id sid tid token lemma pos bracis-19078 1 1 aggressive aggressive ADJ bracis-19078 1 2 language language NOUN bracis-19078 1 3 detection detection NOUN bracis-19078 1 4 using use VERB bracis-19078 1 5 vgcn vgcn ADJ bracis-19078 1 6 - - PUNCT bracis-19078 1 7 bert bert NOUN bracis-19078 1 8 for for ADP bracis-19078 1 9 spanish spanish ADJ bracis-19078 1 10 texts text NOUN bracis-19078 1 11 | | ADV bracis-19078 1 12 springer springer NOUN bracis-19078 1 13 nature nature PROPN bracis-19078 1 14 link link PROPN bracis-19078 1 15 ( ( PUNCT bracis-19078 1 16 formerly formerly ADV bracis-19078 1 17 springerlink springerlink NOUN bracis-19078 1 18 ) ) PUNCT bracis-19078 1 19 skip skip VERB bracis-19078 1 20 to to ADP bracis-19078 1 21 main main ADJ bracis-19078 1 22 content content NOUN bracis-19078 1 23 advertisement advertisement NOUN bracis-19078 1 24 log log NOUN bracis-19078 1 25 in in ADP bracis-19078 1 26 menu menu NOUN bracis-19078 1 27 find find VERB bracis-19078 1 28 a a DET bracis-19078 1 29 journal journal NOUN bracis-19078 1 30 publish publish VERB bracis-19078 1 31 with with ADP bracis-19078 1 32 us we PRON bracis-19078 1 33 track track VERB bracis-19078 1 34 your your PRON bracis-19078 1 35 research research NOUN bracis-19078 1 36 search search NOUN bracis-19078 1 37 cart cart NOUN bracis-19078 1 38 home home NOUN bracis-19078 1 39 intelligent intelligent ADJ bracis-19078 1 40 systems system NOUN bracis-19078 1 41 conference conference NOUN bracis-19078 1 42 paper paper NOUN bracis-19078 1 43 aggressive aggressive ADJ bracis-19078 1 44 language language NOUN bracis-19078 1 45 detection detection NOUN bracis-19078 1 46 using use VERB bracis-19078 1 47 vgcn vgcn ADJ bracis-19078 1 48 - - PUNCT bracis-19078 1 49 bert bert NOUN bracis-19078 1 50 for for ADP bracis-19078 1 51 spanish spanish ADJ bracis-19078 1 52 texts text NOUN bracis-19078 1 53 conference conference NOUN bracis-19078 1 54 paper paper NOUN bracis-19078 1 55 first first ADV bracis-19078 1 56 online online ADV bracis-19078 1 57 : : PUNCT bracis-19078 1 58 28 28 NUM bracis-19078 1 59 november november NOUN bracis-19078 1 60 2021 2021 NUM bracis-19078 1 61 pp pp ADP bracis-19078 1 62 359–373 359–373 NUM bracis-19078 1 63 cite cite VERB bracis-19078 1 64 this this DET bracis-19078 1 65 conference conference NOUN bracis-19078 1 66 paper paper NOUN bracis-19078 1 67 access access NOUN bracis-19078 1 68 provided provide VERB bracis-19078 1 69 by by ADP bracis-19078 1 70 university university PROPN bracis-19078 1 71 of of ADP bracis-19078 1 72 notre notre PROPN bracis-19078 1 73 dame dame PROPN bracis-19078 1 74 hesburgh hesburgh PROPN bracis-19078 1 75 library library PROPN bracis-19078 1 76 download download PROPN bracis-19078 1 77 book book NOUN bracis-19078 1 78 pdf pdf PROPN bracis-19078 1 79 download download NOUN bracis-19078 1 80 book book NOUN bracis-19078 1 81 epub epub PROPN bracis-19078 1 82 intelligent intelligent ADJ bracis-19078 1 83 systems system NOUN bracis-19078 1 84 ( ( PUNCT bracis-19078 1 85 bracis bracis NOUN bracis-19078 1 86 2021 2021 NUM bracis-19078 1 87 ) ) PUNCT bracis-19078 1 88 aggressive aggressive ADJ bracis-19078 1 89 language language NOUN bracis-19078 1 90 detection detection NOUN bracis-19078 1 91 using use VERB bracis-19078 1 92 vgcn vgcn ADJ bracis-19078 1 93 - - PUNCT bracis-19078 1 94 bert bert NOUN bracis-19078 1 95 for for ADP bracis-19078 1 96 spanish spanish ADJ bracis-19078 1 97 texts text NOUN bracis-19078 1 98 download download NOUN bracis-19078 1 99 book book NOUN bracis-19078 1 100 pdf pdf PROPN bracis-19078 1 101 download download NOUN bracis-19078 1 102 book book PROPN bracis-19078 1 103 epub epub PROPN bracis-19078 1 104 errol errol PROPN bracis-19078 1 105 mamani mamani PROPN bracis-19078 1 106 - - PUNCT bracis-19078 1 107 condori condori NOUN bracis-19078 1 108     SPACE bracis-19078 1 109 orcid orcid NOUN bracis-19078 1 110 : : PUNCT bracis-19078 1 111 orcid.org/0000-0001-8481-036610 orcid.org/0000-0001-8481-036610 PROPN bracis-19078 1 112 & & CCONJ bracis-19078 1 113 josé josé PROPN bracis-19078 1 114 ochoa ochoa PROPN bracis-19078 1 115 - - PUNCT bracis-19078 1 116 luna luna PROPN bracis-19078 1 117     SPACE bracis-19078 1 118 orcid orcid NOUN bracis-19078 1 119 : : PUNCT bracis-19078 1 120 orcid.org/0000-0002-8979-378510 orcid.org/0000-0002-8979-378510 VERB bracis-19078 1 121     SPACE bracis-19078 1 122 part part NOUN bracis-19078 1 123 of of ADP bracis-19078 1 124 the the DET bracis-19078 1 125 book book NOUN bracis-19078 1 126 series series NOUN bracis-19078 1 127 : : PUNCT bracis-19078 1 128 lecture lecture NOUN bracis-19078 1 129 notes note NOUN bracis-19078 1 130 in in ADP bracis-19078 1 131 computer computer NOUN bracis-19078 1 132 science science NOUN bracis-19078 1 133 ( ( PUNCT bracis-19078 1 134 ( ( PUNCT bracis-19078 1 135 lnai lnai ADJ bracis-19078 1 136 , , PUNCT bracis-19078 1 137 volume volume NOUN bracis-19078 1 138 13074 13074 NUM bracis-19078 1 139 ) ) PUNCT bracis-19078 1 140 ) ) PUNCT bracis-19078 1 141 included include VERB bracis-19078 1 142 in in ADP bracis-19078 1 143 the the DET bracis-19078 1 144 following follow VERB bracis-19078 1 145 conference conference NOUN bracis-19078 1 146 series series NOUN bracis-19078 1 147 : : PUNCT bracis-19078 1 148 brazilian brazilian ADJ bracis-19078 1 149 conference conference NOUN bracis-19078 1 150 on on ADP bracis-19078 1 151 intelligent intelligent ADJ bracis-19078 1 152 systems system NOUN bracis-19078 1 153 1254 1254 NUM bracis-19078 1 154 accesses access VERB bracis-19078 1 155 1 1 NUM bracis-19078 1 156 citation citation NOUN bracis-19078 1 157 abstract abstract NOUN bracis-19078 1 158 the the DET bracis-19078 1 159 increasing increase VERB bracis-19078 1 160 influence influence NOUN bracis-19078 1 161 from from ADP bracis-19078 1 162 users user NOUN bracis-19078 1 163 in in ADP bracis-19078 1 164 social social ADJ bracis-19078 1 165 media medium NOUN bracis-19078 1 166 has have AUX bracis-19078 1 167 made make VERB bracis-19078 1 168 that that SCONJ bracis-19078 1 169 aggressive aggressive ADJ bracis-19078 1 170 content content NOUN bracis-19078 1 171 disseminates disseminate NOUN bracis-19078 1 172 over over ADP bracis-19078 1 173 the the DET bracis-19078 1 174 internet internet NOUN bracis-19078 1 175 . . PUNCT bracis-19078 2 1 to to PART bracis-19078 2 2 tackle tackle VERB bracis-19078 2 3 this this DET bracis-19078 2 4 problem problem NOUN bracis-19078 2 5 , , PUNCT bracis-19078 2 6 recent recent ADJ bracis-19078 2 7 advances advance NOUN bracis-19078 2 8 in in ADP bracis-19078 2 9 aggressive aggressive ADJ bracis-19078 2 10 language language NOUN bracis-19078 2 11 detection detection NOUN bracis-19078 2 12 have have AUX bracis-19078 2 13 demonstrated demonstrate VERB bracis-19078 2 14 a a DET bracis-19078 2 15 good good ADJ bracis-19078 2 16 performance performance NOUN bracis-19078 2 17 of of ADP bracis-19078 2 18 deep deep ADJ bracis-19078 2 19 learning learning NOUN bracis-19078 2 20 techniques technique NOUN bracis-19078 2 21 . . PUNCT bracis-19078 3 1 recently recently ADV bracis-19078 3 2 transformer transformer NOUN bracis-19078 3 3 based base VERB bracis-19078 3 4 architectures architecture NOUN bracis-19078 3 5 such such ADJ bracis-19078 3 6 as as ADP bracis-19078 3 7 bidirectional bidirectional ADJ bracis-19078 3 8 encoder encoder NOUN bracis-19078 3 9 representations representation VERB bracis-19078 3 10 from from ADP bracis-19078 3 11 transformer transformer NOUN bracis-19078 3 12 ( ( PUNCT bracis-19078 3 13 bert bert PROPN bracis-19078 3 14 ) ) PUNCT bracis-19078 3 15 outperformed outperform VERB bracis-19078 3 16 previous previous ADJ bracis-19078 3 17 aggressive aggressive ADJ bracis-19078 3 18 text text NOUN bracis-19078 3 19 detection detection NOUN bracis-19078 3 20 baselines baseline NOUN bracis-19078 3 21 . . PUNCT bracis-19078 4 1 however however ADV bracis-19078 4 2 , , PUNCT bracis-19078 4 3 most most ADJ bracis-19078 4 4 of of ADP bracis-19078 4 5 the the DET bracis-19078 4 6 transformers transformer NOUN bracis-19078 4 7 - - PUNCT bracis-19078 4 8 based base VERB bracis-19078 4 9 approaches approach NOUN bracis-19078 4 10 are be AUX bracis-19078 4 11 unable unable ADJ bracis-19078 4 12 to to PART bracis-19078 4 13 properly properly ADV bracis-19078 4 14 capture capture VERB bracis-19078 4 15 global global ADJ bracis-19078 4 16 information information NOUN bracis-19078 4 17 such such ADJ bracis-19078 4 18 as as ADP bracis-19078 4 19 language language NOUN bracis-19078 4 20 vocabulary vocabulary NOUN bracis-19078 4 21 . . PUNCT bracis-19078 5 1 thus thus ADV bracis-19078 5 2 , , PUNCT bracis-19078 5 3 in in ADP bracis-19078 5 4 this this DET bracis-19078 5 5 work work NOUN bracis-19078 5 6 , , PUNCT bracis-19078 5 7 we we PRON bracis-19078 5 8 focus focus VERB bracis-19078 5 9 on on ADP bracis-19078 5 10 aggressive aggressive ADJ bracis-19078 5 11 content content NOUN bracis-19078 5 12 detection detection NOUN bracis-19078 5 13 using use VERB bracis-19078 5 14 the the DET bracis-19078 5 15 combination combination NOUN bracis-19078 5 16 of of ADP bracis-19078 5 17 vocabulary vocabulary ADJ bracis-19078 5 18 graph graph NOUN bracis-19078 5 19 convolutional convolutional ADJ bracis-19078 5 20 network network NOUN bracis-19078 5 21 ( ( PUNCT bracis-19078 5 22 vgcn vgcn INTJ bracis-19078 5 23 ) ) PUNCT bracis-19078 5 24 to to PART bracis-19078 5 25 capture capture VERB bracis-19078 5 26 global global ADJ bracis-19078 5 27 information information NOUN bracis-19078 5 28 and and CCONJ bracis-19078 5 29 bert bert PROPN bracis-19078 5 30 to to PART bracis-19078 5 31 model model VERB bracis-19078 5 32 local local ADJ bracis-19078 5 33 information information NOUN bracis-19078 5 34 . . PUNCT bracis-19078 6 1 this this DET bracis-19078 6 2 combined combined ADJ bracis-19078 6 3 approach approach NOUN bracis-19078 6 4 called call VERB bracis-19078 6 5 vgcn vgcn ADJ bracis-19078 6 6 - - PUNCT bracis-19078 6 7 bert bert PROPN bracis-19078 6 8 allows allow VERB bracis-19078 6 9 us we PRON bracis-19078 6 10 to to PART bracis-19078 6 11 improve improve VERB bracis-19078 6 12 the the DET bracis-19078 6 13 feature feature NOUN bracis-19078 6 14 level level NOUN bracis-19078 6 15 representation representation NOUN bracis-19078 6 16 in in ADP bracis-19078 6 17 spanish spanish ADJ bracis-19078 6 18 aggressive aggressive ADJ bracis-19078 6 19 language language NOUN bracis-19078 6 20 detection detection NOUN bracis-19078 6 21 . . PUNCT bracis-19078 7 1 our our PRON bracis-19078 7 2 experiments experiment NOUN bracis-19078 7 3 were be AUX bracis-19078 7 4 performed perform VERB bracis-19078 7 5 on on ADP bracis-19078 7 6 a a DET bracis-19078 7 7 benchmark benchmark NOUN bracis-19078 7 8 called call VERB bracis-19078 7 9 mex mex NOUN bracis-19078 7 10 - - PUNCT bracis-19078 7 11 a3 a3 NOUN bracis-19078 7 12 t t PROPN bracis-19078 7 13 aggressiveness aggressiveness NOUN bracis-19078 7 14 dataset dataset VERB bracis-19078 7 15 which which PRON bracis-19078 7 16 is be AUX bracis-19078 7 17 composed compose VERB bracis-19078 7 18 of of ADP bracis-19078 7 19 aggressive aggressive ADJ bracis-19078 7 20 and and CCONJ bracis-19078 7 21 non non ADJ bracis-19078 7 22 - - ADJ bracis-19078 7 23 aggressive aggressive ADJ bracis-19078 7 24 tweets tweet NOUN bracis-19078 7 25 written write VERB bracis-19078 7 26 in in ADP bracis-19078 7 27 the the DET bracis-19078 7 28 mexican mexican ADJ bracis-19078 7 29 spanish spanish ADJ bracis-19078 7 30 variant variant NOUN bracis-19078 7 31 . . PUNCT bracis-19078 8 1 we we PRON bracis-19078 8 2 report report VERB bracis-19078 8 3 86.46 86.46 NUM bracis-19078 8 4 % % NOUN bracis-19078 8 5 in in ADP bracis-19078 8 6 terms term NOUN bracis-19078 8 7 of of ADP bracis-19078 8 8 f1 f1 NOUN bracis-19078 8 9 - - PUNCT bracis-19078 8 10 score score NOUN bracis-19078 8 11 using use VERB bracis-19078 8 12 this this DET bracis-19078 8 13 vgcn vgcn ADJ bracis-19078 8 14 - - PUNCT bracis-19078 8 15 bert bert ADJ bracis-19078 8 16 approach approach NOUN bracis-19078 8 17 which which PRON bracis-19078 8 18 allows allow VERB bracis-19078 8 19 us we PRON bracis-19078 8 20 to to PART bracis-19078 8 21 obtain obtain VERB bracis-19078 8 22 comparable comparable ADJ bracis-19078 8 23 results result NOUN bracis-19078 8 24 with with ADP bracis-19078 8 25 the the DET bracis-19078 8 26 current current ADJ bracis-19078 8 27 state state NOUN bracis-19078 8 28 - - PUNCT bracis-19078 8 29 of of ADP bracis-19078 8 30 - - PUNCT bracis-19078 8 31 the the DET bracis-19078 8 32 - - PUNCT bracis-19078 8 33 art art NOUN bracis-19078 8 34 , , PUNCT bracis-19078 8 35 ensemble ensemble ADJ bracis-19078 8 36 bert bert NOUN bracis-19078 8 37 , , PUNCT bracis-19078 8 38 so so SCONJ bracis-19078 8 39 as as SCONJ bracis-19078 8 40 to to PART bracis-19078 8 41 detect detect VERB bracis-19078 8 42 aggressive aggressive ADJ bracis-19078 8 43 content content NOUN bracis-19078 8 44 regarding regard VERB bracis-19078 8 45 the the DET bracis-19078 8 46 track track NOUN bracis-19078 8 47 mex mex NOUN bracis-19078 8 48 - - PUNCT bracis-19078 8 49 a3 a3 NOUN bracis-19078 8 50 t t NOUN bracis-19078 8 51 2020 2020 NUM bracis-19078 8 52 . . PUNCT bracis-19078 9 1 this this DET bracis-19078 9 2 research research NOUN bracis-19078 9 3 was be AUX bracis-19078 9 4 supported support VERB bracis-19078 9 5 by by ADP bracis-19078 9 6 national national ADJ bracis-19078 9 7 fund fund NOUN bracis-19078 9 8 for for ADP bracis-19078 9 9 scientific scientific ADJ bracis-19078 9 10 and and CCONJ bracis-19078 9 11 technological technological ADJ bracis-19078 9 12 development development NOUN bracis-19078 9 13 and and CCONJ bracis-19078 9 14 innovation innovation NOUN bracis-19078 9 15 ( ( PUNCT bracis-19078 9 16 fondecyt fondecyt NOUN bracis-19078 9 17 - - PUNCT bracis-19078 9 18 perú perú NOUN bracis-19078 9 19 ) ) PUNCT bracis-19078 9 20 within within ADP bracis-19078 9 21 the the DET bracis-19078 9 22 framework framework NOUN bracis-19078 9 23 of of ADP bracis-19078 9 24 the the DET bracis-19078 9 25 “ " PUNCT bracis-19078 9 26 project project NOUN bracis-19078 9 27 of of ADP bracis-19078 9 28 50 50 NUM bracis-19078 9 29 e038 e038 PROPN bracis-19078 9 30 - - PUNCT bracis-19078 9 31 2019 2019 NUM bracis-19078 9 32 - - PUNCT bracis-19078 9 33 01 01 NUM bracis-19078 9 34 - - PUNCT bracis-19078 9 35 bm bm NOUN bracis-19078 9 36 improvement improvement NOUN bracis-19078 9 37 and and CCONJ bracis-19078 9 38 expansion expansion NOUN bracis-19078 9 39 of of ADP bracis-19078 9 40 the the DET bracis-19078 9 41 services service NOUN bracis-19078 9 42 of of ADP bracis-19078 9 43 the the DET bracis-19078 9 44 national national ADJ bracis-19078 9 45 system system NOUN bracis-19078 9 46 of of ADP bracis-19078 9 47 science science NOUN bracis-19078 9 48 , , PUNCT bracis-19078 9 49 technology technology NOUN bracis-19078 9 50 and and CCONJ bracis-19078 9 51 technological technological ADJ bracis-19078 9 52 innovation innovation NOUN bracis-19078 9 53 ” " PUNCT bracis-19078 10 1 [ [ PUNCT bracis-19078 10 2 grant grant NOUN bracis-19078 10 3 028-2019-fondecyt-bm-inc.inv 028-2019-fondecyt-bm-inc.inv NOUN bracis-19078 10 4 ] ] PUNCT bracis-19078 10 5 . . PUNCT bracis-19078 11 1 access access NOUN bracis-19078 11 2 provided provide VERB bracis-19078 11 3 by by ADP bracis-19078 11 4 university university PROPN bracis-19078 11 5 of of ADP bracis-19078 11 6 notre notre PROPN bracis-19078 11 7 dame dame PROPN bracis-19078 11 8 hesburgh hesburgh PROPN bracis-19078 11 9 library library PROPN bracis-19078 11 10 . . PUNCT bracis-19078 12 1 download download PROPN bracis-19078 12 2 conference conference NOUN bracis-19078 12 3 paper paper NOUN bracis-19078 12 4 pdf pdf NOUN bracis-19078 12 5 similar similar ADJ bracis-19078 12 6 content content NOUN bracis-19078 12 7 being be AUX bracis-19078 12 8 viewed view VERB bracis-19078 12 9 by by ADP bracis-19078 12 10 others other NOUN bracis-19078 12 11 vgcn vgcn ADJ bracis-19078 12 12 - - PUNCT bracis-19078 12 13 bert bert NOUN bracis-19078 12 14 : : PUNCT bracis-19078 12 15 augmenting augment VERB bracis-19078 12 16 bert bert NOUN bracis-19078 12 17 with with ADP bracis-19078 12 18 graph graph NOUN bracis-19078 12 19 embedding embed VERB bracis-19078 12 20 for for ADP bracis-19078 12 21 text text NOUN bracis-19078 12 22 classification classification NOUN bracis-19078 12 23 chapter chapter NOUN bracis-19078 12 24 © © NOUN bracis-19078 12 25 2020 2020 NUM bracis-19078 12 26 enhancing enhance VERB bracis-19078 12 27 intent intent ADJ bracis-19078 12 28 detection detection NOUN bracis-19078 12 29 through through ADP bracis-19078 12 30 chatgpt chatgpt NOUN bracis-19078 12 31 - - PUNCT bracis-19078 12 32 driven drive VERB bracis-19078 12 33 data datum NOUN bracis-19078 12 34 augmentation augmentation NOUN bracis-19078 12 35 chapter chapter NOUN bracis-19078 12 36 © © PROPN bracis-19078 12 37 2025 2025 NUM bracis-19078 12 38 diagnosing diagnose VERB bracis-19078 12 39 bert bert NOUN bracis-19078 12 40 with with ADP bracis-19078 12 41 retrieval retrieval NOUN bracis-19078 12 42 heuristics heuristic NOUN bracis-19078 12 43 chapter chapter NOUN bracis-19078 12 44 © © PROPN bracis-19078 12 45 2020 2020 NUM bracis-19078 12 46 explore explore VERB bracis-19078 12 47 related relate VERB bracis-19078 12 48 subjects subject NOUN bracis-19078 12 49 discover discover VERB bracis-19078 12 50 the the DET bracis-19078 12 51 latest late ADJ bracis-19078 12 52 articles article NOUN bracis-19078 12 53 , , PUNCT bracis-19078 12 54 books book NOUN bracis-19078 12 55 and and CCONJ bracis-19078 12 56 news news NOUN bracis-19078 12 57 in in ADP bracis-19078 12 58 related related ADJ bracis-19078 12 59 subjects subject NOUN bracis-19078 12 60 , , PUNCT bracis-19078 12 61 suggested suggest VERB bracis-19078 12 62 using use VERB bracis-19078 12 63 machine machine NOUN bracis-19078 12 64 learning learning NOUN bracis-19078 12 65 . . PUNCT bracis-19078 13 1 aggression aggression NOUN bracis-19078 13 2 computational computational ADJ bracis-19078 13 3 linguistics linguistic NOUN bracis-19078 13 4 languages language NOUN bracis-19078 13 5 language language NOUN bracis-19078 13 6 processing processing NOUN bracis-19078 13 7 language language NOUN bracis-19078 13 8 and and CCONJ bracis-19078 13 9 gender gender NOUN bracis-19078 13 10 romance romance NOUN bracis-19078 13 11 languages language NOUN bracis-19078 13 12 1 1 NUM bracis-19078 13 13 introduction introduction NOUN bracis-19078 13 14 the the DET bracis-19078 13 15 exponential exponential ADJ bracis-19078 13 16 growth growth NOUN bracis-19078 13 17 of of ADP bracis-19078 13 18 social social ADJ bracis-19078 13 19 media medium NOUN bracis-19078 13 20 such such ADJ bracis-19078 13 21 as as ADP bracis-19078 13 22 twitter twitter NOUN bracis-19078 13 23 , , PUNCT bracis-19078 13 24 community community NOUN bracis-19078 13 25 forums forum NOUN bracis-19078 13 26 , , PUNCT bracis-19078 13 27 and and CCONJ bracis-19078 13 28 blogging blogging NOUN bracis-19078 13 29 platforms platform NOUN bracis-19078 13 30 has have AUX bracis-19078 13 31 revolutionized revolutionize VERB bracis-19078 13 32 communication communication NOUN bracis-19078 13 33 and and CCONJ bracis-19078 13 34 content content NOUN bracis-19078 13 35 publishing publishing NOUN bracis-19078 13 36 , , PUNCT bracis-19078 13 37 but but CCONJ bracis-19078 13 38 it it PRON bracis-19078 13 39 has have AUX bracis-19078 13 40 also also ADV bracis-19078 13 41 increased increase VERB bracis-19078 13 42 the the DET bracis-19078 13 43 dissemination dissemination NOUN bracis-19078 13 44 of of ADP bracis-19078 13 45 hate hate NOUN bracis-19078 13 46 speech speech NOUN bracis-19078 13 47     SPACE bracis-19078 14 1 [ [ X bracis-19078 14 2 6 6 NUM bracis-19078 14 3 , , PUNCT bracis-19078 14 4 32 32 NUM bracis-19078 14 5 ] ] PUNCT bracis-19078 14 6 . . PUNCT bracis-19078 15 1 thus thus ADV bracis-19078 15 2 , , PUNCT bracis-19078 15 3 nowadays nowadays ADV bracis-19078 15 4 offensive offensive ADJ bracis-19078 15 5 and and CCONJ bracis-19078 15 6 aggressive aggressive ADJ bracis-19078 15 7 language language NOUN bracis-19078 15 8 is be AUX bracis-19078 15 9 pervasive pervasive ADJ bracis-19078 15 10 in in ADP bracis-19078 15 11 social social ADJ bracis-19078 15 12 media medium NOUN bracis-19078 15 13 . . PUNCT bracis-19078 16 1 the the DET bracis-19078 16 2 content content NOUN bracis-19078 16 3 which which PRON bracis-19078 16 4 has have VERB bracis-19078 16 5 profanity profanity NOUN bracis-19078 16 6 , , PUNCT bracis-19078 16 7 abusive abusive ADJ bracis-19078 16 8 , , PUNCT bracis-19078 16 9 aggressive aggressive ADJ bracis-19078 16 10 , , PUNCT bracis-19078 16 11 or or CCONJ bracis-19078 16 12 any any DET bracis-19078 16 13 kind kind NOUN bracis-19078 16 14 of of ADP bracis-19078 16 15 words word NOUN bracis-19078 16 16 that that PRON bracis-19078 16 17 disparages disparage VERB bracis-19078 16 18 a a DET bracis-19078 16 19 person person NOUN bracis-19078 16 20 or or CCONJ bracis-19078 16 21 a a DET bracis-19078 16 22 group group NOUN bracis-19078 16 23 is be AUX bracis-19078 16 24 considered consider VERB bracis-19078 16 25 hate hate NOUN bracis-19078 16 26 speech speech NOUN bracis-19078 16 27 . . PUNCT bracis-19078 17 1 seemingly seemingly ADV bracis-19078 17 2 , , PUNCT bracis-19078 17 3 the the DET bracis-19078 17 4 language language NOUN bracis-19078 17 5 is be AUX bracis-19078 17 6 considered consider VERB bracis-19078 17 7 aggressive aggressive ADJ bracis-19078 17 8 if if SCONJ bracis-19078 17 9 encourages encourage VERB bracis-19078 17 10 any any DET bracis-19078 17 11 kind kind NOUN bracis-19078 17 12 of of ADP bracis-19078 17 13 hostility hostility NOUN bracis-19078 17 14 or or CCONJ bracis-19078 17 15 intention intention NOUN bracis-19078 17 16 to to PART bracis-19078 17 17 be be AUX bracis-19078 17 18 harmful harmful ADJ bracis-19078 17 19 , , PUNCT bracis-19078 17 20 conveying convey VERB bracis-19078 17 21 a a DET bracis-19078 17 22 violent violent ADJ bracis-19078 17 23 message message NOUN bracis-19078 17 24 . . PUNCT bracis-19078 18 1 social social ADJ bracis-19078 18 2 media medium NOUN bracis-19078 18 3 platforms platform NOUN bracis-19078 18 4 and and CCONJ bracis-19078 18 5 technology technology NOUN bracis-19078 18 6 companies company NOUN bracis-19078 18 7 have have AUX bracis-19078 18 8 heavily heavily ADV bracis-19078 18 9 invested invest VERB bracis-19078 18 10 in in ADP bracis-19078 18 11 ways way NOUN bracis-19078 18 12 to to PART bracis-19078 18 13 cope cope VERB bracis-19078 18 14 with with ADP bracis-19078 18 15 this this DET bracis-19078 18 16 offensive offensive ADJ bracis-19078 18 17 language language NOUN bracis-19078 18 18 to to PART bracis-19078 18 19 prevent prevent VERB bracis-19078 18 20 abusive abusive ADJ bracis-19078 18 21 behavior behavior NOUN bracis-19078 18 22 in in ADP bracis-19078 18 23 social social ADJ bracis-19078 18 24 media medium NOUN bracis-19078 18 25 [ [ X bracis-19078 18 26 29 29 NUM bracis-19078 18 27 ] ] PUNCT bracis-19078 18 28 . . PUNCT bracis-19078 19 1 one one NUM bracis-19078 19 2 of of ADP bracis-19078 19 3 the the DET bracis-19078 19 4 first first ADJ bracis-19078 19 5 approaches approach NOUN bracis-19078 19 6 to to PART bracis-19078 19 7 tackle tackle VERB bracis-19078 19 8 this this DET bracis-19078 19 9 problem problem NOUN bracis-19078 19 10 was be AUX bracis-19078 19 11 human human ADJ bracis-19078 19 12 control control NOUN bracis-19078 19 13 on on ADP bracis-19078 19 14 text text NOUN bracis-19078 19 15 content content NOUN bracis-19078 19 16 . . PUNCT bracis-19078 20 1 this this DET bracis-19078 20 2 manual manual ADJ bracis-19078 20 3 filtering filtering NOUN bracis-19078 20 4 is be AUX bracis-19078 20 5 very very ADV bracis-19078 20 6 time time NOUN bracis-19078 20 7 - - PUNCT bracis-19078 20 8 consuming consume VERB bracis-19078 20 9 as as SCONJ bracis-19078 20 10 it it PRON bracis-19078 20 11 can can AUX bracis-19078 20 12 cause cause VERB bracis-19078 20 13 post post ADJ bracis-19078 20 14 - - ADJ bracis-19078 20 15 traumatic traumatic ADJ bracis-19078 20 16 stress stress NOUN bracis-19078 20 17 disorder disorder NOUN bracis-19078 20 18 - - PUNCT bracis-19078 20 19 like like ADJ bracis-19078 20 20 symptoms symptom NOUN bracis-19078 20 21 to to ADP bracis-19078 20 22 human human ADJ bracis-19078 20 23 annotators annotator NOUN bracis-19078 20 24 . . PUNCT bracis-19078 21 1 thus thus ADV bracis-19078 21 2 , , PUNCT bracis-19078 21 3 the the DET bracis-19078 21 4 most most ADV bracis-19078 21 5 effective effective ADJ bracis-19078 21 6 strategy strategy NOUN bracis-19078 21 7 is be AUX bracis-19078 21 8 to to PART bracis-19078 21 9 use use VERB bracis-19078 21 10 computational computational ADJ bracis-19078 21 11 methods method NOUN bracis-19078 21 12 to to PART bracis-19078 21 13 identify identify VERB bracis-19078 21 14 offense offense NOUN bracis-19078 21 15 , , PUNCT bracis-19078 21 16 aggression aggression NOUN bracis-19078 21 17 , , PUNCT bracis-19078 21 18 and and CCONJ bracis-19078 21 19 hate hate VERB bracis-19078 21 20 speech speech NOUN bracis-19078 21 21 in in ADP bracis-19078 21 22 user user NOUN bracis-19078 21 23 - - PUNCT bracis-19078 21 24 generated generate VERB bracis-19078 21 25 content content NOUN bracis-19078 21 26 . . PUNCT bracis-19078 22 1 this this DET bracis-19078 22 2 topic topic NOUN bracis-19078 22 3 has have AUX bracis-19078 22 4 attracted attract VERB bracis-19078 22 5 significant significant ADJ bracis-19078 22 6 attention attention NOUN bracis-19078 22 7 as as SCONJ bracis-19078 22 8 evidenced evidence VERB bracis-19078 22 9 in in ADP bracis-19078 22 10 recent recent ADJ bracis-19078 22 11 publications publication NOUN bracis-19078 23 1 [ [ X bracis-19078 23 2 11 11 NUM bracis-19078 23 3 , , PUNCT bracis-19078 23 4 28 28 NUM bracis-19078 23 5 ] ] PUNCT bracis-19078 23 6 . . PUNCT bracis-19078 24 1 in in ADP bracis-19078 24 2 this this DET bracis-19078 24 3 context context NOUN bracis-19078 24 4 , , PUNCT bracis-19078 24 5 we we PRON bracis-19078 24 6 address address VERB bracis-19078 24 7 the the DET bracis-19078 24 8 automated automate VERB bracis-19078 24 9 task task NOUN bracis-19078 24 10 of of ADP bracis-19078 24 11 aggressive aggressive ADJ bracis-19078 24 12 language language NOUN bracis-19078 24 13 identification identification NOUN bracis-19078 24 14 in in ADP bracis-19078 24 15 spanish spanish ADJ bracis-19078 24 16 texts text NOUN bracis-19078 24 17 . . PUNCT bracis-19078 25 1 to to PART bracis-19078 25 2 do do VERB bracis-19078 25 3 so so ADV bracis-19078 25 4 , , PUNCT bracis-19078 25 5 we we PRON bracis-19078 25 6 use use VERB bracis-19078 25 7 the the DET bracis-19078 25 8 combination combination NOUN bracis-19078 25 9 of of ADP bracis-19078 25 10 bert bert PROPN bracis-19078 25 11 model model NOUN bracis-19078 25 12 and and CCONJ bracis-19078 25 13 vocabulary vocabulary ADJ bracis-19078 25 14 graph graph NOUN bracis-19078 25 15 convolutional convolutional ADJ bracis-19078 25 16 network network NOUN bracis-19078 25 17 which which PRON bracis-19078 25 18 improves improve VERB bracis-19078 25 19 local local ADJ bracis-19078 25 20 information information NOUN bracis-19078 25 21 encoded encode VERB bracis-19078 25 22 in in ADP bracis-19078 25 23 bert bert PROPN bracis-19078 25 24 embeddings embedding NOUN bracis-19078 25 25 by by ADP bracis-19078 25 26 adding add VERB bracis-19078 25 27 global global ADJ bracis-19078 25 28 information information NOUN bracis-19078 25 29 between between ADP bracis-19078 25 30 words word NOUN bracis-19078 25 31 and and CCONJ bracis-19078 25 32 concepts concept NOUN bracis-19078 25 33 ( ( PUNCT bracis-19078 25 34 vocabulary vocabulary ADJ bracis-19078 25 35 gcn gcn NOUN bracis-19078 25 36 ) ) PUNCT bracis-19078 25 37 . . PUNCT bracis-19078 26 1 this this DET bracis-19078 26 2 combination combination NOUN bracis-19078 26 3 has have AUX bracis-19078 26 4 been be AUX bracis-19078 26 5 previously previously ADV bracis-19078 26 6 applied apply VERB bracis-19078 26 7 to to ADP bracis-19078 26 8 other other ADJ bracis-19078 26 9 tasks task NOUN bracis-19078 26 10 [ [ X bracis-19078 26 11 20 20 NUM bracis-19078 26 12 , , PUNCT bracis-19078 26 13 30 30 NUM bracis-19078 26 14 ] ] PUNCT bracis-19078 26 15 . . PUNCT bracis-19078 27 1 we we PRON bracis-19078 27 2 argue argue VERB bracis-19078 27 3 that that SCONJ bracis-19078 27 4 vgcn vgcn ADJ bracis-19078 27 5 - - PUNCT bracis-19078 27 6 bert bert PROPN bracis-19078 27 7 is be AUX bracis-19078 27 8 better well ADV bracis-19078 27 9 suited suited ADJ bracis-19078 27 10 to to PART bracis-19078 27 11 identify identify VERB bracis-19078 27 12 aggressive aggressive ADJ bracis-19078 27 13 language language NOUN bracis-19078 27 14 in in ADP bracis-19078 27 15 spanish spanish NOUN bracis-19078 27 16 because because SCONJ bracis-19078 27 17 it it PRON bracis-19078 27 18 allows allow VERB bracis-19078 27 19 integrating integrate VERB bracis-19078 27 20 the the DET bracis-19078 27 21 global global ADJ bracis-19078 27 22 notion notion NOUN bracis-19078 27 23 of of ADP bracis-19078 27 24 a a DET bracis-19078 27 25 specific specific ADJ bracis-19078 27 26 domain domain NOUN bracis-19078 27 27 language language NOUN bracis-19078 27 28 . . PUNCT bracis-19078 28 1 that that PRON bracis-19078 28 2 is be AUX bracis-19078 28 3 , , PUNCT bracis-19078 28 4 in in ADP bracis-19078 28 5 addition addition NOUN bracis-19078 28 6 to to ADP bracis-19078 28 7 being be AUX bracis-19078 28 8 able able ADJ bracis-19078 28 9 to to PART bracis-19078 28 10 capture capture VERB bracis-19078 28 11 the the DET bracis-19078 28 12 context context NOUN bracis-19078 28 13 of of ADP bracis-19078 28 14 a a DET bracis-19078 28 15 word word NOUN bracis-19078 28 16 within within ADP bracis-19078 28 17 a a DET bracis-19078 28 18 sentence sentence NOUN bracis-19078 28 19 with with ADP bracis-19078 28 20 bert bert PROPN bracis-19078 28 21 , , PUNCT bracis-19078 28 22 we we PRON bracis-19078 28 23 can can AUX bracis-19078 28 24 also also ADV bracis-19078 28 25 catch catch VERB bracis-19078 28 26 the the DET bracis-19078 28 27 semantic semantic ADJ bracis-19078 28 28 relationships relationship NOUN bracis-19078 28 29 between between ADP bracis-19078 28 30 words word NOUN bracis-19078 28 31 which which PRON bracis-19078 28 32 can can AUX bracis-19078 28 33 be be AUX bracis-19078 28 34 replaced replace VERB bracis-19078 28 35 with with ADP bracis-19078 28 36 other other ADJ bracis-19078 28 37 words word NOUN bracis-19078 28 38 in in ADP bracis-19078 28 39 the the DET bracis-19078 28 40 same same ADJ bracis-19078 28 41 category category NOUN bracis-19078 28 42 using use VERB bracis-19078 28 43 vgcn vgcn NOUN bracis-19078 28 44 . . PUNCT bracis-19078 29 1 basically basically ADV bracis-19078 29 2 , , PUNCT bracis-19078 29 3 we we PRON bracis-19078 29 4 incorporate incorporate VERB bracis-19078 29 5 the the DET bracis-19078 29 6 feature feature NOUN bracis-19078 29 7 of of ADP bracis-19078 29 8 a a DET bracis-19078 29 9 word word NOUN bracis-19078 29 10 and and CCONJ bracis-19078 29 11 its its PRON bracis-19078 29 12 relationship relationship NOUN bracis-19078 29 13 to to ADP bracis-19078 29 14 other other ADJ bracis-19078 29 15 words word NOUN bracis-19078 29 16 that that PRON bracis-19078 29 17 may may AUX bracis-19078 29 18 replace replace VERB bracis-19078 29 19 it it PRON bracis-19078 29 20 in in ADP bracis-19078 29 21 meaning meaning NOUN bracis-19078 29 22 . . PUNCT bracis-19078 30 1 for for ADP bracis-19078 30 2 example example NOUN bracis-19078 30 3 , , PUNCT bracis-19078 30 4 the the DET bracis-19078 30 5 phrase phrase NOUN bracis-19078 30 6 “ " PUNCT bracis-19078 30 7 read read VERB bracis-19078 30 8 a a DET bracis-19078 30 9 book book NOUN bracis-19078 30 10 ” " PUNCT bracis-19078 30 11 would would AUX bracis-19078 30 12 be be AUX bracis-19078 30 13 replaced replace VERB bracis-19078 30 14 with with ADP bracis-19078 30 15 “ " PUNCT bracis-19078 30 16 study study VERB bracis-19078 30 17 a a DET bracis-19078 30 18 book book NOUN bracis-19078 30 19 ” " PUNCT bracis-19078 30 20 or or CCONJ bracis-19078 30 21 “ " PUNCT bracis-19078 30 22 understand understand VERB bracis-19078 30 23 a a DET bracis-19078 30 24 book book NOUN bracis-19078 30 25 ” " PUNCT bracis-19078 30 26 . . PUNCT bracis-19078 31 1 it it PRON bracis-19078 31 2 is be AUX bracis-19078 31 3 worth worth ADJ bracis-19078 31 4 noting note VERB bracis-19078 31 5 that that SCONJ bracis-19078 31 6 some some DET bracis-19078 31 7 aggressive aggressive ADJ bracis-19078 31 8 words word NOUN bracis-19078 31 9 are be AUX bracis-19078 31 10 composed compose VERB bracis-19078 31 11 by by ADP bracis-19078 31 12 two two NUM bracis-19078 31 13 or or CCONJ bracis-19078 31 14 more more ADJ bracis-19078 31 15 tokens token NOUN bracis-19078 31 16 . . PUNCT bracis-19078 32 1 one one NUM bracis-19078 32 2 single single ADJ bracis-19078 32 3 word word NOUN bracis-19078 32 4 rarely rarely ADV bracis-19078 32 5 appears appear VERB bracis-19078 32 6 as as ADP bracis-19078 32 7 aggressive aggressive ADJ bracis-19078 32 8 in in ADP bracis-19078 32 9 the the DET bracis-19078 32 10 corpus corpus NOUN bracis-19078 32 11 , , PUNCT bracis-19078 32 12 and and CCONJ bracis-19078 32 13 most most ADJ bracis-19078 32 14 of of ADP bracis-19078 32 15 the the DET bracis-19078 32 16 deep deep ADJ bracis-19078 32 17 learning learning NOUN bracis-19078 32 18 models model NOUN bracis-19078 32 19 can can AUX bracis-19078 32 20 not not PART bracis-19078 32 21 even even ADV bracis-19078 32 22 find find VERB bracis-19078 32 23 the the DET bracis-19078 32 24 word word NOUN bracis-19078 32 25 in in ADP bracis-19078 32 26 their their PRON bracis-19078 32 27 pre pre ADJ bracis-19078 32 28 - - ADJ bracis-19078 32 29 trained train VERB bracis-19078 32 30 vocabulary vocabulary NOUN bracis-19078 32 31 . . PUNCT bracis-19078 33 1 whereby whereby ADV bracis-19078 33 2 , , PUNCT bracis-19078 33 3 adding add VERB bracis-19078 33 4 an an DET bracis-19078 33 5 extra extra ADJ bracis-19078 33 6 feature feature NOUN bracis-19078 33 7 of of ADP bracis-19078 33 8 the the DET bracis-19078 33 9 connected connect VERB bracis-19078 33 10 “ " PUNCT bracis-19078 33 11 read read VERB bracis-19078 33 