084 35 2 23 23 NUM bracis-19084 35 3 ] ] PUNCT bracis-19084 35 4 architecture architecture NOUN bracis-19084 35 5 , , PUNCT bracis-19084 35 6 so so SCONJ bracis-19084 35 7 it it PRON bracis-19084 35 8 is be AUX bracis-19084 35 9 possible possible ADJ bracis-19084 35 10 to to PART bracis-19084 35 11 harness harness VERB bracis-19084 35 12 the the DET bracis-19084 35 13 power power NOUN bracis-19084 35 14 of of ADP bracis-19084 35 15 bert bert PROPN bracis-19084 35 16 and and CCONJ bracis-19084 35 17 get get VERB bracis-19084 35 18 sentence sentence NOUN bracis-19084 35 19 semantics semantic NOUN bracis-19084 35 20 without without ADP bracis-19084 35 21 the the DET bracis-19084 35 22 use use NOUN bracis-19084 35 23 of of ADP bracis-19084 35 24 enhanced enhanced ADJ bracis-19084 35 25 feature feature NOUN bracis-19084 35 26 selection selection NOUN bracis-19084 35 27 or or CCONJ bracis-19084 35 28 other other ADJ bracis-19084 35 29 external external ADJ bracis-19084 35 30 resources resource NOUN bracis-19084 35 31 . . PUNCT bracis-19084 36 1 for for ADP bracis-19084 36 2 the the DET bracis-19084 36 3 validation validation NOUN bracis-19084 36 4 of of ADP bracis-19084 36 5 the the DET bracis-19084 36 6 experiment experiment NOUN bracis-19084 36 7 , , PUNCT bracis-19084 36 8 we we PRON bracis-19084 36 9 also also ADV bracis-19084 36 10 created create VERB bracis-19084 36 11 a a DET bracis-19084 36 12 dataset dataset NOUN bracis-19084 36 13 composed compose VERB bracis-19084 36 14 of of ADP bracis-19084 36 15 4,641 4,641 NUM bracis-19084 36 16 sentences sentence NOUN bracis-19084 36 17 and and CCONJ bracis-19084 36 18 semantic semantic ADJ bracis-19084 36 19 relations relation NOUN bracis-19084 36 20 annotated annotate VERB bracis-19084 36 21 manually manually ADV bracis-19084 36 22 . . PUNCT bracis-19084 37 1 therefore therefore ADV bracis-19084 37 2 , , PUNCT bracis-19084 37 3 the the DET bracis-19084 37 4 contributions contribution NOUN bracis-19084 37 5 of of ADP bracis-19084 37 6 this this DET bracis-19084 37 7 work work NOUN bracis-19084 37 8 are be AUX bracis-19084 37 9 : : PUNCT bracis-19084 37 10 an an DET bracis-19084 37 11 entity entity NOUN bracis-19084 37 12 relation relation NOUN bracis-19084 37 13 extraction extraction NOUN bracis-19084 37 14 approach approach NOUN bracis-19084 37 15 for for ADP bracis-19084 37 16 the the DET bracis-19084 37 17 portuguese portuguese ADJ bracis-19084 37 18 language language NOUN bracis-19084 37 19 in in ADP bracis-19084 37 20 the the DET bracis-19084 37 21 financial financial ADJ bracis-19084 37 22 context context NOUN bracis-19084 37 23 , , PUNCT bracis-19084 37 24 based base VERB bracis-19084 37 25 on on ADP bracis-19084 37 26 bert bert PROPN bracis-19084 37 27 . . PUNCT bracis-19084 38 1 a a DET bracis-19084 38 2 corpus corpus NOUN bracis-19084 38 3 with with ADP bracis-19084 38 4 more more ADJ bracis-19084 38 5 than than ADP bracis-19084 38 6 4,500 4,500 NUM bracis-19084 38 7 manually manually ADV bracis-19084 38 8 annotated annotate VERB bracis-19084 38 9 tuples tuple NOUN bracis-19084 38 10 formed form VERB bracis-19084 38 11 from from ADP bracis-19084 38 12 financial financial ADJ bracis-19084 38 13 market market NOUN bracis-19084 38 14 news news NOUN bracis-19084 38 15 , , PUNCT bracis-19084 38 16 available available ADJ bracis-19084 38 17 on on ADP bracis-19084 38 18 githubfootnote githubfootnote PROPN bracis-19084 38 19 1 1 NUM bracis-19084 38 20 . . PUNCT bracis-19084 39 1 this this DET bracis-19084 39 2 work work NOUN bracis-19084 39 3 is be AUX bracis-19084 39 4 organized organize VERB bracis-19084 39 5 as as SCONJ bracis-19084 39 6 follows follow VERB bracis-19084 39 7 . . PUNCT bracis-19084 40 1 section section NOUN bracis-19084 40 2     SPACE bracis-19084 40 3 2 2 NUM bracis-19084 40 4 analyzes analyze VERB bracis-19084 40 5 the the DET bracis-19084 40 6 context context NOUN bracis-19084 40 7 of of ADP bracis-19084 40 8 automated automate VERB bracis-19084 40 9 information information NOUN bracis-19084 40 10 processing processing NOUN bracis-19084 40 11 for for ADP bracis-19084 40 12 the the DET bracis-19084 40 13 area area NOUN bracis-19084 40 14 of of ADP bracis-19084 40 15 competitive competitive ADJ bracis-19084 40 16 intelligence intelligence NOUN bracis-19084 40 17 ( ( PUNCT bracis-19084 40 18 ci ci NOUN bracis-19084 40 19 ) ) PUNCT bracis-19084 40 20 and and CCONJ bracis-19084 40 21 brings bring VERB bracis-19084 40 22 the the DET bracis-19084 40 23 concept concept NOUN bracis-19084 40 24 about about ADP bracis-19084 40 25 the the DET bracis-19084 40 26 transformers transformer NOUN bracis-19084 40 27 bert bert PROPN bracis-19084 40 28 . . PUNCT bracis-19084 41 1 section section NOUN bracis-19084 41 2     SPACE bracis-19084 41 3 3 3 NUM bracis-19084 41 4 discusses discuss VERB bracis-19084 41 5 related related ADJ bracis-19084 41 6 work work NOUN bracis-19084 41 7 . . PUNCT bracis-19084 42 1 section section NOUN bracis-19084 42 2     SPACE bracis-19084 42 3 4 4 NUM bracis-19084 42 4 provides provide VERB bracis-19084 42 5 a a DET bracis-19084 42 6 detailed detailed ADJ bracis-19084 42 7 description description NOUN bracis-19084 42 8 of of ADP bracis-19084 42 9 the the DET bracis-19084 42 10 proposed propose VERB bracis-19084 42 11 solution solution NOUN bracis-19084 42 12 . . PUNCT bracis-19084 43 1 the the DET bracis-19084 43 2 experimental experimental ADJ bracis-19084 43 3 process process NOUN bracis-19084 43 4 and and CCONJ bracis-19084 43 5 its its PRON bracis-19084 43 6 results result NOUN bracis-19084 43 7 are be AUX bracis-19084 43 8 detailed detail VERB bracis-19084 43 9 in in ADP bracis-19084 43 10 sects sect NOUN bracis-19084 43 11 . . PUNCT bracis-19084 43 12     SPACE bracis-19084 44 1 5 5 NUM bracis-19084 44 2 and and CCONJ bracis-19084 44 3 6 6 NUM bracis-19084 44 4 , , PUNCT bracis-19084 44 5 respectively respectively ADV bracis-19084 44 6 . . PUNCT bracis-19084 45 1 finally finally ADV bracis-19084 45 2 , , PUNCT bracis-19084 45 3 sect sect NOUN bracis-19084 45 4 . . PUNCT bracis-19084 45 5     SPACE bracis-19084 46 1 7 7 NUM bracis-19084 46 2 presents present VERB bracis-19084 46 3 our our PRON bracis-19084 46 4 conclusions conclusion NOUN bracis-19084 46 5 , , PUNCT bracis-19084 46 6 as as ADV bracis-19084 46 7 well well ADV bracis-19084 46 8 as as ADP bracis-19084 46 9 possibilities possibility NOUN bracis-19084 46 10 for for ADP bracis-19084 46 11 future future ADJ bracis-19084 46 12 work work NOUN bracis-19084 46 13 . . PUNCT bracis-19084 47 1 2 2 NUM bracis-19084 47 2 background background NOUN bracis-19084 47 3 this this DET bracis-19084 47 4 section section NOUN bracis-19084 47 5 presents present VERB bracis-19084 47 6 a a DET bracis-19084 47 7 theoretical theoretical ADJ bracis-19084 47 8 basis basis NOUN bracis-19084 47 9 on on ADP bracis-19084 47 10 the the DET bracis-19084 47 11 main main ADJ bracis-19084 47 12 concepts concept NOUN bracis-19084 47 13 related relate VERB bracis-19084 47 14 to to ADP bracis-19084 47 15 the the DET bracis-19084 47 16 work work NOUN bracis-19084 47 17 : : PUNCT bracis-19084 47 18 financial financial ADJ bracis-19084 47 19 market market NOUN bracis-19084 47 20 news news NOUN bracis-19084 47 21 processing processing NOUN bracis-19084 47 22 as as ADP bracis-19084 47 23 a a DET bracis-19084 47 24 problem problem NOUN bracis-19084 47 25 addressed address VERB bracis-19084 47 26 , , PUNCT bracis-19084 47 27 presented present VERB bracis-19084 47 28 in in ADP bracis-19084 47 29 subsect subsect NOUN bracis-19084 47 30 . . PUNCT bracis-19084 47 31     SPACE bracis-19084 47 32 2.1 2.1 NUM bracis-19084 47 33 ; ; PUNCT bracis-19084 47 34 bert bert NOUN bracis-19084 47 35 , , PUNCT bracis-19084 47 36 presented present VERB bracis-19084 47 37 in in ADP bracis-19084 47 38 subsect subsect NOUN bracis-19084 47 39 . . PUNCT bracis-19084 47 40     SPACE bracis-19084 48 1 2.2 2.2 NUM bracis-19084 48 2 . . NOUN bracis-19084 48 3 2.1 2.1 NUM bracis-19084 48 4 competitive competitive ADJ bracis-19084 48 5 intelligence intelligence NOUN bracis-19084 48 6 and and CCONJ bracis-19084 48 7 news news NOUN bracis-19084 48 8 processing processing NOUN bracis-19084 48 9 nowadays nowadays ADV bracis-19084 48 10 , , PUNCT bracis-19084 48 11 the the DET bracis-19084 48 12 largest large ADJ bracis-19084 48 13 companies company NOUN bracis-19084 48 14 in in ADP bracis-19084 48 15 the the DET bracis-19084 48 16 financial financial ADJ bracis-19084 48 17 segment segment NOUN bracis-19084 48 18 have have VERB bracis-19084 48 19 a a DET bracis-19084 48 20 ci ci NOUN bracis-19084 48 21 sector sector NOUN bracis-19084 48 22 and and CCONJ bracis-19084 48 23 , , PUNCT bracis-19084 48 24 through through ADP bracis-19084 48 25 it it PRON bracis-19084 48 26 , , PUNCT bracis-19084 48 27 information information NOUN bracis-19084 48 28 from from ADP bracis-19084 48 29 different different ADJ bracis-19084 48 30 sources source NOUN bracis-19084 48 31 is be AUX bracis-19084 48 32 strategically strategically ADV bracis-19084 48 33 worked work VERB bracis-19084 48 34 , , PUNCT bracis-19084 48 35 allowing allow VERB bracis-19084 48 36 them they PRON bracis-19084 48 37 to to PART bracis-19084 48 38 anticipate anticipate VERB bracis-19084 48 39 market market NOUN bracis-19084 48 40 trends trend NOUN bracis-19084 48 41 and and CCONJ bracis-19084 48 42 enabling enable VERB bracis-19084 48 43 the the DET bracis-19084 48 44 evolution evolution NOUN bracis-19084 48 45 of of ADP bracis-19084 48 46 the the DET bracis-19084 48 47 business business NOUN bracis-19084 48 48 in in ADP bracis-19084 48 49 relation relation NOUN bracis-19084 48 50 to to ADP bracis-19084 48 51 its its PRON bracis-19084 48 52 competitors competitor NOUN bracis-19084 48 53 . . PUNCT bracis-19084 49 1 this this DET bracis-19084 49 2 sector sector NOUN bracis-19084 49 3 is be AUX bracis-19084 49 4 usually usually ADV bracis-19084 49 5 formed form VERB bracis-19084 49 6 by by ADP bracis-19084 49 7 one one NUM bracis-19084 49 8 or or CCONJ bracis-19084 49 9 more more ADJ bracis-19084 49 10 professionals professional NOUN bracis-19084 49 11 dedicated dedicate VERB bracis-19084 49 12 specifically specifically ADV bracis-19084 49 13 to to ADP bracis-19084 49 14 monitoring monitor VERB bracis-19084 49 15 the the DET bracis-19084 49 16 competitors competitor NOUN bracis-19084 49 17 ’ ’ PART bracis-19084 49 18 moves move NOUN bracis-19084 49 19 . . PUNCT bracis-19084 50 1 ci ci PROPN bracis-19084 50 2 is be AUX bracis-19084 50 3 a a DET bracis-19084 50 4 structured structured ADJ bracis-19084 50 5 survey survey NOUN bracis-19084 50 6 model model NOUN bracis-19084 50 7 for for ADP bracis-19084 50 8 unstructured unstructured ADJ bracis-19084 50 9 facts fact NOUN bracis-19084 50 10 and and CCONJ bracis-19084 50 11 data datum NOUN bracis-19084 50 12 analysis analysis NOUN bracis-19084 50 13 to to PART bracis-19084 50 14 support support VERB bracis-19084 50 15 the the DET bracis-19084 50 16 company company NOUN bracis-19084 50 17 ’s ’s PART bracis-19084 50 18 decision decision NOUN bracis-19084 50 19 - - PUNCT bracis-19084 50 20 making making NOUN bracis-19084 50 21 in in ADP bracis-19084 50 22 its its PRON bracis-19084 50 23 strategic strategic ADJ bracis-19084 50 24 planning planning NOUN bracis-19084 50 25 . . PUNCT bracis-19084 51 1 essentially essentially ADV bracis-19084 51 2 , , PUNCT bracis-19084 51 3 ci ci PROPN bracis-19084 51 4 , , PUNCT bracis-19084 51 5 involves involve VERB bracis-19084 51 6 the the DET bracis-19084 51 7 legal legal ADJ bracis-19084 51 8 collection collection NOUN bracis-19084 51 9 of of ADP bracis-19084 51 10 information information NOUN bracis-19084 51 11 on on ADP bracis-19084 51 12 competitors competitor NOUN bracis-19084 51 13 and and CCONJ bracis-19084 51 14 the the DET bracis-19084 51 15 overall overall ADJ bracis-19084 51 16 business business NOUN bracis-19084 51 17 environment environment NOUN bracis-19084 51 18 . . PUNCT bracis-19084 52 1 the the DET bracis-19084 52 2 knowledge knowledge NOUN bracis-19084 52 3 gained gain VERB bracis-19084 52 4 from from ADP bracis-19084 52 5 this this DET bracis-19084 52 6 information information NOUN bracis-19084 52 7 is be AUX bracis-19084 52 8 then then ADV bracis-19084 52 9 used use VERB bracis-19084 52 10 to to PART bracis-19084 52 11 enhance enhance VERB bracis-19084 52 12 the the DET bracis-19084 52 13 organization organization NOUN bracis-19084 52 14 ’s ’s PART bracis-19084 52 15 own own ADJ bracis-19084 52 16 competitiveness competitiveness NOUN bracis-19084 52 17     SPACE bracis-19084 53 1 [ [ X bracis-19084 53 2 26 26 NUM bracis-19084 53 3 ] ] PUNCT bracis-19084 53 4 . . PUNCT bracis-19084 54 1 in in ADP bracis-19084 54 2 times time NOUN bracis-19084 54 3 of of ADP bracis-19084 54 4 competitiveness competitiveness NOUN bracis-19084 54 5 based base VERB bracis-19084 54 6 on on ADP bracis-19084 54 7 knowledge knowledge NOUN bracis-19084 54 8 and and CCONJ bracis-19084 54 9 innovation innovation NOUN bracis-19084 54 10 , , PUNCT bracis-19084 54 11 ci ci PROPN bracis-19084 54 12 allows allow VERB bracis-19084 54 13 companies company NOUN bracis-19084 54 14 to to PART bracis-19084 54 15 exercise exercise VERB bracis-19084 54 16 pro pro ADJ bracis-19084 54 17 - - NOUN bracis-19084 54 18 activity activity NOUN bracis-19084 54 19 . . PUNCT bracis-19084 55 1 the the DET bracis-19084 55 2 conclusions conclusion NOUN bracis-19084 55 3 obtained obtain VERB bracis-19084 55 4 in in ADP bracis-19084 55 5 this this DET bracis-19084 55 6 process process NOUN bracis-19084 55 7 allow allow VERB bracis-19084 55 8 the the DET bracis-19084 55 9 company company NOUN bracis-19084 55 10 to to PART bracis-19084 55 11 know know VERB bracis-19084 55 12 if if SCONJ bracis-19084 55 13 it it PRON bracis-19084 55 14 really really ADV bracis-19084 55 15 remains remain VERB bracis-19084 55 16 competitive competitive ADJ bracis-19084 55 17 and and CCONJ bracis-19084 55 18 if if SCONJ bracis-19084 55 19 there there PRON bracis-19084 55 20 is be VERB bracis-19084 55 21 sustainability sustainability NOUN bracis-19084 55 22 for for ADP bracis-19084 55 23 its its PRON bracis-19084 55 24 business business NOUN bracis-19084 55 25 model model NOUN bracis-19084 55 26 . . PUNCT bracis-19084 56 1 ci ci PROPN bracis-19084 56 2 can can AUX bracis-19084 56 3 bring bring VERB bracis-19084 56 4 some some DET bracis-19084 56 5 advantages advantage NOUN bracis-19084 56 6 to to ADP bracis-19084 56 7 companies company NOUN bracis-19084 56 8 that that PRON bracis-19084 56 9 use use VERB bracis-19084 56 10 it it PRON bracis-19084 56 11 , , PUNCT bracis-19084 56 12 such such ADJ bracis-19084 56 13 as as ADP bracis-19084 56 14 : : PUNCT bracis-19084 56 15 minimizing minimize VERB bracis-19084 56 16 surprises surprise NOUN bracis-19084 56 17 from from ADP bracis-19084 56 18 competitors competitor NOUN bracis-19084 56 19 , , PUNCT bracis-19084 56 20 identifying identify VERB bracis-19084 56 21 opportunities opportunity NOUN bracis-19084 56 22 and and CCONJ bracis-19084 56 23 threats threat NOUN bracis-19084 56 24 , , PUNCT bracis-19084 56 25 obtaining obtain VERB bracis-19084 56 26 relevant relevant ADJ bracis-19084 56 27 knowledge knowledge NOUN bracis-19084 56 28 for for ADP bracis-19084 56 29 the the DET bracis-19084 56 30 formulation formulation NOUN bracis-19084 56 31 of of ADP bracis-19084 56 32 strategic strategic ADJ bracis-19084 56 33 planning planning NOUN bracis-19084 56 34 , , PUNCT bracis-19084 56 35 understanding understand VERB bracis-19084 56 36 the the DET bracis-19084 56 37 repercussions repercussion NOUN bracis-19084 56 38 of of ADP bracis-19084 56 39 their their PRON bracis-19084 56 40 actions action NOUN bracis-19084 56 41 on on ADP bracis-19084 56 42 the the DET bracis-19084 56 43 market market NOUN bracis-19084 56 44 , , PUNCT bracis-19084 56 45 among among ADP bracis-19084 56 46 others other NOUN bracis-19084 56 47 . . PUNCT bracis-19084 57 1 the the DET bracis-19084 57 2 process process NOUN bracis-19084 57 3 of of ADP bracis-19084 57 4 capturing capture VERB bracis-19084 57 5 information information NOUN bracis-19084 57 6 through through ADP bracis-19084 57 7 news news NOUN bracis-19084 57 8 still still ADV bracis-19084 57 9 requires require VERB bracis-19084 57 10 a a DET bracis-19084 57 11 lot lot NOUN bracis-19084 57 12 of of ADP bracis-19084 57 13 manual manual ADJ bracis-19084 57 14 effort effort NOUN bracis-19084 57 15 . . PUNCT bracis-19084 58 1 most most ADJ bracis-19084 58 2 of of ADP bracis-19084 58 3 the the DET bracis-19084 58 4 information information NOUN bracis-19084 58 5 in in ADP bracis-19084 58 6 the the DET bracis-19084 58 7 financial financial ADJ bracis-19084 58 8 field field NOUN bracis-19084 58 9 appears appear VERB bracis-19084 58 10 in in ADP bracis-19084 58 11 the the DET bracis-19084 58 12 form form NOUN bracis-19084 58 13 of of ADP bracis-19084 58 14 free free ADJ bracis-19084 58 15 text text NOUN bracis-19084 58 16 , , PUNCT bracis-19084 58 17 relying rely VERB bracis-19084 58 18 on on ADP bracis-19084 58 19 manual manual ADJ bracis-19084 58 20 processing processing NOUN bracis-19084 58 21 of of ADP bracis-19084 58 22 these these DET bracis-19084 58 23 data datum NOUN bracis-19084 58 24 , , PUNCT bracis-19084 58 25 far far ADV bracis-19084 58 26 from from ADP bracis-19084 58 27 keeping keep VERB bracis-19084 58 28 up up ADP bracis-19084 58 29 with with ADP bracis-19084 58 30 the the DET bracis-19084 58 31 growth growth NOUN bracis-19084 58 32 rate rate NOUN bracis-19084 58 33 of of ADP bracis-19084 58 34 data datum NOUN bracis-19084 58 35 , , PUNCT bracis-19084 58 36 and and CCONJ bracis-19084 58 37 unable unable ADJ bracis-19084 58 38 to to PART bracis-19084 58 39 make make VERB bracis-19084 58 40 full full ADJ bracis-19084 58 41 use use NOUN bracis-19084 58 42 of of ADP bracis-19084 58 43 this this DET bracis-19084 58 44 information information NOUN bracis-19084 58 45     SPACE bracis-19084 59 1 [ [ X bracis-19084 59 2 30 30 NUM bracis-19084 59 3 ] ] PUNCT bracis-19084 59 4 . . PUNCT bracis-19084 60 1 it it PRON bracis-19084 60 2 often often ADV bracis-19084 60 3 depends depend VERB bracis-19084 60 4 on on ADP bracis-19084 60 5 a a DET bracis-19084 60 6 professional professional ADJ bracis-19084 60 7 responsible responsible ADJ bracis-19084 60 8 for for ADP bracis-19084 60 9 carefully carefully ADV bracis-19084 60 10 reading read VERB bracis-19084 60 11 numerous numerous ADJ bracis-19084 60 12 news news NOUN bracis-19084 60 13 about about ADP bracis-19084 60 14 organizations organization NOUN bracis-19084 60 15 to to PART bracis-19084 60 16 highlight highlight VERB bracis-19084 60 17 possible possible ADJ bracis-19084 60 18 market market NOUN bracis-19084 60 19 movements movement NOUN bracis-19084 60 20 , , PUNCT bracis-19084 60 21 and and CCONJ bracis-19084 60 22 this this DET bracis-19084 60 23 professional professional NOUN bracis-19084 60 24 can can AUX bracis-19084 60 25 also also ADV bracis-19084 60 26 keep keep VERB bracis-19084 60 27 this this DET bracis-19084 60 28 knowledge knowledge NOUN bracis-19084 60 29 for for ADP bracis-19084 60 30 himself himself PRON bracis-19084 60 31 . . PUNCT bracis-19084 61 1 it it PRON bracis-19084 61 2 is be AUX bracis-19084 61 3 expected expect VERB bracis-19084 61 4 then then ADV bracis-19084 61 5 that that SCONJ bracis-19084 61 6 , , PUNCT bracis-19084 61 7 with with ADP bracis-19084 61 8 a a DET bracis-19084 61 9 system system NOUN bracis-19084 61 10 that that PRON bracis-19084 61 11 automatically automatically ADV bracis-19084 61 12 filters filter VERB bracis-19084 61 13 the the DET bracis-19084 61 14 relationships relationship NOUN bracis-19084 61 15 between between ADP bracis-19084 61 16 financial financial ADJ bracis-19084 61 17 market market NOUN bracis-19084 61 18 entities entity NOUN bracis-19084 61 19 , , PUNCT bracis-19084 61 20 the the DET bracis-19084 61 21 effort effort NOUN bracis-19084 61 22 and and CCONJ bracis-19084 61 23 time time NOUN bracis-19084 61 24 spent spend VERB bracis-19084 61 25 on on ADP bracis-19084 61 26 those those DET bracis-19084 61 27 activities activity NOUN bracis-19084 61 28 can can AUX bracis-19084 61 29 be be AUX bracis-19084 61 30 reduced reduce VERB bracis-19084 61 31 . . PUNCT bracis-19084 62 1 another another DET bracis-19084 62 2 benefit benefit NOUN bracis-19084 62 3 achieved achieve VERB bracis-19084 62 4 is be AUX bracis-19084 62 5 that that SCONJ bracis-19084 62 6 this this DET bracis-19084 62 7 same same ADJ bracis-19084 62 8 system system NOUN bracis-19084 62 9 can can AUX bracis-19084 62 10 feed feed VERB bracis-19084 62 11 business business NOUN bracis-19084 62 12 intelligence intelligence NOUN bracis-19084 62 13 ( ( PUNCT bracis-19084 62 14 bi bi NOUN bracis-19084 62 15 ) ) PUNCT bracis-19084 62 16 systems system NOUN bracis-19084 62 17 and and CCONJ bracis-19084 62 18 establish establish VERB bracis-19084 62 19 a a DET bracis-19084 62 20 historical historical ADJ bracis-19084 62 21 database database NOUN bracis-19084 62 22 with with ADP bracis-19084 62 23 market market NOUN bracis-19084 62 24 events event NOUN bracis-19084 62 25 . . PUNCT bracis-19084 63 1 thus thus ADV bracis-19084 63 2 , , PUNCT bracis-19084 63 3 knowledge knowledge NOUN bracis-19084 63 4 about about ADP bracis-19084 63 5 market market NOUN bracis-19084 63 6 movements movement NOUN bracis-19084 63 7 can can AUX bracis-19084 63 8 be be AUX bracis-19084 63 9 stored store VERB bracis-19084 63 10 and and CCONJ bracis-19084 63 11 organized organize VERB bracis-19084 63 12 independently independently ADV bracis-19084 63 13 of of ADP bracis-19084 63 14 the the DET bracis-19084 63 15 particular particular ADJ bracis-19084 63 16 ci ci NOUN bracis-19084 63 17 analysts analyst NOUN bracis-19084 63 18 currently currently ADV bracis-19084 63 19 working work VERB bracis-19084 63 20 in in ADP bracis-19084 63 21 the the DET bracis-19084 63 22 company company NOUN bracis-19084 63 23 . . PUNCT bracis-19084 64 1 2.2 2.2 NUM bracis-19084 64 2 bert bert PROPN bracis-19084 64 3 bert bert PROPN bracis-19084 64 4 is be AUX bracis-19084 64 5 a a DET bracis-19084 64 6 large large ADJ bracis-19084 64 7 pre pre ADJ bracis-19084 64 8 - - ADJ bracis-19084 64 9 trained train VERB bracis-19084 64 10 language language NOUN bracis-19084 64 11 model model NOUN bracis-19084 64 12 proposed propose VERB bracis-19084 64 13 by by ADP bracis-19084 64 14 google google PROPN bracis-19084 64 15     SPACE bracis-19084 65 1 [ [ X bracis-19084 65 2 9 9 NUM bracis-19084 65 3 ] ] PUNCT bracis-19084 65 4 in in ADP bracis-19084 65 5 2018 2018 NUM bracis-19084 65 6 . . PUNCT bracis-19084 66 1 since since SCONJ bracis-19084 66 2 then then ADV bracis-19084 66 3 , , PUNCT bracis-19084 66 4 bert bert PROPN bracis-19084 66 5 has have AUX bracis-19084 66 6 achieved achieve VERB bracis-19084 66 7 leading leading ADJ bracis-19084 66 8 - - PUNCT bracis-19084 66 9 edge edge NOUN bracis-19084 66 10 results result NOUN bracis-19084 66 11 in in ADP bracis-19084 66 12 various various ADJ bracis-19084 66 13 natural natural ADJ bracis-19084 66 14 language language NOUN bracis-19084 66 15 processing processing NOUN bracis-19084 66 16 ( ( PUNCT bracis-19084 66 17 nlp nlp NOUN bracis-19084 66 18 ) ) PUNCT bracis-19084 66 19 tasks task NOUN bracis-19084 66 20     SPACE bracis-19084 67 1 [ [ X bracis-19084 67 2 14 14 NUM bracis-19084 67 3 , , PUNCT bracis-19084 67 4 27 27 NUM bracis-19084 67 5 ] ] PUNCT bracis-19084 67 6 . . PUNCT bracis-19084 68 1 bert bert PROPN bracis-19084 68 2 consists consist VERB bracis-19084 68 3 of of ADP bracis-19084 68 4 a a DET bracis-19084 68 5 bidirectional bidirectional ADJ bracis-19084 68 6 multi multi ADJ bracis-19084 68 7 - - ADJ bracis-19084 68 8 layer layer ADJ bracis-19084 68 9 transformer transformer NOUN bracis-19084 68 10 encoder encoder NOUN bracis-19084 68 11 based base VERB bracis-19084 68 12 on on ADP bracis-19084 68 13 the the DET bracis-19084 68 14 original original ADJ bracis-19084 68 15 implementation implementation NOUN bracis-19084 68 16 described describe VERB bracis-19084 68 17 in in ADP bracis-19084 68 18 vaswani vaswani PROPN bracis-19084 68 19 et et PROPN bracis-19084 68 20 al al PROPN bracis-19084 68 21 . . PUNCT bracis-19084 68 22     SPACE bracis-19084 69 1 [ [ X bracis-19084 69 2 23 23 NUM bracis-19084 69 3 ] ] PUNCT bracis-19084 69 4 . . PUNCT bracis-19084 70 1 each each DET bracis-19084 70 2 layer layer NOUN bracis-19084 70 3 has have VERB bracis-19084 70 4 two two NUM bracis-19084 70 5 sub sub NOUN bracis-19084 70 6 - - NOUN bracis-19084 70 7 layers layer NOUN bracis-19084 70 8 . . PUNCT bracis-19084 71 1 the the DET bracis-19084 71 2 first first ADJ bracis-19084 71 3 is be AUX bracis-19084 71 4 a a DET bracis-19084 71 5 multi multi ADJ bracis-19084 71 6 - - ADJ bracis-19084 71 7 head head ADJ bracis-19084 71 8 self self NOUN bracis-19084 71 9 - - PUNCT bracis-19084 71 10 attention attention NOUN bracis-19084 71 11 mechanism mechanism NOUN bracis-19084 71 12 , , PUNCT bracis-19084 71 13 and and CCONJ bracis-19084 71 14 the the DET bracis-19084 71 15 second second NOUN bracis-19084 71 16 is be AUX bracis-19084 71 17 a a DET bracis-19084 71 18 simple simple ADJ bracis-19084 71 19 , , PUNCT bracis-19084 71 20 position position NOUN bracis-19084 71 21 - - PUNCT bracis-19084 71 22 wise wise ADJ bracis-19084 71 23 fully fully ADV bracis-19084 71 24 connected connect VERB bracis-19084 71 25 feed feed NOUN bracis-19084 71 26 - - PUNCT bracis-19084 71 27 forward forward NOUN bracis-19084 71 28 network network NOUN bracis-19084 71 29 . . PUNCT bracis-19084 72 1 residual residual ADJ bracis-19084 72 2 connections connection NOUN bracis-19084 72 3 are be AUX bracis-19084 72 4 applied apply VERB bracis-19084 72 5 to to ADP bracis-19084 72 6 both both DET bracis-19084 72 7 sub sub NOUN bracis-19084 72 8 - - NOUN bracis-19084 72 9 layers layer NOUN bracis-19084 72 10 . . PUNCT bracis-19084 73 1 the the DET bracis-19084 73 2 model model NOUN bracis-19084 73 3 trains train VERB bracis-19084 73 4 by by ADP bracis-19084 73 5 combining combine VERB bracis-19084 73 6 two two NUM bracis-19084 73 7 tasks task NOUN bracis-19084 73 8 : : PUNCT bracis-19084 73 9 masked mask VERB bracis-19084 73 10 lm lm INTJ bracis-19084 73 11 and and CCONJ bracis-19084 73 12 next next ADJ bracis-19084 73 13 sentence sentence NOUN bracis-19084 73 14 prediction prediction NOUN bracis-19084 73 15 . . PUNCT bracis-19084 74 1 the the DET bracis-19084 74 2 first first ADJ bracis-19084 74 3 , , PUNCT bracis-19084 74 4 masked mask VERB bracis-19084 74 5 lm lm ADV bracis-19084 74 6 , , PUNCT bracis-19084 74 7 involves involve VERB bracis-19084 74 8 masking mask VERB bracis-19084 74 9 15 15 NUM bracis-19084 74 10 % % NOUN bracis-19084 74 11 of of ADP bracis-19084 74 12 the the DET bracis-19084 74 13 words word NOUN bracis-19084 74 14 in in ADP bracis-19084 74 15 a a DET bracis-19084 74 16 given give VERB bracis-19084 74 17 sentence sentence NOUN bracis-19084 74 18 , , PUNCT bracis-19084 74 19 whose whose DET bracis-19084 74 20 original original ADJ bracis-19084 74 21 value value NOUN bracis-19084 74 22 must must AUX bracis-19084 74 23 then then ADV bracis-19084 74 24 be be AUX bracis-19084 74 25 predicted predict VERB bracis-19084 74 26 , , PUNCT bracis-19084 74 27 considering consider VERB bracis-19084 74 28 the the DET bracis-19084 74 29 context context NOUN bracis-19084 74 30 of of ADP bracis-19084 74 31 the the DET bracis-19084 74 32 sentence sentence NOUN bracis-19084 74 33 in in ADP bracis-19084 74 34 which which PRON bracis-19084 74 35 they they PRON bracis-19084 74 36 appear appear VERB bracis-19084 74 37 . . PUNCT bracis-19084 75 1 out out ADP bracis-19084 75 2 of of ADP bracis-19084 75 3 these these DET bracis-19084 75 4 15 15 NUM bracis-19084 75 5 % % NOUN bracis-19084 75 6 , , PUNCT bracis-19084 75 7 80 80 NUM bracis-19084 75 8 % % NOUN bracis-19084 75 9 is be AUX bracis-19084 75 10 replaced replace VERB bracis-19084 75 11 by by ADP bracis-19084 75 12 the the DET bracis-19084 75 13 symbol symbol NOUN bracis-19084 76 1 [ [ X bracis-19084 76 2 mask mask NOUN bracis-19084 76 3 ] ] X bracis-19084 76 4 , , PUNCT bracis-19084 76 5 10 10 NUM bracis-19084 76 6 % % NOUN bracis-19084 76 7 by by ADP bracis-19084 76 8 a a DET bracis-19084 76 9 random random ADJ bracis-19084 76 10 word word NOUN bracis-19084 76 11 , , PUNCT bracis-19084 76 12 and and CCONJ bracis-19084 76 13 10 10 NUM bracis-19084 76 14 % % NOUN bracis-19084 76 15 is be AUX bracis-19084 76 16 kept keep VERB bracis-19084 76 17 with with ADP bracis-19084 76 18 the the DET bracis-19084 76 19 original original ADJ bracis-19084 76 20 word word NOUN bracis-19084 76 21 . . PUNCT bracis-19084 77 1 in in ADP bracis-19084 77 2 the the DET bracis-19084 77 3 bert bert PROPN bracis-19084 77 4 training training NOUN bracis-19084 77 5 process process NOUN bracis-19084 77 6 , , PUNCT bracis-19084 77 7 the the DET bracis-19084 77 8 model model NOUN bracis-19084 77 9 takes take VERB bracis-19084 77 10 pairs pair NOUN bracis-19084 77 11 of of ADP bracis-19084 77 12 sentences sentence NOUN bracis-19084 77 13 as as ADP bracis-19084 77 14 input input NOUN bracis-19084 77 15 and and CCONJ bracis-19084 77 16 learns learn VERB bracis-19084 77 17 to to PART bracis-19084 77 18 predict predict VERB bracis-19084 77 19 whether whether SCONJ bracis-19084 77 20 the the DET bracis-19084 77 21 second second ADJ bracis-19084 77 22 sentence sentence NOUN bracis-19084 77 23 in in ADP bracis-19084 77 24 the the DET bracis-19084 77 25 pair pair NOUN bracis-19084 77 26 is be AUX bracis-19084 77 27 the the DET bracis-19084 77 28 subsequent subsequent ADJ bracis-19084 77 29 sentence sentence NOUN bracis-19084 77 30 in in ADP bracis-19084 77 31 the the DET bracis-19084 77 32 original original ADJ bracis-19084 77 33 document document NOUN bracis-19084 77 34 . . PUNCT bracis-19084 78 1 during during ADP bracis-19084 78 2 training training NOUN bracis-19084 78 3 , , PUNCT bracis-19084 78 4 50 50 NUM bracis-19084 78 5 % % NOUN bracis-19084 78 6 of of ADP bracis-19084 78 7 the the DET bracis-19084 78 8 entries entry NOUN bracis-19084 78 9 are be AUX bracis-19084 78 10 pairs pair NOUN bracis-19084 78 11 where where SCONJ bracis-19084 78 12 the the DET bracis-19084 78 13 second second ADJ bracis-19084 78 14 sentence sentence NOUN bracis-19084 78 15 is be AUX bracis-19084 78 16 the the DET bracis-19084 78 17 subsequent subsequent ADJ bracis-19084 78 18 sentence sentence NOUN bracis-19084 78 19 