-澳门游戏娱乐场棋牌

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1186 0 r >> endobj 1184 0 obj << /first 1179 0 r /parent 1183 0 r >> endobj 1181 0 obj << /prev 1189 0 r /count 0 /title (6.2 emotion-specific results) /dest [ 4 0 r /xyz 39 622 null ] /parent 1190 0 r >> endobj 1190 0 obj << >> endobj 1189 0 obj << /parent 1191 0 r >> endobj 1191 0 obj << >> endobj 1180 0 obj << /parent 1178 0 r >> endobj 1179 0 obj << /dest [ 4 0 r /xyz 53 347 null ] /count 0 /title (6.1 overall results) /next 1192 0 r /parent 1191 0 r >> endobj 1192 0 obj << /prev 1189 0 r /count 0 /title (6.2 emotion-specific results) /dest [ 4 0 r /xyz 39 622 null ] /parent 1190 0 r >> endobj 1176 0 obj << /parent 1175 0 r >> endobj 1173 0 obj << /parent 1172 0 r >> endobj 1170 0 obj << /parent 1169 0 r >> endobj 1167 0 obj << /parent 1166 0 r >> endobj 1058 0 obj << /prev 1193 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 165 440 0 ] /parent 1194 0 r >> endobj 1194 0 obj << >> endobj 1193 0 obj << /parent 1195 0 r >> endobj 1195 0 obj << >> endobj 1057 0 obj << /first 1051 0 r /parent 1055 0 r >> endobj 1056 0 obj << /dest [ 4 0 r /fitr 0 514 440 204 ] /count 0 /title (abstract) /next 1196 0 r /parent 1197 0 r >> endobj 1197 0 obj << >> endobj 1196 0 obj << /prev 1198 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 361 440 50 ] /next 1199 0 r /parent 1200 0 r >> endobj 1200 0 obj << >> endobj 1199 0 obj << /first 1201 0 r /count 2 /prev 1202 0 r /last 1203 0 r /title (2 task setup) /next 1204 0 r /parent 1205 0 r /dest [ 4 0 r /fitr 0 388 440 76 ] >> endobj 1205 0 obj << >> endobj 1204 0 obj << /prev 1206 0 r /count 0 /title (3 evaluation results) /dest [ 4 0 r /fitr 0 141 440 0 ] /next 1207 0 r /parent 1208 0 r >> endobj 1208 0 obj << >> endobj 1207 0 obj << /prev 1209 0 r /count 0 /title (4 participating systems) /dest [ 4 0 r /fitr 0 352 440 40 ] /next 1210 0 r /parent 1211 0 r >> endobj 1211 0 obj << >> endobj 1210 0 obj << /prev 1212 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 328 440 17 ] /next 1213 0 r /parent 1214 0 r >> endobj 1214 0 obj << >> endobj 1213 0 obj << /prev 1215 0 r /count 0 /title (acknowledgement) /dest [ 4 0 r /fitr 0 219 440 0 ] /next 1216 0 r /parent 1195 0 r >> endobj 1216 0 obj << /prev 1193 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 165 440 0 ] /parent 1194 0 r >> endobj 1215 0 obj << /parent 1214 0 r >> endobj 1212 0 obj << /parent 1211 0 r >> endobj 1209 0 obj << /parent 1208 0 r >> endobj 1206 0 obj << /first 1201 0 r /parent 1205 0 r >> endobj 1203 0 obj << /prev 1217 0 r /count 0 /title (2.2 experiment setting) /dest [ 4 0 r /fitr 0 154 440 0 ] /parent 1218 0 r >> endobj 1218 0 obj << >> endobj 1217 0 obj << /parent 1219 0 r >> endobj 1219 0 obj << >> endobj 1202 0 obj << /parent 1200 0 r >> endobj 1201 0 obj << /dest [ 4 0 r /fitr 0 363 440 53 ] /count 0 /title (2.1 dataset construction) /next 1220 0 r /parent 1219 0 r >> endobj 1220 0 obj << /prev 1217 0 r /count 0 /title (2.2 experiment setting) /dest [ 4 0 r /fitr 0 154 440 0 ] /parent 1218 0 r >> endobj 1198 0 obj << /parent 1197 0 r >> endobj 1053 0 obj << /prev 1221 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 496 440 185 ] /parent 1222 0 r >> endobj 1222 0 obj << >> endobj 1221 0 obj << /parent 1223 0 r >> endobj 1223 0 obj << >> endobj 1052 0 obj << /first 1046 0 r /parent 1050 0 r >> endobj 1051 0 obj << /dest [ 4 0 r /fitr 0 496 440 186 ] /count 0 /title (abstract) /next 1224 0 r /parent 1225 0 r >> endobj 1225 0 obj << >> endobj 1224 0 obj << /prev 1226 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 278 440 0 ] /next 1227 0 r /parent 1228 0 r >> endobj 1228 0 obj << >> endobj 1227 0 obj << /first 1229 0 r /count 3 /prev 1230 0 r /last 1231 0 r /title (2 problem and approach description) /next 1232 0 r /parent 1233 0 r /dest [ 4 0 r /fitr 0 364 440 52 ] >> endobj 1233 0 obj << >> endobj 1232 0 obj << /first 1234 0 r /count 2 /prev 1235 0 r /last 1236 0 r /title (3 experiments) /next 1237 0 r /parent 1238 0 r /dest [ 4 0 r /fitr 0 181 440 0 ] >> endobj 1238 0 obj << >> endobj 1237 0 obj << /prev 1239 0 r /count 0 /title (4 related work) /dest [ 4 0 r /fitr 0 388 440 77 ] /next 1240 0 r /parent 1241 0 r >> endobj 1241 0 obj << >> endobj 1240 0 obj << /prev 1242 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /fitr 0 199 440 0 ] /next 1243 0 r /parent 1244 0 r >> endobj 1244 0 obj << >> endobj 1243 0 obj << /prev 1245 0 r /count 0 /title (acknowledgment) /dest [ 4 0 r /fitr 0 540 440 231 ] /next 1246 0 r /parent 1223 0 r >> endobj 1246 0 obj << /prev 1221 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 496 440 185 ] /parent 1222 0 r >> endobj 1245 0 obj << /parent 1244 0 r >> endobj 1242 0 obj << /parent 1241 0 r >> endobj 1239 0 obj << /first 1234 0 r /parent 1238 0 r >> endobj 1236 0 obj << /prev 1247 0 r /count 0 /title (3.2 experiment results and analysis) /dest [ 4 0 r /fitr 0 226 440 0 ] /parent 1248 0 r >> endobj 1248 0 obj << >> endobj 1247 0 obj << /parent 1249 0 r >> endobj 1249 0 obj << >> endobj 1235 0 obj << /first 1229 0 r /parent 1233 0 r >> endobj 1234 0 obj << /dest [ 4 0 r /fitr 0 155 440 0 ] /count 0 /title (3.1 experiment setup) /next 1250 0 r /parent 1249 0 r >> endobj 1250 0 obj << /prev 1247 0 r /count 0 /title (3.2 experiment results and analysis) /dest [ 4 0 r /fitr 0 226 440 0 ] /parent 1248 0 r >> endobj 1231 0 obj << /prev 1251 0 r /count 0 /title (2.3 text feature presentation and classifier construction) /dest [ 4 0 r /fitr 0 548 440 238 ] /parent 1252 0 r >> endobj 1252 0 obj << >> endobj 1251 0 obj << /parent 1253 0 r >> endobj 1253 0 obj << >> endobj 1230 0 obj << /parent 1228 0 r >> endobj 1229 0 obj << /dest [ 4 0 r /fitr 0 339 440 29 ] /count 0 /title (2.1 problem description) /next 1254 0 r /parent 1255 0 r >> endobj 1255 0 obj << >> endobj 1254 0 obj << /prev 1256 0 r /count 0 /title (2.2 implementation framework) /dest [ 4 0 r /fitr 0 459 440 150 ] /next 1257 0 r /parent 1253 0 r >> endobj 1257 0 obj << /prev 1251 0 r /count 0 /title (2.3 text feature presentation and classifier construction) /dest [ 4 0 r /fitr 0 548 440 238 ] /parent 1252 0 r >> endobj 1256 0 obj << /parent 1255 0 r >> endobj 1226 0 obj << /parent 1225 0 r >> endobj 1048 0 obj << /prev 1258 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 354 null ] /parent 1259 0 r >> endobj 1259 0 obj << >> endobj 1258 0 obj << /parent 1260 0 r >> endobj 1260 0 obj << >> endobj 1047 0 obj << /first 1041 0 r /parent 1045 0 r >> endobj 1046 0 obj << /dest [ 4 0 r /xyz 39 253 null ] /count 0 /title (1 introduction) /next 1261 0 r /parent 1262 0 r >> endobj 1262 0 obj << >> endobj 1261 0 obj << /prev 1263 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 270 null ] /next 1264 0 r /parent 1265 0 r >> endobj 1265 0 obj << >> endobj 1264 0 obj << /first 1266 0 r /count 4 /prev 1267 0 r /last 1268 0 r /title (3 our model) /next 1269 0 r /parent 1270 0 r /dest [ 4 0 r /xyz 39 188 null ] >> endobj 1270 0 obj << >> endobj 1269 0 obj << /first 1271 0 r /count 2 /prev 1272 0 r /last 1273 0 r /title (4 experiments and results) /next 1274 0 r /parent 1275 0 r /dest [ 4 0 r /xyz 39 402 null ] >> endobj 1275 0 obj << >> endobj 1274 0 obj << /prev 1276 0 r /count 0 /title (5 conclusions and future work) /dest [ 4 0 r /xyz 39 622 null ] /next 1277 0 r /parent 1260 0 r >> endobj 1277 0 obj << /prev 1258 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 354 null ] /parent 1259 0 r >> endobj 1276 0 obj << /first 1271 0 r /parent 1275 0 r >> endobj 1273 0 obj << /prev 1278 0 r /count 0 /title (4.2 results) /dest [ 4 0 r /xyz 39 199 null ] /parent 1279 0 r >> endobj 1279 0 obj << >> endobj 1278 0 obj << /parent 1280 0 r >> endobj 1280 0 obj << >> endobj 1272 0 obj << /first 1266 0 r /parent 1270 0 r >> endobj 1271 0 obj << /dest [ 4 0 r /xyz 39 377 null ] /count 0 /title (4.1 data set) /next 1281 0 r /parent 1280 0 r >> endobj 1281 0 obj << /prev 1278 0 r /count 0 /title (4.2 results) /dest [ 4 0 r /xyz 39 199 null ] /parent 1279 0 r >> endobj 1268 0 obj << /prev 1282 0 r /count 0 /title (3.4 post-processing) /dest [ 4 0 r /xyz 39 622 null ] /parent 1283 0 r >> endobj 1283 0 obj << >> endobj 1282 0 obj << /parent 1284 0 r >> endobj 1284 0 obj << >> endobj 1267 0 obj << /parent 1265 0 r >> endobj 1266 0 obj << /dest [ 4 0 r /xyz 39 164 null ] /count 0 /title (3.1 generative process) /next 1285 0 r /parent 1286 0 r >> endobj 1286 0 obj << >> endobj 1285 0 obj << /prev 1287 0 r /count 0 /title (3.2 inference) /dest [ 4 0 r /xyz 39 111 null ] /next 1288 0 r /parent 1289 0 r >> endobj 1289 0 obj << >> endobj 1288 0 obj << /prev 1290 0 r /count 0 /title (3.3 seeding) /dest [ 4 0 r /xyz 53 234 null ] /next 1291 0 r /parent 1284 0 r >> endobj 1291 0 obj << /prev 1282 0 r /count 0 /title (3.4 post-processing) /dest [ 4 0 r /xyz 39 622 null ] /parent 1283 0 r >> endobj 1290 0 obj << /parent 1289 0 r >> endobj 1287 0 obj << /parent 1286 0 r >> endobj 1263 0 obj << /parent 1262 0 r >> endobj 1043 0 obj << /prev 1292 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 434 null ] /parent 1293 0 r >> endobj 1293 0 obj << >> endobj 1292 0 obj << /parent 1294 0 r >> endobj 1294 0 obj << >> endobj 1042 0 obj << /first 1036 0 r /parent 1040 0 r >> endobj 1041 0 obj << /dest [ 4 0 r /xyz 53 271 null ] /count 0 /title (1 introduction) /next 1295 0 r /parent 1296 0 r >> endobj 1296 0 obj << >> endobj 1295 0 obj << /first 1297 0 r /count 2 /prev 1298 0 r /last 1299 0 r /title (2 related work) /next 1300 0 r /parent 1301 0 r /dest [ 4 0 r /xyz 39 378 null ] >> endobj 1301 0 obj << >> endobj 1300 0 obj << /prev 1302 0 r /count 0 /title (3 problem formulation) /dest [ 4 0 r /xyz 53 414 null ] /next 1303 0 r /parent 1304 0 r >> endobj 1304 0 obj << >> endobj 1303 0 obj << /first 1305 0 r /count 3 /prev 1306 0 r /last 1307 0 r /title (4 cross-lingual entity matching) /next 1308 0 r /parent 1309 0 r /dest [ 4 0 r /xyz 53 216 null ] >> endobj 1309 0 obj << >> endobj 1308 0 obj << /first 1310 0 r /count 4 /prev 1311 0 r /last 1312 0 r /title (5 experiments) /next 1313 0 r /parent 1314 0 r /dest [ 4 0 r /xyz 53 170 null ] >> endobj 1314 0 obj << >> endobj 1313 0 obj << /prev 1315 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /xyz 39 622 null ] /next 1316 0 r /parent 1294 0 r >> endobj 1316 0 obj << /prev 1292 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 434 null ] /parent 1293 0 r >> endobj 1315 0 obj << /first 1310 0 r /parent 1314 0 r >> endobj 1312 0 obj << /prev 1317 0 r /count 0 /title (5.4 equivalence judgement evaluation) /dest [ 4 0 r /xyz 39 239 null ] /parent 1318 0 r >> endobj 1318 0 obj << >> endobj 1317 0 obj << /parent 1319 0 r >> endobj 1319 0 obj << >> endobj 1311 0 obj << /first 1305 0 r /parent 1309 0 r >> endobj 1310 0 obj << /dest [ 4 0 r /xyz 53 144 null ] /count 0 /title (5.1 datasets) /next 1320 0 r /parent 1321 0 r >> endobj 1321 0 obj << >> endobj 1320 0 obj << /prev 1322 0 r /count 0 /title (5.2 comparison methods) /dest [ 4 0 r /xyz 39 446 null ] /next 1323 0 r /parent 1324 0 r >> endobj 1324 0 obj << >> endobj 1323 0 obj << /prev 1325 0 r /count 0 /title (5.3 results) /dest [ 4 0 r /xyz 39 144 null ] /next 1326 0 r /parent 1319 0 r >> endobj 1326 0 obj << /prev 1317 0 r /count 0 /title (5.4 equivalence judgement evaluation) /dest [ 4 0 r /xyz 39 239 null ] /parent 1318 0 r >> endobj 1325 0 obj << /parent 1324 0 r >> endobj 1322 0 obj << /parent 1321 0 r >> endobj 1307 0 obj << /prev 1327 0 r /count 0 /title (4.3 candidate ranking) /dest [ 4 0 r /xyz 53 439 null ] /parent 1328 0 r >> endobj 1328 0 obj << >> endobj 1327 0 obj << /parent 1329 0 r >> endobj 1329 0 obj << >> endobj 1306 0 obj << /parent 1304 0 r >> endobj 1305 0 obj << /dest [ 4 0 r /xyz 39 468 null ] /count 0 /title (4.1 candidate selection) /next 1330 0 r /parent 1331 0 r >> endobj 1331 0 obj << >> endobj 1330 0 obj << /prev 1332 0 r /count 0 /title (4.2 feature extraction) /dest [ 4 0 r /xyz 39 150 null ] /next 1333 0 r /parent 1329 0 r >> endobj 1333 0 obj << /prev 1327 0 r /count 0 /title (4.3 candidate ranking) /dest [ 4 0 r /xyz 53 439 null ] /parent 1328 0 r >> endobj 1332 0 obj << /parent 1331 0 r >> endobj 1302 0 obj << /first 1297 0 r /parent 1301 0 r >> endobj 1299 0 obj << /prev 1334 0 r /count 0 /title (2.2 cross-lingual links discovery) /dest [ 4 0 r /xyz 39 120 null ] /parent 1335 0 r >> endobj 1335 0 obj << >> endobj 1334 0 obj << /parent 1336 0 r >> endobj 1336 0 obj << >> endobj 1298 0 obj << /parent 1296 0 r >> endobj 1297 0 obj << /dest [ 4 0 r /xyz 39 352 null ] /count 0 /title (2.1 entity matching) /next 1337 0 r /parent 1336 0 r >> endobj 1337 0 obj << /prev 1334 0 r /count 0 /title (2.2 cross-lingual links discovery) /dest [ 4 0 r /xyz 39 120 null ] /parent 1335 0 r >> endobj 1038 0 obj << /prev 1338 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 151 null ] /parent 1339 0 r >> endobj 1339 0 obj << >> endobj 1338 0 obj << /parent 1340 0 r >> endobj 1340 0 obj << >> endobj 1037 0 obj << /first 1031 0 r /parent 1035 0 r >> endobj 1036 0 obj << /dest [ 4 0 r /xyz 53 270 null ] /count 0 /title (1 introduction) /next 1341 0 r /parent 1342 0 r >> endobj 1342 0 obj << >> endobj 1341 0 obj << /prev 1343 0 r /count 0 /title (2 problem setup) /dest [ 4 0 r /xyz 39 378 null ] /next 1344 0 r /parent 1345 0 r >> endobj 1345 0 obj << >> endobj 1344 0 obj << /first 1346 0 r /count 4 /prev 1347 0 r /last 1348 0 r /title (3 user influence analysis model) /next 1349 0 r /parent 1350 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 1350 0 obj << >> endobj 1349 0 obj << /first 1351 0 r /count 3 /prev 1352 0 r /last 1353 0 r /title (4 experiments) /next 1354 0 r /parent 1355 0 r /dest [ 4 0 r /xyz 39 211 null ] >> endobj 1355 0 obj << >> endobj 1354 0 obj << /prev 1356 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 383 null ] /next 1357 0 r /parent 1340 0 r >> endobj 1357 0 obj << /prev 1338 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 151 null ] /parent 1339 0 r >> endobj 1356 0 obj << /first 1351 0 r /parent 1355 0 r >> endobj 1353 0 obj << /prev 1358 0 r /count 0 /title (4.3 precision of user influence ranking) /dest [ 4 0 r /xyz 53 420 null ] /parent 1359 0 r >> endobj 1359 0 obj << >> endobj 1358 0 obj << /parent 1360 0 r >> endobj 1360 0 obj << >> endobj 1352 0 obj << /first 1346 0 r /parent 1350 0 r >> endobj 1351 0 obj << /dest [ 4 0 r /xyz 39 186 null ] /count 0 /title (4.1 datasets) /next 1361 0 r /parent 1362 0 r >> endobj 1362 0 obj << >> endobj 1361 0 obj << /prev 1363 0 r /count 0 /title (4.2 baseline) /dest [ 4 0 r /xyz 53 622 null ] /next 1364 0 r /parent 1360 0 r >> endobj 1364 0 obj << /prev 1358 0 r /count 0 /title (4.3 precision of user influence ranking) /dest [ 4 0 r /xyz 53 420 null ] /parent 1359 0 r >> endobj 1363 0 obj << /parent 1362 0 r >> endobj 1348 0 obj << /prev 1365 0 r /count 0 /title (3.4 measurement of users influence) /dest [ 4 0 r /xyz 39 420 null ] /parent 1366 0 r >> endobj 1366 0 obj << >> endobj 1365 0 obj << /parent 1367 0 r >> endobj 1367 0 obj << >> endobj 1347 0 obj << /parent 1345 0 r >> endobj 1346 0 obj << /dest [ 4 0 r /xyz 53 520 null ] /count 0 /title (3.1 neural network clustering model) /next 1368 0 r /parent 1369 0 r >> endobj 1369 0 obj << >> endobj 1368 0 obj << /prev 1370 0 r /count 0 /title (3.2 construction of tensor user influence model) /dest [ 4 0 r /xyz 39 187 null ] /next 1371 0 r /parent 1372 0 r >> endobj 1372 0 obj << >> endobj 1371 0 obj << /prev 1373 0 r /count 0 /title (3.3 factorization of tensor user influence model) /dest [ 4 0 r /xyz 53 470 null ] /next 1374 0 r /parent 1367 0 r >> endobj 1374 0 obj << /prev 1365 0 r /count 0 /title (3.4 measurement of users influence) /dest [ 4 0 r /xyz 39 420 null ] /parent 1366 0 r >> endobj 1373 0 obj << /parent 1372 0 r >> endobj 1370 0 obj << /parent 1369 0 r >> endobj 1343 0 obj << /parent 1342 0 r >> endobj 1033 0 obj << /prev 1375 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 433 null ] /parent 1376 0 r >> endobj 1376 0 obj << >> endobj 1375 0 obj << /parent 1377 0 r >> endobj 1377 0 obj << >> endobj 1032 0 obj << /first 1026 0 r /parent 1030 0 r >> endobj 1031 0 obj << /dest [ 4 0 r /xyz 39 326 null ] /count 0 /title (1 introduction) /next 1378 0 r /parent 1379 0 r >> endobj 1379 0 obj << >> endobj 1378 0 obj << /prev 1380 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 574 null ] /next 1381 0 r /parent 1382 0 r >> endobj 1382 0 obj << >> endobj 1381 0 obj << /first 1383 0 r /count 2 /prev 1384 0 r /last 1385 0 r /title (3 the proposed model) /next 1386 0 r /parent 1387 0 r /dest [ 4 0 r /xyz 53 420 null ] >> endobj 1387 0 obj << >> endobj 1386 0 obj << /first 1388 0 r /count 4 /prev 1389 0 r /last 1390 0 r /title (4 experiments) /next 1391 0 r /parent 1392 0 r /dest [ 4 0 r /xyz 53 232 null ] >> endobj 1392 0 obj << >> endobj 1391 0 obj << /prev 1393 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 622 null ] /next 1394 0 r /parent 1377 0 r >> endobj 1394 0 obj << /prev 1375 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 433 null ] /parent 1376 0 r >> endobj 1393 0 obj << /first 1388 0 r /parent 1392 0 r >> endobj 1390 0 obj << /prev 1395 0 r /count 0 /title (4.4 the attention spam example in datasets) /dest [ 4 0 r /xyz 39 416 null ] /parent 1396 0 r >> endobj 1396 0 obj << >> endobj 1395 0 obj << /parent 1397 0 r >> endobj 1397 0 obj << >> endobj 1389 0 obj << /first 1383 0 r /parent 1387 0 r >> endobj 1388 0 obj << /dest [ 4 0 r /xyz 53 208 null ] /count 0 /title (4.1 datasets and evaluation metrics) /next 1398 0 r /parent 1399 0 r >> endobj 1399 0 obj << >> endobj 1398 0 obj << /prev 1400 0 r /count 0 /title (4.2 our model v.s. the state-of-the-arts work) /dest [ 4 0 r /xyz 39 462 null ] /next 1401 0 r /parent 1402 0 r >> endobj 1402 0 obj << >> endobj 1401 0 obj << /prev 1403 0 r /count 0 /title (4.3 the effectiveness of the feature attention module) /dest [ 4 0 r /xyz 53 210 null ] /next 1404 0 r /parent 1397 0 r >> endobj 1404 0 obj << /prev 1395 0 r /count 0 /title (4.4 the attention spam example in datasets) /dest [ 4 0 r /xyz 39 416 null ] /parent 1396 0 r >> endobj 1403 0 obj << /parent 1402 0 r >> endobj 1400 0 obj << /parent 1399 0 r >> endobj 1385 0 obj << /prev 1405 0 r /count 0 /title (3.2 the feature attention module) /dest [ 4 0 r /xyz 39 272 null ] /parent 1406 0 r >> endobj 1406 0 obj << >> endobj 1405 0 obj << /parent 1407 0 r >> endobj 1407 0 obj << >> endobj 1384 0 obj << /parent 1382 0 r >> endobj 1383 0 obj << /dest [ 4 0 r /xyz 39 472 null ] /count 0 /title (3.1 the feature extraction module) /next 1408 0 r /parent 1407 0 r >> endobj 1408 0 obj << /prev 1405 0 r /count 0 /title (3.2 the feature attention module) /dest [ 4 0 r /xyz 39 272 null ] /parent 1406 0 r >> endobj 1380 0 obj << /parent 1379 0 r >> endobj 1028 0 obj << /prev 1409 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 356 440 45 ] /parent 1410 0 r >> endobj 1410 0 obj << >> endobj 1409 0 obj << /parent 1411 0 r >> endobj 1411 0 obj << >> endobj 1027 0 obj << /first 1021 0 r /parent 1025 0 r >> endobj 1026 0 obj << /dest [ 4 0 r /fitr 0 480 440 170 ] /count 0 /title (abstract) /next 1412 0 r /parent 1413 0 r >> endobj 1413 0 obj << >> endobj 1412 0 obj << /prev 1414 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 262 440 0 ] /next 1415 0 r /parent 1416 0 r >> endobj 1416 0 obj << >> endobj 1415 0 obj << /prev 1417 0 r /count 0 /title (2 related research) /dest [ 4 0 r /fitr 0 472 440 160 ] /next 1418 0 r /parent 1419 0 r >> endobj 1419 0 obj << >> endobj 1418 0 obj << /first 1420 0 r /count 2 /prev 1421 0 r /last 1422 0 r /title (3 the hdp-tub model) /next 1423 0 r /parent 1424 0 r /dest [ 4 0 r /fitr 0 424 440 112 ] >> endobj 1424 0 obj << >> endobj 1423 0 obj << /first 1425 0 r /count 3 /prev 1426 0 r /last 1427 0 r /title (4 results and analysis) /next 1428 0 r /parent 1429 0 r /dest [ 4 0 r /fitr 0 192 440 0 ] >> endobj 1429 0 obj << >> endobj 1428 0 obj << /prev 1430 0 r /count 0 /title (5 summary) /dest [ 4 0 r /fitr 0 487 440 175 ] /next 1431 0 r /parent 1411 0 r >> endobj 1431 0 obj << /prev 1409 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 356 440 45 ] /parent 1410 0 r >> endobj 1430 0 obj << /first 1425 0 r /parent 1429 0 r >> endobj 1427 0 obj << /prev 1432 0 r /count 0 /title (4.3 experimental results) /dest [ 4 0 r /fitr 0 238 440 0 ] /parent 1433 0 r >> endobj 1433 0 obj << >> endobj 1432 0 obj << /parent 1434 0 r >> endobj 1434 0 obj << >> endobj 1426 0 obj << /first 1420 0 r /parent 1424 0 r >> endobj 1425 0 obj << /dest [ 4 0 r /fitr 0 127 440 0 ] /count 0 /title (4.1 experimental data) /next 1435 0 r /parent 1436 0 r >> endobj 1436 0 obj << >> endobj 1435 0 obj << /prev 1437 0 r /count 0 /title (4.2 evaluation metric) /dest [ 4 0 r /fitr 0 536 440 227 ] /next 1438 0 r /parent 1434 0 r >> endobj 1438 0 obj << /prev 1432 0 r /count 0 /title (4.3 experimental results) /dest [ 4 0 r /fitr 0 238 440 0 ] /parent 1433 0 r >> endobj 1437 0 obj << /parent 1436 0 r >> endobj 1422 0 obj << /prev 1439 0 r /count 0 /title (3.2 hdp-tub model) /dest [ 4 0 r /fitr 0 134 440 0 ] /parent 1440 0 r >> endobj 1440 0 obj << >> endobj 1439 0 obj << /parent 1441 0 r >> endobj 1441 0 obj << >> endobj 1421 0 obj << /parent 1419 0 r >> endobj 1420 0 obj << /dest [ 4 0 r /fitr 0 273 440 0 ] /count 0 /title (3.1 hdp topic model) /next 1442 0 r /parent 1441 0 r >> endobj 1442 0 obj << /prev 1439 0 r /count 0 /title (3.2 hdp-tub model) /dest [ 4 0 r /fitr 0 134 440 0 ] /parent 1440 0 r >> endobj 1417 0 obj << /parent 1416 0 r >> endobj 1414 0 obj << /parent 1413 0 r >> endobj 1023 0 obj << /prev 1443 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 141 null ] /parent 1444 0 r >> endobj 1444 0 obj << >> endobj 1443 0 obj << /parent 1445 0 r >> endobj 1445 0 obj << >> endobj 1022 0 obj << /first 1016 0 r /parent 1020 0 r >> endobj 1021 0 obj << /dest [ 4 0 r /xyz 53 320 null ] /count 0 /title (1 introduction) /next 1446 0 r /parent 1447 0 r >> endobj 1447 0 obj << >> endobj 1446 0 obj << /prev 1448 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 622 null ] /next 1449 0 r /parent 1450 0 r >> endobj 1450 0 obj << >> endobj 1449 0 obj << /first 1451 0 r /count 4 /prev 1452 0 r /last 1453 0 r /title (3 model description) /next 1454 0 r /parent 1455 0 r /dest [ 4 0 r /xyz 39 280 null ] >> endobj 1455 0 obj << >> endobj 1454 0 obj << /first 1456 0 r /count 4 /prev 1457 0 r /last 1458 0 r /title (4 experiments) /next 1459 0 r /parent 1460 0 r /dest [ 4 0 r /xyz 39 131 null ] >> endobj 1460 0 obj << >> endobj 1459 0 obj << /prev 1461 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 39 344 null ] /next 1462 0 r /parent 1445 0 r >> endobj 1462 0 obj << /prev 1443 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 141 null ] /parent 1444 0 r >> endobj 1461 0 obj << /first 1456 0 r /parent 1460 0 r >> endobj 1458 0 obj << /prev 1463 0 r /count 0 /title (4.4 discussions) /dest [ 4 0 r /xyz 53 148 null ] /parent 1464 0 r >> endobj 1464 0 obj << >> endobj 1463 0 obj << /parent 1465 0 r >> endobj 1465 0 obj << >> endobj 1457 0 obj << /first 1451 0 r /parent 1455 0 r >> endobj 1456 0 obj << /dest [ 4 0 r /xyz 53 598 null ] /count 0 /title (4.1 implementation) /next 1466 0 r /parent 1467 0 r >> endobj 1467 0 obj << >> endobj 1466 0 obj << /prev 1468 0 r /count 0 /title (4.2 evaluation set) /dest [ 4 0 r /xyz 53 514 null ] /next 1469 0 r /parent 1470 0 r >> endobj 1470 0 obj << >> endobj 1469 0 obj << /prev 1471 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /xyz 53 426 null ] /next 1472 0 r /parent 1465 0 r >> endobj 1472 0 obj << /prev 1463 0 r /count 0 /title (4.4 discussions) /dest [ 4 0 r /xyz 53 148 null ] /parent 1464 0 r >> endobj 1471 0 obj << /parent 1470 0 r >> endobj 1468 0 obj << /parent 1467 0 r >> endobj 1453 0 obj << /prev 1473 0 r /count 0 /title (3.4 parameter tuning) /dest [ 4 0 r /xyz 53 222 null ] /parent 1474 0 r >> endobj 1474 0 obj << >> endobj 1473 0 obj << /parent 1475 0 r >> endobj 1475 0 obj << >> endobj 1452 0 obj << /parent 1450 0 r >> endobj 1451 0 obj << /dest [ 4 0 r /xyz 39 214 null ] /count 0 /title (3.1 pre-trained word embedding) /next 1476 0 r /parent 1477 0 r >> endobj 1477 0 obj << >> endobj 1476 0 obj << /prev 1478 0 r /count 0 /title (3.2 linear regression) /dest [ 4 0 r /xyz 53 557 null ] /next 1479 0 r /parent 1480 0 r >> endobj 1480 0 obj << >> endobj 1479 0 obj << /prev 1481 0 r /count 0 /title (3.3 convolutional neural network with word embedding) /dest [ 4 0 r /xyz 53 486 null ] /next 1482 0 r /parent 1475 0 r >> endobj 1482 0 obj << /prev 1473 0 r /count 0 /title (3.4 parameter tuning) /dest [ 4 0 r /xyz 53 222 null ] /parent 1474 0 r >> endobj 1481 0 obj << /parent 1480 0 r >> endobj 1478 0 obj << /parent 1477 0 r >> endobj 1448 0 obj << /parent 1447 0 r >> endobj 1018 0 obj << /prev 1483 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 211 440 0 ] /parent 1484 0 r >> endobj 1484 0 obj << >> endobj 1483 0 obj << /parent 1485 0 r >> endobj 1485 0 obj << >> endobj 1017 0 obj << /first 1011 0 r /parent 1015 0 r >> endobj 1016 0 obj << /dest [ 4 0 r /fitr 0 491 440 181 ] /count 0 /title (abstract) /next 1486 0 r /parent 1487 0 r >> endobj 1487 0 obj << >> endobj 1486 0 obj << /prev 1488 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 273 440 0 ] /next 1489 0 r /parent 1490 0 r >> endobj 1490 0 obj << >> endobj 1489 0 obj << /prev 1491 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 364 440 52 ] /next 1492 0 r /parent 1493 0 r >> endobj 1493 0 obj << >> endobj 1492 0 obj << /prev 1494 0 r /count 0 /title (3 data annotation) /dest [ 4 0 r /fitr 0 496 440 184 ] /next 1495 0 r /parent 1496 0 r >> endobj 1496 0 obj << >> endobj 1495 0 obj << /first 1497 0 r /count 4 /prev 1498 0 r /last 1499 0 r /title (4 active learning cws on judgement) /next 1500 0 r /parent 1501 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 1501 0 obj << >> endobj 1500 0 obj << /first 1502 0 r /count 4 /prev 1503 0 r /last 1504 0 r /title (5 experimentation) /next 1505 0 r /parent 1506 0 r /dest [ 4 0 r /fitr 0 254 440 0 ] >> endobj 1506 0 obj << >> endobj 1505 0 obj << /prev 1507 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /fitr 0 460 440 148 ] /next 1508 0 r /parent 1509 0 r >> endobj 1509 0 obj << >> endobj 1508 0 obj << /prev 1510 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 255 440 0 ] /next 1511 0 r /parent 1485 0 r >> endobj 1511 0 obj << /prev 1483 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 211 440 0 ] /parent 1484 0 r >> endobj 1510 0 obj << /parent 1509 0 r >> endobj 1507 0 obj << /first 1502 0 r /parent 1506 0 r >> endobj 1504 0 obj << /first 1512 0 r /count 2 /prev 1513 0 r /last 1514 0 r /title (5.2 experimental results) /parent 1515 0 r /dest [ 4 0 r /fitr 0 502 440 192 ] >> endobj 1515 0 obj << >> endobj 1514 0 obj << /prev 1516 0 r /count 0 /title (5.2.2 the results of active learning on cws) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 1517 0 r >> endobj 1517 0 obj << >> endobj 1516 0 obj << /parent 1518 0 r >> endobj 1518 0 obj << >> endobj 1513 0 obj << /parent 1519 0 r >> endobj 1519 0 obj << >> endobj 1512 0 obj << /dest [ 4 0 r /fitr 0 486 440 177 ] /count 0 /title (5.2.1 the results of cws based on crf and lstm) /next 1520 0 r /parent 1518 0 r >> endobj 1520 0 obj << /prev 1516 0 r /count 0 /title (5.2.2 the results of active learning on cws) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 1517 0 r >> endobj 1503 0 obj << /first 1497 0 r /parent 1501 0 r >> endobj 1502 0 obj << /dest [ 4 0 r /fitr 0 189 440 0 ] /count 0 /title (5.1 experimental settings) /next 1521 0 r /parent 1519 0 r >> endobj 1521 0 obj << /first 1512 0 r /count 2 /prev 1513 0 r /last 1514 0 r /title (5.2 experimental results) /parent 1515 0 r /dest [ 4 0 r /fitr 0 502 440 192 ] >> endobj 1499 0 obj << /first 1522 0 r /count 2 /prev 1523 0 r /last 1524 0 r /title (4.2 sample selection strategy) /parent 1525 0 r /dest [ 4 0 r /fitr 0 192 440 0 ] >> endobj 1525 0 obj << >> endobj 1524 0 obj << /prev 1526 0 r /count 0 /title (4.2.2 context selection strategy) /dest [ 4 0 r /fitr 0 508 440 198 ] /parent 1527 0 r >> endobj 1527 0 obj << >> endobj 1526 0 obj << /parent 1528 0 r >> endobj 1528 0 obj << >> endobj 1523 0 obj << /parent 1529 0 r >> endobj 1529 0 obj << >> endobj 1522 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (4.2.1 informative character selection strategy) /next 1530 0 r /parent 1528 0 r >> endobj 1530 0 obj << /prev 1526 0 r /count 0 /title (4.2.2 context selection strategy) /dest [ 4 0 r /fitr 0 508 440 198 ] /parent 1527 0 r >> endobj 1498 0 obj << /parent 1496 0 r >> endobj 1497 0 obj << /dest [ 4 0 r /fitr 0 598 440 288 ] /count 0 /title (4.1 framework overview) /next 1531 0 r /parent 1529 0 r >> endobj 1531 0 obj << /first 1522 0 r /count 2 /prev 1523 0 r /last 1524 0 r /title (4.2 sample selection strategy) /parent 1525 0 r /dest [ 4 0 r /fitr 0 192 440 0 ] >> endobj 1494 0 obj << /parent 1493 0 r >> endobj 1491 0 obj << /parent 1490 0 r >> endobj 1488 0 obj << /parent 1487 0 r >> endobj 1013 0 obj << /prev 1532 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 482 440 171 ] /parent 1533 0 r >> endobj 1533 0 obj << >> endobj 1532 0 obj << /parent 1534 0 r >> endobj 1534 0 obj << >> endobj 1012 0 obj << /first 1006 0 r /parent 1010 0 r >> endobj 1011 0 obj << /dest [ 4 0 r /fitr 0 502 440 192 ] /count 0 /title (abstract) /next 1535 0 r /parent 1536 0 r >> endobj 1536 0 obj << >> endobj 1535 0 obj << /prev 1537 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 240 440 0 ] /next 1538 0 r /parent 1539 0 r >> endobj 1539 0 obj << >> endobj 1538 0 obj << /prev 1540 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 268 440 0 ] /next 1541 0 r /parent 1542 0 r >> endobj 1542 0 obj << >> endobj 1541 0 obj << /first 1543 0 r /count 3 /prev 1544 0 r /last 1545 0 r /title (3 our methods) /next 1546 0 r /parent 1547 0 r /dest [ 4 0 r /fitr 0 567 440 256 ] >> endobj 1547 0 obj << >> endobj 1546 0 obj << /first 1548 0 r /count 2 /prev 1549 0 r /last 1550 0 r /title (4 experiments) /next 1551 0 r /parent 1552 0 r /dest [ 4 0 r /fitr 0 291 440 0 ] >> endobj 1552 0 obj << >> endobj 1551 0 obj << /prev 1553 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /fitr 0 135 440 0 ] /next 1554 0 r /parent 1534 0 r >> endobj 1554 0 obj << /prev 1532 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 482 440 171 ] /parent 1533 0 r >> endobj 1553 0 obj << /first 1548 0 r /parent 1552 0 r >> endobj 1550 0 obj << /prev 1555 0 r /count 0 /title (4.2 results and analysis) /dest [ 4 0 r /fitr 0 405 440 95 ] /parent 1556 0 r >> endobj 1556 0 obj << >> endobj 1555 0 obj << /parent 1557 0 r >> endobj 1557 0 obj << >> endobj 1549 0 obj << /first 1543 0 r /parent 1547 0 r >> endobj 1548 0 obj << /dest [ 4 0 r /fitr 0 215 440 0 ] /count 0 /title (4.1 preparation work) /next 1558 0 r /parent 1557 0 r >> endobj 1558 0 obj << /prev 1555 0 r /count 0 /title (4.2 results and analysis) /dest [ 4 0 r /fitr 0 405 440 95 ] /parent 1556 0 r >> endobj 1545 0 obj << /prev 1559 0 r /count 0 /title (3.3 lstm method) /dest [ 4 0 r /fitr 0 183 440 0 ] /parent 1560 0 r >> endobj 1560 0 obj << >> endobj 1559 0 obj << /parent 1561 0 r >> endobj 1561 0 obj << >> endobj 1544 0 obj << /parent 1542 0 r >> endobj 1543 0 obj << /dest [ 4 0 r /fitr 0 479 440 169 ] /count 0 /title (3.1 azp resolution) /next 1562 0 r /parent 1563 0 r >> endobj 1563 0 obj << >> endobj 1562 0 obj << /prev 1564 0 r /count 0 /title (3.2 snn method) /dest [ 4 0 r /fitr 0 265 440 0 ] /next 1565 0 r /parent 1561 0 r >> endobj 1565 0 obj << /prev 1559 0 r /count 0 /title (3.3 lstm method) /dest [ 4 0 r /fitr 0 183 440 0 ] /parent 1560 0 r >> endobj 1564 0 obj << /parent 1563 0 r >> endobj 1540 0 obj << /parent 1539 0 r >> endobj 1537 0 obj << /parent 1536 0 r >> endobj 1008 0 obj << /prev 1566 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 389 440 77 ] /parent 1567 0 r >> endobj 1567 0 obj << >> endobj 1566 0 obj << /parent 1568 0 r >> endobj 1568 0 obj << >> endobj 1007 0 obj << /first 1001 0 r /parent 1005 0 r >> endobj 1006 0 obj << /dest [ 4 0 r /fitr 0 503 440 193 ] /count 0 /title (abstract) /next 1569 0 r /parent 1570 0 r >> endobj 1570 0 obj << >> endobj 1569 0 obj << /prev 1571 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 317 440 6 ] /next 1572 0 r /parent 1573 0 r >> endobj 1573 0 obj << >> endobj 1572 0 obj << /first 1574 0 r /count 5 /prev 1575 0 r /last 1576 0 r /title (2 nbow model of fusion related words) /next 1577 0 r /parent 1578 0 r /dest [ 4 0 r /fitr 0 161 440 0 ] >> endobj 1578 0 obj << >> endobj 1577 0 obj << /first 1579 0 r /count 4 /prev 1580 0 r /last 1581 0 r /title (3 experiments) /next 1582 0 r /parent 1583 0 r /dest [ 4 0 r /fitr 0 576 440 264 ] >> endobj 1583 0 obj << >> endobj 1582 0 obj << /prev 1584 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 1585 0 r /parent 1586 0 r >> endobj 1586 0 obj << >> endobj 1585 0 obj << /prev 1587 0 r /count 0 /title (acknowledgment) /dest [ 4 0 r /fitr 0 454 440 146 ] /next 1588 0 r /parent 1568 0 r >> endobj 1588 0 obj << /prev 1566 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 389 440 77 ] /parent 1567 0 r >> endobj 1587 0 obj << /parent 1586 0 r >> endobj 1584 0 obj << /first 1579 0 r /parent 1583 0 r >> endobj 1581 0 obj << /prev 1589 0 r /count 0 /title (3.4 results and discussion) /dest [ 4 0 r /fitr 0 340 440 31 ] /parent 1590 0 r >> endobj 1590 0 obj << >> endobj 1589 0 obj << /parent 1591 0 r >> endobj 1591 0 obj << >> endobj 1580 0 obj << /first 1574 0 r /parent 1578 0 r >> endobj 1579 0 obj << /dest [ 4 0 r /fitr 0 550 440 241 ] /count 0 /title (3.1 dataset) /next 1592 0 r /parent 1593 0 r >> endobj 1593 0 obj << >> endobj 1592 0 obj << /prev 1594 0 r /count 0 /title (3.2 settings) /dest [ 4 0 r /fitr 0 140 440 0 ] /next 1595 0 r /parent 1596 0 r >> endobj 1596 0 obj << >> endobj 1595 0 obj << /prev 1597 0 r /count 0 /title (3.3 model variations) /dest [ 4 0 r /fitr 0 512 440 203 ] /next 1598 0 r /parent 1591 0 r >> endobj 1598 0 obj << /prev 1589 0 r /count 0 /title (3.4 results and discussion) /dest [ 4 0 r /fitr 0 340 440 31 ] /parent 1590 0 r >> endobj 1597 0 obj << /parent 1596 0 r >> endobj 1594 0 obj << /parent 1593 0 r >> endobj 1576 0 obj << /prev 1599 0 r /count 0 /title (2.5 classification) /dest [ 4 0 r /fitr 0 154 440 0 ] /parent 1600 0 r >> endobj 1600 0 obj << >> endobj 1599 0 obj << /parent 1601 0 r >> endobj 1601 0 obj << >> endobj 1575 0 obj << /parent 1573 0 r >> endobj 1574 0 obj << /dest [ 4 0 r /fitr 0 340 440 30 ] /count 0 /title (2.1 short text representation) /next 1602 0 r /parent 1603 0 r >> endobj 1603 0 obj << >> endobj 1602 0 obj << /prev 1604 0 r /count 0 /title (2.2 short text extensions) /dest [ 4 0 r /fitr 0 153 440 0 ] /next 1605 0 r /parent 1606 0 r >> endobj 1606 0 obj << >> endobj 1605 0 obj << /prev 1607 0 r /count 0 /title (2.3 related word filtering) /dest [ 4 0 r /fitr 0 486 440 176 ] /next 1608 0 r /parent 1609 0 r >> endobj 1609 0 obj << >> endobj 1608 0 obj << /prev 1610 0 r /count 0 /title (2.4 fusion related words) /dest [ 4 0 r /fitr 0 332 440 22 ] /next 1611 0 r /parent 1601 0 r >> endobj 1611 0 obj << /prev 1599 0 r /count 0 /title (2.5 classification) /dest [ 4 0 r /fitr 0 154 440 0 ] /parent 1600 0 r >> endobj 1610 0 obj << /parent 1609 0 r >> endobj 1607 0 obj << /parent 1606 0 r >> endobj 1604 0 obj << /parent 1603 0 r >> endobj 1571 0 obj << /parent 1570 0 r >> endobj 1003 0 obj << /prev 1612 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 1613 0 r >> endobj 1613 0 obj << >> endobj 1612 0 obj << /parent 1614 0 r >> endobj 1614 0 obj << >> endobj 1002 0 obj << /first 996 0 r /parent 1000 0 r >> endobj 1001 0 obj << /dest [ 4 0 r /fitr 0 429 440 119 ] /count 0 /title (abstract) /next 1615 0 r /parent 1616 0 r >> endobj 1616 0 obj << >> endobj 1615 0 obj << /prev 1617 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 222 440 0 ] /next 1618 0 r /parent 1619 0 r >> endobj 1619 0 obj << >> endobj 1618 0 obj << /prev 1620 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 436 440 124 ] /next 1621 0 r /parent 1622 0 r >> endobj 1622 0 obj << >> endobj 1621 0 obj << /first 1623 0 r /count 4 /prev 1624 0 r /last 1625 0 r /title (3 our system) /next 1626 0 r /parent 1627 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 1627 0 obj << >> endobj 1626 0 obj << /first 1628 0 r /count 3 /prev 1629 0 r /last 1630 0 r /title (4 experiments) /next 1631 0 r /parent 1632 0 r /dest [ 4 0 r /fitr 0 567 440 256 ] >> endobj 1632 0 obj << >> endobj 1631 0 obj << /prev 1633 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 333 440 21 ] /next 1634 0 r /parent 1635 0 r >> endobj 1635 0 obj << >> endobj 1634 0 obj << /prev 1636 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 176 440 0 ] /next 1637 0 r /parent 1614 0 r >> endobj 1637 0 obj << /prev 1612 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 1613 0 r >> endobj 1636 0 obj << /parent 1635 0 r >> endobj 1633 0 obj << /first 1628 0 r /parent 1632 0 r >> endobj 1630 0 obj << /prev 1638 0 r /count 0 /title (4.3 official evaluation results) /dest [ 4 0 r /fitr 0 572 440 262 ] /parent 1639 0 r >> endobj 1639 0 obj << >> endobj 1638 0 obj << /parent 1640 0 r >> endobj 1640 0 obj << >> endobj 1629 0 obj << /first 1623 0 r /parent 1627 0 r >> endobj 1628 0 obj << /dest [ 4 0 r /fitr 0 431 440 121 ] /count 0 /title (4.1 multi-feature combination) /next 1641 0 r /parent 1642 0 r >> endobj 1642 0 obj << >> endobj 1641 0 obj << /prev 1643 0 r /count 0 /title (4.2 sentence compression) /dest [ 4 0 r /fitr 0 181 440 0 ] /next 1644 0 r /parent 1640 0 r >> endobj 1644 0 obj << /prev 1638 0 r /count 0 /title (4.3 official evaluation results) /dest [ 4 0 r /fitr 0 572 440 262 ] /parent 1639 0 r >> endobj 1643 0 obj << /parent 1642 0 r >> endobj 1625 0 obj << /prev 1645 0 r /count 0 /title (3.4 sentence extraction and compression) /dest [ 4 0 r /fitr 0 315 440 5 ] /parent 1646 0 r >> endobj 1646 0 obj << >> endobj 1645 0 obj << /parent 1647 0 r >> endobj 1647 0 obj << >> endobj 1624 0 obj << /parent 1622 0 r >> endobj 1623 0 obj << /dest [ 4 0 r /fitr 0 547 440 237 ] /count 0 /title (3.1 system architecture) /next 1648 0 r /parent 1649 0 r >> endobj 1649 0 obj << >> endobj 1648 0 obj << /prev 1650 0 r /count 0 /title (3.2 keyword selection) /dest [ 4 0 r /fitr 0 205 440 0 ] /next 1651 0 r /parent 1652 0 r >> endobj 1652 0 obj << >> endobj 1651 0 obj << /prev 1653 0 r /count 0 /title (3.3 multi-feature combination) /dest [ 4 0 r /fitr 0 560 440 250 ] /next 1654 0 r /parent 1647 0 r >> endobj 1654 0 obj << /prev 1645 0 r /count 0 /title (3.4 sentence extraction and compression) /dest [ 4 0 r /fitr 0 315 440 5 ] /parent 1646 0 r >> endobj 1653 0 obj << /parent 1652 0 r >> endobj 1650 0 obj << /parent 1649 0 r >> endobj 1620 0 obj << /parent 1619 0 r >> endobj 1617 0 obj << /parent 1616 0 r >> endobj 998 0 obj << /prev 1655 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 1656 0 r >> endobj 1656 0 obj << >> endobj 1655 0 obj << /parent 1657 0 r >> endobj 1657 0 obj << >> endobj 997 0 obj << /first 991 0 r /parent 995 0 r >> endobj 996 0 obj << /dest [ 4 0 r /fitr 0 502 440 192 ] /count 0 /title (abstract) /next 1658 0 r /parent 1659 0 r >> endobj 1659 0 obj << >> endobj 1658 0 obj << /prev 1660 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 371 440 60 ] /next 1661 0 r /parent 1662 0 r >> endobj 1662 0 obj << >> endobj 1661 0 obj << /prev 1663 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 328 440 17 ] /next 1664 0 r /parent 1665 0 r >> endobj 1665 0 obj << >> endobj 1664 0 obj << /first 1666 0 r /count 3 /prev 1667 0 r /last 1668 0 r /title (3 methodology) /next 1669 0 r /parent 1670 0 r /dest [ 4 0 r /fitr 0 555 440 244 ] >> endobj 1670 0 obj << >> endobj 1669 0 obj << /first 1671 0 r /count 3 /prev 1672 0 r /last 1673 0 r /title (4 experiments) /next 1674 0 r /parent 1675 0 r /dest [ 4 0 r /fitr 0 339 440 27 ] >> endobj 1675 0 obj << >> endobj 1674 0 obj << /prev 1676 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 310 440 0 ] /next 1677 0 r /parent 1678 0 r >> endobj 1678 0 obj << >> endobj 1677 0 obj << /prev 1679 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 201 440 0 ] /next 1680 0 r /parent 1657 0 r >> endobj 1680 0 obj << /prev 1655 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 1656 0 r >> endobj 1679 0 obj << /parent 1678 0 r >> endobj 1676 0 obj << /first 1671 0 r /parent 1675 0 r >> endobj 1673 0 obj << /prev 1681 0 r /count 0 /title (4.3 experimental results and discussion) /dest [ 4 0 r /fitr 0 235 440 0 ] /parent 1682 0 r >> endobj 1682 0 obj << >> endobj 1681 0 obj << /parent 1683 0 r >> endobj 1683 0 obj << >> endobj 1672 0 obj << /first 1666 0 r /parent 1670 0 r >> endobj 1671 0 obj << /dest [ 4 0 r /fitr 0 314 440 4 ] /count 0 /title (4.1 datasets) /next 1684 0 r /parent 1685 0 r >> endobj 1685 0 obj << >> endobj 1684 0 obj << /prev 1686 0 r /count 0 /title (4.2 experimental settings) /dest [ 4 0 r /fitr 0 572 440 262 ] /next 1687 0 r /parent 1683 0 r >> endobj 1687 0 obj << /prev 1681 0 r /count 0 /title (4.3 experimental results and discussion) /dest [ 4 0 r /fitr 0 235 440 0 ] /parent 1682 0 r >> endobj 1686 0 obj << /parent 1685 0 r >> endobj 1668 0 obj << /prev 1688 0 r /count 0 /title (3.3 model of gated recurrent units \(gru\)) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 1689 0 r >> endobj 1689 0 obj << >> endobj 1688 0 obj << /parent 1690 0 r >> endobj 1690 0 obj << >> endobj 1667 0 obj << /parent 1665 0 r >> endobj 1666 0 obj << /dest [ 4 0 r /fitr 0 530 440 220 ] /count 0 /title (3.1 multiple classification models based voting) /next 1691 0 r /parent 1692 0 r >> endobj 1692 0 obj << >> endobj 1691 0 obj << /prev 1693 0 r /count 0 /title (3.2 model of convolutional neural networks \(cnn\)) /dest [ 4 0 r /fitr 0 146 440 0 ] /next 1694 0 r /parent 1690 0 r >> endobj 1694 0 obj << /prev 1688 0 r /count 0 /title (3.3 model of gated recurrent units \(gru\)) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 1689 0 r >> endobj 1693 0 obj << /parent 1692 0 r >> endobj 1663 0 obj << /parent 1662 0 r >> endobj 1660 0 obj << /parent 1659 0 r >> endobj 993 0 obj << /prev 1695 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 479 null ] /parent 1696 0 r >> endobj 1696 0 obj << >> endobj 1695 0 obj << /parent 1697 0 r >> endobj 1697 0 obj << >> endobj 992 0 obj << /first 986 0 r /parent 990 0 r >> endobj 991 0 obj << /dest [ 4 0 r /xyz 39 275 null ] /count 0 /title (1 introduction) /next 1698 0 r /parent 1699 0 r >> endobj 1699 0 obj << >> endobj 1698 0 obj << /prev 1700 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 316 null ] /next 1701 0 r /parent 1702 0 r >> endobj 1702 0 obj << >> endobj 1701 0 obj << /prev 1703 0 r /count 0 /title (3 the ranking approach) /dest [ 4 0 r /xyz 39 214 null ] /next 1704 0 r /parent 1705 0 r >> endobj 1705 0 obj << >> endobj 1704 0 obj << /first 1706 0 r /count 6 /prev 1707 0 r /last 1708 0 r /title (4 evaluation) /next 1709 0 r /parent 1710 0 r /dest [ 4 0 r /xyz 53 431 null ] >> endobj 1710 0 obj << >> endobj 1709 0 obj << /prev 1711 0 r /count 0 /title (5 conclusions) /dest [ 4 0 r /xyz 39 133 null ] /next 1712 0 r /parent 1697 0 r >> endobj 1712 0 obj << /prev 1695 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 479 null ] /parent 1696 0 r >> endobj 1711 0 obj << /first 1706 0 r /parent 1710 0 r >> endobj 1708 0 obj << /prev 1713 0 r /count 0 /title (4.6 discussions) /dest [ 4 0 r /xyz 53 241 null ] /parent 1714 0 r >> endobj 1714 0 obj << >> endobj 1713 0 obj << /parent 1715 0 r >> endobj 1715 0 obj << >> endobj 1707 0 obj << /parent 1705 0 r >> endobj 1706 0 obj << /dest [ 4 0 r /xyz 53 409 null ] /count 0 /title (4.1 dataset) /next 1716 0 r /parent 1717 0 r >> endobj 1717 0 obj << >> endobj 1716 0 obj << /prev 1718 0 r /count 0 /title (4.2 metrics) /dest [ 4 0 r /xyz 53 237 null ] /next 1719 0 r /parent 1720 0 r >> endobj 1720 0 obj << >> endobj 1719 0 obj << /prev 1721 0 r /count 0 /title (4.3 baselines) /dest [ 4 0 r /xyz 39 475 null ] /next 1722 0 r /parent 1723 0 r >> endobj 1723 0 obj << >> endobj 1722 0 obj << /prev 1724 0 r /count 0 /title (4.4 parameter tuning) /dest [ 4 0 r /xyz 39 197 null ] /next 1725 0 r /parent 1726 0 r >> endobj 1726 0 obj << >> endobj 1725 0 obj << /prev 1727 0 r /count 0 /title (4.5 results) /dest [ 4 0 r /xyz 53 186 null ] /next 1728 0 r /parent 1715 0 r >> endobj 1728 0 obj << /prev 1713 0 r /count 0 /title (4.6 discussions) /dest [ 4 0 r /xyz 53 241 null ] /parent 1714 0 r >> endobj 1727 0 obj << /parent 1726 0 r >> endobj 1724 0 obj << /parent 1723 0 r >> endobj 1721 0 obj << /parent 1720 0 r >> endobj 1718 0 obj << /parent 1717 0 r >> endobj 1703 0 obj << /parent 1702 0 r >> endobj 1700 0 obj << /parent 1699 0 r >> endobj 988 0 obj << /prev 1729 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 438 440 127 ] /parent 1730 0 r >> endobj 1730 0 obj << >> endobj 1729 0 obj << /parent 1731 0 r >> endobj 1731 0 obj << >> endobj 987 0 obj << /first 981 0 r /parent 985 0 r >> endobj 986 0 obj << /dest [ 4 0 r /fitr 0 492 440 182 ] /count 0 /title (abstract) /next 1732 0 r /parent 1733 0 r >> endobj 1733 0 obj << >> endobj 1732 0 obj << /prev 1734 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 306 440 0 ] /next 1735 0 r /parent 1736 0 r >> endobj 1736 0 obj << >> endobj 1735 0 obj << /prev 1737 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 352 440 40 ] /next 1738 0 r /parent 1739 0 r >> endobj 1739 0 obj << >> endobj 1738 0 obj << /first 1740 0 r /count 3 /prev 1741 0 r /last 1742 0 r /title (3 research methodology) /next 1743 0 r /parent 1744 0 r /dest [ 4 0 r /fitr 0 283 440 0 ] >> endobj 1744 0 obj << >> endobj 1743 0 obj << /prev 1745 0 r /count 0 /title (4 results and analysis) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 1746 0 r /parent 1747 0 r >> endobj 1747 0 obj << >> endobj 1746 0 obj << /prev 1748 0 r /count 0 /title (5 conclusions) /dest [ 4 0 r /fitr 0 189 440 0 ] /next 1749 0 r /parent 1750 0 r >> endobj 1750 0 obj << >> endobj 1749 0 obj << /prev 1751 0 r /count 0 /title (acknowledgements) /dest [ 4 0 r /fitr 0 504 440 195 ] /next 1752 0 r /parent 1731 0 r >> endobj 1752 0 obj << /prev 1729 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 438 440 127 ] /parent 1730 0 r >> endobj 1751 0 obj << /parent 1750 0 r >> endobj 1748 0 obj << /parent 1747 0 r >> endobj 1745 0 obj << /first 1740 0 r /parent 1744 0 r >> endobj 1742 0 obj << /prev 1753 0 r /count 0 /title (3.3 experiments and evaluation) /dest [ 4 0 r /fitr 0 370 440 60 ] /parent 1754 0 r >> endobj 1754 0 obj << >> endobj 1753 0 obj << /parent 1755 0 r >> endobj 1755 0 obj << >> endobj 1741 0 obj << /parent 1739 0 r >> endobj 1740 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (3.1 features) /next 1756 0 r /parent 1757 0 r >> endobj 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0 obj << /prev 1768 0 r /count 0 /title (2 related works) /dest [ 4 0 r /fitr 0 519 440 208 ] /next 1769 0 r /parent 1770 0 r >> endobj 1770 0 obj << >> endobj 1769 0 obj << /first 1771 0 r /count 2 /prev 1772 0 r /last 1773 0 r /title (3 methodology) /next 1774 0 r /parent 1775 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 1775 0 obj << >> endobj 1774 0 obj << /first 1776 0 r /count 6 /prev 1777 0 r /last 1778 0 r /title (4 experiments) /next 1779 0 r /parent 1780 0 r /dest [ 4 0 r /fitr 0 269 440 0 ] >> endobj 1780 0 obj << >> endobj 1779 0 obj << /prev 1781 0 r /count 0 /title (5 conclusion and outlook) /dest [ 4 0 r /fitr 0 507 440 196 ] /next 1782 0 r /parent 1783 0 r >> endobj 1783 0 obj << >> endobj 1782 0 obj << /prev 1784 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 339 440 30 ] /next 1785 0 r /parent 1762 0 r >> endobj 1785 0 obj << /prev 1760 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 273 440 0 ] /parent 1761 0 r >> endobj 1784 0 obj << /parent 1783 0 r >> endobj 1781 0 obj << /first 1776 0 r /parent 1780 0 r >> endobj 1778 0 obj << /first 1786 0 r /count 3 /prev 1787 0 r /last 1788 0 r /title (4.3 results and discussion) /parent 1789 0 r /dest [ 4 0 r /fitr 0 623 440 314 ] >> endobj 1789 0 obj << >> endobj 1788 0 obj << /prev 1790 0 r /count 0 /title (4.3.3 effect of result lexicon size variation) /dest [ 4 0 r /fitr 0 350 440 41 ] /parent 1791 0 r >> endobj 1791 0 obj << >> endobj 1790 0 obj << /parent 1792 0 r >> endobj 1792 0 obj << >> endobj 1787 0 obj << /parent 1793 0 r >> endobj 1793 0 obj << >> endobj 1786 0 obj << /dest [ 4 0 r /fitr 0 568 440 259 ] /count 0 /title (4.3.1 overall performance) /next 1794 0 r /parent 1795 0 r >> endobj 1795 0 obj << >> endobj 1794 0 obj << /prev 1796 0 r /count 0 /title (4.3.2 effect of seed lexicon variation) /dest [ 4 0 r /fitr 0 158 440 0 ] /next 1797 0 r /parent 1792 0 r >> endobj 1797 0 obj << /prev 1790 0 r /count 0 /title (4.3.3 effect of result lexicon size variation) /dest [ 4 0 r /fitr 0 350 440 41 ] /parent 1791 0 r >> endobj 1796 0 obj << /parent 1795 0 r >> endobj 1777 0 obj << /first 1771 0 r /parent 1775 0 r >> endobj 1776 0 obj << /dest [ 4 0 r /fitr 0 205 440 0 ] /count 0 /title (4.1 data) /next 1798 0 r /parent 1799 0 r >> endobj 1799 0 obj << >> endobj 1798 0 obj << /prev 1800 0 r /count 0 /title (4.2 setup and evaluation) /dest [ 4 0 r /fitr 0 420 440 111 ] /next 1801 0 r /parent 1793 0 r >> endobj 1801 0 obj << /first 1786 0 r /count 3 /prev 1787 0 r /last 1788 0 r /title (4.3 results and discussion) /parent 1789 0 r /dest [ 4 0 r /fitr 0 623 440 314 ] >> endobj 1800 0 obj << /parent 1799 0 r >> endobj 1773 0 obj << /prev 1802 0 r /count 0 /title (3.2 inference) /dest [ 4 0 r /fitr 0 340 440 30 ] /parent 1803 0 r >> endobj 1803 0 obj << >> endobj 1802 0 obj << /parent 1804 0 r >> endobj 1804 0 obj << >> endobj 1772 0 obj << /parent 1770 0 r >> endobj 1771 0 obj << /dest [ 4 0 r /fitr 0 547 440 237 ] /count 0 /title (3.1 model) /next 1805 0 r /parent 1804 0 r >> endobj 1805 0 obj << /prev 1802 0 r /count 0 /title (3.2 inference) /dest [ 4 0 r /fitr 0 340 440 30 ] /parent 1803 0 r >> endobj 1768 0 obj << /parent 1767 0 r >> endobj 1765 0 obj << /parent 1764 0 r >> endobj 978 0 obj << /prev 1806 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 1807 0 r >> endobj 1807 0 obj << >> endobj 1806 0 obj << /parent 1808 0 r >> endobj 1808 0 obj << >> endobj 977 0 obj << /first 971 0 r /parent 975 0 r >> endobj 976 0 obj << /dest [ 4 0 r /xyz 39 245 null ] /count 0 /title (1 introduction) /next 1809 0 r /parent 1810 0 r >> endobj 1810 0 obj << >> endobj 1809 0 obj << /prev 1811 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 220 null ] /next 1812 0 r /parent 1813 0 r >> endobj 1813 0 obj << >> endobj 1812 0 obj << /prev 1814 0 r /count 0 /title (3 attention-based nmt) /dest [ 4 0 r /xyz 39 353 null ] /next 1815 0 r /parent 1816 0 r >> endobj 1816 0 obj << >> endobj 1815 0 obj << /prev 1817 0 r 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null ] /parent 1807 0 r >> endobj 1831 0 obj << /parent 1830 0 r >> endobj 1828 0 obj << /first 1823 0 r /parent 1827 0 r >> endobj 1825 0 obj << /prev 1833 0 r /count 0 /title (6.3 models to be compared) /dest [ 4 0 r /xyz 53 141 null ] /parent 1834 0 r >> endobj 1834 0 obj << >> endobj 1833 0 obj << /parent 1835 0 r >> endobj 1835 0 obj << >> endobj 1824 0 obj << /parent 1822 0 r >> endobj 1823 0 obj << /dest [ 4 0 r /xyz 39 310 null ] /count 0 /title (6.1 dataset) /next 1836 0 r /parent 1837 0 r >> endobj 1837 0 obj << >> endobj 1836 0 obj << /prev 1838 0 r /count 0 /title (6.2 train and evaluation details) /dest [ 4 0 r /xyz 53 570 null ] /next 1839 0 r /parent 1835 0 r >> endobj 1839 0 obj << /prev 1833 0 r /count 0 /title (6.3 models to be compared) /dest [ 4 0 r /xyz 53 141 null ] /parent 1834 0 r >> endobj 1838 0 obj << /parent 1837 0 r >> endobj 1820 0 obj << /parent 1819 0 r >> endobj 1817 0 obj << /parent 1816 0 r >> endobj 1814 0 obj << /parent 1813 0 r >> endobj 1811 0 obj 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/prev 1865 0 r /count 0 /title (4.2 data and results) /dest [ 4 0 r /xyz 53 192 null ] /parent 1866 0 r >> endobj 1852 0 obj << /prev 1869 0 r /count 0 /title (3.2 nmt with function word usages) /dest [ 4 0 r /xyz 39 137 null ] /parent 1870 0 r >> endobj 1870 0 obj << >> endobj 1869 0 obj << /parent 1871 0 r >> endobj 1871 0 obj << >> endobj 1851 0 obj << /first 1845 0 r /parent 1849 0 r >> endobj 1850 0 obj << /dest [ 4 0 r /xyz 39 375 null ] /count 0 /title (3.1 nmt model) /next 1872 0 r /parent 1871 0 r >> endobj 1872 0 obj << /prev 1869 0 r /count 0 /title (3.2 nmt with function word usages) /dest [ 4 0 r /xyz 39 137 null ] /parent 1870 0 r >> endobj 1847 0 obj << /prev 1873 0 r /count 0 /title (2.2 automatic recognition of chinese function word usages) /dest [ 4 0 r /xyz 53 569 null ] /parent 1874 0 r >> endobj 1874 0 obj << >> endobj 1873 0 obj << /parent 1875 0 r >> endobj 1875 0 obj << >> endobj 1846 0 obj << /parent 1844 0 r >> endobj 1845 0 obj << /dest [ 4 0 r /xyz 39 252 null ] /count 0 /title (2.1 chinese function word usages) /next 1876 0 r /parent 1875 0 r >> endobj 1876 0 obj << /prev 1873 0 r /count 0 /title (2.2 automatic recognition of chinese function word usages) /dest [ 4 0 r /xyz 53 569 null ] /parent 1874 0 r >> endobj 968 0 obj << /prev 1877 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 563 null ] /parent 1878 0 r >> endobj 1878 0 obj << >> endobj 1877 0 obj << /parent 1879 0 r >> endobj 1879 0 obj << >> endobj 967 0 obj << /first 961 0 r /parent 965 0 r >> endobj 966 0 obj << /dest [ 4 0 r /xyz 53 177 null ] /count 0 /title (1 introduction) /next 1880 0 r /parent 1881 0 r >> endobj 1881 0 obj << >> endobj 1880 0 obj << /first 1882 0 r /count 3 /prev 1883 0 r /last 1884 0 r /title (2 background) /next 1885 0 r /parent 1886 0 r /dest [ 4 0 r /xyz 53 574 null ] >> endobj 1886 0 obj << >> endobj 1885 0 obj << /first 1887 0 r /count 3 /prev 1888 0 r /last 1889 0 r /title (3 the model) /next 1890 0 r /parent 1891 0 r /dest [ 4 0 r /xyz 39 428 null ] >> endobj 1891 0 obj << >> endobj 1890 0 obj << /first 1892 0 r /count 3 /prev 1893 0 r /last 1894 0 r /title (4 experiment) /next 1895 0 r /parent 1896 0 r /dest [ 4 0 r /xyz 53 501 null ] >> endobj 1896 0 obj << >> endobj 1895 0 obj << /prev 1897 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 39 249 null ] /next 1898 0 r /parent 1879 0 r >> endobj 1898 0 obj << /prev 1877 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 563 null ] /parent 1878 0 r >> endobj 1897 0 obj << /first 1892 0 r /parent 1896 0 r >> endobj 1894 0 obj << /prev 1899 0 r /count 0 /title (4.3 experimental results and discussions) /dest [ 4 0 r /xyz 39 548 null ] /parent 1900 0 r >> endobj 1900 0 obj << >> endobj 1899 0 obj << /parent 1901 0 r >> endobj 1901 0 obj << >> endobj 1893 0 obj << /first 1887 0 r /parent 1891 0 r >> endobj 1892 0 obj << /dest [ 4 0 r /xyz 53 477 null ] /count 0 /title (4.1 nlpcc news headline categorization task) /next 1902 0 r /parent 1903 0 r >> endobj 1903 0 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201 null ] /parent 1907 0 r >> endobj 1911 0 obj << /parent 1910 0 r >> endobj 1884 0 obj << /prev 1913 0 r /count 0 /title (2.3 recurrent neural networks) /dest [ 4 0 r /xyz 39 622 null ] /parent 1914 0 r >> endobj 1914 0 obj << >> endobj 1913 0 obj << /parent 1915 0 r >> endobj 1915 0 obj << >> endobj 1883 0 obj << /parent 1881 0 r >> endobj 1882 0 obj << /dest [ 4 0 r /xyz 53 509 null ] /count 0 /title (2.1 word representation) /next 1916 0 r /parent 1917 0 r >> endobj 1917 0 obj << >> endobj 1916 0 obj << /prev 1918 0 r /count 0 /title (2.2 convolutional neural networks) /dest [ 4 0 r /xyz 53 257 null ] /next 1919 0 r /parent 1915 0 r >> endobj 1919 0 obj << /prev 1913 0 r /count 0 /title (2.3 recurrent neural networks) /dest [ 4 0 r /xyz 39 622 null ] /parent 1914 0 r >> endobj 1918 0 obj << /parent 1917 0 r >> endobj 963 0 obj << /prev 1920 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 347 null ] /parent 1921 0 r >> endobj 1921 0 obj << >> endobj 1920 0 obj << /parent 1922 0 r >> endobj 1922 0 obj << >> endobj 962 0 obj << /first 956 0 r /parent 960 0 r >> endobj 961 0 obj << /dest [ 4 0 r /xyz 53 241 null ] /count 0 /title (1 introduction) /next 1923 0 r /parent 1924 0 r >> endobj 1924 0 obj << >> endobj 1923 0 obj << /prev 1925 0 r /count 0 /title (2 transfer learning by leveraging high-resource datasets) /dest [ 4 0 r /xyz 39 152 null ] /next 1926 0 r /parent 1927 0 r >> endobj 1927 0 obj << >> endobj 1926 0 obj << /prev 1928 0 r /count 0 /title (3 unified global-local neural networks) /dest [ 4 0 r /xyz 39 622 null ] /next 1929 0 r /parent 1930 0 r >> endobj 1930 0 obj << >> endobj 1929 0 obj << /prev 1931 0 r /count 0 /title (4 mini-batch asynchronous parallel learning) /dest [ 4 0 r /xyz 53 353 null ] /next 1932 0 r /parent 1933 0 r >> endobj 1933 0 obj << >> endobj 1932 0 obj << /first 1934 0 r /count 2 /prev 1935 0 r /last 1936 0 r /title (5 experiments) /next 1937 0 r /parent 1938 0 r /dest [ 4 0 r /xyz 39 498 null ] >> endobj 1938 0 obj << >> endobj 1937 0 obj << /prev 1939 0 r /count 0 /title (6 conclusions) /dest [ 4 0 r /xyz 53 522 null ] /next 1940 0 r /parent 1922 0 r >> endobj 1940 0 obj << /prev 1920 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 347 null ] /parent 1921 0 r >> endobj 1939 0 obj << /first 1934 0 r /parent 1938 0 r >> endobj 1936 0 obj << /prev 1941 0 r /count 0 /title (5.2 results and discussions) /dest [ 4 0 r /xyz 39 622 null ] /parent 1942 0 r >> endobj 1942 0 obj << >> endobj 1941 0 obj << /parent 1943 0 r >> endobj 1943 0 obj << >> endobj 1935 0 obj << /parent 1933 0 r >> endobj 1934 0 obj << /dest [ 4 0 r /xyz 39 191 null ] /count 0 /title (5.1 setup) /next 1944 0 r /parent 1943 0 r >> endobj 1944 0 obj << /prev 1941 0 r /count 0 /title (5.2 results and discussions) /dest [ 4 0 r /xyz 39 622 null ] /parent 1942 0 r >> endobj 1931 0 obj << /parent 1930 0 r >> endobj 1928 0 obj << /parent 1927 0 r >> endobj 1925 0 obj << /parent 1924 0 r >> endobj 958 0 obj << /prev 1945 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 279 null ] /parent 1946 0 r >> endobj 1946 0 obj << >> endobj 1945 0 obj << /parent 1947 0 r >> endobj 1947 0 obj << >> endobj 957 0 obj << /first 951 0 r /parent 955 0 r >> endobj 956 0 obj << /dest [ 4 0 r /xyz 39 253 null ] /count 0 /title (1 introduction) /next 1948 0 r /parent 1949 0 r >> endobj 1949 0 obj << >> endobj 1948 0 obj << /prev 1950 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 196 null ] /next 1951 0 r /parent 1952 0 r >> endobj 1952 0 obj << >> endobj 1951 0 obj << /first 1953 0 r /count 2 /prev 1954 0 r /last 1955 0 r /title (3 model) /next 1956 0 r /parent 1957 0 r /dest [ 4 0 r /xyz 39 520 null ] >> endobj 1957 0 obj << >> endobj 1956 0 obj << /first 1958 0 r /count 3 /prev 1959 0 r /last 1960 0 r /title (4 experiment) /next 1961 0 r /parent 1962 0 r /dest [ 4 0 r /xyz 53 336 null ] >> endobj 1962 0 obj << >> endobj 1961 0 obj << /prev 1963 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 479 null ] /next 1964 0 r /parent 1947 0 r >> endobj 1964 0 obj << /prev 1945 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 279 null ] /parent 1946 0 r >> endobj 1963 0 obj << /first 1958 0 r /parent 1962 0 r >> endobj 1960 0 obj << /prev 1965 0 r /count 0 /title (4.3 results and analysis) /dest [ 4 0 r /xyz 39 362 null ] /parent 1966 0 r >> endobj 1966 0 obj << >> endobj 1965 0 obj << /parent 1967 0 r >> endobj 1967 0 obj << >> endobj 1959 0 obj << /first 1953 0 r /parent 1957 0 r >> endobj 1958 0 obj << /dest [ 4 0 r /xyz 53 309 null ] /count 0 /title (4.1 dataset and evaluation metric) /next 1968 0 r /parent 1969 0 r >> endobj 1969 0 obj << >> endobj 1968 0 obj << /prev 1970 0 r /count 0 /title (4.2 experiment setup) /dest [ 4 0 r /xyz 39 458 null ] /next 1971 0 r /parent 1967 0 r >> endobj 1971 0 obj << /prev 1965 0 r /count 0 /title (4.3 results and analysis) /dest [ 4 0 r /xyz 39 362 null ] /parent 1966 0 r >> endobj 1970 0 obj << /parent 1969 0 r >> endobj 1955 0 obj << /prev 1972 0 r /count 0 /title (3.2 combined matching model) /dest [ 4 0 r /xyz 39 152 null ] /parent 1973 0 r >> endobj 1973 0 obj << >> endobj 1972 0 obj << /parent 1974 0 r >> endobj 1974 0 obj << >> endobj 1954 0 obj << /parent 1952 0 r >> endobj 1953 0 obj << /dest [ 4 0 r /xyz 39 496 null ] /count 0 /title (3.1 compare-aggregate matching model) /next 1975 0 r /parent 1974 0 r >> endobj 1975 0 obj << /prev 1972 0 r /count 0 /title (3.2 combined matching model) /dest [ 4 0 r /xyz 39 152 null ] /parent 1973 0 r >> endobj 1950 0 obj << /parent 1949 0 r >> endobj 953 0 obj << /prev 1976 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 566 440 254 ] /parent 1977 0 r >> endobj 1977 0 obj << >> endobj 1976 0 obj << /parent 1978 0 r >> endobj 1978 0 obj << >> endobj 952 0 obj << /first 946 0 r /parent 950 0 r >> endobj 951 0 obj << /dest [ 4 0 r /fitr 0 474 440 164 ] /count 0 /title (abstract) /next 1979 0 r /parent 1980 0 r >> endobj 1980 0 obj << >> endobj 1979 0 obj << /prev 1981 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 299 440 0 ] /next 1982 0 r /parent 1983 0 r >> endobj 1983 0 obj << >> endobj 1982 0 obj << /prev 1984 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 412 440 100 ] /next 1985 0 r /parent 1986 0 r >> endobj 1986 0 obj << >> endobj 1985 0 obj << /first 1987 0 r /count 3 /prev 1988 0 r /last 1989 0 r /title (3 our approach) /next 1990 0 r /parent 1991 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 1991 0 obj << >> endobj 1990 0 obj << /first 1992 0 r /count 4 /prev 1993 0 r /last 1994 0 r /title (4 experiments) /next 1995 0 r /parent 1996 0 r /dest [ 4 0 r /fitr 0 490 440 179 ] >> endobj 1996 0 obj << >> endobj 1995 0 obj << /prev 1997 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 153 440 0 ] /next 1998 0 r /parent 1978 0 r >> endobj 1998 0 obj << /prev 1976 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 566 440 254 ] /parent 1977 0 r >> endobj 1997 0 obj << /first 1992 0 r /parent 1996 0 r >> endobj 1994 0 obj << /prev 1999 0 r /count 0 /title (4.4 error analysis) /dest [ 4 0 r /fitr 0 288 440 0 ] /parent 2000 0 r >> endobj 2000 0 obj << >> endobj 1999 0 obj << /parent 2001 0 r >> endobj 2001 0 obj << >> endobj 1993 0 obj << /first 1987 0 r /parent 1991 0 r >> endobj 1992 0 obj << /dest [ 4 0 r /fitr 0 465 440 155 ] /count 0 /title (4.1 dataset) /next 2002 0 r /parent 2003 0 r >> endobj 2003 0 obj << >> endobj 2002 0 obj << /prev 2004 0 r /count 0 /title (4.2 setup) /dest [ 4 0 r /fitr 0 275 440 0 ] /next 2005 0 r /parent 2006 0 r >> endobj 2006 0 obj << >> endobj 2005 0 obj << /prev 2007 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /fitr 0 623 440 314 ] /next 2008 0 r /parent 2001 0 r >> endobj 2008 0 obj << /prev 1999 0 r /count 0 /title (4.4 error analysis) /dest [ 4 0 r /fitr 0 288 440 0 ] /parent 2000 0 r >> endobj 2007 0 obj << /parent 2006 0 r >> endobj 2004 0 obj << /parent 2003 0 r >> endobj 1989 0 obj << /prev 2009 0 r /count 0 /title (3.3 ranking answer entities) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2010 0 r >> endobj 2010 0 obj << >> endobj 2009 0 obj << /parent 2011 0 r >> endobj 2011 0 obj << >> endobj 1988 0 obj << /parent 1986 0 r >> endobj 1987 0 obj << /dest [ 4 0 r /fitr 0 197 440 0 ] /count 0 /title (3.1 entity linking) /next 2012 0 r /parent 2013 0 r >> endobj 2013 0 obj << >> endobj 2012 0 obj << /prev 2014 0 r /count 0 /title (3.2 relation chain inference) /dest [ 4 0 r /fitr 0 331 440 21 ] /next 2015 0 r /parent 2011 0 r >> endobj 2015 0 obj << /prev 2009 0 r /count 0 /title (3.3 ranking answer entities) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2010 0 r >> endobj 2014 0 obj << /parent 2013 0 r >> endobj 1984 0 obj << /parent 1983 0 r >> endobj 1981 0 obj << /parent 1980 0 r >> endobj 948 0 obj << /prev 2016 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 2017 0 r >> endobj 2017 0 obj << >> endobj 2016 0 obj << /parent 2018 0 r >> endobj 2018 0 obj << >> endobj 947 0 obj << /first 941 0 r /parent 945 0 r >> endobj 946 0 obj << /dest [ 4 0 r /xyz 53 233 null ] /count 0 /title (1 introduction) /next 2019 0 r /parent 2020 0 r >> endobj 2020 0 obj << >> endobj 2019 0 obj << /first 2021 0 r /count 4 /prev 2022 0 r /last 2023 0 r /title (2 model architecture) /next 2024 0 r /parent 2025 0 r /dest [ 4 0 r /xyz 39 283 null ] >> endobj 2025 0 obj << >> endobj 2024 0 obj << /first 2026 0 r /count 3 /prev 2027 0 r /last 2028 0 r /title (3 experimental evaluation) /next 2029 0 r /parent 2030 0 r /dest [ 4 0 r /xyz 53 315 null ] >> endobj 2030 0 obj << >> endobj 2029 0 obj << /prev 2031 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 53 190 null ] /next 2032 0 r /parent 2018 0 r >> endobj 2032 0 obj << /prev 2016 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 2017 0 r >> endobj 2031 0 obj << /first 2026 0 r /parent 2030 0 r >> endobj 2028 0 obj << /prev 2033 0 r /count 0 /title (3.3 result) /dest [ 4 0 r /xyz 39 409 null ] /parent 2034 0 r >> endobj 2034 0 obj << >> endobj 2033 0 obj << /parent 2035 0 r >> endobj 2035 0 obj << >> endobj 2027 0 obj << /first 2021 0 r /parent 2025 0 r >> endobj 2026 0 obj << /dest [ 4 0 r /xyz 53 291 null ] /count 0 /title (3.1 dataset) /next 2036 0 r /parent 2037 0 r >> endobj 2037 0 obj << >> endobj 2036 0 obj << /prev 2038 0 r /count 0 /title (3.2 embedding) /dest [ 4 0 r /xyz 53 173 null ] /next 2039 0 r /parent 2035 0 r >> endobj 2039 0 obj << /prev 2033 0 r /count 0 /title (3.3 result) /dest [ 4 0 r /xyz 39 409 null ] /parent 2034 0 r >> endobj 2038 0 obj << /parent 2037 0 r >> endobj 2023 0 obj << /prev 2040 0 r /count 0 /title (2.4 sampling strategy) /dest [ 4 0 r /xyz 53 478 null ] /parent 2041 0 r >> endobj 2041 0 obj << >> endobj 2040 0 obj << /parent 2042 0 r >> endobj 2042 0 obj << >> endobj 2022 0 obj << /parent 2020 0 r >> endobj 2021 0 obj << /dest [ 4 0 r /xyz 39 260 null ] /count 0 /title (2.1 convolution neural network) /next 2043 0 r /parent 