12 a a DET bracis-19078 33 13 book book NOUN bracis-19078 33 14 ” " PUNCT bracis-19078 33 15 to to PART bracis-19078 33 16 “ " PUNCT bracis-19078 33 17 study study VERB bracis-19078 33 18 a a DET bracis-19078 33 19 book book NOUN bracis-19078 33 20 ” " PUNCT bracis-19078 33 21 meaning meaning NOUN bracis-19078 33 22 will will AUX bracis-19078 33 23 add add VERB bracis-19078 33 24 a a DET bracis-19078 33 25 piece piece NOUN bracis-19078 33 26 of of ADP bracis-19078 33 27 global global ADJ bracis-19078 33 28 context context NOUN bracis-19078 33 29 information information NOUN bracis-19078 33 30 to to ADP bracis-19078 33 31 the the DET bracis-19078 33 32 model model NOUN bracis-19078 33 33 . . PUNCT bracis-19078 34 1 connecting connect VERB bracis-19078 34 2 those those DET bracis-19078 34 3 expressions expression NOUN bracis-19078 34 4 more more ADV bracis-19078 34 5 explicitly explicitly ADV bracis-19078 34 6 with with ADP bracis-19078 34 7 their their PRON bracis-19078 34 8 meanings meaning NOUN bracis-19078 34 9 allows allow VERB bracis-19078 34 10 to to PART bracis-19078 34 11 take take VERB bracis-19078 34 12 into into ADP bracis-19078 34 13 account account NOUN bracis-19078 34 14 the the DET bracis-19078 34 15 knowledge knowledge NOUN bracis-19078 34 16 about about ADP bracis-19078 34 17 the the DET bracis-19078 34 18 language language NOUN bracis-19078 34 19 ( ( PUNCT bracis-19078 34 20 vocabulary vocabulary NOUN bracis-19078 34 21 ) ) PUNCT bracis-19078 34 22 . . PUNCT bracis-19078 35 1 for for ADP bracis-19078 35 2 instance instance NOUN bracis-19078 35 3 , , PUNCT bracis-19078 35 4 let let AUX bracis-19078 35 5 consider consider VERB bracis-19078 35 6 the the DET bracis-19078 35 7 following follow VERB bracis-19078 35 8 tweet tweet NOUN bracis-19078 35 9 of of ADP bracis-19078 35 10 aggressive aggressive ADJ bracis-19078 35 11 content content NOUN bracis-19078 35 12 : : PUNCT bracis-19078 35 13 las las PROPN bracis-19078 35 14 fans fans PROPN bracis-19078 35 15 de de X bracis-19078 35 16 odisseo odisseo PROPN bracis-19078 35 17 se se PROPN bracis-19078 35 18 ven ven PROPN bracis-19078 35 19 bien bien PROPN bracis-19078 35 20 bonitas bonitas PROPN bracis-19078 35 21 en en ADP bracis-19078 35 22 sus sus PROPN bracis-19078 35 23 fotos fotos X bracis-19078 35 24 de de X bracis-19078 35 25 twitter twitter PROPN bracis-19078 35 26 y y PROPN bracis-19078 35 27 estan estan PROPN bracis-19078 35 28 bien bien PROPN bracis-19078 35 29 feas feas PROPN bracis-19078 35 30 en en PROPN bracis-19078 35 31 persona persona PROPN bracis-19078 35 32 . . PUNCT bracis-19078 36 1 ( ( PUNCT bracis-19078 36 2 odisseo odisseo ADJ bracis-19078 36 3 fans fan NOUN bracis-19078 36 4 look look VERB bracis-19078 36 5 really really ADV bracis-19078 36 6 pretty pretty ADV bracis-19078 36 7 in in ADP bracis-19078 36 8 their their PRON bracis-19078 36 9 twitter twitter NOUN bracis-19078 36 10 photos photo NOUN bracis-19078 36 11 and and CCONJ bracis-19078 36 12 they they PRON bracis-19078 36 13 are be AUX bracis-19078 36 14 pretty pretty ADV bracis-19078 36 15 ugly ugly ADJ bracis-19078 36 16 in in ADP bracis-19078 36 17 person person NOUN bracis-19078 36 18 . . PUNCT bracis-19078 36 19 ) ) PUNCT bracis-19078 37 1 the the DET bracis-19078 37 2 sentence sentence NOUN bracis-19078 37 3 “ " PUNCT bracis-19078 37 4 they they PRON bracis-19078 37 5 are be AUX bracis-19078 37 6 pretty pretty ADV bracis-19078 37 7 ugly ugly ADJ bracis-19078 37 8 ” " PUNCT bracis-19078 37 9 can can AUX bracis-19078 37 10 be be AUX bracis-19078 37 11 related relate VERB bracis-19078 37 12 to to ADP bracis-19078 37 13 “ " PUNCT bracis-19078 37 14 disgusting disgusting ADJ bracis-19078 37 15 ” " PUNCT bracis-19078 37 16 and and CCONJ bracis-19078 37 17 “ " PUNCT bracis-19078 37 18 nasty nasty ADJ bracis-19078 37 19 ” " PUNCT bracis-19078 37 20 through through ADP bracis-19078 37 21 the the DET bracis-19078 37 22 connections connection NOUN bracis-19078 37 23 in in ADP bracis-19078 37 24 a a DET bracis-19078 37 25 gcn gcn NOUN bracis-19078 37 26 graph graph NOUN bracis-19078 37 27 . . PUNCT bracis-19078 38 1 in in ADP bracis-19078 38 2 this this DET bracis-19078 38 3 example example NOUN bracis-19078 38 4 , , PUNCT bracis-19078 38 5 both both CCONJ bracis-19078 38 6 positive positive ADJ bracis-19078 38 7 and and CCONJ bracis-19078 38 8 negative negative ADJ bracis-19078 38 9 words word NOUN bracis-19078 38 10 appear appear VERB bracis-19078 38 11 in in ADP bracis-19078 38 12 the the DET bracis-19078 38 13 sentence sentence NOUN bracis-19078 38 14 and and CCONJ bracis-19078 38 15 the the DET bracis-19078 38 16 component component NOUN bracis-19078 38 17 “ " PUNCT bracis-19078 38 18 odisseo odisseo ADJ bracis-19078 38 19 fans fan NOUN bracis-19078 38 20 look look VERB bracis-19078 38 21 really really ADV bracis-19078 38 22 pretty pretty ADJ bracis-19078 38 23 ” " PUNCT bracis-19078 38 24 denotes denote VERB bracis-19078 38 25 a a DET bracis-19078 38 26 strong strong ADJ bracis-19078 38 27 positive positive ADJ bracis-19078 38 28 opinion opinion NOUN bracis-19078 38 29 . . PUNCT bracis-19078 39 1 thus thus ADV bracis-19078 39 2 , , PUNCT bracis-19078 39 3 the the DET bracis-19078 39 4 overall overall ADJ bracis-19078 39 5 text text NOUN bracis-19078 39 6 would would AUX bracis-19078 39 7 be be AUX bracis-19078 39 8 wrongly wrongly ADV bracis-19078 39 9 classified classify VERB bracis-19078 39 10 as as ADP bracis-19078 39 11 non non ADJ bracis-19078 39 12 - - ADJ bracis-19078 39 13 aggressive aggressive ADJ bracis-19078 39 14 due due ADP bracis-19078 39 15 to to ADP bracis-19078 39 16 the the DET bracis-19078 39 17 first first ADJ bracis-19078 39 18 part part NOUN bracis-19078 39 19 overweights overweight VERB bracis-19078 39 20 the the DET bracis-19078 39 21 classifier classifier NOUN bracis-19078 39 22 . . PUNCT bracis-19078 40 1 on on ADP bracis-19078 40 2 the the DET bracis-19078 40 3 contrary contrary NOUN bracis-19078 40 4 , , PUNCT bracis-19078 40 5 if if SCONJ bracis-19078 40 6 we we PRON bracis-19078 40 7 connect connect VERB bracis-19078 40 8 explicitly explicitly ADV bracis-19078 40 9 the the DET bracis-19078 40 10 last last ADJ bracis-19078 40 11 part part NOUN bracis-19078 40 12 of of ADP bracis-19078 40 13 the the DET bracis-19078 40 14 sentence sentence NOUN bracis-19078 40 15 “ " PUNCT bracis-19078 40 16 pretty pretty ADV bracis-19078 40 17 ugly ugly ADJ bracis-19078 40 18 ” " PUNCT bracis-19078 40 19 with with ADP bracis-19078 40 20 the the DET bracis-19078 40 21 meaning meaning NOUN bracis-19078 40 22 of of ADP bracis-19078 40 23 “ " PUNCT bracis-19078 40 24 really really ADV bracis-19078 40 25 nasty nasty ADJ bracis-19078 40 26 ” " PUNCT bracis-19078 40 27 taking take VERB bracis-19078 40 28 into into ADP bracis-19078 40 29 account account NOUN bracis-19078 40 30 the the DET bracis-19078 40 31 knowledge knowledge NOUN bracis-19078 40 32 of of ADP bracis-19078 40 33 the the DET bracis-19078 40 34 aggressive aggressive ADJ bracis-19078 40 35 tweet tweet NOUN bracis-19078 40 36 content content NOUN bracis-19078 40 37 ( ( PUNCT bracis-19078 40 38 vocabulary vocabulary NOUN bracis-19078 40 39 ) ) PUNCT bracis-19078 40 40 , , PUNCT bracis-19078 40 41 then then ADV bracis-19078 40 42 it it PRON bracis-19078 40 43 would would AUX bracis-19078 40 44 be be AUX bracis-19078 40 45 classified classify VERB bracis-19078 40 46 more more ADV bracis-19078 40 47 accurately accurately ADV bracis-19078 40 48 . . PUNCT bracis-19078 41 1 this this DET bracis-19078 41 2 last last ADJ bracis-19078 41 3 correlation correlation NOUN bracis-19078 41 4 between between ADP bracis-19078 41 5 words word NOUN bracis-19078 41 6 and and CCONJ bracis-19078 41 7 concepts concept NOUN bracis-19078 41 8 in in ADP bracis-19078 41 9 gcn gcn NOUN bracis-19078 41 10 has have AUX bracis-19078 41 11 demonstrated demonstrate VERB bracis-19078 41 12 to to PART bracis-19078 41 13 have have VERB bracis-19078 41 14 a a DET bracis-19078 41 15 good good ADJ bracis-19078 41 16 performance performance NOUN bracis-19078 41 17 capturing capture VERB bracis-19078 41 18 global global ADJ bracis-19078 41 19 information information NOUN bracis-19078 41 20 [ [ X bracis-19078 41 21 30 30 NUM bracis-19078 41 22 ] ] PUNCT bracis-19078 41 23 . . PUNCT bracis-19078 42 1 in in ADP bracis-19078 42 2 brief brief NOUN bracis-19078 42 3 , , PUNCT bracis-19078 42 4 the the DET bracis-19078 42 5 combination combination NOUN bracis-19078 42 6 of of ADP bracis-19078 42 7 the the DET bracis-19078 42 8 local local ADJ bracis-19078 42 9 ( ( PUNCT bracis-19078 42 10 embedding embed VERB bracis-19078 42 11 ) ) PUNCT bracis-19078 42 12 and and CCONJ bracis-19078 42 13 global global ADJ bracis-19078 42 14 information information NOUN bracis-19078 42 15 ( ( PUNCT bracis-19078 42 16 graph graph NOUN bracis-19078 42 17 ) ) PUNCT bracis-19078 42 18 through through ADP bracis-19078 42 19 self self NOUN bracis-19078 42 20 - - PUNCT bracis-19078 42 21 attention attention NOUN bracis-19078 42 22 is be AUX bracis-19078 42 23 feed feed NOUN bracis-19078 42 24 into into ADP bracis-19078 42 25 a a DET bracis-19078 42 26 bert bert PROPN bracis-19078 42 27 model model NOUN bracis-19078 42 28 . . PUNCT bracis-19078 43 1 in in ADP bracis-19078 43 2 this this DET bracis-19078 43 3 sense sense NOUN bracis-19078 43 4 , , PUNCT bracis-19078 43 5 the the DET bracis-19078 43 6 word word NOUN bracis-19078 43 7 and and CCONJ bracis-19078 43 8 graph graph NOUN bracis-19078 43 9 embeddings embedding NOUN bracis-19078 43 10 interact interact VERB bracis-19078 43 11 with with ADP bracis-19078 43 12 each each DET bracis-19078 43 13 other other ADJ bracis-19078 43 14 through through ADP bracis-19078 43 15 the the DET bracis-19078 43 16 attention attention NOUN bracis-19078 43 17 mechanism mechanism NOUN bracis-19078 43 18 while while SCONJ bracis-19078 43 19 learning learn VERB bracis-19078 43 20 the the DET bracis-19078 43 21 classifier classifier NOUN bracis-19078 43 22 . . PUNCT bracis-19078 44 1 in in ADP bracis-19078 44 2 our our PRON bracis-19078 44 3 experiments experiment NOUN bracis-19078 44 4 using use VERB bracis-19078 44 5 vgcn vgcn ADJ bracis-19078 44 6 - - PUNCT bracis-19078 44 7 bert bert NOUN bracis-19078 44 8 , , PUNCT bracis-19078 44 9 we we PRON bracis-19078 44 10 report report VERB bracis-19078 44 11 0.8646 0.8646 NUM bracis-19078 44 12 in in ADP bracis-19078 44 13 terms term NOUN bracis-19078 44 14 of of ADP bracis-19078 44 15 macro macro ADJ bracis-19078 44 16 f1 f1 NOUN bracis-19078 44 17 - - PUNCT bracis-19078 44 18 score score NOUN bracis-19078 44 19 . . PUNCT bracis-19078 45 1 this this DET bracis-19078 45 2 result result NOUN bracis-19078 45 3 outperforms outperform VERB bracis-19078 45 4 slightly slightly ADV bracis-19078 45 5 the the DET bracis-19078 45 6 state state NOUN bracis-19078 45 7 - - PUNCT bracis-19078 45 8 of of ADP bracis-19078 45 9 - - PUNCT bracis-19078 45 10 the the DET bracis-19078 45 11 - - PUNCT bracis-19078 45 12 art art NOUN bracis-19078 45 13 ensemble ensemble ADJ bracis-19078 45 14 bert bert NOUN bracis-19078 45 15 model model NOUN bracis-19078 45 16 and and CCONJ bracis-19078 45 17 other other ADJ bracis-19078 45 18 deep deep ADJ bracis-19078 45 19 learning learning NOUN bracis-19078 45 20 techniques technique NOUN bracis-19078 45 21 [ [ X bracis-19078 45 22 15 15 NUM bracis-19078 45 23 ] ] PUNCT bracis-19078 45 24 , , PUNCT bracis-19078 45 25 including include VERB bracis-19078 45 26 the the DET bracis-19078 45 27 baselines baseline NOUN bracis-19078 45 28 reported report VERB bracis-19078 45 29 during during ADP bracis-19078 45 30 the the DET bracis-19078 45 31 mexican mexican ADJ bracis-19078 45 32 spanish spanish ADJ bracis-19078 45 33 aggressive aggressive ADJ bracis-19078 45 34 detection detection NOUN bracis-19078 45 35 ( ( PUNCT bracis-19078 45 36 mex mex NOUN bracis-19078 45 37 - - PUNCT bracis-19078 45 38 a3 a3 NOUN bracis-19078 45 39 t t PROPN bracis-19078 45 40 ) ) PUNCT bracis-19078 45 41 task task NOUN bracis-19078 46 1 [ [ X bracis-19078 46 2 3 3 NUM bracis-19078 46 3 ] ] PUNCT bracis-19078 46 4 . . PUNCT bracis-19078 47 1 overall overall ADV bracis-19078 47 2 , , PUNCT bracis-19078 47 3 the the DET bracis-19078 47 4 contribution contribution NOUN bracis-19078 47 5 of of ADP bracis-19078 47 6 the the DET bracis-19078 47 7 paper paper NOUN bracis-19078 47 8 can can AUX bracis-19078 47 9 summarized summarize VERB bracis-19078 47 10 as as ADP bracis-19078 47 11 : : PUNCT bracis-19078 47 12 combining combine VERB bracis-19078 47 13 the the DET bracis-19078 47 14 local local ADJ bracis-19078 47 15 an an DET bracis-19078 47 16 global global ADJ bracis-19078 47 17 information information NOUN bracis-19078 47 18 using use VERB bracis-19078 47 19 vgcn vgcn ADJ bracis-19078 47 20 - - PUNCT bracis-19078 47 21 bert bert NOUN bracis-19078 47 22 without without ADP bracis-19078 47 23 any any DET bracis-19078 47 24 external external ADJ bracis-19078 47 25 word word NOUN bracis-19078 47 26 embeddings embedding NOUN bracis-19078 47 27 or or CCONJ bracis-19078 47 28 knowledge knowledge NOUN bracis-19078 47 29 which which PRON bracis-19078 47 30 is be AUX bracis-19078 47 31 suitable suitable ADJ bracis-19078 47 32 and and CCONJ bracis-19078 47 33 novel novel ADJ bracis-19078 47 34 to to PART bracis-19078 47 35 detect detect VERB bracis-19078 47 36 the the DET bracis-19078 47 37 aggressiveness aggressiveness NOUN bracis-19078 47 38 words word NOUN bracis-19078 47 39 with with ADP bracis-19078 47 40 a a DET bracis-19078 47 41 global global ADJ bracis-19078 47 42 notion notion NOUN bracis-19078 47 43 for for ADP bracis-19078 47 44 the the DET bracis-19078 47 45 spanish spanish ADJ bracis-19078 47 46 language language NOUN bracis-19078 47 47 . . PUNCT bracis-19078 48 1 the the DET bracis-19078 48 2 combination combination NOUN bracis-19078 48 3 of of ADP bracis-19078 48 4 vgcn vgcn NOUN bracis-19078 48 5 with with ADP bracis-19078 48 6 a a DET bracis-19078 48 7 bert bert PROPN bracis-19078 48 8 model model NOUN bracis-19078 48 9 ( ( PUNCT bracis-19078 48 10 a a DET bracis-19078 48 11 spanish spanish ADJ bracis-19078 48 12 pre pre ADJ bracis-19078 48 13 - - ADJ bracis-19078 48 14 trained train VERB bracis-19078 48 15 version version NOUN bracis-19078 48 16 called call VERB bracis-19078 48 17 beto beto NOUN bracis-19078 49 1 [ [ X bracis-19078 49 2 9 9 NUM bracis-19078 49 3 ] ] PUNCT bracis-19078 49 4 ) ) PUNCT bracis-19078 49 5 allows allow VERB bracis-19078 49 6 to to PART bracis-19078 49 7 obtain obtain VERB bracis-19078 49 8 comparable comparable ADJ bracis-19078 49 9 results result NOUN bracis-19078 49 10 regarding regard VERB bracis-19078 49 11 the the DET bracis-19078 49 12 ensemble ensemble ADJ bracis-19078 49 13 bert bert NOUN bracis-19078 49 14 models model NOUN bracis-19078 49 15 in in ADP bracis-19078 49 16 spanish spanish ADJ bracis-19078 49 17 aggressiveness aggressiveness NOUN bracis-19078 49 18 detection detection NOUN bracis-19078 49 19 . . PUNCT bracis-19078 50 1 the the DET bracis-19078 50 2 paper paper NOUN bracis-19078 50 3 is be AUX bracis-19078 50 4 organized organize VERB bracis-19078 50 5 as as SCONJ bracis-19078 50 6 follows follow VERB bracis-19078 50 7 . . PUNCT bracis-19078 51 1 related related ADJ bracis-19078 51 2 works work NOUN bracis-19078 51 3 are be AUX bracis-19078 51 4 presented present VERB bracis-19078 51 5 in in ADP bracis-19078 51 6 sect sect NOUN bracis-19078 51 7 . . PUNCT bracis-19078 51 8     SPACE bracis-19078 52 1 2 2 X bracis-19078 52 2 . . PUNCT bracis-19078 52 3 the the DET bracis-19078 52 4 methodology methodology NOUN bracis-19078 52 5 is be AUX bracis-19078 52 6 described describe VERB bracis-19078 52 7 in in ADP bracis-19078 52 8 sect sect NOUN bracis-19078 52 9 . . PUNCT bracis-19078 52 10     SPACE bracis-19078 53 1 3 3 NUM bracis-19078 53 2 . . PUNCT bracis-19078 53 3 experiments experiment NOUN bracis-19078 53 4 and and CCONJ bracis-19078 53 5 conclusions conclusion NOUN bracis-19078 53 6 are be AUX bracis-19078 53 7 presented present VERB bracis-19078 53 8 in in ADP bracis-19078 53 9 sects sect NOUN bracis-19078 53 10 . . PUNCT bracis-19078 53 11     SPACE bracis-19078 54 1 5 5 NUM bracis-19078 54 2 and and CCONJ bracis-19078 54 3 6 6 NUM bracis-19078 54 4 . . SYM bracis-19078 54 5 2 2 NUM bracis-19078 54 6 related related ADJ bracis-19078 54 7 work work NOUN bracis-19078 54 8 the the DET bracis-19078 54 9 english english ADJ bracis-19078 54 10 offensive offensive ADJ bracis-19078 54 11 language language NOUN bracis-19078 54 12 detection detection NOUN bracis-19078 54 13 problem problem NOUN bracis-19078 54 14 has have AUX bracis-19078 54 15 been be AUX bracis-19078 54 16 increasingly increasingly ADV bracis-19078 54 17 researched research VERB bracis-19078 54 18 in in ADP bracis-19078 54 19 the the DET bracis-19078 54 20 last last ADJ bracis-19078 54 21 years year NOUN bracis-19078 54 22     SPACE bracis-19078 55 1 [ [ X bracis-19078 55 2 11 11 NUM bracis-19078 55 3 , , PUNCT bracis-19078 55 4 31 31 NUM bracis-19078 55 5 ] ] PUNCT bracis-19078 55 6 , , PUNCT bracis-19078 55 7 this this DET bracis-19078 55 8 task task NOUN bracis-19078 55 9 is be AUX bracis-19078 55 10 closely closely ADV bracis-19078 55 11 related relate VERB bracis-19078 55 12 to to ADP bracis-19078 55 13 spanish spanish ADJ bracis-19078 55 14 aggressive aggressive ADJ bracis-19078 55 15 identification identification NOUN bracis-19078 55 16 . . PUNCT bracis-19078 56 1 although although SCONJ bracis-19078 56 2 many many ADJ bracis-19078 56 3 classification classification NOUN bracis-19078 56 4 approaches approach NOUN bracis-19078 56 5 have have AUX bracis-19078 56 6 been be AUX bracis-19078 56 7 applied apply VERB bracis-19078 56 8 to to PART bracis-19078 56 9 hate hate VERB bracis-19078 56 10 speech speech NOUN bracis-19078 56 11 [ [ X bracis-19078 56 12 5 5 NUM bracis-19078 56 13 ] ] PUNCT bracis-19078 56 14 , , PUNCT bracis-19078 56 15 offensive offensive ADJ bracis-19078 56 16 language language NOUN bracis-19078 56 17 , , PUNCT bracis-19078 56 18 and and CCONJ bracis-19078 56 19 aggressive aggressive ADJ bracis-19078 56 20 , , PUNCT bracis-19078 56 21 there there PRON bracis-19078 56 22 still still ADV bracis-19078 56 23 very very ADV bracis-19078 56 24 few few ADJ bracis-19078 56 25 approaches approach NOUN bracis-19078 56 26 applied apply VERB bracis-19078 56 27 to to ADP bracis-19078 56 28 the the DET bracis-19078 56 29 spanish spanish ADJ bracis-19078 56 30 aggressive aggressive ADJ bracis-19078 56 31 language language NOUN bracis-19078 56 32 [ [ X bracis-19078 56 33 2 2 NUM bracis-19078 56 34 ] ] PUNCT bracis-19078 56 35 compared compare VERB bracis-19078 56 36 to to ADP bracis-19078 56 37 english english PROPN bracis-19078 56 38 [ [ X bracis-19078 56 39 31 31 NUM bracis-19078 56 40 ] ] PUNCT bracis-19078 56 41 . . PUNCT bracis-19078 57 1 among among ADP bracis-19078 57 2 them they PRON bracis-19078 57 3 , , PUNCT bracis-19078 57 4 the the DET bracis-19078 57 5 first first ADJ bracis-19078 57 6 attempts attempt NOUN bracis-19078 57 7 to to PART bracis-19078 57 8 detect detect VERB bracis-19078 57 9 offensive offensive ADJ bracis-19078 57 10 language language NOUN bracis-19078 57 11 were be AUX bracis-19078 57 12 mostly mostly ADV bracis-19078 57 13 based base VERB bracis-19078 57 14 on on ADP bracis-19078 57 15 the the DET bracis-19078 57 16 surface surface NOUN bracis-19078 57 17 features feature VERB bracis-19078 57 18 techniques technique NOUN bracis-19078 57 19 such such ADJ bracis-19078 57 20 as as ADP bracis-19078 57 21 uni uni NOUN bracis-19078 57 22 - - PUNCT bracis-19078 57 23 grams gram NOUN bracis-19078 57 24 and and CCONJ bracis-19078 57 25 a a DET bracis-19078 57 26 larger large ADJ bracis-19078 57 27 n n NOUN bracis-19078 57 28 - - PUNCT bracis-19078 57 29 grams gram NOUN bracis-19078 57 30 . . PUNCT bracis-19078 58 1 later later ADV bracis-19078 58 2 badjatiya badjatiya PROPN bracis-19078 58 3 et et PROPN bracis-19078 58 4     SPACE bracis-19078 58 5 al al PROPN bracis-19078 58 6 . . PROPN bracis-19078 58 7     SPACE bracis-19078 59 1 [ [ X bracis-19078 59 2 6 6 NUM bracis-19078 59 3 ] ] PUNCT bracis-19078 59 4 found find VERB bracis-19078 59 5 out out ADP bracis-19078 59 6 that that SCONJ bracis-19078 59 7 the the DET bracis-19078 59 8 character character NOUN bracis-19078 59 9 n n CCONJ bracis-19078 59 10 - - PUNCT bracis-19078 59 11 grams gram NOUN bracis-19078 59 12 had have VERB bracis-19078 59 13 better well ADJ bracis-19078 59 14 performance performance NOUN bracis-19078 59 15 than than ADP bracis-19078 59 16 word word NOUN bracis-19078 59 17 tokens token NOUN bracis-19078 59 18 for for ADP bracis-19078 59 19 hate hate NOUN bracis-19078 59 20 speech speech NOUN bracis-19078 59 21 detection detection NOUN bracis-19078 59 22 . . PUNCT bracis-19078 60 1 unlike unlike ADP bracis-19078 60 2 feature feature NOUN bracis-19078 60 3 extraction extraction NOUN bracis-19078 60 4 approaches approach NOUN bracis-19078 60 5 , , PUNCT bracis-19078 60 6 classification classification NOUN bracis-19078 60 7 methods method NOUN bracis-19078 60 8 for for ADP bracis-19078 60 9 offensive offensive ADJ bracis-19078 60 10 language language NOUN bracis-19078 60 11 detection detection NOUN bracis-19078 60 12 have have AUX bracis-19078 60 13 been be AUX bracis-19078 60 14 predominantly predominantly ADV bracis-19078 60 15 supervised supervise VERB bracis-19078 60 16 [ [ PUNCT bracis-19078 60 17 23 23 NUM bracis-19078 60 18 ] ] PUNCT bracis-19078 60 19 . . PUNCT bracis-19078 61 1 first first ADJ bracis-19078 61 2 works work NOUN bracis-19078 61 3 focused focus VERB bracis-19078 61 4 on on ADP bracis-19078 61 5 manual manual ADJ bracis-19078 61 6 feature feature NOUN bracis-19078 61 7 engineering engineering NOUN bracis-19078 61 8 used use VERB bracis-19078 61 9 for for ADP bracis-19078 61 10 machine machine NOUN bracis-19078 61 11 learning learn VERB bracis-19078 61 12 algorithms algorithm NOUN bracis-19078 61 13 such such ADJ bracis-19078 61 14 as as ADP bracis-19078 61 15 support support NOUN bracis-19078 61 16 vector vector NOUN bracis-19078 61 17 machine machine NOUN bracis-19078 61 18 ( ( PUNCT bracis-19078 61 19 svm svm PROPN bracis-19078 61 20 ) ) PUNCT bracis-19078 61 21     SPACE bracis-19078 62 1 [ [ X bracis-19078 62 2 11 11 NUM bracis-19078 62 3 ] ] PUNCT bracis-19078 62 4 , , PUNCT bracis-19078 62 5 naive naive ADJ bracis-19078 62 6 bayes baye NOUN bracis-19078 62 7     SPACE bracis-19078 63 1 [ [ X bracis-19078 63 2 11 11 NUM bracis-19078 63 3 ] ] PUNCT bracis-19078 63 4 , , PUNCT bracis-19078 63 5 and and CCONJ bracis-19078 63 6 logistic logistic ADJ bracis-19078 63 7 regression regression NOUN bracis-19078 63 8 [ [ X bracis-19078 63 9 29 29 NUM bracis-19078 63 10 ] ] PUNCT bracis-19078 63 11 . . PUNCT bracis-19078 64 1 recent recent ADJ bracis-19078 64 2 deep deep ADJ bracis-19078 64 3 learning learning NOUN bracis-19078 64 4 approaches approach NOUN bracis-19078 64 5     SPACE bracis-19078 65 1 [ [ X bracis-19078 65 2 21 21 NUM bracis-19078 65 3 ] ] PUNCT bracis-19078 65 4 have have AUX bracis-19078 65 5 demonstrated demonstrate VERB bracis-19078 65 6 that that SCONJ bracis-19078 65 7 automated automate VERB bracis-19078 65 8 feature feature NOUN bracis-19078 65 9 learning learning NOUN bracis-19078 65 10 representation representation NOUN bracis-19078 65 11 allows allow VERB bracis-19078 65 12 to to PART bracis-19078 65 13 obtain obtain VERB bracis-19078 65 14 better well ADJ bracis-19078 65 15 results result NOUN bracis-19078 65 16 . . PUNCT bracis-19078 66 1 also also ADV bracis-19078 66 2 , , PUNCT bracis-19078 66 3 pre pre ADJ bracis-19078 66 4 - - ADJ bracis-19078 66 5 trained train VERB bracis-19078 66 6 word word NOUN bracis-19078 66 7 embeddings embedding NOUN bracis-19078 66 8 have have AUX bracis-19078 66 9 been be AUX bracis-19078 66 10 applied apply VERB bracis-19078 66 11 successfully successfully ADV bracis-19078 66 12     SPACE bracis-19078 66 13 [ [ X bracis-19078 66 14 6 6 NUM bracis-19078 66 15 ] ] PUNCT bracis-19078 66 16 . . PUNCT bracis-19078 67 1 nowadays nowadays ADV bracis-19078 67 2 , , PUNCT bracis-19078 67 3 the the DET bracis-19078 67 4 best good ADJ bracis-19078 67 5 approach approach NOUN bracis-19078 67 6 for for ADP bracis-19078 67 7 the the DET bracis-19078 67 8 task task NOUN bracis-19078 67 9 and and CCONJ bracis-19078 67 10 related relate VERB bracis-19078 67 11 nlp nlp NOUN bracis-19078 67 12 tasks task NOUN bracis-19078 67 13 has have AUX bracis-19078 67 14 been be AUX bracis-19078 67 15 the the DET bracis-19078 67 16 bidirectional bidirectional ADJ bracis-19078 67 17 encoder encoder NOUN bracis-19078 67 18 representation representation NOUN bracis-19078 67 19 from from ADP bracis-19078 67 20 transformer transformer NOUN bracis-19078 67 21 called call VERB bracis-19078 67 22 bert bert NOUN bracis-19078 68 1 [ [ X bracis-19078 68 2 12 12 NUM bracis-19078 68 3 ] ] PUNCT bracis-19078 68 4 . . PUNCT bracis-19078 69 1 although although SCONJ bracis-19078 69 2 all all PRON bracis-19078 69 3 of of ADP bracis-19078 69 4 those those DET bracis-19078 69 5 techniques technique NOUN bracis-19078 69 6 have have AUX bracis-19078 69 7 been be AUX bracis-19078 69 8 applied apply VERB bracis-19078 69 9 to to ADP bracis-19078 69 10 the the DET bracis-19078 69 11 english english ADJ bracis-19078 69 12 language language NOUN bracis-19078 69 13 , , PUNCT bracis-19078 69 14 they they PRON bracis-19078 69 15 can can AUX bracis-19078 69 16 also also ADV bracis-19078 69 17 be be AUX bracis-19078 69 18 “ " PUNCT bracis-19078 69 19 transferred transfer VERB bracis-19078 69 20 ” " PUNCT bracis-19078 69 21 to to ADP bracis-19078 69 22 other other ADJ bracis-19078 69 23 languages language NOUN bracis-19078 69 24 such such ADJ bracis-19078 69 25 as as ADP bracis-19078 69 26 spanish spanish ADJ bracis-19078 69 27 . . PUNCT bracis-19078 70 1 recently recently ADV bracis-19078 70 2 , , PUNCT bracis-19078 70 3 to to PART bracis-19078 70 4 encourage encourage VERB bracis-19078 70 5 the the DET bracis-19078 70 6 nlp nlp NOUN bracis-19078 70 7 community community NOUN bracis-19078 70 8 to to PART bracis-19078 70 9 develop develop VERB bracis-19078 70 10 this this DET bracis-19078 70 11 task task NOUN bracis-19078 70 12 for for ADP bracis-19078 70 13 the the DET bracis-19078 70 14 spanish spanish ADJ bracis-19078 70 15 language language NOUN bracis-19078 70 16 , , PUNCT bracis-19078 70 17 ibereval ibereval NOUN bracis-19078 70 18 and and CCONJ bracis-19078 70 19 iberlef iberlef PROPN bracis-19078 70 20 ( ( PUNCT bracis-19078 70 21 iberian iberian NOUN bracis-19078 70 22 languages language NOUN bracis-19078 70 23 evaluation evaluation NOUN bracis-19078 70 24 workshops workshop NOUN bracis-19078 70 25 ) ) PUNCT bracis-19078 70 26 released release VERB bracis-19078 70 27 the the DET bracis-19078 70 28 aggressive aggressive ADJ bracis-19078 70 29 identification identification NOUN bracis-19078 70 30 taskfootnote taskfootnote VERB bracis-19078 70 31 1 1 NUM bracis-19078 70 32 . . PUNCT bracis-19078 70 33 related relate VERB bracis-19078 70 34 works work NOUN bracis-19078 70 35 on on ADP bracis-19078 70 36 spanish spanish NOUN bracis-19078 70 37 are be AUX bracis-19078 70 38 mostly mostly ADV bracis-19078 70 39 based base VERB bracis-19078 70 40 on on ADP bracis-19078 70 41 svm svm ADJ bracis-19078 70 42 and and CCONJ bracis-19078 70 43 convolutional convolutional ADJ bracis-19078 70 44 neural neural ADJ bracis-19078 70 45 network network NOUN bracis-19078 70 46 ( ( PUNCT bracis-19078 70 47 cnn cnn PROPN bracis-19078 70 48 ) ) PUNCT bracis-19078 71 1 [ [ X bracis-19078 71 2 2 2 NUM bracis-19078 71 3 ] ] PUNCT bracis-19078 71 4 . . PUNCT bracis-19078 72 1 it it PRON bracis-19078 72 2 is be AUX bracis-19078 72 3 also also ADV bracis-19078 72 4 worth worth ADJ bracis-19078 72 5 noting note VERB bracis-19078 72 6 that that SCONJ bracis-19078 72 7 good good ADJ bracis-19078 72 8 results result NOUN bracis-19078 72 9 were be AUX bracis-19078 72 10 obtained obtain VERB bracis-19078 72 11 using use VERB bracis-19078 72 12 svm svm NOUN bracis-19078 72 13 and and CCONJ bracis-19078 72 14 bag bag NOUN bracis-19078 72 15 of of ADP bracis-19078 72 16 words word NOUN bracis-19078 72 17 [ [ X bracis-19078 72 18 4 4 NUM bracis-19078 72 19 ] ] PUNCT bracis-19078 72 20 and and CCONJ bracis-19078 72 21 long long ADJ bracis-19078 72 22 short short ADJ bracis-19078 72 23 term term NOUN bracis-19078 72 24 memory memory NOUN bracis-19078 72 25 ( ( PUNCT bracis-19078 72 26 lstm lstm NOUN bracis-19078 72 27 ) ) PUNCT bracis-19078 72 28 and and CCONJ bracis-19078 72 29 gate gate NOUN bracis-19078 72 30 recurrent recurrent ADJ bracis-19078 72 31 unit unit NOUN bracis-19078 72 32 [ [ X bracis-19078 72 33 14 14 NUM bracis-19078 72 34 ] ] PUNCT bracis-19078 72 35 . . PUNCT bracis-19078 73 1 2.1 2.1 NUM bracis-19078 73 2 transfer transfer NOUN bracis-19078 73 3 learning learn VERB bracis-19078 73 4 with with ADP bracis-19078 73 5 bert bert PROPN bracis-19078 73 6 with with ADP bracis-19078 73 7 the the DET bracis-19078 73 8 recent recent ADJ bracis-19078 73 9 emergence emergence NOUN bracis-19078 73 10 of of ADP bracis-19078 73 11 the the DET bracis-19078 73 12 attention attention NOUN bracis-19078 73 13 mechanism mechanism NOUN bracis-19078 73 14 in in ADP bracis-19078 73 15 2017 2017 NUM bracis-19078 73 16 [ [ X bracis-19078 73 17 26 26 NUM bracis-19078 73 18 ] ] PUNCT bracis-19078 73 19 , , PUNCT bracis-19078 73 20 many many ADJ bracis-19078 73 21 improvements improvement NOUN bracis-19078 73 22 began begin VERB bracis-19078 73 23 to to PART bracis-19078 73 24 be be AUX bracis-19078 73 25 noted note VERB bracis-19078 73 26 in in ADP bracis-19078 73 27 the the DET bracis-19078 73 28 field field NOUN bracis-19078 73 29 of of ADP bracis-19078 73 30 natural natural ADJ bracis-19078 73 31 language language NOUN bracis-19078 73 32 processing processing NOUN bracis-19078 73 33 ( ( PUNCT bracis-19078 73 34 nlp nlp NOUN bracis-19078 73 35 ) ) PUNCT bracis-19078 73 36 . . PUNCT bracis-19078 74 1 the the DET bracis-19078 74 2 same same ADJ bracis-19078 74 3 could could AUX bracis-19078 74 4 be be AUX bracis-19078 74 5 observed observe VERB bracis-19078 74 6 with with ADP bracis-19078 74 7 the the DET bracis-19078 74 8 proposal proposal NOUN bracis-19078 74 9 of of ADP bracis-19078 74 10 the the DET bracis-19078 74 11 revolutionary revolutionary ADJ bracis-19078 74 12 bert bert NOUN bracis-19078 75 1 [ [ X bracis-19078 75 2 12 12 NUM bracis-19078 75 3 ] ] X bracis-19078 75 4 ; ; PUNCT bracis-19078 75 5 that that PRON bracis-19078 75 6 proved prove VERB bracis-19078 75 7 to to PART bracis-19078 75 8 be be AUX bracis-19078 75 9 good good ADJ bracis-19078 75 10 and and CCONJ bracis-19078 75 11 obtained obtain VERB bracis-19078 75 12 outstanding outstanding ADJ bracis-19078 75 13 results result NOUN bracis-19078 75 14 for for ADP bracis-19078 75 15 10 10 NUM bracis-19078 75 16 nlp nlp ADJ bracis-19078 75 17 downstream downstream ADJ bracis-19078 75 18 tasks task NOUN bracis-19078 75 19 . . PUNCT bracis-19078 76 1 using use VERB bracis-19078 76 2 bert bert NOUN bracis-19078 76 3 for for ADP bracis-19078 76 4 identifying identify VERB bracis-19078 76 5 offensive offensive ADJ bracis-19078 76 6 language language NOUN bracis-19078 76 7 in in ADP bracis-19078 76 8 the the DET bracis-19078 76 9 english english ADJ bracis-19078 76 10 language language NOUN bracis-19078 76 11 has have AUX bracis-19078 76 12 proven prove VERB bracis-19078 76 13 to to PART bracis-19078 76 14 be be AUX bracis-19078 76 15 effective effective ADJ bracis-19078 76 16 [ [ X bracis-19078 76 17 31 31 NUM bracis-19078 76 18 ] ] PUNCT bracis-19078 76 19 , , PUNCT bracis-19078 76 20 obtaining obtain VERB bracis-19078 76 21 results result NOUN bracis-19078 76 22 that that PRON bracis-19078 76 23 far far ADV bracis-19078 76 24 exceed exceed VERB bracis-19078 76 25 traditional traditional ADJ bracis-19078 76 26 models model NOUN bracis-19078 76 27 . . PUNCT bracis-19078 77 1 however however ADV bracis-19078 77 2 , , PUNCT bracis-19078 77 3 since since SCONJ bracis-19078 77 4 the the DET bracis-19078 77 5 transformers transformer NOUN bracis-19078 77 6 architecture architecture NOUN bracis-19078 77 7 and and CCONJ bracis-19078 77 8 the the DET bracis-19078 77 9 attention attention NOUN bracis-19078 77 10 mechanism mechanism NOUN bracis-19078 77 11 appeared appear VERB bracis-19078 77 12 , , PUNCT bracis-19078 77 13 attempts attempt VERB bracis-19078 77 14 to to PART bracis-19078 77 15 combine combine VERB bracis-19078 77 16 bert bert PROPN bracis-19078 77 17 with with ADP bracis-19078 77 18 one one NUM bracis-19078 77 19 extra extra ADJ bracis-19078 77 20 layer layer NOUN bracis-19078 77 21 of of ADP bracis-19078 77 22 attention attention NOUN bracis-19078 77 23 were be AUX bracis-19078 77 24 proposed propose VERB bracis-19078 77 25 [ [ X bracis-19078 77 26 22 22 NUM bracis-19078 77 27 ] ] PUNCT bracis-19078 77 28 . . PUNCT bracis-19078 78 1 in in ADP bracis-19078 78 2 more more ADV bracis-19078 78 3 recent recent ADJ bracis-19078 78 4 related related ADJ bracis-19078 78 5 works work NOUN bracis-19078 78 6 multi multi ADJ bracis-19078 78 7 - - ADJ bracis-19078 78 8 task task ADJ bracis-19078 78 9 bert bert PROPN bracis-19078 78 10 and and CCONJ bracis-19078 78 11 ensemble ensemble ADJ bracis-19078 78 12 bert bert NOUN bracis-19078 78 13 models model NOUN bracis-19078 78 14 showed show VERB bracis-19078 78 15 good good ADJ bracis-19078 78 16 results result NOUN bracis-19078 78 17 to to ADP bracis-19078 78 18 the the DET bracis-19078 78 19 detection detection NOUN bracis-19078 78 20 of of ADP bracis-19078 78 21 aggressive aggressive ADJ bracis-19078 78 22 , , PUNCT bracis-19078 78 23 offensive offensive ADJ bracis-19078 78 24 , , PUNCT bracis-19078 78 25 and and CCONJ bracis-19078 78 26 misogyny misogyny ADJ bracis-19078 78 27 language language NOUN bracis-19078 78 28 in in ADP bracis-19078 78 29 english english PROPN bracis-19078 78 30 , , PUNCT bracis-19078 78 31 as as SCONJ bracis-19078 78 32 reported report VERB bracis-19078 78 33 by by ADP bracis-19078 78 34 trac trac PROPN bracis-19078 78 35 in in ADP bracis-19078 78 36 aclfootnote aclfootnote NOUN bracis-19078 78 37 2 2 NUM bracis-19078 78 38 [ [ X bracis-19078 