id sid eid entity type fcis-32489 1 1 2832-6024 DATE fcis-32489 2 1 14 DATE fcis-32489 2 2 2 CARDINAL fcis-32489 2 3 34 CARDINAL fcis-32489 2 4 lu sias university ORG fcis-32489 2 5 zhengzhou GPE fcis-32489 2 6 henan GPE fcis-32489 2 7 china GPE fcis-32489 4 1 recent years DATE fcis-32489 9 1 gcns PERSON fcis-32489 12 1 tsinghua university ORG fcis-32489 14 1 1 CARDINAL fcis-32489 15 1 1 CARDINAL fcis-32489 16 1 2 CARDINAL fcis-32489 16 2 3 CARDINAL fcis-32489 16 3 4 CARDINAL fcis-32489 20 1 5 CARDINAL fcis-32489 23 1 two CARDINAL fcis-32489 24 1 first ORDINAL fcis-32489 24 2 two CARDINAL fcis-32489 24 3 one CARDINAL fcis-32489 26 1 secondly ORDINAL fcis-32489 27 1 two CARDINAL fcis-32489 31 1 2 CARDINAL fcis-32489 31 2 6 CARDINAL fcis-32489 32 1 8 CARDINAL fcis-32489 32 2 11 CARDINAL fcis-32489 34 1 35 CARDINAL fcis-32489 34 2 mintz et al PERSON fcis-32489 35 1 12 CARDINAL fcis-32489 35 2 wikipedia PERSON fcis-32489 38 1 hoffmann et al PERSON fcis-32489 39 1 13 CARDINAL fcis-32489 40 1 14 CARDINAL fcis-32489 41 1 benjamin et al PERSON fcis-32489 42 1 15 CARDINAL fcis-32489 43 1 recent years DATE fcis-32489 43 2 zeng et al PERSON fcis-32489 44 1 16 CARDINAL fcis-32489 44 2 max PERSON fcis-32489 46 1 peng et al PERSON fcis-32489 47 1 18 CARDINAL fcis-32489 49 1 5 CARDINAL fcis-32489 49 2 wikipedia ORG fcis-32489 50 1 wang et al PERSON fcis-32489 51 1 19 CARDINAL fcis-32489 51 2 20 CARDINAL fcis-32489 51 3 bert PERSON fcis-32489 51 4 two CARDINAL fcis-32489 52 1 welling[21 GPE fcis-32489 54 1 22 CARDINAL fcis-32489 54 2 23 CARDINAL fcis-32489 55 1 24 CARDINAL fcis-32489 56 1 zhang et al PERSON fcis-32489 57 1 25 CARDINAL fcis-32489 60 1 3 CARDINAL fcis-32489 64 1 1 CARDINAL fcis-32489 64 2 1 CARDINAL fcis-32489 64 3 3.1 CARDINAL fcis-32489 66 1 2 CARDINAL fcis-32489 66 2 2 CARDINAL fcis-32489 66 3 2 CARDINAL fcis-32489 68 1 3.1.1 CARDINAL fcis-32489 70 1 26 CARDINAL fcis-32489 70 2 36 CARDINAL fcis-32489 72 1 bert PERSON fcis-32489 73 1 coreference PERSON fcis-32489 73 2 first ORDINAL fcis-32489 74 1 england GPE fcis-32489 74 2 uk GPE fcis-32489 74 3 the united kingdom GPE fcis-32489 75 1 asww ORG fcis-32489 75 2 wc ORG fcis-32489 76 1 wi GPE fcis-32489 78 1 3.2 CARDINAL fcis-32489 80 1 1 CARDINAL fcis-32489 80 2 6 CARDINAL fcis-32489 82 1 1 CARDINAL fcis-32489 82 2 2 CARDINAL fcis-32489 82 3 3 CARDINAL fcis-32489 82 4 4 CARDINAL fcis-32489 82 5 5 CARDINAL fcis-32489 83 1 6 CARDINAL fcis-32489 83 2 Οƒ ORG fcis-32489 84 1 gtis ORG fcis-32489 84 2 wxo ORG fcis-32489 84 3 wci GPE fcis-32489 84 4 wcg PERSON fcis-32489 84 5 whf ORG fcis-32489 86 1 7 CARDINAL fcis-32489 87 1 7 CARDINAL fcis-32489 87 2 3.3 CARDINAL fcis-32489 89 1 1a ο€½ij PRODUCT fcis-32489 90 1 8) CARDINAL fcis-32489 90 2 whereπ‘Š ORG fcis-32489 94 1 𝐴 to 1 ORG fcis-32489 94 2 1 CARDINAL fcis-32489 97 1 9 CARDINAL fcis-32489 99 1 9 CARDINAL fcis-32489 99 