2044 0 r >> endobj 2044 0 obj << >> endobj 2043 0 obj << /prev 2045 0 r /count 0 /title (2.2 attentive pooling neural network) /dest [ 4 0 r /xyz 53 222 null ] /next 2046 0 r /parent 2047 0 r >> endobj 2047 0 obj << >> endobj 2046 0 obj << /prev 2048 0 r /count 0 /title (2.3 triplet ranking loss function) /dest [ 4 0 r /xyz 39 113 null ] /next 2049 0 r /parent 2042 0 r >> endobj 2049 0 obj << /prev 2040 0 r /count 0 /title (2.4 sampling strategy) /dest [ 4 0 r /xyz 53 478 null ] /parent 2041 0 r >> endobj 2048 0 obj << /parent 2047 0 r >> endobj 2045 0 obj << /parent 2044 0 r >> endobj 943 0 obj << /prev 2050 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 443 null ] /parent 2051 0 r >> endobj 2051 0 obj << >> endobj 2050 0 obj << /parent 2052 0 r >> endobj 2052 0 obj << >> endobj 942 0 obj << /first 936 0 r /parent 940 0 r >> endobj 941 0 obj << /dest [ 4 0 r /xyz 53 295 null ] /count 0 /title (1 introduction) /next 2053 0 r /parent 2054 0 r >> endobj 2054 0 obj << >> endobj 2053 0 obj << /prev 2055 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 282 null ] /next 2056 0 r /parent 2057 0 r >> endobj 2057 0 obj << >> endobj 2056 0 obj << /prev 2058 0 r /count 0 /title (3 blstm based answer selection framework) /dest [ 4 0 r /xyz 53 118 null ] /next 2059 0 r /parent 2060 0 r >> endobj 2060 0 obj << >> endobj 2059 0 obj << /first 2061 0 r /count 2 /prev 2062 0 r /last 2063 0 r /title (4 incorporating prior knowledge into blstm framework in answer selection) /next 2064 0 r /parent 2065 0 r /dest [ 4 0 r /xyz 53 544 null ] >> endobj 2065 0 obj << >> endobj 2064 0 obj << /first 2066 0 r /count 3 /prev 2067 0 r /last 2068 0 r /title (5 experiment) /next 2069 0 r /parent 2070 0 r /dest [ 4 0 r /xyz 39 138 null ] >> endobj 2070 0 obj << >> endobj 2069 0 obj << /prev 2071 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /xyz 39 145 null ] /next 2072 0 r /parent 2052 0 r >> endobj 2072 0 obj << /prev 2050 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 443 null ] /parent 2051 0 r >> endobj 2071 0 obj << /first 2066 0 r /parent 2070 0 r >> endobj 2068 0 obj << /prev 2073 0 r /count 0 /title (5.3 results and analysis) /dest [ 4 0 r /xyz 53 137 null ] /parent 2074 0 r >> endobj 2074 0 obj << >> endobj 2073 0 obj << /parent 2075 0 r >> endobj 2075 0 obj << >> endobj 2067 0 obj << /first 2061 0 r /parent 2065 0 r >> endobj 2066 0 obj << /dest [ 4 0 r /xyz 53 622 null ] /count 0 /title (5.1 nlpcc dbqa dataset) /next 2076 0 r /parent 2077 0 r >> endobj 2077 0 obj << >> endobj 2076 0 obj << /prev 2078 0 r /count 0 /title (5.2 experimental setup) /dest [ 4 0 r /xyz 53 500 null ] /next 2079 0 r /parent 2075 0 r >> endobj 2079 0 obj << /prev 2073 0 r /count 0 /title (5.3 results and analysis) /dest [ 4 0 r /xyz 53 137 null ] /parent 2074 0 r >> endobj 2078 0 obj << /parent 2077 0 r >> endobj 2063 0 obj << /prev 2080 0 r /count 0 /title (4.2 strategies to incorporate prior knowledge into blstm) /dest [ 4 0 r /xyz 39 474 null ] /parent 2081 0 r >> endobj 2081 0 obj << >> endobj 2080 0 obj << /parent 2082 0 r >> endobj 2082 0 obj << >> endobj 2062 0 obj << /parent 2060 0 r >> endobj 2061 0 obj << /dest [ 4 0 r /xyz 53 440 null ] /count 0 /title (4.1 prior knowledge in different levels) /next 2083 0 r /parent 2082 0 r >> endobj 2083 0 obj << /prev 2080 0 r /count 0 /title (4.2 strategies to incorporate prior knowledge into blstm) /dest [ 4 0 r /xyz 39 474 null ] /parent 2081 0 r >> endobj 2058 0 obj << /parent 2057 0 r >> endobj 2055 0 obj << /parent 2054 0 r >> endobj 938 0 obj << /prev 2084 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 383 null ] /parent 2085 0 r >> endobj 2085 0 obj << >> endobj 2084 0 obj << /parent 2086 0 r >> endobj 2086 0 obj << >> endobj 937 0 obj << /first 931 0 r /parent 935 0 r >> endobj 936 0 obj << /dest [ 4 0 r /xyz 39 231 null ] /count 0 /title (1 introduction) /next 2087 0 r /parent 2088 0 r >> endobj 2088 0 obj << >> endobj 2087 0 obj << /prev 2089 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 129 null ] /next 2090 0 r /parent 2091 0 r >> endobj 2091 0 obj << >> endobj 2090 0 obj << /first 2092 0 r /count 5 /prev 2093 0 r /last 2094 0 r /title (3 approach) /next 2095 0 r /parent 2096 0 r /dest [ 4 0 r /xyz 39 196 null ] >> endobj 2096 0 obj << >> endobj 2095 0 obj << /first 2097 0 r /count 2 /prev 2098 0 r /last 2099 0 r /title (4 experiments) /next 2100 0 r /parent 2101 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 2101 0 obj << >> endobj 2100 0 obj << /prev 2102 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 622 null ] /next 2103 0 r /parent 2086 0 r >> endobj 2103 0 obj << /prev 2084 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 383 null ] /parent 2085 0 r >> endobj 2102 0 obj << /first 2097 0 r /parent 2101 0 r >> endobj 2099 0 obj << /prev 2104 0 r /count 0 /title (4.2 results and discussions) /dest [ 4 0 r /xyz 39 622 null ] /parent 2105 0 r >> endobj 2105 0 obj << >> endobj 2104 0 obj << /parent 2106 0 r >> endobj 2106 0 obj << >> endobj 2098 0 obj << /first 2092 0 r /parent 2096 0 r >> endobj 2097 0 obj << /dest [ 4 0 r /xyz 53 230 null ] /count 0 /title (4.1 setup) /next 2107 0 r /parent 2106 0 r >> endobj 2107 0 obj << /prev 2104 0 r /count 0 /title (4.2 results and discussions) /dest [ 4 0 r /xyz 39 622 null ] /parent 2105 0 r >> endobj 2094 0 obj << /prev 2108 0 r /count 0 /title (3.5 support answers) /dest [ 4 0 r /xyz 39 556 null ] /parent 2109 0 r >> endobj 2109 0 obj << >> endobj 2108 0 obj << /parent 2110 0 r >> endobj 2110 0 obj << >> endobj 2093 0 obj << /parent 2091 0 r >> endobj 2092 0 obj << /dest [ 4 0 r /xyz 39 170 null ] /count 0 /title (3.1 overview) /next 2111 0 r /parent 2112 0 r >> endobj 2112 0 obj << >> endobj 2111 0 obj << /prev 2113 0 r /count 0 /title (3.2 lstm) /dest [ 4 0 r /xyz 53 324 null ] /next 2114 0 r /parent 2115 0 r >> endobj 2115 0 obj << >> endobj 2114 0 obj << /prev 2116 0 r /count 0 /title (3.3 attention) /dest [ 4 0 r /xyz 39 339 null ] /next 2117 0 r /parent 2118 0 r >> endobj 2118 0 obj << >> endobj 2117 0 obj << /prev 2119 0 r /count 0 /title (3.4 cnn) /dest [ 4 0 r /xyz 53 356 null ] /next 2120 0 r /parent 2110 0 r >> endobj 2120 0 obj << /prev 2108 0 r /count 0 /title (3.5 support answers) /dest [ 4 0 r /xyz 39 556 null ] /parent 2109 0 r >> endobj 2119 0 obj << /parent 2118 0 r >> endobj 2116 0 obj << /parent 2115 0 r >> endobj 2113 0 obj << /parent 2112 0 r >> endobj 2089 0 obj << /parent 2088 0 r >> endobj 933 0 obj << /prev 2121 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 239 null ] /parent 2122 0 r >> endobj 2122 0 obj << >> endobj 2121 0 obj << /parent 2123 0 r >> endobj 2123 0 obj << >> endobj 932 0 obj << /first 926 0 r /parent 930 0 r >> endobj 931 0 obj << /dest [ 4 0 r /xyz 39 292 null ] /count 0 /title (1 introduction) /next 2124 0 r /parent 2125 0 r >> endobj 2125 0 obj << >> endobj 2124 0 obj << /first 2126 0 r /count 3 /prev 2127 0 r /last 2128 0 r /title (2 approach) /next 2129 0 r /parent 2130 0 r /dest [ 4 0 r /xyz 53 414 null ] >> endobj 2130 0 obj << >> endobj 2129 0 obj << /first 2131 0 r /count 3 /prev 2132 0 r /last 2133 0 r /title (3 experiments and results) /next 2134 0 r /parent 2135 0 r /dest [ 4 0 r /xyz 53 326 null ] >> endobj 2135 0 obj << >> endobj 2134 0 obj << /prev 2136 0 r /count 0 /title (4 conclusion and future work) /dest [ 4 0 r /xyz 39 373 null ] /next 2137 0 r /parent 2123 0 r >> endobj 2137 0 obj << /prev 2121 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 239 null ] /parent 2122 0 r >> endobj 2136 0 obj << /first 2131 0 r /parent 2135 0 r >> endobj 2133 0 obj << /prev 2138 0 r /count 0 /title (3.3 results and analysis) /dest [ 4 0 r /xyz 53 161 null ] /parent 2139 0 r >> endobj 2139 0 obj << >> endobj 2138 0 obj << /parent 2140 0 r >> endobj 2140 0 obj << >> endobj 2132 0 obj << /first 2126 0 r /parent 2130 0 r >> endobj 2131 0 obj << /dest [ 4 0 r /xyz 39 472 null ] /count 0 /title (3.1 implementation details) /next 2141 0 r /parent 2142 0 r >> endobj 2142 0 obj << >> endobj 2141 0 obj << /prev 2143 0 r /count 0 /title (3.2 human evaluation) /dest [ 4 0 r /xyz 39 146 null ] /next 2144 0 r /parent 2140 0 r >> endobj 2144 0 obj << /prev 2138 0 r /count 0 /title (3.3 results and analysis) /dest [ 4 0 r /xyz 53 161 null ] /parent 2139 0 r >> endobj 2143 0 obj << /parent 2142 0 r >> endobj 2128 0 obj << /prev 2145 0 r /count 0 /title (2.3 copy mechanism) /dest [ 4 0 r /xyz 53 480 null ] /parent 2146 0 r >> endobj 2146 0 obj << >> endobj 2145 0 obj << /parent 2147 0 r >> endobj 2147 0 obj << >> endobj 2127 0 obj << /parent 2125 0 r >> endobj 2126 0 obj << /dest [ 4 0 r /xyz 53 163 null ] /count 0 /title (2.1 feature-rich encoder) /next 2148 0 r /parent 2149 0 r >> endobj 2149 0 obj << >> endobj 2148 0 obj << /prev 2150 0 r /count 0 /title (2.2 attention-based decoder) /dest [ 4 0 r /xyz 39 317 null ] /next 2151 0 r /parent 2147 0 r >> endobj 2151 0 obj << /prev 2145 0 r /count 0 /title (2.3 copy mechanism) /dest [ 4 0 r /xyz 53 480 null ] /parent 2146 0 r >> endobj 2150 0 obj << /parent 2149 0 r >> endobj 928 0 obj << /prev 2152 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 455 null ] /parent 2153 0 r >> endobj 2153 0 obj << >> endobj 2152 0 obj << /parent 2154 0 r >> endobj 2154 0 obj << >> endobj 927 0 obj << /first 921 0 r /parent 925 0 r >> endobj 926 0 obj << /dest [ 4 0 r /xyz 39 288 null ] /count 0 /title (1 introduction) /next 2155 0 r /parent 2156 0 r >> endobj 2156 0 obj << >> endobj 2155 0 obj << /first 2157 0 r /count 3 /prev 2158 0 r /last 2159 0 r /title (2 related work) /next 2160 0 r /parent 2161 0 r /dest [ 4 0 r /xyz 53 131 null ] >> endobj 2161 0 obj << >> endobj 2160 0 obj << /prev 2162 0 r /count 0 /title (3 problem definition) /dest [ 4 0 r /xyz 53 622 null ] /next 2163 0 r /parent 2164 0 r >> endobj 2164 0 obj << >> endobj 2163 0 obj << /first 2165 0 r /count 4 /prev 2166 0 r /last 2167 0 r /title (4 relation linking using bag of distribution representation) /next 2168 0 r /parent 2169 0 r /dest [ 4 0 r /xyz 53 440 null ] >> endobj 2169 0 obj << >> endobj 2168 0 obj << /first 2170 0 r /count 3 /prev 2171 0 r /last 2172 0 r /title (5 experiments and evaluations) /next 2173 0 r /parent 2174 0 r /dest [ 4 0 r /xyz 39 335 null ] >> endobj 2174 0 obj << >> endobj 2173 0 obj << /prev 2175 0 r /count 0 /title (6 conclusions) /dest [ 4 0 r /xyz 39 171 null ] /next 2176 0 r /parent 2154 0 r >> endobj 2176 0 obj << /prev 2152 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 455 null ] /parent 2153 0 r >> endobj 2175 0 obj << /first 2170 0 r /parent 2174 0 r >> endobj 2172 0 obj << /prev 2177 0 r /count 0 /title (5.3 performance analysis) /dest [ 4 0 r /xyz 53 198 null ] /parent 2178 0 r >> endobj 2178 0 obj << >> endobj 2177 0 obj << /parent 2179 0 r >> endobj 2179 0 obj << >> endobj 2171 0 obj << /first 2165 0 r /parent 2169 0 r >> endobj 2170 0 obj << /dest [ 4 0 r /xyz 39 309 null ] /count 0 /title (5.1 data sets) /next 2180 0 r /parent 2181 0 r >> endobj 2181 0 obj << >> endobj 2180 0 obj << /prev 2182 0 r /count 0 /title (5.2 experiments setting) /dest [ 4 0 r /xyz 39 189 null ] /next 2183 0 r /parent 2179 0 r >> endobj 2183 0 obj << /prev 2177 0 r /count 0 /title (5.3 performance analysis) /dest [ 4 0 r /xyz 53 198 null ] /parent 2178 0 r >> endobj 2182 0 obj << /parent 2181 0 r >> endobj 2167 0 obj << /prev 2184 0 r /count 0 /title (4.4 relation classification) /dest [ 4 0 r /xyz 39 481 null ] /parent 2185 0 r >> endobj 2185 0 obj << >> endobj 2184 0 obj << /parent 2186 0 r >> endobj 2186 0 obj << >> endobj 2166 0 obj << /parent 2164 0 r >> endobj 2165 0 obj << /dest [ 4 0 r /xyz 53 250 null ] /count 0 /title (4.1 preprocessor) /next 2187 0 r /parent 2188 0 r >> endobj 2188 0 obj << >> endobj 2187 0 obj << /prev 2189 0 r /count 0 /title (4.2 mention clustering) /dest [ 4 0 r /xyz 39 418 null ] /next 2190 0 r /parent 2191 0 r >> endobj 2191 0 obj << >> endobj 2190 0 obj << /prev 2192 0 r /count 0 /title (4.3 bag of distribution pattern representing) /dest [ 4 0 r /xyz 53 311 null ] /next 2193 0 r /parent 2186 0 r >> endobj 2193 0 obj << /prev 2184 0 r /count 0 /title (4.4 relation classification) /dest [ 4 0 r /xyz 39 481 null ] /parent 2185 0 r >> endobj 2192 0 obj << /parent 2191 0 r >> endobj 2189 0 obj << /parent 2188 0 r >> endobj 2162 0 obj << /first 2157 0 r /parent 2161 0 r >> endobj 2159 0 obj << /prev 2194 0 r /count 0 /title (2.3 entity linking) /dest [ 4 0 r /xyz 39 272 null ] /parent 2195 0 r >> endobj 2195 0 obj << >> endobj 2194 0 obj << /parent 2196 0 r >> endobj 2196 0 obj << >> endobj 2158 0 obj << /parent 2156 0 r >> endobj 2157 0 obj << /dest [ 4 0 r /xyz 39 622 null ] /count 0 /title (2.1 relation extraction) /next 2197 0 r /parent 2198 0 r >> endobj 2198 0 obj << >> endobj 2197 0 obj << /prev 2199 0 r /count 0 /title (2.2 sentence similarity) /dest [ 4 0 r /xyz 39 454 null ] /next 2200 0 r /parent 2196 0 r >> endobj 2200 0 obj << /prev 2194 0 r /count 0 /title (2.3 entity linking) /dest [ 4 0 r /xyz 39 272 null ] /parent 2195 0 r >> endobj 2199 0 obj << /parent 2198 0 r >> endobj 923 0 obj << /prev 2201 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 268 null ] /parent 2202 0 r >> endobj 2202 0 obj << >> endobj 2201 0 obj << /parent 2203 0 r >> endobj 2203 0 obj << >> endobj 922 0 obj << /first 916 0 r /parent 920 0 r >> endobj 921 0 obj << /dest [ 4 0 r /xyz 39 365 null ] /count 0 /title (1 introduction) /next 2204 0 r /parent 2205 0 r >> endobj 2205 0 obj << >> endobj 2204 0 obj << /prev 2206 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 181 null ] /next 2207 0 r /parent 2208 0 r >> endobj 2208 0 obj << >> endobj 2207 0 obj << /first 2209 0 r /count 3 /prev 2210 0 r /last 2211 0 r /title (3 methodology) /next 2212 0 r /parent 2213 0 r /dest [ 4 0 r /xyz 39 472 null ] >> endobj 2213 0 obj << >> endobj 2212 0 obj << /first 2214 0 r /count 3 /prev 2215 0 r /last 2216 0 r /title (4 experimental results) /next 2217 0 r /parent 2218 0 r /dest [ 4 0 r /xyz 53 497 null ] >> endobj 2218 0 obj << >> endobj 2217 0 obj << /prev 2219 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 39 469 null ] /next 2220 0 r /parent 2203 0 r >> endobj 2220 0 obj << /prev 2201 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 268 null ] /parent 2202 0 r >> endobj 2219 0 obj << /first 2214 0 r /parent 2218 0 r >> endobj 2216 0 obj << /prev 2221 0 r /count 0 /title (4.3 discussion and analysis) /dest [ 4 0 r /xyz 39 176 null ] /parent 2222 0 r >> endobj 2222 0 obj << >> endobj 2221 0 obj << /parent 2223 0 r >> endobj 2223 0 obj << >> endobj 2215 0 obj << /first 2209 0 r /parent 2213 0 r >> endobj 2214 0 obj << /dest [ 4 0 r /xyz 53 471 null ] /count 0 /title (4.1 settings) /next 2224 0 r /parent 2225 0 r >> endobj 2225 0 obj << >> endobj 2224 0 obj << /prev 2226 0 r /count 0 /title (4.2 overall performance) /dest [ 4 0 r /xyz 53 157 null ] /next 2227 0 r /parent 2223 0 r >> endobj 2227 0 obj << /prev 2221 0 r /count 0 /title (4.3 discussion and analysis) /dest [ 4 0 r /xyz 39 176 null ] /parent 2222 0 r >> endobj 2226 0 obj << /parent 2225 0 r >> endobj 2211 0 obj << /prev 2228 0 r /count 0 /title (3.3 query community construction) /dest [ 4 0 r /xyz 53 204 null ] /parent 2229 0 r >> endobj 2229 0 obj << >> endobj 2228 0 obj << /parent 2230 0 r >> endobj 2230 0 obj << >> endobj 2210 0 obj << /parent 2208 0 r >> endobj 2209 0 obj << /dest [ 4 0 r /xyz 39 404 null ] /count 0 /title (3.1 query expansion and retrieval) /next 2231 0 r /parent 2232 0 r >> endobj 2232 0 obj << >> endobj 2231 0 obj << /prev 2233 0 r /count 0 /title (3.2 filler community construction) /dest [ 4 0 r /xyz 39 234 null ] /next 2234 0 r /parent 2230 0 r >> endobj 2234 0 obj << /prev 2228 0 r /count 0 /title (3.3 query community construction) /dest [ 4 0 r /xyz 53 204 null ] /parent 2229 0 r >> endobj 2233 0 obj << /parent 2232 0 r >> endobj 2206 0 obj << /parent 2205 0 r >> endobj 918 0 obj << /prev 2235 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 118 null ] /parent 2236 0 r >> endobj 2236 0 obj << >> endobj 2235 0 obj << /parent 2237 0 r >> endobj 2237 0 obj << >> endobj 917 0 obj << /first 911 0 r /parent 915 0 r >> endobj 916 0 obj << /dest [ 4 0 r /xyz 39 279 null ] /count 0 /title (1 introduction) /next 2238 0 r /parent 2239 0 r >> endobj 2239 0 obj << >> endobj 2238 0 obj << /prev 2240 0 r /count 0 /title (2 rule based model) /dest [ 4 0 r /xyz 53 312 null ] /next 2241 0 r /parent 2242 0 r >> endobj 2242 0 obj << >> endobj 2241 0 obj << /first 2243 0 r /count 3 /prev 2244 0 r /last 2245 0 r /title (3 seq2seq model) /next 2246 0 r /parent 2247 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 2247 0 obj << >> endobj 2246 0 obj << /first 2248 0 r /count 3 /prev 2249 0 r /last 2250 0 r /title (4 experiments) /next 2251 0 r /parent 2252 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 2252 0 obj << >> endobj 2251 0 obj << /prev 2253 0 r /count 0 /title (5 conclusions and future work) /dest [ 4 0 r /xyz 39 342 null ] /next 2254 0 r /parent 2237 0 r >> endobj 2254 0 obj << /prev 2235 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 118 null ] /parent 2236 0 r >> endobj 2253 0 obj << /first 2248 0 r /parent 2252 0 r >> endobj 2250 0 obj << /prev 2255 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /xyz 39 355 null ] /parent 2256 0 r >> endobj 2256 0 obj << >> endobj 2255 0 obj << /parent 2257 0 r >> endobj 2257 0 obj << >> endobj 2249 0 obj << /first 2243 0 r /parent 2247 0 r >> endobj 2248 0 obj << /dest [ 4 0 r /xyz 53 558 null ] /count 0 /title (4.1 dataset) /next 2258 0 r /parent 2259 0 r >> endobj 2259 0 obj << >> endobj 2258 0 obj << /prev 2260 0 r /count 0 /title (4.2 model implementations) /dest [ 4 0 r /xyz 39 524 null ] /next 2261 0 r /parent 2257 0 r >> endobj 2261 0 obj << /prev 2255 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /xyz 39 355 null ] /parent 2256 0 r >> endobj 2260 0 obj << /parent 2259 0 r >> endobj 2245 0 obj << /prev 2262 0 r /count 0 /title (3.3 emotion embeddings) /dest [ 4 0 r /xyz 39 218 null ] /parent 2263 0 r >> endobj 2263 0 obj << >> endobj 2262 0 obj << /parent 2264 0 r >> endobj 2264 0 obj << >> endobj 2244 0 obj << /parent 2242 0 r >> endobj 2243 0 obj << /dest [ 4 0 r /xyz 53 410 null ] /count 0 /title (3.1 multi-hop attention) /next 2265 0 r /parent 2266 0 r >> endobj 2266 0 obj << >> endobj 2265 0 obj << /prev 2267 0 r /count 0 /title (3.2 lts learning to start) /dest [ 4 0 r /xyz 39 512 null ] /next 2268 0 r /parent 2264 0 r >> endobj 2268 0 obj << /prev 2262 0 r /count 0 /title (3.3 emotion embeddings) /dest [ 4 0 r /xyz 39 218 null ] /parent 2263 0 r >> endobj 2267 0 obj << /parent 2266 0 r >> endobj 2240 0 obj << /parent 2239 0 r >> endobj 913 0 obj << /prev 2269 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 2270 0 r >> endobj 2270 0 obj << >> endobj 2269 0 obj << /parent 2271 0 r >> endobj 2271 0 obj << >> endobj 912 0 obj << /first 906 0 r /parent 910 0 r >> endobj 911 0 obj << /dest [ 4 0 r /fitr 0 513 440 203 ] /count 0 /title (abstract) /next 2272 0 r /parent 2273 0 r >> endobj 2273 0 obj << >> endobj 2272 0 obj << /first 2274 0 r /count 2 /prev 2275 0 r /last 2276 0 r /title (1 introduction) /next 2277 0 r /parent 2278 0 r /dest [ 4 0 r /fitr 0 262 440 0 ] >> endobj 2278 0 obj << >> endobj 2277 0 obj << /first 2279 0 r /count 2 /prev 2280 0 r /last 2281 0 r /title (2 methods) /next 2282 0 r /parent 2283 0 r /dest [ 4 0 r /fitr 0 412 440 100 ] >> endobj 2283 0 obj << >> endobj 2282 0 obj << /first 2284 0 r /count 2 /prev 2285 0 r /last 2286 0 r /title (3 data set and experiments) /next 2287 0 r /parent 2288 0 r /dest [ 4 0 r /fitr 0 424 440 112 ] >> endobj 2288 0 obj << >> endobj 2287 0 obj << /prev 2289 0 r /count 0 /title (4 conclusion and future work) /dest [ 4 0 r /fitr 0 359 440 48 ] /next 2290 0 r /parent 2291 0 r >> endobj 2291 0 obj << >> endobj 2290 0 obj << /prev 2292 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 154 440 0 ] /next 2293 0 r /parent 2271 0 r >> endobj 2293 0 obj << /prev 2269 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 2270 0 r >> endobj 2292 0 obj << /parent 2291 0 r >> endobj 2289 0 obj << /first 2284 0 r /parent 2288 0 r >> endobj 2286 0 obj << /prev 2294 0 r /count 0 /title (3.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2295 0 r >> endobj 2295 0 obj << >> endobj 2294 0 obj << /parent 2296 0 r >> endobj 2296 0 obj << >> endobj 2285 0 obj << /first 2279 0 r /parent 2283 0 r >> endobj 2284 0 obj << /dest [ 4 0 r /fitr 0 186 440 0 ] /count 0 /title (3.1 subtask one) /next 2297 0 r /parent 2296 0 r >> endobj 2297 0 obj << /prev 2294 0 r /count 0 /title (3.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2295 0 r >> endobj 2281 0 obj << /prev 2298 0 r /count 0 /title (2.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2299 0 r >> endobj 2299 0 obj << >> endobj 2298 0 obj << /parent 2300 0 r >> endobj 2300 0 obj << >> endobj 2280 0 obj << /first 2274 0 r /parent 2278 0 r >> endobj 2279 0 obj << /dest [ 4 0 r /fitr 0 239 440 0 ] /count 0 /title (2.1 subtask one) /next 2301 0 r /parent 2300 0 r >> endobj 2301 0 obj << /prev 2298 0 r /count 0 /title (2.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 2299 0 r >> endobj 2276 0 obj << /prev 2302 0 r /count 0 /title (1.2 gender prediction) /dest [ 4 0 r /fitr 0 215 440 0 ] /parent 2303 0 r >> endobj 2303 0 obj << >> endobj 2302 0 obj << /parent 2304 0 r >> endobj 2304 0 obj << >> endobj 2275 0 obj << /parent 2273 0 r >> endobj 2274 0 obj << /dest [ 4 0 r /fitr 0 524 440 215 ] /count 0 /title (1.1 poi recommendation) /next 2305 0 r /parent 2304 0 r >> endobj 2305 0 obj << /prev 2302 0 r /count 0 /title (1.2 gender prediction) /dest [ 4 0 r /fitr 0 215 440 0 ] /parent 2303 0 r >> endobj 908 0 obj << /prev 2306 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 293 null ] /parent 2307 0 r >> endobj 2307 0 obj << >> endobj 2306 0 obj << /parent 2308 0 r >> endobj 2308 0 obj << >> endobj 907 0 obj << /first 901 0 r /parent 905 0 r >> endobj 906 0 obj << /dest [ 4 0 r /xyz 39 324 null ] /count 0 /title (1 introduction) /next 2309 0 r /parent 2310 0 r >> endobj 2310 0 obj << >> endobj 2309 0 obj << /first 2311 0 r /count 2 /prev 2312 0 r /last 2313 0 r /title (2 preprocessing) /next 2314 0 r /parent 2315 0 r /dest [ 4 0 r /xyz 53 461 null ] >> endobj 2315 0 obj << >> endobj 2314 0 obj << /first 2316 0 r /count 2 /prev 2317 0 r /last 2318 0 r /title (3 system description) /next 2319 0 r /parent 2320 0 r /dest [ 4 0 r /xyz 39 327 null ] >> endobj 2320 0 obj << >> endobj 2319 0 obj << /first 2321 0 r /count 4 /prev 2322 0 r /last 2323 0 r /title (4 experiments) /next 2324 0 r /parent 2325 0 r /dest [ 4 0 r /xyz 39 278 null ] >> endobj 2325 0 obj << >> endobj 2324 0 obj << /prev 2326 0 r /count 0 /title (5 conclusions and future works) /dest [ 4 0 r /xyz 39 546 null ] /next 2327 0 r /parent 2308 0 r >> endobj 2327 0 obj << /prev 2306 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 293 null ] /parent 2307 0 r >> endobj 2326 0 obj << /first 2321 0 r /parent 2325 0 r >> endobj 2323 0 obj << /prev 2328 0 r /count 0 /title (4.4 shared task evaluation results) /dest [ 4 0 r /xyz 53 622 null ] /parent 2329 0 r >> endobj 2329 0 obj << >> endobj 2328 0 obj << /parent 2330 0 r >> endobj 2330 0 obj << >> endobj 2322 0 obj << /first 2316 0 r /parent 2320 0 r >> endobj 2321 0 obj << /dest [ 4 0 r /xyz 39 253 null ] /count 0 /title (4.1 model details) /next 2331 0 r /parent 2332 0 r >> endobj 2332 0 obj << >> endobj 2331 0 obj << /prev 2333 0 r /count 0 /title (4.2 experimental results and analysis) /dest [ 4 0 r /xyz 53 622 null ] /next 2334 0 r /parent 2335 0 r >> endobj 2335 0 obj << >> endobj 2334 0 obj << /prev 2336 0 r /count 0 /title (4.3 emotion interaction analysis) /dest [ 4 0 r /xyz 53 165 null ] /next 2337 0 r /parent 2330 0 r >> endobj 2337 0 obj << /prev 2328 0 r /count 0 /title (4.4 shared task evaluation results) /dest [ 4 0 r /xyz 53 622 null ] /parent 2329 0 r >> endobj 2336 0 obj << /parent 2335 0 r >> endobj 2333 0 obj << /parent 2332 0 r >> endobj 2318 0 obj << /prev 2338 0 r /count 0 /title (3.2 ranking policy) /dest [ 4 0 r /xyz 39 622 null ] /parent 2339 0 r >> endobj 2339 0 obj << >> endobj 2338 0 obj << /parent 2340 0 r >> endobj 2340 0 obj << >> endobj 2317 0 obj << /first 2311 0 r /parent 2315 0 r >> endobj 2316 0 obj << /dest [ 4 0 r /xyz 39 301 null ] /count 0 /title (3.1 multi-emotional conversation generation) /next 2341 0 r /parent 2340 0 r >> endobj 2341 0 obj << /prev 2338 0 r /count 0 /title (3.2 ranking policy) /dest [ 4 0 r /xyz 39 622 null ] /parent 2339 0 r >> endobj 2313 0 obj << /prev 2342 0 r /count 0 /title (2.2 response expansion) /dest [ 4 0 r /xyz 53 164 null ] /parent 2343 0 r >> endobj 2343 0 obj << >> endobj 2342 0 obj << /parent 2344 0 r >> endobj 2344 0 obj << >> endobj 2312 0 obj << /parent 2310 0 r >> endobj 2311 0 obj << /dest [ 4 0 r /xyz 53 435 null ] /count 0 /title (2.1 data cleaning) /next 2345 0 r /parent 2344 0 r >> endobj 2345 0 obj << /prev 2342 0 r /count 0 /title (2.2 response expansion) /dest [ 4 0 r /xyz 53 164 null ] /parent 2343 0 r >> endobj 903 0 obj << /prev 2346 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 2347 0 r >> endobj 2347 0 obj << >> endobj 2346 0 obj << /parent 2348 0 r >> endobj 2348 0 obj << >> endobj 902 0 obj << /first 896 0 r /parent 900 0 r >> endobj 901 0 obj << /dest [ 4 0 r /xyz 53 338 null ] /count 0 /title (1 introduction) /next 2349 0 r /parent 2350 0 r >> endobj 2350 0 obj << >> endobj 2349 0 obj << /prev 2351 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 412 null ] /next 2352 0 r /parent 2353 0 r >> endobj 2353 0 obj << >> endobj 2352 0 obj << /first 2354 0 r /count 2 /prev 2355 0 r /last 2356 0 r /title (3 task overview) /next 2357 0 r /parent 2358 0 r /dest [ 4 0 r /xyz 53 532 null ] >> endobj 2358 0 obj << >> endobj 2357 0 obj << /first 2359 0 r /count 3 /prev 2360 0 r /last 2361 0 r /title (4 approach) /next 2362 0 r /parent 2363 0 r /dest [ 4 0 r /xyz 39 142 null ] >> endobj 2363 0 obj << >> endobj 2362 0 obj << /first 2364 0 r /count 3 /prev 2365 0 r /last 2366 0 r /title (5 experiment) /next 2367 0 r /parent 2368 0 r /dest [ 4 0 r /xyz 53 135 null ] >> endobj 2368 0 obj << >> endobj 2367 0 obj << /prev 2369 0 r /count 0 /title (6 conclusion and future work) /dest [ 4 0 r /xyz 53 263 null ] /next 2370 0 r /parent 2348 0 r >> endobj 2370 0 obj << /prev 2346 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 2347 0 r >> endobj 2369 0 obj << /first 2364 0 r /parent 2368 0 r >> endobj 2366 0 obj << /prev 2371 0 r /count 0 /title (5.3 error analysis and discussion) /dest [ 4 0 r /xyz 53 468 null ] /parent 2372 0 r >> endobj 2372 0 obj << >> endobj 2371 0 obj << /parent 2373 0 r >> endobj 2373 0 obj << >> endobj 2365 0 obj << /first 2359 0 r /parent 2363 0 r >> endobj 2364 0 obj << /dest [ 4 0 r /xyz 53 112 null ] /count 0 /title (5.1 experiment setting) /next 2374 0 r /parent 2375 0 r >> endobj 2375 0 obj << >> endobj 2374 0 obj << /prev 2376 0 r /count 0 /title (5.2 experiment result) /dest [ 4 0 r /xyz 39 451 null ] /next 2377 0 r /parent 2373 0 r >> endobj 2377 0 obj << /prev 2371 0 r /count 0 /title (5.3 error analysis and discussion) /dest [ 4 0 r /xyz 53 468 null ] /parent 2372 0 r >> endobj 2376 0 obj << /parent 2375 0 r >> endobj 2361 0 obj << /prev 2378 0 r /count 0 /title (4.3 answer cell ranking) /dest [ 4 0 r /xyz 53 252 null ] /parent 2379 0 r >> endobj 2379 0 obj << >> endobj 2378 0 obj << /parent 2380 0 r >> endobj 2380 0 obj << >> endobj 2360 0 obj << /first 2354 0 r /parent 2358 0 r >> endobj 2359 0 obj << /dest [ 4 0 r /xyz 39 114 null ] /count 0 /title (4.1 anchor cell detection) /next 2381 0 r /parent 2382 0 r >> endobj 2382 0 obj << >> endobj 2381 0 obj << /prev 2383 0 r /count 0 /title (4.2 answer cell representation) /dest [ 4 0 r /xyz 53 556 null ] /next 2384 0 r /parent 2380 0 r >> endobj 2384 0 obj << /prev 2378 0 r /count 0 /title (4.3 answer cell ranking) /dest [ 4 0 r /xyz 53 252 null ] /parent 2379 0 r >> endobj 2383 0 obj << /parent 2382 0 r >> endobj 2356 0 obj << /prev 2385 0 r /count 0 /title (3.2 ir-based tbqa) /dest [ 4 0 r /xyz 53 406 null ] /parent 2386 0 r >> endobj 2386 0 obj << >> endobj 2385 0 obj << /parent 2387 0 r >> endobj 2387 0 obj << >> endobj 2355 0 obj << /parent 2353 0 r >> endobj 2354 0 obj << /dest [ 4 0 r /xyz 53 508 null ] /count 0 /title (3.1 table) /next 2388 0 r /parent 2387 0 r >> endobj 2388 0 obj << /prev 2385 0 r /count 0 /title (3.2 ir-based tbqa) /dest [ 4 0 r /xyz 53 406 null ] /parent 2386 0 r >> endobj 2351 0 obj << /parent 2350 0 r >> endobj 898 0 obj << /prev 2389 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 390 null ] /parent 2390 0 r >> endobj 2390 0 obj << >> endobj 2389 0 obj << /parent 2391 0 r >> endobj 2391 0 obj << >> endobj 897 0 obj << /first 891 0 r /parent 895 0 r >> endobj 896 0 obj << /dest [ 4 0 r /xyz 53 219 null ] /count 0 /title (1 introduction) /next 2392 0 r /parent 2393 0 r >> endobj 2393 0 obj << >> endobj 2392 0 obj << /prev 2394 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 156 null ] /next 2395 0 r /parent 2396 0 r >> endobj 2396 0 obj << >> endobj 2395 0 obj << /first 2397 0 r /count 4 /prev 2398 0 r /last 2399 0 r /title (3 proposed eo-prf mechanism) /next 2400 0 r /parent 2401 0 r /dest [ 4 0 r /xyz 53 244 null ] >> endobj 2401 0 obj << >> endobj 2400 0 obj << /prev 2402 0 r /count 0 /title (4 improving retrieval quality with eo-prf) /dest [ 4 0 r /xyz 39 376 null ] /next 2403 0 r /parent 2404 0 r >> endobj 2404 0 obj << >> endobj 2403 0 obj << /first 2405 0 r /count 3 /prev 2406 0 r /last 2407 0 r /title (5 evaluation) /next 2408 0 r /parent 2409 0 r /dest [ 4 0 r /xyz 39 156 null ] >> endobj 2409 0 obj << >> endobj 2408 0 obj << /prev 2410 0 r /count 0 /title (6 conclusions and future work) /dest [ 4 0 r /xyz 39 622 null ] /next 2411 0 r /parent 2391 0 r >> endobj 2411 0 obj << /prev 2389 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 390 null ] /parent 2390 0 r >> endobj 2410 0 obj << /first 2405 0 r /parent 2409 0 r >> endobj 2407 0 obj << /prev 2412 0 r /count 0 /title (5.3 the analysis of retrieval quality) /dest [ 4 0 r /xyz 53 622 null ] /parent 2413 0 r >> endobj 2413 0 obj << >> endobj 2412 0 obj << /parent 2414 0 r >> endobj 2414 0 obj << >> endobj 2406 0 obj << /parent 2404 0 r >> endobj 2405 0 obj << /dest [ 4 0 r /xyz 39 132 null ] /count 0 /title (5.1 experimental set) /next 2415 0 r /parent 2416 0 r >> endobj 2416 0 obj << >> endobj 2415 0 obj << /prev 2417 0 r /count 0 /title (5.2 the effectiveness of eo-prf to identify the target event) /dest [ 4 0 r /xyz 39 498 null ] /next 2418 0 r /parent 2414 0 r >> endobj 2418 0 obj << /prev 2412 0 r /count 0 /title (5.3 the analysis of retrieval quality) /dest [ 4 0 r /xyz 53 622 null ] /parent 2413 0 r >> endobj 2417 0 obj << /parent 2416 0 r >> endobj 2402 0 obj << /first 2397 0 r /parent 2401 0 r >> endobj 2399 0 obj << /prev 2419 0 r /count 0 /title (3.4 identifying the target event) /dest [ 4 0 r /xyz 39 479 null ] /parent 2420 0 r >> endobj 2420 0 obj << >> endobj 2419 0 obj << /parent 2421 0 r >> endobj 2421 0 obj << >> endobj 2398 0 obj << /parent 2396 0 r >> endobj 2397 0 obj << /dest [ 4 0 r /xyz 53 115 null ] /count 0 /title (3.1 pre-building event language model) /next 2422 0 r /parent 2423 0 r >> endobj 2423 0 obj << >> endobj 2422 0 obj << /prev 2424 0 r /count 0 /title (3.2 the generation of pseudo-feedback set from event perspective) /dest [ 4 0 r /xyz 39 372 null ] /next 2425 0 r /parent 2426 0 r >> endobj 2426 0 obj << >> endobj 2425 0 obj << /prev 2427 0 r /count 0 /title (3.3 fitting the feedback documents using event mixture model) /dest [ 4 0 r /xyz 53 377 null ] /next 2428 0 r /parent 2421 0 r >> endobj 2428 0 obj << /prev 2419 0 r /count 0 /title (3.4 identifying the target event) /dest [ 4 0 r /xyz 39 479 null ] /parent 2420 0 r >> endobj 2427 0 obj << /parent 2426 0 r >> endobj 2424 0 obj << /parent 2423 0 r >> endobj 2394 0 obj << /parent 2393 0 r >> endobj 893 0 obj << /prev 2429 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 348 null ] /parent 2430 0 r >> endobj 2430 0 obj << >> endobj 2429 0 obj << /parent 2431 0 r >> endobj 2431 0 obj << >> endobj 892 0 obj << /parent 890 0 r >> endobj 891 0 obj << /dest [ 4 0 r /xyz 53 216 null ] /count 0 /title (1 introduction) /next 2432 0 r /parent 2433 0 r >> endobj 2433 0 obj << >> endobj 2432 0 obj << /first 2434 0 r /count 2 /prev 2435 0 r /last 2436 0 r /title (2 construction of corpus) /next 2437 0 r /parent 2438 0 r /dest [ 4 0 r /xyz 53 545 null ] >> endobj 2438 0 obj << >> endobj 2437 0 obj << /first 2439 0 r /count 2 /prev 2440 0 r /last 2441 0 r /title (3 automatic polarity classification) /next 2442 0 r /parent 2443 0 r /dest [ 4 0 r /xyz 53 224 null ] >> endobj 2443 0 obj << >> endobj 2442 0 obj << /first 2444 0 r /count 3 /prev 2445 0 r /last 2446 0 r /title (4 evaluation) /next 2447 0 r /parent 2448 0 r /dest [ 4 0 r /xyz 53 