id sid tid token lemma pos issue-2903 1 1 baltic baltic PROPN issue-2903 1 2 journal journal PROPN issue-2903 1 3 of of ADP issue-2903 1 4 economic economic ADJ issue-2903 1 5 studies study NOUN issue-2903 1 6 315 315 NUM issue-2903 1 7 vol vol NOUN issue-2903 1 8 . . PROPN issue-2903 2 1 11 11 NUM issue-2903 2 2 no no NOUN issue-2903 2 3 . . NOUN issue-2903 2 4 2 2 NUM issue-2903 2 5 , , PUNCT issue-2903 2 6 2025 2025 NUM issue-2903 2 7 this this PRON issue-2903 2 8 is be AUX issue-2903 2 9 an an DET issue-2903 2 10 open open ADJ issue-2903 2 11 access access NOUN issue-2903 2 12 article article NOUN issue-2903 2 13 , , PUNCT issue-2903 2 14 distributed distribute VERB issue-2903 2 15 under under ADP issue-2903 2 16 the the DET issue-2903 2 17 terms term NOUN issue-2903 2 18 of of ADP issue-2903 2 19 the the DET issue-2903 2 20 creative creative ADJ issue-2903 2 21 commons common NOUN issue-2903 2 22 attribution attribution NOUN issue-2903 2 23 cc cc VERB issue-2903 2 24 by by ADP issue-2903 2 25 4.0 4.0 NUM issue-2903 2 26 1 1 NUM issue-2903 2 27 zaporizhzhia zaporizhzhia PROPN issue-2903 2 28 national national PROPN issue-2903 2 29 university university PROPN issue-2903 2 30 , , PUNCT issue-2903 2 31 ukraine ukraine NOUN issue-2903 2 32 e e NOUN issue-2903 2 33 - - NOUN issue-2903 2 34 mail mail NOUN issue-2903 2 35 : : PUNCT issue-2903 2 36 almak17@ukr.net almak17@ukr.net NOUN issue-2903 2 37 orcid orcid NOUN issue-2903 2 38 : : PUNCT issue-2903 2 39 https://orcid.org/0000-0003-0042-165x https://orcid.org/0000-0003-0042-165x PROPN issue-2903 2 40 doi doi NOUN issue-2903 2 41 : : PUNCT issue-2903 2 42 https://doi.org/10.30525/2256-0742/2025-11-2-315-327 https://doi.org/10.30525/2256-0742/2025-11-2-315-327 PROPN issue-2903 2 43 neural neural ADJ issue-2903 2 44 networks network NOUN issue-2903 2 45 integration integration NOUN issue-2903 2 46 into into ADP issue-2903 2 47 legal legal ADJ issue-2903 2 48 resources resource NOUN issue-2903 2 49 for for ADP issue-2903 2 50 anti anti ADJ issue-2903 2 51 - - ADJ issue-2903 2 52 сorruption сorruption ADJ issue-2903 2 53 measures measure NOUN issue-2903 2 54 in in ADP issue-2903 2 55 international international ADJ issue-2903 2 56 economic economic ADJ issue-2903 2 57 co co NOUN issue-2903 2 58 - - NOUN issue-2903 2 59 operation operation NOUN issue-2903 2 60 oleksii oleksii ADJ issue-2903 2 61 makarenkov1 makarenkov1 NOUN issue-2903 2 62 abstract abstract ADJ issue-2903 2 63 . . PUNCT issue-2903 3 1 the the DET issue-2903 3 2 article article NOUN issue-2903 3 3 under under ADP issue-2903 3 4 discussion discussion NOUN issue-2903 3 5 highlights highlight NOUN issue-2903 3 6 that that PRON issue-2903 3 7 appropriate appropriate ADJ issue-2903 3 8 evaluation evaluation NOUN issue-2903 3 9 procedures procedure NOUN issue-2903 3 10 are be AUX issue-2903 3 11 of of ADP issue-2903 3 12 crucial crucial ADJ issue-2903 3 13 importance importance NOUN issue-2903 3 14 for for ADP issue-2903 3 15 anti anti ADJ issue-2903 3 16 - - NOUN issue-2903 3 17 corruption corruption NOUN issue-2903 3 18 and and CCONJ issue-2903 3 19 other other ADJ issue-2903 3 20 compliance compliance NOUN issue-2903 3 21 assessments assessment NOUN issue-2903 3 22 in in ADP issue-2903 3 23 international international ADJ issue-2903 3 24 commercial commercial ADJ issue-2903 3 25 transactions transaction NOUN issue-2903 3 26 , , PUNCT issue-2903 3 27 national national ADJ issue-2903 3 28 physical physical ADJ issue-2903 3 29 security security NOUN issue-2903 3 30 guarantee guarantee NOUN issue-2903 3 31 agreements agreement NOUN issue-2903 3 32 , , PUNCT issue-2903 3 33 their their PRON issue-2903 3 34 combinations combination NOUN issue-2903 3 35 , , PUNCT issue-2903 3 36 and and CCONJ issue-2903 3 37 other other ADJ issue-2903 3 38 related related ADJ issue-2903 3 39 deals deal NOUN issue-2903 3 40 . . PUNCT issue-2903 4 1 it it PRON issue-2903 4 2 is be AUX issue-2903 4 3 imperative imperative ADJ issue-2903 4 4 that that SCONJ issue-2903 4 5 legal legal ADJ issue-2903 4 6 standards standard NOUN issue-2903 4 7 of of ADP issue-2903 4 8 higher high ADJ issue-2903 4 9 civilisations civilisation NOUN issue-2903 4 10 neutralise neutralise VERB issue-2903 4 11 the the DET issue-2903 4 12 corruptive corruptive ADJ issue-2903 4 13 barriers barrier NOUN issue-2903 4 14 posed pose VERB issue-2903 4 15 by by ADP issue-2903 4 16 lower low ADJ issue-2903 4 17 civilisations civilisation NOUN issue-2903 4 18 , , PUNCT issue-2903 4 19 which which PRON issue-2903 4 20 they they PRON issue-2903 4 21 integrate integrate VERB issue-2903 4 22 with with ADP issue-2903 4 23 through through ADP issue-2903 4 24 economic economic ADJ issue-2903 4 25 , , PUNCT issue-2903 4 26 defence defence NOUN issue-2903 4 27 , , PUNCT issue-2903 4 28 and and CCONJ issue-2903 4 29 other other ADJ issue-2903 4 30 alliances alliance NOUN issue-2903 4 31 . . PUNCT issue-2903 5 1 the the DET issue-2903 5 2 primacy primacy NOUN issue-2903 5 3 of of ADP issue-2903 5 4 natural natural ADJ issue-2903 5 5 law law NOUN issue-2903 5 6 is be AUX issue-2903 5 7 emphasised emphasise VERB issue-2903 5 8 as as ADP issue-2903 5 9 being be AUX issue-2903 5 10 balanced balance VERB issue-2903 5 11 rather rather ADV issue-2903 5 12 than than ADP issue-2903 5 13 opportunistic opportunistic ADJ issue-2903 5 14 , , PUNCT issue-2903 5 15 both both CCONJ issue-2903 5 16 at at ADP issue-2903 5 17 the the DET issue-2903 5 18 level level NOUN issue-2903 5 19 of of ADP issue-2903 5 20 individual individual ADJ issue-2903 5 21 legal legal ADJ issue-2903 5 22 relations relation NOUN issue-2903 5 23 and and CCONJ issue-2903 5 24 in in ADP issue-2903 5 25 inter inter ADJ issue-2903 5 26 - - ADJ issue-2903 5 27 nation nation ADJ issue-2903 5 28 interactions interaction NOUN issue-2903 5 29 . . PUNCT issue-2903 6 1 the the DET issue-2903 6 2 attainment attainment NOUN issue-2903 6 3 of of ADP issue-2903 6 4 public public ADJ issue-2903 6 5 goods good NOUN issue-2903 6 6 by by ADP issue-2903 6 7 a a DET issue-2903 6 8 nation nation NOUN issue-2903 6 9 is be AUX issue-2903 6 10 the the DET issue-2903 6 11 result result NOUN issue-2903 6 12 of of ADP issue-2903 6 13 human human ADJ issue-2903 6 14 virtues virtue NOUN issue-2903 6 15 being be AUX issue-2903 6 16 released release VERB issue-2903 6 17 from from ADP issue-2903 6 18 the the DET issue-2903 6 19 pressure pressure NOUN issue-2903 6 20 of of ADP issue-2903 6 21 human human ADJ issue-2903 6 22 vices vice NOUN issue-2903 6 23 . . PUNCT issue-2903 7 1 this this DET issue-2903 7 2 issue issue NOUN issue-2903 7 3 is be AUX issue-2903 7 4 further far ADV issue-2903 7 5 exacerbated exacerbate VERB issue-2903 7 6 by by ADP issue-2903 7 7 the the DET issue-2903 7 8 capabilities capability NOUN issue-2903 7 9 of of ADP issue-2903 7 10 non non ADJ issue-2903 7 11 - - ADJ issue-2903 7 12 anthropogenic anthropogenic ADJ issue-2903 7 13 neural neural ADJ issue-2903 7 14 networks network NOUN issue-2903 7 15 at at ADP issue-2903 7 16 the the DET issue-2903 7 17 current current ADJ issue-2903 7 18 stage stage NOUN issue-2903 7 19 of of ADP issue-2903 7 20 human human ADJ issue-2903 7 21 development development NOUN issue-2903 7 22 . . PUNCT issue-2903 8 1 the the DET issue-2903 8 2 study study NOUN issue-2903 8 3 establishes establish VERB issue-2903 8 4 that that SCONJ issue-2903 8 5 interstate interstate ADJ issue-2903 8 6 corruption corruption NOUN issue-2903 8 7 exhibits exhibit VERB issue-2903 8 8 all all DET issue-2903 8 9 the the DET issue-2903 8 10 characteristics characteristic NOUN issue-2903 8 11 of of ADP issue-2903 8 12 national national ADJ issue-2903 8 13 corruption corruption NOUN issue-2903 8 14 while while SCONJ issue-2903 8 15 additionally additionally ADV issue-2903 8 16 incorporating incorporate VERB issue-2903 8 17 a a DET issue-2903 8 18 scaling scaling ADJ issue-2903 8 19 effect effect NOUN issue-2903 8 20 , , PUNCT issue-2903 8 21 which which PRON issue-2903 8 22 manifests manifest VERB issue-2903 8 23 in in ADP issue-2903 8 24 the the DET issue-2903 8 25 preservation preservation NOUN issue-2903 8 26 and and CCONJ issue-2903 8 27 expansion expansion NOUN issue-2903 8 28 of of ADP issue-2903 8 29 material material NOUN issue-2903 8 30 benefits benefit NOUN issue-2903 8 31 through through ADP issue-2903 8 32 the the DET issue-2903 8 33 economic economic ADJ issue-2903 8 34 exploitation exploitation NOUN issue-2903 8 35 of of ADP issue-2903 8 36 other other ADJ issue-2903 8 37 nations nation NOUN issue-2903 8 38 and/or and/or CCONJ issue-2903 8 39 the the DET issue-2903 8 40 use use NOUN issue-2903 8 41 of of ADP issue-2903 8 42 their their PRON issue-2903 8 43 legal legal ADJ issue-2903 8 44 systems system NOUN issue-2903 8 45 . . PUNCT issue-2903 9 1 in in ADP issue-2903 9 2 contrast contrast NOUN issue-2903 9 3 to to ADP issue-2903 9 4 the the DET issue-2903 9 5 typical typical ADJ issue-2903 9 6 , , PUNCT issue-2903 9 7 long long ADJ issue-2903 9 8 - - PUNCT issue-2903 9 9 term term NOUN issue-2903 9 10 , , PUNCT issue-2903 9 11 and and CCONJ issue-2903 9 12 easily easily ADV issue-2903 9 13 sustained sustain VERB issue-2903 9 14 nature nature NOUN issue-2903 9 15 of of ADP issue-2903 9 16 national national ADJ issue-2903 9 17 administrative administrative ADJ issue-2903 9 18 corruption corruption NOUN issue-2903 9 19 , , PUNCT issue-2903 9 20 the the DET issue-2903 9 21 practice practice NOUN issue-2903 9 22 of of ADP issue-2903 9 23 abusing abuse VERB issue-2903 9 24 power power NOUN issue-2903 9 25 within within ADP issue-2903 9 26 multinational multinational ADJ issue-2903 9 27 organisations organisation NOUN issue-2903 9 28 is be AUX issue-2903 9 29 neither neither CCONJ issue-2903 9 30 typical typical ADJ issue-2903 9 31 nor nor CCONJ issue-2903 9 32 easily easily ADV issue-2903 9 33 sustained sustain VERB issue-2903 9 34 . . PUNCT issue-2903 10 1 the the DET issue-2903 10 2 corrupt corrupt ADJ issue-2903 10 3 dimension dimension NOUN issue-2903 10 4 of of ADP issue-2903 10 5 international international ADJ issue-2903 10 6 communication communication NOUN issue-2903 10 7 is be AUX issue-2903 10 8 a a DET issue-2903 10 9 constant constant ADJ issue-2903 10 10 variable variable NOUN issue-2903 10 11 , , PUNCT issue-2903 10 12 with with ADP issue-2903 10 13 a a DET issue-2903 10 14 variable variable ADJ issue-2903 10 15 volume volume NOUN issue-2903 10 16 . . PUNCT issue-2903 11 1 the the DET issue-2903 11 2 presence presence NOUN issue-2903 11 3 of of ADP issue-2903 11 4 virtuous virtuous ADJ issue-2903 11 5 individuals individual NOUN issue-2903 11 6 in in ADP issue-2903 11 7 top top ADJ issue-2903 11 8 public public ADJ issue-2903 11 9 positions position NOUN issue-2903 11 10 within within ADP issue-2903 11 11 the the DET issue-2903 11 12 world world NOUN issue-2903 11 13 's 's PART issue-2903 11 14 most most ADV issue-2903 11 15 powerful powerful ADJ issue-2903 11 16 nations nation NOUN issue-2903 11 17 has have AUX issue-2903 11 18 been be AUX issue-2903 11 19 demonstrated demonstrate VERB issue-2903 11 20 to to PART issue-2903 11 21 reduce reduce VERB issue-2903 11 22 the the DET issue-2903 11 23 level level NOUN issue-2903 11 24 of of ADP issue-2903 11 25 global global ADJ issue-2903 11 26 corruption corruption NOUN issue-2903 11 27 - - PUNCT issue-2903 11 28 driven drive VERB issue-2903 11 29 perversion perversion NOUN issue-2903 11 30 and and CCONJ issue-2903 11 31 vice vice NOUN issue-2903 11 32 versa versa ADV issue-2903 11 33 . . PUNCT issue-2903 12 1 the the DET issue-2903 12 2 study study NOUN issue-2903 12 3 concludes conclude VERB issue-2903 12 4 that that SCONJ issue-2903 12 5 transnational transnational ADJ issue-2903 12 6 corruption corruption NOUN issue-2903 12 7 constitutes constitute VERB issue-2903 12 8 organised organised ADJ issue-2903 12 9 crime crime NOUN issue-2903 12 10 , , PUNCT issue-2903 12 11 with with ADP issue-2903 12 12 both both DET issue-2903 12 13 phenomena phenomenon NOUN issue-2903 12 14 forming form VERB issue-2903 12 15 complex complex ADJ issue-2903 12 16 networks network NOUN issue-2903 12 17 involving involve VERB issue-2903 12 18 extremely extremely ADV issue-2903 12 19 high high ADJ issue-2903 12 20 sums sum NOUN issue-2903 12 21 of of ADP issue-2903 12 22 criminally criminally ADV issue-2903 12 23 acquired acquire VERB issue-2903 12 24 assets asset NOUN issue-2903 12 25 . . PUNCT issue-2903 13 1 a a DET issue-2903 13 2 deep deep ADJ issue-2903 13 3 neural neural ADJ issue-2903 13 4 network network NOUN issue-2903 13 5 has have AUX issue-2903 13 6 been be AUX issue-2903 13 7 posited posit VERB issue-2903 13 8 as as ADP issue-2903 13 9 a a DET issue-2903 13 10 potential potential ADJ issue-2903 13 11 analytical analytical ADJ issue-2903 13 12 and and CCONJ issue-2903 13 13 predictive predictive ADJ issue-2903 13 14 model model NOUN issue-2903 13 15 with with ADP issue-2903 13 16 the the DET issue-2903 13 17 potential potential NOUN issue-2903 13 18 to to PART issue-2903 13 19 empower empower VERB issue-2903 13 20 stakeholders stakeholder NOUN issue-2903 13 21 engaged engage VERB issue-2903 13 22 in in ADP issue-2903 13 23 anti anti ADJ issue-2903 13 24 - - ADJ issue-2903 13 25 corruption corruption ADJ issue-2903 13 26 activities activity NOUN issue-2903 13 27 and and CCONJ issue-2903 13 28 enhance enhance VERB issue-2903 13 29 national national ADJ issue-2903 13 30 security security NOUN issue-2903 13 31 by by ADP issue-2903 13 32 providing provide VERB issue-2903 13 33 accurate accurate ADJ issue-2903 13 34 data datum NOUN issue-2903 13 35 for for ADP issue-2903 13 36 informed informed ADJ issue-2903 13 37 decision decision NOUN issue-2903 13 38 - - PUNCT issue-2903 13 39 making making NOUN issue-2903 13 40 . . PUNCT issue-2903 14 1 the the DET issue-2903 14 2 capabilities capability NOUN issue-2903 14 3 of of ADP issue-2903 14 4 non non ADJ issue-2903 14 5 - - ADJ issue-2903 14 6 anthropic anthropic ADJ issue-2903 14 7 neural neural ADJ issue-2903 14 8 networks network NOUN issue-2903 14 9 have have VERB issue-2903 14 10 the the DET issue-2903 14 11 potential potential NOUN issue-2903 14 12 to to PART issue-2903 14 13 eliminate eliminate VERB issue-2903 14 14 human human ADJ issue-2903 14 15 error error NOUN issue-2903 14 16 and and CCONJ issue-2903 14 17 bias bias NOUN issue-2903 14 18 in in ADP issue-2903 14 19 analysing analyse VERB issue-2903 14 20 the the DET issue-2903 14 21 expenditure expenditure NOUN issue-2903 14 22 of of ADP issue-2903 14 23 public public ADJ issue-2903 14 24 funds fund NOUN issue-2903 14 25 by by ADP issue-2903 14 26 organisations organisation NOUN issue-2903 14 27 , , PUNCT issue-2903 14 28 both both CCONJ issue-2903 14 29 domestically domestically ADV issue-2903 14 30 and and CCONJ issue-2903 14 31 in in ADP issue-2903 14 32 international international ADJ issue-2903 14 33 relations relation NOUN issue-2903 14 34 within within ADP issue-2903 14 35 foreign foreign ADJ issue-2903 14 36 jurisdictions jurisdiction NOUN issue-2903 14 37 . . PUNCT issue-2903 15 1 in in ADP issue-2903 15 2 this this DET issue-2903 15 3 context context NOUN issue-2903 15 4 , , PUNCT issue-2903 15 5 the the DET issue-2903 15 6 composition composition NOUN issue-2903 15 7 , , PUNCT issue-2903 15 8 adequacy adequacy NOUN issue-2903 15 9 , , PUNCT issue-2903 15 10 classification classification NOUN issue-2903 15 11 , , PUNCT issue-2903 15 12 and and CCONJ issue-2903 15 13 other other ADJ issue-2903 15 14 characteristics characteristic NOUN issue-2903 15 15 of of ADP issue-2903 15 16 financial financial ADJ issue-2903 15 17 data datum NOUN issue-2903 15 18 , , PUNCT issue-2903 15 19 as as ADV issue-2903 15 20 well well ADV issue-2903 15 21 as as ADP issue-2903 15 22 access access NOUN issue-2903 15 23 rights right NOUN issue-2903 15 24 and and CCONJ issue-2903 15 25 regulations regulation NOUN issue-2903 15 26 governing govern VERB issue-2903 15 27 the the DET issue-2903 15 28 use use NOUN issue-2903 15 29 of of ADP issue-2903 15 30 neural neural ADJ issue-2903 15 31 network network NOUN issue-2903 15 32 analysis analysis NOUN issue-2903 15 33 results result NOUN issue-2903 15 34 , , PUNCT issue-2903 15 35 play play VERB issue-2903 15 36 a a DET issue-2903 15 37 crucial crucial ADJ issue-2903 15 38 role role NOUN issue-2903 15 39 . . PUNCT issue-2903 16 1 the the DET issue-2903 16 2 overarching overarching ADJ issue-2903 16 3 objective objective NOUN issue-2903 16 4 of of ADP issue-2903 16 5 digital digital ADJ issue-2903 16 6 networks network NOUN issue-2903 16 7 is be AUX issue-2903 16 8 to to PART issue-2903 16 9 ensure ensure VERB issue-2903 16 10 accurate accurate ADJ issue-2903 16 11 assessment assessment NOUN issue-2903 16 12 of of ADP issue-2903 16 13 all all DET issue-2903 16 14 financial financial ADJ issue-2903 16 15 and and CCONJ issue-2903 16 16 accounting accounting NOUN issue-2903 16 17 documents document NOUN issue-2903 16 18 related relate VERB issue-2903 16 19 to to ADP issue-2903 16 20 public public ADJ issue-2903 16 21 funds fund NOUN issue-2903 16 22 and and CCONJ issue-2903 16 23 other other ADJ issue-2903 16 24 national national ADJ issue-2903 16 25 material material NOUN issue-2903 16 26 resources resource NOUN issue-2903 16 27 in in ADP issue-2903 16 28 international international ADJ issue-2903 16 29 economic economic ADJ issue-2903 16 30 transactions transaction NOUN issue-2903 16 31 . . PUNCT issue-2903 17 1 the the DET issue-2903 17 2 primary primary ADJ issue-2903 17 3 anti anti ADJ issue-2903 17 4 - - ADJ issue-2903 17 5 corruption corruption ADJ issue-2903 17 6 knowledge knowledge NOUN issue-2903 17 7 generated generate VERB issue-2903 17 8 by by ADP issue-2903 17 9 digital digital ADJ issue-2903 17 10 neural neural ADJ issue-2903 17 11 networks network NOUN issue-2903 17 12 consists consist VERB issue-2903 17 13 of of ADP issue-2903 17 14 reliable reliable ADJ issue-2903 17 15 insights insight NOUN issue-2903 17 16 into into ADP issue-2903 17 17 interconnections interconnection NOUN issue-2903 17 18 , , PUNCT issue-2903 17 19 patterns pattern NOUN issue-2903 17 20 , , PUNCT issue-2903 17 21 and and CCONJ issue-2903 17 22 behavioural behavioural ADJ issue-2903 17 23 trends trend NOUN issue-2903 17 24 concerning concern VERB issue-2903 17 25 material material NOUN issue-2903 17 26 assets asset NOUN issue-2903 17 27 beyond beyond ADP issue-2903 17 28 national national ADJ issue-2903 17 29 borders border NOUN issue-2903 17 30 . . PUNCT issue-2903 18 1 the the DET issue-2903 18 2 prevention prevention NOUN issue-2903 18 3 of of ADP issue-2903 18 4 corruption corruption NOUN issue-2903 18 5 and and CCONJ issue-2903 18 6 its its PRON issue-2903 18 7 associated associated ADJ issue-2903 18 8 forms form NOUN issue-2903 18 9 of of ADP issue-2903 18 10 organised organised ADJ issue-2903 18 11 crime crime NOUN issue-2903 18 12 is be AUX issue-2903 18 13 achieved achieve VERB issue-2903 18 14 through through ADP issue-2903 18 15 the the DET issue-2903 18 16 analytical analytical ADJ issue-2903 18 17 capabilities capability NOUN issue-2903 18 18 of of ADP issue-2903 18 19 multimodal multimodal NOUN issue-2903 18 20 ai ai NOUN issue-2903 18 21 models model NOUN issue-2903 18 22 such such ADJ issue-2903 18 23 as as ADP issue-2903 18 24 gemini gemini PROPN issue-2903 18 25 , , PUNCT issue-2903 18 26 gpt-4o gpt-4o ADJ issue-2903 18 27 , , PUNCT issue-2903 18 28 and and CCONJ issue-2903 18 29 other other ADJ issue-2903 18 30 deeply deeply ADV issue-2903 18 31 trained train VERB issue-2903 18 32 neural neural ADJ issue-2903 18 33 networks network NOUN issue-2903 18 34 . . PUNCT issue-2903 19 1 in in ADP issue-2903 19 2 addressing address VERB issue-2903 19 3 the the DET issue-2903 19 4 challenges challenge NOUN issue-2903 19 5 posed pose VERB issue-2903 19 6 by by ADP issue-2903 19 7 corruption corruption NOUN issue-2903 19 8 in in ADP issue-2903 19 9 the the DET issue-2903 19 10 context context NOUN issue-2903 19 11 of of ADP issue-2903 19 12 international international ADJ issue-2903 19 13 economic economic ADJ issue-2903 19 14 relations relation NOUN issue-2903 19 15 , , PUNCT issue-2903 19 16 the the DET issue-2903 19 17 efficacy efficacy NOUN issue-2903 19 18 of of ADP issue-2903 19 19 any any DET issue-2903 19 20 neural neural ADJ issue-2903 19 21 network network NOUN issue-2903 19 22 with with ADP issue-2903 19 23 extensive extensive ADJ issue-2903 19 24 training training NOUN issue-2903 19 25 is be AUX issue-2903 19 26 noteworthy noteworthy ADJ issue-2903 19 27 . . PUNCT issue-2903 20 1 this this PRON issue-2903 20 2 could could AUX issue-2903 20 3 be be AUX issue-2903 20 4 a a DET issue-2903 20 5 lipnet lipnet ADJ issue-2903 20 6 neural neural ADJ issue-2903 20 7 network network NOUN issue-2903 20 8 , , PUNCT issue-2903 20 9 which which PRON issue-2903 20 10 is be AUX issue-2903 20 11 trained train VERB issue-2903 20 12 for for ADP issue-2903 20 13 audio audio ADJ issue-2903 20 14 - - ADJ issue-2903 20 15 visual visual ADJ issue-2903 20 16 recognition recognition NOUN issue-2903 20 17 of of ADP issue-2903 20 18 human human ADJ issue-2903 20 19 speech speech NOUN issue-2903 20 20 , , PUNCT issue-2903 20 21 or or CCONJ issue-2903 20 22 another another DET issue-2903 20 23 recurrent recurrent ADJ issue-2903 20 24 neural neural ADJ issue-2903 20 25 network network NOUN issue-2903 20 26 , , PUNCT issue-2903 20 27 as as ADV issue-2903 20 28 well well ADV issue-2903 20 29 as as ADP issue-2903 20 30 convolutional convolutional ADJ issue-2903 20 31 neural neural ADJ issue-2903 20 32 networks network NOUN issue-2903 20 33 , , PUNCT issue-2903 20 34 deep deep ADJ issue-2903 20 35 contrastive contrastive ADJ issue-2903 20 36 neural neural ADJ issue-2903 20 37 networks network NOUN issue-2903 20 38 , , PUNCT issue-2903 20 39 residual residual ADJ issue-2903 20 40 neural neural ADJ issue-2903 20 41 networks network NOUN issue-2903 20 42 , , PUNCT issue-2903 20 43 and and CCONJ issue-2903 20 44 others other NOUN issue-2903 20 45 . . PUNCT issue-2903 21 1 keywords keyword NOUN issue-2903 21 2 : : PUNCT issue-2903 21 3 agreement agreement NOUN issue-2903 21 4 , , PUNCT issue-2903 21 5 criminal criminal ADJ issue-2903 21 6 assets asset NOUN issue-2903 21 7 , , PUNCT issue-2903 21 8 data datum NOUN issue-2903 21 9 , , PUNCT issue-2903 21 10 deep deep ADJ issue-2903 21 11 learning learning NOUN issue-2903 21 12 , , PUNCT issue-2903 21 13 finances finance NOUN issue-2903 21 14 , , PUNCT issue-2903 21 15 cronyism cronyism NOUN issue-2903 21 16 , , PUNCT issue-2903 21 17 kleptocracy kleptocracy NOUN issue-2903 21 18 , , PUNCT issue-2903 21 19 neural neural ADJ issue-2903 21 20 networks network NOUN issue-2903 21 21 , , PUNCT issue-2903 21 22 cyberspace cyberspace NOUN issue-2903 21 23 . . PUNCT issue-2903 22 1 jel jel PROPN issue-2903 22 2 classification classification PROPN issue-2903 22 3 : : PUNCT issue-2903 22 4 k42 k42 PROPN issue-2903 22 5 , , PUNCT issue-2903 22 6 c89 c89 PROPN issue-2903 22 7 baltic baltic PROPN issue-2903 22 8 journal journal PROPN issue-2903 22 9 of of ADP issue-2903 22 10 economic economic ADJ issue-2903 22 11 studies study NOUN issue-2903 22 12 316 316 NUM issue-2903 22 13 vol vol NOUN issue-2903 22 14 . . PROPN issue-2903 23 1 11 11 NUM issue-2903 24 1 no no NOUN issue-2903 24 2 . . NOUN issue-2903 24 3 2 2 NUM issue-2903 24 4 , , PUNCT issue-2903 24 5 2025 2025 NUM issue-2903 24 6 1 1 NUM issue-2903 24 7 . . PUNCT issue-2903 25 1 introduction introduction NOUN issue-2903 25 2 corruption corruption NOUN issue-2903 25 3 has have AUX issue-2903 25 4 been be AUX issue-2903 25 5 demonstrated demonstrate VERB issue-2903 25 6 to to PART issue-2903 25 7 circumvent circumvent VERB issue-2903 25 8 democratic democratic ADJ issue-2903 25 9 decisions decision NOUN issue-2903 25 10 , , PUNCT issue-2903 25 11 dampen dampen VERB issue-2903 25 12 economic economic ADJ issue-2903 25 13 growth growth NOUN issue-2903 25 14 , , PUNCT issue-2903 25 15 impede impede VERB issue-2903 25 16 the the DET issue-2903 25 17 redistribution redistribution NOUN issue-2903 25 18 of of ADP issue-2903 25 19 resources resource NOUN issue-2903 25 20 and and CCONJ issue-2903 25 21 wealth wealth NOUN issue-2903 25 22 to to ADP issue-2903 25 23 the the DET issue-2903 25 24 detriment detriment NOUN issue-2903 25 25 of of ADP issue-2903 25 26 the the DET issue-2903 25 27 less less ADV issue-2903 25 28 well well ADV issue-2903 25 29 - - PUNCT issue-2903 25 30 off off NOUN issue-2903 25 31 , , PUNCT issue-2903 25 32 and and CCONJ issue-2903 25 33 , , PUNCT issue-2903 25 34 more more ADV issue-2903 25 35 generally generally ADV issue-2903 25 36 , , PUNCT issue-2903 25 37 reduce reduce VERB issue-2903 25 38 trust trust NOUN issue-2903 25 39 in in ADP issue-2903 25 40 society society NOUN issue-2903 25 41 ( ( PUNCT issue-2903 25 42 pedersen pedersen NOUN issue-2903 25 43 , , PUNCT issue-2903 25 44 2023 2023 NUM issue-2903 25 45 , , PUNCT issue-2903 25 46 p. p. NOUN issue-2903 25 47 1261 1261 NUM issue-2903 25 48 ) ) PUNCT issue-2903 25 49 . . PUNCT issue-2903 26 1 the the DET issue-2903 26 2 phenomenon phenomenon NOUN issue-2903 26 3 of of ADP issue-2903 26 4 systemic systemic ADJ issue-2903 26 5 corruption corruption NOUN issue-2903 26 6 , , PUNCT issue-2903 26 7 along along ADP issue-2903 26 8 with with ADP issue-2903 26 9 the the DET issue-2903 26 10 limitations limitation NOUN issue-2903 26 11 it it PRON issue-2903 26 12 imposes impose VERB issue-2903 26 13 on on ADP issue-2903 26 14 state state NOUN issue-2903 26 15 capacity capacity NOUN issue-2903 26 16 , , PUNCT issue-2903 26 17 has have AUX issue-2903 26 18 been be AUX issue-2903 26 19 identified identify VERB issue-2903 26 20 as as ADP issue-2903 26 21 a a DET issue-2903 26 22 " " PUNCT issue-2903 26 23 characteristic characteristic ADJ issue-2903 26 24 problem problem NOUN issue-2903 26 25 for for ADP issue-2903 26 26 countries country NOUN issue-2903 26 27 with with ADP issue-2903 26 28 transitional transitional ADJ issue-2903 26 29 economies economy NOUN issue-2903 26 30 " " PUNCT issue-2903 26 31 ( ( PUNCT issue-2903 26 32 revkin revkin X issue-2903 26 33 , , PUNCT issue-2903 26 34 2024 2024 NUM issue-2903 26 35 , , PUNCT issue-2903 26 36 p. p. NOUN issue-2903 26 37 1596 1596 NUM issue-2903 26 38 ) ) PUNCT issue-2903 26 39 . . PUNCT issue-2903 27 1 for for ADP issue-2903 27 2 instance instance NOUN issue-2903 27 3 , , PUNCT issue-2903 27 4 ukraine ukraine PROPN issue-2903 27 5 achieved achieve VERB issue-2903 27 6 its its PRON issue-2903 27 7 highest high ADJ issue-2903 27 8 score score NOUN issue-2903 27 9 in in ADP issue-2903 27 10 the the DET issue-2903 27 11 corruption corruption NOUN issue-2903 27 12 perceptions perception NOUN issue-2903 27 13 index index NOUN issue-2903 27 14 ( ( PUNCT issue-2903 27 15 cpi cpi PROPN issue-2903 27 16 ) ) PUNCT issue-2903 27 17 since since SCONJ issue-2903 27 18 the the DET issue-2903 27 19 index index NOUN issue-2903 27 20 's 's PART issue-2903 27 21 inception inception NOUN issue-2903 27 22 in in ADP issue-2903 27 23 1995 1995 NUM issue-2903 27 24 , , PUNCT issue-2903 27 25 receiving receive VERB issue-2903 27 26 34 34 NUM issue-2903 27 27 out out ADP issue-2903 27 28 of of ADP issue-2903 27 29 100 100 NUM issue-2903 27 30 possible possible ADJ issue-2903 27 31 points point NOUN issue-2903 27 32 and and CCONJ issue-2903 27 33 ranking rank VERB issue-2903 27 34 104th 104th NOUN issue-2903 27 35 out out ADP issue-2903 27 36 of of ADP issue-2903 27 37 180 180 NUM issue-2903 27 38 countries country NOUN issue-2903 27 39 in in ADP issue-2903 27 40 the the DET issue-2903 27 41 most most ADV issue-2903 27 42 recent recent ADJ issue-2903 27 43 assessment assessment NOUN issue-2903 27 44 in in ADP issue-2903 27 45 2024 2024 NUM issue-2903 27 46 . . PUNCT issue-2903 28 1 denmark denmark PROPN issue-2903 28 2 was be AUX issue-2903 28 3 the the DET issue-2903 28 4 leading lead VERB issue-2903 28 5 country country NOUN issue-2903 28 6 with with ADP issue-2903 28 7 90 90 NUM issue-2903 28 8 points point NOUN issue-2903 28 9 ( ( PUNCT issue-2903 28 10 cpi cpi NOUN issue-2903 28 11 2024 2024 NUM issue-2903 28 12 ) ) PUNCT issue-2903 28 13 . . PUNCT issue-2903 29 1 however however ADV issue-2903 29 2 , , PUNCT issue-2903 29 3 the the DET issue-2903 29 4 momentum momentum NOUN issue-2903 29 5 of of ADP issue-2903 29 6 ukraine ukraine PROPN issue-2903 29 7 ’s ’s PART issue-2903 29 8 anti anti ADJ issue-2903 29 9 - - ADJ issue-2903 29 10 corruption corruption ADJ issue-2903 29 11 legislative legislative ADJ issue-2903 29 12 innovations innovation NOUN issue-2903 29 13 , , PUNCT issue-2903 29 14 which which PRON issue-2903 29 15 had have AUX issue-2903 29 16 begun begin VERB issue-2903 29 17 to to PART issue-2903 29 18 become become VERB issue-2903 29 19 relatively relatively ADV issue-2903 29 20 systematic systematic ADJ issue-2903 29 21 in in ADP issue-2903 29 22 2021 2021 NUM issue-2903 29 23 , , PUNCT issue-2903 29 24 was be AUX issue-2903 29 25 halted halt VERB issue-2903 29 26 by by ADP issue-2903 29 27 the the DET issue-2903 29 28 onset onset NOUN issue-2903 29 29 of of ADP issue-2903 29 30 large large ADJ issue-2903 29 31 - - PUNCT issue-2903 29 32 scale scale NOUN issue-2903 29 33 external external ADJ issue-2903 29 34 military military ADJ issue-2903 29 35 aggression aggression NOUN issue-2903 29 36 . . PUNCT issue-2903 30 1 one one NUM issue-2903 30 2 of of ADP issue-2903 30 3 the the DET issue-2903 30 4 significant significant ADJ issue-2903 30 5 legislative legislative ADJ issue-2903 30 6 developments development NOUN issue-2903 30 7 of of ADP issue-2903 30 8 that that DET issue-2903 30 9 period period NOUN issue-2903 30 10 was be AUX issue-2903 30 11 the the DET issue-2903 30 12 ambitious ambitious ADJ issue-2903 30 13 law law NOUN issue-2903 30 14 of of ADP issue-2903 30 15 ukraine ukraine NOUN issue-2903 30 16 " " PUNCT issue-2903 30 17 on on ADP issue-2903 30 18 preventing prevent VERB issue-2903 30 19 threats threat NOUN issue-2903 30 20 to to ADP issue-2903 30 21 national national ADJ issue-2903 30 22 security security NOUN issue-2903 30 23 related relate VERB issue-2903 30 24 to to ADP issue-2903 30 25 the the DET issue-2903 30 26 excessive excessive ADJ issue-2903 30 27 influence influence NOUN issue-2903 30 28 of of ADP issue-2903 30 29 persons person NOUN issue-2903 30 30 with with ADP issue-2903 30 31 significant significant ADJ issue-2903 30 32 economic economic ADJ issue-2903 30 33 and and CCONJ issue-2903 30 34 political political ADJ issue-2903 30 35 weight weight NOUN issue-2903 30 36 in in ADP issue-2903 30 37 public public ADJ issue-2903 30 38 life life NOUN issue-2903 30 39 ( ( PUNCT issue-2903 30 40 oligarchs oligarchs NOUN issue-2903 30 41 ) ) PUNCT issue-2903 30 42 " " PUNCT issue-2903 30 43 dated date VERB issue-2903 30 44 september september PROPN issue-2903 30 45 23 23 NUM issue-2903 30 46 , , PUNCT issue-2903 30 47 2021 2021 NUM issue-2903 30 48 , , PUNCT issue-2903 30 49 no no NOUN issue-2903 30 50 . . PUNCT issue-2903 30 51 1780 1780 NUM issue-2903 30 52 - - SYM issue-2903 30 53 ix ix PROPN issue-2903 30 54 , , PUNCT issue-2903 30 55 aimed aim VERB issue-2903 30 56 at at ADP issue-2903 30 57 countering counter VERB issue-2903 30 58 kleptocracy kleptocracy NOUN issue-2903 30 59 and and CCONJ issue-2903 30 60 political political ADJ issue-2903 30 61 corruption corruption NOUN issue-2903 30 62 . . PUNCT issue-2903 31 1 the the DET issue-2903 31 2 introduction introduction NOUN issue-2903 31 3 of of ADP issue-2903 31 4 lobbying lobbying NOUN issue-2903 31 5 regulation regulation NOUN issue-2903 31 6 can can AUX issue-2903 31 7 be be AUX issue-2903 31 8 regarded regard VERB issue-2903 31 9 as as ADP issue-2903 31 10 an an DET issue-2903 31 11 innovation innovation NOUN issue-2903 31 12 intended intend VERB issue-2903 31 13 to to PART issue-2903 31 14 neutralise neutralise VERB issue-2903 31 15 such such ADJ issue-2903 31 16 threats threat NOUN issue-2903 31 17 . . PUNCT issue-2903 32 1 in in ADP issue-2903 32 2 the the DET issue-2903 32 3 context context NOUN issue-2903 32 4 of of ADP issue-2903 32 5 ukraine ukraine NOUN issue-2903 32 6 , , PUNCT issue-2903 32 7 the the DET issue-2903 32 8 pursuit pursuit NOUN issue-2903 32 9 of of ADP issue-2903 32 10 rule rule NOUN issue-2903 32 11 of of ADP issue-2903 32 12 law law NOUN issue-2903 32 13 is be AUX issue-2903 32 14 substantially substantially ADV issue-2903 32 15 encumbered encumber VERB issue-2903 32 16 by by ADP issue-2903 32 17 the the DET issue-2903 32 18 dual dual ADJ issue-2903 32 19 challenges challenge NOUN issue-2903 32 20 of of ADP issue-2903 32 21 combating combat VERB issue-2903 32 22 corruption corruption NOUN issue-2903 32 23 and and CCONJ issue-2903 32 24 defending defend VERB issue-2903 32 25 against against ADP issue-2903 32 26 external external ADJ issue-2903 32 27 military military ADJ issue-2903 32 28 aggression aggression NOUN issue-2903 32 29 . . PUNCT issue-2903 33 1 " " PUNCT issue-2903 33 2 as as SCONJ issue-2903 33 3 the the DET issue-2903 33 4 meaning meaning NOUN issue-2903 33 5 of of ADP issue-2903 33 6 historical historical ADJ issue-2903 33 7 struggle struggle NOUN issue-2903 33 8 becomes become VERB issue-2903 33 9 clear clear ADJ issue-2903 33 10 through through ADP issue-2903 33 11 the the DET issue-2903 33 12 course course NOUN issue-2903 33 13 of of ADP issue-2903 33 14 societal societal ADJ issue-2903 33 15 development development NOUN issue-2903 33 16 , , PUNCT issue-2903 33 17 only only ADV issue-2903 33 18 then then ADV issue-2903 33 19 can can AUX issue-2903 33 20 society society NOUN issue-2903 33 21 truly truly ADV issue-2903 33 22 recognize recognize VERB issue-2903 33 23 the the DET issue-2903 33 24 moral moral ADJ issue-2903 33 25 significance significance NOUN issue-2903 33 26 of of ADP issue-2903 33 27 acknowledging acknowledge VERB issue-2903 33 28 it it PRON issue-2903 33 29 . . PUNCT issue-2903 33 30 " " PUNCT issue-2903 34 1 ( ( PUNCT issue-2903 34 2 grigore grigore ADJ issue-2903 34 3 , , PUNCT issue-2903 34 4 2025 2025 NUM issue-2903 34 5 , , PUNCT issue-2903 34 6 p. p. NOUN issue-2903 34 7 108 108 NUM issue-2903 34 8 ) ) PUNCT issue-2903 34 9 2 2 NUM issue-2903 34 10 . . X issue-2903 34 11 analysis analysis NOUN issue-2903 34 12 of of ADP issue-2903 34 13 recent recent ADJ issue-2903 34 14 topical topical ADJ issue-2903 34 15 resources resource NOUN issue-2903 34 16 together together ADV issue-2903 34 17 , , PUNCT issue-2903 34 18 the the DET issue-2903 34 19 studies study NOUN issue-2903 34 20 shed shed VERB issue-2903 34 21 light light NOUN issue-2903 34 22 on on ADP issue-2903 34 23 the the DET issue-2903 34 24 intersection intersection NOUN issue-2903 34 25 between between ADP issue-2903 34 26 artificial artificial ADJ issue-2903 34 27 intelligence intelligence NOUN issue-2903 34 28 , , PUNCT issue-2903 34 29 governance governance NOUN issue-2903 34 30 , , PUNCT issue-2903 34 31 anticorruption anticorruption NOUN issue-2903 34 32 efforts effort NOUN issue-2903 34 33 and and CCONJ issue-2903 34 34 economic economic ADJ issue-2903 34 35 regulation regulation NOUN issue-2903 34 36 . . PUNCT issue-2903 35 1 they they PRON issue-2903 35 2 highlight highlight VERB issue-2903 35 3 the the DET issue-2903 35 4 challenges challenge NOUN issue-2903 35 5 and and CCONJ issue-2903 35 6 opportunities opportunity NOUN issue-2903 35 7 that that PRON issue-2903 35 8 have have AUX issue-2903 35 9 emerged emerge VERB issue-2903 35 10 in in ADP issue-2903 35 11 the the DET issue-2903 35 12 digital digital ADJ issue-2903 35 13 era era NOUN issue-2903 35 14 . . PUNCT issue-2903 36 1 k. k. PROPN issue-2903 36 2 alhosani alhosani PROPN issue-2903 36 3 and and CCONJ issue-2903 36 4 s. s. PROPN issue-2903 36 5 alhashmi alhashmi PROPN issue-2903 36 6 examined examine VERB issue-2903 36 7 the the DET issue-2903 36 8 challenges challenge NOUN issue-2903 36 9 and and CCONJ issue-2903 36 10 advantages advantage NOUN issue-2903 36 11 of of ADP issue-2903 36 12 ai ai NOUN issue-2903 36 13 - - PUNCT issue-2903 36 14 driven drive VERB issue-2903 36 15 innovations innovation NOUN issue-2903 36 16 in in ADP issue-2903 36 17 public public ADJ issue-2903 36 18 services service NOUN issue-2903 36 19 . . PUNCT issue-2903 37 1 conversely conversely ADV issue-2903 37 2 , , PUNCT issue-2903 37 3 s. s. PROPN issue-2903 37 4 carcelli carcelli PROPN issue-2903 37 5 analysed analyse VERB issue-2903 37 6 the the DET issue-2903 37 7 relationship relationship NOUN issue-2903 37 8 between between ADP issue-2903 37 9 bureaucratic bureaucratic ADJ issue-2903 37 10 structures structure NOUN issue-2903 37 11 and and CCONJ issue-2903 37 12 compliance compliance NOUN issue-2903 37 13 with with ADP issue-2903 37 14 international international ADJ issue-2903 37 15 agreements agreement NOUN issue-2903 37 16 . . PUNCT issue-2903 38 1 s. s. PROPN issue-2903 38 2 chayes chayes PROPN issue-2903 38 3 emphasised emphasise VERB issue-2903 38 4 the the DET issue-2903 38 5 threats threat NOUN issue-2903 38 6 that that PRON issue-2903 38 7 corruption corruption NOUN issue-2903 38 8 poses pose VERB issue-2903 38 9 to to ADP issue-2903 38 10 global global ADJ issue-2903 38 11 security security NOUN issue-2903 38 12 . . PUNCT issue-2903 39 1 by by ADP issue-2903 39 2 contrast contrast NOUN issue-2903 39 3 , , PUNCT issue-2903 39 4 m. m. NOUN issue-2903 39 5 dang dang NOUN issue-2903 39 6 and and CCONJ issue-2903 39 7 t. t. PROPN issue-2903 39 8 vu vu PROPN issue-2903 39 9 examined examine VERB issue-2903 39 10 the the DET issue-2903 39 11 importance importance NOUN issue-2903 39 12 of of ADP issue-2903 39 13 good good ADJ issue-2903 39 14 governance governance NOUN issue-2903 39 15 and and CCONJ issue-2903 39 16 anti anti ADJ issue-2903 39 17 - - ADJ issue-2903 39 18 corruption corruption ADJ issue-2903 39 19 initiatives initiative NOUN issue-2903 39 20 in in ADP issue-2903 39 21 the the DET issue-2903 39 22 digital digital ADJ issue-2903 39 23 era era NOUN issue-2903 39 24 . . PUNCT issue-2903 40 1 furthermore furthermore ADV issue-2903 40 2 , , PUNCT issue-2903 40 3 djenna djenna PROPN issue-2903 40 4 , , PUNCT issue-2903 40 5 e. e. PROPN issue-2903 40 6 barka barka PROPN issue-2903 40 7 , , PUNCT issue-2903 40 8 a. a. NOUN issue-2903 40 9 benchikh benchikh NOUN issue-2903 40 10 and and CCONJ issue-2903 40 11 k. k. PROPN issue-2903 40 12 khadir khadir PROPN issue-2903 40 13 examined examine VERB issue-2903 40 14 ai ai NOUN issue-2903 40 15 - - PUNCT issue-2903 40 16 powered power VERB issue-2903 40 17 cybersecurity cybersecurity NOUN issue-2903 40 18 analytics analytic NOUN issue-2903 40 19 for for ADP issue-2903 40 20 the the DET issue-2903 40 21 detection detection NOUN issue-2903 40 22 of of ADP issue-2903 40 23 cybercrime cybercrime NOUN issue-2903 40 24 . . PUNCT issue-2903 41 1 w. w. PROPN issue-2903 41 2 dong dong PROPN issue-2903 41 3 and and CCONJ issue-2903 41 4 s. s. PROPN issue-2903 41 5 sun sun PROPN issue-2903 41 6 proposed propose VERB issue-2903 41 7 the the DET issue-2903 41 8 utilisation utilisation NOUN issue-2903 41 9 of of ADP issue-2903 41 10 multi multi ADJ issue-2903 41 11 - - ADJ issue-2903 41 12 view view ADJ issue-2903 41 13 deep deep ADJ issue-2903 41 14 gaussian gaussian NOUN issue-2903 41 15 processes process NOUN issue-2903 41 16 for for ADP issue-2903 41 17 the the DET issue-2903 41 18 purpose purpose NOUN issue-2903 41 19 of of ADP issue-2903 41 20 supervised supervised ADJ issue-2903 41 21 learning learning NOUN issue-2903 41 22 . . PUNCT issue-2903 42 1 in in ADP issue-2903 42 2 a a DET issue-2903 42 3 similar similar ADJ issue-2903 42 4 vein vein NOUN issue-2903 42 5 , , PUNCT issue-2903 42 6 j. j. PROPN issue-2903 42 7 echenausía echenausía PROPN issue-2903 42 8 - - PUNCT issue-2903 42 9 monroy monroy NOUN issue-2903 42 10 , , PUNCT issue-2903 42 11 d. d. PROPN issue-2903 42 12 magallón magallón PROPN issue-2903 42 13 - - PUNCT issue-2903 42 14 garcía garcía ADJ issue-2903 42 15 , , PUNCT issue-2903 42 16 l. l. PROPN issue-2903 42 17 ontañón ontañón PROPN issue-2903 42 18 - - PUNCT issue-2903 42 19 garcía garcía PROPN issue-2903 42 20 , , PUNCT issue-2903 42 21 r. r. PROPN issue-2903 42 22 rodriguez rodriguez PROPN issue-2903 42 23 , , PUNCT issue-2903 42 24 j. j. PROPN issue-2903 42 25 ramirez ramirez PROPN issue-2903 42 26 , , PUNCT issue-2903 42 27 and and CCONJ issue-2903 42 28 j. j. PROPN issue-2903 42 29 álvarez álvarez PROPN issue-2903 42 30 made make VERB issue-2903 42 31 significant significant ADJ issue-2903 42 32 contributions contribution NOUN issue-2903 42 33 to to ADP issue-2903 42 34 the the DET issue-2903 42 35 domain domain NOUN issue-2903 42 36 of of ADP issue-2903 42 37 machine machine NOUN issue-2903 42 38 learning learn VERB issue-2903 42 39 through through ADP issue-2903 42 40 the the DET issue-2903 42 41 development development NOUN issue-2903 42 42 of of ADP issue-2903 42 43 recurrent recurrent ADJ issue-2903 42 44 neural neural ADJ issue-2903 42 45 network network NOUN issue-2903 42 46 applications application NOUN issue-2903 