78 39 18 18 NUM bracis-19078 78 40 ] ] PUNCT bracis-19078 78 41 . . PUNCT bracis-19078 79 1 seemingly seemingly ADV bracis-19078 79 2 , , PUNCT bracis-19078 79 3 the the DET bracis-19078 79 4 last last ADJ bracis-19078 79 5 mex mex NOUN bracis-19078 79 6 - - PUNCT bracis-19078 79 7 a3 a3 NOUN bracis-19078 79 8 t t NOUN bracis-19078 79 9 2020 2020 NUM bracis-19078 79 10 recently recently ADV bracis-19078 79 11 reported report VERB bracis-19078 79 12 the the DET bracis-19078 79 13 use use NOUN bracis-19078 79 14 of of ADP bracis-19078 79 15 bert bert PROPN bracis-19078 79 16 transformer transformer NOUN bracis-19078 79 17 - - PUNCT bracis-19078 79 18 based base VERB bracis-19078 79 19 models model NOUN bracis-19078 79 20 for for ADP bracis-19078 79 21 aggressive aggressive ADJ bracis-19078 79 22 language language NOUN bracis-19078 79 23 in in ADP bracis-19078 79 24 spanish spanish PROPN bracis-19078 79 25 . . PUNCT bracis-19078 80 1 the the DET bracis-19078 80 2 best good ADJ bracis-19078 80 3 results result NOUN bracis-19078 80 4 were be AUX bracis-19078 80 5 obtained obtain VERB bracis-19078 80 6 using use VERB bracis-19078 80 7 a a DET bracis-19078 80 8 pre pre ADJ bracis-19078 80 9 - - ADJ bracis-19078 80 10 trained train VERB bracis-19078 80 11 bert bert NOUN bracis-19078 80 12 version version NOUN bracis-19078 80 13 for for ADP bracis-19078 80 14 the the DET bracis-19078 80 15 spanish spanish NOUN bracis-19078 80 16 called call VERB bracis-19078 80 17 beto beto NOUN bracis-19078 80 18 . . PUNCT bracis-19078 81 1 fine fine ADJ bracis-19078 81 2 - - PUNCT bracis-19078 81 3 tuning tune VERB bracis-19078 81 4 beto beto NOUN bracis-19078 81 5 for for ADP bracis-19078 81 6 the the DET bracis-19078 81 7 aggressive aggressive ADJ bracis-19078 81 8 has have AUX bracis-19078 81 9 proved prove VERB bracis-19078 81 10 to to PART bracis-19078 81 11 be be AUX bracis-19078 81 12 useful useful ADJ bracis-19078 81 13 especially especially ADV bracis-19078 81 14 if if SCONJ bracis-19078 81 15 we we PRON bracis-19078 81 16 use use VERB bracis-19078 81 17 an an DET bracis-19078 81 18 ensemble ensemble NOUN bracis-19078 81 19 of of ADP bracis-19078 81 20 different different ADJ bracis-19078 81 21 beto beto NOUN bracis-19078 82 1 [ [ X bracis-19078 82 2 9 9 NUM bracis-19078 82 3 ] ] PUNCT bracis-19078 82 4 models model NOUN bracis-19078 82 5 for for ADP bracis-19078 82 6 classification classification NOUN bracis-19078 82 7 . . PUNCT bracis-19078 83 1 furthermore furthermore ADV bracis-19078 83 2 , , PUNCT bracis-19078 83 3 beto beto PROPN bracis-19078 83 4 has have AUX bracis-19078 83 5 been be AUX bracis-19078 83 6 integrated integrate VERB bracis-19078 83 7 with with ADP bracis-19078 83 8 autoencoder autoencoder NOUN bracis-19078 83 9 representation representation NOUN bracis-19078 83 10 [ [ X bracis-19078 83 11 27 27 NUM bracis-19078 83 12 ] ] PUNCT bracis-19078 83 13 , , PUNCT bracis-19078 83 14 and and CCONJ bracis-19078 83 15 a a DET bracis-19078 83 16 xgboost xgboost ADV bracis-19078 83 17 classifier classifier NOUN bracis-19078 84 1 [ [ X bracis-19078 84 2 10 10 NUM bracis-19078 84 3 ] ] PUNCT bracis-19078 84 4 . . PUNCT bracis-19078 85 1 tanase tanase PROPN bracis-19078 85 2 et et PROPN bracis-19078 85 3 al al PROPN bracis-19078 85 4 . . PUNCT bracis-19078 86 1 [ [ X bracis-19078 86 2 25 25 NUM bracis-19078 86 3 ] ] PUNCT bracis-19078 86 4 tried try VERB bracis-19078 86 5 to to ADP bracis-19078 86 6 fine fine ADJ bracis-19078 86 7 - - PUNCT bracis-19078 86 8 tune tune NOUN bracis-19078 86 9 beto beto NOUN bracis-19078 86 10 with with ADP bracis-19078 86 11 different different ADJ bracis-19078 86 12 dataset dataset NOUN bracis-19078 86 13 and and CCONJ bracis-19078 86 14 multilingual multilingual ADJ bracis-19078 86 15 transformer transformer NOUN bracis-19078 86 16 models model NOUN bracis-19078 86 17 . . PUNCT bracis-19078 87 1 additionally additionally ADV bracis-19078 87 2 , , PUNCT bracis-19078 87 3 as as SCONJ bracis-19078 87 4 evidenced evidence VERB bracis-19078 87 5 in in ADP bracis-19078 87 6 the the DET bracis-19078 87 7 last last ADJ bracis-19078 87 8 mex mex NOUN bracis-19078 87 9 - - PUNCT bracis-19078 87 10 a3 a3 NOUN bracis-19078 87 11 t t PROPN bracis-19078 87 12 at at ADP bracis-19078 87 13 iberlef iberlef PROPN bracis-19078 87 14 2020 2020 NUM bracis-19078 87 15 , , PUNCT bracis-19078 87 16 9 9 NUM bracis-19078 87 17 teams team NOUN bracis-19078 87 18 used use VERB bracis-19078 87 19 bert bert NOUN bracis-19078 87 20 , , PUNCT bracis-19078 87 21 especially especially ADV bracis-19078 87 22 beto beto VERB bracis-19078 87 23 , , PUNCT bracis-19078 87 24 and and CCONJ bracis-19078 87 25 5 5 NUM bracis-19078 87 26 obtained obtain VERB bracis-19078 87 27 the the DET bracis-19078 87 28 best good ADJ bracis-19078 87 29 results result NOUN bracis-19078 87 30 [ [ X bracis-19078 87 31 3 3 NUM bracis-19078 87 32 ] ] PUNCT bracis-19078 87 33 . . PUNCT bracis-19078 88 1 2.2 2.2 NUM bracis-19078 88 2 graph graph NOUN bracis-19078 88 3 convolutional convolutional ADJ bracis-19078 88 4 networks network NOUN bracis-19078 88 5 ( ( PUNCT bracis-19078 88 6 gcn gcn NOUN bracis-19078 88 7 ) ) PUNCT bracis-19078 88 8 throughout throughout ADP bracis-19078 88 9 the the DET bracis-19078 88 10 development development NOUN bracis-19078 88 11 of of ADP bracis-19078 88 12 research research NOUN bracis-19078 88 13 in in ADP bracis-19078 88 14 natural natural ADJ bracis-19078 88 15 language language NOUN bracis-19078 88 16 processing processing NOUN bracis-19078 88 17 , , PUNCT bracis-19078 88 18 graphs graph NOUN bracis-19078 88 19 have have AUX bracis-19078 88 20 served serve VERB bracis-19078 88 21 as as ADP bracis-19078 88 22 a a DET bracis-19078 88 23 representation representation NOUN bracis-19078 88 24 of of ADP bracis-19078 88 25 documents document NOUN bracis-19078 88 26 and and CCONJ bracis-19078 88 27 texts text NOUN bracis-19078 88 28 . . PUNCT bracis-19078 89 1 very very ADV bracis-19078 89 2 recently recently ADV bracis-19078 89 3 , , PUNCT bracis-19078 89 4 this this DET bracis-19078 89 5 idea idea NOUN bracis-19078 89 6 inspired inspire VERB bracis-19078 89 7 to to PART bracis-19078 89 8 search search VERB bracis-19078 89 9 for for ADP bracis-19078 89 10 the the DET bracis-19078 89 11 relationship relationship NOUN bracis-19078 89 12 of of ADP bracis-19078 89 13 words word NOUN bracis-19078 89 14 in in ADP bracis-19078 89 15 a a DET bracis-19078 89 16 language language NOUN bracis-19078 89 17 . . PUNCT bracis-19078 90 1 there there PRON bracis-19078 90 2 are be VERB bracis-19078 90 3 many many ADJ bracis-19078 90 4 studies study NOUN bracis-19078 90 5 combining combine VERB bracis-19078 90 6 graphs graph NOUN bracis-19078 90 7 with with ADP bracis-19078 90 8 neural neural ADJ bracis-19078 90 9 networks network NOUN bracis-19078 90 10 which which PRON bracis-19078 90 11 is be AUX bracis-19078 90 12 commonly commonly ADV bracis-19078 90 13 called call VERB bracis-19078 90 14 graph graph NOUN bracis-19078 90 15 neural neural ADJ bracis-19078 90 16 networks network NOUN bracis-19078 90 17 ( ( PUNCT bracis-19078 90 18 gnn gnn NOUN bracis-19078 90 19 ) ) PUNCT bracis-19078 91 1 [ [ X bracis-19078 91 2 7 7 NUM bracis-19078 91 3 ] ] PUNCT bracis-19078 91 4 . . PUNCT bracis-19078 92 1 graphs graph NOUN bracis-19078 92 2 proved prove VERB bracis-19078 92 3 to to PART bracis-19078 92 4 be be AUX bracis-19078 92 5 good good ADJ bracis-19078 92 6 at at ADP bracis-19078 92 7 capturing capture VERB bracis-19078 92 8 general general ADJ bracis-19078 92 9 knowledge knowledge NOUN bracis-19078 92 10 about about ADP bracis-19078 92 11 words word NOUN bracis-19078 92 12 in in ADP bracis-19078 92 13 a a DET bracis-19078 92 14 language language NOUN bracis-19078 92 15 . . PUNCT bracis-19078 93 1 thus thus ADV bracis-19078 93 2 , , PUNCT bracis-19078 93 3 numerous numerous ADJ bracis-19078 93 4 studies study NOUN bracis-19078 93 5 and and CCONJ bracis-19078 93 6 variations variation NOUN bracis-19078 93 7 of of ADP bracis-19078 93 8 gnns gnn NOUN bracis-19078 93 9 have have AUX bracis-19078 93 10 been be AUX bracis-19078 93 11 proposed propose VERB bracis-19078 93 12 and and CCONJ bracis-19078 93 13 applied apply VERB bracis-19078 93 14 to to ADP bracis-19078 93 15 text text NOUN bracis-19078 93 16 classification classification NOUN bracis-19078 93 17 tasks task NOUN bracis-19078 93 18 [ [ X bracis-19078 93 19 17 17 NUM bracis-19078 93 20 , , PUNCT bracis-19078 93 21 24 24 NUM bracis-19078 93 22 ] ] PUNCT bracis-19078 93 23 . . PUNCT bracis-19078 94 1 one one NUM bracis-19078 94 2 of of ADP bracis-19078 94 3 the the DET bracis-19078 94 4 most most ADV bracis-19078 94 5 outstanding outstanding ADJ bracis-19078 94 6 recent recent ADJ bracis-19078 94 7 works work NOUN bracis-19078 94 8 showed show VERB bracis-19078 94 9 the the DET bracis-19078 94 10 use use NOUN bracis-19078 94 11 of of ADP bracis-19078 94 12 graph graph NOUN bracis-19078 94 13 convolutional convolutional ADJ bracis-19078 94 14 networks network NOUN bracis-19078 94 15 ( ( PUNCT bracis-19078 94 16 gcn gcn NOUN bracis-19078 94 17 ) ) PUNCT bracis-19078 94 18 based base VERB bracis-19078 94 19 on on ADP bracis-19078 94 20 the the DET bracis-19078 94 21 spectrum spectrum NOUN bracis-19078 94 22 of of ADP bracis-19078 94 23 graph graph NOUN bracis-19078 94 24 theory theory NOUN bracis-19078 94 25 [ [ X bracis-19078 94 26 17 17 NUM bracis-19078 94 27 ] ] PUNCT bracis-19078 94 28 . . PUNCT bracis-19078 95 1 kipf kipf AUX bracis-19078 95 2 built build VERB bracis-19078 95 3 a a DET bracis-19078 95 4 symmetric symmetric ADJ bracis-19078 95 5 adjacency adjacency NOUN bracis-19078 95 6 matrix matrix NOUN bracis-19078 95 7 denoting denote VERB bracis-19078 95 8 relationships relationship NOUN bracis-19078 95 9 in in ADP bracis-19078 95 10 graphs graph NOUN bracis-19078 95 11 . . PUNCT bracis-19078 96 1 thus thus ADV bracis-19078 96 2 , , PUNCT bracis-19078 96 3 the the DET bracis-19078 96 4 representation representation NOUN bracis-19078 96 5 of of ADP bracis-19078 96 6 a a DET bracis-19078 96 7 node node NOUN bracis-19078 96 8 is be AUX bracis-19078 96 9 also also ADV bracis-19078 96 10 affected affect VERB bracis-19078 96 11 by by ADP bracis-19078 96 12 its its PRON bracis-19078 96 13 neighbors neighbor NOUN bracis-19078 96 14 and and CCONJ bracis-19078 96 15 its its PRON bracis-19078 96 16 relationship relationship NOUN bracis-19078 96 17 in in ADP bracis-19078 96 18 the the DET bracis-19078 96 19 graph graph NOUN bracis-19078 96 20 during during ADP bracis-19078 96 21 the the DET bracis-19078 96 22 convolution convolution NOUN bracis-19078 96 23 . . PUNCT bracis-19078 97 1 based base VERB bracis-19078 97 2 on on ADP bracis-19078 97 3 kipf kipf PROPN bracis-19078 97 4 ’s ’s PART bracis-19078 97 5 work work NOUN bracis-19078 97 6 , , PUNCT bracis-19078 97 7 yao yao PROPN bracis-19078 97 8 et et PROPN bracis-19078 97 9 al al PROPN bracis-19078 97 10 . . PUNCT bracis-19078 98 1 [ [ X bracis-19078 98 2 30 30 NUM bracis-19078 98 3 ] ] PUNCT bracis-19078 98 4 recently recently ADV bracis-19078 98 5 proposed propose VERB bracis-19078 98 6 a a DET bracis-19078 98 7 special special ADJ bracis-19078 98 8 case case NOUN bracis-19078 98 9 of of ADP bracis-19078 98 10 gcn gcn NOUN bracis-19078 98 11 for for ADP bracis-19078 98 12 text text NOUN bracis-19078 98 13 classification classification NOUN bracis-19078 98 14 called call VERB bracis-19078 98 15 text text NOUN bracis-19078 98 16 gcn gcn NOUN bracis-19078 98 17 . . PUNCT bracis-19078 99 1 the the DET bracis-19078 99 2 authors author NOUN bracis-19078 99 3 denoted denote VERB bracis-19078 99 4 words word NOUN bracis-19078 99 5 and and CCONJ bracis-19078 99 6 documents document NOUN bracis-19078 99 7 as as ADP bracis-19078 99 8 nodes node NOUN bracis-19078 99 9 in in ADP bracis-19078 99 10 a a DET bracis-19078 99 11 graph graph NOUN bracis-19078 99 12 and and CCONJ bracis-19078 99 13 their their PRON bracis-19078 99 14 relationships relationship NOUN bracis-19078 99 15 as as ADP bracis-19078 99 16 edges edge NOUN bracis-19078 99 17 . . PUNCT bracis-19078 100 1 weights weight NOUN bracis-19078 100 2 in in ADP bracis-19078 100 3 edges edge NOUN bracis-19078 100 4 can can AUX bracis-19078 100 5 be be AUX bracis-19078 100 6 calculated calculate VERB bracis-19078 100 7 using use VERB bracis-19078 100 8 three three NUM bracis-19078 100 9 alternatives alternative NOUN bracis-19078 100 10 : : PUNCT bracis-19078 100 11 the the DET bracis-19078 100 12 co co NOUN bracis-19078 100 13 - - NOUN bracis-19078 100 14 occurrence occurrence ADJ bracis-19078 100 15 relationship relationship NOUN bracis-19078 100 16 between between ADP bracis-19078 100 17 the the DET bracis-19078 100 18 words word NOUN bracis-19078 100 19 , , PUNCT bracis-19078 100 20 tf tf PROPN bracis-19078 100 21 - - PUNCT bracis-19078 100 22 idf idf PROPN bracis-19078 100 23 between between ADP bracis-19078 100 24 documents document NOUN bracis-19078 100 25 and and CCONJ bracis-19078 100 26 words word NOUN bracis-19078 100 27 and and CCONJ bracis-19078 100 28 the the DET bracis-19078 100 29 similarity similarity NOUN bracis-19078 100 30 between between ADP bracis-19078 100 31 documents document NOUN bracis-19078 100 32 . . PUNCT bracis-19078 101 1 the the DET bracis-19078 101 2 work work NOUN bracis-19078 101 3 showed show VERB bracis-19078 101 4 that that SCONJ bracis-19078 101 5 gcns gcns PROPN bracis-19078 101 6 are be AUX bracis-19078 101 7 good good ADJ bracis-19078 101 8 at at ADP bracis-19078 101 9 convolving convolve VERB bracis-19078 101 10 global global ADJ bracis-19078 101 11 information information NOUN bracis-19078 101 12 from from ADP bracis-19078 101 13 an an DET bracis-19078 101 14 input input NOUN bracis-19078 101 15 graph graph NOUN bracis-19078 101 16 . . PUNCT bracis-19078 102 1 [ [ X bracis-19078 102 2 20 20 NUM bracis-19078 102 3 ] ] PUNCT bracis-19078 102 4 would would AUX bracis-19078 102 5 later later ADV bracis-19078 102 6 demonstrate demonstrate VERB bracis-19078 102 7 the the DET bracis-19078 102 8 effectiveness effectiveness NOUN bracis-19078 102 9 of of ADP bracis-19078 102 10 combining combine VERB bracis-19078 102 11 bert bert NOUN bracis-19078 102 12 with with ADP bracis-19078 102 13 gcn gcn NOUN bracis-19078 102 14 using use VERB bracis-19078 102 15 the the DET bracis-19078 102 16 co co NOUN bracis-19078 102 17 - - NOUN bracis-19078 102 18 occurrence occurrence ADJ bracis-19078 102 19 measure measure NOUN bracis-19078 102 20 and and CCONJ bracis-19078 102 21 the the DET bracis-19078 102 22 relationship relationship NOUN bracis-19078 102 23 between between ADP bracis-19078 102 24 words word NOUN bracis-19078 102 25 which which PRON bracis-19078 102 26 is be AUX bracis-19078 102 27 called call VERB bracis-19078 102 28 vocabulary vocabulary ADJ bracis-19078 102 29 graph graph NOUN bracis-19078 102 30 convolutional convolutional ADJ bracis-19078 102 31 networks network NOUN bracis-19078 102 32 ( ( PUNCT bracis-19078 102 33 vgcn vgcn INTJ bracis-19078 102 34 ) ) PUNCT bracis-19078 102 35 at at ADP bracis-19078 102 36 the the DET bracis-19078 102 37 feature feature NOUN bracis-19078 102 38 level level NOUN bracis-19078 102 39 . . PUNCT bracis-19078 103 1 3 3 NUM bracis-19078 103 2 methodology methodology NOUN bracis-19078 103 3 the the DET bracis-19078 103 4 goal goal NOUN bracis-19078 103 5 of of ADP bracis-19078 103 6 this this DET bracis-19078 103 7 paper paper NOUN bracis-19078 103 8 is be AUX bracis-19078 103 9 to to PART bracis-19078 103 10 identify identify VERB bracis-19078 103 11 whether whether SCONJ bracis-19078 103 12 a a DET bracis-19078 103 13 spanish spanish ADJ bracis-19078 103 14 tweet tweet NOUN bracis-19078 103 15 content content NOUN bracis-19078 103 16 is be AUX bracis-19078 103 17 aggressive aggressive ADJ bracis-19078 103 18 or or CCONJ bracis-19078 103 19 not not PART bracis-19078 103 20 . . PUNCT bracis-19078 104 1 to to PART bracis-19078 104 2 do do VERB bracis-19078 104 3 that that PRON bracis-19078 104 4 , , PUNCT bracis-19078 104 5 we we PRON bracis-19078 104 6 carefully carefully ADV bracis-19078 104 7 fine fine ADJ bracis-19078 104 8 - - PUNCT bracis-19078 104 9 tune tune NOUN bracis-19078 104 10 the the DET bracis-19078 104 11 bidirectional bidirectional ADJ bracis-19078 104 12 encoder encoder NOUN bracis-19078 104 13 representation representation NOUN bracis-19078 104 14 from from ADP bracis-19078 104 15 transformers transformer NOUN bracis-19078 104 16 ( ( PUNCT bracis-19078 104 17 bert bert NOUN bracis-19078 104 18 - - PUNCT bracis-19078 104 19 spanish spanish ADJ bracis-19078 104 20 version version NOUN bracis-19078 104 21 ) ) PUNCT bracis-19078 104 22 and and CCONJ bracis-19078 104 23 combine combine VERB bracis-19078 104 24 that that PRON bracis-19078 104 25 with with ADP bracis-19078 104 26 the the DET bracis-19078 104 27 vgcn vgcn NOUN bracis-19078 104 28 . . PUNCT bracis-19078 105 1 our our PRON bracis-19078 105 2 design design NOUN bracis-19078 105 3 choice choice NOUN bracis-19078 105 4 for for ADP bracis-19078 105 5 bert bert PROPN bracis-19078 105 6 is be AUX bracis-19078 105 7 due due ADJ bracis-19078 105 8 to to ADP bracis-19078 105 9 its its PRON bracis-19078 105 10 good good ADJ bracis-19078 105 11 performance performance NOUN bracis-19078 105 12 in in ADP bracis-19078 105 13 the the DET bracis-19078 105 14 english english ADJ bracis-19078 105 15 offensive offensive ADJ bracis-19078 105 16 detection detection NOUN bracis-19078 105 17 [ [ X bracis-19078 105 18 31 31 NUM bracis-19078 105 19 ] ] PUNCT bracis-19078 105 20 . . PUNCT bracis-19078 106 1 thus thus ADV bracis-19078 106 2 , , PUNCT bracis-19078 106 3 to to PART bracis-19078 106 4 identify identify VERB bracis-19078 106 5 aggressive aggressive ADJ bracis-19078 106 6 language language NOUN bracis-19078 106 7 in in ADP bracis-19078 106 8 spanish spanish ADJ bracis-19078 106 9 we we PRON bracis-19078 106 10 have have AUX bracis-19078 106 11 used use VERB bracis-19078 106 12 the the DET bracis-19078 106 13 bert bert PROPN bracis-19078 106 14 model model NOUN bracis-19078 106 15 . . PUNCT bracis-19078 107 1 however however ADV bracis-19078 107 2 , , PUNCT bracis-19078 107 3 we we PRON bracis-19078 107 4 have have AUX bracis-19078 107 5 noted note VERB bracis-19078 107 6 this this DET bracis-19078 107 7 model model NOUN bracis-19078 107 8 is be AUX bracis-19078 107 9 not not PART bracis-19078 107 10 suitable suitable ADJ bracis-19078 107 11 to to PART bracis-19078 107 12 lead lead VERB bracis-19078 107 13 with with ADP bracis-19078 107 14 spanish spanish ADJ bracis-19078 107 15 vocabulary vocabulary NOUN bracis-19078 107 16 which which PRON bracis-19078 107 17 took take VERB bracis-19078 107 18 us we PRON bracis-19078 107 19 to to PART bracis-19078 107 20 explore explore VERB bracis-19078 107 21 other other ADJ bracis-19078 107 22 ways way NOUN bracis-19078 107 23 to to PART bracis-19078 107 24 improve improve VERB bracis-19078 107 25 it it PRON bracis-19078 107 26 . . PUNCT bracis-19078 108 1 bert bert PROPN bracis-19078 108 2 is be AUX bracis-19078 108 3 good good ADJ bracis-19078 108 4 at at ADP bracis-19078 108 5 capturing capture VERB bracis-19078 108 6 the the DET bracis-19078 108 7 words word NOUN bracis-19078 108 8 ’ ' PUNCT bracis-19078 108 9 order order NOUN bracis-19078 108 10 and and CCONJ bracis-19078 108 11 the the DET bracis-19078 108 12 local local ADJ bracis-19078 108 13 context context NOUN bracis-19078 108 14 information information NOUN bracis-19078 108 15 , , PUNCT bracis-19078 108 16 but but CCONJ bracis-19078 108 17 it it PRON bracis-19078 108 18 also also ADV bracis-19078 108 19 unable unable ADJ bracis-19078 108 20 to to PART bracis-19078 108 21 capture capture VERB bracis-19078 108 22 global global ADJ bracis-19078 108 23 information information NOUN bracis-19078 108 24 . . PUNCT bracis-19078 109 1 this this DET bracis-19078 109 2 missing miss VERB bracis-19078 109 3 information information NOUN bracis-19078 109 4 could could AUX bracis-19078 109 5 be be AUX bracis-19078 109 6 relevant relevant ADJ bracis-19078 109 7 to to PART bracis-19078 109 8 recognize recognize VERB bracis-19078 109 9 aggressiveness aggressiveness NOUN bracis-19078 109 10 specially specially ADV bracis-19078 109 11 in in ADP bracis-19078 109 12 long long ADJ bracis-19078 109 13 text text NOUN bracis-19078 109 14 sequences sequence NOUN bracis-19078 109 15 . . PUNCT bracis-19078 110 1 starting start VERB bracis-19078 110 2 from from ADP bracis-19078 110 3 this this DET bracis-19078 110 4 point point NOUN bracis-19078 110 5 , , PUNCT bracis-19078 110 6 we we PRON bracis-19078 110 7 have have AUX bracis-19078 110 8 already already ADV bracis-19078 110 9 seen see VERB bracis-19078 110 10 that that SCONJ bracis-19078 110 11 gcns gcn VERB bracis-19078 110 12 for for ADP bracis-19078 110 13 text text NOUN bracis-19078 110 14 classification classification NOUN bracis-19078 110 15 are be AUX bracis-19078 110 16 good good ADJ bracis-19078 110 17 at at ADP bracis-19078 110 18 extracting extract VERB bracis-19078 110 19 global global ADJ bracis-19078 110 20 information information NOUN bracis-19078 110 21 [ [ X bracis-19078 110 22 30 30 NUM bracis-19078 110 23 ] ] PUNCT bracis-19078 110 24 . . PUNCT bracis-19078 111 1 intuitively intuitively ADV bracis-19078 111 2 we we PRON bracis-19078 111 3 thought think VERB bracis-19078 111 4 of of ADP bracis-19078 111 5 combining combine VERB bracis-19078 111 6 both both DET bracis-19078 111 7 approaches approach NOUN bracis-19078 111 8 to to PART bracis-19078 111 9 join join VERB bracis-19078 111 10 local local ADJ bracis-19078 111 11 and and CCONJ bracis-19078 111 12 global global ADJ bracis-19078 111 13 text text NOUN bracis-19078 111 14 information information NOUN bracis-19078 111 15 . . PUNCT bracis-19078 112 1 fortunately fortunately ADV bracis-19078 112 2 , , PUNCT bracis-19078 112 3 yao yao PROPN bracis-19078 112 4 et et PROPN bracis-19078 112 5 al al PROPN bracis-19078 112 6 . . PUNCT bracis-19078 113 1 [ [ X bracis-19078 113 2 30 30 NUM bracis-19078 113 3 ] ] PUNCT bracis-19078 113 4 focused focus VERB bracis-19078 113 5 on on ADP bracis-19078 113 6 the the DET bracis-19078 113 7 feature feature NOUN bracis-19078 113 8 level level NOUN bracis-19078 113 9 of of ADP bracis-19078 113 10 bert bert NOUN bracis-19078 113 11 adding add VERB bracis-19078 113 12 gcn gcn NOUN bracis-19078 113 13 features feature NOUN bracis-19078 113 14 . . PUNCT bracis-19078 114 1 in in ADP bracis-19078 114 2 this this DET bracis-19078 114 3 sense sense NOUN bracis-19078 114 4 , , PUNCT bracis-19078 114 5 to to PART bracis-19078 114 6 address address VERB bracis-19078 114 7 the the DET bracis-19078 114 8 missing miss VERB bracis-19078 114 9 global global ADJ bracis-19078 114 10 information information NOUN bracis-19078 114 11 in in ADP bracis-19078 114 12 bert bert PROPN bracis-19078 114 13 , , PUNCT bracis-19078 114 14 an an DET bracis-19078 114 15 additional additional ADJ bracis-19078 114 16 embeddings embedding NOUN bracis-19078 114 17 graph graph NOUN bracis-19078 114 18 would would AUX bracis-19078 114 19 be be AUX bracis-19078 114 20 needed need VERB bracis-19078 114 21 . . PUNCT bracis-19078 115 1 having having AUX bracis-19078 115 2 said say VERB bracis-19078 115 3 that that SCONJ bracis-19078 115 4 , , PUNCT bracis-19078 115 5 in in ADP bracis-19078 115 6 this this DET bracis-19078 115 7 work work NOUN bracis-19078 115 8 we we PRON bracis-19078 115 9 improve improve VERB bracis-19078 115 10 the the DET bracis-19078 115 11 bert bert PROPN bracis-19078 115 12 ( ( PUNCT bracis-19078 115 13 beto beto NOUN bracis-19078 115 14 ) ) PUNCT bracis-19078 115 15 model model NOUN bracis-19078 115 16 with with ADP bracis-19078 115 17 a a DET bracis-19078 115 18 gcn gcn NOUN bracis-19078 115 19 . . PUNCT bracis-19078 116 1 we we PRON bracis-19078 116 2 aim aim VERB bracis-19078 116 3 to to PART bracis-19078 116 4 capture capture VERB bracis-19078 116 5 global global ADJ bracis-19078 116 6 notion notion NOUN bracis-19078 116 7 and and CCONJ bracis-19078 116 8 semantic semantic ADJ bracis-19078 116 9 correlation correlation NOUN bracis-19078 116 10 between between ADP bracis-19078 116 11 words word NOUN bracis-19078 116 12 using use VERB bracis-19078 116 13 the the DET bracis-19078 116 14 graph graph NOUN bracis-19078 116 15 as as ADP bracis-19078 116 16 a a DET bracis-19078 116 17 vocabulary vocabulary NOUN bracis-19078 116 18 of of ADP bracis-19078 116 19 words word NOUN bracis-19078 116 20 following follow VERB bracis-19078 116 21 the the DET bracis-19078 116 22 previous previous ADJ bracis-19078 116 23 proposals proposal NOUN bracis-19078 116 24 for for ADP bracis-19078 116 25 text text NOUN bracis-19078 116 26 classification classification NOUN bracis-19078 117 1 [ [ X bracis-19078 117 2 16 16 NUM bracis-19078 117 3 ] ] PUNCT bracis-19078 117 4 . . PUNCT bracis-19078 118 1 thereby thereby ADV bracis-19078 118 2 , , PUNCT bracis-19078 118 3 the the DET bracis-19078 118 4 gcn gcn ADJ bracis-19078 118 5 - - PUNCT bracis-19078 118 6 bert bert ADJ bracis-19078 118 7 architecture architecture NOUN bracis-19078 118 8 based base VERB bracis-19078 118 9 on on ADP bracis-19078 118 10 a a DET bracis-19078 118 11 vocabulary vocabulary ADJ bracis-19078 118 12 graph graph NOUN bracis-19078 118 13 was be AUX bracis-19078 118 14 deemed deem VERB bracis-19078 118 15 into into ADP bracis-19078 118 16 the the DET bracis-19078 118 17 pipeline pipeline NOUN bracis-19078 118 18 of of ADP bracis-19078 118 19 our our PRON bracis-19078 118 20 system system NOUN bracis-19078 118 21 . . PUNCT bracis-19078 119 1 the the DET bracis-19078 119 2 vocabulary vocabulary ADJ bracis-19078 119 3 graph graph NOUN bracis-19078 119 4 enables enable VERB bracis-19078 119 5 the the DET bracis-19078 119 6 lexical lexical ADJ bracis-19078 119 7 relationship relationship NOUN bracis-19078 119 8 between between ADP bracis-19078 119 9 words word NOUN bracis-19078 119 10 in in ADP bracis-19078 119 11 a a DET bracis-19078 119 12 language language NOUN bracis-19078 119 13 . . PUNCT bracis-19078 120 1 the the DET bracis-19078 120 2 graph graph NOUN bracis-19078 120 3 is be AUX bracis-19078 120 4 built build VERB bracis-19078 120 5 using use VERB bracis-19078 120 6 the the DET bracis-19078 120 7 co co NOUN bracis-19078 120 8 - - NOUN bracis-19078 120 9 occurrence occurrence NOUN bracis-19078 120 10 of of ADP bracis-19078 120 11 words word NOUN bracis-19078 120 12 with with ADP bracis-19078 120 13 documents document NOUN bracis-19078 120 14 such such ADJ bracis-19078 120 15 as as ADP bracis-19078 120 16 lu lu PROPN bracis-19078 120 17 did do AUX bracis-19078 120 18 [ [ X bracis-19078 120 19 20 20 NUM bracis-19078 120 20 ] ] PUNCT bracis-19078 120 21 . . PUNCT bracis-19078 121 1 the the DET bracis-19078 121 2 local local ADJ bracis-19078 121 3 information information NOUN bracis-19078 121 4 of of ADP bracis-19078 121 5 a a DET bracis-19078 121 6 tweet tweet NOUN bracis-19078 121 7 is be AUX bracis-19078 121 8 captured capture VERB bracis-19078 121 9 by by ADP bracis-19078 121 10 bert bert NOUN bracis-19078 121 11 and and CCONJ bracis-19078 121 12 is be AUX bracis-19078 121 13 enriched enrich VERB bracis-19078 121 14 by by ADP bracis-19078 121 15 adding add VERB bracis-19078 121 16 a a DET bracis-19078 121 17 graph graph NOUN bracis-19078 121 18 embedding embed VERB bracis-19078 121 19 . . PUNCT bracis-19078 122 1 we we PRON bracis-19078 122 2 also also ADV bracis-19078 122 3 must must AUX bracis-19078 122 4 highlight highlight VERB bracis-19078 122 5 that that SCONJ bracis-19078 122 6 the the DET bracis-19078 122 7 construction construction NOUN bracis-19078 122 8 of of ADP bracis-19078 122 9 the the DET bracis-19078 122 10 vocabulary vocabulary ADJ bracis-19078 122 11 graph graph NOUN bracis-19078 122 12 is be AUX bracis-19078 122 13 based base VERB bracis-19078 122 14 on on ADP bracis-19078 122 15 the the DET bracis-19078 122 16 vocabulary vocabulary NOUN bracis-19078 122 17 of of ADP bracis-19078 122 18 bert bert PROPN bracis-19078 122 19 , , PUNCT bracis-19078 122 20 in in ADP bracis-19078 122 21 such such DET bracis-19078 122 22 a a DET bracis-19078 122 23 way way NOUN bracis-19078 122 24 that that PRON bracis-19078 122 25 the the DET bracis-19078 122 26 size size NOUN bracis-19078 122 27 is be AUX bracis-19078 122 28 reduced reduce VERB bracis-19078 122 29 . . PUNCT bracis-19078 123 1 at at ADP bracis-19078 123 2 the the DET bracis-19078 123 3 same same ADJ bracis-19078 123 4 time time NOUN bracis-19078 123 5 , , PUNCT bracis-19078 123 6 the the DET bracis-19078 123 7 added add VERB bracis-19078 123 8 embedding embedding NOUN bracis-19078 123 9 can can AUX bracis-19078 123 10 have have VERB bracis-19078 123 11 an an DET bracis-19078 123 12 efficient efficient ADJ bracis-19078 123 13 interaction interaction NOUN bracis-19078 123 14 and and CCONJ bracis-19078 123 15 improve improve VERB bracis-19078 123 16 local local ADJ bracis-19078 123 17 context context NOUN bracis-19078 123 18 information information NOUN bracis-19078 123 19 of of ADP bracis-19078 123 20 bert bert PROPN bracis-19078 123 21 . . PUNCT bracis-19078 124 1 by by ADP bracis-19078 124 2 doing do VERB bracis-19078 124 3 so so ADV bracis-19078 124 4 , , PUNCT bracis-19078 124 5 the the DET bracis-19078 124 6 relevant relevant ADJ bracis-19078 124 7 part part NOUN bracis-19078 124 8 of of ADP bracis-19078 124 9 the the DET bracis-19078 124 10 global global ADJ bracis-19078 124 11 vocabulary vocabulary NOUN bracis-19078 124 12 graph graph NOUN bracis-19078 124 13 is be AUX bracis-19078 124 14 selected select VERB bracis-19078 124 15 according accord VERB bracis-19078 124 16 to to ADP bracis-19078 124 17 the the DET bracis-19078 124 18 input input NOUN bracis-19078 124 19 sentence sentence NOUN bracis-19078 124 20 and and CCONJ bracis-19078 124 21 transformed transform VERB bracis-19078 124 22 into into ADP bracis-19078 124 23 an an DET bracis-19078 124 24 embedding embed VERB bracis-19078 124 25 representation representation NOUN bracis-19078 124 26 . . PUNCT bracis-19078 125 1 then then ADV bracis-19078 125 2 vgcn vgcn ADJ bracis-19078 125 3 - - PUNCT bracis-19078 125 4 bert bert NOUN bracis-19078 125 5 uses use VERB bracis-19078 125 6 multiple multiple ADJ bracis-19078 125 7 layers layer NOUN bracis-19078 125 8 of of ADP bracis-19078 125 9 attention attention NOUN bracis-19078 125 10 mechanism mechanism NOUN bracis-19078 125 11 to to PART bracis-19078 125 12 concatenate concatenate VERB bracis-19078 125 13 both both DET bracis-19078 125 14 embeddings embedding NOUN bracis-19078 125 15 representations representation NOUN bracis-19078 125 16 allowing allow VERB bracis-19078 125 17 the the DET bracis-19078 125 18 interaction interaction NOUN bracis-19078 125 19 between between ADP bracis-19078 125 20 bert bert NOUN bracis-19078 125 21 embeddings embedding NOUN bracis-19078 125 22 and and CCONJ bracis-19078 125 23 graph graph NOUN bracis-19078 125 24 embeddings embedding NOUN bracis-19078 125 25 . . PUNCT bracis-19078 126 1 finally finally ADV bracis-19078 126 2 , , PUNCT bracis-19078 126 3 the the DET bracis-19078 126 4 classifier classifier NOUN bracis-19078 126 5 uses use VERB bracis-19078 126 6 the the DET bracis-19078 126 7 fully fully ADV bracis-19078 126 8 connected connected ADJ bracis-19078 126 9 layers layer NOUN bracis-19078 126 10 , , PUNCT bracis-19078 126 11 more more ADJ bracis-19078 126 12 details detail NOUN bracis-19078 126 13 are be AUX bracis-19078 126 14 depicted depict VERB bracis-19078 126 15 in in ADP bracis-19078 126 16 fig fig NOUN bracis-19078 126 17 . . PUNCT bracis-19078 126 18     SPACE bracis-19078 127 1 1 1 NUM bracis-19078 127 2 . . PUNCT bracis-19078 127 3 fig fig NOUN bracis-19078 127 4 . . PUNCT bracis-19078 128 1 1 1 X bracis-19078 128 2 . . X bracis-19078 128 3 illustration illustration NOUN bracis-19078 128 4 of of ADP bracis-19078 128 5 vgcn vgcn NOUN bracis-19078 128 6 - - PUNCT bracis-19078 128 7 bert bert NOUN bracis-19078 128 8 . . PUNCT bracis-19078 129 1 ( ( PUNCT bracis-19078 129 2 blue blue ADJ bracis-19078 129 3 ) ) PUNCT bracis-19078 129 4 represents represent VERB bracis-19078 129 5 the the DET bracis-19078 129 6 input input NOUN bracis-19078 129 7 words word NOUN bracis-19078 129 8 , , PUNCT bracis-19078 129 9 ( ( PUNCT bracis-19078 129 10 green green ADJ bracis-19078 129 11 ) ) PUNCT bracis-19078 129 12 are be AUX bracis-19078 129 13 the the DET bracis-19078 129 14 related relate VERB bracis-19078 129 15 words word NOUN bracis-19078 129 16 in in ADP bracis-19078 129 17 the the DET bracis-19078 129 18 graph graph NOUN bracis-19078 129 19 , , PUNCT bracis-19078 129 20 and and CCONJ bracis-19078 129 21 the the DET bracis-19078 129 22 ( ( PUNCT bracis-19078 129 23 blue blue ADJ bracis-19078 129 24 - - PUNCT bracis-19078 129 25 green green ADJ bracis-19078 129 26 ) ) PUNCT bracis-19078 129 27 blend blend NOUN bracis-19078 129 28 is be AUX bracis-19078 129 29 the the DET bracis-19078 129 30 convolutional convolutional ADJ bracis-19078 129 31 representation representation NOUN bracis-19078 129 32 . . PUNCT bracis-19078 130 1 the the DET bracis-19078 130 2 embeddings embedding NOUN bracis-19078 130 3 of of ADP bracis-19078 130 4 the the DET bracis-19078 130 5 input input NOUN bracis-19078 130 6 sentence sentence NOUN bracis-19078 130 7 ( ( PUNCT bracis-19078 130 8 phase phase NOUN bracis-19078 130 9 1 1 NUM bracis-19078 130 10 ) ) PUNCT bracis-19078 130 11 are be AUX bracis-19078 130 12 combined combine VERB bracis-19078 130 13 with with ADP bracis-19078 130 14 the the DET bracis-19078 130 15 vocabulary vocabulary ADJ bracis-19078 130 16 graph graph NOUN bracis-19078 130 17 ( ( PUNCT bracis-19078 130 18 phase phase NOUN bracis-19078 130 19 2 2 NUM bracis-19078 130 20 ) ) PUNCT bracis-19078 130 21 to to PART bracis-19078 130 22 produce produce VERB bracis-19078 130 23 a a DET bracis-19078 130 24 graph graph NOUN bracis-19078 130 25 embedding embed VERB bracis-19078 130 26 , , PUNCT bracis-19078 130 27 which which PRON bracis-19078 130 28 is be AUX bracis-19078 130 29 concatenated concatenate VERB bracis-19078 130 30 to to ADP bracis-19078 130 31 the the DET bracis-19078 130 32 input input NOUN bracis-19078 130 33 sentence sentence NOUN bracis-19078 