id sid tid token lemma pos ital-12483 1 1 automated automate VERB ital-12483 1 2 fake fake ADJ ital-12483 1 3 news news NOUN ital-12483 1 4 detection detection NOUN ital-12483 1 5 in in ADP ital-12483 1 6 the the DET ital-12483 1 7 age age NOUN ital-12483 1 8 of of ADP ital-12483 1 9 digital digital ADJ ital-12483 1 10 libraries library NOUN ital-12483 1 11 article article NOUN ital-12483 1 12 automated automate VERB ital-12483 1 13 fake fake ADJ ital-12483 1 14 news news NOUN ital-12483 1 15 detection detection NOUN ital-12483 1 16 in in ADP ital-12483 1 17 the the DET ital-12483 1 18 age age NOUN ital-12483 1 19 of of ADP ital-12483 1 20 digital digital ADJ ital-12483 1 21 libraries library NOUN ital-12483 1 22 uğur uğur ADJ ital-12483 1 23 mertoğlu mertoğlu NOUN ital-12483 1 24 and and CCONJ ital-12483 1 25 burkay burkay PROPN ital-12483 1 26 genç genç ADJ ital-12483 1 27 information information NOUN ital-12483 1 28 technology technology NOUN ital-12483 1 29 and and CCONJ ital-12483 1 30 libraries library NOUN ital-12483 1 31 | | NOUN ital-12483 1 32 december december PROPN ital-12483 1 33 2020 2020 NUM ital-12483 2 1 https://doi.org/10.6017/ital.v39i4.12483 https://doi.org/10.6017/ital.v39i4.12483 PROPN ital-12483 2 2 uğur uğur PROPN ital-12483 2 3 mertoğlu mertoğlu PROPN ital-12483 2 4 ( ( PUNCT ital-12483 2 5 umertoglu@hacettepe.edu.tr umertoglu@hacettepe.edu.tr INTJ ital-12483 2 6 ) ) PUNCT ital-12483 2 7 is be AUX ital-12483 2 8 a a DET ital-12483 2 9 phd phd NOUN ital-12483 2 10 candidate candidate NOUN ital-12483 2 11 , , PUNCT ital-12483 2 12 hacettepe hacettepe PROPN ital-12483 2 13 university university PROPN ital-12483 2 14 . . PUNCT ital-12483 3 1 burkay burkay PROPN ital-12483 3 2 genç genç PROPN ital-12483 3 3 ( ( PUNCT ital-12483 3 4 bgenc@cs.hacettepe.edu.tr bgenc@cs.hacettepe.edu.tr SPACE ital-12483 3 5 ) ) PUNCT ital-12483 3 6 is be AUX ital-12483 3 7 assistant assistant NOUN ital-12483 3 8 professor professor NOUN ital-12483 3 9 , , PUNCT ital-12483 3 10 hacettepe hacettepe PROPN ital-12483 3 11 university university PROPN ital-12483 3 12 . . PUNCT ital-12483 4 1 © © ADJ ital-12483 4 2 2020 2020 NUM ital-12483 4 3 . . PUNCT ital-12483 5 1 abstract abstract ADV ital-12483 5 2 the the DET ital-12483 5 3 transformation transformation NOUN ital-12483 5 4 of of ADP ital-12483 5 5 printed print VERB ital-12483 5 6 media medium NOUN ital-12483 5 7 into into ADP ital-12483 5 8 the the DET ital-12483 5 9 digital digital ADJ ital-12483 5 10 environment environment NOUN ital-12483 5 11 and and CCONJ ital-12483 5 12 the the DET ital-12483 5 13 extensive extensive ADJ ital-12483 5 14 use use NOUN ital-12483 5 15 of of ADP ital-12483 5 16 social social ADJ ital-12483 5 17 media medium NOUN ital-12483 5 18 have have AUX ital-12483 5 19 changed change VERB ital-12483 5 20 the the DET ital-12483 5 21 concept concept NOUN ital-12483 5 22 of of ADP ital-12483 5 23 media medium NOUN ital-12483 5 24 literacy literacy NOUN ital-12483 5 25 and and CCONJ ital-12483 5 26 people people NOUN ital-12483 5 27 ’s ’s PART ital-12483 5 28 habits habit NOUN ital-12483 5 29 of of ADP ital-12483 5 30 news news NOUN ital-12483 5 31 consumption consumption NOUN ital-12483 5 32 . . PUNCT ital-12483 6 1 while while SCONJ ital-12483 6 2 online online ADJ ital-12483 6 3 news news NOUN ital-12483 6 4 is be AUX ital-12483 6 5 faster fast ADJ ital-12483 6 6 , , PUNCT ital-12483 6 7 easier easy ADJ ital-12483 6 8 , , PUNCT ital-12483 6 9 comparatively comparatively ADV ital-12483 6 10 cheaper cheap ADJ ital-12483 6 11 , , PUNCT ital-12483 6 12 and and CCONJ ital-12483 6 13 offers offer VERB ital-12483 6 14 convenience convenience NOUN ital-12483 6 15 in in ADP ital-12483 6 16 terms term NOUN ital-12483 6 17 of of ADP ital-12483 6 18 people people NOUN ital-12483 6 19 's 's PART ital-12483 6 20 access access NOUN ital-12483 6 21 to to ADP ital-12483 6 22 information information NOUN ital-12483 6 23 , , PUNCT ital-12483 6 24 it it PRON ital-12483 6 25 speeds speed VERB ital-12483 6 26 up up ADP ital-12483 6 27 the the DET ital-12483 6 28 dissemination dissemination NOUN ital-12483 6 29 of of ADP ital-12483 6 30 fake fake ADJ ital-12483 6 31 news news NOUN ital-12483 6 32 . . PUNCT ital-12483 7 1 due due ADP ital-12483 7 2 to to ADP ital-12483 7 3 the the DET ital-12483 7 4 free free ADJ ital-12483 7 5 production production NOUN ital-12483 7 6 and and CCONJ ital-12483 7 7 consumption consumption NOUN ital-12483 7 8 of of ADP ital-12483 7 9 large large ADJ ital-12483 7 10 amounts amount NOUN ital-12483 7 11 of of ADP ital-12483 7 12 data data NOUN ital-12483 7 13 , , PUNCT ital-12483 7 14 fact fact NOUN ital-12483 7 15 - - PUNCT ital-12483 7 16 checking check VERB ital-12483 7 17 systems system NOUN ital-12483 7 18 powered power VERB ital-12483 7 19 by by ADP ital-12483 7 20 human human ADJ ital-12483 7 21 efforts effort NOUN ital-12483 7 22 are be AUX ital-12483 7 23 not not PART ital-12483 7 24 enough enough ADJ ital-12483 7 25 to to PART ital-12483 7 26 question question VERB ital-12483 7 27 the the DET ital-12483 7 28 credibility credibility NOUN ital-12483 7 29 of of ADP ital-12483 7 30 the the DET ital-12483 7 31 information information NOUN ital-12483 7 32 provided provide VERB ital-12483 7 33 , , PUNCT ital-12483 7 34 or or CCONJ ital-12483 7 35 to to PART ital-12483 7 36 prevent prevent VERB ital-12483 7 37 its its PRON ital-12483 7 38 rapid rapid ADJ ital-12483 7 39 dissemination dissemination NOUN ital-12483 7 40 like like ADP ital-12483 7 41 a a DET ital-12483 7 42 virus virus NOUN ital-12483 7 43 . . PUNCT ital-12483 8 1 libraries library NOUN ital-12483 8 2 , , PUNCT ital-12483 8 3 long long ADV ital-12483 8 4 known know VERB ital-12483 8 5 as as ADP ital-12483 8 6 sources source NOUN ital-12483 8 7 of of ADP ital-12483 8 8 trusted trust VERB ital-12483 8 9 information information NOUN ital-12483 8 10 , , PUNCT ital-12483 8 11 are be AUX ital-12483 8 12 facing face VERB ital-12483 8 13 challenges challenge NOUN ital-12483 8 14 caused cause VERB ital-12483 8 15 by by ADP ital-12483 8 16 misinformation misinformation NOUN ital-12483 8 17 as as SCONJ ital-12483 8 18 mentioned mention VERB ital-12483 8 19 in in ADP ital-12483 8 20 studies study NOUN ital-12483 8 21 about about ADP ital-12483 8 22 fake fake ADJ ital-12483 8 23 news news NOUN ital-12483 8 24 and and CCONJ ital-12483 8 25 libraries.1 libraries.1 NOUN ital-12483 8 26 considering consider VERB ital-12483 8 27 that that SCONJ ital-12483 8 28 libraries library NOUN ital-12483 8 29 are be AUX ital-12483 8 30 undergoing undergo VERB ital-12483 8 31 digitization digitization NOUN ital-12483 8 32 processes process NOUN ital-12483 8 33 all all ADV ital-12483 8 34 over over ADP ital-12483 8 35 the the DET ital-12483 8 36 world world NOUN ital-12483 8 37 and and CCONJ ital-12483 8 38 are be AUX ital-12483 8 39 providing provide VERB ital-12483 8 40 digital digital ADJ ital-12483 8 41 media medium NOUN ital-12483 8 42 to to ADP ital-12483 8 43 their their PRON ital-12483 8 44 users user NOUN ital-12483 8 45 , , PUNCT ital-12483 8 46 it it PRON ital-12483 8 47 is be AUX ital-12483 8 48 very very ADV ital-12483 8 49 likely likely ADJ ital-12483 8 50 that that SCONJ ital-12483 8 51 unverified unverifie VERB ital-12483 8 52 digital digital ADJ ital-12483 8 53 content content NOUN ital-12483 8 54 will will AUX ital-12483 8 55 be be AUX ital-12483 8 56 served serve VERB ital-12483 8 57 by by ADP ital-12483 8 58 world world NOUN ital-12483 8 59 ’s ’s PART ital-12483 8 60 libraries library NOUN ital-12483 8 61 . . PUNCT ital-12483 9 1 the the DET ital-12483 9 2 solution solution NOUN ital-12483 9 3 is be AUX ital-12483 9 4 to to PART ital-12483 9 5 develop develop VERB ital-12483 9 6 automated automate VERB ital-12483 9 7 mechanisms mechanism NOUN ital-12483 9 8 that that PRON ital-12483 9 9 can can AUX ital-12483 9 10 check check VERB ital-12483 9 11 the the DET ital-12483 9 12 credibility credibility NOUN ital-12483 9 13 of of ADP ital-12483 9 14 digital digital ADJ ital-12483 9 15 content content NOUN ital-12483 9 16 served serve VERB ital-12483 9 17 in in ADP ital-12483 9 18 libraries library NOUN ital-12483 9 19 without without ADP ital-12483 9 20 manual manual ADJ ital-12483 9 21 validation validation NOUN ital-12483 9 22 . . PUNCT ital-12483 10 1 for for ADP ital-12483 10 2 this this DET ital-12483 10 3 purpose purpose NOUN ital-12483 10 4 , , PUNCT ital-12483 10 5 we we PRON ital-12483 10 6 developed develop VERB ital-12483 10 7 an an DET ital-12483 10 8 automated automate VERB ital-12483 10 9 fake fake ADJ ital-12483 10 10 news news NOUN ital-12483 10 11 detection detection NOUN ital-12483 10 12 system system NOUN ital-12483 10 13 based base VERB ital-12483 10 14 on on ADP ital-12483 10 15 turkish turkish ADJ ital-12483 10 16 digital digital PROPN ital-12483 10 17 news news NOUN ital-12483 10 18 content content NOUN ital-12483 10 19 . . PUNCT ital-12483 11 1 our our PRON ital-12483 11 2 approach approach NOUN ital-12483 11 3 can can AUX ital-12483 11 4 be be AUX ital-12483 11 5 modified modify VERB ital-12483 11 6 for for ADP ital-12483 11 7 any any DET ital-12483 11 8 other other ADJ ital-12483 11 9 language language NOUN ital-12483 11 10 if if SCONJ ital-12483 11 11 there there PRON ital-12483 11 12 is be VERB ital-12483 11 13 labelled label VERB ital-12483 11 14 training training NOUN ital-12483 11 15 material material NOUN ital-12483 11 16 . . PUNCT ital-12483 12 1 this this DET ital-12483 12 2 model model NOUN ital-12483 12 3 can can AUX ital-12483 12 4 be be AUX ital-12483 12 5 integrated integrate VERB ital-12483 12 6 into into ADP ital-12483 12 7 libraries library NOUN ital-12483 12 8 ’ ' PUNCT ital-12483 12 9 digital digital ADJ ital-12483 12 10 systems system NOUN ital-12483 12 11 to to PART ital-12483 12 12 label label VERB ital-12483 12 13 served serve VERB ital-12483 12 14 news news NOUN ital-12483 12 15 content content NOUN ital-12483 12 16 as as ADP ital-12483 12 17 potentially potentially ADV ital-12483 12 18 fake fake ADJ ital-12483 12 19 whenever whenever SCONJ ital-12483 12 20 necessary necessary ADJ ital-12483 12 21 , , PUNCT ital-12483 12 22 preventing prevent VERB ital-12483 12 23 uncontrolled uncontrolled ADJ ital-12483 12 24 falsehood falsehood NOUN ital-12483 12 25 dissemination dissemination NOUN ital-12483 12 26 via via ADP ital-12483 12 27 libraries library NOUN ital-12483 12 28 . . PUNCT ital-12483 13 1 introduction introduction NOUN ital-12483 13 2 collins collins PROPN ital-12483 13 3 dictionary dictionary PROPN ital-12483 13 4 which which PRON ital-12483 13 5 chose choose VERB ital-12483 13 6 the the DET ital-12483 13 7 term term NOUN ital-12483 13 8 “ " PUNCT ital-12483 13 9 fake fake ADJ ital-12483 13 10 news news NOUN ital-12483 13 11 ” " PUNCT ital-12483 13 12 as as ADP ital-12483 13 13 the the DET ital-12483 13 14 “ " PUNCT ital-12483 13 15 word word NOUN ital-12483 13 16 of of ADP ital-12483 13 17 the the DET ital-12483 13 18 year year NOUN ital-12483 13 19 2017 2017 NUM ital-12483 13 20 , , PUNCT ital-12483 13 21 ” " PUNCT ital-12483 13 22 describes describe VERB ital-12483 13 23 news news NOUN ital-12483 13 24 as as SCONJ ital-12483 13 25 the the DET ital-12483 13 26 actual actual ADJ ital-12483 13 27 and and CCONJ ital-12483 13 28 objective objective ADJ ital-12483 13 29 presentation presentation NOUN ital-12483 13 30 of of ADP ital-12483 13 31 a a DET ital-12483 13 32 current current ADJ ital-12483 13 33 event event NOUN ital-12483 13 34 , , PUNCT ital-12483 13 35 information information NOUN ital-12483 13 36 , , PUNCT ital-12483 13 37 or or CCONJ ital-12483 13 38 situation situation NOUN ital-12483 13 39 that that PRON ital-12483 13 40 is be AUX ital-12483 13 41 published publish VERB ital-12483 13 42 in in ADP ital-12483 13 43 newspapers newspaper NOUN ital-12483 13 44 and and CCONJ ital-12483 13 45 broadcast broadcast VERB ital-12483 13 46 on on ADP ital-12483 13 47 radio radio NOUN ital-12483 13 48 , , PUNCT ital-12483 13 49 television television NOUN ital-12483 13 50 , , PUNCT ital-12483 13 51 or or CCONJ ital-12483 13 52 online.2 online.2 PROPN ital-12483 13 53 we we PRON ital-12483 13 54 are be AUX ital-12483 13 55 in in ADP ital-12483 13 56 an an DET ital-12483 13 57 era era NOUN ital-12483 13 58 where where SCONJ ital-12483 13 59 everything everything PRON ital-12483 13 60 goes go VERB ital-12483 13 61 online online ADV ital-12483 13 62 , , PUNCT ital-12483 13 63 and and CCONJ ital-12483 13 64 news news NOUN ital-12483 13 65 is be AUX ital-12483 13 66 not not PART ital-12483 13 67 an an DET ital-12483 13 68 exception exception NOUN ital-12483 13 69 . . PUNCT ital-12483 14 1 many many ADJ ital-12483 14 2 people people NOUN ital-12483 14 3 today today NOUN ital-12483 14 4 prefer prefer VERB ital-12483 14 5 to to PART ital-12483 14 6 read read VERB ital-12483 14 7 their their PRON ital-12483 14 8 daily daily ADJ ital-12483 14 9 news news NOUN ital-12483 14 10 online online ADV ital-12483 14 11 , , PUNCT ital-12483 14 12 because because SCONJ ital-12483 14 13 it it PRON ital-12483 14 14 is be AUX ital-12483 14 15 a a DET ital-12483 14 16 cost cost NOUN ital-12483 14 17 - - PUNCT ital-12483 14 18 effective effective ADJ ital-12483 14 19 and and CCONJ ital-12483 14 20 convenient convenient ADJ ital-12483 14 21 way way NOUN ital-12483 14 22 to to PART ital-12483 14 23 remain remain VERB ital-12483 14 24 up up ADP ital-12483 14 25 to to ADP ital-12483 14 26 date date NOUN ital-12483 14 27 . . PUNCT ital-12483 15 1 although although SCONJ ital-12483 15 2 this this DET ital-12483 15 3 convenience convenience NOUN ital-12483 15 4 has have VERB ital-12483 15 5 lucrative lucrative ADJ ital-12483 15 6 benefits benefit NOUN ital-12483 15 7 for for ADP ital-12483 15 8 society society NOUN ital-12483 15 9 , , PUNCT ital-12483 15 10 it it PRON ital-12483 15 11 can can AUX ital-12483 15 12 also also ADV ital-12483 15 13 have have VERB ital-12483 15 14 harmful harmful ADJ ital-12483 15 15 side side NOUN ital-12483 15 16 effects effect NOUN ital-12483 15 17 . . PUNCT ital-12483 16 1 having have VERB ital-12483 16 2 access access NOUN ital-12483 16 3 to to ADP ital-12483 16 4 news news NOUN ital-12483 16 5 from from ADP ital-12483 16 6 multiple multiple ADJ ital-12483 16 7 sources source NOUN ital-12483 16 8 , , PUNCT ital-12483 16 9 anytime anytime ADV ital-12483 16 10 , , PUNCT ital-12483 16 11 anywhere anywhere ADV ital-12483 16 12 has have AUX ital-12483 16 13 become become VERB ital-12483 16 14 an an DET ital-12483 16 15 irresistible irresistible ADJ ital-12483 16 16 part part NOUN ital-12483 16 17 of of ADP ital-12483 16 18 our our PRON ital-12483 16 19 daily daily ADJ ital-12483 16 20 routines routine NOUN ital-12483 16 21 . . PUNCT ital-12483 17 1 however however ADV ital-12483 17 2 , , PUNCT ital-12483 17 3 some some PRON ital-12483 17 4 of of ADP ital-12483 17 5 these these DET ital-12483 17 6 sources source NOUN ital-12483 17 7 may may AUX ital-12483 17 8 provide provide VERB ital-12483 17 9 unverified unverified ADJ ital-12483 17 10 content content NOUN ital-12483 17 11 which which PRON ital-12483 17 12 can can AUX ital-12483 17 13 easily easily ADV ital-12483 17 14 be be AUX ital-12483 17 15 delivered deliver VERB ital-12483 17 16 right right ADV ital-12483 17 17 to to ADP ital-12483 17 18 your your PRON ital-12483 17 19 mobile mobile ADJ ital-12483 17 20 device device NOUN ital-12483 17 21 . . PUNCT ital-12483 18 1 most most ADV ital-12483 18 2 importantly importantly ADV ital-12483 18 3 , , PUNCT ital-12483 18 4 potential potential ADJ ital-12483 18 5 fake fake ADJ ital-12483 18 6 news news NOUN ital-12483 18 7 content content NOUN ital-12483 18 8 delivered deliver VERB ital-12483 18 9 by by ADP ital-12483 18 10 these these DET ital-12483 18 11 sources source NOUN ital-12483 18 12 may may AUX ital-12483 18 13 mislead mislead VERB ital-12483 18 14 society society NOUN ital-12483 18 15 and and CCONJ ital-12483 18 16 cause cause VERB ital-12483 18 17 social social ADJ ital-12483 18 18 disturbances disturbance NOUN ital-12483 18 19 such such ADJ ital-12483 18 20 as as ADP ital-12483 18 21 triggering trigger VERB ital-12483 18 22 violence violence NOUN ital-12483 18 23 against against ADP ital-12483 18 24 ethnic ethnic ADJ ital-12483 18 25 minorities minority NOUN ital-12483 18 26 and and CCONJ ital-12483 18 27 refugees refugee NOUN ital-12483 18 28 , , PUNCT ital-12483 18 29 causing cause VERB ital-12483 18 30 unnecessary unnecessary ADJ ital-12483 18 31 fear fear NOUN ital-12483 18 32 related relate VERB ital-12483 18 33 to to ADP ital-12483 18 34 health health NOUN ital-12483 18 35 issues issue NOUN ital-12483 18 36 , , PUNCT ital-12483 18 37 or or CCONJ ital-12483 18 38 even even ADV ital-12483 18 39 sometimes sometimes ADV ital-12483 18 40 result result VERB ital-12483 18 41 in in ADP ital-12483 18 42 crisis crisis NOUN ital-12483 18 43 , , PUNCT ital-12483 18 44 devastating devastating ADJ ital-12483 18 45 riots riot NOUN ital-12483 18 46 and and CCONJ ital-12483 18 47 strikes strike NOUN ital-12483 18 48 . . PUNCT ital-12483 19 1 not not PART ital-12483 19 2 having have VERB ital-12483 19 3 a a DET ital-12483 19 4 steady steady ADJ ital-12483 19 5 definition definition NOUN ital-12483 19 6 compared compare VERB ital-12483 19 7 to to ADP ital-12483 19 8 news news NOUN ital-12483 19 9 , , PUNCT ital-12483 19 10 fake fake ADJ ital-12483 19 11 news news NOUN ital-12483 19 12 is be AUX ital-12483 19 13 often often ADV ital-12483 19 14 defined define VERB ital-12483 19 15 according accord VERB ital-12483 19 16 to to ADP ital-12483 19 17 the the DET ital-12483 19 18 data datum NOUN ital-12483 19 19 used use VERB ital-12483 19 20 or or CCONJ ital-12483 19 21 the the DET ital-12483 19 22 limited limited ADJ ital-12483 19 23 perspective perspective NOUN ital-12483 19 24 of of ADP ital-12483 19 25 the the DET ital-12483 19 26 study study NOUN ital-12483 19 27 in in ADP ital-12483 19 28 the the DET ital-12483 19 29 literature literature NOUN ital-12483 19 30 . . PUNCT ital-12483 20 1 for for ADP ital-12483 20 2 example example NOUN ital-12483 20 3 ; ; PUNCT ital-12483 20 4 difranzo difranzo NOUN ital-12483 20 5 and and CCONJ ital-12483 20 6 gloriagarcia gloriagarcia PROPN ital-12483 20 7 defined define VERB ital-12483 20 8 the the DET ital-12483 20 9 fake fake ADJ ital-12483 20 10 news news NOUN ital-12483 20 11 as as ADP ital-12483 20 12 “ " PUNCT ital-12483 20 13 false false ADJ ital-12483 20 14 news news NOUN ital-12483 20 15 stories story NOUN ital-12483 20 16 that that PRON ital-12483 20 17 are be AUX ital-12483 20 18 packaged package VERB ital-12483 20 19 and and CCONJ ital-12483 20 20 published publish VERB ital-12483 20 21 as as SCONJ ital-12483 20 22 if if SCONJ ital-12483 20 23 they they PRON ital-12483 20 24 were be AUX ital-12483 20 25 genuine genuine ADJ ital-12483 20 26 . . PUNCT ital-12483 20 27 ”3 ”3 SPACE ital-12483 21 1 on on ADP ital-12483 21 2 the the DET ital-12483 21 3 other other ADJ ital-12483 21 4 hand hand NOUN ital-12483 21 5 , , PUNCT ital-12483 21 6 guess guess VERB ital-12483 21 7 et et PROPN ital-12483 22 1 al al PROPN ital-12483 22 2 . . PROPN ital-12483 22 3 see see VERB ital-12483 22 4 the the DET ital-12483 22 5 term term NOUN ital-12483 22 6 as as ADP ital-12483 22 7 “ " PUNCT ital-12483 22 8 a a DET ital-12483 22 9 new new ADJ ital-12483 22 10 form form NOUN ital-12483 22 11 of of ADP ital-12483 22 12 political political ADJ ital-12483 22 13 misinformation misinformation NOUN ital-12483 22 14 ” " PUNCT ital-12483 22 15 within within ADP ital-12483 22 16 the the DET ital-12483 22 17 domain domain NOUN ital-12483 22 18 of of ADP ital-12483 22 19 politics politic NOUN ital-12483 22 20 , , PUNCT ital-12483 22 21 whereas whereas SCONJ ital-12483 22 22 mustafaraj mustafaraj PROPN ital-12483 22 23 is be AUX ital-12483 22 24 more more ADV ital-12483 22 25 direct direct ADJ ital-12483 22 26 and and CCONJ ital-12483 22 27 defines define VERB ital-12483 22 28 it it PRON ital-12483 22 29 as as ADP ital-12483 22 30 mailto:umertoglu@hacettepe.edu.tr mailto:umertoglu@hacettepe.edu.tr PROPN ital-12483 22 31 mailto:bgenc@cs.hacettepe.edu.tr mailto:bgenc@cs.hacettepe.edu.tr PROPN ital-12483 22 32 information information NOUN ital-12483 22 33 technology technology NOUN ital-12483 22 34 and and CCONJ ital-12483 22 35 libraries library NOUN ital-12483 22 36 december december PROPN ital-12483 22 37 2020 2020 NUM ital-12483 22 38 automated automate VERB ital-12483 22 39 fake fake ADJ ital-12483 22 40 news news NOUN ital-12483 22 41 detection detection NOUN ital-12483 22 42 in in ADP ital-12483 22 43 the the DET ital-12483 22 44 age age NOUN ital-12483 22 45 of of ADP ital-12483 22 46 digital digital ADJ ital-12483 22 47 libraries library NOUN ital-12483 22 48 | | NOUN ital-12483 22 49 mertoğlu mertoğlu NOUN ital-12483 22 50 and and CCONJ ital-12483 22 51 genç genç ADJ ital-12483 22 52 2 2 NUM ital-12483 22 53 “ " PUNCT ital-12483 22 54 lies lie NOUN ital-12483 22 55 presented present VERB ital-12483 22 56 as as ADP ital-12483 22 57 news news NOUN ital-12483 22 58 . . PUNCT ital-12483 22 59 ”4 ”4 SPACE ital-12483 23 1 a a DET ital-12483 23 2 comprehensive comprehensive ADJ ital-12483 23 3 list list NOUN ital-12483 23 4 of of ADP ital-12483 23 5 12 12 NUM ital-12483 23 6 definitions definition NOUN ital-12483 23 7 can can AUX ital-12483 23 8 be be AUX ital-12483 23 9 found find VERB ital-12483 23 10 in in ADP ital-12483 23 11 egelhofer egelhofer NOUN ital-12483 23 12 and and CCONJ ital-12483 23 13 lecheler.5 lecheler.5 VERB ital-12483 23 14 in in ADP ital-12483 23 15 simplified simplified ADJ ital-12483 23 16 terms term NOUN ital-12483 23 17 , , PUNCT ital-12483 23 18 news news NOUN ital-12483 23 19 which which PRON ital-12483 23 20 is be AUX ital-12483 23 21 created create VERB ital-12483 23 22 to to PART ital-12483 23 23 deceive deceive VERB ital-12483 23 24 or or CCONJ ital-12483 23 25 mislead mislead NOUN ital-12483 23 26 readers reader NOUN ital-12483 23 27 can can AUX ital-12483 23 28 be be AUX ital-12483 23 29 called call VERB ital-12483 23 30 fake fake ADJ ital-12483 23 31 news news NOUN ital-12483 23 32 . . PUNCT ital-12483 24 1 however however ADV ital-12483 24 2 , , PUNCT ital-12483 24 3 the the DET ital-12483 24 4 concept concept NOUN ital-12483 24 5 of of ADP ital-12483 24 6 fake fake ADJ ital-12483 24 7 news news NOUN ital-12483 24 8 is be AUX ital-12483 24 9 a a DET ital-12483 24 10 quite quite ADV ital-12483 24 11 broad broad ADJ ital-12483 24 12 one one NOUN ital-12483 24 13 that that PRON ital-12483 24 14 needs need VERB ital-12483 24 15 to to PART ital-12483 24 16 be be AUX ital-12483 24 17 specified specify VERB ital-12483 24 18 meticulously meticulously ADV ital-12483 24 19 . . PUNCT ital-12483 25 1 fake fake ADJ ital-12483 25 2 news news NOUN ital-12483 25 3 is be AUX ital-12483 25 4 created create VERB ital-12483 25 5 for for ADP ital-12483 25 6 many many ADJ ital-12483 25 7 purposes purpose NOUN ital-12483 25 8 and and CCONJ ital-12483 25 9 emerges emerge VERB ital-12483 25 10 in in ADP ital-12483 25 11 many many ADJ ital-12483 25 12 different different ADJ ital-12483 25 13 types type NOUN ital-12483 25 14 . . PUNCT ital-12483 26 1 having have VERB ital-12483 26 2 an an DET ital-12483 26 3 interwoven interwoven ADJ ital-12483 26 4 structure structure NOUN ital-12483 26 5 , , PUNCT ital-12483 26 6 most most ADJ ital-12483 26 7 of of ADP ital-12483 26 8 these these DET ital-12483 26 9 types type NOUN ital-12483 26 10 are be AUX ital-12483 26 11 shown show VERB ital-12483 26 12 in in ADP ital-12483 26 13 figure figure NOUN ital-12483 26 14 1 1 NUM ital-12483 26 15 . . PUNCT ital-12483 27 1 although although SCONJ ital-12483 27 2 , , PUNCT ital-12483 27 3 it it PRON ital-12483 27 4 is be AUX ital-12483 27 5 not not PART ital-12483 27 6 easy easy ADJ ital-12483 27 7 to to PART ital-12483 27 8 cluster cluster VERB ital-12483 27 9 these these DET ital-12483 27 10 types type NOUN ital-12483 27 11 into into ADP ital-12483 27 12 separate separate ADJ ital-12483 27 13 groups group NOUN ital-12483 27 14 , , PUNCT ital-12483 27 15 they they PRON ital-12483 27 16 can can AUX ital-12483 27 17 be be AUX ital-12483 27 18 categorized categorize VERB ital-12483 27 19 according accord VERB ital-12483 27 20 to to ADP ital-12483 27 21 the the DET ital-12483 27 22 information information NOUN ital-12483 27 23 quality quality NOUN ital-12483 27 24 or or CCONJ ital-12483 27 25 based base VERB ital-12483 27 26 on on ADP ital-12483 27 27 the the DET ital-12483 27 28 intention intention NOUN ital-12483 27 29 as as SCONJ ital-12483 27 30 it it PRON ital-12483 27 31 is be AUX ital-12483 27 32 created create VERB ital-12483 27 33 to to PART ital-12483 27 34 deceive deceive VERB ital-12483 27 35 deliberately deliberately ADV ital-12483 27 36 or or CCONJ ital-12483 27 37 not not PART ital-12483 27 38 , , PUNCT ital-12483 27 39 as as SCONJ ital-12483 27 40 rashkin rashkin VERB ital-12483 27 41 et et PROPN ital-12483 28 1 al al PROPN ital-12483 28 2 . . PUNCT ital-12483 29 1 did.6 did.6 PROPN ital-12483 29 2 we we PRON ital-12483 29 3 propose propose VERB ital-12483 29 4 the the DET ital-12483 29 5 following follow VERB ital-12483 29 6 classification classification NOUN ital-12483 29 7 where where SCONJ ital-12483 29 8 the the DET ital-12483 29 9 two two NUM ital-12483 29 10 dimensions dimension NOUN ital-12483 29 11 represent represent VERB ital-12483 29 12 the the DET ital-12483 29 13 potential potential ADJ ital-12483 29 14 impact impact NOUN ital-12483 29 15 and and CCONJ ital-12483 29 16 the the DET ital-12483 29 17 speed speed NOUN ital-12483 29 18 of of ADP ital-12483 29 19 propagation propagation NOUN ital-12483 29 20 . . PUNCT ital-12483 30 1 figure figure VERB ital-12483 30 2 1 1 NUM ital-12483 30 3 . . PUNCT ital-12483 31 1 the the DET ital-12483 31 2 volatile volatile ADJ ital-12483 31 3 distribution distribution NOUN ital-12483 31 4 of of ADP ital-12483 31 5 the the DET ital-12483 31 6 fake fake ADJ ital-12483 31 7 news news NOUN ital-12483 31 8 types type NOUN ital-12483 31 9 ( ( PUNCT ital-12483 31 10 clustered cluster VERB ital-12483 31 11 in in ADP ital-12483 31 12 four four NUM ital-12483 31 13 regions region NOUN ital-12483 31 14 : : PUNCT ital-12483 31 15 sr sr PROPN ital-12483 31 16 , , PUNCT ital-12483 31 17 sr sr PROPN ital-12483 31 18 , , PUNCT ital-12483 31 19 sr sr PROPN ital-12483 31 20 , , PUNCT ital-12483 31 21 sr sr PROPN ital-12483 31 22 ) ) PUNCT ital-12483 31 23 with with ADP ital-12483 31 24 respect respect NOUN ital-12483 31 25 to to ADP ital-12483 31 26 two two NUM ital-12483 31 27 dimensions dimension NOUN ital-12483 31 28 : : PUNCT ital-12483 31 29 speed speed NOUN ital-12483 31 30 of of ADP ital-12483 31 31 propagation propagation NOUN ital-12483 31 32 and and CCONJ ital-12483 31 33 potential potential ADJ ital-12483 31 34 impact impact NOUN ital-12483 31 35 . . PUNCT ital-12483 32 1 the the DET ital-12483 32 2 four four NUM ital-12483 32 3 regions region NOUN ital-12483 32 4 visualized visualize VERB ital-12483 32 5 are be AUX ital-12483 32 6 clustered cluster VERB ital-12483 32 7 according accord VERB ital-12483 32 8 to to ADP ital-12483 32 9 their their PRON ital-12483 32 10 dangerousness dangerousness NOUN ital-12483 32 11 . . PUNCT ital-12483 33 1 first first ADV ital-12483 33 2 of of ADP ital-12483 33 3 all all PRON ital-12483 33 4 , , PUNCT ital-12483 33 5 it it PRON ital-12483 33 6 should should AUX ital-12483 33 7 be be AUX ital-12483 33 8 noted note VERB ital-12483 33 9 that that SCONJ ital-12483 33 10 to to PART ital-12483 33 11 order order VERB ital-12483 33 12 types type NOUN ital-12483 33 13 of of ADP ital-12483 33 14 fake fake ADJ ital-12483 33 15 news news NOUN ital-12483 33 16 in in ADP ital-12483 33 17 a a DET ital-12483 33 18 stable stable ADJ ital-12483 33 19 precision precision NOUN ital-12483 33 20 is be AUX ital-12483 33 21 quite quite DET ital-12483 33 22 a a DET ital-12483 33 23 challenging challenging ADJ ital-12483 33 24 task task NOUN ital-12483 33 25 . . PUNCT ital-12483 34 1 the the DET ital-12483 34 2 variations variation NOUN ital-12483 34 3 within within ADP ital-12483 34 4 the the DET ital-12483 34 5 field field NOUN ital-12483 34 6 highly highly ADV ital-12483 34 7 depend depend VERB ital-12483 34 8 on on ADP ital-12483 34 9 dynamic dynamic ADJ ital-12483 34 10 factors factor NOUN ital-12483 34 11 such such ADJ ital-12483 34 12 as as ADP ital-12483 34 13 timespan timespan PROPN ital-12483 34 14 , , PUNCT ital-12483 34 15 actors actor NOUN ital-12483 34 16 , , PUNCT ital-12483 34 17 and and CCONJ ital-12483 34 18 echochamber echochamber VERB ital-12483 34 19 effect effect NOUN ital-12483 34 20 . . PUNCT ital-12483 35 1 hence hence ADV ital-12483 35 2 , , PUNCT ital-12483 35 3 this this DET ital-12483 35 4 figure figure NOUN ital-12483 35 5 should should AUX ital-12483 35 6 be be AUX ital-12483 35 7 considered consider VERB ital-12483 35 8 as as ADP ital-12483 35 9 a a DET ital-12483 35 10 clustering clustering ADJ ital-12483 35 11 effort effort NOUN ital-12483 35 12 . . PUNCT ital-12483 36 1 there there PRON ital-12483 36 2 are be VERB ital-12483 36 3 possible possible ADJ ital-12483 36 4 intersecting intersecting ADJ ital-12483 36 5 areas area NOUN ital-12483 36 6 of of ADP ital-12483 36 7 types type NOUN ital-12483 36 8 within within ADP ital-12483 36 9 the the DET ital-12483 36 10 regions region NOUN ital-12483 36 11 . . PUNCT ital-12483 37 1 we we PRON ital-12483 37 2 will will AUX ital-12483 37 3 now now ADV ital-12483 37 4 give give VERB ital-12483 37 5 examples example NOUN ital-12483 37 6 for for ADP ital-12483 37 7 two two NUM ital-12483 37 8 regions region NOUN ital-12483 37 9 , , PUNCT ital-12483 37 10 “ " PUNCT ital-12483 37 11 sr sr NOUN ital-12483 37 12 ” " PUNCT ital-12483 37 13 and and CCONJ ital-12483 37 14 “ " PUNCT ital-12483 37 15 sr sr PROPN ital-12483 37 16 . . PUNCT ital-12483 37 17 ” " PUNCT ital-12483 38 1 for for ADP ital-12483 38 2 example example NOUN ital-12483 38 3 , , PUNCT ital-12483 38 4 the the DET ital-12483 38 5 sr sr PROPN ital-12483 38 6 grouping grouping NOUN ital-12483 38 7 shows show VERB ital-12483 38 8 characteristics characteristic NOUN ital-12483 38 9 of of ADP ital-12483 38 10 high high ADJ ital-12483 38 11 - - PUNCT ital-12483 38 12 risk risk NOUN ital-12483 38 13 levels level NOUN ital-12483 38 14 and and CCONJ ital-12483 38 15 fast fast ADJ ital-12483 38 16 dissemination dissemination NOUN ital-12483 38 17 . . PUNCT ital-12483 39 1 this this PRON ital-12483 39 2 includes include VERB ital-12483 39 3 varieties variety NOUN ital-12483 39 4 of of ADP ital-12483 39 5 fake fake ADJ ital-12483 39 6 news news NOUN ital-12483 39 7 such such ADJ ital-12483 39 8 as as ADP ital-12483 39 9 propaganda propaganda NOUN ital-12483 39 10 , , PUNCT ital-12483 39 11 manipulation manipulation NOUN ital-12483 39 12 , , PUNCT ital-12483 39 13 misinformation misinformation NOUN ital-12483 39 14 , , PUNCT ital-12483 39 15 hate hate NOUN ital-12483 39 16 news news NOUN ital-12483 39 17 , , PUNCT ital-12483 39 18 information information NOUN ital-12483 39 19 technology technology NOUN ital-12483 39 20 and and CCONJ ital-12483 39 21 libraries library NOUN ital-12483 39 22 december december PROPN ital-12483 39 23 2020 2020 NUM ital-12483 39 24 automated automate VERB ital-12483 39 25 fake fake ADJ ital-12483 39 26 news news NOUN ital-12483 39 27 detection detection NOUN ital-12483 39 28 in in ADP ital-12483 39 29 the the DET ital-12483 39 30 age age NOUN ital-12483 39 31 of of ADP ital-12483 39 32 digital digital ADJ ital-12483 39 33 libraries library NOUN ital-12483 39 34 | | NOUN ital-12483 39 35 mertoğlu mertoğlu NOUN ital-12483 39 36 and and CCONJ ital-12483 39 37 genç genç VERB ital-12483 39 38 3 3 NUM ital-12483 39 39 provocative provocative ADJ ital-12483 39 40 news news NOUN ital-12483 39 41 , , PUNCT ital-12483 39 42 etc etc X ital-12483 39 43 . . X ital-12483 40 1 we we PRON ital-12483 40 2 usually usually ADV ital-12483 40 3 encounter encounter VERB ital-12483 40 4 this this PRON ital-12483 40 5 in in ADP ital-12483 40 6 the the DET ital-12483 40 7 domain domain NOUN ital-12483 40 8 of of ADP ital-12483 40 9 politics politic NOUN ital-12483 40 10 . . PUNCT ital-12483 41 1 this this DET ital-12483 41 2 kind kind NOUN ital-12483 41 3 of of ADP ital-12483 41 4 news news NOUN ital-12483 41 5 may may AUX ital-12483 41 6 cause cause VERB ital-12483 41 7 critical critical ADJ ital-12483 41 8 and and CCONJ ital-12483 41 9 nonrecoverable nonrecoverable ADJ ital-12483 41 10 results result NOUN ital-12483 41 11 in in ADP ital-12483 41 12 politics politic NOUN ital-12483 41 13 , , PUNCT ital-12483 41 14 the the DET ital-12483 41 15 economy economy NOUN ital-12483 41 16 , , PUNCT ital-12483 41 17 etc etc X ital-12483 41 18 . . X ital-12483 41 19 , , PUNCT ital-12483 41 20 in in ADP ital-12483 41 21 a a DET ital-12483 41 22 short short ADJ ital-12483 41 23 period period NOUN ital-12483 41 24 of of ADP ital-12483 41 25 time time NOUN ital-12483 41 26 . . PUNCT ital-12483 42 1 the the DET ital-12483 42 2 rise rise NOUN ital-12483 42 3 of of ADP ital-12483 42 4 the the DET ital-12483 42 5 term term NOUN ital-12483 42 6 fake fake ADJ ital-12483 42 7 news news NOUN ital-12483 42 8 itself itself PRON ital-12483 42 9 can can AUX ital-12483 42 10 also also ADV ital-12483 42 11 be be AUX ital-12483 42 12 attributed attribute VERB ital-12483 42 13 to to ADP ital-12483 42 14 this this DET ital-12483 42 15 kind kind NOUN ital-12483 42 16 of of ADP ital-12483 42 17 news news NOUN ital-12483 42 18 . . PUNCT ital-12483 43 1 on on ADP ital-12483 43 2 the the DET ital-12483 43 3 other other ADJ ital-12483 43 4 hand hand NOUN ital-12483 43 5 , , PUNCT ital-12483 43 6 the the DET ital-12483 43 7 relatively relatively ADV ital-12483 43 8 less less ADV ital-12483 43 9 severe severe ADJ ital-12483 43 10 group group NOUN ital-12483 43 11 ( ( PUNCT ital-12483 43 12 sr sr PROPN ital-12483 43 13 ) ) PUNCT ital-12483 43 14 of of ADP ital-12483 43 15 fake fake ADJ ital-12483 43 16 news news NOUN ital-12483 43 17 , , PUNCT ital-12483 43 18 comprising comprising NOUN ital-12483 43 19 of of ADP ital-12483 43 20 satire satire NOUN ital-12483 43 21 , , PUNCT ital-12483 43 22 hoax hoax ADJ ital-12483 43 23 , , PUNCT ital-12483 43 24 click click NOUN ital-12483 43 25 - - PUNCT ital-12483 43 26 bait bait NOUN ital-12483 43 27 , , PUNCT ital-12483 43 28 etc etc X ital-12483 43 29 . . X ital-12483 43 30 , , PUNCT ital-12483 43 31 has have VERB ital-12483 43 32 low low ADJ ital-12483 43 33 - - PUNCT ital-12483 43 34 risk risk NOUN ital-12483 43 35 levels level NOUN ital-12483 43 36 and and CCONJ ital-12483 43 37 a a DET ital-12483 43 38 slow slow ADJ ital-12483 43 39 speed speed NOUN ital-12483 43 40 of of ADP ital-12483 43 41 dissemination dissemination NOUN ital-12483 43 42 . . PUNCT ital-12483 44 1 a a DET ital-12483 44 2 frequently frequently ADV ital-12483 44 3 used use VERB ital-12483 44 4 type type NOUN ital-12483 44 5 of of ADP ital-12483 44 6 this this DET ital-12483 44 7 group group NOUN ital-12483 44 8 , , PUNCT ital-12483 44 9 click click NOUN ital-12483 44 10 - - PUNCT ital-12483 44 11 bait bait NOUN ital-12483 44 12 , , PUNCT ital-12483 44 13 is be AUX ital-12483 44 14 a a DET ital-12483 44 15 sensational sensational ADJ ital-12483 44 16 headline headline NOUN ital-12483 44 17 or or CCONJ ital-12483 44 18 link link NOUN ital-12483 44 19 that that PRON ital-12483 44 20 urges urge VERB ital-12483 44 21 the the DET ital-12483 44 22 reader reader NOUN ital-12483 44 23 to to PART ital-12483 44 24 click click VERB ital-12483 44 25 on on ADP ital-12483 44 26 a a DET ital-12483 44 27 post post NOUN ital-12483 44 28 , , PUNCT ital-12483 44 29 link link NOUN ital-12483 44 30 , , PUNCT ital-12483 44 31 article article NOUN ital-12483 44 32 , , PUNCT ital-12483 44 33 image image NOUN ital-12483 44 34 , , PUNCT ital-12483 44 35 or or CCONJ ital-12483 44 36 video video NOUN ital-12483 44 37 . . PUNCT ital-12483 45 1 these these DET ital-12483 45 2 kinds kind NOUN ital-12483 45 3 of of ADP ital-12483 45 4 news news NOUN ital-12483 45 5 have have VERB ital-12483 45 6 a a DET ital-12483 45 7 repetitive repetitive ADJ ital-12483 45 8 style style NOUN ital-12483 45 9 . . PUNCT ital-12483 46 1 it it PRON ital-12483 46 2 can can AUX ital-12483 46 3 be be AUX ital-12483 46 4 said say VERB ital-12483 46 5 that that SCONJ ital-12483 46 6 readers reader NOUN ital-12483 46 7 become become VERB ital-12483 46 8 aware aware ADJ ital-12483 46 9 of of ADP ital-12483 46 10 falsehood falsehood NOUN ital-12483 46 11 after after ADP ital-12483 46 12 experiencing experience VERB ital-12483 46 13 a a DET ital-12483 46 14 few few ADJ ital-12483 46 15 times time NOUN ital-12483 46 16 . . PUNCT ital-12483 47 1 so so ADV ital-12483 47 2 , , PUNCT ital-12483 47 3 risk risk NOUN ital-12483 47 4 level level NOUN ital-12483 47 5 is be AUX ital-12483 47 6 lower low ADJ ital-12483 47 7 , , PUNCT ital-12483 47 8 and and CCONJ ital-12483 47 9 dissemination dissemination NOUN ital-12483 47 10 is be AUX ital-12483 47 11 slower slow ADJ ital-12483 47 12 . . PUNCT ital-12483 48 1 vosoughi vosoughi PROPN ital-12483 48 2 et et PROPN ital-12483 48 3 al al PROPN ital-12483 48 4 . . PROPN ital-12483 48 5 stated state VERB ital-12483 48 6 the the DET ital-12483 48 7 