211 null ] >> endobj 2448 0 obj << >> endobj 2447 0 obj << /prev 2449 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /xyz 53 622 null ] /next 2450 0 r /parent 2431 0 r >> endobj 2450 0 obj << /prev 2429 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 348 null ] /parent 2430 0 r >> endobj 2449 0 obj << /first 2444 0 r /parent 2448 0 r >> endobj 2446 0 obj << /prev 2451 0 r /count 0 /title (4.3 results and discussion) /dest [ 4 0 r /xyz 39 238 null ] /parent 2452 0 r >> endobj 2452 0 obj << >> endobj 2451 0 obj << /parent 2453 0 r >> endobj 2453 0 obj << >> endobj 2445 0 obj << /first 2439 0 r /parent 2443 0 r >> endobj 2444 0 obj << /dest [ 4 0 r /xyz 53 148 null ] /count 0 /title (4.1 datasets) /next 2454 0 r /parent 2455 0 r >> endobj 2455 0 obj << >> endobj 2454 0 obj << /prev 2456 0 r /count 0 /title (4.2 experimental setup) /dest [ 4 0 r /xyz 39 622 null ] /next 2457 0 r /parent 2453 0 r >> endobj 2457 0 obj << /prev 2451 0 r /count 0 /title (4.3 results and discussion) /dest [ 4 0 r /xyz 39 238 null ] /parent 2452 0 r >> endobj 2456 0 obj << /parent 2455 0 r >> endobj 2441 0 obj << /prev 2458 0 r /count 0 /title (3.2 evaluation metrics) /dest [ 4 0 r /xyz 53 537 null ] /parent 2459 0 r >> endobj 2459 0 obj << >> endobj 2458 0 obj << /parent 2460 0 r >> endobj 2460 0 obj << >> endobj 2440 0 obj << /first 2434 0 r /parent 2438 0 r >> endobj 2439 0 obj << /dest [ 4 0 r /xyz 39 622 null ] /count 0 /title (3.1 classification methods) /next 2461 0 r /parent 2460 0 r >> endobj 2461 0 obj << /prev 2458 0 r /count 0 /title (3.2 evaluation metrics) /dest [ 4 0 r /xyz 53 537 null ] /parent 2459 0 r >> endobj 2436 0 obj << /prev 2462 0 r /count 0 /title (2.2 annotation) /dest [ 4 0 r /xyz 53 156 null ] /parent 2463 0 r >> endobj 2463 0 obj << >> endobj 2462 0 obj << /parent 2464 0 r >> endobj 2464 0 obj << >> endobj 2435 0 obj << /parent 2433 0 r >> endobj 2434 0 obj << /dest [ 4 0 r /xyz 53 490 null ] /count 0 /title (2.1 data collection) /next 2465 0 r /parent 2464 0 r >> endobj 2465 0 obj << /prev 2462 0 r /count 0 /title (2.2 annotation) /dest [ 4 0 r /xyz 53 156 null ] /parent 2463 0 r >> endobj 888 0 obj << /first 883 0 r /parent 887 0 r >> endobj 885 0 obj << /prev 2466 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 437 440 126 ] /parent 2467 0 r >> endobj 2467 0 obj << >> endobj 2466 0 obj << /parent 2468 0 r >> endobj 2468 0 obj << >> endobj 884 0 obj << /first 878 0 r /parent 882 0 r >> endobj 883 0 obj << /dest [ 4 0 r /fitr 0 469 440 159 ] /count 0 /title (abstract) /next 2469 0 r /parent 2470 0 r >> endobj 2470 0 obj << >> endobj 2469 0 obj << /prev 2471 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 273 440 0 ] /next 2472 0 r /parent 2473 0 r >> endobj 2473 0 obj << >> endobj 2472 0 obj << /prev 2474 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 352 440 40 ] /next 2475 0 r /parent 2476 0 r >> endobj 2476 0 obj << >> endobj 2475 0 obj << /first 2477 0 r /count 4 /prev 2478 0 r /last 2479 0 r /title (3 features of latent structures behind puns) /next 2480 0 r /parent 2481 0 r /dest [ 4 0 r /fitr 0 388 440 76 ] >> endobj 2481 0 obj << >> endobj 2480 0 obj << /first 2482 0 r /count 3 /prev 2483 0 r /last 2484 0 r /title (4 experiments) /next 2485 0 r /parent 2486 0 r /dest [ 4 0 r /fitr 0 173 440 0 ] >> endobj 2486 0 obj << >> endobj 2485 0 obj << /prev 2487 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /fitr 0 141 440 0 ] /next 2488 0 r /parent 2489 0 r >> endobj 2489 0 obj << >> endobj 2488 0 obj << /prev 2490 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 492 440 183 ] /next 2491 0 r /parent 2468 0 r >> endobj 2491 0 obj << /prev 2466 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 437 440 126 ] /parent 2467 0 r >> endobj 2490 0 obj << /parent 2489 0 r >> endobj 2487 0 obj << /first 2482 0 r /parent 2486 0 r >> endobj 2484 0 obj << /prev 2492 0 r /count 0 /title (4.3 the effect of latent semantic structures) /dest [ 4 0 r /fitr 0 536 440 227 ] /parent 2493 0 r >> endobj 2493 0 obj << >> endobj 2492 0 obj << /parent 2494 0 r >> endobj 2494 0 obj << >> endobj 2483 0 obj << /first 2477 0 r /parent 2481 0 r >> endobj 2482 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (4.1 experimental setting) /next 2495 0 r /parent 2496 0 r >> endobj 2496 0 obj << >> endobj 2495 0 obj << /prev 2497 0 r /count 0 /title (4.2 homographic puns recognition) /dest [ 4 0 r /fitr 0 464 440 155 ] /next 2498 0 r /parent 2494 0 r >> endobj 2498 0 obj << /prev 2492 0 r /count 0 /title (4.3 the effect of latent semantic structures) /dest [ 4 0 r /fitr 0 536 440 227 ] /parent 2493 0 r >> endobj 2497 0 obj << /parent 2496 0 r >> endobj 2479 0 obj << /prev 2499 0 r /count 0 /title (3.4 linguistics structure) /dest [ 4 0 r /fitr 0 305 440 0 ] /parent 2500 0 r >> endobj 2500 0 obj << >> endobj 2499 0 obj << /parent 2501 0 r >> endobj 2501 0 obj << >> endobj 2478 0 obj << /parent 2476 0 r >> endobj 2477 0 obj << /dest [ 4 0 r /fitr 0 287 440 0 ] /count 0 /title (3.1 inconsistency structure) /next 2502 0 r /parent 2503 0 r >> endobj 2503 0 obj << >> endobj 2502 0 obj << /prev 2504 0 r /count 0 /title (3.2 ambiguity structure) /dest [ 4 0 r /fitr 0 437 440 127 ] /next 2505 0 r /parent 2506 0 r >> endobj 2506 0 obj << >> endobj 2505 0 obj << /prev 2507 0 r /count 0 /title (3.3 emotion structure) /dest [ 4 0 r /fitr 0 560 440 250 ] /next 2508 0 r /parent 2501 0 r >> endobj 2508 0 obj << /prev 2499 0 r /count 0 /title (3.4 linguistics structure) /dest [ 4 0 r /fitr 0 305 440 0 ] /parent 2500 0 r >> endobj 2507 0 obj << /parent 2506 0 r >> endobj 2504 0 obj << /parent 2503 0 r >> endobj 2474 0 obj << /parent 2473 0 r >> endobj 2471 0 obj << /parent 2470 0 r >> endobj 880 0 obj << /prev 2509 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 2510 0 r >> endobj 2510 0 obj << >> endobj 2509 0 obj << /parent 2511 0 r >> endobj 2511 0 obj << >> endobj 879 0 obj << /first 873 0 r /parent 877 0 r >> endobj 878 0 obj << /dest [ 4 0 r /fitr 0 496 440 186 ] /count 0 /title (abstract) /next 2512 0 r /parent 2513 0 r >> endobj 2513 0 obj << >> endobj 2512 0 obj << /prev 2514 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 299 440 0 ] /next 2515 0 r /parent 2516 0 r >> endobj 2516 0 obj << >> endobj 2515 0 obj << /prev 2517 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 232 440 0 ] /next 2518 0 r /parent 2519 0 r >> endobj 2519 0 obj << >> endobj 2518 0 obj << /first 2520 0 r /count 3 /prev 2521 0 r /last 2522 0 r /title (3 method) /next 2523 0 r /parent 2524 0 r /dest [ 4 0 r /fitr 0 340 440 29 ] >> endobj 2524 0 obj << >> endobj 2523 0 obj << /first 2525 0 r /count 2 /prev 2526 0 r /last 2527 0 r /title (4 experiments) /next 2528 0 r /parent 2529 0 r /dest [ 4 0 r /fitr 0 455 440 143 ] >> endobj 2529 0 obj << >> endobj 2528 0 obj << /prev 2530 0 r /count 0 /title (5 discussion) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 2531 0 r /parent 2532 0 r >> endobj 2532 0 obj << >> endobj 2531 0 obj << /prev 2533 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /fitr 0 327 440 15 ] /next 2534 0 r /parent 2535 0 r >> endobj 2535 0 obj << >> endobj 2534 0 obj << /prev 2536 0 r /count 0 /title (acknowledgment) /dest [ 4 0 r /fitr 0 134 440 0 ] /next 2537 0 r /parent 2511 0 r >> endobj 2537 0 obj << /prev 2509 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 2510 0 r >> endobj 2536 0 obj << /parent 2535 0 r >> endobj 2533 0 obj << /parent 2532 0 r >> endobj 2530 0 obj << /first 2525 0 r /parent 2529 0 r >> endobj 2527 0 obj << /prev 2538 0 r /count 0 /title (4.2 biomedical event extraction) /dest [ 4 0 r /fitr 0 509 440 200 ] /parent 2539 0 r >> endobj 2539 0 obj << >> endobj 2538 0 obj << /parent 2540 0 r >> endobj 2540 0 obj << >> endobj 2526 0 obj << /first 2520 0 r /parent 2524 0 r >> endobj 2525 0 obj << /dest [ 4 0 r /fitr 0 198 440 0 ] /count 0 /title (4.1 bacteria biotope event extraction) /next 2541 0 r /parent 2540 0 r >> endobj 2541 0 obj << /prev 2538 0 r /count 0 /title (4.2 biomedical event extraction) /dest [ 4 0 r /fitr 0 509 440 200 ] /parent 2539 0 r >> endobj 2522 0 obj << /prev 2542 0 r /count 0 /title (3.3 complexity of the model) /dest [ 4 0 r /fitr 0 127 440 0 ] /parent 2543 0 r >> endobj 2543 0 obj << >> endobj 2542 0 obj << /parent 2544 0 r >> endobj 2544 0 obj << >> endobj 2521 0 obj << /parent 2519 0 r >> endobj 2520 0 obj << /dest [ 4 0 r /fitr 0 216 440 0 ] /count 0 /title (3.1 extracting functional units) /next 2545 0 r /parent 2546 0 r >> endobj 2546 0 obj << >> endobj 2545 0 obj << /prev 2547 0 r /count 0 /title (3.2 training based on maximum-margin integrating functional units) /dest [ 4 0 r /fitr 0 584 440 274 ] /next 2548 0 r /parent 2544 0 r >> endobj 2548 0 obj << /prev 2542 0 r /count 0 /title (3.3 complexity of the model) /dest [ 4 0 r /fitr 0 127 440 0 ] /parent 2543 0 r >> endobj 2547 0 obj << /parent 2546 0 r >> endobj 2517 0 obj << /parent 2516 0 r >> endobj 2514 0 obj << /parent 2513 0 r >> endobj 875 0 obj << /prev 2549 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 242 null ] /parent 2550 0 r >> endobj 2550 0 obj << >> endobj 2549 0 obj << /parent 2551 0 r >> endobj 2551 0 obj << >> endobj 874 0 obj << /first 868 0 r /parent 872 0 r >> endobj 873 0 obj << /dest [ 4 0 r /xyz 53 282 null ] /count 0 /title (1 introduction) /next 2552 0 r /parent 2553 0 r >> endobj 2553 0 obj << >> endobj 2552 0 obj << /first 2554 0 r /count 2 /prev 2555 0 r /last 2556 0 r /title (2 model) /next 2557 0 r /parent 2558 0 r /dest [ 4 0 r /xyz 39 210 null ] >> endobj 2558 0 obj << >> endobj 2557 0 obj << /first 2559 0 r /count 3 /prev 2560 0 r /last 2561 0 r /title (3 experiments) /next 2562 0 r /parent 2563 0 r /dest [ 4 0 r /xyz 39 473 null ] >> endobj 2563 0 obj << >> endobj 2562 0 obj << /prev 2564 0 r /count 0 /title (4 related work) /dest [ 4 0 r /xyz 39 422 null ] /next 2565 0 r /parent 2566 0 r >> endobj 2566 0 obj << >> endobj 2565 0 obj << /prev 2567 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 484 null ] /next 2568 0 r /parent 2551 0 r >> endobj 2568 0 obj << /prev 2549 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 242 null ] /parent 2550 0 r >> endobj 2567 0 obj << /parent 2566 0 r >> endobj 2564 0 obj << /first 2559 0 r /parent 2563 0 r >> endobj 2561 0 obj << /prev 2569 0 r /count 0 /title (3.3 results on english corpora) /dest [ 4 0 r /xyz 53 320 null ] /parent 2570 0 r >> endobj 2570 0 obj << >> endobj 2569 0 obj << /parent 2571 0 r >> endobj 2571 0 obj << >> endobj 2560 0 obj << /first 2554 0 r /parent 2558 0 r >> endobj 2559 0 obj << /dest [ 4 0 r /xyz 39 452 null ] /count 0 /title (3.1 experimental settings) /next 2572 0 r /parent 2573 0 r >> endobj 2573 0 obj << >> endobj 2572 0 obj << /prev 2574 0 r /count 0 /title (3.2 results on chinese corpora) /dest [ 4 0 r /xyz 39 142 null ] /next 2575 0 r /parent 2571 0 r >> endobj 2575 0 obj << /prev 2569 0 r /count 0 /title (3.3 results on english corpora) /dest [ 4 0 r /xyz 53 320 null ] /parent 2570 0 r >> endobj 2574 0 obj << /parent 2573 0 r >> endobj 2556 0 obj << /prev 2576 0 r /count 0 /title (2.2 collective entity linking) /dest [ 4 0 r /xyz 53 519 null ] /parent 2577 0 r >> endobj 2577 0 obj << >> endobj 2576 0 obj << /parent 2578 0 r >> endobj 2578 0 obj << >> endobj 2555 0 obj << /parent 2553 0 r >> endobj 2554 0 obj << /dest [ 4 0 r /xyz 39 140 null ] /count 0 /title (2.1 type-guided semantic embedding) /next 2579 0 r /parent 2578 0 r >> endobj 2579 0 obj << /prev 2576 0 r /count 0 /title (2.2 collective entity linking) /dest [ 4 0 r /xyz 53 519 null ] /parent 2577 0 r >> endobj 870 0 obj << /prev 2580 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 282 440 0 ] /parent 2581 0 r >> endobj 2581 0 obj << >> endobj 2580 0 obj << /parent 2582 0 r >> endobj 2582 0 obj << >> endobj 869 0 obj << /parent 867 0 r >> endobj 868 0 obj << /dest [ 4 0 r /fitr 0 503 440 193 ] /count 0 /title (abstract) /next 2583 0 r /parent 2584 0 r >> endobj 2584 0 obj << >> endobj 2583 0 obj << /prev 2585 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 263 440 0 ] /next 2586 0 r /parent 2587 0 r >> endobj 2587 0 obj << >> endobj 2586 0 obj << /prev 2588 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 161 440 0 ] /next 2589 0 r /parent 2590 0 r >> endobj 2590 0 obj << >> endobj 2589 0 obj << /first 2591 0 r /count 3 /prev 2592 0 r /last 2593 0 r /title (3 basic lstm models for review rating) /next 2594 0 r /parent 2595 0 r /dest [ 4 0 r /fitr 0 256 440 0 ] >> endobj 2595 0 obj << >> endobj 2594 0 obj << /first 2596 0 r /count 3 /prev 2597 0 r /last 2598 0 r /title (4 review rating with joint classification and regression model) /next 2599 0 r /parent 2600 0 r /dest [ 4 0 r /fitr 0 423 440 112 ] >> endobj 2600 0 obj << >> endobj 2599 0 obj << /first 2601 0 r /count 2 /prev 2602 0 r /last 2603 0 r /title (5 experimentation) /next 2604 0 r /parent 2605 0 r /dest [ 4 0 r /fitr 0 512 440 201 ] >> endobj 2605 0 obj << >> endobj 2604 0 obj << /prev 2606 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /fitr 0 531 440 219 ] /next 2607 0 r /parent 2608 0 r >> endobj 2608 0 obj << >> endobj 2607 0 obj << /prev 2609 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 326 440 17 ] /next 2610 0 r /parent 2582 0 r >> endobj 2610 0 obj << /prev 2580 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 282 440 0 ] /parent 2581 0 r >> endobj 2609 0 obj << /parent 2608 0 r >> endobj 2606 0 obj << /first 2601 0 r /parent 2605 0 r >> endobj 2603 0 obj << /prev 2611 0 r /count 0 /title (5.2 experimental results) /dest [ 4 0 r /fitr 0 202 440 0 ] /parent 2612 0 r >> endobj 2612 0 obj << >> endobj 2611 0 obj << /parent 2613 0 r >> endobj 2613 0 obj << >> endobj 2602 0 obj << /first 2596 0 r /parent 2600 0 r >> endobj 2601 0 obj << /dest [ 4 0 r /fitr 0 448 440 138 ] /count 0 /title (5.1 experimental settings) /next 2614 0 r /parent 2613 0 r >> endobj 2614 0 obj << /prev 2611 0 r /count 0 /title (5.2 experimental results) /dest [ 4 0 r /fitr 0 202 440 0 ] /parent 2612 0 r >> endobj 2598 0 obj << /prev 2615 0 r /count 0 /title (4.3 joint learning) /dest [ 4 0 r /fitr 0 153 440 0 ] /parent 2616 0 r >> endobj 2616 0 obj << >> endobj 2615 0 obj << /parent 2617 0 r >> endobj 2617 0 obj << >> endobj 2597 0 obj << /first 2591 0 r /parent 2595 0 r >> endobj 2596 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (4.1 the main task) /next 2618 0 r /parent 2619 0 r >> endobj 2619 0 obj << >> endobj 2618 0 obj << /prev 2620 0 r /count 0 /title (4.2 the auxiliary task) /dest [ 4 0 r /fitr 0 388 440 78 ] /next 2621 0 r /parent 2617 0 r >> endobj 2621 0 obj << /prev 2615 0 r /count 0 /title (4.3 joint learning) /dest [ 4 0 r /fitr 0 153 440 0 ] /parent 2616 0 r >> endobj 2620 0 obj << /parent 2619 0 r >> endobj 2593 0 obj << /prev 2622 0 r /count 0 /title (3.3 review rating with lstm regression model) /dest [ 4 0 r /fitr 0 348 440 38 ] /parent 2623 0 r >> endobj 2623 0 obj << >> endobj 2622 0 obj << /parent 2624 0 r >> endobj 2624 0 obj << >> endobj 2592 0 obj << /parent 2590 0 r >> endobj 2591 0 obj << /dest [ 4 0 r /fitr 0 168 440 0 ] /count 0 /title (3.1 basic lstm network) /next 2625 0 r /parent 2626 0 r >> endobj 2626 0 obj << >> endobj 2625 0 obj << /prev 2627 0 r /count 0 /title (3.2 review rating with lstm classification model) /dest [ 4 0 r /fitr 0 355 440 46 ] /next 2628 0 r /parent 2624 0 r >> endobj 2628 0 obj << /prev 2622 0 r /count 0 /title (3.3 review rating with lstm regression model) /dest [ 4 0 r /fitr 0 348 440 38 ] /parent 2623 0 r >> endobj 2627 0 obj << /parent 2626 0 r >> endobj 2588 0 obj << /parent 2587 0 r >> endobj 2585 0 obj << /parent 2584 0 r >> endobj 865 0 obj << /first 860 0 r /parent 864 0 r >> endobj 862 0 obj << /prev 2629 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 267 null ] /parent 2630 0 r >> endobj 2630 0 obj << >> endobj 2629 0 obj << /parent 2631 0 r >> endobj 2631 0 obj << >> endobj 861 0 obj << /first 855 0 r /parent 859 0 r >> endobj 860 0 obj << /dest [ 4 0 r /xyz 53 219 null ] /count 0 /title (1 introduction) /next 2632 0 r /parent 2633 0 r >> endobj 2633 0 obj << >> endobj 2632 0 obj << /first 2634 0 r /count 3 /prev 2635 0 r /last 2636 0 r /title (2 related work) /next 2637 0 r /parent 2638 0 r /dest [ 4 0 r /xyz 39 278 null ] >> endobj 2638 0 obj << >> endobj 2637 0 obj << /first 2639 0 r /count 2 /prev 2640 0 r /last 2641 0 r /title (3 community detection by cluster density peaks) /next 2642 0 r /parent 2643 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 2643 0 obj << >> endobj 2642 0 obj << /first 2644 0 r /count 4 /prev 2645 0 r /last 2646 0 r /title (4 experiments) /next 2647 0 r /parent 2648 0 r /dest [ 4 0 r /xyz 53 220 null ] >> endobj 2648 0 obj << >> endobj 2647 0 obj << /prev 2649 0 r /count 0 /title (5 conclusions) /dest [ 4 0 r /xyz 39 381 null ] /next 2650 0 r /parent 2631 0 r >> endobj 2650 0 obj << /prev 2629 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 267 null ] /parent 2630 0 r >> endobj 2649 0 obj << /first 2644 0 r /parent 2648 0 r >> endobj 2646 0 obj << /prev 2651 0 r /count 0 /title (4.4 experiment results and analysis) /dest [ 4 0 r /xyz 53 376 null ] /parent 2652 0 r >> endobj 2652 0 obj << >> endobj 2651 0 obj << /parent 2653 0 r >> endobj 2653 0 obj << >> endobj 2645 0 obj << /first 2639 0 r /parent 2643 0 r >> endobj 2644 0 obj << /dest [ 4 0 r /xyz 53 152 null ] /count 0 /title (4.1 datasets) /next 2654 0 r /parent 2655 0 r >> endobj 2655 0 obj << >> endobj 2654 0 obj << /prev 2656 0 r /count 0 /title (4.2 evaluation metrics) /dest [ 4 0 r /xyz 53 232 null ] /next 2657 0 r /parent 2658 0 r >> endobj 2658 0 obj << >> endobj 2657 0 obj << /prev 2659 0 r /count 0 /title (4.3 comparison methods) /dest [ 4 0 r /xyz 39 242 null ] /next 2660 0 r /parent 2653 0 r >> endobj 2660 0 obj << /prev 2651 0 r /count 0 /title (4.4 experiment results and analysis) /dest [ 4 0 r /xyz 53 376 null ] /parent 2652 0 r >> endobj 2659 0 obj << /parent 2658 0 r >> endobj 2656 0 obj << /parent 2655 0 r >> endobj 2641 0 obj << /prev 2661 0 r /count 0 /title (3.2 procedure of the community detection by cluster density peaks) /dest [ 4 0 r /xyz 53 622 null ] /parent 2662 0 r >> endobj 2662 0 obj << >> endobj 2661 0 obj << /parent 2663 0 r >> endobj 2663 0 obj << >> endobj 2640 0 obj << /first 2634 0 r /parent 2638 0 r >> endobj 2639 0 obj << /dest [ 4 0 r /xyz 39 452 null ] /count 0 /title (3.1 definitions of local density and minimum climb distance ) /next 2664 0 r /parent 2663 0 r >> endobj 2664 0 obj << /prev 2661 0 r /count 0 /title (3.2 procedure of the community detection by cluster density peaks) /dest [ 4 0 r /xyz 53 622 null ] /parent 2662 0 r >> endobj 2636 0 obj << /prev 2665 0 r /count 0 /title (2.3 density cluster-based method) /dest [ 4 0 r /xyz 53 340 null ] /parent 2666 0 r >> endobj 2666 0 obj << >> endobj 2665 0 obj << /parent 2667 0 r >> endobj 2667 0 obj << >> endobj 2635 0 obj << /parent 2633 0 r >> endobj 2634 0 obj << /dest [ 4 0 r /xyz 39 255 null ] /count 0 /title (2.1 social network definition) /next 2668 0 r /parent 2669 0 r >> endobj 2669 0 obj << >> endobj 2668 0 obj << /prev 2670 0 r /count 0 /title (2.2 classical community detection methods) /dest [ 4 0 r /xyz 39 123 null ] /next 2671 0 r /parent 2667 0 r >> endobj 2671 0 obj << /prev 2665 0 r /count 0 /title (2.3 density cluster-based method) /dest [ 4 0 r /xyz 53 340 null ] /parent 2666 0 r >> endobj 2670 0 obj << /parent 2669 0 r >> endobj 857 0 obj << /prev 2672 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 184 null ] /parent 2673 0 r >> endobj 2673 0 obj << >> endobj 2672 0 obj << /parent 2674 0 r >> endobj 2674 0 obj << >> endobj 856 0 obj << /first 850 0 r /parent 854 0 r >> endobj 855 0 obj << /dest [ 4 0 r /xyz 53 190 null ] /count 0 /title (1 introduction) /next 2675 0 r /parent 2676 0 r >> endobj 2676 0 obj << >> endobj 2675 0 obj << /prev 2677 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 256 null ] /next 2678 0 r /parent 2679 0 r >> endobj 2679 0 obj << >> endobj 2678 0 obj << /first 2680 0 r /count 3 /prev 2681 0 r /last 2682 0 r /title (3 our method) /next 2683 0 r /parent 2684 0 r /dest [ 4 0 r /xyz 53 148 null ] >> endobj 2684 0 obj << >> endobj 2683 0 obj << /prev 2685 0 r /count 0 /title (4 personality-aware followee recommendation model based on text semantics and sentiment analysis) /dest [ 4 0 r /xyz 53 130 null ] /next 2686 0 r /parent 2687 0 r >> endobj 2687 0 obj << >> endobj 2686 0 obj << /first 2688 0 r /count 3 /prev 2689 0 r /last 2690 0 r /title (5 experiment) /next 2691 0 r /parent 2692 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 2692 0 obj << >> endobj 2691 0 obj << /prev 2693 0 r /count 0 /title (6 conclusions) /dest [ 4 0 r /xyz 53 428 null ] /next 2694 0 r /parent 2674 0 r >> endobj 2694 0 obj << /prev 2672 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 184 null ] /parent 2673 0 r >> endobj 2693 0 obj << /first 2688 0 r /parent 2692 0 r >> endobj 2690 0 obj << /prev 2695 0 r /count 0 /title (5.3 results) /dest [ 4 0 r /xyz 39 297 null ] /parent 2696 0 r >> endobj 2696 0 obj << >> endobj 2695 0 obj << /parent 2697 0 r >> endobj 2697 0 obj << >> endobj 2689 0 obj << /parent 2687 0 r >> endobj 2688 0 obj << /dest [ 4 0 r /xyz 53 522 null ] /count 0 /title (5.1 experimental evaluation criteria) /next 2698 0 r /parent 2699 0 r >> endobj 2699 0 obj << >> endobj 2698 0 obj << /prev 2700 0 r /count 0 /title (5.2 experimental design) /dest [ 4 0 r /xyz 53 260 null ] /next 2701 0 r /parent 2697 0 r >> endobj 2701 0 obj << /prev 2695 0 r /count 0 /title (5.3 results) /dest [ 4 0 r /xyz 39 297 null ] /parent 2696 0 r >> endobj 2700 0 obj << /parent 2699 0 r >> endobj 2685 0 obj << /first 2680 0 r /parent 2684 0 r >> endobj 2682 0 obj << /prev 2702 0 r /count 0 /title (3.3 personality-based factors) /dest [ 4 0 r /xyz 39 411 null ] /parent 2703 0 r >> endobj 2703 0 obj << >> endobj 2702 0 obj << /parent 2704 0 r >> endobj 2704 0 obj << >> endobj 2681 0 obj << /parent 2679 0 r >> endobj 2680 0 obj << /dest [ 4 0 r /xyz 39 510 null ] /count 0 /title (3.1 user micgroblogging text analysis) /next 2705 0 r /parent 2706 0 r >> endobj 2706 0 obj << >> endobj 2705 0 obj << /prev 2707 0 r /count 0 /title (3.2 user sentiment analysis) /dest [ 4 0 r /xyz 53 395 null ] /next 2708 0 r /parent 2704 0 r >> endobj 2708 0 obj << /prev 2702 0 r /count 0 /title (3.3 personality-based factors) /dest [ 4 0 r /xyz 39 411 null ] /parent 2703 0 r >> endobj 2707 0 obj << /parent 2706 0 r >> endobj 2677 0 obj << /parent 2676 0 r >> endobj 852 0 obj << /prev 2709 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 242 null ] /parent 2710 0 r >> endobj 2710 0 obj << >> endobj 2709 0 obj << /parent 2711 0 r >> endobj 2711 0 obj << >> endobj 851 0 obj << /first 845 0 r /parent 849 0 r >> endobj 850 0 obj << /dest [ 4 0 r /xyz 39 314 null ] /count 0 /title (1 introduction) /next 2712 0 r /parent 2713 0 r >> endobj 2713 0 obj << >> endobj 2712 0 obj << /first 2714 0 r /count 4 /prev 2715 0 r /last 2716 0 r /title (2 social hierarchical dirichlet processes) /next 2717 0 r /parent 2718 0 r /dest [ 4 0 r /xyz 39 558 null ] >> endobj 2718 0 obj << >> endobj 2717 0 obj << /first 2719 0 r /count 2 /prev 2720 0 r /last 2721 0 r /title (3 experiments) /next 2722 0 r /parent 2723 0 r /dest [ 4 0 r /xyz 39 402 null ] >> endobj 2723 0 obj << >> endobj 2722 0 obj << /prev 2724 0 r /count 0 /title (4 conclusions) /dest [ 4 0 r /xyz 53 402 null ] /next 2725 0 r /parent 2711 0 r >> endobj 2725 0 obj << /prev 2709 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 242 null ] /parent 2710 0 r >> endobj 2724 0 obj << /first 2719 0 r /parent 2723 0 r >> endobj 2721 0 obj << /prev 2726 0 r /count 0 /title (3.2 evaluation results) /dest [ 4 0 r /xyz 53 292 null ] /parent 2727 0 r >> endobj 2727 0 obj << >> endobj 2726 0 obj << /parent 2728 0 r >> endobj 2728 0 obj << >> endobj 2720 0 obj << /first 2714 0 r /parent 2718 0 r >> endobj 2719 0 obj << /dest [ 4 0 r /xyz 39 376 null ] /count 0 /title (3.1 data sets and settings) /next 2729 0 r /parent 2728 0 r >> endobj 2729 0 obj << /prev 2726 0 r /count 0 /title (3.2 evaluation results) /dest [ 4 0 r /xyz 53 292 null ] /parent 2727 0 r >> endobj 2716 0 obj << /prev 2730 0 r /count 0 /title (2.4 social influence) /dest [ 4 0 r /xyz 53 309 null ] /parent 2731 0 r >> endobj 2731 0 obj << >> endobj 2730 0 obj << /parent 2732 0 r >> endobj 2732 0 obj << >> endobj 2715 0 obj << /parent 2713 0 r >> endobj 2714 0 obj << /dest [ 4 0 r /xyz 39 416 null ] /count 0 /title (2.1 the preliminaries) /next 2733 0 r /parent 2734 0 r >> endobj 2734 0 obj << >> endobj 2733 0 obj << /prev 2735 0 r /count 0 /title (2.2 the proposed method) /dest [ 4 0 r /xyz 39 287 null ] /next 2736 0 r /parent 2737 0 r >> endobj 2737 0 obj << >> endobj 2736 0 obj << /prev 2738 0 r /count 0 /title (2.3 inference) /dest [ 4 0 r /xyz 39 457 null ] /next 2739 0 r /parent 2732 0 r >> endobj 2739 0 obj << /prev 2730 0 r /count 0 /title (2.4 social influence) /dest [ 4 0 r /xyz 53 309 null ] /parent 2731 0 r >> endobj 2738 0 obj << /parent 2737 0 r >> endobj 2735 0 obj << /parent 2734 0 r >> endobj 847 0 obj << /prev 2740 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 2741 0 r >> endobj 2741 0 obj << >> endobj 2740 0 obj << /parent 2742 0 r >> endobj 2742 0 obj << >> endobj 846 0 obj << /parent 844 0 r >> endobj 845 0 obj << /dest [ 4 0 r /xyz 53 213 null ] /count 0 /title (1 introduction) /next 2743 0 r /parent 2744 0 r >> endobj 2744 0 obj << >> endobj 2743 0 obj << /prev 2745 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 238 null ] /next 2746 0 r /parent 2747 0 r >> endobj 2747 0 obj << >> endobj 2746 0 obj << /prev 2748 0 r /count 0 /title (3 problem formulation) /dest [ 4 0 r /xyz 53 355 null ] /next 2749 0 r /parent 2750 0 r >> endobj 2750 0 obj << >> endobj 2749 0 obj << /first 2751 0 r /count 4 /prev 2752 0 r /last 2753 0 r /title (4 topic-behavior network reconstruction) /next 2754 0 r /parent 2755 0 r /dest [ 4 0 r /xyz 53 121 null ] >> endobj 2755 0 obj << >> endobj 2754 0 obj << /first 2756 0 r /count 2 /prev 2757 0 r /last 2758 0 r /title (5 influence tree model) /next 2759 0 r /parent 2760 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 2760 0 obj << >> endobj 2759 0 obj << /first 2761 0 r /count 2 /prev 2762 0 r /last 2763 0 r /title (6 experimental results) /next 2764 0 r /parent 2765 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 2765 0 obj << >> endobj 2764 0 obj << /prev 2766 0 r /count 0 /title (7 conclusions) /dest [ 4 0 r /xyz 39 260 null ] /next 2767 0 r /parent 2742 0 r >> endobj 2767 0 obj << /prev 2740 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 2741 0 r >> endobj 2766 0 obj << /first 2761 0 r /parent 2765 0 r >> endobj 2763 0 obj << /prev 2768 0 r /count 0 /title (6.2 performance analysis) /dest [ 4 0 r /xyz 39 329 null ] /parent 2769 0 r >> endobj 2769 0 obj << >> endobj 2768 0 obj << /parent 2770 0 r >> endobj 2770 0 obj << >> endobj 2762 0 obj << /first 2756 0 r /parent 2760 0 r >> endobj 2761 0 obj << /dest [ 4 0 r /xyz 39 599 null ] /count 0 /title (6.1 experimental setup) /next 2771 0 r /parent 2770 0 r >> endobj 2771 0 obj << /prev 2768 0 r /count 0 /title (6.2 performance analysis) /dest [ 4 0 r /xyz 39 329 null ] /parent 2769 0 r >> endobj 2758 0 obj << /prev 2772 0 r /count 0 /title (5.2 identifying influential users) /dest [ 4 0 r /xyz 39 172 null ] /parent 2773 0 r >> endobj 2773 0 obj << >> endobj 2772 0 obj << /parent 2774 0 r >> endobj 2774 0 obj << >> endobj 2757 0 obj << /first 2751 0 r /parent 2755 0 r >> endobj 2756 0 obj << /dest [ 4 0 r /xyz 39 520 null ] /count 0 /title (5.1 influence tree generation) /next 2775 0 r /parent 2774 0 r >> endobj 2775 0 obj << /prev 2772 0 r /count 0 /title (5.2 identifying influential users) /dest [ 4 0 r /xyz 39 172 null ] /parent 2773 0 r >> endobj 2753 0 obj << /prev 2776 0 r /count 0 /title (4.4 topic-behavior network reconstruction) /dest [ 4 0 r /xyz 53 475 null ] /parent 2777 0 r >> endobj 2777 0 obj << >> endobj 2776 0 obj << /parent 2778 0 r >> endobj 2778 0 obj << >> endobj 2752 0 obj << /parent 2750 0 r >> endobj 2751 0 obj << /dest [ 4 0 r /xyz 39 568 null ] /count 0 /title (4.1 relationships between users) /next 2779 0 r /parent 2780 0 r >> endobj 2780 0 obj << >> endobj 2779 0 obj << /prev 2781 0 r /count 0 /title (4.2 topic relationship) /dest [ 4 0 r /xyz 39 160 null ] /next 2782 0 r /parent 2783 0 r >> endobj 2783 0 obj << >> endobj 2782 0 obj << /prev 2784 0 r /count 0 /title (4.3 behavioral relationship) /dest [ 4 0 r /xyz 39 477 null ] /next 2785 0 r /parent 2778 0 r >> endobj 2785 0 obj << /prev 2776 0 r /count 0 /title (4.4 topic-behavior network reconstruction) /dest [ 4 0 r /xyz 53 475 null ] /parent 2777 0 r >> endobj 2784 0 obj << /parent 2783 0 r >> endobj 2781 0 obj << /parent 2780 0 r >> endobj 2748 0 obj << /parent 2747 0 r >> endobj 2745 0 obj << /parent 2744 0 r >> endobj 842 0 obj << /first 837 0 r /parent 841 0 r >> endobj 839 0 obj << /prev 2786 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 481 440 169 ] /parent 2787 0 r >> endobj 2787 0 obj << >> endobj 2786 0 obj << /parent 2788 0 r >> endobj 2788 0 obj << >> endobj 838 0 obj << /first 832 0 r /parent 836 0 r >> endobj 837 0 obj << /dest [ 4 0 r /fitr 0 492 440 182 ] /count 0 /title (abstract) /next 2789 0 r /parent 2790 0 r >> endobj 2790 0 obj << >> endobj 2789 0 obj << /prev 2791 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 274 440 0 ] /next 2792 0 r /parent 2793 0 r >> endobj 2793 0 obj << >> endobj 2792 0 obj << /first 2794 0 r /count 4 /prev 2795 0 r /last 2796 0 r /title (2 methodology) /next 2797 0 r /parent 2798 0 r /dest [ 4 0 r /fitr 0 232 440 0 ] >> endobj 2798 0 obj << >> endobj 2797 0 obj << /first 2799 0 r /count 1 /prev 2800 0 r /last 2801 0 r /title (3 experiment settings) /next 2802 0 r /parent 2803 0 r /dest [ 4 0 r /fitr 0 338 440 27 ] >> endobj 2803 0 obj << >> endobj 2802 0 obj << /prev 2804 0 r /count 0 /title (4 results and analysis) /dest [ 4 0 r /fitr 0 166 440 0 ] /next 2805 0 r /parent 2806 0 r >> endobj 2806 0 obj << >> endobj 2805 0 obj << /prev 2807 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 2808 0 r /parent 2788 0 r >> endobj 2808 0 obj << /prev 2786 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 481 440 169 ] /parent 2787 0 r >> endobj 2807 0 obj << /parent 2806 0 r >> endobj 2804 0 obj << /first 2799 0 r /parent 2803 0 r >> endobj 2801 0 obj << /dest [ 4 0 r /fitr 0 313 440 3 ] /count 0 /title (3.1 data set and evaluation) /parent 2809 0 r >> endobj 2809 0 obj << >> endobj 2800 0 obj << /first 2794 0 r /parent 2798 0 r >> endobj 2799 0 obj << /dest [ 4 0 r /fitr 0 313 440 3 ] /count 0 /title (3.1 data set and evaluation) /parent 2809 0 r >> endobj 2796 0 obj << /prev 2810 0 r /count 0 /title (2.4 semantic relation classification based on linguistic knowledge) /dest [ 4 0 r /fitr 0 213 440 0 ] /parent 2811 0 r >> endobj 2811 0 obj << >> endobj 2810 0 obj << /parent 2812 0 r >> endobj 2812 0 obj << >> endobj 2795 0 obj << /parent 2793 0 r >> endobj 2794 0 obj << /dest [ 4 0 r /fitr 0 168 440 0 ] /count 0 /title (2.1 classification system) /next 2813 0 r /parent 2814 0 r >> endobj 2814 0 obj << >> endobj 2813 0 obj << /prev 2815 0 r /count 0 /title (2.2 semantic relation classification based on dictionary) /dest [ 4 0 r /fitr 0 394 440 84 ] /next 2816 0 r /parent 2817 0 r >> endobj 2817 0 obj << >> endobj 2816 0 obj << /prev 2818 0 r /count 0 /title (2.3 semantic relation classification based on various features) /dest [ 4 0 r /fitr 0 351 440 42 ] /next 2819 0 r /parent 2812 0 r >> endobj 2819 0 obj << /prev 2810 0 r /count 0 /title (2.4 semantic relation classification based on linguistic knowledge) /dest [ 4 0 r /fitr 0 213 440 0 ] /parent 2811 0 r >> endobj 2818 0 obj << /parent 2817 0 r >> endobj 2815 0 obj << /parent 2814 0 r >> endobj 2791 0 obj << /parent 2790 0 r >> endobj 834 0 obj << /prev 2820 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 491 null ] /parent 2821 0 r >> endobj 2821 0 obj << >> endobj 2820 0 obj << /parent 2822 0 r >> endobj 2822 0 obj << >> endobj 833 0 obj << /first 827 0 r /parent 831 0 r >> endobj 832 0 obj << /dest [ 4 0 r /xyz 39 267 null ] /count 0 /title (1 introduction) /next 2823 0 r /parent 2824 0 r >> endobj 2824 0 obj << >> endobj 2823 0 obj << /first 2825 0 r /count 3 /prev 2826 0 r /last 2827 0 r /title (2 system description) /next 2828 0 r /parent 2829 0 r /dest [ 4 0 r /xyz 53 357 null ] >> endobj 2829 0 obj << >> endobj 2828 0 obj << /first 2830 0 r /count 4 /prev 2831 0 r /last 2832 0 r /title (3 experiments) /next 2833 0 r /parent 2834 0 r /dest [ 4 0 r /xyz 39 568 null ] >> endobj 2834 0 obj << >> endobj 2833 0 obj << /prev 2835 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 39 132 null ] /next 2836 0 r /parent 2822 0 r >> endobj 2836 0 obj << /prev 2820 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 491 null ] /parent 2821 0 r >> endobj 2835 0 obj << /first 2830 0 r /parent 