130 34 ( ( PUNCT bracis-19078 130 35 phase phase NOUN bracis-19078 130 36 3 3 NUM bracis-19078 130 37 ) ) PUNCT bracis-19078 130 38 . . PUNCT bracis-19078 131 1 phase phase NOUN bracis-19078 131 2 2 2 NUM bracis-19078 131 3 produces produce VERB bracis-19078 131 4 three three NUM bracis-19078 131 5 ( ( PUNCT bracis-19078 131 6 hyperparameter hyperparameter NOUN bracis-19078 131 7 ) ) PUNCT bracis-19078 131 8 graph graph NOUN bracis-19078 131 9 embeddings embedding NOUN bracis-19078 131 10 which which PRON bracis-19078 131 11 have have VERB bracis-19078 131 12 the the DET bracis-19078 131 13 same same ADJ bracis-19078 131 14 shape shape NOUN bracis-19078 131 15 as as ADP bracis-19078 131 16 the the DET bracis-19078 131 17 word word NOUN bracis-19078 131 18 embeddings embedding VERB bracis-19078 131 19 . . PUNCT bracis-19078 132 1 note note VERB bracis-19078 132 2 that that SCONJ bracis-19078 132 3 from from ADP bracis-19078 132 4 the the DET bracis-19078 132 5 vocabulary vocabulary ADJ bracis-19078 132 6 graph graph NOUN bracis-19078 132 7 , , PUNCT bracis-19078 132 8 the the DET bracis-19078 132 9 relevant relevant ADJ bracis-19078 132 10 part part NOUN bracis-19078 132 11 from from ADP bracis-19078 132 12 input input NOUN bracis-19078 132 13 is be AUX bracis-19078 132 14 extracted extract VERB bracis-19078 132 15 and and CCONJ bracis-19078 132 16 embedded embed VERB bracis-19078 132 17 . . PUNCT bracis-19078 133 1 in in ADP bracis-19078 133 2 this this DET bracis-19078 133 3 case case NOUN bracis-19078 133 4 ( ( PUNCT bracis-19078 133 5 3,5,8 3,5,8 NUM bracis-19078 133 6 ) ) PUNCT bracis-19078 133 7 will will AUX bracis-19078 133 8 be be AUX bracis-19078 133 9 convoluted convoluted ADJ bracis-19078 133 10 but but CCONJ bracis-19078 133 11 ( ( PUNCT bracis-19078 133 12 2,6 2,6 NUM bracis-19078 133 13 ) ) PUNCT bracis-19078 133 14 will will AUX bracis-19078 133 15 not not PART bracis-19078 133 16 . . PUNCT bracis-19078 134 1 ( ( PUNCT bracis-19078 134 2 phase phase NOUN bracis-19078 134 3 4 4 NUM bracis-19078 134 4 ) ) PUNCT bracis-19078 134 5 , , PUNCT bracis-19078 134 6 several several ADJ bracis-19078 134 7 layers layer NOUN bracis-19078 134 8 of of ADP bracis-19078 134 9 self self NOUN bracis-19078 134 10 - - PUNCT bracis-19078 134 11 attention attention NOUN bracis-19078 134 12 are be AUX bracis-19078 134 13 applied apply VERB bracis-19078 134 14 to to ADP bracis-19078 134 15 the the DET bracis-19078 134 16 concatenated concatenate VERB bracis-19078 134 17 representation representation NOUN bracis-19078 134 18 , , PUNCT bracis-19078 134 19 allowing allow VERB bracis-19078 134 20 interactions interaction NOUN bracis-19078 134 21 between between ADP bracis-19078 134 22 word word NOUN bracis-19078 134 23 embeddings embedding NOUN bracis-19078 134 24 and and CCONJ bracis-19078 134 25 graph graph NOUN bracis-19078 134 26 embeddings embedding NOUN bracis-19078 134 27 . . PUNCT bracis-19078 135 1 the the DET bracis-19078 135 2 final final ADJ bracis-19078 135 3 embedding embed VERB bracis-19078 135 4 at at ADP bracis-19078 135 5 the the DET bracis-19078 135 6 last last ADJ bracis-19078 135 7 layer layer NOUN bracis-19078 135 8 is be AUX bracis-19078 135 9 fed feed VERB bracis-19078 135 10 in in ADP bracis-19078 135 11 a a DET bracis-19078 135 12 fully fully ADV bracis-19078 135 13 connected connect VERB bracis-19078 135 14 layer layer NOUN bracis-19078 135 15 ( ( PUNCT bracis-19078 135 16 phase phase NOUN bracis-19078 135 17 5 5 NUM bracis-19078 135 18 ) ) PUNCT bracis-19078 135 19 for for ADP bracis-19078 135 20 classification classification NOUN bracis-19078 135 21 [ [ X bracis-19078 135 22 20 20 NUM bracis-19078 135 23 ] ] PUNCT bracis-19078 135 24 . . PUNCT bracis-19078 136 1 ( ( PUNCT bracis-19078 136 2 color color NOUN bracis-19078 136 3 figure figure NOUN bracis-19078 136 4 online online ADV bracis-19078 136 5 ) ) PUNCT bracis-19078 136 6 full full ADJ bracis-19078 136 7 size size NOUN bracis-19078 136 8 image image NOUN bracis-19078 136 9 by by ADP bracis-19078 136 10 applying apply VERB bracis-19078 136 11 the the DET bracis-19078 136 12 vgcn vgcn ADJ bracis-19078 136 13 - - PUNCT bracis-19078 136 14 bert bert NOUN bracis-19078 136 15 we we PRON bracis-19078 136 16 aim aim VERB bracis-19078 136 17 to to PART bracis-19078 136 18 add add VERB bracis-19078 136 19 carefully carefully ADV bracis-19078 136 20 the the DET bracis-19078 136 21 global global ADJ bracis-19078 136 22 information information NOUN bracis-19078 136 23 of of ADP bracis-19078 136 24 a a DET bracis-19078 136 25 language language NOUN bracis-19078 136 26 using use VERB bracis-19078 136 27 vocabulary vocabulary NOUN bracis-19078 136 28 ( ( PUNCT bracis-19078 136 29 of of ADP bracis-19078 136 30 bert bert PROPN bracis-19078 136 31 ) ) PUNCT bracis-19078 136 32 graph graph NOUN bracis-19078 136 33 embedding embed VERB bracis-19078 136 34 to to ADP bracis-19078 136 35 the the DET bracis-19078 136 36 classical classical ADJ bracis-19078 136 37 embedding embed VERB bracis-19078 136 38 bert bert PROPN bracis-19078 136 39 ( ( PUNCT bracis-19078 136 40 spanish spanish ADJ bracis-19078 136 41 pre pre ADJ bracis-19078 136 42 - - ADJ bracis-19078 136 43 trained train VERB bracis-19078 136 44 beto beto NOUN bracis-19078 136 45 ) ) PUNCT bracis-19078 136 46 in in ADP bracis-19078 136 47 the the DET bracis-19078 136 48 features feature NOUN bracis-19078 136 49 level level NOUN bracis-19078 136 50 . . PUNCT bracis-19078 137 1 the the DET bracis-19078 137 2 system system NOUN bracis-19078 137 3 we we PRON bracis-19078 137 4 used use VERB bracis-19078 137 5 obtained obtain VERB bracis-19078 137 6 good good ADJ bracis-19078 137 7 results result NOUN bracis-19078 137 8 improving improve VERB bracis-19078 137 9 the the DET bracis-19078 137 10 detection detection NOUN bracis-19078 137 11 of of ADP bracis-19078 137 12 the the DET bracis-19078 137 13 aggressiveness aggressiveness NOUN bracis-19078 137 14 words word NOUN bracis-19078 137 15 in in ADP bracis-19078 137 16 contrast contrast NOUN bracis-19078 137 17 to to ADP bracis-19078 137 18 the the DET bracis-19078 137 19 other other ADJ bracis-19078 137 20 ensemble ensemble ADJ bracis-19078 137 21 models model NOUN bracis-19078 137 22 using use VERB bracis-19078 137 23 multiple multiple ADJ bracis-19078 137 24 bert bert NOUN bracis-19078 137 25 models model NOUN bracis-19078 137 26 at at ADP bracis-19078 137 27 the the DET bracis-19078 137 28 same same ADJ bracis-19078 137 29 time time NOUN bracis-19078 137 30 . . PUNCT bracis-19078 138 1 the the DET bracis-19078 138 2 vocabulary vocabulary ADJ bracis-19078 138 3 graph graph NOUN bracis-19078 138 4 knowledge knowledge NOUN bracis-19078 138 5 from from ADP bracis-19078 138 6 global global ADJ bracis-19078 138 7 information information NOUN bracis-19078 138 8 and and CCONJ bracis-19078 138 9 its its PRON bracis-19078 138 10 background background NOUN bracis-19078 138 11 concepts concept NOUN bracis-19078 138 12 of of ADP bracis-19078 138 13 the the DET bracis-19078 138 14 words word NOUN bracis-19078 138 15 will will AUX bracis-19078 138 16 be be AUX bracis-19078 138 17 added add VERB bracis-19078 138 18 to to ADP bracis-19078 138 19 the the DET bracis-19078 138 20 local local ADJ bracis-19078 138 21 information information NOUN bracis-19078 138 22 throughout throughout ADP bracis-19078 138 23 multiple multiple ADJ bracis-19078 138 24 self self NOUN bracis-19078 138 25 - - PUNCT bracis-19078 138 26 attention attention NOUN bracis-19078 138 27 mechanisms mechanism NOUN bracis-19078 138 28 . . PUNCT bracis-19078 139 1 the the DET bracis-19078 139 2 vgcn vgcn NOUN bracis-19078 139 3 and and CCONJ bracis-19078 139 4 the the DET bracis-19078 139 5 integration integration NOUN bracis-19078 139 6 to to ADP bracis-19078 139 7 bert bert PROPN bracis-19078 139 8 will will AUX bracis-19078 139 9 further far ADV bracis-19078 139 10 explained explain VERB bracis-19078 139 11 in in ADP bracis-19078 139 12 next next ADJ bracis-19078 139 13 sections section NOUN bracis-19078 139 14 . . PUNCT bracis-19078 140 1 3.1 3.1 NUM bracis-19078 140 2 vgcn vgcn NOUN bracis-19078 140 3 our our PRON bracis-19078 140 4 system system NOUN bracis-19078 140 5 follows follow VERB bracis-19078 140 6 the the DET bracis-19078 140 7 implementation implementation NOUN bracis-19078 140 8 and and CCONJ bracis-19078 140 9 the the DET bracis-19078 140 10 model model NOUN bracis-19078 140 11 proposed propose VERB bracis-19078 140 12 by by ADP bracis-19078 140 13 lu lu PROPN bracis-19078 140 14 [ [ X bracis-19078 140 15 20 20 NUM bracis-19078 140 16 ] ] PUNCT bracis-19078 140 17 , , PUNCT bracis-19078 140 18 which which PRON bracis-19078 140 19 uses use VERB bracis-19078 140 20 a a DET bracis-19078 140 21 vocabulary vocabulary ADJ bracis-19078 140 22 graph graph NOUN bracis-19078 140 23 based base VERB bracis-19078 140 24 on on ADP bracis-19078 140 25 the the DET bracis-19078 140 26 word word NOUN bracis-19078 140 27 co co NOUN bracis-19078 140 28 - - NOUN bracis-19078 140 29 occurrences occurrence NOUN bracis-19078 140 30 in in ADP bracis-19078 140 31 documents document NOUN bracis-19078 140 32 . . PUNCT bracis-19078 141 1 this this DET bracis-19078 141 2 graph graph NOUN bracis-19078 141 3 is be AUX bracis-19078 141 4 built build VERB bracis-19078 141 5 using use VERB bracis-19078 141 6 normalized normalize VERB bracis-19078 141 7 point point NOUN bracis-19078 141 8 - - PUNCT bracis-19078 141 9 wise wise ADJ bracis-19078 141 10 mutual mutual ADJ bracis-19078 141 11 information information NOUN bracis-19078 141 12 ( ( PUNCT bracis-19078 141 13 npmi npmi NOUN bracis-19078 141 14 ) ) PUNCT bracis-19078 142 1 [ [ X bracis-19078 142 2 8 8 NUM bracis-19078 142 3 ] ] PUNCT bracis-19078 142 4 to to PART bracis-19078 142 5 measure measure VERB bracis-19078 142 6 the the DET bracis-19078 142 7 relationship relationship NOUN bracis-19078 142 8 between between ADP bracis-19078 142 9 words word NOUN bracis-19078 142 10 in in ADP bracis-19078 142 11 a a DET bracis-19078 142 12 document document NOUN bracis-19078 142 13 . . PUNCT bracis-19078 143 1 then then ADV bracis-19078 143 2 , , PUNCT bracis-19078 143 3 they they PRON bracis-19078 143 4 create create VERB bracis-19078 143 5 an an DET bracis-19078 143 6 edge edge NOUN bracis-19078 143 7 between between ADP bracis-19078 143 8 two two NUM bracis-19078 143 9 words word NOUN bracis-19078 143 10 if if SCONJ bracis-19078 143 11 their their PRON bracis-19078 143 12 npmi npmi NOUN bracis-19078 143 13 is be AUX bracis-19078 143 14 larger large ADJ bracis-19078 143 15 than than ADP bracis-19078 143 16 a a DET bracis-19078 143 17 threshold threshold NOUN bracis-19078 143 18 and and CCONJ bracis-19078 143 19 the the DET bracis-19078 143 20 performance performance NOUN bracis-19078 143 21 is be AUX bracis-19078 143 22 better well ADJ bracis-19078 143 23 when when SCONJ bracis-19078 143 24 the the DET bracis-19078 143 25 threshold threshold NOUN bracis-19078 143 26 is be AUX bracis-19078 143 27 between between ADP bracis-19078 143 28 0.0 0.0 NUM bracis-19078 143 29 and and CCONJ bracis-19078 143 30 0.3 0.3 NUM bracis-19078 143 31 . . PUNCT bracis-19078 144 1 the the DET bracis-19078 144 2 gcn gcn NOUN bracis-19078 144 3 is be AUX bracis-19078 144 4 generally generally ADV bracis-19078 144 5 based base VERB bracis-19078 144 6 on on ADP bracis-19078 144 7 kipf kipf PROPN bracis-19078 144 8 ’s ’s PART bracis-19078 144 9 model model NOUN bracis-19078 144 10 [ [ X bracis-19078 144 11 17 17 NUM bracis-19078 144 12 ] ] PUNCT bracis-19078 144 13 , , PUNCT bracis-19078 144 14 i.e. i.e. X bracis-19078 144 15 , , PUNCT bracis-19078 144 16 it it PRON bracis-19078 144 17 has have VERB bracis-19078 144 18 two two NUM bracis-19078 144 19 multi multi ADJ bracis-19078 144 20 - - ADJ bracis-19078 144 21 layer layer ADJ bracis-19078 144 22 neural neural ADJ bracis-19078 144 23 networks network NOUN bracis-19078 144 24 that that PRON bracis-19078 144 25 convolve convolve VERB bracis-19078 144 26 directly directly ADV bracis-19078 144 27 on on ADP bracis-19078 144 28 the the DET bracis-19078 144 29 graph graph NOUN bracis-19078 144 30 and and CCONJ bracis-19078 144 31 create create VERB bracis-19078 144 32 embedding embed VERB bracis-19078 144 33 vectors vector NOUN bracis-19078 144 34 of of ADP bracis-19078 144 35 nodes node NOUN bracis-19078 144 36 based base VERB bracis-19078 144 37 on on ADP bracis-19078 144 38 the the DET bracis-19078 144 39 neighborhoods neighborhood NOUN bracis-19078 144 40 . . PUNCT bracis-19078 145 1 in in ADP bracis-19078 145 2 this this DET bracis-19078 145 3 case case NOUN bracis-19078 145 4 , , PUNCT bracis-19078 145 5 the the DET bracis-19078 145 6 convolution convolution NOUN bracis-19078 145 7 is be AUX bracis-19078 145 8 made make VERB bracis-19078 145 9 from from ADP bracis-19078 145 10 related related ADJ bracis-19078 145 11 words word NOUN bracis-19078 145 12 instead instead ADV bracis-19078 145 13 of of ADP bracis-19078 145 14 documents document NOUN bracis-19078 145 15 and and CCONJ bracis-19078 145 16 the the DET bracis-19078 145 17 gcn gcn NOUN bracis-19078 145 18 is be AUX bracis-19078 145 19 constructed construct VERB bracis-19078 145 20 in in ADP bracis-19078 145 21 the the DET bracis-19078 145 22 vocabulary vocabulary NOUN bracis-19078 145 23 . . PUNCT bracis-19078 146 1 thus thus ADV bracis-19078 146 2 , , PUNCT bracis-19078 146 3 for for ADP bracis-19078 146 4 a a DET bracis-19078 146 5 single single ADJ bracis-19078 146 6 document document NOUN bracis-19078 146 7 , , PUNCT bracis-19078 146 8 assuming assume VERB bracis-19078 146 9 the the DET bracis-19078 146 10 document document NOUN bracis-19078 146 11 is be AUX bracis-19078 146 12 a a DET bracis-19078 146 13 row row NOUN bracis-19078 146 14 vector vector NOUN bracis-19078 146 15 x x PUNCT bracis-19078 146 16 consisting consist VERB bracis-19078 146 17 of of ADP bracis-19078 146 18 words word NOUN bracis-19078 146 19 in in ADP bracis-19078 146 20 the the DET bracis-19078 146 21 vocabulary vocabulary NOUN bracis-19078 146 22 , , PUNCT bracis-19078 146 23 a a DET bracis-19078 146 24 layer layer NOUN bracis-19078 146 25 of of ADP bracis-19078 146 26 convolution convolution NOUN bracis-19078 146 27 is be AUX bracis-19078 146 28 defined define VERB bracis-19078 146 29 as as ADP bracis-19078 146 30 ( ( PUNCT bracis-19078 146 31 1 1 NUM bracis-19078 146 32 ) ) PUNCT bracis-19078 146 33 . . PUNCT bracis-19078 147 1 $ $ SYM bracis-19078 147 2 $ $ SYM bracis-19078 147 3 \begin{aligned \begin{aligne VERB bracis-19078 147 4 } } PUNCT bracis-19078 147 5 h h NOUN bracis-19078 147 6 = = SYM bracis-19078 147 7 ( ( PUNCT bracis-19078 147 8 ax^{t ax^{t PROPN bracis-19078 147 9 } } PUNCT bracis-19078 147 10 ) ) PUNCT bracis-19078 147 11 ^{t}w ^{t}w PUNCT bracis-19078 147 12 = = PUNCT bracis-19078 147 13 xaw xaw NUM bracis-19078 147 14 \end{aligned}$$ \end{aligned}$$ X bracis-19078 148 1 ( ( PUNCT bracis-19078 148 2 1 1 NUM bracis-19078 148 3 ) ) PUNCT bracis-19078 148 4 where where SCONJ bracis-19078 148 5 \(a^{t \(a^{t NOUN bracis-19078 148 6 } } PUNCT bracis-19078 148 7 = = SYM bracis-19078 148 8 a\ a\ NOUN bracis-19078 148 9 ) ) PUNCT bracis-19078 148 10 is be AUX bracis-19078 148 11 the the DET bracis-19078 148 12 vocabulary vocabulary ADJ bracis-19078 148 13 graph graph NOUN bracis-19078 148 14 . . PUNCT bracis-19078 149 1 xa xa PROPN bracis-19078 149 2 extracts extract VERB bracis-19078 149 3 the the DET bracis-19078 149 4 part part NOUN bracis-19078 149 5 of of ADP bracis-19078 149 6 vocabulary vocabulary ADJ bracis-19078 149 7 graph graph NOUN bracis-19078 149 8 relevant relevant ADJ bracis-19078 149 9 to to ADP bracis-19078 149 10 the the DET bracis-19078 149 11 input input NOUN bracis-19078 149 12 sentence sentence NOUN bracis-19078 149 13 x. x. NOUN bracis-19078 149 14 w w PROPN bracis-19078 149 15 holds hold VERB bracis-19078 149 16 the the DET bracis-19078 149 17 weights weight NOUN bracis-19078 149 18 of of ADP bracis-19078 149 19 the the DET bracis-19078 149 20 hidden hidden ADJ bracis-19078 149 21 state state NOUN bracis-19078 149 22 vector vector NOUN bracis-19078 149 23 for for ADP bracis-19078 149 24 the the DET bracis-19078 149 25 single single ADJ bracis-19078 149 26 document document NOUN bracis-19078 149 27 , , PUNCT bracis-19078 149 28 whose whose DET bracis-19078 149 29 dimension dimension NOUN bracis-19078 149 30 is be AUX bracis-19078 149 31 |v|h |v|h NOUN bracis-19078 149 32 . . PUNCT bracis-19078 150 1 we we PRON bracis-19078 150 2 could could AUX bracis-19078 150 3 define define VERB bracis-19078 150 4 the the DET bracis-19078 150 5 two two NUM bracis-19078 150 6 layers layer NOUN bracis-19078 150 7 vgcn vgcn ADJ bracis-19078 150 8 with with ADP bracis-19078 150 9 relu relu NOUN bracis-19078 150 10 as as SCONJ bracis-19078 150 11 follows follow VERB bracis-19078 150 12 : : PUNCT bracis-19078 150 13 $ $ SYM bracis-19078 150 14 $ $ SYM bracis-19078 150 15 \begin{aligned \begin{aligne VERB bracis-19078 150 16 } } PUNCT bracis-19078 150 17 vgcn vgcn ADJ bracis-19078 150 18 = = SYM bracis-19078 150 19 relu(x_{mv relu(x_{mv PROPN bracis-19078 150 20 } } PUNCT bracis-19078 150 21 a_{vv a_{vv NOUN bracis-19078 150 22 } } PUNCT bracis-19078 150 23 w_{vh w_{vh NOUN bracis-19078 150 24 } } PUNCT bracis-19078 150 25 ) ) PUNCT bracis-19078 150 26 w_{hc w_{hc PROPN bracis-19078 150 27 } } PUNCT bracis-19078 150 28 \end{aligned}$$ \end{aligned}$$ X bracis-19078 150 29 ( ( PUNCT bracis-19078 150 30 2 2 NUM bracis-19078 150 31 ) ) PUNCT bracis-19078 150 32 where where SCONJ bracis-19078 150 33 m m NOUN bracis-19078 150 34 is be AUX bracis-19078 150 35 the the DET bracis-19078 150 36 number number NOUN bracis-19078 150 37 of of ADP bracis-19078 150 38 documents document NOUN bracis-19078 150 39 in in ADP bracis-19078 150 40 mini mini ADJ bracis-19078 150 41 - - NOUN bracis-19078 150 42 batch batch ADJ bracis-19078 150 43 size size NOUN bracis-19078 150 44 . . PUNCT bracis-19078 151 1 v v NOUN bracis-19078 151 2 is be AUX bracis-19078 151 3 the the DET bracis-19078 151 4 vocabulary vocabulary ADJ bracis-19078 151 5 size size NOUN bracis-19078 151 6 , , PUNCT bracis-19078 151 7 h h NOUN bracis-19078 151 8 is be AUX bracis-19078 151 9 the the DET bracis-19078 151 10 hidden hide VERB bracis-19078 151 11 layer layer NOUN bracis-19078 151 12 size size NOUN bracis-19078 151 13 , , PUNCT bracis-19078 151 14 c c PROPN bracis-19078 151 15 the the DET bracis-19078 151 16 class class NOUN bracis-19078 151 17 size size NOUN bracis-19078 151 18 or or CCONJ bracis-19078 151 19 sentence sentence NOUN bracis-19078 151 20 embedding embed VERB bracis-19078 151 21 size size NOUN bracis-19078 151 22 [ [ X bracis-19078 151 23 17 17 NUM bracis-19078 151 24 ] ] SYM bracis-19078 151 25 . . PUNCT bracis-19078 152 1 3.2 3.2 NUM bracis-19078 152 2 integrating integrate VERB bracis-19078 152 3 vgcn vgcn NOUN bracis-19078 152 4 into into ADP bracis-19078 152 5 bert bert PROPN bracis-19078 152 6 in in ADP bracis-19078 152 7 this this DET bracis-19078 152 8 section section NOUN bracis-19078 152 9 , , PUNCT bracis-19078 152 10 we we PRON bracis-19078 152 11 want want VERB bracis-19078 152 12 to to PART bracis-19078 152 13 integrate integrate VERB bracis-19078 152 14 vgcn vgcn ADJ bracis-19078 152 15 embeddings embedding NOUN bracis-19078 152 16 with with ADP bracis-19078 152 17 bert bert NOUN bracis-19078 152 18 and and CCONJ bracis-19078 152 19 take take VERB bracis-19078 152 20 advantage advantage NOUN bracis-19078 152 21 of of ADP bracis-19078 152 22 its its PRON bracis-19078 152 23 attention attention NOUN bracis-19078 152 24 mechanism mechanism NOUN bracis-19078 152 25 [ [ X bracis-19078 152 26 26 26 NUM bracis-19078 152 27 ] ] PUNCT bracis-19078 152 28 . . PUNCT bracis-19078 153 1 when when SCONJ bracis-19078 153 2 using use VERB bracis-19078 153 3 the the DET bracis-19078 153 4 attention attention NOUN bracis-19078 153 5 mechanism mechanism NOUN bracis-19078 153 6 one one PRON bracis-19078 153 7 gets get VERB bracis-19078 153 8 weighted weight VERB bracis-19078 153 9 vectors vector NOUN bracis-19078 153 10 that that PRON bracis-19078 153 11 encode encode VERB bracis-19078 153 12 the the DET bracis-19078 153 13 context context NOUN bracis-19078 153 14 information information NOUN bracis-19078 153 15 . . PUNCT bracis-19078 154 1 thus thus ADV bracis-19078 154 2 , , PUNCT bracis-19078 154 3 instead instead ADV bracis-19078 154 4 of of ADP bracis-19078 154 5 using use VERB bracis-19078 154 6 only only ADJ bracis-19078 154 7 word word NOUN bracis-19078 154 8 embeddings embedding NOUN bracis-19078 154 9 of of ADP bracis-19078 154 10 the the DET bracis-19078 154 11 input input NOUN bracis-19078 154 12 sentences sentence NOUN bracis-19078 154 13 , , PUNCT bracis-19078 154 14 we we PRON bracis-19078 154 15 feed feed VERB bracis-19078 154 16 both both DET bracis-19078 154 17 the the DET bracis-19078 154 18 vocabulary vocabulary ADJ bracis-19078 154 19 graph graph NOUN bracis-19078 154 20 embedding embed VERB bracis-19078 154 21 obtained obtain VERB bracis-19078 154 22 with with ADP bracis-19078 154 23 the the DET bracis-19078 154 24 eq eq NOUN bracis-19078 154 25 . . PROPN bracis-19078 154 26     SPACE bracis-19078 154 27 ( ( PUNCT bracis-19078 154 28 2 2 NUM bracis-19078 154 29 ) ) PUNCT bracis-19078 154 30 and and CCONJ bracis-19078 154 31 the the DET bracis-19078 154 32 sequence sequence NOUN bracis-19078 154 33 word word NOUN bracis-19078 154 34 embeddings embedding NOUN bracis-19078 154 35 to to ADP bracis-19078 154 36 the the DET bracis-19078 154 37 bert bert PROPN bracis-19078 154 38 transformer transformer NOUN bracis-19078 154 39 . . PUNCT bracis-19078 155 1 in in ADP bracis-19078 155 2 this this DET bracis-19078 155 3 sense sense NOUN bracis-19078 155 4 , , PUNCT bracis-19078 155 5 not not PART bracis-19078 155 6 only only ADV bracis-19078 155 7 the the DET bracis-19078 155 8 order order NOUN bracis-19078 155 9 of of ADP bracis-19078 155 10 the the DET bracis-19078 155 11 words word NOUN bracis-19078 155 12 in in ADP bracis-19078 155 13 the the DET bracis-19078 155 14 sentence sentence NOUN bracis-19078 155 15 is be AUX bracis-19078 155 16 retained retain VERB bracis-19078 155 17 ( ( PUNCT bracis-19078 155 18 local local ADJ bracis-19078 155 19 context context NOUN bracis-19078 155 20 information information NOUN bracis-19078 155 21 ) ) PUNCT bracis-19078 155 22 , , PUNCT bracis-19078 155 23 but but CCONJ bracis-19078 155 24 also also ADV bracis-19078 155 25 the the DET bracis-19078 155 26 background background NOUN bracis-19078 155 27 information information NOUN bracis-19078 155 28 obtained obtain VERB bracis-19078 155 29 by by ADP bracis-19078 155 30 vgcn vgcn NOUN bracis-19078 155 31 ( ( PUNCT bracis-19078 155 32 global global ADJ bracis-19078 155 33 information information NOUN bracis-19078 155 34 of of ADP bracis-19078 155 35 the the DET bracis-19078 155 36 language language NOUN bracis-19078 155 37 ) ) PUNCT bracis-19078 155 38 . . PUNCT bracis-19078 156 1 after after ADP bracis-19078 156 2 that that PRON bracis-19078 156 3 , , PUNCT bracis-19078 156 4 the the DET bracis-19078 156 5 local local ADJ bracis-19078 156 6 and and CCONJ bracis-19078 156 7 global global ADJ bracis-19078 156 8 embedding embed VERB bracis-19078 156 9 are be AUX bracis-19078 156 10 fully fully ADV bracis-19078 156 11 integrated integrate VERB bracis-19078 156 12 through through ADP bracis-19078 156 13 layers layer NOUN bracis-19078 156 14 interacting interact VERB bracis-19078 156 15 them they PRON bracis-19078 156 16 with with ADP bracis-19078 156 17 12 12 NUM bracis-19078 156 18 - - PUNCT bracis-19078 156 19 layers layer NOUN bracis-19078 156 20 and and CCONJ bracis-19078 156 21 12 12 NUM bracis-19078 156 22 - - PUNCT bracis-19078 156 23 heads head NOUN bracis-19078 156 24 of of ADP bracis-19078 156 25 the the DET bracis-19078 156 26 self self NOUN bracis-19078 156 27 - - PUNCT bracis-19078 156 28 attention attention NOUN bracis-19078 156 29 encoder encoder NOUN bracis-19078 156 30 . . PUNCT bracis-19078 157 1 4 4 NUM bracis-19078 157 2 dataset dataset VERB bracis-19078 157 3 since since SCONJ bracis-19078 157 4 our our PRON bracis-19078 157 5 goal goal NOUN bracis-19078 157 6 is be AUX bracis-19078 157 7 to to PART bracis-19078 157 8 identify identify VERB bracis-19078 157 9 the the DET bracis-19078 157 10 aggressiveness aggressiveness NOUN bracis-19078 157 11 content content NOUN bracis-19078 157 12 in in ADP bracis-19078 157 13 social social ADJ bracis-19078 157 14 media medium NOUN bracis-19078 157 15 for for ADP bracis-19078 157 16 spanish spanish ADJ bracis-19078 157 17 , , PUNCT bracis-19078 157 18 we we PRON bracis-19078 157 19 worked work VERB bracis-19078 157 20 with with ADP bracis-19078 157 21 the the DET bracis-19078 157 22 mexican mexican ADJ bracis-19078 157 23 spanish spanish ADJ bracis-19078 157 24 dataset dataset VERB bracis-19078 157 25 mex mex PROPN bracis-19078 157 26 - - PUNCT bracis-19078 157 27 a3 a3 NOUN bracis-19078 157 28 t t NOUN bracis-19078 157 29 trackfootnote trackfootnote NOUN bracis-19078 157 30 3 3 X bracis-19078 157 31 . . PUNCT bracis-19078 158 1 we we PRON bracis-19078 158 2 also also ADV bracis-19078 158 3 noted note VERB bracis-19078 158 4 that that SCONJ bracis-19078 158 5 this this DET bracis-19078 158 6 track track NOUN bracis-19078 158 7 on on ADP bracis-19078 158 8 detecting detect VERB bracis-19078 158 9 aggressive aggressive ADJ bracis-19078 158 10 language language NOUN bracis-19078 158 11 is be AUX bracis-19078 158 12 not not PART bracis-19078 158 13 new new ADJ bracis-19078 158 14 ; ; PUNCT bracis-19078 158 15 however however ADV bracis-19078 158 16 , , PUNCT bracis-19078 158 17 it it PRON bracis-19078 158 18 is be AUX bracis-19078 158 19 still still ADV bracis-19078 158 20 a a DET bracis-19078 158 21 challenge challenge NOUN bracis-19078 158 22 for for ADP bracis-19078 158 23 the the DET bracis-19078 158 24 spanish spanish ADJ bracis-19078 158 25 language language NOUN bracis-19078 158 26 as as SCONJ bracis-19078 158 27 shown show VERB bracis-19078 158 28 in in ADP bracis-19078 158 29 the the DET bracis-19078 158 30 previous previous ADJ bracis-19078 158 31 workshops workshop NOUN bracis-19078 158 32 : : PUNCT bracis-19078 158 33 trac2020footnote trac2020footnote VERB bracis-19078 158 34 4 4 NUM bracis-19078 158 35 , , PUNCT bracis-19078 158 36 iberlef2020footnote iberlef2020footnote VERB bracis-19078 158 37 5 5 NUM bracis-19078 158 38 and and CCONJ bracis-19078 158 39 the the DET bracis-19078 158 40 track track NOUN bracis-19078 158 41 at at ADP bracis-19078 158 42 ivereval2018 ivereval2018 PROPN bracis-19078 158 43 . . PUNCT bracis-19078 159 1 the the DET bracis-19078 159 2 dataset dataset NOUN bracis-19078 159 3 was be AUX bracis-19078 159 4 collected collect VERB bracis-19078 159 5 considering consider VERB bracis-19078 159 6 twitter twitter NOUN bracis-19078 159 7 as as ADP bracis-19078 159 8 a a DET bracis-19078 159 9 main main ADJ bracis-19078 159 10 source source NOUN bracis-19078 159 11 media medium NOUN bracis-19078 159 12 since since SCONJ bracis-19078 159 13 it it PRON bracis-19078 159 14 is be AUX bracis-19078 159 15 open open ADJ bracis-19078 159 16 and and CCONJ bracis-19078 159 17 its its PRON bracis-19078 159 18 anonymity anonymity NOUN bracis-19078 159 19 allows allow VERB bracis-19078 159 20 people people NOUN bracis-19078 159 21 to to PART bracis-19078 159 22 write write VERB bracis-19078 159 23 judgments judgment NOUN bracis-19078 159 24 about about ADP bracis-19078 159 25 others other NOUN bracis-19078 159 26 . . PUNCT bracis-19078 160 1 while while SCONJ bracis-19078 160 2 building build VERB bracis-19078 160 3 the the DET bracis-19078 160 4 corpus corpus NOUN bracis-19078 160 5 they they PRON bracis-19078 160 6 use use VERB bracis-19078 160 7 some some DET bracis-19078 160 8 rude rude ADJ bracis-19078 160 9 words word NOUN bracis-19078 160 10 and and CCONJ bracis-19078 160 11 controversial controversial ADJ bracis-19078 160 12 hashtags hashtag NOUN bracis-19078 160 13 to to PART bracis-19078 160 14 narrow narrow VERB bracis-19078 160 15 the the DET bracis-19078 160 16 search search NOUN bracis-19078 160 17 that that PRON bracis-19078 160 18 ranged range VERB bracis-19078 160 19 from from ADP bracis-19078 160 20 august august PROPN bracis-19078 160 21 until until ADP bracis-19078 160 22 november november PROPN bracis-19078 160 23 of of ADP bracis-19078 160 24 2017 2017 NUM bracis-19078 160 25 . . PUNCT bracis-19078 161 1 they they PRON bracis-19078 161 2 also also ADV bracis-19078 161 3 used use VERB bracis-19078 161 4 around around ADP bracis-19078 161 5 143 143 NUM bracis-19078 161 6 terms term NOUN bracis-19078 161 7 that that PRON bracis-19078 161 8 served serve VERB bracis-19078 161 9 as as ADP bracis-19078 161 10 a a DET bracis-19078 161 11 seed seed NOUN bracis-19078 161 12 to to PART bracis-19078 161 13 extract extract VERB bracis-19078 161 14 tweets tweet NOUN bracis-19078 161 15 [ [ X bracis-19078 161 16 13 13 NUM bracis-19078 161 17 ] ] PUNCT bracis-19078 161 18 . . PUNCT bracis-19078 162 1 additionally additionally ADV bracis-19078 162 2 , , PUNCT bracis-19078 162 3 the the DET bracis-19078 162 4 mex mex NOUN bracis-19078 162 5 - - PUNCT bracis-19078 162 6 a3 a3 NOUN bracis-19078 162 7 t t NOUN bracis-19078 162 8 contains contain VERB bracis-19078 162 9 10.475 10.475 NUM bracis-19078 162 10 tweets tweet NOUN bracis-19078 162 11 3143 3143 NUM bracis-19078 162 12 for for ADP bracis-19078 162 13 testing testing NOUN bracis-19078 162 14 and and CCONJ bracis-19078 162 15 7332 7332 NUM bracis-19078 162 16 for for ADP bracis-19078 162 17 training training NOUN bracis-19078 162 18 ( ( PUNCT bracis-19078 162 19 see see VERB bracis-19078 162 20 table table NOUN bracis-19078 162 21     SPACE bracis-19078 162 22 1 1 NUM bracis-19078 162 23 ) ) PUNCT bracis-19078 162 24 and and CCONJ bracis-19078 162 25 we we PRON bracis-19078 162 26 also also ADV bracis-19078 162 27 noted note VERB bracis-19078 162 28 that that SCONJ bracis-19078 162 29 the the DET bracis-19078 162 30 test test NOUN bracis-19078 162 31 set set NOUN bracis-19078 162 32 does do AUX bracis-19078 162 33 not not PART bracis-19078 162 34 contain contain VERB bracis-19078 162 35 labels label NOUN bracis-19078 162 36 in in ADP bracis-19078 162 37 the the DET bracis-19078 162 38 dataset dataset NOUN bracis-19078 162 39 . . PUNCT bracis-19078 163 1 it it PRON bracis-19078 163 2 is be AUX bracis-19078 163 3 worth worth ADJ bracis-19078 163 4 noting note VERB bracis-19078 163 5 that that SCONJ bracis-19078 163 6 the the DET bracis-19078 163 7 data datum NOUN bracis-19078 163 8 ( ( PUNCT bracis-19078 163 9 tweets tweet NOUN bracis-19078 163 10 ) ) PUNCT bracis-19078 163 11 contains contain VERB bracis-19078 163 12 a a DET bracis-19078 163 13 dictionary dictionary NOUN bracis-19078 163 14 of of ADP bracis-19078 163 15 mexican mexican ADJ bracis-19078 163 16 words word NOUN bracis-19078 163 17 “ " PUNCT bracis-19078 163 18 mexicanisms mexicanism NOUN bracis-19078 163 19 ” " PUNCT bracis-19078 163 20 with with ADP bracis-19078 163 21 at at ADV bracis-19078 163 22 least least ADV bracis-19078 163 23 one one NUM bracis-19078 163 24 of of ADP bracis-19078 163 25 vulgar vulgar ADJ bracis-19078 163 26 or or CCONJ bracis-19078 163 27 insulting insulting ADJ bracis-19078 163 28 words word NOUN bracis-19078 163 29 ; ; PUNCT bracis-19078 163 30 then then ADV bracis-19078 163 31 they they PRON bracis-19078 163 32 were be AUX bracis-19078 163 33 manually manually ADV bracis-19078 163 34 labeled label VERB bracis-19078 163 35 with with ADP bracis-19078 163 36 “ " PUNCT bracis-19078 163 37 aggressive aggressive ADJ bracis-19078 163 38 ” " PUNCT bracis-19078 163 39 and and CCONJ bracis-19078 163 40 “ " PUNCT bracis-19078 163 41 non non X bracis-19078 163 42 aggressive aggressive ADJ bracis-19078 163 43 ” " PUNCT bracis-19078 163 44 . . PUNCT bracis-19078 164 1 the the DET bracis-19078 164 2 criteria criterion NOUN bracis-19078 164 3 used use VERB bracis-19078 164 4 while while SCONJ bracis-19078 164 5 tagging tagging NOUN bracis-19078 164 6 was be AUX bracis-19078 164 7 on on ADP bracis-19078 164 8 the the DET bracis-19078 164 9 promise promise NOUN bracis-19078 164 10 that that SCONJ bracis-19078 164 11 offensive offensive ADJ bracis-19078 164 12 content content NOUN bracis-19078 164 13 is be AUX bracis-19078 164 14 disparaging disparage VERB bracis-19078 164 15 or or CCONJ bracis-19078 164 16 humiliating humiliate VERB bracis-19078 164 17 a a DET bracis-19078 164 18 person person NOUN bracis-19078 164 19 or or CCONJ bracis-19078 164 20 a a DET bracis-19078 164 21 group group NOUN bracis-19078 164 22 of of ADP bracis-19078 164 23 persons person NOUN bracis-19078 164 24 [ [ X bracis-19078 164 25 3 3 NUM bracis-19078 164 26 ] ] PUNCT bracis-19078 164 27 . . PUNCT bracis-19078 165 1 the the DET bracis-19078 165 2 linguistic linguistic ADJ bracis-19078 165 3 criteria criterion NOUN bracis-19078 165 4 are be AUX bracis-19078 165 5 the the DET bracis-19078 165 6 approach approach NOUN bracis-19078 165 7 of of ADP bracis-19078 165 8 using use VERB bracis-19078 165 9 “ " PUNCT bracis-19078 165 10 vulgar vulgar ADJ bracis-19078 165 11 , , PUNCT bracis-19078 165 12 aggressive aggressive ADJ bracis-19078 165 13 and and CCONJ bracis-19078 165 14 offensive offensive ADJ bracis-19078 165 15 ” " PUNCT bracis-19078 165 16 as as ADP bracis-19078 165 17 an an DET bracis-19078 165 18 identifier identifier NOUN bracis-19078 165 19 . . PUNCT bracis-19078 166 1 diaz diaz PROPN bracis-19078 166 2 et et PROPN bracis-19078 166 3 al al PROPN bracis-19078 166 4 . . PUNCT bracis-19078 167 1 [ [ X bracis-19078 167 2 13 13 NUM bracis-19078 167 3 ] ] PUNCT bracis-19078 167 4 used use VERB bracis-19078 167 5 a a DET bracis-19078 167 6 new new ADJ bracis-19078 167 7 annotation annotation NOUN bracis-19078 167 8 scheme scheme NOUN bracis-19078 167 9 based base VERB bracis-19078 167 10 on on ADP bracis-19078 167 11 the the DET bracis-19078 167 12 linguistic linguistic ADJ bracis-19078 167 13 characteristics characteristic NOUN bracis-19078 167 14 and and CCONJ bracis-19078 167 15 intent intent NOUN bracis-19078 167 16 of of ADP bracis-19078 167 17 the the DET bracis-19078 167 18 message message NOUN bracis-19078 167 19 . . PUNCT bracis-19078 168 1 table table NOUN bracis-19078 168 2 1 1 NUM bracis-19078 168 3 . . PUNCT bracis-19078 169 1 mex mex NOUN bracis-19078 169 2 - - PUNCT bracis-19078 169 3 a3 a3 NOUN bracis-19078 169 4 t t NOUN bracis-19078 169 5 tweets tweet NOUN bracis-19078 169 6 with with ADP bracis-19078 169 7 aggressive aggressive ADJ bracis-19078 169 8 data datum NOUN bracis-19078 169 9 set set VERB bracis-19078 169 10 distribution distribution NOUN bracis-19078 169 11 of of ADP bracis-19078 169 12 classes.full classes.full ADJ bracis-19078 169 13 size size NOUN bracis-19078 169 14 table table NOUN bracis-19078 169 15 the the DET bracis-19078 169 16 aggressive aggressive ADJ bracis-19078 169 17 content content NOUN bracis-19078 169 18 samples sample NOUN bracis-19078 169 19 are be AUX bracis-19078 169 20 shown show VERB bracis-19078 169 21 below below ADP bracis-19078 169 22 , , PUNCT bracis-19078 169 23 we we PRON bracis-19078 169 24 use use VERB bracis-19078 169 25 # # NOUN bracis-19078 169 26 symbol symbol NOUN bracis-19078 169 27 to to PART bracis-19078 169 28 hide hide VERB bracis-19078 169 29 the the DET bracis-19078 169 30 aggressive aggressive ADJ bracis-19078 169 31 word word NOUN bracis-19078 169 32 in in ADP bracis-19078 169 33 purpose purpose NOUN bracis-19078 169 34 to to PART bracis-19078 169 35 avoid avoid VERB bracis-19078 169 36 any any DET bracis-19078 169 37 offensive offensive ADJ bracis-19078 169 38 words word NOUN bracis-19078 169 39 for for ADP bracis-19078 169 40 the the DET bracis-19078 169 41 reader reader NOUN bracis-19078 169 42 . . PUNCT bracis-19078 170 1 aggresssive aggresssive ADJ bracis-19078 170 2 samples sample NOUN bracis-19078 170 3 : : PUNCT bracis-19078 170 4 “ " PUNCT bracis-19078 170 5 sólo sólo VERB bracis-19078 170 6 a a DET bracis-19078 170 7 las las PROPN bracis-19078 170 8 pu# pu# PROPN bracis-19078 170 9 .. .. PUNCT bracis-19078 170 10 as as ADP bracis-19078 170 11 mocos#s mocos#s ADJ bracis-19078 170 12 gordas gordas PROPN bracis-19078 170 13 y y PROPN bracis-19078 170 14 feas feas PROPN bracis-19078 170 15 les les PROPN bracis-19078 170 16 gusta gusta PROPN bracis-19078 170 17 ese ese NOUN bracis-19078 170 18 al%man al%man PROPN bracis-19078 170 19 xd xd INTJ bracis-19078 170 20 ” " PUNCT bracis-19078 170 21 “ " PUNCT bracis-19078 170 22 profe profe PROPN bracis-19078 170 23 hijo hijo PROPN bracis-19078 170 24 de de PROPN bracis-19078 170 25 las las PROPN bracis-19078 170 26 mil mil PROPN bracis-19078 170 27 pu# pu# PROPN bracis-19078 170 28 .. .. PUNCT bracis-19078 170 29 as as ADP bracis-19078 170 30 6 6 NUM bracis-19078 170 31 de de X bracis-19078 170 32 calificación calificación X bracis-19078 170 33 como como PROPN bracis-19078 170 34 es es X bracis-19078 170 35 posible posible ADJ bracis-19078 170 36 . . PUNCT bracis-19078 170 37 ” " PUNCT bracis-19078 171 1 non non ADJ bracis-19078 171 2 aggressive aggressive ADJ bracis-19078 171 3 samples sample NOUN bracis-19078 171 4 : : PUNCT bracis-19078 171 5 “ " PUNCT bracis-19078 171 6 put#s put#s PROPN bracis-19078 171 7 madres madres PROPN bracis-19078 171 8 ahora ahora PROPN bracis-19078 171 9 comprendo comprendo PROPN bracis-19078 171 10 todo todo PROPN bracis-19078 171 11 , , PUNCT bracis-19078 171 12 tu tu PROPN bracis-19078 171 13 tan tan PROPN bracis-19078 171 14 lava lava NOUN bracis-19078 171 15 y y PROPN bracis-19078 171 16 yo yo PROPN bracis-19078 171 17 tan tan PROPN bracis-19078 171 18 frio frio PROPN bracis-19078 171 19 ” " PUNCT bracis-19078 171 20 “ " PUNCT bracis-19078 171 21 segunda segunda PROPN bracis-19078 171 22 vez vez PROPN bracis-19078 171 23 que que PROPN bracis-19078 171 24 me me PROPN bracis-19078 171 25 pasa pasa PROPN bracis-19078 171 26 . . PUNCT bracis-19078 172 1 estoy estoy PROPN bracis-19078 172 2 hasta hasta PROPN bracis-19078 172 3 la la PROPN bracis-19078 172 4 madre madre PROPN bracis-19078 172 5 ” " PUNCT bracis-19078 172 6 we we PRON bracis-19078 172 7 follow follow VERB bracis-19078 172 8 [ [ X bracis-19078 172 9 15 15 NUM bracis-19078 172 10 ] ] PUNCT bracis-19078 172 11 to to PART bracis-19078 172 12 split split VERB bracis-19078 172 13 the the DET bracis-19078 172 14 data datum NOUN bracis-19078 172 15 , , PUNCT bracis-19078 172 16 i.e. i.e. X bracis-19078 172 17 , , PUNCT bracis-19078 172 18 80 80 NUM bracis-19078 172 19 % % NOUN bracis-19078 172 20 for for ADP bracis-19078 172 21 training training NOUN bracis-19078 172 22 and and CCONJ bracis-19078 172 23 20 20 NUM bracis-19078 172 24 % % NOUN bracis-19078 172 25 for for ADP bracis-19078 172 26 testing testing NOUN bracis-19078 172 27 . . PUNCT bracis-19078 173 1 the the DET bracis-19078 173 2 picture picture NOUN bracis-19078 173 3 below below ADV bracis-19078 173 4 describes describe VERB bracis-19078 173 5 this this DET bracis-19078 173 6 distribution distribution NOUN bracis-19078 173 7 . . PUNCT bracis-19078 174 1 we we PRON bracis-19078 174 2 can can AUX bracis-19078 174 3 see see VERB bracis-19078 174 4 that that SCONJ bracis-19078 174 5 the the DET bracis-19078 174 6 amount amount NOUN bracis-19078 174 7 of of ADP bracis-19078 174 8 non non ADJ bracis-19078 174 9 - - ADJ bracis-19078 174 10 aggressive aggressive ADJ bracis-19078 174 11 content content NOUN bracis-19078 174 12 is be AUX bracis-19078 174 13 greater great ADJ bracis-19078 174 14 which which PRON bracis-19078 174 15 means mean VERB bracis-19078 174 16 our our PRON bracis-19078 174 17 data datum NOUN bracis-19078 174 18 is be AUX bracis-19078 174 19 imbalanced imbalance VERB bracis-19078 174 20 ( ( PUNCT bracis-19078 174 21 fig fig NOUN bracis-19078 174 22 . . PUNCT bracis-19078 174 23     SPACE bracis-19078 174 24 2 2 NUM bracis-19078 174 25 ) ) PUNCT bracis-19078 174 26 , , PUNCT bracis-19078 174 27 but but CCONJ bracis-19078 174 28 also also ADV bracis-19078 174 29 it it PRON bracis-19078 174 30 reflects reflect VERB bracis-19078 174 31 the the DET bracis-19078 174 32 true true ADJ bracis-19078 174 33 distribution distribution NOUN bracis-19078 174 34 of of ADP bracis-19078 174 35 data datum NOUN bracis-19078 174 36 ( ( PUNCT bracis-19078 174 37 more more ADV bracis-19078 174 38 detailed detailed ADJ bracis-19078 174 39 in in ADP bracis-19078 174 40 [ [ X bracis-19078 174 41 1 1 NUM bracis-19078 174 42 ] ] NUM bracis-19078 174 43 ) ) PUNCT bracis-19078 174 44 . . PUNCT bracis-19078 175 1 fig fig NOUN bracis-19078 175 2 . . PUNCT bracis-19078 176 1 2 2 X bracis-19078 176 2 . . X bracis-19078 176 3 mex mex NOUN bracis-19078 176 4 - - PUNCT bracis-19078 176 5 a3 a3 NOUN bracis-19078 176 6 t t NOUN bracis-19078 176 7 dataset dataset VERB bracis-19078 176 8 with with ADP bracis-19078 176 9 5222 5222 NUM bracis-19078 176 10 labeled label VERB bracis-19078 176 11 distribution distribution NOUN bracis-19078 176 12 , , PUNCT bracis-19078 176 13 left leave VERB bracis-19078 176 14 : : PUNCT bracis-19078 176 15 28.8 28.8 NUM bracis-19078 176 16 % % NOUN bracis-19078 176 17 ( ( PUNCT bracis-19078 176 18 green green ADJ bracis-19078 176 19 ) ) PUNCT bracis-19078 176 20 aggressive aggressive ADJ bracis-19078 176 21 , , PUNCT bracis-19078 176 22 71.2 71.2 NUM bracis-19078 176 23 % % NOUN bracis-19078 176 24 no no PRON bracis-19078 176 25 aggressive aggressive ADJ bracis-19078 176 26 ( ( PUNCT bracis-19078 176 27 pink pink ADJ bracis-19078 176 28 ) ) PUNCT bracis-19078 176 29 , , PUNCT bracis-19078 176 30 right right ADJ bracis-19078 176 31 : : PUNCT bracis-19078 176 32 bar bar NOUN bracis-19078 176 33 shows show VERB bracis-19078 176 34 the the DET bracis-19078 176 35 majority majority NOUN bracis-19078 176 36 class class NOUN bracis-19078 176 37 of of ADP bracis-19078 176 38 the the DET bracis-19078 176 39 “ " PUNCT bracis-19078 176 40 non non ADJ bracis-19078 176 41 - - ADJ bracis-19078 176 42 aggressive aggressive ADJ bracis-19078 176 43 ” " PUNCT bracis-19078 176 44 ( ( PUNCT bracis-19078 176 45 blue blue ADJ bracis-19078 176 46 ) ) PUNCT bracis-19078 176 47 class class NOUN bracis-19078 176 48 0 0 NUM bracis-19078 176 49 and and CCONJ bracis-19078 176 50 2110 2110 NUM bracis-19078 176 51 for for ADP bracis-19078 176 52 “ " PUNCT bracis-19078 176 53 aggressive aggressive ADJ bracis-19078 176 54 ” " PUNCT bracis-19078 176 55 ( ( PUNCT bracis-19078 176 56 orange orange ADJ bracis-19078 176 57 ) ) PUNCT bracis-19078 176 58 class class NOUN bracis-19078 176 59 1 1 NUM bracis-19078 176 60 . . PUNCT bracis-19078 177 1 ( ( PUNCT bracis-19078 177 2 color color NOUN bracis-19078 177 3 figure figure NOUN bracis-19078 177 4 online online ADV bracis-19078 177 5 ) ) PUNCT bracis-19078 177 6 full full ADJ bracis-19078 177 7 size size NOUN bracis-19078 177 8 image image NOUN bracis-19078 177 9 5 5 NUM bracis-19078 177 10 experiments experiment NOUN bracis-19078 177 11 this this DET bracis-19078 177 12 section section NOUN bracis-19078 177 13 presents present VERB bracis-19078 177 14 the the DET bracis-19078 177 15 baselines baseline NOUN bracis-19078 177 16 models model NOUN bracis-19078 177 17 , , PUNCT bracis-19078 177 18 pre pre ADJ bracis-19078 177 19 - - ADJ bracis-19078 177 20 processing processing ADJ bracis-19078 177 21 techniques technique NOUN bracis-19078 177 22 , , PUNCT bracis-19078 177 23 experiments experiment NOUN bracis-19078 177 24 , , PUNCT bracis-19078 177 25 evaluation evaluation NOUN bracis-19078 177 26 methodology methodology NOUN bracis-19078 177 27 , , PUNCT bracis-19078 177 28 and and CCONJ bracis-19078 177 29 results result NOUN bracis-19078 177 30 . . PUNCT bracis-19078 178 1 we we PRON bracis-19078 178 2 also also ADV bracis-19078 178 3 discuss discuss VERB bracis-19078 178 4 how how SCONJ bracis-19078 178 5 we we PRON bracis-19078 178 6 address address VERB bracis-19078 178 7 the the DET bracis-19078 178 8 issue issue NOUN bracis-19078 178 9 of of ADP bracis-19078 178 10 vocabulary vocabulary ADJ bracis-19078 178 11 performance performance NOUN bracis-19078 178 12 within within ADP bracis-19078 178 13 aggressive aggressive ADJ bracis-19078 178 14 identification identification NOUN bracis-19078 178 15 . . PUNCT bracis-19078 179 1 5.1 5.1 NUM bracis-19078 179 2 baselines baseline NOUN bracis-19078 179 3 and and CCONJ bracis-19078 179 4 task task NOUN bracis-19078 179 5 in in ADP bracis-19078 179 6 order order NOUN bracis-19078 179 7 to to PART bracis-19078 179 8 investigate investigate VERB bracis-19078 179 9 the the DET bracis-19078 179 10 aggressiveness aggressiveness NOUN bracis-19078 179 11 detection detection NOUN bracis-19078 179 12 for for ADP bracis-19078 179 13 mexican mexican ADJ bracis-19078 179 14 spanish spanish ADJ bracis-19078 179 15 language language NOUN bracis-19078 179 16 , , PUNCT bracis-19078 179 17 we we PRON bracis-19078 179 18 studied study VERB bracis-19078 179 19 the the DET bracis-19078 179 20 previous previous ADJ bracis-19078 179 21 techniques technique NOUN bracis-19078 179 22 and and CCONJ bracis-19078 179 23 research research NOUN bracis-19078 179 24 lines line NOUN bracis-19078 179 25 . . PUNCT bracis-19078 180 1 according accord VERB bracis-19078 180 2 the the DET bracis-19078 180 3 literature literature NOUN bracis-19078 180 4 and and CCONJ bracis-19078 180 5 the the DET bracis-19078 180 6 best good ADJ bracis-19078 180 7 performance performance NOUN bracis-19078 180 8 models model NOUN bracis-19078 180 9 , , PUNCT bracis-19078 180 10 we we PRON bracis-19078 180 11 re re VERB bracis-19078 180 12 - - VERB bracis-19078 180 13 implement implement VERB bracis-19078 180 14 the the DET bracis-19078 180 15 current current ADJ bracis-19078 180 16 state state NOUN bracis-19078 180 17 of of ADP bracis-19078 180 18 the the DET bracis-19078 180 19 art art NOUN bracis-19078 180 20 model model NOUN bracis-19078 180 21 proposed propose VERB bracis-19078 180 22 during during ADP bracis-19078 180 23 the the DET bracis-19078 180 24 mex mex NOUN bracis-19078 180 25 - - PUNCT bracis-19078 180 26 a3 a3 NOUN bracis-19078 180 27 t t NOUN bracis-19078 180 28 2020 2020 NUM bracis-19078 180 29 track track NOUN bracis-19078 181 1 [ [ X bracis-19078 181 2 15 15 NUM bracis-19078 181 3 ] ] PUNCT bracis-19078 181 4 . . PUNCT bracis-19078 182 1 we we PRON bracis-19078 182 2 also also ADV bracis-19078 182 3 took take VERB bracis-19078 182 4 other other ADJ bracis-19078 182 5 baselines baseline NOUN bracis-19078 182 6 [ [ X bracis-19078 182 7 3 3 NUM bracis-19078 182 8 ] ] PUNCT bracis-19078 182 9 . . PUNCT bracis-19078 183 1 besides besides SCONJ bracis-19078 183 2 bert bert PROPN bracis-19078 183 3 there there PRON bracis-19078 183 4 are be VERB bracis-19078 183 5 others other NOUN bracis-19078 183 6 neural neural ADJ bracis-19078 183 7 network network NOUN bracis-19078 183 8 models model NOUN bracis-19078 183 9 that that PRON bracis-19078 183 10 we we PRON bracis-19078 183 11 will will AUX bracis-19078 183 12 detail detail VERB bracis-19078 183 13 below below ADV bracis-19078 183 14 : : PUNCT bracis-19078 183 15 bow bow VERB bracis-19078 183 16 with with ADP bracis-19078 183 17 svm svm PROPN bracis-19078 183 18 ( ( PUNCT bracis-19078 183 19 base base NOUN bracis-19078 183 20 - - PUNCT bracis-19078 183 21 line line NOUN bracis-19078 183 22 ): ): PUNCT bracis-19078 183 23 the the DET bracis-19078 183 24 approach approach NOUN bracis-19078 183 25 is be AUX bracis-19078 183 26 presented present VERB bracis-19078 183 27 as as ADP bracis-19078 183 28 a a DET bracis-19078 183 29 traditional traditional ADJ bracis-19078 183 30 machine machine NOUN bracis-19078 183 31 learning learning NOUN bracis-19078 183 32 approach approach NOUN bracis-19078 183 33 . . PUNCT bracis-19078 184 1 the the DET bracis-19078 184 2 model model NOUN bracis-19078 184 3 uses use VERB bracis-19078 184 4 a a DET bracis-19078 184 5 bag bag NOUN bracis-19078 184 6 - - PUNCT bracis-19078 184 7 of of ADP bracis-19078 184 8 - - PUNCT bracis-19078 184 9 words word NOUN bracis-19078 184 10 representation representation NOUN bracis-19078 184 11 with with ADP bracis-19078 184 12 tf tf INTJ bracis-19078 184 13 and and CCONJ bracis-19078 184 14 tf tf PROPN bracis-19078 184 15 - - PUNCT bracis-19078 184 16 idf idf PROPN bracis-19078 184 17 weights weight NOUN bracis-19078 184 18 . . PUNCT bracis-19078 185 1 one one NUM bracis-19078 185 2 of of ADP bracis-19078 185 3 their their PRON bracis-19078 185 4 good good ADJ bracis-19078 185 5 results result NOUN bracis-19078 185 6 is be AUX bracis-19078 185 7 obtained obtain VERB bracis-19078 185 8 when when SCONJ bracis-19078 185 9 applying apply VERB bracis-19078 185 10 a a DET bracis-19078 185 11 svm svm NOUN bracis-19078 185 12 and and CCONJ bracis-19078 185 13 other other ADJ bracis-19078 185 14 neural neural ADJ bracis-19078 185 15 network network NOUN bracis-19078 185 16 [ [ X bracis-19078 185 17 4 4 NUM bracis-19078 185 18 ] ] PUNCT bracis-19078 185 19 . . PUNCT bracis-19078 186 1 bi bi NOUN bracis-19078 186 2 - - ADJ bracis-19078 186 3 lstm lstm ADJ bracis-19078 186 4 ( ( PUNCT bracis-19078 186 5 base base NOUN bracis-19078 186 6 - - PUNCT bracis-19078 186 7 line line NOUN bracis-19078 186 8 ): ): PUNCT bracis-19078 186 9 this this DET bracis-19078 186 10 deep deep ADJ bracis-19078 186 11 learning learning NOUN bracis-19078 186 12 model model NOUN bracis-19078 186 13 approach approach NOUN bracis-19078 186 14 is be AUX bracis-19078 186 15 a a DET bracis-19078 186 16 bi bi ADJ bracis-19078 186 17 - - ADJ bracis-19078 186 18 directional directional ADJ bracis-19078 186 19 gru gru NOUN bracis-19078 186 20 model model NOUN bracis-19078 186 21 that that PRON bracis-19078 186 22 uses use VERB bracis-19078 186 23 words word NOUN bracis-19078 186 24 as as ADP bracis-19078 186 25 inputs input NOUN bracis-19078 186 26 . . PUNCT bracis-19078 187 1 the the DET bracis-19078 187 2 model model NOUN bracis-19078 187 3 also also ADV bracis-19078 187 4 combines combine VERB bracis-19078 187 5 the the DET bracis-19078 187 6 predictions prediction NOUN bracis-19078 187 7 of of ADP bracis-19078 187 8 gender gender NOUN bracis-19078 187 9 and and CCONJ bracis-19078 187 10 occupation occupation NOUN bracis-19078 187 11 of of ADP bracis-19078 187 12 users user NOUN bracis-19078 187 13 obtained obtain VERB bracis-19078 187 14 by by ADP bracis-19078 187 15 a a DET bracis-19078 187 16 reference reference NOUN bracis-19078 187 17 model model NOUN bracis-19078 187 18 , , PUNCT bracis-19078 187 19 it it PRON bracis-19078 187 20 uses use VERB bracis-19078 187 21 a a DET bracis-19078 187 22 simple simple ADJ bracis-19078 187 23 concatenation concatenation NOUN bracis-19078 187 24 and and CCONJ bracis-19078 187 25 one one NUM bracis-19078 187 26 - - PUNCT bracis-19078 187 27 hot hot ADJ bracis-19078 187 28 - - PUNCT bracis-19078 187 29 encodings encoding NOUN bracis-19078 187 30 [ [ X bracis-19078 187 31 14 14 NUM bracis-19078 187 32 ] ] PUNCT bracis-19078 187 33 . . PUNCT bracis-19078 188 1 transformers transformer NOUN bracis-19078 188 2 ( ( PUNCT bracis-19078 188 3 state state NOUN bracis-19078 188 4 - - PUNCT bracis-19078 188 5 of of ADP bracis-19078 188 6 - - PUNCT bracis-19078 188 7 the the DET bracis-19078 188 8 - - PUNCT bracis-19078 188 9 art art NOUN bracis-19078 188 10 ): ): PUNCT bracis-19078 188 11 the the DET bracis-19078 188 12 approach approach NOUN bracis-19078 188 13 uses use VERB bracis-19078 188 14 the the DET bracis-19078 188 15 novel novel ADJ bracis-19078 188 16 pre pre VERB bracis-19078 188 17 - - ADJ bracis-19078 188 18 trained train VERB bracis-19078 188 19 bert bert NOUN bracis-19078 188 20 and and CCONJ bracis-19078 188 21 performs perform VERB bracis-19078 188 22 fine fine ADV bracis-19078 188 23 - - PUNCT bracis-19078 188 24 tuning tuning NOUN bracis-19078 188 25 to to PART bracis-19078 188 26 accomplish accomplish VERB bracis-19078 188 27 the the DET bracis-19078 188 28 detection detection NOUN bracis-19078 188 29 of of ADP bracis-19078 188 30 aggression aggression NOUN bracis-19078 188 31 for for ADP bracis-19078 188 32 spanish spanish NOUN bracis-19078 188 33 . . PUNCT bracis-19078 189 1 the the DET bracis-19078 189 2 bert bert PROPN bracis-19078 189 3 variation variation NOUN bracis-19078 189 4 used use VERB bracis-19078 189 5 is be AUX bracis-19078 189 6 the the DET bracis-19078 189 7 spanish spanish ADJ bracis-19078 189 8 transformer transformer NOUN bracis-19078 189 9 - - PUNCT bracis-19078 189 10 based base VERB bracis-19078 189 11 bert bert NOUN bracis-19078 189 12 called call VERB bracis-19078 189 13 betofootnote betofootnote NOUN bracis-19078 189 14 6 6 NUM bracis-19078 189 15 . . PUNCT bracis-19078 190 1 there there PRON bracis-19078 190 2 are be VERB bracis-19078 190 3 also also ADV bracis-19078 190 4 beto beto NOUN bracis-19078 190 5 improvements improvement NOUN bracis-19078 190 6 using use VERB bracis-19078 190 7 multiple multiple ADJ bracis-19078 190 8 ensembles ensemble NOUN bracis-19078 190 9 of of ADP bracis-19078 190 10 these these DET bracis-19078 190 11 models model NOUN bracis-19078 190 12 , , PUNCT bracis-19078 190 13 weighting weight VERB bracis-19078 190 14 vote vote NOUN bracis-19078 190 15 schemes scheme NOUN bracis-19078 190 16 and and CCONJ bracis-19078 190 17 different different ADJ bracis-19078 190 18 data datum NOUN bracis-19078 190 19 augmentation augmentation NOUN bracis-19078 190 20 techniques technique NOUN bracis-19078 190 21 [ [ X bracis-19078 190 22 15 15 NUM bracis-19078 190 23 ] ] PUNCT bracis-19078 190 24 . . PUNCT bracis-19078 191 1 most most ADJ bracis-19078 191 2 of of ADP bracis-19078 191 3 the the DET bracis-19078 191 4 models model NOUN bracis-19078 191 5 above above ADP bracis-19078 191 6 work work NOUN bracis-19078 191 7 well well ADV bracis-19078 191 8 ; ; PUNCT bracis-19078 191 9 however however ADV bracis-19078 191 10 , , PUNCT bracis-19078 191 11 we we PRON bracis-19078 191 12 also also ADV bracis-19078 191 13 explore explore VERB bracis-19078 191 14 deep deep ADJ bracis-19078 191 15 learning learn VERB bracis-19078 191 16 classification classification NOUN bracis-19078 191 17 models model NOUN bracis-19078 191 18 in in ADP bracis-19078 191 19 other other ADJ bracis-19078 191 20 languages language NOUN bracis-19078 191 21 . . PUNCT bracis-19078 192 1 thus thus ADV bracis-19078 192 2 , , PUNCT bracis-19078 192 3 we we PRON bracis-19078 192 4 found find VERB bracis-19078 192 5 a a DET bracis-19078 192 6 good good ADJ bracis-19078 192 7 performance performance NOUN bracis-19078 192 8 of of ADP bracis-19078 192 9 the the DET bracis-19078 192 10 vgcn vgcn NOUN bracis-19078 192 11 - - PUNCT bracis-19078 192 12 bert bert NOUN bracis-19078 192 13 for for ADP bracis-19078 192 14 english english ADJ bracis-19078 192 15 text text NOUN bracis-19078 192 16 classification classification NOUN bracis-19078 192 17 task task NOUN bracis-19078 192 18 . . PUNCT bracis-19078 193 1 of of ADP bracis-19078 193 2 course course NOUN bracis-19078 193 3 , , PUNCT bracis-19078 193 4 there there PRON bracis-19078 193 5 are be VERB bracis-19078 193 6 other other ADJ bracis-19078 193 7 attempts attempt NOUN bracis-19078 193 8 to to PART bracis-19078 193 9 combine combine VERB bracis-19078 193 10 vgcn vgcn ADJ bracis-19078 193 11 with with ADP bracis-19078 193 12 bert bert PROPN bracis-19078 193 13 ( ( PUNCT bracis-19078 193 14 see see VERB bracis-19078 193 15 sect sect NOUN bracis-19078 193 16 . . PUNCT bracis-19078 193 17     SPACE bracis-19078 193 18 2 2 NUM bracis-19078 193 19 ) ) PUNCT bracis-19078 193 20 . . PUNCT bracis-19078 194 1 we we PRON bracis-19078 194 2 will will AUX bracis-19078 194 3 briefly briefly ADV bracis-19078 194 4 describe describe VERB bracis-19078 194 5 the the DET bracis-19078 194 6 vanilla vanilla NOUN bracis-19078 194 7 model model NOUN bracis-19078 194 8 we we PRON bracis-19078 194 9 based base VERB bracis-19078 194 10 on on ADP bracis-19078 194 11 : : PUNCT bracis-19078 194 12 vanilla vanilla NOUN bracis-19078 194 13 - - PUNCT bracis-19078 194 14 vgcn vgcn NOUN bracis-19078 194 15 - - PUNCT bracis-19078 194 16 bert bert NOUN bracis-19078 194 17 : : PUNCT bracis-19078 194 18 our our PRON bracis-19078 194 19 system system NOUN bracis-19078 194 20 is be AUX bracis-19078 194 21 mainly mainly ADV bracis-19078 194 22 based base VERB bracis-19078 194 23 on on ADP bracis-19078 194 24 this this DET bracis-19078 194 25 model model NOUN bracis-19078 194 26 which which PRON bracis-19078 194 27 combines combine VERB bracis-19078 194 28 bert bert NOUN bracis-19078 194 29 and and CCONJ bracis-19078 194 30 vgcn vgcn ADJ bracis-19078 194 31 . . PUNCT bracis-19078 195 1 first first ADV bracis-19078 195 2 , , PUNCT bracis-19078 195 3 the the DET bracis-19078 195 4 model model NOUN bracis-19078 195 5 produces produce VERB bracis-19078 195 6 two two NUM bracis-19078 195 7 separate separate ADJ bracis-19078 195 8 representations representation NOUN bracis-19078 195 9 through through ADP bracis-19078 195 10 bert bert NOUN bracis-19078 195 11 and and CCONJ bracis-19078 195 12 gcn gcn NOUN bracis-19078 195 13 . . PUNCT bracis-19078 196 1 both both DET bracis-19078 196 2 features feature NOUN bracis-19078 196 3 are be AUX bracis-19078 196 4 concatenated concatenate VERB bracis-19078 196 5 . . PUNCT bracis-19078 197 1 then then ADV bracis-19078 197 2 , , PUNCT bracis-19078 197 3 fully fully ADV bracis-19078 197 4 connected connected ADJ bracis-19078 197 5 layer layer NOUN bracis-19078 197 6 and and CCONJ bracis-19078 197 7 rectified rectify VERB bracis-19078 197 8 linear linear NOUN bracis-19078 197 9 unit unit NOUN bracis-19078 197 10 ( ( PUNCT bracis-19078 197 11 relu relu NOUN bracis-19078 197 12 ) ) PUNCT bracis-19078 197 13 are be AUX bracis-19078 197 14 applied apply VERB bracis-19078 197 15 to to PART bracis-19078 197 16 classify classify VERB bracis-19078 197 17 [ [ X bracis-19078 197 18 16 16 NUM bracis-19078 197 19 ] ] PUNCT bracis-19078 197 20 . . PUNCT bracis-19078 198 1 there there PRON bracis-19078 198 2 is be VERB bracis-19078 198 3 a a DET bracis-19078 198 4 large large ADJ bracis-19078 198 5 number number NOUN bracis-19078 198 6 of of ADP bracis-19078 198 7 models model NOUN bracis-19078 198 8 that that PRON bracis-19078 198 9 obtained obtain VERB bracis-19078 198 10 good good ADJ bracis-19078 198 11 results result NOUN bracis-19078 198 12 for for ADP bracis-19078 198 13 the the DET bracis-19078 198 14 task task NOUN bracis-19078 198 15 of of ADP bracis-19078 198 16 aggressive aggressive ADJ bracis-19078 198 17 content content NOUN bracis-19078 198 18 detection detection NOUN bracis-19078 198 19 on on ADP bracis-19078 198 20 twitter twitter NOUN bracis-19078 198 21 . . PUNCT bracis-19078 199 1 we we PRON bracis-19078 199 2 were be AUX bracis-19078 199 3 also also ADV bracis-19078 199 4 able able ADJ bracis-19078 199 5 to to PART bracis-19078 199 6 describe describe VERB bracis-19078 199 7 some some DET bracis-19078 199 8 other other ADJ bracis-19078 199 9 scopes scope NOUN bracis-19078 199 10 that that PRON bracis-19078 199 11 were be AUX bracis-19078 199 12 given give VERB bracis-19078 199 13 for for ADP bracis-19078 199 14 the the DET bracis-19078 199 15 classification classification NOUN bracis-19078 199 16 of of ADP bracis-19078 199 17 text text NOUN bracis-19078 199 18 in in ADP bracis-19078 199 19 the the DET bracis-19078 199 20 english english ADJ bracis-19078 199 21 language language NOUN bracis-19078 199 22 . . PUNCT bracis-19078 200 1 however however ADV bracis-19078 200 2 , , PUNCT bracis-19078 200 3 we we PRON bracis-19078 200 4 noted note VERB bracis-19078 200 5 that that SCONJ bracis-19078 200 6 multi multi ADJ bracis-19078 200 7 - - ADJ bracis-19078 200 8 tasking tasking ADJ bracis-19078 200 9 models model NOUN bracis-19078 200 10 or or CCONJ bracis-19078 200 11 combined combine VERB bracis-19078 200 12 models model NOUN bracis-19078 200 13 have have AUX bracis-19078 200 14 not not PART bracis-19078 200 15 yet yet ADV bracis-19078 200 16 been be AUX bracis-19078 200 17 proposed propose VERB bracis-19078 200 18 to to PART bracis-19078 200 19 improve improve VERB bracis-19078 200 20 the the DET bracis-19078 200 21 detection detection NOUN bracis-19078 200 22 of of ADP bracis-19078 200 23 aggressive aggressive ADJ bracis-19078 200 24 language language NOUN bracis-19078 200 25 especially especially ADV bracis-19078 200 26 for for ADP bracis-19078 200 27 spanish spanish ADJ bracis-19078 200 28 language language NOUN bracis-19078 200 29 . . PUNCT bracis-19078 201 1 thereby thereby ADV bracis-19078 201 2 , , PUNCT bracis-19078 201 3 we we PRON bracis-19078 201 4 took take VERB bracis-19078 201 5 as as ADP bracis-19078 201 6 a a DET bracis-19078 201 7 baseline baseline NOUN bracis-19078 201 8 the the DET bracis-19078 201 9 works work NOUN bracis-19078 201 10 described describe VERB bracis-19078 201 11 above above ADV bracis-19078 201 12 for for ADP bracis-19078 201 13 the the DET bracis-19078 201 14 aggressive aggressive ADJ bracis-19078 201 15 language language NOUN bracis-19078 201 16 detection detection NOUN bracis-19078 201 17 for for ADP bracis-19078 201 18 mexican mexican PROPN bracis-19078 201 19 spanish spanish PROPN bracis-19078 201 20 . . PUNCT bracis-19078 202 1 5.2 5.2 NUM bracis-19078 202 2 pre pre ADJ bracis-19078 202 3 - - ADJ bracis-19078 202 4 processing processing ADJ bracis-19078 202 5 and and CCONJ bracis-19078 202 6 model model NOUN bracis-19078 202 7 setting set VERB bracis-19078 202 8 when when SCONJ bracis-19078 202 9 using use VERB bracis-19078 202 10 a a DET bracis-19078 202 11 dataset dataset NOUN bracis-19078 202 12 that that PRON bracis-19078 202 13 came come VERB bracis-19078 202 14 from from ADP bracis-19078 202 15 social social ADJ bracis-19078 202 16 media medium NOUN bracis-19078 202 17 usually usually ADV bracis-19078 202 18 has have VERB bracis-19078 202 19 a a DET bracis-19078 202 20 lot lot NOUN bracis-19078 202 21 of of ADP bracis-19078 202 22 noise noise NOUN bracis-19078 202 23 and and CCONJ bracis-19078 202 24 every every DET bracis-19078 202 25 tweet tweet NOUN bracis-19078 202 26 needs need VERB bracis-19078 202 27 a a DET bracis-19078 202 28 pre pre ADJ bracis-19078 202 29 - - ADJ bracis-19078 202 30 processing processing ADJ bracis-19078 202 31 technique technique NOUN bracis-19078 202 32 . . PUNCT bracis-19078 203 1 to to PART bracis-19078 203 2 implement implement VERB bracis-19078 203 3 this this DET bracis-19078 203 4 work work NOUN bracis-19078 203 5 we we PRON bracis-19078 203 6 first first ADV bracis-19078 203 7 noted note VERB bracis-19078 203 8 that that SCONJ bracis-19078 203 9 there there PRON bracis-19078 203 10 are be VERB bracis-19078 203 11 url url ADJ bracis-19078 203 12 strings string NOUN bracis-19078 203 13 to to PART bracis-19078 203 14 be be AUX bracis-19078 203 15 removed remove VERB bracis-19078 203 16 as as ADV bracis-19078 203 17 well well ADV bracis-19078 203 18 as as ADP bracis-19078 203 19 “ " PUNCT bracis-19078 203 20 @ @ ADP bracis-19078 203 21 ” " PUNCT bracis-19078 203 22 , , PUNCT bracis-19078 203 23 i.e. i.e. X bracis-19078 203 24 , , PUNCT bracis-19078 203 25 we we PRON bracis-19078 203 26 retain retain VERB bracis-19078 203 27 word word NOUN bracis-19078 203 28 text text NOUN bracis-19078 203 29 content content NOUN bracis-19078 203 30 and and CCONJ bracis-19078 203 31 remove remove VERB bracis-19078 203 32 all all DET bracis-19078 203 33 unnecessary unnecessary ADJ bracis-19078 203 34 symbols symbol NOUN bracis-19078 203 35 . . PUNCT bracis-19078 204 1 after after ADP bracis-19078 204 2 cleaning clean VERB bracis-19078 204 3 , , PUNCT bracis-19078 204 4 we we PRON bracis-19078 204 5 also also ADV bracis-19078 204 6 convert convert VERB bracis-19078 204 7 all all DET bracis-19078 204 8 the the DET bracis-19078 204 9 text text NOUN bracis-19078 204 10 into into ADP bracis-19078 204 11 lower low ADJ bracis-19078 204 12 case case NOUN bracis-19078 204 13 and and CCONJ bracis-19078 204 14 tokenized tokenized ADJ bracis-19078 204 15 using use VERB bracis-19078 204 16 social social ADJ bracis-19078 204 17 media medium NOUN bracis-19078 204 18 tweettokenizer tweettokenizer NOUN bracis-19078 204 19 library library NOUN bracis-19078 204 20 from from ADP bracis-19078 204 21 nltkfootnote nltkfootnote NOUN bracis-19078 204 22 7 7 NUM bracis-19078 204 23 . . PUNCT bracis-19078 205 1 we we PRON bracis-19078 205 2 also also ADV bracis-19078 205 3 use use VERB bracis-19078 205 4 the the DET bracis-19078 205 5 bert bert PROPN bracis-19078 205 6 tokenizer tokenizer NOUN bracis-19078 205 7 to to PART bracis-19078 205 8 split split VERB bracis-19078 205 9 the the DET bracis-19078 205 10 text text NOUN bracis-19078 205 11 , , PUNCT bracis-19078 205 12 so so CCONJ bracis-19078 205 13 the the DET bracis-19078 205 14 vocabulary vocabulary NOUN bracis-19078 205 15 of of ADP bracis-19078 205 16 gcn gcn NOUN bracis-19078 205 17 is be AUX bracis-19078 205 18 always always ADV bracis-19078 205 19 a a DET bracis-19078 205 20 subset subset NOUN bracis-19078 205 21 of of ADP bracis-19078 205 22 the the DET bracis-19078 205 23 bert bert PROPN bracis-19078 205 24 vocabulary vocabulary NOUN bracis-19078 205 25 . . PUNCT bracis-19078 206 1 we we PRON bracis-19078 206 2 fine fine ADJ bracis-19078 206 3 - - PUNCT bracis-19078 206 4 tune tune NOUN bracis-19078 206 5 vgcn vgcn ADJ bracis-19078 206 6 - - PUNCT bracis-19078 206 7 bert bert NOUN bracis-19078 206 8 model model NOUN bracis-19078 206 9 and and CCONJ bracis-19078 206 10 train train VERB bracis-19078 206 11 the the DET bracis-19078 206 12 model model NOUN bracis-19078 206 13 for for ADP bracis-19078 206 14 the the DET bracis-19078 206 15 spanish spanish ADJ bracis-19078 206 16 aggressive aggressive ADJ bracis-19078 206 17 language language NOUN bracis-19078 206 18 detection detection NOUN bracis-19078 206 19 because because SCONJ bracis-19078 206 20 we we PRON bracis-19078 206 21 want want VERB bracis-19078 206 22 to to PART bracis-19078 206 23 capture capture VERB bracis-19078 206 24 the the DET bracis-19078 206 25 global global ADJ bracis-19078 206 26 context context NOUN bracis-19078 206 27 . . PUNCT bracis-19078 207 1 to to PART bracis-19078 207 2 get get VERB bracis-19078 207 3 the the DET bracis-19078 207 4 best good ADJ bracis-19078 207 5 performance performance NOUN bracis-19078 207 6 we we PRON bracis-19078 207 7 are be AUX bracis-19078 207 8 using use VERB bracis-19078 207 9 vgcn vgcn NOUN bracis-19078 207 10 with with ADP bracis-19078 207 11 npmi npmi NOUN bracis-19078 207 12 for for ADP bracis-19078 207 13 measuring measure VERB bracis-19078 207 14 the the DET bracis-19078 207 15 correlation correlation NOUN bracis-19078 207 16 between between ADP bracis-19078 207 17 words word NOUN bracis-19078 207 18 in in ADP bracis-19078 207 19 the the DET bracis-19078 207 20 vocabulary vocabulary NOUN bracis-19078 207 21 such such ADJ bracis-19078 207 22 we we PRON bracis-19078 207 23 reduce reduce VERB bracis-19078 207 24 the the DET bracis-19078 207 25 range range NOUN bracis-19078 207 26 of of ADP bracis-19078 207 27 the the DET bracis-19078 207 28 meaningful meaningful ADJ bracis-19078 207 29 relationship relationship NOUN bracis-19078 207 30 up up ADP bracis-19078 207 31     SPACE bracis-19078 207 32 to to ADP bracis-19078 207 33 0.2 0.2 NUM bracis-19078 207 34 . . PUNCT bracis-19078 208 1 the the DET bracis-19078 208 2 graph graph NOUN bracis-19078 208 3 embedding embed VERB bracis-19078 208 4 size size NOUN bracis-19078 208 5 used use VERB bracis-19078 208 6 in in ADP bracis-19078 208 7 the the DET bracis-19078 208 8 vgcn vgcn NOUN bracis-19078 208 9 is be AUX bracis-19078 208 10 set set VERB bracis-19078 208 11 16 16 NUM bracis-19078 208 12 and and CCONJ bracis-19078 208 13 the the DET bracis-19078 208 14 hidden hide VERB bracis-19078 208 15 graph graph NOUN bracis-19078 208 16 embedding embed VERB bracis-19078 208 17 dimension dimension NOUN bracis-19078 208 18 is be AUX bracis-19078 208 19 128 128 NUM bracis-19078 208 20 . . PUNCT bracis-19078 209 1 whereas whereas ADV bracis-19078 209 2 , , PUNCT bracis-19078 209 3 the the DET bracis-19078 209 4 pre pre ADJ bracis-19078 209 5 - - ADJ bracis-19078 209 6 trained train VERB bracis-19078 209 7 bert bert NOUN bracis-19078 209 8 model model NOUN bracis-19078 209 9 use use VERB bracis-19078 209 10 200 200 NUM bracis-19078 209 11 length length NOUN bracis-19078 209 12 max max PROPN bracis-19078 209 13 of of ADP bracis-19078 209 14 the the DET bracis-19078 209 15 sequence sequence