assumption assumption NOUN ital-12483 48 8 that that SCONJ ital-12483 48 9 “ " PUNCT ital-12483 48 10 falsehood falsehood NOUN ital-12483 48 11 diffuses diffuse VERB ital-12483 48 12 significantly significantly ADV ital-12483 48 13 farther far ADV ital-12483 48 14 , , PUNCT ital-12483 48 15 faster fast ADV ital-12483 48 16 , , PUNCT ital-12483 48 17 deeper deep ADJ ital-12483 48 18 , , PUNCT ital-12483 48 19 and and CCONJ ital-12483 48 20 more more ADV ital-12483 48 21 broadly broadly ADV ital-12483 48 22 than than ADP ital-12483 48 23 the the DET ital-12483 48 24 truth truth NOUN ital-12483 48 25 . . PUNCT ital-12483 48 26 ”7 ”7 SPACE ital-12483 49 1 so so ADV ital-12483 49 2 indeed indeed ADV ital-12483 49 3 , , PUNCT ital-12483 49 4 just just ADV ital-12483 49 5 one one NUM ital-12483 49 6 piece piece NOUN ital-12483 49 7 of of ADP ital-12483 49 8 fake fake ADJ ital-12483 49 9 news news NOUN ital-12483 49 10 may may AUX ital-12483 49 11 affect affect VERB ital-12483 49 12 many many ADJ ital-12483 49 13 more more ADJ ital-12483 49 14 people people NOUN ital-12483 49 15 than than ADP ital-12483 49 16 thousands thousand NOUN ital-12483 49 17 of of ADP ital-12483 49 18 true true ADJ ital-12483 49 19 news news NOUN ital-12483 49 20 items item NOUN ital-12483 49 21 do do VERB ital-12483 49 22 because because SCONJ ital-12483 49 23 of of ADP ital-12483 49 24 the the DET ital-12483 49 25 dramatic dramatic ADJ ital-12483 49 26 circulation circulation NOUN ital-12483 49 27 of of ADP ital-12483 49 28 fake fake ADJ ital-12483 49 29 news news NOUN ital-12483 49 30 . . PUNCT ital-12483 50 1 in in ADP ital-12483 50 2 their their PRON ital-12483 50 3 recent recent ADJ ital-12483 50 4 survey survey NOUN ital-12483 50 5 about about ADP ital-12483 50 6 fake fake ADJ ital-12483 50 7 news news NOUN ital-12483 50 8 , , PUNCT ital-12483 50 9 zhou zhou PROPN ital-12483 50 10 and and CCONJ ital-12483 50 11 zafarani zafarani PROPN ital-12483 50 12 highlighted highlight VERB ital-12483 50 13 that that SCONJ ital-12483 50 14 fake fake ADJ ital-12483 50 15 news news NOUN ital-12483 50 16 is be AUX ital-12483 50 17 a a DET ital-12483 50 18 major major ADJ ital-12483 50 19 concern concern NOUN ital-12483 50 20 for for ADP ital-12483 50 21 many many ADJ ital-12483 50 22 different different ADJ ital-12483 50 23 research research NOUN ital-12483 50 24 disciplines discipline NOUN ital-12483 50 25 especially especially ADV ital-12483 50 26 information information NOUN ital-12483 50 27 technologies technology NOUN ital-12483 50 28 . . PUNCT ital-12483 51 1 8 8 NUM ital-12483 51 2 being be AUX ital-12483 51 3 a a DET ital-12483 51 4 trusted trust VERB ital-12483 51 5 source source NOUN ital-12483 51 6 of of ADP ital-12483 51 7 information information NOUN ital-12483 51 8 for for ADP ital-12483 51 9 a a DET ital-12483 51 10 long long ADJ ital-12483 51 11 time time NOUN ital-12483 51 12 , , PUNCT ital-12483 51 13 libraries library NOUN ital-12483 51 14 will will AUX ital-12483 51 15 play play VERB ital-12483 51 16 an an DET ital-12483 51 17 important important ADJ ital-12483 51 18 role role NOUN ital-12483 51 19 in in ADP ital-12483 51 20 fighting fight VERB ital-12483 51 21 against against ADP ital-12483 51 22 fake fake ADJ ital-12483 51 23 news news NOUN ital-12483 51 24 problem problem NOUN ital-12483 51 25 . . PUNCT ital-12483 52 1 kattimani kattimani PROPN ital-12483 52 2 et et PROPN ital-12483 53 1 al al PROPN ital-12483 53 2 . . PROPN ital-12483 53 3 claims claim VERB ital-12483 53 4 that that SCONJ ital-12483 53 5 the the DET ital-12483 53 6 modern modern ADJ ital-12483 53 7 librarian librarian NOUN ital-12483 53 8 must must AUX ital-12483 53 9 be be AUX ital-12483 53 10 equipped equip VERB ital-12483 53 11 with with ADP ital-12483 53 12 necessary necessary ADJ ital-12483 53 13 digital digital ADJ ital-12483 53 14 skills skill NOUN ital-12483 53 15 and and CCONJ ital-12483 53 16 tools tool NOUN ital-12483 53 17 to to PART ital-12483 53 18 handle handle VERB ital-12483 53 19 both both PRON ital-12483 53 20 printed print VERB ital-12483 53 21 collections collection NOUN ital-12483 53 22 and and CCONJ ital-12483 53 23 newly newly ADV ital-12483 53 24 emerging emerge VERB ital-12483 53 25 digital digital ADJ ital-12483 53 26 resources.9 resources.9 NOUN ital-12483 53 27 similarly similarly ADV ital-12483 53 28 , , PUNCT ital-12483 53 29 we we PRON ital-12483 53 30 foresee foresee VERB ital-12483 53 31 that that SCONJ ital-12483 53 32 digital digital ADJ ital-12483 53 33 libraries library NOUN ital-12483 53 34 , , PUNCT ital-12483 53 35 which which PRON ital-12483 53 36 can can AUX ital-12483 53 37 be be AUX ital-12483 53 38 defined define VERB ital-12483 53 39 as as ADP ital-12483 53 40 collections collection NOUN ital-12483 53 41 of of ADP ital-12483 53 42 digital digital ADJ ital-12483 53 43 content content NOUN ital-12483 53 44 licensed license VERB ital-12483 53 45 and and CCONJ ital-12483 53 46 maintained maintain VERB ital-12483 53 47 by by ADP ital-12483 53 48 libraries library NOUN ital-12483 53 49 , , PUNCT ital-12483 53 50 can can AUX ital-12483 53 51 be be AUX ital-12483 53 52 a a DET ital-12483 53 53 part part NOUN ital-12483 53 54 of of ADP ital-12483 53 55 the the DET ital-12483 53 56 solution solution NOUN ital-12483 53 57 as as ADP ital-12483 53 58 an an DET ital-12483 53 59 authority authority NOUN ital-12483 53 60 service service NOUN ital-12483 53 61 with with ADP ital-12483 53 62 a a DET ital-12483 53 63 collective collective ADJ ital-12483 53 64 effort effort NOUN ital-12483 53 65 . . PUNCT ital-12483 54 1 connaway connaway PROPN ital-12483 54 2 et et PROPN ital-12483 54 3 al al PROPN ital-12483 54 4 . . PROPN ital-12483 54 5 point point NOUN ital-12483 54 6 to to ADP ital-12483 54 7 the the DET ital-12483 54 8 key key ADJ ital-12483 54 9 role role NOUN ital-12483 54 10 of of ADP ital-12483 54 11 information information NOUN ital-12483 54 12 professionals professional NOUN ital-12483 54 13 such such ADJ ital-12483 54 14 as as ADP ital-12483 54 15 librarians librarian NOUN ital-12483 54 16 , , PUNCT ital-12483 54 17 archivists archivist NOUN ital-12483 54 18 , , PUNCT ital-12483 54 19 journalists journalist NOUN ital-12483 54 20 , , PUNCT ital-12483 54 21 and and CCONJ ital-12483 54 22 information information NOUN ital-12483 54 23 architects architect NOUN ital-12483 54 24 in in ADP ital-12483 54 25 helping help VERB ital-12483 54 26 society society NOUN ital-12483 54 27 use use VERB ital-12483 54 28 the the DET ital-12483 54 29 products product NOUN ital-12483 54 30 and and CCONJ ital-12483 54 31 services service NOUN ital-12483 54 32 related relate VERB ital-12483 54 33 to to ADP ital-12483 54 34 news news NOUN ital-12483 54 35 in in ADP ital-12483 54 36 a a DET ital-12483 54 37 convenient convenient ADJ ital-12483 54 38 way way NOUN ital-12483 54 39 . . PUNCT ital-12483 55 1 10 10 NUM ital-12483 55 2 as as SCONJ ital-12483 55 3 libraries library NOUN ital-12483 55 4 all all ADV ital-12483 55 5 over over ADP ital-12483 55 6 the the DET ital-12483 55 7 world world NOUN ital-12483 55 8 are be AUX ital-12483 55 9 transitioning transition VERB ital-12483 55 10 into into ADP ital-12483 55 11 digital digital ADJ ital-12483 55 12 content content NOUN ital-12483 55 13 delivery delivery NOUN ital-12483 55 14 services service NOUN ital-12483 55 15 , , PUNCT ital-12483 55 16 they they PRON ital-12483 55 17 should should AUX ital-12483 55 18 implement implement VERB ital-12483 55 19 mechanisms mechanism NOUN ital-12483 55 20 to to PART ital-12483 55 21 avoid avoid VERB ital-12483 55 22 fake fake ADJ ital-12483 55 23 and and CCONJ ital-12483 55 24 misleading misleading ADJ ital-12483 55 25 content content NOUN ital-12483 55 26 being be AUX ital-12483 55 27 disseminated disseminate VERB ital-12483 55 28 through through ADP ital-12483 55 29 them they PRON ital-12483 55 30 under under ADP ital-12483 55 31 the the DET ital-12483 55 32 guidance guidance NOUN ital-12483 55 33 of of ADP ital-12483 55 34 information information NOUN ital-12483 55 35 professionals professional NOUN ital-12483 55 36 . . PUNCT ital-12483 56 1 to to PART ital-12483 56 2 lay lay VERB ital-12483 56 3 out out ADP ital-12483 56 4 proper proper ADJ ital-12483 56 5 future future ADJ ital-12483 56 6 directions direction NOUN ital-12483 56 7 for for ADP ital-12483 56 8 the the DET ital-12483 56 9 solution solution NOUN ital-12483 56 10 strategy strategy NOUN ital-12483 56 11 , , PUNCT ital-12483 56 12 a a DET ital-12483 56 13 clear clear ADJ ital-12483 56 14 understanding understanding NOUN ital-12483 56 15 of of ADP ital-12483 56 16 interaction interaction NOUN ital-12483 56 17 between between ADP ital-12483 56 18 library library NOUN ital-12483 56 19 and and CCONJ ital-12483 56 20 information information NOUN ital-12483 56 21 science science NOUN ital-12483 56 22 ( ( PUNCT ital-12483 56 23 lis lis ADJ ital-12483 56 24 ) ) PUNCT ital-12483 56 25 community community NOUN ital-12483 56 26 and and CCONJ ital-12483 56 27 fake fake ADJ ital-12483 56 28 news news NOUN ital-12483 56 29 must must AUX ital-12483 56 30 be be AUX ital-12483 56 31 addressed address VERB ital-12483 56 32 . . PUNCT ital-12483 57 1 sullivan sullivan PROPN ital-12483 57 2 states state VERB ital-12483 57 3 that that SCONJ ital-12483 57 4 the the DET ital-12483 57 5 lis lis ADJ ital-12483 57 6 community community NOUN ital-12483 57 7 has have AUX ital-12483 57 8 been be AUX ital-12483 57 9 affected affect VERB ital-12483 57 10 deeply deeply ADV ital-12483 57 11 in in ADP ital-12483 57 12 the the DET ital-12483 57 13 aftermath aftermath NOUN ital-12483 57 14 of of ADP ital-12483 57 15 the the DET ital-12483 57 16 2016 2016 NUM ital-12483 57 17 us we PRON ital-12483 58 1 presidential presidential ADJ ital-12483 58 2 elections.11 elections.11 ADV ital-12483 58 3 moreover moreover ADV ital-12483 58 4 , , PUNCT ital-12483 58 5 he he PRON ital-12483 58 6 quotes quote VERB ital-12483 58 7 many many ADJ ital-12483 58 8 other other ADJ ital-12483 58 9 scientists scientist NOUN ital-12483 58 10 , , PUNCT ital-12483 58 11 emphasizing emphasize VERB ital-12483 58 12 libraries library NOUN ital-12483 58 13 ’ ' PUNCT ital-12483 58 14 and and CCONJ ital-12483 58 15 librarians librarian NOUN ital-12483 58 16 ’ ’ PART ital-12483 58 17 role role NOUN ital-12483 58 18 in in ADP ital-12483 58 19 the the DET ital-12483 58 20 fight fight NOUN ital-12483 58 21 against against ADP ital-12483 58 22 fake fake ADJ ital-12483 58 23 news news NOUN ital-12483 58 24 . . PUNCT ital-12483 59 1 for for ADP ital-12483 59 2 example example NOUN ital-12483 59 3 , , PUNCT ital-12483 59 4 finley finley PROPN ital-12483 59 5 et et PROPN ital-12483 59 6 al al PROPN ital-12483 59 7 . . PROPN ital-12483 59 8 say say VERB ital-12483 59 9 that that SCONJ ital-12483 59 10 libraries library NOUN ital-12483 59 11 are be AUX ital-12483 59 12 the the DET ital-12483 59 13 direct direct ADJ ital-12483 59 14 antithesis antithesis NOUN ital-12483 59 15 of of ADP ital-12483 59 16 fake fake ADJ ital-12483 59 17 news news NOUN ital-12483 59 18 , , PUNCT ital-12483 59 19 the the DET ital-12483 59 20 american american PROPN ital-12483 59 21 library library PROPN ital-12483 59 22 association association PROPN ital-12483 59 23 ( ( PUNCT ital-12483 59 24 ala ala PROPN ital-12483 59 25 ) ) PUNCT ital-12483 59 26 called call VERB ital-12483 59 27 fake fake ADJ ital-12483 59 28 news news NOUN ital-12483 59 29 an an DET ital-12483 59 30 anathema anathema NOUN ital-12483 59 31 to to ADP ital-12483 59 32 the the DET ital-12483 59 33 ethics ethic NOUN ital-12483 59 34 of of ADP ital-12483 59 35 librarianship librarianship NOUN ital-12483 59 36 in in ADP ital-12483 59 37 2017 2017 NUM ital-12483 59 38 , , PUNCT ital-12483 59 39 rochlin rochlin NOUN ital-12483 59 40 emphasizes emphasize VERB ital-12483 59 41 the the DET ital-12483 59 42 role role NOUN ital-12483 59 43 of of ADP ital-12483 59 44 librarians librarian NOUN ital-12483 59 45 in in ADP ital-12483 59 46 this this DET ital-12483 59 47 fight fight NOUN ital-12483 59 48 , , PUNCT ital-12483 59 49 and and CCONJ ital-12483 59 50 talks talk VERB ital-12483 59 51 about about ADP ital-12483 59 52 the the DET ital-12483 59 53 need need NOUN ital-12483 59 54 to to PART ital-12483 59 55 adopt adopt VERB ital-12483 59 56 fake fake ADJ ital-12483 59 57 news news NOUN ital-12483 59 58 as as ADP ital-12483 59 59 a a DET ital-12483 59 60 central central ADJ ital-12483 59 61 concern concern NOUN ital-12483 59 62 in in ADP ital-12483 59 63 librarianship librarianship NOUN ital-12483 59 64 and and CCONJ ital-12483 59 65 many many ADJ ital-12483 59 66 other other ADJ ital-12483 59 67 researchers researcher NOUN ital-12483 59 68 name name VERB ital-12483 59 69 librarians librarian NOUN ital-12483 59 70 in in ADP ital-12483 59 71 the the DET ital-12483 59 72 front front ADJ ital-12483 59 73 lines line NOUN ital-12483 59 74 of of ADP ital-12483 59 75 the the DET ital-12483 59 76 fight fight NOUN ital-12483 59 77 against against ADP ital-12483 59 78 fake fake ADJ ital-12483 59 79 news.12 news.12 NOUN ital-12483 59 80 today today NOUN ital-12483 59 81 , , PUNCT ital-12483 59 82 the the DET ital-12483 59 83 struggle struggle NOUN ital-12483 59 84 to to PART ital-12483 59 85 detect detect VERB ital-12483 59 86 fake fake ADJ ital-12483 59 87 news news NOUN ital-12483 59 88 and and CCONJ ital-12483 59 89 prevent prevent VERB ital-12483 59 90 their their PRON ital-12483 59 91 spread spread NOUN ital-12483 59 92 is be AUX ital-12483 59 93 so so ADV ital-12483 59 94 popular popular ADJ ital-12483 59 95 that that SCONJ ital-12483 59 96 competitions competition NOUN ital-12483 59 97 are be AUX ital-12483 59 98 being be AUX ital-12483 59 99 organized organize VERB ital-12483 59 100 ( ( PUNCT ital-12483 59 101 e.g. e.g. ADV ital-12483 59 102 , , PUNCT ital-12483 59 103 http://www.fakenewschallenge.org/ http://www.fakenewschallenge.org/ X ital-12483 59 104 ) ) PUNCT ital-12483 59 105 and and CCONJ ital-12483 59 106 conferences conference NOUN ital-12483 59 107 are be AUX ital-12483 59 108 being be AUX ital-12483 59 109 held hold VERB ital-12483 59 110 ( ( PUNCT ital-12483 59 111 e.g. e.g. ADV ital-12483 59 112 , , PUNCT ital-12483 59 113 bobcatsss bobcatsss NOUN ital-12483 59 114 2020 2020 NUM ital-12483 59 115 ) ) PUNCT ital-12483 59 116 . . PUNCT ital-12483 60 1 the the DET ital-12483 60 2 struggle struggle NOUN ital-12483 60 3 against against ADP ital-12483 60 4 fake fake ADJ ital-12483 60 5 news news NOUN ital-12483 60 6 can can AUX ital-12483 60 7 be be AUX ital-12483 60 8 classified classify VERB ital-12483 60 9 under under ADP ital-12483 60 10 three three NUM ital-12483 60 11 main main ADJ ital-12483 60 12 venues venue NOUN ital-12483 60 13 : : PUNCT ital-12483 60 14 • • PROPN ital-12483 60 15 reader reader NOUN ital-12483 60 16 awareness awareness NOUN ital-12483 60 17 • • VERB ital-12483 60 18 fact fact NOUN ital-12483 60 19 - - PUNCT ital-12483 60 20 checking check VERB ital-12483 60 21 organizations organization NOUN ital-12483 60 22 and and CCONJ ital-12483 60 23 websites website NOUN ital-12483 60 24 • • VERB ital-12483 60 25 automated automate VERB ital-12483 60 26 detection detection NOUN ital-12483 60 27 systems system NOUN ital-12483 60 28 the the DET ital-12483 60 29 first first ADJ ital-12483 60 30 item item NOUN ital-12483 60 31 requires require VERB ital-12483 60 32 awareness awareness NOUN ital-12483 60 33 of of ADP ital-12483 60 34 individuals individual NOUN ital-12483 60 35 against against ADP ital-12483 60 36 fake fake ADJ ital-12483 60 37 news news NOUN ital-12483 60 38 and and CCONJ ital-12483 60 39 a a DET ital-12483 60 40 collective collective ADJ ital-12483 60 41 conscience conscience NOUN ital-12483 60 42 within within ADP ital-12483 60 43 the the DET ital-12483 60 44 society society NOUN ital-12483 60 45 against against ADP ital-12483 60 46 spreading spread VERB ital-12483 60 47 fake fake ADJ ital-12483 60 48 news news NOUN ital-12483 60 49 . . PUNCT ital-12483 61 1 to to ADP ital-12483 61 2 this this DET ital-12483 61 3 end end NOUN ital-12483 61 4 , , PUNCT ital-12483 61 5 visual visual ADJ ital-12483 61 6 and and CCONJ ital-12483 61 7 textual textual ADJ ital-12483 61 8 checklists checklist NOUN ital-12483 61 9 , , PUNCT ital-12483 61 10 frameworks framework NOUN ital-12483 61 11 , , PUNCT ital-12483 61 12 and and CCONJ ital-12483 61 13 guidance guidance NOUN ital-12483 61 14 lists list NOUN ital-12483 61 15 are be AUX ital-12483 61 16 being be AUX ital-12483 61 17 published publish VERB ital-12483 61 18 by by ADP ital-12483 61 19 official official ADJ ital-12483 61 20 organizations organization NOUN ital-12483 61 21 , , PUNCT ital-12483 61 22 such such ADJ ital-12483 61 23 as as ADP ital-12483 61 24 ifla’s13 ifla’s13 NOUN ital-12483 61 25 http://www.fakenewschallenge.org/ http://www.fakenewschallenge.org/ X ital-12483 61 26 information information NOUN ital-12483 61 27 technology technology NOUN ital-12483 61 28 and and CCONJ ital-12483 61 29 libraries library NOUN ital-12483 61 30 december december PROPN ital-12483 61 31 2020 2020 NUM ital-12483 61 32 automated automate VERB ital-12483 61 33 fake fake ADJ ital-12483 61 34 news news NOUN ital-12483 61 35 detection detection NOUN ital-12483 61 36 in in ADP ital-12483 61 37 the the DET ital-12483 61 38 age age NOUN ital-12483 61 39 of of ADP ital-12483 61 40 digital digital ADJ ital-12483 61 41 libraries library NOUN ital-12483 61 42 | | NOUN ital-12483 61 43 mertoğlu mertoğlu NOUN ital-12483 61 44 and and CCONJ ital-12483 61 45 genç genç ADJ ital-12483 61 46 4 4 NUM ital-12483 61 47 ( ( PUNCT ital-12483 61 48 international international PROPN ital-12483 61 49 federation federation PROPN ital-12483 61 50 of of ADP ital-12483 61 51 library library PROPN ital-12483 61 52 associations association NOUN ital-12483 61 53 ) ) PUNCT ital-12483 61 54 infographic infographic NOUN ital-12483 61 55 which which PRON ital-12483 61 56 contains contain VERB ital-12483 61 57 eight eight NUM ital-12483 61 58 steps step NOUN ital-12483 61 59 to to PART ital-12483 61 60 spot spot VERB ital-12483 61 61 fake fake ADJ ital-12483 61 62 news news NOUN ital-12483 61 63 . . PUNCT ital-12483 62 1 the the DET ital-12483 62 2 radar radar NOUN ital-12483 62 3 framework framework NOUN ital-12483 62 4 and and CCONJ ital-12483 62 5 the the DET ital-12483 62 6 currency currency NOUN ital-12483 62 7 , , PUNCT ital-12483 62 8 relevance relevance NOUN ital-12483 62 9 , , PUNCT ital-12483 62 10 authority authority NOUN ital-12483 62 11 , , PUNCT ital-12483 62 12 accuracy accuracy NOUN ital-12483 62 13 , , PUNCT ital-12483 62 14 and and CCONJ ital-12483 62 15 purpose purpose NOUN ital-12483 62 16 ( ( PUNCT ital-12483 62 17 craap craap PROPN ital-12483 62 18 ) ) PUNCT ital-12483 62 19 test test NOUN ital-12483 62 20 are be AUX ital-12483 62 21 some some PRON ital-12483 62 22 of of ADP ital-12483 62 23 the the DET ital-12483 62 24 efforts effort NOUN ital-12483 62 25 trying try VERB ital-12483 62 26 to to PART ital-12483 62 27 increase increase VERB ital-12483 62 28 reader reader NOUN ital-12483 62 29 - - PUNCT ital-12483 62 30 awareness awareness NOUN ital-12483 62 31 of of ADP ital-12483 62 32 fake fake ADJ ital-12483 62 33 news.14 news.14 PRON ital-12483 62 34 unfortunately unfortunately ADV ital-12483 62 35 , , PUNCT ital-12483 62 36 due due ADP ital-12483 62 37 to to ADP ital-12483 62 38 the the DET ital-12483 62 39 nature nature NOUN ital-12483 62 40 of of ADP ital-12483 62 41 fake fake ADJ ital-12483 62 42 news news NOUN ital-12483 62 43 and and CCONJ ital-12483 62 44 the the DET ital-12483 62 45 clever clever ADJ ital-12483 62 46 way way NOUN ital-12483 62 47 they they PRON ital-12483 62 48 are be AUX ital-12483 62 49 created create VERB ital-12483 62 50 triggering trigger VERB ital-12483 62 51 people people NOUN ital-12483 62 52 ’s ’s PART ital-12483 62 53 hunger hunger NOUN ital-12483 62 54 to to PART ital-12483 62 55 spread spread VERB ital-12483 62 56 sensational sensational ADJ ital-12483 62 57 information information NOUN ital-12483 62 58 , , PUNCT ital-12483 62 59 it it PRON ital-12483 62 60 is be AUX ital-12483 62 61 very very ADV ital-12483 62 62 difficult difficult ADJ ital-12483 62 63 to to PART ital-12483 62 64 achieve achieve VERB ital-12483 62 65 full full ADJ ital-12483 62 66 control control NOUN ital-12483 62 67 via via ADP ital-12483 62 68 this this DET ital-12483 62 69 strategy strategy NOUN ital-12483 62 70 . . PUNCT ital-12483 63 1 some some DET ital-12483 63 2 studies study NOUN ital-12483 63 3 explicitly explicitly ADV ital-12483 63 4 showed show VERB ital-12483 63 5 that that SCONJ ital-12483 63 6 humans human NOUN ital-12483 63 7 are be AUX ital-12483 63 8 prone prone ADJ ital-12483 63 9 to to PART ital-12483 63 10 get get VERB ital-12483 63 11 confused confused ADJ ital-12483 63 12 when when SCONJ ital-12483 63 13 it it PRON ital-12483 63 14 comes come VERB ital-12483 63 15 to to ADP ital-12483 63 16 spotting spot VERB ital-12483 63 17 lies lie NOUN ital-12483 63 18 or or CCONJ ital-12483 63 19 deciding decide VERB ital-12483 63 20 whether whether SCONJ ital-12483 63 21 a a DET ital-12483 63 22 news news NOUN ital-12483 63 23 item item NOUN ital-12483 63 24 is be AUX ital-12483 63 25 fake fake ADJ ital-12483 63 26 or or CCONJ ital-12483 63 27 not.15 not.15 NOUN ital-12483 63 28 furthermore furthermore ADV ital-12483 63 29 , , PUNCT ital-12483 63 30 people people NOUN ital-12483 63 31 often often ADV ital-12483 63 32 overlook overlook VERB ital-12483 63 33 facts fact NOUN ital-12483 63 34 that that PRON ital-12483 63 35 conflict conflict NOUN ital-12483 63 36 with with ADP ital-12483 63 37 their their PRON ital-12483 63 38 current current ADJ ital-12483 63 39 belief belief NOUN ital-12483 63 40 , , PUNCT ital-12483 63 41 especially especially ADV ital-12483 63 42 in in ADP ital-12483 63 43 politics politic NOUN ital-12483 63 44 and and CCONJ ital-12483 63 45 controversial controversial ADJ ital-12483 63 46 social social ADJ ital-12483 63 47 issues.16 issues.16 PROPN ital-12483 63 48 the the DET ital-12483 63 49 second second ADJ ital-12483 63 50 strategy strategy NOUN ital-12483 63 51 focuses focus VERB ital-12483 63 52 on on ADP ital-12483 63 53 third third ADJ ital-12483 63 54 - - PUNCT ital-12483 63 55 party party NOUN ital-12483 63 56 manually manually ADV ital-12483 63 57 driven drive VERB ital-12483 63 58 systems system NOUN ital-12483 63 59 for for ADP ital-12483 63 60 checking checking NOUN ital-12483 63 61 and and CCONJ ital-12483 63 62 labelling labelling NOUN ital-12483 63 63 content content NOUN ital-12483 63 64 as as ADP ital-12483 63 65 fake fake ADJ ital-12483 63 66 or or CCONJ ital-12483 63 67 valid valid ADJ ital-12483 63 68 . . PUNCT ital-12483 64 1 recently recently ADV ital-12483 64 2 , , PUNCT ital-12483 64 3 we we PRON ital-12483 64 4 have have AUX ital-12483 64 5 seen see VERB ital-12483 64 6 many many ADJ ital-12483 64 7 examples example NOUN ital-12483 64 8 of of ADP ital-12483 64 9 offline offline ADJ ital-12483 64 10 and and CCONJ ital-12483 64 11 online online ADJ ital-12483 64 12 organizations organization NOUN ital-12483 64 13 trying try VERB ital-12483 64 14 to to PART ital-12483 64 15 work work VERB ital-12483 64 16 according accord VERB ital-12483 64 17 to to ADP ital-12483 64 18 this this DET ital-12483 64 19 strategy strategy NOUN ital-12483 64 20 , , PUNCT ital-12483 64 21 such such ADJ ital-12483 64 22 as as ADP ital-12483 64 23 a a DET ital-12483 64 24 growing grow VERB ital-12483 64 25 body body NOUN ital-12483 64 26 of of ADP ital-12483 64 27 fact fact NOUN ital-12483 64 28 - - PUNCT ital-12483 64 29 checking check VERB ital-12483 64 30 organizations organization NOUN ital-12483 64 31 , , PUNCT ital-12483 64 32 start start NOUN ital-12483 64 33 - - PUNCT ital-12483 64 34 ups up NOUN ital-12483 64 35 ( ( PUNCT ital-12483 64 36 storyzy storyzy PROPN ital-12483 64 37 , , PUNCT ital-12483 64 38 factmata factmata NOUN ital-12483 64 39 , , PUNCT ital-12483 64 40 etc etc X ital-12483 64 41 . . X ital-12483 64 42 ) ) PUNCT ital-12483 64 43 , , PUNCT ital-12483 64 44 and and CCONJ ital-12483 64 45 other other ADJ ital-12483 64 46 projects project NOUN ital-12483 64 47 with with ADP ital-12483 64 48 similar similar ADJ ital-12483 64 49 purposes.17 purposes.17 NOUN ital-12483 64 50 unfortunately unfortunately ADV ital-12483 64 51 , , PUNCT ital-12483 64 52 these these DET ital-12483 64 53 manually manually ADV ital-12483 64 54 powered power VERB ital-12483 64 55 systems system NOUN ital-12483 64 56 can can AUX ital-12483 64 57 not not PART ital-12483 64 58 cope cope VERB ital-12483 64 59 with with SCONJ ital-12483 64 60 the the DET ital-12483 64 61 huge huge ADJ ital-12483 64 62 amounts amount NOUN ital-12483 64 63 of of ADP ital-12483 64 64 digital digital ADJ ital-12483 64 65 content content NOUN ital-12483 64 66 being be AUX ital-12483 64 67 steadily steadily ADV ital-12483 64 68 produced produce VERB ital-12483 64 69 . . PUNCT ital-12483 65 1 therefore therefore ADV ital-12483 65 2 , , PUNCT ital-12483 65 3 they they PRON ital-12483 65 4 focus focus VERB ital-12483 65 5 only only ADV ital-12483 65 6 on on ADP ital-12483 65 7 a a DET ital-12483 65 8 subset subset NOUN ital-12483 65 9 of of ADP ital-12483 65 10 digital digital ADJ ital-12483 65 11 content content NOUN ital-12483 65 12 that that PRON ital-12483 65 13 they they PRON ital-12483 65 14 classify classify VERB ital-12483 65 15 as as ADP ital-12483 65 16 having have VERB ital-12483 65 17 higher high ADJ ital-12483 65 18 priority priority NOUN ital-12483 65 19 . . PUNCT ital-12483 66 1 even even ADV ital-12483 66 2 for for ADP ital-12483 66 3 this this DET ital-12483 66 4 subset subset NOUN ital-12483 66 5 of of ADP ital-12483 66 6 content content NOUN ital-12483 66 7 , , PUNCT ital-12483 66 8 their their PRON ital-12483 66 9 reaction reaction NOUN ital-12483 66 10 speed speed NOUN ital-12483 66 11 is be AUX ital-12483 66 12 much much ADV ital-12483 66 13 slower slow ADJ ital-12483 66 14 than than ADP ital-12483 66 15 the the DET ital-12483 66 16 fake fake ADJ ital-12483 66 17 information information NOUN ital-12483 66 18 ’s ’s NOUN ital-12483 66 19 spread spread NOUN ital-12483 66 20 speed speed NOUN ital-12483 66 21 . . PUNCT ital-12483 67 1 therefore therefore ADV ital-12483 67 2 , , PUNCT ital-12483 67 3 automated automate VERB ital-12483 67 4 and and CCONJ ital-12483 67 5 verified verify VERB ital-12483 67 6 systems system NOUN ital-12483 67 7 emerge emerge VERB ital-12483 67 8 as as ADP ital-12483 67 9 an an DET ital-12483 67 10 inevitable inevitable ADJ ital-12483 67 11 last last ADJ ital-12483 67 12 option option NOUN ital-12483 67 13 . . PUNCT ital-12483 68 1 the the DET ital-12483 68 2 third third ADJ ital-12483 68 3 strategy strategy NOUN ital-12483 68 4 offers offer VERB ital-12483 68 5 automated automate VERB ital-12483 68 6 fact fact NOUN ital-12483 68 7 - - PUNCT ital-12483 68 8 checking check VERB ital-12483 68 9 systems system NOUN ital-12483 68 10 , , PUNCT ital-12483 68 11 which which PRON ital-12483 68 12 once once ADV ital-12483 68 13 trained train VERB ital-12483 68 14 , , PUNCT ital-12483 68 15 can can AUX ital-12483 68 16 deliver deliver VERB ital-12483 68 17 content content NOUN ital-12483 68 18 labelling labelling NOUN ital-12483 68 19 at at ADP ital-12483 68 20 unprecedented unprecedented ADJ ital-12483 68 21 speeds speed NOUN ital-12483 68 22 . . PUNCT ital-12483 69 1 today today NOUN ital-12483 69 2 , , PUNCT ital-12483 69 3 many many ADJ ital-12483 69 4 researchers researcher NOUN ital-12483 69 5 are be AUX ital-12483 69 6 researching research VERB ital-12483 69 7 automated automate VERB ital-12483 69 8 solutions solution NOUN ital-12483 69 9 and and CCONJ ital-12483 69 10 building building NOUN ital-12483 69 11 models model NOUN ital-12483 69 12 with with ADP ital-12483 69 13 different different ADJ ital-12483 69 14 methodologies.18 methodologies.18 NOUN ital-12483 69 15 notwithstanding notwithstanding ADP ital-12483 69 16 the the DET ital-12483 69 17 latest late ADJ ital-12483 69 18 studies study NOUN ital-12483 69 19 , , PUNCT ital-12483 69 20 there there PRON ital-12483 69 21 is be VERB ital-12483 69 22 still still ADV ital-12483 69 23 a a DET ital-12483 69 24 lot lot NOUN ital-12483 69 25 to to PART ital-12483 69 26 do do VERB ital-12483 69 27 in in ADP ital-12483 69 28 the the DET ital-12483 69 29 realm realm NOUN ital-12483 69 30 of of ADP ital-12483 69 31 automated automate VERB ital-12483 69 32 fake fake ADJ ital-12483 69 33 news news NOUN ital-12483 69 34 detection detection NOUN ital-12483 69 35 . . PUNCT ital-12483 70 1 automated automate VERB ital-12483 70 2 fact fact NOUN ital-12483 70 3 - - PUNCT ital-12483 70 4 checking check VERB ital-12483 70 5 systems system NOUN ital-12483 70 6 will will AUX ital-12483 70 7 be be AUX ital-12483 70 8 detailed detail VERB ital-12483 70 9 in in ADP ital-12483 70 10 the the DET ital-12483 70 11 rest rest NOUN ital-12483 70 12 of of ADP ital-12483 70 13 the the DET ital-12483 70 14 paper paper NOUN ital-12483 70 15 . . PUNCT ital-12483 71 1 thanks thank NOUN ital-12483 71 2 to to ADP ital-12483 71 3 the the DET ital-12483 71 4 internet internet NOUN ital-12483 71 5 , , PUNCT ital-12483 71 6 the the DET ital-12483 71 7 collections collection NOUN ital-12483 71 8 of of ADP ital-12483 71 9 digital digital ADJ ital-12483 71 10 content content NOUN ital-12483 71 11 served serve VERB ital-12483 71 12 by by ADP ital-12483 71 13 digital digital ADJ ital-12483 71 14 libraries library NOUN ital-12483 71 15 can can AUX ital-12483 71 16 be be AUX ital-12483 71 17 accessed access VERB ital-12483 71 18 by by ADP ital-12483 71 19 a a DET ital-12483 71 20 great great ADJ ital-12483 71 21 number number NOUN ital-12483 71 22 of of ADP ital-12483 71 23 users user NOUN ital-12483 71 24 without without ADP ital-12483 71 25 distance distance NOUN ital-12483 71 26 and and CCONJ ital-12483 71 27 time time NOUN ital-12483 71 28 limits limit NOUN ital-12483 71 29 . . PUNCT ital-12483 72 1 therefore therefore ADV ital-12483 72 2 , , PUNCT ital-12483 72 3 we we PRON ital-12483 72 4 propose propose VERB ital-12483 72 5 a a DET ital-12483 72 6 solution solution NOUN ital-12483 72 7 to to ADP ital-12483 72 8 the the DET ital-12483 72 9 problem problem NOUN ital-12483 72 10 by by ADP ital-12483 72 11 positioning position VERB ital-12483 72 12 digital digital ADJ ital-12483 72 13 libraries library NOUN ital-12483 72 14 as as ADP ital-12483 72 15 automated automate VERB ital-12483 72 16 fact fact NOUN ital-12483 72 17 - - PUNCT ital-12483 72 18 checking check VERB ital-12483 72 19 services service NOUN ital-12483 72 20 , , PUNCT ital-12483 72 21 which which PRON ital-12483 72 22 label label VERB ital-12483 72 23 digital digital PROPN ital-12483 72 24 news news NOUN ital-12483 72 25 content content NOUN ital-12483 72 26 as as ADP ital-12483 72 27 fake fake ADJ ital-12483 72 28 or or CCONJ ital-12483 72 29 valid valid ADJ ital-12483 72 30 as as ADV ital-12483 72 31 soon soon ADV ital-12483 72 32 as as ADP ital-12483 72 33 or or CCONJ ital-12483 72 34 before before SCONJ ital-12483 72 35 it it PRON ital-12483 72 36 is be AUX ital-12483 72 37 served serve VERB ital-12483 72 38 through through ADP ital-12483 72 39 library library NOUN ital-12483 72 40 systems system NOUN ital-12483 72 41 . . PUNCT ital-12483 73 1 the the DET ital-12483 73 2 main main ADJ ital-12483 73 3 reason reason NOUN ital-12483 73 4 we we PRON ital-12483 73 5 associate associate VERB ital-12483 73 6 this this DET ital-12483 73 7 approach approach NOUN ital-12483 73 8 with with ADP ital-12483 73 9 digital digital ADJ ital-12483 73 10 libraries library NOUN ital-12483 73 11 is be AUX ital-12483 73 12 their their PRON ital-12483 73 13 access access NOUN ital-12483 73 14 to to ADP ital-12483 73 15 a a DET ital-12483 73 16 wide wide ADJ ital-12483 73 17 variety variety NOUN ital-12483 73 18 of of ADP ital-12483 73 19 digital digital ADJ ital-12483 73 20 content content NOUN ital-12483 73 21 which which PRON ital-12483 73 22 can can AUX ital-12483 73 23 be be AUX ital-12483 73 24 used use VERB ital-12483 73 25 to to PART ital-12483 73 26 train train VERB ital-12483 73 27 the the DET ital-12483 73 28 proposed propose VERB ital-12483 73 29 mathematical mathematical ADJ ital-12483 73 30 models model NOUN ital-12483 73 31 , , PUNCT ital-12483 73 32 as as ADV ital-12483 73 33 well well ADV ital-12483 73 34 as as ADP ital-12483 73 35 their their PRON ital-12483 73 36 role role NOUN ital-12483 73 37 in in ADP ital-12483 73 38 the the DET ital-12483 73 39 society society NOUN ital-12483 73 40 as as ADP ital-12483 73 41 the the DET ital-12483 73 42 publisher publisher NOUN ital-12483 73 43 of of ADP ital-12483 73 44 trusted trust VERB ital-12483 73 45 information information NOUN ital-12483 73 46 . . PUNCT ital-12483 74 1 to to ADP ital-12483 74 2 this this DET ital-12483 74 3 end end NOUN ital-12483 74 4 , , PUNCT ital-12483 74 5 we we PRON ital-12483 74 6 develop develop VERB ital-12483 74 7 a a DET ital-12483 74 8 mathematical mathematical ADJ ital-12483 74 9 model model NOUN ital-12483 74 10 that that PRON ital-12483 74 11 is be AUX ital-12483 74 12 trained train VERB ital-12483 74 13 using use VERB ital-12483 74 14 existing exist VERB ital-12483 74 15 news news NOUN ital-12483 74 16 content content NOUN ital-12483 74 17 served serve VERB ital-12483 74 18 by by ADP ital-12483 74 19 digital digital ADJ ital-12483 74 20 libraries library NOUN ital-12483 74 21 , , PUNCT ital-12483 74 22 and and CCONJ ital-12483 74 23 capable capable ADJ ital-12483 74 24 of of ADP ital-12483 74 25 labelling labelling NOUN ital-12483 74 26 news news NOUN ital-12483 74 27 content content NOUN ital-12483 74 28 as as ADP ital-12483 74 29 fake fake ADJ ital-12483 74 30 or or CCONJ ital-12483 74 31 valid valid ADJ ital-12483 74 32 with with ADP ital-12483 74 33 unprecedented unprecedented ADJ ital-12483 74 34 accuracy accuracy NOUN ital-12483 74 35 . . PUNCT ital-12483 75 1 the the DET ital-12483 75 2 proposed propose VERB ital-12483 75 3 solution solution NOUN ital-12483 75 4 uses use VERB ital-12483 75 5 machine machine NOUN ital-12483 75 6 learning learning NOUN ital-12483 75 7 techniques technique NOUN ital-12483 75 8 with with ADP ital-12483 75 9 an an DET ital-12483 75 10 optimized optimize VERB ital-12483 75 11 set set NOUN ital-12483 75 12 of of ADP ital-12483 75 13 extracted extract VERB ital-12483 75 14 features feature NOUN ital-12483 75 15 and and CCONJ ital-12483 75 16 annotated annotate VERB ital-12483 75 17 labels label NOUN ital-12483 75 18 of of ADP ital-12483 75 19 existing exist VERB ital-12483 75 20 digital digital ADJ ital-12483 75 21 news news NOUN ital-12483 75 22 content content NOUN ital-12483 75 23 . . PUNCT ital-12483 76 1 our our PRON ital-12483 76 2 study study NOUN ital-12483 76 3 mainly mainly ADV ital-12483 76 4 contributes contribute VERB ital-12483 76 5 ( ( PUNCT ital-12483 76 6 a a X ital-12483 76 7 ) ) PUNCT ital-12483 76 8 a a DET ital-12483 76 9 new new ADJ ital-12483 76 10 set set NOUN ital-12483 76 11 of of ADP ital-12483 76 12 features feature NOUN ital-12483 76 13 highly highly ADV ital-12483 76 14 applicable applicable ADJ ital-12483 76 15 for for ADP ital-12483 76 16 agglutinative agglutinative ADJ ital-12483 76 17 languages language NOUN ital-12483 76 18 , , PUNCT ital-12483 76 19 ( ( PUNCT ital-12483 76 20 b b X ital-12483 76 21 ) ) PUNCT ital-12483 76 22 the the DET ital-12483 76 23 first first ADJ ital-12483 76 24 hybrid hybrid ADJ ital-12483 76 25 model model NOUN ital-12483 76 26 combining combine VERB ital-12483 76 27 a a DET ital-12483 76 28 lexicon lexicon NOUN ital-12483 76 29 / / SYM ital-12483 76 30 dictionarybased dictionarybase VERB ital-12483 76 31 approach approach NOUN ital-12483 76 32 with with ADP ital-12483 76 33 machine machine NOUN ital-12483 76 34 learning learning NOUN ital-12483 76 35 methods method NOUN ital-12483 76 36 to to PART ital-12483 76 37 detect detect VERB ital-12483 76 38 fake fake ADJ ital-12483 76 39 news news NOUN ital-12483 76 40 , , PUNCT ital-12483 76 41 and and CCONJ ital-12483 76 42 ( ( PUNCT ital-12483 76 43 c c NOUN ital-12483 76 44 ) ) PUNCT ital-12483 76 45 a a DET ital-12483 76 46 benchmark benchmark ADJ ital-12483 76 47 dataset dataset NOUN ital-12483 76 48 prepared prepare VERB ital-12483 76 49 in in ADP ital-12483 76 50 turkish turkish NOUN ital-12483 76 51 for for ADP ital-12483 76 52 fake fake ADJ ital-12483 76 53 news news NOUN ital-12483 76 54 detection detection NOUN ital-12483 76 55 . . PUNCT ital-12483 77 1 literature literature NOUN ital-12483 77 2 review review PROPN ital-12483 77 3 contemporary contemporary ADJ ital-12483 77 4 studies study NOUN ital-12483 77 5 have have AUX ital-12483 77 6 indicated indicate VERB ital-12483 77 7 that that SCONJ ital-12483 77 8 social social ADJ ital-12483 77 9 , , PUNCT ital-12483 77 10 economic economic ADJ ital-12483 77 11 , , PUNCT ital-12483 77 12 and and CCONJ ital-12483 77 13 political political ADJ ital-12483 77 14 events event NOUN ital-12483 77 15 in in ADP ital-12483 77 16 recent recent ADJ ital-12483 77 17 years year NOUN ital-12483 77 18 , , PUNCT ital-12483 77 19 especially especially ADV ital-12483 77 20 after after ADP ital-12483 77 21 the the DET ital-12483 77 22 2016 2016 NUM ital-12483 77 23 us we