2834 0 r >> endobj 2832 0 obj << /prev 2837 0 r /count 0 /title (3.4 results on test data) /dest [ 4 0 r /xyz 53 132 null ] /parent 2838 0 r >> endobj 2838 0 obj << >> endobj 2837 0 obj << /parent 2839 0 r >> endobj 2839 0 obj << >> endobj 2831 0 obj << /first 2825 0 r /parent 2829 0 r >> endobj 2830 0 obj << /dest [ 4 0 r /xyz 39 542 null ] /count 0 /title (3.1 datasets) /next 2840 0 r /parent 2841 0 r >> endobj 2841 0 obj << >> endobj 2840 0 obj << /prev 2842 0 r /count 0 /title (3.2 evaluation metrics) /dest [ 4 0 r /xyz 39 274 null ] /next 2843 0 r /parent 2844 0 r >> endobj 2844 0 obj << >> endobj 2843 0 obj << /prev 2845 0 r /count 0 /title (3.3 experiments on training data) /dest [ 4 0 r /xyz 53 622 null ] /next 2846 0 r /parent 2839 0 r >> endobj 2846 0 obj << /prev 2837 0 r /count 0 /title (3.4 results on test data) /dest [ 4 0 r /xyz 53 132 null ] /parent 2838 0 r >> endobj 2845 0 obj << /parent 2844 0 r >> endobj 2842 0 obj << /parent 2841 0 r >> endobj 2827 0 obj << /prev 2847 0 r /count 0 /title (2.3 learning algorithm) /dest [ 4 0 r /xyz 53 143 null ] /parent 2848 0 r >> endobj 2848 0 obj << >> endobj 2847 0 obj << /parent 2849 0 r >> endobj 2849 0 obj << >> endobj 2826 0 obj << /parent 2824 0 r >> endobj 2825 0 obj << /dest [ 4 0 r /xyz 53 263 null ] /count 0 /title (2.1 surface features) /next 2850 0 r /parent 2851 0 r >> endobj 2851 0 obj << >> endobj 2850 0 obj << /prev 2852 0 r /count 0 /title (2.2 embedding features) /dest [ 4 0 r /xyz 53 622 null ] /next 2853 0 r /parent 2849 0 r >> endobj 2853 0 obj << /prev 2847 0 r /count 0 /title (2.3 learning algorithm) /dest [ 4 0 r /xyz 53 143 null ] /parent 2848 0 r >> endobj 2852 0 obj << /parent 2851 0 r >> endobj 829 0 obj << /prev 2854 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 527 null ] /parent 2855 0 r >> endobj 2855 0 obj << >> endobj 2854 0 obj << /parent 2856 0 r >> endobj 2856 0 obj << >> endobj 828 0 obj << /first 822 0 r /parent 826 0 r >> endobj 827 0 obj << /dest [ 4 0 r /xyz 53 337 null ] /count 0 /title (1 introduction) /next 2857 0 r /parent 2858 0 r >> endobj 2858 0 obj << >> endobj 2857 0 obj << /first 2859 0 r /count 3 /prev 2860 0 r /last 2861 0 r /title (2 recurrent neural networks for chinese word segmentation) /next 2862 0 r /parent 2863 0 r /dest [ 4 0 r /xyz 39 443 null ] >> endobj 2863 0 obj << >> endobj 2862 0 obj << /first 2864 0 r /count 3 /prev 2865 0 r /last 2866 0 r /title (3 hyper-gated recurrent neural networks for chinese word segmentation) /next 2867 0 r /parent 2868 0 r /dest [ 4 0 r /xyz 53 401 null ] >> endobj 2868 0 obj << >> endobj 2867 0 obj << /prev 2869 0 r /count 0 /title (4 training) /dest [ 4 0 r /xyz 53 240 null ] /next 2870 0 r /parent 2871 0 r >> endobj 2871 0 obj << >> endobj 2870 0 obj << /first 2872 0 r /count 5 /prev 2873 0 r /last 2874 0 r /title (5 experiments) /next 2875 0 r /parent 2876 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 2876 0 obj << >> endobj 2875 0 obj << /prev 2877 0 r /count 0 /title (6 related work) /dest [ 4 0 r /xyz 53 269 null ] /next 2878 0 r /parent 2879 0 r >> endobj 2879 0 obj << >> endobj 2878 0 obj << /prev 2880 0 r /count 0 /title (7 conclusion) /dest [ 4 0 r /xyz 53 120 null ] /next 2881 0 r /parent 2856 0 r >> endobj 2881 0 obj << /prev 2854 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 527 null ] /parent 2855 0 r >> endobj 2880 0 obj << /parent 2879 0 r >> endobj 2877 0 obj << /first 2872 0 r /parent 2876 0 r >> endobj 2874 0 obj << /prev 2882 0 r /count 0 /title (5.5 convergency) /dest [ 4 0 r /xyz 53 353 null ] /parent 2883 0 r >> endobj 2883 0 obj << >> endobj 2882 0 obj << /parent 2884 0 r >> endobj 2884 0 obj << >> endobj 2873 0 obj << /parent 2871 0 r >> endobj 2872 0 obj << /dest [ 4 0 r /xyz 39 598 null ] /count 0 /title (5.1 datasets) /next 2885 0 r /parent 2886 0 r >> endobj 2886 0 obj << >> endobj 2885 0 obj << /prev 2887 0 r /count 0 /title (5.2 experimental configurations) /dest [ 4 0 r /xyz 39 489 null ] /next 2888 0 r /parent 2889 0 r >> endobj 2889 0 obj << >> endobj 2888 0 obj << /prev 2890 0 r /count 0 /title (5.3 overall results) /dest [ 4 0 r /xyz 39 319 null ] /next 2891 0 r /parent 2892 0 r >> endobj 2892 0 obj << >> endobj 2891 0 obj << /prev 2893 0 r /count 0 /title (5.4 effects of hyper gates) /dest [ 4 0 r /xyz 53 475 null ] /next 2894 0 r /parent 2884 0 r >> endobj 2894 0 obj << /prev 2882 0 r /count 0 /title (5.5 convergency) /dest [ 4 0 r /xyz 53 353 null ] /parent 2883 0 r >> endobj 2893 0 obj << /parent 2892 0 r >> endobj 2890 0 obj << /parent 2889 0 r >> endobj 2887 0 obj << /parent 2886 0 r >> endobj 2869 0 obj << /first 2864 0 r /parent 2868 0 r >> endobj 2866 0 obj << /prev 2895 0 r /count 0 /title (3.3 hyper-gated recurrent neural networks with enhanced gates) /dest [ 4 0 r /xyz 53 114 null ] /parent 2896 0 r >> endobj 2896 0 obj << >> endobj 2895 0 obj << /parent 2897 0 r >> endobj 2897 0 obj << >> endobj 2865 0 obj << /first 2859 0 r /parent 2863 0 r >> endobj 2864 0 obj << /dest [ 4 0 r /xyz 53 301 null ] /count 0 /title (3.1 model-i: gate independent model) /next 2898 0 r /parent 2899 0 r >> endobj 2899 0 obj << >> endobj 2898 0 obj << /prev 2900 0 r /count 0 /title (3.2 model-ii: gate fusing model) /dest [ 4 0 r /xyz 39 468 null ] /next 2901 0 r /parent 2897 0 r >> endobj 2901 0 obj << /prev 2895 0 r /count 0 /title (3.3 hyper-gated recurrent neural networks with enhanced gates) /dest [ 4 0 r /xyz 53 114 null ] /parent 2896 0 r >> endobj 2900 0 obj << /parent 2899 0 r >> endobj 2861 0 obj << /prev 2902 0 r /count 0 /title (2.3 inference layer) /dest [ 4 0 r /xyz 39 164 null ] /parent 2903 0 r >> endobj 2903 0 obj << >> endobj 2902 0 obj << /parent 2904 0 r >> endobj 2904 0 obj << >> endobj 2860 0 obj << /parent 2858 0 r >> endobj 2859 0 obj << /dest [ 4 0 r /xyz 39 102 null ] /count 0 /title (2.1 embedding layer) /next 2905 0 r /parent 2906 0 r >> endobj 2906 0 obj << >> endobj 2905 0 obj << /prev 2907 0 r /count 0 /title (2.2 recurrent neural network layer) /dest [ 4 0 r /xyz 53 242 null ] /next 2908 0 r /parent 2904 0 r >> endobj 2908 0 obj << /prev 2902 0 r /count 0 /title (2.3 inference layer) /dest [ 4 0 r /xyz 39 164 null ] /parent 2903 0 r >> endobj 2907 0 obj << /parent 2906 0 r >> endobj 824 0 obj << /prev 2909 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 239 null ] /parent 2910 0 r >> endobj 2910 0 obj << >> endobj 2909 0 obj << /parent 2911 0 r >> endobj 2911 0 obj << >> endobj 823 0 obj << /first 817 0 r /parent 821 0 r >> endobj 822 0 obj << /dest [ 4 0 r /xyz 53 323 null ] /count 0 /title (1 introduction) /next 2912 0 r /parent 2913 0 r >> endobj 2913 0 obj << >> endobj 2912 0 obj << /prev 2914 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 124 null ] /next 2915 0 r /parent 2916 0 r >> endobj 2916 0 obj << >> endobj 2915 0 obj << /first 2917 0 r /count 3 /prev 2918 0 r /last 2919 0 r /title (3 our approach) /next 2920 0 r /parent 2921 0 r /dest [ 4 0 r /xyz 39 520 null ] >> endobj 2921 0 obj << >> endobj 2920 0 obj << /first 2922 0 r /count 4 /prev 2923 0 r /last 2924 0 r /title (4 experimental results) /next 2925 0 r /parent 2926 0 r /dest [ 4 0 r /xyz 39 120 null ] >> endobj 2926 0 obj << >> endobj 2925 0 obj << /prev 2927 0 r /count 0 /title (5 conclusions) /dest [ 4 0 r /xyz 53 431 null ] /next 2928 0 r /parent 2911 0 r >> endobj 2928 0 obj << /prev 2909 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 239 null ] /parent 2910 0 r >> endobj 2927 0 obj << /first 2922 0 r /parent 2926 0 r >> endobj 2924 0 obj << /prev 2929 0 r /count 0 /title (4.4 results) /dest [ 4 0 r /xyz 39 356 null ] /parent 2930 0 r >> endobj 2930 0 obj << >> endobj 2929 0 obj << /parent 2931 0 r >> endobj 2931 0 obj << >> endobj 2923 0 obj << /first 2917 0 r /parent 2921 0 r >> endobj 2922 0 obj << /dest [ 4 0 r /xyz 53 556 null ] /count 0 /title (4.1 dataset and data pre-processing) /next 2932 0 r /parent 2933 0 r >> endobj 2933 0 obj << >> endobj 2932 0 obj << /prev 2934 0 r /count 0 /title (4.2 model implementation) /dest [ 4 0 r /xyz 53 275 null ] /next 2935 0 r /parent 2936 0 r >> endobj 2936 0 obj << >> endobj 2935 0 obj << /prev 2937 0 r /count 0 /title (4.3 hyperparameter settings) /dest [ 4 0 r /xyz 39 622 null ] /next 2938 0 r /parent 2931 0 r >> endobj 2938 0 obj << /prev 2929 0 r /count 0 /title (4.4 results) /dest [ 4 0 r /xyz 39 356 null ] /parent 2930 0 r >> endobj 2937 0 obj << /parent 2936 0 r >> endobj 2934 0 obj << /parent 2933 0 r >> endobj 2919 0 obj << /prev 2939 0 r /count 0 /title (3.3 training objective) /dest [ 4 0 r /xyz 39 265 null ] /parent 2940 0 r >> endobj 2940 0 obj << >> endobj 2939 0 obj << /parent 2941 0 r >> endobj 2941 0 obj << >> endobj 2918 0 obj << /parent 2916 0 r >> endobj 2917 0 obj << /dest [ 4 0 r /xyz 39 308 null ] /count 0 /title (3.1 three kinds of sub-sequences) /next 2942 0 r /parent 2943 0 r >> endobj 2943 0 obj << >> endobj 2942 0 obj << /prev 2944 0 r /count 0 /title (3.2 bilstm-based models for metaphor detection) /dest [ 4 0 r /xyz 53 119 null ] /next 2945 0 r /parent 2941 0 r >> endobj 2945 0 obj << /prev 2939 0 r /count 0 /title (3.3 training objective) /dest [ 4 0 r /xyz 39 265 null ] /parent 2940 0 r >> endobj 2944 0 obj << /parent 2943 0 r >> endobj 2914 0 obj << /parent 2913 0 r >> endobj 819 0 obj << /prev 2946 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 193 null ] /parent 2947 0 r >> endobj 2947 0 obj << >> endobj 2946 0 obj << /parent 2948 0 r >> endobj 2948 0 obj << >> endobj 818 0 obj << /first 812 0 r /parent 816 0 r >> endobj 817 0 obj << /dest [ 4 0 r /xyz 53 269 null ] /count 0 /title (1 introduction) /next 2949 0 r /parent 2950 0 r >> endobj 2950 0 obj << >> endobj 2949 0 obj << /first 2951 0 r /count 4 /prev 2952 0 r /last 2953 0 r /title (2 method) /next 2954 0 r /parent 2955 0 r /dest [ 4 0 r /xyz 39 237 null ] >> endobj 2955 0 obj << >> endobj 2954 0 obj << /first 2956 0 r /count 4 /prev 2957 0 r /last 2958 0 r /title (3 experiments) /next 2959 0 r /parent 2960 0 r /dest [ 4 0 r /xyz 53 272 null ] >> endobj 2960 0 obj << >> endobj 2959 0 obj << /prev 2961 0 r /count 0 /title (4 related work) /dest [ 4 0 r /xyz 39 254 null ] /next 2962 0 r /parent 2963 0 r >> endobj 2963 0 obj << >> endobj 2962 0 obj << /prev 2964 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 400 null ] /next 2965 0 r /parent 2948 0 r >> endobj 2965 0 obj << /prev 2946 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 193 null ] /parent 2947 0 r >> endobj 2964 0 obj << /parent 2963 0 r >> endobj 2961 0 obj << /first 2956 0 r /parent 2960 0 r >> endobj 2958 0 obj << /prev 2966 0 r /count 0 /title (3.4 main results) /dest [ 4 0 r /xyz 53 431 null ] /parent 2967 0 r >> endobj 2967 0 obj << >> endobj 2966 0 obj << /parent 2968 0 r >> endobj 2968 0 obj << >> endobj 2957 0 obj << /first 2951 0 r /parent 2955 0 r >> endobj 2956 0 obj << /dest [ 4 0 r /xyz 53 246 null ] /count 0 /title (3.1 dataset) /next 2969 0 r /parent 2970 0 r >> endobj 2970 0 obj << >> endobj 2969 0 obj << /prev 2971 0 r /count 0 /title (3.2 hyper-parameter settings) /dest [ 4 0 r /xyz 39 402 null ] /next 2972 0 r /parent 2973 0 r >> endobj 2973 0 obj << >> endobj 2972 0 obj << /prev 2974 0 r /count 0 /title (3.3 differences between different domain) /dest [ 4 0 r /xyz 39 208 null ] /next 2975 0 r /parent 2968 0 r >> endobj 2975 0 obj << /prev 2966 0 r /count 0 /title (3.4 main results) /dest [ 4 0 r /xyz 53 431 null ] /parent 2967 0 r >> endobj 2974 0 obj << /parent 2973 0 r >> endobj 2971 0 obj << /parent 2970 0 r >> endobj 2953 0 obj << /prev 2976 0 r /count 0 /title (2.4 train strategy) /dest [ 4 0 r /xyz 53 478 null ] /parent 2977 0 r >> endobj 2977 0 obj << >> endobj 2976 0 obj << /parent 2978 0 r >> endobj 2978 0 obj << >> endobj 2952 0 obj << /parent 2950 0 r >> endobj 2951 0 obj << /dest [ 4 0 r /xyz 39 213 null ] /count 0 /title (2.1 contextualized character embedding) /next 2979 0 r /parent 2980 0 r >> endobj 2980 0 obj << >> endobj 2979 0 obj << /prev 2981 0 r /count 0 /title (2.2 character sequence auto-encoder) /dest [ 4 0 r /xyz 53 422 null ] /next 2982 0 r /parent 2983 0 r >> endobj 2983 0 obj << >> endobj 2982 0 obj << /prev 2984 0 r /count 0 /title (2.3 neural segmenter) /dest [ 4 0 r /xyz 39 277 null ] /next 2985 0 r /parent 2978 0 r >> endobj 2985 0 obj << /prev 2976 0 r /count 0 /title (2.4 train strategy) /dest [ 4 0 r /xyz 53 478 null ] /parent 2977 0 r >> endobj 2984 0 obj << /parent 2983 0 r >> endobj 2981 0 obj << /parent 2980 0 r >> endobj 814 0 obj << /prev 2986 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 350 null ] /parent 2987 0 r >> endobj 2987 0 obj << >> endobj 2986 0 obj << /parent 2988 0 r >> endobj 2988 0 obj << >> endobj 813 0 obj << /first 807 0 r /parent 811 0 r >> endobj 812 0 obj << /dest [ 4 0 r /xyz 39 277 null ] /count 0 /title (1 introduction) /next 2989 0 r /parent 2990 0 r >> endobj 2990 0 obj << >> endobj 2989 0 obj << /first 2991 0 r /count 2 /prev 2992 0 r /last 2993 0 r /title (2 background knowledge) /next 2994 0 r /parent 2995 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 2995 0 obj << >> endobj 2994 0 obj << /prev 2996 0 r /count 0 /title (3 related work) /dest [ 4 0 r /xyz 53 209 null ] /next 2997 0 r /parent 2998 0 r >> endobj 2998 0 obj << >> endobj 2997 0 obj << /first 2999 0 r /count 2 /prev 3000 0 r /last 3001 0 r /title (4 baseline) /next 3002 0 r /parent 3003 0 r /dest [ 4 0 r /xyz 39 460 null ] >> endobj 3003 0 obj << >> endobj 3002 0 obj << /first 3004 0 r /count 3 /prev 3005 0 r /last 3006 0 r /title (5 discourse-based approach) /next 3007 0 r /parent 3008 0 r /dest [ 4 0 r /xyz 53 267 null ] >> endobj 3008 0 obj << >> endobj 3007 0 obj << /first 3009 0 r /count 2 /prev 3010 0 r /last 3011 0 r /title (6 experiments and discussion) /next 3012 0 r /parent 3013 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 3013 0 obj << >> endobj 3012 0 obj << /prev 3014 0 r /count 0 /title (7 conclusion) /dest [ 4 0 r /xyz 53 545 null ] /next 3015 0 r /parent 2988 0 r >> endobj 3015 0 obj << /prev 2986 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 350 null ] /parent 2987 0 r >> endobj 3014 0 obj << /first 3009 0 r /parent 3013 0 r >> endobj 3011 0 obj << /prev 3016 0 r /count 0 /title (6.2 experimental results and discussion) /dest [ 4 0 r /xyz 39 406 null ] /parent 3017 0 r >> endobj 3017 0 obj << >> endobj 3016 0 obj << /parent 3018 0 r >> endobj 3018 0 obj << >> endobj 3010 0 obj << /first 3004 0 r /parent 3008 0 r >> endobj 3009 0 obj << /dest [ 4 0 r /xyz 39 560 null ] /count 0 /title (6.1 experimental setup) /next 3019 0 r /parent 3018 0 r >> endobj 3019 0 obj << /prev 3016 0 r /count 0 /title (6.2 experimental results and discussion) /dest [ 4 0 r /xyz 39 406 null ] /parent 3017 0 r >> endobj 3006 0 obj << /prev 3020 0 r /count 0 /title (5.3 a discourse rhetorical structure-based approach to chinese zp resolution) /dest [ 4 0 r /xyz 53 622 null ] /parent 3021 0 r >> endobj 3021 0 obj << >> endobj 3020 0 obj << /parent 3022 0 r >> endobj 3022 0 obj << >> endobj 3005 0 obj << /first 2999 0 r /parent 3003 0 r >> endobj 3004 0 obj << /dest [ 4 0 r /xyz 53 154 null ] /count 0 /title (5.1 motivation) /next 3023 0 r /parent 3024 0 r >> endobj 3024 0 obj << >> endobj 3023 0 obj << /prev 3025 0 r /count 0 /title (5.2 a edu-level approach to chinese zp detection) /dest [ 4 0 r /xyz 39 391 null ] /next 3026 0 r /parent 3022 0 r >> endobj 3026 0 obj << /prev 3020 0 r /count 0 /title (5.3 a discourse rhetorical structure-based approach to chinese zp resolution) /dest [ 4 0 r /xyz 53 622 null ] /parent 3021 0 r >> endobj 3025 0 obj << /parent 3024 0 r >> endobj 3001 0 obj << /prev 3027 0 r /count 0 /title (4.2 zp resolution) /dest [ 4 0 r /xyz 53 534 null ] /parent 3028 0 r >> endobj 3028 0 obj << >> endobj 3027 0 obj << /parent 3029 0 r >> endobj 3029 0 obj << >> endobj 3000 0 obj << /parent 2998 0 r >> endobj 2999 0 obj << /dest [ 4 0 r /xyz 39 346 null ] /count 0 /title (4.1 zp detection) /next 3030 0 r /parent 3029 0 r >> endobj 3030 0 obj << /prev 3027 0 r /count 0 /title (4.2 zp resolution) /dest [ 4 0 r /xyz 53 534 null ] /parent 3028 0 r >> endobj 2996 0 obj << /first 2991 0 r /parent 2995 0 r >> endobj 2993 0 obj << /prev 3031 0 r /count 0 /title (2.2 discourse parsing) /dest [ 4 0 r /xyz 39 498 null ] /parent 3032 0 r >> endobj 3032 0 obj << >> endobj 3031 0 obj << /parent 3033 0 r >> endobj 3033 0 obj << >> endobj 2992 0 obj << /parent 2990 0 r >> endobj 2991 0 obj << /dest [ 4 0 r /xyz 53 556 null ] /count 0 /title (2.1 chinese zero pronoun) /next 3034 0 r /parent 3033 0 r >> endobj 3034 0 obj << /prev 3031 0 r /count 0 /title (2.2 discourse parsing) /dest [ 4 0 r /xyz 39 498 null ] /parent 3032 0 r >> endobj 809 0 obj << /prev 3035 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3036 0 r >> endobj 3036 0 obj << >> endobj 3035 0 obj << /parent 3037 0 r >> endobj 3037 0 obj << >> endobj 808 0 obj << /first 802 0 r /parent 806 0 r >> endobj 807 0 obj << /dest [ 4 0 r /xyz 53 199 null ] /count 0 /title (1 introduction) /next 3038 0 r /parent 3039 0 r >> endobj 3039 0 obj << >> endobj 3038 0 obj << /first 3040 0 r /count 2 /prev 3041 0 r /last 3042 0 r /title (2 background knowledge) /next 3043 0 r /parent 3044 0 r /dest [ 4 0 r /xyz 39 296 null ] >> endobj 3044 0 obj << >> endobj 3043 0 obj << /prev 3045 0 r /count 0 /title (3 motivation) /dest [ 4 0 r /xyz 39 268 null ] /next 3046 0 r /parent 3047 0 r >> endobj 3047 0 obj << >> endobj 3046 0 obj << /first 3048 0 r /count 3 /prev 3049 0 r /last 3050 0 r /title (4 zp resolution: chain to chain approach) /next 3051 0 r /parent 3052 0 r /dest [ 4 0 r /xyz 53 162 null ] >> endobj 3052 0 obj << >> endobj 3051 0 obj << /first 3053 0 r /count 2 /prev 3054 0 r /last 3055 0 r /title (5 experimentation and discussion) /next 3056 0 r /parent 3057 0 r /dest [ 4 0 r /xyz 53 568 null ] >> endobj 3057 0 obj << >> endobj 3056 0 obj << /prev 3058 0 r /count 0 /title (6 conclusion and future work) /dest [ 4 0 r /xyz 39 275 null ] /next 3059 0 r /parent 3037 0 r >> endobj 3059 0 obj << /prev 3035 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3036 0 r >> endobj 3058 0 obj << /first 3053 0 r /parent 3057 0 r >> endobj 3055 0 obj << /prev 3060 0 r /count 0 /title (5.2 experimental results) /dest [ 4 0 r /xyz 39 622 null ] /parent 3061 0 r >> endobj 3061 0 obj << >> endobj 3060 0 obj << /parent 3062 0 r >> endobj 3062 0 obj << >> endobj 3054 0 obj << /first 3048 0 r /parent 3052 0 r >> endobj 3053 0 obj << /dest [ 4 0 r /xyz 53 512 null ] /count 0 /title (5.1 experimental setup) /next 3063 0 r /parent 3062 0 r >> endobj 3063 0 obj << /prev 3060 0 r /count 0 /title (5.2 experimental results) /dest [ 4 0 r /xyz 39 622 null ] /parent 3061 0 r >> endobj 3050 0 obj << /prev 3064 0 r /count 0 /title (4.3 incorporating additional chain-level features) /dest [ 4 0 r /xyz 53 114 null ] /parent 3065 0 r >> endobj 3065 0 obj << >> endobj 3064 0 obj << /parent 3066 0 r >> endobj 3066 0 obj << >> endobj 3049 0 obj << /parent 3047 0 r >> endobj 3048 0 obj << /dest [ 4 0 r /xyz 39 332 null ] /count 0 /title (4.1 zp coreferential chains generation) /next 3067 0 r /parent 3068 0 r >> endobj 3068 0 obj << >> endobj 3067 0 obj << /prev 3069 0 r /count 0 /title (4.2 zp coreferential chains linking) /dest [ 4 0 r /xyz 53 509 null ] /next 3070 0 r /parent 3066 0 r >> endobj 3070 0 obj << /prev 3064 0 r /count 0 /title (4.3 incorporating additional chain-level features) /dest [ 4 0 r /xyz 53 114 null ] /parent 3065 0 r >> endobj 3069 0 obj << /parent 3068 0 r >> endobj 3045 0 obj << /first 3040 0 r /parent 3044 0 r >> endobj 3042 0 obj << /prev 3071 0 r /count 0 /title (2.2 related work) /dest [ 4 0 r /xyz 53 297 null ] /parent 3072 0 r >> endobj 3072 0 obj << >> endobj 3071 0 obj << /parent 3073 0 r >> endobj 3073 0 obj << >> endobj 3041 0 obj << /parent 3039 0 r >> endobj 3040 0 obj << /dest [ 4 0 r /xyz 39 240 null ] /count 0 /title (2.1 zp resolution) /next 3074 0 r /parent 3073 0 r >> endobj 3074 0 obj << /prev 3071 0 r /count 0 /title (2.2 related work) /dest [ 4 0 r /xyz 53 297 null ] /parent 3072 0 r >> endobj 804 0 obj << /prev 3075 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3076 0 r >> endobj 3076 0 obj << >> endobj 3075 0 obj << /parent 3077 0 r >> endobj 3077 0 obj << >> endobj 803 0 obj << /first 797 0 r /parent 801 0 r >> endobj 802 0 obj << /dest [ 4 0 r /xyz 39 337 null ] /count 0 /title (1 introduction) /next 3078 0 r /parent 3079 0 r >> endobj 3079 0 obj << >> endobj 3078 0 obj << /first 3080 0 r /count 6 /prev 3081 0 r /last 3082 0 r /title (2 the deep convolutional neural model for cws) /next 3083 0 r /parent 3084 0 r /dest [ 4 0 r /xyz 53 344 null ] >> endobj 3084 0 obj << >> endobj 3083 0 obj << /prev 3085 0 r /count 0 /title (3 multi-task learning) /dest [ 4 0 r /xyz 53 622 null ] /next 3086 0 r /parent 3087 0 r >> endobj 3087 0 obj << >> endobj 3086 0 obj << /first 3088 0 r /count 4 /prev 3089 0 r /last 3090 0 r /title (4 experiments) /next 3091 0 r /parent 3092 0 r /dest [ 4 0 r /xyz 39 535 null ] >> endobj 3092 0 obj << >> endobj 3091 0 obj << /prev 3093 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 39 246 null ] /next 3094 0 r /parent 3077 0 r >> endobj 3094 0 obj << /prev 3075 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3076 0 r >> endobj 3093 0 obj << /first 3088 0 r /parent 3092 0 r >> endobj 3090 0 obj << /prev 3095 0 r /count 0 /title (4.4 shallow versus deep representations) /dest [ 4 0 r /xyz 53 129 null ] /parent 3096 0 r >> endobj 3096 0 obj << >> endobj 3095 0 obj << /parent 3097 0 r >> endobj 3097 0 obj << >> endobj 3089 0 obj << /parent 3087 0 r >> endobj 3088 0 obj << /dest [ 4 0 r /xyz 39 347 null ] /count 0 /title (4.1 empirical comparison with other models) /next 3098 0 r /parent 3099 0 r >> endobj 3099 0 obj << >> endobj 3098 0 obj << /prev 3100 0 r /count 0 /title (4.2 learning curves of dcn model) /dest [ 4 0 r /xyz 53 496 null ] /next 3101 0 r /parent 3102 0 r >> endobj 3102 0 obj << >> endobj 3101 0 obj << /prev 3103 0 r /count 0 /title (4.3 contributions of techniques) /dest [ 4 0 r /xyz 53 236 null ] /next 3104 0 r /parent 3097 0 r >> endobj 3104 0 obj << /prev 3095 0 r /count 0 /title (4.4 shallow versus deep representations) /dest [ 4 0 r /xyz 53 129 null ] /parent 3096 0 r >> endobj 3103 0 obj << /parent 3102 0 r >> endobj 3100 0 obj << /parent 3099 0 r >> endobj 3085 0 obj << /first 3080 0 r /parent 3084 0 r >> endobj 3082 0 obj << /prev 3105 0 r /count 0 /title (2.6 model training) /dest [ 4 0 r /xyz 39 307 null ] /parent 3106 0 r >> endobj 3106 0 obj << >> endobj 3105 0 obj << /parent 3107 0 r >> endobj 3107 0 obj << >> endobj 3081 0 obj << /parent 3079 0 r >> endobj 3080 0 obj << /dest [ 4 0 r /xyz 39 312 null ] /count 0 /title (2.1 position embeddings) /next 3108 0 r /parent 3109 0 r >> endobj 3109 0 obj << >> endobj 3108 0 obj << /prev 3110 0 r /count 0 /title (2.2 deep representation module) /dest [ 4 0 r /xyz 39 388 null ] /next 3111 0 r /parent 3112 0 r >> endobj 3112 0 obj << >> endobj 3111 0 obj << /prev 3113 0 r /count 0 /title (2.3 tag scoring module) /dest [ 4 0 r /xyz 53 334 null ] /next 3114 0 r /parent 3115 0 r >> endobj 3115 0 obj << >> endobj 3114 0 obj << /prev 3116 0 r /count 0 /title (2.4 dropout) /dest [ 4 0 r /xyz 39 622 null ] /next 3117 0 r /parent 3118 0 r >> endobj 3118 0 obj << >> endobj 3117 0 obj << /prev 3119 0 r /count 0 /title (2.5 tag prediction and word segmentation) /dest [ 4 0 r /xyz 39 476 null ] /next 3120 0 r /parent 3107 0 r >> endobj 3120 0 obj << /prev 3105 0 r /count 0 /title (2.6 model training) /dest [ 4 0 r /xyz 39 307 null ] /parent 3106 0 r >> endobj 3119 0 obj << /parent 3118 0 r >> endobj 3116 0 obj << /parent 3115 0 r >> endobj 3113 0 obj << /parent 3112 0 r >> endobj 3110 0 obj << /parent 3109 0 r >> endobj 799 0 obj << /prev 3121 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 302 null ] /parent 3122 0 r >> endobj 3122 0 obj << >> endobj 3121 0 obj << /parent 3123 0 r >> endobj 3123 0 obj << >> endobj 798 0 obj << /first 792 0 r /parent 796 0 r >> endobj 797 0 obj << /dest [ 4 0 r /xyz 39 191 null ] /count 0 /title (1 introduction) /next 3124 0 r /parent 3125 0 r >> endobj 3125 0 obj << >> endobj 3124 0 obj << /first 3126 0 r /count 3 /prev 3127 0 r /last 3128 0 r /title (2 models) /next 3129 0 r /parent 3130 0 r /dest [ 4 0 r /xyz 39 439 null ] >> endobj 3130 0 obj << >> endobj 3129 0 obj << /first 3131 0 r /count 4 /prev 3132 0 r /last 3133 0 r /title (3 experiments) /next 3134 0 r /parent 3135 0 r /dest [ 4 0 r /xyz 53 234 null ] >> endobj 3135 0 obj << >> endobj 3134 0 obj << /prev 3136 0 r /count 0 /title (4 discussion) /dest [ 4 0 r /xyz 39 206 null ] /next 3137 0 r /parent 3138 0 r >> endobj 3138 0 obj << >> endobj 3137 0 obj << /prev 3139 0 r /count 0 /title (5 guidelines for nlpers) /dest [ 4 0 r /xyz 53 152 null ] /next 3140 0 r /parent 3141 0 r >> endobj 3141 0 obj << >> endobj 3140 0 obj << /prev 3142 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /xyz 39 520 null ] /next 3143 0 r /parent 3123 0 r >> endobj 3143 0 obj << /prev 3121 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 302 null ] /parent 3122 0 r >> endobj 3142 0 obj << /parent 3141 0 r >> endobj 3139 0 obj << /parent 3138 0 r >> endobj 3136 0 obj << /first 3131 0 r /parent 3135 0 r >> endobj 3133 0 obj << /prev 3144 0 r /count 0 /title (3.4 event extraction) /dest [ 4 0 r /xyz 53 295 null ] /parent 3145 0 r >> endobj 3145 0 obj << >> endobj 3144 0 obj << /parent 3146 0 r >> endobj 3146 0 obj << >> endobj 3132 0 obj << /first 3126 0 r /parent 3130 0 r >> endobj 3131 0 obj << /dest [ 4 0 r /xyz 39 544 null ] /count 0 /title (3.1 part-of-speech tagging) /next 3147 0 r /parent 3148 0 r >> endobj 3148 0 obj << >> endobj 3147 0 obj << /prev 3149 0 r /count 0 /title (3.2 sentiment analysis) /dest [ 4 0 r /xyz 53 622 null ] /next 3150 0 r /parent 3151 0 r >> endobj 3151 0 obj << >> endobj 3150 0 obj << /prev 3152 0 r /count 0 /title (3.3 semantic relation classification) /dest [ 4 0 r /xyz 39 176 null ] /next 3153 0 r /parent 3146 0 r >> endobj 3153 0 obj << /prev 3144 0 r /count 0 /title (3.4 event extraction) /dest [ 4 0 r /xyz 53 295 null ] /parent 3145 0 r >> endobj 3152 0 obj << /parent 3151 0 r >> endobj 3149 0 obj << /parent 3148 0 r >> endobj 3128 0 obj << /prev 3154 0 r /count 0 /title (2.3 repeated reading models) /dest [ 4 0 r /xyz 39 622 null ] /parent 3155 0 r >> endobj 3155 0 obj << >> endobj 3154 0 obj << /parent 3156 0 r >> endobj 3156 0 obj << >> endobj 3127 0 obj << /parent 3125 0 r >> endobj 3126 0 obj << /dest [ 4 0 r /xyz 39 413 null ] /count 0 /title (2.1 notations) /next 3157 0 r /parent 3158 0 r >> endobj 3158 0 obj << >> endobj 3157 0 obj << /prev 3159 0 r /count 0 /title (2.2 standard bilstm model and application on different tasks) /dest [ 4 0 r /xyz 39 349 null ] /next 3160 0 r /parent 3156 0 r >> endobj 3160 0 obj << /prev 3154 0 r /count 0 /title (2.3 repeated reading models) /dest [ 4 0 r /xyz 39 622 null ] /parent 3155 0 r >> endobj 3159 0 obj << /parent 3158 0 r >> endobj 794 0 obj << /prev 3161 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 3162 0 r >> endobj 3162 0 obj << >> endobj 3161 0 obj << /parent 3163 0 r >> endobj 3163 0 obj << >> endobj 793 0 obj << /parent 791 0 r >> endobj 792 0 obj << /dest [ 4 0 r /fitr 0 481 440 171 ] /count 0 /title (abstract) /next 3164 0 r /parent 3165 0 r >> endobj 3165 0 obj << >> endobj 3164 0 obj << /prev 3166 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 274 440 0 ] /next 3167 0 r /parent 3168 0 r >> endobj 3168 0 obj << >> endobj 3167 0 obj << /prev 3169 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 280 440 0 ] /next 3170 0 r /parent 3171 0 r >> endobj 3171 0 obj << >> endobj 3170 0 obj << /first 3172 0 r /count 2 /prev 3173 0 r /last 3174 0 r /title (3 character-level and sentence-level cws) /next 3175 0 r /parent 3176 0 r /dest [ 4 0 r /fitr 0 448 440 136 ] >> endobj 3176 0 obj << >> endobj 3175 0 obj << /prev 3177 0 r /count 0 /title (4 document-level cws) /dest [ 4 0 r /fitr 0 444 440 133 ] /next 3178 0 r /parent 3179 0 r >> endobj 3179 0 obj << >> endobj 3178 0 obj << /first 3180 0 r /count 3 /prev 3181 0 r /last 3182 0 r /title (5 experimentation) /next 3183 0 r /parent 3184 0 r /dest [ 4 0 r /fitr 0 270 440 0 ] >> endobj 3184 0 obj << >> endobj 3183 0 obj << /prev 3185 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /fitr 0 364 440 52 ] /next 3186 0 r /parent 3187 0 r >> endobj 3187 0 obj << >> endobj 3186 0 obj << /prev 3188 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 171 440 0 ] /next 3189 0 r /parent 3163 0 r >> endobj 3189 0 obj << /prev 3161 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 3162 0 r >> endobj 3188 0 obj << /parent 3187 0 r >> endobj 3185 0 obj << /first 3180 0 r /parent 3184 0 r >> endobj 3182 0 obj << /prev 3190 0 r /count 0 /title (5.3 experimental results on domain-specific document-level cws) /dest [ 4 0 r /fitr 0 277 440 0 ] /parent 3191 0 r >> endobj 3191 0 obj << >> endobj 3190 0 obj << /parent 3192 0 r >> endobj 3192 0 obj << >> endobj 3181 0 obj << /parent 3179 0 r >> endobj 3180 0 obj << /dest [ 4 0 r /fitr 0 205 440 0 ] /count 0 /title (5.1 experimental settings) /next 3193 0 r /parent 3194 0 r >> endobj 3194 0 obj << >> endobj 3193 0 obj << /prev 3195 0 r /count 0 /title (5.2 experimental results on character-level and sentence-level cws) /dest [ 4 0 r /fitr 0 524 440 215 ] /next 3196 0 r /parent 3192 0 r >> endobj 3196 0 obj << /prev 3190 0 r /count 0 /title (5.3 experimental results on domain-specific document-level cws) /dest [ 4 0 r /fitr 0 277 440 0 ] /parent 3191 0 r >> endobj 3195 0 obj << /parent 3194 0 r >> endobj 3177 0 obj << /first 3172 0 r /parent 3176 0 r >> endobj 3174 0 obj << /prev 3197 0 r /count 0 /title (3.2 sentence-level cws with ilp) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3198 0 r >> endobj 3198 0 obj << >> endobj 3197 0 obj << /parent 3199 0 r >> endobj 3199 0 obj << >> endobj 3173 0 obj << /parent 3171 0 r >> endobj 3172 0 obj << /dest [ 4 0 r /fitr 0 323 440 14 ] /count 0 /title (3.1 character-level cws with lstm) /next 3200 0 r /parent 3199 0 r >> endobj 3200 0 obj << /prev 3197 0 r /count 0 /title (3.2 sentence-level cws with ilp) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3198 0 r >> endobj 3169 0 obj << /parent 3168 0 r >> endobj 3166 0 obj << /parent 3165 0 r >> endobj 789 0 obj << /first 784 0 r /parent 788 0 r >> endobj 786 0 obj << /prev 3201 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 176 440 0 ] /parent 3202 0 r >> endobj 3202 0 obj << >> endobj 3201 0 obj << /parent 3203 0 r >> endobj 3203 0 obj << >> endobj 785 0 obj << /first 779 0 r /parent 783 0 r >> endobj 784 0 obj << /dest [ 4 0 r /fitr 0 411 440 101 ] /count 0 /title (abstract) /next 3204 0 r /parent 3205 0 r >> endobj 3205 0 obj << >> endobj 3204 0 obj << /prev 3206 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 204 440 0 ] /next 3207 0 r /parent 3208 0 r >> endobj 3208 0 obj << >> endobj 3207 0 obj << /first 3209 0 r /count 4 /prev 3210 0 r /last 3211 0 r /title (2 multi-representation mixed model based on attention mechanism) /next 3212 0 r /parent 3213 0 r /dest [ 4 0 r /fitr 0 280 440 0 ] >> endobj 3213 0 obj << >> endobj 3212 0 obj << /first 3214 0 r /count 2 /prev 3215 0 r /last 3216 0 r /title (3 combination model) /next 3217 0 r /parent 3218 0 r /dest [ 4 0 r /fitr 0 468 440 156 ] >> endobj 3218 0 obj << >> endobj 3217 0 obj << /first 3219 0 r /count 4 /prev 3220 0 r /last 3221 0 r /title (4 experiments) /next 3222 0 r /parent 3223 0 r /dest [ 4 0 r /fitr 0 193 440 0 ] >> endobj 3223 0 obj << >> endobj 3222 0 obj << /prev 3224 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 366 440 54 ] /next 3225 0 r /parent 3203 0 r >> endobj 3225 0 obj << /prev 3201 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 176 440 0 ] /parent 3202 0 r >> endobj 3224 0 obj << /first 3219 0 r /parent 3223 0 r >> endobj 3221 0 obj << /prev 3226 0 r /count 0 /title (4.4 discussion) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3227 0 r >> endobj 3227 0 obj << >> endobj 3226 0 obj << /parent 3228 0 r >> endobj 3228 0 obj << >> endobj 3220 0 obj << /first 3214 0 r /parent 3218 0 r >> endobj 3219 0 obj << /dest [ 4 0 r /fitr 0 168 440 0 ] /count 0 /title (4.1 datasets) /next 3229 0 r /parent 3230 0 r >> endobj 3230 0 obj << >> endobj 3229 0 obj << /prev 3231 0 r /count 0 /title (4.2 experiment settings) /dest [ 4 0 r /fitr 0 411 440 101 ] /next 3232 0 r /parent 3233 0 r >> endobj 3233 0 obj << >> endobj 3232 0 obj << /prev 3234 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /fitr 0 623 440 314 ] /next 3235 0 r /parent 3228 0 r >> endobj 3235 0 obj << /prev 3226 0 r /count 0 /title (4.4 discussion) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3227 0 r >> endobj 3234 0 obj << /parent 3233 0 r >> endobj 3231 0 obj << /parent 3230 0 r >> endobj 3216 0 obj << /prev 3236 0 r /count 0 /title (3.2 strategy in use) /dest [ 4 0 r /fitr 0 352 440 42 ] /parent 3237 0 r >> endobj 3237 0 obj << >> endobj 3236 0 obj << /parent 3238 0 r >> endobj 3238 0 obj << >> endobj 3215 0 obj << /first 3209 0 r /parent 3213 0 r >> endobj 3214 0 obj << /dest [ 4 0 r /fitr 0 159 440 0 ] /count 0 /title (3.1 model selection) /next 3239 0 r /parent 3238 0 r >> endobj 3239 0 obj << /prev 3236 0 r /count 0 /title (3.2 strategy in use) /dest [ 4 0 r /fitr 0 352 440 42 ] /parent 3237 0 r >> endobj 3211 0 obj << /prev 3240 0 r /count 0 /title (2.4 softmax classifier) /dest [ 4 0 r /fitr 0 125 440 0 ] /parent 3241 0 r >> endobj 3241 0 obj << >> endobj 3240 0 obj << /parent 3242 0 r >> endobj 3242 0 obj << >> endobj 3210 0 obj << /parent 3208 0 r >> endobj 3209 0 obj << /dest [ 4 0 r /fitr 0 418 440 109 ] /count 0 /title (2.1 look-up layer) /next 3243 0 r /parent 3244 0 r >> endobj 3244 0 obj << >> endobj 3243 0 obj << /prev 3245 0 r /count 0 /title (2.2 mixed encoding layer) /dest [ 4 0 r /fitr 0 288 440 0 ] /next 3246 0 r /parent 3247 0 r >> endobj 3247 0 obj << >> endobj 3246 0 obj << /prev 3248 0 r /count 0 /title (2.3 attention layer) /dest [ 4 0 r /fitr 0 623 440 314 ] /next 3249 0 r /parent 3242 0 r >> endobj 3249 0 obj << /prev 3240 0 r /count 0 /title (2.4 softmax classifier) /dest [ 4 0 r /fitr 0 125 440 0 ] /parent 3241 0 r >> endobj 3248 0 obj << /parent 3247 0 r >> endobj 3245 0 obj << /parent 3244 0 r >> endobj 3206 0 obj << /parent 3205 0 r >> endobj 781 0 obj << /prev 3250 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 547 440 235 ] /parent 3251 0 r >> endobj 3251 0 obj << >> endobj 3250 0 obj << /parent 3252 0 r >> endobj 3252 0 obj << >> endobj 780 0 obj << /first 774 0 r /parent 778 0 r >> endobj 779 0 obj << /dest [ 4 0 r /fitr 0 492 440 182 ] /count 0 /title (abstract) /next 3253 0 r /parent 3254 0 r >> endobj 3254 0 obj << >> endobj 3253 0 obj << /prev 3255 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 263 440 0 ] /next 3256 0 r /parent 3257 0 r >> endobj 3257 0 obj << >> endobj 3256 0 obj << /prev 3258 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 316 440 5 ] /next 3259 0 r /parent 3260 0 r >> endobj 3260 0 obj << >> endobj 3259 0 obj << /first 3261 0 r /count 3 /prev 3262 0 r /last 3263 0 r /title (3 our method) /next 3264 0 r /parent 3265 0 r /dest [ 4 0 r /fitr 0 412 440 100 ] >> endobj 3265 0 obj << >> endobj 3264 0 obj << /first 3266 0 r /count 3 /prev 3267 0 r /last 3268 0 r /title (4 experiments) /next 3269 0 r /parent 3270 0 r /dest [ 4 0 r /fitr 0 235 440 0 ] >> endobj 3270 0 obj << >> endobj 3269 0 obj << /prev 3271 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 257 440 0 ] /next 3272 0 r /parent 3273 0 r >> endobj 3273 0 obj << >> endobj 3272 0 obj << /prev 3274 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 623 440 315 ] /next 3275 0 r /parent 3252 0 r >> endobj 3275 0 obj << /prev 3250 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 547 440 235 ] /parent 3251 0 r >> endobj 3274 0 obj << /parent 3273 0 r >> endobj 3271 0 obj << /first 3266 0 r /parent 3270 0 r >> endobj 3268 0 obj << /prev 3276 0 r /count 0 /title (4.3 evaluation) /dest [ 4 0 r /fitr 0 457 440 148 ] /parent 3277 0 r >> endobj 3277 0 obj << >> endobj 3276 0 obj << /parent 3278 0 r >> endobj 3278 0 obj << >> endobj 3267 0 obj << /first 3261 0 r /parent 3265 0 r >> endobj 3266 0 obj << /dest [ 4 0 r /fitr 0 210 440 0 ] /count 0 /title (4.1 dataset) /next 3279 0 r /parent 3280 0 r >> endobj 3280 0 obj << >> endobj 3279 0 obj << /prev 3281 0 r /count 0 /title (4.2 implementation) /dest [ 4 0 r /fitr 0 623 440 314 ] /next 3282 0 r /parent 3278 0 r >> endobj 3282 0 obj << /prev 3276 0 r /count 0 /title (4.3 evaluation) /dest [ 4 0 r /fitr 0 457 440 148 ] /parent 3277 0 r >> endobj 3281 0 obj << /parent 3280 0 r >> endobj 3263 0 obj << /prev 3283 0 r /count 0 /title (3.3 joint attention) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3284 0 r >> endobj 3284 0 obj << >> endobj 3283 0 obj << /parent 3285 0 r >> endobj 3285 0 obj << >> endobj 3262 0 obj << /parent 3260 0 r >> endobj 3261 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (3.1 subword part) /next 3286 0 r /parent 3287 0 r >> endobj 3287 0 obj << >> endobj 3286 0 obj << /prev 3288 0 r /count 0 /title (3.2 rnn encoder-decoder) /dest [ 4 0 r /fitr 0 145 440 0 ] /next 3289 0 r /parent 3285 0 r >> endobj 3289 0 obj << /prev 3283 0 r /count 0 /title (3.3 joint attention) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3284 0 r >> endobj 3288 0 obj << /parent 3287 0 r >> endobj 3258 0 obj << /parent 3257 0 r >> endobj 3255 0 obj << /parent 3254 0 r >> endobj 776 0 obj << /prev 3290 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3291 0 r >> endobj 3291 0 obj << >> endobj 3290 0 obj << /parent 3292 0 r >> endobj 3292 0 obj << >> endobj 775 0 obj << /first 769 0 r /parent 773 0 r >> endobj 774 0 obj << /dest [ 4 0 r /xyz 39 252 null ] /count 0 /title (1 introduction) /next 3293 0 r /parent 3294 0 r >> endobj 3294 0 obj << >> endobj 3293 0 obj << /prev 3295 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 196 null ] /next 3296 0 r /parent 3297 0 r >> endobj 3297 0 obj << >> endobj 3296 0 obj << /prev 3298 0 r /count 0 /title (3 fasttext) /dest [ 4 0 r /xyz 53 580 null ] /next 3299 0 r /parent 3300 0 r >> endobj 3300 0 obj << >> endobj 3299 0 obj << /first 3301 0 r /count 4 /prev 3302 0 r /last 3303 0 r /title (4 semantic representation enhancement) /next 3304 0 r /parent 3305 0 r /dest [ 4 0 r /xyz 53 153 null ] >> endobj 3305 0 obj << >> endobj 3304 0 obj << /first 3306 0 r /count 5 /prev 3307 0 r /last 3308 0 r /title (5 experiments and results analysis) /next 3309 0 r /parent 3310 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 3310 0 obj << >> endobj 3309 0 obj << /prev 3311 0 r /count 0 /title (6 conclusions) /dest [ 4 0 r /xyz 39 268 null ] /next 3312 0 r /parent 3292 0 r >> endobj 3312 0 obj << /prev 3290 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3291 0 r >> endobj 3311 0 obj << /first 3306 0 r /parent 3310 0 r >> endobj 3308 0 obj << /prev 3313 0 r /count 0 /title (5.5 results analysis) /dest [ 4 0 r /xyz 39 378 null ] /parent 3314 0 r >> endobj 3314 0 obj << >> endobj 3313 0 obj << /parent 3315 0 r >> endobj 3315 0 obj << >> endobj 3307 0 obj << /first 3301 0 r /parent 3305 0 r >> endobj 3306 0 obj << /dest [ 4 0 r /xyz 53 601 null ] /count 0 /title (5.1 dataset sources) /next 3316 0 r /parent 3317 0 r >> endobj 3317 0 obj << >> endobj 3316 0 obj << /prev 3318 0 r /count 0 /title (5.2 performance evaluation indicators) /dest [ 4 0 r /xyz 53 291 null ] /next 3319 0 r /parent 3320 0 r >> endobj 3320 0 obj << >> endobj 3319 0 obj << /prev 3321 0 r /count 0 /title (5.3 baseline) /dest [ 4 0 r /xyz 53 134 null ] /next 3322 0 r /parent 3323 0 r >> endobj 3323 0 obj << >> endobj 3322 0 obj << /prev 3324 0 r /count 0 /title (5.4 results) /dest [ 4 0 r /xyz 39 622 null ] /next 3325 0 r /parent 3315 0 r >> endobj 3325 0 obj << /prev 3313 0 r /count 0 /title (5.5 results analysis) /dest [ 4 0 r /xyz 39 378 null ] /parent 3314 0 r >> endobj 3324 0 obj << /parent 3323 0 r >> endobj 3321 0 obj << /parent 3320 0 r >> endobj 3318 0 obj << /parent 3317 0 r >> endobj 3303 0 obj << /prev 3326 0 r /count 0 /title (4.4 keyword expansion) /dest [ 4 0 r /xyz 39 180 null ] /parent 3327 0 r >> endobj 3327 0 obj << >> endobj 3326 0 obj << /parent 3328 0 r >> endobj 3328 0 obj << >> endobj 3302 0 obj << /parent 3300 0 r >> endobj 3301 0 obj << /dest [ 4 0 r /xyz 53 128 null ] /count 0 /title (4.1 feature expansion) /next 3329 0 r /parent 3330 0 r >> endobj 3330 0 obj << >> endobj 3329 0 obj << /prev 3331 0 r /count 0 /title (4.2 pretreatment) /dest [ 4 0 r /xyz 39 556 null ] /next 3332 0 r /parent 3333 0 r >> endobj 3333 0 obj << >> endobj 3332 0 obj << /prev 3334 0 r /count 0 /title (4.3 pre-train) /dest [ 4 0 r /xyz 39 446 null ] /next 3335 0 r /parent 3328 0 r >> endobj 3335 0 obj << /prev 3326 0 r /count 0 /title (4.4 keyword expansion) /dest [ 4 0 r /xyz 39 180 null ] /parent 3327 0 r >> endobj 3334 0 obj << /parent 3333 0 r >> endobj 3331 0 obj << /parent 3330 0 r >> endobj 3298 0 obj << /parent 3297 0 r >> endobj 3295 0 obj << /parent 3294 0 r >> endobj 771 0 obj << /prev 3336 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 431 null ] /parent 3337 0 r >> endobj 3337 0 obj << >> endobj 3336 0 obj << /parent 3338 0 r >> endobj 3338 0 obj << >> endobj 770 0 obj << /first 764 0 r /parent 768 0 r >> endobj 769 0 obj << /dest [ 4 0 r /xyz 53 188 null ] /count 0 /title (1 introduction) /next 3339 0 r /parent 3340 0 r >> endobj 3340 0 obj << >> endobj 3339 0 obj << /first 3341 0 r /count 2 /prev 3342 0 r /last 3343 0 r /title (2 related work) /next 3344 0 r /parent 3345 0 r /dest [ 4 0 r /xyz 39 366 null ] >> endobj 3345 0 obj << >> endobj 3344 0 obj << /prev 3346 0 r /count 0 /title (3 problem definition) /dest [ 4 0 r /xyz 53 296 null ] /next 3347 0 r /parent 3348 0 r >> endobj 3348 0 obj << >> endobj 3347 0 obj << /first 3349 0 r /count 3 /prev 3350 0 r /last 3351 0 r /title (4 deep learning model design) /next 3352 0 r /parent 3353 0 r /dest [ 4 0 r /xyz 39 169 null ] >> endobj 3353 0 obj << >> endobj 3352 0 obj << /first 3354 0 r /count 3 /prev 3355 0 r /last 3356 0 r /title (5 information extraction system based on deep learning) /next 3357 0 r /parent 3358 0 r /dest [ 4 0 r /xyz 53 469 null ] >> endobj 3358 0 obj << >> endobj 3357 0 obj << /first 3359 0 r /count 5 /prev 3360 0 r /last 3361 0 r /title (6 experiment and evaluation) /next 3362 0 r /parent 3363 0 r /dest [ 4 0 r /xyz 39 122 null ] >> endobj 3363 0 obj << >> endobj 3362 0 obj << /prev 3364 0 r /count 0 /title (7 conclusions) /dest [ 4 0 r /xyz 53 157 null ] /next 3365 0 r /parent 3338 0 r >> endobj 3365 0 obj << /prev 3336 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 431 null ] /parent 3337 0 r >> endobj 3364 0 obj << /first 3359 0 r /parent 3363 0 r >> endobj 3361 0 obj << /prev 3366 0 r /count 0 /title (6.5 experiments on information union) /dest [ 4 0 r /xyz 53 568 null ] /parent 3367 0 r >> endobj 3367 0 obj << >> endobj 3366 0 obj << /parent 3368 0 r >> endobj 3368 0 obj << >> endobj 3360 0 obj << /first 3354 0 r /parent 3358 0 r >> endobj 3359 0 obj << /dest [ 4 0 r /xyz 53 548 null ] /count 0 /title (6.1 datasets) /next 3369 0 r /parent 3370 0 r >> endobj 3370 0 obj << >> endobj 3369 0 obj << /prev 3371 0 r /count 0 /title (6.2 fine-tuning) /dest [ 4 0 r /xyz 53 183 null ] /next 3372 0 r /parent 3373 0 r >> endobj 3373 0 obj << >> endobj 3372 0 obj << /prev 3374 0 r /count 0 /title (6.3 experiments on image) /dest [ 4 0 r /xyz 39 622 null ] /next 3375 0 r /parent 3376 0 r >> endobj 3376 0 obj << >> endobj 3375 0 obj << /prev 3377 0 r /count 0 /title (6.4 experiments on text) /dest [ 4 0 r /xyz 39 440 null ] /next 3378 0 r /parent 3368 0 r >> endobj 3378 0 obj << /prev 3366 0 r /count 0 /title (6.5 experiments on information union) /dest [ 4 0 r /xyz 53 568 null ] /parent 3367 0 r >> endobj 3377 0 obj << /parent 3376 0 r >> endobj 3374 0 obj << /parent 3373 0 r >> endobj 3371 0 obj << /parent 3370 0 r >> endobj 3356 0 obj << /prev 3379 0 r /count 0 /title (5.3 training and parameters) /dest [ 4 0 r /xyz 39 413 null ] /parent 3380 0 r >> endobj 3380 0 obj << >> endobj 3379 0 obj << /parent 3381 0 r >> endobj 3381 0 obj << >> endobj 3355 0 obj << /first 3349 0 r /parent 3353 0 r >> endobj 3354 0 obj << /dest [ 4 0 r /xyz 53 339 null ] /count 0 /title (5.1 system overview) /next 3382 0 r /parent 3383 0 r >> endobj 3383 0 obj << >> endobj 3382 0 obj << /prev 3384 0 r /count 0 /title (5.2 word and char embedding) /dest [ 4 0 r /xyz 53 171 null ] /next 3385 0 r /parent 3381 0 r >> endobj 3385 0 obj << /prev 3379 0 r /count 0 /title (5.3 training and parameters) /dest [ 4 0 r /xyz 39 413 null ] /parent 3380 0 r >> endobj 3384 0 obj << /parent 3383 0 r >> endobj 3351 0 obj << /prev 3386 0 r /count 0 /title (4.3 sequence modeling) /dest [ 4 0 r /xyz 39 356 null ] /parent 3387 0 r >> endobj 3387 0 obj << >> endobj 3386 0 obj << /parent 3388 0 r >> endobj 3388 0 obj << >> endobj 3350 0 obj << /parent 3348 0 r >> endobj 3349 0 obj << /dest [ 4 0 r /xyz 53 580 null ] /count 0 /title (4.1 sentence modeling) /next 3389 0 r /parent 3390 0 r >> endobj 3390 0 obj << >> endobj 3389 0 obj << /prev 3391 0 r /count 0 /title (4.2 image modeling) /dest [ 4 0 r /xyz 39 568 null ] /next 3392 0 r /parent 3388 0 r >> endobj 3392 0 obj << /prev 3386 0 r /count 0 /title (4.3 sequence modeling) /dest [ 4 0 r /xyz 39 356 null ] /parent 3387 0 r >> endobj 3391 0 obj << /parent 3390 0 r >> endobj 3346 0 obj << /first 3341 0 r /parent 3345 0 r >> endobj 3343 0 obj << /prev 3393 0 r /count 0 /title (2.2 deep neural networks) /dest [ 4 0 r /xyz 53 622 null ] /parent 3394 0 r >> endobj 3394 0 obj << >> endobj 3393 0 obj << /parent 3395 0 r >> endobj 3395 0 obj << >> endobj 3342 0 obj << /parent 3340 0 r >> endobj 3341 0 obj << /dest [ 4 0 r /xyz 39 340 null ] /count 0 /title (2.1 document metadata extraction) /next 3396 0 r /parent 3395 0 r >> endobj 3396 0 obj << /prev 3393 0 r /count 0 /title (2.2 deep neural networks) /dest [ 4 0 r /xyz 53 622 null ] /parent 3394 0 r >> endobj 766 0 obj << /prev 3397 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 508 null ] /parent 3398 0 r >> endobj 3398 0 obj << >> endobj 3397 0 obj << /parent 3399 0 r >> endobj 3399 0 obj << >> endobj 765 0 obj << /first 759 0 r /parent 763 0 r >> endobj 764 0 obj << /dest [ 4 0 r /xyz 53 311 null ] /count 0 /title (1 introduction) /next 3400 0 r /parent 3401 0 r >> endobj 3401 0 obj << >> endobj 3400 0 obj << /first 3402 0 r /count 4 /prev 3403 0 r /last 3404 0 r /title (2 methodology) /next 3405 0 r /parent 3406 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 3406 0 obj << >> endobj 3405 0 obj << /first 3407 0 r /count 3 /prev 3408 0 r /last 3409 0 r /title (3 experiments) /next 3410 0 r /parent 3411 0 r /dest [ 4 0 r /xyz 53 342 null ] >> endobj 3411 0 obj << >> endobj 3410 0 obj << /prev 3412 0 r /count 0 /title (4 related work) /dest [ 4 0 r /xyz 39 462 null ] /next 3413 0 r /parent 3414 0 r >> endobj 3414 0 obj << >> endobj 3413 0 obj << /prev 3415 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /xyz 39 260 null ] /next 3416 0 r /parent 3399 0 r >> endobj 3416 0 obj << /prev 3397 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 508 null ] /parent 3398 0 r >> endobj 3415 0 obj << /parent 3414 0 r >> endobj 3412 0 obj << /first 3407 0 r /parent 3411 0 r >> endobj 3409 0 obj << /prev 3417 0 r /count 0 /title (3.3 results and analysis) /dest [ 4 0 r /xyz 53 370 null ] /parent 3418 0 r >> endobj 3418 0 obj << >> endobj 3417 0 obj << /parent 3419 0 r >> endobj 3419 0 obj << >> endobj 3408 0 obj << /first 3402 0 r /parent 3406 0 r >> endobj 3407 0 obj << /dest [ 4 0 r /xyz 53 316 null ] /count 0 /title (3.1 corpus) /next 3420 0 r /parent 3421 0 r >> endobj 3421 0 obj << >> endobj 3420 0 obj << /prev 3422 0 r /count 0 /title (3.2 settings) /dest [ 4 0 r /xyz 39 622 null ] /next 3423 0 r /parent 3419 0 r >> endobj 3423 0 obj << /prev 3417 0 r /count 0 /title (3.3 results and analysis) /dest [ 4 0 r /xyz 53 370 null ] /parent 3418 0 r >> endobj 3422 0 obj << /parent 3421 0 r >> endobj 3404 0 obj << /prev 3424 0 r /count 0 /title (2.4 topic remodelling based translation model reinforcement) /dest [ 4 0 r /xyz 53 192 null ] /parent 3425 0 r >> endobj 3425 0 obj << >> endobj 3424 0 obj << /parent 3426 0 r >> endobj 3426 0 obj << >> endobj 3403 0 obj << /parent 3401 0 r >> endobj 3402 0 obj << /dest [ 4 0 r /xyz 53 508 null ] /count 0 /title (2.1 framework) /next 3427 0 r /parent 3428 0 r >> endobj 3428 0 obj << >> endobj 3427 0 obj << /prev 3429 0 r /count 0 /title (2.2 image search) /dest [ 4 0 r /xyz 39 568 null ] /next 3430 0 r /parent 3431 0 r >> endobj 3431 0 obj << >> endobj 3430 0 obj << /prev 3432 0 r /count 0 /title (2.3 context extraction) /dest [ 4 0 r /xyz 39 290 null ] /next 3433 0 r /parent 3426 0 r >> endobj 3433 0 obj << /prev 3424 0 r /count 0 /title (2.4 topic remodelling based translation model reinforcement) /dest [ 4 0 r /xyz 53 192 null ] /parent 3425 0 r >> endobj 3432 0 obj << /parent 3431 0 r >> endobj 3429 0 obj << /parent 3428 0 r >> endobj 761 0 obj << /prev 3434 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 438 null ] /parent 3435 0 r >> endobj 3435 0 obj << >> endobj 3434 0 obj << /parent 3436 0 r >> endobj 3436 0 obj << >> endobj 760 0 obj << /parent 758 0 r >> endobj 759 0 obj << /dest [ 4 0 r /xyz 53 263 null ] /count 0 /title (1 introduction) /next 3437 0 r /parent 3438 0 r >> endobj 3438 0 obj << >> endobj 3437 0 obj << /prev 3439 0 r /count 0 /title (2 seq2seq model) /dest [ 4 0 r /xyz 53 300 null ] /next 3440 0 r /parent 3441 0 r >> endobj 3441 0 obj << >> endobj 3440 0 obj << /prev 3442 0 r /count 0 /title (3 the proposed model) /dest [ 4 0 r /xyz 39 262 null ] /next 3443 0 r /parent 3444 0 r >> endobj 3444 0 obj << >> endobj 3443 0 obj << /prev 3445 0 r /count 0 /title (4 experiments) /dest [ 4 0 r /xyz 53 300 null ] /next 3446 0 r /parent 3447 0 r >> endobj 3447 0 obj << >> endobj 3446 0 obj << /prev 3448 0 r /count 0 /title (5 conclusions) /dest [ 4 0 r /xyz 53 184 null ] /next 3449 0 r /parent 3436 0 r >> endobj 3449 0 obj << /prev 3434 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 438 null ] /parent 3435 0 r >> endobj 3448 0 obj << /parent 3447 0 r >> endobj 3445 0 obj << /parent 3444 0 r >> endobj 3442 0 obj << /parent 3441 0 r >> endobj 3439 0 obj << /parent 3438 0 r >> endobj 756 0 obj << /first 751 0 r /parent 755 0 r >> endobj 753 0 obj << /prev 3450 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 3451 0 r >> endobj 3451 0 obj << >> endobj 3450 0 obj << /parent 3452 0 r >> endobj 3452 0 obj << >> endobj 752 0 obj << /first 746 0 r /parent 750 0 r >> endobj 751 0 obj << /dest [ 4 0 r /fitr 0 418 440 108 ] /count 0 /title (abstract) /next 3453 0 r /parent 3454 0 r >> endobj 3454 0 obj << >> endobj 3453 0 obj << /prev 3455 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 178 440 0 ] /next 3456 0 r /parent 3457 0 r >> endobj 3457 0 obj << >> endobj 3456 0 obj << /first 3458 0 r /count 1 /prev 3459 0 r /last 3460 0 r /title (2 linguistic features of vietnamese and construction of part of speech set) /next 3461 0 r /parent 3462 0 r /dest [ 4 0 r /fitr 0 496 440 184 ] >> endobj 3462 0 obj << >> endobj 3461 0 obj << /prev 3463 0 r /count 0 /title (3 construction of vietnamese part of speech tagging set) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 3464 0 r /parent 3465 0 r >> endobj 3465 0 obj << >> endobj 3464 0 obj << /first 3466 0 r /count 3 /prev 3467 0 r /last 3468 0 r /title (4 construction of vietnamese pos tagging model) /next 3469 0 r /parent 3470 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 3470 0 obj << >> endobj 3469 0 obj << /first 3471 0 r /count 3 /prev 3472 0 r /last 3473 0 r /title (5 construction of the part of speech disambiguation model) /next 3474 0 r /parent 3475 0 r /dest [ 4 0 r /fitr 0 176 440 0 ] >> endobj 3475 0 obj << >> endobj 3474 0 obj << /first 3476 0 r /count 3 /prev 3477 0 r /last 3478 0 r /title (6 experiment and result analysis) /next 3479 0 r /parent 3480 0 r /dest [ 4 0 r /fitr 0 243 440 0 ] >> endobj 3480 0 obj << >> endobj 3479 0 obj << /prev 3481 0 r /count 0 /title (7 summary) /dest [ 4 0 r /fitr 0 377 440 65 ] /next 3482 0 r /parent 3483 0 r >> endobj 3483 0 obj << >> endobj 3482 0 obj << /prev 3484 0 r /count 0 /title (acknowledgment) /dest [ 4 0 r /fitr 0 172 440 0 ] /next 3485 0 r /parent 3452 0 r >> endobj 3485 0 obj << /prev 3450 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 623 440 312 ] /parent 3451 0 r >> endobj 3484 0 obj << /parent 3483 0 r >> endobj 3481 0 obj << /first 3476 0 r /parent 3480 0 r >> endobj 3478 0 obj << /prev 3486 0 r /count 0 /title (6.3 experimental design) /dest [ 4 0 r /fitr 0 490 440 180 ] /parent 3487 0 r >> endobj 3487 0 obj << >> endobj 3486 0 obj << /parent 3488 0 r >> endobj 3488 0 obj << >> endobj 3477 0 obj << /first 3471 0 r /parent 3475 0 r >> endobj 3476 0 obj << /dest [ 4 0 r /fitr 0 218 440 0 ] /count 0 /title (6.1 data sets) /next 3489 0 r /parent 3490 0 r >> endobj 3490 0 obj << >> endobj 3489 0 obj << /prev 3491 0 r /count 0 /title (6.2 experimental evaluation) /dest [ 4 0 r /fitr 0 124 440 0 ] /next 3492 0 r /parent 3488 0 r >> endobj 3492 0 obj << /prev 3486 0 r /count 0 /title (6.3 experimental design) /dest [ 4 0 r /fitr 0 490 440 180 ] /parent 3487 0 r >> endobj 3491 0 obj << /parent 3490 0 r >> endobj 3473 0 obj << /prev 3493 0 r /count 0 /title (5.3 realizing of part of speech tagging in vietnamese) /dest [ 4 0 r /fitr 0 342 440 32 ] /parent 3494 0 r >> endobj 3494 0 obj << >> endobj 3493 0 obj << /parent 3495 0 r >> endobj 3495 0 obj << >> endobj 3472 0 obj << /first 3466 0 r /parent 3470 0 r >> endobj 3471 0 obj << /dest [ 4 0 r /fitr 0 452 440 143 ] /count 0 /title (5.1 selecting the features for multi-category words) /next 3496 0 r /parent 3497 0 r >> endobj 3497 0 obj << >> endobj 3496 0 obj << /prev 3498 0 r /count 0 /title (5.2 constructing of disambiguation model) /dest [ 4 0 r /fitr 0 134 440 0 ] /next 3499 0 r /parent 3495 0 r >> endobj 3499 0 obj << /prev 3493 0 r /count 0 /title (5.3 realizing of part of speech tagging in vietnamese) /dest [ 4 0 r /fitr 0 342 440 32 ] /parent 3494 0 r >> endobj 3498 0 obj << /parent 3497 0 r >> endobj 3468 0 obj << /prev 3500 0 r /count 0 /title (4.3 building pos tagging model) /dest [ 4 0 r /fitr 0 338 440 28 ] /parent 3501 0 r >> endobj 3501 0 obj << >> endobj 3500 0 obj << /parent 3502 0 r >> endobj 3502 0 obj << >> endobj 3467 0 obj << /parent 3465 0 r >> endobj 3466 0 obj << /dest [ 4 0 r /fitr 0 598 440 288 ] /count 0 /title (4.1 dictionary of multi-category words and non-multi-category words) /next 3503 0 r /parent 3504 0 r >> endobj 3504 0 obj << >> endobj 3503 0 obj << /prev 3505 0 r /count 0 /title (4.2 multi-categories words corpus) /dest [ 4 0 r /fitr 0 504 440 194 ] /next 3506 0 r /parent 3502 0 r >> endobj 3506 0 obj << /prev 3500 0 r /count 0 /title (4.3 building pos tagging model) /dest [ 4 0 r /fitr 0 338 440 28 ] /parent 3501 0 r >> endobj 3505 0 obj << /parent 3504 0 r >> endobj 3463 0 obj << /first 3458 0 r /parent 3462 0 r >> endobj 3460 0 obj << /dest [ 4 0 r /fitr 0 393 440 83 ] /count 0 /title (2.1 linguistic features of vietnamese) /parent 3507 0 r >> endobj 3507 0 obj << >> endobj 3459 0 obj << /parent 3457 0 r >> endobj 3458 0 obj << /dest [ 4 0 r /fitr 0 393 440 83 ] /count 0 /title (2.1 linguistic features of vietnamese) /parent 3507 0 r >> endobj 3455 0 obj << /parent 3454 0 r >> endobj 748 0 obj << /prev 3508 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 580 440 268 ] /parent 3509 0 r >> endobj 3509 0 obj << >> endobj 3508 0 obj << /parent 3510 0 r >> endobj 3510 0 obj << >> endobj 747 0 obj << /first 741 0 r /parent 745 0 r >> endobj 746 0 obj << /dest [ 4 0 r /fitr 0 503 440 193 ] /count 0 /title (abstract) /next 3511 0 r /parent 3512 0 r >> endobj 3512 0 obj << >> endobj 3511 0 obj << /prev 3513 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 295 440 0 ] /next 3514 0 r /parent 3515 0 r >> endobj 3515 0 obj << >> endobj 3514 0 obj << /first 3516 0 r /count 3 /prev 3517 0 r /last 3518 0 r /title (2 interactive machine translation) /next 3519 0 r /parent 3520 0 r /dest [ 4 0 r /fitr 0 364 440 52 ] >> endobj 3520 0 obj << >> endobj 3519 0 obj << /first 3521 0 r /count 4 /prev 3522 0 r /last 3523 0 r /title (3 user interface) /next 3524 0 r /parent 3525 0 r /dest [ 4 0 r /fitr 0 462 440 150 ] >> endobj 3525 0 obj << >> endobj 3524 0 obj << /prev 3526 0 r /count 0 /title (4 decoding) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 3527 0 r /parent 3528 0 r >> endobj 3528 0 obj << >> endobj 3527 0 obj << /first 3529 0 r /count 5 /prev 3530 0 r /last 3531 0 r /title (5 experiments) /next 3532 0 r /parent 3533 0 r /dest [ 4 0 r /fitr 0 342 440 30 ] >> endobj 3533 0 obj << >> endobj 3532 0 obj << /prev 3534 0 r /count 0 /title (6 conclusion and future work) /dest [ 4 0 r /fitr 0 246 440 0 ] /next 3535 0 r /parent 3536 0 r >> endobj 3536 0 obj << >> endobj 3535 0 obj << /prev 3537 0 r /count 0 /title (acknowledgements) /dest [ 4 0 r /fitr 0 623 440 315 ] /next 3538 0 r /parent 3510 0 r >> endobj 3538 0 obj << /prev 3508 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 580 440 268 ] /parent 3509 0 r >> endobj 3537 0 obj << /parent 3536 0 r >> endobj 3534 0 obj << /first 3529 0 r /parent 3533 0 r >> endobj 3531 0 obj << /prev 3539 0 r /count 0 /title (5.5 comparison with related work) /dest [ 4 0 r /fitr 0 512 440 203 ] /parent 3540 0 r >> endobj 3540 0 obj << >> endobj 3539 0 obj << /parent 3541 0 r >> endobj 3541 0 obj << >> endobj 3530 0 obj << /parent 3528 0 r >> endobj 3529 0 obj << /dest [ 4 0 r /fitr 0 317 440 7 ] /count 0 /title (5.1 data setup) /next 3542 0 r /parent 3543 0 r >> endobj 3543 0 obj << >> endobj 3542 0 obj << /prev 3544 0 r /count 0 /title (5.2 evaluation metrics) /dest [ 4 0 r /fitr 0 464 440 155 ] /next 3545 0 r /parent 3546 0 r >> endobj 3546 0 obj << >> endobj 3545 0 obj << /prev 3547 0 r /count 0 /title (5.3 participants and procedures) /dest [ 4 0 r /fitr 0 215 440 0 ] /next 3548 0 r /parent 3549 0 r >> endobj 3549 0 obj << >> endobj 3548 0 obj << /prev 3550 0 r /count 0 /title (5.4 results and analysis) /dest [ 4 0 r /fitr 0 572 440 262 ] /next 3551 0 r /parent 3541 0 r >> endobj 3551 0 obj << /prev 3539 0 r /count 0 /title (5.5 comparison with related work) /dest [ 4 0 r /fitr 0 512 440 203 ] /parent 3540 0 r >> endobj 3550 0 obj << /parent 3549 0 r >> endobj 3547 0 obj << /parent 3546 0 r >> endobj 3544 0 obj << /parent 3543 0 r >> endobj 3526 0 obj << /first 3521 0 r /parent 3525 0 r >> endobj 3523 0 obj << /prev 3552 0 r /count 0 /title (3.4 suffix predicting) /dest [ 4 0 r /fitr 0 216 440 0 ] /parent 3553 0 r >> endobj 3553 0 obj << >> endobj 3552 0 obj << /parent 3554 0 r >> endobj 3554 0 obj << >> endobj 3522 0 obj << /first 3516 0 r /parent 3520 0 r >> endobj 3521 0 obj << /dest [ 4 0 r /fitr 0 436 440 127 ] /count 0 /title (3.1 overview) /next 3555 0 r /parent 3556 0 r >> endobj 3556 0 obj << >> endobj 3555 0 obj << /prev 3557 0 r /count 0 /title (3.2 segment split-merging) /dest [ 4 0 r /fitr 0 536 440 227 ] /next 3558 0 r /parent 3559 0 r >> endobj 3559 0 obj << >> endobj 3558 0 obj << /prev 3560 0 r /count 0 /title (3.3 translating option re-ranking) /dest [ 4 0 r /fitr 0 430 440 120 ] /next 3561 0 r /parent 3554 0 r >> endobj 3561 0 obj << /prev 3552 0 r /count 0 /title (3.4 suffix predicting) /dest [ 4 0 r /fitr 0 216 440 0 ] /parent 3553 0 r >> endobj 3560 0 obj << /parent 3559 0 r >> endobj 3557 0 obj << /parent 3556 0 r >> endobj 3518 0 obj << /prev 3562 0 r /count 0 /title (2.3 bilingual segment based imt) /dest [ 4 0 r /fitr 0 274 440 0 ] /parent 3563 0 r >> endobj 3563 0 obj << >> endobj 3562 0 obj << /parent 3564 0 r >> endobj 3564 0 obj << >> endobj 3517 0 obj << /parent 3515 0 r >> endobj 3516 0 obj << /dest [ 4 0 r /fitr 0 339 440 29 ] /count 0 /title (2.1 prefix-based imt) /next 3565 0 r /parent 3566 0 r >> endobj 3566 0 obj << >> endobj 3565 0 obj << /prev 3567 0 r /count 0 /title (2.2 segment-based imt) /dest [ 4 0 r /fitr 0 144 440 0 ] /next 3568 0 r /parent 3564 0 r >> endobj 3568 0 obj << /prev 3562 0 r /count 0 /title (2.3 bilingual segment based imt) /dest [ 4 0 r /fitr 0 274 440 0 ] /parent 3563 0 r >> endobj 3567 0 obj << /parent 3566 0 r >> endobj 3513 0 obj << /parent 3512 0 r >> endobj 743 0 obj << /prev 3569 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 452 440 141 ] /parent 3570 0 r >> endobj 3570 0 obj << >> endobj 3569 0 obj << /parent 3571 0 r >> endobj 3571 0 obj << >> endobj 742 0 obj << /first 736 0 r /parent 740 0 r >> endobj 741 0 obj << /dest [ 4 0 r /fitr 0 503 440 193 ] /count 0 /title (abstract) /next 3572 0 r /parent 3573 0 r >> endobj 3573 0 obj << >> endobj 3572 0 obj << /prev 3574 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 263 440 0 ] /next 3575 0 r /parent 3576 0 r >> endobj 3576 0 obj << >> endobj 3575 0 obj << /prev 3577 0 r /count 0 /title (2 acoustic modeling based on fsmn) /dest [ 4 0 r /fitr 0 316 440 5 ] /next 3578 0 r /parent 3579 0 r >> endobj 3579 0 obj << >> endobj 3578 0 obj << /prev 3580 0 r /count 0 /title (3 i-vector) /dest [ 4 0 r /fitr 0 533 440 222 ] /next 3581 0 r /parent 3582 0 r >> endobj 3582 0 obj << >> endobj 3581 0 obj << /prev 3583 0 r /count 0 /title (4 mmi and smbr) /dest [ 4 0 r /fitr 0 296 440 0 ] /next 3584 0 r /parent 3585 0 r >> endobj 3585 0 obj << >> endobj 3584 0 obj << /first 3586 0 r /count 2 /prev 3587 0 r /last 3588 0 r /title (5 experiments setup) /next 3589 0 r /parent 3590 0 r /dest [ 4 0 r /fitr 0 226 440 0 ] >> endobj 3590 0 obj << >> endobj 3589 0 obj << /first 3591 0 r /count 4 /prev 3592 0 r /last 3593 0 r /title (6 experiments) /next 3594 0 r /parent 3595 0 r /dest [ 4 0 r /fitr 0 393 440 81 ] >> endobj 3595 0 obj << >> endobj 3594 0 obj << /prev 3596 0 r /count 0 /title (7 conclusions) /dest [ 4 0 r /fitr 0 142 440 0 ] /next 3597 0 r /parent 3598 0 r >> endobj 3598 0 obj << >> endobj 3597 0 obj << /prev 3599 0 r /count 0 /title (acknowledgements) /dest [ 4 0 r /fitr 0 504 440 195 ] /next 3600 0 r /parent 3571 0 r >> endobj 3600 0 obj << /prev 3569 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 452 440 141 ] /parent 3570 0 r >> endobj 3599 0 obj << /parent 3598 0 r >> endobj 3596 0 obj << /first 3591 0 r /parent 3595 0 r >> endobj 3593 0 obj << /prev 3601 0 r /count 0 /title (6.4 sequence-discriminative training) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3602 0 r >> endobj 3602 0 obj << >> endobj 3601 0 obj << /parent 3603 0 r >> endobj 3603 0 obj << >> endobj 3592 0 obj << /first 3586 0 r /parent 3590 0 r >> endobj 3591 0 obj << /dest [ 4 0 r /fitr 0 368 440 58 ] /count 0 /title (6.1 baseline experiments) /next 3604 0 r /parent 3605 0 r >> endobj 3605 0 obj << >> endobj 3604 0 obj << /prev 3606 0 r /count 0 /title (6.2 experiments on different structure for fsmn) /dest [ 4 0 r /fitr 0 424 440 114 ] /next 3607 0 r /parent 3608 0 r >> endobj 3608 0 obj << >> endobj 3607 0 obj << /prev 3609 0 r /count 0 /title (6.3 experiments with i-vector features) /dest [ 4 0 r /fitr 0 548 440 238 ] /next 3610 0 r /parent 3603 0 r >> endobj 3610 0 obj << /prev 3601 0 r /count 0 /title (6.4 sequence-discriminative training) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3602 0 r >> endobj 3609 0 obj << /parent 3608 0 r >> endobj 3606 0 obj << /parent 3605 0 r >> endobj 3588 0 obj << /prev 3611 0 r /count 0 /title (5.2 asr system) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3612 0 r >> endobj 3612 0 obj << >> endobj 3611 0 obj << /parent 3613 0 r >> endobj 3613 0 obj << >> endobj 3587 0 obj << /parent 3585 0 r >> endobj 3586 0 obj << /dest [ 4 0 r /fitr 0 200 440 0 ] /count 0 /title (5.1 dataset) /next 3614 0 r /parent 3613 0 r >> endobj 3614 0 obj << /prev 3611 0 r /count 0 /title (5.2 asr system) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3612 0 r >> endobj 3583 0 obj << /parent 3582 0 r >> endobj 3580 0 obj << /parent 3579 0 r >> endobj 3577 0 obj << /parent 3576 0 r >> endobj 3574 0 obj << /parent 3573 0 r >> endobj 738 0 obj << /prev 3615 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 462 440 151 ] /parent 3616 0 r >> endobj 3616 0 obj << >> endobj 3615 0 obj << /parent 3617 0 r >> endobj 3617 0 obj << >> endobj 737 0 obj << /first 731 0 r /parent 735 0 r >> endobj 736 0 obj << /dest [ 4 0 r /fitr 0 484 440 174 ] /count 0 /title (abstract) /next 3618 0 r /parent 3619 0 r >> endobj 3619 0 obj << >> endobj 3618 0 obj << /first 3620 0 r /count 2 /prev 3621 0 r /last 3622 0 r 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/next 3652 0 r /parent 3642 0 r >> endobj 3652 0 obj << /prev 3640 0 r /count 0 /title (3.5 comparison of translating details) /dest [ 4 0 r /fitr 0 363 440 54 ] /parent 3641 0 r >> endobj 3651 0 obj << /parent 3650 0 r >> endobj 3648 0 obj << /parent 3647 0 r >> endobj 3645 0 obj << /parent 3644 0 r >> endobj 3627 0 obj << /prev 3653 0 r /count 0 /title (2.3 restore translation for unknown words) /dest [ 4 0 r /fitr 0 207 440 0 ] /parent 3654 0 r >> endobj 3654 0 obj << >> endobj 3653 0 obj << /parent 3655 0 r >> endobj 3655 0 obj << >> endobj 3626 0 obj << /first 3620 0 r /parent 3624 0 r >> endobj 3625 0 obj << /dest [ 4 0 r /fitr 0 623 440 314 ] /count 0 /title (2.1 wordnet) /next 3656 0 r /parent 3657 0 r >> endobj 3657 0 obj << >> endobj 3656 0 obj << /prev 3658 0 r /count 0 /title (2.2 replacement of unknown words) /dest [ 4 0 r /fitr 0 374 440 64 ] /next 3659 0 r /parent 3655 0 r >> endobj 3659 0 obj << /prev 3653 0 r /count 0 /title (2.3 restore translation for unknown words) /dest [ 4 0 r /fitr 0 207 440 0 ] /parent 3654 0 r >> endobj 3658 0 obj << /parent 3657 0 r >> endobj 3622 0 obj << /prev 3660 0 r /count 0 /title (1.2 the problem of unknown words) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3661 