NOUN bracis-19078 209 16 . . PUNCT bracis-19078 210 1 then then ADV bracis-19078 210 2 , , PUNCT bracis-19078 210 3 the the DET bracis-19078 210 4 whole whole ADJ bracis-19078 210 5 model model NOUN bracis-19078 210 6 is be AUX bracis-19078 210 7 trained train VERB bracis-19078 210 8 in in ADP bracis-19078 210 9 8 8 NUM bracis-19078 210 10 epoch epoch NOUN bracis-19078 210 11 with with ADP bracis-19078 210 12 a a DET bracis-19078 210 13 dropout dropout NOUN bracis-19078 210 14 of of ADP bracis-19078 210 15 0.2 0.2 NUM bracis-19078 210 16 . . PUNCT bracis-19078 211 1 furthermore furthermore ADV bracis-19078 211 2 , , PUNCT bracis-19078 211 3 due due ADP bracis-19078 211 4 to to ADP bracis-19078 211 5 the the DET bracis-19078 211 6 limitation limitation NOUN bracis-19078 211 7 of of ADP bracis-19078 211 8 our our PRON bracis-19078 211 9 gpu gpu NOUN bracis-19078 211 10 memory memory NOUN bracis-19078 211 11 we we PRON bracis-19078 211 12 use use VERB bracis-19078 211 13 mini mini ADJ bracis-19078 211 14 batches batch NOUN bracis-19078 211 15 of of ADP bracis-19078 211 16 8 8 NUM bracis-19078 211 17 to to PART bracis-19078 211 18 seed seed VERB bracis-19078 211 19 the the DET bracis-19078 211 20 data datum NOUN bracis-19078 211 21 and and CCONJ bracis-19078 211 22 a a DET bracis-19078 211 23 learning learning NOUN bracis-19078 211 24 rate rate NOUN bracis-19078 211 25 of of ADP bracis-19078 211 26 8e−6 8e−6 NOUN bracis-19078 211 27 , , PUNCT bracis-19078 211 28 \(l_2\ \(l_2\ PROPN bracis-19078 211 29 ) ) PUNCT bracis-19078 211 30 loss loss NOUN bracis-19078 211 31 weight weight NOUN bracis-19078 211 32 decay decay NOUN bracis-19078 211 33 of of ADP bracis-19078 211 34 0.01 0.01 NUM bracis-19078 211 35 . . PUNCT bracis-19078 212 1 it it PRON bracis-19078 212 2 is be AUX bracis-19078 212 3 worth worth ADJ bracis-19078 212 4 to to PART bracis-19078 212 5 mention mention VERB bracis-19078 212 6 that that SCONJ bracis-19078 212 7 all all DET bracis-19078 212 8 these these DET bracis-19078 212 9 parameters parameter NOUN bracis-19078 212 10 were be AUX bracis-19078 212 11 defined define VERB bracis-19078 212 12 based base VERB bracis-19078 212 13 on on ADP bracis-19078 212 14 our our PRON bracis-19078 212 15 experimental experimental ADJ bracis-19078 212 16 test test NOUN bracis-19078 212 17 results result NOUN bracis-19078 212 18 . . PUNCT bracis-19078 213 1 we we PRON bracis-19078 213 2 also also ADV bracis-19078 213 3 follow follow VERB bracis-19078 213 4 the the DET bracis-19078 213 5 parameter parameter NOUN bracis-19078 213 6 setting setting NOUN bracis-19078 213 7 of of ADP bracis-19078 213 8 \(l_2\ \(l_2\ PROPN bracis-19078 213 9 ) ) PUNCT bracis-19078 213 10 loss loss NOUN bracis-19078 213 11 weight weight NOUN bracis-19078 213 12 and and CCONJ bracis-19078 213 13 the the DET bracis-19078 213 14 learning learning NOUN bracis-19078 213 15 rate rate NOUN bracis-19078 213 16 according accord VERB bracis-19078 213 17 to to ADP bracis-19078 213 18 the the DET bracis-19078 213 19 paper paper NOUN bracis-19078 213 20 [ [ X bracis-19078 213 21 20 20 NUM bracis-19078 213 22 ] ] PUNCT bracis-19078 213 23 . . PUNCT bracis-19078 214 1 we we PRON bracis-19078 214 2 also also ADV bracis-19078 214 3 opted opt VERB bracis-19078 214 4 to to PART bracis-19078 214 5 use use VERB bracis-19078 214 6 cross cross NOUN bracis-19078 214 7 - - NOUN bracis-19078 214 8 entropy entropy NOUN bracis-19078 214 9 to to PART bracis-19078 214 10 optimize optimize VERB bracis-19078 214 11 the the DET bracis-19078 214 12 classification classification NOUN bracis-19078 214 13 . . PUNCT bracis-19078 215 1 on on ADP bracis-19078 215 2 the the DET bracis-19078 215 3 other other ADJ bracis-19078 215 4 hand hand NOUN bracis-19078 215 5 , , PUNCT bracis-19078 215 6 adam adam PROPN bracis-19078 215 7 optimizer optimizer NOUN bracis-19078 215 8 and and CCONJ bracis-19078 215 9 class class NOUN bracis-19078 215 10 weights weight NOUN bracis-19078 215 11 were be AUX bracis-19078 215 12 estimated estimate VERB bracis-19078 215 13 to to PART bracis-19078 215 14 handle handle VERB bracis-19078 215 15 the the DET bracis-19078 215 16 unbalanced unbalanced ADJ bracis-19078 215 17 data datum NOUN bracis-19078 215 18 using use VERB bracis-19078 215 19 compute_class_weightfootnote compute_class_weightfootnote PROPN bracis-19078 215 20 8 8 NUM bracis-19078 215 21 . . NOUN bracis-19078 215 22 5.3 5.3 NUM bracis-19078 215 23 evaluation evaluation NOUN bracis-19078 215 24 metrics metric NOUN bracis-19078 215 25 as as SCONJ bracis-19078 215 26 we we PRON bracis-19078 215 27 are be AUX bracis-19078 215 28 going go VERB bracis-19078 215 29 to to PART bracis-19078 215 30 compare compare VERB bracis-19078 215 31 vgcn vgcn ADJ bracis-19078 215 32 bert bert PROPN bracis-19078 215 33 against against ADP bracis-19078 215 34 baselines baseline NOUN bracis-19078 215 35 approaches approach NOUN bracis-19078 215 36 , , PUNCT bracis-19078 215 37 we we PRON bracis-19078 215 38 adopt adopt VERB bracis-19078 215 39 the the DET bracis-19078 215 40 widely widely ADV bracis-19078 215 41 used use VERB bracis-19078 215 42 metric metric ADJ bracis-19078 215 43 f1 f1 NOUN bracis-19078 215 44 - - PUNCT bracis-19078 215 45 score score NOUN bracis-19078 215 46 for for ADP bracis-19078 215 47 text text NOUN bracis-19078 215 48 classification classification NOUN bracis-19078 215 49 , , PUNCT bracis-19078 215 50 which which PRON bracis-19078 215 51 was be AUX bracis-19078 215 52 also also ADV bracis-19078 215 53 used use VERB bracis-19078 215 54 by by ADP bracis-19078 215 55 [ [ X bracis-19078 215 56 13 13 NUM bracis-19078 215 57 ] ] PUNCT bracis-19078 215 58 . . PUNCT bracis-19078 216 1 the the DET bracis-19078 216 2 weighted weight VERB bracis-19078 216 3 average average ADJ bracis-19078 216 4 f1 f1 NOUN bracis-19078 216 5 - - PUNCT bracis-19078 216 6 score score NOUN bracis-19078 216 7 and and CCONJ bracis-19078 216 8 the the DET bracis-19078 216 9 macro macro ADJ bracis-19078 216 10 f1 f1 NOUN bracis-19078 216 11 - - PUNCT bracis-19078 216 12 score score NOUN bracis-19078 216 13 were be AUX bracis-19078 216 14 defined define VERB bracis-19078 216 15 as as SCONJ bracis-19078 216 16 follows follow VERB bracis-19078 216 17 [ [ X bracis-19078 216 18 19 19 NUM bracis-19078 216 19 ] ] PUNCT bracis-19078 216 20 . . PUNCT bracis-19078 217 1 $ $ SYM bracis-19078 217 2 $ $ SYM bracis-19078 217 3 \begin{aligned \begin{aligne VERB bracis-19078 217 4 } } PUNCT bracis-19078 217 5 f1= f1= ADJ bracis-19078 217 6 2*\frac{precision 2*\frac{precision NOUN bracis-19078 217 7 * * PUNCT bracis-19078 217 8 recall}{precision recall}{precision NOUN bracis-19078 217 9 + + NUM bracis-19078 217 10 recall recall NOUN bracis-19078 217 11 } } PUNCT bracis-19078 217 12 \end{aligned}$$ \end{aligned}$$ X bracis-19078 217 13 ( ( PUNCT bracis-19078 217 14 3 3 NUM bracis-19078 217 15 ) ) PUNCT bracis-19078 217 16 $ $ SYM bracis-19078 217 17 $ $ SYM bracis-19078 217 18 \begin{aligned \begin{aligne VERB bracis-19078 217 19 } } PUNCT bracis-19078 217 20 \text \text ADV bracis-19078 217 21 { { PUNCT bracis-19078 217 22 weigthed weigthe VERB bracis-19078 217 23 avg avg NOUN bracis-19078 217 24 f1 f1 NOUN bracis-19078 217 25 } } PUNCT bracis-19078 217 26 = = SYM bracis-19078 217 27 \sum \sum NOUN bracis-19078 217 28 _ _ PUNCT bracis-19078 217 29 { { PUNCT bracis-19078 217 30 i=1}^{c}f1_{ci}*w_{ci i=1}^{c}f1_{ci}*w_{ci PROPN bracis-19078 217 31 } } PUNCT bracis-19078 217 32 , , PUNCT bracis-19078 217 33 \quad \quad PROPN bracis-19078 217 34 \quad \quad PROPN bracis-19078 217 35 \text \text PROPN bracis-19078 217 36 { { PUNCT bracis-19078 217 37 macro macro ADJ bracis-19078 217 38 f1 f1 NOUN bracis-19078 217 39 } } PUNCT bracis-19078 217 40 = = PUNCT bracis-19078 217 41 \frac{1}{c}\sum \frac{1}{c}\sum NOUN bracis-19078 217 42 _ _ PRON bracis-19078 217 43 { { PUNCT bracis-19078 217 44 i=1}^{c i=1}^{c ADJ bracis-19078 217 45 } } PUNCT bracis-19078 217 46 f1_{ci f1_{ci NOUN bracis-19078 217 47 } } PUNCT bracis-19078 217 48 \end{aligned}$$ \end{aligned}$$ X bracis-19078 217 49 ( ( PUNCT bracis-19078 217 50 4 4 NUM bracis-19078 217 51 ) ) PUNCT bracis-19078 217 52 where where SCONJ bracis-19078 217 53 c c X bracis-19078 217 54 : : PUNCT bracis-19078 217 55 is be AUX bracis-19078 217 56 the the DET bracis-19078 217 57 each each DET bracis-19078 217 58 individual individual ADJ bracis-19078 217 59 different different ADJ bracis-19078 217 60 class class NOUN bracis-19078 217 61 . . PUNCT bracis-19078 218 1 5.4 5.4 NUM bracis-19078 218 2 experimental experimental ADJ bracis-19078 218 3 results result NOUN bracis-19078 218 4 in in ADP bracis-19078 218 5 this this DET bracis-19078 218 6 section section NOUN bracis-19078 218 7 , , PUNCT bracis-19078 218 8 we we PRON bracis-19078 218 9 show show VERB bracis-19078 218 10 the the DET bracis-19078 218 11 results result NOUN bracis-19078 218 12 of of ADP bracis-19078 218 13 our our PRON bracis-19078 218 14 vgcn vgcn ADJ bracis-19078 218 15 - - PUNCT bracis-19078 218 16 bert bert NOUN bracis-19078 218 17 system system NOUN bracis-19078 218 18 and and CCONJ bracis-19078 218 19 to to PART bracis-19078 218 20 compare compare VERB bracis-19078 218 21 it it PRON bracis-19078 218 22 against against ADP bracis-19078 218 23 the the DET bracis-19078 218 24 best good ADJ bracis-19078 218 25 models model NOUN bracis-19078 218 26 for for ADP bracis-19078 218 27 the the DET bracis-19078 218 28 mexican mexican ADJ bracis-19078 218 29 spanish spanish ADJ bracis-19078 218 30 aggressive aggressive ADJ bracis-19078 218 31 detection detection NOUN bracis-19078 218 32 task task NOUN bracis-19078 218 33 . . PUNCT bracis-19078 219 1 we we PRON bracis-19078 219 2 carefully carefully ADV bracis-19078 219 3 selected select VERB bracis-19078 219 4 the the DET bracis-19078 219 5 previous previous ADJ bracis-19078 219 6 outstanding outstanding ADJ bracis-19078 219 7 approaches approach NOUN bracis-19078 219 8 considered consider VERB bracis-19078 219 9 as as ADP bracis-19078 219 10 baselines baseline NOUN bracis-19078 219 11 for for ADP bracis-19078 219 12 this this DET bracis-19078 219 13 task task NOUN bracis-19078 219 14 . . PUNCT bracis-19078 220 1 we we PRON bracis-19078 220 2 also also ADV bracis-19078 220 3 highlight highlight VERB bracis-19078 220 4 the the DET bracis-19078 220 5 implementation implementation NOUN bracis-19078 220 6 of of ADP bracis-19078 220 7 the the DET bracis-19078 220 8 bert bert PROPN bracis-19078 220 9 ( ( PUNCT bracis-19078 220 10 multi multi ADJ bracis-19078 220 11 - - NOUN bracis-19078 220 12 language language NOUN bracis-19078 220 13 ) ) PUNCT bracis-19078 220 14 combined combine VERB bracis-19078 220 15 with with ADP bracis-19078 220 16 vgcn vgcn NOUN bracis-19078 220 17 comparing comparing NOUN bracis-19078 220 18 to to ADP bracis-19078 220 19 the the DET bracis-19078 220 20 best good ADJ bracis-19078 220 21 ( ( PUNCT bracis-19078 220 22 sota sota NOUN bracis-19078 220 23 ) ) PUNCT bracis-19078 220 24 spanish spanish ADJ bracis-19078 220 25 pre pre VERB bracis-19078 220 26 - - ADJ bracis-19078 220 27 trained train VERB bracis-19078 220 28 bert bert NOUN bracis-19078 220 29 ( ( PUNCT bracis-19078 220 30 beto beto PROPN bracis-19078 220 31 ) ) PUNCT bracis-19078 220 32 . . PUNCT bracis-19078 221 1 we we PRON bracis-19078 221 2 also also ADV bracis-19078 221 3 found find VERB bracis-19078 221 4 that that SCONJ bracis-19078 221 5 5 5 NUM bracis-19078 221 6 of of ADP bracis-19078 221 7 the the DET bracis-19078 221 8 best good ADJ bracis-19078 221 9 winning winning NOUN bracis-19078 221 10 models model NOUN bracis-19078 221 11 were be AUX bracis-19078 221 12 based base VERB bracis-19078 221 13 on on ADP bracis-19078 221 14 beto beto NOUN bracis-19078 221 15 and and CCONJ bracis-19078 221 16 clearly clearly ADV bracis-19078 221 17 outperformed outperform VERB bracis-19078 221 18 traditional traditional ADJ bracis-19078 221 19 deep deep ADJ bracis-19078 221 20 learning learning NOUN bracis-19078 221 21 methods method NOUN bracis-19078 221 22 [ [ X bracis-19078 221 23 3 3 NUM bracis-19078 221 24 ] ] PUNCT bracis-19078 221 25 . . PUNCT bracis-19078 222 1 those those DET bracis-19078 222 2 methods method NOUN bracis-19078 222 3 are be AUX bracis-19078 222 4 references reference NOUN bracis-19078 222 5 to to PART bracis-19078 222 6 compare compare VERB bracis-19078 222 7 results result NOUN bracis-19078 222 8 under under ADP bracis-19078 222 9 the the DET bracis-19078 222 10 same same ADJ bracis-19078 222 11 criteria criterion NOUN bracis-19078 222 12 . . PUNCT bracis-19078 223 1 however however ADV bracis-19078 223 2 , , PUNCT bracis-19078 223 3 to to ADP bracis-19078 223 4 the the DET bracis-19078 223 5 best good ADJ bracis-19078 223 6 of of ADP bracis-19078 223 7 our our PRON bracis-19078 223 8 knowledge knowledge NOUN bracis-19078 223 9 , , PUNCT bracis-19078 223 10 there there PRON bracis-19078 223 11 are be VERB bracis-19078 223 12 very very ADV bracis-19078 223 13 few few ADJ bracis-19078 223 14 bert bert NOUN bracis-19078 223 15 models model NOUN bracis-19078 223 16 combined combine VERB bracis-19078 223 17 with with ADP bracis-19078 223 18 other other ADJ bracis-19078 223 19 models model NOUN bracis-19078 223 20 . . PUNCT bracis-19078 224 1 also also ADV bracis-19078 224 2 , , PUNCT bracis-19078 224 3 the the DET bracis-19078 224 4 bert bert PROPN bracis-19078 224 5 multi multi PROPN bracis-19078 224 6 - - ADJ bracis-19078 224 7 lingual lingual ADJ bracis-19078 224 8 was be AUX bracis-19078 224 9 not not PART bracis-19078 224 10 much much ADV bracis-19078 224 11 used use VERB bracis-19078 224 12 during during ADP bracis-19078 224 13 the the DET bracis-19078 224 14 mex mex NOUN bracis-19078 224 15 - - PUNCT bracis-19078 224 16 a3 a3 NOUN bracis-19078 224 17 t t PROPN bracis-19078 224 18 aggressiveness aggressiveness NOUN bracis-19078 224 19 analysis analysis NOUN bracis-19078 224 20 track track NOUN bracis-19078 224 21 at at ADP bracis-19078 224 22 iberlef iberlef NOUN bracis-19078 224 23 2020 2020 NUM bracis-19078 224 24 competition competition NOUN bracis-19078 224 25 . . PUNCT bracis-19078 225 1 thereby thereby ADV bracis-19078 225 2 , , PUNCT bracis-19078 225 3 our our PRON bracis-19078 225 4 bert bert PROPN bracis-19078 225 5 with with ADP bracis-19078 225 6 vgcn vgcn ADJ bracis-19078 225 7 system system NOUN bracis-19078 225 8 becomes become VERB bracis-19078 225 9 a a DET bracis-19078 225 10 good good ADJ bracis-19078 225 11 alternative alternative NOUN bracis-19078 225 12 for for ADP bracis-19078 225 13 the the DET bracis-19078 225 14 detection detection NOUN bracis-19078 225 15 of of ADP bracis-19078 225 16 aggressiveness aggressiveness NOUN bracis-19078 225 17 , , PUNCT bracis-19078 225 18 since since SCONJ bracis-19078 225 19 our our PRON bracis-19078 225 20 results result NOUN bracis-19078 225 21 show show VERB bracis-19078 225 22 that that SCONJ bracis-19078 225 23 it it PRON bracis-19078 225 24 clearly clearly ADV bracis-19078 225 25 outperformed outperform VERB bracis-19078 225 26 the the DET bracis-19078 225 27 baselines baseline NOUN bracis-19078 225 28 models model NOUN bracis-19078 225 29 as as SCONJ bracis-19078 225 30 shown show VERB bracis-19078 225 31 in in ADP bracis-19078 225 32 table table NOUN bracis-19078 225 33     SPACE bracis-19078 225 34 2 2 NUM bracis-19078 225 35 . . PUNCT bracis-19078 226 1 the the DET bracis-19078 226 2 table table NOUN bracis-19078 226 3 shows show VERB bracis-19078 226 4 the the DET bracis-19078 226 5 “ " PUNCT bracis-19078 226 6 macro macro ADJ bracis-19078 226 7 f1 f1 NOUN bracis-19078 226 8 - - PUNCT bracis-19078 226 9 score score NOUN bracis-19078 226 10 ” " PUNCT bracis-19078 226 11 evaluated evaluate VERB bracis-19078 226 12 with with ADP bracis-19078 226 13 the the DET bracis-19078 226 14 test test NOUN bracis-19078 226 15 set set VERB bracis-19078 226 16 for for ADP bracis-19078 226 17 every every DET bracis-19078 226 18 model model NOUN bracis-19078 226 19 . . PUNCT bracis-19078 227 1 to to PART bracis-19078 227 2 compare compare VERB bracis-19078 227 3 our our PRON bracis-19078 227 4 proposal proposal NOUN bracis-19078 227 5 against against ADP bracis-19078 227 6 the the DET bracis-19078 227 7 others other NOUN bracis-19078 227 8 , , PUNCT bracis-19078 227 9 we we PRON bracis-19078 227 10 use use VERB bracis-19078 227 11 the the DET bracis-19078 227 12 average average ADJ bracis-19078 227 13 f1 f1 ADJ bracis-19078 227 14 - - PUNCT bracis-19078 227 15 macro macro NOUN bracis-19078 227 16 score score NOUN bracis-19078 227 17 . . PUNCT bracis-19078 228 1 we we PRON bracis-19078 228 2 have have AUX bracis-19078 228 3 also also ADV bracis-19078 228 4 shown show VERB bracis-19078 228 5 the the DET bracis-19078 228 6 scores score NOUN bracis-19078 228 7 for for ADP bracis-19078 228 8 the the DET bracis-19078 228 9 aggressiveness aggressiveness NOUN bracis-19078 228 10 and and CCONJ bracis-19078 228 11 non non ADJ bracis-19078 228 12 - - ADJ bracis-19078 228 13 aggressiveness aggressiveness ADJ bracis-19078 228 14 detection detection NOUN bracis-19078 228 15 tasks task NOUN bracis-19078 228 16 . . PUNCT bracis-19078 229 1 in in ADP bracis-19078 229 2 addition addition NOUN bracis-19078 229 3 , , PUNCT bracis-19078 229 4 we we PRON bracis-19078 229 5 also also ADV bracis-19078 229 6 report report VERB bracis-19078 229 7 the the DET bracis-19078 229 8 best good ADJ bracis-19078 229 9 model model NOUN bracis-19078 229 10 performed perform VERB bracis-19078 229 11 using use VERB bracis-19078 229 12 ensembled ensemble VERB bracis-19078 229 13 beto beto NOUN bracis-19078 229 14 models model NOUN bracis-19078 229 15 . . PUNCT bracis-19078 230 1 we we PRON bracis-19078 230 2 noted note VERB bracis-19078 230 3 that that SCONJ bracis-19078 230 4 the the DET bracis-19078 230 5 closest close ADJ bracis-19078 230 6 score score NOUN bracis-19078 230 7 to to ADP bracis-19078 230 8 ours ours PRON bracis-19078 230 9 is be AUX bracis-19078 230 10 the the DET bracis-19078 230 11 bert bert PROPN bracis-19078 230 12 ensemble ensemble ADJ bracis-19078 230 13 ( ( PUNCT bracis-19078 230 14 20 20 NUM bracis-19078 230 15 betos beto NOUN bracis-19078 230 16 ) ) PUNCT bracis-19078 230 17 . . PUNCT bracis-19078 231 1 another another DET bracis-19078 231 2 good good ADJ bracis-19078 231 3 classifier classifier NOUN bracis-19078 231 4 is be AUX bracis-19078 231 5 beto+xgboost beto+xgboost PROPN bracis-19078 231 6 referred refer VERB bracis-19078 231 7 to to ADP bracis-19078 231 8 as as ADP bracis-19078 231 9 beto+msg beto+msg PROPN bracis-19078 231 10 . . PUNCT bracis-19078 232 1 on on ADP bracis-19078 232 2 the the DET bracis-19078 232 3 other other ADJ bracis-19078 232 4 hand hand NOUN bracis-19078 232 5 , , PUNCT bracis-19078 232 6 we we PRON bracis-19078 232 7 also also ADV bracis-19078 232 8 re re VERB bracis-19078 232 9 - - VERB bracis-19078 232 10 implemented implement VERB bracis-19078 232 11 the the DET bracis-19078 232 12 single single ADJ bracis-19078 232 13 bert bert NOUN bracis-19078 232 14 - - PUNCT bracis-19078 232 15 multi multi NOUN bracis-19078 232 16 - - NOUN bracis-19078 232 17 language language NOUN bracis-19078 232 18 , , PUNCT bracis-19078 232 19 the the DET bracis-19078 232 20 single single ADJ bracis-19078 232 21 bert bert NOUN bracis-19078 232 22 ( ( PUNCT bracis-19078 232 23 spanish spanish ADJ bracis-19078 232 24 pre pre ADJ bracis-19078 232 25 - - ADJ bracis-19078 232 26 trained train VERB bracis-19078 232 27 beto beto NOUN bracis-19078 232 28 ) ) PUNCT bracis-19078 232 29 , , PUNCT bracis-19078 232 30 and and CCONJ bracis-19078 232 31 the the DET bracis-19078 232 32 aforementioned aforementioned ADJ bracis-19078 232 33 ensembled ensemble VERB bracis-19078 232 34 beto beto NOUN bracis-19078 232 35 following follow VERB bracis-19078 232 36 guzman guzman PROPN bracis-19078 232 37 et et PROPN bracis-19078 232 38 al al PROPN bracis-19078 232 39 . . PROPN bracis-19078 232 40 paper paper PROPN bracis-19078 232 41 ’s ’s PART bracis-19078 232 42 [ [ X bracis-19078 232 43 15 15 NUM bracis-19078 232 44 ] ] PUNCT bracis-19078 232 45 . . PUNCT bracis-19078 233 1 this this DET bracis-19078 233 2 last last ADJ bracis-19078 233 3 model model NOUN bracis-19078 233 4 varies vary VERB bracis-19078 233 5 from from ADP bracis-19078 233 6 1 1 NUM bracis-19078 233 7 beto beto NOUN bracis-19078 233 8 to to ADP bracis-19078 233 9 20 20 NUM bracis-19078 233 10 betos beto NOUN bracis-19078 233 11 and and CCONJ bracis-19078 233 12 was be AUX bracis-19078 233 13 used use VERB bracis-19078 233 14 a a DET bracis-19078 233 15 voting voting NOUN bracis-19078 233 16 scheme scheme NOUN bracis-19078 233 17 to to PART bracis-19078 233 18 compare compare VERB bracis-19078 233 19 them they PRON bracis-19078 233 20 against against ADP bracis-19078 233 21 our our PRON bracis-19078 233 22 results result NOUN bracis-19078 233 23 . . PUNCT bracis-19078 234 1 table table NOUN bracis-19078 234 2 2 2 NUM bracis-19078 234 3 . . PUNCT bracis-19078 234 4 results result NOUN bracis-19078 234 5 of of ADP bracis-19078 234 6 the the DET bracis-19078 234 7 aggressive aggressive ADJ bracis-19078 234 8 detection detection NOUN bracis-19078 234 9 using use VERB bracis-19078 234 10 f1 f1 NOUN bracis-19078 234 11 - - PUNCT bracis-19078 234 12 score score NOUN bracis-19078 234 13 in in ADP bracis-19078 234 14 test test NOUN bracis-19078 234 15 set.full set.full NOUN bracis-19078 234 16 size size NOUN bracis-19078 234 17 table table NOUN bracis-19078 234 18 those those DET bracis-19078 234 19 results result NOUN bracis-19078 234 20 demonstrate demonstrate VERB bracis-19078 234 21 that that SCONJ bracis-19078 234 22 our our PRON bracis-19078 234 23 system system NOUN bracis-19078 234 24 which which PRON bracis-19078 234 25 combined combine VERB bracis-19078 234 26 vgcn vgcn NOUN bracis-19078 234 27 with with ADP bracis-19078 234 28 the the DET bracis-19078 234 29 fine fine ADV bracis-19078 234 30 - - PUNCT bracis-19078 234 31 tuned tune VERB bracis-19078 234 32 bert bert NOUN bracis-19078 234 33 ( ( PUNCT bracis-19078 234 34 beto beto NOUN bracis-19078 234 35 - - PUNCT bracis-19078 234 36 uncased uncase VERB bracis-19078 234 37 ) ) PUNCT bracis-19078 234 38 effectively effectively ADV bracis-19078 234 39 identifies identify VERB bracis-19078 234 40 whether whether SCONJ bracis-19078 234 41 a a DET bracis-19078 234 42 given give VERB bracis-19078 234 43 tweet tweet NOUN bracis-19078 234 44 contains contain VERB bracis-19078 234 45 aggressive aggressive ADJ bracis-19078 234 46 content content NOUN bracis-19078 234 47 or or CCONJ bracis-19078 234 48 not not PART bracis-19078 234 49 . . PUNCT bracis-19078 235 1 furthermore furthermore ADV bracis-19078 235 2 , , PUNCT bracis-19078 235 3 we we PRON bracis-19078 235 4 see see VERB bracis-19078 235 5 that that SCONJ bracis-19078 235 6 all all DET bracis-19078 235 7 models model NOUN bracis-19078 235 8 ( ( PUNCT bracis-19078 235 9 except except SCONJ bracis-19078 235 10 ours our NOUN bracis-19078 235 11 ) ) PUNCT bracis-19078 235 12 have have VERB bracis-19078 235 13 low low ADJ bracis-19078 235 14 values value NOUN bracis-19078 235 15 when when SCONJ bracis-19078 235 16 they they PRON bracis-19078 235 17 classify classify VERB bracis-19078 235 18 the the DET bracis-19078 235 19 minority minority NOUN bracis-19078 235 20 aggressive aggressive ADJ bracis-19078 235 21 class class NOUN bracis-19078 235 22 . . PUNCT bracis-19078 236 1 it it PRON bracis-19078 236 2 is be AUX bracis-19078 236 3 worth worth ADJ bracis-19078 236 4 emphasizing emphasize VERB bracis-19078 236 5 that that SCONJ bracis-19078 236 6 even even ADV bracis-19078 236 7 in in ADP bracis-19078 236 8 the the DET bracis-19078 236 9 case case NOUN bracis-19078 236 10 we we PRON bracis-19078 236 11 are be AUX bracis-19078 236 12 using use VERB bracis-19078 236 13 a a DET bracis-19078 236 14 multi multi ADJ bracis-19078 236 15 - - ADJ bracis-19078 236 16 language language ADJ bracis-19078 236 17 bert bert NOUN bracis-19078 236 18 model model NOUN bracis-19078 236 19 ( ( PUNCT bracis-19078 236 20 not not PART bracis-19078 236 21 beto beto VERB bracis-19078 236 22 ) ) PUNCT bracis-19078 236 23 with with ADP bracis-19078 236 24 vgcn vgcn ADJ bracis-19078 236 25 , , PUNCT bracis-19078 236 26 referred refer VERB bracis-19078 236 27 to to ADP bracis-19078 236 28 as as SCONJ bracis-19078 236 29 bert bert PROPN bracis-19078 236 30 multi multi PROPN bracis-19078 236 31 * * PROPN bracis-19078 236 32 , , PUNCT bracis-19078 236 33 we we PRON bracis-19078 236 34 are be AUX bracis-19078 236 35 still still ADV bracis-19078 236 36 able able ADJ bracis-19078 236 37 to to PART bracis-19078 236 38 outperform outperform VERB bracis-19078 236 39 beto+xgboost beto+xgboost PROPN bracis-19078 236 40 . . PUNCT bracis-19078 237 1 that that PRON bracis-19078 237 2 shows show VERB bracis-19078 237 3 the the DET bracis-19078 237 4 improvement improvement NOUN bracis-19078 237 5 over over ADP bracis-19078 237 6 pre pre ADJ bracis-19078 237 7 - - ADJ bracis-19078 237 8 trained train VERB bracis-19078 237 9 bert bert NOUN bracis-19078 237 10 model model NOUN bracis-19078 237 11 for for ADP bracis-19078 237 12 spanish spanish ADJ bracis-19078 237 13 text text NOUN bracis-19078 237 14 . . PUNCT bracis-19078 238 1 we we PRON bracis-19078 238 2 also also ADV bracis-19078 238 3 noted note VERB bracis-19078 238 4 that that SCONJ bracis-19078 238 5 our our PRON bracis-19078 238 6 system system NOUN bracis-19078 238 7 obtained obtain VERB bracis-19078 238 8 a a DET bracis-19078 238 9 high high ADJ bracis-19078 238 10 f1 f1 NOUN bracis-19078 238 11 - - PUNCT bracis-19078 238 12 score score NOUN bracis-19078 238 13 on on ADP bracis-19078 238 14 the the DET bracis-19078 238 15 aggressive aggressive ADJ bracis-19078 238 16 class class NOUN bracis-19078 238 17 . . PUNCT bracis-19078 239 1 we we PRON bracis-19078 239 2 obtained obtain VERB bracis-19078 239 3 the the DET bracis-19078 239 4 third third ADJ bracis-19078 239 5 score score NOUN bracis-19078 239 6 on on ADP bracis-19078 239 7 the the DET bracis-19078 239 8 non non ADJ bracis-19078 239 9 - - ADJ bracis-19078 239 10 aggressive aggressive ADJ bracis-19078 239 11 class class NOUN bracis-19078 239 12 . . PUNCT bracis-19078 240 1 we we PRON bracis-19078 240 2 argue argue VERB bracis-19078 240 3 that that SCONJ bracis-19078 240 4 those those DET bracis-19078 240 5 results result NOUN bracis-19078 240 6 are be AUX bracis-19078 240 7 due due ADJ bracis-19078 240 8 to to ADP bracis-19078 240 9 the the DET bracis-19078 240 10 global global ADJ bracis-19078 240 11 information information NOUN bracis-19078 240 12 which which PRON bracis-19078 240 13 adds add VERB bracis-19078 240 14 attention attention NOUN bracis-19078 240 15 to to ADP bracis-19078 240 16 the the DET bracis-19078 240 17 aggressive aggressive ADJ bracis-19078 240 18 class class NOUN bracis-19078 240 19 with with ADP bracis-19078 240 20 the the DET bracis-19078 240 21 vocabulary vocabulary NOUN bracis-19078 240 22 . . PUNCT bracis-19078 241 1 one one NUM bracis-19078 241 2 interesting interesting ADJ bracis-19078 241 3 thing thing NOUN bracis-19078 241 4 that that PRON bracis-19078 241 5 we we PRON bracis-19078 241 6 found find VERB bracis-19078 241 7 is be AUX bracis-19078 241 8 that that SCONJ bracis-19078 241 9 the the DET bracis-19078 241 10 vgcn vgcn NOUN bracis-19078 241 11 - - PUNCT bracis-19078 241 12 bert bert NOUN bracis-19078 241 13 , , PUNCT bracis-19078 241 14 without without ADP bracis-19078 241 15 any any DET bracis-19078 241 16 additional additional ADJ bracis-19078 241 17 external external ADJ bracis-19078 241 18 embedding embedding NOUN bracis-19078 241 19 , , PUNCT bracis-19078 241 20 obtained obtain VERB bracis-19078 241 21 comparable comparable ADJ bracis-19078 241 22 results result NOUN bracis-19078 241 23 to to ADP bracis-19078 241 24 bert bert PROPN bracis-19078 241 25 ( ( PUNCT bracis-19078 241 26 20 20 NUM bracis-19078 241 27 betos beto NOUN bracis-19078 241 28 ) ) PUNCT bracis-19078 241 29 . . PUNCT bracis-19078 242 1 preliminary preliminary ADJ bracis-19078 242 2 studies study NOUN bracis-19078 242 3 for for ADP bracis-19078 242 4 english english ADJ bracis-19078 242 5 text text NOUN bracis-19078 242 6 classification classification NOUN bracis-19078 242 7 did do AUX bracis-19078 242 8 not not PART bracis-19078 242 9 show show VERB bracis-19078 242 10 impressive impressive ADJ bracis-19078 242 11 improvements improvement NOUN bracis-19078 242 12 using use VERB bracis-19078 242 13 vgcn vgcn NOUN bracis-19078 242 14 and and CCONJ bracis-19078 242 15 bert bert PROPN bracis-19078 242 16 . . PUNCT bracis-19078 243 1 however however ADV bracis-19078 243 2 , , PUNCT bracis-19078 243 3 in in ADP bracis-19078 243 4 this this DET bracis-19078 243 5 paper paper NOUN bracis-19078 243 6 we we PRON bracis-19078 243 7 have have AUX bracis-19078 243 8 shown show VERB bracis-19078 243 9 that that SCONJ bracis-19078 243 10 this this DET bracis-19078 243 11 model model NOUN bracis-19078 243 12 is be AUX bracis-19078 243 13 suitable suitable ADJ bracis-19078 243 14 and and CCONJ bracis-19078 243 15 fits fit VERB bracis-19078 243 16 better well ADV bracis-19078 243 17 in in ADP bracis-19078 243 18 the the DET bracis-19078 243 19 multi multi ADJ bracis-19078 243 20 - - ADJ bracis-19078 243 21 language language NOUN bracis-19078 243 22 scenario scenario NOUN bracis-19078 243 23 . . PUNCT bracis-19078 244 1 despite despite SCONJ bracis-19078 244 2 all all DET bracis-19078 244 3 apparent apparent ADJ bracis-19078 244 4 disadvantage disadvantage NOUN bracis-19078 244 5 , , PUNCT bracis-19078 244 6 we we PRON bracis-19078 244 7 have have AUX bracis-19078 244 8 shown show VERB bracis-19078 244 9 that that SCONJ bracis-19078 244 10 global global ADJ bracis-19078 244 11 information information NOUN bracis-19078 244 12 captured capture VERB bracis-19078 244 13 using use VERB bracis-19078 244 14 vgcn vgcn NOUN bracis-19078 244 15 can can AUX bracis-19078 244 16 contribute contribute VERB bracis-19078 244 17 to to ADP bracis-19078 244 18 the the DET bracis-19078 244 19 classification classification NOUN bracis-19078 244 20 task task NOUN bracis-19078 244 21 . . PUNCT bracis-19078 245 1 likewise likewise ADV bracis-19078 245 2 , , PUNCT bracis-19078 245 3 if if SCONJ bracis-19078 245 4 we we PRON bracis-19078 245 5 add add VERB bracis-19078 245 6 global global ADJ bracis-19078 245 7 to to ADP bracis-19078 245 8 the the DET bracis-19078 245 9 local local ADJ bracis-19078 245 10 context context NOUN bracis-19078 245 11 information information NOUN bracis-19078 245 12 from from ADP bracis-19078 245 13 bert bert PROPN bracis-19078 245 14 then then ADV bracis-19078 245 15 the the DET bracis-19078 245 16 result result NOUN bracis-19078 245 17 is be AUX bracis-19078 245 18 very very ADV bracis-19078 245 19 good good ADJ bracis-19078 245 20 at at ADP bracis-19078 245 21 detecting detect VERB bracis-19078 245 22 aggressive aggressive ADJ bracis-19078 245 23 language language NOUN bracis-19078 245 24 . . PUNCT bracis-19078 246 1 6 6 NUM bracis-19078 246 2 conclusion conclusion NOUN bracis-19078 246 3 in in ADP bracis-19078 246 4 this this DET bracis-19078 246 5 paper paper NOUN bracis-19078 246 6 , , PUNCT bracis-19078 246 7 we we PRON bracis-19078 246 8 have have AUX bracis-19078 246 9 explored explore VERB bracis-19078 246 10 the the DET bracis-19078 246 11 tight tight ADJ bracis-19078 246 12 combination combination NOUN bracis-19078 246 13 of of ADP bracis-19078 246 14 the the DET bracis-19078 246 15 transfer transfer NOUN bracis-19078 246 16 learning learn VERB bracis-19078 246 17 fine fine ADV bracis-19078 246 18 - - PUNCT bracis-19078 246 19 tuning tune VERB bracis-19078 246 20 bert bert NOUN bracis-19078 246 21 ( ( PUNCT bracis-19078 246 22 spanish spanish ADJ bracis-19078 246 23 pre pre ADJ bracis-19078 246 24 - - ADJ bracis-19078 246 25 trained train VERB bracis-19078 246 26 beto beto NOUN bracis-19078 246 27 ) ) PUNCT bracis-19078 246 28 model model NOUN bracis-19078 246 29 and and CCONJ bracis-19078 246 30 the the DET bracis-19078 246 31 graph graph NOUN bracis-19078 246 32 convolutional convolutional ADJ bracis-19078 246 33 network network NOUN bracis-19078 246 34 to to PART bracis-19078 246 35 identify identify VERB bracis-19078 246 36 aggressive aggressive ADJ bracis-19078 246 37 content content NOUN bracis-19078 246 38 for for ADP bracis-19078 246 39 spanish spanish ADJ bracis-19078 246 40 tweets tweet NOUN bracis-19078 246 41 . . PUNCT bracis-19078 247 1 we we PRON bracis-19078 247 2 have have AUX bracis-19078 247 3 shown show VERB bracis-19078 247 4 that that SCONJ bracis-19078 247 5 adding add VERB bracis-19078 247 6 a a DET bracis-19078 247 7 vocabulary vocabulary ADJ bracis-19078 247 8 graph graph NOUN bracis-19078 247 9 , , PUNCT bracis-19078 247 10 even even ADV bracis-19078 247 11 in in ADP bracis-19078 247 12 a a DET bracis-19078 247 13 small small ADJ bracis-19078 247 14 set set NOUN bracis-19078 247 15 of of ADP bracis-19078 247 16 vocabulary vocabulary NOUN bracis-19078 247 17 for for ADP bracis-19078 247 18 spanish spanish ADJ bracis-19078 247 19 bert bert NOUN bracis-19078 247 20 , , PUNCT bracis-19078 247 21 could could AUX bracis-19078 247 22 improve improve VERB bracis-19078 247 23 the the DET bracis-19078 247 24 context context NOUN bracis-19078 247 25 local local ADJ bracis-19078 247 26 information information NOUN bracis-19078 247 27 . . PUNCT bracis-19078 248 1 that that PRON bracis-19078 248 2 was be AUX bracis-19078 248 3 possible possible ADJ bracis-19078 248 4 since since SCONJ bracis-19078 248 5 the the DET bracis-19078 248 6 gcn gcn NOUN bracis-19078 248 7 has have AUX bracis-19078 248 8 proven prove VERB bracis-19078 248 9 to to PART bracis-19078 248 10 be be AUX bracis-19078 248 11 good good ADJ bracis-19078 248 12 at at ADP bracis-19078 248 13 capturing capture VERB bracis-19078 248 14 the the DET bracis-19078 248 15 global global ADJ bracis-19078 248 16 information information NOUN bracis-19078 248 17 of of ADP bracis-19078 248 18 a a DET bracis-19078 248 19 language language NOUN bracis-19078 248 20 . . PUNCT bracis-19078 249 1 our our PRON bracis-19078 249 2 experimental experimental ADJ bracis-19078 249 3 results result NOUN bracis-19078 249 4 allowed allow