PRON ital-12483 77 24 presidential presidential ADJ ital-12483 77 25 elections election NOUN ital-12483 77 26 , , PUNCT ital-12483 77 27 are be AUX ital-12483 77 28 increasingly increasingly ADV ital-12483 77 29 associated associate VERB ital-12483 77 30 with with ADP ital-12483 77 31 the the DET ital-12483 77 32 concept concept NOUN ital-12483 77 33 of of ADP ital-12483 77 34 fake fake ADJ ital-12483 77 35 news.19 news.19 NOUN ital-12483 77 36 since since SCONJ ital-12483 77 37 then then ADV ital-12483 77 38 , , PUNCT ital-12483 77 39 fake fake ADJ ital-12483 77 40 news news NOUN ital-12483 77 41 has have AUX ital-12483 77 42 begun begin VERB ital-12483 77 43 to to PART ital-12483 77 44 be be AUX ital-12483 77 45 used use VERB ital-12483 77 46 as as ADP ital-12483 77 47 a a DET ital-12483 77 48 tool tool NOUN ital-12483 77 49 in in ADP ital-12483 77 50 many many ADJ ital-12483 77 51 domains domain NOUN ital-12483 77 52 . . PUNCT ital-12483 78 1 on on ADP ital-12483 78 2 the the DET ital-12483 78 3 other other ADJ ital-12483 78 4 hand hand NOUN ital-12483 78 5 , , PUNCT ital-12483 78 6 researchers researcher NOUN ital-12483 78 7 motivated motivate VERB ital-12483 78 8 by by ADP ital-12483 78 9 finding find VERB ital-12483 78 10 automated automate VERB ital-12483 78 11 solutions solution NOUN ital-12483 78 12 started start VERB ital-12483 78 13 to to PART ital-12483 78 14 make make VERB ital-12483 78 15 use use NOUN ital-12483 78 16 of of ADP ital-12483 78 17 machine machine NOUN ital-12483 78 18 learning learning NOUN ital-12483 78 19 , , PUNCT ital-12483 78 20 deep deep ADJ ital-12483 78 21 learning learning NOUN ital-12483 78 22 , , PUNCT ital-12483 78 23 hybrid hybrid NOUN ital-12483 78 24 models model NOUN ital-12483 78 25 , , PUNCT ital-12483 78 26 and and CCONJ ital-12483 78 27 other other ADJ ital-12483 78 28 methodologies methodology NOUN ital-12483 78 29 for for ADP ital-12483 78 30 their their PRON ital-12483 78 31 solutions solution NOUN ital-12483 78 32 . . PUNCT ital-12483 79 1 https://storyzy.com/ https://storyzy.com/ X ital-12483 79 2 information information NOUN ital-12483 79 3 technology technology NOUN ital-12483 79 4 and and CCONJ ital-12483 79 5 libraries library NOUN ital-12483 79 6 december december PROPN ital-12483 79 7 2020 2020 NUM ital-12483 79 8 automated automate VERB ital-12483 79 9 fake fake ADJ ital-12483 79 10 news news NOUN ital-12483 79 11 detection detection NOUN ital-12483 79 12 in in ADP ital-12483 79 13 the the DET ital-12483 79 14 age age NOUN ital-12483 79 15 of of ADP ital-12483 79 16 digital digital ADJ ital-12483 79 17 libraries library NOUN ital-12483 79 18 | | NOUN ital-12483 79 19 mertoğlu mertoğlu NOUN ital-12483 79 20 and and CCONJ ital-12483 79 21 genç genç ADJ ital-12483 79 22 5 5 NUM ital-12483 79 23 although although SCONJ ital-12483 79 24 computational computational ADJ ital-12483 79 25 deception deception NOUN ital-12483 79 26 detection detection NOUN ital-12483 79 27 studies study NOUN ital-12483 79 28 applying apply VERB ital-12483 79 29 nlp nlp NOUN ital-12483 79 30 ( ( PUNCT ital-12483 79 31 natural natural ADJ ital-12483 79 32 language language NOUN ital-12483 79 33 processing processing NOUN ital-12483 79 34 ) ) PUNCT ital-12483 79 35 operations operation NOUN ital-12483 79 36 are be AUX ital-12483 79 37 not not PART ital-12483 79 38 new new ADJ ital-12483 79 39 , , PUNCT ital-12483 79 40 textual textual ADJ ital-12483 79 41 deception deception NOUN ital-12483 79 42 in in ADP ital-12483 79 43 the the DET ital-12483 79 44 context context NOUN ital-12483 79 45 of of ADP ital-12483 79 46 text text NOUN ital-12483 79 47 - - PUNCT ital-12483 79 48 based base VERB ital-12483 79 49 news news NOUN ital-12483 79 50 is be AUX ital-12483 79 51 a a DET ital-12483 79 52 new new ADJ ital-12483 79 53 topic topic NOUN ital-12483 79 54 for for ADP ital-12483 79 55 the the DET ital-12483 79 56 field field NOUN ital-12483 79 57 of of ADP ital-12483 79 58 journalism.20 journalism.20 PROPN ital-12483 79 59 accordingly accordingly ADV ital-12483 79 60 , , PUNCT ital-12483 79 61 we we PRON ital-12483 79 62 believe believe VERB ital-12483 79 63 that that SCONJ ital-12483 79 64 there there PRON ital-12483 79 65 is be VERB ital-12483 79 66 a a DET ital-12483 79 67 hidden hidden ADJ ital-12483 79 68 body body NOUN ital-12483 79 69 language language NOUN ital-12483 79 70 of of ADP ital-12483 79 71 news news NOUN ital-12483 79 72 text text NOUN ital-12483 79 73 , , PUNCT ital-12483 79 74 which which PRON ital-12483 79 75 has have VERB ital-12483 79 76 linguistic linguistic ADJ ital-12483 79 77 clues clue NOUN ital-12483 79 78 indicating indicate VERB ital-12483 79 79 whether whether SCONJ ital-12483 79 80 the the DET ital-12483 79 81 news news NOUN ital-12483 79 82 is be AUX ital-12483 79 83 fake fake ADJ ital-12483 79 84 or or CCONJ ital-12483 79 85 not not PART ital-12483 79 86 . . PUNCT ital-12483 80 1 thus thus ADV ital-12483 80 2 , , PUNCT ital-12483 80 3 lexical lexical ADJ ital-12483 80 4 , , PUNCT ital-12483 80 5 syntactic syntactic ADJ ital-12483 80 6 , , PUNCT ital-12483 80 7 semantic semantic ADJ ital-12483 80 8 , , PUNCT ital-12483 80 9 and and CCONJ ital-12483 80 10 rhetorical rhetorical ADJ ital-12483 80 11 analysis analysis NOUN ital-12483 80 12 when when SCONJ ital-12483 80 13 used use VERB ital-12483 80 14 with with ADP ital-12483 80 15 machine machine NOUN ital-12483 80 16 learning learning NOUN ital-12483 80 17 and and CCONJ ital-12483 80 18 deep deep ADJ ital-12483 80 19 learning learning NOUN ital-12483 80 20 techniques technique NOUN ital-12483 80 21 offers offer VERB ital-12483 80 22 encouraging encourage VERB ital-12483 80 23 directions direction NOUN ital-12483 80 24 . . PUNCT ital-12483 81 1 the the DET ital-12483 81 2 textual textual ADJ ital-12483 81 3 deception deception NOUN ital-12483 81 4 spread spread VERB ital-12483 81 5 over over ADP ital-12483 81 6 a a DET ital-12483 81 7 wide wide ADJ ital-12483 81 8 spectrum spectrum NOUN ital-12483 81 9 and and CCONJ ital-12483 81 10 the the DET ital-12483 81 11 studies study NOUN ital-12483 81 12 have have AUX ital-12483 81 13 utilized utilize VERB ital-12483 81 14 many many ADJ ital-12483 81 15 different different ADJ ital-12483 81 16 techniques technique NOUN ital-12483 81 17 . . PUNCT ital-12483 82 1 there there PRON ital-12483 82 2 are be VERB ital-12483 82 3 some some DET ital-12483 82 4 prominent prominent ADJ ital-12483 82 5 studies study NOUN ital-12483 82 6 which which PRON ital-12483 82 7 took take VERB ital-12483 82 8 the the DET ital-12483 82 9 problem problem NOUN ital-12483 82 10 as as ADP ital-12483 82 11 a a DET ital-12483 82 12 binary binary ADJ ital-12483 82 13 classification classification NOUN ital-12483 82 14 problem problem NOUN ital-12483 82 15 utilizing utilize VERB ital-12483 82 16 linguistic linguistic ADJ ital-12483 82 17 clues.21 clues.21 NOUN ital-12483 82 18 although although SCONJ ital-12483 82 19 it it PRON ital-12483 82 20 is be AUX ital-12483 82 21 still still ADV ital-12483 82 22 early early ADJ ital-12483 82 23 to to PART ital-12483 82 24 say say VERB ital-12483 82 25 the the DET ital-12483 82 26 linguistic linguistic ADJ ital-12483 82 27 characteristics characteristic NOUN ital-12483 82 28 of of ADP ital-12483 82 29 fake fake ADJ ital-12483 82 30 news news NOUN ital-12483 82 31 are be AUX ital-12483 82 32 fully fully ADV ital-12483 82 33 understood understand VERB ital-12483 82 34 , , PUNCT ital-12483 82 35 research research NOUN ital-12483 82 36 into into ADP ital-12483 82 37 fake fake ADJ ital-12483 82 38 - - PUNCT ital-12483 82 39 news news NOUN ital-12483 82 40 detection detection NOUN ital-12483 82 41 in in ADP ital-12483 82 42 english english ADJ ital-12483 82 43 - - PUNCT ital-12483 82 44 language language NOUN ital-12483 82 45 texts text NOUN ital-12483 82 46 is be AUX ital-12483 82 47 relatively relatively ADV ital-12483 82 48 advanced advanced ADJ ital-12483 82 49 compared compare VERB ital-12483 82 50 to to ADP ital-12483 82 51 that that PRON ital-12483 82 52 in in ADP ital-12483 82 53 other other ADJ ital-12483 82 54 languages language NOUN ital-12483 82 55 . . PUNCT ital-12483 83 1 in in ADP ital-12483 83 2 contrast contrast NOUN ital-12483 83 3 , , PUNCT ital-12483 83 4 agglutinative agglutinative ADJ ital-12483 83 5 languages language NOUN ital-12483 83 6 such such ADJ ital-12483 83 7 as as ADP ital-12483 83 8 turkish turkish ADJ ital-12483 83 9 have have AUX ital-12483 83 10 been be AUX ital-12483 83 11 little little ADJ ital-12483 83 12 researched research VERB ital-12483 83 13 when when SCONJ ital-12483 83 14 it it PRON ital-12483 83 15 comes come VERB ital-12483 83 16 to to ADP ital-12483 83 17 fake fake ADJ ital-12483 83 18 news news NOUN ital-12483 83 19 detection detection NOUN ital-12483 83 20 . . PUNCT ital-12483 84 1 agglutinative agglutinative ADJ ital-12483 84 2 languages language NOUN ital-12483 84 3 enable enable VERB ital-12483 84 4 the the DET ital-12483 84 5 construction construction NOUN ital-12483 84 6 of of ADP ital-12483 84 7 words word NOUN ital-12483 84 8 by by ADP ital-12483 84 9 adding add VERB ital-12483 84 10 various various ADJ ital-12483 84 11 morphemes morpheme NOUN ital-12483 84 12 , , PUNCT ital-12483 84 13 which which PRON ital-12483 84 14 means mean VERB ital-12483 84 15 that that SCONJ ital-12483 84 16 words word NOUN ital-12483 84 17 that that PRON ital-12483 84 18 are be AUX ital-12483 84 19 not not PART ital-12483 84 20 practically practically ADV ital-12483 84 21 in in ADP ital-12483 84 22 use use NOUN ital-12483 84 23 may may AUX ital-12483 84 24 exist exist VERB ital-12483 84 25 theoretically theoretically ADV ital-12483 84 26 . . PUNCT ital-12483 85 1 for for ADP ital-12483 85 2 example example NOUN ital-12483 85 3 , , PUNCT ital-12483 85 4 “ " PUNCT ital-12483 85 5 gerek gerek NOUN ital-12483 85 6 - - PUNCT ital-12483 85 7 siz siz NOUN ital-12483 85 8 - - PUNCT ital-12483 85 9 leş leş NOUN ital-12483 85 10 - - PUNCT ital-12483 85 11 tir tir ADJ ital-12483 85 12 - - PUNCT ital-12483 85 13 ebilecek ebilecek NOUN ital-12483 85 14 - - PUNCT ital-12483 85 15 leri leri PROPN ital-12483 85 16 - - PUNCT ital-12483 85 17 miz miz ADJ ital-12483 85 18 - - PUNCT ital-12483 85 19 den den NOUN ital-12483 85 20 - - PUNCT ital-12483 85 21 dir dir NOUN ital-12483 85 22 , , PUNCT ital-12483 85 23 ” " PUNCT ital-12483 85 24 is be AUX ital-12483 85 25 a a DET ital-12483 85 26 theoretically theoretically ADV ital-12483 85 27 possible possible ADJ ital-12483 85 28 word word NOUN ital-12483 85 29 that that PRON ital-12483 85 30 means mean VERB ital-12483 85 31 “ " PUNCT ital-12483 85 32 it it PRON ital-12483 85 33 is be AUX ital-12483 85 34 one one NUM ital-12483 85 35 of of ADP ital-12483 85 36 the the DET ital-12483 85 37 things thing NOUN ital-12483 85 38 that that PRON ital-12483 85 39 we we PRON ital-12483 85 40 will will AUX ital-12483 85 41 be be AUX ital-12483 85 42 able able ADJ ital-12483 85 43 to to PART ital-12483 85 44 make make VERB ital-12483 85 45 redundant redundant ADJ ital-12483 85 46 , , PUNCT ital-12483 85 47 ” " PUNCT ital-12483 85 48 but but CCONJ ital-12483 85 49 it it PRON ital-12483 85 50 is be AUX ital-12483 85 51 not not PART ital-12483 85 52 a a DET ital-12483 85 53 practical practical ADJ ital-12483 85 54 one one NUM ital-12483 85 55 . . PUNCT ital-12483 86 1 shu shu NOUN ital-12483 86 2 et et PROPN ital-12483 87 1 al al PROPN ital-12483 87 2 . . PROPN ital-12483 87 3 classified classify VERB ital-12483 87 4 the the DET ital-12483 87 5 models model NOUN ital-12483 87 6 for for ADP ital-12483 87 7 the the DET ital-12483 87 8 detection detection NOUN ital-12483 87 9 of of ADP ital-12483 87 10 fake fake ADJ ital-12483 87 11 news news NOUN ital-12483 87 12 in in ADP ital-12483 87 13 their their PRON ital-12483 87 14 study.22 study.22 NOUN ital-12483 87 15 according accord VERB ital-12483 87 16 to to ADP ital-12483 87 17 this this DET ital-12483 87 18 study study NOUN ital-12483 87 19 , , PUNCT ital-12483 87 20 the the DET ital-12483 87 21 automated automate VERB ital-12483 87 22 approaches approach NOUN ital-12483 87 23 can can AUX ital-12483 87 24 focus focus VERB ital-12483 87 25 on on ADP ital-12483 87 26 four four NUM ital-12483 87 27 types type NOUN ital-12483 87 28 of of ADP ital-12483 87 29 attributes attribute NOUN ital-12483 87 30 to to PART ital-12483 87 31 detect detect VERB ital-12483 87 32 fake fake ADJ ital-12483 87 33 news news NOUN ital-12483 87 34 : : PUNCT ital-12483 87 35 knowledge knowledge NOUN ital-12483 87 36 based base VERB ital-12483 87 37 , , PUNCT ital-12483 87 38 style style NOUN ital-12483 87 39 based base VERB ital-12483 87 40 , , PUNCT ital-12483 87 41 stance stance NOUN ital-12483 87 42 based base VERB ital-12483 87 43 , , PUNCT ital-12483 87 44 or or CCONJ ital-12483 87 45 propagation propagation NOUN ital-12483 87 46 based base VERB ital-12483 87 47 . . PUNCT ital-12483 88 1 among among ADP ital-12483 88 2 these these PRON ital-12483 88 3 , , PUNCT ital-12483 88 4 it it PRON ital-12483 88 5 can can AUX ital-12483 88 6 be be AUX ital-12483 88 7 said say VERB ital-12483 88 8 that that SCONJ ital-12483 88 9 the the DET ital-12483 88 10 most most ADV ital-12483 88 11 useful useful ADJ ital-12483 88 12 approaches approach NOUN ital-12483 88 13 are be AUX ital-12483 88 14 the the DET ital-12483 88 15 ones one NOUN ital-12483 88 16 which which PRON ital-12483 88 17 focus focus VERB ital-12483 88 18 on on ADP ital-12483 88 19 the the DET ital-12483 88 20 textual textual ADJ ital-12483 88 21 news news NOUN ital-12483 88 22 content content NOUN ital-12483 88 23 . . PUNCT ital-12483 89 1 th th PRON ital-12483 89 2 e e NOUN ital-12483 89 3 textual textual ADJ ital-12483 89 4 content content NOUN ital-12483 89 5 can can AUX ital-12483 89 6 be be AUX ital-12483 89 7 studied study VERB ital-12483 89 8 by by ADP ital-12483 89 9 an an DET ital-12483 89 10 automated automate VERB ital-12483 89 11 process process NOUN ital-12483 89 12 to to PART ital-12483 89 13 extract extract VERB ital-12483 89 14 features feature NOUN ital-12483 89 15 that that PRON ital-12483 89 16 can can AUX ital-12483 89 17 be be AUX ital-12483 89 18 very very ADV ital-12483 89 19 helpful helpful ADJ ital-12483 89 20 in in ADP ital-12483 89 21 classifying classify VERB ital-12483 89 22 content content NOUN ital-12483 89 23 as as ADP ital-12483 89 24 fake fake ADJ ital-12483 89 25 or or CCONJ ital-12483 89 26 valid valid ADJ ital-12483 89 27 . . PUNCT ital-12483 90 1 many many ADJ ital-12483 90 2 scholars scholar NOUN ital-12483 90 3 have have AUX ital-12483 90 4 tried try VERB ital-12483 90 5 to to PART ital-12483 90 6 build build VERB ital-12483 90 7 models model NOUN ital-12483 90 8 for for ADP ital-12483 90 9 automatic automatic ADJ ital-12483 90 10 detection detection NOUN ital-12483 90 11 and and CCONJ ital-12483 90 12 prediction prediction NOUN ital-12483 90 13 of of ADP ital-12483 90 14 fake fake ADJ ital-12483 90 15 news news NOUN ital-12483 90 16 using use VERB ital-12483 90 17 machine machine NOUN ital-12483 90 18 learning learning NOUN ital-12483 90 19 algorithms algorithm NOUN ital-12483 90 20 , , PUNCT ital-12483 90 21 deep deep ADJ ital-12483 90 22 learning learning NOUN ital-12483 90 23 algorithms algorithm NOUN ital-12483 90 24 , , PUNCT ital-12483 90 25 and and CCONJ ital-12483 90 26 other other ADJ ital-12483 90 27 techniques technique NOUN ital-12483 90 28 . . PUNCT ital-12483 91 1 these these DET ital-12483 91 2 scholars scholar NOUN ital-12483 91 3 approach approach VERB ital-12483 91 4 the the DET ital-12483 91 5 detection detection NOUN ital-12483 91 6 of of ADP ital-12483 91 7 fake fake ADJ ital-12483 91 8 news news NOUN ital-12483 91 9 from from ADP ital-12483 91 10 many many ADJ ital-12483 91 11 different different ADJ ital-12483 91 12 perspectives perspective NOUN ital-12483 91 13 and and CCONJ ital-12483 91 14 domains domain NOUN ital-12483 91 15 . . PUNCT ital-12483 92 1 for for ADP ital-12483 92 2 example example NOUN ital-12483 92 3 , , PUNCT ital-12483 92 4 in in ADP ital-12483 92 5 one one NUM ital-12483 92 6 of of ADP ital-12483 92 7 the the DET ital-12483 92 8 studies study NOUN ital-12483 92 9 , , PUNCT ital-12483 92 10 scientific scientific ADJ ital-12483 92 11 news news NOUN ital-12483 92 12 and and CCONJ ital-12483 92 13 conspiracy conspiracy NOUN ital-12483 92 14 news news NOUN ital-12483 92 15 were be AUX ital-12483 92 16 used.23 used.23 NOUN ital-12483 92 17 in in ADP ital-12483 92 18 shu shu NOUN ital-12483 92 19 et et PROPN ital-12483 93 1 al al PROPN ital-12483 93 2 . . PROPN ital-12483 93 3 ’s ’s PROPN ital-12483 93 4 study study NOUN ital-12483 93 5 based base VERB ital-12483 93 6 on on ADP ital-12483 93 7 credibility credibility NOUN ital-12483 93 8 of of ADP ital-12483 93 9 news news NOUN ital-12483 93 10 , , PUNCT ital-12483 93 11 the the DET ital-12483 93 12 headlines headline NOUN ital-12483 93 13 were be AUX ital-12483 93 14 used use VERB ital-12483 93 15 to to PART ital-12483 93 16 determine determine VERB ital-12483 93 17 whether whether SCONJ ital-12483 93 18 the the DET ital-12483 93 19 article article NOUN ital-12483 93 20 was be AUX ital-12483 93 21 clickbait clickbait ADJ ital-12483 93 22 or or CCONJ ital-12483 93 23 not not PART ital-12483 93 24 . . PUNCT ital-12483 94 1 in in ADP ital-12483 94 2 another another DET ital-12483 94 3 study study NOUN ital-12483 94 4 , , PUNCT ital-12483 94 5 reis reis PROPN ital-12483 94 6 et et PROPN ital-12483 94 7 al al PROPN ital-12483 94 8 . . PROPN ital-12483 94 9 worked work VERB ital-12483 94 10 on on ADP ital-12483 94 11 buzzfeed buzzfeed NOUN ital-12483 94 12 articles article NOUN ital-12483 94 13 linked link VERB ital-12483 94 14 to to ADP ital-12483 94 15 the the DET ital-12483 94 16 2016 2016 NUM ital-12483 94 17 us us PROPN ital-12483 94 18 election election NOUN ital-12483 94 19 using use VERB ital-12483 94 20 machine machine NOUN ital-12483 94 21 learning learning NOUN ital-12483 94 22 techniques technique NOUN ital-12483 94 23 with with ADP ital-12483 94 24 a a DET ital-12483 94 25 supervised supervised ADJ ital-12483 94 26 learning learning NOUN ital-12483 94 27 approach.24 approach.24 NOUN ital-12483 94 28 studies study NOUN ital-12483 94 29 which which PRON ital-12483 94 30 try try VERB ital-12483 94 31 to to PART ital-12483 94 32 detect detect VERB ital-12483 94 33 satire satire NOUN ital-12483 94 34 and and CCONJ ital-12483 94 35 sarcasm sarcasm NOUN ital-12483 94 36 can can AUX ital-12483 94 37 be be AUX ital-12483 94 38 attributed attribute VERB ital-12483 94 39 to to ADP ital-12483 94 40 subcategories subcategorie NOUN ital-12483 94 41 of of ADP ital-12483 94 42 fake fake ADJ ital-12483 94 43 news news NOUN ital-12483 94 44 detection.25 detection.25 NOUN ital-12483 94 45 our our PRON ital-12483 94 46 observation observation NOUN ital-12483 94 47 , , PUNCT ital-12483 94 48 in in ADP ital-12483 94 49 line line NOUN ital-12483 94 50 with with ADP ital-12483 94 51 the the DET ital-12483 94 52 general general ADJ ital-12483 94 53 view view NOUN ital-12483 94 54 , , PUNCT ital-12483 94 55 is be AUX ital-12483 94 56 that that SCONJ ital-12483 94 57 satire satire NOUN ital-12483 94 58 is be AUX ital-12483 94 59 not not PART ital-12483 94 60 always always ADV ital-12483 94 61 recognizable recognizable ADJ ital-12483 94 62 and and CCONJ ital-12483 94 63 can can AUX ital-12483 94 64 be be AUX ital-12483 94 65 misunderstood misunderstood NOUN ital-12483 94 66 for for ADP ital-12483 94 67 real real ADJ ital-12483 94 68 news.26 news.26 ADJ ital-12483 94 69 for for ADP ital-12483 94 70 this this DET ital-12483 94 71 reason reason NOUN ital-12483 94 72 , , PUNCT ital-12483 94 73 we we PRON ital-12483 94 74 included include VERB ital-12483 94 75 satirical satirical ADJ ital-12483 94 76 news news NOUN ital-12483 94 77 in in ADP ital-12483 94 78 our our PRON ital-12483 94 79 dataset dataset NOUN ital-12483 94 80 . . PUNCT ital-12483 95 1 it it PRON ital-12483 95 2 should should AUX ital-12483 95 3 be be AUX ital-12483 95 4 noted note VERB ital-12483 95 5 that that SCONJ ital-12483 95 6 although although SCONJ ital-12483 95 7 satire satire NOUN ital-12483 95 8 or or CCONJ ital-12483 95 9 sarcasm sarcasm NOUN ital-12483 95 10 can can AUX ital-12483 95 11 be be AUX ital-12483 95 12 classified classify VERB ital-12483 95 13 by by ADP ital-12483 95 14 automated automate VERB ital-12483 95 15 detection detection NOUN ital-12483 95 16 systems system NOUN ital-12483 95 17 , , PUNCT ital-12483 95 18 experts expert NOUN ital-12483 95 19 should should AUX ital-12483 95 20 still still ADV ital-12483 95 21 evaluate evaluate VERB ital-12483 95 22 the the DET ital-12483 95 23 results result NOUN ital-12483 95 24 of of ADP ital-12483 95 25 the the DET ital-12483 95 26 classification classification NOUN ital-12483 95 27 . . PUNCT ital-12483 96 1 while while SCONJ ital-12483 96 2 some some DET ital-12483 96 3 scholars scholar NOUN ital-12483 96 4 used use VERB ital-12483 96 5 specific specific ADJ ital-12483 96 6 models model NOUN ital-12483 96 7 focusing focus VERB ital-12483 96 8 on on ADP ital-12483 96 9 unique unique ADJ ital-12483 96 10 characteristics characteristic NOUN ital-12483 96 11 , , PUNCT ital-12483 96 12 some some DET ital-12483 96 13 others other NOUN ital-12483 96 14 such such ADJ ital-12483 96 15 as as ADP ital-12483 96 16 ruchansky ruchansky NOUN ital-12483 96 17 et et PROPN ital-12483 96 18 al al PROPN ital-12483 96 19 . . PROPN ital-12483 96 20 proposed propose VERB ital-12483 96 21 hybrid hybrid ADJ ital-12483 96 22 deep deep ADJ ital-12483 96 23 models model NOUN ital-12483 96 24 for for ADP ital-12483 96 25 fake fake ADJ ital-12483 96 26 news news NOUN ital-12483 96 27 detection detection NOUN ital-12483 96 28 making make VERB ital-12483 96 29 use use NOUN ital-12483 96 30 of of ADP ital-12483 96 31 multiple multiple ADJ ital-12483 96 32 kinds kind NOUN ital-12483 96 33 of of ADP ital-12483 96 34 features feature NOUN ital-12483 96 35 such such ADJ ital-12483 96 36 as as ADP ital-12483 96 37 temporal temporal ADJ ital-12483 96 38 engagement engagement NOUN ital-12483 96 39 between between ADP ital-12483 96 40 users user NOUN ital-12483 96 41 and and CCONJ ital-12483 96 42 news news NOUN ital-12483 96 43 articles article NOUN ital-12483 96 44 over over ADP ital-12483 96 45 time time NOUN ital-12483 96 46 and and CCONJ ital-12483 96 47 generated generate VERB ital-12483 96 48 a a DET ital-12483 96 49 labelling labelling NOUN ital-12483 96 50 methodology methodology NOUN ital-12483 96 51 based base VERB ital-12483 96 52 on on ADP ital-12483 96 53 those those DET ital-12483 96 54 features.27 features.27 NOUN ital-12483 96 55 in in ADP ital-12483 96 56 related related ADJ ital-12483 96 57 studies study NOUN ital-12483 96 58 , , PUNCT ital-12483 96 59 many many ADJ ital-12483 96 60 features feature NOUN ital-12483 96 61 such such ADJ ital-12483 96 62 as as ADP ital-12483 96 63 automatic automatic ADJ ital-12483 96 64 extracted extract VERB ital-12483 96 65 features feature NOUN ital-12483 96 66 , , PUNCT ital-12483 96 67 hand hand NOUN ital-12483 96 68 - - PUNCT ital-12483 96 69 crafted craft VERB ital-12483 96 70 features feature NOUN ital-12483 96 71 , , PUNCT ital-12483 96 72 social social ADJ ital-12483 96 73 features feature NOUN ital-12483 96 74 , , PUNCT ital-12483 96 75 network network NOUN ital-12483 96 76 information information NOUN ital-12483 96 77 , , PUNCT ital-12483 96 78 visual visual ADJ ital-12483 96 79 features feature NOUN ital-12483 96 80 , , PUNCT ital-12483 96 81 and and CCONJ ital-12483 96 82 some some DET ital-12483 96 83 others other NOUN ital-12483 96 84 such such ADJ ital-12483 96 85 as as ADP ital-12483 96 86 psycholinguistic psycholinguistic ADJ ital-12483 96 87 features feature NOUN ital-12483 96 88 , , PUNCT ital-12483 96 89 are be AUX ital-12483 96 90 applied apply VERB ital-12483 96 91 by by ADP ital-12483 96 92 researchers.28 researchers.28 NOUN ital-12483 96 93 in in ADP ital-12483 96 94 this this DET ital-12483 96 95 work work NOUN ital-12483 96 96 , , PUNCT ital-12483 96 97 we we PRON ital-12483 96 98 focused focus VERB ital-12483 96 99 on on ADP ital-12483 96 100 news news NOUN ital-12483 96 101 content content NOUN ital-12483 96 102 features feature VERB ital-12483 96 103 , , PUNCT ital-12483 96 104 however however ADV ital-12483 96 105 the the DET ital-12483 96 106 social social ADJ ital-12483 96 107 context context NOUN ital-12483 96 108 features feature NOUN ital-12483 96 109 can can AUX ital-12483 96 110 also also ADV ital-12483 96 111 be be AUX ital-12483 96 112 adapted adapt VERB ital-12483 96 113 using use VERB ital-12483 96 114 different different ADJ ital-12483 96 115 tiers tier NOUN ital-12483 96 116 such such ADJ ital-12483 96 117 as as ADP ital-12483 96 118 user user NOUN ital-12483 96 119 activity activity NOUN ital-12483 96 120 patterns pattern NOUN ital-12483 96 121 , , PUNCT ital-12483 96 122 information information NOUN ital-12483 96 123 technology technology NOUN ital-12483 96 124 and and CCONJ ital-12483 96 125 libraries library NOUN ital-12483 96 126 december december PROPN ital-12483 96 127 2020 2020 NUM ital-12483 96 128 automated automate VERB ital-12483 96 129 fake fake ADJ ital-12483 96 130 news news NOUN ital-12483 96 131 detection detection NOUN ital-12483 96 132 in in ADP ital-12483 96 133 the the DET ital-12483 96 134 age age NOUN ital-12483 96 135 of of ADP ital-12483 96 136 digital digital ADJ ital-12483 96 137 libraries library NOUN ital-12483 96 138 | | NOUN ital-12483 96 139 mertoğlu mertoğlu NOUN ital-12483 96 140 and and CCONJ ital-12483 96 141 genç genç VERB ital-12483 96 142 6 6 NUM ital-12483 96 143 analysis analysis NOUN ital-12483 96 144 of of ADP ital-12483 96 145 user user NOUN ital-12483 96 146 interaction interaction NOUN ital-12483 96 147 , , PUNCT ital-12483 96 148 profile profile VERB ital-12483 96 149 metadata metadata PROPN ital-12483 96 150 , , PUNCT ital-12483 96 151 social social ADJ ital-12483 96 152 network network NOUN ital-12483 96 153 / / SYM ital-12483 96 154 graph graph NOUN ital-12483 96 155 analysis analysis NOUN ital-12483 96 156 etc etc X ital-12483 96 157 . . X ital-12483 96 158 to to PART ital-12483 96 159 extract extract VERB ital-12483 96 160 features feature NOUN ital-12483 96 161 . . PUNCT ital-12483 97 1 we we PRON ital-12483 97 2 also also ADV ital-12483 97 3 have have VERB ital-12483 97 4 some some PRON ital-12483 97 5 of of ADP ital-12483 97 6 these these DET ital-12483 97 7 features feature NOUN ital-12483 97 8 in in ADP ital-12483 97 9 our our PRON ital-12483 97 10 data datum NOUN ital-12483 97 11 but but CCONJ ital-12483 97 12 not not PART ital-12483 97 13 having have VERB ital-12483 97 14 ground ground NOUN ital-12483 97 15 truth truth NOUN ital-12483 97 16 quantitatively quantitatively ADV ital-12483 97 17 , , PUNCT ital-12483 97 18 we we PRON ital-12483 97 19 avoided avoid VERB ital-12483 97 20 using use VERB ital-12483 97 21 these these DET ital-12483 97 22 features feature NOUN ital-12483 97 23 . . PUNCT ital-12483 98 1 methodology methodology NOUN ital-12483 98 2 in in ADP ital-12483 98 3 this this DET ital-12483 98 4 section section NOUN ital-12483 98 5 , , PUNCT ital-12483 98 6 we we PRON ital-12483 98 7 present present VERB ital-12483 98 8 our our PRON ital-12483 98 9 motivation motivation NOUN ital-12483 98 10 for for ADP ital-12483 98 11 this this DET ital-12483 98 12 work work NOUN ital-12483 98 13 which which PRON ital-12483 98 14 we we PRON ital-12483 98 15 visualized visualize VERB ital-12483 98 16 in in ADP ital-12483 98 17 a a DET ital-12483 98 18 framework framework NOUN ital-12483 98 19 and and CCONJ ital-12483 98 20 named name VERB ital-12483 98 21 global global ADJ ital-12483 98 22 library library NOUN ital-12483 98 23 and and CCONJ ital-12483 98 24 information information NOUN ital-12483 98 25 science science NOUN ital-12483 98 26 ( ( PUNCT ital-12483 98 27 glis_1.0 glis_1.0 PROPN ital-12483 98 28 ) ) PUNCT ital-12483 98 29 . . PUNCT ital-12483 99 1 subsequently subsequently ADV ital-12483 99 2 , , PUNCT ital-12483 99 3 we we PRON ital-12483 99 4 discuss discuss VERB ital-12483 99 5 the the DET ital-12483 99 6 construction construction NOUN ital-12483 99 7 of of ADP ital-12483 99 8 the the DET ital-12483 99 9 automated automate VERB ital-12483 99 10 detection detection NOUN ital-12483 99 11 system system NOUN ital-12483 99 12 as as ADP ital-12483 99 13 the the DET ital-12483 99 14 key key ADJ ital-12483 99 15 element element NOUN ital-12483 99 16 of of ADP ital-12483 99 17 the the DET ital-12483 99 18 glis_1.0 glis_1.0 PROPN ital-12483 99 19 framework framework NOUN ital-12483 99 20 . . PUNCT ital-12483 100 1 we we PRON ital-12483 100 2 explain explain VERB ital-12483 100 3 the the DET ital-12483 100 4 framework framework NOUN ital-12483 100 5 , , PUNCT ital-12483 100 6 model model NOUN ital-12483 100 7 , , PUNCT ital-12483 100 8 dataset dataset PROPN ital-12483 100 9 , , PUNCT ital-12483 100 10 features feature NOUN ital-12483 100 11 , , PUNCT ital-12483 100 12 and and CCONJ ital-12483 100 13 the the DET ital-12483 100 14 techniques technique NOUN ital-12483 100 15 used use VERB ital-12483 100 16 in in ADP ital-12483 100 17 this this DET ital-12483 100 18 section section NOUN ital-12483 100 19 . . PUNCT ital-12483 101 1 framework framework VERB ital-12483 101 2 the the DET ital-12483 101 3 main main ADJ ital-12483 101 4 structure structure NOUN ital-12483 101 5 of of ADP ital-12483 101 6 the the DET ital-12483 101 7 proposed propose VERB ital-12483 101 8 framework framework NOUN ital-12483 101 9 is be AUX ital-12483 101 10 shown show VERB ital-12483 101 11 in in ADP ital-12483 101 12 figure figure NOUN ital-12483 101 13 2 2 NUM ital-12483 101 14 . . PUNCT ital-12483 102 1 this this DET ital-12483 102 2 framework framework NOUN ital-12483 102 3 consists consist VERB ital-12483 102 4 of of ADP ital-12483 102 5 highly highly ADV ital-12483 102 6 cohesive cohesive ADJ ital-12483 102 7 but but CCONJ ital-12483 102 8 flexible flexible ADJ ital-12483 102 9 layers layer NOUN ital-12483 102 10 . . PUNCT ital-12483 103 1 figure figure VERB ital-12483 103 2 2 2 NUM ital-12483 103 3 . . PUNCT ital-12483 103 4 the the DET ital-12483 103 5 glis_1.0 glis_1.0 PROPN ital-12483 103 6 framework framework NOUN ital-12483 103 7 main main ADJ ital-12483 103 8 structure structure NOUN ital-12483 103 9 . . PUNCT ital-12483 104 1 in in ADP ital-12483 104 2 the the DET ital-12483 104 3 presentation presentation NOUN ital-12483 104 4 layer layer NOUN ital-12483 104 5 one one PRON ital-12483 104 6 can can AUX ital-12483 104 7 find find VERB ital-12483 104 8 the the DET ital-12483 104 9 different different ADJ ital-12483 104 10 sources source NOUN ital-12483 104 11 of of ADP ital-12483 104 12 news news NOUN ital-12483 104 13 that that PRON ital-12483 104 14 are be AUX ital-12483 104 15 publicly publicly ADV ital-12483 104 16 available available ADJ ital-12483 104 17 . . PUNCT ital-12483 105 1 these these DET ital-12483 105 2 sources source NOUN ital-12483 105 3 can can AUX ital-12483 105 4 be be AUX ital-12483 105 5 accessed access VERB ital-12483 105 6 directly directly ADV ital-12483 105 7 using use VERB ital-12483 105 8 their their PRON ital-12483 105 9 websites website NOUN ital-12483 105 10 or or CCONJ ital-12483 105 11 can can AUX ital-12483 105 12 be be AUX ital-12483 105 13 searched search VERB ital-12483 105 14 for for ADP ital-12483 105 15 via via ADP ital-12483 105 16 search search NOUN ital-12483 105 17 engines engine NOUN ital-12483 105 18 . . PUNCT ital-12483 106 1 the the DET ital-12483 106 2 news news NOUN ital-12483 106 3 is be AUX ital-12483 106 4 received receive VERB ital-12483 106 5 by by ADP ital-12483 106 6 fact fact NOUN ital-12483 106 7 - - PUNCT ital-12483 106 8 checking check VERB ital-12483 106 9 organizations organization NOUN ital-12483 106 10 which which PRON ital-12483 106 11 classify classify VERB ital-12483 106 12 them they PRON ital-12483 106 13 manually manually ADV ital-12483 106 14 , , PUNCT ital-12483 106 15 digital digital ADJ ital-12483 106 16 libraries library NOUN ital-12483 106 17 which which PRON ital-12483 106 18 archives archive VERB ital-12483 106 19 and and CCONJ ital-12483 106 20 serves serve VERB ital-12483 106 21 them they PRON ital-12483 106 22 , , PUNCT ital-12483 106 23 and and CCONJ ital-12483 106 24 automated automate VERB ital-12483 106 25 detection detection NOUN ital-12483 106 26 systems system NOUN ital-12483 106 27 ( ( PUNCT ital-12483 106 28 ads ad NOUN ital-12483 106 29 ) ) PUNCT ital-12483 106 30 which which PRON ital-12483 106 31 classify classify VERB ital-12483 106 32 them they PRON ital-12483 106 33 automatically automatically ADV ital-12483 106 34 . . PUNCT ital-12483 107 1 digital digital ADJ ital-12483 107 2 libraries library NOUN ital-12483 107 3 work work VERB ital-12483 107 4 together together ADV ital-12483 107 5 with with ADP ital-12483 107 6 fact fact NOUN ital-12483 107 7 - - PUNCT ital-12483 107 8 checking check VERB ital-12483 107 9 organizations organization NOUN ital-12483 107 10 and and CCONJ ital-12483 107 11 adss adss VERB ital-12483 107 12 to to ADP ital-12483 107 13 present present VERB ital-12483 107 14 clean clean ADJ ital-12483 107 15 and and CCONJ ital-12483 107 16 valid valid ADJ ital-12483 107 17 news news NOUN ital-12483 107 18 to to ADP ital-12483 107 19 the the DET ital-12483 107 20 public public NOUN ital-12483 107 21 . . PUNCT ital-12483 108 1 moreover moreover ADV ital-12483 108 2 , , PUNCT ital-12483 108 3 search search NOUN ital-12483 108 4 engines engine NOUN ital-12483 108 5 use use VERB ital-12483 108 6 digital digital ADJ ital-12483 108 7 libraries library NOUN ital-12483 108 8 systems system NOUN ital-12483 108 9 to to PART ital-12483 108 10 label label VERB ital-12483 108 11 their their PRON ital-12483 108 12 results result NOUN ital-12483 108 13 as as ADP ital-12483 108 14 fake fake ADJ ital-12483 108 15 or or CCONJ ital-12483 108 16 valid valid ADJ ital-12483 108 17 . . PUNCT ital-12483 109 1 information information NOUN ital-12483 109 2 technology technology NOUN ital-12483 109 3 and and CCONJ ital-12483 109 4 libraries library NOUN ital-12483 109 5 december december PROPN ital-12483 109 6 2020 2020 NUM ital-12483 109 7 automated automate VERB ital-12483 109 8 fake fake ADJ ital-12483 109 9 news news NOUN ital-12483 109 10 detection detection NOUN ital-12483 109 11 in in ADP ital-12483 109 12 the the DET ital-12483 109 13 age age NOUN ital-12483 109 14 of of ADP ital-12483 109 15 digital digital ADJ ital-12483 109 16 libraries library NOUN ital-12483 109 17 | | NOUN ital-12483 109 18 mertoğlu mertoğlu NOUN ital-12483 109 19 and and CCONJ ital-12483 109 20 genç genç VERB ital-12483 109 21 7 7 NUM ital-12483 109 22 fact fact NOUN ital-12483 109 23 - - PUNCT ital-12483 109 24 checking check VERB ital-12483 109 25 organizations organization NOUN ital-12483 109 26 should should AUX ital-12483 109 27 also also ADV ital-12483 109 28 benefit benefit VERB ital-12483 109 29 from from ADP ital-12483 109 30 the the DET ital-12483 109 31 output output NOUN ital-12483 109 32 of of ADP ital-12483 109 33 adss adss NOUN ital-12483 109 34 , , PUNCT ital-12483 109 35 as as ADP ital-12483 109 36 instead instead ADV ital-12483 109 37 of of ADP ital-12483 109 38 manually manually ADV ital-12483 109 39 checking check VERB ital-12483 109 40 heaps heap NOUN ital-12483 109 41 of of ADP ital-12483 109 42 news news NOUN ital-12483 109 43 content content NOUN ital-12483 109 44 , , PUNCT ital-12483 109 45 they they PRON ital-12483 109 46 could could AUX ital-12483 109 47 now now ADV ital-12483 109 48 focus focus VERB ital-12483 109 49 on on ADP ital-12483 109 50 news news NOUN ital-12483 109 51 labeled label VERB ital-12483 109 52 as as ADP ital-12483 109 53 potentially potentially ADV ital-12483 109 54 fake fake ADJ ital-12483 109 55 by by ADP ital-12483 109 56 an an DET ital-12483 109 57 ads ad NOUN ital-12483 109 58 . . PUNCT ital-12483 110 1 through through ADP ital-12483 110 2 glis gli NOUN ital-12483 110 3 , , PUNCT ital-12483 110 4 adss adss VERB ital-12483 110 5 make make VERB ital-12483 110 6 the the DET ital-12483 110 7 life life NOUN ital-12483 110 8 of of ADP ital-12483 110 9 fact fact NOUN ital-12483 110 10 - - PUNCT ital-12483 110 11 checking check VERB ital-12483 110 12 organizations organization NOUN ital-12483 110 13 and and CCONJ ital-12483 110 14 digital digital ADJ ital-12483 110 15 libraries library NOUN ital-12483 110 16 much much ADV ital-12483 110 17 easier easy ADJ ital-12483 110 18 , , PUNCT ital-12483 110 19 all all DET ital-12483 110 20 the the DET ital-12483 110 21 while while SCONJ ital-12483 110 22 increasing increase VERB ital-12483 110 23 the the DET ital-12483 110 24 quality quality NOUN ital-12483 110 25 of of ADP ital-12483 110 26 news news NOUN ital-12483 110 27 served serve VERB ital-12483 110 28 to to ADP ital-12483 110 29 the the DET ital-12483 110 30 public public NOUN ital-12483 110 31 . . PUNCT ital-12483 111 1 considering consider VERB ital-12483 111 2 this this PRON ital-12483 111 3 is be AUX ital-12483 111 4 a a DET ital-12483 111 5 high high ADJ ital-12483 111 6 - - PUNCT ital-12483 111 7 level level NOUN ital-12483 111 8 overview overview NOUN ital-12483 111 9 of of ADP ital-12483 111 10 a a DET ital-12483 111 11 structure structure NOUN ital-12483 111 12 given give VERB ital-12483 111 13 in in ADP ital-12483 111 14 figure figure NOUN ital-12483 111 15 2 2 NUM ital-12483 111 16 , , PUNCT ital-12483 111 17 there there PRON ital-12483 111 18 may may AUX ital-12483 111 19 be be AUX ital-12483 111 20 many many ADJ ital-12483 111 21 other other ADJ ital-12483 111 22 components component NOUN ital-12483 111 23 , , PUNCT ital-12483 111 24 mechanisms mechanism NOUN ital-12483 111 25 , , PUNCT ital-12483 111 26 or or CCONJ ital-12483 111 27 layers layer NOUN ital-12483 111 28 , , PUNCT ital-12483 111 29 but but CCONJ ital-12483 111 30 the the DET ital-12483 111 31 key key ADJ ital-12483 111 32 elements element NOUN ital-12483 111 33 of of ADP ital-12483 111 34 this this DET ital-12483 111 35 structure structure NOUN ital-12483 111 36 are be AUX ital-12483 111 37 automated automate VERB ital-12483 111 38 detection detection NOUN ital-12483 111 39 systems system NOUN ital-12483 111 40 and and CCONJ ital-12483 111 41 the the DET ital-12483 111 42 digital digital ADJ ital-12483 111 43 libraries library NOUN ital-12483 111 44 . . PUNCT ital-12483 112 1 a a DET ital-12483 112 2 critical critical ADJ ital-12483 112 3 approach approach NOUN ital-12483 112 4 to to ADP ital-12483 112 5 this this DET ital-12483 112 6 framework framework NOUN ital-12483 112 7 can can AUX ital-12483 112 8 be be AUX ital-12483 112 9 why why SCONJ ital-12483 112 10 we we PRON ital-12483 112 11 need need VERB ital-12483 112 12 such such DET ital-12483 112 13 an an DET ital-12483 112 14 authority authority NOUN ital-12483 112 15 mechanism mechanism NOUN ital-12483 112 16 . . PUNCT ital-12483 113 1 the the DET ital-12483 113 2 answer answer NOUN ital-12483 113 3 will will AUX ital-12483 113 4 be be AUX ital-12483 113 5 quite quite ADV ital-12483 113 6 simple simple ADJ ital-12483 113 7 , , PUNCT ital-12483 113 8 technological technological ADJ ital-12483 113 9 progress progress NOUN ital-12483 113 10 is be AUX ital-12483 113 11 not not PART ital-12483 113 12 the the DET ital-12483 113 13 only only ADJ ital-12483 113 14 solution solution NOUN ital-12483 113 15 . . PUNCT ital-12483 114 1 on on ADP ital-12483 114 2 the the DET ital-12483 114 3 contrary contrary NOUN ital-12483 114 4 , , PUNCT ital-12483 114 5 tech tech NOUN ital-12483 114 6 giants giant NOUN ital-12483 114 7 have have AUX ital-12483 114 8 already already ADV ital-12483 114 9 been be AUX ital-12483 114 10 subject subject ADJ ital-12483 114 11 to to ADP ital-12483 114 12 regulatory regulatory ADJ ital-12483 114 13 scrutiny scrutiny NOUN ital-12483 114 14 for for ADP ital-12483 114 15 how how SCONJ ital-12483 114 16 they they PRON ital-12483 114 17 handle handle VERB ital-12483 114 18 personal personal ADJ ital-12483 114 19 information.29 information.29 NOUN ital-12483 114 20 also also ADV ital-12483 114 21 , , PUNCT ital-12483 114 22 their their PRON ital-12483 114 23 policy policy NOUN ital-12483 114 24 related relate VERB ital-12483 114 25 to to ADP ital-12483 114 26 political political ADJ ital-12483 114 27 ads ad NOUN ital-12483 114 28 has have AUX ital-12483 114 29 been be AUX ital-12483 114 30 questioned question VERB ital-12483 114 31 . . PUNCT ital-12483 115 1 furthermore furthermore ADV ital-12483 115 2 , , PUNCT ital-12483 115 3 they they PRON ital-12483 115 4 are be AUX ital-12483 115 5 often often ADV ital-12483 115 6 blamed blame VERB ital-12483 115 7 for for ADP ital-12483 115 8 failing fail VERB ital-12483 115 9 to to PART ital-12483 115 10 fight fight VERB ital-12483 115 11 fake fake ADJ ital-12483 115 12 news news NOUN ital-12483 115 13 . . PUNCT ital-12483 116 1 indeed indeed ADV ital-12483 116 2 , , PUNCT ital-12483 116 3 there there PRON ital-12483 116 4 is be VERB ital-12483 116 5 an an DET ital-12483 116 6 urgent urgent ADJ ital-12483 116 7 need need NOUN ital-12483 116 8 for for ADP ital-12483 116 9 a a DET ital-12483 116 10 global global ADJ ital-12483 116 11 action action NOUN ital-12483 116 12 more more ADV ital-12483 116 13 than than ADP ital-12483 116 14 ever ever ADV ital-12483 116 15 . . PUNCT ital-12483 117 1 digital digital ADJ ital-12483 117 2 libraries library NOUN ital-12483 117 3 are be AUX ital-12483 117 4 much much ADV ital-12483 117 5 more more ADJ ital-12483 117 6 than than ADP ital-12483 117 7 a a DET ital-12483 117 8 technological technological ADJ ital-12483 117 9 advancement advancement NOUN ital-12483 117 10 . . PUNCT ital-12483 118 1 hence hence ADV ital-12483 118 2 , , PUNCT ital-12483 118 3 they they PRON ital-12483 118 4 should should AUX ital-12483 118 5 be be AUX ital-12483 118 6 considered consider VERB ital-12483 118 7 as as ADP ital-12483 118 8 institutions institution NOUN ital-12483 118 9 or or CCONJ ital-12483 118 10 services service NOUN ital-12483 118 11 which which PRON ital-12483 118 12 can can AUX ital-12483 118 13 be be AUX ital-12483 118 14 a a DET ital-12483 118 15 great great ADJ ital-12483 118 16 authority authority NOUN ital-12483 118 17 service service NOUN ital-12483 118 18 to to PART ital-12483 118 19 provide provide VERB ital-12483 118 20 news news NOUN ital-12483 118 21 to to ADP ital-12483 118 22 society society NOUN ital-12483 118 23 since since SCONJ ital-12483 118 24 the the DET ital-12483 118 25 printed print VERB ital-12483 118 26 media media NOUN ital-12483 118 27 disappears disappear VERB ital-12483 118 28 day day NOUN ital-12483 118 29 by by ADP ital-12483 118 30 day day NOUN ital-12483 118 31 . . PUNCT ital-12483 119 1 the the DET ital-12483 119 2 threats threat NOUN ital-12483 119 3 caused cause VERB ital-12483 119 4 by by ADP ital-12483 119 5 fake fake ADJ ital-12483 119 6 news news NOUN ital-12483 119 7 are be AUX ital-12483 119 8 real real ADJ ital-12483 119 9 and and CCONJ ital-12483 119 10 dangerous dangerous ADJ ital-12483 119 11 , , PUNCT ital-12483 119 12 but but CCONJ ital-12483 119 13 only only ADV ital-12483 119 14 recently recently ADV ital-12483 119 15 have have VERB ital-12483 119 16 researchers researcher NOUN ital-12483 119 17 from from ADP ital-12483 119 18 different different ADJ ital-12483 119 19 disciplines discipline NOUN ital-12483 119 20 been be AUX ital-12483 119 21 trying try VERB ital-12483 119 22 to to PART ital-12483 119 23 find find VERB ital-12483 119 24 possible possible ADJ ital-12483 119 25 solutions solution NOUN ital-12483 119 26 such such ADJ ital-12483 119 27 as as ADP ital-12483 119 28 educational educational ADJ ital-12483 119 29 , , PUNCT ital-12483 119 30 technological technological ADJ ital-12483 119 31 , , PUNCT ital-12483 119 32 regulatory regulatory ADJ ital-12483 119 33 , , PUNCT ital-12483 119 34 or or CCONJ ital-12483 119 35 political political ADJ ital-12483 119 36 . . PUNCT ital-12483 120 1 digital digital ADJ ital-12483 120 2 librarianship librarianship NOUN ital-12483 120 3 can can AUX ital-12483 120 4 be be AUX ital-12483 120 5 the the DET ital-12483 120 6 intersection intersection NOUN ital-12483 120 7 of of ADP ital-12483 120 8 all all DET ital-12483 120 9 these these DET ital-12483 120 10 solutions solution NOUN ital-12483 120 11 for for ADP ital-12483 120 12 promoting promote VERB ital-12483 120 13 information information NOUN ital-12483 120 14 / / SYM ital-12483 120 15 media medium NOUN ital-12483 120 16 literacy literacy NOUN ital-12483 120 17 . . PUNCT ital-12483 121 1 hence hence ADV ital-12483 121 2 , , PUNCT ital-12483 121 3 digital digital ADJ ital-12483 121 4 librarianship librarianship NOUN ital-12483 121 5 will will AUX ital-12483 121 6 make make VERB ital-12483 121 7 use use NOUN ital-12483 121 8 of of ADP ital-12483 121 9 many many ADJ ital-12483 121 10 automated automate VERB ital-12483 121 11 detection detection NOUN ital-12483 121 12 systems system NOUN ital-12483 121 13 ( ( PUNCT ital-12483 121 14 ads ad NOUN ital-12483 121 15 ) ) PUNCT ital-12483 121 16 to to PART ital-12483 121 17 serve serve VERB ital-12483 121 18 qualified qualified ADJ ital-12483 121 19 news news NOUN ital-12483 121 20 . . PUNCT ital-12483 122 1 in in ADP ital-12483 122 2 the the DET ital-12483 122 3 following follow VERB ital-12483 122 4 section section NOUN ital-12483 122 5 , , PUNCT ital-12483 122 6 we we PRON ital-12483 122 7 discuss discuss VERB ital-12483 122 8 ads ad NOUN ital-12483 122 9 in in ADP ital-12483 122 10 detail detail NOUN ital-12483 122 11 . . PUNCT ital-12483 123 1 model model NOUN ital-12483 123 2 an an DET ital-12483 123 3 overview overview NOUN ital-12483 123 4 of of ADP ital-12483 123 5 our our PRON ital-12483 123 6 model model NOUN ital-12483 123 7 of of ADP ital-12483 123 8 automated automate VERB ital-12483 123 9 detection detection NOUN ital-12483 123 10 system system NOUN ital-12483 123 11 solution solution NOUN ital-12483 123 12 which which PRON ital-12483 123 13 is be AUX ital-12483 123 14 very very ADV ital-12483 123 15 critical critical ADJ ital-12483 123 16 for for SCONJ ital-12483 123 17 the the DET ital-12483 123 18 framework framework NOUN ital-12483 123 19 is be AUX ital-12483 123 20 shown show VERB ital-12483 123 21 in in ADP ital-12483 123 22 figure figure NOUN ital-12483 123 23 3 3 NUM ital-12483 123 24 . . PUNCT ital-12483 124 1 our our PRON ital-12483 124 2 fake fake ADJ ital-12483 124 3 news news NOUN ital-12483 124 4 detection detection NOUN ital-12483 124 5 model model NOUN ital-12483 124 6 consists consist VERB ital-12483 124 7 of of ADP ital-12483 124 8 two two NUM ital-12483 124 9 phases phase NOUN ital-12483 124 10 . . PUNCT ital-12483 125 1 first first ADV ital-12483 125 2 is be AUX ital-12483 125 3 the the DET ital-12483 125 4 language language NOUN ital-12483 125 5 model model NOUN ital-12483 125 6 / / SYM ital-12483 125 7 lexicon lexicon ADJ ital-12483 125 8 generation generation NOUN ital-12483 125 9 and and CCONJ ital-12483 125 10 the the DET ital-12483 125 11 second second ADJ ital-12483 125 12 is be AUX ital-12483 125 13 machine machine NOUN ital-12483 125 14 learning learning NOUN ital-12483 125 15 integration integration NOUN ital-12483 125 16 . . PUNCT ital-12483 126 1 in in ADP ital-12483 126 2 this this DET ital-12483 126 3 work work NOUN ital-12483 126 4 , , PUNCT ital-12483 126 5 we we PRON ital-12483 126 6 used use VERB ital-12483 126 7 machine machine NOUN ital-12483 126 8 learning learning NOUN ital-12483 126 9 algorithms algorithm NOUN ital-12483 126 10 via via ADP ital-12483 126 11 supervised supervised ADJ ital-12483 126 12 learning learning NOUN ital-12483 126 13 techniques technique NOUN ital-12483 126 14 which which PRON ital-12483 126 15 learn learn VERB ital-12483 126 16 from from ADP ital-12483 126 17 labeled label VERB ital-12483 126 18 news news NOUN ital-12483 126 19 data datum NOUN ital-12483 126 20 ( ( PUNCT ital-12483 126 21 training training NOUN ital-12483 126 22 ) ) PUNCT ital-12483 126 23 and and CCONJ ital-12483 126 24 helps help VERB ital-12483 126 25 us we PRON ital-12483 126 26 to to PART ital-12483 126 27 predict predict VERB ital-12483 126 28 outcomes outcome NOUN ital-12483 126 29 for for ADP ital-12483 126 30 unforeseen unforeseen PROPN ital-12483 126 31 news news PROPN ital-12483 126 32 data datum NOUN ital-12483 126 33 ( ( PUNCT ital-12483 126 34 test test NOUN ital-12483 126 35 ) ) PUNCT ital-12483 126 36 . . PUNCT ital-12483 127 1 dataset dataset NOUN ital-12483 127 2 we we PRON ital-12483 127 3 collected collect VERB ital-12483 127 4 our our PRON ital-12483 127 5 data datum NOUN ital-12483 127 6 from from ADP ital-12483 127 7 three three NUM ital-12483 127 8 sources source NOUN ital-12483 127 9 : : PUNCT ital-12483 127 10 • • VERB ital-12483 127 11 the the DET ital-12483 127 12 primary primary ADJ ital-12483 127 13 source source NOUN ital-12483 127 14 is be AUX ital-12483 127 15 the the DET ital-12483 127 16 gdelt gdelt NOUN ital-12483 127 17 ( ( PUNCT ital-12483 127 18 global global ADJ ital-12483 127 19 database database NOUN ital-12483 127 20 of of ADP ital-12483 127 21 events event NOUN ital-12483 127 22 , , PUNCT ital-12483 127 23 language language NOUN ital-12483 127 24 and and CCONJ ital-12483 127 25 tone tone NOUN ital-12483 127 26 ) ) PUNCT ital-12483 127 27 project project NOUN ital-12483 127 28 ( ( PUNCT ital-12483 127 29 https://www.gdeltproject.org/ https://www.gdeltproject.org/ X ital-12483 127 30 ) ) PUNCT ital-12483 127 31 , , PUNCT ital-12483 127 32 a a DET ital-12483 127 33 massive massive ADJ ital-12483 127 34 global global ADJ ital-12483 127 35 news news NOUN ital-12483 127 36 media medium NOUN ital-12483 127 37 archive archive NOUN ital-12483 127 38 offering offer VERB ital-12483 127 39 free free ADJ ital-12483 127 40 access access NOUN ital-12483 127 41 to to ADP ital-12483 127 42 news news NOUN ital-12483 127 43 text text NOUN ital-12483 127 44 metadata metadata PROPN ital-12483 127 45 for for ADP ital-12483 127 46 researchers researcher NOUN ital-12483 127 47 worldwide worldwide ADV ital-12483 127 48 . . PUNCT ital-12483 128 1 it it PRON ital-12483 128 2 can can AUX ital-12483 128 3 almost almost ADV ital-12483 128 4 be be AUX ital-12483 128 5 considered consider VERB ital-12483 128 6 a a DET ital-12483 128 7 digital digital ADJ ital-12483 128 8 library library NOUN ital-12483 128 9 of of ADP ital-12483 128 10 news news NOUN ital-12483 128 11 in in ADP ital-12483 128 12 its its PRON ital-12483 128 13 own own ADJ ital-12483 128 14 right right NOUN ital-12483 128 15 . . PUNCT ital-12483 129 1 however however ADV ital-12483 129 2 , , PUNCT ital-12483 129 3 gdelt gdelt PROPN ital-12483 129 4 does do AUX ital-12483 129 5 not not PART ital-12483 129 6 provide provide VERB ital-12483 129 7 the the DET ital-12483 129 8 actual actual ADJ ital-12483 129 9 news news NOUN ital-12483 129 10 text text NOUN ital-12483 129 11 and and CCONJ ital-12483 129 12 only only ADV ital-12483 129 13 serves serve VERB ital-12483 129 14 processed process VERB ital-12483 129 15 metadata metadata PROPN ital-12483 129 16 along along ADP ital-12483 129 17 with with ADP ital-12483 129 18 the the DET ital-12483 129 19 url url NOUN ital-12483 129 20 of of ADP ital-12483 129 21 the the DET ital-12483 129 22 news news NOUN ital-12483 129 23 item item NOUN ital-12483 129 24 . . PUNCT ital-12483 130 1 gdelt gdelt PROPN ital-12483 130 2 normally normally ADV ital-12483 130 3 does do AUX ital-12483 130 4 not not PART ital-12483 130 5 check check VERB ital-12483 130 6 for for ADP ital-12483 130 7 the the DET ital-12483 130 8 validity validity NOUN ital-12483 130 9 of of ADP ital-12483 130 10 any any DET ital-12483 130 11 news news NOUN ital-12483 130 12 items item NOUN ital-12483 130 13 . . PUNCT ital-12483 131 1 however however ADV ital-12483 131 2 , , PUNCT ital-12483 131 3 we we PRON ital-12483 131 4 have have AUX ital-12483 131 5 only only ADV ital-12483 131 6 used use VERB ital-12483 131 7 news news NOUN ital-12483 131 8 from from ADP ital-12483 131 9 approved approve VERB ital-12483 131 10 news news NOUN ital-12483 131 11 agencies agency NOUN ital-12483 131 12 and and CCONJ ital-12483 131 13 completely completely ADV ital-12483 131 14 ignored ignore VERB ital-12483 131 15 news news NOUN ital-12483 131 16 from from ADP ital-12483 131 17 local local ADJ ital-12483 131 18 and and CCONJ ital-12483 131 19 lesser lesser ADV ital-12483 131 20 - - PUNCT ital-12483 131 21 known know VERB ital-12483 131 22 sources source NOUN ital-12483 131 23 to to PART ital-12483 131 24 maximize maximize VERB ital-12483 131 25 the the DET ital-12483 131 26 validity validity NOUN ital-12483 131 27 of of ADP ital-12483 131 28 the the DET ital-12483 131 29 news news NOUN ital-12483 131 30 we we PRON ital-12483 131 31 have have AUX ital-12483 131 32 automatically automatically ADV ital-12483 131 33 obtained obtain VERB ital-12483 131 34 through through ADP ital-12483 131 35 gdelt gdelt NOUN ital-12483 131 36 . . PUNCT ital-12483 132 1 moreover moreover ADV ital-12483 132 2 , , PUNCT ital-12483 132 3 we we PRON ital-12483 132 4 have have VERB ital-12483 132 5 post post VERB ital-12483 132 6 - - ADJ ital-12483 132 7 processed process VERB ital-12483 132 8 the the DET ital-12483 132 9 obtained obtain VERB ital-12483 132 10 texts text NOUN ital-12483 132 11 by by ADP ital-12483 132 12 cross cross NOUN ital-12483 132 13 - - VERB ital-12483 132 14 validating validate VERB ital-12483 132 15 with with ADP ital-12483 132 16 teyit.org teyit.org X ital-12483 132 17 data datum NOUN ital-12483 132 18 to to PART ital-12483 132 19 clean clean VERB ital-12483 132 20 any any DET ital-12483 132 21 potential potential ADJ ital-12483 132 22 fake fake ADJ ital-12483 132 23 news news NOUN ital-12483 132 24 obtained obtain VERB ital-12483 132 25 through through ADP ital-12483 132 26 gdelt gdelt ADJ ital-12483 132 27 links link NOUN ital-12483 132 28 . . PUNCT ital-12483 133 1 https://www.gdeltproject.org/ https://www.gdeltproject.org/ X ital-12483 133 2 information information NOUN ital-12483 133 3 technology technology NOUN ital-12483 133 4 and and CCONJ ital-12483 133 5 libraries library NOUN ital-12483 133 6 december december PROPN ital-12483 133 7 2020 2020 NUM ital-12483 133 8 automated automate VERB ital-12483 133 9 fake fake ADJ ital-12483 133 10 news news NOUN ital-12483 133 11 detection detection NOUN ital-12483 133 12 in in ADP ital-12483 133 13 the the DET ital-12483 133 14 age age NOUN ital-12483 133 15 of of ADP ital-12483 133 16 digital digital ADJ ital-12483 133 17 libraries library NOUN ital-12483 133 18 | | NOUN ital-12483 133 19 mertoğlu mertoğlu NOUN ital-12483 133 20 and and CCONJ ital-12483 133 21 genç genç VERB ital-12483 133 22 8 8 NUM ital-12483 133 23 figure figure NOUN ital-12483 133 24 3 3 NUM ital-12483 133 25 . . PUNCT ital-12483 133 26 integrated integrate VERB ital-12483 133 27 fake fake ADJ ital-12483 133 28 news news NOUN ital-12483 133 29 detection detection NOUN ital-12483 133 30 model model NOUN ital-12483 133 31 with with ADP ital-12483 133 32 main main ADJ ital-12483 133 33 phases phase NOUN ital-12483 133 34 combining combine VERB ital-12483 133 35 language language NOUN ital-12483 133 36 - - PUNCT ital-12483 133 37 model model NOUN ital-12483 133 38 based base VERB ital-12483 133 39 approach approach NOUN ital-12483 133 40 with with ADP ital-12483 133 41 machine machine NOUN ital-12483 133 42 learning learning NOUN ital-12483 133 43 approach approach NOUN ital-12483 133 44 . . PUNCT ital-12483 134 1 • • VERB ital-12483 134 2 the the DET ital-12483 134 3 second second ADJ ital-12483 134 4 source source NOUN ital-12483 134 5 is be AUX ital-12483 134 6 teyit.org teyit.org X ital-12483 134 7 which which PRON ital-12483 134 8 is be AUX ital-12483 134 9 a a DET ital-12483 134 10 fact fact NOUN ital-12483 134 11 - - PUNCT ital-12483 134 12 checking check VERB ital-12483 134 13 organization organization NOUN ital-12483 134 14 based base VERB ital-12483 134 15 in in ADP ital-12483 134 16 turkey turkey PROPN ital-12483 134 17 , , PUNCT ital-12483 134 18 compliant compliant ADJ ital-12483 134 19 to to ADP ital-12483 134 20 the the DET ital-12483 134 21 principles principle NOUN ital-12483 134 22 of of ADP ital-12483 134 23 ifcn ifcn PROPN ital-12483 134 24 ( ( PUNCT ital-12483 134 25 international international ADJ ital-12483 134 26 fact fact NOUN ital-12483 134 27 - - PUNCT ital-12483 134 28 checking check VERB ital-12483 134 29 network network NOUN ital-12483 134 30 ) ) PUNCT ital-12483 134 31 aiming aim VERB ital-12483 134 32 to to PART ital-12483 134 33 prevent prevent VERB ital-12483 134 34 spreading spread VERB ital-12483 134 35 of of ADP ital-12483 134 36 false false ADJ ital-12483 134 37 information information NOUN ital-12483 134 38 through through ADP ital-12483 134 39 online online ADJ ital-12483 134 40 channels channel NOUN ital-12483 134 41 . . PUNCT ital-12483 135 1 manually manually ADV ital-12483 135 2 analyzing analyze VERB ital-12483 135 3 each each DET ital-12483 135 4 information information NOUN ital-12483 135 5 technology technology NOUN ital-12483 135 6 and and CCONJ ital-12483 135 7 libraries library NOUN ital-12483 135 8 december december PROPN ital-12483 135 9 2020 2020 NUM ital-12483 135 10 automated automate VERB ital-12483 135 11 fake fake ADJ ital-12483 135 12 news news NOUN ital-12483 135 13 detection detection NOUN ital-12483 135 14 in in ADP ital-12483 135 15 the the DET ital-12483 135 16 age age NOUN ital-12483 135 17 of of ADP ital-12483 135 18 digital digital ADJ ital-12483 135 19 libraries library NOUN ital-12483 135 20 | | NOUN ital-12483 135 21 mertoğlu mertoğlu NOUN ital-12483 135 22 and and CCONJ ital-12483 135 23 genç genç VERB ital-12483 135 24 9 9 NUM ital-12483 135 25 news news NOUN ital-12483 135 26 item item NOUN ital-12483 135 27 , , PUNCT ital-12483 135 28 they they PRON ital-12483 135 29 tag tag VERB ital-12483 135 30 them they PRON ital-12483 135 31 as as ADP ital-12483 135 32 fake fake ADJ ital-12483 135 33 , , PUNCT ital-12483 135 34 true true ADJ ital-12483 135 35 , , PUNCT ital-12483 135 36 or or CCONJ ital-12483 135 37 uncertain uncertain ADJ ital-12483 135 38 . . PUNCT ital-12483 136 1 we we PRON ital-12483 136 2 used use VERB ital-12483 136 3 their their PRON ital-12483 136 4 results result NOUN ital-12483 136 5 to to PART ital-12483 136 6 automatically automatically ADV ital-12483 136 7 download download VERB ital-12483 136 8 and and CCONJ ital-12483 136 9 label label VERB ital-12483 136 10 each each DET ital-12483 136 11 news news NOUN ital-12483 136 12 text text NOUN ital-12483 136 13 . . PUNCT ital-12483 137 1 • • VERB ital-12483 137 2 lastly lastly ADV ital-12483 137 3 , , PUNCT ital-12483 137 4 our our PRON ital-12483 137 5 team team NOUN ital-12483 137 6 collected collect VERB ital-12483 137 7 manually manually ADV ital-12483 137 8 curated curate VERB ital-12483 137 9 and and CCONJ ital-12483 137 10 verified verify VERB ital-12483 137 11 fake fake ADJ ital-12483 137 12 and and CCONJ ital-12483 137 13 valid valid ADJ ital-12483 137 14 news news NOUN ital-12483 137 15 obtained obtain VERB ital-12483 137 16 from from ADP ital-12483 137 17 various various ADJ ital-12483 137 18 online online ADJ ital-12483 137 19 sources source NOUN ital-12483 137 20 and and CCONJ ital-12483 137 21 named name VERB ital-12483 137 22 it it PRON ital-12483 137 23 as as ADP ital-12483 137 24 mvn mvn ADJ ital-12483 137 25 ( ( PUNCT ital-12483 137 26 manually manually ADV ital-12483 137 27 verified verify VERB ital-12483 137 28 news news NOUN ital-12483 137 29 ) ) PUNCT ital-12483 137 30 . . PUNCT ital-12483 138 1 this this DET ital-12483 138 2 set set NOUN ital-12483 138 3 includes include VERB ital-12483 138 4 fake fake ADJ ital-12483 138 5 and and CCONJ ital-12483 138 6 valid valid ADJ ital-12483 138 7 news news NOUN ital-12483 138 8 that that SCONJ ital-12483 138 9 we we PRON ital-12483 138 10 have have AUX ital-12483 138 11 manually manually ADV ital-12483 138 12 accumulated accumulate VERB ital-12483 138 13 in in ADP ital-12483 138 14 time time NOUN ital-12483 138 15 during during ADP ital-12483 138 16 our our PRON ital-12483 138 17 studies study NOUN ital-12483 138 18 and and CCONJ ital-12483 138 19 that that PRON ital-12483 138 20 were be AUX ital-12483 138 21 not not PART ital-12483 138 22 overlapping overlap VERB ital-12483 138 23 with with ADP ital-12483 138 24 the the DET ital-12483 138 25 news news NOUN ital-12483 138 26 obtained obtain VERB ital-12483 138 27 from from ADP ital-12483 138 28 gdelt gdelt NOUN ital-12483 138 29 and and CCONJ ital-12483 138 30 teyit.org teyit.org NOUN ital-12483 138 31 sources source NOUN ital-12483 138 32 . . PUNCT ital-12483 139 1 we we PRON ital-12483 139 2 named name VERB ital-12483 139 3 our our PRON ital-12483 139 4 dataset dataset NOUN ital-12483 139 5 trfn trfn NOUN ital-12483 139 6 . . PUNCT ital-12483 140 1 in in ADP ital-12483 140 2 phase phase NOUN ital-12483 140 3 2 2 NUM ital-12483 140 4 , , PUNCT ital-12483 140 5 the the DET ital-12483 140 6 data data NOUN ital-12483 140 7 is be AUX ital-12483 140 8 very very ADV ital-12483 140 9 similar similar ADJ ital-12483 140 10 to to ADP ital-12483 140 11 the the DET ital-12483 140 12 one one NOUN ital-12483 140 13 we we PRON ital-12483 140 14 used use VERB ital-12483 140 15 in in ADP ital-12483 140 16 phase phase NOUN ital-12483 140 17 1 1 NUM ital-12483 140 18 . . PUNCT ital-12483 141 1 however however ADV ital-12483 141 2 , , PUNCT ital-12483 141 3 to to PART ital-12483 141 4 see see VERB ital-12483 141 5 the the DET ital-12483 141 6 effectiveness effectiveness NOUN ital-12483 141 7 of of ADP ital-12483 141 8 model model NOUN ital-12483 141 9 , , PUNCT ital-12483 141 10 we we PRON ital-12483 141 11 made make VERB ital-12483 141 12 modifications modification NOUN ital-12483 141 13 to to PART ital-12483 141 14 exclude exclude VERB ital-12483 141 15 old old ADJ ital-12483 141 16 news news NOUN ital-12483 141 17 before before ADP ital-12483 141 18 2017 2017 NUM ital-12483 141 19 and and CCONJ ital-12483 141 20 added add VERB ital-12483 141 21 new new ADJ ital-12483 141 22 items item NOUN ital-12483 141 23 from from ADP ital-12483 141 24 2019 2019 NUM ital-12483 141 25 . . PUNCT ital-12483 142 1 the the DET ital-12483 142 2 news news NOUN ital-12483 142 3 in in ADP ital-12483 142 4 our our PRON ital-12483 142 5 dataset dataset NOUN ital-12483 142 6 span span NOUN ital-12483 142 7 a a DET ital-12483 142 8 time time NOUN ital-12483 142 9 frame frame NOUN ital-12483 142 10 between between ADP ital-12483 142 11 2017 2017 NUM ital-12483 142 12 – – PUNCT ital-12483 142 13 2019 2019 NUM ital-12483 142 14 and and CCONJ ital-12483 142 15 are be AUX ital-12483 142 16 uniformly uniformly ADV ital-12483 142 17 distributed distribute VERB ital-12483 142 18 . . PUNCT ital-12483 143 1 table table NOUN ital-12483 143 2 1 1 NUM ital-12483 143 3 outlines outline VERB ital-12483 143 4 the the DET ital-12483 143 5 dataset dataset ADJ ital-12483 143 6 statistics statistic NOUN ital-12483 143 7 , , PUNCT ital-12483 143 8 namely namely ADV ital-12483 143 9 where where SCONJ ital-12483 143 10 the the DET ital-12483 143 11 news news NOUN ital-12483 143 12 text text NOUN ital-12483 143 13 comes come VERB ital-12483 143 14 from from ADP ital-12483 143 15 , , PUNCT ital-12483 143 16 its its PRON ital-12483 143 17 class class NOUN ital-12483 143 18 ( ( PUNCT ital-12483 143 19 fake fake ADJ ital-12483 143 20 or or CCONJ ital-12483 143 21 valid valid ADJ ital-12483 143 22 ) ) PUNCT ital-12483 143 23 , , PUNCT ital-12483 143 24 the the DET ital-12483 143 25 amount amount NOUN ital-12483 143 26 of of ADP ital-12483 143 27 distinct distinct ADJ ital-12483 143 28 texts text NOUN ital-12483 143 29 and and CCONJ ital-12483 143 30 the the DET ital-12483 143 31 corresponding corresponding ADJ ital-12483 143 32 data data NOUN ital-12483 143 33 collection collection NOUN ital-12483 143 34 method method NOUN ital-12483 143 35 . . PUNCT ital-12483 144 1 it it PRON ital-12483 144 2 can can AUX ital-12483 144 3 be be AUX ital-12483 144 4 seen see VERB ital-12483 144 5 from from ADP ital-12483 144 6 the the DET ital-12483 144 7 table table NOUN ital-12483 144 8 that that SCONJ ital-12483 144 9 most most ADJ ital-12483 144 10 of of ADP ital-12483 144 11 our our PRON ital-12483 144 12 valid valid ADJ ital-12483 144 13 news news NOUN ital-12483 144 14 come come VERB ital-12483 144 15 from from ADP ital-12483 144 16 the the DET ital-12483 144 17 gdelt gdelt NOUN ital-12483 144 18 source source NOUN ital-12483 144 19 , , PUNCT ital-12483 144 20 whereas whereas SCONJ ital-12483 144 21 teyit.org teyit.org X ital-12483 144 22 , , PUNCT ital-12483 144 23 a a DET ital-12483 144 24 fact fact NOUN ital-12483 144 25 - - PUNCT ital-12483 144 26 checking check VERB ital-12483 144 27 organization organization NOUN ital-12483 144 28 , , PUNCT ital-12483 144 29 contributes contribute VERB ital-12483 144 30 only only ADV ital-12483 144 31 fake fake ADJ ital-12483 144 32 news news NOUN ital-12483 144 33 . . PUNCT ital-12483 145 1 table table NOUN ital-12483 145 2 1 1 NUM ital-12483 145 3 . . X ital-12483 145 4 trfn trfn PROPN ital-12483 145 5 dataset dataset PROPN ital-12483 145 6 summary summary NOUN ital-12483 145 7 after after ADP ital-12483 145 8 cleaning clean VERB ital-12483 145 9 and and CCONJ ital-12483 145 10 duplicate duplicate VERB ital-12483 145 11 removal removal NOUN ital-12483 145 12 . . PUNCT ital-12483 146 1 dataset dataset ADJ ital-12483 146 2 class class NOUN ital-12483 146 3 size size NOUN ital-12483 146 4 of of ADP ital-12483 146 5 processed process VERB ital-12483 146 6 data data NOUN ital-12483 146 7 collection collection NOUN ital-12483 146 8 method method PROPN ital-12483 146 9 gdelt gdelt PROPN ital-12483 146 10 non non ADJ ital-12483 146 11 - - ADJ ital-12483 146 12 fake fake ADJ ital-12483 146 13 82708 82708 NUM ital-12483 146 14 automated automate VERB ital-12483 146 15 teyit.org teyit.org ADJ ital-12483 146 16 fake fake ADJ ital-12483 146 17 1026 1026 NUM ital-12483 146 18 mvn mvn ADP ital-12483 146 19 non non ADJ ital-12483 146 20 - - ADJ ital-12483 146 21 fake fake ADJ ital-12483 146 22 1049 1049 NUM ital-12483 146 23 manual manual NOUN ital-12483 146 24 fake fake ADJ ital-12483 146 25 400 400 NUM ital-12483 146 26 all all DET ital-12483 146 27 news news NOUN ital-12483 146 28 items item NOUN ital-12483 146 29 were be AUX ital-12483 146 30 processed process VERB ital-12483 146 31 through through ADP ital-12483 146 32 zemberek zemberek PROPN ital-12483 146 33 ( ( PUNCT ital-12483 146 34 http://code.google.com/p/zemberek http://code.google.com/p/zemberek PROPN ital-12483 146 35 ) ) PUNCT ital-12483 146 36 , , PUNCT ital-12483 146 37 the the DET ital-12483 146 38 turkish turkish ADJ ital-12483 146 39 nlp nlp PROPN ital-12483 146 40 engine engine NOUN ital-12483 146 41 for for ADP ital-12483 146 42 extracting extract VERB ital-12483 146 43 different different ADJ ital-12483 146 44 morphological morphological ADJ ital-12483 146 45 properties property NOUN ital-12483 146 46 of of ADP ital-12483 146 47 words word NOUN ital-12483 146 48 within within ADP ital-12483 146 49 texts text NOUN ital-12483 146 50 . . PUNCT ital-12483 147 1 after after ADP ital-12483 147 2 this this DET ital-12483 147 3 processing processing NOUN ital-12483 147 4 phase phase NOUN ital-12483 147 5 , , PUNCT ital-12483 147 6 all all PRON ital-12483 147 7 obtained obtain VERB ital-12483 147 8 features feature NOUN ital-12483 147 9 were be AUX ital-12483 147 10 converted convert VERB ital-12483 147 11 into into ADP ital-12483 147 12 tabular tabular ADJ ital-12483 147 13 format format NOUN ital-12483 147 14 and and CCONJ ital-12483 147 15 made make VERB ital-12483 147 16 available available ADJ ital-12483 147 17 for for ADP ital-12483 147 18 future future ADJ ital-12483 147 19 studies study NOUN ital-12483 147 20 . . PUNCT ital-12483 148 1 this this DET ital-12483 148 2 dataset dataset NOUN ital-12483 148 3 is be AUX ital-12483 148 4 now now ADV ital-12483 148 5 available available ADJ ital-12483 148 6 for for ADP ital-12483 148 7 scholarly scholarly ADJ ital-12483 148 8 studies study NOUN ital-12483 148 9 upon upon SCONJ ital-12483 148 10 request request NOUN ital-12483 148 11 . . PUNCT ital-12483 149 1 in in ADP ital-12483 149 2 a a DET ital-12483 149 3 study study NOUN ital-12483 149 4 of of ADP ital-12483 149 5 this this DET ital-12483 149 6 nature nature NOUN ital-12483 149 7 , , PUNCT ital-12483 149 8 the the DET ital-12483 149 9 verifiability verifiability NOUN ital-12483 149 10 of of ADP ital-12483 149 11 the the DET ital-12483 149 12 data datum NOUN ital-12483 149 13 used use VERB ital-12483 149 14 is be AUX ital-12483 149 15 important important ADJ ital-12483 149 16 . . PUNCT ital-12483 150 1 as as SCONJ ital-12483 150 2 we we PRON ital-12483 150 3 have have AUX ital-12483 150 4 already already ADV ital-12483 150 5 mentioned mention VERB ital-12483 150 6 , , PUNCT ital-12483 150 7 most most ADJ ital-12483 150 8 of of ADP ital-12483 150 9 the the DET ital-12483 150 10 data datum NOUN ital-12483 150 11 we we PRON ital-12483 150 12 used use VERB ital-12483 150 13 comes come VERB ital-12483 150 14 from from ADP ital-12483 150 15 verified verify VERB ital-12483 150 16 sources source NOUN ital-12483 150 17 such such ADJ ital-12483 150 18 as as ADP ital-12483 150 19 mainstream mainstream NOUN ital-12483 150 20 news news NOUN ital-12483 150 21 agencies agency NOUN ital-12483 150 22 accessed access VERB ital-12483 150 23 through through ADP ital-12483 150 24 gdelt gdelt NOUN ital-12483 150 25 and and CCONJ ital-12483 150 26 teyit.org teyit.org X ital-12483 150 27 archives archive NOUN ital-12483 150 28 which which PRON ital-12483 150 29 are be AUX ital-12483 150 30 verified verify VERB ital-12483 150 31 by by ADP ital-12483 150 32 teyit.org teyit.org ADJ ital-12483 150 33 staff staff NOUN ital-12483 150 34 . . PUNCT ital-12483 151 1 all all DET ital-12483 151 2 data datum NOUN ital-12483 151 3 used use VERB ital-12483 151 4 in in ADP ital-12483 151 5 training train VERB ital-12483 151 6 the the DET ital-12483 151 7 mathematical mathematical ADJ ital-12483 151 8 models model NOUN ital-12483 151 9 which which PRON ital-12483 151 10 are be AUX ital-12483 151 11 to to PART ital-12483 151 12 be be AUX ital-12483 151 13 explained explain VERB ital-12483 151 14 in in ADP ital-12483 151 15 the the DET ital-12483 151 16 rest rest NOUN ital-12483 151 17 of of ADP ital-12483 151 18 the the DET ital-12483 151 19 paper paper NOUN ital-12483 151 20 are be AUX ital-12483 151 21 either either CCONJ ital-12483 151 22 directly directly ADV ital-12483 151 23 or or CCONJ ital-12483 151 24 indirectly indirectly ADV ital-12483 151 25 verified verify VERB ital-12483 151 26 . . PUNCT ital-12483 152 1 another another DET ital-12483 152 2 important important ADJ ital-12483 152 3 issue issue NOUN ital-12483 152 4 was be AUX ital-12483 152 5 generalizability generalizability NOUN ital-12483 152 6 of of ADP ital-12483 152 7 the the DET ital-12483 152 8 dataset dataset NOUN ital-12483 152 9 , , PUNCT ital-12483 152 10 which which PRON ital-12483 152 11 determines determine VERB ital-12483 152 12 whether whether SCONJ ital-12483 152 13 the the DET ital-12483 152 14 results result NOUN ital-12483 152 15 of of ADP ital-12483 152 16 the the DET ital-12483 152 17 study study NOUN ital-12483 152 18 are be AUX ital-12483 152 19 only only ADV ital-12483 152 20 applicable applicable ADJ ital-12483 152 21 to to ADP ital-12483 152 22 specific specific ADJ ital-12483 152 23 domains domain NOUN ital-12483 152 24 or or CCONJ ital-12483 152 25 to to ADP ital-12483 152 26 all all DET ital-12483 152 27 available available ADJ ital-12483 152 28 domains domain NOUN ital-12483 152 29 . . PUNCT ital-12483 153 1 although although SCONJ ital-12483 153 2 focusing focus VERB ital-12483 153 3 on on ADP ital-12483 153 4 a a DET ital-12483 153 5 specific specific ADJ ital-12483 153 6 news news NOUN ital-12483 153 7 domain domain NOUN ital-12483 153 8 would would AUX ital-12483 153 9 clearly clearly ADV ital-12483 153 10 improve improve VERB ital-12483 153 11 our our PRON ital-12483 153 12 accuracies accuracy NOUN ital-12483 153 13 , , PUNCT ital-12483 153 14 we we PRON ital-12483 153 15 preferred prefer VERB ital-12483 153 16 to to PART ital-12483 153 17 work work VERB ital-12483 153 18 in in ADP ital-12483 153 19 the the DET ital-12483 153 20 general general ADJ ital-12483 153 21 domain domain NOUN ital-12483 153 22 and and CCONJ ital-12483 153 23 included include VERB ital-12483 153 24 news news NOUN ital-12483 153 25 from from ADP ital-12483 153 26 all all DET ital-12483 153 27 specific specific ADJ ital-12483 153 28 domains domain NOUN ital-12483 153 29 . . PUNCT ital-12483 154 1 the the DET ital-12483 154 2 distribution distribution NOUN ital-12483 154 3 of of ADP ital-12483 154 4 domains domain NOUN ital-12483 154 5 in in ADP ital-12483 154 6 our our PRON ital-12483 154 7 dataset dataset NOUN ital-12483 154 8 is be AUX ital-12483 154 9 visualized visualize VERB ital-12483 154 10 in in ADP ital-12483 154 11 figure figure NOUN ital-12483 154 12 4 4 NUM ital-12483 154 13 . . PUNCT ital-12483 155 1 this this DET ital-12483 155 2 distribution distribution NOUN ital-12483 155 3 closely closely ADV ital-12483 155 4 matches match VERB ital-12483 155 5 the the DET ital-12483 155 6 distribution distribution NOUN ital-12483 155 7 one one PRON ital-12483 155 8 would would AUX ital-12483 155 9 experience experience VERB ital-12483 155 10 reading read VERB ital-12483 155 11 daily daily ADJ ital-12483 155 12 news news NOUN ital-12483 155 13 in in ADP ital-12483 155 14 turkey turkey PROPN ital-12483 155 15 . . PUNCT ital-12483 156 1 hence hence ADV ital-12483 156 2 , , PUNCT ital-12483 156 3 we we PRON ital-12483 156 4 have have VERB ital-12483 156 5 no no DET ital-12483 156 6 domain domain NOUN ital-12483 156 7 specific specific ADJ ital-12483 156 8 bias bias NOUN ital-12483 156 9 in in ADP ital-12483 156 10 our our PRON ital-12483 156 11 training training NOUN ital-12483 156 12 dataset dataset NOUN ital-12483 156 13 . . PUNCT ital-12483 157 1 http://code.google.com/p/zemberek http://code.google.com/p/zemberek NOUN ital-12483 157 2 information information NOUN ital-12483 157 3 technology technology NOUN ital-12483 157 4 and and CCONJ ital-12483 157 5 libraries library NOUN ital-12483 157 6 december december PROPN ital-12483 157 7 2020 2020 NUM ital-12483 157 8 automated automate VERB ital-12483 157 9 fake fake ADJ ital-12483 157 10 news news NOUN ital-12483 157 11 