2 𝐴ij PERSON fcis-32489 102 1 27 CARDINAL fcis-32489 102 2 2017 DATE fcis-32489 106 1 3.4 CARDINAL fcis-32489 108 1 37 CARDINAL fcis-32489 108 2 10 CARDINAL fcis-32489 109 1 1 CARDINAL fcis-32489 110 1 10 CARDINAL fcis-32489 110 2 11 CARDINAL fcis-32489 111 1 1 k mk k QUANTITY fcis-32489 111 2 11 CARDINAL fcis-32489 111 3 two CARDINAL fcis-32489 113 1 14 CARDINAL fcis-32489 114 1 12 CARDINAL fcis-32489 114 2 13 CARDINAL fcis-32489 114 3 14 CARDINAL fcis-32489 115 1 4 CARDINAL fcis-32489 115 2 4.1 CARDINAL fcis-32489 116 1 wikipedia PERSON fcis-32489 119 1 12 CARDINAL fcis-32489 119 2 1 CARDINAL fcis-32489 119 3 3053 96 38269 34715 DATE fcis-32489 119 4 1000 CARDINAL fcis-32489 119 5 12332 11790 DATE fcis-32489 119 6 1000 96 12842 12101 DATE fcis-32489 124 1 1 CARDINAL fcis-32489 124 2 4.2 CARDINAL fcis-32489 125 1 2 CARDINAL fcis-32489 125 2 0.0001 CARDINAL fcis-32489 125 3 200 CARDINAL fcis-32489 125 4 20 CARDINAL fcis-32489 125 5 100 CARDINAL fcis-32489 125 6 20 CARDINAL fcis-32489 125 7 the adam optimization algorithm ORG fcis-32489 126 1 2 CARDINAL fcis-32489 127 1 4.3 CARDINAL fcis-32489 129 1 cnn ORG fcis-32489 130 1 2 CARDINAL fcis-32489 130 2 31 CARDINAL fcis-32489 131 1 3)bert CARDINAL fcis-32489 132 1 32 CARDINAL fcis-32489 132 2 bert PERSON fcis-32489 133 1 3 CARDINAL fcis-32489 134 1 cnn ORG fcis-32489 134 2 41.58 CARDINAL fcis-32489 134 3 43.45 MONEY fcis-32489 134 4 40.33 CARDINAL fcis-32489 134 5 42.26 CARDINAL fcis-32489 134 6 50.07 CARDINAL fcis-32489 134 7 48.87 CARDINAL fcis-32489 134 8 51.06 CARDINAL fcis-32489 134 9 48.94 CARDINAL fcis-32489 134 10 bilstm-gcn PERSON fcis-32489 134 11 4.4 CARDINAL fcis-32489 135 1 3 CARDINAL fcis-32489 135 2 f1 PERSON fcis-32489 135 3 more than 8% PERCENT fcis-32489 135 4 cnn ORG fcis-32489 136 1 cnn ORG fcis-32489 137 1 0.77% PERCENT fcis-32489 138 1 0.51% PERCENT fcis-32489 139 1 f1 PERSON fcis-32489 139 2 0.36% PERCENT fcis-32489 140 1 38 CARDINAL fcis-32489 141 1 5 CARDINAL fcis-32489 144 1 english NORP fcis-32489 145 1 chinese NORP fcis-32489 146 1 1 CARDINAL fcis-32489 146 2 muc-7 NORP fcis-32489 146 3 7th ORDINAL fcis-32489 147 1 stroudsburg GPE fcis-32489 147 2 pa, usa: association for computational linguistics ORG fcis-32489 147 3 1998 DATE fcis-32489 147 4 359367 CARDINAL fcis-32489 148 1 2 CARDINAL fcis-32489 148 2 gerhard weikum PERSON fcis-32489 148 3 jianzhong qi PERSON fcis-32489 148 4 rui zhang PERSON fcis-32489 148 5 2019 DATE fcis-32489 150 1 acl ORG fcis-32489 150 2 229-240 QUANTITY fcis-32489 150 3 florence GPE fcis-32489 150 4 italy GPE fcis-32489 151 1 acl ORG fcis-32489 152 1 3 CARDINAL fcis-32489 152 2 wenpeng yin PERSON fcis-32489 152 3 kazi PERSON fcis-32489 152 4 hasan PERSON fcis-32489 152 5 cicero ORG fcis-32489 152 6 xiang PERSON fcis-32489 152 7 bowen zhou PERSON fcis-32489 152 8 2017 DATE fcis-32489 153 1 acl ORG fcis-32489 153 2 