in in ADP bracis-19084 78 20 the the DET bracis-19084 78 21 original original ADJ bracis-19084 78 22 document document NOUN bracis-19084 78 23 , , PUNCT bracis-19084 78 24 while while SCONJ bracis-19084 78 25 in in ADP bracis-19084 78 26 the the DET bracis-19084 78 27 other other ADJ bracis-19084 78 28 50 50 NUM bracis-19084 78 29 % % NOUN bracis-19084 78 30 a a DET bracis-19084 78 31 random random ADJ bracis-19084 78 32 sentence sentence NOUN bracis-19084 78 33 from from ADP bracis-19084 78 34 the the DET bracis-19084 78 35 corpus corpus NOUN bracis-19084 78 36 is be AUX bracis-19084 78 37 chosen choose VERB bracis-19084 78 38 as as ADP bracis-19084 78 39 the the DET bracis-19084 78 40 second second ADJ bracis-19084 78 41 sentence sentence NOUN bracis-19084 78 42 . . PUNCT bracis-19084 79 1 the the DET bracis-19084 79 2 assumption assumption NOUN bracis-19084 79 3 is be AUX bracis-19084 79 4 that that SCONJ bracis-19084 79 5 the the DET bracis-19084 79 6 random random ADJ bracis-19084 79 7 phrase phrase NOUN bracis-19084 79 8 will will AUX bracis-19084 79 9 be be AUX bracis-19084 79 10 disconnected disconnect VERB bracis-19084 79 11 from from ADP bracis-19084 79 12 the the DET bracis-19084 79 13 first first ADJ bracis-19084 79 14 phrase phrase NOUN bracis-19084 79 15 . . PUNCT bracis-19084 80 1 3 3 NUM bracis-19084 80 2 related relate VERB bracis-19084 80 3 work work NOUN bracis-19084 80 4 with with ADP bracis-19084 80 5 the the DET bracis-19084 80 6 advancement advancement NOUN bracis-19084 80 7 of of ADP bracis-19084 80 8 information information NOUN bracis-19084 80 9 and and CCONJ bracis-19084 80 10 communication communication NOUN bracis-19084 80 11 technology technology NOUN bracis-19084 80 12 in in ADP bracis-19084 80 13 recent recent ADJ bracis-19084 80 14 times time NOUN bracis-19084 80 15 , , PUNCT bracis-19084 80 16 it it PRON bracis-19084 80 17 is be AUX bracis-19084 80 18 possible possible ADJ bracis-19084 80 19 to to PART bracis-19084 80 20 store store VERB bracis-19084 80 21 data datum NOUN bracis-19084 80 22 from from ADP bracis-19084 80 23 different different ADJ bracis-19084 80 24 sources source NOUN bracis-19084 80 25 and and CCONJ bracis-19084 80 26 massively massively ADV bracis-19084 80 27 process process VERB bracis-19084 80 28 it it PRON bracis-19084 80 29 , , PUNCT bracis-19084 80 30 which which PRON bracis-19084 80 31 can can AUX bracis-19084 80 32 facilitate facilitate VERB bracis-19084 80 33 research research NOUN bracis-19084 80 34 . . PUNCT bracis-19084 81 1 due due ADP bracis-19084 81 2 to to ADP bracis-19084 81 3 its its PRON bracis-19084 81 4 feasibility feasibility NOUN bracis-19084 81 5 of of ADP bracis-19084 81 6 use use NOUN bracis-19084 81 7 in in ADP bracis-19084 81 8 several several ADJ bracis-19084 81 9 areas area NOUN bracis-19084 81 10 such such ADJ bracis-19084 81 11 as as ADP bracis-19084 81 12 the the DET bracis-19084 81 13 one one NOUN bracis-19084 81 14 explored explore VERB bracis-19084 81 15 in in ADP bracis-19084 81 16 this this DET bracis-19084 81 17 study study NOUN bracis-19084 81 18 , , PUNCT bracis-19084 81 19 re re VERB bracis-19084 81 20 has have AUX bracis-19084 81 21 become become VERB bracis-19084 81 22 the the DET bracis-19084 81 23 subject subject NOUN bracis-19084 81 24 of of ADP bracis-19084 81 25 numerous numerous ADJ bracis-19084 81 26 studies study NOUN bracis-19084 81 27 in in ADP bracis-19084 81 28 the the DET bracis-19084 81 29 literature literature NOUN bracis-19084 81 30     SPACE bracis-19084 82 1 [ [ X bracis-19084 82 2 2 2 NUM bracis-19084 82 3 , , PUNCT bracis-19084 82 4 3 3 NUM bracis-19084 82 5 , , PUNCT bracis-19084 82 6 13 13 NUM bracis-19084 82 7 , , PUNCT bracis-19084 82 8 17 17 NUM bracis-19084 82 9 , , PUNCT bracis-19084 82 10 30 30 NUM bracis-19084 82 11 ] ] PUNCT bracis-19084 82 12 . . PUNCT bracis-19084 83 1 those those DET bracis-19084 83 2 studies study NOUN bracis-19084 83 3 differ differ VERB bracis-19084 83 4 in in ADP bracis-19084 83 5 regards regard NOUN bracis-19084 83 6 to to ADP bracis-19084 83 7 the the DET bracis-19084 83 8 method method NOUN bracis-19084 83 9 used use VERB bracis-19084 83 10 , , PUNCT bracis-19084 83 11 the the DET bracis-19084 83 12 language language NOUN bracis-19084 83 13 of of ADP bracis-19084 83 14 the the DET bracis-19084 83 15 trained train VERB bracis-19084 83 16 dataset dataset NOUN bracis-19084 83 17 , , PUNCT bracis-19084 83 18 and and CCONJ bracis-19084 83 19 also also ADV bracis-19084 83 20 the the DET bracis-19084 83 21 theme theme NOUN bracis-19084 83 22 of of ADP bracis-19084 83 23 the the DET bracis-19084 83 24 dataset dataset NOUN bracis-19084 83 25 itself itself PRON bracis-19084 83 26 . . PUNCT bracis-19084 84 1 thus thus ADV bracis-19084 84 2 , , PUNCT bracis-19084 84 3 this this DET bracis-19084 84 4 section section NOUN bracis-19084 84 5 presents present VERB bracis-19084 84 6 some some PRON bracis-19084 84 7 of of ADP bracis-19084 84 8 these these DET bracis-19084 84 9 works work NOUN bracis-19084 84 10 , , PUNCT bracis-19084 84 11 exploring explore VERB bracis-19084 84 12 some some DET bracis-19084 84 13 peculiarities peculiarity NOUN bracis-19084 84 14 . . PUNCT bracis-19084 85 1 recently recently ADV bracis-19084 85 2 , , PUNCT bracis-19084 85 3 deep deep ADJ bracis-19084 85 4 learning learning NOUN bracis-19084 85 5 algorithms algorithm NOUN bracis-19084 85 6 have have AUX bracis-19084 85 7 been be AUX bracis-19084 85 8 targeted target VERB bracis-19084 85 9 for for ADP bracis-19084 85 10 application application NOUN bracis-19084 85 11 in in ADP bracis-19084 85 12 a a DET bracis-19084 85 13 wide wide ADJ bracis-19084 85 14 range range NOUN bracis-19084 85 15 of of ADP bracis-19084 85 16 areas area NOUN bracis-19084 85 17 , , PUNCT bracis-19084 85 18 such such ADJ bracis-19084 85 19 as as ADP bracis-19084 85 20 nlp nlp NOUN bracis-19084 85 21 , , PUNCT bracis-19084 85 22 image image NOUN bracis-19084 85 23 processing processing NOUN bracis-19084 85 24 , , PUNCT bracis-19084 85 25 bioinformatics bioinformatics NOUN bracis-19084 85 26 , , PUNCT bracis-19084 85 27 crowd crowd NOUN bracis-19084 85 28 simulation simulation NOUN bracis-19084 85 29 , , PUNCT bracis-19084 85 30 and and CCONJ bracis-19084 85 31 many many ADJ bracis-19084 85 32 others other NOUN bracis-19084 85 33 . . PUNCT bracis-19084 86 1 in in ADP bracis-19084 86 2 the the DET bracis-19084 86 3 area area NOUN bracis-19084 86 4 of of ADP bracis-19084 86 5 nlp nlp NOUN bracis-19084 86 6 , , PUNCT bracis-19084 86 7 for for ADP bracis-19084 86 8 example example NOUN bracis-19084 86 9 , , PUNCT bracis-19084 86 10 there there PRON bracis-19084 86 11 is be VERB bracis-19084 86 12 work work NOUN bracis-19084 86 13 on on ADP bracis-19084 86 14 named name VERB bracis-19084 86 15 entities entity NOUN bracis-19084 86 16 recognition recognition NOUN bracis-19084 86 17 ( ( PUNCT bracis-19084 86 18 ner ner NOUN bracis-19084 86 19 ) ) PUNCT bracis-19084 86 20 ( ( PUNCT bracis-19084 86 21 e.g. e.g. ADV bracis-19084 86 22 , , PUNCT bracis-19084 86 23 [ [ X bracis-19084 86 24 19 19 NUM bracis-19084 86 25 ] ] PUNCT bracis-19084 86 26 ) ) PUNCT bracis-19084 86 27 and and CCONJ bracis-19084 86 28 also also ADV bracis-19084 86 29 the the DET bracis-19084 86 30 tool tool NOUN bracis-19084 86 31 used use VERB bracis-19084 86 32 in in ADP bracis-19084 86 33 this this DET bracis-19084 86 34 study study NOUN bracis-19084 86 35 for for ADP bracis-19084 86 36 ner ner NOUN bracis-19084 86 37 , , PUNCT bracis-19084 86 38 spacyfootnote spacyfootnote NOUN bracis-19084 86 39 2 2 NUM bracis-19084 86 40 , , PUNCT bracis-19084 86 41 which which PRON bracis-19084 86 42 is be AUX bracis-19084 86 43 based base VERB bracis-19084 86 44 on on ADP bracis-19084 86 45 deep deep ADJ bracis-19084 86 46 learning learning NOUN bracis-19084 86 47 . . PUNCT bracis-19084 87 1 several several ADJ bracis-19084 87 2 approaches approach NOUN bracis-19084 87 3 have have AUX bracis-19084 87 4 been be AUX bracis-19084 87 5 proposed propose VERB bracis-19084 87 6 for for ADP bracis-19084 87 7 extracting extract VERB bracis-19084 87 8 relationships relationship NOUN bracis-19084 87 9 from from ADP bracis-19084 87 10 unstructured unstructured ADJ bracis-19084 87 11 sources source NOUN bracis-19084 87 12 . . PUNCT bracis-19084 88 1 for for ADP bracis-19084 88 2 some some DET bracis-19084 88 3 languages language NOUN bracis-19084 88 4 , , PUNCT bracis-19084 88 5 such such ADJ bracis-19084 88 6 as as ADP bracis-19084 88 7 english english PROPN bracis-19084 88 8 , , PUNCT bracis-19084 88 9 there there PRON bracis-19084 88 10 is be VERB bracis-19084 88 11 extensive extensive ADJ bracis-19084 88 12 research research NOUN bracis-19084 88 13 and and CCONJ bracis-19084 88 14 literature literature NOUN bracis-19084 88 15     SPACE bracis-19084 89 1 [ [ X bracis-19084 89 2 8 8 NUM bracis-19084 89 3 ] ] PUNCT bracis-19084 89 4 . . PUNCT bracis-19084 90 1 to to PART bracis-19084 90 2 get get VERB bracis-19084 90 3 around around ADP bracis-19084 90 4 the the DET bracis-19084 90 5 problem problem NOUN bracis-19084 90 6 of of ADP bracis-19084 90 7 lack lack NOUN bracis-19084 90 8 of of ADP bracis-19084 90 9 memory memory NOUN bracis-19084 90 10 for for ADP bracis-19084 90 11 very very ADV bracis-19084 90 12 large large ADJ bracis-19084 90 13 sequences sequence NOUN bracis-19084 90 14 in in ADP bracis-19084 90 15 convolutional convolutional ADJ bracis-19084 90 16 neural neural ADJ bracis-19084 90 17 networks network NOUN bracis-19084 90 18 ( ( PUNCT bracis-19084 90 19 cnn cnn PROPN bracis-19084 90 20 ) ) PUNCT bracis-19084 90 21 , , PUNCT bracis-19084 90 22 some some DET bracis-19084 90 23 authors author NOUN bracis-19084 90 24     SPACE bracis-19084 91 1 [ [ X bracis-19084 91 2 12 12 NUM bracis-19084 91 3 , , PUNCT bracis-19084 91 4 15 15 NUM bracis-19084 91 5 , , PUNCT bracis-19084 91 6 16 16 NUM bracis-19084 91 7 ] ] PUNCT bracis-19084 91 8 adopted adopt VERB bracis-19084 91 9 an an DET bracis-19084 91 10 approach approach NOUN bracis-19084 91 11 using use VERB bracis-19084 91 12 long long ADJ bracis-19084 91 13 short short ADJ bracis-19084 91 14 - - PUNCT bracis-19084 91 15 term term NOUN bracis-19084 91 16 memory memory NOUN bracis-19084 91 17 ( ( PUNCT bracis-19084 91 18 lstm lstm NOUN bracis-19084 91 19 ) ) PUNCT bracis-19084 91 20 , , PUNCT bracis-19084 91 21 which which PRON bracis-19084 91 22 use use VERB bracis-19084 91 23 memory memory NOUN bracis-19084 91 24 cells cell NOUN bracis-19084 91 25 for for ADP bracis-19084 91 26 neural neural ADJ bracis-19084 91 27 networks network NOUN bracis-19084 91 28 . . PUNCT bracis-19084 92 1 in in ADP bracis-19084 92 2 this this DET bracis-19084 92 3 direction direction NOUN bracis-19084 92 4 , , PUNCT bracis-19084 92 5 the the DET bracis-19084 92 6 work work NOUN bracis-19084 92 7 by by ADP bracis-19084 92 8 qingqing qingqing PROPN bracis-19084 92 9 li li PROPN bracis-19084 92 10     SPACE bracis-19084 92 11 [ [ X bracis-19084 92 12 15 15 NUM bracis-19084 92 13 ] ] X bracis-19084 92 14 uses use VERB bracis-19084 92 15 recurrent recurrent ADJ bracis-19084 92 16 neural neural ADJ bracis-19084 92 17 networks network NOUN bracis-19084 92 18 bidirectional bidirectional ADJ bracis-19084 92 19 long long ADJ bracis-19084 92 20 short short ADJ bracis-19084 92 21 - - PUNCT bracis-19084 92 22 term term NOUN bracis-19084 92 23 memory memory NOUN bracis-19084 92 24 ( ( PUNCT bracis-19084 92 25 bi bi NOUN bracis-19084 92 26 - - ADJ bracis-19084 92 27 lstm lstm ADJ bracis-19084 92 28 ) ) PUNCT bracis-19084 92 29 , , PUNCT bracis-19084 92 30 which which PRON bracis-19084 92 31 are be AUX bracis-19084 92 32 an an DET bracis-19084 92 33 extension extension NOUN bracis-19084 92 34 of of ADP bracis-19084 92 35 the the DET bracis-19084 92 36 traditional traditional ADJ bracis-19084 92 37 lstms lstms NOUN bracis-19084 92 38 for for ADP bracis-19084 92 39 multitasking multitaske VERB bracis-19084 92 40 model model NOUN bracis-19084 92 41 , , PUNCT bracis-19084 92 42 and and CCONJ bracis-19084 92 43 presents present VERB bracis-19084 92 44 a a DET bracis-19084 92 45 version version NOUN bracis-19084 92 46 with with ADP bracis-19084 92 47 an an DET bracis-19084 92 48 attention attention NOUN bracis-19084 92 49 mechanism mechanism NOUN bracis-19084 92 50 that that PRON bracis-19084 92 51 considerably considerably ADV bracis-19084 92 52 improves improve VERB bracis-19084 92 53 the the DET bracis-19084 92 54 results result NOUN bracis-19084 92 55 in in ADP bracis-19084 92 56 all all DET bracis-19084 92 57 tested test VERB bracis-19084 92 58 datasets dataset NOUN bracis-19084 92 59 . . PUNCT bracis-19084 93 1 more more ADV bracis-19084 93 2 recent recent ADJ bracis-19084 93 3 work work NOUN bracis-19084 93 4 in in ADP bracis-19084 93 5 the the DET bracis-19084 93 6 literature literature NOUN bracis-19084 93 7     SPACE bracis-19084 94 1 [ [ X bracis-19084 94 2 13 13 NUM bracis-19084 94 3 , , PUNCT bracis-19084 94 4 17 17 NUM bracis-19084 94 5 , , PUNCT bracis-19084 94 6 30 30 NUM bracis-19084 94 7 ] ] PUNCT bracis-19084 94 8 uses use VERB bracis-19084 94 9 attention attention NOUN bracis-19084 94 10 mechanisms mechanism NOUN bracis-19084 94 11 to to PART bracis-19084 94 12 improve improve VERB bracis-19084 94 13 the the DET bracis-19084 94 14 performance performance NOUN bracis-19084 94 15 of of ADP bracis-19084 94 16 their their PRON bracis-19084 94 17 neural neural ADJ bracis-19084 94 18 network network NOUN bracis-19084 94 19 models model NOUN bracis-19084 94 20 . . PUNCT bracis-19084 95 1 these these DET bracis-19084 95 2 mechanisms mechanism NOUN bracis-19084 95 3 assist assist VERB bracis-19084 95 4 in in ADP bracis-19084 95 5 the the DET bracis-19084 95 6 automatic automatic ADJ bracis-19084 95 7 information information NOUN bracis-19084 95 8 filtering filter VERB bracis-19084 95 9 step step NOUN bracis-19084 95 10 that that PRON bracis-19084 95 11 helps help VERB bracis-19084 95 12 to to PART bracis-19084 95 13 find find VERB bracis-19084 95 14 the the DET bracis-19084 95 15 most most ADV bracis-19084 95 16 appropriate appropriate ADJ bracis-19084 95 17 sentence sentence NOUN bracis-19084 95 18 passage passage NOUN bracis-19084 95 19 to to PART bracis-19084 95 20 describe describe VERB bracis-19084 95 21 the the DET bracis-19084 95 22 relationship relationship NOUN bracis-19084 95 23 between between ADP bracis-19084 95 24 the the DET bracis-19084 95 25 named name VERB bracis-19084 95 26 entities entity NOUN bracis-19084 95 27 ( ( PUNCT bracis-19084 95 28 nes ne NOUN bracis-19084 95 29 ) ) PUNCT bracis-19084 95 30 . . PUNCT bracis-19084 96 1 in in ADP bracis-19084 96 2     SPACE bracis-19084 96 3 [ [ X bracis-19084 96 4 30 30 NUM bracis-19084 96 5 ] ] PUNCT bracis-19084 96 6 , , PUNCT bracis-19084 96 7 the the DET bracis-19084 96 8 authors author NOUN bracis-19084 96 9 also also ADV bracis-19084 96 10 implement implement VERB bracis-19084 96 11 a a DET bracis-19084 96 12 model model NOUN bracis-19084 96 13 based base VERB bracis-19084 96 14 on on ADP bracis-19084 96 15 the the DET bracis-19084 96 16 recurrent recurrent ADJ bracis-19084 96 17 neural neural ADJ bracis-19084 96 18 network network NOUN bracis-19084 96 19 ( ( PUNCT bracis-19084 96 20 rnn rnn PROPN bracis-19084 96 21 ) ) PUNCT bracis-19084 96 22 bi bi NOUN bracis-19084 96 23 - - NOUN bracis-19084 96 24 gru gru NOUN bracis-19084 96 25 with with ADP bracis-19084 96 26 an an DET bracis-19084 96 27 attention attention NOUN bracis-19084 96 28 mechanism mechanism NOUN bracis-19084 96 29 to to PART bracis-19084 96 30 focus focus VERB bracis-19084 96 31 on on ADP bracis-19084 96 32 the the DET bracis-19084 96 33 most most ADV bracis-19084 96 34 important important ADJ bracis-19084 96 35 assumptions assumption NOUN bracis-19084 96 36 of of ADP bracis-19084 96 37 the the DET bracis-19084 96 38 sentences sentence NOUN bracis-19084 96 39 for for ADP bracis-19084 96 40 the the DET bracis-19084 96 41 financial financial ADJ bracis-19084 96 42 market market NOUN bracis-19084 96 43 . . PUNCT bracis-19084 97 1 despite despite SCONJ bracis-19084 97 2 having have VERB bracis-19084 97 3 great great ADJ bracis-19084 97 4 importance importance NOUN bracis-19084 97 5 , , PUNCT bracis-19084 97 6 the the DET bracis-19084 97 7 financial financial ADJ bracis-19084 97 8 domain domain NOUN bracis-19084 97 9 is be AUX bracis-19084 97 10 little little ADV bracis-19084 97 11 explored explore VERB bracis-19084 97 12 in in ADP bracis-19084 97 13 the the DET bracis-19084 97 14 literature literature NOUN bracis-19084 97 15 . . PUNCT bracis-19084 98 1 the the DET bracis-19084 98 2 authors author NOUN bracis-19084 98 3 also also ADV bracis-19084 98 4 created create VERB bracis-19084 98 5 a a DET bracis-19084 98 6 corpus corpus NOUN bracis-19084 98 7 by by ADP bracis-19084 98 8 manually manually ADV bracis-19084 98 9 collecting collect VERB bracis-19084 98 10 3000 3000 NUM bracis-19084 98 11 sentence sentence NOUN bracis-19084 98 12 records record NOUN bracis-19084 98 13 from from ADP bracis-19084 98 14 major major ADJ bracis-19084 98 15 news news NOUN bracis-19084 98 16 sites site NOUN bracis-19084 98 17 , , PUNCT bracis-19084 98 18 which which PRON bracis-19084 98 19 was be AUX bracis-19084 98 20 used use VERB bracis-19084 98 21 for for ADP bracis-19084 98 22 entity entity NOUN bracis-19084 98 23 recognition recognition NOUN bracis-19084 98 24 and and CCONJ bracis-19084 98 25 extraction extraction NOUN bracis-19084 98 26 of of ADP bracis-19084 98 27 relationships relationship NOUN bracis-19084 98 28 such such ADJ bracis-19084 98 29 as as ADP bracis-19084 98 30 learning learning NOUN bracis-19084 98 31 and and CCONJ bracis-19084 98 32 training training NOUN bracis-19084 98 33 as as ADP bracis-19084 98 34 a a DET bracis-19084 98 35 whole whole NOUN bracis-19084 98 36 . . PUNCT bracis-19084 99 1 approaches approach NOUN bracis-19084 99 2 to to PART bracis-19084 99 3 re re VERB bracis-19084 99 4 for for ADP bracis-19084 99 5 the the DET bracis-19084 99 6 portuguese portuguese ADJ bracis-19084 99 7 language language NOUN bracis-19084 99 8 are be AUX bracis-19084 99 9 still still ADV bracis-19084 99 10 very very ADV bracis-19084 99 11 limited limited ADJ bracis-19084 99 12 and and CCONJ bracis-19084 99 13 are be AUX bracis-19084 99 14 often often ADV bracis-19084 99 15 based base VERB bracis-19084 99 16 on on ADP bracis-19084 99 17 rules rule NOUN bracis-19084 99 18 such such ADJ bracis-19084 99 19 as as ADP bracis-19084 99 20 [ [ X bracis-19084 99 21 2 2 NUM bracis-19084 99 22 , , PUNCT bracis-19084 99 23 3 3 NUM bracis-19084 99 24 ] ] PUNCT bracis-19084 99 25 . . PUNCT bracis-19084 100 1 such such ADJ bracis-19084 100 2 approaches approach NOUN bracis-19084 100 3 applied apply VERB bracis-19084 100 4 simple simple ADJ bracis-19084 100 5 heuristics heuristic NOUN bracis-19084 100 6 that that PRON bracis-19084 100 7 explore explore VERB bracis-19084 100 8 fragments fragment NOUN bracis-19084 100 9 of of ADP bracis-19084 100 10 evidence evidence NOUN bracis-19084 100 11 of of ADP bracis-19084 100 12 relationships relationship NOUN bracis-19084 100 13 between between ADP bracis-19084 100 14 nes ne NOUN bracis-19084 100 15 in in ADP bracis-19084 100 16 texts text NOUN bracis-19084 100 17 , , PUNCT bracis-19084 100 18 comprising comprise VERB bracis-19084 100 19 lexical lexical ADJ bracis-19084 100 20 , , PUNCT bracis-19084 100 21 syntactic syntactic ADJ bracis-19084 100 22 , , PUNCT bracis-19084 100 23 and and CCONJ bracis-19084 100 24 semantic semantic ADJ bracis-19084 100 25 analysis analysis NOUN bracis-19084 100 26 , , PUNCT bracis-19084 100 27 types type NOUN bracis-19084 100 28 of of ADP bracis-19084 100 29 entities entity NOUN bracis-19084 100 30 , , PUNCT bracis-19084 100 31 and and CCONJ bracis-19084 100 32 information information NOUN bracis-19084 100 33 from from ADP bracis-19084 100 34 external external ADJ bracis-19084 100 35 sources source NOUN bracis-19084 100 36 . . PUNCT bracis-19084 101 1 chaves chave NOUN bracis-19084 101 2     SPACE bracis-19084 102 1 [ [ X bracis-19084 102 2 3 3 NUM bracis-19084 102 3 ] ] PUNCT bracis-19084 102 4 proposes propose VERB bracis-19084 102 5 an an DET bracis-19084 102 6 extraction extraction NOUN bracis-19084 102 7 system system NOUN bracis-19084 102 8 that that PRON bracis-19084 102 9 deals deal VERB bracis-19084 102 10 with with ADP bracis-19084 102 11 the the DET bracis-19084 102 12 ner ner NOUN bracis-19084 102 13 task task NOUN bracis-19084 102 14 only only ADV bracis-19084 102 15 for for ADP bracis-19084 102 16 the the DET bracis-19084 102 17 local local ADJ bracis-19084 102 18 category category NOUN bracis-19084 102 19 and and CCONJ bracis-19084 102 20 its its PRON bracis-19084 102 21 relations relation NOUN bracis-19084 102 22 . . PUNCT bracis-19084 103 1 the the DET bracis-19084 103 2 work work NOUN bracis-19084 103 3 by by ADP bracis-19084 103 4 batista batista PROPN bracis-19084 103 5 et et PROPN bracis-19084 103 6 al al PROPN bracis-19084 103 7 . . PUNCT bracis-19084 103 8     SPACE bracis-19084 104 1 [ [ X bracis-19084 104 2 1 1 X bracis-19084 104 3 ] ] PUNCT bracis-19084 104 4 proposes propose VERB bracis-19084 104 5 a a DET bracis-19084 104 6 distance distance NOUN bracis-19084 104 7 - - PUNCT bracis-19084 104 8 supervised supervise VERB bracis-19084 104 9 re re NOUN bracis-19084 104 10 approach approach NOUN bracis-19084 104 11 between between ADP bracis-19084 104 12 two two NUM bracis-19084 104 13 entities entity NOUN bracis-19084 104 14 in in ADP bracis-19084 104 15 portuguese portuguese NOUN bracis-19084 104 16 - - PUNCT bracis-19084 104 17 written write VERB bracis-19084 104 18 wikipedia wikipedia PROPN bracis-19084 104 19 articles article NOUN bracis-19084 104 20 . . PUNCT bracis-19084 105 1 more more ADV bracis-19084 105 2 recently recently ADV bracis-19084 105 3 collovini collovini VERB bracis-19084 105 4 et et PROPN bracis-19084 105 5 al al PROPN bracis-19084 105 6 . . PUNCT bracis-19084 105 7     SPACE bracis-19084 106 1 [ [ X bracis-19084 106 2 5 5 NUM bracis-19084 106 3 ] ] PUNCT bracis-19084 106 4 developed develop VERB bracis-19084 106 5 a a DET bracis-19084 106 6 ci ci NOUN bracis-19084 106 7 approach approach NOUN bracis-19084 106 8 using use VERB bracis-19084 106 9 re re NOUN bracis-19084 106 10 to to PART bracis-19084 106 11 collect collect VERB bracis-19084 106 12 and and CCONJ bracis-19084 106 13 organize organize VERB bracis-19084 106 14 unstructured unstructured ADJ bracis-19084 106 15 data datum NOUN bracis-19084 106 16 in in ADP bracis-19084 106 17 the the DET bracis-19084 106 18 portuguese portuguese ADJ bracis-19084 106 19 language language NOUN bracis-19084 106 20 . . PUNCT bracis-19084 107 1 the the DET bracis-19084 107 2 authors author NOUN bracis-19084 107 3 proposed propose VERB bracis-19084 107 4 a a DET bracis-19084 107 5 joint joint ADJ bracis-19084 107 6 framework framework NOUN bracis-19084 107 7 for for ADP bracis-19084 107 8 named name VERB bracis-19084 107 9 entity entity NOUN bracis-19084 107 10 recognition recognition NOUN bracis-19084 107 11 and and CCONJ bracis-19084 107 12 also also ADV bracis-19084 107 13 their their PRON bracis-19084 107 14 semantic semantic ADJ bracis-19084 107 15 relationships relationship NOUN bracis-19084 107 16 . . PUNCT bracis-19084 108 1 for for ADP bracis-19084 108 2 the the DET bracis-19084 108 3 entity entity NOUN bracis-19084 108 4 recognition recognition NOUN bracis-19084 108 5 task task NOUN bracis-19084 108 6 , , PUNCT bracis-19084 108 7 a a DET bracis-19084 108 8 neural neural ADJ bracis-19084 108 9 network network NOUN bracis-19084 108 10 was be AUX bracis-19084 108 11 used use VERB bracis-19084 108 12 , , PUNCT bracis-19084 108 13 and and CCONJ bracis-19084 108 14 for for ADP bracis-19084 108 15 the the DET bracis-19084 108 16 relation relation NOUN bracis-19084 108 17 extraction extraction NOUN bracis-19084 108 18 , , PUNCT bracis-19084 108 19 a a DET bracis-19084 108 20 model model NOUN bracis-19084 108 21 based base VERB bracis-19084 108 22 in in ADP bracis-19084 108 23 conditional conditional ADJ bracis-19084 108 24 random random ADJ bracis-19084 108 25 fields field NOUN bracis-19084 108 26 ( ( PUNCT bracis-19084 108 27 crf crf NOUN bracis-19084 108 28 ) ) PUNCT bracis-19084 108 29 algorithm algorithm NOUN bracis-19084 108 30 was be AUX bracis-19084 108 31 used use VERB bracis-19084 108 32 . . PUNCT bracis-19084 109 1 this this DET bracis-19084 109 2 approach approach NOUN bracis-19084 109 3 has have AUX bracis-19084 109 4 shown show VERB bracis-19084 109 5 good good ADJ bracis-19084 109 6 results result NOUN bracis-19084 109 7 on on ADP bracis-19084 109 8 a a DET bracis-19084 109 9 small small ADJ bracis-19084 109 10 dataset dataset NOUN bracis-19084 109 11 , , PUNCT bracis-19084 109 12 but but CCONJ bracis-19084 109 13 it it PRON bracis-19084 109 14 needs need VERB bracis-19084 109 15 some some DET bracis-19084 109 16 additional additional ADJ bracis-19084 109 17 lexical lexical ADJ bracis-19084 109 18 - - PUNCT bracis-19084 109 19 semantic semantic ADJ bracis-19084 109 20 features feature NOUN bracis-19084 109 21 of of ADP bracis-19084 109 22 the the DET bracis-19084 109 23 sentences sentence NOUN bracis-19084 109 24 . . PUNCT bracis-19084 110 1 most most ADJ bracis-19084 110 2 studies study NOUN bracis-19084 110 3 present present ADJ bracis-19084 110 4 re re VERB bracis-19084 110 5 solutions solution NOUN bracis-19084 110 6 for for ADP bracis-19084 110 7 texts text NOUN bracis-19084 110 8 in in ADP bracis-19084 110 9 english english PROPN bracis-19084 110 10 , , PUNCT bracis-19084 110 11 thus thus ADV bracis-19084 110 12 it it PRON bracis-19084 110 13 is be AUX bracis-19084 110 14 possible possible ADJ bracis-19084 110 15 to to PART bracis-19084 110 16 find find VERB bracis-19084 110 17 a a DET bracis-19084 110 18 greater great ADJ bracis-19084 110 19 number number NOUN bracis-19084 110 20 of of ADP bracis-19084 110 21 datasets dataset NOUN bracis-19084 110 22 in in ADP bracis-19084 110 23 that that DET bracis-19084 110 24 language language NOUN bracis-19084 110 25 . . PUNCT bracis-19084 111 1 there there PRON bracis-19084 111 2 are be VERB bracis-19084 111 3 few few ADJ bracis-19084 111 4 datasets dataset NOUN bracis-19084 111 5 available available ADJ bracis-19084 111 6 in in ADP bracis-19084 111 7 the the DET bracis-19084 111 8 portuguese portuguese ADJ bracis-19084 111 9 language language NOUN bracis-19084 111 10 , , PUNCT bracis-19084 111 11 such such ADJ bracis-19084 111 12 as as ADP bracis-19084 111 13 the the DET bracis-19084 111 14 golden golden ADJ bracis-19084 111 15 collection collection NOUN bracis-19084 111 16 harem harem PROPN bracis-19084 111 17 . . PUNCT bracis-19084 112 1 harem harem PROPN bracis-19084 112 2 is be AUX bracis-19084 112 3 a a DET bracis-19084 112 4 joint joint ADJ bracis-19084 112 5 portuguese portuguese ADJ bracis-19084 112 6 language language NOUN bracis-19084 112 7 assessment assessment NOUN bracis-19084 112 8 event event NOUN bracis-19084 112 9 , , PUNCT bracis-19084 112 10 organized organize VERB bracis-19084 112 11 by by ADP bracis-19084 112 12 linguateca linguateca NOUN bracis-19084 112 13     SPACE bracis-19084 113 1 [ [ X bracis-19084 113 2 18 18 NUM bracis-19084 113 3 ] ] PUNCT bracis-19084 113 4 . . PUNCT bracis-19084 114 1 the the DET bracis-19084 114 2 lack lack NOUN bracis-19084 114 3 of of ADP bracis-19084 114 4 this this DET bracis-19084 114 5 type type NOUN bracis-19084 114 6 of of ADP bracis-19084 114 7 resource resource NOUN bracis-19084 114 8 forces force NOUN bracis-19084 114 9 researchers researcher NOUN bracis-19084 114 10 to to PART bracis-19084 114 11 develop develop VERB bracis-19084 114 12 their their PRON bracis-19084 114 13 own own ADJ bracis-19084 114 14 research research NOUN bracis-19084 114 15 corpora corpus NOUN bracis-19084 114 16 . . PUNCT bracis-19084 115 1 in in ADP bracis-19084 115 2 most most ADJ bracis-19084 115 3 cases case NOUN bracis-19084 115 4 , , PUNCT bracis-19084 115 5 it it PRON bracis-19084 115 6 is be AUX bracis-19084 115 7 necessary necessary ADJ bracis-19084 115 8 to to PART bracis-19084 115 9 first first ADV bracis-19084 115 10 create create VERB bracis-19084 115 11 a a DET bracis-19084 115 12 set set NOUN bracis-19084 115 13 of of ADP bracis-19084 115 14 sentences sentence NOUN bracis-19084 115 15 and and CCONJ bracis-19084 115 16 manually manually ADV bracis-19084 115 17 annotate annotate VERB bracis-19084 115 18 them they PRON bracis-19084 115 19 when when SCONJ bracis-19084 115 20 the the DET bracis-19084 115 21 classification classification NOUN bracis-19084 115 22 is be AUX bracis-19084 115 23 supervised supervise VERB bracis-19084 115 24 in in ADP bracis-19084 115 25 order order NOUN bracis-19084 115 26 to to PART bracis-19084 115 27 proceed proceed VERB bracis-19084 115 28 with with ADP bracis-19084 115 29 the the DET bracis-19084 115 30 re re PROPN bracis-19084 115 31 task task NOUN bracis-19084 115 32 . . PUNCT bracis-19084 116 1 in in ADP bracis-19084 116 2 addition addition NOUN bracis-19084 116 3 , , PUNCT bracis-19084 116 4 the the DET bracis-19084 116 5 lack lack NOUN bracis-19084 116 6 of of ADP bracis-19084 116 7 public public ADJ bracis-19084 116 8 datasets dataset NOUN bracis-19084 116 9 also also ADV bracis-19084 116 10 makes make VERB bracis-19084 116 11 it it PRON bracis-19084 116 12 difficult difficult ADJ bracis-19084 116 13 to to PART bracis-19084 116 14 compare compare VERB bracis-19084 116 15 with with ADP bracis-19084 116 16 related related ADJ bracis-19084 116 17 work work NOUN bracis-19084 116 18 fairly fairly ADV bracis-19084 116 19 , , PUNCT bracis-19084 116 20 as as ADV bracis-19084 116 21 well well ADV bracis-19084 116 22 as as ADP bracis-19084 116 23 requiring require VERB bracis-19084 116 24 more more ADJ bracis-19084 116 25 time time NOUN bracis-19084 116 26 and and CCONJ bracis-19084 116 27 effort effort NOUN bracis-19084 116 28 on on ADP bracis-19084 116 29 the the DET bracis-19084 116 30 part part NOUN bracis-19084 116 31 of of ADP bracis-19084 116 32 the the DET bracis-19084 116 33 researcher researcher NOUN bracis-19084 116 34 . . PUNCT bracis-19084 117 1 it it PRON bracis-19084 117 2 can can AUX bracis-19084 117 3 also also ADV bracis-19084 117 4 be be AUX bracis-19084 117 5 noted note VERB bracis-19084 117 6 that that SCONJ bracis-19084 117 7 there there PRON bracis-19084 117 8 is be VERB bracis-19084 117 9 work work NOUN bracis-19084 117 10 related relate VERB bracis-19084 