detection detection NOUN ital-12483 157 12 in in ADP ital-12483 157 13 the the DET ital-12483 157 14 age age NOUN ital-12483 157 15 of of ADP ital-12483 157 16 digital digital ADJ ital-12483 157 17 libraries library NOUN ital-12483 157 18 | | NOUN ital-12483 157 19 mertoğlu mertoğlu NOUN ital-12483 157 20 and and CCONJ ital-12483 157 21 genç genç VERB ital-12483 157 22 10 10 NUM ital-12483 157 23 figure figure NOUN ital-12483 157 24 4 4 NUM ital-12483 157 25 . . PUNCT ital-12483 158 1 the the DET ital-12483 158 2 distribution distribution NOUN ital-12483 158 3 of of ADP ital-12483 158 4 domains domain NOUN ital-12483 158 5 in in ADP ital-12483 158 6 the the DET ital-12483 158 7 dataset dataset NOUN ital-12483 158 8 . . PUNCT ital-12483 159 1 ( ( PUNCT ital-12483 159 2 scitechenvwetnatlife scitechenvwetnatlife NOUN ital-12483 159 3 = = X ital-12483 159 4 science science NOUN ital-12483 159 5 , , PUNCT ital-12483 159 6 technology technology NOUN ital-12483 159 7 , , PUNCT ital-12483 159 8 environment environment NOUN ital-12483 159 9 , , PUNCT ital-12483 159 10 weather weather NOUN ital-12483 159 11 , , PUNCT ital-12483 159 12 nature nature NOUN ital-12483 159 13 , , PUNCT ital-12483 159 14 life life NOUN ital-12483 159 15 . . PUNCT ital-12483 160 1 educulturearttourism educulturearttourism NOUN ital-12483 160 2 = = PUNCT ital-12483 160 3 education education NOUN ital-12483 160 4 , , PUNCT ital-12483 160 5 culture culture NOUN ital-12483 160 6 , , PUNCT ital-12483 160 7 art art NOUN ital-12483 160 8 , , PUNCT ital-12483 160 9 tourism tourism NOUN ital-12483 160 10 . . PUNCT ital-12483 160 11 ) ) PUNCT ital-12483 161 1 moreover moreover ADV ital-12483 161 2 , , PUNCT ital-12483 161 3 we we PRON ital-12483 161 4 obtained obtain VERB ital-12483 161 5 highly highly ADV ital-12483 161 6 correlated correlate VERB ital-12483 161 7 evidence evidence NOUN ital-12483 161 8 showing show VERB ital-12483 161 9 syntactic syntactic ADJ ital-12483 161 10 similarities similarity NOUN ital-12483 161 11 with with ADP ital-12483 161 12 the the DET ital-12483 161 13 other other ADJ ital-12483 161 14 nlp nlp PROPN ital-12483 161 15 studies study NOUN ital-12483 161 16 in in ADP ital-12483 161 17 turkish turkish NOUN ital-12483 161 18 during during ADP ital-12483 161 19 the the DET ital-12483 161 20 exploratory exploratory ADJ ital-12483 161 21 data datum NOUN ital-12483 161 22 analysis analysis NOUN ital-12483 161 23 . . PUNCT ital-12483 162 1 for for ADP ital-12483 162 2 example example NOUN ital-12483 162 3 , , PUNCT ital-12483 162 4 the the DET ital-12483 162 5 results result NOUN ital-12483 162 6 of of ADP ital-12483 162 7 a a DET ital-12483 162 8 study study NOUN ital-12483 162 9 by by ADP ital-12483 162 10 zemberek zemberek NOUN ital-12483 162 11 developers developer NOUN ital-12483 162 12 ( ( PUNCT ital-12483 162 13 http://zembereknlp.blogspot.com/2006/11/kelime-istatistikleri.html http://zembereknlp.blogspot.com/2006/11/kelime-istatistikleri.html X ital-12483 162 14 ) ) PUNCT ital-12483 162 15 to to PART ital-12483 162 16 find find VERB ital-12483 162 17 the the DET ital-12483 162 18 most most ADV ital-12483 162 19 common common ADJ ital-12483 162 20 words word NOUN ital-12483 162 21 in in ADP ital-12483 162 22 turkish turkish NOUN ital-12483 162 23 experimented experiment VERB ital-12483 162 24 with with ADP ital-12483 162 25 over over ADP ital-12483 162 26 five five NUM ital-12483 162 27 million million NUM ital-12483 162 28 words word NOUN ital-12483 162 29 is be AUX ital-12483 162 30 compatible compatible ADJ ital-12483 162 31 with with ADP ital-12483 162 32 most most ADJ ital-12483 162 33 common common ADJ ital-12483 162 34 words word NOUN ital-12483 162 35 in in ADP ital-12483 162 36 our our PRON ital-12483 162 37 corpus corpus NOUN ital-12483 162 38 . . PUNCT ital-12483 163 1 this this DET ital-12483 163 2 evidence evidence NOUN ital-12483 163 3 can can AUX ital-12483 163 4 be be AUX ital-12483 163 5 attributed attribute VERB ital-12483 163 6 to to ADP ital-12483 163 7 representability representability NOUN ital-12483 163 8 of of ADP ital-12483 163 9 our our PRON ital-12483 163 10 dataset dataset NOUN ital-12483 163 11 . . PUNCT ital-12483 164 1 the the DET ital-12483 164 2 last last ADJ ital-12483 164 3 issue issue NOUN ital-12483 164 4 worth worth ADJ ital-12483 164 5 discussing discuss VERB ital-12483 164 6 is be AUX ital-12483 164 7 the the DET ital-12483 164 8 imbalanced imbalanced ADJ ital-12483 164 9 nature nature NOUN ital-12483 164 10 of of ADP ital-12483 164 11 the the DET ital-12483 164 12 dataset dataset NOUN ital-12483 164 13 . . PUNCT ital-12483 165 1 an an DET ital-12483 165 2 imbalanced imbalanced ADJ ital-12483 165 3 dataset dataset NOUN ital-12483 165 4 occurs occur VERB ital-12483 165 5 in in ADP ital-12483 165 6 a a DET ital-12483 165 7 binary binary ADJ ital-12483 165 8 classification classification NOUN ital-12483 165 9 study study NOUN ital-12483 165 10 when when SCONJ ital-12483 165 11 the the DET ital-12483 165 12 frequency frequency NOUN ital-12483 165 13 of of ADP ital-12483 165 14 one one NUM ital-12483 165 15 of of ADP ital-12483 165 16 the the DET ital-12483 165 17 classes class NOUN ital-12483 165 18 dominates dominate VERB ital-12483 165 19 the the DET ital-12483 165 20 frequency frequency NOUN ital-12483 165 21 of of ADP ital-12483 165 22 the the DET ital-12483 165 23 other other ADJ ital-12483 165 24 class class NOUN ital-12483 165 25 in in ADP ital-12483 165 26 the the DET ital-12483 165 27 dataset dataset NOUN ital-12483 165 28 . . PUNCT ital-12483 166 1 in in ADP ital-12483 166 2 our our PRON ital-12483 166 3 dataset dataset NOUN ital-12483 166 4 , , PUNCT ital-12483 166 5 the the DET ital-12483 166 6 amount amount NOUN ital-12483 166 7 of of ADP ital-12483 166 8 fake fake ADJ ital-12483 166 9 news news NOUN ital-12483 166 10 is be AUX ital-12483 166 11 highly highly ADV ital-12483 166 12 surpassed surpass VERB ital-12483 166 13 by by ADP ital-12483 166 14 the the DET ital-12483 166 15 amount amount NOUN ital-12483 166 16 of of ADP ital-12483 166 17 valid valid ADJ ital-12483 166 18 news news NOUN ital-12483 166 19 . . PUNCT ital-12483 167 1 this this PRON ital-12483 167 2 generally generally ADV ital-12483 167 3 results result VERB ital-12483 167 4 in in ADP ital-12483 167 5 difficulties difficulty NOUN ital-12483 167 6 in in ADP ital-12483 167 7 applying apply VERB ital-12483 167 8 conventional conventional ADJ ital-12483 167 9 machine machine NOUN ital-12483 167 10 learning learning NOUN ital-12483 167 11 methods method NOUN ital-12483 167 12 to to ADP ital-12483 167 13 the the DET ital-12483 167 14 dataset dataset NOUN ital-12483 167 15 . . PUNCT ital-12483 168 1 however however ADV ital-12483 168 2 , , PUNCT ital-12483 168 3 it it PRON ital-12483 168 4 is be AUX ital-12483 168 5 a a DET ital-12483 168 6 frequently frequently ADV ital-12483 168 7 observed observe VERB ital-12483 168 8 phenomenon phenomenon NOUN ital-12483 168 9 due due ADP ital-12483 168 10 to to ADP ital-12483 168 11 the the DET ital-12483 168 12 disparity disparity NOUN ital-12483 168 13 of of ADP ital-12483 168 14 variable variable ADJ ital-12483 168 15 classes class NOUN ital-12483 168 16 in in ADP ital-12483 168 17 these these DET ital-12483 168 18 kinds kind NOUN ital-12483 168 19 of of ADP ital-12483 168 20 problems problem NOUN ital-12483 168 21 in in ADP ital-12483 168 22 real real ADJ ital-12483 168 23 world world NOUN ital-12483 168 24 . . PUNCT ital-12483 169 1 to to PART ital-12483 169 2 avoid avoid VERB ital-12483 169 3 potential potential ADJ ital-12483 169 4 problems problem NOUN ital-12483 169 5 due due ADP ital-12483 169 6 to to ADP ital-12483 169 7 the the DET ital-12483 169 8 imbalanced imbalanced ADJ ital-12483 169 9 nature nature NOUN ital-12483 169 10 of of ADP ital-12483 169 11 the the DET ital-12483 169 12 dataset dataset NOUN ital-12483 169 13 , , PUNCT ital-12483 169 14 we we PRON ital-12483 169 15 used use VERB ital-12483 169 16 smote smote NOUN ital-12483 169 17 ( ( PUNCT ital-12483 169 18 synthetic synthetic ADJ ital-12483 169 19 http://zembereknlp.blogspot.com/2006/11/kelime-istatistikleri.html http://zembereknlp.blogspot.com/2006/11/kelime-istatistikleri.html NOUN ital-12483 169 20 information information NOUN ital-12483 169 21 technology technology NOUN ital-12483 169 22 and and CCONJ ital-12483 169 23 libraries library NOUN ital-12483 169 24 december december PROPN ital-12483 169 25 2020 2020 NUM ital-12483 169 26 automated automate VERB ital-12483 169 27 fake fake ADJ ital-12483 169 28 news news NOUN ital-12483 169 29 detection detection NOUN ital-12483 169 30 in in ADP ital-12483 169 31 the the DET ital-12483 169 32 age age NOUN ital-12483 169 33 of of ADP ital-12483 169 34 digital digital ADJ ital-12483 169 35 libraries library NOUN ital-12483 169 36 | | NOUN ital-12483 169 37 mertoğlu mertoğlu NOUN ital-12483 169 38 and and CCONJ ital-12483 169 39 genç genç VERB ital-12483 169 40 11 11 NUM ital-12483 169 41 minority minority NOUN ital-12483 169 42 over over ADP ital-12483 169 43 - - PUNCT ital-12483 169 44 sampling sample VERB ital-12483 169 45 technique technique NOUN ital-12483 169 46 ) ) PUNCT ital-12483 169 47 which which PRON ital-12483 169 48 is be AUX ital-12483 169 49 an an DET ital-12483 169 50 over over ADP ital-12483 169 51 - - PUNCT ital-12483 169 52 sampling sample VERB ital-12483 169 53 method.30 method.30 NOUN ital-12483 169 54 it it PRON ital-12483 169 55 creates create VERB ital-12483 169 56 synthetic synthetic ADJ ital-12483 169 57 samples sample NOUN ital-12483 169 58 of of ADP ital-12483 169 59 the the DET ital-12483 169 60 minority minority NOUN ital-12483 169 61 class class NOUN ital-12483 169 62 that that PRON ital-12483 169 63 are be AUX ital-12483 169 64 relatively relatively ADV ital-12483 169 65 close close ADJ ital-12483 169 66 in in ADP ital-12483 169 67 the the DET ital-12483 169 68 feature feature NOUN ital-12483 169 69 space space NOUN ital-12483 169 70 to to ADP ital-12483 169 71 the the DET ital-12483 169 72 existing exist VERB ital-12483 169 73 observations observation NOUN ital-12483 169 74 of of ADP ital-12483 169 75 the the DET ital-12483 169 76 minority minority NOUN ital-12483 169 77 class class NOUN ital-12483 169 78 . . PUNCT ital-12483 170 1 features feature NOUN ital-12483 170 2 in in ADP ital-12483 170 3 this this DET ital-12483 170 4 study study NOUN ital-12483 170 5 , , PUNCT ital-12483 170 6 we we PRON ital-12483 170 7 discarded discard VERB ital-12483 170 8 some some DET ital-12483 170 9 features feature NOUN ital-12483 170 10 because because SCONJ ital-12483 170 11 of of ADP ital-12483 170 12 their their PRON ital-12483 170 13 relatively relatively ADV ital-12483 170 14 low low ADJ ital-12483 170 15 impact impact NOUN ital-12483 170 16 on on ADP ital-12483 170 17 overall overall ADJ ital-12483 170 18 performance performance NOUN ital-12483 170 19 during during ADP ital-12483 170 20 the the DET ital-12483 170 21 exploratory exploratory ADJ ital-12483 170 22 data datum NOUN ital-12483 170 23 analysis analysis NOUN ital-12483 170 24 and and CCONJ ital-12483 170 25 subsequently subsequently ADV ital-12483 170 26 in in ADP ital-12483 170 27 the the DET ital-12483 170 28 training training NOUN ital-12483 170 29 phase phase NOUN ital-12483 170 30 . . PUNCT ital-12483 171 1 the the DET ital-12483 171 2 most most ADV ital-12483 171 3 effective effective ADJ ital-12483 171 4 features feature NOUN ital-12483 171 5 we we PRON ital-12483 171 6 decided decide VERB ital-12483 171 7 on on ADP ital-12483 171 8 are be AUX ital-12483 171 9 shown show VERB ital-12483 171 10 in in ADP ital-12483 171 11 table table NOUN ital-12483 171 12 2 2 NUM ital-12483 171 13 . . PROPN ital-12483 171 14 table table NOUN ital-12483 171 15 2 2 NUM ital-12483 171 16 . . NUM ital-12483 171 17 main main ADJ ital-12483 171 18 features feature NOUN ital-12483 171 19 features feature VERB ital-12483 171 20 group group NOUN ital-12483 171 21 definition definition NOUN ital-12483 171 22 nrootscore nrootscore ADJ ital-12483 171 23 language language NOUN ital-12483 171 24 model model NOUN ital-12483 171 25 features feature VERB ital-12483 171 26 the the DET ital-12483 171 27 news news NOUN ital-12483 171 28 score score NOUN ital-12483 171 29 calculated calculate VERB ital-12483 171 30 according accord VERB ital-12483 171 31 to to ADP ital-12483 171 32 the the DET ital-12483 171 33 root root NOUN ital-12483 171 34 model model NOUN ital-12483 172 1 nrawscore nrawscore ADV ital-12483 172 2 the the DET ital-12483 172 3 news news NOUN ital-12483 172 4 score score NOUN ital-12483 172 5 calculated calculate VERB ital-12483 172 6 according accord VERB ital-12483 172 7 to to ADP ital-12483 172 8 the the DET ital-12483 172 9 raw raw ADJ ital-12483 172 10 model model NOUN ital-12483 172 11 spellerrorscore spellerrorscore NOUN ital-12483 172 12 extracted extract VERB ital-12483 172 13 features feature NOUN ital-12483 172 14 spell spell VERB ital-12483 172 15 errors error NOUN ital-12483 172 16 per per ADP ital-12483 172 17 sentences sentence NOUN ital-12483 172 18 complexityscore complexityscore VERB ital-12483 172 19 the the DET ital-12483 172 20 score score NOUN ital-12483 172 21 of of ADP ital-12483 172 22 the the DET ital-12483 172 23 complexity complexity NOUN ital-12483 172 24 / / SYM ital-12483 172 25 readibility readibility NOUN ital-12483 172 26 of of ADP ital-12483 172 27 the the DET ital-12483 172 28 news news NOUN ital-12483 172 29 source source NOUN ital-12483 172 30 labels label VERB ital-12483 172 31 the the DET ital-12483 172 32 url url NOUN ital-12483 172 33 or or CCONJ ital-12483 172 34 identifier identifi ADJ ital-12483 172 35 of of ADP ital-12483 172 36 the the DET ital-12483 172 37 news news NOUN ital-12483 172 38 maincategory maincategory NOUN ital-12483 172 39 the the DET ital-12483 172 40 category category NOUN ital-12483 172 41 of of ADP ital-12483 172 42 the the DET ital-12483 172 43 news news NOUN ital-12483 172 44 newssite newssite VERB ital-12483 172 45 the the DET ital-12483 172 46 unique unique ADJ ital-12483 172 47 address address NOUN ital-12483 172 48 of of ADP ital-12483 172 49 the the DET ital-12483 172 50 news news NOUN ital-12483 172 51 the the DET ital-12483 172 52 language language NOUN ital-12483 172 53 model model NOUN ital-12483 172 54 features feature VERB ital-12483 172 55 nrootscore nrootscore ADV ital-12483 172 56 and and CCONJ ital-12483 172 57 nrawscore nrawscore ADV ital-12483 172 58 are be AUX ital-12483 172 59 features feature NOUN ital-12483 172 60 that that SCONJ ital-12483 172 61 we we PRON ital-12483 172 62 have have AUX ital-12483 172 63 borrowed borrow VERB ital-12483 172 64 from from ADP ital-12483 172 65 our our PRON ital-12483 172 66 earlier early ADJ ital-12483 172 67 study study NOUN ital-12483 172 68 on on ADP ital-12483 172 69 fake fake ADJ ital-12483 172 70 news news NOUN ital-12483 172 71 detection.31 detection.31 NOUN ital-12483 172 72 in in ADP ital-12483 172 73 that that DET ital-12483 172 74 study study NOUN ital-12483 172 75 , , PUNCT ital-12483 172 76 we we PRON ital-12483 172 77 focused focus VERB ital-12483 172 78 on on ADP ital-12483 172 79 constructing construct VERB ital-12483 172 80 a a DET ital-12483 172 81 fake fake ADJ ital-12483 172 82 news news NOUN ital-12483 172 83 dictionary dictionary PROPN ital-12483 172 84 / / SYM ital-12483 172 85 lexicon lexicon NOUN ital-12483 172 86 based base VERB ital-12483 172 87 on on ADP ital-12483 172 88 different different ADJ ital-12483 172 89 morphological morphological ADJ ital-12483 172 90 segments segment NOUN ital-12483 172 91 of of ADP ital-12483 172 92 the the DET ital-12483 172 93 words word NOUN ital-12483 172 94 used use VERB ital-12483 172 95 in in ADP ital-12483 172 96 news news NOUN ital-12483 172 97 texts text NOUN ital-12483 172 98 . . PUNCT ital-12483 173 1 these these DET ital-12483 173 2 two two NUM ital-12483 173 3 scores score NOUN ital-12483 173 4 were be AUX ital-12483 173 5 found find VERB ital-12483 173 6 to to PART ital-12483 173 7 be be AUX ital-12483 173 8 the the DET ital-12483 173 9 most most ADV ital-12483 173 10 successful successful ADJ ital-12483 173 11 ones one NOUN ital-12483 173 12 in in ADP ital-12483 173 13 determining determine VERB ital-12483 173 14 the the DET ital-12483 173 15 fakeness fakeness NOUN ital-12483 173 16 / / SYM ital-12483 173 17 validity validity NOUN ital-12483 173 18 of of ADP ital-12483 173 19 a a DET ital-12483 173 20 news news NOUN ital-12483 173 21 text text NOUN ital-12483 173 22 , , PUNCT ital-12483 173 23 one one NUM ital-12483 173 24 considering consider VERB ital-12483 173 25 the the DET ital-12483 173 26 raw raw ADJ ital-12483 173 27 form form NOUN ital-12483 173 28 of of ADP ital-12483 173 29 the the DET ital-12483 173 30 words word NOUN ital-12483 173 31 , , PUNCT ital-12483 173 32 the the DET ital-12483 173 33 other other ADJ ital-12483 173 34 considering consider VERB ital-12483 173 35 the the DET ital-12483 173 36 root root NOUN ital-12483 173 37 form form NOUN ital-12483 173 38 . . PUNCT ital-12483 174 1 the the DET ital-12483 174 2 extracted extract VERB ital-12483 174 3 features feature NOUN ital-12483 174 4 are be AUX ital-12483 174 5 complexityscore complexityscore VERB ital-12483 174 6 and and CCONJ ital-12483 174 7 spellerrorscore spellerrorscore NOUN ital-12483 174 8 . . PUNCT ital-12483 175 1 complexityscore complexityscore PROPN ital-12483 175 2 basically basically ADV ital-12483 175 3 represents represent VERB ital-12483 175 4 the the DET ital-12483 175 5 readability readability NOUN ital-12483 175 6 of of ADP ital-12483 175 7 the the DET ital-12483 175 8 text text NOUN ital-12483 175 9 . . PUNCT ital-12483 176 1 studies study NOUN ital-12483 176 2 for for ADP ital-12483 176 3 determining determine VERB ital-12483 176 4 a a DET ital-12483 176 5 good good ADJ ital-12483 176 6 readability readability NOUN ital-12483 176 7 metric metric ADJ ital-12483 176 8 exist exist NOUN ital-12483 176 9 for for ADP ital-12483 176 10 the the DET ital-12483 176 11 turkish turkish NOUN ital-12483 176 12 language.32 language.32 NOUN ital-12483 176 13 we we PRON ital-12483 176 14 used use VERB ital-12483 176 15 a a DET ital-12483 176 16 modified modified ADJ ital-12483 176 17 version version NOUN ital-12483 176 18 of of ADP ital-12483 176 19 the the DET ital-12483 176 20 gunnig gunnig PROPN ital-12483 176 21 - - PUNCT ital-12483 176 22 fog fog PROPN ital-12483 176 23 metric metric NOUN ital-12483 176 24 , , PUNCT ital-12483 176 25 which which PRON ital-12483 176 26 is be AUX ital-12483 176 27 based base VERB ital-12483 176 28 on on ADP ital-12483 176 29 word word NOUN ital-12483 176 30 length length NOUN ital-12483 176 31 and and CCONJ ital-12483 176 32 sentence sentence NOUN ital-12483 176 33 length.33 length.33 NOUN ital-12483 176 34 since since SCONJ ital-12483 176 35 turkish turkish ADJ ital-12483 176 36 is be AUX ital-12483 176 37 an an DET ital-12483 176 38 agglutinative agglutinative ADJ ital-12483 176 39 language language NOUN ital-12483 176 40 , , PUNCT ital-12483 176 41 we we PRON ital-12483 176 42 used use VERB ital-12483 176 43 word word NOUN ital-12483 176 44 length length NOUN ital-12483 176 45 instead instead ADV ital-12483 176 46 of of ADP ital-12483 176 47 using use VERB ital-12483 176 48 the the DET ital-12483 176 49 syllable syllable NOUN ital-12483 176 50 count count NOUN ital-12483 176 51 . . PUNCT ital-12483 177 1 we we PRON ital-12483 177 2 also also ADV ital-12483 177 3 made make VERB ital-12483 177 4 some some DET ital-12483 177 5 modifications modification NOUN ital-12483 177 6 to to PART ital-12483 177 7 normalize normalize VERB ital-12483 177 8 the the DET ital-12483 177 9 scores score NOUN ital-12483 177 10 . . PUNCT ital-12483 178 1 the the DET ital-12483 178 2 average average ADJ ital-12483 178 3 number number NOUN ital-12483 178 4 of of ADP ital-12483 178 5 syllables syllable NOUN ital-12483 178 6 per per ADP ital-12483 178 7 word word NOUN ital-12483 178 8 syllable syllable NOUN ital-12483 178 9 in in ADP ital-12483 178 10 turkish turkish PROPN ital-12483 178 11 is be AUX ital-12483 178 12 2.6 2.6 NUM ital-12483 178 13 , , PUNCT ital-12483 178 14 so so ADV ital-12483 178 15 we we PRON ital-12483 178 16 defined define VERB ital-12483 178 17 a a DET ital-12483 178 18 word word NOUN ital-12483 178 19 as as ADP ital-12483 178 20 a a DET ital-12483 178 21 long long ADJ ital-12483 178 22 word word NOUN ital-12483 178 23 if if SCONJ ital-12483 178 24 it it PRON ital-12483 178 25 has have VERB ital-12483 178 26 more more ADJ ital-12483 178 27 than than ADP ital-12483 178 28 9 9 NUM ital-12483 178 29 letters.34 letters.34 NOUN ital-12483 178 30 for for ADP ital-12483 178 31 a a DET ital-12483 178 32 given give VERB ital-12483 178 33 news news NOUN ital-12483 178 34 text text NOUN ital-12483 178 35 t t NOUN ital-12483 178 36 , , PUNCT ital-12483 178 37 the the DET ital-12483 178 38 complexity complexity NOUN ital-12483 178 39 score score NOUN ital-12483 178 40 ( ( PUNCT ital-12483 178 41 cs cs PROPN ital-12483 178 42 ) ) PUNCT ital-12483 178 43 can can AUX ital-12483 178 44 be be AUX ital-12483 178 45 computed compute VERB ital-12483 178 46 by by ADP ital-12483 178 47 equation equation NOUN ital-12483 178 48 1 1 NUM ital-12483 178 49 . . PUNCT ital-12483 178 50 ( ( PUNCT ital-12483 178 51 1 1 X ital-12483 178 52 ) ) PUNCT ital-12483 178 53 𝑇𝐶𝑆 𝑇𝐶𝑆 PROPN ital-12483 178 54 = = NOUN ital-12483 178 55 ( ( PUNCT ital-12483 178 56 𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡 𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡 PROPN ital-12483 178 57 𝑆𝑒𝑛𝑡𝑒𝑛𝑐𝑒𝑠𝑐𝑜𝑢𝑛𝑡 𝑆𝑒𝑛𝑡𝑒𝑛𝑐𝑒𝑠𝑐𝑜𝑢𝑛𝑡 PROPN ital-12483 178 58 + + PROPN ital-12483 178 59 𝐿𝑜𝑛𝑔𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡∗100 𝐿𝑜𝑛𝑔𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡∗100 NOUN ital-12483 179 1 𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡 𝑊𝑜𝑟𝑑𝑐𝑜𝑢𝑛𝑡 PROPN ital-12483 179 2 10 10 NUM ital-12483 179 3 ) ) PUNCT ital-12483 179 4 the the DET ital-12483 179 5 second second ADJ ital-12483 179 6 extracted extract VERB ital-12483 179 7 feature feature NOUN ital-12483 179 8 is be AUX ital-12483 179 9 spellerrorscore spellerrorscore ADJ ital-12483 179 10 . . PUNCT ital-12483 180 1 we we PRON ital-12483 180 2 foresee foresee VERB ital-12483 180 3 that that SCONJ ital-12483 180 4 there there PRON ital-12483 180 5 may may AUX ital-12483 180 6 be be AUX ital-12483 180 7 many many ADJ ital-12483 180 8 more more ADJ ital-12483 180 9 errors error NOUN ital-12483 180 10 in in ADP ital-12483 180 11 fake fake ADJ ital-12483 180 12 news news NOUN ital-12483 180 13 than than ADP ital-12483 180 14 in in ADP ital-12483 180 15 valid valid ADJ ital-12483 180 16 news news NOUN ital-12483 180 17 . . PUNCT ital-12483 181 1 we we PRON ital-12483 181 2 calculated calculate VERB ital-12483 181 3 the the DET ital-12483 181 4 spell spell NOUN ital-12483 181 5 error error NOUN ital-12483 181 6 counts count NOUN ital-12483 181 7 making make VERB ital-12483 181 8 use use NOUN ital-12483 181 9 of of ADP ital-12483 181 10 turkish turkish ADJ ital-12483 181 11 spellchecker spellchecker NOUN ital-12483 181 12 class class NOUN ital-12483 181 13 of of ADP ital-12483 181 14 zemberek zemberek PROPN ital-12483 181 15 . . PUNCT ital-12483 182 1 due due ADP ital-12483 182 2 to to ADP ital-12483 182 3 the the DET ital-12483 182 4 text text NOUN ital-12483 182 5 length length NOUN ital-12483 182 6 of of ADP ital-12483 182 7 news news NOUN ital-12483 182 8 varies varie NOUN ital-12483 182 9 , , PUNCT ital-12483 182 10 we we PRON ital-12483 182 11 calculate calculate VERB ital-12483 182 12 the the DET ital-12483 182 13 ratio ratio NOUN ital-12483 182 14 information information NOUN ital-12483 182 15 technology technology NOUN ital-12483 182 16 and and CCONJ ital-12483 182 17 libraries library NOUN ital-12483 182 18 december december PROPN ital-12483 182 19 2020 2020 NUM ital-12483 182 20 automated automate VERB ital-12483 182 21 fake fake ADJ ital-12483 182 22 news news NOUN ital-12483 182 23 detection detection NOUN ital-12483 182 24 in in ADP ital-12483 182 25 the the DET ital-12483 182 26 age age NOUN ital-12483 182 27 of of ADP ital-12483 182 28 digital digital ADJ ital-12483 182 29 libraries library NOUN ital-12483 182 30 | | NOUN ital-12483 182 31 mertoğlu mertoğlu NOUN ital-12483 182 32 and and CCONJ ital-12483 182 33 genç genç VERB ital-12483 182 34 12 12 NUM ital-12483 182 35 according accord VERB ital-12483 182 36 to to ADP ital-12483 182 37 the the DET ital-12483 182 38 sentences sentence NOUN ital-12483 182 39 . . PUNCT ital-12483 183 1 for for ADP ital-12483 183 2 a a DET ital-12483 183 3 given give VERB ital-12483 183 4 news news NOUN ital-12483 183 5 text text NOUN ital-12483 183 6 t t NOUN ital-12483 183 7 , , PUNCT ital-12483 183 8 se se PROPN ital-12483 183 9 ( ( PUNCT ital-12483 183 10 spell spell VERB ital-12483 183 11 error error NOUN ital-12483 183 12 score score NOUN ital-12483 183 13 ) ) PUNCT ital-12483 183 14 is be AUX ital-12483 183 15 calculated calculate VERB ital-12483 183 16 as as SCONJ ital-12483 183 17 shown show VERB ital-12483 183 18 in in ADP ital-12483 183 19 equation equation NOUN ital-12483 183 20 2 2 NUM ital-12483 183 21 . . PUNCT ital-12483 184 1 ( ( PUNCT ital-12483 184 2 2 2 X ital-12483 184 3 ) ) PUNCT ital-12483 184 4 𝑇𝑆𝐸 𝑇𝑆𝐸 PROPN ital-12483 184 5 = = PROPN ital-12483 184 6 ( ( PUNCT ital-12483 184 7 𝑆𝑝𝑒𝑙𝑙𝐸𝑟𝑟𝑜𝑟𝐶𝑜𝑢𝑛𝑡 𝑆𝑝𝑒𝑙𝑙𝐸𝑟𝑟𝑜𝑟𝐶𝑜𝑢𝑛𝑡 PROPN ital-12483 184 8 𝑆𝑒𝑛𝑡𝑒𝑛𝑐𝑒𝑠𝐶𝑜𝑢𝑛𝑡 𝑆𝑒𝑛𝑡𝑒𝑛𝑐𝑒𝑠𝐶𝑜𝑢𝑛𝑡 PROPN ital-12483 184 9 ) ) PUNCT ital-12483 184 10 finally finally ADV ital-12483 184 11 , , PUNCT ital-12483 184 12 we we PRON ital-12483 184 13 included include VERB ital-12483 184 14 the the DET ital-12483 184 15 metadata metadata PROPN ital-12483 184 16 categories category NOUN ital-12483 184 17 source source NOUN ital-12483 184 18 , , PUNCT ital-12483 184 19 maincategory maincategory ADJ ital-12483 184 20 , , PUNCT ital-12483 184 21 and and CCONJ ital-12483 184 22 newssite newssite ADJ ital-12483 184 23 as as ADP ital-12483 184 24 additional additional ADJ ital-12483 184 25 identifiers identifier NOUN ital-12483 184 26 for for ADP ital-12483 184 27 the the DET ital-12483 184 28 learning learning NOUN ital-12483 184 29 process process NOUN ital-12483 184 30 . . PUNCT ital-12483 185 1 then then ADV ital-12483 185 2 , , PUNCT ital-12483 185 3 we we PRON ital-12483 185 4 combined combine VERB ital-12483 185 5 features feature NOUN ital-12483 185 6 extracted extract VERB ital-12483 185 7 from from ADP ital-12483 185 8 text text NOUN ital-12483 185 9 representation representation NOUN ital-12483 185 10 techniques technique NOUN ital-12483 185 11 with with ADP ital-12483 185 12 the the DET ital-12483 185 13 features feature NOUN ital-12483 185 14 shown show VERB ital-12483 185 15 in in ADP ital-12483 185 16 table table NOUN ital-12483 185 17 2 2 NUM ital-12483 185 18 and and CCONJ ital-12483 185 19 trained train VERB ital-12483 185 20 the the DET ital-12483 185 21 model model NOUN ital-12483 185 22 with with ADP ital-12483 185 23 different different ADJ ital-12483 185 24 classifiers classifier NOUN ital-12483 185 25 . . PUNCT ital-12483 186 1 for for ADP ital-12483 186 2 text text NOUN ital-12483 186 3 representation representation NOUN ital-12483 186 4 , , PUNCT ital-12483 186 5 we we PRON ital-12483 186 6 followed follow VERB ital-12483 186 7 two two NUM ital-12483 186 8 directions direction NOUN ital-12483 186 9 for for ADP ital-12483 186 10 the the DET ital-12483 186 11 experiments experiment NOUN ital-12483 186 12 . . PUNCT ital-12483 187 1 first first ADV ital-12483 187 2 , , PUNCT ital-12483 187 3 we we PRON ital-12483 187 4 converted convert VERB ital-12483 187 5 text text NOUN ital-12483 187 6 into into ADP ital-12483 187 7 structured structured ADJ ital-12483 187 8 features feature NOUN ital-12483 187 9 with with ADP ital-12483 187 10 bag bag NOUN ital-12483 187 11 of of ADP ital-12483 187 12 words word NOUN ital-12483 187 13 ( ( PUNCT ital-12483 187 14 bow bow NOUN ital-12483 187 15 ) ) PUNCT ital-12483 187 16 approach approach NOUN ital-12483 187 17 in in ADP ital-12483 187 18 which which PRON ital-12483 187 19 text text NOUN ital-12483 187 20 data datum NOUN ital-12483 187 21 is be AUX ital-12483 187 22 represented represent VERB ital-12483 187 23 as as ADP ital-12483 187 24 the the DET ital-12483 187 25 multiset multiset NOUN ital-12483 187 26 of of ADP ital-12483 187 27 its its PRON ital-12483 187 28 words word NOUN ital-12483 187 29 . . PUNCT ital-12483 188 1 second second ADV ital-12483 188 2 , , PUNCT ital-12483 188 3 we we PRON ital-12483 188 4 experimented experiment VERB ital-12483 188 5 with with ADP ital-12483 188 6 n n NOUN ital-12483 188 7 - - PUNCT ital-12483 188 8 grams gram NOUN ital-12483 188 9 which which PRON ital-12483 188 10 represents represent VERB ital-12483 188 11 the the DET ital-12483 188 12 sequence sequence NOUN ital-12483 188 13 of of ADP ital-12483 188 14 n n NOUN ital-12483 188 15 words word NOUN ital-12483 188 16 , , PUNCT ital-12483 188 17 in in ADP ital-12483 188 18 other other ADJ ital-12483 188 19 words word NOUN ital-12483 188 20 splitting split VERB ital-12483 188 21 text text NOUN ital-12483 188 22 into into ADP ital-12483 188 23 chunks chunk NOUN ital-12483 188 24 of of ADP ital-12483 188 25 size size NOUN ital-12483 188 26 n n NOUN ital-12483 188 27 - - PUNCT ital-12483 188 28 words word NOUN ital-12483 188 29 . . PUNCT ital-12483 189 1 in in ADP ital-12483 189 2 the the DET ital-12483 189 3 ( ( PUNCT ital-12483 189 4 bow bow NOUN ital-12483 189 5 ) ) PUNCT ital-12483 189 6 model model NOUN ital-12483 189 7 , , PUNCT ital-12483 189 8 documents document NOUN ital-12483 189 9 in in ADP ital-12483 189 10 trfn trfn NOUN ital-12483 189 11 are be AUX ital-12483 189 12 represented represent VERB ital-12483 189 13 as as ADP ital-12483 189 14 a a DET ital-12483 189 15 collection collection NOUN ital-12483 189 16 of of ADP ital-12483 189 17 words word NOUN ital-12483 189 18 , , PUNCT ital-12483 189 19 ignoring ignore VERB ital-12483 189 20 grammar grammar NOUN ital-12483 189 21 and and CCONJ ital-12483 189 22 even even ADV ital-12483 189 23 word word NOUN ital-12483 189 24 order order NOUN ital-12483 189 25 , , PUNCT ital-12483 189 26 but but CCONJ ital-12483 189 27 preserving preserve VERB ital-12483 189 28 multiplicity multiplicity NOUN ital-12483 189 29 . . PUNCT ital-12483 190 1 in in ADP ital-12483 190 2 a a DET ital-12483 190 3 classic classic ADJ ital-12483 190 4 bow bow NOUN ital-12483 190 5 approach approach NOUN ital-12483 190 6 , , PUNCT ital-12483 190 7 each each DET ital-12483 190 8 document document NOUN ital-12483 190 9 can can AUX ital-12483 190 10 be be AUX ital-12483 190 11 represented represent VERB ital-12483 190 12 as as ADP ital-12483 190 13 a a DET ital-12483 190 14 fixed fix VERB ital-12483 190 15 - - PUNCT ital-12483 190 16 length length NOUN ital-12483 190 17 vector vector NOUN ital-12483 190 18 with with ADP ital-12483 190 19 length length NOUN ital-12483 190 20 equal equal ADJ ital-12483 190 21 to to ADP ital-12483 190 22 the the DET ital-12483 190 23 vocabulary vocabulary ADJ ital-12483 190 24 size size NOUN ital-12483 190 25 . . PUNCT ital-12483 191 1 this this PRON ital-12483 191 2 means mean VERB ital-12483 191 3 each each DET ital-12483 191 4 dimension dimension NOUN ital-12483 191 5 of of ADP ital-12483 191 6 this this DET ital-12483 191 7 vector vector NOUN ital-12483 191 8 corresponds correspond VERB ital-12483 191 9 to to ADP ital-12483 191 10 the the DET ital-12483 191 11 occurrence occurrence NOUN ital-12483 191 12 of of ADP ital-12483 191 13 a a DET ital-12483 191 14 word word NOUN ital-12483 191 15 in in ADP ital-12483 191 16 a a DET ital-12483 191 17 news news NOUN ital-12483 191 18 item item NOUN ital-12483 191 19 . . PUNCT ital-12483 192 1 we we PRON ital-12483 192 2 customized customize VERB ital-12483 192 3 the the DET ital-12483 192 4 generic generic ADJ ital-12483 192 5 approach approach NOUN ital-12483 192 6 by by ADP ital-12483 192 7 reducing reduce VERB ital-12483 192 8 variable variable ADJ ital-12483 192 9 - - PUNCT ital-12483 192 10 length length NOUN ital-12483 192 11 documents document NOUN ital-12483 192 12 to to ADP ital-12483 192 13 fixed fix VERB ital-12483 192 14 - - PUNCT ital-12483 192 15 length length NOUN ital-12483 192 16 vectors vector NOUN ital-12483 192 17 to to PART ital-12483 192 18 be be AUX ital-12483 192 19 able able ADJ ital-12483 192 20 to to PART ital-12483 192 21 use use VERB ital-12483 192 22 with with ADP ital-12483 192 23 varying vary VERB ital-12483 192 24 lengths length NOUN ital-12483 192 25 with with ADP ital-12483 192 26 many many ADJ ital-12483 192 27 machine machine NOUN ital-12483 192 28 learning learning NOUN ital-12483 192 29 models model NOUN ital-12483 192 30 . . PUNCT ital-12483 193 1 information information NOUN ital-12483 193 2 technology technology NOUN ital-12483 193 3 and and CCONJ ital-12483 193 4 libraries library NOUN ital-12483 193 5 december december PROPN ital-12483 193 6 2020 2020 NUM ital-12483 193 7 automated automate VERB ital-12483 193 8 fake fake ADJ ital-12483 193 9 news news NOUN ital-12483 193 10 detection detection NOUN ital-12483 193 11 in in ADP ital-12483 193 12 the the DET ital-12483 193 13 age age NOUN ital-12483 193 14 of of ADP ital-12483 193 15 digital digital ADJ ital-12483 193 16 libraries library NOUN ital-12483 193 17 | | NOUN ital-12483 193 18 mertoğlu mertoğlu NOUN ital-12483 193 19 and and CCONJ ital-12483 193 20 genç genç ADJ ital-12483 193 21 13 13 NUM ital-12483 193 22 figure figure NOUN ital-12483 193 23 5 5 NUM ital-12483 193 24 . . PUNCT ital-12483 193 25 an an DET ital-12483 193 26 overview overview NOUN ital-12483 193 27 of of ADP ital-12483 193 28 bow bow NOUN ital-12483 193 29 ( ( PUNCT ital-12483 193 30 bag bag NOUN ital-12483 193 31 of of ADP ital-12483 193 32 word word NOUN ital-12483 193 33 ) ) PUNCT ital-12483 193 34 approach approach NOUN ital-12483 193 35 . . PUNCT ital-12483 194 1 because because SCONJ ital-12483 194 2 we we PRON ital-12483 194 3 ignore ignore VERB ital-12483 194 4 the the DET ital-12483 194 5 word word NOUN ital-12483 194 6 order order NOUN ital-12483 194 7 , , PUNCT ital-12483 194 8 we we PRON ital-12483 194 9 reduced reduce VERB ital-12483 194 10 fixed fixed ADJ ital-12483 194 11 length length NOUN ital-12483 194 12 of of ADP ital-12483 194 13 counts count NOUN ital-12483 194 14 as as ADP ital-12483 194 15 histograms histogram NOUN ital-12483 194 16 as as SCONJ ital-12483 194 17 seen see VERB ital-12483 194 18 in in ADP ital-12483 194 19 figure figure NOUN ital-12483 194 20 5 5 NUM ital-12483 194 21 . . PUNCT ital-12483 194 22 assuming assume VERB ital-12483 194 23 n n ADP ital-12483 194 24 is be AUX ital-12483 194 25 the the DET ital-12483 194 26 number number NOUN ital-12483 194 27 of of ADP ital-12483 194 28 news news NOUN ital-12483 194 29 documents document NOUN ital-12483 194 30 and and CCONJ ital-12483 194 31 w w PROPN ital-12483 194 32 is be AUX ital-12483 194 33 the the DET ital-12483 194 34 number number NOUN ital-12483 194 35 of of ADP ital-12483 194 36 possible possible ADJ ital-12483 194 37 words word NOUN ital-12483 194 38 in in ADP ital-12483 194 39 the the DET ital-12483 194 40 corpus corpus NOUN ital-12483 194 41 , , PUNCT ital-12483 194 42 it it PRON ital-12483 194 43 should should AUX ital-12483 194 44 be be AUX ital-12483 194 45 noted note VERB ital-12483 194 46 that that SCONJ ital-12483 194 47 in in ADP ital-12483 194 48 n*w n*w PROPN ital-12483 194 49 count count NOUN ital-12483 194 50 matrix matrix PROPN ital-12483 194 51 , , PUNCT ital-12483 194 52 n n ADV ital-12483 194 53 is be AUX ital-12483 194 54 generally generally ADV ital-12483 194 55 large large ADJ ital-12483 194 56 but but CCONJ ital-12483 194 57 infrequent infrequent ADJ ital-12483 194 58 , , PUNCT ital-12483 194 59 because because SCONJ ital-12483 194 60 we we PRON ital-12483 194 61 have have VERB ital-12483 194 62 many many ADJ ital-12483 194 63 news news NOUN ital-12483 194 64 documents document NOUN ital-12483 194 65 , , PUNCT ital-12483 194 66 but but CCONJ ital-12483 194 67 most most ADJ ital-12483 194 68 words word NOUN ital-12483 194 69 do do AUX ital-12483 194 70 not not PART ital-12483 194 71 occur occur VERB ital-12483 194 72 in in ADP ital-12483 194 73 any any DET ital-12483 194 74 given give VERB ital-12483 194 75 document document NOUN ital-12483 194 76 causing cause VERB ital-12483 194 77 rareness rareness NOUN ital-12483 194 78 of of ADP ital-12483 194 79 a a DET ital-12483 194 80 term term NOUN ital-12483 194 81 / / SYM ital-12483 194 82 word word NOUN ital-12483 194 83 which which PRON ital-12483 194 84 is be AUX ital-12483 194 85 a a DET ital-12483 194 86 drawback drawback NOUN ital-12483 194 87 for for ADP ital-12483 194 88 the the DET ital-12483 194 89 approach approach NOUN ital-12483 194 90 . . PUNCT ital-12483 195 1 therefore therefore ADV ital-12483 195 2 , , PUNCT ital-12483 195 3 we we PRON ital-12483 195 4 modified modify VERB ital-12483 195 5 the the DET ital-12483 195 6 model model NOUN ital-12483 195 7 to to PART ital-12483 195 8 compensate compensate VERB ital-12483 195 9 the the DET ital-12483 195 10 rarity rarity NOUN ital-12483 195 11 problem problem NOUN ital-12483 195 12 by by ADP ital-12483 195 13 weighting weight VERB