42 47 . . PUNCT issue-2903 43 1 h. h. PROPN issue-2903 43 2 lee lee PROPN issue-2903 43 3 , , PUNCT issue-2903 43 4 c. c. PROPN issue-2903 43 5 jang jang PROPN issue-2903 43 6 , , PUNCT issue-2903 43 7 d. d. PROPN issue-2903 43 8 bok bok PROPN issue-2903 43 9 lee lee PROPN issue-2903 43 10 , , PUNCT issue-2903 43 11 j. j. PROPN issue-2903 43 12 lee lee PROPN issue-2903 43 13 introduced introduce VERB issue-2903 43 14 agnostic agnostic ADJ issue-2903 43 15 neural neural ADJ issue-2903 43 16 processes process NOUN issue-2903 43 17 , , PUNCT issue-2903 43 18 while while SCONJ issue-2903 43 19 k. k. PROPN issue-2903 43 20 miller miller PROPN issue-2903 43 21 , , PUNCT issue-2903 43 22 c. c. PROPN issue-2903 43 23 hettinger hettinger NOUN issue-2903 43 24 , , PUNCT issue-2903 43 25 j. j. PROPN issue-2903 43 26 humpherys humpherys PROPN issue-2903 43 27 , , PUNCT issue-2903 43 28 t. t. PROPN issue-2903 43 29 jarvis jarvis PROPN issue-2903 43 30 , , PUNCT issue-2903 43 31 d. d. PROPN issue-2903 43 32 kartchner kartchner PROPN issue-2903 43 33 applied apply VERB issue-2903 43 34 deep deep ADJ issue-2903 43 35 random random ADJ issue-2903 43 36 forest forest NOUN issue-2903 43 37 methodologies methodology NOUN issue-2903 43 38 for for ADP issue-2903 43 39 training train VERB issue-2903 43 40 neural neural ADJ issue-2903 43 41 networks network NOUN issue-2903 43 42 . . PUNCT issue-2903 44 1 in in ADP issue-2903 44 2 addition addition NOUN issue-2903 44 3 , , PUNCT issue-2903 44 4 h. h. PROPN issue-2903 44 5 peng peng PROPN issue-2903 44 6 and and CCONJ issue-2903 44 7 j. j. PROPN issue-2903 44 8 wang wang PROPN issue-2903 44 9 investigated investigate VERB issue-2903 44 10 advanced advanced ADJ issue-2903 44 11 spiking spike VERB issue-2903 44 12 neural neural ADJ issue-2903 44 13 systems system NOUN issue-2903 44 14 , , PUNCT issue-2903 44 15 while while SCONJ issue-2903 44 16 j. j. PROPN issue-2903 44 17 jiao jiao PROPN issue-2903 44 18 , , PUNCT issue-2903 44 19 x. x. PROPN issue-2903 44 20 zhang zhang PROPN issue-2903 44 21 , , PUNCT issue-2903 44 22 z. z. PROPN issue-2903 44 23 liu liu PROPN issue-2903 44 24 , , PUNCT issue-2903 44 25 l. l. PROPN issue-2903 44 26 zhang zhang PROPN issue-2903 44 27 , , PUNCT issue-2903 44 28 h. h. PROPN issue-2903 44 29 wu wu PROPN issue-2903 44 30 , , PUNCT issue-2903 44 31 m. m. NOUN issue-2903 44 32 gao gao PROPN issue-2903 44 33 , , PUNCT issue-2903 44 34 t. t. PROPN issue-2903 44 35 li li PROPN issue-2903 44 36 , , PUNCT issue-2903 44 37 and and CCONJ issue-2903 44 38 j. j. PROPN issue-2903 44 39 wu wu PROPN issue-2903 44 40 developed develop VERB issue-2903 44 41 deep deep ADJ issue-2903 44 42 contrastive contrastive ADJ issue-2903 44 43 structures structure NOUN issue-2903 44 44 for for ADP issue-2903 44 45 unsupervised unsupervised ADJ issue-2903 44 46 forecasting forecasting NOUN issue-2903 44 47 in in ADP issue-2903 44 48 dynamic dynamic ADJ issue-2903 44 49 networks network NOUN issue-2903 44 50 . . PUNCT issue-2903 45 1 m. m. NOUN issue-2903 45 2 in in ADP issue-2903 45 3 his his PRON issue-2903 45 4 discourse discourse NOUN issue-2903 45 5 on on ADP issue-2903 45 6 the the DET issue-2903 45 7 future future NOUN issue-2903 45 8 of of ADP issue-2903 45 9 european european ADJ issue-2903 45 10 competitiveness competitiveness NOUN issue-2903 45 11 , , PUNCT issue-2903 45 12 draghi draghi PROPN issue-2903 45 13 explored explore VERB issue-2903 45 14 the the DET issue-2903 45 15 impact impact NOUN issue-2903 45 16 of of ADP issue-2903 45 17 digital digital ADJ issue-2903 45 18 administration administration NOUN issue-2903 45 19 on on ADP issue-2903 45 20 political political ADJ issue-2903 45 21 rationality rationality NOUN issue-2903 45 22 and and CCONJ issue-2903 45 23 governance governance NOUN issue-2903 45 24 , , PUNCT issue-2903 45 25 a a DET issue-2903 45 26 topic topic NOUN issue-2903 45 27 subsequently subsequently ADV issue-2903 45 28 explored explore VERB issue-2903 45 29 by by ADP issue-2903 45 30 a. a. NOUN issue-2903 45 31 khaldi khaldi PROPN issue-2903 45 32 . . PUNCT issue-2903 46 1 despite despite SCONJ issue-2903 46 2 the the DET issue-2903 46 3 extensive extensive ADJ issue-2903 46 4 corpus corpus NOUN issue-2903 46 5 of of ADP issue-2903 46 6 scientific scientific ADJ issue-2903 46 7 works work NOUN issue-2903 46 8 relevant relevant ADJ issue-2903 46 9 to to ADP issue-2903 46 10 the the DET issue-2903 46 11 subject subject NOUN issue-2903 46 12 of of ADP issue-2903 46 13 the the DET issue-2903 46 14 research research NOUN issue-2903 46 15 , , PUNCT issue-2903 46 16 this this DET issue-2903 46 17 study study NOUN issue-2903 46 18 proposes propose VERB issue-2903 46 19 a a DET issue-2903 46 20 hypothesis hypothesis NOUN issue-2903 46 21 concerning concern VERB issue-2903 46 22 the the DET issue-2903 46 23 capacity capacity NOUN issue-2903 46 24 of of ADP issue-2903 46 25 non non ADJ issue-2903 46 26 - - ADJ issue-2903 46 27 anthropomorphic anthropomorphic ADJ issue-2903 46 28 neural neural ADJ issue-2903 46 29 networks network NOUN issue-2903 46 30 to to PART issue-2903 46 31 eradicate eradicate VERB issue-2903 46 32 interstate interstate ADJ issue-2903 46 33 corruption corruption NOUN issue-2903 46 34 in in ADP issue-2903 46 35 economic economic ADJ issue-2903 46 36 relations relation NOUN issue-2903 46 37 , , PUNCT issue-2903 46 38 a a DET issue-2903 46 39 pernicious pernicious ADJ issue-2903 46 40 threat threat NOUN issue-2903 46 41 to to ADP issue-2903 46 42 the the DET issue-2903 46 43 security security NOUN issue-2903 46 44 of of ADP issue-2903 46 45 nations nation NOUN issue-2903 46 46 . . PUNCT issue-2903 47 1 3 3 X issue-2903 47 2 . . X issue-2903 47 3     SPACE issue-2903 47 4 the the DET issue-2903 47 5 distinctive distinctive ADJ issue-2903 47 6 attributes attribute NOUN issue-2903 47 7 of of ADP issue-2903 47 8 corruptive corruptive ADJ issue-2903 47 9 erosion erosion NOUN issue-2903 47 10 in in ADP issue-2903 47 11 inter inter ADJ issue-2903 47 12 - - ADJ issue-2903 47 13 state state ADJ issue-2903 47 14 economic economic ADJ issue-2903 47 15 synergies synergy NOUN issue-2903 47 16 in in ADP issue-2903 47 17 accordance accordance NOUN issue-2903 47 18 with with ADP issue-2903 47 19 the the DET issue-2903 47 20 united united PROPN issue-2903 47 21 nations nations PROPN issue-2903 47 22 ' ' PART issue-2903 47 23 sustainable sustainable ADJ issue-2903 47 24 development development NOUN issue-2903 47 25 goals goal NOUN issue-2903 47 26 ( ( PUNCT issue-2903 47 27 sdgs sdgs ADJ issue-2903 47 28 ) ) PUNCT issue-2903 47 29 for for ADP issue-2903 47 30 2030 2030 NUM issue-2903 47 31 , , PUNCT issue-2903 47 32 digital digital ADJ issue-2903 47 33 technologies technology NOUN issue-2903 47 34 have have VERB issue-2903 47 35 the the DET issue-2903 47 36 capacity capacity NOUN issue-2903 47 37 to to PART issue-2903 47 38 facilitate facilitate VERB issue-2903 47 39 access access NOUN issue-2903 47 40 to to ADP issue-2903 47 41 relevant relevant ADJ issue-2903 47 42 information information NOUN issue-2903 47 43 , , PUNCT issue-2903 47 44 monitor monitor VERB issue-2903 47 45 the the DET issue-2903 47 46 implementation implementation NOUN issue-2903 47 47 of of ADP issue-2903 47 48 reforms reform NOUN issue-2903 47 49 , , PUNCT issue-2903 47 50 promote promote VERB issue-2903 47 51 transparency transparency NOUN issue-2903 47 52 in in ADP issue-2903 47 53 public public ADJ issue-2903 47 54 institutions institution NOUN issue-2903 47 55 , , PUNCT issue-2903 47 56 strengthen strengthen VERB issue-2903 47 57 the the DET issue-2903 47 58 rule rule NOUN issue-2903 47 59 of of ADP issue-2903 47 60 law law NOUN issue-2903 47 61 , , PUNCT issue-2903 47 62 improve improve VERB issue-2903 47 63 anti anti ADJ issue-2903 47 64 - - ADJ issue-2903 47 65 corruption corruption ADJ issue-2903 47 66 mechanisms mechanism NOUN issue-2903 47 67 , , PUNCT issue-2903 47 68 and and CCONJ issue-2903 47 69 provide provide VERB issue-2903 47 70 better well ADJ issue-2903 47 71 protection protection NOUN issue-2903 47 72 of of ADP issue-2903 47 73 citizens citizen NOUN issue-2903 47 74 ' ' PART issue-2903 47 75 fundamental fundamental ADJ issue-2903 47 76 rights right NOUN issue-2903 47 77 ( ( PUNCT issue-2903 47 78 sdg sdg NOUN issue-2903 47 79 16 16 NUM issue-2903 47 80 , , PUNCT issue-2903 47 81 un un PROPN issue-2903 47 82 , , PUNCT issue-2903 47 83 2015 2015 NUM issue-2903 47 84 ) ) PUNCT issue-2903 47 85 . . PUNCT issue-2903 48 1 the the DET issue-2903 48 2 most most ADV issue-2903 48 3 recent recent ADJ issue-2903 48 4 changes change NOUN issue-2903 48 5 are be AUX issue-2903 48 6 set set VERB issue-2903 48 7 against against ADP issue-2903 48 8 the the DET issue-2903 48 9 backdrop backdrop NOUN issue-2903 48 10 of of ADP issue-2903 48 11 globalisation globalisation NOUN issue-2903 48 12 , , PUNCT issue-2903 48 13 technological technological ADJ issue-2903 48 14 advancement advancement NOUN issue-2903 48 15 , , PUNCT issue-2903 48 16 the the DET issue-2903 48 17 expansion expansion NOUN issue-2903 48 18 of of ADP issue-2903 48 19 intergovernmental intergovernmental ADJ issue-2903 48 20 organisations organisation NOUN issue-2903 48 21 , , PUNCT issue-2903 48 22 international international ADJ issue-2903 48 23 economic economic ADJ issue-2903 48 24 co co NOUN issue-2903 48 25 - - NOUN issue-2903 48 26 operation operation NOUN issue-2903 48 27 , , PUNCT issue-2903 48 28 and and CCONJ issue-2903 48 29 the the DET issue-2903 48 30 increasing increase VERB issue-2903 48 31 roles role NOUN issue-2903 48 32 of of ADP issue-2903 48 33 non non ADJ issue-2903 48 34 - - ADJ issue-2903 48 35 state state ADJ issue-2903 48 36 actors actor NOUN issue-2903 48 37 such such ADJ issue-2903 48 38 as as ADP issue-2903 48 39 multinational multinational ADJ issue-2903 48 40 corporations corporation NOUN issue-2903 48 41 ( ( PUNCT issue-2903 48 42 olaniyan olaniyan ADJ issue-2903 48 43 , , PUNCT issue-2903 48 44 2023 2023 NUM issue-2903 48 45 , , PUNCT issue-2903 48 46 p. p. NOUN issue-2903 48 47 43 43 NUM issue-2903 48 48 ) ) PUNCT issue-2903 48 49 . . PUNCT issue-2903 49 1 it it PRON issue-2903 49 2 is be AUX issue-2903 49 3 widely widely ADV issue-2903 49 4 accepted accept VERB issue-2903 49 5 that that SCONJ issue-2903 49 6 the the DET issue-2903 49 7 attainment attainment NOUN issue-2903 49 8 of of ADP issue-2903 49 9 long long ADJ issue-2903 49 10 - - PUNCT issue-2903 49 11 term term NOUN issue-2903 49 12 development development NOUN issue-2903 49 13 by by ADP issue-2903 49 14 enterprises enterprise NOUN issue-2903 49 15 is be AUX issue-2903 49 16 a a DET issue-2903 49 17 prerequisite prerequisite NOUN issue-2903 49 18 for for ADP issue-2903 49 19 ensuring ensure VERB issue-2903 49 20 national national ADJ issue-2903 49 21 security security NOUN issue-2903 49 22 and and CCONJ issue-2903 49 23 attaining attain VERB issue-2903 49 24 economic economic ADJ issue-2903 49 25 prosperity prosperity NOUN issue-2903 49 26 . . PUNCT issue-2903 50 1 in in ADP issue-2903 50 2 the the DET issue-2903 50 3 eu eu PROPN issue-2903 50 4 and and CCONJ issue-2903 50 5 the the DET issue-2903 50 6 asia asia PROPN issue-2903 50 7 - - PUNCT issue-2903 50 8 pacific pacific PROPN issue-2903 50 9 region region NOUN issue-2903 50 10 , , PUNCT issue-2903 50 11 enterprises enterprise NOUN issue-2903 50 12 are be AUX issue-2903 50 13 regarded regard VERB issue-2903 50 14 as as ADP issue-2903 50 15 the the DET issue-2903 50 16 fundamental fundamental ADJ issue-2903 50 17 driving driving NOUN issue-2903 50 18 force force NOUN issue-2903 50 19 of of ADP issue-2903 50 20 the the DET issue-2903 50 21 economy economy NOUN issue-2903 50 22 . . PUNCT issue-2903 51 1 the the DET issue-2903 51 2 prevailing prevail VERB issue-2903 51 3 belief belief NOUN issue-2903 51 4 is be AUX issue-2903 51 5 that that SCONJ issue-2903 51 6 the the DET issue-2903 51 7 effective effective ADJ issue-2903 51 8 mobilisation mobilisation NOUN issue-2903 51 9 of of ADP issue-2903 51 10 enterprise enterprise NOUN issue-2903 51 11 capabilities capability NOUN issue-2903 51 12 is be AUX issue-2903 51 13 pivotal pivotal ADJ issue-2903 51 14 for for ADP issue-2903 51 15 enhancing enhance VERB issue-2903 51 16 national national ADJ issue-2903 51 17 competitiveness competitiveness NOUN issue-2903 51 18 and and CCONJ issue-2903 51 19 fostering foster VERB issue-2903 51 20 economic economic ADJ issue-2903 51 21 dynamism dynamism NOUN issue-2903 51 22 ( ( PUNCT issue-2903 51 23 zhang zhang PROPN issue-2903 51 24 , , PUNCT issue-2903 51 25 2023 2023 NUM issue-2903 51 26 , , PUNCT issue-2903 51 27 p. p. NOUN issue-2903 51 28 25144 25144 NUM issue-2903 51 29 ) ) PUNCT issue-2903 51 30 . . PUNCT issue-2903 52 1 the the DET issue-2903 52 2 pervasiveness pervasiveness NOUN issue-2903 52 3 of of ADP issue-2903 52 4 corruption corruption NOUN issue-2903 52 5 on on ADP issue-2903 52 6 a a DET issue-2903 52 7 global global ADJ issue-2903 52 8 scale scale NOUN issue-2903 52 9 serves serve VERB issue-2903 52 10 as as ADP issue-2903 52 11 an an DET issue-2903 52 12 indication indication NOUN issue-2903 52 13 that that SCONJ issue-2903 52 14 the the DET issue-2903 52 15 implementation implementation NOUN issue-2903 52 16 of of ADP issue-2903 52 17 various various ADJ issue-2903 52 18 policy policy NOUN issue-2903 52 19 initiatives initiative NOUN issue-2903 52 20 has have AUX issue-2903 52 21 not not PART issue-2903 52 22 yielded yield VERB issue-2903 52 23 the the DET issue-2903 52 24 desired desire VERB issue-2903 52 25 outcomes outcome NOUN issue-2903 52 26 , , PUNCT issue-2903 52 27 underscoring underscore VERB issue-2903 52 28 the the DET issue-2903 52 29 necessity necessity NOUN issue-2903 52 30 for for ADP issue-2903 52 31 additional additional ADJ issue-2903 52 32 baltic baltic ADJ issue-2903 52 33 journal journal NOUN issue-2903 52 34 of of ADP issue-2903 52 35 economic economic ADJ issue-2903 52 36 studies study NOUN issue-2903 52 37 317 317 NUM issue-2903 52 38 vol vol NOUN issue-2903 52 39 . . PUNCT issue-2903 53 1 11 11 NUM issue-2903 54 1 no no NOUN issue-2903 54 2 . . NOUN issue-2903 54 3 2 2 NUM issue-2903 54 4 , , PUNCT issue-2903 55 1 2025 2025 NUM issue-2903 55 2 policy policy NOUN issue-2903 55 3 directives directive NOUN issue-2903 55 4 ( ( PUNCT issue-2903 55 5 zhang zhang PROPN issue-2903 55 6 & & CCONJ issue-2903 55 7 goel goel PROPN issue-2903 55 8 , , PUNCT issue-2903 55 9 2023 2023 NUM issue-2903 55 10 , , PUNCT issue-2903 55 11 p. p. NOUN issue-2903 55 12 2479 2479 NUM issue-2903 55 13 ) ) PUNCT issue-2903 55 14 . . PUNCT issue-2903 56 1 the the DET issue-2903 56 2 contemporary contemporary ADJ issue-2903 56 3 transformation transformation NOUN issue-2903 56 4 of of ADP issue-2903 56 5 humanity humanity NOUN issue-2903 56 6 is be AUX issue-2903 56 7 characterised characterise VERB issue-2903 56 8 by by ADP issue-2903 56 9 the the DET issue-2903 56 10 remarkable remarkable ADJ issue-2903 56 11 convergence convergence NOUN issue-2903 56 12 of of ADP issue-2903 56 13 emerging emerge VERB issue-2903 56 14 technological technological ADJ issue-2903 56 15 breakthroughs breakthrough NOUN issue-2903 56 16 encompassing encompass VERB issue-2903 56 17 artificial artificial ADJ issue-2903 56 18 intelligence intelligence NOUN issue-2903 56 19 ( ( PUNCT issue-2903 56 20 ai ai NOUN issue-2903 56 21 ) ) PUNCT issue-2903 56 22 , , PUNCT issue-2903 56 23 robotics robotic NOUN issue-2903 56 24 , , PUNCT issue-2903 56 25 the the DET issue-2903 56 26 internet internet NOUN issue-2903 56 27 of of ADP issue-2903 56 28 things thing NOUN issue-2903 56 29 ( ( PUNCT issue-2903 56 30 iot iot NOUN issue-2903 56 31 ) ) PUNCT issue-2903 56 32 , , PUNCT issue-2903 56 33 autonomous autonomous ADJ issue-2903 56 34 vehicles vehicle NOUN issue-2903 56 35 , , PUNCT issue-2903 56 36 3d 3d NUM issue-2903 56 37 printing printing NOUN issue-2903 56 38 , , PUNCT issue-2903 56 39 nanotechnology nanotechnology NOUN issue-2903 56 40 , , PUNCT issue-2903 56 41 biotechnology biotechnology NOUN issue-2903 56 42 , , PUNCT issue-2903 56 43 materials material NOUN issue-2903 56 44 science science NOUN issue-2903 56 45 , , PUNCT issue-2903 56 46 energy energy NOUN issue-2903 56 47 storage storage NOUN issue-2903 56 48 , , PUNCT issue-2903 56 49 quantum quantum NOUN issue-2903 56 50 computing computing NOUN issue-2903 56 51 , , PUNCT issue-2903 56 52 and and CCONJ issue-2903 56 53 numerous numerous ADJ issue-2903 56 54 others other NOUN issue-2903 56 55 . . PUNCT issue-2903 57 1 for for ADP issue-2903 57 2 instance instance NOUN issue-2903 57 3 , , PUNCT issue-2903 57 4 the the DET issue-2903 57 5 global global ADJ issue-2903 57 6 cybersecurity cybersecurity NOUN issue-2903 57 7 market market NOUN issue-2903 57 8 , , PUNCT issue-2903 57 9 which which PRON issue-2903 57 10 has have AUX issue-2903 57 11 exhibited exhibit VERB issue-2903 57 12 consistent consistent ADJ issue-2903 57 13 annual annual ADJ issue-2903 57 14 growth growth NOUN issue-2903 57 15 , , PUNCT issue-2903 57 16 is be AUX issue-2903 57 17 projected project VERB issue-2903 57 18 to to PART issue-2903 57 19 reach reach VERB issue-2903 57 20 562.72 562.72 NUM issue-2903 57 21 billion billion NUM issue-2903 57 22 usd usd NOUN issue-2903 57 23 by by ADP issue-2903 57 24 2032 2032 NUM issue-2903 57 25 ( ( PUNCT issue-2903 57 26 schwab schwab NOUN issue-2903 57 27 , , PUNCT issue-2903 57 28 2016 2016 NUM issue-2903 57 29 , , PUNCT issue-2903 57 30 p. p. NOUN issue-2903 57 31 7 7 NUM issue-2903 57 32 , , PUNCT issue-2903 57 33 59 59 NUM issue-2903 57 34 ; ; PUNCT issue-2903 57 35 cybersecurity cybersecurity NOUN issue-2903 57 36 , , PUNCT issue-2903 57 37 2025 2025 NUM issue-2903 57 38 ) ) PUNCT issue-2903 57 39 . . PUNCT issue-2903 58 1 the the DET issue-2903 58 2 eu eu PROPN issue-2903 58 3 and and CCONJ issue-2903 58 4 nato nato PROPN issue-2903 58 5 are be AUX issue-2903 58 6 both both ADV issue-2903 58 7 active active ADJ issue-2903 58 8 in in ADP issue-2903 58 9 a a DET issue-2903 58 10 broad broad ADJ issue-2903 58 11 range range NOUN issue-2903 58 12 of of ADP issue-2903 58 13 security security NOUN issue-2903 58 14 and and CCONJ issue-2903 58 15 defence defence NOUN issue-2903 58 16 activities activity NOUN issue-2903 58 17 , , PUNCT issue-2903 58 18 including include VERB issue-2903 58 19 crisis crisis NOUN issue-2903 58 20 management management NOUN issue-2903 58 21 , , PUNCT issue-2903 58 22 cybersecurity cybersecurity NOUN issue-2903 58 23 and and CCONJ issue-2903 58 24 resilience resilience NOUN issue-2903 58 25 . . PUNCT issue-2903 59 1 these these DET issue-2903 59 2 activities activity NOUN issue-2903 59 3 entail entail VERB issue-2903 59 4 the the DET issue-2903 59 5 coordination coordination NOUN issue-2903 59 6 and and CCONJ issue-2903 59 7 sharing sharing NOUN issue-2903 59 8 of of ADP issue-2903 59 9 material material ADJ issue-2903 59 10 resources resource NOUN issue-2903 59 11 , , PUNCT issue-2903 59 12 personnel personnel NOUN issue-2903 59 13 and and CCONJ issue-2903 59 14 expertise expertise NOUN issue-2903 59 15 ( ( PUNCT issue-2903 59 16 hoeffler hoeffler NOUN issue-2903 59 17 , , PUNCT issue-2903 59 18 2024 2024 NUM issue-2903 59 19 , , PUNCT issue-2903 59 20 p. p. NOUN issue-2903 59 21 1265 1265 NUM issue-2903 59 22 ) ) PUNCT issue-2903 59 23 . . PUNCT issue-2903 60 1 political political ADJ issue-2903 60 2 corruption corruption NOUN issue-2903 60 3 and and CCONJ issue-2903 60 4 kleptocracy kleptocracy NOUN issue-2903 60 5 act act PROPN issue-2903 60 6 as as ADP issue-2903 60 7 persistent persistent ADJ issue-2903 60 8 impediments impediment NOUN issue-2903 60 9 to to ADP issue-2903 60 10 the the DET issue-2903 60 11 transition transition NOUN issue-2903 60 12 from from ADP issue-2903 60 13 a a DET issue-2903 60 14 totalitarian totalitarian ADJ issue-2903 60 15 to to ADP issue-2903 60 16 an an DET issue-2903 60 17 anthropocentric anthropocentric ADJ issue-2903 60 18 socio socio NOUN issue-2903 60 19 - - PUNCT issue-2903 60 20 legal legal ADJ issue-2903 60 21 regime regime NOUN issue-2903 60 22 , , PUNCT issue-2903 60 23 from from ADP issue-2903 60 24 violence violence NOUN issue-2903 60 25 against against ADP issue-2903 60 26 individuals individual NOUN issue-2903 60 27 by by ADP issue-2903 60 28 criminal criminal ADJ issue-2903 60 29 justice justice NOUN issue-2903 60 30 bodies body NOUN issue-2903 60 31 to to ADP issue-2903 60 32 the the DET issue-2903 60 33 protection protection NOUN issue-2903 60 34 of of ADP issue-2903 60 35 human human ADJ issue-2903 60 36 rights right NOUN issue-2903 60 37 by by ADP issue-2903 60 38 those those DET issue-2903 60 39 same same ADJ issue-2903 60 40 bodies body NOUN issue-2903 60 41 . . PUNCT issue-2903 61 1 funds fund NOUN issue-2903 61 2 stolen steal VERB issue-2903 61 3 from from ADP issue-2903 61 4 national national ADJ issue-2903 61 5 treasuries treasury NOUN issue-2903 61 6 around around ADP issue-2903 61 7 the the DET issue-2903 61 8 world world NOUN issue-2903 61 9 ( ( PUNCT issue-2903 61 10 resources resource NOUN issue-2903 61 11 that that PRON issue-2903 61 12 should should AUX issue-2903 61 13 be be AUX issue-2903 61 14 spent spend VERB issue-2903 61 15 on on ADP issue-2903 61 16 health health NOUN issue-2903 61 17 care care NOUN issue-2903 61 18 , , PUNCT issue-2903 61 19 education education NOUN issue-2903 61 20 and and CCONJ issue-2903 61 21 sanitation sanitation NOUN issue-2903 61 22 ) ) PUNCT issue-2903 61 23 continue continue VERB issue-2903 61 24 to to PART issue-2903 61 25 flow flow VERB issue-2903 61 26 into into ADP issue-2903 61 27 real real ADJ issue-2903 61 28 estate estate NOUN issue-2903 61 29 and and CCONJ issue-2903 61 30 other other ADJ issue-2903 61 31 investments investment NOUN issue-2903 61 32 in in ADP issue-2903 61 33 western western ADJ issue-2903 61 34 financial financial ADJ issue-2903 61 35 centres centre NOUN issue-2903 61 36 ( ( PUNCT issue-2903 61 37 keatinge keatinge NOUN issue-2903 61 38 , , PUNCT issue-2903 61 39 2024 2024 NUM issue-2903 61 40 , , PUNCT issue-2903 61 41 p. p. NOUN issue-2903 61 42 1 1 NUM issue-2903 61 43 ) ) PUNCT issue-2903 61 44 . . PUNCT issue-2903 62 1 according accord VERB issue-2903 62 2 to to ADP issue-2903 62 3 lizundia lizundia PROPN issue-2903 62 4 ( ( PUNCT issue-2903 62 5 2024 2024 NUM issue-2903 62 6 , , PUNCT issue-2903 62 7 p. p. NOUN issue-2903 62 8 6 6 NUM issue-2903 62 9 ) ) PUNCT issue-2903 62 10 , , PUNCT issue-2903 62 11 kleptocratic kleptocratic ADJ issue-2903 62 12 governance governance NOUN issue-2903 62 13 is be AUX issue-2903 62 14 associated associate VERB issue-2903 62 15 with with ADP issue-2903 62 16 authoritarian authoritarian ADJ issue-2903 62 17 regimes regime NOUN issue-2903 62 18 that that PRON issue-2903 62 19 use use VERB issue-2903 62 20 state state NOUN issue-2903 62 21 resources resource NOUN issue-2903 62 22 for for ADP issue-2903 62 23 personal personal ADJ issue-2903 62 24 enrichment enrichment NOUN issue-2903 62 25 and and CCONJ issue-2903 62 26 the the DET issue-2903 62 27 consolidation consolidation NOUN issue-2903 62 28 of of ADP issue-2903 62 29 political political ADJ issue-2903 62 30 power power NOUN issue-2903 62 31 . . PUNCT issue-2903 63 1 it it PRON issue-2903 63 2 is be AUX issue-2903 63 3 also also ADV issue-2903 63 4 associated associate VERB issue-2903 63 5 with with ADP issue-2903 63 6 countries country NOUN issue-2903 63 7 where where SCONJ issue-2903 63 8 political political ADJ issue-2903 63 9 elites elite NOUN issue-2903 63 10 are be AUX issue-2903 63 11 intertwined intertwine VERB issue-2903 63 12 with with ADP issue-2903 63 13 transnational transnational ADJ issue-2903 63 14 criminal criminal ADJ issue-2903 63 15 networks network NOUN issue-2903 63 16 and and CCONJ issue-2903 63 17 where where SCONJ issue-2903 63 18 large large ADJ issue-2903 63 19 - - PUNCT issue-2903 63 20 scale scale NOUN issue-2903 63 21 corruption corruption NOUN issue-2903 63 22 undermines undermine VERB issue-2903 63 23 democratic democratic ADJ issue-2903 63 24 processes process NOUN issue-2903 63 25 . . PUNCT issue-2903 64 1 misra misra PROPN issue-2903 64 2 ( ( PUNCT issue-2903 64 3 2022 2022 NUM issue-2903 64 4 , , PUNCT issue-2903 64 5 p. p. NOUN issue-2903 64 6 12 12 NUM issue-2903 64 7 ) ) PUNCT issue-2903 64 8 suggests suggest VERB issue-2903 64 9 that that SCONJ issue-2903 64 10 loyalty loyalty NOUN issue-2903 64 11 to to ADP issue-2903 64 12 corruption corruption NOUN issue-2903 64 13 can can AUX issue-2903 64 14 stem stem VERB issue-2903 64 15 from from ADP issue-2903 64 16 its its PRON issue-2903 64 17 widespread widespread ADJ issue-2903 64 18 perception perception NOUN issue-2903 64 19 as as ADP issue-2903 64 20 a a DET issue-2903 64 21 cultural cultural ADJ issue-2903 64 22 norm norm NOUN issue-2903 64 23 rather rather ADV issue-2903 64 24 than than ADP issue-2903 64 25 a a DET issue-2903 64 26 hindrance hindrance NOUN issue-2903 64 27 to to ADP issue-2903 64 28 development development NOUN issue-2903 64 29 . . PUNCT issue-2903 65 1 the the DET issue-2903 65 2 systemic systemic ADJ issue-2903 65 3 , , PUNCT issue-2903 65 4 long long ADJ issue-2903 65 5 - - PUNCT issue-2903 65 6 term term NOUN issue-2903 65 7 , , PUNCT issue-2903 65 8 and and CCONJ issue-2903 65 9 widespread widespread ADJ issue-2903 65 10 nature nature NOUN issue-2903 65 11 of of ADP issue-2903 65 12 large large ADJ issue-2903 65 13 - - PUNCT issue-2903 65 14 scale scale NOUN issue-2903 65 15 corruption corruption NOUN issue-2903 65 16 distortions distortion NOUN issue-2903 65 17 leads lead VERB issue-2903 65 18 to to ADP issue-2903 65 19 the the DET issue-2903 65 20 formation formation NOUN issue-2903 65 21 of of ADP issue-2903 65 22 transnational transnational ADJ issue-2903 65 23 connections connection NOUN issue-2903 65 24 , , PUNCT issue-2903 65 25 as as ADV issue-2903 65 26 well well ADV issue-2903 65 27 as as ADP issue-2903 65 28 the the DET issue-2903 65 29 deepening deepening NOUN issue-2903 65 30 of of ADP issue-2903 65 31 organised organised ADJ issue-2903 65 32 crime crime NOUN issue-2903 65 33 involving involve VERB issue-2903 65 34 money money NOUN issue-2903 65 35 laundering laundering NOUN issue-2903 65 36 , , PUNCT issue-2903 65 37 foreign foreign ADJ issue-2903 65 38 intelligence intelligence NOUN issue-2903 65 39 bribery bribery NOUN issue-2903 65 40 , , PUNCT issue-2903 65 41 espionage espionage NOUN issue-2903 65 42 , , PUNCT issue-2903 65 43 terrorism terrorism NOUN issue-2903 65 44 , , PUNCT issue-2903 65 45 and and CCONJ issue-2903 65 46 a a DET issue-2903 65 47 range range NOUN issue-2903 65 48 of of ADP issue-2903 65 49 other other ADJ issue-2903 65 50 crimes crime NOUN issue-2903 65 51 against against ADP issue-2903 65 52 the the DET issue-2903 65 53 constitutional constitutional ADJ issue-2903 65 54 order order NOUN issue-2903 65 55 , , PUNCT issue-2903 65 56 the the DET issue-2903 65 57 lives life NOUN issue-2903 65 58 and and CCONJ issue-2903 65 59 inviolability inviolability NOUN issue-2903 65 60 of of ADP issue-2903 65 61 citizens citizen NOUN issue-2903 65 62 , , PUNCT issue-2903 65 63 and and CCONJ issue-2903 65 64 other other ADJ issue-2903 65 65 national national ADJ issue-2903 65 66 legal legal ADJ issue-2903 65 67 values value NOUN issue-2903 65 68 . . PUNCT issue-2903 66 1 " " PUNCT issue-2903 66 2 corruption corruption NOUN issue-2903 66 3 and and CCONJ issue-2903 66 4 money money NOUN issue-2903 66 5 laundering laundering NOUN issue-2903 66 6 are be AUX issue-2903 66 7 interrelated interrelate VERB issue-2903 66 8 and and CCONJ issue-2903 66 9 selfreinforcing selfreinforce VERB issue-2903 66 10 phenomenon phenomenon NOUN issue-2903 66 11 , , PUNCT issue-2903 66 12 because because SCONJ issue-2903 66 13 corruption corruption NOUN issue-2903 66 14 proceeds proceed NOUN issue-2903 66 15 are be AUX issue-2903 66 16 disguised disguise VERB issue-2903 66 17 and and CCONJ issue-2903 66 18 laundered launder VERB issue-2903 66 19 by by ADP issue-2903 66 20 corrupt corrupt ADJ issue-2903 66 21 officials official NOUN issue-2903 66 22 to to PART issue-2903 66 23 be be AUX issue-2903 66 24 able able ADJ issue-2903 66 25 to to PART issue-2903 66 26 spend spend VERB issue-2903 66 27 or or CCONJ issue-2903 66 28 invest invest VERB issue-2903 66 29 such such ADJ issue-2903 66 30 proceeds proceed NOUN issue-2903 66 31 . . PUNCT issue-2903 66 32 " " PUNCT issue-2903 67 1 ( ( PUNCT issue-2903 67 2 zhu zhu PROPN issue-2903 67 3 , , PUNCT issue-2903 67 4 2022 2022 NUM issue-2903 67 5 , , PUNCT issue-2903 67 6 p. p. NOUN issue-2903 67 7     SPACE issue-2903 67 8 994 994 NUM issue-2903 67 9 ) ) PUNCT issue-2903 67 10 the the DET issue-2903 67 11 threat threat NOUN issue-2903 67 12 posed pose VERB issue-2903 67 13 by by ADP issue-2903 67 14 this this DET issue-2903 67 15 entrenched entrenched ADJ issue-2903 67 16 criminal criminal ADJ issue-2903 67 17 system system NOUN issue-2903 67 18 to to ADP issue-2903 67 19 the the DET issue-2903 67 20 violation violation NOUN issue-2903 67 21 of of ADP issue-2903 67 22 human human ADJ issue-2903 67 23 rights right NOUN issue-2903 67 24 and and CCONJ issue-2903 67 25 other other ADJ issue-2903 67 26 constitutional constitutional ADJ issue-2903 67 27 values value NOUN issue-2903 67 28 in in ADP issue-2903 67 29 ukraine ukraine NOUN issue-2903 67 30 is be AUX issue-2903 67 31 analogous analogous ADJ issue-2903 67 32 to to ADP issue-2903 67 33 the the DET issue-2903 67 34 challenges challenge NOUN issue-2903 67 35 faced face VERB issue-2903 67 36 by by ADP issue-2903 67 37 italy italy PROPN issue-2903 67 38 and and CCONJ issue-2903 67 39 the the DET issue-2903 67 40 eu eu PROPN issue-2903 67 41 in in ADP issue-2903 67 42 countering counter VERB issue-2903 67 43 the the DET issue-2903 67 44 mafia mafia NOUN issue-2903 67 45 . . PUNCT issue-2903 68 1 " " PUNCT issue-2903 68 2 italian italian ADJ issue-2903 68 3 organized organize VERB issue-2903 68 4 crime crime NOUN issue-2903 68 5 of of ADP issue-2903 68 6 the the DET issue-2903 68 7 mafia mafia NOUN issue-2903 68 8 type type NOUN issue-2903 68 9 is be AUX issue-2903 68 10 a a DET issue-2903 68 11 clear clear ADJ issue-2903 68 12 and and CCONJ issue-2903 68 13 present present ADJ issue-2903 68 14 danger danger NOUN issue-2903 68 15 to to ADP issue-2903 68 16 the the DET issue-2903 68 17 eu eu PROPN issue-2903 68 18 . . PUNCT issue-2903 69 1 the the DET issue-2903 69 2 foundation foundation NOUN issue-2903 69 3 of of ADP issue-2903 69 4 mafia mafia NOUN issue-2903 69 5 power power NOUN issue-2903 69 6 lies lie VERB issue-2903 69 7 in in ADP issue-2903 69 8 its its PRON issue-2903 69 9 control control NOUN issue-2903 69 10 and and CCONJ issue-2903 69 11 exploitation exploitation NOUN issue-2903 69 12 of of ADP issue-2903 69 13 territory territory NOUN issue-2903 69 14 and and CCONJ issue-2903 69 15 community community NOUN issue-2903 69 16 . . PUNCT issue-2903 70 1 contextual contextual ADJ issue-2903 70 2 concepts concept NOUN issue-2903 70 3 of of ADP issue-2903 70 4 family family NOUN issue-2903 70 5 , , PUNCT issue-2903 70 6 power power NOUN issue-2903 70 7 , , PUNCT issue-2903 70 8 respect respect NOUN issue-2903 70 9 , , PUNCT issue-2903 70 10 and and CCONJ issue-2903 70 11 territory territory NOUN issue-2903 70 12 are be AUX issue-2903 70 13 fundamental fundamental ADJ issue-2903 70 14 to to ADP issue-2903 70 15 understanding understand VERB issue-2903 70 16 mafia mafia NOUN issue-2903 70 17 dynamics dynamic NOUN issue-2903 70 18 . . PUNCT issue-2903 71 1 the the DET issue-2903 71 2 mafia mafia NOUN issue-2903 71 3 is be AUX issue-2903 71 4 capable capable ADJ issue-2903 71 5 of of ADP issue-2903 71 6 manipulating manipulate VERB issue-2903 71 7 elections election NOUN issue-2903 71 8 and and CCONJ issue-2903 71 9 placing place VERB issue-2903 71 10 its its PRON issue-2903 71 11 people people NOUN issue-2903 71 12 in in ADP issue-2903 71 13 administrative administrative ADJ issue-2903 71 14 roles role NOUN issue-2903 71 15 even even ADV issue-2903 71 16 far far ADV issue-2903 71 17 from from ADP issue-2903 71 18 the the DET issue-2903 71 19 territories territory NOUN issue-2903 71 20 they they PRON issue-2903 71 21 control control VERB issue-2903 71 22 . . PUNCT issue-2903 72 1 in in ADP issue-2903 72 2 this this DET issue-2903 72 3 sense sense NOUN issue-2903 72 4 , , PUNCT issue-2903 72 5 the the DET issue-2903 72 6 threat threat NOUN issue-2903 72 7 they they PRON issue-2903 72 8 pose pose VERB issue-2903 72 9 is be AUX issue-2903 72 10 unmatched unmatched ADJ issue-2903 72 11 by by ADP issue-2903 72 12 any any DET issue-2903 72 13 other other ADJ issue-2903 72 14 european european ADJ issue-2903 72 15 organized organize VERB issue-2903 72 16 criminal criminal ADJ issue-2903 72 17 group group NOUN issue-2903 72 18 . . PUNCT issue-2903 72 19 " " PUNCT issue-2903 73 1 ( ( PUNCT issue-2903 73 2 europol europol NOUN issue-2903 73 3 2013 2013 NUM issue-2903 73 4 , , PUNCT issue-2903 73 5 p. p. NOUN issue-2903 73 6 3 3 NUM issue-2903 73 7 ) ) PUNCT issue-2903 73 8 kleptocratic kleptocratic ADJ issue-2903 73 9 tactics tactic NOUN issue-2903 73 10 , , PUNCT issue-2903 73 11 when when SCONJ issue-2903 73 12 combined combine VERB issue-2903 73 13 into into ADP issue-2903 73 14 strategies strategy NOUN issue-2903 73 15 , , PUNCT issue-2903 73 16 enable enable ADJ issue-2903 73 17 corrupt corrupt ADJ issue-2903 73 18 elites elite NOUN issue-2903 73 19 to to PART issue-2903 73 20 target target VERB issue-2903 73 21 and and CCONJ issue-2903 73 22 capture capture VERB issue-2903 73 23 public public ADJ issue-2903 73 24 finances finance NOUN issue-2903 73 25 , , PUNCT issue-2903 73 26 commodities commodity NOUN issue-2903 73 27 , , PUNCT issue-2903 73 28 natural natural ADJ issue-2903 73 29 resources resource NOUN issue-2903 73 30 , , PUNCT issue-2903 73 31 development development NOUN issue-2903 73 32 and and CCONJ issue-2903 73 33 security security NOUN issue-2903 73 34 assistance assistance NOUN issue-2903 73 35 , , PUNCT issue-2903 73 36 the the DET issue-2903 73 37 private private ADJ issue-2903 73 38 sector sector NOUN issue-2903 73 39 and and CCONJ issue-2903 73 40 strategic strategic ADJ issue-2903 73 41 assets asset NOUN issue-2903 73 42 . . PUNCT issue-2903 74 1 kleptocrats kleptocrat NOUN issue-2903 74 2 aim aim VERB issue-2903 74 3 to to PART issue-2903 74 4 accumulate accumulate VERB issue-2903 74 5 significant significant ADJ issue-2903 74 6 wealth wealth NOUN issue-2903 74 7 for for ADP issue-2903 74 8 personal personal ADJ issue-2903 74 9 gain gain NOUN issue-2903 74 10 , , PUNCT issue-2903 74 11 and and CCONJ issue-2903 74 12 to to PART issue-2903 74 13 consolidate consolidate VERB issue-2903 74 14 and and CCONJ issue-2903 74 15 entrench entrench VERB issue-2903 74 16 political political ADJ issue-2903 74 17 power power NOUN issue-2903 74 18 in in ADP issue-2903 74 19 their their PRON issue-2903 74 20 home home NOUN issue-2903 74 21 countries country NOUN issue-2903 74 22 , , PUNCT issue-2903 74 23 and and CCONJ issue-2903 74 24 occasionally occasionally ADV issue-2903 74 25 in in ADP issue-2903 74 26 foreign foreign ADJ issue-2903 74 27 countries country NOUN issue-2903 74 28 over over ADP issue-2903 74 29 which which PRON issue-2903 74 30 they they PRON issue-2903 74 31 wish wish VERB issue-2903 74 32 to to PART issue-2903 74 33 exert exert VERB issue-2903 74 34 their their PRON issue-2903 74 35 influence influence NOUN issue-2903 74 36 ( ( PUNCT issue-2903 74 37 kleptocrat kleptocrat NOUN issue-2903 74 38 's 's PART issue-2903 74 39 , , PUNCT issue-2903 74 40 2021 2021 NUM issue-2903 74 41 , , PUNCT issue-2903 74 42 p. p. NOUN issue-2903 74 43 1 1 NUM issue-2903 74 44 ) ) PUNCT issue-2903 74 45 . . PUNCT issue-2903 75 1 corrupt corrupt ADJ issue-2903 75 2 fugitives fugitive NOUN issue-2903 75 3 are be AUX issue-2903 75 4 able able ADJ issue-2903 75 5 to to PART issue-2903 75 6 evade evade VERB issue-2903 75 7 domestic domestic ADJ issue-2903 75 8 prosecution prosecution NOUN issue-2903 75 9 and and CCONJ issue-2903 75 10 launder launder VERB issue-2903 75 11 their their PRON issue-2903 75 12 illicit illicit ADJ issue-2903 75 13 funds fund NOUN issue-2903 75 14 worldwide worldwide ADV issue-2903 75 15 by by ADP issue-2903 75 16 taking take VERB issue-2903 75 17 advantage advantage NOUN issue-2903 75 18 of of ADP issue-2903 75 19 the the DET issue-2903 75 20 international international ADJ issue-2903 75 21 financial financial ADJ issue-2903 75 22 system system NOUN issue-2903 75 23 , , PUNCT issue-2903 75 24 networks network NOUN issue-2903 75 25 , , PUNCT issue-2903 75 26 and and CCONJ issue-2903 75 27 immigration immigration NOUN issue-2903 75 28 policies policy NOUN issue-2903 75 29 of of ADP issue-2903 75 30 foreign foreign ADJ issue-2903 75 31 jurisdictions jurisdiction NOUN issue-2903 75 32 . . PUNCT issue-2903 76 1 seizing seize VERB issue-2903 76 2 these these DET issue-2903 76 3 fugitives fugitive NOUN issue-2903 76 4 requires require VERB issue-2903 76 5 international international ADJ issue-2903 76 6 co co NOUN issue-2903 76 7 - - NOUN issue-2903 76 8 operation operation NOUN issue-2903 76 9 , , PUNCT issue-2903 76 10 but but CCONJ issue-2903 76 11 this this PRON issue-2903 76 12 often often ADV issue-2903 76 13 encounters encounter VERB issue-2903 76 14 roadblocks roadblock NOUN issue-2903 76 15 caused cause VERB issue-2903 76 16 by by ADP issue-2903 76 17 legal legal ADJ issue-2903 76 18 and and CCONJ issue-2903 76 19 political political ADJ issue-2903 76 20 differences difference NOUN issue-2903 76 21 between between ADP issue-2903 76 22 countries country NOUN issue-2903 76 23 , , PUNCT issue-2903 76 24 which which PRON issue-2903 76 25 make make VERB issue-2903 76 26 extradition extradition NOUN issue-2903 76 27 and and CCONJ issue-2903 76 28 mutual mutual ADJ issue-2903 76 29 legal legal ADJ issue-2903 76 30 assistance assistance NOUN issue-2903 76 31 exceptionally exceptionally ADV issue-2903 76 32 difficult difficult ADJ issue-2903 76 33 , , PUNCT issue-2903 76 34 if if SCONJ issue-2903 76 35 not not PART issue-2903 76 36 impossible impossible ADJ issue-2903 76 37 , , PUNCT issue-2903 76 38 to to PART issue-2903 76 39 achieve achieve VERB issue-2903 76 40 . . PUNCT issue-2903 77 1 for for ADP issue-2903 77 2 instance instance NOUN issue-2903 77 3 , , PUNCT issue-2903 77 4 numerous numerous ADJ issue-2903 77 5 endeavours endeavour NOUN issue-2903 77 6 by by ADP issue-2903 77 7 the the DET issue-2903 77 8 chinese chinese ADJ issue-2903 77 9 government government NOUN issue-2903 77 10 to to PART issue-2903 77 11 extradite extradite VERB issue-2903 77 12 corrupt corrupt ADJ issue-2903 77 13 fugitives fugitive NOUN issue-2903 77 14 in in ADP issue-2903 77 15 the the DET issue-2903 77 16 past past NOUN issue-2903 77 17 , , PUNCT issue-2903 77 18 including include VERB issue-2903 77 19 the the DET issue-2903 77 20 notable notable ADJ issue-2903 77 21 lai lai PROPN issue-2903 77 22 changxing changxing PROPN issue-2903 77 23 ( ( PUNCT issue-2903 77 24 赖昌星 赖昌星 PROPN issue-2903 77 25 ) ) PUNCT issue-2903 77 26 of of ADP issue-2903 77 27 the the DET issue-2903 77 28 yuanhua yuanhua NOUN issue-2903 77 29 ( ( PUNCT issue-2903 77 30 远华 远华 NOUN issue-2903 77 31 ) ) PUNCT issue-2903 77 32 smuggling smuggling NOUN issue-2903 77 33 case case NOUN issue-2903 77 34 , , PUNCT issue-2903 77 35 have have AUX issue-2903 77 36 resulted result VERB issue-2903 77 37 in in ADP issue-2903 77 38 protracted protracted ADJ issue-2903 77 39 impasses impasse NOUN issue-2903 77 40 ( ( PUNCT issue-2903 77 41 zhu zhu PROPN issue-2903 77 42 , , PUNCT issue-2903 77 43 2022 2022 NUM issue-2903 77 44 , , PUNCT issue-2903 77 45 p. p. NOUN issue-2903 77 46 994 994 NUM issue-2903 77 47 ) ) PUNCT issue-2903 77 48 . . PUNCT issue-2903 78 1 in in ADP issue-2903 78 2 the the DET issue-2903 78 3 field field NOUN issue-2903 78 4 of of ADP issue-2903 78 5 international international ADJ issue-2903 78 6 relations relation NOUN issue-2903 78 7 , , PUNCT issue-2903 78 8 crimes crime NOUN issue-2903 78 9 within within ADP issue-2903 78 10 the the DET issue-2903 78 11 remit remit NOUN issue-2903 78 12 of of ADP issue-2903 78 13 interpol interpol NOUN issue-2903 78 14 and and CCONJ issue-2903 78 15 europol europol NOUN issue-2903 78 16 , , PUNCT issue-2903 78 17 including include VERB issue-2903 78 18 corruption corruption NOUN issue-2903 78 19 , , PUNCT issue-2903 78 20 increase increase NOUN issue-2903 78 21 in in ADP issue-2903 78 22 scale scale NOUN issue-2903 78 23 but but CCONJ issue-2903 78 24 retain retain VERB issue-2903 78 25 their their PRON issue-2903 78 26 defining define VERB issue-2903 78 27 features feature NOUN issue-2903 78 28 . . PUNCT issue-2903 79 1 " " PUNCT issue-2903 79 2 the the DET issue-2903 79 3 majority majority NOUN issue-2903 79 4 of of ADP issue-2903 79 5 imports import NOUN issue-2903 79 6 into into ADP issue-2903 79 7 the the DET issue-2903 79 8 eu eu PROPN issue-2903 79 9 depend depend VERB issue-2903 79 10 on on ADP issue-2903 79 11 countries country NOUN