117 11 the the DET bracis-19084 117 12 re re X bracis-19084 117 13 task task NOUN bracis-19084 117 14 which which PRON bracis-19084 117 15 already already ADV bracis-19084 117 16 uses use VERB bracis-19084 117 17 machine machine NOUN bracis-19084 117 18 learning learn VERB bracis-19084 117 19 techniques technique NOUN bracis-19084 117 20 for for ADP bracis-19084 117 21 this this DET bracis-19084 117 22 purpose purpose NOUN bracis-19084 117 23 . . PUNCT bracis-19084 118 1 however however ADV bracis-19084 118 2 , , PUNCT bracis-19084 118 3 although although SCONJ bracis-19084 118 4 we we PRON bracis-19084 118 5 have have AUX bracis-19084 118 6 found find VERB bracis-19084 118 7 some some DET bracis-19084 118 8 papers paper NOUN bracis-19084 118 9 on on ADP bracis-19084 118 10 the the DET bracis-19084 118 11 re re PROPN bracis-19084 118 12 task task NOUN bracis-19084 118 13 , , PUNCT bracis-19084 118 14 few few ADJ bracis-19084 118 15 of of ADP bracis-19084 118 16 them they PRON bracis-19084 118 17 are be AUX bracis-19084 118 18 for for ADP bracis-19084 118 19 the the DET bracis-19084 118 20 portuguese portuguese ADJ bracis-19084 118 21 language language NOUN bracis-19084 118 22 , , PUNCT bracis-19084 118 23 and and CCONJ bracis-19084 118 24 only only ADV bracis-19084 118 25 one one NUM bracis-19084 118 26 of of ADP bracis-19084 118 27 them they PRON bracis-19084 118 28 is be AUX bracis-19084 118 29 related relate VERB bracis-19084 118 30 to to ADP bracis-19084 118 31 the the DET bracis-19084 118 32 financial financial ADJ bracis-19084 118 33 context context NOUN bracis-19084 118 34     SPACE bracis-19084 119 1 [ [ X bracis-19084 119 2 5 5 NUM bracis-19084 119 3 ] ] PUNCT bracis-19084 119 4 . . PUNCT bracis-19084 120 1 considering consider VERB bracis-19084 120 2 other other ADJ bracis-19084 120 3 languages language NOUN bracis-19084 120 4 , , PUNCT bracis-19084 120 5 the the DET bracis-19084 120 6 work work NOUN bracis-19084 120 7 by by ADP bracis-19084 120 8 zhou zhou PROPN bracis-19084 120 9     SPACE bracis-19084 121 1 [ [ X bracis-19084 121 2 30 30 NUM bracis-19084 121 3 ] ] PUNCT bracis-19084 121 4 has have VERB bracis-19084 121 5 similar similar ADJ bracis-19084 121 6 goals goal NOUN bracis-19084 121 7 to to ADP bracis-19084 121 8 ours ours PRON bracis-19084 121 9 but but CCONJ bracis-19084 121 10 proposes propose VERB bracis-19084 121 11 a a DET bracis-19084 121 12 joint joint ADJ bracis-19084 121 13 model model NOUN bracis-19084 121 14 for for ADP bracis-19084 121 15 ner ner NOUN bracis-19084 121 16 and and CCONJ bracis-19084 121 17 classifies classify VERB bracis-19084 121 18 the the DET bracis-19084 121 19 type type NOUN bracis-19084 121 20 of of ADP bracis-19084 121 21 relationship relationship NOUN bracis-19084 121 22 between between ADP bracis-19084 121 23 such such ADJ bracis-19084 121 24 named name VERB bracis-19084 121 25 entities entity NOUN bracis-19084 121 26 . . PUNCT bracis-19084 122 1 thus thus ADV bracis-19084 122 2 , , PUNCT bracis-19084 122 3 it it PRON bracis-19084 122 4 is be AUX bracis-19084 122 5 clear clear ADJ bracis-19084 122 6 that that SCONJ bracis-19084 122 7 there there PRON bracis-19084 122 8 is be VERB bracis-19084 122 9 a a DET bracis-19084 122 10 gap gap NOUN bracis-19084 122 11 in in ADP bracis-19084 122 12 the the DET bracis-19084 122 13 literature literature NOUN bracis-19084 122 14 for for ADP bracis-19084 122 15 work work NOUN bracis-19084 122 16 that that PRON bracis-19084 122 17 address address VERB bracis-19084 122 18 such such ADJ bracis-19084 122 19 tasks task NOUN bracis-19084 122 20 using use VERB bracis-19084 122 21 deep deep ADJ bracis-19084 122 22 learning learning NOUN bracis-19084 122 23 techniques technique NOUN bracis-19084 122 24 and and CCONJ bracis-19084 122 25 having have VERB bracis-19084 122 26 portuguese portuguese NOUN bracis-19084 122 27 as as ADP bracis-19084 122 28 the the DET bracis-19084 122 29 main main ADJ bracis-19084 122 30 language language NOUN bracis-19084 122 31 , , PUNCT bracis-19084 122 32 especially especially ADV bracis-19084 122 33 in in ADP bracis-19084 122 34 the the DET bracis-19084 122 35 economic economic ADJ bracis-19084 122 36 - - PUNCT bracis-19084 122 37 financial financial ADJ bracis-19084 122 38 context context NOUN bracis-19084 122 39 as as SCONJ bracis-19084 122 40 addressed address VERB bracis-19084 122 41 in in ADP bracis-19084 122 42 this this DET bracis-19084 122 43 work work NOUN bracis-19084 122 44 . . PUNCT bracis-19084 123 1 4 4 NUM bracis-19084 123 2 relationship relationship NOUN bracis-19084 123 3 extractor extractor NOUN bracis-19084 123 4 model model NOUN bracis-19084 123 5 through through ADP bracis-19084 123 6 the the DET bracis-19084 123 7 analysis analysis NOUN bracis-19084 123 8 of of ADP bracis-19084 123 9 the the DET bracis-19084 123 10 records record NOUN bracis-19084 123 11 collected collect VERB bracis-19084 123 12 and and CCONJ bracis-19084 123 13 used use VERB bracis-19084 123 14 in in ADP bracis-19084 123 15 the the DET bracis-19084 123 16 experiment experiment NOUN bracis-19084 123 17 , , PUNCT bracis-19084 123 18 it it PRON bracis-19084 123 19 is be AUX bracis-19084 123 20 possible possible ADJ bracis-19084 123 21 to to PART bracis-19084 123 22 note note VERB bracis-19084 123 23 that that SCONJ bracis-19084 123 24 the the DET bracis-19084 123 25 data datum NOUN bracis-19084 123 26 from from ADP bracis-19084 123 27 the the DET bracis-19084 123 28 financial financial ADJ bracis-19084 123 29 field field NOUN bracis-19084 123 30 contain contain VERB bracis-19084 123 31 relationships relationship NOUN bracis-19084 123 32 composed compose VERB bracis-19084 123 33 of of ADP bracis-19084 123 34 many many ADJ bracis-19084 123 35 tokens token NOUN bracis-19084 123 36 , , PUNCT bracis-19084 123 37 in in ADP bracis-19084 123 38 addition addition NOUN bracis-19084 123 39 to to ADP bracis-19084 123 40 the the DET bracis-19084 123 41 fact fact NOUN bracis-19084 123 42 that that SCONJ bracis-19084 123 43 the the DET bracis-19084 123 44 sentences sentence NOUN bracis-19084 123 45 can can AUX bracis-19084 123 46 be be AUX bracis-19084 123 47 long long ADJ bracis-19084 123 48 . . PUNCT bracis-19084 124 1 there there PRON bracis-19084 124 2 are be VERB bracis-19084 124 3 many many ADJ bracis-19084 124 4 ways way NOUN bracis-19084 124 5 to to PART bracis-19084 124 6 express express VERB bracis-19084 124 7 relationships relationship NOUN bracis-19084 124 8 , , PUNCT bracis-19084 124 9 and and CCONJ bracis-19084 124 10 the the DET bracis-19084 124 11 same same ADJ bracis-19084 124 12 semantics semantic NOUN bracis-19084 124 13 can can AUX bracis-19084 124 14 be be AUX bracis-19084 124 15 expressed express VERB bracis-19084 124 16 in in ADP bracis-19084 124 17 many many ADJ bracis-19084 124 18 ways way NOUN bracis-19084 124 19 . . PUNCT bracis-19084 125 1 thus thus ADV bracis-19084 125 2 , , PUNCT bracis-19084 125 3 the the DET bracis-19084 125 4 problem problem NOUN bracis-19084 125 5 we we PRON bracis-19084 125 6 address address VERB bracis-19084 125 7 can can AUX bracis-19084 125 8 benefit benefit VERB bracis-19084 125 9 from from ADP bracis-19084 125 10 the the DET bracis-19084 125 11 use use NOUN bracis-19084 125 12 of of ADP bracis-19084 125 13 an an DET bracis-19084 125 14 attention attention NOUN bracis-19084 125 15 mechanism mechanism NOUN bracis-19084 125 16 . . PUNCT bracis-19084 126 1 in in ADP bracis-19084 126 2 this this DET bracis-19084 126 3 section section NOUN bracis-19084 126 4 , , PUNCT bracis-19084 126 5 we we PRON bracis-19084 126 6 present present VERB bracis-19084 126 7 our our PRON bracis-19084 126 8 model model NOUN bracis-19084 126 9 based base VERB bracis-19084 126 10 on on ADP bracis-19084 126 11 transformers transformer NOUN bracis-19084 126 12     SPACE bracis-19084 126 13 [ [ X bracis-19084 126 14 23 23 NUM bracis-19084 126 15 ] ] X bracis-19084 126 16 bert bert PROPN bracis-19084 126 17 . . PUNCT bracis-19084 127 1 we we PRON bracis-19084 127 2 used use VERB bracis-19084 127 3 the the DET bracis-19084 127 4 pre pre ADJ bracis-19084 127 5 - - ADJ bracis-19084 127 6 trained train VERB bracis-19084 127 7 model model NOUN bracis-19084 127 8 in in ADP bracis-19084 127 9 portuguese portuguese PROPN bracis-19084 127 10 based base VERB bracis-19084 127 11 on on ADP bracis-19084 127 12 the the DET bracis-19084 127 13 brwac brwac PROPN bracis-19084 127 14 corpus corpus NOUN bracis-19084 127 15 provided provide VERB bracis-19084 127 16 by by ADP bracis-19084 127 17 souza souza PROPN bracis-19084 127 18 et et PROPN bracis-19084 127 19 al al PROPN bracis-19084 127 20 . . PUNCT bracis-19084 127 21     SPACE bracis-19084 128 1 [ [ X bracis-19084 128 2 21 21 NUM bracis-19084 128 3 ] ] PUNCT bracis-19084 128 4 . . PUNCT bracis-19084 129 1 the the DET bracis-19084 129 2 implementations implementation NOUN bracis-19084 129 3 of of ADP bracis-19084 129 4 this this DET bracis-19084 129 5 version version NOUN bracis-19084 129 6 of of ADP bracis-19084 129 7 transformers transformer NOUN bracis-19084 129 8 are be AUX bracis-19084 129 9 provided provide VERB bracis-19084 129 10 by by ADP bracis-19084 129 11 huggingfacefootnote huggingfacefootnote NOUN bracis-19084 129 12 3 3 NUM bracis-19084 129 13 ; ; PUNCT bracis-19084 129 14 we we PRON bracis-19084 129 15 have have AUX bracis-19084 129 16 added add VERB bracis-19084 129 17 and and CCONJ bracis-19084 129 18 trained train VERB bracis-19084 129 19 the the DET bracis-19084 129 20 last last ADJ bracis-19084 129 21 layers layer NOUN bracis-19084 129 22 of of ADP bracis-19084 129 23 the the DET bracis-19084 129 24 model model NOUN bracis-19084 129 25 in in ADP bracis-19084 129 26 order order NOUN bracis-19084 129 27 to to PART bracis-19084 129 28 extract extract VERB bracis-19084 129 29 a a DET bracis-19084 129 30 sub sub NOUN bracis-19084 129 31 - - NOUN bracis-19084 129 32 sequence sequence NOUN bracis-19084 129 33 of of ADP bracis-19084 129 34 the the DET bracis-19084 129 35 input input NOUN bracis-19084 129 36 text text NOUN bracis-19084 129 37 . . PUNCT bracis-19084 130 1 as as ADP bracis-19084 130 2 in in ADP bracis-19084 130 3 fig fig NOUN bracis-19084 130 4 . . PUNCT bracis-19084 130 5     SPACE bracis-19084 130 6 1 1 NUM bracis-19084 130 7 , , PUNCT bracis-19084 130 8 the the DET bracis-19084 130 9 model model NOUN bracis-19084 130 10 architecture architecture NOUN bracis-19084 130 11 is be AUX bracis-19084 130 12 composed compose VERB bracis-19084 130 13 of of ADP bracis-19084 130 14 two two NUM bracis-19084 130 15 main main ADJ bracis-19084 130 16 components component NOUN bracis-19084 130 17 , , PUNCT bracis-19084 130 18 encoders encoder NOUN bracis-19084 130 19 and and CCONJ bracis-19084 130 20 decoders decoder NOUN bracis-19084 130 21 . . PUNCT bracis-19084 131 1 this this DET bracis-19084 131 2 approach approach NOUN bracis-19084 131 3 provides provide VERB bracis-19084 131 4 a a DET bracis-19084 131 5 slightly slightly ADV bracis-19084 131 6 different different ADJ bracis-19084 131 7 representation representation NOUN bracis-19084 131 8 for for ADP bracis-19084 131 9 the the DET bracis-19084 131 10 words word NOUN bracis-19084 131 11 as as SCONJ bracis-19084 131 12 they they PRON bracis-19084 131 13 are be AUX bracis-19084 131 14 used use VERB bracis-19084 131 15 in in ADP bracis-19084 131 16 the the DET bracis-19084 131 17 sentences sentence NOUN bracis-19084 131 18 and and CCONJ bracis-19084 131 19 their their PRON bracis-19084 131 20 relationship relationship NOUN bracis-19084 131 21 to to ADP bracis-19084 131 22 other other ADJ bracis-19084 131 23 words word NOUN bracis-19084 131 24 . . PUNCT bracis-19084 132 1 this this PRON bracis-19084 132 2 allows allow VERB bracis-19084 132 3 the the DET bracis-19084 132 4 model model NOUN bracis-19084 132 5 to to PART bracis-19084 132 6 understand understand VERB bracis-19084 132 7 the the DET bracis-19084 132 8 word word NOUN bracis-19084 132 9 itself itself PRON bracis-19084 132 10 and and CCONJ bracis-19084 132 11 the the DET bracis-19084 132 12 context context NOUN bracis-19084 132 13 in in ADP bracis-19084 132 14 which which PRON bracis-19084 132 15 it it PRON bracis-19084 132 16 is be AUX bracis-19084 132 17 inserted insert VERB bracis-19084 132 18 . . PUNCT bracis-19084 133 1 in in ADP bracis-19084 133 2 general general ADJ bracis-19084 133 3 terms term NOUN bracis-19084 133 4 , , PUNCT bracis-19084 133 5 the the DET bracis-19084 133 6 sentences sentence NOUN bracis-19084 133 7 enter enter VERB bracis-19084 133 8 through through ADP bracis-19084 133 9 the the DET bracis-19084 133 10 encoder encoder NOUN bracis-19084 133 11 , , PUNCT bracis-19084 133 12 which which PRON bracis-19084 133 13 has have VERB bracis-19084 133 14 two two NUM bracis-19084 133 15 layers layer NOUN bracis-19084 133 16 : : PUNCT bracis-19084 133 17 an an DET bracis-19084 133 18 attention attention NOUN bracis-19084 133 19 mechanism mechanism NOUN bracis-19084 133 20 which which PRON bracis-19084 133 21 then then ADV bracis-19084 133 22 feeds feed VERB bracis-19084 133 23 into into ADP bracis-19084 133 24 a a DET bracis-19084 133 25 feed feed NOUN bracis-19084 133 26 forward forward ADV bracis-19084 133 27 neural neural ADJ bracis-19084 133 28 network network NOUN bracis-19084 133 29 ; ; PUNCT bracis-19084 133 30 the the DET bracis-19084 133 31 output output NOUN bracis-19084 133 32 of of ADP bracis-19084 133 33 the the DET bracis-19084 133 34 encoder encoder NOUN bracis-19084 133 35 is be AUX bracis-19084 133 36 then then ADV bracis-19084 133 37 sent send VERB bracis-19084 133 38 to to ADP bracis-19084 133 39 the the DET bracis-19084 133 40 decoder decoder NOUN bracis-19084 133 41 . . PUNCT bracis-19084 134 1 the the DET bracis-19084 134 2 decoder decoder NOUN bracis-19084 134 3 also also ADV bracis-19084 134 4 has have VERB bracis-19084 134 5 both both CCONJ bracis-19084 134 6 those those DET bracis-19084 134 7 layers layer NOUN bracis-19084 134 8 , , PUNCT bracis-19084 134 9 but but CCONJ bracis-19084 134 10 between between ADP bracis-19084 134 11 them they PRON bracis-19084 134 12 there there PRON bracis-19084 134 13 is be VERB bracis-19084 134 14 additionally additionally ADV bracis-19084 134 15 an an DET bracis-19084 134 16 attention attention NOUN bracis-19084 134 17 mechanism mechanism NOUN bracis-19084 134 18 that that PRON bracis-19084 134 19 helps help VERB bracis-19084 134 20 focusing focus VERB bracis-19084 134 21 on on ADP bracis-19084 134 22 the the DET bracis-19084 134 23 relevant relevant ADJ bracis-19084 134 24 parts part NOUN bracis-19084 134 25 of of ADP bracis-19084 134 26 the the DET bracis-19084 134 27 input input NOUN bracis-19084 134 28 sentence sentence NOUN bracis-19084 134 29 . . PUNCT bracis-19084 135 1 below below ADV bracis-19084 135 2 , , PUNCT bracis-19084 135 3 we we PRON bracis-19084 135 4 describe describe VERB bracis-19084 135 5 in in ADP bracis-19084 135 6 more more ADJ bracis-19084 135 7 detail detail NOUN bracis-19084 135 8 some some PRON bracis-19084 135 9 of of ADP bracis-19084 135 10 these these DET bracis-19084 135 11 concepts concept NOUN bracis-19084 135 12 . . PUNCT bracis-19084 136 1 fig fig NOUN bracis-19084 136 2 . . PUNCT bracis-19084 137 1 1 1 X bracis-19084 137 2 . . PUNCT bracis-19084 137 3 model model NOUN bracis-19084 137 4 architecture architecture NOUN bracis-19084 137 5 full full ADJ bracis-19084 137 6 size size NOUN bracis-19084 137 7 image image NOUN bracis-19084 137 8 attention attention NOUN bracis-19084 137 9 mechanism mechanism NOUN bracis-19084 137 10 : : PUNCT bracis-19084 137 11 an an DET bracis-19084 137 12 attention attention NOUN bracis-19084 137 13 mechanism mechanism NOUN bracis-19084 137 14 can can AUX bracis-19084 137 15 be be AUX bracis-19084 137 16 described describe VERB bracis-19084 137 17 as as ADP bracis-19084 137 18 mapping map VERB bracis-19084 137 19 a a DET bracis-19084 137 20 query query NOUN bracis-19084 137 21 and and CCONJ bracis-19084 137 22 a a DET bracis-19084 137 23 set set NOUN bracis-19084 137 24 of of ADP bracis-19084 137 25 key key ADJ bracis-19084 137 26 - - PUNCT bracis-19084 137 27 value value NOUN bracis-19084 137 28 pairs pair NOUN bracis-19084 137 29 to to ADP bracis-19084 137 30 an an DET bracis-19084 137 31 output output NOUN bracis-19084 137 32 , , PUNCT bracis-19084 137 33 where where SCONJ bracis-19084 137 34 the the DET bracis-19084 137 35 query query NOUN bracis-19084 137 36 , , PUNCT bracis-19084 137 37 keys key NOUN bracis-19084 137 38 , , PUNCT bracis-19084 137 39 values value NOUN bracis-19084 137 40 , , PUNCT bracis-19084 137 41 and and CCONJ bracis-19084 137 42 output output NOUN bracis-19084 137 43 are be AUX bracis-19084 137 44 all all PRON bracis-19084 137 45 vectors vector NOUN bracis-19084 137 46 . . PUNCT bracis-19084 138 1 as as ADP bracis-19084 138 2 per per ADP bracis-19084 138 3 eq eq NOUN bracis-19084 138 4 . . PUNCT bracis-19084 138 5     SPACE bracis-19084 138 6 1 1 NUM bracis-19084 138 7 , , PUNCT bracis-19084 138 8 the the DET bracis-19084 138 9 output output NOUN bracis-19084 138 10 is be AUX bracis-19084 138 11 calculated calculate VERB bracis-19084 138 12 as as ADP bracis-19084 138 13 a a DET bracis-19084 138 14 weighted weighted ADJ bracis-19084 138 15 sum sum NOUN bracis-19084 138 16 of of ADP bracis-19084 138 17 values value NOUN bracis-19084 138 18 , , PUNCT bracis-19084 138 19 where where SCONJ bracis-19084 138 20 the the DET bracis-19084 138 21 weight weight NOUN bracis-19084 138 22 assigned assign VERB bracis-19084 138 23 to to ADP bracis-19084 138 24 each each DET bracis-19084 138 25 value value NOUN bracis-19084 138 26 is be AUX bracis-19084 138 27 calculated calculate VERB bracis-19084 138 28 by by ADP bracis-19084 138 29 a a DET bracis-19084 138 30 query query NOUN bracis-19084 138 31 matching matching NOUN bracis-19084 138 32 function function NOUN bracis-19084 138 33 with with ADP bracis-19084 138 34 the the DET bracis-19084 138 35 corresponding corresponding ADJ bracis-19084 138 36 key key NOUN bracis-19084 138 37 . . PUNCT bracis-19084 139 1 in in ADP bracis-19084 139 2 the the DET bracis-19084 139 3 bert bert PROPN bracis-19084 139 4 pre pre ADJ bracis-19084 139 5 - - ADJ bracis-19084 139 6 trained train VERB bracis-19084 139 7 model model NOUN bracis-19084 139 8 , , PUNCT bracis-19084 139 9 multi multi ADJ bracis-19084 139 10 - - ADJ bracis-19084 139 11 head head ADJ bracis-19084 139 12 attention attention NOUN bracis-19084 139 13 is be AUX bracis-19084 139 14 used use VERB bracis-19084 139 15 , , PUNCT bracis-19084 139 16 which which PRON bracis-19084 139 17 allows allow VERB bracis-19084 139 18 the the DET bracis-19084 139 19 model model NOUN bracis-19084 139 20 to to PART bracis-19084 139 21 serve serve VERB bracis-19084 139 22 together together ADP bracis-19084 139 23 information information NOUN bracis-19084 139 24 from from ADP bracis-19084 139 25 different different ADJ bracis-19084 139 26 representations representation NOUN bracis-19084 139 27 in in ADP bracis-19084 139 28 different different ADJ bracis-19084 139 29 positions position NOUN bracis-19084 139 30 . . PUNCT bracis-19084 140 1 $ $ SYM bracis-19084 140 2 $ $ SYM bracis-19084 140 3 \begin{aligned \begin{aligne VERB bracis-19084 140 4 } } PUNCT bracis-19084 140 5 multihead(q multihead(q PROPN bracis-19084 140 6 , , PUNCT bracis-19084 140 7 k k NOUN bracis-19084 140 8 , , PUNCT bracis-19084 140 9 v v NOUN bracis-19084 140 10 ) ) PUNCT bracis-19084 140 11 = = SYM bracis-19084 140 12 concat(head_1 concat(head_1 NOUN bracis-19084 140 13 , , PUNCT bracis-19084 140 14 ... ... PUNCT bracis-19084 140 15 , , PUNCT bracis-19084 140 16 head_h head_h NOUN bracis-19084 140 17 ) ) PUNCT bracis-19084 140 18 w^o w^o PROPN bracis-19084 140 19 , , PUNCT bracis-19084 140 20 \end{aligned}$$ \end{aligned}$$ X bracis-19084 140 21 ( ( PUNCT bracis-19084 140 22 1 1 NUM bracis-19084 140 23 ) ) PUNCT bracis-19084 140 24 where where SCONJ bracis-19084 140 25 $ $ SYM bracis-19084 140 26 $ $ SYM bracis-19084 140 27 \begin{aligned \begin{aligne VERB bracis-19084 140 28 } } PUNCT bracis-19084 140 29 head_i head_i X bracis-19084 140 30 = = SYM bracis-19084 140 31 attention(qw_1^q attention(qw_1^q NOUN bracis-19084 140 32 , , PUNCT bracis-19084 140 33 kw_i^k kw_i^k PROPN bracis-19084 140 34 , , PUNCT bracis-19084 140 35 vw_i^v vw_i^v PROPN bracis-19084 140 36 ) ) PUNCT bracis-19084 140 37 . . PUNCT bracis-19084 141 1 \end{aligned}$$ \end{aligned}$$ X bracis-19084 141 2 ( ( PUNCT bracis-19084 141 3 2 2 NUM bracis-19084 141 4 ) ) PUNCT bracis-19084 141 5 feed feed NOUN bracis-19084 141 6 - - PUNCT bracis-19084 141 7 forward forward NOUN bracis-19084 141 8 layer layer NOUN bracis-19084 141 9 : : PUNCT bracis-19084 141 10 in in ADP bracis-19084 141 11 addition addition NOUN bracis-19084 141 12 to to ADP bracis-19084 141 13 the the DET bracis-19084 141 14 attention attention NOUN bracis-19084 141 15 mechanism mechanism NOUN bracis-19084 141 16 , , PUNCT bracis-19084 141 17 each each PRON bracis-19084 141 18 of of ADP bracis-19084 141 19 the the DET bracis-19084 141 20 layers layer NOUN bracis-19084 141 21 in in ADP bracis-19084 141 22 our our PRON bracis-19084 141 23 encoders encoder NOUN bracis-19084 141 24 and and CCONJ bracis-19084 141 25 decoders decoder NOUN bracis-19084 141 26 contains contain VERB bracis-19084 141 27 a a DET bracis-19084 141 28 fully fully ADV bracis-19084 141 29 connected connect VERB bracis-19084 141 30 feed feed NOUN bracis-19084 141 31 - - PUNCT bracis-19084 141 32 forward forward NOUN bracis-19084 141 33 layer layer NOUN bracis-19084 141 34 , , PUNCT bracis-19084 141 35 which which PRON bracis-19084 141 36 is be AUX bracis-19084 141 37 applied apply VERB bracis-19084 141 38 to to ADP bracis-19084 141 39 each each DET bracis-19084 141 40 position position NOUN bracis-19084 141 41 separately separately ADV bracis-19084 141 42 and and CCONJ bracis-19084 141 43 identically identically ADV bracis-19084 141 44 . . PUNCT bracis-19084 142 1 this this PRON bracis-19084 142 2 consists consist VERB bracis-19084 142 3 of of ADP bracis-19084 142 4 two two NUM bracis-19084 142 5 linear linear ADJ bracis-19084 142 6 transformations transformation NOUN bracis-19084 142 7 with with ADP bracis-19084 142 8 a a DET bracis-19084 142 9 relu relu NOUN bracis-19084 142 10 activation activation NOUN bracis-19084 142 11 between between ADP bracis-19084 142 12 them they PRON bracis-19084 142 13 which which PRON bracis-19084 142 14 are be AUX bracis-19084 142 15 calculated calculate VERB bracis-19084 142 16 according accord VERB bracis-19084 142 17 to to ADP bracis-19084 142 18 eq eq PROPN bracis-19084 142 19 . . PUNCT bracis-19084 142 20     SPACE bracis-19084 143 1 3 3 NUM bracis-19084 143 2 . . NOUN bracis-19084 143 3 $ $ SYM bracis-19084 143 4 $ $ SYM bracis-19084 143 5 \begin{aligned \begin{aligne VERB bracis-19084 143 6 } } PUNCT bracis-19084 143 7 ffn(x ffn(x PROPN bracis-19084 143 8 ) ) PUNCT bracis-19084 143 9 = = PUNCT bracis-19084 143 10 max(0 max(0 NOUN bracis-19084 143 11 , , PUNCT bracis-19084 143 12 xw_1 xw_1 PUNCT bracis-19084 144 1 + + CCONJ bracis-19084 144 2 b_1)w_2 b_1)w_2 PROPN bracis-19084 144 3 + + CCONJ bracis-19084 144 4 b_2 b_2 PROPN bracis-19084 144 5 . . PROPN bracis-19084 145 1 \end{aligned}$$ \end{aligned}$$ PROPN bracis-19084 145 2 ( ( PUNCT bracis-19084 145 3 3 3 NUM bracis-19084 145 4 ) ) SYM bracis-19084 145 5 5 5 NUM bracis-19084 145 6 experiments experiment NOUN bracis-19084 145 7 this this DET bracis-19084 145 8 section section NOUN bracis-19084 145 9 aims aim VERB bracis-19084 145 10 to to PART bracis-19084 145 11 evaluate evaluate VERB bracis-19084 145 12 the the DET bracis-19084 145 13 performance performance NOUN bracis-19084 145 14 of of ADP bracis-19084 145 15 the the DET bracis-19084 145 16 proposed propose VERB bracis-19084 145 17 model model NOUN bracis-19084 145 18 in in ADP bracis-19084 145 19 experiments experiment NOUN bracis-19084 145 20 using use VERB bracis-19084 145 21 the the DET bracis-19084 145 22 corpus corpus NOUN bracis-19084 145 23 for for ADP bracis-19084 145 24 the the DET bracis-19084 145 25 financial financial ADJ bracis-19084 145 26 domain domain NOUN bracis-19084 145 27 . . PUNCT bracis-19084 146 1 the the DET bracis-19084 146 2 proposed propose VERB bracis-19084 146 3 approach approach NOUN bracis-19084 146 4 follows follow VERB bracis-19084 146 5 the the DET bracis-19084 146 6 knowledge knowledge NOUN bracis-19084 146 7 discovery discovery NOUN bracis-19084 146 8 in in ADP bracis-19084 146 9 databases database NOUN bracis-19084 146 10 ( ( PUNCT bracis-19084 146 11 kdd kdd NOUN bracis-19084 146 12 ) ) PUNCT bracis-19084 146 13 process process NOUN bracis-19084 146 14 created create VERB bracis-19084 146 15 by by ADP bracis-19084 146 16 fayyad fayyad PROPN bracis-19084 146 17     SPACE bracis-19084 147 1 [ [ X bracis-19084 147 2 11 11 NUM bracis-19084 147 3 ] ] PUNCT bracis-19084 147 4 . . PUNCT bracis-19084 148 1 this this DET bracis-19084 148 2 process process NOUN bracis-19084 148 3 contains contain VERB bracis-19084 148 4 five five NUM bracis-19084 148 5 steps step NOUN bracis-19084 148 6 ranging range VERB bracis-19084 148 7 from from ADP bracis-19084 148 8 data datum NOUN bracis-19084 148 9 collection collection NOUN bracis-19084 148 10 and and CCONJ bracis-19084 148 11 creation creation NOUN bracis-19084 148 12 , , PUNCT bracis-19084 148 13 as as SCONJ bracis-19084 148 14 described describe VERB bracis-19084 148 15 in in ADP bracis-19084 148 16 sect sect NOUN bracis-19084 148 17 . . PUNCT bracis-19084 148 18     SPACE bracis-19084 148 19 5.1 5.1 NUM bracis-19084 148 20 , , PUNCT bracis-19084 148 21 to to ADP bracis-19084 148 22 the the DET bracis-19084 148 23 evaluation evaluation NOUN bracis-19084 148 24 of of ADP bracis-19084 148 25 results result NOUN bracis-19084 148 26 . . PUNCT bracis-19084 149 1 the the DET bracis-19084 149 2 next next ADJ bracis-19084 149 3 sections section NOUN bracis-19084 149 4 aim aim VERB bracis-19084 149 5 to to PART bracis-19084 149 6 explain explain VERB bracis-19084 149 7 how how SCONJ bracis-19084 149 8 each each PRON bracis-19084 149 9 of of ADP bracis-19084 149 10 these these DET bracis-19084 149 11 steps step NOUN bracis-19084 149 12 was be AUX bracis-19084 149 13 employed employ VERB bracis-19084 149 14 in in ADP bracis-19084 149 15 this this DET bracis-19084 149 16 work work NOUN bracis-19084 149 17 . . PUNCT bracis-19084 150 1 5.1 5.1 NUM bracis-19084 150 2 selection selection NOUN bracis-19084 150 3 as as ADP bracis-19084 150 4 in in ADP bracis-19084 150 5 the the DET bracis-19084 150 6 selection selection NOUN bracis-19084 150 7 step step NOUN bracis-19084 150 8 it it PRON bracis-19084 150 9 is be AUX bracis-19084 150 10 necessary necessary ADJ bracis-19084 150 11 to to PART bracis-19084 150 12 indicate indicate VERB bracis-19084 150 13 which which DET bracis-19084 150 14 data datum NOUN bracis-19084 150 15 will will AUX bracis-19084 150 16 be be AUX bracis-19084 150 17 used use VERB bracis-19084 150 18 during during ADP bracis-19084 150 19 the the DET bracis-19084 150 20 experiments experiment NOUN bracis-19084 150 21 for for ADP bracis-19084 150 22 the the DET bracis-19084 150 23 re re NOUN bracis-19084 150 24     SPACE bracis-19084 150 25 [ [ PUNCT bracis-19084 150 26 11 11 NUM bracis-19084 150 27 ] ] PUNCT bracis-19084 150 28 task task NOUN bracis-19084 150 29 , , PUNCT bracis-19084 150 30 we we PRON bracis-19084 150 31 start start VERB bracis-19084 150 32 by by ADP bracis-19084 150 33 searching search VERB bracis-19084 150 34 for for ADP bracis-19084 150 35 corpora corpus NOUN bracis-19084 150 36 . . PUNCT bracis-19084 151 1 however however ADV bracis-19084 151 2 , , PUNCT bracis-19084 151 3 there there PRON bracis-19084 151 4 was be VERB bracis-19084 151 5 no no DET bracis-19084 151 6 evidence evidence NOUN bracis-19084 151 7 of of ADP bracis-19084 151 8 open open ADJ bracis-19084 151 9 datasets dataset NOUN bracis-19084 151 10 in in ADP bracis-19084 151 11 the the DET bracis-19084 151 12 context context NOUN bracis-19084 151 13 of of ADP bracis-19084 151 14 extracting extract VERB bracis-19084 151 15 relationships relationship NOUN bracis-19084 151 16 in in ADP bracis-19084 151 17 the the DET bracis-19084 151 18 financial financial ADJ bracis-19084 151 19 area area NOUN bracis-19084 151 20 in in ADP bracis-19084 151 21 the the DET bracis-19084 151 22 portuguese portuguese ADJ bracis-19084 151 23 language language NOUN bracis-19084 151 24 . . PUNCT bracis-19084 152 1 therefore therefore ADV bracis-19084 152 2 , , PUNCT bracis-19084 152 3 for for ADP bracis-19084 152 4 this this DET bracis-19084 152 5 work work NOUN bracis-19084 152 6 , , PUNCT bracis-19084 152 7 a a DET bracis-19084 152 8 corpus corpus NOUN bracis-19084 152 9 with with ADP bracis-19084 152 10 4,641 4,641 NUM bracis-19084 152 11 manually manually ADV bracis-19084 152 12 annotated annotate VERB bracis-19084 152 13 tuples tuple NOUN bracis-19084 152 14 was be AUX bracis-19084 152 15 created create VERB bracis-19084 152 16 . . PUNCT bracis-19084 153 1 more more ADJ bracis-19084 153 2 than than ADP bracis-19084 153 3 1,500 1,500 NUM bracis-19084 153 4 financial financial ADJ bracis-19084 153 5 market market NOUN bracis-19084 153 6 news news NOUN bracis-19084 153 7 from from ADP bracis-19084 153 8 2018 2018 NUM bracis-19084 153 9 was be AUX bracis-19084 153 10 provided provide VERB bracis-19084 153 11 by by ADP bracis-19084 153 12 a a DET bracis-19084 153 13 partner partner NOUN bracis-19084 153 14 company company NOUN bracis-19084 153 15 . . PUNCT bracis-19084 154 1 those those DET bracis-19084 154 2 news news NOUN bracis-19084 154 3 articles article NOUN bracis-19084 154 4 were be AUX bracis-19084 154 5 collected collect VERB bracis-19084 154 6 from from ADP bracis-19084 154 7 various various ADJ bracis-19084 154 8 media medium NOUN bracis-19084 154 9 outlets outlet NOUN bracis-19084 154 10 , , PUNCT bracis-19084 154 11 such such ADJ bracis-19084 154 12 as as ADP bracis-19084 154 13 financial financial ADJ bracis-19084 154 14 market market NOUN bracis-19084 154 15 websites website NOUN bracis-19084 154 16 , , PUNCT bracis-19084 154 17 newspapers newspaper NOUN bracis-19084 154 18 , , PUNCT bracis-19084 154 19 and and CCONJ bracis-19084 154 20 corporate corporate ADJ bracis-19084 154 21 balance balance NOUN bracis-19084 154 22 sheets sheet NOUN bracis-19084 154 23 . . PUNCT bracis-19084 155 1 those those DET bracis-19084 155 2 articles article NOUN bracis-19084 