VERB bracis-19078 249 5 us we PRON bracis-19078 249 6 to to PART bracis-19078 249 7 state state VERB bracis-19078 249 8 that that SCONJ bracis-19078 249 9 using use VERB bracis-19078 249 10 vgcn vgcn ADJ bracis-19078 249 11 - - PUNCT bracis-19078 249 12 bert bert PROPN bracis-19078 249 13 could could AUX bracis-19078 249 14 be be AUX bracis-19078 249 15 beneficial beneficial ADJ bracis-19078 249 16 to to PART bracis-19078 249 17 detect detect VERB bracis-19078 249 18 aggression aggression NOUN bracis-19078 249 19 content content NOUN bracis-19078 249 20 , , PUNCT bracis-19078 249 21 specially specially ADV bracis-19078 249 22 for for ADP bracis-19078 249 23 the the DET bracis-19078 249 24 spanish spanish ADJ bracis-19078 249 25 language language NOUN bracis-19078 249 26 . . PUNCT bracis-19078 250 1 on on ADP bracis-19078 250 2 the the DET bracis-19078 250 3 other other ADJ bracis-19078 250 4 hand hand NOUN bracis-19078 250 5 , , PUNCT bracis-19078 250 6 although although SCONJ bracis-19078 250 7 our our PRON bracis-19078 250 8 system system NOUN bracis-19078 250 9 used use VERB bracis-19078 250 10 the the DET bracis-19078 250 11 original original ADJ bracis-19078 250 12 classic classic ADJ bracis-19078 250 13 bert bert NOUN bracis-19078 250 14 version version NOUN bracis-19078 250 15 , , PUNCT bracis-19078 250 16 with with ADP bracis-19078 250 17 disadvantages disadvantage NOUN bracis-19078 250 18 compared compare VERB bracis-19078 250 19 to to ADP bracis-19078 250 20 ensembled ensemble VERB bracis-19078 250 21 betos beto NOUN bracis-19078 250 22 , , PUNCT bracis-19078 250 23 it it PRON bracis-19078 250 24 is be AUX bracis-19078 250 25 still still ADV bracis-19078 250 26 able able ADJ bracis-19078 250 27 to to PART bracis-19078 250 28 perform perform VERB bracis-19078 250 29 well well ADV bracis-19078 250 30 when when SCONJ bracis-19078 250 31 combined combine VERB bracis-19078 250 32 with with ADP bracis-19078 250 33 another another DET bracis-19078 250 34 neural neural ADJ bracis-19078 250 35 network network NOUN bracis-19078 250 36 such such ADJ bracis-19078 250 37 as as ADP bracis-19078 250 38 gcn gcn NOUN bracis-19078 250 39 . . PUNCT bracis-19078 251 1 thus thus ADV bracis-19078 251 2 , , PUNCT bracis-19078 251 3 bert bert PROPN bracis-19078 251 4 could could AUX bracis-19078 251 5 be be AUX bracis-19078 251 6 improved improve VERB bracis-19078 251 7 using use VERB bracis-19078 251 8 the the DET bracis-19078 251 9 vocabulary vocabulary ADJ bracis-19078 251 10 graph graph NOUN bracis-19078 251 11 convolutional convolutional ADJ bracis-19078 251 12 network network NOUN bracis-19078 251 13 as as SCONJ bracis-19078 251 14 our our PRON bracis-19078 251 15 promising promising ADJ bracis-19078 251 16 results result NOUN bracis-19078 251 17 show show VERB bracis-19078 251 18 . . PUNCT bracis-19078 252 1 we we PRON bracis-19078 252 2 have have AUX bracis-19078 252 3 also also ADV bracis-19078 252 4 demonstrated demonstrate VERB bracis-19078 252 5 that that SCONJ bracis-19078 252 6 it it PRON bracis-19078 252 7 is be AUX bracis-19078 252 8 still still ADV bracis-19078 252 9 possible possible ADJ bracis-19078 252 10 to to PART bracis-19078 252 11 improve improve VERB bracis-19078 252 12 the the DET bracis-19078 252 13 original original ADJ bracis-19078 252 14 bert bert NOUN bracis-19078 252 15 with with ADP bracis-19078 252 16 models model NOUN bracis-19078 252 17 that that PRON bracis-19078 252 18 increase increase VERB bracis-19078 252 19 the the DET bracis-19078 252 20 global global ADJ bracis-19078 252 21 knowledge knowledge NOUN bracis-19078 252 22 information information NOUN bracis-19078 252 23 about about ADP bracis-19078 252 24 the the DET bracis-19078 252 25 domain domain NOUN bracis-19078 252 26 - - PUNCT bracis-19078 252 27 specific specific ADJ bracis-19078 252 28 language language NOUN bracis-19078 252 29 . . PUNCT bracis-19078 253 1 based base VERB bracis-19078 253 2 on on ADP bracis-19078 253 3 our our PRON bracis-19078 253 4 results result NOUN bracis-19078 253 5 , , PUNCT bracis-19078 253 6 we we PRON bracis-19078 253 7 also also ADV bracis-19078 253 8 argue argue VERB bracis-19078 253 9 that that SCONJ bracis-19078 253 10 , , PUNCT bracis-19078 253 11 for for ADP bracis-19078 253 12 detecting detect VERB bracis-19078 253 13 the the DET bracis-19078 253 14 aggressiveness aggressiveness NOUN bracis-19078 253 15 in in ADP bracis-19078 253 16 tweets tweet NOUN bracis-19078 253 17 , , PUNCT bracis-19078 253 18 a a DET bracis-19078 253 19 vocabulary vocabulary ADJ bracis-19078 253 20 and and CCONJ bracis-19078 253 21 global global ADJ bracis-19078 253 22 information information NOUN bracis-19078 253 23 of of ADP bracis-19078 253 24 a a DET bracis-19078 253 25 language language NOUN bracis-19078 253 26 is be AUX bracis-19078 253 27 a a DET bracis-19078 253 28 path path NOUN bracis-19078 253 29 for for ADP bracis-19078 253 30 improving improve VERB bracis-19078 253 31 the the DET bracis-19078 253 32 bert bert PROPN bracis-19078 253 33 model model NOUN bracis-19078 253 34 as as ADP bracis-19078 253 35 a a DET bracis-19078 253 36 classifier classifier NOUN bracis-19078 253 37 . . PUNCT bracis-19078 254 1 furthermore furthermore ADV bracis-19078 254 2 , , PUNCT bracis-19078 254 3 we we PRON bracis-19078 254 4 believe believe VERB bracis-19078 254 5 that that SCONJ bracis-19078 254 6 a a DET bracis-19078 254 7 word word NOUN bracis-19078 254 8 within within ADP bracis-19078 254 9 a a DET bracis-19078 254 10 sentence sentence NOUN bracis-19078 254 11 could could AUX bracis-19078 254 12 contribute contribute VERB bracis-19078 254 13 a a DET bracis-19078 254 14 lot lot NOUN bracis-19078 254 15 if if SCONJ bracis-19078 254 16 its its PRON bracis-19078 254 17 relationship relationship NOUN bracis-19078 254 18 within within ADP bracis-19078 254 19 a a DET bracis-19078 254 20 tweet tweet NOUN bracis-19078 254 21 contributes contribute VERB bracis-19078 254 22 to to PART bracis-19078 254 23 detect detect VERB bracis-19078 254 24 aggressiveness aggressiveness NOUN bracis-19078 254 25 . . PUNCT bracis-19078 255 1 we we PRON bracis-19078 255 2 also also ADV bracis-19078 255 3 leave leave VERB bracis-19078 255 4 open open ADJ bracis-19078 255 5 another another DET bracis-19078 255 6 way way NOUN bracis-19078 255 7 to to PART bracis-19078 255 8 explore explore VERB bracis-19078 255 9 gcn gcn NOUN bracis-19078 255 10 for for ADP bracis-19078 255 11 text text NOUN bracis-19078 255 12 classification classification NOUN bracis-19078 255 13 . . PUNCT bracis-19078 256 1 notes note VERB bracis-19078 256 2 1.mex 1.mex NOUN bracis-19078 256 3 - - PUNCT bracis-19078 256 4 a3 a3 NOUN bracis-19078 256 5 t t NOUN bracis-19078 256 6 : : PUNCT bracis-19078 256 7 authorship authorship NOUN bracis-19078 256 8 and and CCONJ bracis-19078 256 9 aggressiveness aggressiveness NOUN bracis-19078 256 10 analysis analysis NOUN bracis-19078 256 11 in in ADP bracis-19078 256 12 the the DET bracis-19078 256 13 mexican mexican ADJ bracis-19078 256 14 spanish spanish ADJ bracis-19078 256 15 case case NOUN bracis-19078 256 16 study study NOUN bracis-19078 256 17 . . PUNCT bracis-19078 257 1 2.association 2.association NUM bracis-19078 257 2 for for ADP bracis-19078 257 3 computer computer NOUN bracis-19078 257 4 language language NOUN bracis-19078 257 5 conference conference NOUN bracis-19078 257 6 . . PUNCT bracis-19078 258 1 3.mex 3.mex NOUN bracis-19078 258 2 - - PUNCT bracis-19078 258 3 a3 a3 NOUN bracis-19078 258 4 t t NOUN bracis-19078 258 5 site site NOUN bracis-19078 258 6 : : PUNCT bracis-19078 259 1 https://mexa3t.wixsite.com/home https://mexa3t.wixsite.com/home ADJ bracis-19078 259 2 . . PUNCT bracis-19078 260 1 4.ii 4.ii PRON bracis-19078 260 2 trolling troll VERB bracis-19078 260 3 aggressive aggressive ADJ bracis-19078 260 4 and and CCONJ bracis-19078 260 5 cyberbylling cyberbylle VERB bracis-19078 260 6 workshop workshop NOUN bracis-19078 260 7 . . PUNCT bracis-19078 261 1 5.iberian 5.iberian NUM bracis-19078 261 2 languages language NOUN bracis-19078 261 3 evaluation evaluation NOUN bracis-19078 261 4 forum forum NOUN bracis-19078 261 5 2020 2020 NUM bracis-19078 261 6 . . PUNCT bracis-19078 262 1 6.beto 6.beto NUM bracis-19078 262 2 is be AUX bracis-19078 262 3 a a DET bracis-19078 262 4 pre pre ADJ bracis-19078 262 5 - - ADJ bracis-19078 262 6 trained train VERB bracis-19078 262 7 bert bert NOUN bracis-19078 262 8 on on ADP bracis-19078 262 9 a a DET bracis-19078 262 10 large large ADJ bracis-19078 262 11 spanish spanish ADJ bracis-19078 262 12 corpus corpus NOUN bracis-19078 262 13 [ [ X bracis-19078 262 14 9 9 NUM bracis-19078 262 15 ] ] PUNCT bracis-19078 262 16 . . PUNCT bracis-19078 263 1 7.http://www.nltk.org/api/nltk.tokenize.html 7.http://www.nltk.org/api/nltk.tokenize.html NUM bracis-19078 263 2 . . PUNCT bracis-19078 264 1 8.https://scikit-learn.org/.../sklearn.util..._weight.compute_class_weight.html 8.https://scikit-learn.org/.../sklearn.util..._weight.compute_class_weight.html NUM bracis-19078 264 2 . . PUNCT bracis-19078 265 1 references reference NOUN bracis-19078 265 2 álvarez álvarez PROPN bracis-19078 265 3 - - PUNCT bracis-19078 265 4 carmona carmona PROPN bracis-19078 265 5 , , PUNCT bracis-19078 265 6 m.á m.á PROPN bracis-19078 265 7 . . PROPN bracis-19078 265 8 , , PUNCT bracis-19078 265 9 et et PROPN bracis-19078 265 10 al al PROPN bracis-19078 265 11 . . PUNCT bracis-19078 265 12 : : PUNCT bracis-19078 266 1 overview overview NOUN bracis-19078 266 2 of of ADP bracis-19078 266 3 mex mex NOUN bracis-19078 266 4 - - PUNCT bracis-19078 266 5 a3 a3 NOUN bracis-19078 266 6 t t NOUN bracis-19078 266 7 at at ADP bracis-19078 266 8 ibereval ibereval NOUN bracis-19078 266 9 2018 2018 NUM bracis-19078 266 10 : : PUNCT bracis-19078 266 11 authorship authorship NOUN bracis-19078 266 12 and and CCONJ bracis-19078 266 13 aggressiveness aggressiveness NOUN bracis-19078 266 14 analysis analysis NOUN bracis-19078 266 15 in in ADP bracis-19078 266 16 mexican mexican ADJ bracis-19078 266 17 spanish spanish ADJ bracis-19078 266 18 tweets tweet NOUN bracis-19078 266 19 . . PUNCT bracis-19078 267 1 in in ADP bracis-19078 267 2 : : PUNCT bracis-19078 267 3 notebook notebook NOUN bracis-19078 267 4 papers paper NOUN bracis-19078 267 5 of of ADP bracis-19078 267 6 3rd 3rd ADJ bracis-19078 267 7 sepln sepln ADJ bracis-19078 267 8 workshop workshop NOUN bracis-19078 267 9 on on ADP bracis-19078 267 10 evaluation evaluation NOUN bracis-19078 267 11 of of ADP bracis-19078 267 12 human human ADJ bracis-19078 267 13 language language NOUN bracis-19078 267 14 technologies technology NOUN bracis-19078 267 15 for for ADP bracis-19078 267 16 iberian iberian ADJ bracis-19078 267 17 languages language NOUN bracis-19078 267 18 ( ( PUNCT bracis-19078 267 19 ibereval ibereval NOUN bracis-19078 267 20 ) ) PUNCT bracis-19078 267 21 , , PUNCT bracis-19078 267 22 seville seville NOUN bracis-19078 267 23 , , PUNCT bracis-19078 267 24 spain spain PROPN bracis-19078 267 25 , , PUNCT bracis-19078 267 26 vol vol NOUN bracis-19078 267 27 . . PROPN bracis-19078 267 28 6 6 NUM bracis-19078 267 29 ( ( PUNCT bracis-19078 267 30 2018 2018 NUM bracis-19078 267 31 ) ) PUNCT bracis-19078 267 32 google google PROPN bracis-19078 267 33 scholar scholar NOUN bracis-19078 267 34     SPACE bracis-19078 267 35 aragón aragón NOUN bracis-19078 267 36 , , PUNCT bracis-19078 267 37 m.e m.e PROPN bracis-19078 267 38 . . PROPN bracis-19078 267 39 , , PUNCT bracis-19078 267 40 álvarez álvarez NOUN bracis-19078 267 41 - - PUNCT bracis-19078 267 42 carmona carmona PROPN bracis-19078 267 43 , , PUNCT bracis-19078 267 44 m.á m.á PROPN bracis-19078 267 45 . . PROPN bracis-19078 267 46 , , PUNCT bracis-19078 267 47 montes montes PROPN bracis-19078 267 48 - - PROPN bracis-19078 267 49 y y PROPN bracis-19078 267 50 gómez gómez NOUN bracis-19078 267 51 , , PUNCT bracis-19078 267 52 m. m. NOUN bracis-19078 267 53 , , PUNCT bracis-19078 267 54 escalante escalante PROPN bracis-19078 267 55 , , PUNCT bracis-19078 267 56 h.j h.j PROPN bracis-19078 267 57 . . PROPN bracis-19078 267 58 , , PUNCT bracis-19078 267 59 villasenor villasenor NOUN bracis-19078 267 60 - - PUNCT bracis-19078 267 61 pineda pineda NOUN bracis-19078 267 62 , , PUNCT bracis-19078 267 63 l. l. PROPN bracis-19078 267 64 , , PUNCT bracis-19078 267 65 moctezuma moctezuma PROPN bracis-19078 267 66 , , PUNCT bracis-19078 267 67 d. d. PROPN bracis-19078 267 68 : : PUNCT bracis-19078 267 69 overview overview NOUN bracis-19078 267 70 of of ADP bracis-19078 267 71 mex mex NOUN bracis-19078 267 72 - - PUNCT bracis-19078 267 73 a3 a3 NOUN bracis-19078 267 74 t t PROPN bracis-19078 267 75 at at ADP bracis-19078 267 76 iberlef iberlef PROPN bracis-19078 267 77 2019 2019 NUM bracis-19078 267 78 : : PUNCT bracis-19078 267 79 authorship authorship NOUN bracis-19078 267 80 and and CCONJ bracis-19078 267 81 aggressiveness aggressiveness NOUN bracis-19078 267 82 analysis analysis NOUN bracis-19078 267 83 in in ADP bracis-19078 267 84 mexican mexican ADJ bracis-19078 267 85 spanish spanish ADJ bracis-19078 267 86 tweets tweet NOUN bracis-19078 267 87 . . PUNCT bracis-19078 268 1 in in ADP bracis-19078 268 2 : : PUNCT bracis-19078 268 3 notebook notebook NOUN bracis-19078 268 4 papers paper NOUN bracis-19078 268 5 of of ADP bracis-19078 268 6 1st 1st ADJ bracis-19078 268 7 sepln sepln ADJ bracis-19078 268 8 workshop workshop NOUN bracis-19078 268 9 on on ADP bracis-19078 268 10 iberian iberian ADJ bracis-19078 268 11 languages language NOUN bracis-19078 268 12 evaluation evaluation NOUN bracis-19078 268 13 forum forum NOUN bracis-19078 268 14 ( ( PUNCT bracis-19078 268 15 iberlef iberlef PROPN bracis-19078 268 16 ) ) PUNCT bracis-19078 268 17 , , PUNCT bracis-19078 268 18 bilbao bilbao PROPN bracis-19078 268 19 , , PUNCT bracis-19078 268 20 spain spain PROPN bracis-19078 268 21 ( ( PUNCT bracis-19078 268 22 2019 2019 NUM bracis-19078 268 23 ) ) PUNCT bracis-19078 268 24 google google NOUN bracis-19078 268 25 scholar scholar NOUN bracis-19078 268 26     SPACE bracis-19078 268 27 aragón aragón NOUN bracis-19078 268 28 , , PUNCT bracis-19078 268 29 m. m. NOUN bracis-19078 268 30 , , PUNCT bracis-19078 268 31 et et PROPN bracis-19078 268 32 al al PROPN bracis-19078 268 33 . . PUNCT bracis-19078 268 34 : : PUNCT bracis-19078 269 1 overview overview NOUN bracis-19078 269 2 of of ADP bracis-19078 269 3 mex mex NOUN bracis-19078 269 4 - - PUNCT bracis-19078 269 5 a3 a3 NOUN bracis-19078 269 6 t t PROPN bracis-19078 269 7 at at ADP bracis-19078 269 8 iberlef iberlef PROPN bracis-19078 269 9 2020 2020 NUM bracis-19078 269 10 : : PUNCT bracis-19078 269 11 fake fake ADJ bracis-19078 269 12 news news NOUN bracis-19078 269 13 and and CCONJ bracis-19078 269 14 aggressiveness aggressiveness NOUN bracis-19078 269 15 analysis analysis NOUN bracis-19078 269 16 in in ADP bracis-19078 269 17 mexican mexican PROPN bracis-19078 269 18 spanish spanish PROPN bracis-19078 269 19 . . PUNCT bracis-19078 270 1 in in ADP bracis-19078 270 2 : : PUNCT bracis-19078 270 3 notebook notebook NOUN bracis-19078 270 4 papers paper NOUN bracis-19078 270 5 of of ADP bracis-19078 270 6 2nd 2nd ADJ bracis-19078 270 7 sepln sepln ADJ bracis-19078 270 8 workshop workshop NOUN bracis-19078 270 9 on on ADP bracis-19078 270 10 iberian iberian ADJ bracis-19078 270 11 languages language NOUN bracis-19078 270 12 evaluation evaluation NOUN bracis-19078 270 13 forum forum NOUN bracis-19078 270 14 ( ( PUNCT bracis-19078 270 15 iberlef iberlef PROPN bracis-19078 270 16 ) ) PUNCT bracis-19078 270 17 , , PUNCT bracis-19078 270 18 malaga malaga PROPN bracis-19078 270 19 , , PUNCT bracis-19078 270 20 spain spain PROPN bracis-19078 270 21 ( ( PUNCT bracis-19078 270 22 2020 2020 NUM bracis-19078 270 23 ) ) PUNCT bracis-19078 270 24 google google PROPN bracis-19078 270 25 scholar scholar NOUN bracis-19078 270 26     SPACE bracis-19078 270 27 arce arce PROPN bracis-19078 270 28 - - PUNCT bracis-19078 270 29 cardenasa cardenasa PROPN bracis-19078 270 30 , , PUNCT bracis-19078 270 31 s. s. PROPN bracis-19078 270 32 , , PUNCT bracis-19078 270 33 fajardo fajardo PROPN bracis-19078 270 34 - - PUNCT bracis-19078 270 35 delgadoa delgadoa NOUN bracis-19078 270 36 , , PUNCT bracis-19078 270 37 d. d. PROPN bracis-19078 270 38 , , PUNCT bracis-19078 270 39 álvarez álvarez NOUN bracis-19078 270 40 - - PUNCT bracis-19078 270 41 carmonab carmonab PROPN bracis-19078 270 42 , , PUNCT bracis-19078 270 43 m.á m.á PROPN bracis-19078 270 44 . . PROPN bracis-19078 270 45 : : PUNCT bracis-19078 270 46 tecnm tecnm PROPN bracis-19078 270 47 at at ADP bracis-19078 270 48 mex mex NOUN bracis-19078 270 49 - - PUNCT bracis-19078 270 50 a3 a3 NOUN bracis-19078 270 51 t t NOUN bracis-19078 270 52 2020 2020 NUM bracis-19078 270 53 : : PUNCT bracis-19078 270 54 fake fake ADJ bracis-19078 270 55 news news NOUN bracis-19078 270 56 and and CCONJ bracis-19078 270 57 aggressiveness aggressiveness NOUN bracis-19078 270 58 analysis analysis NOUN bracis-19078 270 59 in in ADP bracis-19078 270 60 mexican mexican ADJ bracis-19078 270 61 spanish spanish NOUN bracis-19078 270 62 ( ( PUNCT bracis-19078 270 63 2020 2020 NUM bracis-19078 270 64 ) ) PUNCT bracis-19078 270 65 google google PROPN bracis-19078 270 66 scholar scholar NOUN bracis-19078 270 67     SPACE bracis-19078 270 68 plaza plaza PROPN bracis-19078 270 69 - - PUNCT bracis-19078 270 70 del del X bracis-19078 270 71 arco arco PROPN bracis-19078 270 72 , , PUNCT bracis-19078 270 73 f.m f.m PROPN bracis-19078 270 74 . . PROPN bracis-19078 270 75 , , PUNCT bracis-19078 270 76 molina molina PROPN bracis-19078 270 77 - - PUNCT bracis-19078 270 78 gonzález gonzález PROPN bracis-19078 270 79 , , PUNCT bracis-19078 270 80 m.d m.d PROPN bracis-19078 270 81 . . PROPN bracis-19078 270 82 , , PUNCT bracis-19078 270 83 ureña ureña PROPN bracis-19078 270 84 - - PUNCT bracis-19078 270 85 lópez lópez NOUN bracis-19078 270 86 , , PUNCT bracis-19078 270 87 l.a l.a PROPN bracis-19078 270 88 . . PROPN bracis-19078 270 89 , , PUNCT bracis-19078 270 90 martín martín PROPN bracis-19078 270 91 - - PUNCT bracis-19078 270 92 valdivia valdivia PROPN bracis-19078 270 93 , , PUNCT bracis-19078 270 94 m.t m.t PROPN bracis-19078 270 95 . . PROPN bracis-19078 270 96 : : PUNCT bracis-19078 270 97 comparing compare VERB bracis-19078 270 98 pre pre ADJ bracis-19078 270 99 - - ADJ bracis-19078 270 100 trained train VERB bracis-19078 270 101 language language NOUN bracis-19078 270 102 models model NOUN bracis-19078 270 103 for for ADP bracis-19078 270 104 spanish spanish ADJ bracis-19078 270 105 hate hate NOUN bracis-19078 270 106 speech speech NOUN bracis-19078 270 107 detection detection NOUN bracis-19078 270 108 . . PUNCT bracis-19078 271 1 expert expert NOUN bracis-19078 271 2 syst syst PROPN bracis-19078 271 3 . . PUNCT bracis-19078 272 1 appl appl PROPN bracis-19078 272 2 . . PROPN bracis-19078 273 1 166 166 NUM bracis-19078 273 2 , , PUNCT bracis-19078 273 3 114120 114120 NUM bracis-19078 273 4 ( ( PUNCT bracis-19078 273 5 2021 2021 NUM bracis-19078 273 6 ) ) PUNCT bracis-19078 273 7 google google NOUN bracis-19078 273 8 scholar scholar NOUN bracis-19078 273 9     SPACE bracis-19078 273 10 badjatiya badjatiya NOUN bracis-19078 273 11 , , PUNCT bracis-19078 273 12 p. p. NOUN bracis-19078 273 13 , , PUNCT bracis-19078 273 14 gupta gupta PROPN bracis-19078 273 15 , , PUNCT bracis-19078 273 16 s. s. PROPN bracis-19078 273 17 , , PUNCT bracis-19078 273 18 gupta gupta PROPN bracis-19078 273 19 , , PUNCT bracis-19078 273 20 m. m. NOUN bracis-19078 273 21 , , PUNCT bracis-19078 273 22 varma varma PROPN bracis-19078 273 23 , , PUNCT bracis-19078 273 24 v. v. ADP bracis-19078 273 25 : : PUNCT bracis-19078 273 26 deep deep ADJ bracis-19078 273 27 learning learning NOUN bracis-19078 273 28 for for ADP bracis-19078 273 29 hate hate NOUN bracis-19078 273 30 speech speech NOUN bracis-19078 273 31 detection detection NOUN bracis-19078 273 32 in in ADP bracis-19078 273 33 tweets tweet NOUN bracis-19078 273 34 . . PUNCT bracis-19078 274 1 in in ADP bracis-19078 274 2 : : PUNCT bracis-19078 274 3 proceedings proceeding NOUN bracis-19078 274 4 of of ADP bracis-19078 274 5 the the DET bracis-19078 274 6 26th 26th ADJ bracis-19078 274 7 international international ADJ bracis-19078 274 8 conference conference NOUN bracis-19078 274 9 on on ADP bracis-19078 274 10 world world NOUN bracis-19078 274 11 wide wide ADJ bracis-19078 274 12 web web NOUN bracis-19078 274 13 companion companion NOUN bracis-19078 274 14 , , PUNCT bracis-19078 274 15 pp pp ADJ bracis-19078 274 16 . . PUNCT bracis-19078 275 1 759–760 759–760 NUM bracis-19078 275 2 . . PUNCT bracis-19078 276 1 international international ADJ bracis-19078 276 2 world world NOUN bracis-19078 276 3 wide wide ADJ bracis-19078 276 4 web web NOUN bracis-19078 276 5 conferences conference NOUN bracis-19078 276 6 steering steering NOUN bracis-19078 276 7 committee committee NOUN bracis-19078 276 8 ( ( PUNCT bracis-19078 276 9 2017 2017 NUM bracis-19078 276 10 ) ) PUNCT bracis-19078 276 11 google google PROPN bracis-19078 276 12 scholar scholar NOUN bracis-19078 276 13     SPACE bracis-19078 276 14 battaglia battaglia PROPN bracis-19078 276 15 , , PUNCT bracis-19078 276 16 p.w p.w PROPN bracis-19078 276 17 . . PROPN bracis-19078 276 18 , , PUNCT bracis-19078 276 19 et et PROPN bracis-19078 276 20 al al PROPN bracis-19078 276 21 . . PROPN bracis-19078 276 22 : : PUNCT bracis-19078 277 1 relational relational ADJ bracis-19078 277 2 inductive inductive PROPN bracis-19078 277 3 biases bias NOUN bracis-19078 277 4 , , PUNCT bracis-19078 277 5 deep deep ADJ bracis-19078 277 6 learning learning NOUN bracis-19078 277 7 , , PUNCT bracis-19078 277 8 and and CCONJ bracis-19078 277 9 graph graph NOUN bracis-19078 277 10 networks network NOUN bracis-19078 277 11 . . PUNCT bracis-19078 278 1 arxiv arxiv PROPN bracis-19078 278 2 preprint preprint VERB bracis-19078 278 3 arxiv:1806.01261 arxiv:1806.01261 NOUN bracis-19078 278 4 ( ( PUNCT bracis-19078 278 5 2018 2018 NUM bracis-19078 278 6 ) ) PUNCT bracis-19078 278 7 bouma bouma NOUN bracis-19078 278 8 , , PUNCT bracis-19078 278 9 g. g. PROPN bracis-19078 278 10 : : PUNCT bracis-19078 278 11 normalized normalize VERB bracis-19078 278 12 ( ( PUNCT bracis-19078 278 13 pointwise pointwise NOUN bracis-19078 278 14 ) ) PUNCT bracis-19078 278 15 mutual mutual ADJ bracis-19078 278 16 information information NOUN bracis-19078 278 17 in in ADP bracis-19078 278 18 collocation collocation NOUN bracis-19078 278 19 extraction extraction NOUN bracis-19078 278 20 . . PUNCT bracis-19078 279 1 in in ADP bracis-19078 279 2 : : PUNCT bracis-19078 279 3 proceedings proceeding NOUN bracis-19078 279 4 of of ADP bracis-19078 279 5 gscl gscl NOUN bracis-19078 279 6 , , PUNCT bracis-19078 279 7 pp pp ADV bracis-19078 279 8 . . PUNCT bracis-19078 280 1 31–40 31–40 NUM bracis-19078 280 2 ( ( PUNCT bracis-19078 280 3 2009 2009 NUM bracis-19078 280 4 ) ) PUNCT bracis-19078 280 5 google google PROPN bracis-19078 280 6 scholar scholar NOUN bracis-19078 280 7     SPACE bracis-19078 280 8 canete canete NOUN bracis-19078 280 9 , , PUNCT bracis-19078 280 10 j. j. PROPN bracis-19078 280 11 , , PUNCT bracis-19078 280 12 chaperon chaperon PROPN bracis-19078 280 13 , , PUNCT bracis-19078 280 14 g. g. PROPN bracis-19078 280 15 , , PUNCT bracis-19078 280 16 fuentes fuentes PROPN bracis-19078 280 17 , , PUNCT bracis-19078 280 18 r. r. PROPN bracis-19078 280 19 , , PUNCT bracis-19078 280 20 pérez pérez NOUN bracis-19078 280 21 , , PUNCT bracis-19078 280 22 j. j. PROPN bracis-19078 280 23 : : PUNCT bracis-19078 280 24 spanish spanish ADJ bracis-19078 280 25 pre pre ADJ bracis-19078 280 26 - - ADJ bracis-19078 280 27 trained train VERB bracis-19078 280 28 bert bert NOUN bracis-19078 280 29 model model NOUN bracis-19078 280 30 and and CCONJ bracis-19078 280 31 evaluation evaluation NOUN bracis-19078 280 32 data datum NOUN bracis-19078 280 33 . . PUNCT bracis-19078 281 1 in in ADP bracis-19078 281 2 : : PUNCT bracis-19078 281 3 pml4dc pml4dc VERB bracis-19078 281 4 at at ADP bracis-19078 281 5 iclr iclr NOUN bracis-19078 281 6 2020 2020 NUM bracis-19078 281 7 ( ( PUNCT bracis-19078 281 8 2020 2020 NUM bracis-19078 281 9 ) ) PUNCT bracis-19078 281 10 google google PROPN bracis-19078 281 11 scholar scholar NOUN bracis-19078 281 12     SPACE bracis-19078 281 13 casavantes casavante NOUN bracis-19078 281 14 , , PUNCT bracis-19078 281 15 m. m. NOUN bracis-19078 281 16 , , PUNCT bracis-19078 281 17 lópez lópez PROPN bracis-19078 281 18 , , PUNCT bracis-19078 281 19 r. r. PROPN bracis-19078 281 20 , , PUNCT bracis-19078 281 21 gonzález gonzález PROPN bracis-19078 281 22 , , PUNCT bracis-19078 281 23 l. l. PROPN bracis-19078 281 24 : : PUNCT bracis-19078 281 25 uach uach NOUN bracis-19078 281 26 at at ADP bracis-19078 281 27 mex mex NOUN bracis-19078 281 28 - - PUNCT bracis-19078 281 29 a3 a3 NOUN bracis-19078 281 30 t t NOUN bracis-19078 281 31 2020 2020 NUM bracis-19078 281 32 : : PUNCT bracis-19078 281 33 detecting detect VERB bracis-19078 281 34 aggressive aggressive ADJ bracis-19078 281 35 tweets tweet NOUN bracis-19078 281 36 by by ADP bracis-19078 281 37 incorporating incorporate VERB bracis-19078 281 38 author author NOUN bracis-19078 281 39 and and CCONJ bracis-19078 281 40 message message NOUN bracis-19078 281 41 context context NOUN bracis-19078 281 42 . . PUNCT bracis-19078 282 1 in in ADP bracis-19078 282 2 : : PUNCT bracis-19078 282 3 notebook notebook NOUN bracis-19078 282 4 papers paper NOUN bracis-19078 282 5 of of ADP bracis-19078 282 6 2nd 2nd ADJ bracis-19078 282 7 sepln sepln ADJ bracis-19078 282 8 workshop workshop NOUN bracis-19078 282 9 on on ADP bracis-19078 282 10 iberian iberian ADJ bracis-19078 282 11 languages language NOUN bracis-19078 282 12 evaluation evaluation NOUN bracis-19078 282 13 forum forum NOUN bracis-19078 282 14 ( ( PUNCT bracis-19078 282 15 iberlef iberlef PROPN bracis-19078 282 16 ) ) PUNCT bracis-19078 282 17 , , PUNCT bracis-19078 282 18 malaga malaga PROPN bracis-19078 282 19 , , PUNCT bracis-19078 282 20 spain spain PROPN bracis-19078 282 21 ( ( PUNCT bracis-19078 282 22 2020 2020 NUM bracis-19078 282 23 ) ) PUNCT bracis-19078 282 24 google google PROPN bracis-19078 282 25 scholar scholar NOUN bracis-19078 282 26     SPACE bracis-19078 282 27 davidson davidson NOUN bracis-19078 282 28 , , PUNCT bracis-19078 282 29 t. t. PROPN bracis-19078 282 30 , , PUNCT bracis-19078 282 31 warmsley warmsley PROPN bracis-19078 282 32 , , PUNCT bracis-19078 282 33 d. d. PROPN bracis-19078 282 34 , , PUNCT bracis-19078 282 35 macy macy PROPN bracis-19078 282 36 , , PUNCT bracis-19078 282 37 m. m. NOUN bracis-19078 282 38 , , PUNCT bracis-19078 282 39 weber weber PROPN bracis-19078 282 40 , , PUNCT bracis-19078 282 41 i. i. PROPN bracis-19078 282 42 : : PUNCT bracis-19078 282 43 automated automate VERB bracis-19078 282 44 hate hate NOUN bracis-19078 282 45 speech speech NOUN bracis-19078 282 46 detection detection NOUN bracis-19078 282 47 and and CCONJ bracis-19078 282 48 the the DET bracis-19078 282 49 problem problem NOUN bracis-19078 282 50 of of ADP bracis-19078 282 51 offensive offensive ADJ bracis-19078 282 52 language language NOUN bracis-19078 282 53 . . PUNCT bracis-19078 283 1 in in ADP bracis-19078 283 2 : : PUNCT bracis-19078 283 3 eleventh eleventh ADJ bracis-19078 283 4 international international PROPN bracis-19078 283 5 aaai aaai PROPN bracis-19078 283 6 conference conference PROPN bracis-19078 283 7 on on ADP bracis-19078 283 8 web web NOUN bracis-19078 283 9 and and CCONJ bracis-19078 283 10 social social ADJ bracis-19078 283 11 media medium NOUN bracis-19078 283 12 ( ( PUNCT bracis-19078 283 13 2017 2017 NUM bracis-19078 283 14 ) ) PUNCT bracis-19078 283 15 google google PROPN bracis-19078 283 16 scholar scholar NOUN bracis-19078 283 17     SPACE bracis-19078 283 18 devlin devlin PROPN bracis-19078 283 19 , , PUNCT bracis-19078 283 20 j. j. PROPN bracis-19078 283 21 , , PUNCT bracis-19078 283 22 chang chang PROPN bracis-19078 283 23 , , PUNCT bracis-19078 283 24 m.w m.w PROPN bracis-19078 283 25 . . PROPN bracis-19078 283 26 , , PUNCT bracis-19078 283 27 lee lee PROPN bracis-19078 283 28 , , PUNCT bracis-19078 283 29 k. k. PROPN bracis-19078 283 30 , , PUNCT bracis-19078 283 31 toutanova toutanova PROPN bracis-19078 283 32 , , PUNCT bracis-19078 283 33 k. k. PROPN bracis-19078 283 34 : : PUNCT bracis-19078 283 35 bert bert PROPN bracis-19078 283 36 : : PUNCT bracis-19078 283 37 pre pre ADJ bracis-19078 283 38 - - NOUN bracis-19078 283 39 training training NOUN bracis-19078 283 40 of of ADP bracis-19078 283 41 deep deep ADJ bracis-19078 283 42 bidirectional bidirectional ADJ bracis-19078 283 43 transformers transformer NOUN bracis-19078 283 44 for for ADP bracis-19078 283 45 language language NOUN bracis-19078 283 46 understanding understanding NOUN bracis-19078 283 47 . . PUNCT bracis-19078 284 1 arxiv arxiv PROPN bracis-19078 284 2 preprint preprint PROPN bracis-19078 284 3 arxiv:1810.04805 arxiv:1810.04805 PROPN bracis-19078 284 4 ( ( PUNCT bracis-19078 284 5 2018 2018 NUM bracis-19078 284 6 ) ) PUNCT bracis-19078 284 7 díaz díaz NOUN bracis-19078 284 8 - - PUNCT bracis-19078 284 9 torres torre NOUN bracis-19078 284 10 , , PUNCT bracis-19078 284 11 m.j m.j PROPN bracis-19078 284 12 . . PROPN bracis-19078 284 13 , , PUNCT bracis-19078 284 14 morán morán NOUN bracis-19078 284 15 - - PUNCT bracis-19078 284 16 méndez méndez NOUN bracis-19078 284 17 , , PUNCT bracis-19078 284 18 p.a p.a PROPN bracis-19078 284 19 . . PROPN bracis-19078 284 20 , , PUNCT bracis-19078 284 21 villasenor villasenor NOUN bracis-19078 284 22 - - PUNCT bracis-19078 284 23 pineda pineda NOUN bracis-19078 284 24 , , PUNCT bracis-19078 284 25 l. l. PROPN bracis-19078 284 26 , , PUNCT bracis-19078 284 27 montes montes PROPN bracis-19078 284 28 , , PUNCT bracis-19078 284 29 m. m. NOUN bracis-19078 284 30 , , PUNCT bracis-19078 284 31 aguilera aguilera PROPN bracis-19078 284 32 , , PUNCT bracis-19078 284 33 j. j. PROPN bracis-19078 284 34 , , PUNCT bracis-19078 284 35 meneses menese NOUN bracis-19078 284 36 - - PUNCT bracis-19078 284 37 lerín lerín ADJ bracis-19078 284 38 , , PUNCT bracis-19078 284 39 l. l. PROPN bracis-19078 284 40 : : PUNCT bracis-19078 284 41 automatic automatic ADJ bracis-19078 284 42 detection detection NOUN bracis-19078 284 43 of of ADP bracis-19078 284 44 offensive offensive ADJ bracis-19078 284 45 language language NOUN bracis-19078 284 46 in in ADP bracis-19078 284 47 social social ADJ bracis-19078 284 48 media medium NOUN bracis-19078 284 49 : : PUNCT bracis-19078 284 50 defining define VERB bracis-19078 284 51 linguistic linguistic ADJ bracis-19078 284 52 criteria criterion NOUN bracis-19078 284 53 to to PART bracis-19078 284 54 build build VERB bracis-19078 284 55 a a DET bracis-19078 284 56 mexican mexican ADJ bracis-19078 284 57 spanish spanish ADJ bracis-19078 284 58 dataset dataset NOUN bracis-19078 284 59 . . PUNCT bracis-19078 285 1 in in ADP bracis-19078 285 2 : : PUNCT bracis-19078 285 3 proceedings proceeding NOUN bracis-19078 285 4 of of ADP bracis-19078 285 5 the the DET bracis-19078 285 6 second second ADJ bracis-19078 285 7 workshop workshop NOUN bracis-19078 285 8 on on ADP bracis-19078 285 9 trolling trolling NOUN bracis-19078 285 10 , , PUNCT bracis-19078 285 11 aggression aggression NOUN bracis-19078 285 12 and and CCONJ bracis-19078 285 13 cyberbullying cyberbullying NOUN bracis-19078 285 14 , , PUNCT bracis-19078 285 15 pp pp ADJ bracis-19078 285 16 . . PUNCT bracis-19078 286 1 132–136 132–136 NUM bracis-19078 286 2 ( ( PUNCT bracis-19078 286 3 2020 2020 NUM bracis-19078 286 4 ) ) PUNCT bracis-19078 286 5 google google PROPN bracis-19078 286 6 scholar scholar NOUN bracis-19078 286 7     SPACE bracis-19078 286 8 garrido garrido PROPN bracis-19078 286 9 - - PUNCT bracis-19078 286 10 espinosa espinosa PROPN bracis-19078 286 11 , , PUNCT bracis-19078 286 12 m. m. NOUN bracis-19078 286 13 , , PUNCT bracis-19078 286 14 rosales rosale NOUN bracis-19078 286 15 - - PUNCT bracis-19078 286 16 pérez pérez NOUN bracis-19078 286 17 , , PUNCT bracis-19078 286 18 a. a. NOUN bracis-19078 286 19 , , PUNCT bracis-19078 286 20 lópez lópez NOUN bracis-19078 286 21 - - PUNCT bracis-19078 286 22 monroy monroy NOUN bracis-19078 286 23 , , PUNCT bracis-19078 286 24 a. a. NOUN bracis-19078 286 25 : : PUNCT bracis-19078 286 26 gru gru VERB bracis-19078 286 27 with with ADP bracis-19078 286 28 author author NOUN bracis-19078 286 29 profiling profile VERB bracis-19078 286 30 information information NOUN bracis-19078 286 31 to to PART bracis-19078 286 32 detect detect VERB bracis-19078 286 33 aggressiveness aggressiveness NOUN bracis-19078 286 34 . . PUNCT bracis-19078 287 1 in in ADP bracis-19078 287 2 : : PUNCT bracis-19078 287 3 notebook notebook NOUN bracis-19078 287 4 papers paper NOUN bracis-19078 287 5 of of ADP bracis-19078 287 6 2nd 2nd ADJ bracis-19078 287 7 sepln sepln ADJ bracis-19078 287 8 workshop workshop NOUN bracis-19078 287 9 on on ADP bracis-19078 287 10 iberian iberian ADJ bracis-19078 287 11 languages language NOUN bracis-19078 287 12 evaluation evaluation NOUN bracis-19078 287 13 forum forum NOUN bracis-19078 287 14 ( ( PUNCT bracis-19078 287 15 iberlef iberlef PROPN bracis-19078 287 16 ) ) PUNCT bracis-19078 287 17 , , PUNCT bracis-19078 287 18 malaga malaga PROPN bracis-19078 287 19 , , PUNCT bracis-19078 287 20 spain spain PROPN bracis-19078 287 21 ( ( PUNCT bracis-19078 287 22 2020 2020 NUM bracis-19078 287 23 ) ) PUNCT bracis-19078 287 24 google google PROPN bracis-19078 287 25 scholar scholar NOUN bracis-19078 287 26     SPACE bracis-19078 287 27 guzman guzman PROPN bracis-19078 287 28 - - PUNCT bracis-19078 287 29 silverio silverio PROPN bracis-19078 287 30 , , PUNCT bracis-19078 287 31 m. m. NOUN bracis-19078 287 32 , , PUNCT bracis-19078 287 33 balderas baldera NOUN bracis-19078 287 34 - - PUNCT bracis-19078 287 35 paredes paredes PROPN bracis-19078 287 36 , , PUNCT bracis-19078 287 37 a. a. NOUN bracis-19078 287 38 , , PUNCT bracis-19078 287 39 lópez lópez NOUN bracis-19078 287 40 - - PUNCT bracis-19078 287 41 monroy monroy NOUN bracis-19078 287 42 , , PUNCT bracis-19078 287 43 a. a. NOUN bracis-19078 287 44 : : PUNCT bracis-19078 287 45 transformers transformer NOUN bracis-19078 287 46 and and CCONJ bracis-19078 287 47 data datum NOUN bracis-19078 287 48 augmentation augmentation NOUN bracis-19078 287 49 for for ADP bracis-19078 287 50 aggressiveness aggressiveness NOUN bracis-19078 287 51 detection detection NOUN bracis-19078 287 52 in in ADP bracis-19078 287 53 mexican mexican PROPN bracis-19078 287 54 spanish spanish PROPN bracis-19078 287 55 . . PUNCT bracis-19078 288 1 in in ADP bracis-19078 288 2 : : PUNCT bracis-19078 288 3 notebook notebook NOUN bracis-19078 288 4 papers paper NOUN bracis-19078 288 5 of of ADP bracis-19078 288 6 2nd 2nd ADJ bracis-19078 288 7 sepln sepln ADJ bracis-19078 288 8 workshop workshop NOUN bracis-19078 288 9 on on ADP bracis-19078 288 10 iberian iberian ADJ bracis-19078 288 11 languages language NOUN bracis-19078 288 12 evaluation evaluation NOUN bracis-19078 288 13 forum forum NOUN bracis-19078 288 14 ( ( PUNCT bracis-19078 288 15 iberlef iberlef PROPN bracis-19078 288 16 ) ) PUNCT bracis-19078 288 17 , , PUNCT bracis-19078 288 18 malaga malaga PROPN bracis-19078 288 19 , , PUNCT bracis-19078 288 20 spain spain PROPN bracis-19078 288 21 ( ( PUNCT bracis-19078 288 22 2020 2020 NUM bracis-19078 288 23 ) ) PUNCT bracis-19078 288 24 google google PROPN bracis-19078 288 25 scholar scholar NOUN bracis-19078 288 26     SPACE bracis-19078 288 27 jeong jeong PROPN bracis-19078 288 28 , , PUNCT bracis-19078 288 29 c. c. PROPN bracis-19078 288 30 , , PUNCT bracis-19078 288 31 jang jang PROPN bracis-19078 288 32 , , PUNCT bracis-19078 288 33 s. s. PROPN bracis-19078 288 34 , , PUNCT bracis-19078 288 35 park park PROPN bracis-19078 288 36 , , PUNCT bracis-19078 288 37 e. e. PROPN bracis-19078 288 38 , , PUNCT bracis-19078 288 39 choi choi PROPN bracis-19078 288 40 , , PUNCT bracis-19078 288 41 s. s. PROPN bracis-19078 288 42 : : PUNCT bracis-19078 288 43 a a DET bracis-19078 288 44 context context NOUN bracis-19078 288 45 - - PUNCT bracis-19078 288 46 aware aware ADJ bracis-19078 288 47 citation citation NOUN bracis-19078 288 48 recommendation recommendation NOUN bracis-19078 288 49 model model NOUN bracis-19078 288 50 with with ADP bracis-19078 288 51 bert bert NOUN bracis-19078 288 52 and and CCONJ bracis-19078 288 53 graph graph VERB bracis-19078 288 54 convolutional convolutional ADJ bracis-19078 288 55 networks network NOUN bracis-19078 288 56 . . PUNCT bracis-19078 289 1 scientometrics scientometric NOUN bracis-19078 289 2 124(3 124(3 NUM bracis-19078 289 3 ) ) PUNCT bracis-19078 289 4 , , PUNCT bracis-19078 289 5 1907–1922 1907–1922 NUM bracis-19078 289 6 ( ( PUNCT bracis-19078 289 7 2020 2020 NUM bracis-19078 289 8 ) ) PUNCT bracis-19078 289 9 article article NOUN bracis-19078 289 10     SPACE bracis-19078 289 11 google google PROPN bracis-19078 289 12 scholar scholar NOUN bracis-19078 289 13     SPACE bracis-19078 289 14 kipf kipf PROPN bracis-19078 289 15 , , PUNCT bracis-19078 289 16 t.n t.n PROPN bracis-19078 289 17 . . PROPN bracis-19078 289 18 , , PUNCT bracis-19078 289 19 welling well VERB bracis-19078 289 20 , , PUNCT bracis-19078 289 21 m. m. NOUN bracis-19078 289 22 : : PUNCT bracis-19078 289 23 semi semi ADJ bracis-19078 289 24 - - ADJ bracis-19078 289 25 supervised supervised ADJ bracis-19078 289 26 classification classification NOUN bracis-19078 289 27 with with ADP bracis-19078 289 28 graph graph NOUN bracis-19078 289 29 convolutional convolutional ADJ bracis-19078 289 30 networks network NOUN bracis-19078 289 31 . . PUNCT bracis-19078 290 1 arxiv arxiv PROPN bracis-19078 290 2 preprint preprint VERB bracis-19078 290 3 arxiv:1609.02907 arxiv:1609.02907 NOUN bracis-19078 290 4 ( ( PUNCT bracis-19078 290 5 2016 2016 NUM bracis-19078 290 6 ) ) PUNCT bracis-19078 290 7 kumar kumar PROPN bracis-19078 290 8 , , PUNCT bracis-19078 290 9 r. r. PROPN bracis-19078 290 10 , , PUNCT bracis-19078 290 11 et et PROPN bracis-19078 290 12 al al PROPN bracis-19078 290 13 . . PUNCT bracis-19078 290 14 : : PUNCT bracis-19078 290 15 proceedings proceeding NOUN bracis-19078 290 16 of of ADP bracis-19078 290 17 the the DET bracis-19078 290 18 second second ADJ bracis-19078 290 19 workshop workshop NOUN bracis-19078 290 20 on on ADP bracis-19078 290 21 trolling trolling NOUN bracis-19078 290 22 , , PUNCT bracis-19078 290 23 aggression aggression NOUN bracis-19078 290 24 and and CCONJ bracis-19078 290 25 cyberbullying cyberbullye VERB bracis-19078 290 26 ( ( PUNCT bracis-19078 290 27 2020 2020 NUM bracis-19078 290 28 ) ) PUNCT bracis-19078 290 29 google google PROPN bracis-19078 290 30 scholar scholar NOUN bracis-19078 290 31     SPACE bracis-19078 290 32 lever lever NOUN bracis-19078 290 33 , , PUNCT bracis-19078 290 34 j. j. PROPN bracis-19078 290 35 , , PUNCT bracis-19078 290 36 krzywinski krzywinski PROPN bracis-19078 290 37 , , PUNCT bracis-19078 290 38 m. m. NOUN bracis-19078 290 39 , , PUNCT bracis-19078 290 40 altman altman PROPN bracis-19078 290 41 , , PUNCT bracis-19078 290 42 n. n. NOUN bracis-19078 290 43 : : PUNCT bracis-19078 290 44 classification classification NOUN bracis-19078 290 45 evaluation evaluation NOUN bracis-19078 290 46 ( ( PUNCT bracis-19078 290 47 2016 2016 NUM bracis-19078 290 48 ) ) PUNCT bracis-19078 290 49 google google PROPN bracis-19078 290 50 scholar scholar NOUN bracis-19078 290 51     SPACE bracis-19078 290 52 lu lu PROPN bracis-19078 290 53 , , PUNCT bracis-19078 290 54 z. z. PROPN bracis-19078 290 55 , , PUNCT bracis-19078 290 56 du du PROPN bracis-19078 290 57 , , PUNCT bracis-19078 290 58 p. p. PROPN bracis-19078 290 59 , , PUNCT bracis-19078 290 60 nie nie PROPN bracis-19078 290 61 , , PUNCT bracis-19078 290 62 j.-y j.-y PROPN bracis-19078 290 63 . . PUNCT bracis-19078 290 64 , , PUNCT bracis-19078 290 65 et et PROPN bracis-19078 290 66 al al PROPN bracis-19078 290 67 . . PUNCT bracis-19078 290 68 : : PUNCT bracis-19078 291 1 vgcn vgcn ADJ bracis-19078 291 2 - - PUNCT bracis-19078 291 3 bert bert PROPN bracis-19078 291 4 : : PUNCT bracis-19078 291 5 augmenting augment VERB bracis-19078 291 6 bert bert NOUN bracis-19078 291 7 with with ADP bracis-19078 291 8 graph graph NOUN bracis-19078 291 9 embedding embed VERB bracis-19078 291 10 for for ADP bracis-19078 291 11 text text NOUN bracis-19078 291 12 classification classification NOUN bracis-19078 291 13 . . PUNCT bracis-19078 292 1 in in ADP bracis-19078 292 2 : : PUNCT bracis-19078 292 3 jose jose PROPN bracis-19078 292 4 , , PUNCT bracis-19078 292 5 j.m j.m PROPN bracis-19078 292 6 . . PUNCT bracis-19078 292 7 ( ( PUNCT bracis-19078 292 8 ed ed NOUN bracis-19078 292 9 . . PUNCT bracis-19078 292 10 ) ) PUNCT bracis-19078 293 1 ecir ecir PROPN bracis-19078 293 2 2020 2020 NUM bracis-19078 293 3 . . PUNCT bracis-19078 294 1 lncs lncs PROPN bracis-19078 294 2 , , PUNCT bracis-19078 294 3 vol vol NOUN bracis-19078 294 4 . . PROPN bracis-19078 294 5 12035 12035 NUM bracis-19078 294 6 , , PUNCT bracis-19078 294 7 pp pp ADJ bracis-19078 294 8 . . PUNCT bracis-19078 295 1 369–382 369–382 NUM bracis-19078 295 2 . . PUNCT bracis-19078 295 3 springer springer NOUN bracis-19078 295 4 , , PUNCT bracis-19078 295 5 cham cham PROPN bracis-19078 295 6 ( ( PUNCT bracis-19078 295 7 2020 2020 NUM bracis-19078 295 8 ) ) PUNCT bracis-19078 295 9 . . PUNCT bracis-19078 296 1 https://doi.org/10.1007/978-3-030-45439-5_25 https://doi.org/10.1007/978-3-030-45439-5_25 PROPN bracis-19078 296 2 chapter chapter NOUN bracis-19078 296 3     SPACE bracis-19078 296 4 google google PROPN bracis-19078 296 5 scholar scholar NOUN bracis-19078 296 6     SPACE bracis-19078 296 7 park park NOUN bracis-19078 296 8 , , PUNCT bracis-19078 296 9 j.h j.h PROPN bracis-19078 296 10 . . PROPN bracis-19078 296 11 , , PUNCT bracis-19078 296 12 fung fung PROPN bracis-19078 296 13 , , PUNCT bracis-19078 296 14 p. p. NOUN bracis-19078 296 15 : : PUNCT bracis-19078 296 16 one one NUM bracis-19078 296 17 - - PUNCT bracis-19078 296 18 step step NOUN bracis-19078 296 19 and and CCONJ bracis-19078 296 20 two two NUM bracis-19078 296 21 - - PUNCT bracis-19078 296 22 step step NOUN bracis-19078 296 23 classification classification NOUN bracis-19078 296 24 for for ADP bracis-19078 296 25 abusive abusive ADJ bracis-19078 296 26 language language NOUN bracis-19078 296 27 detection detection NOUN bracis-19078 296 28 on on ADP bracis-19078 296 29 twitter twitter NOUN bracis-19078 296 30 . . PUNCT bracis-19078 297 1 arxiv arxiv PROPN bracis-19078 297 2 preprint preprint VERB bracis-19078 297 3 arxiv:1706.01206 arxiv:1706.01206 NOUN bracis-19078 297 4 ( ( PUNCT bracis-19078 297 5 2017 2017 NUM bracis-19078 297 6 ) ) PUNCT bracis-19078 297 7 samghabadi samghabadi NOUN bracis-19078 297 8 , , PUNCT bracis-19078 297 9 n.s n.s PROPN bracis-19078 297 10 . . PROPN bracis-19078 297 11 , , PUNCT bracis-19078 297 12 patwa patwa NOUN bracis-19078 297 13 , , PUNCT bracis-19078 297 14 p. p. PROPN bracis-19078 297 15 , , PUNCT bracis-19078 297 16 srinivas srinivas PROPN bracis-19078 297 17 , , PUNCT bracis-19078 297 18 p. p. PROPN bracis-19078 297 19 , , PUNCT bracis-19078 297 20 mukherjee mukherjee PROPN bracis-19078 297 21 , , PUNCT bracis-19078 297 22 p. p. PROPN bracis-19078 297 23 , , PUNCT bracis-19078 297 24 das das PROPN bracis-19078 297 25 , , PUNCT bracis-19078 297 26 a. a. NOUN bracis-19078 297 27 , , PUNCT bracis-19078 297 28 solorio solorio PROPN bracis-19078 297 29 , , PUNCT bracis-19078 297 30 t. t. NOUN bracis-19078 297 31 : : PUNCT bracis-19078 297 32 aggression aggression NOUN bracis-19078 297 33 and and CCONJ bracis-19078 297 34 misogyny misogyny NOUN bracis-19078 297 35 detection detection NOUN bracis-19078 297 36 using use VERB bracis-19078 297 37 bert bert PROPN bracis-19078 297 38 : : PUNCT bracis-19078 297 39 a a DET bracis-19078 297 40 multi multi ADJ bracis-19078 297 41 - - ADJ bracis-19078 297 42 task task ADJ bracis-19078 297 43 approach approach NOUN bracis-19078 297 44 . . PUNCT bracis-19078 298 1 in in ADP bracis-19078 298 2 : : PUNCT bracis-19078 298 3 proceedings proceeding NOUN bracis-19078 298 4 of of ADP bracis-19078 298 5 the the DET bracis-19078 298 6 second second ADJ bracis-19078 298 7 workshop workshop NOUN bracis-19078 298 8 on on ADP bracis-19078 298 9 trolling trolling NOUN bracis-19078 298 10 , , PUNCT bracis-19078 298 11 aggression aggression NOUN bracis-19078 298 12 and and CCONJ bracis-19078 298 13 cyberbullying cyberbullying NOUN bracis-19078 298 14 , , PUNCT bracis-19078 298 15 pp pp ADJ bracis-19078 298 16 . . PUNCT bracis-19078 299 1 126–131 126–131 NUM bracis-19078 299 2 ( ( PUNCT bracis-19078 299 3 2020 2020 NUM bracis-19078 299 4 ) ) PUNCT bracis-19078 299 5 google google NOUN bracis-19078 299 6 scholar scholar NOUN bracis-19078 299 7     SPACE bracis-19078 299 8 schmidt schmidt PROPN bracis-19078 299 9 , , PUNCT bracis-19078 299 10 a. a. NOUN bracis-19078 299 11 , , PUNCT bracis-19078 299 12 wiegand wiegand NOUN bracis-19078 299 13 , , PUNCT bracis-19078 299 14 m. m. NOUN bracis-19078 299 15 : : PUNCT bracis-19078 299 16 a a DET bracis-19078 299 17 survey survey NOUN bracis-19078 299 18 on on ADP bracis-19078 299 19 hate hate NOUN bracis-19078 299 20 speech speech NOUN bracis-19078 299 21 detection detection NOUN bracis-19078 299 22 using use VERB bracis-19078 299 23 natural natural ADJ bracis-19078 299 24 language language NOUN bracis-19078 299 25 processing processing NOUN bracis-19078 299 26 . . PUNCT bracis-19078 300 1 in in ADP bracis-19078 300 2 : : PUNCT bracis-19078 300 3 proceedings proceeding NOUN bracis-19078 300 4 of of ADP bracis-19078 300 5 the the DET bracis-19078 300 6 fifth fifth ADJ bracis-19078 300 7 international international ADJ bracis-19078 300 8 workshop workshop NOUN bracis-19078 300 9 on on ADP bracis-19078 300 10 natural natural ADJ bracis-19078 300 11 language language NOUN bracis-19078 300 12 processing processing NOUN bracis-19078 300 13 for for ADP bracis-19078 300 14 social social ADJ bracis-19078 300 15 media medium NOUN bracis-19078 300 16 , , PUNCT bracis-19078 300 17 pp pp ADP bracis-19078 300 18 . . PUNCT bracis-19078 301 1 1–10 1–10 NOUN bracis-19078 301 2 ( ( PUNCT bracis-19078 301 3 2017 2017 NUM bracis-19078 301 4 ) ) PUNCT bracis-19078 301 5 google google PROPN bracis-19078 301 6 scholar scholar NOUN bracis-19078 301 7     SPACE bracis-19078 301 8 shang shang PROPN bracis-19078 301 9 , , PUNCT bracis-19078 301 10 j. j. PROPN bracis-19078 301 11 , , PUNCT bracis-19078 301 12 ma ma PROPN bracis-19078 301 13 , , PUNCT bracis-19078 301 14 t. t. PROPN bracis-19078 301 15 , , PUNCT bracis-19078 301 16 xiao xiao PROPN bracis-19078 301 17 , , PUNCT bracis-19078 301 18 c. c. PROPN bracis-19078 301 19 , , PUNCT bracis-19078 301 20 sun sun PROPN bracis-19078 301 21 , , PUNCT bracis-19078 301 22 j. j. PROPN bracis-19078 301 23 : : PUNCT bracis-19078 301 24 pre pre ADJ bracis-19078 301 25 - - VERB bracis-19078 301 26 training training NOUN bracis-19078 301 27 of of ADP bracis-19078 301 28 graph graph NOUN bracis-19078 301 29 augmented augment VERB bracis-19078 301 30 transformers transformer NOUN bracis-19078 301 31 for for ADP bracis-19078 301 32 medication medication NOUN bracis-19078 301 33 recommendation recommendation NOUN bracis-19078 301 34 . . PUNCT bracis-19078 302 1 arxiv arxiv PROPN bracis-19078 302 2 preprint preprint NOUN bracis-19078 302 3 arxiv:1906.00346 arxiv:1906.00346 NUM bracis-19078 302 4 ( ( PUNCT bracis-19078 302 5 2019 2019 NUM bracis-19078 302 6 ) ) PUNCT bracis-19078 302 7 tanase tanase PROPN bracis-19078 302 8 , , PUNCT bracis-19078 302 9 m.a m.a PROPN bracis-19078 302 10 . . PROPN bracis-19078 302 11 , , PUNCT bracis-19078 302 12 zaharia zaharia PROPN bracis-19078 302 13 , , PUNCT bracis-19078 302 14 g.e g.e PROPN bracis-19078 302 15 . . PROPN bracis-19078 302 16 , , PUNCT bracis-19078 302 17 cercel cercel PROPN bracis-19078 302 18 , , PUNCT bracis-19078 302 19 d.c d.c PROPN bracis-19078 302 20 . . PROPN bracis-19078 302 21 , , PUNCT bracis-19078 302 22 dascalu dascalu PROPN bracis-19078 302 23 , , PUNCT bracis-19078 302 24 m. m. NOUN bracis-19078 302 25 : : PUNCT bracis-19078 302 26 detecting detect VERB bracis-19078 302 27 aggressiveness aggressiveness NOUN bracis-19078 302 28 in in ADP bracis-19078 302 29 mexican mexican ADJ bracis-19078 302 30 spanish spanish ADJ bracis-19078 302 31 social social ADJ bracis-19078 302 32 media medium NOUN bracis-19078 302 33 content content NOUN bracis-19078 302 34 by by ADP bracis-19078 302 35 fine fine ADJ bracis-19078 302 36 - - PUNCT bracis-19078 302 37 tuning tune VERB bracis-19078 302 38 transformer transformer NOUN bracis-19078 302 39 - - PUNCT bracis-19078 302 40 based base VERB bracis-19078 302 41 models model NOUN bracis-19078 302 42 ( ( PUNCT bracis-19078 302 43 2020 2020 NUM bracis-19078 302 44 ) ) PUNCT bracis-19078 302 45 google google NOUN bracis-19078 302 46 scholar scholar NOUN bracis-19078 302 47     SPACE bracis-19078 302 48 vaswani vaswani NOUN bracis-19078 302 49 , , PUNCT bracis-19078 302 50 a. a. NOUN bracis-19078 302 51 , , PUNCT bracis-19078 302 52 et et PROPN bracis-19078 302 53 al al PROPN bracis-19078 302 54 . . PUNCT bracis-19078 302 55 : : PUNCT bracis-19078 303 1 attention attention NOUN bracis-19078 303 2 is be AUX bracis-19078 303 3 all all PRON bracis-19078 303 4 you you PRON bracis-19078 303 5 need need VERB bracis-19078 303 6 . . PUNCT bracis-19078 304 1 arxiv arxiv PROPN bracis-19078 304 2 preprint preprint NOUN bracis-19078 304 3 arxiv:1706.03762 arxiv:1706.03762 PROPN bracis-19078 304 4 ( ( PUNCT bracis-19078 304 5 2017 2017 NUM bracis-19078 304 6 ) ) PUNCT bracis-19078 304 7 villatoro villatoro PROPN bracis-19078 304 8 - - PUNCT bracis-19078 304 9 tello tello PROPN bracis-19078 304 10 , , PUNCT bracis-19078 304 11 e. e. PROPN bracis-19078 304 12 , , PUNCT bracis-19078 304 13 ramırez ramırez NOUN bracis-19078 304 14 - - PUNCT bracis-19078 304 15 de de X bracis-19078 304 16 - - ADJ bracis-19078 304 17 la la ADJ bracis-19078 304 18 rosa rosa PROPN bracis-19078 304 19 , , PUNCT bracis-19078 304 20 g. g. PROPN bracis-19078 304 21 , , PUNCT bracis-19078 304 22 kumar kumar PROPN bracis-19078 304 23 , , PUNCT bracis-19078 304 24 s. s. PROPN bracis-19078 304 25 , , PUNCT bracis-19078 304 26 parida parida PROPN bracis-19078 304 27 , , PUNCT bracis-19078 304 28 s. s. PROPN bracis-19078 304 29 , , PUNCT bracis-19078 304 30 motlicek motlicek PROPN bracis-19078 304 31 , , PUNCT bracis-19078 304 32 p. p. NOUN bracis-19078 304 33 : : PUNCT bracis-19078 304 34 idiap idiap PROPN bracis-19078 304 35 and and CCONJ bracis-19078 304 36 uam uam ADJ bracis-19078 304 37 participation participation NOUN bracis-19078 304 38 at at ADP bracis-19078 304 39 mex mex NOUN bracis-19078 304 40 - - PUNCT bracis-19078 304 41 a3 a3 NOUN bracis-19078 304 42 t t NOUN bracis-19078 304 43 evaluation evaluation NOUN bracis-19078 304 44 campaign campaign NOUN bracis-19078 304 45 . . PUNCT bracis-19078 305 1 in in ADP bracis-19078 305 2 : : PUNCT bracis-19078 305 3 notebook notebook NOUN bracis-19078 305 4 papers paper NOUN bracis-19078 305 5 of of ADP bracis-19078 305 6 2nd 2nd ADJ bracis-19078 305 7 sepln sepln ADJ bracis-19078 305 8 workshop workshop NOUN bracis-19078 305 9 on on ADP bracis-19078 305 10 iberian iberian ADJ bracis-19078 305 11 languages language NOUN bracis-19078 305 12 evaluation evaluation NOUN bracis-19078 305 13 forum forum NOUN bracis-19078 305 14 ( ( PUNCT bracis-19078 305 15 iberlef iberlef PROPN bracis-19078 305 16 ) ) PUNCT bracis-19078 305 17 , , PUNCT bracis-19078 305 18 malaga malaga PROPN bracis-19078 305 19 , , PUNCT bracis-19078 305 20 spain spain PROPN bracis-19078 305 21 ( ( PUNCT bracis-19078 305 22 2020 2020 NUM bracis-19078 305 23 ) ) PUNCT bracis-19078 305 24 google google PROPN bracis-19078 305 25 scholar scholar NOUN bracis-19078 305 26     SPACE bracis-19078 305 27 waseem waseem PROPN bracis-19078 305 28 , , PUNCT bracis-19078 305 29 z. z. PROPN bracis-19078 305 30 , , PUNCT bracis-19078 305 31 davidson davidson PROPN bracis-19078 305 32 , , PUNCT bracis-19078 305 33 t. t. PROPN bracis-19078 305 34 , , PUNCT bracis-19078 305 35 warmsley warmsley PROPN bracis-19078 305 36 , , PUNCT bracis-19078 305 37 d. d. PROPN bracis-19078 305 38 , , PUNCT bracis-19078 305 39 weber weber PROPN bracis-19078 305 40 , , PUNCT bracis-19078 305 41 i. i. PROPN bracis-19078 305 42 : : PUNCT bracis-19078 305 43 understanding understand VERB bracis-19078 305 44 abuse abuse NOUN bracis-19078 305 45 : : PUNCT bracis-19078 305 46 a a DET bracis-19078 305 47 typology typology NOUN bracis-19078 305 48 of of ADP bracis-19078 305 49 abusive abusive ADJ bracis-19078 305 50 language language NOUN bracis-19078 305 51 detection detection NOUN bracis-19078 305 52 subtasks subtask NOUN bracis-19078 305 53 . . PUNCT bracis-19078 306 1 arxiv arxiv PROPN bracis-19078 306 2 preprint preprint NOUN bracis-19078 306 3 arxiv:1705.09899 arxiv:1705.09899 NOUN bracis-19078 306 4 ( ( PUNCT bracis-19078 306 5 2017 2017 NUM bracis-19078 306 6 ) ) PUNCT bracis-19078 306 7 waseem waseem PROPN bracis-19078 306 8 , , PUNCT bracis-19078 306 9 z. z. PROPN bracis-19078 306 10 , , PUNCT bracis-19078 306 11 hovy hovy PROPN bracis-19078 306 12 , , PUNCT bracis-19078 306 13 d. d. PROPN bracis-19078 306 14 : : PUNCT bracis-19078 307 1 hateful hateful ADJ bracis-19078 307 2 symbols symbol NOUN bracis-19078 307 3 or or CCONJ bracis-19078 307 4 hateful hateful ADJ bracis-19078 307 5 people people NOUN bracis-19078 307 6 ? ? PUNCT bracis-19078 308 1 predictive predictive ADJ bracis-19078 308 2 features feature NOUN bracis-19078 308 3 for for ADP bracis-19078 308 4 hate hate NOUN bracis-19078 308 5 speech speech NOUN bracis-19078 308 6 detection detection NOUN bracis-19078 308 7 on on ADP bracis-19078 308 8 twitter twitter NOUN bracis-19078 308 9 . . PUNCT bracis-19078 309 1 in in ADP bracis-19078 309 2 : : PUNCT bracis-19078 309 3 proceedings proceeding NOUN bracis-19078 309 4 of of ADP bracis-19078 309 5 the the DET bracis-19078 309 6 naacl naacl PROPN bracis-19078 309 7 student student NOUN bracis-19078 309 8 research research NOUN bracis-19078 309 9 workshop workshop NOUN bracis-19078 309 10 , , PUNCT bracis-19078 309 11 pp pp X bracis-19078 309 12 . . PUNCT bracis-19078 310 1 88–93 88–93 NUM bracis-19078 310 2 ( ( PUNCT bracis-19078 310 3 2016 2016 NUM bracis-19078 310 4 ) ) PUNCT bracis-19078 310 5 google google PROPN bracis-19078 310 6 scholar scholar NOUN bracis-19078 310 7     SPACE bracis-19078 310 8 yao yao PROPN bracis-19078 310 9 , , PUNCT bracis-19078 310 10 l. l. PROPN bracis-19078 310 11 , , PUNCT bracis-19078 310 12 mao mao PROPN bracis-19078 310 13 , , PUNCT bracis-19078 310 14 c. c. PROPN bracis-19078 310 15 , , PUNCT bracis-19078 310 16 luo luo PROPN bracis-19078 310 17 , , PUNCT bracis-19078 310 18 y. y. NOUN bracis-19078 310 19 : : PUNCT bracis-19078 310 20 graph graph VERB bracis-19078 310 21 convolutional convolutional ADJ bracis-19078 310 22 networks network NOUN bracis-19078 310 23 for for ADP bracis-19078 310 24 text text NOUN bracis-19078 310 25 classification classification NOUN bracis-19078 310 26 . . PUNCT bracis-19078 311 1 in in ADP bracis-19078 311 2 : : PUNCT bracis-19078 311 3 proceedings proceeding NOUN bracis-19078 311 4 of of ADP bracis-19078 311 5 the the DET bracis-19078 311 6 aaai aaai PROPN bracis-19078 311 7 conference conference NOUN bracis-19078 311 8 on on ADP bracis-19078 311 9 artificial artificial ADJ bracis-19078 311 10 intelligence intelligence NOUN bracis-19078 311 11 , , PUNCT bracis-19078 311 12 vol vol NOUN bracis-19078 311 13 . . PROPN bracis-19078 311 14 33 33 NUM bracis-19078 311 15 , , PUNCT bracis-19078 311 16 pp pp ADJ bracis-19078 311 17 . . PUNCT bracis-19078 312 1 7370–7377 7370–7377 NUM bracis-19078 312 2 ( ( PUNCT bracis-19078 312 3 2019 2019 NUM bracis-19078 312 4 ) ) PUNCT bracis-19078 312 5 google google PROPN bracis-19078 312 6 scholar scholar NOUN bracis-19078 312 7     SPACE bracis-19078 312 8 zampieri zampieri PROPN bracis-19078 312 9 , , PUNCT bracis-19078 312 10 m. m. NOUN bracis-19078 312 11 , , PUNCT bracis-19078 312 12 malmasi malmasi NOUN bracis-19078 312 13 , , PUNCT bracis-19078 312 14 s. s. PROPN bracis-19078 312 15 , , PUNCT bracis-19078 312 16 nakov nakov NOUN bracis-19078 312 17 , , PUNCT bracis-19078 312 18 p. p. NOUN bracis-19078 312 19 , , PUNCT bracis-19078 312 20 rosenthal rosenthal PROPN bracis-19078 312 21 , , PUNCT bracis-19078 312 22 s. s. PROPN bracis-19078 312 23 , , PUNCT bracis-19078 312 24 farra farra PROPN bracis-19078 312 25 , , PUNCT bracis-19078 312 26 n. n. PROPN bracis-19078 312 27 , , PUNCT bracis-19078 312 28 kumar kumar PROPN bracis-19078 312 29 , , PUNCT bracis-19078 312 30 r. r. PROPN bracis-19078 312 31 : : PUNCT bracis-19078 312 32 semeval-2019 semeval-2019 NUM bracis-19078 312 33 task task NOUN bracis-19078 312 34 6 6 NUM bracis-19078 312 35 : : PUNCT bracis-19078 312 36 identifying identify VERB bracis-19078 312 37 and and CCONJ bracis-19078 312 38 categorizing categorize VERB bracis-19078 312 39 offensive offensive ADJ bracis-19078 312 40 language language NOUN bracis-19078 312 41 in in ADP bracis-19078 312 42 social social ADJ bracis-19078 312 43 media medium NOUN bracis-19078 312 44 ( ( PUNCT bracis-19078 312 45 offenseval offenseval NOUN bracis-19078 312 46 ) ) PUNCT bracis-19078 312 47 . . PUNCT bracis-19078 313 1 arxiv arxiv PROPN bracis-19078 313 2 preprint preprint VERB bracis-19078 313 3 arxiv:1903.08983 arxiv:1903.08983 NUM bracis-19078 313 4 ( ( PUNCT bracis-19078 313 5 2019 2019 NUM bracis-19078 313 6 ) ) PUNCT bracis-19078 313 7 zhang zhang PROPN bracis-19078 313 8 , , PUNCT bracis-19078 313 9 z. z. PROPN bracis-19078 313 10 , , PUNCT bracis-19078 313 11 luo luo PROPN bracis-19078 313 12 , , PUNCT bracis-19078 313 13 l. l. PROPN bracis-19078 313 14 : : PUNCT bracis-19078 313 15 hate hate VERB bracis-19078 313 16 speech speech NOUN bracis-19078 313 17 detection detection NOUN bracis-19078 313 18 : : PUNCT bracis-19078 313 19 a a DET bracis-19078 313 20 solved solved ADJ bracis-19078 313 21 problem problem NOUN bracis-19078 313 22 ? ? PUNCT bracis-19078 314 1 the the DET bracis-19078 314 2 challenging challenging ADJ bracis-19078 314 3 case case NOUN bracis-19078 314 4 of of ADP bracis-19078 314 5 long long ADJ bracis-19078 314 6 tail tail NOUN bracis-19078 314 7 on on ADP bracis-19078 314 8 twitter twitter NOUN bracis-19078 314 9 . . PUNCT bracis-19078 315 1 semant semant ADJ bracis-19078 315 2 . . PUNCT bracis-19078 315 3 web web NOUN bracis-19078 315 4 10(5 10(5 NUM bracis-19078 315 5 ) ) PUNCT bracis-19078 315 6 , , PUNCT bracis-19078 315 7 925–945 925–945 NUM bracis-19078 315 8 ( ( PUNCT bracis-19078 315 9 2019 2019 NUM bracis-19078 315 10 ) ) PUNCT bracis-19078 315 11 google google NOUN bracis-19078 315 12 scholar scholar NOUN bracis-19078 315 13     SPACE bracis-19078 315 14 download download NOUN bracis-19078 315 15 references reference NOUN bracis-19078 315 16 author author NOUN bracis-19078 315 17 information information NOUN bracis-19078 315 18 authors author NOUN bracis-19078 315 19 and and CCONJ bracis-19078 315 20 affiliations affiliation NOUN bracis-19078 315 21 department department PROPN bracis-19078 315 22 of of ADP bracis-19078 315 23 computer computer NOUN bracis-19078 315 24 science science NOUN bracis-19078 315 25 , , PUNCT bracis-19078 315 26 universidad universidad PROPN bracis-19078 315 27 católica católica PROPN bracis-19078 315 28 san san PROPN bracis-19078 315 29 pablo pablo PROPN bracis-19078 315 30 , , PUNCT bracis-19078 315 31 arequipa arequipa PROPN bracis-19078 315 32 , , PUNCT bracis-19078 315 33 peru peru PROPN bracis-19078 315 34 errol errol PROPN bracis-19078 315 35 mamani mamani PROPN bracis-19078 315 36 - - PUNCT bracis-19078 315 37 condori condori NOUN bracis-19078 315 38     SPACE bracis-19078 315 39 & & CCONJ bracis-19078 315 40     SPACE bracis-19078 315 41 josé josé PROPN bracis-19078 315 42 ochoa ochoa PROPN bracis-19078 315 43 - - PUNCT bracis-19078 315 44 luna luna PROPN bracis-19078 315 45 authors author NOUN bracis-19078 315 46 errol errol PROPN bracis-19078 315 47 mamani mamani PROPN bracis-19078 315 48 - - PUNCT bracis-19078 315 49 condoriview condoriview NOUN bracis-19078 315 50 author author NOUN bracis-19078 315 51 publications publication NOUN bracis-19078 315 52 search search NOUN bracis-19078 315 53 author author NOUN bracis-19078 315 54 on on ADP bracis-19078 315 55 : : PUNCT bracis-19078 315 56 pubmed pubmed PROPN bracis-19078 315 57     SPACE bracis-19078 315 58 google google PROPN bracis-19078 315 59 scholar scholar PROPN bracis-19078 315 60 josé josé PROPN bracis-19078 315 61 ochoa ochoa PROPN bracis-19078 315 62 - - PUNCT bracis-19078 315 63 lunaview lunaview NOUN bracis-19078 315 64 author author NOUN bracis-19078 315 65 publications publication NOUN bracis-19078 315 66 search search NOUN bracis-19078 315 67 author author NOUN bracis-19078 315 68 on on ADP bracis-19078 315 69 : : PUNCT bracis-19078 315 70 pubmed pubmed PROPN bracis-19078 315 71     SPACE bracis-19078 315 72 google google PROPN bracis-19078 315 73 scholar scholar NOUN bracis-19078 315 74 corresponding correspond VERB bracis-19078 315 75 author author NOUN bracis-19078 315 76 correspondence correspondence NOUN bracis-19078 315 77 to to ADP bracis-19078 315 78 errol errol PROPN bracis-19078 315 79 mamani mamani PROPN bracis-19078 315 80 - - PUNCT bracis-19078 315 81 condori condori NOUN bracis-19078 315 82 . . PUNCT bracis-19078 316 1 editor editor NOUN bracis-19078 316 2 information information NOUN bracis-19078 316 3 editors editor NOUN bracis-19078 316 4 and and CCONJ bracis-19078 316 5 affiliations affiliation NOUN bracis-19078 316 6 universidade universidade PROPN bracis-19078 316 7 federal federal PROPN bracis-19078 316 8 de de X bracis-19078 316 9 sergipe sergipe PROPN bracis-19078 316 10 , , PUNCT bracis-19078 316 11 são são NOUN bracis-19078 316 12 cristóvão cristóvão PROPN bracis-19078 316 13 , , PUNCT bracis-19078 316 14 brazil brazil PROPN bracis-19078 316 15 andré andré PROPN bracis-19078 316 16 britto britto PROPN bracis-19078 316 17 universidade universidade PROPN bracis-19078 316 18 de de PROPN bracis-19078 316 19 são são PROPN bracis-19078 316 20 paulo paulo PROPN bracis-19078 316 21 , , PUNCT bracis-19078 316 22 são são PROPN bracis-19078 316 23 paulo paulo PROPN bracis-19078 316 24 , , PUNCT bracis-19078 316 25 brazil brazil PROPN bracis-19078 316 26 karina karina PROPN bracis-19078 316 27 valdivia valdivia PROPN bracis-19078 316 28 delgado delgado VERB bracis-19078 316 29 rights right NOUN bracis-19078 316 30 and and CCONJ bracis-19078 316 31 permissions permission NOUN bracis-19078 316 32 reprints reprint NOUN bracis-19078 316 33 and and CCONJ bracis-19078 316 34 permissions permission VERB bracis-19078 316 35 copyright copyright NOUN bracis-19078 316 36 information information NOUN bracis-19078 316 37 © © PROPN bracis-19078 316 38 2021 2021 NUM bracis-19078 316 39 springer springer NOUN bracis-19078 316 40 nature nature NOUN bracis-19078 316 41 switzerland switzerland PROPN bracis-19078 316 42 ag ag PROPN bracis-19078 316 43 about about ADP bracis-19078 316 44 this this DET bracis-19078 316 45 paper paper NOUN bracis-19078 316 46 cite cite VERB bracis-19078 316 47 this this DET bracis-19078 316 48 paper paper NOUN bracis-19078 316 49 mamani mamani NOUN bracis-19078 316 50 - - PUNCT bracis-19078 316 51 condori condori NOUN bracis-19078 316 52 , , PUNCT bracis-19078 316 53 e. e. PROPN bracis-19078 316 54 , , PUNCT bracis-19078 316 55 ochoa ochoa PROPN bracis-19078 316 56 - - PUNCT bracis-19078 316 57 luna luna PROPN bracis-19078 316 58 , , PUNCT bracis-19078 316 59 j. j. PROPN bracis-19078 316 60 ( ( PUNCT bracis-19078 316 61 2021 2021 NUM bracis-19078 316 62 ) ) PUNCT bracis-19078 316 63 . . PUNCT bracis-19078 317 1 aggressive aggressive ADJ bracis-19078 317 2 language language NOUN bracis-19078 317 3 detection detection NOUN bracis-19078 317 4 using use VERB bracis-19078 317 5 vgcn vgcn ADJ bracis-19078 317 6 - - PUNCT bracis-19078 317 7 bert bert NOUN bracis-19078 317 8 for for ADP bracis-19078 317 9 spanish spanish ADJ bracis-19078 317 10 texts text NOUN bracis-19078 317 11 . . PUNCT bracis-19078 318 1 in in ADP bracis-19078 318 2 : : PUNCT bracis-19078 318 3 britto britto PROPN bracis-19078 318 4 , , PUNCT bracis-19078 318 5 a. a. PROPN bracis-19078 318 6 , , PUNCT bracis-19078 318 7 valdivia valdivia PROPN bracis-19078 318 8 delgado delgado PROPN bracis-19078 318 9 , , PUNCT bracis-19078 318 10 k. k. PROPN bracis-19078 318 11 ( ( PUNCT bracis-19078 318 12 eds eds PROPN bracis-19078 318 13 ) ) PUNCT bracis-19078 318 14 intelligent intelligent ADJ bracis-19078 318 15 systems system NOUN bracis-19078 318 16 . . PUNCT bracis-19078 319 1 bracis bracis PROPN bracis-19078 319 2 2021 2021 NUM bracis-19078 319 3 . . PUNCT bracis-19078 320 1 lecture lecture NOUN bracis-19078 320 2 notes note NOUN bracis-19078 320 3 in in ADP bracis-19078 320 4 computer computer NOUN bracis-19078 320 5 science science NOUN bracis-19078 320 6 ( ( PUNCT bracis-19078 320 7 ) ) PUNCT bracis-19078 320 8 , , PUNCT bracis-19078 320 9 vol vol NOUN bracis-19078 320 10 13074 13074 NUM bracis-19078 320 11 . . PUNCT bracis-19078 321 1 springer springer NOUN bracis-19078 321 2 , , PUNCT bracis-19078 321 3 cham cham PROPN bracis-19078 321 4 . . PUNCT bracis-19078 322 1 https://doi.org/10.1007/978-3-030-91699-2_25 https://doi.org/10.1007/978-3-030-91699-2_25 PROPN bracis-19078 322 2 download download NOUN bracis-19078 322 3 citation citation NOUN bracis-19078 322 4 .ris .ris PUNCT bracis-19078 322 5 .enw .enw PROPN bracis-19078 322 6 .bib .bib PUNCT bracis-19078 323 1 doi doi PROPN bracis-19078 323 2 : : PUNCT bracis-19078 323 3 https://doi.org/10.1007/978-3-030-91699-2_25 https://doi.org/10.1007/978-3-030-91699-2_25 AUX bracis-19078 323 4 published publish VERB bracis-19078 323 5 : : PUNCT bracis-19078 323 6 28 28 NUM bracis-19078 323 7 november november PROPN bracis-19078 323 8 2021 2021 NUM bracis-19078 323 9 publisher publisher NOUN bracis-19078 323 10 name name NOUN bracis-19078 323 11 : : PUNCT bracis-19078 323 12 springer springer NOUN bracis-19078 323 13 , , PUNCT bracis-19078 323 14 cham cham PROPN bracis-19078 323 15 print print PROPN bracis-19078 323 16 isbn isbn PROPN bracis-19078 323 17 : : PUNCT bracis-19078 323 18 978 978 NUM bracis-19078 323 19 - - SYM bracis-19078 323 20 3 3 NUM bracis-19078 323 21 - - PUNCT bracis-19078 323 22 030 030 NUM bracis-19078 323 23 - - PUNCT bracis-19078 323 24 91698 91698 NUM bracis-19078 323 25 - - SYM bracis-19078 323 26 5 5 NUM bracis-19078 323 27 online online ADJ bracis-19078 323 28 isbn isbn NOUN bracis-19078 323 29 : : PUNCT bracis-19078 323 30 978 978 NUM bracis-19078 323 31 - - SYM bracis-19078 323 32 3 3 NUM bracis-19078 323 33 - - PUNCT bracis-19078 323 34 030 030 NUM bracis-19078 323 35 - - PUNCT bracis-19078 323 36 91699 91699 NUM bracis-19078 323 37 - - SYM bracis-19078 323 38 2 2 NUM bracis-19078 323 39 ebook ebook NOUN bracis-19078 323 40 packages package NOUN bracis-19078 323 41 : : PUNCT bracis-19078 323 42 computer computer NOUN bracis-19078 323 43 sciencecomputer sciencecomputer NOUN bracis-19078 323 44 science science NOUN bracis-19078 323 45 ( ( PUNCT bracis-19078 323 46 r0 r0 NOUN bracis-19078 323 47 ) ) PUNCT bracis-19078 323 48 share share VERB bracis-19078 323 49 this this DET bracis-19078 323 50 paper paper NOUN bracis-19078 323 51 anyone anyone PRON bracis-19078 323 52 you you PRON bracis-19078 323 53 share share VERB bracis-19078 323 54 the the DET bracis-19078 323 55 following follow VERB bracis-19078 323 56 link link NOUN bracis-19078 323 57 with with ADP bracis-19078 323 58 will will AUX bracis-19078 323 59 be be AUX bracis-19078 323 60 able able ADJ bracis-19078 323 61 to to PART bracis-19078 323 62 read read VERB bracis-19078 323 63 this this DET bracis-19078 323 64 content content NOUN bracis-19078 323 65 : : PUNCT bracis-19078 323 66 get get VERB bracis-19078 323 67 shareable shareable ADJ bracis-19078 323 68 linksorry linksorry NOUN bracis-19078 323 69 , , PUNCT bracis-19078 323 70 a a DET bracis-19078 323 71 shareable shareable ADJ bracis-19078 323 72 link link NOUN bracis-19078 323 73 is be AUX bracis-19078 323 74 not not PART bracis-19078 323 75 currently currently ADV bracis-19078 323 76 available available ADJ bracis-19078 323 77 for for ADP bracis-19078 323 78 this this DET bracis-19078 323 79 article article NOUN bracis-19078 323 80 . . 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