571-581 CARDINAL fcis-32489 153 3 canada GPE fcis-32489 154 1 acl ORG fcis-32489 155 1 4 CARDINAL fcis-32489 155 2 erik cambria cambria PERSON fcis-32489 155 3 iti chaturvedi PERSON fcis-32489 155 4 minlie huang PERSON fcis-32489 155 5 hao zhou PERSON fcis-32489 155 6 subham biswas PERSON fcis-32489 156 1 2018 DATE fcis-32489 158 1 aaai ORG fcis-32489 159 1 5] yuan MONEY fcis-32489 159 2 peng li PERSON fcis-32489 159 3 xu han PERSON fcis-32489 159 4 yankai lin GPE fcis-32489 159 5 zhenghao liu PERSON fcis-32489 159 6 zhiyuan liu PERSON fcis-32489 159 7 lixin huang PERSON fcis-32489 159 8 jie zhou PERSON fcis-32489 159 9 2019 DATE fcis-32489 161 1 2019 DATE fcis-32489 162 1 6 CARDINAL fcis-32489 162 2 wan PERSON fcis-32489 163 1 chinese NORP fcis-32489 164 1 2016 DATE fcis-32489 164 2 53(2):284 CARDINAL fcis-32489 165 1 7 CARDINAL fcis-32489 165 2 lee s PERSON fcis-32489 165 3 jung GPE fcis-32489 166 1 2014 DATE fcis-32489 166 2 71(2 CARDINAL fcis-32489 166 3 741 CARDINAL fcis-32489 167 1 8 CARDINAL fcis-32489 167 2 liu k PERSON fcis-32489 167 3 network[c]//proceedings PRODUCT fcis-32489 167 4 25th ORDINAL fcis-32489 168 1 2014:2335-2344 DATE fcis-32489 169 1 9 CARDINAL fcis-32489 169 2 yoon kim PERSON fcis-32489 169 3 2014 DATE fcis-32489 171 1 1746-1751 DATE fcis-32489 173 1 10 CARDINAL fcis-32489 173 2 sunil kumar sahu PERSON fcis-32489 173 3 ashish anand PERSON fcis-32489 173 4 2018 DATE fcis-32489 175 1 86:15 -24 PERSON fcis-32489 176 1 11 CARDINAL fcis-32489 176 2 2018 DATE fcis-32489 176 3 176 CARDINAL fcis-32489 177 1 12 CARDINAL fcis-32489 177 2 steven b PERSON fcis-32489 177 3 rion s ORG fcis-32489 178 1 13 CARDINAL fcis-32489 178 2 zhang c PERSON fcis-32489 178 3 ling x PERSON fcis-32489 180 1 stroudsburg: association ORG fcis-32489 180 2 2011:541-550 CARDINAL fcis-32489 181 1 14 CARDINAL fcis-32489 181 2 t ibshirani j GPE fcis-32489 181 3 nallapat ORG fcis-32489 183 1 2012 DATE fcis-32489 183 2 455 CARDINAL fcis-32489 184 1 15 CARDINAL fcis-32489 184 2 benjamin r PERSON fcis-32489 184 3 dietrich k .combining PERSON fcis-32489 184 4 2013 DATE fcis-32489 185 1 16 CARDINAL fcis-32489 185 2 liu k PERSON fcis-32489 185 3 chen y PERSON fcis-32489 186 1 17 CARDINAL fcis-32489 186 2 lei k PERSON fcis-32489 186 3 li y PERSON fcis-32489 186 4 27th ORDINAL fcis-32489 186 5 426 CARDINAL fcis-32489 187 1 18 CARDINAL fcis-32489 187 2 peng PERSON fcis-32489 187 3 hoifung PERSON fcis-32489 187 4 chris quirk PERSON fcis-32489 187 5 kristina toutanova PERSON fcis-32489 187 6 wen tau yih. PERSON fcis-32489 187 7 2017 DATE fcis-32489 189 1 5:101 CARDINAL fcis-32489 190 1 19 CARDINAL fcis-32489 190 2 r. sylvester PERSON fcis-32489 190 3 n. mishra PERSON fcis-32489 190 4 andw GPE fcis-32489 191 1 wang ORG fcis-32489 191 2 two CARDINAL fcis-32489 194 1 http:// arxiv PERSON fcis-32489 195 1 1909. DATE fcis-32489 197 1 20 CARDINAL