155 3 gave give VERB bracis-19084 155 4 rise rise NOUN bracis-19084 155 5 to to ADP bracis-19084 155 6 more more ADJ bracis-19084 155 7 than than ADP bracis-19084 155 8 10,000 10,000 NUM bracis-19084 155 9 sentences sentence NOUN bracis-19084 155 10 that that PRON bracis-19084 155 11 were be AUX bracis-19084 155 12 analyzed analyze VERB bracis-19084 155 13 manually manually ADV bracis-19084 155 14 . . PUNCT bracis-19084 156 1 another another DET bracis-19084 156 2 7,097 7,097 NUM bracis-19084 156 3 tweets tweet NOUN bracis-19084 156 4 with with ADP bracis-19084 156 5 dates date NOUN bracis-19084 156 6 from from ADP bracis-19084 156 7 january january PROPN bracis-19084 156 8 2021 2021 NUM bracis-19084 156 9 were be AUX bracis-19084 156 10 also also ADV bracis-19084 156 11 collected collect VERB bracis-19084 156 12 . . PUNCT bracis-19084 157 1 those those DET bracis-19084 157 2 tweets tweet NOUN bracis-19084 157 3 were be AUX bracis-19084 157 4 selected select VERB bracis-19084 157 5 from from ADP bracis-19084 157 6 10 10 NUM bracis-19084 157 7 communication communication NOUN bracis-19084 157 8 media medium NOUN bracis-19084 157 9 users user NOUN bracis-19084 157 10 focused focus VERB bracis-19084 157 11 on on ADP bracis-19084 157 12 the the DET bracis-19084 157 13 financial financial ADJ bracis-19084 157 14 market market NOUN bracis-19084 157 15 and and CCONJ bracis-19084 157 16 the the DET bracis-19084 157 17 economy economy NOUN bracis-19084 157 18 in in ADP bracis-19084 157 19 general general ADJ bracis-19084 157 20 . . PUNCT bracis-19084 158 1 the the DET bracis-19084 158 2 selected select VERB bracis-19084 158 3 users user NOUN bracis-19084 158 4 were be AUX bracis-19084 158 5 : : PUNCT bracis-19084 158 6 infomoney infomoney NOUN bracis-19084 158 7 , , PUNCT bracis-19084 158 8 estadaoeconomia estadaoeconomia PROPN bracis-19084 158 9 , , PUNCT bracis-19084 158 10 uoleconomia uoleconomia NOUN bracis-19084 158 11 , , PUNCT bracis-19084 158 12 g1economia g1economia NOUN bracis-19084 158 13 , , PUNCT bracis-19084 158 14 oglobo_economia oglobo_economia NOUN bracis-19084 158 15 , , PUNCT bracis-19084 158 16 folha_mercado folha_mercado PROPN bracis-19084 158 17 , , PUNCT bracis-19084 158 18 investingbrasil investingbrasil NOUN bracis-19084 158 19 , , PUNCT bracis-19084 158 20 leiamoneytimes leiamoneytime NOUN bracis-19084 158 21 , , PUNCT bracis-19084 158 22 valoreconomico valoreconomico NOUN bracis-19084 158 23 , , PUNCT bracis-19084 158 24 br_economico br_economico PROPN bracis-19084 158 25 . . PROPN bracis-19084 158 26 sentences sentence NOUN bracis-19084 158 27 that that PRON bracis-19084 158 28 contained contain VERB bracis-19084 158 29 co co NOUN bracis-19084 158 30 - - NOUN bracis-19084 158 31 references reference NOUN bracis-19084 158 32 were be AUX bracis-19084 158 33 removed remove VERB bracis-19084 158 34 because because SCONJ bracis-19084 158 35 handling handle VERB bracis-19084 158 36 them they PRON bracis-19084 158 37 would would AUX bracis-19084 158 38 require require VERB bracis-19084 158 39 additional additional ADJ bracis-19084 158 40 processing processing NOUN bracis-19084 158 41 . . PUNCT bracis-19084 159 1 5.2 5.2 NUM bracis-19084 159 2 pre pre ADJ bracis-19084 159 3 - - ADJ bracis-19084 159 4 processing process VERB bracis-19084 159 5 the the DET bracis-19084 159 6 pre pre ADJ bracis-19084 159 7 - - ADJ bracis-19084 159 8 processing processing ADJ bracis-19084 159 9 step step NOUN bracis-19084 159 10 is be AUX bracis-19084 159 11 intended intend VERB bracis-19084 159 12 to to PART bracis-19084 159 13 apply apply VERB bracis-19084 159 14 cleaning cleaning NOUN bracis-19084 159 15 , , PUNCT bracis-19084 159 16 correction correction NOUN bracis-19084 159 17 , , PUNCT bracis-19084 159 18 or or CCONJ bracis-19084 159 19 removal removal NOUN bracis-19084 159 20 procedures procedure NOUN bracis-19084 159 21 for for ADP bracis-19084 159 22 inconsistent inconsistent ADJ bracis-19084 159 23 or or CCONJ bracis-19084 159 24 missing missing ADJ bracis-19084 159 25 data datum NOUN bracis-19084 159 26 . . PUNCT bracis-19084 160 1 in in ADP bracis-19084 160 2 this this DET bracis-19084 160 3 work work NOUN bracis-19084 160 4 , , PUNCT bracis-19084 160 5 we we PRON bracis-19084 160 6 carried carry VERB bracis-19084 160 7 out out ADP bracis-19084 160 8 a a DET bracis-19084 160 9 manual manual ADJ bracis-19084 160 10 spell spell NOUN bracis-19084 160 11 - - PUNCT bracis-19084 160 12 checking check VERB bracis-19084 160 13 process process NOUN bracis-19084 160 14 for for ADP bracis-19084 160 15 each each DET bracis-19084 160 16 sentence sentence NOUN bracis-19084 160 17 , , PUNCT bracis-19084 160 18 using use VERB bracis-19084 160 19 excel excel NOUN bracis-19084 160 20 ’s ’s PART bracis-19084 160 21 spell spell NOUN bracis-19084 160 22 - - PUNCT bracis-19084 160 23 checker checker NOUN bracis-19084 160 24 . . PUNCT bracis-19084 161 1 acronyms acronym NOUN bracis-19084 161 2 have have AUX bracis-19084 161 3 also also ADV bracis-19084 161 4 been be AUX bracis-19084 161 5 expanded expand VERB bracis-19084 161 6 , , PUNCT bracis-19084 161 7 such such ADJ bracis-19084 161 8 as as ADP bracis-19084 161 9 bc bc PROPN bracis-19084 161 10 being be AUX bracis-19084 161 11 replaced replace VERB bracis-19084 161 12 by by ADP bracis-19084 161 13 banco banco PROPN bracis-19084 161 14 central central PROPN bracis-19084 161 15 . . PUNCT bracis-19084 162 1 standardization standardization NOUN bracis-19084 162 2 can can AUX bracis-19084 162 3 be be AUX bracis-19084 162 4 done do VERB bracis-19084 162 5 manually manually ADV bracis-19084 162 6 , , PUNCT bracis-19084 162 7 but but CCONJ bracis-19084 162 8 in in ADP bracis-19084 162 9 a a DET bracis-19084 162 10 real real ADJ bracis-19084 162 11 work work NOUN bracis-19084 162 12 scenario scenario NOUN bracis-19084 162 13 , , PUNCT bracis-19084 162 14 this this DET bracis-19084 162 15 task task NOUN bracis-19084 162 16 becomes become VERB bracis-19084 162 17 massive massive ADJ bracis-19084 162 18 and and CCONJ bracis-19084 162 19 can can AUX bracis-19084 162 20 be be AUX bracis-19084 162 21 automated automate VERB bracis-19084 162 22 by by ADP bracis-19084 162 23 creating create VERB bracis-19084 162 24 a a DET bracis-19084 162 25 base base NOUN bracis-19084 162 26 of of ADP bracis-19084 162 27 named name VERB bracis-19084 162 28 entities entity NOUN bracis-19084 162 29 and and CCONJ bracis-19084 162 30 their their PRON bracis-19084 162 31 acronyms acronym NOUN bracis-19084 162 32 . . PUNCT bracis-19084 163 1 thus thus ADV bracis-19084 163 2 , , PUNCT bracis-19084 163 3 it it PRON bracis-19084 163 4 is be AUX bracis-19084 163 5 possible possible ADJ bracis-19084 163 6 to to PART bracis-19084 163 7 design design VERB bracis-19084 163 8 a a DET bracis-19084 163 9 process process NOUN bracis-19084 163 10 that that PRON bracis-19084 163 11 validates validate VERB bracis-19084 163 12 the the DET bracis-19084 163 13 acronyms acronym NOUN bracis-19084 163 14 contained contain VERB bracis-19084 163 15 in in ADP bracis-19084 163 16 the the DET bracis-19084 163 17 sentence sentence NOUN bracis-19084 163 18 and and CCONJ bracis-19084 163 19 replaces replace VERB bracis-19084 163 20 them they PRON bracis-19084 163 21 with with ADP bracis-19084 163 22 their their PRON bracis-19084 163 23 extensions extension NOUN bracis-19084 163 24 or or CCONJ bracis-19084 163 25 even even ADV bracis-19084 163 26 an an DET bracis-19084 163 27 approach approach NOUN bracis-19084 163 28 that that PRON bracis-19084 163 29 focuses focus VERB bracis-19084 163 30 only only ADV bracis-19084 163 31 on on ADP bracis-19084 163 32 some some DET bracis-19084 163 33 specific specific ADJ bracis-19084 163 34 entities entity NOUN bracis-19084 163 35 informed inform VERB bracis-19084 163 36 by by ADP bracis-19084 163 37 the the DET bracis-19084 163 38 ci ci PROPN bracis-19084 163 39 analyst analyst NOUN bracis-19084 163 40 . . PUNCT bracis-19084 164 1 in in ADP bracis-19084 164 2 this this DET bracis-19084 164 3 same same ADJ bracis-19084 164 4 phase phase NOUN bracis-19084 164 5 , , PUNCT bracis-19084 164 6 the the DET bracis-19084 164 7 named name VERB bracis-19084 164 8 entities entity NOUN bracis-19084 164 9 are be AUX bracis-19084 164 10 also also ADV bracis-19084 164 11 identified identify VERB bracis-19084 164 12 , , PUNCT bracis-19084 164 13 through through ADP bracis-19084 164 14 a a DET bracis-19084 164 15 single single ADJ bracis-19084 164 16 ner ner NOUN bracis-19084 164 17 tool tool NOUN bracis-19084 164 18 , , PUNCT bracis-19084 164 19 called call VERB bracis-19084 164 20 spacyfootnote spacyfootnote NOUN bracis-19084 164 21 4 4 NUM bracis-19084 164 22 , , PUNCT bracis-19084 164 23 ensuring ensure VERB bracis-19084 164 24 that that SCONJ bracis-19084 164 25 the the DET bracis-19084 164 26 same same ADJ bracis-19084 164 27 criteria criterion NOUN bracis-19084 164 28 were be AUX bracis-19084 164 29 used use VERB bracis-19084 164 30 for for ADP bracis-19084 164 31 all all DET bracis-19084 164 32 sentences sentence NOUN bracis-19084 164 33 . . PUNCT bracis-19084 165 1 the the DET bracis-19084 165 2 data datum NOUN bracis-19084 165 3 cleaning cleaning NOUN bracis-19084 165 4 process process NOUN bracis-19084 165 5 was be AUX bracis-19084 165 6 done do VERB bracis-19084 165 7 automatically automatically ADV bracis-19084 165 8 through through ADP bracis-19084 165 9 a a DET bracis-19084 165 10 script script NOUN bracis-19084 165 11 available available ADJ bracis-19084 165 12 at at ADP bracis-19084 165 13 github github PROPN bracis-19084 165 14 ( ( PUNCT bracis-19084 165 15 see see VERB bracis-19084 165 16 footnote footnote VERB bracis-19084 165 17 1 1 NUM bracis-19084 165 18 ) ) PUNCT bracis-19084 165 19 that that PRON bracis-19084 165 20 removes remove VERB bracis-19084 165 21 special special ADJ bracis-19084 165 22 characters character NOUN bracis-19084 165 23 and and CCONJ bracis-19084 165 24 acronyms acronym NOUN bracis-19084 165 25 that that PRON bracis-19084 165 26 follow follow VERB bracis-19084 165 27 the the DET bracis-19084 165 28 description description NOUN bracis-19084 165 29 itself itself PRON bracis-19084 165 30 . . PUNCT bracis-19084 166 1 phrases phrase NOUN bracis-19084 166 2 that that PRON bracis-19084 166 3 have have VERB bracis-19084 166 4 only only ADV bracis-19084 166 5 one one NUM bracis-19084 166 6 recognized recognize VERB bracis-19084 166 7 named name VERB bracis-19084 166 8 entity entity NOUN bracis-19084 166 9 or or CCONJ bracis-19084 166 10 none none NOUN bracis-19084 166 11 at at ADV bracis-19084 166 12 all all ADV bracis-19084 166 13 are be AUX bracis-19084 166 14 removed remove VERB bracis-19084 166 15 from from ADP bracis-19084 166 16 the the DET bracis-19084 166 17 dataset dataset NOUN bracis-19084 166 18 . . PUNCT bracis-19084 167 1 at at ADP bracis-19084 167 2 the the DET bracis-19084 167 3 end end NOUN bracis-19084 167 4 of of ADP bracis-19084 167 5 this this DET bracis-19084 167 6 cleaning cleaning NOUN bracis-19084 167 7 step step NOUN bracis-19084 167 8 , , PUNCT bracis-19084 167 9 just just ADV bracis-19084 167 10 over over ADP bracis-19084 167 11 5,000 5,000 NUM bracis-19084 167 12 sentences sentence NOUN bracis-19084 167 13 were be AUX bracis-19084 167 14 selected select VERB bracis-19084 167 15 for for ADP bracis-19084 167 16 the the DET bracis-19084 167 17 next next ADJ bracis-19084 167 18 step step NOUN bracis-19084 167 19 . . PUNCT bracis-19084 168 1 the the DET bracis-19084 168 2 named name VERB bracis-19084 168 3 entities entity NOUN bracis-19084 168 4 in in ADP bracis-19084 168 5 question question NOUN bracis-19084 168 6 are be AUX bracis-19084 168 7 those those PRON bracis-19084 168 8 related relate VERB bracis-19084 168 9 to to ADP bracis-19084 168 10 the the DET bracis-19084 168 11 person person NOUN bracis-19084 168 12 , , PUNCT bracis-19084 168 13 place place NOUN bracis-19084 168 14 , , PUNCT bracis-19084 168 15 and and CCONJ bracis-19084 168 16 organization organization NOUN bracis-19084 168 17 categories category NOUN bracis-19084 168 18 , , PUNCT bracis-19084 168 19 as as SCONJ bracis-19084 168 20 they they PRON bracis-19084 168 21 were be AUX bracis-19084 168 22 considered consider VERB bracis-19084 168 23 the the DET bracis-19084 168 24 most most ADV bracis-19084 168 25 relevant relevant ADJ bracis-19084 168 26 to to ADP bracis-19084 168 27 the the DET bracis-19084 168 28 domain domain NOUN bracis-19084 168 29 of of ADP bracis-19084 168 30 organizations organization NOUN bracis-19084 168 31     SPACE bracis-19084 169 1 [ [ X bracis-19084 169 2 6 6 NUM bracis-19084 169 3 ] ] PUNCT bracis-19084 169 4 . . PUNCT bracis-19084 170 1 the the DET bracis-19084 170 2 focal focal ADJ bracis-19084 170 3 point point NOUN bracis-19084 170 4 is be AUX bracis-19084 170 5 information information NOUN bracis-19084 170 6 about about ADP bracis-19084 170 7 organizations organization NOUN bracis-19084 170 8 as as ADV bracis-19084 170 9 well well ADV bracis-19084 170 10 as as ADP bracis-19084 170 11 their their PRON bracis-19084 170 12 relationships relationship NOUN bracis-19084 170 13 with with ADP bracis-19084 170 14 other other ADJ bracis-19084 170 15 organizations organization NOUN bracis-19084 170 16 , , PUNCT bracis-19084 170 17 people people NOUN bracis-19084 170 18 , , PUNCT bracis-19084 170 19 and and CCONJ bracis-19084 170 20 places place NOUN bracis-19084 170 21 . . PUNCT bracis-19084 171 1 5.3 5.3 NUM bracis-19084 171 2 transformation transformation NOUN bracis-19084 171 3 the the DET bracis-19084 171 4 data datum NOUN bracis-19084 171 5 transformation transformation NOUN bracis-19084 171 6 or or CCONJ bracis-19084 171 7 formatting format VERB bracis-19084 171 8 step step NOUN bracis-19084 171 9 analyzes analyze VERB bracis-19084 171 10 the the DET bracis-19084 171 11 data datum NOUN bracis-19084 171 12 obtained obtain VERB bracis-19084 171 13 from from ADP bracis-19084 171 14 the the DET bracis-19084 171 15 previous previous ADJ bracis-19084 171 16 step step NOUN bracis-19084 171 17 and and CCONJ bracis-19084 171 18 reorganizes reorganize VERB bracis-19084 171 19 them they PRON bracis-19084 171 20 in in ADP bracis-19084 171 21 a a DET bracis-19084 171 22 specific specific ADJ bracis-19084 171 23 way way NOUN bracis-19084 171 24 so so SCONJ bracis-19084 171 25 that that SCONJ bracis-19084 171 26 they they PRON bracis-19084 171 27 can can AUX bracis-19084 171 28 be be AUX bracis-19084 171 29 analyzed analyze VERB bracis-19084 171 30 and and CCONJ bracis-19084 171 31 interpreted interpret VERB bracis-19084 171 32 by by ADP bracis-19084 171 33 the the DET bracis-19084 171 34 algorithm algorithm NOUN bracis-19084 171 35 in in ADP bracis-19084 171 36 the the DET bracis-19084 171 37 next next ADJ bracis-19084 171 38 step step NOUN bracis-19084 171 39 . . PUNCT bracis-19084 172 1 in in ADP bracis-19084 172 2 the the DET bracis-19084 172 3 case case NOUN bracis-19084 172 4 of of ADP bracis-19084 172 5 this this DET bracis-19084 172 6 work work NOUN bracis-19084 172 7 , , PUNCT bracis-19084 172 8 after after ADP bracis-19084 172 9 identifying identify VERB bracis-19084 172 10 the the DET bracis-19084 172 11 named name VERB bracis-19084 172 12 entities entity NOUN bracis-19084 172 13 in in ADP bracis-19084 172 14 the the DET bracis-19084 172 15 previous previous ADJ bracis-19084 172 16 phase phase NOUN bracis-19084 172 17 , , PUNCT bracis-19084 172 18 the the DET bracis-19084 172 19 first first ADJ bracis-19084 172 20 step step NOUN bracis-19084 172 21 of of ADP bracis-19084 172 22 the the DET bracis-19084 172 23 transformation transformation NOUN bracis-19084 172 24 step step NOUN bracis-19084 172 25 is be AUX bracis-19084 172 26 to to PART bracis-19084 172 27 combine combine VERB bracis-19084 172 28 all all DET bracis-19084 172 29 entities entity NOUN bracis-19084 172 30 present present ADJ bracis-19084 172 31 in in ADP bracis-19084 172 32 the the DET bracis-19084 172 33 sentence sentence NOUN bracis-19084 172 34 in in ADP bracis-19084 172 35 order order NOUN bracis-19084 172 36 to to PART bracis-19084 172 37 create create VERB bracis-19084 172 38 a a DET bracis-19084 172 39 tuple tuple NOUN bracis-19084 172 40 ( ( PUNCT bracis-19084 172 41 sentence sentence NOUN bracis-19084 172 42 , , PUNCT bracis-19084 172 43 entity entity NOUN bracis-19084 172 44 , , PUNCT bracis-19084 172 45 entity entity NOUN bracis-19084 172 46 ) ) PUNCT bracis-19084 172 47 for for ADP bracis-19084 172 48 each each DET bracis-19084 172 49 combination combination NOUN bracis-19084 172 50 . . PUNCT bracis-19084 173 1 it it PRON bracis-19084 173 2 is be AUX bracis-19084 173 3 important important ADJ bracis-19084 173 4 to to PART bracis-19084 173 5 emphasize emphasize VERB bracis-19084 173 6 that that SCONJ bracis-19084 173 7 sentences sentence NOUN bracis-19084 173 8 with with ADP bracis-19084 173 9 more more ADJ bracis-19084 173 10 than than ADP bracis-19084 173 11 two two NUM bracis-19084 173 12 entities entity NOUN bracis-19084 173 13 generate generate VERB bracis-19084 173 14 more more ADJ bracis-19084 173 15 than than ADP bracis-19084 173 16 one one NUM bracis-19084 173 17 tuple tuple NOUN bracis-19084 173 18 for for ADP bracis-19084 173 19 the the DET bracis-19084 173 20 same same ADJ bracis-19084 173 21 sentence sentence NOUN bracis-19084 173 22 , , PUNCT bracis-19084 173 23 as as SCONJ bracis-19084 173 24 it it PRON bracis-19084 173 25 is be AUX bracis-19084 173 26 necessary necessary ADJ bracis-19084 173 27 to to PART bracis-19084 173 28 create create VERB bracis-19084 173 29 a a DET bracis-19084 173 30 pair pair NOUN bracis-19084 173 31 for for ADP bracis-19084 173 32 each each DET bracis-19084 173 33 combination combination NOUN bracis-19084 173 34 of of ADP bracis-19084 173 35 entities entity NOUN bracis-19084 173 36 . . PUNCT bracis-19084 174 1 then then ADV bracis-19084 174 2 , , PUNCT bracis-19084 174 3 the the DET bracis-19084 174 4 semantic semantic ADJ bracis-19084 174 5 relationships relationship NOUN bracis-19084 174 6 between between ADP bracis-19084 174 7 the the DET bracis-19084 174 8 highlighted highlight VERB bracis-19084 174 9 named name VERB bracis-19084 174 10 entities entity NOUN bracis-19084 174 11 are be AUX bracis-19084 174 12 manually manually ADV bracis-19084 174 13 annotated annotate VERB bracis-19084 174 14 . . PUNCT bracis-19084 175 1 in in ADP bracis-19084 175 2 this this DET bracis-19084 175 3 case case NOUN bracis-19084 175 4 , , PUNCT bracis-19084 175 5 only only ADV bracis-19084 175 6 positive positive ADJ bracis-19084 175 7 tuples tuple NOUN bracis-19084 175 8 are be AUX bracis-19084 175 9 considered consider VERB bracis-19084 175 10 and and CCONJ bracis-19084 175 11 negative negative ADJ bracis-19084 175 12 combinations combination NOUN bracis-19084 175 13 are be AUX bracis-19084 175 14 discarded discard VERB bracis-19084 175 15 . . PUNCT bracis-19084 176 1 a a DET bracis-19084 176 2 tuple tuple NOUN bracis-19084 176 3 is be AUX bracis-19084 176 4 considered consider VERB bracis-19084 176 5 positive positive ADJ bracis-19084 176 6 when when SCONJ bracis-19084 176 7 there there PRON bracis-19084 176 8 is be VERB bracis-19084 176 9 any any DET bracis-19084 176 10 semantic semantic ADJ bracis-19084 176 11 relationship relationship NOUN bracis-19084 176 12 between between ADP bracis-19084 176 13 two two NUM bracis-19084 176 14 named name VERB bracis-19084 176 15 entities entity NOUN bracis-19084 176 16 from from ADP bracis-19084 176 17 the the DET bracis-19084 176 18 categories category NOUN bracis-19084 176 19 defined define VERB bracis-19084 176 20 in in ADP bracis-19084 176 21 sect sect NOUN bracis-19084 176 22 . . PUNCT bracis-19084 176 23     SPACE bracis-19084 177 1 5.2 5.2 NUM bracis-19084 177 2 . . PUNCT bracis-19084 178 1 finally finally ADV bracis-19084 178 2 , , PUNCT bracis-19084 178 3 the the DET bracis-19084 178 4 two two NUM bracis-19084 178 5 named name VERB bracis-19084 178 6 entities entity NOUN bracis-19084 178 7 are be AUX bracis-19084 178 8 concatenated concatenate VERB bracis-19084 178 9 at at ADP bracis-19084 178 10 the the DET bracis-19084 178 11 end end NOUN bracis-19084 178 12 of of ADP bracis-19084 178 13 the the DET bracis-19084 178 14 sentence sentence NOUN bracis-19084 178 15 . . PUNCT bracis-19084 179 1 finally finally ADV bracis-19084 179 2 , , PUNCT bracis-19084 179 3 after after ADP bracis-19084 179 4 removing remove VERB bracis-19084 179 5 sentences sentence NOUN bracis-19084 179 6 without without ADP bracis-19084 179 7 the the DET bracis-19084 179 8 semantic semantic ADJ bracis-19084 179 9 relationship relationship NOUN bracis-19084 179 10 between between ADP bracis-19084 179 11 the the DET bracis-19084 179 12 named name VERB bracis-19084 179 13 entities entity NOUN bracis-19084 179 14 , , PUNCT bracis-19084 179 15 the the DET bracis-19084 179 16 corpus corpus NOUN bracis-19084 179 17 was be AUX bracis-19084 179 18 left leave VERB bracis-19084 179 19 with with ADP bracis-19084 179 20 a a DET bracis-19084 179 21 total total NOUN bracis-19084 179 22 of of ADP bracis-19084 179 23 4,641 4,641 NUM bracis-19084 179 24 records record NOUN bracis-19084 179 25 , , PUNCT bracis-19084 179 26 containing contain VERB bracis-19084 179 27 a a DET bracis-19084 179 28 sentence sentence NOUN bracis-19084 179 29 , , PUNCT bracis-19084 179 30 its its PRON bracis-19084 179 31 entities entity NOUN bracis-19084 179 32 , , PUNCT bracis-19084 179 33 and and CCONJ bracis-19084 179 34 the the DET bracis-19084 179 35 semantic semantic ADJ bracis-19084 179 36 relationship relationship NOUN bracis-19084 179 37 between between ADP bracis-19084 179 38 them they PRON bracis-19084 179 39 . . PUNCT bracis-19084 180 1 table table NOUN bracis-19084 180 2     SPACE bracis-19084 180 3 1 1 NUM bracis-19084 180 4 exemplifies exemplify VERB bracis-19084 180 5 some some DET bracis-19084 180 6 records record NOUN bracis-19084 180 7 that that PRON bracis-19084 180 8 have have VERB bracis-19084 180 9 combinations combination NOUN bracis-19084 180 10 of of ADP bracis-19084 180 11 entities entity NOUN bracis-19084 180 12 that that PRON bracis-19084 180 13 can can AUX bracis-19084 180 14 generate generate VERB bracis-19084 180 15 more more ADJ bracis-19084 180 16 than than ADP bracis-19084 180 17 one one NUM bracis-19084 180 18 tuple tuple NOUN bracis-19084 180 19 per per ADP bracis-19084 180 20 sentence sentence NOUN bracis-19084 180 21 and and CCONJ bracis-19084 180 22 also also ADV bracis-19084 180 23 examples example NOUN bracis-19084 180 24 of of ADP bracis-19084 180 25 tuples tuple NOUN bracis-19084 180 26 with with ADP bracis-19084 180 27 positive positive ADJ bracis-19084 180 28 annotations annotation NOUN bracis-19084 180 29 that that PRON bracis-19084 180 30 contain contain VERB bracis-19084 180 31 relationships relationship NOUN bracis-19084 180 32 between between ADP bracis-19084 180 33 named name VERB bracis-19084 180 34 entities entity NOUN bracis-19084 180 35 of of ADP bracis-19084 180 36 the the DET bracis-19084 180 37 organization organization NOUN bracis-19084 180 38 type type NOUN bracis-19084 180 39 . . PUNCT bracis-19084 180 40 table table NOUN bracis-19084 180 41 1 1 NUM bracis-19084 180 42 . . PUNCT bracis-19084 181 1 examples example NOUN bracis-19084 181 2 of of ADP bracis-19084 181 3 positive positive ADJ bracis-19084 181 4 tuples tuple NOUN bracis-19084 181 5 with with ADP bracis-19084 181 6 annotations annotation NOUN bracis-19084 181 7 showing show VERB bracis-19084 181 8 the the DET bracis-19084 181 9 relationships relationship NOUN bracis-19084 181 10 between between ADP bracis-19084 181 11 named name VERB bracis-19084 181 12 entities entity NOUN bracis-19084 181 13 . . PUNCT bracis-19084 182 1 the the DET bracis-19084 182 2 entities entity NOUN bracis-19084 182 3 to to PART bracis-19084 182 4 be be AUX bracis-19084 182 5 evaluated evaluate VERB bracis-19084 182 6 appear appear VERB bracis-19084 182 7 in in ADP bracis-19084 182 8 bold bold ADJ bracis-19084 182 9 font font NOUN bracis-19084 182 10 and and CCONJ bracis-19084 182 11 the the DET bracis-19084 182 12 text text NOUN bracis-19084 182 13 representing represent VERB bracis-19084 182 14 the the DET bracis-19084 182 15 semantic semantic ADJ bracis-19084 182 16 relationship relationship NOUN bracis-19084 182 17 between between ADP bracis-19084 182 18 them they PRON bracis-19084 182 19 is be AUX bracis-19084 182 20 underlined.full underlined.full ADJ bracis-19084 182 21 size size NOUN bracis-19084 182 22 table table NOUN bracis-19084 182 23 as as SCONJ bracis-19084 182 24 sentences sentence NOUN bracis-19084 182 25 are be AUX bracis-19084 182 26 naturally naturally ADV bracis-19084 182 27 composed compose VERB bracis-19084 182 28 of of ADP bracis-19084 182 29 words word NOUN bracis-19084 182 30 and and CCONJ bracis-19084 182 31 characters character NOUN bracis-19084 182 32 , , PUNCT bracis-19084 182 33 the the DET bracis-19084 182 34 transformation transformation NOUN bracis-19084 182 35 step step NOUN bracis-19084 182 36 of of ADP bracis-19084 182 37 the the DET bracis-19084 182 38 methodology methodology NOUN bracis-19084 182 39 also also ADV bracis-19084 182 40 includes include VERB bracis-19084 182 41 the the DET bracis-19084 182 42 transformation transformation NOUN bracis-19084 182 43 of of ADP bracis-19084 182 44 tokens token NOUN bracis-19084 182 45 into into ADP bracis-19084 182 46 numerical numerical ADJ bracis-19084 182 47 representations representation NOUN bracis-19084 182 48 by by ADP bracis-19084 182 49 the the DET bracis-19084 182 50 bert bert PROPN bracis-19084 182 51 encoder encoder NOUN bracis-19084 182 52 . . PUNCT bracis-19084 183 1 as as SCONJ bracis-19084 183 2 bert bert PROPN bracis-19084 183 3 is be AUX bracis-19084 183 4 a a DET bracis-19084 183 5 pre pre ADJ bracis-19084 183 6 - - ADJ bracis-19084 183 7 trained train VERB bracis-19084 183 8 model model NOUN bracis-19084 183 9 that that PRON bracis-19084 183 10 expects expect VERB bracis-19084 183 11 input input NOUN bracis-19084 183 12 data datum NOUN bracis-19084 183 13 in in ADP bracis-19084 183 14 a a DET bracis-19084 183 15 specific specific ADJ bracis-19084 183 16 format format NOUN bracis-19084 183 17 , , PUNCT bracis-19084 183 18 this this DET bracis-19084 183 19 step step NOUN bracis-19084 183 20 also also ADV bracis-19084 183 21 adds add VERB bracis-19084 183 22 the the DET bracis-19084 183 23 special special ADJ bracis-19084 183 24 tokens token NOUN bracis-19084 184 1 [ [ X bracis-19084 184 2 cls cls X bracis-19084 184 3 ] ] PUNCT bracis-19084 184 4 and and CCONJ bracis-19084 184 5 [ [ X bracis-19084 184 6 sep sep X bracis-19084 184 7 ] ] X bracis-19084 184 8 properly properly ADV bracis-19084 184 9 encoded encode VERB bracis-19084 184 10 in in ADP bracis-19084 184 11 each each DET bracis-19084 184 12 sentence sentence NOUN bracis-19084 184 13 , , PUNCT bracis-19084 184 14 finishing finish VERB bracis-19084 184 15 the the DET bracis-19084 184 16 transformation transformation NOUN bracis-19084 184 17 of of ADP bracis-19084 184 18 the the DET bracis-19084 184 19 natural natural ADJ bracis-19084 184 20 language language NOUN bracis-19084 184 21 sentence sentence NOUN bracis-19084 184 22 into into ADP bracis-19084 184 23 the the DET bracis-19084 184 24 input input NOUN bracis-19084 184 25 for for ADP bracis-19084 184 26 the the DET bracis-19084 184 27 extractor extractor NOUN bracis-19084 184 28 model model NOUN bracis-19084 184 29 . . PUNCT bracis-19084 185 1 the the DET bracis-19084 185 2 special special ADJ bracis-19084 185 3 token token NOUN bracis-19084 185 4 [ [ X bracis-19084 185 5 sep sep X bracis-19084 185 6 ] ] X bracis-19084 185 7 is be AUX bracis-19084 185 8 used use VERB bracis-19084 185 9 to to PART bracis-19084 185 10 mark mark VERB bracis-19084 185 11 the the DET bracis-19084 185 12 end end NOUN bracis-19084 185 13 of of ADP bracis-19084 185 14 a a DET bracis-19084 185 15 sentence sentence NOUN bracis-19084 185 16 or or CCONJ bracis-19084 185 17 the the DET bracis-19084 185 18 separation separation NOUN bracis-19084 185 19 between between ADP bracis-19084 185 20 two two NUM bracis-19084 185 21 sentences sentence NOUN bracis-19084 185 22 . . PUNCT bracis-19084 186 1 the the DET bracis-19084 186 2 special special ADJ bracis-19084 186 3 token token NOUN bracis-19084 186 4 [ [ X bracis-19084 186 5 cls cls NOUN bracis-19084 186 6 ] ] X bracis-19084 186 7 is be AUX bracis-19084 186 8 used use VERB bracis-19084 186 9 to to PART bracis-19084 186 10 mark mark VERB bracis-19084 186 11 the the DET bracis-19084 186 12 beginning beginning NOUN bracis-19084 186 13 of of ADP bracis-19084 186 14 our our PRON bracis-19084 186 15 text text NOUN bracis-19084 186 16 . . PUNCT bracis-19084 187 1 5.4 5.4 NUM bracis-19084 187 2 mining mine VERB bracis-19084 187 3 the the DET bracis-19084 187 4 mining mining NOUN bracis-19084 187 5 step step NOUN bracis-19084 187 6 contemplates contemplate VERB bracis-19084 187 7 the the DET bracis-19084 187 8 prediction prediction NOUN bracis-19084 187 9 task task NOUN bracis-19084 187 10 , , PUNCT bracis-19084 187 11 in in ADP bracis-19084 187 12 which which PRON bracis-19084 187 13 a a DET bracis-19084 187 14 behavioral behavioral ADJ bracis-19084 187 15 pattern pattern NOUN bracis-19084 187 16 of of ADP bracis-19084 187 17 the the DET bracis-19084 187 18 data datum NOUN bracis-19084 187 19 is be AUX bracis-19084 187 20 searched search VERB bracis-19084 187 21 in in ADP bracis-19084 187 22 order order NOUN bracis-19084 187 23 to to PART bracis-19084 187 24 predict predict VERB bracis-19084 187 25 the the DET bracis-19084 187 26 behavior behavior NOUN bracis-19084 187 27 of of ADP bracis-19084 187 28 a a DET bracis-19084 187 29 future future ADJ bracis-19084 187 30 entity entity NOUN bracis-19084 187 31     SPACE bracis-19084 188 1 [ [ X bracis-19084 188 2 11 11 NUM bracis-19084 188 3 ] ] PUNCT bracis-19084 188 4 . . PUNCT bracis-19084 189 1 the the DET bracis-19084 189 2 corpus corpus NOUN bracis-19084 189 3 was be AUX bracis-19084 189 4 randomly randomly ADV bracis-19084 189 5 divided divide VERB bracis-19084 189 6 into into ADP bracis-19084 189 7 two two NUM bracis-19084 189 8 parts part NOUN bracis-19084 189 9 , , PUNCT bracis-19084 189 10 90 90 NUM bracis-19084 189 11 % % NOUN bracis-19084 189 12 of of ADP bracis-19084 189 13 which which PRON bracis-19084 189 14 were be AUX bracis-19084 189 15 used use VERB bracis-19084 189 16 to to PART bracis-19084 189 17 train train VERB bracis-19084 