issue-2903 79 12 with with ADP issue-2903 79 13 low low ADJ issue-2903 79 14 governance governance NOUN issue-2903 79 15 ratings rating NOUN issue-2903 79 16 – – PUNCT issue-2903 79 17 governance governance NOUN issue-2903 79 18 includes include VERB issue-2903 79 19 aspects aspect NOUN issue-2903 79 20 of of ADP issue-2903 79 21 political political ADJ issue-2903 79 22 stability stability NOUN issue-2903 79 23 , , PUNCT issue-2903 79 24 government government NOUN issue-2903 79 25 effectiveness effectiveness NOUN issue-2903 79 26 , , PUNCT issue-2903 79 27 rule rule NOUN issue-2903 79 28 of of ADP issue-2903 79 29 law law NOUN issue-2903 79 30 , , PUNCT issue-2903 79 31 control control NOUN issue-2903 79 32 of of ADP issue-2903 79 33 corruption corruption NOUN issue-2903 79 34 , , PUNCT issue-2903 79 35 as as ADV issue-2903 79 36 well well ADV issue-2903 79 37 as as ADP issue-2903 79 38 voice voice NOUN issue-2903 79 39 and and CCONJ issue-2903 79 40 accountability accountability NOUN issue-2903 79 41 . . PUNCT issue-2903 79 42 " " PUNCT issue-2903 80 1 ( ( PUNCT issue-2903 80 2 draghi draghi PROPN issue-2903 80 3 , , PUNCT issue-2903 80 4 2024 2024 NUM issue-2903 80 5 , , PUNCT issue-2903 80 6 p. p. NOUN issue-2903 80 7 47 47 NUM issue-2903 80 8 ) ) PUNCT issue-2903 80 9 a a DET issue-2903 80 10 failure failure NOUN issue-2903 80 11 to to PART issue-2903 80 12 manage manage VERB issue-2903 80 13 mineral mineral ADJ issue-2903 80 14 resources resource NOUN issue-2903 80 15 , , PUNCT issue-2903 80 16 finances finance NOUN issue-2903 80 17 and and CCONJ issue-2903 80 18 other other ADJ issue-2903 80 19 material material NOUN issue-2903 80 20 assets asset NOUN issue-2903 80 21 of of ADP issue-2903 80 22 the the DET issue-2903 80 23 nation nation NOUN issue-2903 80 24 effectively effectively ADV issue-2903 80 25 at at ADP issue-2903 80 26 all all DET issue-2903 80 27 stages stage NOUN issue-2903 80 28 of of ADP issue-2903 80 29 the the DET issue-2903 80 30 investment investment NOUN issue-2903 80 31 process process NOUN issue-2903 80 32 , , PUNCT issue-2903 80 33 as as ADV issue-2903 80 34 well well ADV issue-2903 80 35 as as ADP issue-2903 80 36 distortions distortion NOUN issue-2903 80 37 in in ADP issue-2903 80 38 the the DET issue-2903 80 39 essence essence NOUN issue-2903 80 40 of of ADP issue-2903 80 41 internal internal ADJ issue-2903 80 42 financial financial ADJ issue-2903 80 43 control control NOUN issue-2903 80 44 , , PUNCT issue-2903 80 45 can can AUX issue-2903 80 46 lead lead VERB issue-2903 80 47 to to ADP issue-2903 80 48 unsatisfactory unsatisfactory ADJ issue-2903 80 49 results result NOUN issue-2903 80 50 in in ADP issue-2903 80 51 economic economic ADJ issue-2903 80 52 growth growth NOUN issue-2903 80 53 and and CCONJ issue-2903 80 54 social social ADJ issue-2903 80 55 welfare welfare NOUN issue-2903 80 56 of of ADP issue-2903 80 57 citizens citizen NOUN issue-2903 80 58 . . PUNCT issue-2903 81 1 this this PRON issue-2903 81 2 is be AUX issue-2903 81 3 often often ADV issue-2903 81 4 accompanied accompany VERB issue-2903 81 5 by by ADP issue-2903 81 6 a a DET issue-2903 81 7 range range NOUN issue-2903 81 8 of of ADP issue-2903 81 9 economic economic ADJ issue-2903 81 10 and and CCONJ issue-2903 81 11 official official ADJ issue-2903 81 12 crimes crime NOUN issue-2903 81 13 , , PUNCT issue-2903 81 14 which which PRON issue-2903 81 15 are be AUX issue-2903 81 16 typical typical ADJ issue-2903 81 17 of of ADP issue-2903 81 18 corruption corruption NOUN issue-2903 81 19 - - PUNCT issue-2903 81 20 prone prone ADJ issue-2903 81 21 countries country NOUN issue-2903 81 22 . . PUNCT issue-2903 82 1 " " PUNCT issue-2903 82 2 financial financial ADJ issue-2903 82 3 control control NOUN issue-2903 82 4 enables enable VERB issue-2903 82 5 the the DET issue-2903 82 6 elimination elimination NOUN issue-2903 82 7 of of ADP issue-2903 82 8 abuse abuse NOUN issue-2903 82 9 in in ADP issue-2903 82 10 the the DET issue-2903 82 11 financial financial ADJ issue-2903 82 12 sphere sphere NOUN issue-2903 82 13 , , PUNCT issue-2903 82 14 corruption corruption NOUN issue-2903 82 15 among among ADP issue-2903 82 16 officials official NOUN issue-2903 82 17 , , PUNCT issue-2903 82 18 misuse misuse NOUN issue-2903 82 19 and and CCONJ issue-2903 82 20 inefficiency inefficiency NOUN issue-2903 82 21 in in ADP issue-2903 82 22 the the DET issue-2903 82 23 allocation allocation NOUN issue-2903 82 24 of of ADP issue-2903 82 25 financial financial ADJ issue-2903 82 26 and and CCONJ issue-2903 82 27 budgetary budgetary ADJ issue-2903 82 28 resources resource NOUN issue-2903 82 29 . . PUNCT issue-2903 82 30 " " PUNCT issue-2903 83 1 ( ( PUNCT issue-2903 83 2 ivaskevych ivaskevych NOUN issue-2903 83 3 , , PUNCT issue-2903 83 4 2019 2019 NUM issue-2903 83 5 , , PUNCT issue-2903 83 6 pp pp ADJ issue-2903 83 7 . . PUNCT issue-2903 84 1 188 188 NUM issue-2903 84 2 , , PUNCT issue-2903 84 3 43 43 NUM issue-2903 84 4 ) ) PUNCT issue-2903 84 5 ensuring ensure VERB issue-2903 84 6 the the DET issue-2903 84 7 legal legal ADJ issue-2903 84 8 framework framework NOUN issue-2903 84 9 for for ADP issue-2903 84 10 quality quality NOUN issue-2903 84 11 personnel personnel NOUN issue-2903 84 12 policy policy NOUN issue-2903 84 13 , , PUNCT issue-2903 84 14 elimination elimination NOUN issue-2903 84 15 of of ADP issue-2903 84 16 inter inter ADJ issue-2903 84 17 - - ADJ issue-2903 84 18 official official ADJ issue-2903 84 19 cronyism cronyism NOUN issue-2903 84 20 , , PUNCT issue-2903 84 21 corruption corruption NOUN issue-2903 84 22 in in ADP issue-2903 84 23 the the DET issue-2903 84 24 form form NOUN issue-2903 84 25 of of ADP issue-2903 84 26 service service NOUN issue-2903 84 27 exchanges exchange NOUN issue-2903 84 28 , , PUNCT issue-2903 84 29 use use NOUN issue-2903 84 30 of of ADP issue-2903 84 31 publicly publicly ADV issue-2903 84 32 funded fund VERB issue-2903 84 33 labour labour NOUN issue-2903 84 34 of of ADP issue-2903 84 35 others other NOUN issue-2903 84 36 for for ADP issue-2903 84 37 private private ADJ issue-2903 84 38 gain gain NOUN issue-2903 84 39 instead instead ADV issue-2903 84 40 of of ADP issue-2903 84 41 satisfying satisfy VERB issue-2903 84 42 public public ADJ issue-2903 84 43 interests interest NOUN issue-2903 84 44 , , PUNCT issue-2903 84 45 falsification falsification NOUN issue-2903 84 46 of of ADP issue-2903 84 47 results result NOUN issue-2903 84 48 and and CCONJ issue-2903 84 49 authorship authorship NOUN issue-2903 84 50 , , PUNCT issue-2903 84 51 corrupt corrupt ADJ issue-2903 84 52 earnings earning NOUN issue-2903 84 53 , , PUNCT issue-2903 84 54 and and CCONJ issue-2903 84 55 similar similar ADJ issue-2903 84 56 distortions distortion NOUN issue-2903 84 57 guarantees guarantee VERB issue-2903 84 58 economic economic ADJ issue-2903 84 59 integration integration NOUN issue-2903 84 60 into into ADP issue-2903 84 61 highly highly ADV issue-2903 84 62 civilised civilised ADJ issue-2903 84 63 baltic baltic ADJ issue-2903 84 64 journal journal NOUN issue-2903 84 65 of of ADP issue-2903 84 66 economic economic ADJ issue-2903 84 67 studies study NOUN issue-2903 84 68 318 318 NUM issue-2903 84 69 vol vol NOUN issue-2903 84 70 . . PROPN issue-2903 85 1 11 11 NUM issue-2903 86 1 no no NOUN issue-2903 86 2 . . NOUN issue-2903 86 3 2 2 NUM issue-2903 86 4 , , PUNCT issue-2903 86 5 2025 2025 NUM issue-2903 86 6 communities community NOUN issue-2903 86 7 on on ADP issue-2903 86 8 equal equal ADJ issue-2903 86 9 terms term NOUN issue-2903 86 10 ( ( PUNCT issue-2903 86 11 makarenkov makarenkov NOUN issue-2903 86 12 , , PUNCT issue-2903 86 13 2023 2023 NUM issue-2903 86 14 ) ) PUNCT issue-2903 86 15 , , PUNCT issue-2903 86 16 " " PUNCT issue-2903 86 17 so so SCONJ issue-2903 86 18 that that SCONJ issue-2903 86 19 democracy democracy NOUN issue-2903 86 20 would would AUX issue-2903 86 21 have have VERB issue-2903 86 22 a a DET issue-2903 86 23 chance chance NOUN issue-2903 86 24 to to PART issue-2903 86 25 consolidate consolidate VERB issue-2903 86 26 , , PUNCT issue-2903 86 27 and and CCONJ issue-2903 86 28 peace peace NOUN issue-2903 86 29 an an DET issue-2903 86 30 opportunity opportunity NOUN issue-2903 86 31 to to PART issue-2903 86 32 take take VERB issue-2903 86 33 root root NOUN issue-2903 86 34 " " PUNCT issue-2903 86 35 ( ( PUNCT issue-2903 86 36 nalepa nalepa ADJ issue-2903 86 37 , , PUNCT issue-2903 86 38 2022 2022 NUM issue-2903 86 39 , , PUNCT issue-2903 86 40     SPACE issue-2903 86 41 p. p. NOUN issue-2903 86 42     SPACE issue-2903 86 43 12 12 NUM issue-2903 86 44 ) ) PUNCT issue-2903 86 45 . . PUNCT issue-2903 87 1 many many ADJ issue-2903 87 2 international international ADJ issue-2903 87 3 agreements agreement NOUN issue-2903 87 4 on on ADP issue-2903 87 5 diverse diverse ADJ issue-2903 87 6 issues issue NOUN issue-2903 87 7 such such ADJ issue-2903 87 8 as as ADP issue-2903 87 9 human human ADJ issue-2903 87 10 rights right NOUN issue-2903 87 11 , , PUNCT issue-2903 87 12 the the DET issue-2903 87 13 environment environment NOUN issue-2903 87 14 , , PUNCT issue-2903 87 15 trade trade NOUN issue-2903 87 16 and and CCONJ issue-2903 87 17 security security NOUN issue-2903 87 18 provide provide VERB issue-2903 87 19 little little ADJ issue-2903 87 20 monitoring monitoring NOUN issue-2903 87 21 or or CCONJ issue-2903 87 22 enforcement enforcement NOUN issue-2903 87 23 . . PUNCT issue-2903 88 1 yet yet CCONJ issue-2903 88 2 many many ADJ issue-2903 88 3 states state NOUN issue-2903 88 4 expend expend VERB issue-2903 88 5 considerable considerable ADJ issue-2903 88 6 resources resource NOUN issue-2903 88 7 and and CCONJ issue-2903 88 8 effort effort NOUN issue-2903 88 9 complying comply VERB issue-2903 88 10 with with ADP issue-2903 88 11 these these DET issue-2903 88 12 seemingly seemingly ADV issue-2903 88 13 ineffective ineffective ADJ issue-2903 88 14 agreements agreement NOUN issue-2903 88 15 . . PUNCT issue-2903 89 1 equally equally ADV issue-2903 89 2 puzzling puzzling ADJ issue-2903 89 3 is be AUX issue-2903 89 4 the the DET issue-2903 89 5 fact fact NOUN issue-2903 89 6 that that SCONJ issue-2903 89 7 many many ADJ issue-2903 89 8 states state NOUN issue-2903 89 9 fail fail VERB issue-2903 89 10 to to PART issue-2903 89 11 comply comply VERB issue-2903 89 12 with with ADP issue-2903 89 13 international international ADJ issue-2903 89 14 agreements agreement NOUN issue-2903 89 15 that that PRON issue-2903 89 16 they they PRON issue-2903 89 17 joined join VERB issue-2903 89 18 voluntarily voluntarily ADV issue-2903 89 19 . . PUNCT issue-2903 90 1 clearly clearly ADV issue-2903 90 2 , , PUNCT issue-2903 90 3 domestic domestic ADJ issue-2903 90 4 institutions institution NOUN issue-2903 90 5 play play VERB issue-2903 90 6 a a DET issue-2903 90 7 role role NOUN issue-2903 90 8 in in ADP issue-2903 90 9 state state NOUN issue-2903 90 10 compliance compliance NOUN issue-2903 90 11 . . PUNCT issue-2903 91 1 consolidated consolidated ADJ issue-2903 91 2 democracies democracy NOUN issue-2903 91 3 are be AUX issue-2903 91 4 significantly significantly ADV issue-2903 91 5 more more ADV issue-2903 91 6 likely likely ADJ issue-2903 91 7 to to PART issue-2903 91 8 adhere adhere VERB issue-2903 91 9 to to ADP issue-2903 91 10 their their PRON issue-2903 91 11 international international ADJ issue-2903 91 12 commitments commitment NOUN issue-2903 91 13 thanks thank NOUN issue-2903 91 14 to to ADP issue-2903 91 15 their their PRON issue-2903 91 16 robust robust ADJ issue-2903 91 17 domestic domestic ADJ issue-2903 91 18 institutions institution NOUN issue-2903 91 19 . . PUNCT issue-2903 92 1 the the DET issue-2903 92 2 presence presence NOUN issue-2903 92 3 of of ADP issue-2903 92 4 several several ADJ issue-2903 92 5 distinct distinct ADJ issue-2903 92 6 agencies agency NOUN issue-2903 92 7 can can AUX issue-2903 92 8 protect protect VERB issue-2903 92 9 parts part NOUN issue-2903 92 10 of of ADP issue-2903 92 11 the the DET issue-2903 92 12 bureaucracy bureaucracy NOUN issue-2903 92 13 from from ADP issue-2903 92 14 the the DET issue-2903 92 15 impact impact NOUN issue-2903 92 16 of of ADP issue-2903 92 17 international international ADJ issue-2903 92 18 agreements agreement NOUN issue-2903 92 19 . . PUNCT issue-2903 93 1 this this PRON issue-2903 93 2 creates create VERB issue-2903 93 3 a a DET issue-2903 93 4 " " PUNCT issue-2903 93 5 loor loor ADJ issue-2903 93 6 effect effect NOUN issue-2903 93 7 " " PUNCT issue-2903 93 8 , , PUNCT issue-2903 93 9 whereby whereby SCONJ issue-2903 93 10 even even ADV issue-2903 93 11 highly highly ADV issue-2903 93 12 motivated motivated ADJ issue-2903 93 13 bureaucrats bureaucrat NOUN issue-2903 93 14 are be AUX issue-2903 93 15 unable unable ADJ issue-2903 93 16 to to PART issue-2903 93 17 influence influence VERB issue-2903 93 18 the the DET issue-2903 93 19 policies policy NOUN issue-2903 93 20 of of ADP issue-2903 93 21 other other ADJ issue-2903 93 22 bureaucracies bureaucracy NOUN issue-2903 93 23 over over ADP issue-2903 93 24 which which PRON issue-2903 93 25 they they PRON issue-2903 93 26 have have VERB issue-2903 93 27 little little ADJ issue-2903 93 28 control control NOUN issue-2903 93 29 . . PUNCT issue-2903 94 1 the the DET issue-2903 94 2 more more ADV issue-2903 94 3 fragmented fragmented ADJ issue-2903 94 4 the the DET issue-2903 94 5 bureaucracy bureaucracy NOUN issue-2903 94 6 , , PUNCT issue-2903 94 7 the the DET issue-2903 94 8 less less ADV issue-2903 94 9 effective effective ADJ issue-2903 94 10 international international ADJ issue-2903 94 11 agreements agreement NOUN issue-2903 94 12 will will AUX issue-2903 94 13 be be AUX issue-2903 94 14 , , PUNCT issue-2903 94 15 and and CCONJ issue-2903 94 16 the the DET issue-2903 94 17 less less ADV issue-2903 94 18 compliant compliant ADJ issue-2903 94 19 a a DET issue-2903 94 20 state state NOUN issue-2903 94 21 will will AUX issue-2903 94 22 be be AUX issue-2903 94 23 ( ( PUNCT issue-2903 94 24 carcelli carcelli NOUN issue-2903 94 25 , , PUNCT issue-2903 94 26 2024 2024 NUM issue-2903 94 27 , , PUNCT issue-2903 94 28 p. p. NOUN issue-2903 94 29 183 183 NUM issue-2903 94 30 ) ) PUNCT issue-2903 94 31 . . PUNCT issue-2903 95 1 4 4 X issue-2903 95 2 . . X issue-2903 95 3     SPACE issue-2903 95 4 input input NOUN issue-2903 95 5 data datum NOUN issue-2903 95 6 for for ADP issue-2903 95 7 deep deep ADJ issue-2903 95 8 learning learn VERB issue-2903 95 9 neural neural ADJ issue-2903 95 10 networks network NOUN issue-2903 95 11 addressing address VERB issue-2903 95 12 anti anti ADJ issue-2903 95 13 - - ADJ issue-2903 95 14 corruption corruption ADJ issue-2903 95 15 issues issue NOUN issue-2903 95 16 in in ADP issue-2903 95 17 transnational transnational ADJ issue-2903 95 18 economic economic ADJ issue-2903 95 19 relations relation NOUN issue-2903 95 20 operational operational ADJ issue-2903 95 21 data datum NOUN issue-2903 95 22 gathered gather VERB issue-2903 95 23 within within ADP issue-2903 95 24 criminal criminal ADJ issue-2903 95 25 proceedings proceeding NOUN issue-2903 95 26 against against ADP issue-2903 95 27 corrupt corrupt ADJ issue-2903 95 28 actors actor NOUN issue-2903 95 29 at at ADP issue-2903 95 30 the the DET issue-2903 95 31 intersection intersection NOUN issue-2903 95 32 of of ADP issue-2903 95 33 different different ADJ issue-2903 95 34 legal legal ADJ issue-2903 95 35 systems system NOUN issue-2903 95 36 now now ADV issue-2903 95 37 allows allow VERB issue-2903 95 38 authorities authority NOUN issue-2903 95 39 to to PART issue-2903 95 40 overcome overcome VERB issue-2903 95 41 resistance resistance NOUN issue-2903 95 42 from from ADP issue-2903 95 43 foreign foreign ADJ issue-2903 95 44 governments government NOUN issue-2903 95 45 and and CCONJ issue-2903 95 46 equalise equalise VERB issue-2903 95 47 the the DET issue-2903 95 48 jurisdictional jurisdictional ADJ issue-2903 95 49 capabilities capability NOUN issue-2903 95 50 of of ADP issue-2903 95 51 anticorruption anticorruption NOUN issue-2903 95 52 infrastructure infrastructure NOUN issue-2903 95 53 , , PUNCT issue-2903 95 54 even even ADV issue-2903 95 55 amid amid ADP issue-2903 95 56 the the DET issue-2903 95 57 absence absence NOUN issue-2903 95 58 of of ADP issue-2903 95 59 economic economic ADJ issue-2903 95 60 , , PUNCT issue-2903 95 61 military military ADJ issue-2903 95 62 , , PUNCT issue-2903 95 63 or or CCONJ issue-2903 95 64 spiritual spiritual ADJ issue-2903 95 65 - - PUNCT issue-2903 95 66 cultural cultural ADJ issue-2903 95 67 parity parity NOUN issue-2903 95 68 between between ADP issue-2903 95 69 countries country NOUN issue-2903 95 70 . . PUNCT issue-2903 96 1 these these DET issue-2903 96 2 countries country NOUN issue-2903 96 3 often often ADV issue-2903 96 4 dominate dominate VERB issue-2903 96 5 the the DET issue-2903 96 6 centres centre NOUN issue-2903 96 7 of of ADP issue-2903 96 8 integrity integrity NOUN issue-2903 96 9 and and CCONJ issue-2903 96 10 economic economic ADJ issue-2903 96 11 power power NOUN issue-2903 96 12 , , PUNCT issue-2903 96 13 overshadowing overshadow VERB issue-2903 96 14 the the DET issue-2903 96 15 innovative innovative ADJ issue-2903 96 16 development development NOUN issue-2903 96 17 and and CCONJ issue-2903 96 18 rule rule NOUN issue-2903 96 19 of of ADP issue-2903 96 20 law law NOUN issue-2903 96 21 of of ADP issue-2903 96 22 the the DET issue-2903 96 23 peripheries periphery NOUN issue-2903 96 24 . . PUNCT issue-2903 97 1 nigeria nigeria PROPN issue-2903 97 2 , , PUNCT issue-2903 97 3 for for ADP issue-2903 97 4 example example NOUN issue-2903 97 5 , , PUNCT issue-2903 97 6 is be AUX issue-2903 97 7 the the DET issue-2903 97 8 second second ADV issue-2903 97 9 - - PUNCT issue-2903 97 10 largest large ADJ issue-2903 97 11 economy economy NOUN issue-2903 97 12 in in ADP issue-2903 97 13 africa africa PROPN issue-2903 97 14 but but CCONJ issue-2903 97 15 faces face VERB issue-2903 97 16 corruption corruption NOUN issue-2903 97 17 , , PUNCT issue-2903 97 18 militancy militancy NOUN issue-2903 97 19 , , PUNCT issue-2903 97 20 oil oil NOUN issue-2903 97 21 bunkering bunkering NOUN issue-2903 97 22 , , PUNCT issue-2903 97 23 insurgency insurgency NOUN issue-2903 97 24 , , PUNCT issue-2903 97 25 terrorism terrorism NOUN issue-2903 97 26 , , PUNCT issue-2903 97 27 kidnapping kidnapping NOUN issue-2903 97 28 and and CCONJ issue-2903 97 29 armed armed ADJ issue-2903 97 30 robbery robbery NOUN issue-2903 97 31 , , PUNCT issue-2903 97 32 all all PRON issue-2903 97 33 of of ADP issue-2903 97 34 which which PRON issue-2903 97 35 have have VERB issue-2903 97 36 an an DET issue-2903 97 37 adverse adverse ADJ issue-2903 97 38 impact impact NOUN issue-2903 97 39 on on ADP issue-2903 97 40 the the DET issue-2903 97 41 population population NOUN issue-2903 97 42 ( ( PUNCT issue-2903 97 43 misra misra ADJ issue-2903 97 44 , , PUNCT issue-2903 97 45 2022 2022 NUM issue-2903 97 46 , , PUNCT issue-2903 97 47 p. p. NOUN issue-2903 97 48 12 12 NUM issue-2903 97 49 ) ) PUNCT issue-2903 97 50 . . PUNCT issue-2903 98 1 in in ADP issue-2903 98 2 order order NOUN issue-2903 98 3 to to PART issue-2903 98 4 preserve preserve VERB issue-2903 98 5 healthy healthy ADJ issue-2903 98 6 competition competition NOUN issue-2903 98 7 among among ADP issue-2903 98 8 nations nation NOUN issue-2903 98 9 , , PUNCT issue-2903 98 10 it it PRON issue-2903 98 11 is be AUX issue-2903 98 12 necessary necessary ADJ issue-2903 98 13 to to PART issue-2903 98 14 eliminate eliminate VERB issue-2903 98 15 unethical unethical ADJ issue-2903 98 16 practices practice NOUN issue-2903 98 17 in in ADP issue-2903 98 18 international international ADJ issue-2903 98 19 relations relation NOUN issue-2903 98 20 . . PUNCT issue-2903 99 1 these these DET issue-2903 99 2 practices practice NOUN issue-2903 99 3 can can AUX issue-2903 99 4 be be AUX issue-2903 99 5 evaluated evaluate VERB issue-2903 99 6 and and CCONJ issue-2903 99 7 addressed address VERB issue-2903 99 8 impartially impartially ADV issue-2903 99 9 using use VERB issue-2903 99 10 neural neural ADJ issue-2903 99 11 networks network NOUN issue-2903 99 12 that that PRON issue-2903 99 13 analyse analyse VERB issue-2903 99 14 data datum NOUN issue-2903 99 15 on on ADP issue-2903 99 16 how how SCONJ issue-2903 99 17 nations nation NOUN issue-2903 99 18 behave behave VERB issue-2903 99 19 towards towards ADP issue-2903 99 20 one one NUM issue-2903 99 21 another another DET issue-2903 99 22 . . PUNCT issue-2903 100 1 it it PRON issue-2903 100 2 is be AUX issue-2903 100 3 imperative imperative ADJ issue-2903 100 4 that that SCONJ issue-2903 100 5 the the DET issue-2903 100 6 regulations regulation NOUN issue-2903 100 7 governing govern VERB issue-2903 100 8 this this DET issue-2903 100 9 matter matter NOUN issue-2903 100 10 be be AUX issue-2903 100 11 formally formally ADV issue-2903 100 12 codified codify VERB issue-2903 100 13 in in ADP issue-2903 100 14 conventions convention NOUN issue-2903 100 15 , , PUNCT issue-2903 100 16 treaties treaty NOUN issue-2903 100 17 and and CCONJ issue-2903 100 18 other other ADJ issue-2903 100 19 sources source NOUN issue-2903 100 20 of of ADP issue-2903 100 21 international international ADJ issue-2903 100 22 anti anti ADJ issue-2903 100 23 - - ADJ issue-2903 100 24 corruption corruption ADJ issue-2903 100 25 law law NOUN issue-2903 100 26 . . PUNCT issue-2903 101 1 consequently consequently ADV issue-2903 101 2 , , PUNCT issue-2903 101 3 technology technology NOUN issue-2903 101 4 - - PUNCT issue-2903 101 5 based base VERB issue-2903 101 6 governance governance NOUN issue-2903 101 7 establishes establish VERB issue-2903 101 8 a a DET issue-2903 101 9 level level NOUN issue-2903 101 10 playing playing NOUN issue-2903 101 11 field field NOUN issue-2903 101 12 between between ADP issue-2903 101 13 the the DET issue-2903 101 14 state state NOUN issue-2903 101 15 and and CCONJ issue-2903 101 16 its its PRON issue-2903 101 17 citizens citizen NOUN issue-2903 101 18 , , PUNCT issue-2903 101 19 particularly particularly ADV issue-2903 101 20 with with ADP issue-2903 101 21 regard regard NOUN issue-2903 101 22 to to ADP issue-2903 101 23 access access NOUN issue-2903 101 24 to to ADP issue-2903 101 25 information information NOUN issue-2903 101 26 and and CCONJ issue-2903 101 27 public public ADJ issue-2903 101 28 oversight oversight NOUN issue-2903 101 29 . . PUNCT issue-2903 102 1 the the DET issue-2903 102 2 majority majority NOUN issue-2903 102 3 of of ADP issue-2903 102 4 contemporary contemporary ADJ issue-2903 102 5 approaches approach NOUN issue-2903 102 6 to to ADP issue-2903 102 7 governance governance NOUN issue-2903 102 8 emphasise emphasise VERB issue-2903 102 9 the the DET issue-2903 102 10 significance significance NOUN issue-2903 102 11 of of ADP issue-2903 102 12 comprehending comprehending ADJ issue-2903 102 13 , , PUNCT issue-2903 102 14 implementing implement VERB issue-2903 102 15 , , PUNCT issue-2903 102 16 promoting promote VERB issue-2903 102 17 and and CCONJ issue-2903 102 18 further far ADV issue-2903 102 19 developing develop VERB issue-2903 102 20 technologies technology NOUN issue-2903 102 21 . . PUNCT issue-2903 103 1 the the DET issue-2903 103 2 expansion expansion NOUN issue-2903 103 3 and and CCONJ issue-2903 103 4 facilitation facilitation NOUN issue-2903 103 5 of of ADP issue-2903 103 6 openness openness NOUN issue-2903 103 7 and and CCONJ issue-2903 103 8 transparency transparency NOUN issue-2903 103 9 through through ADP issue-2903 103 10 digital digital ADJ issue-2903 103 11 programmes programme NOUN issue-2903 103 12 also also ADV issue-2903 103 13 introduces introduce VERB issue-2903 103 14 challenges challenge NOUN issue-2903 103 15 when when SCONJ issue-2903 103 16 personal personal ADJ issue-2903 103 17 data datum NOUN issue-2903 103 18 and and CCONJ issue-2903 103 19 core core NOUN issue-2903 103 20 societal societal ADJ issue-2903 103 21 values value NOUN issue-2903 103 22 require require VERB issue-2903 103 23 protection protection NOUN issue-2903 103 24 ( ( PUNCT issue-2903 103 25 dang dang PROPN issue-2903 103 26 , , PUNCT issue-2903 103 27 2024 2024 NUM issue-2903 103 28 , , PUNCT issue-2903 103 29 p. p. NOUN issue-2903 103 30 133 133 NUM issue-2903 103 31 , , PUNCT issue-2903 103 32 150–151 150–151 NUM issue-2903 103 33 ) ) PUNCT issue-2903 103 34 . . PUNCT issue-2903 104 1 the the DET issue-2903 104 2 development development NOUN issue-2903 104 3 trends trend NOUN issue-2903 104 4 outlined outline VERB issue-2903 104 5 above above ADP issue-2903 104 6 require require VERB issue-2903 104 7 public public ADJ issue-2903 104 8 authorities authority NOUN issue-2903 104 9 to to PART issue-2903 104 10 utilise utilise VERB issue-2903 104 11 legal legal ADJ issue-2903 104 12 tools tool NOUN issue-2903 104 13 that that PRON issue-2903 104 14 keep keep VERB issue-2903 104 15 pace pace NOUN issue-2903 104 16 with with ADP issue-2903 104 17 social social ADJ issue-2903 104 18 change change NOUN issue-2903 104 19 . . PUNCT issue-2903 105 1 this this PRON issue-2903 105 2 includes include VERB issue-2903 105 3 tools tool NOUN issue-2903 105 4 created create VERB issue-2903 105 5 with with ADP issue-2903 105 6 the the DET issue-2903 105 7 help help NOUN issue-2903 105 8 of of ADP issue-2903 105 9 ai ai VERB issue-2903 105 10 neural neural ADJ issue-2903 105 11 networks network NOUN issue-2903 105 12 and and CCONJ issue-2903 105 13 other other ADJ issue-2903 105 14 digital digital ADJ issue-2903 105 15 tools tool NOUN issue-2903 105 16 . . PUNCT issue-2903 106 1 artificial artificial ADJ issue-2903 106 2 neural neural ADJ issue-2903 106 3 networks network NOUN issue-2903 106 4 significantly significantly ADV issue-2903 106 5 outperform outperform VERB issue-2903 106 6 human human ADJ issue-2903 106 7 capabilities capability NOUN issue-2903 106 8 when when SCONJ issue-2903 106 9 it it PRON issue-2903 106 10 comes come VERB issue-2903 106 11 to to ADP issue-2903 106 12 searching search VERB issue-2903 106 13 data data NOUN issue-2903 106 14 networks network NOUN issue-2903 106 15 and and CCONJ issue-2903 106 16 languages language NOUN issue-2903 106 17 , , PUNCT issue-2903 106 18 " " PUNCT issue-2903 106 19 enhancing enhance VERB issue-2903 106 20 useful useful ADJ issue-2903 106 21 functions function NOUN issue-2903 106 22 and and CCONJ issue-2903 106 23 reducing reduce VERB issue-2903 106 24 the the DET issue-2903 106 25 influence influence NOUN issue-2903 106 26 of of ADP issue-2903 106 27 unwanted unwanted ADJ issue-2903 106 28 functions function NOUN issue-2903 106 29 , , PUNCT issue-2903 106 30 such such ADJ issue-2903 106 31 as as ADP issue-2903 106 32 noise noise NOUN issue-2903 106 33 " " PUNCT issue-2903 106 34 ( ( PUNCT issue-2903 106 35 zhang zhang PROPN issue-2903 106 36 , , PUNCT issue-2903 106 37 2023 2023 NUM issue-2903 106 38 , , PUNCT issue-2903 106 39 p. p. NOUN issue-2903 106 40 25143 25143 NUM issue-2903 106 41 ) ) PUNCT issue-2903 106 42 . . PUNCT issue-2903 107 1 a a DET issue-2903 107 2 comprehensive comprehensive ADJ issue-2903 107 3 approach approach NOUN issue-2903 107 4 is be AUX issue-2903 107 5 required require VERB issue-2903 107 6 to to PART issue-2903 107 7 address address VERB issue-2903 107 8 street street NOUN issue-2903 107 9 - - PUNCT issue-2903 107 10 level level NOUN issue-2903 107 11 , , PUNCT issue-2903 107 12 administrative administrative ADJ issue-2903 107 13 and and CCONJ issue-2903 107 14 political political ADJ issue-2903 107 15 corruption corruption NOUN issue-2903 107 16 , , PUNCT issue-2903 107 17 since since SCONJ issue-2903 107 18 , , PUNCT issue-2903 107 19 as as ADP issue-2903 107 20 with with ADP issue-2903 107 21 many many ADJ issue-2903 107 22 topics topic NOUN issue-2903 107 23 in in ADP issue-2903 107 24 criminology criminology NOUN issue-2903 107 25 and and CCONJ issue-2903 107 26 sociology sociology NOUN issue-2903 107 27 , , PUNCT issue-2903 107 28 they they PRON issue-2903 107 29 are be AUX issue-2903 107 30 affected affect VERB issue-2903 107 31 by by ADP issue-2903 107 32 the the DET issue-2903 107 33 " " PUNCT issue-2903 107 34 dark dark ADJ issue-2903 107 35 figure figure NOUN issue-2903 107 36 " " PUNCT issue-2903 107 37 of of ADP issue-2903 107 38 crime crime NOUN issue-2903 107 39 , , PUNCT issue-2903 107 40 which which PRON issue-2903 107 41 involves involve VERB issue-2903 107 42 underreporting underreporting ADJ issue-2903 107 43 and and CCONJ issue-2903 107 44 undiscovered undiscovered ADJ issue-2903 107 45 cases case NOUN issue-2903 107 46 ( ( PUNCT issue-2903 107 47 pedersen pedersen NOUN issue-2903 107 48 , , PUNCT issue-2903 107 49 2023 2023 NUM issue-2903 107 50 , , PUNCT issue-2903 107 51 p. p. NOUN issue-2903 107 52 1275 1275 NUM issue-2903 107 53 ) ) PUNCT issue-2903 107 54 . . PUNCT issue-2903 108 1 unlike unlike ADP issue-2903 108 2 public public ADJ issue-2903 108 3 officials official NOUN issue-2903 108 4 responsible responsible ADJ issue-2903 108 5 for for ADP issue-2903 108 6 anti anti ADJ issue-2903 108 7 - - ADJ issue-2903 108 8 corruption corruption ADJ issue-2903 108 9 policies policy NOUN issue-2903 108 10 , , PUNCT issue-2903 108 11 who who PRON issue-2903 108 12 may may AUX issue-2903 108 13 be be AUX issue-2903 108 14 involved involve VERB issue-2903 108 15 in in ADP issue-2903 108 16 corruption corruption NOUN issue-2903 108 17 themselves themselves PRON issue-2903 108 18 or or CCONJ issue-2903 108 19 unable unable ADJ issue-2903 108 20 to to PART issue-2903 108 21 detect detect VERB issue-2903 108 22 it it PRON issue-2903 108 23 , , PUNCT issue-2903 108 24 neural neural ADJ issue-2903 108 25 networks network NOUN issue-2903 108 26 reach reach VERB issue-2903 108 27 unbiased unbiased ADJ issue-2903 108 28 conclusions conclusion NOUN issue-2903 108 29 about about ADP issue-2903 108 30 whether whether SCONJ issue-2903 108 31 a a DET issue-2903 108 32 person person NOUN issue-2903 108 33 ’s ’s PART issue-2903 108 34 actions action NOUN issue-2903 108 35 contain contain VERB issue-2903 108 36 elements element NOUN issue-2903 108 37 of of ADP issue-2903 108 38 a a DET issue-2903 108 39 corruption corruption NOUN issue-2903 108 40 offence offence NOUN issue-2903 108 41 , , PUNCT issue-2903 108 42 whether whether SCONJ issue-2903 108 43 their their PRON issue-2903 108 44 standard standard NOUN issue-2903 108 45 of of ADP issue-2903 108 46 living living NOUN issue-2903 108 47 shows show VERB issue-2903 108 48 signs sign NOUN issue-2903 108 49 of of ADP issue-2903 108 50 illicit illicit ADJ issue-2903 108 51 enrichment enrichment NOUN issue-2903 108 52 or or CCONJ issue-2903 108 53 whether whether SCONJ issue-2903 108 54 negligence negligence NOUN issue-2903 108 55 in in ADP issue-2903 108 56 their their PRON issue-2903 108 57 job job NOUN issue-2903 108 58 indicates indicate VERB issue-2903 108 59 a a DET issue-2903 108 60 bribe bribe NOUN issue-2903 108 61 paid pay VERB issue-2903 108 62 to to ADP issue-2903 108 63 their their PRON issue-2903 108 64 supervisor supervisor NOUN issue-2903 108 65 in in ADP issue-2903 108 66 exchange exchange NOUN issue-2903 108 67 for for ADP issue-2903 108 68 their their PRON issue-2903 108 69 appointment appointment NOUN issue-2903 108 70 . . PUNCT issue-2903 109 1 provided provide VERB issue-2903 109 2 there there PRON issue-2903 109 3 is be VERB issue-2903 109 4 sufficient sufficient ADJ issue-2903 109 5 data datum NOUN issue-2903 109 6 , , PUNCT issue-2903 109 7 accurate accurate ADJ issue-2903 109 8 classification classification NOUN issue-2903 109 9 and and CCONJ issue-2903 109 10 processing processing NOUN issue-2903 109 11 algorithms algorithm NOUN issue-2903 109 12 , , PUNCT issue-2903 109 13 and and CCONJ issue-2903 109 14 quality quality NOUN issue-2903 109 15 control control NOUN issue-2903 109 16 of of ADP issue-2903 109 17 input input NOUN issue-2903 109 18 data datum NOUN issue-2903 109 19 , , PUNCT issue-2903 109 20 neural neural ADJ issue-2903 109 21 networks network NOUN issue-2903 109 22 show show VERB issue-2903 109 23 a a DET issue-2903 109 24 growing grow VERB issue-2903 109 25 tendency tendency NOUN issue-2903 109 26 toward toward ADP issue-2903 109 27 objectivity objectivity NOUN issue-2903 109 28 ( ( PUNCT issue-2903 109 29 figure figure NOUN issue-2903 109 30 1 1 NUM issue-2903 109 31 ) ) PUNCT issue-2903 109 32 . . PUNCT issue-2903 110 1 the the DET issue-2903 110 2 propagation propagation NOUN issue-2903 110 3 of of ADP issue-2903 110 4 big big ADJ issue-2903 110 5 data datum NOUN issue-2903 110 6 through through ADP issue-2903 110 7 digital digital ADJ issue-2903 110 8 formats format NOUN issue-2903 110 9 and and CCONJ issue-2903 110 10 cyberspace cyberspace NOUN issue-2903 110 11 has have AUX issue-2903 110 12 engendered engender VERB issue-2903 110 13 a a DET issue-2903 110 14 series series NOUN issue-2903 110 15 of of ADP issue-2903 110 16 innovations innovation NOUN issue-2903 110 17 for for ADP issue-2903 110 18 anti anti ADJ issue-2903 110 19 - - NOUN issue-2903 110 20 corruption corruption NOUN issue-2903 110 21 and and CCONJ issue-2903 110 22 other other ADJ issue-2903 110 23 constructive constructive ADJ issue-2903 110 24 interferences interference NOUN issue-2903 110 25 in in ADP issue-2903 110 26 legal legal ADJ issue-2903 110 27 relations relation NOUN issue-2903 110 28 , , PUNCT issue-2903 110 29 as as SCONJ issue-2903 110 30 it it PRON issue-2903 110 31 has have AUX issue-2903 110 32 reshaped reshape VERB issue-2903 110 33 the the DET issue-2903 110 34 landscape landscape NOUN issue-2903 110 35 of of ADP issue-2903 110 36 policy policy NOUN issue-2903 110 37 adoption adoption NOUN issue-2903 110 38 , , PUNCT issue-2903 110 39 creating create VERB issue-2903 110 40 the the DET issue-2903 110 41 potential potential NOUN issue-2903 110 42 for for ADP issue-2903 110 43 more more ADV issue-2903 110 44 reasoned reasoned ADJ issue-2903 110 45 and and CCONJ issue-2903 110 46 rational rational ADJ issue-2903 110 47 policymaking policymaking NOUN issue-2903 110 48 . . PUNCT issue-2903 111 1 the the DET issue-2903 111 2 dominance dominance NOUN issue-2903 111 3 of of ADP issue-2903 111 4 cyberspace cyberspace NOUN issue-2903 111 5 over over ADP issue-2903 111 6 the the DET issue-2903 111 7 circulation circulation NOUN issue-2903 111 8 of of ADP issue-2903 111 9 physical physical ADJ issue-2903 111 10 information information NOUN issue-2903 111 11 is be AUX issue-2903 111 12 evident evident ADJ issue-2903 111 13 in in ADP issue-2903 111 14 the the DET issue-2903 111 15 use use NOUN issue-2903 111 16 of of ADP issue-2903 111 17 deep deep ADJ issue-2903 111 18 machine machine NOUN issue-2903 111 19 learning learning NOUN issue-2903 111 20 by by ADP issue-2903 111 21 neural neural ADJ issue-2903 111 22 networks network NOUN issue-2903 111 23 . . PUNCT issue-2903 112 1 these these DET issue-2903 112 2 networks network NOUN issue-2903 112 3 ' ' PART issue-2903 112 4 databases database NOUN issue-2903 112 5 reside reside VERB issue-2903 112 6 in in ADP issue-2903 112 7 the the DET issue-2903 112 8 memory memory NOUN issue-2903 112 9 domains domain NOUN issue-2903 112 10 of of ADP issue-2903 112 11 laptops laptop NOUN issue-2903 112 12 , , PUNCT issue-2903 112 13 smartphones smartphone NOUN issue-2903 112 14 , , PUNCT issue-2903 112 15 tablets tablet NOUN issue-2903 112 16 , , PUNCT issue-2903 112 17 sensors sensor NOUN issue-2903 112 18 and and CCONJ issue-2903 112 19 other other ADJ issue-2903 112 20 ict ict PROPN issue-2903 112 21 - - PUNCT issue-2903 112 22 based base VERB issue-2903 112 23 devices device NOUN issue-2903 112 24 , , PUNCT issue-2903 112 25 as as ADV issue-2903 112 26 well well ADV issue-2903 112 27 as as ADP issue-2903 112 28 digitised digitise VERB issue-2903 112 29 paper paper NOUN issue-2903 112 30 media medium NOUN issue-2903 112 31 , , PUNCT issue-2903 112 32 images image NOUN issue-2903 112 33 and and CCONJ issue-2903 112 34 statistical statistical ADJ issue-2903 112 35 agency agency NOUN issue-2903 112 36 data datum NOUN issue-2903 112 37 . . PUNCT issue-2903 113 1 in in ADP issue-2903 113 2 order order NOUN issue-2903 113 3 to to PART issue-2903 113 4 combat combat VERB issue-2903 113 5 the the DET issue-2903 113 6 proliferation proliferation NOUN issue-2903 113 7 of of ADP issue-2903 113 8 corruption corruption NOUN issue-2903 113 9 - - PUNCT issue-2903 113 10 related relate VERB issue-2903 113 11 and and CCONJ issue-2903 113 12 other other ADJ issue-2903 113 13 criminal criminal ADJ issue-2903 113 14 funds fund NOUN issue-2903 113 15 at at ADP issue-2903 113 16 the the DET issue-2903 113 17 transnational transnational ADJ issue-2903 113 18 level level NOUN issue-2903 113 19 , , PUNCT issue-2903 113 20 it it PRON issue-2903 113 21 is be AUX issue-2903 113 22 imperative imperative ADJ issue-2903 113 23 to to PART issue-2903 113 24 undertake undertake VERB issue-2903 113 25 an an DET issue-2903 113 26 audit audit NOUN issue-2903 113 27 - - PUNCT issue-2903 113 28 based base VERB issue-2903 113 29 assessment assessment NOUN issue-2903 113 30 of of ADP issue-2903 113 31 the the DET issue-2903 113 32 performance performance NOUN issue-2903 113 33 of of ADP issue-2903 113 34 cryptocurrency cryptocurrency NOUN issue-2903 113 35 exchanges exchange NOUN issue-2903 113 36 , , PUNCT issue-2903 113 37 transaction transaction NOUN issue-2903 113 38 databases database NOUN issue-2903 113 39 , , PUNCT issue-2903 113 40 and and CCONJ issue-2903 113 41 other other ADJ issue-2903 113 42 data datum NOUN issue-2903 113 43 pertaining pertain VERB issue-2903 113 44 to to ADP issue-2903 113 45 business business NOUN issue-2903 113 46 operations operation NOUN issue-2903 113 47 conducted conduct VERB issue-2903 113 48 on on ADP issue-2903 113 49 these these DET issue-2903 113 50 platforms platform NOUN issue-2903 113 51 . . PUNCT issue-2903 114 1 examples example NOUN issue-2903 114 2 of of ADP issue-2903 114 3 such such ADJ issue-2903 114 4 platforms platform NOUN issue-2903 114 5 include include VERB issue-2903 114 6 zengo zengo NOUN issue-2903 114 7 , , PUNCT issue-2903 114 8 kraken kraken NOUN issue-2903 114 9 , , PUNCT issue-2903 114 10 robinhood robinhood PROPN issue-2903 114 11 , , PUNCT issue-2903 114 12 trezor trezor NOUN issue-2903 114 13 , , PUNCT issue-2903 114 14 hardware hardware NOUN issue-2903 114 15 wallets wallet NOUN issue-2903 114 16 , , PUNCT issue-2903 114 17 trezor trezor NOUN issue-2903 114 18 , , PUNCT issue-2903 114 19 coinbase coinbase NOUN issue-2903 114 20 , , PUNCT issue-2903 114 21 binance binance NOUN issue-2903 114 22 . . PUNCT issue-2903 115 1 us we PRON issue-2903 115 2 , , PUNCT issue-2903 115 3 binance binance NOUN issue-2903 115 4 , , PUNCT issue-2903 115 5 matcha matcha NOUN issue-2903 115 6 , , PUNCT issue-2903 115 7 and and CCONJ issue-2903 115 8 ledger ledger NOUN issue-2903 115 9 , , PUNCT issue-2903 115 10 amongst amongst ADP issue-2903 115 11 others other NOUN issue-2903 115 12 . . PUNCT issue-2903 116 1 baltic baltic PROPN issue-2903 116 2 journal journal PROPN issue-2903 116 3 of of ADP issue-2903 116 4 economic economic ADJ issue-2903 116 5 studies study NOUN issue-2903 116 6 319 319 NUM issue-2903 116 7 vol vol NOUN issue-2903 116 8 . . PROPN issue-2903 116 9 11 11 NUM issue-2903 116 10 no no NOUN issue-2903 116 11 . . NOUN issue-2903 116 12 2 2 NUM issue-2903 116 13 , , PUNCT issue-2903 116 14 2025 2025 NUM issue-2903 116 15 in in ADP issue-2903 116 16 the the DET issue-2903 116 17 context context NOUN issue-2903 116 18 of of ADP issue-2903 116 19 corruption corruption NOUN issue-2903 116 20 cases case NOUN issue-2903 116 21 , , PUNCT issue-2903 116 22 digital digital ADJ issue-2903 116 23 sources source NOUN issue-2903 116 24 have have AUX issue-2903 116 25 been be AUX issue-2903 116 26 identified identify VERB issue-2903 116 27 as as ADP issue-2903 116 28 a a DET issue-2903 116 29 vital vital ADJ issue-2903 116 30 tool tool NOUN issue-2903 116 31 for for ADP issue-2903 116 32 investigators investigator NOUN issue-2903 116 33 , , PUNCT issue-2903 116 34 facilitating facilitate VERB issue-2903 116 35 the the DET issue-2903 116 36 estimation estimation NOUN issue-2903 116 37 of of ADP issue-2903 116 38 " " PUNCT issue-2903 116 39 informal informal ADJ issue-2903 116 40 costs cost NOUN issue-2903 116 41 " " PUNCT issue-2903 116 42 , , PUNCT issue-2903 116 43 which which PRON issue-2903 116 44 encompass encompass VERB issue-2903 116 45 illicit illicit ADJ issue-2903 116 46 activities activity NOUN issue-2903 116 47 such such ADJ issue-2903 116 48 as as ADP issue-2903 116 49 corruption corruption NOUN issue-2903 116 50 , , PUNCT issue-2903 116 51 bribery bribery NOUN issue-2903 116 52 , , PUNCT issue-2903 116 53 and and CCONJ issue-2903 116 54 informal informal ADJ issue-2903 116 55 taxation taxation NOUN issue-2903 116 56 . . PUNCT issue-2903 117 1 informal informal ADJ issue-2903 117 2 costs cost NOUN issue-2903 117 3 represent represent VERB issue-2903 117 4 a a DET issue-2903 117 5 significant significant ADJ issue-2903 