ital-12483 195 14 the the DET ital-12483 195 15 terms term NOUN ital-12483 195 16 using use VERB ital-12483 195 17 tf tf PROPN ital-12483 195 18 - - PUNCT ital-12483 195 19 idf idf NOUN ital-12483 195 20 measure measure NOUN ital-12483 195 21 which which PRON ital-12483 195 22 evaluates evaluate VERB ital-12483 195 23 how how SCONJ ital-12483 195 24 important important ADJ ital-12483 195 25 a a DET ital-12483 195 26 word word NOUN ital-12483 195 27 is be AUX ital-12483 195 28 to to ADP ital-12483 195 29 a a DET ital-12483 195 30 document document NOUN ital-12483 195 31 in in ADP ital-12483 195 32 a a DET ital-12483 195 33 collection collection NOUN ital-12483 195 34 . . PUNCT ital-12483 196 1 the the DET ital-12483 196 2 other other ADJ ital-12483 196 3 technique technique NOUN ital-12483 196 4 we we PRON ital-12483 196 5 used use VERB ital-12483 196 6 , , PUNCT ital-12483 196 7 n n NOUN ital-12483 196 8 - - PUNCT ital-12483 196 9 gram gram NOUN ital-12483 196 10 model model NOUN ital-12483 196 11 is be AUX ital-12483 196 12 the the DET ital-12483 196 13 generic generic ADJ ital-12483 196 14 term term NOUN ital-12483 196 15 for for ADP ital-12483 196 16 a a DET ital-12483 196 17 string string NOUN ital-12483 196 18 of of ADP ital-12483 196 19 words word NOUN ital-12483 196 20 in in ADP ital-12483 196 21 computational computational ADJ ital-12483 196 22 linguistics linguistic NOUN ital-12483 196 23 , , PUNCT ital-12483 196 24 and and CCONJ ital-12483 196 25 it it PRON ital-12483 196 26 is be AUX ital-12483 196 27 extensively extensively ADV ital-12483 196 28 used use VERB ital-12483 196 29 in in ADP ital-12483 196 30 text text NOUN ital-12483 196 31 mining mining NOUN ital-12483 196 32 and and CCONJ ital-12483 196 33 nlp nlp NOUN ital-12483 196 34 tasks task NOUN ital-12483 196 35 . . PUNCT ital-12483 197 1 the the DET ital-12483 197 2 prefixes prefix NOUN ital-12483 197 3 that that PRON ital-12483 197 4 replace replace VERB ital-12483 197 5 the the DET ital-12483 197 6 n n NOUN ital-12483 197 7 - - PUNCT ital-12483 197 8 part part NOUN ital-12483 197 9 indicate indicate VERB ital-12483 197 10 the the DET ital-12483 197 11 number number NOUN ital-12483 197 12 of of ADP ital-12483 197 13 consecutive consecutive ADJ ital-12483 197 14 words word NOUN ital-12483 197 15 in in ADP ital-12483 197 16 the the DET ital-12483 197 17 string string NOUN ital-12483 197 18 . . PUNCT ital-12483 198 1 so so ADV ital-12483 198 2 , , PUNCT ital-12483 198 3 a a DET ital-12483 198 4 unigram unigram NOUN ital-12483 198 5 is be AUX ital-12483 198 6 referred refer VERB ital-12483 198 7 to to ADP ital-12483 198 8 one one NUM ital-12483 198 9 word word NOUN ital-12483 198 10 , , PUNCT ital-12483 198 11 a a DET ital-12483 198 12 bigram bigram NOUN ital-12483 198 13 is be AUX ital-12483 198 14 two two NUM ital-12483 198 15 words word NOUN ital-12483 198 16 , , PUNCT ital-12483 198 17 and and CCONJ ital-12483 198 18 an an DET ital-12483 198 19 n n NOUN ital-12483 198 20 - - PUNCT ital-12483 198 21 gram gram NOUN ital-12483 198 22 is be AUX ital-12483 198 23 n n NOUN ital-12483 198 24 words word NOUN ital-12483 198 25 . . PUNCT ital-12483 199 1 experimental experimental ADJ ital-12483 199 2 results result NOUN ital-12483 199 3 and and CCONJ ital-12483 199 4 discussion discussion NOUN ital-12483 199 5 in in ADP ital-12483 199 6 this this DET ital-12483 199 7 section section NOUN ital-12483 199 8 , , PUNCT ital-12483 199 9 the the DET ital-12483 199 10 experimental experimental ADJ ital-12483 199 11 process process NOUN ital-12483 199 12 and and CCONJ ital-12483 199 13 the the DET ital-12483 199 14 results result NOUN ital-12483 199 15 are be AUX ital-12483 199 16 presented present VERB ital-12483 199 17 . . PUNCT ital-12483 200 1 all all DET ital-12483 200 2 experiments experiment NOUN ital-12483 200 3 are be AUX ital-12483 200 4 performed perform VERB ital-12483 200 5 using use VERB ital-12483 200 6 the the DET ital-12483 200 7 scikit scikit NOUN ital-12483 200 8 - - PUNCT ital-12483 200 9 learn learn NOUN ital-12483 200 10 library library NOUN ital-12483 200 11 . . PUNCT ital-12483 201 1 to to PART ital-12483 201 2 evaluate evaluate VERB ital-12483 201 3 the the DET ital-12483 201 4 performance performance NOUN ital-12483 201 5 of of ADP ital-12483 201 6 the the DET ital-12483 201 7 model model NOUN ital-12483 201 8 and and CCONJ ital-12483 201 9 proposed propose VERB ital-12483 201 10 features feature NOUN ital-12483 201 11 we we PRON ital-12483 201 12 employed employ VERB ital-12483 201 13 the the DET ital-12483 201 14 precision precision NOUN ital-12483 201 15 , , PUNCT ital-12483 201 16 recall recall NOUN ital-12483 201 17 , , PUNCT ital-12483 201 18 f1 f1 PROPN ital-12483 201 19 score score NOUN ital-12483 201 20 ( ( PUNCT ital-12483 201 21 the the DET ital-12483 201 22 harmonic harmonic ADJ ital-12483 201 23 mean mean NOUN ital-12483 201 24 of of ADP ital-12483 201 25 the the DET ital-12483 201 26 precision precision NOUN ital-12483 201 27 and and CCONJ ital-12483 201 28 recall recall NOUN ital-12483 201 29 ) ) PUNCT ital-12483 201 30 , , PUNCT ital-12483 201 31 and and CCONJ ital-12483 201 32 accuracy accuracy NOUN ital-12483 201 33 metrics metric NOUN ital-12483 201 34 . . PUNCT ital-12483 202 1 we we PRON ital-12483 202 2 did do VERB ital-12483 202 3 many many ADJ ital-12483 202 4 experiments experiment NOUN ital-12483 202 5 using use VERB ital-12483 202 6 different different ADJ ital-12483 202 7 combinations combination NOUN ital-12483 202 8 of of ADP ital-12483 202 9 features feature NOUN ital-12483 202 10 . . PUNCT ital-12483 203 1 information information NOUN ital-12483 203 2 technology technology NOUN ital-12483 203 3 and and CCONJ ital-12483 203 4 libraries library NOUN ital-12483 203 5 december december PROPN ital-12483 203 6 2020 2020 NUM ital-12483 203 7 automated automate VERB ital-12483 203 8 fake fake ADJ ital-12483 203 9 news news NOUN ital-12483 203 10 detection detection NOUN ital-12483 203 11 in in ADP ital-12483 203 12 the the DET ital-12483 203 13 age age NOUN ital-12483 203 14 of of ADP ital-12483 203 15 digital digital ADJ ital-12483 203 16 libraries library NOUN ital-12483 203 17 | | NOUN ital-12483 203 18 mertoğlu mertoğlu NOUN ital-12483 203 19 and and CCONJ ital-12483 203 20 genç genç VERB ital-12483 203 21 14 14 NUM ital-12483 203 22 several several ADJ ital-12483 203 23 classification classification NOUN ital-12483 203 24 models model NOUN ital-12483 203 25 have have AUX ital-12483 203 26 been be AUX ital-12483 203 27 trained train VERB ital-12483 203 28 . . PUNCT ital-12483 204 1 these these PRON ital-12483 204 2 are be AUX ital-12483 204 3 as as SCONJ ital-12483 204 4 follows follow VERB ital-12483 204 5 : : PUNCT ital-12483 204 6 k k PROPN ital-12483 204 7 - - PUNCT ital-12483 204 8 nearest near ADJ ital-12483 204 9 neighbor neighbor NOUN ital-12483 204 10 , , PUNCT ital-12483 204 11 decision decision NOUN ital-12483 204 12 trees tree NOUN ital-12483 204 13 , , PUNCT ital-12483 204 14 gaussian gaussian NOUN ital-12483 204 15 naive naive ADJ ital-12483 204 16 bayes baye NOUN ital-12483 204 17 , , PUNCT ital-12483 204 18 random random ADJ ital-12483 204 19 forest forest NOUN ital-12483 204 20 , , PUNCT ital-12483 204 21 support support NOUN ital-12483 204 22 vector vector NOUN ital-12483 204 23 machine machine NOUN ital-12483 204 24 , , PUNCT ital-12483 204 25 extratrees extratree NOUN ital-12483 204 26 classifier classifier NOUN ital-12483 204 27 , , PUNCT ital-12483 204 28 and and CCONJ ital-12483 204 29 logistic logistic ADJ ital-12483 204 30 regression regression NOUN ital-12483 204 31 . . PUNCT ital-12483 205 1 to to PART ital-12483 205 2 be be AUX ital-12483 205 3 effective effective ADJ ital-12483 205 4 , , PUNCT ital-12483 205 5 a a DET ital-12483 205 6 classifier classifier NOUN ital-12483 205 7 should should AUX ital-12483 205 8 be be AUX ital-12483 205 9 able able ADJ ital-12483 205 10 to to PART ital-12483 205 11 correctly correctly ADV ital-12483 205 12 classify classify VERB ital-12483 205 13 previously previously ADV ital-12483 205 14 unseen unseen ADJ ital-12483 205 15 data datum NOUN ital-12483 205 16 . . PUNCT ital-12483 206 1 to to ADP ital-12483 206 2 this this DET ital-12483 206 3 end end NOUN ital-12483 206 4 , , PUNCT ital-12483 206 5 we we PRON ital-12483 206 6 tuned tune VERB ital-12483 206 7 the the DET ital-12483 206 8 parameter parameter NOUN ital-12483 206 9 values value NOUN ital-12483 206 10 for for ADP ital-12483 206 11 all all DET ital-12483 206 12 the the DET ital-12483 206 13 classification classification NOUN ital-12483 206 14 models model NOUN ital-12483 206 15 used use VERB ital-12483 206 16 . . PUNCT ital-12483 207 1 then then ADV ital-12483 207 2 , , PUNCT ital-12483 207 3 models model NOUN ital-12483 207 4 were be AUX ital-12483 207 5 trained train VERB ital-12483 207 6 and and CCONJ ital-12483 207 7 evaluated evaluate VERB ital-12483 207 8 on on ADP ital-12483 207 9 trfn trfn NOUN ital-12483 207 10 dataset dataset NOUN ital-12483 207 11 using use VERB ital-12483 207 12 10 10 NUM ital-12483 207 13 - - ADJ ital-12483 207 14 fold fold ADJ ital-12483 207 15 cross cross NOUN ital-12483 207 16 - - NOUN ital-12483 207 17 validation validation NOUN ital-12483 207 18 . . PUNCT ital-12483 208 1 in in ADP ital-12483 208 2 table table NOUN ital-12483 208 3 3 3 NUM ital-12483 208 4 , , PUNCT ital-12483 208 5 we we PRON ital-12483 208 6 present present VERB ital-12483 208 7 the the DET ital-12483 208 8 ultimate ultimate ADJ ital-12483 208 9 best good ADJ ital-12483 208 10 scores score NOUN ital-12483 208 11 of of ADP ital-12483 208 12 the the DET ital-12483 208 13 proposed propose VERB ital-12483 208 14 model model NOUN ital-12483 208 15 . . PUNCT ital-12483 209 1 the the DET ital-12483 209 2 results result NOUN ital-12483 209 3 are be AUX ital-12483 209 4 highly highly ADV ital-12483 209 5 motivating motivating ADJ ital-12483 209 6 to to PART ital-12483 209 7 exemplify exemplify VERB ital-12483 209 8 how how SCONJ ital-12483 209 9 useful useful ADJ ital-12483 209 10 automated automate VERB ital-12483 209 11 detection detection NOUN ital-12483 209 12 systems system NOUN ital-12483 209 13 can can AUX ital-12483 209 14 be be AUX ital-12483 209 15 as as ADP ital-12483 209 16 a a DET ital-12483 209 17 key key ADJ ital-12483 209 18 component component NOUN ital-12483 209 19 of of ADP ital-12483 209 20 the the DET ital-12483 209 21 integrated integrated ADJ ital-12483 209 22 solution solution NOUN ital-12483 209 23 framework framework NOUN ital-12483 209 24 in in ADP ital-12483 209 25 figure figure NOUN ital-12483 209 26 2 2 NUM ital-12483 209 27 . . PUNCT ital-12483 210 1 we we PRON ital-12483 210 2 compared compare VERB ital-12483 210 3 the the DET ital-12483 210 4 algorithms algorithm NOUN ital-12483 210 5 with with ADP ital-12483 210 6 three three NUM ital-12483 210 7 ultimate ultimate ADJ ital-12483 210 8 feature feature NOUN ital-12483 210 9 sets set NOUN ital-12483 210 10 for for ADP ital-12483 210 11 having have VERB ital-12483 210 12 respectively respectively ADV ital-12483 210 13 consistent consistent ADJ ital-12483 210 14 results result NOUN ital-12483 210 15 to to ADP ital-12483 210 16 the the DET ital-12483 210 17 other other ADJ ital-12483 210 18 feature feature NOUN ital-12483 210 19 set set NOUN ital-12483 210 20 combinations combination NOUN ital-12483 210 21 . . PUNCT ital-12483 211 1 set1 set1 PROPN ital-12483 211 2 stands stand VERB ital-12483 211 3 for for ADP ital-12483 211 4 bigram+fopt bigram+fopt PROPN ital-12483 211 5 ( ( PUNCT ital-12483 211 6 optimized optimize VERB ital-12483 211 7 features feature NOUN ital-12483 211 8 ) ) PUNCT ital-12483 211 9 , , PUNCT ital-12483 211 10 set2 set2 PROPN ital-12483 211 11 stands stand VERB ital-12483 211 12 for for ADP ital-12483 211 13 bowmodified+ bowmodified+ NOUN ital-12483 211 14 fopt fopt NOUN ital-12483 211 15 and and CCONJ ital-12483 211 16 set3 set3 ADJ ital-12483 211 17 stands stand VERB ital-12483 211 18 for for ADP ital-12483 211 19 unigram+bigram+fopt unigram+bigram+fopt PROPN ital-12483 211 20 . . PUNCT ital-12483 212 1 the the DET ital-12483 212 2 results result NOUN ital-12483 212 3 show show VERB ital-12483 212 4 that that SCONJ ital-12483 212 5 there there PRON ital-12483 212 6 is be VERB ital-12483 212 7 a a DET ital-12483 212 8 relative relative ADJ ital-12483 212 9 consistency consistency NOUN ital-12483 212 10 in in ADP ital-12483 212 11 terms term NOUN ital-12483 212 12 of of ADP ital-12483 212 13 performance performance NOUN ital-12483 212 14 across across ADP ital-12483 212 15 the the DET ital-12483 212 16 models model NOUN ital-12483 212 17 . . PUNCT ital-12483 213 1 in in ADP ital-12483 213 2 almost almost ADV ital-12483 213 3 all all PRON ital-12483 213 4 models model NOUN ital-12483 213 5 , , PUNCT ital-12483 213 6 the the DET ital-12483 213 7 combination combination NOUN ital-12483 213 8 of of ADP ital-12483 213 9 unigram+bigram unigram+bigram PROPN ital-12483 213 10 and and CCONJ ital-12483 213 11 optimized optimize VERB ital-12483 213 12 features feature NOUN ital-12483 213 13 sets set NOUN ital-12483 213 14 ( ( PUNCT ital-12483 213 15 fopt fopt NOUN ital-12483 213 16 ) ) PUNCT ital-12483 213 17 gives give VERB ital-12483 213 18 better well ADJ ital-12483 213 19 results result NOUN ital-12483 213 20 than than ADP ital-12483 213 21 the the DET ital-12483 213 22 other other ADJ ital-12483 213 23 combinations combination NOUN ital-12483 213 24 . . PUNCT ital-12483 214 1 the the DET ital-12483 214 2 extratree extratree PROPN ital-12483 214 3 classifier classifier PROPN ital-12483 214 4 model model NOUN ital-12483 214 5 is be AUX ital-12483 214 6 chosen choose VERB ital-12483 214 7 as as ADP ital-12483 214 8 the the DET ital-12483 214 9 best good ADJ ital-12483 214 10 due due ADP ital-12483 214 11 to to ADP ital-12483 214 12 its its PRON ital-12483 214 13 higher high ADJ ital-12483 214 14 performance performance NOUN ital-12483 214 15 . . PUNCT ital-12483 215 1 this this DET ital-12483 215 2 model model NOUN ital-12483 215 3 is be AUX ital-12483 215 4 also also ADV ital-12483 215 5 known know VERB ital-12483 215 6 as as ADP ital-12483 215 7 extremely extremely ADV ital-12483 215 8 randomized randomized ADJ ital-12483 215 9 trees tree NOUN ital-12483 215 10 classifier classifier NOUN ital-12483 215 11 which which PRON ital-12483 215 12 is be AUX ital-12483 215 13 a a DET ital-12483 215 14 type type NOUN ital-12483 215 15 of of ADP ital-12483 215 16 ensemble ensemble ADJ ital-12483 215 17 learning learning NOUN ital-12483 215 18 technique technique NOUN ital-12483 215 19 aggregating aggregate VERB ital-12483 215 20 the the DET ital-12483 215 21 results result NOUN ital-12483 215 22 of of ADP ital-12483 215 23 multiple multiple ADJ ital-12483 215 24 decision decision NOUN ital-12483 215 25 trees tree NOUN ital-12483 215 26 collected collect VERB ital-12483 215 27 in in ADP ital-12483 215 28 a a DET ital-12483 215 29 “ " PUNCT ital-12483 215 30 forest forest NOUN ital-12483 215 31 ” " PUNCT ital-12483 215 32 to to PART ital-12483 215 33 output output VERB ital-12483 215 34 its its PRON ital-12483 215 35 classification classification NOUN ital-12483 215 36 result result NOUN ital-12483 215 37 . . PUNCT ital-12483 216 1 it it PRON ital-12483 216 2 is be AUX ital-12483 216 3 very very ADV ital-12483 216 4 similar similar ADJ ital-12483 216 5 to to ADP ital-12483 216 6 random random ADJ ital-12483 216 7 forest forest NOUN ital-12483 216 8 classifier classifier NOUN ital-12483 216 9 and and CCONJ ital-12483 216 10 only only ADV ital-12483 216 11 differs differ VERB ital-12483 216 12 in in ADP ital-12483 216 13 the the DET ital-12483 216 14 manner manner NOUN ital-12483 216 15 of of ADP ital-12483 216 16 construction construction NOUN ital-12483 216 17 of of ADP ital-12483 216 18 the the DET ital-12483 216 19 decision decision NOUN ital-12483 216 20 trees tree NOUN ital-12483 216 21 . . PUNCT ital-12483 217 1 so so ADV ital-12483 217 2 , , PUNCT ital-12483 217 3 we we PRON ital-12483 217 4 can can AUX ital-12483 217 5 also also ADV ital-12483 217 6 see see VERB ital-12483 217 7 closer close ADJ ital-12483 217 8 results result NOUN ital-12483 217 9 between between ADP ital-12483 217 10 these these DET ital-12483 217 11 two two NUM ital-12483 217 12 classifiers classifier NOUN ital-12483 217 13 . . PUNCT ital-12483 218 1 table table NOUN ital-12483 218 2 3 3 NUM ital-12483 218 3 . . PROPN ital-12483 218 4 results result NOUN ital-12483 218 5 . . PUNCT ital-12483 219 1 evaluation evaluation NOUN ital-12483 219 2 results result NOUN ital-12483 219 3 of of ADP ital-12483 219 4 all all DET ital-12483 219 5 combinations combination NOUN ital-12483 219 6 of of ADP ital-12483 219 7 features feature NOUN ital-12483 219 8 and and CCONJ ital-12483 219 9 classification classification NOUN ital-12483 219 10 models model NOUN ital-12483 219 11 . . PUNCT ital-12483 220 1 model model NOUN ital-12483 220 2 feature feature NOUN ital-12483 220 3 sets set NOUN ital-12483 220 4 precision%(0,1 precision%(0,1 ADV ital-12483 220 5 ) ) PUNCT ital-12483 220 6 recall%(0,1 recall%(0,1 ADV ital-12483 220 7 ) ) PUNCT ital-12483 221 1 accurac accurac NOUN ital-12483 221 2 y y PROPN ital-12483 221 3 f1scor f1scor PROPN ital-12483 221 4 e e PROPN ital-12483 221 5 set1 set1 PROPN ital-12483 221 6 93.32 93.32 NUM ital-12483 221 7 93.96 93.96 NUM ital-12483 221 8 93.92 93.92 NUM ital-12483 221 9 93.3 93.3 NUM ital-12483 221 10 6 6 NUM ital-12483 221 11 93.64 93.64 NUM ital-12483 221 12 93.62 93.62 NUM ital-12483 221 13 gaussian gaussian NOUN ital-12483 221 14 naive naive ADJ ital-12483 221 15 bayes baye NOUN ital-12483 222 1 set2 set2 PROPN ital-12483 222 2 93.37 93.37 NUM ital-12483 222 3 94.02 94.02 NUM ital-12483 222 4 93.98 93.98 NUM ital-12483 222 5 93.4 93.4 NUM ital-12483 222 6 2 2 NUM ital-12483 222 7 93.70 93.70 NUM ital-12483 222 8 93.68 93.68 NUM ital-12483 222 9 set3 set3 ADJ ital-12483 222 10 93.95 93.95 NUM ital-12483 222 11 94.21 94.21 NUM ital-12483 222 12 94.19 94.19 NUM ital-12483 222 13 93.9 93.9 NUM ital-12483 222 14 7 7 NUM ital-12483 222 15 94.08 94.08 NUM ital-12483 222 16 94.07 94.07 NUM ital-12483 222 17 set1 set1 NOUN ital-12483 222 18 93.70 93.70 NUM ital-12483 222 19 93.50 93.50 NUM ital-12483 222 20 93.52 93.52 NUM ital-12483 222 21 93.6 93.6 NUM ital-12483 222 22 9 9 NUM ital-12483 222 23 93.60 93.60 NUM ital-12483 222 24 93.61 93.61 NUM ital-12483 222 25 k k PROPN ital-12483 222 26 - - PUNCT ital-12483 222 27 nearest near ADJ ital-12483 222 28 neighbour neighbour NOUN ital-12483 222 29 set2 set2 PROPN ital-12483 222 30 93.66 93.66 NUM ital-12483 222 31 94.05 94.05 NUM ital-12483 222 32 94.03 94.03 NUM ital-12483 222 33 93.6 93.6 NUM ital-12483 222 34 8 8 NUM ital-12483 222 35 93.85 93.85 NUM ital-12483 222 36 93.84 93.84 NUM ital-12483 222 37 set3 set3 ADJ ital-12483 222 38 94.42 94.42 NUM ital-12483 222 39 94.21 94.21 NUM ital-12483 222 40 94.22 94.22 NUM ital-12483 222 41 94.4 94.4 NUM ital-12483 222 42 1 1 NUM ital-12483 222 43 94.31 94.31 NUM ital-12483 222 44 94.32 94.32 NUM ital-12483 222 45 set1 set1 PROPN ital-12483 222 46 94.15 94.15 NUM ital-12483 222 47 94.92 94.92 NUM ital-12483 222 48 94.88 94.88 NUM ital-12483 222 49 94.1 94.1 NUM ital-12483 222 50 9 9 NUM ital-12483 222 51 94.53 94.53 NUM ital-12483 222 52 94.51 94.51 NUM ital-12483 222 53 extratrees extratree NOUN ital-12483 222 54 classifier classifier NOUN ital-12483 222 55 set2 set2 PROPN ital-12483 222 56 94.09 94.09 NUM ital-12483 222 57 94.94 94.94 NUM ital-12483 222 58 94.90 94.90 NUM ital-12483 222 59 94.1 94.1 NUM ital-12483 222 60 4 4 NUM ital-12483 222 61 94.51 94.51 NUM ital-12483 222 62 94.49 94.49 NUM ital-12483 223 1 set3 set3 ADJ ital-12483 223 2 97.90 97.90 NUM ital-12483 223 3 95.72 95.72 NUM ital-12483 223 4 95.81 95.81 NUM ital-12483 223 5 97.8 97.8 NUM ital-12483 223 6 6 6 NUM ital-12483 223 7 96.81 96.81 NUM ital-12483 223 8 96.85 96.85 NUM ital-12483 223 9 set1 set1 NOUN ital-12483 223 10 89.61 89.61 NUM ital-12483 223 11 88.92 88.92 NUM ital-12483 223 12 88.99 88.99 NUM ital-12483 223 13 89.5 89.5 NUM ital-12483 223 14 4 4 NUM ital-12483 223 15 89.26 89.26 NUM ital-12483 223 16 89.30 89.30 NUM ital-12483 223 17 support support NOUN ital-12483 223 18 vector vector NOUN ital-12483 223 19 machine machine NOUN ital-12483 223 20 set2 set2 PROPN ital-12483 223 21 89.70 89.70 NUM ital-12483 223 22 88.96 88.96 NUM ital-12483 223 23 89.04 89.04 NUM ital-12483 223 24 89.6 89.6 NUM ital-12483 223 25 2 2 NUM ital-12483 223 26 89.33 89.33 NUM ital-12483 223 27 89.37 89.37 NUM ital-12483 223 28 set3 set3 ADJ ital-12483 223 29 90.85 90.85 NUM ital-12483 223 30 91.26 91.26 NUM ital-12483 223 31 91.22 91.22 NUM ital-12483 223 32 90.8 90.8 NUM ital-12483 223 33 9 9 NUM ital-12483 223 34 91.05 91.05 NUM ital-12483 223 35 91.03 91.03 NUM ital-12483 223 36 set1 set1 PROPN ital-12483 223 37 91.56 91.56 NUM ital-12483 223 38 92.28 92.28 NUM ital-12483 223 39 92.23 92.23 NUM ital-12483 223 40 91.6 91.6 NUM ital-12483 223 41 2 2 NUM ital-12483 223 42 91.92 91.92 NUM ital-12483 223 43 91.89 91.89 NUM ital-12483 223 44 logistic logistic ADJ ital-12483 223 45 regression regression NOUN ital-12483 223 46 set2 set2 NOUN ital-12483 223 47 91.50 91.50 NUM ital-12483 223 48 92.28 92.28 NUM ital-12483 223 49 92.22 92.22 NUM ital-12483 223 50 91.5 91.5 NUM ital-12483 223 51 6 6 NUM ital-12483 223 52 91.89 91.89 NUM ital-12483 223 53 91.86 91.86 NUM ital-12483 223 54 set3 set3 ADJ ital-12483 223 55 92.25 92.25 NUM ital-12483 223 56 92.90 92.90 NUM ital-12483 223 57 92.86 92.86 NUM ital-12483 223 58 92.3 92.3 NUM ital-12483 223 59 0 0 NUM ital-12483 223 60 92.57 92.57 NUM ital-12483 223 61 92.55 92.55 NUM ital-12483 223 62 set1 set1 PROPN ital-12483 223 63 93.71 93.71 NUM ital-12483 223 64 94.44 94.44 NUM ital-12483 223 65 94.40 94.40 NUM ital-12483 223 66 93.7 93.7 NUM ital-12483 223 67 5 5 NUM ital-12483 223 68 94.07 94.07 NUM ital-12483 223 69 94.05 94.05 NUM ital-12483 223 70 random random ADJ ital-12483 223 71 forest forest NOUN ital-12483 223 72 set2 set2 PROPN ital-12483 223 73 93.87 93.87 NUM ital-12483 223 74 95.00 95.00 NUM ital-12483 223 75 94.94 94.94 NUM ital-12483 223 76 93.9 93.9 NUM ital-12483 223 77 4 4 NUM ital-12483 223 78 94.44 94.44 NUM ital-12483 223 79 94.41 94.41 NUM ital-12483 223 80 set3 set3 ADJ ital-12483 223 81 94.77 94.77 NUM ital-12483 223 82 95.14 95.14 NUM ital-12483 223 83 95.12 95.12 NUM ital-12483 223 84 94.7 94.7 NUM ital-12483 223 85 9 9 NUM ital-12483 223 86 94.96 94.96 NUM ital-12483 223 87 94.95 94.95 NUM ital-12483 223 88 set1 set1 PROPN ital-12483 223 89 93.95 93.95 NUM ital-12483 223 90 94.59 94.59 NUM ital-12483 223 91 94.56 94.56 NUM ital-12483 223 92 93.9 93.9 NUM ital-12483 223 93 9 9 NUM ital-12483 223 94 94.27 94.27 NUM ital-12483 223 95 94.25 94.25 NUM ital-12483 223 96 decision decision NOUN ital-12483 223 97 trees tree NOUN ital-12483 223 98 set2 set2 PROPN ital-12483 223 99 94.05 94.05 NUM ital-12483 223 100 95.08 95.08 NUM ital-12483 223 101 95.03 95.03 NUM ital-12483 223 102 94.1 94.1 NUM ital-12483 223 103 1 1 NUM ital-12483 223 104 94.57 94.57 NUM ital-12483 223 105 94.54 94.54 NUM ital-12483 223 106 set3 set3 ADJ ital-12483 223 107 94.94 94.94 NUM ital-12483 223 108 95.24 95.24 NUM ital-12483 223 109 95.23 95.23 NUM ital-12483 223 110 94.9 94.9 NUM ital-12483 223 111 5 5 NUM ital-12483 223 112 95.09 95.09 NUM ital-12483 223 113 95.08 95.08 NUM ital-12483 223 114 information information NOUN ital-12483 223 115 technology technology NOUN ital-12483 223 116 and and CCONJ ital-12483 223 117 libraries library NOUN ital-12483 223 118 december december PROPN ital-12483 223 119 2020 2020 NUM ital-12483 223 120 automated automate VERB ital-12483 223 121 fake fake ADJ ital-12483 223 122 news news NOUN ital-12483 223 123 detection detection NOUN ital-12483 223 124 in in ADP ital-12483 223 125 the the DET ital-12483 223 126 age age NOUN ital-12483 223 127 of of ADP ital-12483 223 128 digital digital ADJ ital-12483 223 129 libraries library NOUN ital-12483 223 130 | | NOUN ital-12483 223 131 mertoğlu mertoğlu NOUN ital-12483 223 132 and and CCONJ ital-12483 223 133 genç genç VERB ital-12483 223 134 15 15 NUM ital-12483 223 135 every every DET ital-12483 223 136 ads ad NOUN ital-12483 223 137 in in ADP ital-12483 223 138 glis_1.0 glis_1.0 PROPN ital-12483 223 139 framework framework NOUN ital-12483 223 140 may may AUX ital-12483 223 141 use use VERB ital-12483 223 142 its its PRON ital-12483 223 143 own own ADJ ital-12483 223 144 way way NOUN ital-12483 223 145 to to PART ital-12483 223 146 detect detect VERB ital-12483 223 147 fake fake ADJ ital-12483 223 148 news news NOUN ital-12483 223 149 . . PUNCT ital-12483 224 1 the the DET ital-12483 224 2 open open ADJ ital-12483 224 3 source source NOUN ital-12483 224 4 ads ad NOUN ital-12483 224 5 may may AUX ital-12483 224 6 improve improve VERB ital-12483 224 7 with with ADP ital-12483 224 8 feedbacks feedback NOUN ital-12483 224 9 . . PUNCT ital-12483 225 1 hybrid hybrid NOUN ital-12483 225 2 models model NOUN ital-12483 225 3 and and CCONJ ital-12483 225 4 other other ADJ ital-12483 225 5 techniques technique NOUN ital-12483 225 6 such such ADJ ital-12483 225 7 as as ADP ital-12483 225 8 neural neural ADJ ital-12483 225 9 networks network NOUN ital-12483 225 10 with with ADP ital-12483 225 11 deep deep ADJ ital-12483 225 12 learning learning NOUN ital-12483 225 13 methodology methodology NOUN ital-12483 225 14 can can AUX ital-12483 225 15 also also ADV ital-12483 225 16 be be AUX ital-12483 225 17 used use VERB ital-12483 225 18 according accord VERB ital-12483 225 19 to to ADP ital-12483 225 20 the the DET ital-12483 225 21 data datum NOUN ital-12483 225 22 , , PUNCT ital-12483 225 23 language language NOUN ital-12483 225 24 of of ADP ital-12483 225 25 news news NOUN ital-12483 225 26 and and CCONJ ital-12483 225 27 the the DET ital-12483 225 28 news news NOUN ital-12483 225 29 features feature NOUN ital-12483 225 30 related relate VERB ital-12483 225 31 with with ADP ital-12483 225 32 both both PRON ital-12483 225 33 social social ADJ ital-12483 225 34 context context NOUN ital-12483 225 35 and and CCONJ ital-12483 225 36 news news NOUN ital-12483 225 37 content content NOUN ital-12483 225 38 . . PUNCT ital-12483 226 1 conclusion conclusion NOUN ital-12483 226 2 and and CCONJ ital-12483 226 3 future future ADJ ital-12483 226 4 work work NOUN ital-12483 226 5 in in ADP ital-12483 226 6 this this DET ital-12483 226 7 study study NOUN ital-12483 226 8 we we PRON ital-12483 226 9 presented present VERB ital-12483 226 10 a a DET ital-12483 226 11 novel novel ADJ ital-12483 226 12 framework framework NOUN ital-12483 226 13 which which PRON ital-12483 226 14 offers offer VERB ital-12483 226 15 a a DET ital-12483 226 16 practical practical ADJ ital-12483 226 17 architecture architecture NOUN ital-12483 226 18 of of ADP ital-12483 226 19 an an DET ital-12483 226 20 integrated integrate VERB ital-12483 226 21 system system NOUN ital-12483 226 22 for for ADP ital-12483 226 23 identifying identify VERB ital-12483 226 24 fake fake ADJ ital-12483 226 25 news news NOUN ital-12483 226 26 . . PUNCT ital-12483 227 1 we we PRON ital-12483 227 2 have have AUX ital-12483 227 3 tried try VERB ital-12483 227 4 to to PART ital-12483 227 5 illustrate illustrate VERB ital-12483 227 6 how how SCONJ ital-12483 227 7 digital digital ADJ ital-12483 227 8 libraries library NOUN ital-12483 227 9 can can AUX ital-12483 227 10 be be AUX ital-12483 227 11 a a DET ital-12483 227 12 service service NOUN ital-12483 227 13 authority authority NOUN ital-12483 227 14 to to PART ital-12483 227 15 promote promote VERB ital-12483 227 16 media media NOUN ital-12483 227 17 literacy literacy NOUN ital-12483 227 18 and and CCONJ ital-12483 227 19 fight fight VERB ital-12483 227 20 against against ADP ital-12483 227 21 fake fake ADJ ital-12483 227 22 news news NOUN ital-12483 227 23 . . PUNCT ital-12483 228 1 because because SCONJ ital-12483 228 2 librarians librarians PROPN ital-12483 228 3 are be AUX ital-12483 228 4 trained train VERB ital-12483 228 5 to to PART ital-12483 228 6 critically critically ADV ital-12483 228 7 analyze analyze VERB ital-12483 228 8 information information NOUN ital-12483 228 9 sources source NOUN ital-12483 228 10 , , PUNCT ital-12483 228 11 their their PRON ital-12483 228 12 contributions contribution NOUN ital-12483 228 13 to to ADP ital-12483 228 14 our our PRON ital-12483 228 15 proposed propose VERB ital-12483 228 16 model model NOUN ital-12483 228 17 are be AUX ital-12483 228 18 critical critical ADJ ital-12483 228 19 . . PUNCT ital-12483 229 1 accordingly accordingly ADV ital-12483 229 2 , , PUNCT ital-12483 229 3 we we PRON ital-12483 229 4 see see VERB ital-12483 229 5 this this DET ital-12483 229 6 work work NOUN ital-12483 229 7 as as ADP ital-12483 229 8 an an DET ital-12483 229 9 encouraging encouraging ADJ ital-12483 229 10 effort effort NOUN ital-12483 229 11 for for ADP ital-12483 229 12 the the DET ital-12483 229 13 next next ADJ ital-12483 229 14 collaborative collaborative ADJ ital-12483 229 15 studies study NOUN ital-12483 229 16 among among ADP ital-12483 229 17 the the DET ital-12483 229 18 communities community NOUN ital-12483 229 19 of of ADP ital-12483 229 20 lis lis PROPN ital-12483 229 21 and and CCONJ ital-12483 229 22 cs cs PROPN ital-12483 229 23 ( ( PUNCT ital-12483 229 24 computer computer NOUN ital-12483 229 25 science science NOUN ital-12483 229 26 ) ) PUNCT ital-12483 229 27 . . PUNCT ital-12483 230 1 we we PRON ital-12483 230 2 think think VERB ital-12483 230 3 that that SCONJ ital-12483 230 4 there there PRON ital-12483 230 5 is be VERB ital-12483 230 6 an an DET ital-12483 230 7 immediate immediate ADJ ital-12483 230 8 need need NOUN ital-12483 230 9 for for SCONJ ital-12483 230 10 lis lis ADJ ital-12483 230 11 professionals professional NOUN ital-12483 230 12 to to PART ital-12483 230 13 participate participate VERB ital-12483 230 14 and and CCONJ ital-12483 230 15 contribute contribute VERB ital-12483 230 16 to to ADP ital-12483 230 17 automated automate VERB ital-12483 230 18 solutions solution NOUN ital-12483 230 19 that that PRON ital-12483 230 20 can can AUX ital-12483 230 21 help help VERB ital-12483 230 22 detecting detect VERB ital-12483 230 23 inaccurate inaccurate ADJ ital-12483 230 24 and and CCONJ ital-12483 230 25 unverified unverified ADJ ital-12483 230 26 information information NOUN ital-12483 230 27 . . PUNCT ital-12483 231 1 in in ADP ital-12483 231 2 the the DET ital-12483 231 3 same same ADJ ital-12483 231 4 manner manner NOUN ital-12483 231 5 , , PUNCT ital-12483 231 6 we we PRON ital-12483 231 7 believe believe VERB ital-12483 231 8 the the DET ital-12483 231 9 collaboration collaboration NOUN ital-12483 231 10 of of ADP ital-12483 231 11 lis lis ADJ ital-12483 231 12 professionals professional NOUN ital-12483 231 13 , , PUNCT ital-12483 231 14 computer computer NOUN ital-12483 231 15 scientists scientist NOUN ital-12483 231 16 , , PUNCT ital-12483 231 17 fact fact NOUN ital-12483 231 18 - - PUNCT ital-12483 231 19 checking check VERB ital-12483 231 20 organizations organization NOUN ital-12483 231 21 , , PUNCT ital-12483 231 22 and and CCONJ ital-12483 231 23 pioneering pioneering ADJ ital-12483 231 24 technology technology NOUN ital-12483 231 25 platforms platform NOUN ital-12483 231 26 is be AUX ital-12483 231 27 the the DET ital-12483 231 28 key key NOUN ital-12483 231 29 to to PART ital-12483 231 30 provide provide VERB ital-12483 231 31 qualified qualified ADJ ital-12483 231 32 news news NOUN ital-12483 231 33 within within ADP ital-12483 231 34 a a DET ital-12483 231 35 real real ADJ ital-12483 231 36 - - PUNCT ital-12483 231 37 time time NOUN ital-12483 231 38 framework framework NOUN ital-12483 231 39 to to PART ital-12483 231 40 promote promote VERB ital-12483 231 41 information information NOUN ital-12483 231 42 literacy literacy NOUN ital-12483 231 43 . . PUNCT ital-12483 232 1 moreover moreover ADV ital-12483 232 2 , , PUNCT ital-12483 232 3 we we PRON ital-12483 232 4 put put VERB ital-12483 232 5 the the DET ital-12483 232 6 reader reader NOUN ital-12483 232 7 at at ADP ital-12483 232 8 the the DET ital-12483 232 9 core core NOUN ital-12483 232 10 of of ADP ital-12483 232 11 the the DET ital-12483 232 12 framework framework NOUN ital-12483 232 13 as as ADP ital-12483 232 14 the the DET ital-12483 232 15 feed feed NOUN ital-12483 232 16 reader reader NOUN ital-12483 232 17 position position NOUN ital-12483 232 18 while while SCONJ ital-12483 232 19 consuming consume VERB ital-12483 232 20 news news NOUN ital-12483 232 21 . . PUNCT ital-12483 233 1 in in ADP ital-12483 233 2 terms term NOUN ital-12483 233 3 of of ADP ital-12483 233 4 automated automate VERB ital-12483 233 5 detection detection NOUN ital-12483 233 6 systems system NOUN ital-12483 233 7 , , PUNCT ital-12483 233 8 we we PRON ital-12483 233 9 proposed propose VERB ital-12483 233 10 a a DET ital-12483 233 11 fake fake ADJ ital-12483 233 12 news news NOUN ital-12483 233 13 detection detection NOUN ital-12483 233 14 model model NOUN ital-12483 233 15 in in ADP ital-12483 233 16 tegration tegration NOUN ital-12483 233 17 of of ADP ital-12483 233 18 dictionary dictionary PROPN ital-12483 233 19 - - PUNCT ital-12483 233 20 based base VERB ital-12483 233 21 approach approach NOUN ital-12483 233 22 and and CCONJ ital-12483 233 23 machine machine NOUN ital-12483 233 24 learning learning NOUN ital-12483 233 25 techniques technique NOUN ital-12483 233 26 offering offering NOUN ital-12483 233 27 optimized optimize VERB ital-12483 233 28 feature feature NOUN ital-12483 233 29 sets set NOUN ital-12483 233 30 applicable applicable ADJ ital-12483 233 31 to to ADP ital-12483 233 32 agglutinative agglutinative ADJ ital-12483 233 33 languages language NOUN ital-12483 233 34 . . PUNCT ital-12483 234 1 we we PRON ital-12483 234 2 comparatively comparatively ADV ital-12483 234 3 analyzed analyze VERB ital-12483 234 4 the the DET ital-12483 234 5 findings finding NOUN ital-12483 234 6 with with ADP ital-12483 234 7 several several ADJ ital-12483 234 8 classification classification NOUN ital-12483 234 9 models model NOUN ital-12483 234 10 . . PUNCT ital-12483 235 1 we we PRON ital-12483 235 2 demonstrated demonstrate VERB ital-12483 235 3 that that SCONJ ital-12483 235 4 machine machine NOUN ital-12483 235 5 learning learning NOUN ital-12483 235 6 algorithms algorithm NOUN ital-12483 235 7 when when SCONJ ital-12483 235 8 used use VERB ital-12483 235 9 together together ADV ital-12483 235 10 with with ADP ital-12483 235 11 dictionary dictionary PROPN ital-12483 235 12 - - PUNCT ital-12483 235 13 based base VERB ital-12483 235 14 findings finding NOUN ital-12483 235 15 yield yield VERB ital-12483 235 16 high high ADJ ital-12483 235 17 scores score NOUN ital-12483 235 18 both both CCONJ ital-12483 235 19 for for ADP ital-12483 235 20 precision precision NOUN ital-12483 235 21 and and CCONJ ital-12483 235 22 recall recall NOUN ital-12483 235 23 . . PUNCT ital-12483 236 1 consequently consequently ADV ital-12483 236 2 , , PUNCT ital-12483 236 3 we we PRON ital-12483 236 4 believe believe VERB ital-12483 236 5 once once ADV ital-12483 236 6 operational operational ADJ ital-12483 236 7 in in ADP ital-12483 236 8 the the DET ital-12483 236 9 field field NOUN ital-12483 236 10 , , PUNCT ital-12483 236 11 proposed propose VERB ital-12483 236 12 workflow workflow NOUN ital-12483 236 13 can can AUX ital-12483 236 14 be be AUX ital-12483 236 15 extended extend VERB ital-12483 236 16 in in ADP ital-12483 236 17 the the DET ital-12483 236 18 future future NOUN ital-12483 236 19 to to PART ital-12483 236 20 support support VERB ital-12483 236 21 other other ADJ ital-12483 236 22 news news NOUN ital-12483 236 23 elements element NOUN ital-12483 236 24 such such ADJ ital-12483 236 25 as as ADP ital-12483 236 26 photographs photograph NOUN ital-12483 236 27 and and CCONJ ital-12483 236 28 videos video NOUN ital-12483 236 29 . . PUNCT ital-12483 237 1 with with ADP ital-12483 237 2 the the DET ital-12483 237 3 help help NOUN ital-12483 237 4 of of ADP ital-12483 237 5 social social ADJ ital-12483 237 6 network network NOUN ital-12483 237 7 analysis analysis NOUN ital-12483 237 8 ( ( PUNCT ital-12483 237 9 sna sna INTJ ital-12483 237 10 ) ) PUNCT ital-12483 237 11 it it PRON ital-12483 237 12 may may AUX ital-12483 237 13 be be AUX ital-12483 237 14 possible possible ADJ ital-12483 237 15 to to PART ital-12483 237 16 stop stop VERB ital-12483 237 17 or or CCONJ ital-12483 237 18 slow slow VERB ital-12483 237 19 down down ADP ital-12483 237 20 the the DET ital-12483 237 21 spread spread NOUN ital-12483 237 22 of of ADP ital-12483 237 23 fake fake ADJ ital-12483 237 24 news news NOUN ital-12483 237 25 as as SCONJ ital-12483 237 26 it it PRON ital-12483 237 27 emerges emerge VERB ital-12483 237 28 . . PUNCT ital-12483 238 1 during during ADP ital-12483 238 2 all all DET ital-12483 238 3 the the DET ital-12483 238 4 experiments experiment NOUN ital-12483 238 5 we we PRON ital-12483 238 6 did do VERB ital-12483 238 7 , , PUNCT ital-12483 238 8 this this DET ital-12483 238 9 work work NOUN ital-12483 238 10 also also ADV ital-12483 238 11 highlighted highlight VERB ital-12483 238 12 several several ADJ ital-12483 238 13 tasks