189 18 the the DET bracis-19084 189 19 model model NOUN bracis-19084 189 20 and and CCONJ bracis-19084 189 21 10 10 NUM bracis-19084 189 22 % % NOUN bracis-19084 189 23 for for ADP bracis-19084 189 24 testing testing NOUN bracis-19084 189 25 ; ; PUNCT bracis-19084 189 26 this this DET bracis-19084 189 27 proportion proportion NOUN bracis-19084 189 28 rate rate NOUN bracis-19084 189 29 was be AUX bracis-19084 189 30 chosen choose VERB bracis-19084 189 31 so so SCONJ bracis-19084 189 32 that that SCONJ bracis-19084 189 33 it it PRON bracis-19084 189 34 would would AUX bracis-19084 189 35 be be AUX bracis-19084 189 36 possible possible ADJ bracis-19084 189 37 to to PART bracis-19084 189 38 provide provide VERB bracis-19084 189 39 more more ADJ bracis-19084 189 40 samples sample NOUN bracis-19084 189 41 for for ADP bracis-19084 189 42 training train VERB bracis-19084 189 43 the the DET bracis-19084 189 44 two two NUM bracis-19084 189 45 models model NOUN bracis-19084 189 46 used use VERB bracis-19084 189 47 in in ADP bracis-19084 189 48 the the DET bracis-19084 189 49 approach approach NOUN bracis-19084 189 50 . . PUNCT bracis-19084 190 1 the the DET bracis-19084 190 2 first first ADJ bracis-19084 190 3 set set NOUN bracis-19084 190 4 was be AUX bracis-19084 190 5 used use VERB bracis-19084 190 6 so so SCONJ bracis-19084 190 7 that that SCONJ bracis-19084 190 8 the the DET bracis-19084 190 9 algorithm algorithm NOUN bracis-19084 190 10 could could AUX bracis-19084 190 11 search search VERB bracis-19084 190 12 for for ADP bracis-19084 190 13 the the DET bracis-19084 190 14 particular particular ADJ bracis-19084 190 15 pattern pattern NOUN bracis-19084 190 16 in in ADP bracis-19084 190 17 the the DET bracis-19084 190 18 data datum NOUN bracis-19084 190 19 related relate VERB bracis-19084 190 20 to to ADP bracis-19084 190 21 the the DET bracis-19084 190 22 relationship relationship NOUN bracis-19084 190 23 label label NOUN bracis-19084 190 24 . . PUNCT bracis-19084 191 1 thus thus ADV bracis-19084 191 2 , , PUNCT bracis-19084 191 3 after after ADP bracis-19084 191 4 the the DET bracis-19084 191 5 training training NOUN bracis-19084 191 6 stage stage NOUN bracis-19084 191 7 , , PUNCT bracis-19084 191 8 from from ADP bracis-19084 191 9 which which PRON bracis-19084 191 10 the the DET bracis-19084 191 11 model model NOUN bracis-19084 191 12 is be AUX bracis-19084 191 13 able able ADJ bracis-19084 191 14 to to PART bracis-19084 191 15 recognize recognize VERB bracis-19084 191 16 this this DET bracis-19084 191 17 pattern pattern NOUN bracis-19084 191 18 , , PUNCT bracis-19084 191 19 it it PRON bracis-19084 191 20 is be AUX bracis-19084 191 21 possible possible ADJ bracis-19084 191 22 to to PART bracis-19084 191 23 apply apply VERB bracis-19084 191 24 it it PRON bracis-19084 191 25 to to ADP bracis-19084 191 26 the the DET bracis-19084 191 27 test test NOUN bracis-19084 191 28 set set VERB bracis-19084 191 29 data datum NOUN bracis-19084 191 30 . . PUNCT bracis-19084 192 1 the the DET bracis-19084 192 2 adjustment adjustment NOUN bracis-19084 192 3 of of ADP bracis-19084 192 4 the the DET bracis-19084 192 5 bert bert PROPN bracis-19084 192 6 hyper hyper NOUN bracis-19084 192 7 - - NOUN bracis-19084 192 8 parameters parameter NOUN bracis-19084 192 9 used use VERB bracis-19084 192 10 was be AUX bracis-19084 192 11 done do VERB bracis-19084 192 12 using use VERB bracis-19084 192 13 the the DET bracis-19084 192 14 combination combination NOUN bracis-19084 192 15 of of ADP bracis-19084 192 16 all all DET bracis-19084 192 17 the the DET bracis-19084 192 18 values value NOUN bracis-19084 192 19 indicated indicate VERB bracis-19084 192 20 by by ADP bracis-19084 192 21 jacob jacob PROPN bracis-19084 192 22 devlin devlin PROPN bracis-19084 192 23 when when SCONJ bracis-19084 192 24 he he PRON bracis-19084 192 25 proposed propose VERB bracis-19084 192 26 the the DET bracis-19084 192 27 new new ADJ bracis-19084 192 28 bert bert PROPN bracis-19084 192 29 language language NOUN bracis-19084 192 30 model model NOUN bracis-19084 192 31 in in ADP bracis-19084 192 32     SPACE bracis-19084 192 33 [ [ X bracis-19084 192 34 9 9 NUM bracis-19084 192 35 ] ] PUNCT bracis-19084 192 36 . . PUNCT bracis-19084 193 1 in in ADP bracis-19084 193 2 that that DET bracis-19084 193 3 work work NOUN bracis-19084 193 4 , , PUNCT bracis-19084 193 5 jacob jacob PROPN bracis-19084 193 6 devlin devlin PROPN bracis-19084 193 7 used use VERB bracis-19084 193 8 most most ADJ bracis-19084 193 9 hyper hyper ADJ bracis-19084 193 10 - - NOUN bracis-19084 193 11 parameters parameter NOUN bracis-19084 193 12 with with ADP bracis-19084 193 13 default default NOUN bracis-19084 193 14 values value NOUN bracis-19084 193 15 , , PUNCT bracis-19084 193 16 except except SCONJ bracis-19084 193 17 for for ADP bracis-19084 193 18 batch batch NOUN bracis-19084 193 19 size size NOUN bracis-19084 193 20 , , PUNCT bracis-19084 193 21 learning learn VERB bracis-19084 193 22 rate rate NOUN bracis-19084 193 23 , , PUNCT bracis-19084 193 24 and and CCONJ bracis-19084 193 25 a a DET bracis-19084 193 26 number number NOUN bracis-19084 193 27 of of ADP bracis-19084 193 28 training training NOUN bracis-19084 193 29 epochs epoch NOUN bracis-19084 193 30 . . PUNCT bracis-19084 194 1 we we PRON bracis-19084 194 2 also also ADV bracis-19084 194 3 added add VERB bracis-19084 194 4 two two NUM bracis-19084 194 5 more more ADJ bracis-19084 194 6 test test NOUN bracis-19084 194 7 values value NOUN bracis-19084 194 8 , , PUNCT bracis-19084 194 9 referring refer VERB bracis-19084 194 10 to to ADP bracis-19084 194 11 the the DET bracis-19084 194 12 optimizer optimizer NOUN bracis-19084 194 13 parameter parameter NOUN bracis-19084 194 14 . . PUNCT bracis-19084 195 1 the the DET bracis-19084 195 2 dropout dropout NOUN bracis-19084 195 3 rate rate NOUN bracis-19084 195 4 was be AUX bracis-19084 195 5 always always ADV bracis-19084 195 6 kept keep VERB bracis-19084 195 7 at at ADP bracis-19084 195 8 0.1 0.1 NUM bracis-19084 195 9 . . PUNCT bracis-19084 196 1 thus thus ADV bracis-19084 196 2 , , PUNCT bracis-19084 196 3 the the DET bracis-19084 196 4 values value NOUN bracis-19084 196 5 analyzed analyze VERB bracis-19084 196 6 for for ADP bracis-19084 196 7 this this DET bracis-19084 196 8 task task NOUN bracis-19084 196 9 were be AUX bracis-19084 196 10 : : PUNCT bracis-19084 196 11 batch batch NOUN bracis-19084 196 12 size size NOUN bracis-19084 196 13 : : PUNCT bracis-19084 196 14 16 16 NUM bracis-19084 196 15 , , PUNCT bracis-19084 196 16 32 32 NUM bracis-19084 196 17 ; ; PUNCT bracis-19084 196 18 learning learn VERB bracis-19084 196 19 rate rate NOUN bracis-19084 196 20 : : PUNCT bracis-19084 196 21 2e−5 2e−5 NUM bracis-19084 196 22 , , PUNCT bracis-19084 196 23 3e−5 3e−5 NUM bracis-19084 196 24 , , PUNCT bracis-19084 196 25 5e−5 5e−5 NUM bracis-19084 196 26 ; ; PUNCT bracis-19084 196 27 epochs epoch NOUN bracis-19084 196 28 : : PUNCT bracis-19084 196 29 2 2 NUM bracis-19084 196 30 , , PUNCT bracis-19084 196 31 3 3 NUM bracis-19084 196 32 , , PUNCT bracis-19084 196 33 4 4 NUM bracis-19084 196 34 , , PUNCT bracis-19084 196 35 5 5 NUM bracis-19084 196 36 ; ; PUNCT bracis-19084 196 37 optimizer optimizer NOUN bracis-19084 196 38 : : PUNCT bracis-19084 196 39 adamw adamw NOUN bracis-19084 196 40 ; ; PUNCT bracis-19084 196 41 in in ADP bracis-19084 196 42 the the DET bracis-19084 196 43 end end NOUN bracis-19084 196 44 , , PUNCT bracis-19084 196 45 we we PRON bracis-19084 196 46 ran run VERB bracis-19084 196 47 a a DET bracis-19084 196 48 total total NOUN bracis-19084 196 49 of of ADP bracis-19084 196 50 24 24 NUM bracis-19084 196 51 experiments experiment NOUN bracis-19084 196 52 with with ADP bracis-19084 196 53 all all DET bracis-19084 196 54 possible possible ADJ bracis-19084 196 55 combinations combination NOUN bracis-19084 196 56 of of ADP bracis-19084 196 57 the the DET bracis-19084 196 58 parameters parameter NOUN bracis-19084 196 59 described describe VERB bracis-19084 196 60 above above ADV bracis-19084 196 61 . . PUNCT bracis-19084 197 1 after after ADP bracis-19084 197 2 analyzing analyze VERB bracis-19084 197 3 the the DET bracis-19084 197 4 results result NOUN bracis-19084 197 5 , , PUNCT bracis-19084 197 6 the the DET bracis-19084 197 7 model model NOUN bracis-19084 197 8 that that PRON bracis-19084 197 9 presented present VERB bracis-19084 197 10 the the DET bracis-19084 197 11 best good ADJ bracis-19084 197 12 results result NOUN bracis-19084 197 13 was be AUX bracis-19084 197 14 selected select VERB bracis-19084 197 15 according accord VERB bracis-19084 197 16 to to ADP bracis-19084 197 17 the the DET bracis-19084 197 18 parameters parameter NOUN bracis-19084 197 19 in in ADP bracis-19084 197 20 table table NOUN bracis-19084 197 21     SPACE bracis-19084 197 22 2 2 NUM bracis-19084 197 23 . . PUNCT bracis-19084 197 24 table table NOUN bracis-19084 197 25 2 2 NUM bracis-19084 197 26 . . PUNCT bracis-19084 197 27 combination combination NOUN bracis-19084 197 28 of of ADP bracis-19084 197 29 hyper hyper NOUN bracis-19084 197 30 - - NOUN bracis-19084 197 31 parameters parameter NOUN bracis-19084 197 32 that that PRON bracis-19084 197 33 presented present VERB bracis-19084 197 34 the the DET bracis-19084 197 35 best good ADJ bracis-19084 197 36 results.full results.full NOUN bracis-19084 197 37 size size NOUN bracis-19084 197 38 table table NOUN bracis-19084 197 39 5.5 5.5 NUM bracis-19084 197 40 evaluation evaluation NOUN bracis-19084 197 41 the the DET bracis-19084 197 42 last last ADJ bracis-19084 197 43 step step NOUN bracis-19084 197 44 of of ADP bracis-19084 197 45 kdd kdd PROPN bracis-19084 197 46 methodology methodology NOUN bracis-19084 197 47 presented present VERB bracis-19084 197 48 in in ADP bracis-19084 197 49 this this DET bracis-19084 197 50 section section NOUN bracis-19084 197 51 aims aim VERB bracis-19084 197 52 to to PART bracis-19084 197 53 evaluate evaluate VERB bracis-19084 197 54 the the DET bracis-19084 197 55 performance performance NOUN bracis-19084 197 56 of of ADP bracis-19084 197 57 the the DET bracis-19084 197 58 model model NOUN bracis-19084 197 59 we we PRON bracis-19084 197 60 built build VERB bracis-19084 197 61 . . PUNCT bracis-19084 198 1 the the DET bracis-19084 198 2 experimental experimental ADJ bracis-19084 198 3 evaluation evaluation NOUN bracis-19084 198 4 was be AUX bracis-19084 198 5 carried carry VERB bracis-19084 198 6 out out ADP bracis-19084 198 7 by by ADP bracis-19084 198 8 applying apply VERB bracis-19084 198 9 , , PUNCT bracis-19084 198 10 in in ADP bracis-19084 198 11 the the DET bracis-19084 198 12 test test NOUN bracis-19084 198 13 data datum NOUN bracis-19084 198 14 , , PUNCT bracis-19084 198 15 the the DET bracis-19084 198 16 model model NOUN bracis-19084 198 17 based base VERB bracis-19084 198 18 on on ADP bracis-19084 198 19 a a DET bracis-19084 198 20 deep deep ADJ bracis-19084 198 21 neural neural ADJ bracis-19084 198 22 network network NOUN bracis-19084 198 23 built build VERB bracis-19084 198 24 in in ADP bracis-19084 198 25 the the DET bracis-19084 198 26 learning learning NOUN bracis-19084 198 27 stage stage NOUN bracis-19084 198 28 based base VERB bracis-19084 198 29 on on ADP bracis-19084 198 30 the the DET bracis-19084 198 31 defined define VERB bracis-19084 198 32 parameters parameter NOUN bracis-19084 198 33 . . PUNCT bracis-19084 199 1 for for ADP bracis-19084 199 2 the the DET bracis-19084 199 3 implementation implementation NOUN bracis-19084 199 4 of of ADP bracis-19084 199 5 the the DET bracis-19084 199 6 neural neural ADJ bracis-19084 199 7 network network NOUN bracis-19084 199 8 , , PUNCT bracis-19084 199 9 the the DET bracis-19084 199 10 tensorflow tensorflow NOUN bracis-19084 199 11 kerasfootnote kerasfootnote NOUN bracis-19084 199 12 5 5 NUM bracis-19084 199 13 library library NOUN bracis-19084 199 14 was be AUX bracis-19084 199 15 used use VERB bracis-19084 199 16 to to PART bracis-19084 199 17 adapt adapt VERB bracis-19084 199 18 the the DET bracis-19084 199 19 last last ADJ bracis-19084 199 20 layer layer NOUN bracis-19084 199 21 of of ADP bracis-19084 199 22 bert bert PROPN bracis-19084 199 23 . . PUNCT bracis-19084 200 1 the the DET bracis-19084 200 2 evaluation evaluation NOUN bracis-19084 200 3 metric metric NOUN bracis-19084 200 4 used use VERB bracis-19084 200 5 in in ADP bracis-19084 200 6 this this DET bracis-19084 200 7 work work NOUN bracis-19084 200 8 is be AUX bracis-19084 200 9 the the DET bracis-19084 200 10 jaccard jaccard ADJ bracis-19084 200 11 similarity similarity NOUN bracis-19084 200 12 coefficient coefficient NOUN bracis-19084 200 13 or or CCONJ bracis-19084 200 14 simply simply ADV bracis-19084 200 15 jaccard jaccard ADJ bracis-19084 200 16 coefficient coefficient NOUN bracis-19084 200 17 . . PUNCT bracis-19084 201 1 jaccard jaccard PROPN bracis-19084 201 2 ’s ’s PART bracis-19084 201 3 coefficient coefficient NOUN bracis-19084 201 4 measures measure VERB bracis-19084 201 5 the the DET bracis-19084 201 6 similarity similarity NOUN bracis-19084 201 7 between between ADP bracis-19084 201 8 two two NUM bracis-19084 201 9 sets set NOUN bracis-19084 201 10 and and CCONJ bracis-19084 201 11 is be AUX bracis-19084 201 12 defined define VERB bracis-19084 201 13 as as ADP bracis-19084 201 14 the the DET bracis-19084 201 15 size size NOUN bracis-19084 201 16 of of ADP bracis-19084 201 17 the the DET bracis-19084 201 18 intersection intersection NOUN bracis-19084 201 19 divided divide VERB bracis-19084 201 20 by by ADP bracis-19084 201 21 the the DET bracis-19084 201 22 size size NOUN bracis-19084 201 23 of of ADP bracis-19084 201 24 the the DET bracis-19084 201 25 union union NOUN bracis-19084 201 26 of of ADP bracis-19084 201 27 the the DET bracis-19084 201 28 sample sample NOUN bracis-19084 201 29 sets set NOUN bracis-19084 201 30 . . PUNCT bracis-19084 202 1 we we PRON bracis-19084 202 2 chose choose VERB bracis-19084 202 3 this this DET bracis-19084 202 4 metric metric NOUN bracis-19084 202 5 as as SCONJ bracis-19084 202 6 it it PRON bracis-19084 202 7 can can AUX bracis-19084 202 8 present present VERB bracis-19084 202 9 a a DET bracis-19084 202 10 more more ADV bracis-19084 202 11 realistic realistic ADJ bracis-19084 202 12 view view NOUN bracis-19084 202 13 of of ADP bracis-19084 202 14 the the DET bracis-19084 202 15 model model NOUN bracis-19084 202 16 ’s ’s PART bracis-19084 202 17 efficiency efficiency NOUN bracis-19084 202 18 when when SCONJ bracis-19084 202 19 recognizing recognize VERB bracis-19084 202 20 the the DET bracis-19084 202 21 tokens token NOUN bracis-19084 202 22 present present ADJ bracis-19084 202 23 in in ADP bracis-19084 202 24 the the DET bracis-19084 202 25 relationship relationship NOUN bracis-19084 202 26 . . PUNCT bracis-19084 203 1 if if SCONJ bracis-19084 203 2 we we PRON bracis-19084 203 3 only only ADV bracis-19084 203 4 considered consider VERB bracis-19084 203 5 completely completely ADV bracis-19084 203 6 correct correct ADJ bracis-19084 203 7 extractions extraction NOUN bracis-19084 203 8 , , PUNCT bracis-19084 203 9 the the DET bracis-19084 203 10 model model NOUN bracis-19084 203 11 would would AUX bracis-19084 203 12 be be AUX bracis-19084 203 13 penalized penalize VERB bracis-19084 203 14 by by ADP bracis-19084 203 15 not not PART bracis-19084 203 16 extracting extract VERB bracis-19084 203 17 just just ADV bracis-19084 203 18 a a DET bracis-19084 203 19 token token NOUN bracis-19084 203 20 for for ADP bracis-19084 203 21 example example NOUN bracis-19084 203 22 . . PUNCT bracis-19084 204 1 equation equation NOUN bracis-19084 204 2     SPACE bracis-19084 204 3 4 4 NUM bracis-19084 204 4 shows show VERB bracis-19084 204 5 how how SCONJ bracis-19084 204 6 the the DET bracis-19084 204 7 coefficient coefficient NOUN bracis-19084 204 8 is be AUX bracis-19084 204 9 calculated calculate VERB bracis-19084 204 10 and and CCONJ bracis-19084 204 11 table table NOUN bracis-19084 204 12     SPACE bracis-19084 204 13 3 3 NUM bracis-19084 204 14 an an DET bracis-19084 204 15 example example NOUN bracis-19084 204 16 of of ADP bracis-19084 204 17 evaluation evaluation NOUN bracis-19084 204 18 . . PUNCT bracis-19084 205 1 $ $ SYM bracis-19084 205 2 $ $ SYM bracis-19084 205 3 \begin{aligned \begin{aligne VERB bracis-19084 205 4 } } PUNCT bracis-19084 205 5 jaccard(a jaccard(a PROPN bracis-19084 205 6 , , PUNCT bracis-19084 205 7 b b NOUN bracis-19084 205 8 ) ) PUNCT bracis-19084 205 9 = = PUNCT bracis-19084 206 1 \frac{|a \frac{|a PROPN bracis-19084 206 2 \bigcap \bigcap PROPN bracis-19084 206 3 b| b| PROPN bracis-19084 206 4 } } PUNCT bracis-19084 206 5 { { PUNCT bracis-19084 206 6 |a\bigcup |a\bigcup PROPN bracis-19084 206 7 b| b| PROPN bracis-19084 206 8 } } PUNCT bracis-19084 206 9 \end{aligned}$$ \end{aligned}$$ X bracis-19084 206 10 ( ( PUNCT bracis-19084 206 11 4 4 NUM bracis-19084 206 12 ) ) PUNCT bracis-19084 206 13 for for ADP bracis-19084 206 14 the the DET bracis-19084 206 15 above above ADJ bracis-19084 206 16 two two NUM bracis-19084 206 17 relations relation NOUN bracis-19084 206 18 , , PUNCT bracis-19084 206 19 we we PRON bracis-19084 206 20 get get VERB bracis-19084 206 21 a a DET bracis-19084 206 22 jaccard jaccard ADJ bracis-19084 206 23 similarity similarity NOUN bracis-19084 206 24 of of ADP bracis-19084 206 25 \(3 \(3 NUM bracis-19084 206 26 / / SYM bracis-19084 206 27 ( ( PUNCT bracis-19084 206 28 3 3 NUM bracis-19084 206 29 + + NUM bracis-19084 206 30 1 1 NUM bracis-19084 206 31 ) ) PUNCT bracis-19084 206 32 = = SYM bracis-19084 206 33 0.75\ 0.75\ PROPN bracis-19084 206 34 ) ) PUNCT bracis-19084 206 35 , , PUNCT bracis-19084 206 36 which which PRON bracis-19084 206 37 is be AUX bracis-19084 206 38 the the DET bracis-19084 206 39 size size NOUN bracis-19084 206 40 of of ADP bracis-19084 206 41 the the DET bracis-19084 206 42 intersection intersection NOUN bracis-19084 206 43 of of ADP bracis-19084 206 44 the the DET bracis-19084 206 45 set set NOUN bracis-19084 206 46 divided divide VERB bracis-19084 206 47 by by ADP bracis-19084 206 48 the the DET bracis-19084 206 49 total total ADJ bracis-19084 206 50 size size NOUN bracis-19084 206 51 of of ADP bracis-19084 206 52 the the DET bracis-19084 206 53 set set NOUN bracis-19084 206 54 . . PUNCT bracis-19084 207 1 table table NOUN bracis-19084 207 2 3 3 NUM bracis-19084 207 3 . . PUNCT bracis-19084 207 4 evaluation evaluation NOUN bracis-19084 207 5 example example NOUN bracis-19084 207 6 for for ADP bracis-19084 207 7 extracting extract VERB bracis-19084 207 8 relationships relationship NOUN bracis-19084 207 9 between between ADP bracis-19084 207 10 named name VERB bracis-19084 207 11 entities entity NOUN bracis-19084 207 12 . . PUNCT bracis-19084 208 1 the the DET bracis-19084 208 2 evaluated evaluate VERB bracis-19084 208 3 named name VERB bracis-19084 208 4 entities entity NOUN bracis-19084 208 5 are be AUX bracis-19084 208 6 in in ADP bracis-19084 208 7 bold bold ADJ bracis-19084 208 8 font.full font.full NOUN bracis-19084 208 9 size size NOUN bracis-19084 208 10 table table NOUN bracis-19084 208 11 6 6 NUM bracis-19084 208 12 results result NOUN bracis-19084 208 13 and and CCONJ bracis-19084 208 14 discussion discussion NOUN bracis-19084 208 15 after after ADP bracis-19084 208 16 the the DET bracis-19084 208 17 training training NOUN bracis-19084 208 18 step step NOUN bracis-19084 208 19 , , PUNCT bracis-19084 208 20 the the DET bracis-19084 208 21 model model NOUN bracis-19084 208 22 was be AUX bracis-19084 208 23 applied apply VERB bracis-19084 208 24 to to ADP bracis-19084 208 25 the the DET bracis-19084 208 26 test test NOUN bracis-19084 208 27 data datum NOUN bracis-19084 208 28 set set VERB bracis-19084 208 29 . . PUNCT bracis-19084 209 1 in in ADP bracis-19084 209 2 this this DET bracis-19084 209 3 evaluation evaluation NOUN bracis-19084 209 4 step step NOUN bracis-19084 209 5 , , PUNCT bracis-19084 209 6 the the DET bracis-19084 209 7 model model NOUN bracis-19084 209 8 obtained obtain VERB bracis-19084 209 9 good good ADJ bracis-19084 209 10 results result NOUN bracis-19084 209 11 , , PUNCT bracis-19084 209 12 indicating indicate VERB bracis-19084 209 13 an an DET bracis-19084 209 14 overall overall ADJ bracis-19084 209 15 jaccard jaccard ADJ bracis-19084 209 16 metric metric NOUN bracis-19084 209 17 of of ADP bracis-19084 209 18 73.5 73.5 NUM bracis-19084 209 19 % % NOUN bracis-19084 209 20 for for ADP bracis-19084 209 21 all all DET bracis-19084 209 22 the the DET bracis-19084 209 23 prediction prediction NOUN bracis-19084 209 24 cases case NOUN bracis-19084 209 25 . . PUNCT bracis-19084 210 1 in in ADP bracis-19084 210 2 terms term NOUN bracis-19084 210 3 of of ADP bracis-19084 210 4 correctly correctly ADV bracis-19084 210 5 extracted extract VERB bracis-19084 210 6 relationships relationship NOUN bracis-19084 210 7 , , PUNCT bracis-19084 210 8 it it PRON bracis-19084 210 9 was be AUX bracis-19084 210 10 possible possible ADJ bracis-19084 210 11 to to PART bracis-19084 210 12 extract extract VERB bracis-19084 210 13 212 212 NUM bracis-19084 210 14 completely completely ADV bracis-19084 210 15 correct correct ADJ bracis-19084 210 16 relationships relationship NOUN bracis-19084 210 17 from from ADP bracis-19084 210 18 a a DET bracis-19084 210 19 total total NOUN bracis-19084 210 20 of of ADP bracis-19084 210 21 465 465 NUM bracis-19084 210 22 samples sample NOUN bracis-19084 210 23 available available ADJ bracis-19084 210 24 for for ADP bracis-19084 210 25 testing testing NOUN bracis-19084 210 26 ; ; PUNCT bracis-19084 210 27 that that PRON bracis-19084 210 28 is be AUX bracis-19084 210 29 when when SCONJ bracis-19084 210 30 the the DET bracis-19084 210 31 extracted extract VERB bracis-19084 210 32 relationship relationship NOUN bracis-19084 210 33 is be AUX bracis-19084 210 34 exactly exactly ADV bracis-19084 210 35 the the DET bracis-19084 210 36 same same ADJ bracis-19084 210 37 as as SCONJ bracis-19084 210 38 that that PRON bracis-19084 210 39 manually manually ADV bracis-19084 210 40 annotated annotate VERB bracis-19084 210 41 . . PUNCT bracis-19084 211 1 we we PRON bracis-19084 211 2 consider consider VERB bracis-19084 211 3 a a DET bracis-19084 211 4 relationship relationship NOUN bracis-19084 211 5 partially partially ADV bracis-19084 211 6 correct correct ADJ bracis-19084 211 7 when when SCONJ bracis-19084 211 8 the the DET bracis-19084 211 9 extracted extract VERB bracis-19084 211 10 relationship relationship NOUN bracis-19084 211 11 reaches reach VERB bracis-19084 211 12 a a DET bracis-19084 211 13 jaccard jaccard ADJ bracis-19084 211 14 score score NOUN bracis-19084 211 15 of of ADP bracis-19084 211 16 at at ADV bracis-19084 211 17 least least ADV bracis-19084 211 18 50 50 NUM bracis-19084 211 19 % % NOUN bracis-19084 211 20 . . PUNCT bracis-19084 212 1 as as ADP bracis-19084 212 2 for for ADP bracis-19084 212 3 partially partially ADV bracis-19084 212 4 correct correct ADJ bracis-19084 212 5 relationships relationship NOUN bracis-19084 212 6 , , PUNCT bracis-19084 212 7 our our PRON bracis-19084 212 8 approach approach NOUN bracis-19084 212 9 was be AUX bracis-19084 212 10 able able ADJ bracis-19084 212 11 to to PART bracis-19084 212 12 extract extract VERB bracis-19084 212 13 176 176 NUM bracis-19084 212 14 relationships relationship NOUN bracis-19084 212 15 . . PUNCT bracis-19084 213 1 in in ADP bracis-19084 213 2 only only ADV bracis-19084 213 3 40 40 NUM bracis-19084 213 4 occurrences occurrence NOUN bracis-19084 213 5 the the DET bracis-19084 213 6 model model NOUN bracis-19084 213 7 was be AUX bracis-19084 213 8 not not PART bracis-19084 213 9 able able ADJ bracis-19084 213 10 to to PART bracis-19084 213 11 extract extract VERB bracis-19084 213 12 any any DET bracis-19084 213 13 token token ADJ bracis-19084 213 14 present present NOUN bracis-19084 213 15 in in ADP bracis-19084 213 16 the the DET bracis-19084 213 17 relation relation NOUN bracis-19084 213 18 to to PART bracis-19084 213 19 be be AUX bracis-19084 213 20 extracted extract VERB bracis-19084 213 21 . . PUNCT bracis-19084 214 1 these these DET bracis-19084 214 2 results result NOUN bracis-19084 214 3 are be AUX bracis-19084 214 4 summarized summarize VERB bracis-19084 214 5 in in ADP bracis-19084 214 6 table table NOUN bracis-19084 214 7     SPACE bracis-19084 214 8 4 4 NUM bracis-19084 214 9 . . PUNCT bracis-19084 214 10 table table NOUN bracis-19084 214 11 4 4 NUM bracis-19084 214 12 . . PUNCT bracis-19084 214 13 results result NOUN bracis-19084 214 14 obtained obtain VERB bracis-19084 214 15 by by ADP bracis-19084 214 16 the the DET bracis-19084 214 17 proposed propose VERB bracis-19084 214 18 model.full model.full NOUN bracis-19084 214 19 size size NOUN bracis-19084 214 20 table table NOUN bracis-19084 214 21 in in ADP bracis-19084 214 22 general general ADJ bracis-19084 214 23 , , PUNCT bracis-19084 214 24 the the DET bracis-19084 214 25 extracted extract VERB bracis-19084 214 26 relationships relationship NOUN bracis-19084 214 27 express express VERB bracis-19084 214 28 information information NOUN bracis-19084 214 29 relevant relevant ADJ bracis-19084 214 30 to to ADP bracis-19084 214 31 the the DET bracis-19084 214 32 ci ci PROPN bracis-19084 214 33 focus focus NOUN bracis-19084 214 34 , , PUNCT bracis-19084 214 35 for for ADP bracis-19084 214 36 example example NOUN bracis-19084 214 37 , , PUNCT bracis-19084 214 38 partnership partnership NOUN bracis-19084 214 39 formation formation NOUN bracis-19084 214 40 relationships relationship NOUN bracis-19084 214 41 between between ADP bracis-19084 214 42 organizations organization NOUN bracis-19084 214 43 ; ; PUNCT bracis-19084 214 44 financial financial ADJ bracis-19084 214 45 investment investment NOUN bracis-19084 214 46 relationships relationship NOUN bracis-19084 214 47 between between ADP bracis-19084 214 48 organizations organization NOUN bracis-19084 214 49 ; ; PUNCT bracis-19084 214 50 relations relation NOUN bracis-19084 214 51 between between ADP bracis-19084 214 52 people people NOUN bracis-19084 214 53 and and CCONJ bracis-19084 214 54 organizations organization NOUN bracis-19084 214 55 ; ; PUNCT bracis-19084 214 56 entry entry NOUN bracis-19084 214 57 of of ADP bracis-19084 214 58 organizations organization NOUN bracis-19084 214 59 into into ADP bracis-19084 214 60 the the DET bracis-19084 214 61 market market NOUN bracis-19084 214 62 in in ADP bracis-19084 214 63 certain certain ADJ bracis-19084 214 64 locations location NOUN bracis-19084 214 65 , , PUNCT bracis-19084 214 66 among among ADP bracis-19084 214 67 others other NOUN bracis-19084 214 68 . . PUNCT bracis-19084 215 1 table table NOUN bracis-19084 215 2     SPACE bracis-19084 215 3 5 5 NUM bracis-19084 215 4 illustrates illustrate VERB bracis-19084 215 5 instances instance NOUN bracis-19084 215 6 of of ADP bracis-19084 215 7 extracted extract VERB bracis-19084 215 8 relationships relationship NOUN bracis-19084 215 9 that that PRON bracis-19084 215 10 are be AUX bracis-19084 215 11 completely completely ADV bracis-19084 215 12 correct correct ADJ bracis-19084 215 13 . . PUNCT bracis-19084 216 1 from from ADP bracis-19084 216 2 this this DET bracis-19084 216 3 re re NOUN bracis-19084 216 4 approach approach NOUN bracis-19084 216 5 , , PUNCT bracis-19084 216 6 it it PRON bracis-19084 216 7 is be AUX bracis-19084 216 8 possible possible ADJ bracis-19084 216 9 to to PART bracis-19084 216 10 create create VERB bracis-19084 216 11 a a DET bracis-19084 216 12 historical historical ADJ bracis-19084 216 13 knowledge knowledge NOUN bracis-19084 216 14 base base NOUN bracis-19084 216 15 , , PUNCT bracis-19084 216 16 easily easily ADV bracis-19084 216 17 accessible accessible ADJ bracis-19084 216 18 and and CCONJ bracis-19084 216 19 interpreted interpret VERB bracis-19084 216 20 by by ADP bracis-19084 216 21 ci ci PROPN bracis-19084 216 22 analysts analyst NOUN bracis-19084 216 23 . . PUNCT bracis-19084 217 1 thus thus ADV bracis-19084 217 2 , , PUNCT bracis-19084 217 3 it it PRON bracis-19084 217 4 is be AUX bracis-19084 217 5 possible possible ADJ bracis-19084 217 6 to to PART bracis-19084 217 7 provide provide VERB bracis-19084 217 8 information information NOUN bracis-19084 217 9 so so SCONJ bracis-19084 217 10 that that SCONJ bracis-19084 217 11 everyone everyone PRON bracis-19084 217 12 can can AUX bracis-19084 217 13 extract extract VERB bracis-19084 217 14 value value NOUN bracis-19084 217 15 quickly quickly ADV bracis-19084 217 16 and and CCONJ bracis-19084 217 17 clearly clearly ADV bracis-19084 217 18 . . PUNCT bracis-19084 218 1 table table NOUN bracis-19084 218 2 5 5 NUM bracis-19084 218 3 . . PUNCT bracis-19084 218 4 completely completely ADV bracis-19084 218 5 correct correct ADJ bracis-19084 218 6 relationships relationship NOUN bracis-19084 218 7 extracted extract VERB bracis-19084 218 8 by by ADP bracis-19084 218 9 the the DET bracis-19084 218 10 proposed propose VERB bracis-19084 218 11 model.full model.full NOUN bracis-19084 218 12 size size NOUN bracis-19084 218 13 table table NOUN bracis-19084 218 14 fig fig NOUN bracis-19084 218 15 . . PUNCT bracis-19084 219 1 2 2 X bracis-19084 219 2 . . X bracis-19084 219 3 average average ADJ bracis-19084 219 4 score score NOUN bracis-19084 219 5 grouped group VERB bracis-19084 219 6 by by ADP bracis-19084 219 7 the the DET bracis-19084 219 8 number number NOUN bracis-19084 219 9 of of ADP bracis-19084 219 10 words word NOUN bracis-19084 219 11 contained contain VERB bracis-19084 219 12 in in ADP bracis-19084 219 13 the the DET bracis-19084 219 14 relation relation NOUN bracis-19084 219 15 to to PART bracis-19084 219 16 be be AUX bracis-19084 219 17 extracted extract VERB bracis-19084 219 18 . . PUNCT bracis-19084 220 1 full full ADJ bracis-19084 220 2 size size NOUN bracis-19084 220 3 image image NOUN bracis-19084 220 4 we we PRON bracis-19084 220 5 claim claim VERB bracis-19084 220 6 that that SCONJ bracis-19084 220 7 the the DET bracis-19084 220 8 model model NOUN bracis-19084 220 9 was be AUX bracis-19084 220 10 able able ADJ bracis-19084 220 11 to to PART bracis-19084 220 12 respond respond VERB bracis-19084 220 13 well well ADV bracis-19084 220 14 to to ADP bracis-19084 220 15 the the DET bracis-19084 220 16 complexity complexity NOUN bracis-19084 220 17 of of ADP bracis-19084 220 18 sentence sentence NOUN bracis-19084 220 19 length length NOUN bracis-19084 220 20 and and CCONJ bracis-19084 220 21 the the DET bracis-19084 220 22 size size