117 6 global global ADJ issue-2903 117 7 problem problem NOUN issue-2903 117 8 , , PUNCT issue-2903 117 9 impacting impact VERB issue-2903 117 10 all all DET issue-2903 117 11 countries country NOUN issue-2903 117 12 irrespective irrespective ADV issue-2903 117 13 of of ADP issue-2903 117 14 their their PRON issue-2903 117 15 level level NOUN issue-2903 117 16 of of ADP issue-2903 117 17 social social ADJ issue-2903 117 18 development development NOUN issue-2903 117 19 . . PUNCT issue-2903 118 1 in in ADP issue-2903 118 2 the the DET issue-2903 118 3 case case NOUN issue-2903 118 4 of of ADP issue-2903 118 5 myanmar myanmar PROPN issue-2903 118 6 , , PUNCT issue-2903 118 7 informal informal ADJ issue-2903 118 8 taxation taxation NOUN issue-2903 118 9 encompasses encompass VERB issue-2903 118 10 several several ADJ issue-2903 118 11 forms form NOUN issue-2903 118 12 , , PUNCT issue-2903 118 13 including include VERB issue-2903 118 14 local local ADJ issue-2903 118 15 informal informal ADJ issue-2903 118 16 payments payment NOUN issue-2903 118 17 , , PUNCT issue-2903 118 18 forced force VERB issue-2903 118 19 taxation taxation NOUN issue-2903 118 20 , , PUNCT issue-2903 118 21 revenue revenue NOUN issue-2903 118 22 raised raise VERB issue-2903 118 23 from from ADP issue-2903 118 24 individuals individual NOUN issue-2903 118 25 and and CCONJ issue-2903 118 26 businesses business NOUN issue-2903 118 27 through through ADP issue-2903 118 28 the the DET issue-2903 118 29 informal informal ADJ issue-2903 118 30 conduct conduct NOUN issue-2903 118 31 of of ADP issue-2903 118 32 the the DET issue-2903 118 33 formal formal ADJ issue-2903 118 34 taxation taxation NOUN issue-2903 118 35 system system NOUN issue-2903 118 36 , , PUNCT issue-2903 118 37 and and CCONJ issue-2903 118 38 payments payment NOUN issue-2903 118 39 made make VERB issue-2903 118 40 to to ADP issue-2903 118 41 government government NOUN issue-2903 118 42 officials official NOUN issue-2903 118 43 . . PUNCT issue-2903 119 1 in in ADP issue-2903 119 2 the the DET issue-2903 119 3 context context NOUN issue-2903 119 4 of of ADP issue-2903 119 5 vietnam vietnam PROPN issue-2903 119 6 , , PUNCT issue-2903 119 7 the the DET issue-2903 119 8 distinction distinction NOUN issue-2903 119 9 between between ADP issue-2903 119 10 bribes bribe NOUN issue-2903 119 11 and and CCONJ issue-2903 119 12 gifts gift NOUN issue-2903 119 13 is be AUX issue-2903 119 14 often often ADV issue-2903 119 15 indistinct indistinct ADJ issue-2903 119 16 , , PUNCT issue-2903 119 17 with with ADP issue-2903 119 18 cash cash NOUN issue-2903 119 19 payments payment NOUN issue-2903 119 20 frequently frequently ADV issue-2903 119 21 characterised characterise VERB issue-2903 119 22 as as ADP issue-2903 119 23 " " PUNCT issue-2903 119 24 gifts gift NOUN issue-2903 119 25 " " PUNCT issue-2903 119 26 by by ADP issue-2903 119 27 both both DET issue-2903 119 28 parties party NOUN issue-2903 119 29 involved involve VERB issue-2903 119 30 in in ADP issue-2903 119 31 the the DET issue-2903 119 32 transaction transaction NOUN issue-2903 119 33 ( ( PUNCT issue-2903 119 34 nguyen nguyen NOUN issue-2903 119 35 , , PUNCT issue-2903 119 36 2024 2024 NUM issue-2903 119 37 , , PUNCT issue-2903 119 38 p. p. NOUN issue-2903 119 39 382 382 NUM issue-2903 119 40 , , PUNCT issue-2903 119 41 383 383 NUM issue-2903 119 42 ) ) PUNCT issue-2903 119 43 . . PUNCT issue-2903 120 1 " " PUNCT issue-2903 120 2 some some DET issue-2903 120 3 anti anti ADJ issue-2903 120 4 - - ADJ issue-2903 120 5 graft graft ADJ issue-2903 120 6 measures measure NOUN issue-2903 120 7 may may AUX issue-2903 120 8 include include VERB issue-2903 120 9 road road NOUN issue-2903 120 10 - - PUNCT issue-2903 120 11 walk walk NOUN issue-2903 120 12 campaigns campaign NOUN issue-2903 120 13 , , PUNCT issue-2903 120 14 the the DET issue-2903 120 15 establishment establishment NOUN issue-2903 120 16 of of ADP issue-2903 120 17 anticorruption anticorruption NOUN issue-2903 120 18 clubs club NOUN issue-2903 120 19 in in ADP issue-2903 120 20 schools school NOUN issue-2903 120 21 , , PUNCT issue-2903 120 22 etc etc X issue-2903 120 23 . . X issue-2903 120 24 " " PUNCT issue-2903 121 1 ( ( PUNCT issue-2903 121 2 misra misra ADJ issue-2903 121 3 , , PUNCT issue-2903 121 4 2022 2022 NUM issue-2903 121 5 , , PUNCT issue-2903 121 6 p. p. NOUN issue-2903 121 7 12 12 NUM issue-2903 121 8 ) ) PUNCT issue-2903 121 9 in in ADP issue-2903 121 10 recent recent ADJ issue-2903 121 11 years year NOUN issue-2903 121 12 , , PUNCT issue-2903 121 13 anti anti ADJ issue-2903 121 14 - - ADJ issue-2903 121 15 corruption corruption ADJ issue-2903 121 16 provisions provision NOUN issue-2903 121 17 have have AUX issue-2903 121 18 implicitly implicitly ADV issue-2903 121 19 or or CCONJ issue-2903 121 20 explicitly explicitly ADV issue-2903 121 21 become become VERB issue-2903 121 22 part part NOUN issue-2903 121 23 of of ADP issue-2903 121 24 trade trade NOUN issue-2903 121 25 agreements agreement NOUN issue-2903 121 26 , , PUNCT issue-2903 121 27 as as SCONJ issue-2903 121 28 nations nation NOUN issue-2903 121 29 attempt attempt VERB issue-2903 121 30 to to PART issue-2903 121 31 establish establish VERB issue-2903 121 32 fair fair ADJ issue-2903 121 33 trading trading NOUN issue-2903 121 34 conditions condition NOUN issue-2903 121 35 ( ( PUNCT issue-2903 121 36 zhang zhang PROPN issue-2903 121 37 & & CCONJ issue-2903 121 38 goel goel PROPN issue-2903 121 39 , , PUNCT issue-2903 121 40 2023 2023 NUM issue-2903 121 41 , , PUNCT issue-2903 121 42 p. p. NOUN issue-2903 121 43 2502 2502 NUM issue-2903 121 44 ) ) PUNCT issue-2903 121 45 . . PUNCT issue-2903 122 1 a a DET issue-2903 122 2 significant significant ADJ issue-2903 122 3 proportion proportion NOUN issue-2903 122 4 of of ADP issue-2903 122 5 interstate interstate ADJ issue-2903 122 6 economic economic ADJ issue-2903 122 7 cooperation cooperation NOUN issue-2903 122 8 is be AUX issue-2903 122 9 represented represent VERB issue-2903 122 10 by by ADP issue-2903 122 11 trade trade NOUN issue-2903 122 12 agreements agreement NOUN issue-2903 122 13 . . PUNCT issue-2903 123 1 regional regional ADJ issue-2903 123 2 trade trade NOUN issue-2903 123 3 agreements agreement NOUN issue-2903 123 4 ( ( PUNCT issue-2903 123 5 rtas rta NOUN issue-2903 123 6 ) ) PUNCT issue-2903 123 7 provide provide VERB issue-2903 123 8 a a DET issue-2903 123 9 means means NOUN issue-2903 123 10 of of ADP issue-2903 123 11 creating create VERB issue-2903 123 12 international international ADJ issue-2903 123 13 public public ADJ issue-2903 123 14 goods good NOUN issue-2903 123 15 based base VERB issue-2903 123 16 on on ADP issue-2903 123 17 transparency transparency NOUN issue-2903 123 18 and and CCONJ issue-2903 123 19 good good ADJ issue-2903 123 20 governance governance NOUN issue-2903 123 21 . . PUNCT issue-2903 124 1 these these DET issue-2903 124 2 kinds kind NOUN issue-2903 124 3 of of ADP issue-2903 124 4 instruments instrument NOUN issue-2903 124 5 help help VERB issue-2903 124 6 to to PART issue-2903 124 7 alleviate alleviate VERB issue-2903 124 8 a a DET issue-2903 124 9 wide wide ADJ issue-2903 124 10 range range NOUN issue-2903 124 11 of of ADP issue-2903 124 12 information information NOUN issue-2903 124 13 asymmetries asymmetry NOUN issue-2903 124 14 that that PRON issue-2903 124 15 hinder hinder VERB issue-2903 124 16 trade trade NOUN issue-2903 124 17 when when SCONJ issue-2903 124 18 they they PRON issue-2903 124 19 are be AUX issue-2903 124 20 more more ADV issue-2903 124 21 transparent transparent ADJ issue-2903 124 22 and and CCONJ issue-2903 124 23 predictable predictable ADJ issue-2903 124 24 . . PUNCT issue-2903 125 1 they they PRON issue-2903 125 2 also also ADV issue-2903 125 3 improve improve VERB issue-2903 125 4 the the DET issue-2903 125 5 design design NOUN issue-2903 125 6 and and CCONJ issue-2903 125 7 administration administration NOUN issue-2903 125 8 of of ADP issue-2903 125 9 these these DET issue-2903 125 10 measures measure NOUN issue-2903 125 11 , , PUNCT issue-2903 125 12 reducing reduce VERB issue-2903 125 13 uncertainty uncertainty NOUN issue-2903 125 14 and and CCONJ issue-2903 125 15 the the DET issue-2903 125 16 scope scope NOUN issue-2903 125 17 for for ADP issue-2903 125 18 discretion discretion NOUN issue-2903 125 19 in in ADP issue-2903 125 20 their their PRON issue-2903 125 21 application application NOUN issue-2903 125 22 . . PUNCT issue-2903 126 1 therefore therefore ADV issue-2903 126 2 , , PUNCT issue-2903 126 3 transparency transparency NOUN issue-2903 126 4 itself itself PRON issue-2903 126 5 reduces reduce VERB issue-2903 126 6 trading trading NOUN issue-2903 126 7 costs cost NOUN issue-2903 126 8 and and CCONJ issue-2903 126 9 enhances enhance VERB issue-2903 126 10 economic economic ADJ issue-2903 126 11 integration integration NOUN issue-2903 126 12 . . PUNCT issue-2903 127 1 contemporary contemporary ADJ issue-2903 127 2 rtas rtas PROPN issue-2903 127 3 encompass encompass VERB issue-2903 127 4 regulatory regulatory ADJ issue-2903 127 5 domains domain NOUN issue-2903 127 6 such such ADJ issue-2903 127 7 as as ADP issue-2903 127 8 transparency transparency NOUN issue-2903 127 9 and and CCONJ issue-2903 127 10 anti anti ADJ issue-2903 127 11 - - ADJ issue-2903 127 12 corruption corruption ADJ issue-2903 127 13 provisions provision NOUN issue-2903 127 14 , , PUNCT issue-2903 127 15 in in ADP issue-2903 127 16 addition addition NOUN issue-2903 127 17 to to ADP issue-2903 127 18 environmental environmental ADJ issue-2903 127 19 and and CCONJ issue-2903 127 20 labour labour NOUN issue-2903 127 21 standards standard NOUN issue-2903 127 22 . . PUNCT issue-2903 128 1 furthermore furthermore ADV issue-2903 128 2 , , PUNCT issue-2903 128 3 a a DET issue-2903 128 4 significant significant ADJ issue-2903 128 5 number number NOUN issue-2903 128 6 of of ADP issue-2903 128 7 provisions provision NOUN issue-2903 128 8 within within ADP issue-2903 128 9 the the DET issue-2903 128 10 rtas rta NOUN issue-2903 128 11 incorporated incorporate VERB issue-2903 128 12 anti anti ADJ issue-2903 128 13 - - NOUN issue-2903 128 14 corruption corruption NOUN issue-2903 128 15 and and CCONJ issue-2903 128 16 anti anti ADJ issue-2903 128 17 bribery bribery NOUN issue-2903 128 18 commitments commitment NOUN issue-2903 128 19 , , PUNCT issue-2903 128 20 a a DET issue-2903 128 21 development development NOUN issue-2903 128 22 which which PRON issue-2903 128 23 has have VERB issue-2903 128 24 no no DET issue-2903 128 25 precedent precedent NOUN issue-2903 128 26 under under ADP issue-2903 128 27 the the DET issue-2903 128 28 wto wto PROPN issue-2903 128 29 ( ( PUNCT issue-2903 128 30 world world NOUN issue-2903 128 31 trade trade NOUN issue-2903 128 32 organisation organisation NOUN issue-2903 128 33 ) ) PUNCT issue-2903 128 34 regime regime NOUN issue-2903 128 35 . . PUNCT issue-2903 129 1 moreover moreover ADV issue-2903 129 2 , , PUNCT issue-2903 129 3 comprehensive comprehensive ADJ issue-2903 129 4 free free ADJ issue-2903 129 5 trade trade NOUN issue-2903 129 6 agreements agreement NOUN issue-2903 129 7 ( ( PUNCT issue-2903 129 8 ftas fta NOUN issue-2903 129 9 ) ) PUNCT issue-2903 129 10 frequently frequently ADV issue-2903 129 11 enable enable VERB issue-2903 129 12 the the DET issue-2903 129 13 establishment establishment NOUN issue-2903 129 14 of of ADP issue-2903 129 15 more more ADV issue-2903 129 16 profound profound ADJ issue-2903 129 17 collaborative collaborative ADJ issue-2903 129 18 relationships relationship NOUN issue-2903 129 19 among among ADP issue-2903 129 20 the the DET issue-2903 129 21 signatories signatory NOUN issue-2903 129 22 in in ADP issue-2903 129 23 a a DET issue-2903 129 24 multitude multitude NOUN issue-2903 129 25 of of ADP issue-2903 129 26 domains domain NOUN issue-2903 129 27 , , PUNCT issue-2903 129 28 which which PRON issue-2903 129 29 may may AUX issue-2903 129 30 in in ADP issue-2903 129 31 turn turn NOUN issue-2903 129 32 contribute contribute VERB issue-2903 129 33 to to ADP issue-2903 129 34 the the DET issue-2903 129 35 efforts effort NOUN issue-2903 129 36 to to PART issue-2903 129 37 combat combat VERB issue-2903 129 38 corruption corruption NOUN issue-2903 129 39 . . PUNCT issue-2903 130 1 nevertheless nevertheless ADV issue-2903 130 2 , , PUNCT issue-2903 130 3 the the DET issue-2903 130 4 utilisation utilisation NOUN issue-2903 130 5 of of ADP issue-2903 130 6 the the DET issue-2903 130 7 wto wto PROPN issue-2903 130 8 system system NOUN issue-2903 130 9 to to PART issue-2903 130 10 combat combat NOUN issue-2903 130 11 corruption corruption NOUN issue-2903 130 12 would would AUX issue-2903 130 13 be be AUX issue-2903 130 14 both both CCONJ issue-2903 130 15 superfluous superfluous ADJ issue-2903 130 16 and and CCONJ issue-2903 130 17 ineffective ineffective ADJ issue-2903 130 18 , , PUNCT issue-2903 130 19 as as ADV issue-2903 130 20 well well ADV issue-2903 130 21 as as ADP issue-2903 130 22 being be AUX issue-2903 130 23 prohibitively prohibitively ADV issue-2903 130 24 expensive expensive ADJ issue-2903 130 25 . . PUNCT issue-2903 131 1 however however ADV issue-2903 131 2 , , PUNCT issue-2903 131 3 due due ADP issue-2903 131 4 to to ADP issue-2903 131 5 the the DET issue-2903 131 6 limitations limitation NOUN issue-2903 131 7 of of ADP issue-2903 131 8 wto wto PROPN issue-2903 131 9 schemes scheme NOUN issue-2903 131 10 , , PUNCT issue-2903 131 11 bilateral bilateral ADJ issue-2903 131 12 and and CCONJ issue-2903 131 13 regional regional ADJ issue-2903 131 14 trade trade NOUN issue-2903 131 15 agreements agreement NOUN issue-2903 131 16 are be AUX issue-2903 131 17 supplementing supplement VERB issue-2903 131 18 them they PRON issue-2903 131 19 with with ADP issue-2903 131 20 good good ADJ issue-2903 131 21 governance governance NOUN issue-2903 131 22 provisions provision NOUN issue-2903 131 23 and and CCONJ issue-2903 131 24 incorporating incorporate VERB issue-2903 131 25 explicit explicit ADJ issue-2903 131 26 anti anti ADJ issue-2903 131 27 - - ADJ issue-2903 131 28 corruption corruption ADJ issue-2903 131 29 provisions provision NOUN issue-2903 131 30 into into ADP issue-2903 131 31 their their PRON issue-2903 131 32 agreements agreement NOUN issue-2903 131 33 ( ( PUNCT issue-2903 131 34 zhang zhang PROPN issue-2903 131 35 , , PUNCT issue-2903 131 36 goel goel PROPN issue-2903 131 37 2023 2023 NUM issue-2903 131 38 , , PUNCT issue-2903 131 39 p. p. NOUN issue-2903 131 40 2479 2479 NUM issue-2903 131 41 , , PUNCT issue-2903 131 42 2481 2481 NUM issue-2903 131 43 , , PUNCT issue-2903 131 44 2482 2482 NUM issue-2903 131 45 ) ) PUNCT issue-2903 131 46 . . PUNCT issue-2903 132 1 in in ADP issue-2903 132 2 addition addition NOUN issue-2903 132 3 to to ADP issue-2903 132 4 rtas rta NOUN issue-2903 132 5 , , PUNCT issue-2903 132 6 any any DET issue-2903 132 7 agreement agreement NOUN issue-2903 132 8 that that PRON issue-2903 132 9 defines define VERB issue-2903 132 10 the the DET issue-2903 132 11 obligations obligation NOUN issue-2903 132 12 of of ADP issue-2903 132 13 its its PRON issue-2903 132 14 parties party NOUN issue-2903 132 15 becomes become VERB issue-2903 132 16 a a DET issue-2903 132 17 source source NOUN issue-2903 132 18 of of ADP issue-2903 132 19 data datum NOUN issue-2903 132 20 figure figure NOUN issue-2903 132 21 1 1 NUM issue-2903 132 22 . . PUNCT issue-2903 133 1 correlations correlation NOUN issue-2903 133 2 and and CCONJ issue-2903 133 3 data datum NOUN issue-2903 133 4 transformations transformation NOUN issue-2903 133 5 for for ADP issue-2903 133 6 anti anti ADJ issue-2903 133 7 - - ADJ issue-2903 133 8 corruption corruption ADJ issue-2903 133 9 policy policy NOUN issue-2903 133 10 in in ADP issue-2903 133 11 digital digital ADJ issue-2903 133 12 neural neural ADJ issue-2903 133 13 networks network NOUN issue-2903 133 14 neural neural ADJ issue-2903 133 15 network network NOUN issue-2903 133 16 : : PUNCT issue-2903 133 17 recurrent recurrent NOUN issue-2903 133 18 / / SYM issue-2903 133 19 rnn rnn NOUN issue-2903 133 20 , , PUNCT issue-2903 133 21 convolutional convolutional ADJ issue-2903 133 22 / / SYM issue-2903 133 23 cnn cnn NOUN issue-2903 133 24 , , PUNCT issue-2903 133 25 deep deep ADJ issue-2903 133 26 contrastive contrastive ADJ issue-2903 133 27 / / SYM issue-2903 133 28 dcn dcn PROPN issue-2903 133 29 , , PUNCT issue-2903 133 30 etc etc X issue-2903 133 31 . . X issue-2903 133 32 ; ; PUNCT issue-2903 133 33 multimodal multimodal ADJ issue-2903 133 34 gpt-4o gpt-4o PROPN issue-2903 133 35 , , PUNCT issue-2903 133 36 gemini gemini PROPN issue-2903 133 37 etc etc X issue-2903 133 38 . . X issue-2903 134 1 machine machine NOUN issue-2903 134 2 learning learn VERB issue-2903 134 3 deep deep ADV issue-2903 134 4 learning learn VERB issue-2903 134 5 artificial artificial ADJ issue-2903 134 6 intelligence intelligence NOUN issue-2903 134 7 an an DET issue-2903 134 8 algorithm algorithm NOUN issue-2903 134 9 ( ( PUNCT issue-2903 134 10 a a DET issue-2903 134 11 system system NOUN issue-2903 134 12 of of ADP issue-2903 134 13 algorithms algorithm NOUN issue-2903 134 14 , , PUNCT issue-2903 134 15 their their PRON issue-2903 134 16 multilayered multilayered ADJ issue-2903 134 17 structure structure NOUN issue-2903 134 18 , , PUNCT issue-2903 134 19 sequence sequence NOUN issue-2903 134 20 of of ADP issue-2903 134 21 commands command NOUN issue-2903 134 22 and and CCONJ issue-2903 134 23 data datum NOUN issue-2903 134 24 , , PUNCT issue-2903 134 25 etc etc X issue-2903 134 26 . . X issue-2903 134 27 ) ) PUNCT issue-2903 134 28 , , PUNCT issue-2903 134 29 the the DET issue-2903 134 30 application application NOUN issue-2903 134 31 of of ADP issue-2903 134 32 which which PRON issue-2903 134 33 leads lead VERB issue-2903 134 34 to to ADP issue-2903 134 35 precisely precisely ADV issue-2903 134 36 known know VERB issue-2903 134 37 variations variation NOUN issue-2903 134 38 of of ADP issue-2903 134 39 results result NOUN issue-2903 134 40 in in ADP issue-2903 134 41 solving solve VERB issue-2903 134 42 the the DET issue-2903 134 43 given give VERB issue-2903 134 44 tasks task NOUN issue-2903 134 45 . . PUNCT issue-2903 135 1 software software NOUN issue-2903 135 2 code code NOUN issue-2903 135 3 anthropogenic anthropogenic ADJ issue-2903 135 4 data datum NOUN issue-2903 135 5 ( ( PUNCT issue-2903 135 6 big big ADJ issue-2903 135 7 data datum NOUN issue-2903 135 8 etc etc X issue-2903 135 9 . . PUNCT issue-2903 135 10 ) ) PUNCT issue-2903 136 1 digits digit NOUN issue-2903 136 2 words word NOUN issue-2903 136 3 generally generally ADV issue-2903 136 4 binding bind VERB issue-2903 136 5 algorithms algorithm NOUN issue-2903 136 6 / / SYM issue-2903 136 7 rules rule NOUN issue-2903 136 8 of of ADP issue-2903 136 9 concepts concept NOUN issue-2903 136 10 and and CCONJ issue-2903 136 11 meanings meaning NOUN issue-2903 136 12 of of ADP issue-2903 136 13 words word NOUN issue-2903 136 14 and and CCONJ issue-2903 136 15 digits digit NOUN issue-2903 136 16 . . PUNCT issue-2903 137 1 m m PROPN issue-2903 137 2 athem athem PROPN issue-2903 137 3 atical atical PROPN issue-2903 137 4 m m NOUN issue-2903 137 5 odels odel NOUN issue-2903 137 6 , , PUNCT issue-2903 137 7 cybernetics cybernetic NOUN issue-2903 137 8 , , PUNCT issue-2903 137 9 and and CCONJ issue-2903 137 10 program program NOUN issue-2903 137 11 m m AUX issue-2903 137 12 ing ing ADJ issue-2903 137 13 n n CCONJ issue-2903 137 14 atural atural ADJ issue-2903 137 15 law law NOUN issue-2903 137 16 and and CCONJ issue-2903 137 17 anti anti ADJ issue-2903 137 18 - - ADJ issue-2903 137 19 corruption corruption ADJ issue-2903 137 20 legislation legislation NOUN issue-2903 137 21 baltic baltic PROPN issue-2903 137 22 journal journal PROPN issue-2903 137 23 of of ADP issue-2903 137 24 economic economic ADJ issue-2903 137 25 studies study NOUN issue-2903 137 26 320 320 NUM issue-2903 137 27 vol vol NOUN issue-2903 137 28 . . PUNCT issue-2903 138 1 11 11 NUM issue-2903 139 1 no no NOUN issue-2903 139 2 . . NOUN issue-2903 139 3 2 2 NUM issue-2903 139 4 , , PUNCT issue-2903 139 5 2025 2025 NUM issue-2903 139 6 in in ADP issue-2903 139 7 international international ADJ issue-2903 139 8 economic economic ADJ issue-2903 139 9 relations relation NOUN issue-2903 139 10 . . PUNCT issue-2903 140 1 for for ADP issue-2903 140 2 instance instance NOUN issue-2903 140 3 , , PUNCT issue-2903 140 4 this this PRON issue-2903 140 5 encompasses encompass VERB