task NOUN ital-12483 238 14 as as SCONJ ital-12483 238 15 future future ADJ ital-12483 238 16 research research NOUN ital-12483 238 17 directions direction NOUN ital-12483 238 18 such such ADJ ital-12483 238 19 as as ADP ital-12483 238 20 : : PUNCT ital-12483 238 21 • • PROPN ital-12483 238 22 the the DET ital-12483 238 23 studies study NOUN ital-12483 238 24 can can AUX ital-12483 238 25 be be AUX ital-12483 238 26 deepened deepen VERB ital-12483 238 27 to to PART ital-12483 238 28 mathematically mathematically ADV ital-12483 238 29 categorize categorize VERB ital-12483 238 30 the the DET ital-12483 238 31 fake fake ADJ ital-12483 238 32 news news NOUN ital-12483 238 33 types type NOUN ital-12483 238 34 and and CCONJ ital-12483 238 35 the the DET ital-12483 238 36 dissemination dissemination NOUN ital-12483 238 37 characteristics characteristic NOUN ital-12483 238 38 of of ADP ital-12483 238 39 each each DET ital-12483 238 40 type type NOUN ital-12483 238 41 can can AUX ital-12483 238 42 be be AUX ital-12483 238 43 analyzed analyze VERB ital-12483 238 44 . . PUNCT ital-12483 239 1 • • INTJ ital-12483 239 2 the the DET ital-12483 239 3 workflow workflow NOUN ital-12483 239 4 has have VERB ital-12483 239 5 the the DET ital-12483 239 6 potential potential NOUN ital-12483 239 7 to to PART ital-12483 239 8 provide provide VERB ital-12483 239 9 an an DET ital-12483 239 10 automated automate VERB ital-12483 239 11 verification verification NOUN ital-12483 239 12 platform platform NOUN ital-12483 239 13 for for ADP ital-12483 239 14 all all DET ital-12483 239 15 news news NOUN ital-12483 239 16 content content NOUN ital-12483 239 17 existing exist VERB ital-12483 239 18 in in ADP ital-12483 239 19 digital digital ADJ ital-12483 239 20 libraries library NOUN ital-12483 239 21 to to PART ital-12483 239 22 promote promote VERB ital-12483 239 23 media media NOUN ital-12483 239 24 literacy literacy NOUN ital-12483 239 25 . . PUNCT ital-12483 240 1 endnotes endnote VERB ital-12483 240 2 1 1 NUM ital-12483 240 3 m. m. NOUN ital-12483 240 4 connor connor NOUN ital-12483 240 5 sullivan sullivan PROPN ital-12483 240 6 , , PUNCT ital-12483 240 7 “ " PUNCT ital-12483 240 8 why why SCONJ ital-12483 240 9 librarians librarian NOUN ital-12483 240 10 ca can AUX ital-12483 240 11 n’t not PART ital-12483 240 12 fight fight VERB ital-12483 240 13 fake fake ADJ ital-12483 240 14 news news NOUN ital-12483 240 15 , , PUNCT ital-12483 240 16 ” " PUNCT ital-12483 240 17 journal journal NOUN ital-12483 240 18 of of ADP ital-12483 240 19 librarianship librarianship NOUN ital-12483 240 20 and and CCONJ ital-12483 240 21 information information NOUN ital-12483 240 22 science science NOUN ital-12483 240 23 51 51 NUM ital-12483 240 24 , , PUNCT ital-12483 240 25 no no NOUN ital-12483 240 26 . . NOUN ital-12483 240 27 4 4 NUM ital-12483 240 28 ( ( PUNCT ital-12483 240 29 december december PROPN ital-12483 240 30 2019 2019 NUM ital-12483 240 31 ): ): PUNCT ital-12483 240 32 1146–56 1146–56 X ital-12483 240 33 , , PUNCT ital-12483 240 34 https://doi.org/10.1177/0961000618764258 https://doi.org/10.1177/0961000618764258 PROPN ital-12483 240 35 . . PUNCT ital-12483 241 1 2 2 NUM ital-12483 241 2 “ " PUNCT ital-12483 241 3 definition definition NOUN ital-12483 241 4 of of ADP ital-12483 241 5 ' ' PUNCT ital-12483 241 6 news news NOUN ital-12483 241 7 ' ' PUNCT ital-12483 241 8 , , PUNCT ital-12483 241 9 ” " PUNCT ital-12483 241 10 available available ADJ ital-12483 241 11 at at ADP ital-12483 241 12 : : PUNCT ital-12483 241 13 https://www.collinsdictionary.com/dictionary/english/news https://www.collinsdictionary.com/dictionary/english/new NOUN ital-12483 241 14 3 3 NUM ital-12483 241 15 dominic dominic ADJ ital-12483 241 16 difranzo difranzo NOUN ital-12483 241 17 and and CCONJ ital-12483 241 18 kristine kristine NOUN ital-12483 241 19 gloria gloria PROPN ital-12483 241 20 - - PUNCT ital-12483 241 21 garcia garcia PROPN ital-12483 241 22 , , PUNCT ital-12483 241 23 “ " PUNCT ital-12483 241 24 filter filter NOUN ital-12483 241 25 bubbles bubble NOUN ital-12483 241 26 and and CCONJ ital-12483 241 27 fake fake ADJ ital-12483 241 28 news news NOUN ital-12483 241 29 , , PUNCT ital-12483 241 30 ” " PUNCT ital-12483 241 31 xrds xrd NOUN ital-12483 241 32 : : PUNCT ital-12483 241 33 crossroads crossroad NOUN ital-12483 241 34 , , PUNCT ital-12483 241 35 the the DET ital-12483 241 36 acm acm NOUN ital-12483 241 37 magazine magazine NOUN ital-12483 241 38 for for ADP ital-12483 241 39 students student NOUN ital-12483 241 40 23 23 NUM ital-12483 241 41 , , PUNCT ital-12483 241 42 no no INTJ ital-12483 241 43 . . NOUN ital-12483 241 44 3 3 NUM ital-12483 241 45 ( ( PUNCT ital-12483 241 46 april april PROPN ital-12483 241 47 2017 2017 NUM ital-12483 241 48 ): ): PUNCT ital-12483 241 49 32–35 32–35 NUM ital-12483 241 50 , , PUNCT ital-12483 241 51 https://doi.org/10.1145/3055153 https://doi.org/10.1145/3055153 NOUN ital-12483 241 52 . . PUNCT ital-12483 242 1 https://doi.org/10.1177/0961000618764258 https://doi.org/10.1177/0961000618764258 PROPN ital-12483 242 2 https://www.collinsdictionary.com/dictionary/english/news https://www.collinsdictionary.com/dictionary/english/news PROPN ital-12483 242 3 https://doi.org/10.1145/3055153 https://doi.org/10.1145/3055153 NOUN ital-12483 242 4 information information NOUN ital-12483 242 5 technology technology NOUN ital-12483 242 6 and and CCONJ ital-12483 242 7 libraries library NOUN ital-12483 242 8 december december PROPN ital-12483 242 9 2020 2020 NUM ital-12483 242 10 automated automate VERB ital-12483 242 11 fake fake ADJ ital-12483 242 12 news news NOUN ital-12483 242 13 detection detection NOUN ital-12483 242 14 in in ADP ital-12483 242 15 the the DET ital-12483 242 16 age age NOUN ital-12483 242 17 of of ADP ital-12483 242 18 digital digital ADJ ital-12483 242 19 libraries library NOUN ital-12483 242 20 | | NOUN ital-12483 242 21 mertoğlu mertoğlu NOUN ital-12483 242 22 and and CCONJ ital-12483 242 23 genç genç VERB ital-12483 242 24 16 16 NUM ital-12483 242 25 4 4 NUM ital-12483 242 26 andrew andrew PROPN ital-12483 242 27 guess guess NOUN ital-12483 242 28 , , PUNCT ital-12483 242 29 brendan brendan PROPN ital-12483 242 30 nyhan nyhan PROPN ital-12483 242 31 , , PUNCT ital-12483 242 32 and and CCONJ ital-12483 242 33 jason jason PROPN ital-12483 242 34 reifler reifler NOUN ital-12483 242 35 , , PUNCT ital-12483 242 36 “ " PUNCT ital-12483 242 37 selective selective ADJ ital-12483 242 38 exposure exposure NOUN ital-12483 242 39 to to ADP ital-12483 242 40 misinformation misinformation NOUN ital-12483 242 41 : : PUNCT ital-12483 242 42 evidence evidence NOUN ital-12483 242 43 from from ADP ital-12483 242 44 the the DET ital-12483 242 45 consumption consumption NOUN ital-12483 242 46 of of ADP ital-12483 242 47 fake fake ADJ ital-12483 242 48 news news NOUN ital-12483 242 49 during during ADP ital-12483 242 50 the the DET ital-12483 242 51 2016 2016 NUM ital-12483 242 52 us us PROPN ital-12483 242 53 presidential presidential ADJ ital-12483 242 54 campaign campaign NOUN ital-12483 242 55 , , PUNCT ital-12483 242 56 ” " PUNCT ital-12483 242 57 european european PROPN ital-12483 242 58 research research PROPN ital-12483 242 59 council council PROPN ital-12483 242 60 9 9 NUM ital-12483 242 61 , , PUNCT ital-12483 242 62 no no NOUN ital-12483 242 63 . . NOUN ital-12483 242 64 3 3 NUM ital-12483 242 65 ( ( PUNCT ital-12483 242 66 2018 2018 NUM ital-12483 242 67 ): ): PUNCT ital-12483 242 68 4 4 X ital-12483 242 69 ; ; PUNCT ital-12483 242 70 eni eni PROPN ital-12483 242 71 mustafaraj mustafaraj PROPN ital-12483 242 72 and and CCONJ ital-12483 242 73 p. p. PROPN ital-12483 242 74 takis takis PROPN ital-12483 242 75 metaxas metaxas PROPN ital-12483 242 76 , , PUNCT ital-12483 242 77 “ " PUNCT ital-12483 242 78 the the DET ital-12483 242 79 fake fake ADJ ital-12483 242 80 news news NOUN ital-12483 242 81 spreading spread VERB ital-12483 242 82 plague plague NOUN ital-12483 242 83 : : PUNCT ital-12483 242 84 was be AUX ital-12483 242 85 it it PRON ital-12483 242 86 preventable preventable ADJ ital-12483 242 87 ? ? PUNCT ital-12483 242 88 ” " PUNCT ital-12483 242 89 proceedings proceeding NOUN ital-12483 242 90 of of ADP ital-12483 242 91 the the DET ital-12483 242 92 2017 2017 NUM ital-12483 242 93 acm acm NOUN ital-12483 242 94 on on ADP ital-12483 242 95 web web NOUN ital-12483 242 96 science science NOUN ital-12483 242 97 conference conference NOUN ital-12483 242 98 , , PUNCT ital-12483 242 99 ( ( PUNCT ital-12483 242 100 june june PROPN ital-12483 242 101 2017 2017 NUM ital-12483 242 102 ): ): PUNCT ital-12483 242 103 235–39 235–39 NUM ital-12483 242 104 , , PUNCT ital-12483 242 105 https://doi.org/10.1145/3091478.3091523 https://doi.org/10.1145/3091478.3091523 VERB ital-12483 242 106 . . PUNCT ital-12483 243 1 5 5 NUM ital-12483 243 2 jana jana PROPN ital-12483 243 3 laura laura PROPN ital-12483 243 4 egelhofer egelhofer PROPN ital-12483 243 5 and and CCONJ ital-12483 243 6 sophie sophie NOUN ital-12483 243 7 lecheler lecheler NOUN ital-12483 243 8 , , PUNCT ital-12483 243 9 “ " PUNCT ital-12483 243 10 fake fake ADJ ital-12483 243 11 news news NOUN ital-12483 243 12 as as ADP ital-12483 243 13 a a DET ital-12483 243 14 two two NUM ital-12483 243 15 - - PUNCT ital-12483 243 16 dimensional dimensional ADJ ital-12483 243 17 phenomenon phenomenon NOUN ital-12483 243 18 : : PUNCT ital-12483 243 19 a a DET ital-12483 243 20 framework framework NOUN ital-12483 243 21 and and CCONJ ital-12483 243 22 research research NOUN ital-12483 243 23 agenda agenda NOUN ital-12483 243 24 , , PUNCT ital-12483 243 25 ” " PUNCT ital-12483 243 26 annals annal NOUN ital-12483 243 27 of of ADP ital-12483 243 28 the the DET ital-12483 243 29 international international ADJ ital-12483 243 30 communication communication NOUN ital-12483 243 31 association association NOUN ital-12483 243 32 43 43 NUM ital-12483 243 33 , , PUNCT ital-12483 243 34 no no NOUN ital-12483 243 35 . . NOUN ital-12483 243 36 2 2 NUM ital-12483 243 37 ( ( PUNCT ital-12483 243 38 2019 2019 NUM ital-12483 243 39 ): ): PUNCT ital-12483 243 40 97–116 97–116 PROPN ital-12483 243 41 , , PUNCT ital-12483 243 42 https://doi.org/10.1080/23808985.2019.1602782 https://doi.org/10.1080/23808985.2019.1602782 PROPN ital-12483 243 43 . . PUNCT ital-12483 244 1 6 6 NUM ital-12483 244 2 hannah hannah PROPN ital-12483 244 3 rashkin rashkin PROPN ital-12483 244 4 et et PROPN ital-12483 245 1 al al PROPN ital-12483 245 2 . . PROPN ital-12483 245 3 , , PUNCT ital-12483 245 4 “ " PUNCT ital-12483 245 5 truth truth NOUN ital-12483 245 6 of of ADP ital-12483 245 7 varying vary VERB ital-12483 245 8 shades shade NOUN ital-12483 245 9 : : PUNCT ital-12483 245 10 analyzing analyze VERB ital-12483 245 11 language language NOUN ital-12483 245 12 in in ADP ital-12483 245 13 fake fake ADJ ital-12483 245 14 news news NOUN ital-12483 245 15 and and CCONJ ital-12483 245 16 political political ADJ ital-12483 245 17 fact fact NOUN ital-12483 245 18 - - PUNCT ital-12483 245 19 checking checking NOUN ital-12483 245 20 , , PUNCT ital-12483 245 21 ” " PUNCT ital-12483 245 22 proceedings proceeding NOUN ital-12483 245 23 of of ADP ital-12483 245 24 the the DET ital-12483 245 25 2017 2017 NUM ital-12483 245 26 conference conference NOUN ital-12483 245 27 on on ADP ital-12483 245 28 empirical empirical ADJ ital-12483 245 29 methods method NOUN ital-12483 245 30 in in ADP ital-12483 245 31 natural natural ADJ ital-12483 245 32 language language NOUN ital-12483 245 33 processing processing NOUN ital-12483 245 34 , , PUNCT ital-12483 245 35 ( ( PUNCT ital-12483 245 36 2017 2017 NUM ital-12483 245 37 ): ): PUNCT ital-12483 245 38 2931–37 2931–37 NUM ital-12483 245 39 . . PUNCT ital-12483 245 40 7 7 NUM ital-12483 245 41 soroush soroush PROPN ital-12483 245 42 vosoughi vosoughi PROPN ital-12483 245 43 , , PUNCT ital-12483 245 44 deb deb VERB ital-12483 245 45 roy roy NOUN ital-12483 245 46 , , PUNCT ital-12483 245 47 and and CCONJ ital-12483 245 48 sinan sinan PROPN ital-12483 245 49 aral aral PROPN ital-12483 245 50 , , PUNCT ital-12483 245 51 “ " PUNCT ital-12483 245 52 the the DET ital-12483 245 53 spread spread NOUN ital-12483 245 54 of of ADP ital-12483 245 55 true true ADJ ital-12483 245 56 and and CCONJ ital-12483 245 57 false false ADJ ital-12483 245 58 news news NOUN ital-12483 245 59 online online NOUN ital-12483 245 60 , , PUNCT ital-12483 245 61 ” " PUNCT ital-12483 245 62 science science NOUN ital-12483 245 63 359 359 NUM ital-12483 245 64 , , PUNCT ital-12483 245 65 no no INTJ ital-12483 245 66 . . NOUN ital-12483 245 67 6380 6380 NUM ital-12483 245 68 ( ( PUNCT ital-12483 245 69 2018 2018 NUM ital-12483 245 70 ): ): PUNCT ital-12483 245 71 1146–51 1146–51 NUM ital-12483 245 72 , , PUNCT ital-12483 245 73 https://doi.org/10.1126/science.aap9559 https://doi.org/10.1126/science.aap9559 X ital-12483 245 74 . . PUNCT ital-12483 246 1 8 8 NUM ital-12483 246 2 xinyi xinyi PROPN ital-12483 246 3 zhou zhou PROPN ital-12483 246 4 and and CCONJ ital-12483 246 5 reza reza PROPN ital-12483 246 6 zafarani zafarani PROPN ital-12483 246 7 , , PUNCT ital-12483 246 8 “ " PUNCT ital-12483 246 9 a a DET ital-12483 246 10 survey survey NOUN ital-12483 246 11 of of ADP ital-12483 246 12 fake fake ADJ ital-12483 246 13 news news NOUN ital-12483 246 14 : : PUNCT ital-12483 246 15 fundamental fundamental ADJ ital-12483 246 16 theories theory NOUN ital-12483 246 17 , , PUNCT ital-12483 246 18 detection detection NOUN ital-12483 246 19 methods method NOUN ital-12483 246 20 , , PUNCT ital-12483 246 21 and and CCONJ ital-12483 246 22 opportunities opportunity NOUN ital-12483 246 23 , , PUNCT ital-12483 246 24 ” " PUNCT ital-12483 246 25 acm acm NOUN ital-12483 246 26 computing computing NOUN ital-12483 246 27 surveys survey NOUN ital-12483 246 28 ( ( PUNCT ital-12483 246 29 csur csur PROPN ital-12483 246 30 ) ) PUNCT ital-12483 246 31 53 53 NUM ital-12483 246 32 , , PUNCT ital-12483 246 33 no no INTJ ital-12483 246 34 . . NOUN ital-12483 246 35 5 5 NUM ital-12483 246 36 ( ( PUNCT ital-12483 246 37 2020 2020 NUM ital-12483 246 38 ): ): PUNCT ital-12483 247 1 1–40 1–40 ADV ital-12483 247 2 , , PUNCT ital-12483 247 3 https://doi.org/10.1145/3395046 https://doi.org/10.1145/3395046 PROPN ital-12483 247 4 . . PROPN ital-12483 247 5 9 9 NUM ital-12483 247 6 s. s. PROPN ital-12483 247 7 f. f. PROPN ital-12483 247 8 kattimani kattimani PROPN ital-12483 247 9 , , PUNCT ital-12483 247 10 praveenkumar praveenkumar PROPN ital-12483 247 11 kumbargoudar kumbargoudar PROPN ital-12483 247 12 , , PUNCT ital-12483 247 13 and and CCONJ ital-12483 247 14 d. d. PROPN ital-12483 247 15 s. s. PROPN ital-12483 247 16 gobbur gobbur PROPN ital-12483 247 17 , , PUNCT ital-12483 247 18 “ " PUNCT ital-12483 247 19 training training NOUN ital-12483 247 20 of of ADP ital-12483 247 21 the the DET ital-12483 247 22 library library NOUN ital-12483 247 23 professionals professional NOUN ital-12483 247 24 in in ADP ital-12483 247 25 digital digital ADJ ital-12483 247 26 era era NOUN ital-12483 247 27 : : PUNCT ital-12483 247 28 key key ADJ ital-12483 247 29 issues issue NOUN ital-12483 247 30 ” " PUNCT ital-12483 247 31 ( ( PUNCT ital-12483 247 32 2006 2006 NUM ital-12483 247 33 ) ) PUNCT ital-12483 247 34 , , PUNCT ital-12483 247 35 https://ir.inflibnet.ac.in:8443/ir/handle/1944/1234 https://ir.inflibnet.ac.in:8443/ir/handle/1944/1234 NOUN ital-12483 247 36 . . PUNCT ital-12483 248 1 10 10 NUM ital-12483 248 2 lynn lynn PROPN ital-12483 248 3 silipigni silipigni PROPN ital-12483 248 4 connaway connaway PROPN ital-12483 248 5 et et PROPN ital-12483 249 1 al al PROPN ital-12483 249 2 . . PROPN ital-12483 249 3 , , PUNCT ital-12483 249 4 “ " PUNCT ital-12483 249 5 digital digital ADJ ital-12483 249 6 literacy literacy NOUN ital-12483 249 7 in in ADP ital-12483 249 8 the the DET ital-12483 249 9 era era NOUN ital-12483 249 10 of of ADP ital-12483 249 11 fake fake ADJ ital-12483 249 12 news news NOUN ital-12483 249 13 : : PUNCT ital-12483 249 14 key key ADJ ital-12483 249 15 roles role NOUN ital-12483 249 16 for for ADP ital-12483 249 17 information information NOUN ital-12483 249 18 professionals professional NOUN ital-12483 249 19 , , PUNCT ital-12483 249 20 ” " PUNCT ital-12483 249 21 proceedings proceeding NOUN ital-12483 249 22 of of ADP ital-12483 249 23 the the DET ital-12483 249 24 association association NOUN ital-12483 249 25 for for ADP ital-12483 249 26 information information NOUN ital-12483 249 27 science science NOUN ital-12483 249 28 and and CCONJ ital-12483 249 29 technology technology NOUN ital-12483 249 30 54 54 NUM ital-12483 249 31 , , PUNCT ital-12483 249 32 no no INTJ ital-12483 249 33 . . NOUN ital-12483 249 34 1 1 NUM ital-12483 249 35 ( ( PUNCT ital-12483 249 36 2017 2017 NUM ital-12483 249 37 ): ): PUNCT ital-12483 249 38 554–55 554–55 NUM ital-12483 249 39 , , PUNCT ital-12483 249 40 https://doi.org/10.1002/pra2.2017.14505401070 https://doi.org/10.1002/pra2.2017.14505401070 X ital-12483 249 41 . . PUNCT ital-12483 250 1 11 11 NUM ital-12483 250 2 matthew matthew PROPN ital-12483 250 3 c. c. PROPN ital-12483 250 4 sullivan sullivan PROPN ital-12483 250 5 , , PUNCT ital-12483 250 6 “ " PUNCT ital-12483 250 7 libraries library NOUN ital-12483 250 8 and and CCONJ ital-12483 250 9 fake fake ADJ ital-12483 250 10 news news NOUN ital-12483 250 11 : : PUNCT ital-12483 250 12 what what PRON ital-12483 250 13 ’s ’ VERB ital-12483 250 14 the the DET ital-12483 250 15 problem problem NOUN ital-12483 250 16 ? ? PUNCT ital-12483 251 1 what what PRON ital-12483 251 2 ’s ’ VERB ital-12483 251 3 the the DET ital-12483 251 4 plan plan NOUN ital-12483 251 5 ? ? PUNCT ital-12483 251 6 , , PUNCT ital-12483 251 7 ” " PUNCT ital-12483 251 8 communications communication NOUN ital-12483 251 9 in in ADP ital-12483 251 10 information information NOUN ital-12483 251 11 literacy literacy NOUN ital-12483 251 12 13 13 NUM ital-12483 251 13 , , PUNCT ital-12483 251 14 no no INTJ ital-12483 251 15 . . NOUN ital-12483 251 16 1 1 NUM ital-12483 251 17 ( ( PUNCT ital-12483 251 18 2019 2019 NUM ital-12483 251 19 ): ): PUNCT ital-12483 251 20 91–113 91–113 PROPN ital-12483 251 21 , , PUNCT ital-12483 251 22 https://doi.org/10.15760/comminfolit.2019.13.1.7 https://doi.org/10.15760/comminfolit.2019.13.1.7 PROPN ital-12483 251 23 . . PROPN ital-12483 251 24 12 12 NUM ital-12483 251 25 wayne wayne PROPN ital-12483 251 26 finley finley PROPN ital-12483 251 27 , , PUNCT ital-12483 251 28 beth beth PROPN ital-12483 251 29 mcgowan mcgowan PROPN ital-12483 251 30 , , PUNCT ital-12483 251 31 and and CCONJ ital-12483 251 32 joanna joanna PROPN ital-12483 251 33 kluever kluever ADV ital-12483 251 34 , , PUNCT ital-12483 251 35 “ " PUNCT ital-12483 251 36 fake fake ADJ ital-12483 251 37 news news NOUN ital-12483 251 38 : : PUNCT ital-12483 251 39 an an DET ital-12483 251 40 opportunity opportunity NOUN ital-12483 251 41 for for ADP ital-12483 251 42 real real ADJ ital-12483 251 43 librarianship librarianship NOUN ital-12483 251 44 , , PUNCT ital-12483 251 45 ” " PUNCT ital-12483 251 46 ila ila PROPN ital-12483 251 47 reporter reporter NOUN ital-12483 251 48 35 35 NUM ital-12483 251 49 , , PUNCT ital-12483 251 50 no no NOUN ital-12483 251 51 . . NOUN ital-12483 251 52 3 3 NUM ital-12483 251 53 ( ( PUNCT ital-12483 251 54 2017 2017 NUM ital-12483 251 55 ): ): PUNCT ital-12483 251 56 8–12 8–12 PROPN ital-12483 251 57 ; ; PUNCT ital-12483 251 58 american american PROPN ital-12483 251 59 library library PROPN ital-12483 251 60 association association PROPN ital-12483 251 61 , , PUNCT ital-12483 251 62 “ " PUNCT ital-12483 251 63 resolution resolution NOUN ital-12483 251 64 on on ADP ital-12483 251 65 access access NOUN ital-12483 251 66 to to ADP ital-12483 251 67 accurate accurate ADJ ital-12483 251 68 information information NOUN ital-12483 251 69 , , PUNCT ital-12483 251 70 ” " PUNCT ital-12483 251 71 2018 2018 NUM ital-12483 251 72 ; ; PUNCT ital-12483 251 73 nick nick PROPN ital-12483 251 74 rochlin rochlin PROPN ital-12483 251 75 , , PUNCT ital-12483 251 76 “ " PUNCT ital-12483 251 77 fake fake ADJ ital-12483 251 78 news news NOUN ital-12483 251 79 : : PUNCT ital-12483 251 80 belief belief NOUN ital-12483 251 81 in in ADP ital-12483 251 82 post post ADJ ital-12483 251 83 - - NOUN ital-12483 251 84 truth truth NOUN ital-12483 251 85 , , PUNCT ital-12483 251 86 ” " PUNCT ital-12483 251 87 library library NOUN ital-12483 251 88 hi hi INTJ ital-12483 251 89 tech tech PROPN ital-12483 251 90 35 35 NUM ital-12483 251 91 , , PUNCT ital-12483 251 92 no no NOUN ital-12483 251 93 . . NOUN ital-12483 251 94 3 3 NUM ital-12483 251 95 ( ( PUNCT ital-12483 251 96 2017 2017 NUM ital-12483 251 97 ): ): PUNCT ital-12483 251 98 386–92 386–92 NUM ital-12483 251 99 , , PUNCT ital-12483 251 100 https://doi.org/10.1108/lht-03-2017-0062 https://doi.org/10.1108/lht-03-2017-0062 PRON ital-12483 251 101 ; ; PUNCT ital-12483 251 102 linda linda PROPN ital-12483 251 103 jacobson jacobson PROPN ital-12483 251 104 , , PUNCT ital-12483 251 105 “ " PUNCT ital-12483 251 106 the the DET ital-12483 251 107 smell smell NOUN ital-12483 251 108 test test NOUN ital-12483 251 109 : : PUNCT ital-12483 251 110 in in ADP ital-12483 251 111 the the DET ital-12483 251 112 era era NOUN ital-12483 251 113 of of ADP ital-12483 251 114 fake fake ADJ ital-12483 251 115 news news NOUN ital-12483 251 116 , , PUNCT ital-12483 251 117 librarians librarians PROPN ital-12483 251 118 are be AUX ital-12483 251 119 our our PRON ital-12483 251 120 best good ADJ ital-12483 251 121 hope hope NOUN ital-12483 251 122 , , PUNCT ital-12483 251 123 ” " PUNCT ital-12483 251 124 school school NOUN ital-12483 251 125 library library NOUN ital-12483 251 126 journal journal PROPN ital-12483 251 127 63 63 NUM ital-12483 251 128 , , PUNCT ital-12483 251 129 no no INTJ ital-12483 251 130 . . NOUN ital-12483 251 131 1 1 NUM ital-12483 251 132 ( ( PUNCT ital-12483 251 133 2017 2017 NUM ital-12483 251 134 ): ): PUNCT ital-12483 251 135 24–29 24–29 NUM ital-12483 251 136 ; ; PUNCT ital-12483 251 137 angeleen angeleen NOUN ital-12483 251 138 neely neely ADV ital-12483 251 139 – – PUNCT ital-12483 251 140 sardon sardon NOUN ital-12483 251 141 , , PUNCT ital-12483 251 142 and and CCONJ ital-12483 251 143 mia mia PROPN ital-12483 251 144 tignor tignor PROPN ital-12483 251 145 , , PUNCT ital-12483 251 146 “ " PUNCT ital-12483 251 147 focus focus VERB ital-12483 251 148 on on ADP ital-12483 251 149 the the DET ital-12483 251 150 facts fact NOUN ital-12483 251 151 : : PUNCT ital-12483 251 152 a a DET ital-12483 251 153 news news NOUN ital-12483 251 154 and and CCONJ ital-12483 251 155 information information NOUN ital-12483 251 156 literacy literacy NOUN ital-12483 251 157 instructional instructional ADJ ital-12483 251 158 program program NOUN ital-12483 251 159 , , PUNCT ital-12483 251 160 ” " PUNCT ital-12483 251 161 the the DET ital-12483 251 162 reference reference NOUN ital-12483 251 163 librarian librarian NOUN ital-12483 251 164 59 59 NUM ital-12483 251 165 , , PUNCT ital-12483 251 166 no no NOUN ital-12483 251 167 . . NOUN ital-12483 251 168 3 3 NUM ital-12483 251 169 ( ( PUNCT ital-12483 251 170 2018 2018 NUM ital-12483 251 171 ): ): PUNCT ital-12483 251 172 108–21 108–21 NUM ital-12483 251 173 , , PUNCT ital-12483 251 174 https://doi.org https://doi.org PROPN ital-12483 251 175 /10.1080/02763877.2018.1468849 /10.1080/02763877.2018.1468849 PUNCT ital-12483 251 176 ; ; PUNCT ital-12483 251 177 claire claire NOUN ital-12483 251 178 wardle wardle NOUN ital-12483 251 179 and and CCONJ ital-12483 251 180 hossein hossein PROPN ital-12483 251 181 derakhshan derakhshan PROPN ital-12483 251 182 , , PUNCT ital-12483 251 183 “ " PUNCT ital-12483 251 184 information information NOUN ital-12483 251 185 disorder disorder NOUN ital-12483 251 186 : : PUNCT ital-12483 251 187 toward toward ADP ital-12483 251 188 an an DET ital-12483 251 189 interdisciplinary interdisciplinary ADJ ital-12483 251 190 framework framework NOUN ital-12483 251 191 for for ADP ital-12483 251 192 research research NOUN ital-12483 251 193 and and CCONJ ital-12483 251 194 policy policy NOUN ital-12483 251 195 making making NOUN ital-12483 251 196 , , PUNCT ital-12483 251 197 ” " PUNCT ital-12483 251 198 council council PROPN ital-12483 251 199 of of ADP ital-12483 251 200 europe europe PROPN ital-12483 251 201 report report VERB ital-12483 251 202 27 27 NUM ital-12483 251 203 ( ( PUNCT ital-12483 251 204 2017 2017 NUM ital-12483 251 205 ) ) PUNCT ital-12483 251 206 . . PUNCT ital-12483 252 1 13 13 NUM ital-12483 252 2 ifla ifla NOUN ital-12483 252 3 , , PUNCT ital-12483 252 4 “ " PUNCT ital-12483 252 5 how how SCONJ ital-12483 252 6 to to PART ital-12483 252 7 spot spot VERB ital-12483 252 8 fake fake ADJ ital-12483 252 9 news news NOUN ital-12483 252 10 , , PUNCT ital-12483 252 11 ” " PUNCT ital-12483 252 12 2017 2017 NUM ital-12483 252 13 . . PUNCT ital-12483 252 14 https://doi.org/10.1145/3091478.3091523 https://doi.org/10.1145/3091478.3091523 VERB ital-12483 252 15 https://doi.org/10.1080/23808985.2019.1602782 https://doi.org/10.1080/23808985.2019.1602782 NOUN ital-12483 252 16 https://doi.org/10.1145/3395046 https://doi.org/10.1145/3395046 INTJ ital-12483 252 17 https://doi.org/10.1002/pra2.2017.14505401070 https://doi.org/10.1002/pra2.2017.14505401070 X ital-12483 253 1 https://doi.org/10.15760/comminfolit.2019.13.1.7 https://doi.org/10.15760/comminfolit.2019.13.1.7 PROPN ital-12483 253 2 https://www.emerald.com/insight/publication/issn/0737-8831 https://www.emerald.com/insight/publication/issn/0737-8831 PROPN ital-12483 253 3 https://doi.org/10.1108/lht-03-2017-0062 https://doi.org/10.1108/lht-03-2017-0062 PRON ital-12483 253 4 information information NOUN ital-12483 253 5 technology technology NOUN ital-12483 253 6 and and CCONJ ital-12483 253 7 libraries library NOUN ital-12483 253 8 december december PROPN ital-12483 253 9 2020 2020 NUM ital-12483 253 10 automated automate VERB ital-12483 253 11 fake fake ADJ ital-12483 253 12 news news NOUN ital-12483 253 13 detection detection NOUN ital-12483 253 14 in in ADP ital-12483 253 15 the the DET ital-12483 253 16 age age NOUN ital-12483 253 17 of of ADP ital-12483 253 18 digital digital ADJ ital-12483 253 19 libraries library NOUN ital-12483 253 20 | | NOUN ital-12483 253 21 mertoğlu mertoğlu NOUN ital-12483 253 22 and and CCONJ ital-12483 253 23 genç genç VERB ital-12483 253 24 17 17 NUM ital-12483 253 25 14 14 NUM ital-12483 253 26 jane jane NOUN ital-12483 253 27 mandalios mandalio NOUN ital-12483 253 28 , , PUNCT ital-12483 253 29 “ " PUNCT ital-12483 253 30 radar radar NOUN ital-12483 253 31 : : PUNCT ital-12483 253 32 an an DET ital-12483 253 33 approach approach NOUN ital-12483 253 34 for for ADP ital-12483 253 35 helping help VERB ital-12483 253 36 students student NOUN ital-12483 253 37 evaluate evaluate VERB ital-12483 253 38 internet internet NOUN ital-12483 253 39 sources source NOUN ital-12483 253 40 , , PUNCT ital-12483 253 41 ” " PUNCT ital-12483 253 42 journal journal NOUN ital-12483 253 43 of of ADP ital-12483 253 44 information information NOUN ital-12483 253 45 science science NOUN ital-12483 253 46 39 39 NUM ital-12483 253 47 , , PUNCT ital-12483 253 48 no no NOUN ital-12483 253 49 . . NOUN ital-12483 253 50 4 4 NUM ital-12483 253 51 ( ( PUNCT ital-12483 253 52 2013 2013 NUM ital-12483 253 53 ): ): PUNCT ital-12483 253 54 470–78 470–78 NOUN ital-12483 253 55 , , PUNCT ital-12483 253 56 https://doi.org/10.1177/0165551513478889 https://doi.org/10.1177/0165551513478889 NOUN ital-12483 253 57 ; ; PUNCT ital-12483 253 58 sarah sarah PROPN ital-12483 253 59 blakeslee blakeslee PROPN ital-12483 253 60 , , PUNCT ital-12483 253 61 “ " PUNCT ital-12483 253 62 the the DET ital-12483 253 63 craap craap PROPN ital-12483 253 64 test test NOUN ital-12483 253 65 , , PUNCT ital-12483 253 66 ” " PUNCT ital-12483 253 67 loex loex X ital-12483 253 68 quarterly quarterly ADJ ital-12483 253 69 3 3 NUM ital-12483 253 70 , , PUNCT ital-12483 253 71 no no NOUN ital-12483 253 72 . . NOUN ital-12483 253 73 3 3 NUM ital-12483 253 74 ( ( PUNCT ital-12483 253 75 2004):4 2004):4 NOUN ital-12483 253 76 . . PUNCT ital-12483 253 77 15 15 NUM ital-12483 253 78 victoria victoria PROPN ital-12483 253 79 l. l. PROPN ital-12483 253 80 rubin rubin PROPN ital-12483 253 81 and and CCONJ ital-12483 253 82 niall niall PROPN ital-12483 253 83 conroy conroy PROPN ital-12483 253 84 , , PUNCT ital-12483 253 85 “ " PUNCT ital-12483 253 86 discerning discern VERB ital-12483 253 87 truth truth NOUN ital-12483 253 88 from from ADP ital-12483 253 89 deception deception NOUN ital-12483 253 90 : : PUNCT ital-12483 253 91 human human ADJ ital-12483 253 92 judgments judgment NOUN ital-12483 253 93 and and CCONJ ital-12483 253 94 automation automation NOUN ital-12483 253 95 efforts effort NOUN ital-12483 253 96 , , PUNCT ital-12483 253 97 ” " PUNCT ital-12483 253 98 first first ADJ ital-12483 253 99 monday monday PROPN ital-12483 253 100 17 17 NUM ital-12483 253 101 , , PUNCT ital-12483 253 102 no no NOUN ital-12483 253 103 . . NOUN ital-12483 253 104 5 5 NUM ital-12483 253 105 ( ( PUNCT ital-12483 253 106 2012 2012 NUM ital-12483 253 107 ) ) PUNCT ital-12483 253 108 , , PUNCT ital-12483 253 109 https://doi.org/10.5210/fm.v17i3.3933 https://doi.org/10.5210/fm.v17i3.3933 PRON ital-12483 253 110 ; ; PUNCT ital-12483 253 111 verónica verónica PROPN ital-12483 253 112 pérez pérez PROPN ital-12483 253 113 - - PUNCT ital-12483 253 114 rosas rosas PROPN ital-12483 253 115 et et PROPN ital-12483 253 116 al al PROPN ital-12483 253 117 . . PROPN ital-12483 253 118 , , PUNCT ital-12483 253 119 “ " PUNCT ital-12483 253 120 automatic automatic ADJ ital-12483 253 121 detection detection NOUN ital-12483 253 122 of of ADP ital-12483 253 123 fake fake ADJ ital-12483 253 124 news news NOUN ital-12483 253 125 , , PUNCT ital-12483 253 126 ” " PUNCT ital-12483 253 127 arxiv arxiv PROPN ital-12483 253 128 preprint preprint NOUN ital-12483 253 129 arxiv:1708.07104 arxiv:1708.07104 PROPN ital-12483 253 130 ( ( PUNCT ital-12483 253 131 2017 2017 NUM ital-12483 253 132 ) ) PUNCT ital-12483 253 133 . . PUNCT ital-12483 254 1 16 16 NUM ital-12483 254 2 justin justin PROPN ital-12483 254 3 p. p. PROPN ital-12483 254 4 friesen friesen PROPN ital-12483 254 5 , , PUNCT ital-12483 254 6 troy troy PROPN ital-12483 254 7 h. h. PROPN ital-12483 254 8 campbell campbell PROPN ital-12483 254 9 , , PUNCT ital-12483 254 10 and and CCONJ ital-12483 254 11 aaron aaron PROPN ital-12483 254 12 c. c. PROPN ital-12483 254 13 kay kay PROPN ital-12483 254 14 , , PUNCT ital-12483 254 15 “ " PUNCT ital-12483 254 16 the the DET ital-12483 254 17 psychological psychological ADJ ital-12483 254 18 advantage advantage NOUN ital-12483 254 19 of of ADP ital-12483 254 20 unfalsifiability unfalsifiability NOUN ital-12483 254 21 : : PUNCT ital-12483 254 22 the the DET ital-12483 254 23 appeal appeal NOUN ital-12483 254 24 of of ADP ital-12483 254 25 untestable untestable ADJ ital-12483 254 26 religious religious ADJ ital-12483 254 27 and and CCONJ ital-12483 254 28 political political ADJ ital-12483 254 29 ideologies ideology NOUN ital-12483 254 30 , , PUNCT ital-12483 254 31 ” " PUNCT ital-12483 254 32 journal journal NOUN ital-12483 254 33 of of ADP ital-12483 254 34 personality personality NOUN ital-12483 254 35 and and CCONJ ital-12483 254 36 social social ADJ ital-12483 254 37 psychology psychology NOUN ital-12483 254 38 108 108 NUM ital-12483 254 39 , , PUNCT ital-12483 254 40 no no NOUN ital-12483 254 41 . . NOUN ital-12483 254 42 3 3 NUM ital-12483 254 43 ( ( PUNCT ital-12483 254 44 2015 2015 NUM ital-12483 254 45 ): ): PUNCT ital-12483 254 46 515–29 515–29 NUM ital-12483 254 47 , , PUNCT ital-12483 254 48 https://doi.org/10.1037/pspp0000018 https://doi.org/10.1037/pspp0000018 PROPN ital-12483 254 49 . . PUNCT ital-12483 255 1 17 17 NUM ital-12483 255 2 tanja tanja PROPN ital-12483 255 3 pavleska pavleska PROPN ital-12483 255 4 et et NOUN ital-12483 256 1 al al PROPN ital-12483 256 2 . . PROPN ital-12483 256 3 , , PUNCT ital-12483 256 4 “ " PUNCT ital-12483 256 5 performance performance NOUN ital-12483 256 6 analysis analysis NOUN ital-12483 256 7 of of ADP ital-12483 256 8 fact fact NOUN ital-12483 256 9 - - PUNCT ital-12483 256 10 checking check VERB ital-12483 256 11 organizations organization NOUN ital-12483 256 12 and and CCONJ ital-12483 256 13 initiatives initiative NOUN ital-12483 256 14 in in ADP ital-12483 256 15 europe europe PROPN ital-12483 256 16 : : PUNCT ital-12483 256 17 a a DET ital-12483 256 18 critical critical ADJ ital-12483 256 19 overview overview NOUN ital-12483 256 20 of of ADP ital-12483 256 21 online online ADJ ital-12483 256 22 platforms platform NOUN ital-12483 256 23 fighting fight VERB ital-12483 256 24 fake fake ADJ ital-12483 256 25 news news NOUN ital-12483 256 26 , , PUNCT ital-12483 256 27 ” " PUNCT ital-12483 256 28 social social ADJ ital-12483 256 29 media medium NOUN ital-12483 256 30 and and CCONJ ital-12483 256 31 convergence convergence NOUN ital-12483 256 32 29 29 NUM ital-12483 256 33 ( ( PUNCT ital-12483 256 34 2018 2018 NUM ital-12483 256 35 ) ) PUNCT ital-12483 256 36 . . PUNCT ital-12483 257 1 18 18 NUM ital-12483 257 2 yasmine yasmine NOUN ital-12483 257 3 lahlou lahlou ADJ ital-12483 257 4 , , PUNCT ital-12483 257 5 sanaa sanaa PROPN ital-12483 257 6 el el PROPN ital-12483 257 7 fkihi fkihi PROPN ital-12483 257 8 , , PUNCT ital-12483 257 9 and and CCONJ ital-12483 257 10 rdouan rdouan PROPN ital-12483 257 11 faizi faizi PROPN ital-12483 257 12 , , PUNCT ital-12483 257 13 “ " PUNCT ital-12483 257 14 automatic automatic ADJ ital-12483 257 15 detection detection NOUN ital-12483 257 16 of of ADP ital-12483 257 17 fake fake ADJ ital-12483 257 18 news news NOUN ital-12483 257 19 on on ADP ital-12483 257 20 online online ADJ ital-12483 257 21 platforms platform NOUN ital-12483 257 22 : : PUNCT ital-12483 257 23 a a DET ital-12483 257 24 survey survey NOUN ital-12483 257 25 , , PUNCT ital-12483 257 26 ” " PUNCT ital-12483 257 27 ( ( PUNCT ital-12483 257 28 paper paper NOUN ital-12483 257 29 , , PUNCT ital-12483 257 30 2019 2019 NUM ital-12483 257 31 1st 1st ADJ ital-12483 257 32 international international ADJ ital-12483 257 33 conference conference NOUN ital-12483 257 34 on on ADP ital-12483 257 35 smart smart ADJ ital-12483 257 36 systems system NOUN ital-12483 257 37 and and CCONJ ital-12483 257 38 data datum NOUN ital-12483 257 39 science science NOUN ital-12483 257 40 ( ( PUNCT ital-12483 257 41 icssd icssd PROPN ital-12483 257 42 ) ) PUNCT ital-12483 257 43 , , PUNCT ital-12483 257 44 rabat rabat NOUN ital-12483 257 45 , , PUNCT ital-12483 257 46 morocco morocco PROPN ital-12483 257 47 , , PUNCT ital-12483 257 48 2019 2019 NUM ital-12483 257 49 ) ) PUNCT ital-12483 257 50 , , PUNCT ital-12483 257 51 https://doi.org/10.1109/icssd47982.2019.9002823 https://doi.org/10.1109/icssd47982.2019.9002823 PROPN ital-12483 257 52 ; ; PUNCT ital-12483 257 53 christian christian PROPN ital-12483 257 54 janze janze PROPN ital-12483 257 55 , , PUNCT ital-12483 257 56 and and CCONJ ital-12483 257 57 marten marten PROPN ital-12483 257 58 risius risius PROPN ital-12483 257 59 , , PUNCT ital-12483 257 60 “ " PUNCT ital-12483 257 61 automatic automatic ADJ ital-12483 257 62 detection detection NOUN ital-12483 257 63 of of ADP ital-12483 257 64 fake fake ADJ ital-12483 257 65 news news NOUN ital-12483 257 66 on on ADP ital-12483 257 67 social social ADJ ital-12483 257 68 media medium NOUN ital-12483 257 69 platforms platform NOUN ital-12483 257 70 , , PUNCT ital-12483 257 71 ” " PUNCT ital-12483 257 72 ( ( PUNCT ital-12483 257 73 paper paper NOUN ital-12483 257 74 , , PUNCT ital-12483 257 75 pasific pasific PROPN ital-12483 257 76 asia asia PROPN ital-12483 257 77 conference conference PROPN ital-12483 257 78 on on ADP ital-12483 257 79 information information NOUN ital-12483 257 80 systems system NOUN ital-12483 257 81 ( ( PUNCT ital-12483 257 82 pacis pacis PROPN ital-12483 257 83 ) ) PUNCT ital-12483 257 84 , , PUNCT ital-12483 257 85 2017 2017 NUM ital-12483 257 86 ) ) PUNCT ital-12483 257 87 ; ; PUNCT ital-12483 257 88 torstein torstein PROPN ital-12483 257 89 granskogen granskogen PROPN ital-12483 257 90 , , PUNCT ital-12483 257 91 “ " PUNCT ital-12483 257 92 automatic automatic ADJ ital-12483 257 93 detection detection NOUN ital-12483 257 94 of of ADP ital-12483 257 95 fake fake ADJ ital-12483 257 96 news news NOUN ital-12483 257 97 in in ADP ital-12483 257 98 social social ADJ ital-12483 257 99 media medium NOUN ital-12483 257 100 using use VERB ital-12483 257 101 contextual contextual ADJ ital-12483 257 102 information information NOUN ital-12483 257 103 ” " PUNCT ital-12483 257 104 ( ( PUNCT ital-12483 257 105 master master NOUN ital-12483 257 106 ’s ’s NUM ital-12483 257 107 thesis thesis NOUN ital-12483 257 108 , , PUNCT ital-12483 257 109 norwegian norwegian ADJ ital-12483 257 110 university university PROPN ital-12483 257 111 of of ADP ital-12483 257 112 science science NOUN ital-12483 257 113 and and CCONJ ital-12483 257 114 technology technology NOUN ital-12483 257 115 ( ( PUNCT ital-12483 257 116 ntnu ntnu PROPN ital-12483 257 117 ) ) PUNCT ital-12483 257 118 , , PUNCT ital-12483 257 119 2018 2018 NUM ital-12483 257 120 ) ) PUNCT ital-12483 257 121 . . PUNCT ital-12483 258 1 19 19 NUM ital-12483 258 2 jacob jacob PROPN ital-12483 258 3 l. l. PROPN ital-12483 258 4 nelson nelson PROPN ital-12483 258 5 and and CCONJ ital-12483 258 6 harsh harsh ADJ ital-12483 258 7 taneja taneja NOUN ital-12483 258 8 , , PUNCT ital-12483 258 9 “ " PUNCT ital-12483 258 10 the the DET ital-12483 258 11 small small ADJ ital-12483 258 12 , , PUNCT ital-12483 258 13 disloyal disloyal ADJ ital-12483 258 14 fake fake ADJ ital-12483 258 15 news news NOUN ital-12483 258 16 audience audience NOUN ital-12483 258 17 : : PUNCT ital-12483 258 18 the the DET ital-12483 258 19 role role NOUN ital-12483 258 20 of of ADP ital-12483 258 21 audience audience NOUN ital-12483 258 22 availability availability NOUN ital-12483 258 23 in in ADP ital-12483 258 24 fake fake ADJ ital-12483 258 25 news news NOUN ital-12483 258 26 consumption consumption NOUN ital-12483 258 27 , , PUNCT ital-12483 258 28 ” " PUNCT ital-12483 258 29 new new ADJ ital-12483 258 30 media medium NOUN ital-12483 258 31 & & CCONJ ital-12483 258 32 society society NOUN ital-12483 258 33 20 20 NUM ital-12483 258 34 , , PUNCT ital-12483 258 35 no no NOUN ital-12483 258 36 . . NOUN ital-12483 258 37 10 10 NUM ital-12483 258 38 ( ( PUNCT ital-12483 258 39 2018 2018 NUM ital-12483 258 40 ): ): PUNCT ital-12483 258 41 3720–37 3720–37 ADJ ital-12483 258 42 , , PUNCT ital-12483 258 43 https://doi.org/10.1177/1461444818758715 https://doi.org/10.1177/1461444818758715 NOUN ital-12483 258 44 ; ; PUNCT ital-12483 258 45 philip philip PROPN ital-12483 258 46 n. n. PROPN ital-12483 258 47 howard howard PROPN ital-12483 258 48 et et PROPN ital-12483 258 49 al al PROPN ital-12483 258 50 . . PROPN ital-12483 258 51 , , PUNCT ital-12483 258 52 “ " PUNCT ital-12483 258 53 social social ADJ ital-12483 258 54 media medium NOUN ital-12483 258 55 , , PUNCT ital-12483 258 56 news news NOUN ital-12483 258 57 and and CCONJ ital-12483 258 58 political political ADJ ital-12483 258 59 information information NOUN ital-12483 258 60 during during ADP ital-12483 258 61 the the DET ital-12483 258 62 us us PROPN ital-12483 258 63 election election NOUN ital-12483 258 64 : : PUNCT ital-12483 258 65 was be AUX ital-12483 258 66 polarizing polarize VERB ital-12483 258 67 content content NOUN ital-12483 258 68 concentrated concentrate VERB ital-12483 258 69 in in ADP ital-12483 258 70 swing swing NOUN ital-12483 258 71 states state NOUN ital-12483 258 72 ? ? PUNCT ital-12483 258 73 , , PUNCT ital-12483 258 74 ” " PUNCT ital-12483 258 75 arxiv arxiv PROPN ital-12483 258 76 preprint preprint NOUN ital-12483 258 77 arxiv:1802.03573 arxiv:1802.03573 NOUN ital-12483 258 78 ( ( PUNCT ital-12483 258 79 2018 2018 NUM ital-12483 258 80 ) ) PUNCT ital-12483 258 81 ; ; PUNCT ital-12483 258 82 alexandre alexandre NOUN ital-12483 258 83 bovet bovet PROPN ital-12483 258 84 and and CCONJ ital-12483 258 85 hernán hernán PROPN ital-12483 258 86 a. a. PROPN ital-12483 258 87 makse makse PROPN ital-12483 258 88 , , PUNCT ital-12483 258 89 “ " PUNCT ital-12483 258 90 influence influence NOUN ital-12483 258 91 of of ADP ital-12483 258 92 fake fake ADJ ital-12483 258 93 news news NOUN ital-12483 258 94 in in ADP ital-12483 258 95 twitter twitter NOUN ital-12483 258 96 during during ADP ital-12483 258 97 the the DET ital-12483 258 98 2016 2016 NUM ital-12483 258 99 us we PRON ital-12483 258 100 presidential presidential ADJ ital-12483 258 101 election election NOUN ital-12483 258 102 , , PUNCT ital-12483 258 103 ” " PUNCT ital-12483 258 104 nature nature NOUN ital-12483 258 105 communications communication NOUN ital-12483 258 106 10 10 NUM ital-12483 258 107 , , PUNCT ital-12483 258 108 no no NOUN ital-12483 258 109 . . NOUN ital-12483 258 110 7 7 NUM ital-12483 258 111 ( ( PUNCT ital-12483 258 112 2019 2019 NUM ital-12483 258 113 ): ): PUNCT ital-12483 258 114 1–14 1–14 NUM ital-12483 258 115 , , PUNCT ital-12483 258 116 https://doi.org/10.1038/s41467-018-07761-2 https://doi.org/10.1038/s41467-018-07761-2 NUM ital-12483 258 117 . . PUNCT ital-12483 259 1 20 20 NUM ital-12483 259 2 lina lina NOUN ital-12483 259 3 zhou zhou PROPN ital-12483 259 4 et et PROPN ital-12483 260 1 al al PROPN ital-12483 260 2 . . PROPN ital-12483 260 3 , , PUNCT ital-12483 260 4 “ " PUNCT ital-12483 260 5 automating automate VERB ital-12483 260 6 linguistics linguistic NOUN ital-12483 260 7 - - PUNCT ital-12483 260 8 based base VERB ital-12483 260 9 cues cue NOUN ital-12483 260 10 for for ADP ital-12483 260 11 detecting detect VERB ital-12483 260 12 deception deception NOUN ital-12483 260 13 in in ADP ital-12483 260 14 text text NOUN ital-12483 260 15 - - PUNCT ital-12483 260 16 based base VERB ital-12483 260 17 asynchronous asynchronous ADJ ital-12483 260 18 computer computer NOUN ital-12483 260 19 - - PUNCT ital-12483 260 20 mediated mediate VERB ital-12483 260 21 communications communication NOUN ital-12483 260 22 , , PUNCT ital-12483 260 23 ” " PUNCT ital-12483 260 24 group group NOUN ital-12483 260 25 decision decision NOUN ital-12483 260 26 and and CCONJ ital-12483 260 27 negotiation negotiation NOUN ital-12483 260 28 13 13 NUM ital-12483 260 29 , , PUNCT ital-12483 260 30 no no NOUN ital-12483 260 31 . . NOUN ital-12483 260 32 1 1 NUM ital-12483 260 33 ( ( PUNCT ital-12483 260 34 2004 2004 NUM ital-12483 260 35 ): ): PUNCT ital-12483 260 36 81–106 81–106 NUM ital-12483 260 37 , , PUNCT ital-12483 260 38 https://doi.org/10.1023/b:grup.0000011944.62889.6f https://doi.org/10.1023/b:grup.0000011944.62889.6f NOUN ital-12483 260 39 ; ; PUNCT ital-12483 260 40 myle myle PROPN ital-12483 260 41 ott ott NOUN ital-12483 260 42 et et PROPN ital-12483 260 43 al al PROPN ital-12483 260 44 . . PROPN ital-12483 260 45 , , PUNCT ital-12483 260 46 “ " PUNCT ital-12483 260 47 finding find VERB ital-12483 260 48 deceptive deceptive ADJ ital-12483 260 49 opinion opinion NOUN ital-12483 260 50 spam spam NOUN ital-12483 260 51 by by ADP ital-12483 260 52 any any DET ital-12483 260 53 stretch stretch NOUN ital-12483 260 54 of of ADP ital-12483 260 55 the the DET ital-12483 260 56 imagination imagination NOUN ital-12483 260 57 , , PUNCT ital-12483 260 58 ” " PUNCT ital-12483 260 59 arxiv arxiv PROPN ital-12483 260 60 preprint preprint NOUN ital-12483 260 61 arxiv:1107.4557 arxiv:1107.4557 NOUN ital-12483 260 62 ( ( PUNCT ital-12483 260 63 2011 2011 NUM ital-12483 260 64 ) ) PUNCT ital-12483 260 65 ; ; PUNCT ital-12483 260 66 rada rada PROPN ital-12483 260 67 mihalcea mihalcea PROPN ital-12483 260 68 and and CCONJ ital-12483 260 69 carlo carlo PROPN ital-12483 260 70 strapparava strapparava PROPN ital-12483 260 71 , , PUNCT ital-12483 260 72 “ " PUNCT ital-12483 260 73 the the DET ital-12483 260 74 lie lie NOUN ital-12483 260 75 detector detector NOUN ital-12483 260 76 : : PUNCT ital-12483 260 77 explorations exploration NOUN ital-12483 260 78 in in ADP ital-12483 260 79 the the DET ital-12483 260 80 automatic automatic ADJ ital-12483 260 81 recognition recognition NOUN ital-12483 260 82 of of ADP ital-12483 260 83 deceptive deceptive ADJ ital-12483 260 84 language language NOUN ital-12483 260 85 , , PUNCT ital-12483 260 86 ” " PUNCT ital-12483 260 87 ( ( PUNCT ital-12483 260 88 paper paper NOUN ital-12483 260 89 , , PUNCT ital-12483 260 90 proceedings proceeding NOUN ital-12483 260 91 of of ADP ital-12483 260 92 the the DET ital-12483 260 93 acl acl PROPN ital-12483 260 94 - - PUNCT ital-12483 260 95 ijcnlp ijcnlp ADJ ital-12483 260 96 2009 2009 NUM ital-12483 260 97 conference conference NOUN ital-12483 260 98 short short ADJ ital-12483 260 99 papers paper NOUN ital-12483 260 100 , , PUNCT ital-12483 260 101 ( ( PUNCT ital-12483 260 102 2009 2009 NUM ital-12483 260 103 ): ): PUNCT ital-12483 260 104 association association NOUN ital-12483 260 105 for for ADP ital-12483 260 106 computational computational ADJ ital-12483 260 107 linguistics linguistic NOUN ital-12483 260 108 , , PUNCT ital-12483 260 109 309–12 309–12 NUM ital-12483 260 110 ) ) PUNCT ital-12483 260 111 ; ; PUNCT ital-12483 260 112 julia julia PROPN ital-12483 260 113 b. b. PROPN ital-12483 260 114 hirschberg hirschberg PROPN ital-12483 260 115 et et PROPN ital-12483 260 116 al al PROPN ital-12483 260 117 . . PROPN ital-12483 260 118 , , PUNCT ital-12483 260 119 “ " PUNCT ital-12483 260 120 distinguishing distinguish VERB ital-12483 260 121 deceptive deceptive ADJ ital-12483 260 122 from from ADP ital-12483 260 123 non non ADJ ital-12483 260 124 - - ADJ ital-12483 260 125 deceptive deceptive ADJ ital-12483 260 126 speech speech NOUN ital-12483 260 127 , , PUNCT ital-12483 260 128 ” " PUNCT ital-12483 260 129 ( ( PUNCT ital-12483 260 130 2005 2005 NUM ital-12483 260 131 ) ) PUNCT ital-12483 260 132 , , PUNCT ital-12483 260 133 https://doi.org/10.7916/d8697c06 https://doi.org/10.7916/d8697c06 INTJ ital-12483 260 134 . . PUNCT ital-12483 261 1 21 21 NUM ital-12483 261 2 victoria victoria PROPN ital-12483 261 3 l. l. PROPN ital-12483 261 4 rubin rubin PROPN ital-12483 261 5 , , PUNCT ital-12483 261 6 yimin yimin PROPN ital-12483 261 7 chen chen PROPN ital-12483 261 8 , , PUNCT ital-12483 261 9 and and CCONJ ital-12483 261 10 nadia nadia PROPN ital-12483 261 11 k. k. PROPN ital-12483 261 12 conroy conroy PROPN ital-12483 261 13 , , PUNCT ital-12483 261 14 “ " PUNCT ital-12483 261 15 deception deception NOUN ital-12483 261 16 detection detection NOUN ital-12483 261 17 for for ADP ital-12483 261 18 news news NOUN ital-12483 261 19 : : PUNCT ital-12483 261 20 three three NUM ital-12483 261 21 types type NOUN ital-12483 261 22 of of ADP ital-12483 261 23 fakes fake NOUN ital-12483 261 24 , , PUNCT ital-12483 261 25 ” " PUNCT ital-12483 261 26 proceedings proceeding NOUN ital-12483 261 27 of of ADP ital-12483 261 28 the the DET ital-12483 261 29 association association NOUN ital-12483 261 30 for for ADP ital-12483 261 31 information information NOUN ital-12483 261 32 science science NOUN ital-12483 261 33 and and CCONJ ital-12483 261 34 technology technology NOUN ital-12483 261 35 52 52 NUM ital-12483 261 36 , , PUNCT ital-12483 261 37 no no INTJ ital-12483 261 38 . . NOUN ital-12483 261 39 1 1 NUM ital-12483 261 40 ( ( PUNCT ital-12483 261 41 2015 2015 NUM ital-12483 261 42 ): ): PUNCT ital-12483 261 43 1–4 1–4 NUM ital-12483 261 44 , , PUNCT ital-12483 261 45 https://doi.org/10.1002/pra2.2015.145052010083 https://doi.org/10.1002/pra2.2015.145052010083 PROPN ital-12483 261 46 ; ; PUNCT ital-12483 261 47 david david PROPN ital-12483 261 48 m. m. PROPN ital-12483 261 49 markowitz markowitz PROPN ital-12483 261 50 , , PUNCT ital-12483 261 51 and and CCONJ ital-12483 261 52 jeffrey jeffrey PROPN ital-12483 261 53 t. t. PROPN ital-12483 261 54 hancock hancock PROPN ital-12483 261 55 , , PUNCT ital-12483 261 56 “ " PUNCT ital-12483 261 57 linguistic linguistic ADJ ital-12483 261 58 traces trace NOUN ital-12483 261 59 of of ADP ital-12483 261 60 a a DET ital-12483 261 61 scientific scientific ADJ ital-12483 261 62 fraud fraud NOUN ital-12483 261 63 : : PUNCT ital-12483 261 64 the the DET ital-12483 261 65 case case NOUN ital-12483 261 66 of of ADP ital-12483 261 67 diederik diederik PROPN ital-12483 261 68 stapel stapel ADJ ital-12483 261 69 , , PUNCT ital-12483 261 70 ” " PUNCT ital-12483 261 71 plos plos PROPN ital-12483 261 72 https://doi.org/10.1177/0165551513478889 https://doi.org/10.1177/0165551513478889 PROPN ital-12483 261 73 https://doi.org/10.5210/fm.v17i3.3933 https://doi.org/10.5210/fm.v17i3.3933 PROPN ital-12483 261 74 https://psycnet.apa.org/doi/10.1037/pspp0000018 https://psycnet.apa.org/doi/10.1037/pspp0000018 VERB ital-12483 261 75 https://doi.org/10.1109/icssd47982.2019.9002823 https://doi.org/10.1109/icssd47982.2019.9002823 PROPN ital-12483 261 76 https://doi.org/10.1177%2f1461444818758715 https://doi.org/10.1177%2f1461444818758715 PROPN ital-12483 261 77 https://doi.org/10.1038/s41467-018-07761-2 https://doi.org/10.1038/s41467-018-07761-2 NUM ital-12483 261 78 https://doi.org/10.1023/b:grup.0000011944.62889.6f https://doi.org/10.1023/b:grup.0000011944.62889.6f NOUN ital-12483 261 79 https://doi.org/10.7916/d8697c06 https://doi.org/10.7916/d8697c06 X ital-12483 261 80 https://doi.org/10.1002/pra2.2015.145052010083 https://doi.org/10.1002/pra2.2015.145052010083 PROPN ital-12483 261 81 information information NOUN ital-12483 261 82 technology technology NOUN ital-12483 261 83 and and CCONJ ital-12483 261 84 libraries library NOUN ital-12483 261 85 december december PROPN ital-12483 261 86 2020 2020 NUM ital-12483 261 87 automated automate VERB ital-12483 261 88 fake fake ADJ ital-12483 261 89 news news NOUN ital-12483 261 90 detection detection NOUN ital-12483 261 91 in in ADP ital-12483 261 92 the the DET ital-12483 261 93 age age NOUN ital-12483 261 94 of of ADP ital-12483 261 95 digital digital ADJ ital-12483 261 96 libraries library NOUN ital-12483 261 97 | | NOUN ital-12483 261 98 mertoğlu mertoğlu NOUN ital-12483 261 99 and and CCONJ ital-12483 261 100 genç genç VERB ital-12483 261 101 18 18 NUM ital-12483 261 102 one one NUM ital-12483 261 103 9 9 NUM ital-12483 261 104 , , PUNCT ital-12483 261 105 no no NOUN ital-12483 261 106 . . NOUN ital-12483 261 107 8 8 NUM ital-12483 261 108 ( ( PUNCT ital-12483 261 109 2014 2014 NUM ital-12483 261 110 ): ): PUNCT ital-12483 261 111 e105937 e105937 X ital-12483 261 112 , , PUNCT ital-12483 261 113 https://doi.org/10.1371/journal.pone.0105937 https://doi.org/10.1371/journal.pone.0105937 SPACE ital-12483 261 114 ; ; PUNCT ital-12483 261 115 jing jing PROPN ital-12483 261 116 ma ma PROPN ital-12483 261 117 et et INTJ ital-12483 261 118 al al PROPN ital-12483 261 119 . . PROPN ital-12483 261 120 , , PUNCT ital-12483 261 121 “ " PUNCT ital-12483 261 122 detecting detect VERB ital-12483 261 123 rumors rumor NOUN ital-12483 261 124 from from ADP ital-12483 261 125 microblogs microblog NOUN ital-12483 261 126 with with ADP ital-12483 261 127 recurrent recurrent ADJ ital-12483 261 128 neural neural ADJ ital-12483 261 129 networks network NOUN ital-12483 261 130 , , PUNCT ital-12483 261 131 ” " PUNCT ital-12483 261 132 ( ( PUNCT ital-12483 261 133 paper paper NOUN ital-12483 261 134 , , PUNCT ital-12483 261 135 proceedings proceeding NOUN ital-12483 261 136 of of ADP ital-12483 261 137 the the DET ital-12483 261 138 25th 25th ADJ ital-12483 261 139 international international ADJ ital-12483 261 140 joint joint ADJ ital-12483 261 141 conference conference NOUN ital-12483 261 142 on on ADP ital-12483 261 143 artificial artificial ADJ ital-12483 261 144 intelligence intelligence NOUN ital-12483 261 145 ( ( PUNCT ital-12483 261 146 ijcai ijcai VERB ital-12483 261 147 2016 2016 NUM ital-12483 261 148 ) ) PUNCT ital-12483 261 149 , , PUNCT ital-12483 261 150 ( ( PUNCT ital-12483 261 151 2016 2016 NUM ital-12483 261 152 ): ): PUNCT ital-12483 261 153 3818–24 3818–24 PROPN ital-12483 261 154 ) ) PUNCT ital-12483 261 155 , , PUNCT ital-12483 261 156 https://ink.library.smu.edu.sg/sis_research/4630 https://ink.library.smu.edu.sg/sis_research/4630 PROPN ital-12483 261 157 . . PROPN ital-12483 261 158 22 22 NUM ital-12483 261 159 kai kai PROPN ital-12483 261 160 shu shu NOUN ital-12483 261 161 et et PROPN ital-12483 262 1 al al PROPN ital-12483 262 2 . . PROPN ital-12483 262 3 , , PUNCT ital-12483 262 4 “ " PUNCT ital-12483 262 5 fake fake ADJ ital-12483 262 6 news news NOUN ital-12483 262 7 detection detection NOUN ital-12483 262 8 on on ADP ital-12483 262 9 social social ADJ ital-12483 262 10 media medium NOUN ital-12483 262 11 : : PUNCT ital-12483 262 12 a a DET ital-12483 262 13 data data NOUN ital-12483 262 14 mining mining NOUN ital-12483 262 15 perspective perspective NOUN ital-12483 262 16 , , PUNCT ital-12483 262 17 ” " PUNCT ital-12483 262 18 acm acm NOUN ital-12483 262 19 sigkdd sigkdd PROPN ital-12483 262 20 explorations exploration NOUN ital-12483 262 21 newsletter newsletter NOUN ital-12483 262 22 19 19 NUM ital-12483 262 23 , , PUNCT ital-12483 262 24 no no NOUN ital-12483 262 25 . . NOUN ital-12483 262 26 1 1 NUM ital-12483 262 27 ( ( PUNCT ital-12483 262 28 2017 2017 NUM ital-12483 262 29 ): ): PUNCT ital-12483 262 30 22–36 22–36 NUM ital-12483 262 31 , , PUNCT ital-12483 262 32 https://doi.org/10.1145/3137597.3137600 https://doi.org/10.1145/3137597.3137600 PROPN ital-12483 262 33 . . PUNCT ital-12483 263 1 23 23 NUM ital-12483 263 2 eugenio eugenio NOUN ital-12483 263 3 tacchini tacchini NOUN ital-12483 263 4 et et PROPN ital-12483 263 5 al al PROPN ital-12483 263 6 . . PROPN ital-12483 263 7 , , PUNCT ital-12483 263 8 “ " PUNCT ital-12483 263 9 some some PRON ital-12483 263 10 like like ADP ital-12483 263 11 it it PRON ital-12483 263 12 hoax hoax VERB ital-12483 263 13 : : PUNCT ital-12483 263 14 automated automate VERB ital-12483 263 15 fake fake ADJ ital-12483 263 16 news news NOUN ital-12483 263 17 detection detection NOUN ital-12483 263 18 in in ADP ital-12483 263 19 social social ADJ ital-12483 263 20 networks network NOUN ital-12483 263 21 , , PUNCT ital-12483 263 22 ” " PUNCT ital-12483 263 23 arxiv arxiv PROPN ital-12483 263 24 preprint preprint PROPN ital-12483 263 25 arxiv:1704.07506 arxiv:1704.07506 PROPN ital-12483 263 26 ( ( PUNCT ital-12483 263 27 2017 2017 NUM ital-12483 263 28 ) ) PUNCT ital-12483 263 29 . . PUNCT ital-12483 264 1 24 24 NUM ital-12483 264 2 julio julio PROPN ital-12483 264 3 c.s c.s PROPN ital-12483 264 4 . . PROPN ital-12483 264 5 reis reis PROPN ital-12483 264 6 et et PROPN ital-12483 264 7 al al PROPN ital-12483 264 8 . . PROPN ital-12483 264 9 , , PUNCT ital-12483 264 10 “ " PUNCT ital-12483 264 11 supervised supervise VERB ital-12483 264 12 learning learning NOUN ital-12483 264 13 for for ADP ital-12483 264 14 fake fake ADJ ital-12483 264 15 news news NOUN ital-12483 264 16 detection detection NOUN ital-12483 264 17 , , PUNCT ital-12483 264 18 ” " PUNCT ital-12483 264 19 ieee ieee NOUN ital-12483 264 20 intelligent intelligent ADJ ital-12483 264 21 systems system NOUN ital-12483 264 22 34 34 NUM ital-12483 264 23 , , PUNCT ital-12483 264 24 no no NOUN ital-12483 264 25 . . NOUN ital-12483 264 26 2 2 NUM ital-12483 264 27 ( ( PUNCT ital-12483 264 28 2019 2019 NUM ital-12483 264 29 ): ): PUNCT ital-12483 264 30 76–81 76–81 NUM ital-12483 264 31 , , PUNCT ital-12483 264 32 https://doi.org10.1109 https://doi.org10.1109 VERB ital-12483 264 33 / / SYM ital-12483 264 34 mis.2019.2899143 mis.2019.2899143 NOUN ital-12483 264 35 . . PUNCT ital-12483 265 1 25 25 NUM ital-12483 265 2 victoria victoria PROPN ital-12483 265 3 l. l. PROPN ital-12483 265 4 rubin rubin PROPN ital-12483 266 1 et et PROPN ital-12483 267 1 al al PROPN ital-12483 267 2 . . PROPN ital-12483 267 3 , , PUNCT ital-12483 267 4 “ " PUNCT ital-12483 267 5 fake fake ADJ ital-12483 267 6 news news NOUN ital-12483 267 7 or or CCONJ ital-12483 267 8 truth truth NOUN ital-12483 267 9 ? ? PUNCT ital-12483 268 1 using use VERB ital-12483 268 2 satirical satirical ADJ ital-12483 268 3 cues cue NOUN ital-12483 268 4 to to PART ital-12483 268 5 detect detect VERB ital-12483 268 6 potentially potentially ADV ital-12483 268 7 misleading misleading ADJ ital-12483 268 8 news news NOUN ital-12483 268 9 , , PUNCT ital-12483 268 10 ” " PUNCT ital-12483 268 11 ( ( PUNCT ital-12483 268 12 paper paper NOUN ital-12483 268 13 , , PUNCT ital-12483 268 14 proceedings proceeding NOUN ital-12483 268 15 of of ADP ital-12483 268 16 the the DET ital-12483 268 17 second second ADJ ital-12483 268 18 workshop workshop NOUN ital-12483 268 19 on on ADP ital-12483 268 20 computational computational ADJ ital-12483 268 21 approaches approach NOUN ital-12483 268 22 to to ADP ital-12483 268 23 deception deception NOUN ital-12483 268 24 detection detection NOUN ital-12483 268 25 , , PUNCT ital-12483 268 26 ( ( PUNCT ital-12483 268 27 2016 2016 NUM ital-12483 268 28 ): ): PUNCT ital-12483 268 29 7–17 7–17 PROPN ital-12483 268 30 ) ) PUNCT ital-12483 268 31 ; ; PUNCT ital-12483 268 32 francesco francesco PROPN ital-12483 268 33 barbieri barbieri PROPN ital-12483 268 34 , , PUNCT ital-12483 268 35 francesco francesco ADJ ital-12483 268 36 ronzano ronzano PROPN ital-12483 268 37 , , PUNCT ital-12483 268 38 and and CCONJ ital-12483 268 39 horacio horacio NOUN ital-12483 268 40 saggion saggion NOUN ital-12483 268 41 , , PUNCT ital-12483 268 42 “ " PUNCT ital-12483 268 43 is be AUX ital-12483 268 44 this this DET ital-12483 268 45 tweet tweet NOUN ital-12483 268 46 satirical satirical ADJ ital-12483 268 47 ? ? PUNCT ital-12483 269 1 a a DET ital-12483 269 2 computational computational ADJ ital-12483 269 3 approach approach NOUN ital-12483 269 4 for for ADP ital-12483 269 5 satire satire NOUN ital-12483 269 6 detection detection NOUN ital-12483 269 7 in in ADP ital-12483 269 8 spanish spanish NOUN ital-12483 269 9 , , PUNCT ital-12483 269 10 ” " PUNCT ital-12483 269 11 procesamiento procesamiento PROPN ital-12483 269 12 del del PROPN ital-12483 269 13 lenguaje lenguaje PROPN ital-12483 269 14 natural natural PROPN ital-12483 269 15 , , PUNCT ital-12483 269 16 no no NOUN ital-12483 269 17 . . NOUN ital-12483 269 18 55 55 NUM ital-12483 269 19 ( ( PUNCT ital-12483 269 20 2015 2015 NUM ital-12483 269 21 ): ): PUNCT ital-12483 269 22 135 135 NUM ital-12483 269 23 - - SYM ital-12483 269 24 42 42 NUM ital-12483 269 25 ; ; PUNCT ital-12483 269 26 soujanya soujanya PROPN ital-12483 269 27 poria poria PROPN ital-12483 269 28 et et PROPN ital-12483 270 1 al al PROPN ital-12483 270 2 . . PROPN ital-12483 270 3 , , PUNCT ital-12483 270 4 “ " PUNCT ital-12483 270 5 a a DET ital-12483 270 6 deeper deep ADJ ital-12483 270 7 look look NOUN ital-12483 270 8 into into ADP ital-12483 270 9 sarcastic sarcastic ADJ ital-12483 270 10 tweets tweet NOUN ital-12483 270 11 using use VERB ital-12483 270 12 deep deep ADJ ital-12483 270 13 convolutional convolutional ADJ ital-12483 270 14 neural neural ADJ ital-12483 270 15 networks network NOUN ital-12483 270 16 , , PUNCT ital-12483 270 17 ” " PUNCT ital-12483 270 18 arxiv arxiv PROPN ital-12483 270 19 preprint preprint NOUN ital-12483 270 20 arxiv:1610.08815 arxiv:1610.08815 NOUN ital-12483 270 21 ( ( PUNCT ital-12483 270 22 2016 2016 NUM ital-12483 270 23 ) ) PUNCT ital-12483 270 24 . . PUNCT ital-12483 271 1 26 26 NUM ital-12483 271 2 lei lei X ital-12483 271 3 guo guo PROPN ital-12483 271 4 and and CCONJ ital-12483 271 5 chris chris PROPN ital-12483 271 6 vargo vargo PROPN ital-12483 271 7 , , PUNCT ital-12483 271 8 “ " PUNCT ital-12483 271 9 ’ ' PUNCT ital-12483 271 10 fake fake ADJ ital-12483 271 11 news news NOUN ital-12483 271 12 ’ ' PUNCT ital-12483 271 13 and and CCONJ ital-12483 271 14 emerging emerge VERB ital-12483 271 15 online online ADJ ital-12483 271 16 media medium NOUN ital-12483 271 17 ecosystem ecosystem NOUN ital-12483 271 18 : : PUNCT ital-12483 271 19 an an DET ital-12483 271 20 integrated integrate VERB ital-12483 271 21 intermedia intermedia NOUN ital-12483 271 22 agenda agenda NOUN ital-12483 271 23 - - PUNCT ital-12483 271 24 setting set VERB ital-12483 271 25 analysis analysis NOUN ital-12483 271 26 of of ADP ital-12483 271 27 the the DET ital-12483 271 28 2016 2016 NUM ital-12483 271 29 us we PRON ital-12483 271 30 presidential presidential ADJ ital-12483 271 31 election election NOUN ital-12483 271 32 , , PUNCT ital-12483 271 33 ” " PUNCT ital-12483 271 34 communication communication NOUN ital-12483 271 35 research research NOUN ital-12483 271 36 47 47 NUM ital-12483 271 37 , , PUNCT ital-12483 271 38 no no NOUN ital-12483 271 39 . . NOUN ital-12483 271 40 2 2 NUM ital-12483 271 41 ( ( PUNCT ital-12483 271 42 2020 2020 NUM ital-12483 271 43 ): ): PUNCT ital-12483 271 44 178–200 178–200 NUM ital-12483 271 45 , , PUNCT ital-12483 271 46 https://doi.org/10.1177/0093650218777177 https://doi.org/10.1177/0093650218777177 NUM ital-12483 271 47 . . PUNCT ital-12483 272 1 27 27 NUM ital-12483 272 2 natali natali PROPN ital-12483 272 3 ruchansky ruchansky PROPN ital-12483 272 4 , , PUNCT ital-12483 272 5 sungyong sungyong NOUN ital-12483 272 6 seo seo NOUN ital-12483 272 7 , , PUNCT ital-12483 272 8 and and CCONJ ital-12483 272 9 yan yan PROPN ital-12483 272 10 liu liu PROPN ital-12483 272 11 , , PUNCT ital-12483 272 12 “ " PUNCT ital-12483 272 13 csi csi PROPN ital-12483 272 14 : : PUNCT ital-12483 272 15 a a DET ital-12483 272 16 hybrid hybrid ADJ ital-12483 272 17 deep deep ADJ ital-12483 272 18 model model NOUN ital-12483 272 19 for for ADP ital-12483 272 20 fake fake ADJ ital-12483 272 21 news news NOUN ital-12483 272 22 detection detection NOUN ital-12483 272 23 , , PUNCT ital-12483 272 24 ” " PUNCT ital-12483 272 25 proceedings proceeding NOUN ital-12483 272 26 of of ADP ital-12483 272 27 the the DET ital-12483 272 28 2017 2017 NUM ital-12483 272 29 acm acm NOUN ital-12483 272 30 on on ADP ital-12483 272 31 conference conference NOUN ital-12483 272 32 on on ADP ital-12483 272 33 information information NOUN ital-12483 272 34 and and CCONJ ital-12483 272 35 knowledge knowledge NOUN ital-12483 272 36 management management NOUN ital-12483 272 37 , , PUNCT ital-12483 272 38 ( ( PUNCT ital-12483 272 39 november november PROPN ital-12483 272 40 2017 2017 NUM ital-12483 272 41 ): ): PUNCT ital-12483 272 42 797–806 797–806 NUM ital-12483 272 43 , , PUNCT ital-12483 272 44 https://doi.org/10.1145/3132847.3132877 https://doi.org/10.1145/3132847.3132877 PROPN ital-12483 272 45 . . PUNCT ital-12483 273 1 28 28 NUM ital-12483 273 2 yaqing yaqe VERB ital-12483 273 3 wang wang PROPN ital-12483 273 4 et et PROPN ital-12483 274 1 al al PROPN ital-12483 274 2 . . PROPN ital-12483 274 3 , , PUNCT ital-12483 274 4 “ " PUNCT ital-12483 274 5 eann eann PROPN ital-12483 274 6 : : PUNCT ital-12483 274 7 event event NOUN ital-12483 274 8 adversarial adversarial ADJ ital-12483 274 9 neural neural ADJ ital-12483 274 10 networks network NOUN ital-12483 274 11 for for ADP ital-12483 274 12 multi multi ADJ ital-12483 274 13 - - ADJ ital-12483 274 14 modal modal ADJ ital-12483 274 15 fake fake ADJ ital-12483 274 16 news news NOUN ital-12483 274 17 detection detection NOUN ital-12483 274 18 , , PUNCT ital-12483 274 19 ” " PUNCT ital-12483 274 20 proceedings proceeding NOUN ital-12483 274 21 of of ADP ital-12483 274 22 the the DET ital-12483 274 23 24th 24th ADJ ital-12483 274 24 acm acm NOUN ital-12483 274 25 sigkdd sigkdd NOUN ital-12483 274 26 international international ADJ ital-12483 274 27 conference conference NOUN ital-12483 274 28 on on ADP ital-12483 274 29 knowledge knowledge PROPN ital-12483 274 30 discovery discovery PROPN ital-12483 274 31 & & CCONJ ital-12483 274 32 data datum NOUN ital-12483 274 33 mining mining NOUN ital-12483 274 34 , , PUNCT ital-12483 274 35 ( ( PUNCT ital-12483 274 36 2018 2018 NUM ital-12483 274 37 ): ): PUNCT ital-12483 274 38 849–57 849–57 NUM ital-12483 274 39 , , PUNCT ital-12483 274 40 https://doi.org/10.1145/3219819.3219903 https://doi.org/10.1145/3219819.3219903 NOUN ital-12483 274 41 ; ; PUNCT ital-12483 274 42 james james PROPN ital-12483 274 43 w. w. PROPN ital-12483 274 44 pennebaker pennebaker PROPN ital-12483 274 45 , , PUNCT ital-12483 274 46 martha martha PROPN ital-12483 274 47 e. e. PROPN ital-12483 274 48 francis francis PROPN ital-12483 274 49 , , PUNCT ital-12483 274 50 and and CCONJ ital-12483 274 51 roger roger PROPN ital-12483 274 52 j. j. PROPN ital-12483 274 53 booth booth PROPN ital-12483 274 54 , , PUNCT ital-12483 274 55 “ " PUNCT ital-12483 274 56 linguistic linguistic ADJ ital-12483 274 57 inquiry inquiry NOUN ital-12483 274 58 and and CCONJ ital-12483 274 59 word word NOUN ital-12483 274 60 count count NOUN ital-12483 274 61 : : PUNCT ital-12483 274 62 liwc liwc PROPN ital-12483 274 63 2001 2001 NUM ital-12483 274 64 ” " PUNCT ital-12483 274 65 , , PUNCT ital-12483 274 66 mahway mahway NOUN ital-12483 274 67 : : PUNCT ital-12483 274 68 lawrence lawrence PROPN ital-12483 274 69 erlbaum erlbaum PROPN ital-12483 274 70 associates associate VERB ital-12483 274 71 71 71 NUM ital-12483 274 72 , , PUNCT ital-12483 274 73 no no NOUN ital-12483 274 74 . . NOUN ital-12483 274 75 2001 2001 NUM ital-12483 274 76 ( ( PUNCT ital-12483 274 77 2001 2001 NUM ital-12483 274 78 ) ) PUNCT ital-12483 274 79 . . PUNCT ital-12483 275 1 29 29 NUM ital-12483 275 2 “ " PUNCT ital-12483 275 3 facebook facebook NOUN ital-12483 275 4 , , PUNCT ital-12483 275 5 twitter twitter PROPN ital-12483 275 6 may may AUX ital-12483 275 7 face face VERB ital-12483 275 8 more more ADJ ital-12483 275 9 scrutiny scrutiny NOUN ital-12483 275 10 in in ADP ital-12483 275 11 2019 2019 NUM ital-12483 275 12 to to PART ital-12483 275 13 check check VERB ital-12483 275 14 fake fake ADJ ital-12483 275 15 news news NOUN ital-12483 275 16 , , PUNCT ital-12483 275 17 hate hate NOUN ital-12483 275 18 speech speech NOUN ital-12483 275 19 , , PUNCT ital-12483 275 20 ” " PUNCT ital-12483 275 21 accessed access VERB ital-12483 275 22 may may PROPN ital-12483 275 23 17 17 NUM ital-12483 275 24 , , PUNCT ital-12483 275 25 2020 2020 NUM ital-12483 275 26 , , PUNCT ital-12483 275 27 available available ADJ ital-12483 275 28 : : PUNCT ital-12483 275 29 https://www.huffingtonpost.in/entry/facebook-twitter-may-facemore-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e https://www.huffingtonpost.in/entry/facebook-twitter-may-facemore-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e PROPN ital-12483 275 30 . . PROPN ital-12483 276 1 30 30 NUM ital-12483 276 2 nitesh nitesh PROPN ital-12483 276 3 v. v. PROPN ital-12483 276 4 chawla chawla PROPN ital-12483 276 5 et et PROPN ital-12483 276 6 al al PROPN ital-12483 276 7 . . PROPN ital-12483 276 8 , , PUNCT ital-12483 276 9 “ " PUNCT ital-12483 276 10 smote smote VERB ital-12483 276 11 : : PUNCT ital-12483 276 12 synthetic synthetic ADJ ital-12483 276 13 minority minority NOUN ital-12483 276 14 over over ADP ital-12483 276 15 - - PUNCT ital-12483 276 16 sampling sample VERB ital-12483 276 17 technique technique NOUN ital-12483 276 18 , , PUNCT ital-12483 276 19 ” " PUNCT ital-12483 276 20 journal journal NOUN ital-12483 276 21 of of ADP ital-12483 276 22 artificial artificial ADJ ital-12483 276 23 intelligence intelligence NOUN ital-12483 276 24 research research NOUN ital-12483 276 25 16 16 NUM ital-12483 276 26 , , PUNCT ital-12483 276 27 ( ( PUNCT ital-12483 276 28 2002 2002 NUM ital-12483 276 29 ): ): PUNCT ital-12483 276 30 321–57 321–57 NUM ital-12483 276 31 , , PUNCT ital-12483 276 32 https://doi.org/10.1613/jair.953 https://doi.org/10.1613/jair.953 NUM ital-12483 276 33 . . PUNCT ital-12483 277 1 31 31 NUM ital-12483 277 2 uğur uğur PROPN ital-12483 277 3 mertoğlu mertoğlu NOUN ital-12483 277 4 and and CCONJ ital-12483 277 5 burkay burkay PROPN ital-12483 277 6 genç genç PROPN ital-12483 277 7 , , PUNCT ital-12483 277 8 “ " PUNCT ital-12483 277 9 lexicon lexicon ADJ ital-12483 277 10 generation generation NOUN ital-12483 277 11 for for ADP ital-12483 277 12 detecting detect VERB ital-12483 277 13 fake fake ADJ ital-12483 277 14 news news NOUN ital-12483 277 15 , , PUNCT ital-12483 277 16 ” " PUNCT ital-12483 277 17 arxiv arxiv PROPN ital-12483 277 18 preprint preprint NOUN ital-12483 277 19 arxiv:2010.11089 arxiv:2010.11089 NOUN ital-12483 277 20 ( ( PUNCT ital-12483 277 21 2020 2020 NUM ital-12483 277 22 ) ) PUNCT ital-12483 277 23 . . PUNCT ital-12483 278 1 32 32 NUM ital-12483 278 2 burak burak PROPN ital-12483 278 3 bezirci bezirci PROPN ital-12483 278 4 , , PUNCT ital-12483 278 5 and and CCONJ ital-12483 278 6 asım asım NOUN ital-12483 278 7 egemen egemen PROPN ital-12483 278 8 yilmaz yilmaz PROPN ital-12483 278 9 , , PUNCT ital-12483 278 10 “ " PUNCT ital-12483 278 11 metinlerin metinlerin PROPN ital-12483 278 12 okunabilirliğinin okunabilirliğinin PROPN ital-12483 278 13 ölçülmesi ölçülmesi PROPN ital-12483 278 14 üzerine üzerine PROPN ital-12483 278 15 bir bir PROPN ital-12483 278 16 yazilim yazilim PROPN ital-12483 278 17 kütüphanesi kütüphanesi PROPN ital-12483 278 18 ve ve AUX ital-12483 278 19 türkçe türkçe PROPN ital-12483 278 20 için için VERB ital-12483 278 21 yeni yeni ADJ ital-12483 278 22 bir bir NOUN ital-12483 278 23 okunabilirlik okunabilirlik NOUN ital-12483 278 24 ölçütü ölçütü ADJ ital-12483 278 25 , , PUNCT ital-12483 278 26 ” " PUNCT ital-12483 278 27 dokuz dokuz PROPN ital-12483 278 28 eylül eylül PROPN ital-12483 278 29 üniversitesi üniversitesi PROPN ital-12483 278 30 https://doi.org/10.1371/journal.pone.0105937 https://doi.org/10.1371/journal.pone.0105937 X ital-12483 278 31 https://ink.library.smu.edu.sg/sis_research/4630 https://ink.library.smu.edu.sg/sis_research/4630 PROPN ital-12483 278 32 https://doi.org/10.1145/3137597.3137600 https://doi.org/10.1145/3137597.3137600 PROPN ital-12483 278 33 https://doi.org10.1109 https://doi.org10.1109 VERB ital-12483 278 34 / / SYM ital-12483 278 35 mis.2019.2899143 mis.2019.2899143 X ital-12483 278 36 https://doi.org/10.1177%2f0093650218777177 https://doi.org/10.1177%2f0093650218777177 X ital-12483 278 37 https://doi.org/10.1145/3132847.3132877 https://doi.org/10.1145/3132847.3132877 X ital-12483 278 38 https://doi.org/10.1145/3219819.3219903 https://doi.org/10.1145/3219819.3219903 X ital-12483 278 39 https://www.huffingtonpost.in/entry/facebook-twitter-may-face-more-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e https://www.huffingtonpost.in/entry/facebook-twitter-may-face-more-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e X ital-12483 278 40 https://www.huffingtonpost.in/entry/facebook-twitter-may-face-more-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e https://www.huffingtonpost.in/entry/facebook-twitter-may-face-more-scrutiny-in-2019-to-check-fake-news-hate-speech_in_5c29c589e4b05c88b701d72e NOUN ital-12483 278 41 https://doi.org/10.1613/jair.953 https://doi.org/10.1613/jair.953 NOUN ital-12483 278 42 information information NOUN ital-12483 278 43 technology technology NOUN ital-12483 278 44 and and CCONJ ital-12483 278 45 libraries library NOUN ital-12483 278 46 december december PROPN ital-12483 278 47 2020 2020 NUM ital-12483 278 48 automated automate VERB ital-12483 278 49 fake fake ADJ ital-12483 278 50 news news NOUN ital-12483 278 51 detection detection NOUN ital-12483 278 52 in in ADP ital-12483 278 53 the the DET ital-12483 278 54 age age NOUN ital-12483 278 55 of of ADP ital-12483 278 56 digital digital ADJ ital-12483 278 57 libraries library NOUN ital-12483 278 58 | | NOUN ital-12483 278 59 mertoğlu mertoğlu NOUN ital-12483 278 60 and and CCONJ ital-12483 278 61 genç genç VERB ital-12483 278 62 19 19 NUM ital-12483 278 63 mühendislik mühendislik PROPN ital-12483 278 64 fakültesi fakültesi NOUN ital-12483 278 65 fen fen PROPN ital-12483 278 66 ve ve VERB ital-12483 278 67 mühendislik mühendislik PROPN ital-12483 278 68 dergisi dergisi VERB ital-12483 278 69 12 12 NUM ital-12483 278 70 , , PUNCT ital-12483 278 71 no no INTJ ital-12483 278 72 . . NOUN ital-12483 278 73 3 3 NUM ital-12483 278 74 ( ( PUNCT ital-12483 278 75 2010 2010 NUM ital-12483 278 76 ): ): PUNCT ital-12483 278 77 49–62 49–62 NUM ital-12483 278 78 , , PUNCT ital-12483 278 79 https://dergipark.org.tr/en/pub/deumffmd/issue/40831/492667 https://dergipark.org.tr/en/pub/deumffmd/issue/40831/492667 NOUN ital-12483 278 80 . . PUNCT ital-12483 279 1 33 33 NUM ital-12483 279 2 robert robert PROPN ital-12483 279 3 gunning gunning NOUN ital-12483 279 4 , , PUNCT ital-12483 279 5 “ " PUNCT ital-12483 279 6 the the DET ital-12483 279 7 technique technique NOUN ital-12483 279 8 of of ADP ital-12483 279 9 clear clear ADJ ital-12483 279 10 writing writing NOUN ital-12483 279 11 , , PUNCT ital-12483 279 12 ” " PUNCT ital-12483 279 13 revised revise VERB ital-12483 279 14 edition edition NOUN ital-12483 279 15 , , PUNCT ital-12483 279 16 new new PROPN ital-12483 279 17 york york PROPN ital-12483 279 18 : : PUNCT ital-12483 279 19 mcgraw mcgraw PROPN ital-12483 279 20 hill hill PROPN ital-12483 279 21 , , PUNCT ital-12483 279 22 1968 1968 NUM ital-12483 279 23 . . PUNCT ital-12483 280 1 34 34 NUM ital-12483 280 2 ender ender NOUN ital-12483 280 3 ateşman ateşman NOUN ital-12483 280 4 , , PUNCT ital-12483 280 5 “ " PUNCT ital-12483 280 6 türkçede türkçede NOUN ital-12483 280 7 okunabilirliğin okunabilirliğin NOUN ital-12483 280 8 ölçülmesi ölçülmesi PROPN ital-12483 280 9 , , PUNCT ital-12483 280 10 ” " PUNCT ital-12483 280 11 dil dil NOUN ital-12483 280 12 dergisi dergisi VERB ital-12483 280 13 58 58 NUM ital-12483 280 14 , , PUNCT ital-12483 280 15 no no INTJ ital-12483 280 16 . . NOUN ital-12483 280 17 71–74 71–74 NUM ital-12483 280 18 ( ( PUNCT ital-12483 280 19 1997 1997 NUM ital-12483 280 20 ) ) PUNCT ital-12483 280 21 . . PUNCT ital-12483 281 1 https://dergipark.org.tr/en/pub/deumffmd/issue/40831/492667 https://dergipark.org.tr/en/pub/deumffmd/issue/40831/492667 NOUN ital-12483 281 2 abstract abstract ADJ ital-12483 281 3 introduction introduction NOUN ital-12483 281 4 literature literature NOUN ital-12483 281 5 review review NOUN ital-12483 281 6 methodology methodology NOUN ital-12483 281 7 framework framework NOUN ital-12483 281 8 model model NOUN ital-12483 281 9 dataset dataset PROPN ital-12483 281 10 features feature VERB ital-12483 281 11 experimental experimental ADJ ital-12483 281 12 results result NOUN ital-12483 281 13 and and CCONJ ital-12483 281 14 discussion discussion NOUN ital-12483 281 15 conclusion conclusion NOUN ital-12483 281 16 and and CCONJ ital-12483 281 17 future future ADJ ital-12483 281 18 work work NOUN ital-12483 281 19 endnotes endnote VERB