NOUN bracis-19084 220 23 of of ADP bracis-19084 220 24 the the DET bracis-19084 220 25 relation relation NOUN bracis-19084 220 26 to to PART bracis-19084 220 27 be be AUX bracis-19084 220 28 extracted extract VERB bracis-19084 220 29 . . PUNCT bracis-19084 221 1 it it PRON bracis-19084 221 2 was be AUX bracis-19084 221 3 able able ADJ bracis-19084 221 4 to to PART bracis-19084 221 5 recognize recognize VERB bracis-19084 221 6 patterns pattern NOUN bracis-19084 221 7 and and CCONJ bracis-19084 221 8 indicate indicate VERB bracis-19084 221 9 which which DET bracis-19084 221 10 tokens token NOUN bracis-19084 221 11 belong belong VERB bracis-19084 221 12 to to ADP bracis-19084 221 13 the the DET bracis-19084 221 14 semantic semantic ADJ bracis-19084 221 15 relations relation NOUN bracis-19084 221 16 contained contain VERB bracis-19084 221 17 in in ADP bracis-19084 221 18 the the DET bracis-19084 221 19 same same ADJ bracis-19084 221 20 sentence sentence NOUN bracis-19084 221 21 in in ADP bracis-19084 221 22 the the DET bracis-19084 221 23 financial financial ADJ bracis-19084 221 24 domain domain NOUN bracis-19084 221 25 . . PUNCT bracis-19084 222 1 figure figure NOUN bracis-19084 222 2     SPACE bracis-19084 222 3 2 2 NUM bracis-19084 222 4 illustrates illustrate VERB bracis-19084 222 5 the the DET bracis-19084 222 6 average average ADJ bracis-19084 222 7 score score NOUN bracis-19084 222 8 according accord VERB bracis-19084 222 9 to to ADP bracis-19084 222 10 sentence sentence NOUN bracis-19084 222 11 length length NOUN bracis-19084 222 12 . . PUNCT bracis-19084 223 1 it it PRON bracis-19084 223 2 can can AUX bracis-19084 223 3 also also ADV bracis-19084 223 4 be be AUX bracis-19084 223 5 inferred infer VERB bracis-19084 223 6 that that SCONJ bracis-19084 223 7 the the DET bracis-19084 223 8 model model NOUN bracis-19084 223 9 has have VERB bracis-19084 223 10 greater great ADJ bracis-19084 223 11 difficulty difficulty NOUN bracis-19084 223 12 when when SCONJ bracis-19084 223 13 trying try VERB bracis-19084 223 14 to to PART bracis-19084 223 15 extract extract VERB bracis-19084 223 16 relations relation NOUN bracis-19084 223 17 composed compose VERB bracis-19084 223 18 of of ADP bracis-19084 223 19 only only ADV bracis-19084 223 20 one one NUM bracis-19084 223 21 token token VERB bracis-19084 223 22 , , PUNCT bracis-19084 223 23 which which PRON bracis-19084 223 24 ends end VERB bracis-19084 223 25 up up ADP bracis-19084 223 26 penalizing penalize VERB bracis-19084 223 27 the the DET bracis-19084 223 28 model model NOUN bracis-19084 223 29 and and CCONJ bracis-19084 223 30 its its PRON bracis-19084 223 31 performance performance NOUN bracis-19084 223 32 . . PUNCT bracis-19084 224 1 this this DET bracis-19084 224 2 particular particular ADJ bracis-19084 224 3 type type NOUN bracis-19084 224 4 of of ADP bracis-19084 224 5 relationship relationship NOUN bracis-19084 224 6 is be AUX bracis-19084 224 7 the the DET bracis-19084 224 8 third third ADV bracis-19084 224 9 largest large ADJ bracis-19084 224 10 group group NOUN bracis-19084 224 11 within within ADP bracis-19084 224 12 the the DET bracis-19084 224 13 test test NOUN bracis-19084 224 14 dataset dataset NOUN bracis-19084 224 15 , , PUNCT bracis-19084 224 16 and and CCONJ bracis-19084 224 17 in in ADP bracis-19084 224 18 most most ADJ bracis-19084 224 19 cases case NOUN bracis-19084 224 20 there there PRON bracis-19084 224 21 are be VERB bracis-19084 224 22 only only ADV bracis-19084 224 23 two two NUM bracis-19084 224 24 score score NOUN bracis-19084 224 25 possibilities possibility NOUN bracis-19084 224 26 , , PUNCT bracis-19084 224 27 0 0 NUM bracis-19084 224 28 or or CCONJ bracis-19084 224 29 1 1 NUM bracis-19084 224 30 . . PUNCT bracis-19084 225 1 on on ADP bracis-19084 225 2 these these DET bracis-19084 225 3 prediction prediction NOUN bracis-19084 225 4 errors error NOUN bracis-19084 225 5 , , PUNCT bracis-19084 225 6 the the DET bracis-19084 225 7 model model NOUN bracis-19084 225 8 had have VERB bracis-19084 225 9 more more ADJ bracis-19084 225 10 difficulty difficulty NOUN bracis-19084 225 11 in in ADP bracis-19084 225 12 inferring infer VERB bracis-19084 225 13 composite composite ADJ bracis-19084 225 14 relationships relationship NOUN bracis-19084 225 15 just just ADV bracis-19084 225 16 by by ADP bracis-19084 225 17 a a DET bracis-19084 225 18 preposition preposition NOUN bracis-19084 225 19 ( ( PUNCT bracis-19084 225 20 e.g. e.g. ADV bracis-19084 225 21 da da X bracis-19084 225 22 , , PUNCT bracis-19084 225 23 de de X bracis-19084 225 24 , , PUNCT bracis-19084 225 25 na na NOUN bracis-19084 225 26 , , PUNCT bracis-19084 225 27 no no INTJ bracis-19084 225 28 ) ) PUNCT bracis-19084 225 29 as as SCONJ bracis-19084 225 30 shown show VERB bracis-19084 225 31 in in ADP bracis-19084 225 32 table table NOUN bracis-19084 225 33     SPACE bracis-19084 225 34 6 6 NUM bracis-19084 225 35 . . PUNCT bracis-19084 225 36 table table NOUN bracis-19084 225 37 6 6 NUM bracis-19084 225 38 . . PUNCT bracis-19084 226 1 examples example NOUN bracis-19084 226 2 of of ADP bracis-19084 226 3 relationships relationship NOUN bracis-19084 226 4 not not PART bracis-19084 226 5 extracted extract VERB bracis-19084 226 6 by by ADP bracis-19084 226 7 the the DET bracis-19084 226 8 model model NOUN bracis-19084 226 9 . . PUNCT bracis-19084 227 1 in in ADP bracis-19084 227 2 bold bold ADJ bracis-19084 227 3 and and CCONJ bracis-19084 227 4 underlined underline VERB bracis-19084 227 5 , , PUNCT bracis-19084 227 6 the the DET bracis-19084 227 7 semantic semantic ADJ bracis-19084 227 8 relationship relationship NOUN bracis-19084 227 9 to to PART bracis-19084 227 10 be be AUX bracis-19084 227 11 extracted.full extracted.full NUM bracis-19084 227 12 size size NOUN bracis-19084 227 13 table table NOUN bracis-19084 227 14 7 7 NUM bracis-19084 227 15 conclusion conclusion NOUN bracis-19084 227 16 and and CCONJ bracis-19084 227 17 future future ADJ bracis-19084 227 18 work work NOUN bracis-19084 227 19 in in ADP bracis-19084 227 20 this this DET bracis-19084 227 21 work work NOUN bracis-19084 227 22 , , PUNCT bracis-19084 227 23 we we PRON bracis-19084 227 24 provide provide VERB bracis-19084 227 25 an an DET bracis-19084 227 26 approach approach NOUN bracis-19084 227 27 to to ADP bracis-19084 227 28 the the DET bracis-19084 227 29 re re X bracis-19084 227 30 task task NOUN bracis-19084 227 31 and and CCONJ bracis-19084 227 32 a a DET bracis-19084 227 33 manually manually ADV bracis-19084 227 34 annotated annotate VERB bracis-19084 227 35 corpus corpus NOUN bracis-19084 227 36 from from ADP bracis-19084 227 37 news news NOUN bracis-19084 227 38 provided provide VERB bracis-19084 227 39 by by ADP bracis-19084 227 40 a a DET bracis-19084 227 41 market market NOUN bracis-19084 227 42 intelligence intelligence NOUN bracis-19084 227 43 company company NOUN bracis-19084 227 44 and and CCONJ bracis-19084 227 45 also also ADV bracis-19084 227 46 news news NOUN bracis-19084 227 47 collected collect VERB bracis-19084 227 48 from from ADP bracis-19084 227 49 twitter twitter NOUN bracis-19084 227 50 on on ADP bracis-19084 227 51 the the DET bracis-19084 227 52 subject subject NOUN bracis-19084 227 53 of of ADP bracis-19084 227 54 competitive competitive ADJ bracis-19084 227 55 intelligence intelligence NOUN bracis-19084 227 56 . . PUNCT bracis-19084 228 1 more more ADJ bracis-19084 228 2 than than ADP bracis-19084 228 3 1,500 1,500 NUM bracis-19084 228 4 news news NOUN bracis-19084 228 5 about about ADP bracis-19084 228 6 the the DET bracis-19084 228 7 financial financial ADJ bracis-19084 228 8 market market NOUN bracis-19084 228 9 and and CCONJ bracis-19084 228 10 more more ADJ bracis-19084 228 11 than than ADP bracis-19084 228 12 7,000 7,000 NUM bracis-19084 228 13 tweets tweet NOUN bracis-19084 228 14 were be AUX bracis-19084 228 15 selected select VERB bracis-19084 228 16 to to PART bracis-19084 228 17 build build VERB bracis-19084 228 18 a a DET bracis-19084 228 19 knowledge knowledge NOUN bracis-19084 228 20 base base NOUN bracis-19084 228 21 . . PUNCT bracis-19084 229 1 the the DET bracis-19084 229 2 model model NOUN bracis-19084 229 3 proved prove VERB bracis-19084 229 4 to to PART bracis-19084 229 5 be be AUX bracis-19084 229 6 able able ADJ bracis-19084 229 7 to to PART bracis-19084 229 8 recognize recognize VERB bracis-19084 229 9 semantic semantic ADJ bracis-19084 229 10 relationships relationship NOUN bracis-19084 229 11 and and CCONJ bracis-19084 229 12 is be AUX bracis-19084 229 13 therefore therefore ADV bracis-19084 229 14 useful useful ADJ bracis-19084 229 15 for for ADP bracis-19084 229 16 discovering discover VERB bracis-19084 229 17 events event NOUN bracis-19084 229 18 and and CCONJ bracis-19084 229 19 facts fact NOUN bracis-19084 229 20 related relate VERB bracis-19084 229 21 to to ADP bracis-19084 229 22 the the DET bracis-19084 229 23 financial financial ADJ bracis-19084 229 24 market market NOUN bracis-19084 229 25 . . PUNCT bracis-19084 230 1 from from ADP bracis-19084 230 2 the the DET bracis-19084 230 3 section section NOUN bracis-19084 230 4 on on ADP bracis-19084 230 5 related related ADJ bracis-19084 230 6 work work NOUN bracis-19084 230 7 , , PUNCT bracis-19084 230 8 it it PRON bracis-19084 230 9 is be AUX bracis-19084 230 10 possible possible ADJ bracis-19084 230 11 to to PART bracis-19084 230 12 note note VERB bracis-19084 230 13 that that SCONJ bracis-19084 230 14 there there PRON bracis-19084 230 15 is be VERB bracis-19084 230 16 little little ADJ bracis-19084 230 17 research research NOUN bracis-19084 230 18 on on ADP bracis-19084 230 19 techniques technique NOUN bracis-19084 230 20 for for ADP bracis-19084 230 21 extracting extract VERB bracis-19084 230 22 relationships relationship NOUN bracis-19084 230 23 between between ADP bracis-19084 230 24 named name VERB bracis-19084 230 25 entities entity NOUN bracis-19084 230 26 for for ADP bracis-19084 230 27 the the DET bracis-19084 230 28 financial financial ADJ bracis-19084 230 29 domain domain NOUN bracis-19084 230 30 in in ADP bracis-19084 230 31 portuguese portuguese PROPN bracis-19084 230 32 . . PUNCT bracis-19084 231 1 this this DET bracis-19084 231 2 domain domain NOUN bracis-19084 231 3 lacks lack VERB bracis-19084 231 4 practical practical ADJ bracis-19084 231 5 solutions solution NOUN bracis-19084 231 6 , , PUNCT bracis-19084 231 7 in in ADP bracis-19084 231 8 part part NOUN bracis-19084 231 9 because because SCONJ bracis-19084 231 10 of of ADP bracis-19084 231 11 the the DET bracis-19084 231 12 large large ADJ bracis-19084 231 13 amount amount NOUN bracis-19084 231 14 of of ADP bracis-19084 231 15 information information NOUN bracis-19084 231 16 in in ADP bracis-19084 231 17 the the DET bracis-19084 231 18 financial financial ADJ bracis-19084 231 19 area area NOUN bracis-19084 231 20 , , PUNCT bracis-19084 231 21 so so ADV bracis-19084 231 22 manual manual ADJ bracis-19084 231 23 analysis analysis NOUN bracis-19084 231 24 becomes become VERB bracis-19084 231 25 difficult difficult ADJ bracis-19084 231 26 to to PART bracis-19084 231 27 meet meet VERB bracis-19084 231 28 the the DET bracis-19084 231 29 needs need NOUN bracis-19084 231 30 and and CCONJ bracis-19084 231 31 make make VERB bracis-19084 231 32 full full ADJ bracis-19084 231 33 use use NOUN bracis-19084 231 34 of of ADP bracis-19084 231 35 this this DET bracis-19084 231 36 information information NOUN bracis-19084 231 37 . . PUNCT bracis-19084 232 1 due due ADP bracis-19084 232 2 to to ADP bracis-19084 232 3 this this DET bracis-19084 232 4 lack lack NOUN bracis-19084 232 5 of of ADP bracis-19084 232 6 approaches approach NOUN bracis-19084 232 7 to to ADP bracis-19084 232 8 the the DET bracis-19084 232 9 re re NOUN bracis-19084 232 10 task task PROPN bracis-19084 232 11 , , PUNCT bracis-19084 232 12 it it PRON bracis-19084 232 13 is be AUX bracis-19084 232 14 also also ADV bracis-19084 232 15 difficult difficult ADJ bracis-19084 232 16 to to PART bracis-19084 232 17 present present VERB bracis-19084 232 18 comparative comparative ADJ bracis-19084 232 19 results result NOUN bracis-19084 232 20 at at ADP bracis-19084 232 21 this this DET bracis-19084 232 22 stage stage NOUN bracis-19084 232 23 , , PUNCT bracis-19084 232 24 since since SCONJ bracis-19084 232 25 there there PRON bracis-19084 232 26 is be VERB bracis-19084 232 27 still still ADV bracis-19084 232 28 no no DET bracis-19084 232 29 dataset dataset NOUN bracis-19084 232 30 available available ADJ bracis-19084 232 31 for for ADP bracis-19084 232 32 comparison comparison NOUN bracis-19084 232 33 . . PUNCT bracis-19084 233 1 as as ADP bracis-19084 233 2 the the DET bracis-19084 233 3 main main ADJ bracis-19084 233 4 contributions contribution NOUN bracis-19084 233 5 of of ADP bracis-19084 233 6 this this DET bracis-19084 233 7 work work NOUN bracis-19084 233 8 , , PUNCT bracis-19084 233 9 we we PRON bracis-19084 233 10 can can AUX bracis-19084 233 11 mention mention VERB bracis-19084 233 12 the the DET bracis-19084 233 13 development development NOUN bracis-19084 233 14 of of ADP bracis-19084 233 15 a a DET bracis-19084 233 16 relation relation NOUN bracis-19084 233 17 extraction extraction NOUN bracis-19084 233 18 model model NOUN bracis-19084 233 19 between between ADP bracis-19084 233 20 named name VERB bracis-19084 233 21 entities entity NOUN bracis-19084 233 22 based base VERB bracis-19084 233 23 on on ADP bracis-19084 233 24 bert bert PROPN bracis-19084 233 25 , , PUNCT bracis-19084 233 26 which which PRON bracis-19084 233 27 replaces replace VERB bracis-19084 233 28 the the DET bracis-19084 233 29 explicit explicit ADJ bracis-19084 233 30 linguistic linguistic ADJ bracis-19084 233 31 resources resource NOUN bracis-19084 233 32 , , PUNCT bracis-19084 233 33 required require VERB bracis-19084 233 34 by by ADP bracis-19084 233 35 other other ADJ bracis-19084 233 36 methods method NOUN bracis-19084 233 37 , , PUNCT bracis-19084 233 38 such such ADJ bracis-19084 233 39 as as ADP bracis-19084 233 40 rule rule NOUN bracis-19084 233 41 - - PUNCT bracis-19084 233 42 based base VERB bracis-19084 233 43 approaches approach NOUN bracis-19084 233 44 or or CCONJ bracis-19084 233 45 that that PRON bracis-19084 233 46 use use VERB bracis-19084 233 47 parts part NOUN bracis-19084 233 48 - - PUNCT bracis-19084 233 49 of of ADP bracis-19084 233 50 - - PUNCT bracis-19084 233 51 speech speech NOUN bracis-19084 233 52 ( ( PUNCT bracis-19084 233 53 pos pos NOUN bracis-19084 233 54 ) ) PUNCT bracis-19084 233 55 . . PUNCT bracis-19084 234 1 this this DET bracis-19084 234 2 approach approach NOUN bracis-19084 234 3 becomes become VERB bracis-19084 234 4 much much ADV bracis-19084 234 5 simpler simple ADJ bracis-19084 234 6 as as SCONJ bracis-19084 234 7 it it PRON bracis-19084 234 8 only only ADV bracis-19084 234 9 needs need VERB bracis-19084 234 10 the the DET bracis-19084 234 11 phrase phrase NOUN bracis-19084 234 12 information information NOUN bracis-19084 234 13 and and CCONJ bracis-19084 234 14 the the DET bracis-19084 234 15 pair pair NOUN bracis-19084 234 16 of of ADP bracis-19084 234 17 concatenated concatenate VERB bracis-19084 234 18 entities entity NOUN bracis-19084 234 19 . . PUNCT bracis-19084 235 1 thus thus ADV bracis-19084 235 2 , , PUNCT bracis-19084 235 3 it it PRON bracis-19084 235 4 allows allow VERB bracis-19084 235 5 more more ADJ bracis-19084 235 6 than than ADP bracis-19084 235 7 one one NUM bracis-19084 235 8 entry entry NOUN bracis-19084 235 9 to to PART bracis-19084 235 10 be be AUX bracis-19084 235 11 sent send VERB bracis-19084 235 12 , , PUNCT bracis-19084 235 13 as as SCONJ bracis-19084 235 14 a a DET bracis-19084 235 15 sentence sentence NOUN bracis-19084 235 16 can can AUX bracis-19084 235 17 have have VERB bracis-19084 235 18 n n DET bracis-19084 235 19 pairs pair NOUN bracis-19084 235 20 of of ADP bracis-19084 235 21 named name VERB bracis-19084 235 22 entities entity NOUN bracis-19084 235 23 . . PUNCT bracis-19084 236 1 therefore therefore ADV bracis-19084 236 2 , , PUNCT bracis-19084 236 3 the the DET bracis-19084 236 4 approach approach NOUN bracis-19084 236 5 adopted adopt VERB bracis-19084 236 6 allows allow VERB bracis-19084 236 7 us we PRON bracis-19084 236 8 to to PART bracis-19084 236 9 infer infer VERB bracis-19084 236 10 that that SCONJ bracis-19084 236 11 the the DET bracis-19084 236 12 sentence sentence NOUN bracis-19084 236 13 and and CCONJ bracis-19084 236 14 the the DET bracis-19084 236 15 pair pair NOUN bracis-19084 236 16 of of ADP bracis-19084 236 17 entities entity NOUN bracis-19084 236 18 are be AUX bracis-19084 236 19 sent send VERB bracis-19084 236 20 separately separately ADV bracis-19084 236 21 . . PUNCT bracis-19084 237 1 another another DET bracis-19084 237 2 contribution contribution NOUN bracis-19084 237 3 of of ADP bracis-19084 237 4 this this DET bracis-19084 237 5 work work NOUN bracis-19084 237 6 is be AUX bracis-19084 237 7 found find VERB bracis-19084 237 8 in in ADP bracis-19084 237 9 the the DET bracis-19084 237 10 development development NOUN bracis-19084 237 11 of of ADP bracis-19084 237 12 a a DET bracis-19084 237 13 large large ADJ bracis-19084 237 14 corpus corpus NOUN bracis-19084 237 15 related relate VERB bracis-19084 237 16 to to ADP bracis-19084 237 17 the the DET bracis-19084 237 18 financial financial ADJ bracis-19084 237 19 market market NOUN bracis-19084 237 20 , , PUNCT bracis-19084 237 21 with with ADP bracis-19084 237 22 manually manually ADV bracis-19084 237 23 annotated annotate VERB bracis-19084 237 24 text text NOUN bracis-19084 237 25 from from ADP bracis-19084 237 26 tweets tweet NOUN bracis-19084 237 27 and and CCONJ bracis-19084 237 28 news news NOUN bracis-19084 237 29 provided provide VERB bracis-19084 237 30 by by ADP bracis-19084 237 31 ci ci NOUN bracis-19084 237 32 analysts analyst NOUN bracis-19084 237 33 to to PART bracis-19084 237 34 support support VERB bracis-19084 237 35 decision decision NOUN bracis-19084 237 36 making making NOUN bracis-19084 237 37 . . PUNCT bracis-19084 238 1 the the DET bracis-19084 238 2 results result NOUN bracis-19084 238 3 demonstrate demonstrate VERB bracis-19084 238 4 that that SCONJ bracis-19084 238 5 the the DET bracis-19084 238 6 approach approach NOUN bracis-19084 238 7 used use VERB bracis-19084 238 8 has have VERB bracis-19084 238 9 reasonable reasonable ADJ bracis-19084 238 10 results result NOUN bracis-19084 238 11 , , PUNCT bracis-19084 238 12 reaching reach VERB bracis-19084 238 13 a a DET bracis-19084 238 14 jaccard jaccard ADJ bracis-19084 238 15 score score NOUN bracis-19084 238 16 of of ADP bracis-19084 238 17 73.5 73.5 NUM bracis-19084 238 18 % % NOUN bracis-19084 238 19 . . PUNCT bracis-19084 239 1 this this DET bracis-19084 239 2 score score NOUN bracis-19084 239 3 is be AUX bracis-19084 239 4 interesting interesting ADJ bracis-19084 239 5 since since SCONJ bracis-19084 239 6 the the DET bracis-19084 239 7 model model NOUN bracis-19084 239 8 was be AUX bracis-19084 239 9 able able ADJ bracis-19084 239 10 to to PART bracis-19084 239 11 extract extract VERB bracis-19084 239 12 relationships relationship NOUN bracis-19084 239 13 of of ADP bracis-19084 239 14 different different ADJ bracis-19084 239 15 sizes size NOUN bracis-19084 239 16 . . PUNCT bracis-19084 240 1 as as SCONJ bracis-19084 240 2 shown show VERB bracis-19084 240 3 in in ADP bracis-19084 240 4 sect sect NOUN bracis-19084 240 5 . . PUNCT bracis-19084 240 6     SPACE bracis-19084 241 1 6 6 NUM bracis-19084 241 2 it it PRON bracis-19084 241 3 was be AUX bracis-19084 241 4 more more ADV bracis-19084 241 5 penalized penalize VERB bracis-19084 241 6 when when SCONJ bracis-19084 241 7 extracting extract VERB bracis-19084 241 8 relations relation NOUN bracis-19084 241 9 from from ADP bracis-19084 241 10 just just ADV bracis-19084 241 11 a a DET bracis-19084 241 12 token token ADJ bracis-19084 241 13 , , PUNCT bracis-19084 241 14 usually usually ADV bracis-19084 241 15 formed form VERB bracis-19084 241 16 by by ADP bracis-19084 241 17 prepositions preposition NOUN bracis-19084 241 18 . . PUNCT bracis-19084 242 1 as as ADP bracis-19084 242 2 future future ADJ bracis-19084 242 3 work work NOUN bracis-19084 242 4 , , PUNCT bracis-19084 242 5 a a DET bracis-19084 242 6 method method NOUN bracis-19084 242 7 in in ADP bracis-19084 242 8 pipeline pipeline NOUN bracis-19084 242 9 format format NOUN bracis-19084 242 10 containing contain VERB bracis-19084 242 11 two two NUM bracis-19084 242 12 models model NOUN bracis-19084 242 13 for for ADP bracis-19084 242 14 extracting extract VERB bracis-19084 242 15 relationships relationship NOUN bracis-19084 242 16 between between ADP bracis-19084 242 17 named name VERB bracis-19084 242 18 entities entity NOUN bracis-19084 242 19 will will AUX bracis-19084 242 20 be be AUX bracis-19084 242 21 developed develop VERB bracis-19084 242 22 . . PUNCT bracis-19084 243 1 the the DET bracis-19084 243 2 first first ADJ bracis-19084 243 3 model model NOUN bracis-19084 243 4 will will AUX bracis-19084 243 5 determine determine VERB bracis-19084 243 6 whether whether SCONJ bracis-19084 243 7 an an DET bracis-19084 243 8 entry entry NOUN bracis-19084 243 9 containing contain VERB bracis-19084 243 10 the the DET bracis-19084 243 11 phrase phrase NOUN bracis-19084 243 12 and and CCONJ bracis-19084 243 13 entity entity NOUN bracis-19084 243 14 pair pair NOUN bracis-19084 243 15 has have VERB bracis-19084 243 16 a a DET bracis-19084 243 17 semantic semantic ADJ bracis-19084 243 18 relationship relationship NOUN bracis-19084 243 19 between between ADP bracis-19084 243 20 the the DET bracis-19084 243 21 named name VERB bracis-19084 243 22 entities entity NOUN bracis-19084 243 23 to to PART bracis-19084 243 24 be be AUX bracis-19084 243 25 tested test VERB bracis-19084 243 26 . . PUNCT bracis-19084 244 1 the the DET bracis-19084 244 2 output output NOUN bracis-19084 244 3 of of ADP bracis-19084 244 4 this this DET bracis-19084 244 5 model model NOUN bracis-19084 244 6 , , PUNCT bracis-19084 244 7 when when SCONJ bracis-19084 244 8 it it PRON bracis-19084 244 9 indicates indicate VERB bracis-19084 244 10 that that SCONJ bracis-19084 244 11 there there PRON bracis-19084 244 12 is be VERB bracis-19084 244 13 a a DET bracis-19084 244 14 semantic semantic ADJ bracis-19084 244 15 relationship relationship NOUN bracis-19084 244 16 , , PUNCT bracis-19084 244 17 will will AUX bracis-19084 244 18 be be AUX bracis-19084 244 19 the the DET bracis-19084 244 20 input input NOUN bracis-19084 244 21 of of ADP bracis-19084 244 22 the the DET bracis-19084 244 23 model model NOUN bracis-19084 244 24 here here ADV bracis-19084 244 25 presented present VERB bracis-19084 244 26 , , PUNCT bracis-19084 244 27 which which PRON bracis-19084 244 28 will will AUX bracis-19084 244 29 highlight highlight VERB bracis-19084 244 30 the the DET bracis-19084 244 31 parts part NOUN bracis-19084 244 32 of of ADP bracis-19084 244 33 the the DET bracis-19084 244 34 sentences sentence NOUN bracis-19084 244 35 that that PRON bracis-19084 244 36 represent represent VERB bracis-19084 244 37 or or CCONJ bracis-19084 244 38 describe describe VERB bracis-19084 244 39 the the DET bracis-19084 244 40 relationship relationship NOUN bracis-19084 244 41 between between ADP bracis-19084 244 42 the the DET bracis-19084 244 43 selected select VERB bracis-19084 244 44 named name VERB bracis-19084 244 45 entities entity NOUN bracis-19084 244 46 . . PUNCT bracis-19084 245 1 notes note VERB bracis-19084 245 2 1.https://github.com/danielreeyes/financial-market-corpus 1.https://github.com/danielreeyes/financial-market-corpus PRON bracis-19084 245 3 . . PUNCT bracis-19084 246 1 2.https://spacy.io/. 2.https://spacy.io/. NUM bracis-19084 246 2 3.https://github.com/huggingface/transformers 3.https://github.com/huggingface/transformers NUM bracis-19084 246 3 . . PUNCT bracis-19084 247 1 4.https://spacy.io/. 4.https://spacy.io/. NUM bracis-19084 247 2 5.https://www.tensorflow.org/. 5.https://www.tensorflow.org/. NUM bracis-19084 247 3 references reference NOUN bracis-19084 247 4 batista batista PROPN bracis-19084 247 5 , , PUNCT bracis-19084 247 6 d.s d.s PROPN bracis-19084 247 7 . . PROPN bracis-19084 247 8 , , PUNCT bracis-19084 247 9 forte forte PROPN bracis-19084 247 10 , , PUNCT bracis-19084 247 11 d. d. PROPN bracis-19084 247 12 , , PUNCT bracis-19084 247 13 silva silva PROPN bracis-19084 247 14 , , PUNCT bracis-19084 247 15 r. r. PROPN bracis-19084 247 16 , , PUNCT bracis-19084 247 17 martins martins PROPN bracis-19084 247 18 , , PUNCT bracis-19084 247 19 b. b. PROPN bracis-19084 247 20 , , PUNCT bracis-19084 247 21 silva silva PROPN bracis-19084 247 22 , , PUNCT bracis-19084 247 23 m. m. NOUN bracis-19084 247 24 : : PUNCT bracis-19084 247 25 extracçao extracçao PROPN bracis-19084 247 26 de de PROPN bracis-19084 247 27 relaçoes relaçoe NOUN bracis-19084 247 28 semânticas semânticas VERB bracis-19084 247 29 de de X bracis-19084 247 30 textos textos PROPN bracis-19084 247 31 em em PRON bracis-19084 247 32 português português PROPN bracis-19084 247 33 explorando explorando PROPN bracis-19084 247 34 a a DET bracis-19084 247 35 dbpédia dbpédia PROPN bracis-19084 247 36 e e PROPN bracis-19084 247 37 a a DET bracis-19084 247 38 wikipédia wikipédia PROPN bracis-19084 247 39 . . PUNCT bracis-19084 248 1 linguamatica linguamatica PROPN bracis-19084 248 2 5(1 5(1 NUM bracis-19084 248 3 ) ) PUNCT bracis-19084 248 4 , , PUNCT bracis-19084 248 5 41–57 41–57 NUM bracis-19084 248 6 ( ( PUNCT bracis-19084 248 7 2013 2013 NUM bracis-19084 248 8 ) ) PUNCT bracis-19084 248 9 google google PROPN bracis-19084 248 10 scholar scholar NOUN bracis-19084 248 11     SPACE bracis-19084 248 12 bruckschen bruckschen NOUN bracis-19084 248 13 , , PUNCT bracis-19084 248 14 m. m. NOUN bracis-19084 248 15 , , PUNCT bracis-19084 248 16 de de PROPN bracis-19084 248 17 souza souza PROPN bracis-19084 248 18 , , PUNCT bracis-19084 248 19 j.g.c j.g.c PROPN bracis-19084 248 20 . . PROPN bracis-19084 248 21 , , PUNCT bracis-19084 248 22 vieira vieira PROPN bracis-19084 248 23 , , PUNCT bracis-19084 248 24 r. r. PROPN bracis-19084 248 25 , , PUNCT bracis-19084 248 26 rigo rigo PROPN bracis-19084 248 27 , , PUNCT bracis-19084 248 28 s. s. PROPN bracis-19084 248 29 , , PUNCT bracis-19084 248 30 mota mota PROPN bracis-19084 248 31 , , PUNCT bracis-19084 248 32 c. c. PROPN bracis-19084 248 33 , , PUNCT bracis-19084 248 34 santos santos PROPN bracis-19084 248 35 , , PUNCT bracis-19084 248 36 d. d. PROPN bracis-19084 248 37 : : PUNCT bracis-19084 248 38 sistema sistema VERB bracis-19084 248 39 serelep serelep NOUN bracis-19084 248 40 para para PROPN bracis-19084 248 41 o o NOUN bracis-19084 248 42 reconhecimento reconhecimento NOUN bracis-19084 248 43 de de X bracis-19084 248 44 relaçoes relaçoes PROPN bracis-19084 248 45 entre entre PROPN bracis-19084 248 46 entidades entidades PROPN bracis-19084 248 47 mencionadas mencionadas PROPN bracis-19084 248 48 ( ( PUNCT bracis-19084 248 49 2008 2008 NUM bracis-19084 248 50 ) ) PUNCT bracis-19084 248 51 google google PROPN bracis-19084 248 52 scholar scholar NOUN bracis-19084 248 53     SPACE bracis-19084 248 54 chaves chave NOUN bracis-19084 248 55 , , PUNCT bracis-19084 248 56 m. m. NOUN bracis-19084 248 57 : : PUNCT bracis-19084 248 58 geo geo PROPN bracis-19084 248 59 - - PUNCT bracis-19084 248 60 ontologias ontologias PROPN bracis-19084 248 61 e e PROPN bracis-19084 248 62 padrões padrões PROPN bracis-19084 248 63 para para PROPN bracis-19084 248 64 reconhecimento reconhecimento PROPN bracis-19084 248 65 de de PROPN bracis-19084 248 66 locais locais PROPN bracis-19084 248 67 e e PROPN bracis-19084 248 68 de de PROPN bracis-19084 248 69 suas suas PROPN bracis-19084 248 70 relações relaçõe VERB bracis-19084 248 71 em em PRON bracis-19084 248 72 textos textos ADV bracis-19084 248 73 : : PUNCT bracis-19084 248 74 o o PROPN bracis-19084 248 75 sei sei PROPN bracis-19084 248 76 - - PUNCT bracis-19084 248 77 geo geo PROPN bracis-19084 248 78 no no DET bracis-19084 248 79 segundo segundo PROPN bracis-19084 248 80 harem harem PROPN bracis-19084 248 81 . . PUNCT bracis-19084 249 1 cristina cristina PROPN bracis-19084 249 2 mota mota PROPN bracis-19084 249 3 ; ; PUNCT bracis-19084 249 4 diana diana PROPN bracis-19084 249 5 santos santos PROPN bracis-19084 249 6 ( ( PUNCT bracis-19084 249 7 ed ed NOUN bracis-19084 249 8 ) ) PUNCT bracis-19084 249 9 desafios desafio NOUN bracis-19084 249 10 na na PROPN bracis-19084 249 11 avaliação avaliação PROPN bracis-19084 249 12 conjunta conjunta PROPN bracis-19084 249 13 do do AUX bracis-19084 249 14 reconhecimento reconhecimento PROPN bracis-19084 249 15 de de X bracis-19084 249 16 entidades entidades PROPN bracis-19084 249 17 mencionadas mencionadas PROPN bracis-19084 249 18 : : PUNCT bracis-19084 249 19 o o PROPN bracis-19084 249 20 segundo segundo PROPN bracis-19084 249 21 harem harem PROPN bracis-19084 249 22 linguateca linguateca PROPN bracis-19084 249 23 2008 2008 NUM bracis-19084 249 24 ( ( PUNCT bracis-19084 249 25 2008 2008 NUM bracis-19084 249 26 ) ) PUNCT bracis-19084 249 27 google google PROPN bracis-19084 249 28 scholar scholar NOUN bracis-19084 249 29     SPACE bracis-19084 249 30 cheng cheng PROPN bracis-19084 249 31 , , PUNCT bracis-19084 249 32 w. w. PROPN bracis-19084 249 33 , , PUNCT bracis-19084 249 34 xiong xiong PROPN bracis-19084 249 35 , , PUNCT bracis-19084 249 36 j. j. PROPN bracis-19084 249 37 : : PUNCT bracis-19084 249 38 entity entity NOUN bracis-19084 249 39 relationship relationship NOUN bracis-19084 249 40 extraction extraction NOUN bracis-19084 249 41 based base VERB bracis-19084 249 42 on on ADP bracis-19084 249 43 bi bi ADJ bracis-19084 249 44 - - ADJ bracis-19084 249 45 channel channel ADJ bracis-19084 249 46 neural neural ADJ bracis-19084 249 47 network network NOUN bracis-19084 249 48 . . PUNCT bracis-19084 250 1 in in ADP bracis-19084 250 2 : : PUNCT bracis-19084 250 3 2020 2020 NUM bracis-19084 250 4 2nd 2nd ADJ bracis-19084 250 5 international international ADJ bracis-19084 250 6 conference conference NOUN bracis-19084 250 7 on on ADP bracis-19084 250 8 machine machine NOUN bracis-19084 250 9 learning learning NOUN bracis-19084 250 10 , , PUNCT bracis-19084 250 11 big big ADJ bracis-19084 250 12 data datum NOUN bracis-19084 250 13 and and CCONJ bracis-19084 250 14 business business NOUN bracis-19084 250 15 intelligence intelligence NOUN bracis-19084 250 16 ( ( PUNCT bracis-19084 250 17 mlbdbi mlbdbi