fcis-32489 197 2 a. vaswani PERSON fcis-32489 197 3 n. shazeer PERSON fcis-32489 197 4 n. parmar PERSON fcis-32489 197 5 j. uszkoreit PERSON fcis-32489 197 6 l. jones PERSON fcis-32489 197 7 a. n. gomez PERSON fcis-32489 197 8 l. kaiser PERSON fcis-32489 197 9 i. polosukhin PERSON fcis-32489 198 1 adv PERSON fcis-32489 199 1 syst ORG fcis-32489 199 2 2017 DATE fcis-32489 200 1 5998– 6008 DATE fcis-32489 201 1 21 CARDINAL fcis-32489 201 2 thomas n kipf PERSON fcis-32489 201 3 max PERSON fcis-32489 202 1 2017 CARDINAL fcis-32489 205 1 22 CARDINAL fcis-32489 205 2 diego marcheggiani PERSON fcis-32489 206 1 2017 CARDINAL fcis-32489 208 1 1506–1515 CARDINAL fcis-32489 209 1 2017 CARDINAL fcis-32489 211 1 21st ORDINAL fcis-32489 212 1 23 CARDINAL fcis-32489 212 2 rui zhang PERSON fcis-32489 212 3 kshitijh meelu PERSON fcis-32489 212 4 ayush pareek PERSON fcis-32489 212 5 krishnan srinivasan PERSON fcis-32489 213 1 2017 DATE fcis-32489 215 1 21st ORDINAL fcis-32489 215 2 452–462 CARDINAL fcis-32489 217 1 24 CARDINAL fcis-32489 217 2 shib sankar dasgupta PERSON fcis-32489 217 3 nath ray PERSON fcis-32489 217 4 partha talukdar PERSON fcis-32489 218 1 2018 DATE fcis-32489 220 1 annual DATE fcis-32489 220 2 1605 DATE fcis-32489 220 3 1615 CARDINAL fcis-32489 222 1 25 CARDINAL fcis-32489 222 2 yuhao zhang PERSON fcis-32489 222 3 peng qi PERSON fcis-32489 222 4 christopher d manning. PERSON fcis-32489 223 1 2018 DATE fcis-32489 225 1 2018 DATE fcis-32489 225 2 2205–2215 CARDINAL fcis-32489 227 1 26 CARDINAL fcis-32489 227 2 jeffrey pennington PERSON fcis-32489 227 3 richard socher PERSON fcis-32489 227 4 christopher manning. PERSON fcis-32489 228 1 2014 DATE fcis-32489 230 1 1532-1543 DATE fcis-32489 231 1 27 CARDINAL fcis-32489 231 2 diego marcheggiani PERSON fcis-32489 232 1 2017 CARDINAL fcis-32489 234 1 2017 CARDINAL fcis-32489 234 2 2017 CARDINAL fcis-32489 235 1 28 CARDINAL fcis-32489 235 2 daojian zeng PERSON fcis-32489 235 3 kang liu PERSON fcis-32489 235 4 siwei lai PERSON fcis-32489 235 5 guangyou zhou PERSON fcis-32489 235 6 jun zhao PERSON fcis-32489 236 1 2014 DATE fcis-32489 238 1 2335–2344 CARDINAL fcis-32489 239 1 29 CARDINAL fcis-32489 239 2 sepp hochreiter PERSON fcis-32489 239 3 jurgen schmidhuber.1997.long PERSON fcis-32489 240 1 9:1735–1780 CARDINAL fcis-32489 241 1 30 CARDINAL fcis-32489 241 2 rui cai PERSON fcis-32489 241 3 xiaodong zhang PERSON fcis-32489 241 4 houfeng wang PERSON fcis-32489 241 5 2016 DATE fcis-32489 243 1 acl ORG fcis-32489 243 2 756-765 QUANTITY fcis-32489 244 1 31 CARDINAL fcis-32489 245 1 2017 CARDINAL fcis-32489 247 1 1784-1789 DATE fcis-32489 248 1 32 CARDINAL fcis-32489 248 2 hong wang GPE fcis-32489 248 3 rob sylvester PERSON fcis-32489 248 4 nilesh mishra PERSON fcis-32489 248 5 william wang PERSON fcis-32489 248 6 2019 DATE fcis-32489 250 1 arxiv preprint arxiv:1909.11898 ORG