0 r >> endobj 3661 0 obj << >> endobj 3660 0 obj << /parent 3662 0 r >> endobj 3662 0 obj << >> endobj 3621 0 obj << /parent 3619 0 r >> endobj 3620 0 obj << /dest [ 4 0 r /fitr 0 251 440 0 ] /count 0 /title (1.1 neural machine translation) /next 3663 0 r /parent 3662 0 r >> endobj 3663 0 obj << /prev 3660 0 r /count 0 /title (1.2 the problem of unknown words) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 3661 0 r >> endobj 733 0 obj << /prev 3664 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 562 null ] /parent 3665 0 r >> endobj 3665 0 obj << >> endobj 3664 0 obj << /parent 3666 0 r >> endobj 3666 0 obj << >> endobj 732 0 obj << /first 726 0 r /parent 730 0 r >> endobj 731 0 obj << /dest [ 4 0 r /xyz 39 303 null ] /count 0 /title (1 introduction) /next 3667 0 r /parent 3668 0 r >> endobj 3668 0 obj << >> endobj 3667 0 obj << /first 3669 0 r /count 3 /prev 3670 0 r /last 3671 0 r /title (2 indicative context based translation disambiguation) /next 3672 0 r /parent 3673 0 r /dest [ 4 0 r /xyz 53 183 null ] >> endobj 3673 0 obj << >> endobj 3672 0 obj << /first 3674 0 r /count 4 /prev 3675 0 r /last 3676 0 r /title (3 experiments) /next 3677 0 r /parent 3678 0 r /dest [ 4 0 r /xyz 39 131 null ] >> endobj 3678 0 obj << >> endobj 3677 0 obj << /prev 3679 0 r /count 0 /title (4 conclusion and future work) /dest [ 4 0 r /xyz 39 169 null ] /next 3680 0 r /parent 3666 0 r >> endobj 3680 0 obj << /prev 3664 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 562 null ] /parent 3665 0 r >> endobj 3679 0 obj << /first 3674 0 r /parent 3678 0 r >> endobj 3676 0 obj << /prev 3681 0 r /count 0 /title (3.4 analyses of translation disambiguation) /dest [ 4 0 r /xyz 39 520 null ] /parent 3682 0 r >> endobj 3682 0 obj << >> endobj 3681 0 obj << /parent 3683 0 r >> endobj 3683 0 obj << >> endobj 3675 0 obj << /first 3669 0 r /parent 3673 0 r >> endobj 3674 0 obj << /dest [ 4 0 r /xyz 53 494 null ] /count 0 /title (3.1 setup) /next 3684 0 r /parent 3685 0 r >> endobj 3685 0 obj << >> endobj 3684 0 obj << /prev 3686 0 r /count 0 /title (3.2 baselines) /dest [ 4 0 r /xyz 53 327 null ] /next 3687 0 r /parent 3688 0 r >> endobj 3688 0 obj << >> endobj 3687 0 obj << /prev 3689 0 r /count 0 /title (3.3 evaluation on nist task) /dest [ 4 0 r /xyz 53 170 null ] /next 3690 0 r /parent 3683 0 r >> endobj 3690 0 obj << /prev 3681 0 r /count 0 /title (3.4 analyses of translation disambiguation) /dest [ 4 0 r /xyz 39 520 null ] /parent 3682 0 r >> endobj 3689 0 obj << /parent 3688 0 r >> endobj 3686 0 obj << /parent 3685 0 r >> endobj 3671 0 obj << /prev 3691 0 r /count 0 /title (2.3 integration into smt decoding) /dest [ 4 0 r /xyz 39 421 null ] /parent 3692 0 r >> endobj 3692 0 obj << >> endobj 3691 0 obj << /parent 3693 0 r >> endobj 3693 0 obj << >> endobj 3670 0 obj << /parent 3668 0 r >> endobj 3669 0 obj << /dest [ 4 0 r /xyz 39 406 null ] /count 0 /title (2.1 model structure) /next 3694 0 r /parent 3695 0 r >> endobj 3695 0 obj << >> endobj 3694 0 obj << /prev 3696 0 r /count 0 /title (2.2 model training) /dest [ 4 0 r /xyz 53 115 null ] /next 3697 0 r /parent 3693 0 r >> endobj 3697 0 obj << /prev 3691 0 r /count 0 /title (2.3 integration into smt decoding) /dest [ 4 0 r /xyz 39 421 null ] /parent 3692 0 r >> endobj 3696 0 obj << /parent 3695 0 r >> endobj 728 0 obj << /prev 3698 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 237 null ] /parent 3699 0 r >> endobj 3699 0 obj << >> endobj 3698 0 obj << /parent 3700 0 r >> endobj 3700 0 obj << >> endobj 727 0 obj << /parent 725 0 r >> endobj 726 0 obj << /dest [ 4 0 r /xyz 53 301 null ] /count 0 /title (1 introduction) /next 3701 0 r /parent 3702 0 r >> endobj 3702 0 obj << >> endobj 3701 0 obj << /prev 3703 0 r /count 0 /title (2 neural machine 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r >> endobj 3713 0 obj << /prev 3721 0 r /count 0 /title (4.4 results on english-german translation) /dest [ 4 0 r /xyz 39 622 null ] /parent 3722 0 r >> endobj 3722 0 obj << >> endobj 3721 0 obj << /parent 3723 0 r >> endobj 3723 0 obj << >> endobj 3712 0 obj << /first 3706 0 r /parent 3710 0 r >> endobj 3711 0 obj << /dest [ 4 0 r /xyz 39 180 null ] /count 0 /title (4.1 dataset) /next 3724 0 r /parent 3725 0 r >> endobj 3725 0 obj << >> endobj 3724 0 obj << /prev 3726 0 r /count 0 /title (4.2 training details) /dest [ 4 0 r /xyz 53 510 null ] /next 3727 0 r /parent 3728 0 r >> endobj 3728 0 obj << >> endobj 3727 0 obj << /prev 3729 0 r /count 0 /title (4.3 results on chinese-english translation) /dest [ 4 0 r /xyz 53 280 null ] /next 3730 0 r /parent 3723 0 r >> endobj 3730 0 obj << /prev 3721 0 r /count 0 /title (4.4 results on english-german translation) /dest [ 4 0 r /xyz 39 622 null ] /parent 3722 0 r >> endobj 3729 0 obj << /parent 3728 0 r >> endobj 3726 0 obj << /parent 3725 0 r >> endobj 3708 0 obj << /prev 3731 0 r /count 0 /title (3.3 dec-enc pattern) /dest [ 4 0 r /xyz 39 425 null ] /parent 3732 0 r >> endobj 3732 0 obj << >> endobj 3731 0 obj << /parent 3733 0 r >> endobj 3733 0 obj << >> endobj 3707 0 obj << /parent 3705 0 r >> endobj 3706 0 obj << /dest [ 4 0 r /xyz 39 147 null ] /count 0 /title (3.1 concatenation pattern) /next 3734 0 r /parent 3735 0 r >> endobj 3735 0 obj << >> endobj 3734 0 obj << /prev 3736 0 r /count 0 /title (3.2 enc-dec pattern) /dest [ 4 0 r /xyz 53 113 null ] /next 3737 0 r /parent 3733 0 r >> endobj 3737 0 obj << /prev 3731 0 r /count 0 /title (3.3 dec-enc pattern) /dest [ 4 0 r /xyz 39 425 null ] /parent 3732 0 r >> endobj 3736 0 obj << /parent 3735 0 r >> endobj 3703 0 obj << /parent 3702 0 r >> endobj 723 0 obj << /first 718 0 r /parent 722 0 r >> endobj 720 0 obj << /prev 3738 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 423 null ] /parent 3739 0 r >> endobj 3739 0 obj << >> endobj 3738 0 obj << /parent 3740 0 r >> endobj 3740 0 obj << >> endobj 719 0 obj << /first 713 0 r /parent 717 0 r >> endobj 718 0 obj << /dest [ 4 0 r /xyz 39 325 null ] /count 0 /title (1 introduction) /next 3741 0 r /parent 3742 0 r >> endobj 3742 0 obj << >> endobj 3741 0 obj << /prev 3743 0 r /count 0 /title (2 recurrent neural networks for sequence tagging) /dest [ 4 0 r /xyz 53 472 null ] /next 3744 0 r /parent 3745 0 r >> endobj 3745 0 obj << >> endobj 3744 0 obj << /first 3746 0 r /count 2 /prev 3747 0 r /last 3748 0 r /title (3 exploration of shortcuts) /next 3749 0 r /parent 3750 0 r /dest [ 4 0 r /xyz 39 409 null ] >> endobj 3750 0 obj << >> endobj 3749 0 obj << /first 3751 0 r /count 2 /prev 3752 0 r /last 3753 0 r /title (4 neural architecture for sequence tagging) /next 3754 0 r /parent 3755 0 r /dest [ 4 0 r /xyz 53 556 null ] >> endobj 3755 0 obj << >> endobj 3754 0 obj << /first 3756 0 r /count 1 /prev 3757 0 r /last 3758 0 r /title (5 experiments) /next 3759 0 r /parent 3760 0 r /dest [ 4 0 r /xyz 39 622 null ] >> endobj 3760 0 obj << >> endobj 3759 0 obj << /prev 3761 0 r /count 0 /title (6 related work) /dest [ 4 0 r /xyz 53 376 null ] /next 3762 0 r /parent 3763 0 r >> endobj 3763 0 obj << >> endobj 3762 0 obj << /prev 3764 0 r /count 0 /title (7 conclusions) /dest [ 4 0 r /xyz 39 560 null ] /next 3765 0 r /parent 3740 0 r >> endobj 3765 0 obj << /prev 3738 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 423 null ] /parent 3739 0 r >> endobj 3764 0 obj << /parent 3763 0 r >> endobj 3761 0 obj << /first 3756 0 r /parent 3760 0 r >> endobj 3758 0 obj << /dest [ 4 0 r /xyz 39 598 null ] /count 0 /title (5.1 combinatory category grammar supertagging) /parent 3766 0 r >> endobj 3766 0 obj << >> endobj 3757 0 obj << /first 3751 0 r /parent 3755 0 r >> endobj 3756 0 obj << /dest [ 4 0 r /xyz 39 598 null ] /count 0 /title (5.1 combinatory category grammar supertagging) /parent 3766 0 r >> endobj 3753 0 obj << /prev 3767 0 r /count 0 /title (4.2 network outputs) /dest [ 4 0 r /xyz 53 207 null ] /parent 3768 0 r >> endobj 3768 0 obj << >> endobj 3767 0 obj << /parent 3769 0 r >> endobj 3769 0 obj << >> endobj 3752 0 obj << /first 3746 0 r /parent 3750 0 r >> endobj 3751 0 obj << /dest [ 4 0 r /xyz 53 440 null ] /count 0 /title (4.1 network inputs) /next 3770 0 r /parent 3769 0 r >> endobj 3770 0 obj << /prev 3767 0 r /count 0 /title (4.2 network outputs) /dest [ 4 0 r /xyz 53 207 null ] /parent 3768 0 r >> endobj 3748 0 obj << /prev 3771 0 r /count 0 /title (3.2 gates computation) /dest [ 4 0 r /xyz 39 422 null ] /parent 3772 0 r >> endobj 3772 0 obj << >> endobj 3771 0 obj << /parent 3773 0 r >> endobj 3773 0 obj << >> endobj 3747 0 obj << /parent 3745 0 r >> endobj 3746 0 obj << /dest [ 4 0 r /xyz 39 384 null ] /count 0 /title (3.1 shortcut blocks) /next 3774 0 r /parent 3773 0 r >> endobj 3774 0 obj << /prev 3771 0 r /count 0 /title (3.2 gates computation) /dest [ 4 0 r /xyz 39 422 null ] /parent 3772 0 r >> endobj 3743 0 obj << /parent 3742 0 r >> endobj 715 0 obj << /prev 3775 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 563 null ] /parent 3776 0 r >> endobj 3776 0 obj << >> endobj 3775 0 obj << /parent 3777 0 r >> endobj 3777 0 obj << >> endobj 714 0 obj << /first 708 0 r /parent 712 0 r >> endobj 713 0 obj << /dest [ 4 0 r /xyz 53 263 null ] /count 0 /title (1 introduction) /next 3778 0 r /parent 3779 0 r >> endobj 3779 0 obj << >> endobj 3778 0 obj << /prev 3780 0 r /count 0 /title (2 a cnn-based attention model) /dest [ 4 0 r /xyz 53 534 null ] /next 3781 0 r /parent 3782 0 r >> endobj 3782 0 obj << >> endobj 3781 0 obj << /first 3783 0 r /count 3 /prev 3784 0 r /last 3785 0 r /title (3 convolutional-recurrent attention neural networks) /next 3786 0 r /parent 3787 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 3787 0 obj << >> endobj 3786 0 obj << /first 3788 0 r /count 5 /prev 3789 0 r /last 3790 0 r /title (4 experiments) /next 3791 0 r /parent 3792 0 r /dest [ 4 0 r /xyz 53 524 null ] >> endobj 3792 0 obj << >> endobj 3791 0 obj << /prev 3793 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 341 null ] /next 3794 0 r /parent 3777 0 r >> endobj 3794 0 obj << /prev 3775 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 563 null ] /parent 3776 0 r >> endobj 3793 0 obj << /first 3788 0 r /parent 3792 0 r >> endobj 3790 0 obj << /prev 3795 0 r /count 0 /title (4.5 case study) /dest [ 4 0 r /xyz 39 558 null ] /parent 3796 0 r >> endobj 3796 0 obj << >> endobj 3795 0 obj << /parent 3797 0 r >> endobj 3797 0 obj << >> endobj 3789 0 obj << /first 3783 0 r /parent 3787 0 r >> endobj 3788 0 obj << /dest [ 4 0 r /xyz 53 446 null ] /count 0 /title (4.1 datasets) /next 3798 0 r /parent 3799 0 r >> endobj 3799 0 obj << >> endobj 3798 0 obj << /prev 3800 0 r /count 0 /title (4.2 model training and hyper-parameters) /dest [ 4 0 r /xyz 39 546 null ] /next 3801 0 r /parent 3802 0 r >> endobj 3802 0 obj << >> endobj 3801 0 obj << /prev 3803 0 r /count 0 /title (4.3 baselines) /dest [ 4 0 r /xyz 39 310 null ] /next 3804 0 r /parent 3805 0 r >> endobj 3805 0 obj << >> endobj 3804 0 obj << /prev 3806 0 r /count 0 /title (4.4 results and analysis) /dest [ 4 0 r /xyz 53 556 null ] /next 3807 0 r /parent 3797 0 r >> endobj 3807 0 obj << /prev 3795 0 r /count 0 /title (4.5 case study) /dest [ 4 0 r /xyz 39 558 null ] /parent 3796 0 r >> endobj 3806 0 obj << /parent 3805 0 r >> endobj 3803 0 obj << /parent 3802 0 r >> endobj 3800 0 obj << /parent 3799 0 r >> endobj 3785 0 obj << /prev 3808 0 r /count 0 /title (3.3 text classification) /dest [ 4 0 r /xyz 39 185 null ] /parent 3809 0 r >> endobj 3809 0 obj << >> endobj 3808 0 obj << /parent 3810 0 r >> endobj 3810 0 obj << >> endobj 3784 0 obj << /parent 3782 0 r >> endobj 3783 0 obj << /dest [ 4 0 r /xyz 53 364 null ] /count 0 /title (3.1 rnn-based sequence encoder) /next 3811 0 r /parent 3812 0 r >> endobj 3812 0 obj << >> endobj 3811 0 obj << /prev 3813 0 r /count 0 /title (3.2 cnn-based attention extraction) /dest [ 4 0 r /xyz 39 309 null ] /next 3814 0 r /parent 3810 0 r >> endobj 3814 0 obj << /prev 3808 0 r /count 0 /title (3.3 text classification) /dest [ 4 0 r /xyz 39 185 null ] /parent 3809 0 r >> endobj 3813 0 obj << /parent 3812 0 r >> endobj 3780 0 obj << /parent 3779 0 r >> endobj 710 0 obj << /prev 3815 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 441 null ] /parent 3816 0 r >> endobj 3816 0 obj << >> endobj 3815 0 obj << /parent 3817 0 r >> endobj 3817 0 obj << >> endobj 709 0 obj << /first 703 0 r /parent 707 0 r >> endobj 708 0 obj << /dest [ 4 0 r /xyz 39 367 null ] /count 0 /title (1 introduction) /next 3818 0 r /parent 3819 0 r >> endobj 3819 0 obj << >> endobj 3818 0 obj << /prev 3820 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 512 null ] /next 3821 0 r /parent 3822 0 r >> endobj 3822 0 obj << >> endobj 3821 0 obj << /prev 3823 0 r /count 0 /title (3 inherent challenges with high dimensional word vectors) /dest [ 4 0 r /xyz 53 622 null ] /next 3824 0 r /parent 3825 0 r >> endobj 3825 0 obj << >> endobj 3824 0 obj << /first 3826 0 r /count 4 /prev 3827 0 r /last 3828 0 r /title (4 our contributions) /next 3829 0 r /parent 3830 0 r /dest [ 4 0 r /xyz 53 556 null ] >> endobj 3830 0 obj << >> endobj 3829 0 obj << /prev 3831 0 r /count 0 /title (5 our experiments) /dest [ 4 0 r /xyz 39 544 null ] /next 3832 0 r /parent 3833 0 r >> endobj 3833 0 obj << >> endobj 3832 0 obj << /prev 3834 0 r /count 0 /title (6 conclusion and future work) /dest [ 4 0 r /xyz 39 276 null ] /next 3835 0 r /parent 3817 0 r >> endobj 3835 0 obj << /prev 3815 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 441 null ] /parent 3816 0 r >> endobj 3834 0 obj << /parent 3833 0 r >> endobj 3831 0 obj << /first 3826 0 r /parent 3830 0 r >> endobj 3828 0 obj << /prev 3836 0 r /count 0 /title (4.4 numerical analysis of algorithm and time taken) /dest [ 4 0 r /xyz 53 390 null ] /parent 3837 0 r >> endobj 3837 0 obj << >> endobj 3836 0 obj << /parent 3838 0 r >> endobj 3838 0 obj << >> endobj 3827 0 obj << /parent 3825 0 r >> endobj 3826 0 obj << /dest [ 4 0 r /xyz 53 466 null ] /count 0 /title (4.1 bayes rule and information updating) /next 3839 0 r /parent 3840 0 r >> endobj 3840 0 obj << >> endobj 3839 0 obj << /prev 3841 0 r /count 0 /title (4.2 our proposed algorithm) /dest [ 4 0 r /xyz 53 277 null ] /next 3842 0 r /parent 3843 0 r >> endobj 3843 0 obj << >> endobj 3842 0 obj << /prev 3844 0 r /count 0 /title (4.3 computing the integral 01 a p\(a\) l\(a\) da) /dest [ 4 0 r /xyz 39 469 null ] /next 3845 0 r /parent 3838 0 r >> endobj 3845 0 obj << /prev 3836 0 r /count 0 /title (4.4 numerical analysis of algorithm and time taken) /dest [ 4 0 r /xyz 53 390 null ] /parent 3837 0 r >> endobj 3844 0 obj << /parent 3843 0 r >> endobj 3841 0 obj << /parent 3840 0 r >> endobj 3823 0 obj << /parent 3822 0 r >> endobj 3820 0 obj << /parent 3819 0 r >> endobj 705 0 obj << /prev 3846 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 356 null ] /parent 3847 0 r >> endobj 3847 0 obj << >> endobj 3846 0 obj << /parent 3848 0 r >> endobj 3848 0 obj << >> endobj 704 0 obj << /first 698 0 r /parent 702 0 r >> endobj 703 0 obj << /dest [ 4 0 r /xyz 39 236 null ] /count 0 /title (1 introduction) /next 3849 0 r /parent 3850 0 r >> endobj 3850 0 obj << >> endobj 3849 0 obj << /prev 3851 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 39 453 null ] /next 3852 0 r /parent 3853 0 r >> endobj 3853 0 obj << >> endobj 3852 0 obj << /first 3854 0 r /count 4 /prev 3855 0 r /last 3856 0 r /title (3 methods) /next 3857 0 r /parent 3858 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 3858 0 obj << >> endobj 3857 0 obj << /first 3859 0 r /count 3 /prev 3860 0 r /last 3861 0 r /title (4 experiments) /next 3862 0 r /parent 3863 0 r /dest [ 4 0 r /xyz 53 488 null ] >> endobj 3863 0 obj << >> endobj 3862 0 obj << /prev 3864 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 39 524 null ] /next 3865 0 r /parent 3848 0 r >> endobj 3865 0 obj << /prev 3846 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 356 null ] /parent 3847 0 r >> endobj 3864 0 obj << /first 3859 0 r /parent 3863 0 r >> endobj 3861 0 obj << /prev 3866 0 r /count 0 /title (4.3 discussion) /dest [ 4 0 r /xyz 53 179 null ] /parent 3867 0 r >> endobj 3867 0 obj << >> endobj 3866 0 obj << /parent 3868 0 r >> endobj 3868 0 obj << >> endobj 3860 0 obj << /first 3854 0 r /parent 3858 0 r >> endobj 3859 0 obj << /dest [ 4 0 r /xyz 53 463 null ] /count 0 /title (4.1 settings) /next 3869 0 r /parent 3870 0 r >> endobj 3870 0 obj << >> endobj 3869 0 obj << /prev 3871 0 r /count 0 /title (4.2 results) /dest [ 4 0 r /xyz 53 152 null ] /next 3872 0 r /parent 3868 0 r >> endobj 3872 0 obj << /prev 3866 0 r /count 0 /title (4.3 discussion) /dest [ 4 0 r /xyz 53 179 null ] /parent 3867 0 r >> endobj 3871 0 obj << /parent 3870 0 r >> endobj 3856 0 obj << /prev 3873 0 r /count 0 /title (3.4 model training) /dest [ 4 0 r /xyz 39 121 null ] /parent 3874 0 r >> endobj 3874 0 obj << >> endobj 3873 0 obj << /parent 3875 0 r >> endobj 3875 0 obj << >> endobj 3855 0 obj << /parent 3853 0 r >> endobj 3854 0 obj << /dest [ 4 0 r /xyz 53 293 null ] /count 0 /title (3.1 model architecture) /next 3876 0 r /parent 3877 0 r >> endobj 3877 0 obj << >> endobj 3876 0 obj << /prev 3878 0 r /count 0 /title (3.2 general sequence pairs modeling) /dest [ 4 0 r /xyz 39 290 null ] /next 3879 0 r /parent 3880 0 r >> endobj 3880 0 obj << >> endobj 3879 0 obj << /prev 3881 0 r /count 0 /title (3.3 mutually guided sequence pairs modeling) /dest [ 4 0 r /xyz 53 366 null ] /next 3882 0 r /parent 3875 0 r >> endobj 3882 0 obj << /prev 3873 0 r /count 0 /title (3.4 model training) /dest [ 4 0 r /xyz 39 121 null ] /parent 3874 0 r >> endobj 3881 0 obj << /parent 3880 0 r >> endobj 3878 0 obj << /parent 3877 0 r >> endobj 3851 0 obj << /parent 3850 0 r >> endobj 700 0 obj << /prev 3883 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3884 0 r >> endobj 3884 0 obj << >> endobj 3883 0 obj << /parent 3885 0 r >> endobj 3885 0 obj << >> endobj 699 0 obj << /parent 697 0 r >> endobj 698 0 obj << /dest [ 4 0 r /xyz 53 318 null ] /count 0 /title (1 introduction) /next 3886 0 r /parent 3887 0 r >> endobj 3887 0 obj << >> endobj 3886 0 obj << /first 3888 0 r /count 5 /prev 3889 0 r /last 3890 0 r /title (2 methods) /next 3891 0 r /parent 3892 0 r /dest [ 4 0 r /xyz 39 268 null ] >> endobj 3892 0 obj << >> endobj 3891 0 obj << /first 3893 0 r /count 2 /prev 3894 0 r /last 3895 0 r /title (3 datasets and results) /next 3896 0 r /parent 3897 0 r /dest [ 4 0 r /xyz 53 393 null ] >> endobj 3897 0 obj << >> endobj 3896 0 obj << /prev 3898 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 39 272 null ] /next 3899 0 r /parent 3885 0 r >> endobj 3899 0 obj << /prev 3883 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 614 null ] /parent 3884 0 r >> endobj 3898 0 obj << /first 3893 0 r /parent 3897 0 r >> endobj 3895 0 obj << /prev 3900 0 r /count 0 /title (3.2 results) /dest [ 4 0 r /xyz 53 200 null ] /parent 3901 0 r >> endobj 3901 0 obj << >> endobj 3900 0 obj << /parent 3902 0 r >> endobj 3902 0 obj << >> endobj 3894 0 obj << /first 3888 0 r /parent 3892 0 r >> endobj 3893 0 obj << /dest [ 4 0 r /xyz 53 370 null ] /count 0 /title (3.1 datasets) /next 3903 0 r /parent 3902 0 r >> endobj 3903 0 obj << /prev 3900 0 r /count 0 /title (3.2 results) /dest [ 4 0 r /xyz 53 200 null ] /parent 3901 0 r >> endobj 3890 0 obj << /prev 3904 0 r /count 0 /title (2.5 training details) /dest [ 4 0 r /xyz 53 622 null ] /parent 3905 0 r >> endobj 3905 0 obj << >> endobj 3904 0 obj << /parent 3906 0 r >> endobj 3906 0 obj << >> endobj 3889 0 obj << /parent 3887 0 r >> endobj 3888 0 obj << /dest [ 4 0 r /xyz 39 244 null ] /count 0 /title (2.1 processing pipeline) /next 3907 0 r /parent 3908 0 r >> endobj 3908 0 obj << >> endobj 3907 0 obj << /prev 3909 0 r /count 0 /title (2.2 word2vec and treelstm for distributed representation) /dest [ 4 0 r /xyz 39 132 null ] /next 3910 0 r /parent 3911 0 r >> endobj 3911 0 obj << >> endobj 3910 0 obj << /prev 3912 0 r /count 0 /title (2.3 perceptron for similarity score) /dest [ 4 0 r /xyz 39 546 null ] /next 3913 0 r /parent 3914 0 r >> endobj 3914 0 obj << >> endobj 3913 0 obj << /prev 3915 0 r /count 0 /title (2.4 pltr for concept assignment) /dest [ 4 0 r /xyz 39 267 null ] /next 3916 0 r /parent 3906 0 r >> endobj 3916 0 obj << /prev 3904 0 r /count 0 /title (2.5 training details) /dest [ 4 0 r /xyz 53 622 null ] /parent 3905 0 r >> endobj 3915 0 obj << /parent 3914 0 r >> endobj 3912 0 obj << /parent 3911 0 r >> endobj 3909 0 obj << /parent 3908 0 r >> endobj 695 0 obj << /first 690 0 r /parent 694 0 r >> endobj 692 0 obj << /prev 3917 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 371 null ] /parent 3918 0 r >> endobj 3918 0 obj << >> endobj 3917 0 obj << /parent 3919 0 r >> endobj 3919 0 obj << >> endobj 691 0 obj << /first 685 0 r /parent 689 0 r >> endobj 690 0 obj << /dest [ 4 0 r /xyz 39 301 null ] /count 0 /title (1 introduction) /next 3920 0 r /parent 3921 0 r >> endobj 3921 0 obj << >> endobj 3920 0 obj << /first 3922 0 r /count 6 /prev 3923 0 r /last 3924 0 r /title (2 the proposed model) /next 3925 0 r /parent 3926 0 r /dest [ 4 0 r /xyz 53 257 null ] >> endobj 3926 0 obj << >> endobj 3925 0 obj << /first 3927 0 r /count 2 /prev 3928 0 r /last 3929 0 r /title (3 experiments) /next 3930 0 r /parent 3931 0 r /dest [ 4 0 r /xyz 39 346 null ] >> endobj 3931 0 obj << >> endobj 3930 0 obj << /prev 3932 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 39 549 null ] /next 3933 0 r /parent 3919 0 r >> endobj 3933 0 obj << /prev 3917 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 371 null ] /parent 3918 0 r >> endobj 3932 0 obj << /first 3927 0 r /parent 3931 0 r >> endobj 3929 0 obj << /prev 3934 0 r /count 0 /title (3.2 performance on the test dataset) /dest [ 4 0 r /xyz 53 201 null ] /parent 3935 0 r >> endobj 3935 0 obj << >> endobj 3934 0 obj << /parent 3936 0 r >> endobj 3936 0 obj << >> endobj 3928 0 obj << /first 3922 0 r /parent 3926 0 r >> endobj 3927 0 obj << /dest [ 4 0 r /xyz 53 489 null ] /count 0 /title (3.1 performance on the validation dataset) /next 3937 0 r /parent 3936 0 r >> endobj 3937 0 obj << /prev 3934 0 r /count 0 /title (3.2 performance on the test dataset) /dest [ 4 0 r /xyz 53 201 null ] /parent 3935 0 r >> endobj 3924 0 obj << /prev 3938 0 r /count 0 /title (2.6 dropout) /dest [ 4 0 r /xyz 39 461 null ] /parent 3939 0 r >> endobj 3939 0 obj << >> endobj 3938 0 obj << /parent 3940 0 r >> endobj 3940 0 obj << >> endobj 3923 0 obj << /parent 3921 0 r >> endobj 3922 0 obj << /dest [ 4 0 r /xyz 53 622 null ] /count 0 /title (2.1 word-level feature extraction) /next 3941 0 r /parent 3942 0 r >> endobj 3942 0 obj << >> endobj 3941 0 obj << /prev 3943 0 r /count 0 /title (2.2 convolutional and pooling module) /dest [ 4 0 r /xyz 39 137 null ] /next 3944 0 r /parent 3945 0 r >> endobj 3945 0 obj << >> endobj 3944 0 obj << /prev 3946 0 r /count 0 /title (2.3 matching scores between questions and candidate sentences) /dest [ 4 0 r /xyz 39 509 null ] /next 3947 0 r /parent 3948 0 r >> endobj 3948 0 obj << >> endobj 3947 0 obj << /prev 3949 0 r /count 0 /title (2.4 softmax output module) /dest [ 4 0 r /xyz 53 363 null ] /next 3950 0 r /parent 3951 0 r >> endobj 3951 0 obj << >> endobj 3950 0 obj << /prev 3952 0 r /count 0 /title (2.5 cross-entropy loss function) /dest [ 4 0 r /xyz 39 622 null ] /next 3953 0 r /parent 3940 0 r >> endobj 3953 0 obj << /prev 3938 0 r /count 0 /title (2.6 dropout) /dest [ 4 0 r /xyz 39 461 null ] /parent 3939 0 r >> endobj 3952 0 obj << /parent 3951 0 r >> endobj 3949 0 obj << /parent 3948 0 r >> endobj 3946 0 obj << /parent 3945 0 r >> endobj 3943 0 obj << /parent 3942 0 r >> endobj 687 0 obj << /prev 3954 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 3955 0 r >> endobj 3955 0 obj << >> endobj 3954 0 obj << /parent 3956 0 r >> endobj 3956 0 obj << >> endobj 686 0 obj << /first 680 0 r /parent 684 0 r >> endobj 685 0 obj << /dest [ 4 0 r /xyz 39 296 null ] /count 0 /title (1 introduction) /next 3957 0 r /parent 3958 0 r >> endobj 3958 0 obj << >> endobj 3957 0 obj << /prev 3959 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 622 null ] /next 3960 0 r /parent 3961 0 r >> endobj 3961 0 obj << >> endobj 3960 0 obj << /first 3962 0 r /count 4 /prev 3963 0 r /last 3964 0 r /title (3 architecture) /next 3965 0 r /parent 3966 0 r /dest [ 4 0 r /xyz 53 196 null ] >> endobj 3966 0 obj << >> endobj 3965 0 obj << /first 3967 0 r /count 5 /prev 3968 0 r /last 3969 0 r /title (4 experiment) /next 3970 0 r /parent 3971 0 r /dest [ 4 0 r /xyz 53 258 null ] >> endobj 3971 0 obj << >> endobj 3970 0 obj << /prev 3972 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 295 null ] /next 3973 0 r /parent 3956 0 r >> endobj 3973 0 obj << /prev 3954 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 614 null ] /parent 3955 0 r >> endobj 3972 0 obj << /first 3967 0 r /parent 3971 0 r >> endobj 3969 0 obj << /prev 3974 0 r /count 0 /title (4.5 further experiments) /dest [ 4 0 r /xyz 53 417 null ] /parent 3975 0 r >> endobj 3975 0 obj << >> endobj 3974 0 obj << /parent 3976 0 r >> endobj 3976 0 obj << >> endobj 3968 0 obj << /first 3962 0 r /parent 3966 0 r >> endobj 3967 0 obj << /dest [ 4 0 r /xyz 53 234 null ] /count 0 /title (4.1 dataset) /next 3977 0 r /parent 3978 0 r >> endobj 3978 0 obj << >> endobj 3977 0 obj << /prev 3979 0 r /count 0 /title (4.2 settings) /dest [ 4 0 r /xyz 39 622 null ] /next 3980 0 r /parent 3981 0 r >> endobj 3981 0 obj << >> endobj 3980 0 obj << /prev 3982 0 r /count 0 /title (4.3 results) /dest [ 4 0 r /xyz 39 237 null ] /next 3983 0 r /parent 3984 0 r >> endobj 3984 0 obj << >> endobj 3983 0 obj << /prev 3985 0 r /count 0 /title (4.4 upper bound analysis) /dest [ 4 0 r /xyz 39 114 null ] /next 3986 0 r /parent 3976 0 r >> endobj 3986 0 obj << /prev 3974 0 r /count 0 /title (4.5 further experiments) /dest [ 4 0 r /xyz 53 417 null ] /parent 3975 0 r >> endobj 3985 0 obj << /parent 3984 0 r >> endobj 3982 0 obj << /parent 3981 0 r >> endobj 3979 0 obj << /parent 3978 0 r >> endobj 3964 0 obj << /prev 3987 0 r /count 0 /title (3.4 ranking) /dest [ 4 0 r /xyz 39 202 null ] /parent 3988 0 r >> endobj 3988 0 obj << >> endobj 3987 0 obj << /parent 3989 0 r >> endobj 3989 0 obj << >> endobj 3963 0 obj << /parent 3961 0 r >> endobj 3962 0 obj << /dest [ 4 0 r /xyz 39 296 null ] /count 0 /title (3.1 entity linking) /next 3990 0 r /parent 3991 0 r >> endobj 3991 0 obj << >> endobj 3990 0 obj << /prev 3992 0 r /count 0 /title (3.2 candidate predicates generation) /dest [ 4 0 r /xyz 53 280 null ] /next 3993 0 r /parent 3994 0 r >> endobj 3994 0 obj << >> endobj 3993 0 obj << /prev 3995 0 r /count 0 /title (3.3 deep cnns architecture) /dest [ 4 0 r /xyz 39 441 null ] /next 3996 0 r /parent 3989 0 r >> endobj 3996 0 obj << /prev 3987 0 r /count 0 /title (3.4 ranking) /dest [ 4 0 r /xyz 39 202 null ] /parent 3988 0 r >> endobj 3995 0 obj << /parent 3994 0 r >> endobj 3992 0 obj << /parent 3991 0 r >> endobj 3959 0 obj << /parent 3958 0 r >> endobj 682 0 obj << /prev 3997 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 367 440 55 ] /parent 3998 0 r >> endobj 3998 0 obj << >> endobj 3997 0 obj << /parent 3999 0 r >> endobj 3999 0 obj << >> endobj 681 0 obj << /first 675 0 r /parent 679 0 r >> endobj 680 0 obj << /dest [ 4 0 r /fitr 0 481 440 171 ] /count 0 /title (abstract) /next 4000 0 r /parent 4001 0 r >> endobj 4001 0 obj << >> endobj 4000 0 obj << /prev 4002 0 r /count 0 /title (1 introduction) /dest [ 4 0 r /fitr 0 252 440 0 ] /next 4003 0 r /parent 4004 0 r >> endobj 4004 0 obj << >> endobj 4003 0 obj << /prev 4005 0 r /count 0 /title (2 related work) /dest [ 4 0 r /fitr 0 412 440 100 ] /next 4006 0 r /parent 4007 0 r >> endobj 4007 0 obj << >> endobj 4006 0 obj << /first 4008 0 r /count 4 /prev 4009 0 r /last 4010 0 r /title (3 chinese question classification with semantic joint features) /next 4011 0 r /parent 4012 0 r /dest [ 4 0 r /fitr 0 364 440 52 ] >> endobj 4012 0 obj << >> endobj 4011 0 obj << /first 4013 0 r /count 3 /prev 4014 0 r /last 4015 0 r /title (4 experimental setup and results) /next 4016 0 r /parent 4017 0 r /dest [ 4 0 r /fitr 0 168 440 0 ] >> endobj 4017 0 obj << >> endobj 4016 0 obj << /prev 4018 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /fitr 0 567 440 256 ] /next 4019 0 r /parent 4020 0 r >> endobj 4020 0 obj << >> endobj 4019 0 obj << /prev 4021 0 r /count 0 /title (acknowledgment) /dest [ 4 0 r /fitr 0 410 440 102 ] /next 4022 0 r /parent 3999 0 r >> endobj 4022 0 obj << /prev 3997 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 367 440 55 ] /parent 3998 0 r >> endobj 4021 0 obj << /parent 4020 0 r >> endobj 4018 0 obj << /first 4013 0 r /parent 4017 0 r >> endobj 4015 0 obj << /prev 4023 0 r /count 0 /title (4.3 experimental results) /dest [ 4 0 r /fitr 0 481 440 172 ] /parent 4024 0 r >> endobj 4024 0 obj << >> endobj 4023 0 obj << /parent 4025 0 r >> endobj 4025 0 obj << >> endobj 4014 0 obj << /first 4008 0 r /parent 4012 0 r >> endobj 4013 0 obj << /dest [ 4 0 r /fitr 0 143 440 0 ] /count 0 /title (4.1 data description) /next 4026 0 r /parent 4027 0 r >> endobj 4027 0 obj << >> endobj 4026 0 obj << /prev 4028 0 r /count 0 /title (4.2 experimental setup) /dest [ 4 0 r /fitr 0 623 440 314 ] /next 4029 0 r /parent 4025 0 r >> endobj 4029 0 obj << /prev 4023 0 r /count 0 /title (4.3 experimental results) /dest [ 4 0 r /fitr 0 481 440 172 ] /parent 4024 0 r >> endobj 4028 0 obj << /parent 4027 0 r >> endobj 4010 0 obj << /prev 4030 0 r /count 0 /title (3.4 semantic joint features) /dest [ 4 0 r /fitr 0 512 440 203 ] /parent 4031 0 r >> endobj 4031 0 obj << >> endobj 4030 0 obj << /parent 4032 0 r >> endobj 4032 0 obj << >> endobj 4009 0 obj << /parent 4007 0 r >> endobj 4008 0 obj << /dest [ 4 0 r /fitr 0 325 440 15 ] /count 0 /title (3.1 surface word features) /next 4033 0 r /parent 4034 0 r >> endobj 4034 0 obj << >> endobj 4033 0 obj << /prev 4035 0 r /count 0 /title (3.2 syntactic trunk features) /dest [ 4 0 r /fitr 0 146 440 0 ] /next 4036 0 r /parent 4037 0 r >> endobj 4037 0 obj << >> endobj 4036 0 obj << /prev 4038 0 r /count 0 /title (3.3 weighed word-embedding semantic extension) /dest [ 4 0 r /fitr 0 283 440 0 ] /next 4039 0 r /parent 4032 0 r >> endobj 4039 0 obj << /prev 4030 0 r /count 0 /title (3.4 semantic joint features) /dest [ 4 0 r /fitr 0 512 440 203 ] /parent 4031 0 r >> endobj 4038 0 obj << /parent 4037 0 r >> endobj 4035 0 obj << /parent 4034 0 r >> endobj 4005 0 obj << /parent 4004 0 r >> endobj 4002 0 obj << /parent 4001 0 r >> endobj 677 0 obj << /prev 4040 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 218 null ] /parent 4041 0 r >> endobj 4041 0 obj << >> endobj 4040 0 obj << /parent 4042 0 r >> endobj 4042 0 obj << >> endobj 676 0 obj << /first 670 0 r /parent 674 0 r >> endobj 675 0 obj << /dest [ 4 0 r /xyz 53 195 null ] /count 0 /title (1 introduction) /next 4043 0 r /parent 4044 0 r >> endobj 4044 0 obj << >> endobj 4043 0 obj << /prev 4045 0 r /count 0 /title (2 related work) /dest [ 4 0 r /xyz 53 424 null ] /next 4046 0 r /parent 4047 0 r >> endobj 4047 0 obj << >> endobj 4046 0 obj << /prev 4048 0 r /count 0 /title (3 system architecture) /dest [ 4 0 r /xyz 39 580 null ] /next 4049 0 r /parent 4050 0 r >> endobj 4050 0 obj << >> endobj 4049 0 obj << /first 4051 0 r /count 2 /prev 4052 0 r /last 4053 0 r /title (4 identifying comparative sentences from geographical texts) /next 4054 0 r /parent 4055 0 r /dest [ 4 0 r /xyz 53 622 null ] >> endobj 4055 0 obj << >> endobj 4054 0 obj << /prev 4056 0 r /count 0 /title (5 extracting comparative elements from the identified sentences) /dest [ 4 0 r /xyz 39 270 null ] /next 4057 0 r /parent 4058 0 r >> endobj 4058 0 obj << >> endobj 4057 0 obj << /first 4059 0 r /count 4 /prev 4060 0 r /last 4061 0 r /title (6 experiment) /next 4062 0 r /parent 4063 0 r /dest [ 4 0 r /xyz 53 415 null ] >> endobj 4063 0 obj << >> endobj 4062 0 obj << /prev 4064 0 r /count 0 /title (7 conclusion) /dest [ 4 0 r /xyz 39 485 null ] /next 4065 0 r /parent 4042 0 r >> endobj 4065 0 obj << /prev 4040 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 218 null ] /parent 4041 0 r >> endobj 4064 0 obj << /first 4059 0 r /parent 4063 0 r >> endobj 4061 0 obj << /prev 4066 0 r /count 0 /title (6.4 extracting comparative elements) /dest [ 4 0 r /xyz 53 622 null ] /parent 4067 0 r >> endobj 4067 0 obj << >> endobj 4066 0 obj << /parent 4068 0 r >> endobj 4068 0 obj << >> endobj 4060 0 obj << /parent 4058 0 r >> endobj 4059 0 obj << /dest [ 4 0 r /xyz 53 391 null ] /count 0 /title (6.1 datasets) /next 4069 0 r /parent 4070 0 r >> endobj 4070 0 obj << >> endobj 4069 0 obj << /prev 4071 0 r /count 0 /title (6.2 labeling) /dest [ 4 0 r /xyz 53 221 null ] /next 4072 0 r /parent 4073 0 r >> endobj 4073 0 obj << >> endobj 4072 0 obj << /prev 4074 0 r /count 0 /title (6.3 identifying comparative sentences) /dest [ 4 0 r /xyz 39 413 null ] /next 4075 0 r /parent 4068 0 r >> endobj 4075 0 obj << /prev 4066 0 r /count 0 /title (6.4 extracting comparative elements) /dest [ 4 0 r /xyz 53 622 null ] /parent 4067 0 r >> endobj 4074 0 obj << /parent 4073 0 r >> endobj 4071 0 obj << /parent 4070 0 r >> endobj 4056 0 obj << /first 4051 0 r /parent 4055 0 r >> endobj 4053 0 obj << /prev 4076 0 r /count 0 /title (4.2 filtering out non-comparative sentences) /dest [ 4 0 r /xyz 53 240 null ] /parent 4077 0 r >> endobj 4077 0 obj << >> endobj 4076 0 obj << /parent 4078 0 r >> endobj 4078 0 obj << >> endobj 4052 0 obj << /parent 4050 0 r >> endobj 4051 0 obj << /dest [ 4 0 r /xyz 53 530 null ] /count 0 /title (4.1 identifying candidate comparative sentences) /next 4079 0 r /parent 4078 0 r >> endobj 4079 0 obj << /prev 4076 0 r /count 0 /title (4.2 filtering out non-comparative sentences) /dest [ 4 0 r /xyz 53 240 null ] /parent 4077 0 r >> endobj 4048 0 obj << /parent 4047 0 r >> endobj 4045 0 obj << /parent 4044 0 r >> endobj 672 0 obj << /prev 4080 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 480 null ] /parent 4081 0 r >> endobj 4081 0 obj << >> endobj 4080 0 obj << /parent 4082 0 r >> endobj 4082 0 obj << >> endobj 671 0 obj << /first 665 0 r /parent 669 0 r >> endobj 670 0 obj << /dest [ 4 0 r /xyz 39 256 null ] /count 0 /title (1 introduction) /next 4083 0 r /parent 4084 0 r >> endobj 4084 0 obj << >> endobj 4083 0 obj << /first 4085 0 r /count 3 /prev 4086 0 r /last 4087 0 r /title (2 related work) /next 4088 0 r /parent 4089 0 r /dest [ 4 0 r /xyz 53 239 null ] >> endobj 4089 0 obj << >> endobj 4088 0 obj << /first 4090 0 r /count 4 /prev 4091 0 r /last 4092 0 r /title (3 model) /next 4093 0 r /parent 4094 0 r /dest [ 4 0 r /xyz 53 585 null ] >> endobj 4094 0 obj << >> endobj 4093 0 obj << /first 4095 0 r /count 5 /prev 4096 0 r /last 4097 0 r /title (4 experiment) /next 4098 0 r /parent 4099 0 r /dest [ 4 0 r /xyz 53 426 null ] >> endobj 4099 0 obj << >> endobj 4098 0 obj << /prev 4100 0 r /count 0 /title (5 conclusion and future work) /dest [ 4 0 r /xyz 39 171 null ] /next 4101 0 r /parent 4082 0 r >> endobj 4101 0 obj << /prev 4080 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 480 null ] /parent 4081 0 r >> endobj 4100 0 obj << /first 4095 0 r /parent 4099 0 r >> endobj 4097 0 obj << /prev 4102 0 r /count 0 /title (4.5 experimental results) /dest [ 4 0 r /xyz 39 317 null ] /parent 4103 0 r >> endobj 4103 0 obj << >> endobj 4102 0 obj << /parent 4104 0 r >> endobj 4104 0 obj << >> endobj 4096 0 obj << /first 4090 0 r /parent 4094 0 r >> endobj 4095 0 obj << /dest [ 4 0 r /xyz 53 400 null ] /count 0 /title (4.1 dataset) /next 4105 0 r /parent 4106 0 r >> endobj 4106 0 obj << >> endobj 4105 0 obj << /prev 4107 0 r /count 0 /title (4.2 baselines) /dest [ 4 0 r /xyz 39 547 null ] /next 4108 0 r /parent 4109 0 r >> endobj 4109 0 obj << >> endobj 4108 0 obj << /prev 4110 0 r /count 0 /title (4.3 evaluation criteria) /dest [ 4 0 r /xyz 39 142 null ] /next 4111 0 r /parent 4112 0 r >> endobj 4112 0 obj << >> endobj 4111 0 obj << /prev 4113 0 r /count 0 /title (4.4 experimental settings) /dest [ 4 0 r /xyz 53 402 null ] /next 4114 0 r /parent 4104 0 r >> endobj 4114 0 obj << /prev 4102 0 r /count 0 /title (4.5 experimental results) /dest [ 4 0 r /xyz 39 317 null ] /parent 4103 0 r >> endobj 4113 0 obj << /parent 4112 0 r >> endobj 4110 0 obj << /parent 4109 0 r >> endobj 4107 0 obj << /parent 4106 0 r >> endobj 4092 0 obj << /prev 4115 0 r /count 0 /title (3.4 attention calculation) /dest [ 4 0 r /xyz 53 622 null ] /parent 4116 0 r >> endobj 4116 0 obj << >> endobj 4115 0 obj << /parent 4117 0 r >> endobj 4117 0 obj << >> endobj 4091 0 obj << /first 4085 0 r /parent 4089 0 r >> endobj 4090 0 obj << /dest [ 4 0 r /xyz 53 462 null ] /count 0 /title (3.1 the problem) /next 4118 0 r /parent 4119 0 r >> endobj 4119 0 obj << >> endobj 4118 0 obj << /prev 4120 0 r /count 0 /title (3.2 user community metadata ) /dest [ 4 0 r /xyz 53 346 null ] /next 4121 0 r /parent 4122 0 r >> endobj 4122 0 obj << >> endobj 4121 0 obj << /prev 4123 0 r /count 0 /title (3.3 model illustration) /dest [ 4 0 r /xyz 39 426 null ] /next 4124 0 r /parent 4117 0 r >> endobj 4124 0 obj << /prev 4115 0 r /count 0 /title (3.4 attention calculation) /dest [ 4 0 r /xyz 53 622 null ] /parent 4116 0 r >> endobj 4123 0 obj << /parent 4122 0 r >> endobj 4120 0 obj << /parent 4119 0 r >> endobj 4087 0 obj << /prev 4125 0 r /count 0 /title (2.3 attention mechanism) /dest [ 4 0 r /xyz 39 208 null ] /parent 4126 0 r >> endobj 4126 0 obj << >> endobj 4125 0 obj << /parent 4127 0 r >> endobj 4127 0 obj << >> endobj 4086 0 obj << /parent 4084 0 r >> endobj 4085 0 obj << /dest [ 4 0 r /xyz 53 213 null ] /count 0 /title (2.1 deep semantic matching) /next 4128 0 r /parent 4129 0 r >> endobj 4129 0 obj << >> endobj 4128 0 obj << /prev 4130 0 r /count 0 /title (2.2 network representation learning) /dest [ 4 0 r /xyz 39 534 null ] /next 4131 0 r /parent 4127 0 r >> endobj 4131 0 obj << /prev 4125 0 r /count 0 /title (2.3 attention mechanism) /dest [ 4 0 r /xyz 39 208 null ] /parent 4126 0 r >> endobj 4130 0 obj << /parent 4129 0 r >> endobj 667 0 obj << /prev 4132 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 552 null ] /parent 4133 0 r >> endobj 4133 0 obj << >> endobj 4132 0 obj << /parent 4134 0 r >> endobj 4134 0 obj << >> endobj 666 0 obj << /parent 664 0 r >> endobj 665 0 obj << /dest [ 4 0 r /xyz 53 265 null ] /count 0 /title (1 introduction) /next 4135 0 r /parent 4136 0 r >> endobj 4136 0 obj << >> endobj 4135 0 obj << /first 4137 0 r /count 2 /prev 4138 0 r /last 4139 0 r /title (2 task definition) /next 4140 0 r /parent 4141 0 r /dest [ 4 0 r /xyz 53 285 null ] >> endobj 4141 0 obj << >> endobj 4140 0 obj << /prev 4142 0 r /count 0 /title (3 pure template-based method) /dest [ 4 0 r /xyz 39 347 null ] /next 4143 0 r /parent 4144 0 r >> endobj 4144 0 obj << >> endobj 4143 0 obj << /first 4145 0 r /count 3 /prev 4146 0 r /last 4147 0 r /title (4 template-based neural generation) /next 4148 0 r /parent 4149 0 r /dest [ 4 0 r /xyz 53 290 null ] >> endobj 4149 0 obj << >> endobj 4148 0 obj << /first 4150 0 r /count 5 /prev 4151 0 r /last 4152 0 r /title (5 experiments) /next 4153 0 r /parent 4154 0 r /dest [ 4 0 r /xyz 53 119 null ] >> endobj 4154 0 obj << >> endobj 4153 0 obj << /prev 4155 0 r /count 0 /title (6 conclusion) /dest [ 4 0 r /xyz 53 222 null ] /next 4156 0 r /parent 4134 0 r >> endobj 4156 0 obj << /prev 4132 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 552 null ] /parent 4133 0 r >> endobj 4155 0 obj << /first 4150 0 r /parent 4154 0 r >> endobj 4152 0 obj << /prev 4157 0 r /count 0 /title (5.5 proposed kbqa corpus) /dest [ 4 0 r /xyz 53 559 null ] /parent 4158 0 r >> endobj 4158 0 obj << >> endobj 4157 0 obj << /parent 4159 0 r >> endobj 4159 0 obj << >> endobj 4151 0 obj << /first 4145 0 r /parent 4149 0 r >> endobj 4150 0 obj << /dest [ 4 0 r /xyz 39 580 null ] /count 0 /title (5.1 dataset and evaluation metrics) /next 4160 0 r /parent 4161 0 r >> endobj 4161 0 obj << >> endobj 4160 0 obj << /prev 4162 0 r /count 0 /title (5.2 experiment setup) /dest [ 4 0 r /xyz 39 247 null ] /next 4163 0 r /parent 4164 0 r >> endobj 4164 0 obj << >> endobj 4163 0 obj << /prev 4165 0 r /count 0 /title (5.3 quality analysis) /dest [ 4 0 r /xyz 53 569 null ] /next 4166 0 r /parent 4167 0 r >> endobj 4167 0 obj << >> endobj 4166 0 obj << /prev 4168 0 r /count 0 /title (5.4 study on diversity) /dest [ 4 0 r /xyz 39 622 null ] /next 4169 0 r /parent 4159 0 r >> endobj 4169 0 obj << /prev 4157 0 r /count 0 /title (5.5 proposed kbqa corpus) /dest [ 4 0 r /xyz 53 559 null ] /parent 4158 0 r >> endobj 4168 0 obj << /parent 4167 0 r >> endobj 4165 0 obj << /parent 4164 0 r >> endobj 4162 0 obj << /parent 4161 0 r >> endobj 4147 0 obj << /prev 4170 0 r /count 0 /title (4.3 template-based seq2seq) /dest [ 4 0 r /xyz 53 284 null ] /parent 4171 0 r >> endobj 4171 0 obj << >> endobj 4170 0 obj << /parent 4172 0 r >> endobj 4172 0 obj << >> endobj 4146 0 obj << /parent 4144 0 r >> endobj 4145 0 obj << /dest [ 4 0 r /xyz 53 163 null ] /count 0 /title (4.1 triple encoder) /next 4173 0 r /parent 4174 0 r >> endobj 4174 0 obj << >> endobj 4173 0 obj << /prev 4175 0 r /count 0 /title (4.2 template decoder) /dest [ 4 0 r /xyz 39 276 null ] /next 4176 0 r /parent 4172 0 r >> endobj 4176 0 obj << /prev 4170 0 r /count 0 /title (4.3 template-based seq2seq) /dest [ 4 0 r /xyz 53 284 null ] /parent 4171 0 r >> endobj 4175 0 obj << /parent 4174 0 r >> endobj 4142 0 obj << /first 4137 0 r /parent 4141 0 r >> endobj 4139 0 obj << /prev 4177 0 r /count 0 /title (2.2 generating questions from triples) /dest [ 4 0 r /xyz 39 512 null ] /parent 4178 0 r >> endobj 4178 0 obj << >> endobj 4177 0 obj << /parent 4179 0 r >> endobj 4179 0 obj << >> endobj 4138 0 obj << /parent 4136 0 r >> endobj 4137 0 obj << /dest [ 4 0 r /xyz 53 217 null ] /count 0 /title (2.1 knowledge bases) /next 4180 0 r /parent 4179 0 r >> endobj 4180 0 obj << /prev 4177 0 r /count 0 /title (2.2 generating questions from triples) /dest [ 4 0 r /xyz 39 512 null ] /parent 4178 0 r >> endobj 662 0 obj << /first 657 0 r /parent 661 0 r >> endobj 659 0 obj << /prev 4181 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 364 440 53 ] /parent 4182 0 r >> endobj 4182 0 obj << >> endobj 4181 0 obj << /parent 4183 0 r >> endobj 4183 0 obj << >> endobj 658 0 obj << /first 652 0 r /parent 656 0 r >> endobj 657 0 obj << /dest [ 4 0 r /fitr 0 513 440 203 ] /count 0 /title (abstract) /next 4184 0 r /parent 4185 0 r >> endobj 4185 0 obj << >> endobj 4184 0 obj << /first 4186 0 r /count 2 /prev 4187 0 r /last 4188 0 r /title (1 introduction) /next 4189 0 r /parent 4190 0 r /dest [ 4 0 r /fitr 0 316 440 5 ] >> endobj 4190 0 obj << >> endobj 4189 0 obj << /first 4191 0 r /count 2 /prev 4192 0 r /last 4193 0 r /title (2 method) /next 4194 0 r /parent 4195 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 4195 0 obj << >> endobj 4194 0 obj << /first 4196 0 r /count 2 /prev 4197 0 r /last 4198 0 r /title (3 experiments and results analysis) /next 4199 0 r /parent 4200 0 r /dest [ 4 0 r /fitr 0 623 440 312 ] >> endobj 4200 0 obj << >> endobj 4199 0 obj << /prev 4201 0 r /count 0 /title (4 conclusion and future work) /dest [ 4 0 r /fitr 0 623 440 312 ] /next 4202 0 r /parent 4203 0 r >> endobj 4203 0 obj << >> endobj 4202 0 obj << /prev 4204 0 r /count 0 /title (acknowledgments) /dest [ 4 0 r /fitr 0 419 440 110 ] /next 4205 0 r /parent 4183 0 r >> endobj 4205 0 obj << /prev 4181 0 r /count 0 /title (references) /dest [ 4 0 r /fitr 0 364 440 53 ] /parent 4182 0 r >> endobj 4204 0 obj << /parent 4203 0 r >> endobj 4201 0 obj << /first 4196 0 r /parent 4200 0 r >> endobj 4198 0 obj << /prev 4206 0 r /count 0 /title (3.2 subtask two) /dest [ 4 0 r /fitr 0 225 440 0 ] /parent 4207 0 r >> endobj 4207 0 obj << >> endobj 4206 0 obj << /parent 4208 0 r >> endobj 4208 0 obj << >> endobj 4197 0 obj << /first 4191 0 r /parent 4195 0 r >> endobj 4196 0 obj << /dest [ 4 0 r /fitr 0 598 440 288 ] /count 0 /title (3.1 subtask one) /next 4209 0 r /parent 4208 0 r >> endobj 4209 0 obj << /prev 4206 0 r /count 0 /title (3.2 subtask two) /dest [ 4 0 r /fitr 0 225 440 0 ] /parent 4207 0 r >> endobj 4193 0 obj << /prev 4210 0 r /count 0 /title (2.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 4211 0 r >> endobj 4211 0 obj << >> endobj 4210 0 obj << /parent 4212 0 r >> endobj 4212 0 obj << >> endobj 4192 0 obj << /first 4186 0 r /parent 4190 0 r >> endobj 4191 0 obj << /dest [ 4 0 r /fitr 0 598 440 288 ] /count 0 /title (2.1 subtask one) /next 4213 0 r /parent 4212 0 r >> endobj 4213 0 obj << /prev 4210 0 r /count 0 /title (2.2 subtask two) /dest [ 4 0 r /fitr 0 623 440 314 ] /parent 4211 0 r >> endobj 4188 0 obj << /prev 4214 0 r /count 0 /title (1.2 subtask two) /dest [ 4 0 r /fitr 0 321 440 11 ] /parent 4215 0 r >> endobj 4215 0 obj << >> endobj 4214 0 obj << /parent 4216 0 r >> endobj 4216 0 obj << >> endobj 4187 0 obj << /parent 4185 0 r >> endobj 4186 0 obj << /dest [ 4 0 r /fitr 0 120 440 0 ] /count 0 /title (1.1 subtask one) /next 4217 0 r /parent 4216 0 r >> endobj 4217 0 obj << /prev 4214 0 r /count 0 /title (1.2 subtask two) /dest [ 4 0 r /fitr 0 321 440 11 ] /parent 4215 0 r >> endobj 654 0 obj << /prev 4218 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 350 null ] /parent 4219 0 r >> endobj 4219 0 obj << >> endobj 4218 0 obj << /parent 4220 0 r >> endobj 4220 0 obj << >> endobj 653 0 obj << /first 647 0 r /parent 651 0 r >> endobj 652 0 obj << /dest [ 4 0 r /xyz 53 312 null ] /count 0 /title (1 introduction) /next 4221 0 r /parent 4222 0 r >> endobj 4222 0 obj << >> endobj 4221 0 obj << /first 4223 0 r /count 7 /prev 4224 0 r /last 4225 0 r /title (2 system architecture) /next 4226 0 r /parent 4227 0 r /dest [ 4 0 r /xyz 39 514 null ] >> endobj 4227 0 obj << >> endobj 4226 0 obj << /first 4228 0 r /count 4 /prev 4229 0 r /last 4230 0 r /title (3 experiments) /next 4231 0 r /parent 4232 0 r /dest [ 4 0 r /xyz 53 509 null ] >> endobj 4232 0 obj << >> endobj 4231 0 obj << /prev 4233 0 r /count 0 /title (4 conclusions) /dest [ 4 0 r /xyz 53 511 null ] /next 4234 0 r /parent 4220 0 r >> endobj 4234 0 obj << /prev 4218 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 350 null ] /parent 4219 0 r >> endobj 4233 0 obj << /first 4228 0 r /parent 4232 0 r >> endobj 4230 0 obj << /prev 4235 0 r /count 0 /title (3.4 analysis of the ensemble module) /dest [ 4 0 r /xyz 53 622 null ] /parent 4236 0 r >> endobj 4236 0 obj << >> endobj 4235 0 obj << /parent 4237 0 r >> endobj 4237 0 obj << >> endobj 4229 0 obj << /first 4223 0 r /parent 4227 0 r >> endobj 4228 0 obj << /dest [ 4 0 r /xyz 53 483 null ] /count 0 /title (3.1 experimental setup) /next 4238 0 r /parent 4239 0 r >> endobj 4239 0 obj << >> endobj 4238 0 obj << /prev 4240 0 r /count 0 /title (3.2 results) /dest [ 4 0 r /xyz 53 139 null ] /next 4241 0 r /parent 4242 0 r >> endobj 4242 0 obj << >> endobj 4241 0 obj << /prev 4243 0 r /count 0 /title (3.3 case study of the seq2seq results) /dest [ 4 0 r /xyz 39 161 null ] /next 4244 0 r /parent 4237 0 r >> endobj 4244 0 obj << /prev 4235 0 r /count 0 /title (3.4 analysis of the ensemble module) /dest [ 4 0 r /xyz 53 622 null ] /parent 4236 0 r >> endobj 4243 0 obj << /parent 4242 0 r >> endobj 4240 0 obj << /parent 4239 0 r >> endobj 4225 0 obj << /prev 4245 0 r /count 0 /title (2.7 ensemble) /dest [ 4 0 r /xyz 39 225 null ] /parent 4246 0 r >> endobj 4246 0 obj << >> endobj 4245 0 obj << /parent 4247 0 r >> endobj 4247 0 obj << >> endobj 4224 0 obj << /parent 4222 0 r >> endobj 4223 0 obj << /dest [ 4 0 r /xyz 39 418 null ] /count 0 /title (2.1 overview) /next 4248 0 r /parent 4249 0 r >> endobj 4249 0 obj << >> endobj 4248 0 obj << /prev 4250 0 r /count 0 /title (2.2 data preprocessing) /dest [ 4 0 r /xyz 53 342 null ] /next 4251 0 r /parent 4252 0 r >> endobj 4252 0 obj << >> endobj 4251 0 obj << /prev 4253 0 r /count 0 /title (2.3 candidates selecting) /dest [ 4 0 r /xyz 53 126 null ] /next 4254 0 r /parent 4255 0 r >> endobj 4255 0 obj << >> endobj 4254 0 obj << /prev 4256 0 r /count 0 /title (2.4 embedding pre-training) /dest [ 4 0 r /xyz 39 277 null ] /next 4257 0 r /parent 4258 0 r >> endobj 4258 0 obj << >> endobj 4257 0 obj << /prev 4259 0 r /count 0 /title (2.5 learn-to-rank model) /dest [ 4 0 r /xyz 53 246 null ] /next 4260 0 r /parent 4261 0 r >> endobj 4261 0 obj << >> endobj 4260 0 obj << /prev 4262 0 r /count 0 /title (2.6 generation-based method) /dest [ 4 0 r /xyz 53 462 null ] /next 4263 0 r /parent 4247 0 r >> endobj 4263 0 obj << /prev 4245 0 r /count 0 /title (2.7 ensemble) /dest [ 4 0 r /xyz 39 225 null ] /parent 4246 0 r >> endobj 4262 0 obj << /parent 4261 0 r >> endobj 4259 0 obj << /parent 4258 0 r >> endobj 4256 0 obj << /parent 4255 0 r >> endobj 4253 0 obj << /parent 4252 0 r >> endobj 4250 0 obj << /parent 4249 0 r >> endobj 649 0 obj << /prev 4264 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 213 null ] /parent 4265 0 r >> endobj 4265 0 obj << >> endobj 4264 0 obj << /parent 4266 0 r >> endobj 4266 0 obj << >> endobj 648 0 obj << /first 642 0 r /parent 646 0 r >> endobj 647 0 obj << /dest [ 4 0 r /xyz 39 350 null ] /count 0 /title (1 introduction) /next 4267 0 r /parent 4268 0 r >> endobj 4268 0 obj << >> endobj 4267 0 obj << /first 4269 0 r /count 2 /prev 4270 0 r /last 4271 0 r /title (2 related work) /next 4272 0 r /parent 4273 0 r /dest [ 4 0 r /xyz 53 474 null ] >> endobj 4273 0 obj << >> endobj 4272 0 obj << /first 4274 0 r /count 4 /prev 4275 0 r /last 4276 0 r /title (3 proposed model) /next 4277 0 r /parent 4278 0 r /dest [ 4 0 r /xyz 39 510 null ] >> endobj 4278 0 obj << >> endobj 4277 0 obj << /first 4279 0 r /count 3 /prev 4280 0 r /last 4281 0 r /title (4 experiments) /next 4282 0 r /parent 4283 0 r /dest [ 4 0 r /xyz 53 338 null ] >> endobj 4283 0 obj << >> endobj 4282 0 obj << /prev 4284 0 r /count 0 /title (5 conclusion) /dest [ 4 0 r /xyz 53 363 null ] /next 4285 0 r /parent 4266 0 r >> endobj 4285 0 obj << /prev 4264 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 53 213 null ] /parent 4265 0 r >> endobj 4284 0 obj << /first 4279 0 r /parent 4283 0 r >> endobj 4281 0 obj << /prev 4286 0 r /count 0 /title (4.3 error analysis) /dest [ 4 0 r /xyz 53 521 null ] /parent 4287 0 r >> endobj 4287 0 obj << >> endobj 4286 0 obj << /parent 4288 0 r >> endobj 4288 0 obj << >> endobj 4280 0 obj << /first 4274 0 r /parent 4278 0 r >> endobj 4279 0 obj << /dest [ 4 0 r /xyz 53 151 null ] /count 0 /title (4.1 data and setup) /next 4289 0 r /parent 4290 0 r >> endobj 4290 0 obj << >> endobj 4289 0 obj << /prev 4291 0 r /count 0 /title (4.2 results) /dest [ 4 0 r /xyz 39 407 null ] /next 4292 0 r /parent 4288 0 r >> endobj 4292 0 obj << /prev 4286 0 r /count 0 /title (4.3 error analysis) /dest [ 4 0 r /xyz 53 521 null ] /parent 4287 0 r >> endobj 4291 0 obj << /parent 4290 0 r >> endobj 4276 0 obj << /prev 4293 0 r /count 0 /title (3.4 model training) /dest [ 4 0 r /xyz 53 483 null ] /parent 4294 0 r >> endobj 4294 0 obj << >> endobj 4293 0 obj << /parent 4295 0 r >> endobj 4295 0 obj << >> endobj 4275 0 obj << /first 4269 0 r /parent 4273 0 r >> endobj 4274 0 obj << /dest [ 4 0 r /xyz 39 482 null ] /count 0 /title (3.1 overview) /next 4296 0 r /parent 4297 0 r >> endobj 4297 0 obj << >> endobj 4296 0 obj << /prev 4298 0 r /count 0 /title (3.2 hierarchical lstm) /dest [ 4 0 r /xyz 53 508 null ] /next 4299 0 r /parent 4300 0 r >> endobj 4300 0 obj << >> endobj 4299 0 obj << /prev 4301 0 r /count 0 /title (3.3 memory augmented hierarchial lstm) /dest [ 4 0 r /xyz 39 482 null ] /next 4302 0 r /parent 4295 0 r >> endobj 4302 0 obj << /prev 4293 0 r /count 0 /title (3.4 model training) /dest [ 4 0 r /xyz 53 483 null ] /parent 4294 0 r >> endobj 4301 0 obj << /parent 4300 0 r >> endobj 4298 0 obj << /parent 4297 0 r >> endobj 4271 0 obj << /prev 4303 0 r /count 0 /title (2.2 memory network) /dest [ 4 0 r /xyz 53 185 null ] /parent 4304 0 r >> endobj 4304 0 obj << >> endobj 4303 0 obj << /parent 4305 0 r >> endobj 4305 0 obj << >> endobj 4270 0 obj << /parent 4268 0 r >> endobj 4269 0 obj << /dest [ 4 0 r /xyz 53 451 null ] /count 0 /title (2.1 dialogue act classification) /next 4306 0 r /parent 4305 0 r >> endobj 4306 0 obj << /prev 4303 0 r /count 0 /title (2.2 memory network) /dest [ 4 0 r /xyz 53 185 null ] /parent 4304 0 r >> endobj 644 0 obj << /prev 4307 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 479 null ] /parent 4308 0 r >> endobj 4308 0 obj << >> endobj 4307 0 obj << /parent 4309 0 r >> endobj 4309 0 obj << >> endobj 643 0 obj << /first 637 0 r /parent 641 0 r >> endobj 642 0 obj << /dest [ 4 0 r /xyz 53 219 null ] /count 0 /title (1 introduction) /next 4310 0 r /parent 4311 0 r >> endobj 4311 0 obj << >> endobj 4310 0 obj << /first 4312 0 r /count 3 /prev 4313 0 r /last 4314 0 r /title (2 model) /next 4315 0 r /parent 4316 0 r /dest [ 4 0 r /xyz 53 485 null ] >> endobj 4316 0 obj << >> endobj 4315 0 obj << /first 4317 0 r /count 4 /prev 4318 0 r /last 4319 0 r /title (3 experiments) /next 4320 0 r /parent 4321 0 r /dest [ 4 0 r /xyz 39 505 null ] >> endobj 4321 0 obj << >> endobj 4320 0 obj << /prev 4322 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 53 121 null ] /next 4323 0 r /parent 4309 0 r >> endobj 4323 0 obj << /prev 4307 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 479 null ] /parent 4308 0 r >> endobj 4322 0 obj << /first 4317 0 r /parent 4321 0 r >> endobj 4319 0 obj << /prev 4324 0 r /count 0 /title (3.4 dialogue embedding analysis) /dest [ 4 0 r /xyz 39 146 null ] /parent 4325 0 r >> endobj 4325 0 obj << >> endobj 4324 0 obj << /parent 4326 0 r >> endobj 4326 0 obj << >> endobj 4318 0 obj << /first 4312 0 r /parent 4316 0 r >> endobj 4317 0 obj << /dest [ 4 0 r /xyz 39 479 null ] /count 0 /title (3.1 experimental settings) /next 4327 0 r /parent 4328 0 r >> endobj 4328 0 obj << >> endobj 4327 0 obj << /prev 4329 0 r /count 0 /title (3.2 model comparison) /dest [ 4 0 r /xyz 39 622 null ] /next 4330 0 r /parent 4331 0 r >> endobj 4331 0 obj << >> endobj 4330 0 obj << /prev 4332 0 r /count 0 /title (3.3 hyper-parameter analysis) /dest [ 4 0 r /xyz 53 558 null ] /next 4333 0 r /parent 4326 0 r >> endobj 4333 0 obj << /prev 4324 0 r /count 0 /title (3.4 dialogue embedding analysis) /dest [ 4 0 r /xyz 39 146 null ] /parent 4325 0 r >> endobj 4332 0 obj << /parent 4331 0 r >> endobj 4329 0 obj << /parent 4328 0 r >> endobj 4314 0 obj << /prev 4334 0 r /count 0 /title (2.3 learning method) /dest [ 4 0 r /xyz 53 334 null ] /parent 4335 0 r >> endobj 4335 0 obj << >> endobj 4334 0 obj << /parent 4336 0 r >> endobj 4336 0 obj << >> endobj 4313 0 obj << /parent 4311 0 r >> endobj 4312 0 obj << /dest [ 4 0 r /xyz 53 406 null ] /count 0 /title (2.1 overview) /next 4337 0 r /parent 4338 0 r >> endobj 4338 0 obj << >> endobj 4337 0 obj << /prev 4339 0 r /count 0 /title (2.2 turn embedding and dialogue embedding) /dest [ 4 0 r /xyz 39 331 null ] /next 4340 0 r /parent 4336 0 r >> endobj 4340 0 obj << /prev 4334 0 r /count 0 /title (2.3 learning method) /dest [ 4 0 r /xyz 53 334 null ] /parent 4335 0 r >> endobj 4339 0 obj << /parent 4338 0 r >> endobj 639 0 obj << /prev 4341 0 r /count 0 /title (references) /dest [ 169 0 r /xyz 53 528 null ] /parent 4342 0 r >> endobj 4342 0 obj << >> endobj 4341 0 obj << /parent 4343 0 r >> endobj 4343 0 obj << >> endobj 638 0 obj << /first 632 0 r /parent 636 0 r >> endobj 637 0 obj << /dest [ 4 0 r /xyz 39 289 null ] /count 0 /title (1 introduction) /next 4344 0 r /parent 4345 0 r >> endobj 4345 0 obj << >> endobj 4344 0 obj << /first 4346 0 r /count 3 /prev 4347 0 r /last 4348 0 r /title (2 neural sentence summarization) /next 4349 0 r /parent 4350 0 r /dest [ 44 0 r /xyz 53 356 null ] >> endobj 4350 0 obj << >> endobj 4349 0 obj << /first 4351 0 r /count 2 /prev 4352 0 r /last 4353 0 r /title (3 our models) /next 4354 0 r /parent 4355 0 r /dest [ 60 0 r /xyz 39 232 null ] >> endobj 4355 0 obj << >> endobj 4354 0 obj << /first 4356 0 r /count 4 /prev 4357 0 r /last 4358 0 r /title (4 experiment) /next 4359 0 r /parent 4360 0 r /dest [ 102 0 r /xyz 39 408 null ] >> endobj 4360 0 obj << >> endobj 4359 0 obj << /prev 4361 0 r /count 0 /title (5 related work) /dest [ 156 0 r /xyz 39 461 null ] /next 4362 0 r /parent 4363 0 r >> endobj 4363 0 obj << >> endobj 4362 0 obj << /prev 4364 0 r /count 0 /title (6 conclusion) /dest [ 156 0 r /xyz 39 156 null ] /next 4365 0 r /parent 4343 0 r >> endobj 4365 0 obj << /prev 4341 0 r /count 0 /title (references) /dest [ 169 0 r /xyz 53 528 null ] /parent 4342 0 r >> endobj 4364 0 obj << /parent 4363 0 r >> endobj 4361 0 obj << /first 4356 0 r /parent 4360 0 r >> endobj 4358 0 obj << /prev 4366 0 r /count 0 /title (4.4 experimental results) /dest [ 137 0 r /xyz 39 326 null ] /parent 4367 0 r >> endobj 4367 0 obj << >> endobj 4366 0 obj << /parent 4368 0 r >> endobj 4368 0 obj << >> endobj 4357 0 obj << /first 4351 0 r /parent 4355 0 r >> endobj 4356 0 obj << /dest [ 102 0 r /xyz 39 385 null ] /count 0 /title (4.1 dataset) /next 4369 0 r /parent 4370 0 r >> endobj 4370 0 obj << >> endobj 4369 0 obj << /prev 4371 0 r /count 0 /title (4.2 implementation) /dest [ 102 0 r /xyz 39 268 null ] /next 4372 0 r /parent 4373 0 r >> endobj 4373 0 obj << >> endobj 4372 0 obj << /prev 4374 0 r /count 0 /title (4.3 training details) /dest [ 126 0 r /xyz 53 235 null ] /next 4375 0 r /parent 4368 0 r >> endobj 4375 0 obj << /prev 4366 0 r /count 0 /title (4.4 experimental results) /dest [ 137 0 r /xyz 39 326 null ] /parent 4367 0 r >> endobj 4374 0 obj << /parent 4373 0 r >> endobj 4371 0 obj << /parent 4370 0 r >> endobj 4353 0 obj << /prev 4376 0 r /count 0 /title (3.2 fusion of extractive summaries) /dest [ 68 0 r /xyz 53 188 null ] /parent 4377 0 r >> endobj 4377 0 obj << >> endobj 4376 0 obj << /parent 4378 0 r >> endobj 4378 0 obj << >> endobj 4352 0 obj << /first 4346 0 r /parent 4350 0 r >> endobj 4351 0 obj << /dest [ 68 0 r /xyz 53 472 null ] /count 0 /title (3.1 extractive summarization) /next 4379 0 r /parent 4378 0 r >> endobj 4379 0 obj << /prev 4376 0 r /count 0 /title (3.2 fusion of extractive summaries) /dest [ 68 0 r /xyz 53 188 null ] /parent 4377 0 r >> endobj 4348 0 obj << /prev 4380 0 r /count 0 /title (2.3 decoder) /dest [ 60 0 r /xyz 39 488 null ] /parent 4381 0 r >> endobj 4381 0 obj << >> endobj 4380 0 obj << /parent 4382 0 r >> endobj 4382 0 obj << >> endobj 4347 0 obj << /parent 4345 0 r >> endobj 4346 0 obj << /dest [ 44 0 r /xyz 53 242 null ] /count 0 /title (2.1 sequence-to-sequence model) /next 4383 0 r /parent 4384 0 r >> endobj 4384 0 obj << >> endobj 4383 0 obj << /prev 4385 0 r /count 0 /title (2.2 encoder) /dest [ 60 0 r /xyz 39 622 null ] /next 4386 0 r /parent 4382 0 r >> endobj 4386 0 obj << /prev 4380 0 r /count 0 /title (2.3 decoder) /dest [ 60 0 r /xyz 39 488 null ] /parent 4381 0 r >> endobj 4385 0 obj << /parent 4384 0 r >> endobj 634 0 obj << /prev 4387 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 529 null ] /parent 4388 0 r >> endobj 4388 0 obj << >> endobj 4387 0 obj << /parent 4389 0 r >> endobj 4389 0 obj << >> endobj 633 0 obj << /parent 631 0 r >> endobj 632 0 obj << /dest [ 4 0 r /xyz 53 276 null ] /count 0 /title (1 introduction) /next 4390 0 r /parent 4391 0 r >> endobj 4391 0 obj << >> endobj 4390 0 obj << /first 4392 0 r /count 2 /prev 4393 0 r /last 4394 0 r /title (2 models) /next 4395 0 r /parent 4396 0 r /dest [ 4 0 r /xyz 39 136 null ] >> endobj 4396 0 obj << >> endobj 4395 0 obj << /first 4397 0 r /count 4 /prev 4398 0 r /last 4399 0 r /title (3 experiments) /next 4400 0 r /parent 4401 0 r /dest [ 4 0 r /xyz 53 570 null ] >> endobj 4401 0 obj << >> endobj 4400 0 obj << /prev 4402 0 r /count 0 /title (4 conclusion) /dest [ 4 0 r /xyz 53 221 null ] /next 4403 0 r /parent 4389 0 r >> endobj 4403 0 obj << /prev 4387 0 r /count 0 /title (references) /dest [ 4 0 r /xyz 39 529 null ] /parent 4388 0 r >> endobj 4402 0 obj << /first 4397 0 r /parent 4401 0 r >> endobj 4399 0 obj << /prev 4404 0 r /count 0 /title (3.4 case study) /dest [ 4 0 r /xyz 39 221 null ] /parent 4405 0 r >> endobj 4405 0 obj << >> endobj 4404 0 obj << /parent 4406 0 r >> endobj 4406 0 obj << >> endobj 4398 0 obj << /first 4392 0 r /parent 4396 0 r >> endobj 4397 0 obj << /dest [ 4 0 r /xyz 53 491 null ] /count 0 /title (3.1 datasets and settings) /next 4407 0 r /parent 4408 0 r >> endobj 4408 0 obj << >> endobj 4407 0 obj << /prev 4409 0 r /count 0 /title (3.2 comparisons with recent work) /dest [ 4 0 r /xyz 39 622 null ] /next 4410 0 r /parent 4411 0 r >> endobj 4411 0 obj << >> endobj 4410 0 obj << /prev 4412 0 r /count 0 /title (3.3 tradeoff between multi-tasks) /dest [ 4 0 r /xyz 53 162 null ] /next 4413 0 r /parent 4406 0 r >> endobj 4413 0 obj << /prev 4404 0 r /count 0 /title (3.4 case study) /dest [ 4 0 r /xyz 39 221 null ] /parent 4405 0 r >> endobj 4412 0 obj << /parent 4411 0 r >> endobj 4409 0 obj << /parent 4408 0 r >> endobj 4394 0 obj << /prev 4414 0 r /count 0 /title (2.2 contextual hierarchical joint \(chj\) models) /dest [ 4 0 r /xyz 53 398 null ] /parent 4415 0 r >> endobj 4415 0 obj << >> endobj 4414 0 obj << /parent 4416 0 r >> endobj 4416 0 obj << >> endobj 4393 0 obj << /parent 4391 0 r >> endobj 4392 0 obj << /dest [ 4 0 r /xyz 53 622 null ] /count 0 /title (2.1 lstm) /next 4417 0 r /parent 4416 0 r >> endobj 4417 0 obj << /prev 4414 0 r /count 0 /title (2.2 contextual hierarchical joint \(chj\) models) /dest [ 4 0 r /xyz 53 398 null ] /parent 4415 0 r >> endobj 629 0 obj << /parent 628 0 r >> endobj 626 0 obj << /parent 625 0 r >> endobj 623 0 obj << /parent 622 0 r >> endobj 196 0 obj << /length 197 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 198 0 r >> stream x t�� endstream endobj 197 0 obj 11 endobj 198 0 obj << /procset [ /pdf ] >> endobj 202 0 obj << /length 203 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 204 0 r >> stream x t�� endstream endobj 203 0 obj 11 endobj 204 0 obj << /procset [ /pdf ] >> endobj 226 0 obj << /length 227 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 228 0 r >> stream x t�� endstream endobj 227 0 obj 11 endobj 228 0 obj << /procset [ /pdf ] >> endobj 214 0 obj << /length 215 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 216 0 r >> stream x t�� endstream endobj 215 0 obj 11 endobj 216 0 obj << /procset [ /pdf ] >> endobj 244 0 obj << /length 245 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 246 0 r >> stream x t�� endstream endobj 245 0 obj 11 endobj 246 0 obj << /procset [ /pdf ] >> endobj 256 0 obj << /length 257 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 258 0 r >> stream x t�� endstream endobj 257 0 obj 11 endobj 258 0 obj << /procset [ /pdf ] >> endobj 268 0 obj << /length 269 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 270 0 r >> stream x t�� endstream endobj 269 0 obj 11 endobj 270 0 obj << /procset [ /pdf ] >> endobj 484 0 obj << /length 485 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 486 0 r >> stream x t�� endstream endobj 485 0 obj 11 endobj 486 0 obj << /procset [ /pdf ] >> endobj 490 0 obj << /length 491 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 492 0 r >> stream x t�� endstream endobj 491 0 obj 11 endobj 492 0 obj << /procset [ /pdf ] >> endobj 304 0 obj << /length 305 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 306 0 r >> stream x t�� endstream endobj 305 0 obj 11 endobj 306 0 obj << /procset [ /pdf ] >> endobj 316 0 obj << /length 317 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 318 0 r >> stream x t�� endstream endobj 317 0 obj 11 endobj 318 0 obj << /procset [ /pdf ] >> endobj 328 0 obj << /length 329 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 330 0 r >> stream x t�� endstream endobj 329 0 obj 11 endobj 330 0 obj << /procset [ /pdf ] >> endobj 292 0 obj << /length 293 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 294 0 r >> stream x t�� endstream endobj 293 0 obj 11 endobj 294 0 obj << /procset [ /pdf ] >> endobj 352 0 obj << /length 353 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 354 0 r >> stream x t�� endstream endobj 353 0 obj 11 endobj 354 0 obj << /procset [ /pdf ] >> endobj 364 0 obj << /length 365 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 366 0 r >> stream x t�� endstream endobj 365 0 obj 11 endobj 366 0 obj << /procset [ /pdf ] >> endobj 376 0 obj << /length 377 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 378 0 r >> stream x t�� endstream endobj 377 0 obj 11 endobj 378 0 obj << /procset [ /pdf ] >> endobj 388 0 obj << /length 389 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 390 0 r >> stream x t�� endstream endobj 389 0 obj 11 endobj 390 0 obj << /procset [ /pdf ] >> endobj 460 0 obj << /length 461 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 462 0 r >> stream x t�� endstream endobj 461 0 obj 11 endobj 462 0 obj << /procset [ /pdf ] >> endobj 412 0 obj << /length 413 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 414 0 r >> stream x t�� endstream endobj 413 0 obj 11 endobj 414 0 obj << /procset [ /pdf ] >> endobj 280 0 obj << /length 281 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 282 0 r >> stream x t�� endstream endobj 281 0 obj 11 endobj 282 0 obj << /procset [ /pdf ] >> endobj 340 0 obj << /length 341 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 342 0 r >> stream x t�� endstream endobj 341 0 obj 11 endobj 342 0 obj << /procset [ /pdf ] >> endobj 400 0 obj << /length 401 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 402 0 r >> stream x t�� endstream endobj 401 0 obj 11 endobj 402 0 obj << /procset [ /pdf ] >> endobj 454 0 obj << /length 455 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 456 0 r >> stream x t�� endstream endobj 455 0 obj 11 endobj 456 0 obj << /procset [ /pdf ] >> endobj 586 0 obj << /length 587 0 r /filter /flatedecode /type /xobject /subtype /form /formtype 1 /bbox [0 0 0 0] /resources 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