PROPN bracis-19084 250 18 ) ) PUNCT bracis-19084 250 19 , , PUNCT bracis-19084 250 20 pp pp ADJ bracis-19084 250 21 . . PUNCT bracis-19084 251 1 349–352 349–352 NUM bracis-19084 251 2 . . PUNCT bracis-19084 251 3 ieee ieee NOUN bracis-19084 251 4 ( ( PUNCT bracis-19084 251 5 2020 2020 NUM bracis-19084 251 6 ) ) PUNCT bracis-19084 251 7 google google PROPN bracis-19084 251 8 scholar scholar NOUN bracis-19084 251 9     SPACE bracis-19084 251 10 collovini collovini PROPN bracis-19084 251 11 , , PUNCT bracis-19084 251 12 s. s. PROPN bracis-19084 251 13 , , PUNCT bracis-19084 251 14 gonçalves gonçalves PROPN bracis-19084 251 15 , , PUNCT bracis-19084 251 16 p.n p.n PROPN bracis-19084 251 17 . . PROPN bracis-19084 251 18 , , PUNCT bracis-19084 251 19 cavalheiro cavalheiro PROPN bracis-19084 251 20 , , PUNCT bracis-19084 251 21 g. g. PROPN bracis-19084 251 22 , , PUNCT bracis-19084 251 23 santos santos PROPN bracis-19084 251 24 , , PUNCT bracis-19084 251 25 j. j. PROPN bracis-19084 251 26 , , PUNCT bracis-19084 251 27 vieira vieira PROPN bracis-19084 251 28 , , PUNCT bracis-19084 251 29 r. r. PROPN bracis-19084 251 30 : : PUNCT bracis-19084 251 31 relation relation NOUN bracis-19084 251 32 extraction extraction NOUN bracis-19084 251 33 for for ADP bracis-19084 251 34 competitive competitive ADJ bracis-19084 251 35 intelligence intelligence NOUN bracis-19084 251 36 . . PUNCT bracis-19084 252 1 in in ADP bracis-19084 252 2 : : PUNCT bracis-19084 252 3 quaresma quaresma PROPN bracis-19084 252 4 , , PUNCT bracis-19084 252 5 p. p. PROPN bracis-19084 252 6 , , PUNCT bracis-19084 252 7 vieira vieira PROPN bracis-19084 252 8 , , PUNCT bracis-19084 252 9 r. r. PROPN bracis-19084 252 10 , , PUNCT bracis-19084 252 11 aluísio aluísio NOUN bracis-19084 252 12 , , PUNCT bracis-19084 252 13 s. s. PROPN bracis-19084 252 14 , , PUNCT bracis-19084 252 15 moniz moniz PROPN bracis-19084 252 16 , , PUNCT bracis-19084 252 17 h. h. PROPN bracis-19084 252 18 , , PUNCT bracis-19084 252 19 batista batista PROPN bracis-19084 252 20 , , PUNCT bracis-19084 252 21 f. f. PROPN bracis-19084 252 22 , , PUNCT bracis-19084 252 23 gonçalves gonçalves PROPN bracis-19084 252 24 , , PUNCT bracis-19084 252 25 t. t. PROPN bracis-19084 252 26 ( ( PUNCT bracis-19084 252 27 eds eds PROPN bracis-19084 252 28 . . PUNCT bracis-19084 252 29 ) ) PUNCT bracis-19084 252 30 propor propor ADJ bracis-19084 252 31 2020 2020 NUM bracis-19084 252 32 . . PUNCT bracis-19084 253 1 lncs lncs PROPN bracis-19084 253 2 ( ( PUNCT bracis-19084 253 3 lnai lnai ADJ bracis-19084 253 4 ) ) PUNCT bracis-19084 253 5 , , PUNCT bracis-19084 253 6 vol vol NOUN bracis-19084 253 7 . . PROPN bracis-19084 253 8 12037 12037 NUM bracis-19084 253 9 , , PUNCT bracis-19084 253 10 pp pp ADP bracis-19084 253 11 . . PUNCT bracis-19084 254 1 249–258 249–258 NUM bracis-19084 254 2 . . PUNCT bracis-19084 254 3 springer springer NOUN bracis-19084 254 4 , , PUNCT bracis-19084 254 5 cham cham PROPN bracis-19084 254 6 ( ( PUNCT bracis-19084 254 7 2020 2020 NUM bracis-19084 254 8 ) ) PUNCT bracis-19084 254 9 . . PUNCT bracis-19084 255 1 https://doi.org/10.1007/978-3-030-41505-1_24 https://doi.org/10.1007/978-3-030-41505-1_24 PROPN bracis-19084 255 2 chapter chapter NOUN bracis-19084 255 3     SPACE bracis-19084 255 4 google google PROPN bracis-19084 255 5 scholar scholar NOUN bracis-19084 255 6     SPACE bracis-19084 255 7 collovini collovini PROPN bracis-19084 255 8 , , PUNCT bracis-19084 255 9 s. s. PROPN bracis-19084 255 10 , , PUNCT bracis-19084 255 11 grando grando PROPN bracis-19084 255 12 , , PUNCT bracis-19084 255 13 f. f. PROPN bracis-19084 255 14 , , PUNCT bracis-19084 255 15 souza souza PROPN bracis-19084 255 16 , , PUNCT bracis-19084 255 17 m. m. NOUN bracis-19084 255 18 , , PUNCT bracis-19084 255 19 freitas freitas PROPN bracis-19084 255 20 , , PUNCT bracis-19084 255 21 l. l. PROPN bracis-19084 255 22 , , PUNCT bracis-19084 255 23 vieira vieira PROPN bracis-19084 255 24 , , PUNCT bracis-19084 255 25 r. r. PROPN bracis-19084 255 26 : : PUNCT bracis-19084 255 27 semantic semantic ADJ bracis-19084 255 28 relations relation NOUN bracis-19084 255 29 extraction extraction NOUN bracis-19084 255 30 in in ADP bracis-19084 255 31 the the DET bracis-19084 255 32 organization organization NOUN bracis-19084 255 33 domain domain NOUN bracis-19084 255 34 . . PUNCT bracis-19084 256 1 in in ADP bracis-19084 256 2 : : PUNCT bracis-19084 256 3 proceedings proceeding NOUN bracis-19084 256 4 of of ADP bracis-19084 256 5 iadis iadis PROPN bracis-19084 256 6 international international ADJ bracis-19084 256 7 conference conference NOUN bracis-19084 256 8 on on ADP bracis-19084 256 9 applied apply VERB bracis-19084 256 10 computing computing NOUN bracis-19084 256 11 , , PUNCT bracis-19084 256 12 rio rio PROPN bracis-19084 256 13 de de PROPN bracis-19084 256 14 janeiro janeiro PROPN bracis-19084 256 15 , , PUNCT bracis-19084 256 16 pp pp X bracis-19084 256 17 . . PUNCT bracis-19084 257 1 99–106 99–106 NUM bracis-19084 257 2 ( ( PUNCT bracis-19084 257 3 2011 2011 NUM bracis-19084 257 4 ) ) PUNCT bracis-19084 257 5 google google PROPN bracis-19084 257 6 scholar scholar NOUN bracis-19084 257 7     SPACE bracis-19084 257 8 collovini collovini PROPN bracis-19084 257 9 , , PUNCT bracis-19084 257 10 s. s. PROPN bracis-19084 257 11 , , PUNCT bracis-19084 257 12 pugens pugens PROPN bracis-19084 257 13 , , PUNCT bracis-19084 257 14 l. l. PROPN bracis-19084 257 15 , , PUNCT bracis-19084 257 16 vanin vanin PROPN bracis-19084 257 17 , , PUNCT bracis-19084 257 18 a.a a.a PROPN bracis-19084 257 19 . . PROPN bracis-19084 257 20 , , PUNCT bracis-19084 257 21 vieira vieira PROPN bracis-19084 257 22 , , PUNCT bracis-19084 257 23 r. r. PROPN bracis-19084 257 24 : : PUNCT bracis-19084 257 25 extraction extraction NOUN bracis-19084 257 26 of of ADP bracis-19084 257 27 relation relation NOUN bracis-19084 257 28 descriptors descriptor NOUN bracis-19084 257 29 for for ADP bracis-19084 257 30 portuguese portuguese NOUN bracis-19084 257 31 using use VERB bracis-19084 257 32 conditional conditional ADJ bracis-19084 257 33 random random ADJ bracis-19084 257 34 fields field NOUN bracis-19084 257 35 . . PUNCT bracis-19084 258 1 in in ADP bracis-19084 258 2 : : PUNCT bracis-19084 258 3 bazzan bazzan NOUN bracis-19084 258 4 , , PUNCT bracis-19084 258 5 a.l.c a.l.c NOUN bracis-19084 258 6 . . PUNCT bracis-19084 258 7 , , PUNCT bracis-19084 258 8 pichara pichara PROPN bracis-19084 258 9 , , PUNCT bracis-19084 258 10 k. k. PROPN bracis-19084 258 11 ( ( PUNCT bracis-19084 258 12 eds eds PROPN bracis-19084 258 13 . . PUNCT bracis-19084 258 14 ) ) PUNCT bracis-19084 259 1 iberamia iberamia PROPN bracis-19084 259 2 2014 2014 NUM bracis-19084 259 3 . . PUNCT bracis-19084 260 1 lncs lncs PROPN bracis-19084 260 2 ( ( PUNCT bracis-19084 260 3 lnai lnai ADJ bracis-19084 260 4 ) ) PUNCT bracis-19084 260 5 , , PUNCT bracis-19084 260 6 vol vol NOUN bracis-19084 260 7 . . PROPN bracis-19084 260 8 8864 8864 NUM bracis-19084 260 9 , , PUNCT bracis-19084 260 10 pp pp ADV bracis-19084 260 11 . . PUNCT bracis-19084 261 1 108–119 108–119 NUM bracis-19084 261 2 . . PUNCT bracis-19084 261 3 springer springer NOUN bracis-19084 261 4 , , PUNCT bracis-19084 261 5 cham cham PROPN bracis-19084 261 6 ( ( PUNCT bracis-19084 261 7 2014 2014 NUM bracis-19084 261 8 ) ) PUNCT bracis-19084 261 9 . . PUNCT bracis-19084 262 1 https://doi.org/10.1007/978-3-319-12027-0_9 https://doi.org/10.1007/978-3-319-12027-0_9 PROPN bracis-19084 262 2 chapter chapter NOUN bracis-19084 262 3     SPACE bracis-19084 262 4 google google PROPN bracis-19084 262 5 scholar scholar NOUN bracis-19084 262 6     SPACE bracis-19084 262 7 cruz cruz NOUN bracis-19084 262 8 , , PUNCT bracis-19084 262 9 c.g.a c.g.a NOUN bracis-19084 262 10 . . PUNCT bracis-19084 262 11 , , PUNCT bracis-19084 262 12 weitzel weitzel PROPN bracis-19084 262 13 , , PUNCT bracis-19084 262 14 l. l. PROPN bracis-19084 262 15 : : PUNCT bracis-19084 262 16 evaluation evaluation NOUN bracis-19084 262 17 of of ADP bracis-19084 262 18 relation relation NOUN bracis-19084 262 19 extraction extraction NOUN bracis-19084 262 20 systems system NOUN bracis-19084 262 21 for for ADP bracis-19084 262 22 portuguese portuguese ADJ bracis-19084 262 23 language language NOUN bracis-19084 262 24 pt pt PROPN bracis-19084 262 25 - - PUNCT bracis-19084 262 26 br br NOUN bracis-19084 262 27 . . PUNCT bracis-19084 263 1 in in ADP bracis-19084 263 2 : : PUNCT bracis-19084 263 3 2018 2018 NUM bracis-19084 263 4 13th 13th NOUN bracis-19084 263 5 iberian iberian ADJ bracis-19084 263 6 conference conference NOUN bracis-19084 263 7 on on ADP bracis-19084 263 8 information information NOUN bracis-19084 263 9 systems system NOUN bracis-19084 263 10 and and CCONJ bracis-19084 263 11 technologies technology NOUN bracis-19084 263 12 ( ( PUNCT bracis-19084 263 13 cisti cisti NOUN bracis-19084 263 14 ) ) PUNCT bracis-19084 263 15 , , PUNCT bracis-19084 263 16 pp pp ADV bracis-19084 263 17 . . PUNCT bracis-19084 264 1 1–6 1–6 X bracis-19084 264 2 . . X bracis-19084 265 1 ieee ieee NOUN bracis-19084 265 2 ( ( PUNCT bracis-19084 265 3 2018 2018 NUM bracis-19084 265 4 ) ) PUNCT bracis-19084 265 5 google google PROPN bracis-19084 265 6 scholar scholar NOUN bracis-19084 265 7     SPACE bracis-19084 265 8 devlin devlin PROPN bracis-19084 265 9 , , PUNCT bracis-19084 265 10 j. j. PROPN bracis-19084 265 11 , , PUNCT bracis-19084 265 12 chang chang PROPN bracis-19084 265 13 , , PUNCT bracis-19084 265 14 m.w m.w PROPN bracis-19084 265 15 . . PROPN bracis-19084 265 16 , , PUNCT bracis-19084 265 17 lee lee PROPN bracis-19084 265 18 , , PUNCT bracis-19084 265 19 k. k. PROPN bracis-19084 265 20 , , PUNCT bracis-19084 265 21 toutanova toutanova PROPN bracis-19084 265 22 , , PUNCT bracis-19084 265 23 k. k. PROPN bracis-19084 265 24 : : PUNCT bracis-19084 265 25 bert bert PROPN bracis-19084 265 26 : : PUNCT bracis-19084 265 27 pre pre ADJ bracis-19084 265 28 - - NOUN bracis-19084 265 29 training training NOUN bracis-19084 265 30 of of ADP bracis-19084 265 31 deep deep ADJ bracis-19084 265 32 bidirectional bidirectional ADJ bracis-19084 265 33 transformers transformer NOUN bracis-19084 265 34 for for ADP bracis-19084 265 35 language language NOUN bracis-19084 265 36 understanding understanding NOUN bracis-19084 265 37 . . PUNCT bracis-19084 266 1 preprint preprint NOUN bracis-19084 266 2 arxiv:1810.04805 arxiv:1810.04805 PROPN bracis-19084 266 3 ( ( PUNCT bracis-19084 266 4 2018 2018 NUM bracis-19084 266 5 ) ) PUNCT bracis-19084 266 6 etzioni etzioni PROPN bracis-19084 266 7 , , PUNCT bracis-19084 266 8 o. o. PROPN bracis-19084 266 9 , , PUNCT bracis-19084 266 10 fader fader NOUN bracis-19084 266 11 , , PUNCT bracis-19084 266 12 a. a. PROPN bracis-19084 266 13 , , PUNCT bracis-19084 266 14 christensen christensen PROPN bracis-19084 266 15 , , PUNCT bracis-19084 266 16 j. j. PROPN bracis-19084 266 17 , , PUNCT bracis-19084 266 18 soderland soderland PROPN bracis-19084 266 19 , , PUNCT bracis-19084 266 20 s. s. PROPN bracis-19084 266 21 , , PUNCT bracis-19084 266 22 et et PROPN bracis-19084 266 23 al al PROPN bracis-19084 266 24 . . PUNCT bracis-19084 266 25 : : PUNCT bracis-19084 267 1 open open VERB bracis-19084 267 2 information information NOUN bracis-19084 267 3 extraction extraction NOUN bracis-19084 267 4 : : PUNCT bracis-19084 267 5 the the DET bracis-19084 267 6 second second ADJ bracis-19084 267 7 generation generation NOUN bracis-19084 267 8 . . PUNCT bracis-19084 268 1 in in ADP bracis-19084 268 2 : : PUNCT bracis-19084 268 3 twenty twenty NUM bracis-19084 268 4 - - PUNCT bracis-19084 268 5 second second NOUN bracis-19084 268 6 international international ADJ bracis-19084 268 7 joint joint ADJ bracis-19084 268 8 conference conference NOUN bracis-19084 268 9 on on ADP bracis-19084 268 10 artificial artificial ADJ bracis-19084 268 11 intelligence intelligence NOUN bracis-19084 268 12 , , PUNCT bracis-19084 268 13 pp pp ADP bracis-19084 268 14 . . PUNCT bracis-19084 269 1 3–10 3–10 NOUN bracis-19084 269 2 ( ( PUNCT bracis-19084 269 3 2011 2011 NUM bracis-19084 269 4 ) ) PUNCT bracis-19084 269 5 google google PROPN bracis-19084 269 6 scholar scholar NOUN bracis-19084 269 7     SPACE bracis-19084 269 8 fayyad fayyad NOUN bracis-19084 269 9 , , PUNCT bracis-19084 269 10 u. u. PROPN bracis-19084 269 11 , , PUNCT bracis-19084 269 12 piatetsky piatetsky PROPN bracis-19084 269 13 - - PUNCT bracis-19084 269 14 shapiro shapiro PROPN bracis-19084 269 15 , , PUNCT bracis-19084 269 16 g. g. PROPN bracis-19084 269 17 , , PUNCT bracis-19084 269 18 smyth smyth PROPN bracis-19084 269 19 , , PUNCT bracis-19084 269 20 p. p. NOUN bracis-19084 269 21 : : PUNCT bracis-19084 269 22 from from ADP bracis-19084 269 23 data data NOUN bracis-19084 269 24 mining mining NOUN bracis-19084 269 25 to to ADP bracis-19084 269 26 knowledge knowledge NOUN bracis-19084 269 27 discovery discovery NOUN bracis-19084 269 28 in in ADP bracis-19084 269 29 databases database NOUN bracis-19084 269 30 . . PUNCT bracis-19084 270 1 ai ai VERB bracis-19084 270 2 mag mag PROPN bracis-19084 270 3 . . PUNCT bracis-19084 271 1 17(3 17(3 NUM bracis-19084 271 2 ) ) PUNCT bracis-19084 271 3 , , PUNCT bracis-19084 271 4 37 37 NUM bracis-19084 271 5 ( ( PUNCT bracis-19084 271 6 1996 1996 NUM bracis-19084 271 7 ) ) PUNCT bracis-19084 271 8 google google PROPN bracis-19084 271 9 scholar scholar NOUN bracis-19084 271 10     SPACE bracis-19084 271 11 florez florez PROPN bracis-19084 271 12 , , PUNCT bracis-19084 271 13 e. e. PROPN bracis-19084 271 14 , , PUNCT bracis-19084 271 15 precioso precioso PROPN bracis-19084 271 16 , , PUNCT bracis-19084 271 17 f. f. PROPN bracis-19084 271 18 , , PUNCT bracis-19084 271 19 pighetti pighetti PROPN bracis-19084 271 20 , , PUNCT bracis-19084 271 21 r. r. PROPN bracis-19084 271 22 , , PUNCT bracis-19084 271 23 riveill riveill NOUN bracis-19084 271 24 , , PUNCT bracis-19084 271 25 m. m. NOUN bracis-19084 271 26 : : PUNCT bracis-19084 271 27 deep deep ADJ bracis-19084 271 28 learning learning NOUN bracis-19084 271 29 for for ADP bracis-19084 271 30 identification identification NOUN bracis-19084 271 31 of of ADP bracis-19084 271 32 adverse adverse ADJ bracis-19084 271 33 drug drug NOUN bracis-19084 271 34 reaction reaction NOUN bracis-19084 271 35 relations relation NOUN bracis-19084 271 36 . . PUNCT bracis-19084 272 1 in in ADP bracis-19084 272 2 : : PUNCT bracis-19084 272 3 proceedings proceeding NOUN bracis-19084 272 4 of of ADP bracis-19084 272 5 the the DET bracis-19084 272 6 2019 2019 NUM bracis-19084 272 7 international international ADJ bracis-19084 272 8 symposium symposium NOUN bracis-19084 272 9 on on ADP bracis-19084 272 10 signal signal ADJ bracis-19084 272 11 processing processing NOUN bracis-19084 272 12 systems system NOUN bracis-19084 272 13 , , PUNCT bracis-19084 272 14 pp pp ADJ bracis-19084 272 15 . . PUNCT bracis-19084 273 1 149–153 149–153 NUM bracis-19084 273 2 ( ( PUNCT bracis-19084 273 3 2019 2019 NUM bracis-19084 273 4 ) ) PUNCT bracis-19084 273 5 google google PROPN bracis-19084 273 6 scholar scholar NOUN bracis-19084 273 7     SPACE bracis-19084 273 8 gan gan PROPN bracis-19084 273 9 , , PUNCT bracis-19084 273 10 t. t. PROPN bracis-19084 273 11 , , PUNCT bracis-19084 273 12 gan gan PROPN bracis-19084 273 13 , , PUNCT bracis-19084 273 14 y. y. PROPN bracis-19084 273 15 , , PUNCT bracis-19084 273 16 he he PRON bracis-19084 273 17 , , PUNCT bracis-19084 273 18 y. y. NOUN bracis-19084 273 19 : : PUNCT bracis-19084 273 20 subsequence subsequence NOUN bracis-19084 273 21 - - PUNCT bracis-19084 273 22 level level NOUN bracis-19084 273 23 entity entity NOUN bracis-19084 273 24 attention attention NOUN bracis-19084 273 25 lstm lstm NOUN bracis-19084 273 26 for for ADP bracis-19084 273 27 relation relation NOUN bracis-19084 273 28 extraction extraction NOUN bracis-19084 273 29 . . PUNCT bracis-19084 274 1 in in ADP bracis-19084 274 2 : : PUNCT bracis-19084 274 3 2019 2019 NUM bracis-19084 274 4 16th 16th ADJ bracis-19084 274 5 international international ADJ bracis-19084 274 6 computer computer NOUN bracis-19084 274 7 conference conference NOUN bracis-19084 274 8 on on ADP bracis-19084 274 9 wavelet wavelet NOUN bracis-19084 274 10 active active ADJ bracis-19084 274 11 media medium NOUN bracis-19084 274 12 technology technology NOUN bracis-19084 274 13 and and CCONJ bracis-19084 274 14 information information NOUN bracis-19084 274 15 processing processing NOUN bracis-19084 274 16 , , PUNCT bracis-19084 274 17 pp pp ADP bracis-19084 274 18 . . PUNCT bracis-19084 275 1 262–265 262–265 NUM bracis-19084 275 2 . . PUNCT bracis-19084 276 1 ieee ieee NOUN bracis-19084 276 2 ( ( PUNCT bracis-19084 276 3 2019 2019 NUM bracis-19084 276 4 ) ) PUNCT bracis-19084 276 5 google google PROPN bracis-19084 276 6 scholar scholar NOUN bracis-19084 276 7     SPACE bracis-19084 276 8 han han PROPN bracis-19084 276 9 , , PUNCT bracis-19084 276 10 x. x. PROPN bracis-19084 276 11 , , PUNCT bracis-19084 276 12 wang wang PROPN bracis-19084 276 13 , , PUNCT bracis-19084 276 14 l. l. PROPN bracis-19084 276 15 : : PUNCT bracis-19084 276 16 a a DET bracis-19084 276 17 novel novel ADJ bracis-19084 276 18 document document NOUN bracis-19084 276 19 - - PUNCT bracis-19084 276 20 level level NOUN bracis-19084 276 21 relation relation NOUN bracis-19084 276 22 extraction extraction NOUN bracis-19084 276 23 method method NOUN bracis-19084 276 24 based base VERB bracis-19084 276 25 on on ADP bracis-19084 276 26 bert bert NOUN bracis-19084 276 27 and and CCONJ bracis-19084 276 28 entity entity NOUN bracis-19084 276 29 information information NOUN bracis-19084 276 30 . . PUNCT bracis-19084 277 1 ieee ieee NOUN bracis-19084 277 2 access access NOUN bracis-19084 277 3 8 8 NUM bracis-19084 277 4 , , PUNCT bracis-19084 277 5 96912–96919 96912–96919 NUM bracis-19084 277 6 ( ( PUNCT bracis-19084 277 7 2020 2020 NUM bracis-19084 277 8 ) ) PUNCT bracis-19084 277 9 article article NOUN bracis-19084 277 10     SPACE bracis-19084 277 11 google google PROPN bracis-19084 277 12 scholar scholar NOUN bracis-19084 277 13     SPACE bracis-19084 277 14 li li PROPN bracis-19084 277 15 , , PUNCT bracis-19084 277 16 q. q. PROPN bracis-19084 277 17 , , PUNCT bracis-19084 277 18 et et PROPN bracis-19084 277 19 al al PROPN bracis-19084 277 20 . . PROPN bracis-19084 277 21 : : PUNCT bracis-19084 278 1 a a DET bracis-19084 278 2 multi multi ADJ bracis-19084 278 3 - - ADJ bracis-19084 278 4 task task ADJ bracis-19084 278 5 learning learning NOUN bracis-19084 278 6 based base VERB bracis-19084 278 7 approach approach NOUN bracis-19084 278 8 to to ADP bracis-19084 278 9 biomedical biomedical ADJ bracis-19084 278 10 entity entity NOUN bracis-19084 278 11 relation relation NOUN bracis-19084 278 12 extraction extraction NOUN bracis-19084 278 13 . . PUNCT bracis-19084 279 1 in in ADP bracis-19084 279 2 : : PUNCT bracis-19084 279 3 2018 2018 NUM bracis-19084 279 4 ieee ieee NOUN bracis-19084 279 5 international international ADJ bracis-19084 279 6 conference conference NOUN bracis-19084 279 7 on on ADP bracis-19084 279 8 bioinformatics bioinformatics NOUN bracis-19084 279 9 and and CCONJ bracis-19084 279 10 biomedicine biomedicine NOUN bracis-19084 279 11 ( ( PUNCT bracis-19084 279 12 bibm bibm PROPN bracis-19084 279 13 ) ) PUNCT bracis-19084 279 14 , , PUNCT bracis-19084 279 15 pp pp ADP bracis-19084 279 16 . . PUNCT bracis-19084 280 1 680–682 680–682 X bracis-19084 280 2 . . PUNCT bracis-19084 281 1 ieee ieee NOUN bracis-19084 281 2 ( ( PUNCT bracis-19084 281 3 2018 2018 NUM bracis-19084 281 4 ) ) PUNCT bracis-19084 281 5 google google PROPN bracis-19084 281 6 scholar scholar NOUN bracis-19084 281 7     SPACE bracis-19084 281 8 pandey pandey PROPN bracis-19084 281 9 , , PUNCT bracis-19084 281 10 c. c. PROPN bracis-19084 281 11 , , PUNCT bracis-19084 281 12 ibrahim ibrahim PROPN bracis-19084 281 13 , , PUNCT bracis-19084 281 14 z. z. PROPN bracis-19084 281 15 , , PUNCT bracis-19084 281 16 wu wu PROPN bracis-19084 281 17 , , PUNCT bracis-19084 281 18 h. h. PROPN bracis-19084 281 19 , , PUNCT bracis-19084 281 20 iqbal iqbal PROPN bracis-19084 281 21 , , PUNCT bracis-19084 281 22 e. e. PROPN bracis-19084 281 23 , , PUNCT bracis-19084 281 24 dobson dobson PROPN bracis-19084 281 25 , , PUNCT bracis-19084 281 26 r. r. PROPN bracis-19084 281 27 : : PUNCT bracis-19084 281 28 improving improve VERB bracis-19084 281 29 rnn rnn NOUN bracis-19084 281 30 with with ADP bracis-19084 281 31 attention attention NOUN bracis-19084 281 32 and and CCONJ bracis-19084 281 33 embedding embed VERB bracis-19084 281 34 for for ADP bracis-19084 281 35 adverse adverse ADJ bracis-19084 281 36 drug drug NOUN bracis-19084 281 37 reactions reaction NOUN bracis-19084 281 38 . . PUNCT bracis-19084 282 1 in in ADP bracis-19084 282 2 : : PUNCT bracis-19084 282 3 proceedings proceeding NOUN bracis-19084 282 4 of of ADP bracis-19084 282 5 the the DET bracis-19084 282 6 2017 2017 NUM bracis-19084 282 7 international international ADJ bracis-19084 282 8 conference conference NOUN bracis-19084 282 9 on on ADP bracis-19084 282 10 digital digital ADJ bracis-19084 282 11 health health NOUN bracis-19084 282 12 , , PUNCT bracis-19084 282 13 pp pp ADJ bracis-19084 282 14 . . PUNCT bracis-19084 283 1 67–71 67–71 NOUN bracis-19084 283 2 ( ( PUNCT bracis-19084 283 3 2017 2017 NUM bracis-19084 283 4 ) ) PUNCT bracis-19084 283 5 google google PROPN bracis-19084 283 6 scholar scholar NOUN bracis-19084 283 7     SPACE bracis-19084 283 8 qin qin PROPN bracis-19084 283 9 , , PUNCT bracis-19084 283 10 p. p. PROPN bracis-19084 283 11 , , PUNCT bracis-19084 283 12 xu xu PROPN bracis-19084 283 13 , , PUNCT bracis-19084 283 14 w. w. PROPN bracis-19084 283 15 , , PUNCT bracis-19084 283 16 guo guo PROPN bracis-19084 283 17 , , PUNCT bracis-19084 283 18 j. j. PROPN bracis-19084 283 19 : : PUNCT bracis-19084 283 20 designing design VERB bracis-19084 283 21 an an DET bracis-19084 283 22 adaptive adaptive ADJ bracis-19084 283 23 attention attention NOUN bracis-19084 283 24 mechanism mechanism NOUN bracis-19084 283 25 for for ADP bracis-19084 283 26 relation relation NOUN bracis-19084 283 27 classification classification NOUN bracis-19084 283 28 . . PUNCT bracis-19084 284 1 in in ADP bracis-19084 284 2 : : PUNCT bracis-19084 284 3 2017 2017 NUM bracis-19084 284 4 international international ADJ bracis-19084 284 5 joint joint ADJ bracis-19084 284 6 conference conference NOUN bracis-19084 284 7 on on ADP bracis-19084 284 8 neural neural ADJ bracis-19084 284 9 networks network NOUN bracis-19084 284 10 ( ( PUNCT bracis-19084 284 11 ijcnn ijcnn PROPN bracis-19084 284 12 ) ) PUNCT bracis-19084 284 13 , , PUNCT bracis-19084 284 14 pp pp ADP bracis-19084 284 15 . . PUNCT bracis-19084 285 1 4356–4362 4356–4362 NUM bracis-19084 285 2 . . PUNCT bracis-19084 286 1 ieee ieee NOUN bracis-19084 286 2 ( ( PUNCT bracis-19084 286 3 2017 2017 NUM bracis-19084 286 4 ) ) PUNCT bracis-19084 286 5 google google PROPN bracis-19084 286 6 scholar scholar NOUN bracis-19084 286 7     SPACE bracis-19084 286 8 santos santo NOUN bracis-19084 286 9 , , PUNCT bracis-19084 286 10 d. d. PROPN bracis-19084 286 11 , , PUNCT bracis-19084 286 12 cardoso cardoso PROPN bracis-19084 286 13 , , PUNCT bracis-19084 286 14 n. n. NOUN bracis-19084 286 15 : : PUNCT bracis-19084 286 16 reconhecimento reconhecimento PROPN bracis-19084 286 17 de de PROPN bracis-19084 286 18 entidades entidades PROPN bracis-19084 286 19 mencionadas mencionada VERB bracis-19084 286 20 em em PRON bracis-19084 286 21 português português NOUN bracis-19084 286 22 : : PUNCT bracis-19084 286 23 documentação documentação PROPN bracis-19084 286 24 e e NOUN bracis-19084 286 25 actas actas NOUN bracis-19084 286 26 do do PROPN bracis-19084 286 27 harem harem PROPN bracis-19084 286 28 , , PUNCT bracis-19084 286 29 a a DET bracis-19084 286 30 primeira primeira PROPN bracis-19084 286 31 avaliação avaliação PROPN bracis-19084 286 32 conjunta conjunta PROPN bracis-19084 286 33 na na PROPN bracis-19084 286 34 área área PROPN bracis-19084 286 35 ( ( PUNCT bracis-19084 286 36 2007 2007 NUM bracis-19084 286 37 ) ) PUNCT bracis-19084 286 38 google google PROPN bracis-19084 286 39 scholar scholar NOUN bracis-19084 286 40     SPACE bracis-19084 286 41 santos santos PROPN bracis-19084 286 42 neto neto PROPN bracis-19084 286 43 , , PUNCT bracis-19084 286 44 j.f.d j.f.d PROPN bracis-19084 286 45 , , PUNCT bracis-19084 286 46 et et PROPN bracis-19084 286 47 al al PROPN bracis-19084 286 48 . . PUNCT bracis-19084 286 49 : : PUNCT bracis-19084 287 1 reconhecimento reconhecimento PROPN bracis-19084 287 2 de de PROPN bracis-19084 287 3 entidades entidades PROPN bracis-19084 287 4 nomeadas nomeadas PROPN bracis-19084 287 5 para para PROPN bracis-19084 287 6 o o PROPN bracis-19084 287 7 português português PROPN bracis-19084 287 8 usando usando PROPN bracis-19084 287 9 redes redes PROPN bracis-19084 287 10 neurais neurais PROPN bracis-19084 287 11 ( ( PUNCT bracis-19084 287 12 2019 2019 NUM bracis-19084 287 13 ) ) PUNCT bracis-19084 287 14 google google NOUN bracis-19084 287 15 scholar scholar NOUN bracis-19084 287 16     SPACE bracis-19084 287 17 sarawagi sarawagi NOUN bracis-19084 287 18 , , PUNCT bracis-19084 287 19 s. s. PROPN bracis-19084 287 20 : : PUNCT bracis-19084 287 21 information information NOUN bracis-19084 287 22 extraction extraction NOUN bracis-19084 287 23 . . PUNCT bracis-19084 288 1 now now ADV bracis-19084 288 2 publishers publishers PROPN bracis-19084 288 3 inc inc PROPN bracis-19084 288 4 . . PROPN bracis-19084 288 5 ( ( PUNCT bracis-19084 288 6 2008 2008 NUM bracis-19084 288 7 ) ) PUNCT bracis-19084 288 8 google google PROPN bracis-19084 288 9 scholar scholar NOUN bracis-19084 288 10     SPACE bracis-19084 288 11 souza souza PROPN bracis-19084 288 12 , , PUNCT bracis-19084 288 13 f. f. PROPN bracis-19084 288 14 , , PUNCT bracis-19084 288 15 nogueira nogueira PROPN bracis-19084 288 16 , , PUNCT bracis-19084 288 17 r. r. PROPN bracis-19084 288 18 , , PUNCT bracis-19084 288 19 lotufo lotufo PROPN bracis-19084 288 20 , , PUNCT bracis-19084 288 21 r. r. PROPN bracis-19084 288 22 : : PUNCT bracis-19084 288 23 bertimbau bertimbau PROPN bracis-19084 288 24 : : PUNCT bracis-19084 288 25 pretrained pretraine VERB bracis-19084 288 26 bert bert NOUN bracis-19084 288 27 models model NOUN bracis-19084 288 28 for for ADP bracis-19084 288 29 brazilian brazilian ADJ bracis-19084 288 30 portuguese portuguese NOUN bracis-19084 288 31 . . PUNCT bracis-19084 289 1 in in ADP bracis-19084 289 2 : : PUNCT bracis-19084 289 3 9th 9th ADJ bracis-19084 289 4 brazilian brazilian ADJ bracis-19084 289 5 conference conference NOUN bracis-19084 289 6 on on ADP bracis-19084 289 7 intelligent intelligent ADJ bracis-19084 289 8 systems system NOUN bracis-19084 289 9 , , PUNCT bracis-19084 289 10 bracis bracis PROPN bracis-19084 289 11 , , PUNCT bracis-19084 289 12 rio rio PROPN bracis-19084 289 13 grande grande PROPN bracis-19084 289 14 do do VERB bracis-19084 289 15 sul sul PROPN bracis-19084 289 16 , , PUNCT bracis-19084 289 17 brazil brazil PROPN bracis-19084 289 18 , , PUNCT bracis-19084 289 19 october october PROPN bracis-19084 289 20 20–23 20–23 NUM bracis-19084 289 21 ( ( PUNCT bracis-19084 289 22 to to PART bracis-19084 289 23 appear appear VERB bracis-19084 289 24 ) ) PUNCT bracis-19084 289 25 ( ( PUNCT bracis-19084 289 26 2020 2020 NUM bracis-19084 289 27 ) ) PUNCT bracis-19084 289 28 google google PROPN bracis-19084 289 29 scholar scholar NOUN bracis-19084 289 30     SPACE bracis-19084 289 31 tang tang NOUN bracis-19084 289 32 , , PUNCT bracis-19084 289 33 y. y. NOUN bracis-19084 289 34 : : PUNCT bracis-19084 289 35 an an DET bracis-19084 289 36 extended extended ADJ bracis-19084 289 37 sequence sequence NOUN bracis-19084 289 38 labeling labeling NOUN bracis-19084 289 39 approach approach NOUN bracis-19084 289 40 for for ADP bracis-19084 289 41 relation relation NOUN bracis-19084 289 42 extraction extraction NOUN bracis-19084 289 43 . . PUNCT bracis-19084 290 1 in in ADP bracis-19084 290 2 : : PUNCT bracis-19084 290 3 2019 2019 NUM bracis-19084 290 4 ieee ieee NOUN bracis-19084 290 5 international international ADJ bracis-19084 290 6 conference conference NOUN bracis-19084 290 7 on on ADP bracis-19084 290 8 power power NOUN bracis-19084 290 9 , , PUNCT bracis-19084 290 10 intelligent intelligent ADJ bracis-19084 290 11 computing computing NOUN bracis-19084 290 12 and and CCONJ bracis-19084 290 13 systems system NOUN bracis-19084 290 14 ( ( PUNCT bracis-19084 290 15 icpics icpic NOUN bracis-19084 290 16 ) ) PUNCT bracis-19084 290 17 , , PUNCT bracis-19084 290 18 pp pp ADP bracis-19084 290 19 . . PUNCT bracis-19084 291 1 121–124 121–124 NUM bracis-19084 291 2 . . PUNCT bracis-19084 292 1 ieee ieee NOUN bracis-19084 292 2 ( ( PUNCT bracis-19084 292 3 2019 2019 NUM bracis-19084 292 4 ) ) PUNCT bracis-19084 292 5 google google NOUN bracis-19084 292 6 scholar scholar NOUN bracis-19084 292 7     SPACE bracis-19084 292 8 vaswani vaswani NOUN bracis-19084 292 9 , , PUNCT bracis-19084 292 10 a. a. NOUN bracis-19084 292 11 , , PUNCT bracis-19084 292 12 et et PROPN bracis-19084 292 13 al al PROPN bracis-19084 292 14 . . PUNCT bracis-19084 292 15 : : PUNCT bracis-19084 293 1 attention attention NOUN bracis-19084 293 2 is be AUX bracis-19084 293 3 all all PRON bracis-19084 293 4 you you PRON bracis-19084 293 5 need need VERB bracis-19084 293 6 . . PUNCT bracis-19084 294 1 preprint preprint NOUN bracis-19084 294 2 arxiv:1706.03762 arxiv:1706.03762 NOUN bracis-19084 294 3 1 1 NUM bracis-19084 294 4 ( ( PUNCT bracis-19084 294 5 2017 2017 NUM bracis-19084 294 6 ) ) PUNCT bracis-19084 294 7 wang wang PROPN bracis-19084 294 8 , , PUNCT bracis-19084 294 9 c. c. PROPN bracis-19084 294 10 , , PUNCT bracis-19084 294 11 wang wang PROPN bracis-19084 294 12 , , PUNCT bracis-19084 294 13 y. y. PROPN bracis-19084 294 14 , , PUNCT bracis-19084 294 15 mo mo PROPN bracis-19084 294 16 , , PUNCT bracis-19084 294 17 j. j. PROPN bracis-19084 294 18 , , PUNCT bracis-19084 294 19 wang wang PROPN bracis-19084 294 20 , , PUNCT bracis-19084 294 21 s. s. PROPN bracis-19084 294 22 : : PUNCT bracis-19084 294 23 end end NOUN bracis-19084 294 24 - - PUNCT bracis-19084 294 25 to to ADP bracis-19084 294 26 - - PUNCT bracis-19084 294 27 end end NOUN bracis-19084 294 28 relation relation NOUN bracis-19084 294 29 extraction extraction NOUN bracis-19084 294 30 based base VERB bracis-19084 294 31 on on ADP bracis-19084 294 32 part part NOUN bracis-19084 294 33 of of ADP bracis-19084 294 34 speech speech NOUN bracis-19084 294 35 syntax syntax NOUN bracis-19084 294 36 tree tree NOUN bracis-19084 294 37 . . PUNCT bracis-19084 295 1 in in ADP bracis-19084 295 2 : : PUNCT bracis-19084 295 3 2020 2020 NUM bracis-19084 295 4 2nd 2nd ADJ bracis-19084 295 5 international international ADJ bracis-19084 295 6 conference conference NOUN bracis-19084 295 7 on on ADP bracis-19084 295 8 machine machine NOUN bracis-19084 295 9 learning learning NOUN bracis-19084 295 10 , , PUNCT bracis-19084 295 11 big big ADJ bracis-19084 295 12 data datum NOUN bracis-19084 295 13 and and CCONJ bracis-19084 295 14 business business NOUN bracis-19084 295 15 intelligence intelligence NOUN bracis-19084 295 16 ( ( PUNCT bracis-19084 295 17 mlbdbi mlbdbi PROPN bracis-19084 295 18 ) ) PUNCT bracis-19084 295 19 , , PUNCT bracis-19084 295 20 pp pp PROPN bracis-19084 295 21 . . PUNCT bracis-19084 296 1 5–9 5–9 NOUN bracis-19084 296 2 . . PUNCT bracis-19084 296 3 ieee ieee PROPN bracis-19084 296 4 ( ( PUNCT bracis-19084 296 5 2020 2020 NUM bracis-19084 296 6 ) ) PUNCT bracis-19084 296 7 google google PROPN bracis-19084 296 8 scholar scholar NOUN bracis-19084 296 9     SPACE bracis-19084 296 10 wang wang PROPN bracis-19084 296 11 , , PUNCT bracis-19084 296 12 y. y. PROPN bracis-19084 296 13 , , PUNCT bracis-19084 296 14 sun sun PROPN bracis-19084 296 15 , , PUNCT bracis-19084 296 16 y. y. PROPN bracis-19084 296 17 , , PUNCT bracis-19084 296 18 ma ma PROPN bracis-19084 296 19 , , PUNCT bracis-19084 296 20 z. z. PROPN bracis-19084 296 21 , , PUNCT bracis-19084 296 22 gao gao PROPN bracis-19084 296 23 , , PUNCT bracis-19084 296 24 l. l. PROPN bracis-19084 296 25 , , PUNCT bracis-19084 296 26 xu xu PROPN bracis-19084 296 27 , , PUNCT bracis-19084 296 28 y. y. PROPN bracis-19084 296 29 , , PUNCT bracis-19084 296 30 wu wu PROPN bracis-19084 296 31 , , PUNCT bracis-19084 296 32 y. y. NOUN bracis-19084 296 33 : : PUNCT bracis-19084 296 34 a a DET bracis-19084 296 35 method method NOUN bracis-19084 296 36 of of ADP bracis-19084 296 37 relation relation NOUN bracis-19084 296 38 extraction extraction NOUN bracis-19084 296 39 using use VERB bracis-19084 296 40 pre pre ADJ bracis-19084 296 41 - - ADJ bracis-19084 296 42 training training ADJ bracis-19084 296 43 models model NOUN bracis-19084 296 44 . . PUNCT bracis-19084 297 1 in in ADP bracis-19084 297 2 : : PUNCT bracis-19084 297 3 2020 2020 NUM bracis-19084 297 4 13th 13th NOUN bracis-19084 297 5 international international ADJ bracis-19084 297 6 symposium symposium NOUN bracis-19084 297 7 on on ADP bracis-19084 297 8 computational computational ADJ bracis-19084 297 9 intelligence intelligence NOUN bracis-19084 297 10 and and CCONJ bracis-19084 297 11 design design NOUN bracis-19084 297 12 ( ( PUNCT bracis-19084 297 13 iscid iscid NOUN bracis-19084 297 14 ) ) PUNCT bracis-19084 297 15 , , PUNCT bracis-19084 297 16 pp pp ADJ bracis-19084 297 17 . . PUNCT bracis-19084 298 1 176–179 176–179 NUM bracis-19084 298 2 . . PUNCT bracis-19084 299 1 ieee ieee NOUN bracis-19084 299 2 ( ( PUNCT bracis-19084 299 3 2020 2020 NUM bracis-19084 299 4 ) ) PUNCT bracis-19084 299 5 google google PROPN bracis-19084 299 6 scholar scholar NOUN bracis-19084 299 7     SPACE bracis-19084 299 8 weiss weiss PROPN bracis-19084 299 9 , , PUNCT bracis-19084 299 10 a. a. NOUN bracis-19084 299 11 : : PUNCT bracis-19084 299 12 a a DET bracis-19084 299 13 brief brief ADJ bracis-19084 299 14 guide guide NOUN bracis-19084 299 15 to to ADP bracis-19084 299 16 competitive competitive ADJ bracis-19084 299 17 intelligence intelligence NOUN bracis-19084 299 18 : : PUNCT bracis-19084 299 19 how how SCONJ bracis-19084 299 20 to to PART bracis-19084 299 21 gather gather VERB bracis-19084 299 22 and and CCONJ bracis-19084 299 23 use use VERB bracis-19084 299 24 information information NOUN bracis-19084 299 25 on on ADP bracis-19084 299 26 competitors competitor NOUN bracis-19084 299 27 . . PUNCT bracis-19084 300 1 bus bus NOUN bracis-19084 300 2 . . PUNCT bracis-19084 300 3 inf inf PROPN bracis-19084 300 4 . . PUNCT bracis-19084 301 1 rev rev PROPN bracis-19084 301 2 . . PROPN bracis-19084 301 3 19(2 19(2 NUM bracis-19084 301 4 ) ) PUNCT bracis-19084 301 5 , , PUNCT bracis-19084 301 6 39–47 39–47 NUM bracis-19084 301 7 ( ( PUNCT bracis-19084 301 8 2002 2002 NUM bracis-19084 301 9 ) ) PUNCT bracis-19084 301 10 google google PROPN bracis-19084 301 11 scholar scholar NOUN bracis-19084 301 12     SPACE bracis-19084 301 13 xue xue PROPN bracis-19084 301 14 , , PUNCT bracis-19084 301 15 k. k. PROPN bracis-19084 301 16 , , PUNCT bracis-19084 301 17 zhou zhou PROPN bracis-19084 301 18 , , PUNCT bracis-19084 301 19 y. y. PROPN bracis-19084 301 20 , , PUNCT bracis-19084 301 21 ma ma PROPN bracis-19084 301 22 , , PUNCT bracis-19084 301 23 z. z. PROPN bracis-19084 301 24 , , PUNCT bracis-19084 301 25 ruan ruan PROPN bracis-19084 301 26 , , PUNCT bracis-19084 301 27 t. t. PROPN bracis-19084 301 28 , , PUNCT bracis-19084 301 29 zhang zhang PROPN bracis-19084 301 30 , , PUNCT bracis-19084 301 31 h. h. PROPN bracis-19084 301 32 , , PUNCT bracis-19084 301 33 he he PRON bracis-19084 301 34 , , PUNCT bracis-19084 301 35 p. p. NOUN bracis-19084 301 36 : : PUNCT bracis-19084 301 37 fine fine ADJ bracis-19084 301 38 - - PUNCT bracis-19084 301 39 tuning tune VERB bracis-19084 301 40 bert bert NOUN bracis-19084 301 41 for for ADP bracis-19084 301 42 joint joint ADJ bracis-19084 301 43 entity entity NOUN bracis-19084 301 44 and and CCONJ bracis-19084 301 45 relation relation NOUN bracis-19084 301 46 extraction extraction NOUN bracis-19084 301 47 in in ADP bracis-19084 301 48 chinese chinese ADJ bracis-19084 301 49 medical medical ADJ bracis-19084 301 50 text text NOUN bracis-19084 301 51 . . PUNCT bracis-19084 302 1 in in ADP bracis-19084 302 2 : : PUNCT bracis-19084 302 3 2019 2019 NUM bracis-19084 302 4 ieee ieee NOUN bracis-19084 302 5 international international ADJ bracis-19084 302 6 conference conference NOUN bracis-19084 302 7 on on ADP bracis-19084 302 8 bioinformatics bioinformatics NOUN bracis-19084 302 9 and and CCONJ bracis-19084 302 10 biomedicine biomedicine NOUN bracis-19084 302 11 ( ( PUNCT bracis-19084 302 12 bibm bibm PROPN bracis-19084 302 13 ) ) PUNCT bracis-19084 302 14 , , PUNCT bracis-19084 302 15 pp pp ADP bracis-19084 302 16 . . PUNCT bracis-19084 303 1 892–897 892–897 NUM bracis-19084 303 2 . . PUNCT bracis-19084 304 1 ieee ieee NOUN bracis-19084 304 2 ( ( PUNCT bracis-19084 304 3 2019 2019 NUM bracis-19084 304 4 ) ) PUNCT bracis-19084 304 5 google google PROPN bracis-19084 304 6 scholar scholar NOUN bracis-19084 304 7     SPACE bracis-19084 304 8 yin yin PROPN bracis-19084 304 9 , , PUNCT bracis-19084 304 10 b. b. PROPN bracis-19084 304 11 , , PUNCT bracis-19084 304 12 sun sun PROPN bracis-19084 304 13 , , PUNCT bracis-19084 304 14 y. y. PROPN bracis-19084 304 15 , , PUNCT bracis-19084 304 16 wang wang PROPN bracis-19084 304 17 , , PUNCT bracis-19084 304 18 y. y. NOUN bracis-19084 304 19 : : PUNCT bracis-19084 304 20 entity entity NOUN bracis-19084 304 21 relation relation NOUN bracis-19084 304 22 extraction extraction NOUN bracis-19084 304 23 method method NOUN bracis-19084 304 24 based base VERB bracis-19084 304 25 on on ADP bracis-19084 304 26 fusion fusion NOUN bracis-19084 304 27 of of ADP bracis-19084 304 28 multiple multiple ADJ bracis-19084 304 29 information information NOUN bracis-19084 304 30 and and CCONJ bracis-19084 304 31 attention attention NOUN bracis-19084 304 32 mechanism mechanism NOUN bracis-19084 304 33 . . PUNCT bracis-19084 305 1 in in ADP bracis-19084 305 2 : : PUNCT bracis-19084 305 3 2020 2020 NUM bracis-19084 305 4 ieee ieee NOUN bracis-19084 305 5 6th 6th ADJ bracis-19084 305 6 international international ADJ bracis-19084 305 7 conference conference NOUN bracis-19084 305 8 on on ADP bracis-19084 305 9 computer computer NOUN bracis-19084 305 10 and and CCONJ bracis-19084 305 11 communications communication NOUN bracis-19084 305 12 ( ( PUNCT bracis-19084 305 13 iccc iccc PROPN bracis-19084 305 14 ) ) PUNCT bracis-19084 305 15 . . PUNCT bracis-19084 306 1 ieee ieee NOUN bracis-19084 306 2 ( ( PUNCT bracis-19084 306 3 2020 2020 NUM bracis-19084 306 4 ) ) PUNCT bracis-19084 306 5 google google PROPN bracis-19084 306 6 scholar scholar NOUN bracis-19084 306 7     SPACE bracis-19084 306 8 yu yu PROPN bracis-19084 306 9 , , PUNCT bracis-19084 306 10 h. h. PROPN bracis-19084 306 11 , , PUNCT bracis-19084 306 12 cao cao PROPN bracis-19084 306 13 , , PUNCT bracis-19084 306 14 y. y. PROPN bracis-19084 306 15 , , PUNCT bracis-19084 306 16 cheng cheng PROPN bracis-19084 306 17 , , PUNCT bracis-19084 306 18 g. g. PROPN bracis-19084 306 19 , , PUNCT bracis-19084 306 20 xie xie PROPN bracis-19084 306 21 , , PUNCT bracis-19084 306 22 p. p. PROPN bracis-19084 306 23 , , PUNCT bracis-19084 306 24 yang yang PROPN bracis-19084 306 25 , , PUNCT bracis-19084 306 26 y. y. PROPN bracis-19084 306 27 , , PUNCT bracis-19084 306 28 yu yu PROPN bracis-19084 306 29 , , PUNCT bracis-19084 306 30 p. p. NOUN bracis-19084 306 31 : : PUNCT bracis-19084 306 32 relation relation NOUN bracis-19084 306 33 extraction extraction NOUN bracis-19084 306 34 with with ADP bracis-19084 306 35 bert bert NOUN bracis-19084 306 36 - - PUNCT bracis-19084 306 37 based base VERB bracis-19084 306 38 pre pre ADJ bracis-19084 306 39 - - ADJ bracis-19084 306 40 trained train VERB bracis-19084 306 41 model model NOUN bracis-19084 306 42 . . PUNCT bracis-19084 307 1 in in ADP bracis-19084 307 2 : : PUNCT bracis-19084 307 3 2020 2020 NUM bracis-19084 307 4 international international ADJ bracis-19084 307 5 wireless wireless ADJ bracis-19084 307 6 communications communication NOUN bracis-19084 307 7 and and CCONJ bracis-19084 307 8 mobile mobile NOUN bracis-19084 307 9 computing computing NOUN bracis-19084 307 10 ( ( PUNCT bracis-19084 307 11 iwcmc iwcmc NOUN bracis-19084 307 12 ) ) PUNCT bracis-19084 307 13 , , PUNCT bracis-19084 307 14 pp pp PROPN bracis-19084 307 15 . . PUNCT bracis-19084 307 16 1382–1387 1382–1387 X bracis-19084 307 17 . . PUNCT bracis-19084 307 18 ieee ieee NOUN bracis-19084 307 19 ( ( PUNCT bracis-19084 307 20 2020 2020 NUM bracis-19084 307 21 ) ) PUNCT bracis-19084 307 22 google google PROPN bracis-19084 307 23 scholar scholar NOUN bracis-19084 307 24     SPACE bracis-19084 307 25 zhou zhou PROPN bracis-19084 307 26 , , PUNCT bracis-19084 307 27 z. z. PROPN bracis-19084 307 28 , , PUNCT bracis-19084 307 29 zhang zhang PROPN bracis-19084 307 30 , , PUNCT bracis-19084 307 31 h. h. PROPN bracis-19084 307 32 : : PUNCT bracis-19084 307 33 research research NOUN bracis-19084 307 34 on on ADP bracis-19084 307 35 entity entity NOUN bracis-19084 307 36 relationship relationship NOUN bracis-19084 307 37 extraction extraction NOUN bracis-19084 307 38 in in ADP bracis-19084 307 39 financial financial ADJ bracis-19084 307 40 and and CCONJ bracis-19084 307 41 economic economic ADJ bracis-19084 307 42 field field NOUN bracis-19084 307 43 based base VERB bracis-19084 307 44 on on ADP bracis-19084 307 45 deep deep ADJ bracis-19084 307 46 learning learning NOUN bracis-19084 307 47 . . PUNCT bracis-19084 308 1 in in ADP bracis-19084 308 2 : : PUNCT bracis-19084 308 3 2018 2018 NUM bracis-19084 308 4 ieee ieee NOUN bracis-19084 308 5 4th 4th ADJ bracis-19084 308 6 international international ADJ bracis-19084 308 7 conference conference NOUN bracis-19084 308 8 on on ADP bracis-19084 308 9 computer computer NOUN bracis-19084 308 10 and and CCONJ bracis-19084 308 11 communications communication NOUN bracis-19084 308 12 ( ( PUNCT bracis-19084 308 13 iccc iccc PROPN bracis-19084 308 14 ) ) PUNCT bracis-19084 308 15 , , PUNCT bracis-19084 308 16 pp pp PROPN bracis-19084 308 17 . . PUNCT bracis-19084 308 18 2430–2435 2430–2435 NUM bracis-19084 308 19 . . PUNCT bracis-19084 309 1 ieee ieee NOUN bracis-19084 309 2 ( ( PUNCT bracis-19084 309 3 2018 2018 NUM bracis-19084 309 4 ) ) PUNCT bracis-19084 309 5 google google PROPN bracis-19084 309 6 scholar scholar NOUN bracis-19084 309 7     SPACE bracis-19084 309 8 download download NOUN bracis-19084 309 9 references reference NOUN bracis-19084 309 10 author author NOUN bracis-19084 309 11 information information NOUN bracis-19084 309 12 authors author NOUN bracis-19084 309 13 and and CCONJ bracis-19084 309 14 affiliations affiliation NOUN bracis-19084 309 15 pontifical pontifical ADJ bracis-19084 309 16 catholic catholic PROPN bracis-19084 309 17 university university PROPN bracis-19084 309 18 of of ADP bracis-19084 309 19 rio rio PROPN bracis-19084 309 20 grande grande PROPN bracis-19084 309 21 do do VERB bracis-19084 309 22 sul sul PROPN bracis-19084 309 23 , , PUNCT bracis-19084 309 24 pucrs pucrs NOUN bracis-19084 309 25 , , PUNCT bracis-19084 309 26 school school NOUN bracis-19084 309 27 of of ADP bracis-19084 309 28 technology technology NOUN bracis-19084 309 29 , , PUNCT bracis-19084 309 30 porto porto PROPN bracis-19084 309 31 alegre alegre PROPN bracis-19084 309 32 , , PUNCT bracis-19084 309 33 brazil brazil PROPN bracis-19084 309 34 daniel daniel PROPN bracis-19084 309 35 de de PROPN bracis-19084 309 36 los los PROPN bracis-19084 309 37 reyes reyes PROPN bracis-19084 309 38 , , PUNCT bracis-19084 309 39     SPACE bracis-19084 309 40 douglas douglas PROPN bracis-19084 309 41 trajano trajano PROPN bracis-19084 309 42 , , PUNCT bracis-19084 309 43     SPACE bracis-19084 309 44 isabel isabel PROPN bracis-19084 309 45 harb harb PROPN bracis-19084 309 46 manssour manssour PROPN bracis-19084 309 47     SPACE bracis-19084 309 48 & & CCONJ bracis-19084 309 49     SPACE bracis-19084 309 50 rafael rafael PROPN bracis-19084 309 51 h. h. PROPN bracis-19084 309 52 bordini bordini PROPN bracis-19084 309 53 cidehus cidehus PROPN bracis-19084 309 54 , , PUNCT bracis-19084 309 55 university university PROPN bracis-19084 309 56 of of ADP bracis-19084 309 57 évora évora PROPN bracis-19084 309 58 , , PUNCT bracis-19084 309 59 évora évora PROPN bracis-19084 309 60 , , PUNCT bracis-19084 309 61 portugal portugal PROPN bracis-19084 309 62 renata renata PROPN bracis-19084 309 63 vieira vieira PROPN bracis-19084 309 64 authors authors PROPN bracis-19084 309 65 daniel daniel PROPN bracis-19084 309 66 de de PROPN bracis-19084 309 67 los los PROPN bracis-19084 309 68 reyesview reyesview PROPN bracis-19084 309 69 author author NOUN bracis-19084 309 70 publications publication NOUN bracis-19084 309 71 search search NOUN bracis-19084 309 72 author author NOUN bracis-19084 309 73 on on ADP bracis-19084 309 74 : : PUNCT bracis-19084 309 75 pubmed pubmed PROPN bracis-19084 309 76     SPACE bracis-19084 309 77 google google PROPN bracis-19084 309 78 scholar scholar PROPN bracis-19084 309 79 douglas douglas PROPN bracis-19084 309 80 trajanoview trajanoview PROPN bracis-19084 309 81 author author NOUN bracis-19084 309 82 publications publication VERB bracis-19084 309 83 search search NOUN bracis-19084 309 84 author author NOUN bracis-19084 309 85 on on ADP bracis-19084 309 86 : : PUNCT bracis-19084 309 87 pubmed pubmed PROPN bracis-19084 309 88     SPACE bracis-19084 309 89 google google PROPN bracis-19084 309 90 scholar scholar PROPN bracis-19084 309 91 isabel isabel PROPN bracis-19084 309 92 harb harb PROPN bracis-19084 309 93 manssourview manssourview PROPN bracis-19084 309 94 author author NOUN bracis-19084 309 95 publications publication NOUN bracis-19084 309 96 search search NOUN bracis-19084 309 97 author author NOUN bracis-19084 309 98 on on ADP bracis-19084 309 99 : : PUNCT bracis-19084 309 100 pubmed pubmed PROPN bracis-19084 309 101     SPACE bracis-19084 309 102 google google PROPN bracis-19084 309 103 scholar scholar NOUN bracis-19084 309 104 renata renata PROPN bracis-19084 309 105 vieiraview vieiraview NOUN bracis-19084 309 106 author author NOUN bracis-19084 309 107 publications publication NOUN bracis-19084 309 108 search search NOUN bracis-19084 309 109 author author NOUN bracis-19084 309 110 on on ADP bracis-19084 309 111 : : PUNCT bracis-19084 309 112 pubmed pubmed PROPN bracis-19084 309 113     SPACE bracis-19084 309 114 google google PROPN bracis-19084 309 115 scholar scholar PROPN bracis-19084 309 116 rafael rafael PROPN bracis-19084 309 117 h. h. PROPN bracis-19084 309 118 bordiniview bordiniview PROPN bracis-19084 309 119 author author NOUN bracis-19084 309 120 publications publication VERB bracis-19084 309 121 search search NOUN bracis-19084 309 122 author author NOUN bracis-19084 309 123 on on ADP bracis-19084 309 124 : : PUNCT bracis-19084 309 125 pubmed pubmed PROPN bracis-19084 309 126     SPACE bracis-19084 309 127 google google PROPN bracis-19084 309 128 scholar scholar NOUN bracis-19084 309 129 corresponding correspond VERB bracis-19084 309 130 author author NOUN bracis-19084 309 131 correspondence correspondence NOUN bracis-19084 309 132 to to ADP bracis-19084 309 133 daniel daniel PROPN bracis-19084 309 134 de de PROPN bracis-19084 309 135 los los PROPN bracis-19084 309 136 reyes reyes PROPN bracis-19084 309 137 . . PUNCT bracis-19084 310 1 editor editor NOUN bracis-19084 310 2 information information NOUN bracis-19084 310 3 editors editor NOUN bracis-19084 310 4 and and CCONJ bracis-19084 310 5 affiliations affiliation NOUN bracis-19084 310 6 universidade universidade PROPN bracis-19084 310 7 federal federal PROPN bracis-19084 310 8 de de X bracis-19084 310 9 sergipe sergipe PROPN bracis-19084 310 10 , , PUNCT bracis-19084 310 11 são são NOUN bracis-19084 310 12 cristóvão cristóvão PROPN bracis-19084 310 13 , , PUNCT bracis-19084 310 14 brazil brazil PROPN bracis-19084 310 15 andré andré PROPN bracis-19084 310 16 britto britto PROPN bracis-19084 310 17 universidade universidade PROPN bracis-19084 310 18 de de PROPN bracis-19084 310 19 são são PROPN bracis-19084 310 20 paulo paulo PROPN bracis-19084 310 21 , , PUNCT bracis-19084 310 22 são são PROPN bracis-19084 310 23 paulo paulo PROPN bracis-19084 310 24 , , PUNCT bracis-19084 310 25 brazil brazil PROPN bracis-19084 310 26 karina karina PROPN bracis-19084 310 27 valdivia valdivia PROPN bracis-19084 310 28 delgado delgado VERB bracis-19084 310 29 rights right NOUN bracis-19084 310 30 and and CCONJ bracis-19084 310 31 permissions permission NOUN bracis-19084 310 32 reprints reprint NOUN bracis-19084 310 33 and and CCONJ bracis-19084 310 34 permissions permission VERB bracis-19084 310 35 copyright copyright NOUN bracis-19084 310 36 information information NOUN bracis-19084 310 37 © © PROPN bracis-19084 310 38 2021 2021 NUM bracis-19084 310 39 springer springer NOUN bracis-19084 310 40 nature nature NOUN bracis-19084 310 41 switzerland switzerland PROPN bracis-19084 310 42 ag ag PROPN bracis-19084 310 43 about about ADP bracis-19084 310 44 this this DET bracis-19084 310 45 paper paper NOUN bracis-19084 310 46 cite cite VERB bracis-19084 310 47 this this DET bracis-19084 310 48 paper paper NOUN bracis-19084 310 49 reyes reyes NOUN bracis-19084 310 50 , , PUNCT bracis-19084 310 51 d.d.l d.d.l NOUN bracis-19084 310 52 . . PROPN bracis-19084 310 53 , , PUNCT bracis-19084 310 54 trajano trajano PROPN bracis-19084 310 55 , , PUNCT bracis-19084 310 56 d. d. PROPN bracis-19084 310 57 , , PUNCT bracis-19084 310 58 manssour manssour PROPN bracis-19084 310 59 , , PUNCT bracis-19084 310 60 i.h i.h PROPN bracis-19084 310 61 . . PROPN bracis-19084 310 62 , , PUNCT bracis-19084 310 63 vieira vieira PROPN bracis-19084 310 64 , , PUNCT bracis-19084 310 65 r. r. PROPN bracis-19084 310 66 , , PUNCT bracis-19084 310 67 bordini bordini PROPN bracis-19084 310 68 , , PUNCT bracis-19084 310 69 r.h r.h PROPN bracis-19084 310 70 . . PROPN bracis-19084 310 71 ( ( PUNCT bracis-19084 310 72 2021 2021 NUM bracis-19084 310 73 ) ) PUNCT bracis-19084 310 74 . . PUNCT bracis-19084 311 1 entity entity NOUN bracis-19084 311 2 relation relation NOUN bracis-19084 311 3 extraction extraction NOUN bracis-19084 311 4 from from ADP bracis-19084 311 5 news news NOUN bracis-19084 311 6 articles article NOUN bracis-19084 311 7 in in ADP bracis-19084 311 8 portuguese portuguese NOUN bracis-19084 311 9 for for ADP bracis-19084 311 10 competitive competitive ADJ bracis-19084 311 11 intelligence intelligence NOUN bracis-19084 311 12 based base VERB bracis-19084 311 13 on on ADP bracis-19084 311 14 bert bert PROPN bracis-19084 311 15 . . PUNCT bracis-19084 312 1 in in ADP bracis-19084 312 2 : : PUNCT bracis-19084 312 3 britto britto PROPN bracis-19084 312 4 , , PUNCT bracis-19084 312 5 a. a. PROPN bracis-19084 312 6 , , PUNCT bracis-19084 312 7 valdivia valdivia PROPN bracis-19084 312 8 delgado delgado PROPN bracis-19084 312 9 , , PUNCT bracis-19084 312 10 k. k. PROPN bracis-19084 312 11 ( ( PUNCT bracis-19084 312 12 eds eds PROPN bracis-19084 312 13 ) ) PUNCT bracis-19084 312 14 intelligent intelligent ADJ bracis-19084 312 15 systems system NOUN bracis-19084 312 16 . . PUNCT bracis-19084 313 1 bracis bracis PROPN bracis-19084 313 2 2021 2021 NUM bracis-19084 313 3 . . PUNCT bracis-19084 314 1 lecture lecture NOUN bracis-19084 314 2 notes note NOUN bracis-19084 314 3 in in ADP bracis-19084 314 4 computer computer NOUN bracis-19084 314 5 science science NOUN bracis-19084 314 6 ( ( PUNCT bracis-19084 314 7 ) ) PUNCT bracis-19084 314 8 , , PUNCT bracis-19084 314 9 vol vol NOUN bracis-19084 314 10 13074 13074 NUM bracis-19084 314 11 . . PUNCT bracis-19084 315 1 springer springer NOUN bracis-19084 315 2 , , PUNCT bracis-19084 315 3 cham cham PROPN bracis-19084 315 4 . . PUNCT bracis-19084 316 1 https://doi.org/10.1007/978-3-030-91699-2_31 https://doi.org/10.1007/978-3-030-91699-2_31 PROPN bracis-19084 316 2 download download NOUN bracis-19084 316 3 citation citation NOUN bracis-19084 316 4 .ris .ris PUNCT bracis-19084 316 5 .enw .enw PROPN bracis-19084 316 6 .bib .bib PUNCT bracis-19084 317 1 doi doi PROPN bracis-19084 317 2 : : PUNCT bracis-19084 317 3 https://doi.org/10.1007/978-3-030-91699-2_31 https://doi.org/10.1007/978-3-030-91699-2_31 PROPN bracis-19084 317 4 published publish VERB bracis-19084 317 5 : : PUNCT bracis-19084 317 6 28 28 NUM bracis-19084 317 7 november november PROPN bracis-19084 317 8 2021 2021 NUM bracis-19084 317 9 publisher publisher NOUN bracis-19084 317 10 name name NOUN bracis-19084 317 11 : : PUNCT bracis-19084 317 12 springer springer NOUN bracis-19084 317 13 , , PUNCT bracis-19084 317 14 cham cham PROPN bracis-19084 317 15 print print PROPN bracis-19084 317 16 isbn isbn PROPN bracis-19084 317 17 : : PUNCT bracis-19084 317 18 978 978 NUM bracis-19084 317 19 - - SYM bracis-19084 317 20 3 3 NUM bracis-19084 317 21 - - PUNCT bracis-19084 317 22 030 030 NUM bracis-19084 317 23 - - PUNCT bracis-19084 317 24 91698 91698 NUM bracis-19084 317 25 - - SYM bracis-19084 317 26 5 5 NUM bracis-19084 317 27 online online ADJ bracis-19084 317 28 isbn isbn NOUN bracis-19084 317 29 : : PUNCT bracis-19084 317 30 978 978 NUM bracis-19084 317 31 - - SYM bracis-19084 317 32 3 3 NUM bracis-19084 317 33 - - PUNCT bracis-19084 317 34 030 030 NUM bracis-19084 317 35 - - PUNCT bracis-19084 317 36 91699 91699 NUM bracis-19084 317 37 - - SYM bracis-19084 317 38 2 2 NUM bracis-19084 317 39 ebook ebook NOUN bracis-19084 317 40 packages package NOUN bracis-19084 317 41 : : PUNCT bracis-19084 317 42 computer computer NOUN bracis-19084 317 43 sciencecomputer sciencecomputer NOUN bracis-19084 317 44 science science NOUN bracis-19084 317 45 ( ( PUNCT bracis-19084 317 46 r0 r0 NOUN bracis-19084 317 47 ) ) PUNCT bracis-19084 317 48 share share VERB bracis-19084 317 49 this this DET bracis-19084 317 50 paper paper NOUN bracis-19084 317 51 anyone anyone PRON bracis-19084 317 52 you you PRON bracis-19084 317 53 share share VERB bracis-19084 317 54 the the DET bracis-19084 317 55 following follow VERB bracis-19084 317 56 link link NOUN bracis-19084 317 57 with with ADP bracis-19084 317 58 will will AUX bracis-19084 317 59 be be AUX bracis-19084 317 60 able able ADJ bracis-19084 317 61 to to PART bracis-19084 317 62 read read VERB bracis-19084 317 63 this this DET bracis-19084 317 64 content content NOUN bracis-19084 317 65 : : PUNCT bracis-19084 317 66 get get VERB bracis-19084 317 67 shareable shareable ADJ bracis-19084 317 68 linksorry linksorry NOUN bracis-19084 317 69 , , PUNCT bracis-19084 317 70 a a DET bracis-19084 317 71 shareable shareable ADJ bracis-19084 317 72 link link NOUN bracis-19084 317 73 is be AUX bracis-19084 317 74 not not PART bracis-19084 317 75 currently currently ADV bracis-19084 317 76 available available ADJ bracis-19084 317 77 for for ADP bracis-19084 317 78 this this DET bracis-19084 317 79 article article NOUN bracis-19084 317 80 . . PUNCT bracis-19084 318 1 copy copy VERB bracis-19084 318 2 shareable shareable ADJ bracis-19084 318 3 link link NOUN bracis-19084 318 4 to to PART bracis-19084 318 5 clipboard clipboard NOUN bracis-19084 318 6 provided provide VERB bracis-19084 318 7 by by ADP bracis-19084 318 8 the the DET bracis-19084 318 9 springer springer NOUN bracis-19084 318 10 nature nature PROPN bracis-19084 318 11 sharedit sharedit PROPN bracis-19084 318 12 content content NOUN bracis-19084 318 13 - - PUNCT bracis-19084 318 14 sharing share VERB bracis-19084 318 15 initiative initiative NOUN bracis-19084 318 16 keywords keyword NOUN bracis-19084 318 17 competitive competitive ADJ bracis-19084 318 18 intelligence intelligence NOUN bracis-19084 318 19 entity entity NOUN bracis-19084 318 20 relation relation NOUN bracis-19084 318 21 classification classification NOUN bracis-19084 318 22 relation relation NOUN bracis-19084 318 23 extraction extraction NOUN bracis-19084 318 24 publish publish VERB bracis-19084 318 25 with with ADP bracis-19084 318 26 us us PROPN bracis-19084 318 27 policies policy NOUN bracis-19084 318 28 and and CCONJ bracis-19084 318 29 ethics ethic NOUN bracis-19084 318 30 profiles profile NOUN bracis-19084 318 31 renata renata PROPN bracis-19084 318 32 vieira vieira PROPN bracis-19084 318 33 view view PROPN bracis-19084 318 34 author author NOUN bracis-19084 318 35 profile profile NOUN bracis-19084 318 36 search search NOUN bracis-19084 318 37 search search NOUN bracis-19084 318 38 by by ADP bracis-19084 318 39 keyword keyword NOUN bracis-19084 318 40 or or CCONJ bracis-19084 318 41 author author NOUN bracis-19084 318 42 search search NOUN bracis-19084 318 43 navigation navigation NOUN bracis-19084 318 44 find find VERB bracis-19084 318 45 a a DET bracis-19084 318 46 journal journal NOUN bracis-19084 318 47 publish publish VERB bracis-19084 318 48 with with ADP bracis-19084 318 49 us we PRON bracis-19084 318 50 track track VERB bracis-19084 318 51 your your PRON bracis-19084 318 52 research research NOUN bracis-19084 318 53 discover discover VERB bracis-19084 318 54 content content NOUN bracis-19084 318 55 journals journal NOUN bracis-19084 318 56 a a DET bracis-19084 318 57 - - PUNCT bracis-19084 318 58 z z NOUN bracis-19084 318 59 books book NOUN bracis-19084 318 60 a a DET bracis-19084 318 61 - - PUNCT bracis-19084 318 62 z z NOUN bracis-19084 318 63 publish publish NOUN bracis-19084 318 64 with with ADP bracis-19084 318 65 us us PROPN bracis-19084 318 66 journal journal PROPN bracis-19084 318 67 finder finder PROPN bracis-19084 318 68 publish publish VERB bracis-19084 318 69 your your PRON bracis-19084 318 70 research research NOUN bracis-19084 318 71 language language NOUN bracis-19084 318 72 editing edit VERB bracis-19084 318 73 open open ADJ bracis-19084 318 74 access access NOUN bracis-19084 318 75 publishing publishing NOUN bracis-19084 318 76 products product NOUN bracis-19084 318 77 and and CCONJ bracis-19084 318 78 services service NOUN bracis-19084 318 79 our our PRON bracis-19084 318 80 products product NOUN bracis-19084 318 81 librarians librarian VERB bracis-19084 318 82 societies society NOUN bracis-19084 318 83 partners partner NOUN bracis-19084 318 84 and and CCONJ bracis-19084 318 85 advertisers advertiser NOUN bracis-19084 318 86 our our PRON bracis-19084 318 87 brands brand NOUN bracis-19084 318 88 springer springer NOUN bracis-19084 318 89 nature nature PROPN bracis-19084 318 90 portfolio portfolio PROPN bracis-19084 318 91 bmc bmc PROPN bracis-19084 318 92 palgrave palgrave PROPN bracis-19084 318 93 macmillan macmillan PROPN bracis-19084 318 94 apress apress PROPN bracis-19084 318 95 discover discover VERB bracis-19084 318 96 your your PRON bracis-19084 318 97 privacy privacy NOUN bracis-19084 318 98 choices choice NOUN bracis-19084 318 99 / / SYM bracis-19084 318 100 manage manage NOUN bracis-19084 318 101 cookies cookie NOUN bracis-19084 318 102 your your PRON bracis-19084 318 103 us us PROPN bracis-19084 319 1 state state NOUN bracis-19084 319 2 privacy privacy NOUN bracis-19084 319 3 rights right NOUN bracis-19084 319 4 accessibility accessibility NOUN bracis-19084 319 5 statement statement NOUN bracis-19084 319 6 terms term NOUN bracis-19084 319 7 and and CCONJ bracis-19084 319 8 conditions condition NOUN bracis-19084 319 9 privacy privacy NOUN bracis-19084 319 10 policy policy NOUN bracis-19084 319 11 help help NOUN bracis-19084 319 12 and and CCONJ bracis-19084 319 13 support support VERB bracis-19084 319 14 legal legal ADJ bracis-19084 319 15 notice notice NOUN bracis-19084 319 16 cancel cancel VERB bracis-19084 319 17 contracts contract NOUN bracis-19084 319 18 here here ADV bracis-19084 319 19 129.74.145.123 129.74.145.123 NUM bracis-19084 319 20 hesburgh hesburgh PROPN bracis-19084 319 21 library library PROPN bracis-19084 319 22 er er INTJ bracis-19084 319 23 unit unit NOUN bracis-19084 319 24 ( ( PUNCT bracis-19084 319 25 3005732405 3005732405 NUM bracis-19084 319 26 ) ) PUNCT bracis-19084 319 27 northeast northeast ADJ bracis-19084 319 28 research research NOUN bracis-19084 319 29 libraries library NOUN bracis-19084 319 30 ( ( PUNCT bracis-19084 319 31 nerl nerl PROPN bracis-19084 319 32 ) ) PUNCT bracis-19084 319 33 ( ( PUNCT bracis-19084 319 34 8200828607 8200828607 NUM bracis-19084 319 35 ) ) PUNCT bracis-19084 319 36 nerl nerl VERB bracis-19084 319 37 ta ta X bracis-19084 319 38 account account NOUN bracis-19084 319 39 ( ( PUNCT bracis-19084 319 40 3006206169 3006206169 NUM bracis-19084 319 41 ) ) PUNCT bracis-19084 319 42 university university NOUN bracis-19084 319 43 of of ADP bracis-19084 319 44 notre notre PROPN bracis-19084 319 45 dame dame PROPN bracis-19084 319 46 hesburgh hesburgh PROPN bracis-19084 319 47 library library NOUN bracis-19084 319 48 ( ( PUNCT bracis-19084 319 49 3000184373 3000184373 NUM bracis-19084 319 50 ) ) PUNCT bracis-19084 320 1 © © ADP bracis-19084 320 2 2025 2025 NUM bracis-19084 320 3 springer springer NOUN bracis-19084 320 4 nature nature NOUN