issue-2903 140 6 eu eu PROPN issue-2903 140 7 treaties treaty NOUN issue-2903 140 8 , , PUNCT issue-2903 140 9 wto wto PROPN issue-2903 140 10 agreements agreement NOUN issue-2903 140 11 , , PUNCT issue-2903 140 12 multilateral multilateral ADJ issue-2903 140 13 and and CCONJ issue-2903 140 14 bilateral bilateral ADJ issue-2903 140 15 treaties treaty NOUN issue-2903 140 16 , , PUNCT issue-2903 140 17 and and CCONJ issue-2903 140 18 grant grant VERB issue-2903 140 19 agreements agreement NOUN issue-2903 140 20 . . PUNCT issue-2903 141 1 it it PRON issue-2903 141 2 is be AUX issue-2903 141 3 imperative imperative ADJ issue-2903 141 4 to to PART issue-2903 141 5 undertake undertake VERB issue-2903 141 6 meticulous meticulous ADJ issue-2903 141 7 due due ADJ issue-2903 141 8 diligence diligence NOUN issue-2903 141 9 and and CCONJ issue-2903 141 10 implement implement VERB issue-2903 141 11 rigorous rigorous ADJ issue-2903 141 12 evaluation evaluation NOUN issue-2903 141 13 procedures procedure NOUN issue-2903 141 14 to to PART issue-2903 141 15 accurately accurately ADV issue-2903 141 16 assess assess VERB issue-2903 141 17 the the DET issue-2903 141 18 impact impact NOUN issue-2903 141 19 of of ADP issue-2903 141 20 international international ADJ issue-2903 141 21 commercial commercial ADJ issue-2903 141 22 and and CCONJ issue-2903 141 23 other other ADJ issue-2903 141 24 deals deal NOUN issue-2903 141 25 . . PUNCT issue-2903 142 1 the the DET issue-2903 142 2 world world PROPN issue-2903 142 3 bank bank PROPN issue-2903 142 4 group group PROPN issue-2903 142 5 data data PROPN issue-2903 142 6 catalog catalog NOUN issue-2903 142 7 provides provide VERB issue-2903 142 8 valuable valuable ADJ issue-2903 142 9 development development NOUN issue-2903 142 10 data datum NOUN issue-2903 142 11 for for ADP issue-2903 142 12 this this DET issue-2903 142 13 purpose purpose NOUN issue-2903 142 14 ( ( PUNCT issue-2903 142 15 world world PROPN issue-2903 142 16 bank bank PROPN issue-2903 142 17 , , PUNCT issue-2903 142 18 2025 2025 NUM issue-2903 142 19 ) ) PUNCT issue-2903 142 20 . . PUNCT issue-2903 143 1 " " PUNCT issue-2903 143 2 in in ADP issue-2903 143 3 current current ADJ issue-2903 143 4 reality reality NOUN issue-2903 143 5 , , PUNCT issue-2903 143 6 international international ADJ issue-2903 143 7 law law NOUN issue-2903 143 8 has have AUX issue-2903 143 9 not not PART issue-2903 143 10 yet yet ADV issue-2903 143 11 matured mature VERB issue-2903 143 12 into into ADP issue-2903 143 13 an an DET issue-2903 143 14 effective effective ADJ issue-2903 143 15 , , PUNCT issue-2903 143 16 fair fair ADJ issue-2903 143 17 , , PUNCT issue-2903 143 18 and and CCONJ issue-2903 143 19 just just ADV issue-2903 143 20 legal legal ADJ issue-2903 143 21 system system NOUN issue-2903 143 22 . . PUNCT issue-2903 143 23 " " PUNCT issue-2903 144 1 ( ( PUNCT issue-2903 144 2 olaniyan olaniyan ADJ issue-2903 144 3 , , PUNCT issue-2903 144 4 2023 2023 NUM issue-2903 144 5 , , PUNCT issue-2903 144 6 р р ADP issue-2903 144 7 . . PROPN issue-2903 144 8     SPACE issue-2903 144 9 43 43 NUM issue-2903 144 10 ) ) PUNCT issue-2903 144 11 when when SCONJ issue-2903 144 12 international international ADJ issue-2903 144 13 law law NOUN issue-2903 144 14 is be AUX issue-2903 144 15 unable unable ADJ issue-2903 144 16 to to PART issue-2903 144 17 protect protect VERB issue-2903 144 18 nations nation NOUN issue-2903 144 19 from from ADP issue-2903 144 20 external external ADJ issue-2903 144 21 armed armed ADJ issue-2903 144 22 aggression aggression NOUN issue-2903 144 23 and and CCONJ issue-2903 144 24 hybrid hybrid ADJ issue-2903 144 25 warfare warfare NOUN issue-2903 144 26 , , PUNCT issue-2903 144 27 the the DET issue-2903 144 28 economic economic ADJ issue-2903 144 29 component component NOUN issue-2903 144 30 of of ADP issue-2903 144 31 national national ADJ issue-2903 144 32 security security NOUN issue-2903 144 33 , , PUNCT issue-2903 144 34 along along ADP issue-2903 144 35 with with ADP issue-2903 144 36 effective effective ADJ issue-2903 144 37 , , PUNCT issue-2903 144 38 corruption corruption NOUN issue-2903 144 39 - - PUNCT issue-2903 144 40 free free ADJ issue-2903 144 41 mechanisms mechanism NOUN issue-2903 144 42 to to PART issue-2903 144 43 ensure ensure VERB issue-2903 144 44 it it PRON issue-2903 144 45 , , PUNCT issue-2903 144 46 must must AUX issue-2903 144 47 be be AUX issue-2903 144 48 embedded embed VERB issue-2903 144 49 within within ADP issue-2903 144 50 physical physical ADJ issue-2903 144 51 security security NOUN issue-2903 144 52 agreements agreement NOUN issue-2903 144 53 through through ADP issue-2903 144 54 the the DET issue-2903 144 55 armed armed ADJ issue-2903 144 56 forces force NOUN issue-2903 144 57 of of ADP issue-2903 144 58 partner partner NOUN issue-2903 144 59 countries country NOUN issue-2903 144 60 . . PUNCT issue-2903 145 1 a a DET issue-2903 145 2 compelling compelling ADJ issue-2903 145 3 example example NOUN issue-2903 145 4 is be AUX issue-2903 145 5 ukraine ukraine NOUN issue-2903 145 6 's 's PART issue-2903 145 7 case case NOUN issue-2903 145 8 . . PUNCT issue-2903 146 1 it it PRON issue-2903 146 2 gave give VERB issue-2903 146 3 up up ADP issue-2903 146 4 its its PRON issue-2903 146 5 nuclear nuclear ADJ issue-2903 146 6 weapons weapon NOUN issue-2903 146 7 and and CCONJ issue-2903 146 8 delivery delivery NOUN issue-2903 146 9 systems system NOUN issue-2903 146 10 in in ADP issue-2903 146 11 compliance compliance NOUN issue-2903 146 12 with with ADP issue-2903 146 13 a a DET issue-2903 146 14 demand demand NOUN issue-2903 146 15 made make VERB issue-2903 146 16 by by ADP issue-2903 146 17 the the DET issue-2903 146 18 usa usa PROPN issue-2903 146 19 , , PUNCT issue-2903 146 20 the the DET issue-2903 146 21 uk uk PROPN issue-2903 146 22 and and CCONJ issue-2903 146 23 the the DET issue-2903 146 24 russian russian PROPN issue-2903 146 25 federation federation PROPN issue-2903 146 26 at at ADP issue-2903 146 27 the the DET issue-2903 146 28 end end NOUN issue-2903 146 29 of of ADP issue-2903 146 30 1994 1994 NUM issue-2903 146 31 . . PUNCT issue-2903 147 1 however however ADV issue-2903 147 2 , , PUNCT issue-2903 147 3 ukraine ukraine PROPN issue-2903 147 4 did do AUX issue-2903 147 5 not not PART issue-2903 147 6 receive receive VERB issue-2903 147 7 any any DET issue-2903 147 8 mechanisms mechanism NOUN issue-2903 147 9 for for ADP issue-2903 147 10 preventing prevent VERB issue-2903 147 11 or or CCONJ issue-2903 147 12 defending defend VERB issue-2903 147 13 against against ADP issue-2903 147 14 external external ADJ issue-2903 147 15 armed armed ADJ issue-2903 147 16 aggression aggression NOUN issue-2903 147 17 . . PUNCT issue-2903 148 1 this this PRON issue-2903 148 2 left leave VERB issue-2903 148 3 it it PRON issue-2903 148 4 highly highly ADV issue-2903 148 5 vulnerable vulnerable ADJ issue-2903 148 6 to to ADP issue-2903 148 7 attacks attack NOUN issue-2903 148 8 by by ADP issue-2903 148 9 russia russia PROPN issue-2903 148 10 and and CCONJ issue-2903 148 11 its its PRON issue-2903 148 12 allies ally NOUN issue-2903 148 13 in in ADP issue-2903 148 14 2014 2014 NUM issue-2903 148 15 and and CCONJ issue-2903 148 16 from from ADP issue-2903 148 17 2022 2022 NUM issue-2903 148 18 onwards onwards ADP issue-2903 148 19 . . PUNCT issue-2903 149 1 this this DET issue-2903 149 2 experience experience NOUN issue-2903 149 3 has have AUX issue-2903 149 4 enabled enable VERB issue-2903 149 5 ukraine ukraine NOUN issue-2903 149 6 to to PART issue-2903 149 7 apply apply VERB issue-2903 149 8 due due ADJ issue-2903 149 9 diligence diligence NOUN issue-2903 149 10 and and CCONJ issue-2903 149 11 the the DET issue-2903 149 12 principle principle NOUN issue-2903 149 13 of of ADP issue-2903 149 14 international international ADJ issue-2903 149 15 law law NOUN issue-2903 149 16 when when SCONJ issue-2903 149 17 assessing assess VERB issue-2903 149 18 the the DET issue-2903 149 19 agreement agreement NOUN issue-2903 149 20 offered offer VERB issue-2903 149 21 by by ADP issue-2903 149 22 the the DET issue-2903 149 23 usa usa PROPN issue-2903 149 24 regarding regard VERB issue-2903 149 25 the the DET issue-2903 149 26 use use NOUN issue-2903 149 27 of of ADP issue-2903 149 28 natural natural ADJ issue-2903 149 29 resources resource NOUN issue-2903 149 30 . . PUNCT issue-2903 150 1 the the DET issue-2903 150 2 two two NUM issue-2903 150 3 versions version NOUN issue-2903 150 4 of of ADP issue-2903 150 5 the the DET issue-2903 150 6 agreement agreement NOUN issue-2903 150 7 not not PART issue-2903 150 8 being be AUX issue-2903 150 9 in in ADP issue-2903 150 10 compliance compliance NOUN issue-2903 150 11 with with ADP issue-2903 150 12 each each DET issue-2903 150 13 other other ADJ issue-2903 150 14 prevented prevent VERB issue-2903 150 15 president president NOUN issue-2903 150 16 v. v. ADP issue-2903 150 17 zelenskyy zelenskyy PROPN issue-2903 150 18 from from ADP issue-2903 150 19 signing sign VERB issue-2903 150 20 them they PRON issue-2903 150 21 on on ADP issue-2903 150 22 february february PROPN issue-2903 150 23 12th 12th NOUN issue-2903 150 24 and and CCONJ issue-2903 150 25 28th 28th NOUN issue-2903 150 26 , , PUNCT issue-2903 150 27 2025 2025 NUM issue-2903 150 28 . . PUNCT issue-2903 151 1 accordingly accordingly ADV issue-2903 151 2 , , PUNCT issue-2903 151 3 audit audit NOUN issue-2903 151 4 ( ( PUNCT issue-2903 151 5 expert expert NOUN issue-2903 151 6 ) ) PUNCT issue-2903 151 7 conclusions conclusion NOUN issue-2903 151 8 on on ADP issue-2903 151 9 economic economic ADJ issue-2903 151 10 and and CCONJ issue-2903 151 11 , , PUNCT issue-2903 151 12 at at ADP issue-2903 151 13 the the DET issue-2903 151 14 same same ADJ issue-2903 151 15 time time NOUN issue-2903 151 16 , , PUNCT issue-2903 151 17 military military ADJ issue-2903 151 18 security security NOUN issue-2903 151 19 issues issue NOUN issue-2903 151 20 , , PUNCT issue-2903 151 21 drawn draw VERB issue-2903 151 22 up up ADP issue-2903 151 23 prior prior ADV issue-2903 151 24 to to ADP issue-2903 151 25 the the DET issue-2903 151 26 signing signing NOUN issue-2903 151 27 of of ADP issue-2903 151 28 property property NOUN issue-2903 151 29 agreements agreement NOUN issue-2903 151 30 in in ADP issue-2903 151 31 international international ADJ issue-2903 151 32 economic economic ADJ issue-2903 151 33 relations relation NOUN issue-2903 151 34 , , PUNCT issue-2903 151 35 during during ADP issue-2903 151 36 their their PRON issue-2903 151 37 implementation implementation NOUN issue-2903 151 38 and and CCONJ issue-2903 151 39 after after ADP issue-2903 151 40 their their PRON issue-2903 151 41 completion completion NOUN issue-2903 151 42 , , PUNCT issue-2903 151 43 become become VERB issue-2903 151 44 a a DET issue-2903 151 45 key key ADJ issue-2903 151 46 source source NOUN issue-2903 151 47 for for ADP issue-2903 151 48 compliance compliance NOUN issue-2903 151 49 with with ADP issue-2903 151 50 anti anti ADJ issue-2903 151 51 - - ADJ issue-2903 151 52 corruption corruption ADJ issue-2903 151 53 and and CCONJ issue-2903 151 54 security security NOUN issue-2903 151 55 requirements requirement NOUN issue-2903 151 56 in in ADP issue-2903 151 57 the the DET issue-2903 151 58 military military ADJ issue-2903 151 59 sector sector NOUN issue-2903 151 60 . . PUNCT issue-2903 152 1 " " PUNCT issue-2903 152 2 a a DET issue-2903 152 3 model model NOUN issue-2903 152 4 of of ADP issue-2903 152 5 democratic democratic ADJ issue-2903 152 6 participation participation NOUN issue-2903 152 7 that that PRON issue-2903 152 8 uses use VERB issue-2903 152 9 digital digital ADJ issue-2903 152 10 technologies technology NOUN issue-2903 152 11 enables enable VERB issue-2903 152 12 more more ADV issue-2903 152 13 flexible flexible ADJ issue-2903 152 14 and and CCONJ issue-2903 152 15 adaptive adaptive ADJ issue-2903 152 16 forms form NOUN issue-2903 152 17 of of ADP issue-2903 152 18 representation representation NOUN issue-2903 152 19 , , PUNCT issue-2903 152 20 which which PRON issue-2903 152 21 could could AUX issue-2903 152 22 potentially potentially ADV issue-2903 152 23 bridge bridge VERB issue-2903 152 24 the the DET issue-2903 152 25 gap gap NOUN issue-2903 152 26 between between ADP issue-2903 152 27 different different ADJ issue-2903 152 28 political political ADJ issue-2903 152 29 structures structure NOUN issue-2903 152 30 . . PUNCT issue-2903 152 31 " " PUNCT issue-2903 153 1 ( ( PUNCT issue-2903 153 2 khaldi khaldi PROPN issue-2903 153 3 , , PUNCT issue-2903 153 4 2024 2024 NUM issue-2903 153 5 , , PUNCT issue-2903 153 6 p. p. NOUN issue-2903 153 7 117 117 NUM issue-2903 153 8 ) ) PUNCT issue-2903 153 9 the the DET issue-2903 153 10 secrecy secrecy NOUN issue-2903 153 11 with with ADP issue-2903 153 12 which which PRON issue-2903 153 13 corruption corruption NOUN issue-2903 153 14 takes take VERB issue-2903 153 15 place place NOUN issue-2903 153 16 makes make VERB issue-2903 153 17 it it PRON issue-2903 153 18 difficult difficult ADJ issue-2903 153 19 to to PART issue-2903 153 20 detect detect VERB issue-2903 153 21 , , PUNCT issue-2903 153 22 and and CCONJ issue-2903 153 23 obtaining obtain VERB issue-2903 153 24 sufficient sufficient ADJ issue-2903 153 25 evidence evidence NOUN issue-2903 153 26 to to PART issue-2903 153 27 meet meet VERB issue-2903 153 28 the the DET issue-2903 153 29 universal universal ADJ issue-2903 153 30 standard standard NOUN issue-2903 153 31 of of ADP issue-2903 153 32 proof proof NOUN issue-2903 153 33 beyond beyond ADP issue-2903 153 34 reasonable reasonable ADJ issue-2903 153 35 doubt doubt NOUN issue-2903 153 36 for for ADP issue-2903 153 37 criminal criminal ADJ issue-2903 153 38 prosecution prosecution NOUN issue-2903 153 39 is be AUX issue-2903 153 40 challenging challenge VERB issue-2903 153 41 ( ( PUNCT issue-2903 153 42 chayes chaye NOUN issue-2903 153 43 , , PUNCT issue-2903 153 44 2015 2015 NUM issue-2903 153 45 , , PUNCT issue-2903 153 46 p. p. NOUN issue-2903 153 47 209 209 NUM issue-2903 153 48 ) ) PUNCT issue-2903 153 49 . . PUNCT issue-2903 154 1 today today NOUN issue-2903 154 2 , , PUNCT issue-2903 154 3 technological technological ADJ issue-2903 154 4 advances advance NOUN issue-2903 154 5 and and CCONJ issue-2903 154 6 sophisticated sophisticated ADJ issue-2903 154 7 investigative investigative ADJ issue-2903 154 8 techniques technique NOUN issue-2903 154 9 are be AUX issue-2903 154 10 making make VERB issue-2903 154 11 it it PRON issue-2903 154 12 easier easy ADJ issue-2903 154 13 to to PART issue-2903 154 14 gather gather VERB issue-2903 154 15 evidence evidence NOUN issue-2903 154 16 ( ( PUNCT issue-2903 154 17 olaniyan olaniyan ADJ issue-2903 154 18 , , PUNCT issue-2903 154 19 2023 2023 NUM issue-2903 154 20 , , PUNCT issue-2903 154 21 pp pp ADJ issue-2903 154 22 . . PUNCT issue-2903 155 1 222–101 222–101 NUM issue-2903 155 2 ) ) PUNCT issue-2903 155 3 . . PUNCT issue-2903 156 1 therefore therefore ADV issue-2903 156 2 , , PUNCT issue-2903 156 3 deep deep ADJ issue-2903 156 4 neural neural ADJ issue-2903 156 5 networks network NOUN issue-2903 156 6 hold hold VERB issue-2903 156 7 the the DET issue-2903 156 8 greatest great ADJ issue-2903 156 9 potential potential NOUN issue-2903 156 10 to to PART issue-2903 156 11 support support VERB issue-2903 156 12 objective objective ADJ issue-2903 156 13 data datum NOUN issue-2903 156 14 processing processing NOUN issue-2903 156 15 and and CCONJ issue-2903 156 16 the the DET issue-2903 156 17 implementation implementation NOUN issue-2903 156 18 of of ADP issue-2903 156 19 public public ADJ issue-2903 156 20 authority authority NOUN issue-2903 156 21 decisions decision NOUN issue-2903 156 22 . . PUNCT issue-2903 157 1 this this PRON issue-2903 157 2 renders render VERB issue-2903 157 3 the the DET issue-2903 157 4 classification classification NOUN issue-2903 157 5 of of ADP issue-2903 157 6 data datum NOUN issue-2903 157 7 increasingly increasingly ADV issue-2903 157 8 pertinent pertinent ADJ issue-2903 157 9 , , PUNCT issue-2903 157 10 particularly particularly ADV issue-2903 157 11 with with ADP issue-2903 157 12 regard regard NOUN issue-2903 157 13 to to ADP issue-2903 157 14 the the DET issue-2903 157 15 subjects subject NOUN issue-2903 157 16 of of ADP issue-2903 157 17 corruption corruption NOUN issue-2903 157 18 crimes crime NOUN issue-2903 157 19 ( ( PUNCT issue-2903 157 20 nepotism nepotism NOUN issue-2903 157 21 , , PUNCT issue-2903 157 22 bribery bribery NOUN issue-2903 157 23 , , PUNCT issue-2903 157 24 embezzlement embezzlement NOUN issue-2903 157 25 of of ADP issue-2903 157 26 public public ADJ issue-2903 157 27 funds fund NOUN issue-2903 157 28 , , PUNCT issue-2903 157 29 etc etc X issue-2903 157 30 . . X issue-2903 157 31 ) ) PUNCT issue-2903 157 32 , , PUNCT issue-2903 157 33 money money NOUN issue-2903 157 34 laundering laundering NOUN issue-2903 157 35 , , PUNCT issue-2903 157 36 and and CCONJ issue-2903 157 37 other other ADJ issue-2903 157 38 corruption corruption NOUN issue-2903 157 39 - - PUNCT issue-2903 157 40 derived derive VERB issue-2903 157 41 offences offence NOUN issue-2903 157 42 ; ; PUNCT issue-2903 157 43 by by ADP issue-2903 157 44 the the DET issue-2903 157 45 characteristics characteristic NOUN issue-2903 157 46 of of ADP issue-2903 157 47 corruption corruption NOUN issue-2903 157 48 actors actor NOUN issue-2903 157 49 and and CCONJ issue-2903 157 50 their their PRON issue-2903 157 51 accomplices accomplice NOUN issue-2903 157 52 ; ; PUNCT issue-2903 157 53 and and CCONJ issue-2903 157 54 by by ADP issue-2903 157 55 their their PRON issue-2903 157 56 transnational transnational ADJ issue-2903 157 57 connections connection NOUN issue-2903 157 58 in in ADP issue-2903 157 59 economic economic ADJ issue-2903 157 60 , , PUNCT issue-2903 157 61 political political ADJ issue-2903 157 62 and and CCONJ issue-2903 157 63 military military ADJ issue-2903 157 64 spheres sphere NOUN issue-2903 157 65 . . PUNCT issue-2903 158 1 the the DET issue-2903 158 2 utilisation utilisation NOUN issue-2903 158 3 of of ADP issue-2903 158 4 neural neural ADJ issue-2903 158 5 network network NOUN issue-2903 158 6 decoding decode VERB issue-2903 158 7 in in ADP issue-2903 158 8 cyberspace cyberspace NOUN issue-2903 158 9 to to PART issue-2903 158 10 interpret interpret VERB issue-2903 158 11 the the DET issue-2903 158 12 verbal verbal ADJ issue-2903 158 13 and and CCONJ issue-2903 158 14 behavioural behavioural ADJ issue-2903 158 15 expressions expression NOUN issue-2903 158 16 of of ADP issue-2903 158 17 individuals individual NOUN issue-2903 158 18 has have VERB issue-2903 158 19 the the DET issue-2903 158 20 potential potential NOUN issue-2903 158 21 to to PART issue-2903 158 22 liberate liberate VERB issue-2903 158 23 resources resource NOUN issue-2903 158 24 , , PUNCT issue-2903 158 25 thereby thereby ADV issue-2903 158 26 facilitating facilitate VERB issue-2903 158 27 timely timely ADJ issue-2903 158 28 and and CCONJ issue-2903 158 29 comprehensive comprehensive ADJ issue-2903 158 30 actions action NOUN issue-2903 158 31 by by ADP issue-2903 158 32 others other NOUN issue-2903 158 33 . . PUNCT issue-2903 159 1 the the DET issue-2903 159 2 data data NOUN issue-2903 159 3 analytics analytic NOUN issue-2903 159 4 method method NOUN issue-2903 159 5 is be AUX issue-2903 159 6 useful useful ADJ issue-2903 159 7 for for ADP issue-2903 159 8 generating generate VERB issue-2903 159 9 new new ADJ issue-2903 159 10 insights insight NOUN issue-2903 159 11 , , PUNCT issue-2903 159 12 predictive predictive ADJ issue-2903 159 13 modelling modelling NOUN issue-2903 159 14 and and CCONJ issue-2903 159 15 identifying identify VERB issue-2903 159 16 behaviour behaviour NOUN issue-2903 159 17 patterns pattern NOUN issue-2903 159 18 of of ADP issue-2903 159 19 public public ADJ issue-2903 159 20 officials official NOUN issue-2903 159 21 that that PRON issue-2903 159 22 hinder hinder VERB issue-2903 159 23 economic economic ADJ issue-2903 159 24 or or CCONJ issue-2903 159 25 spiritual spiritual ADJ issue-2903 159 26 - - PUNCT issue-2903 159 27 cultural cultural ADJ issue-2903 159 28 development development NOUN issue-2903 159 29 , , PUNCT issue-2903 159 30 military military ADJ issue-2903 159 31 security security NOUN issue-2903 159 32 and and CCONJ issue-2903 159 33 other other ADJ issue-2903 159 34 achievements achievement NOUN issue-2903 159 35 . . PUNCT issue-2903 160 1 it it PRON issue-2903 160 2 can can AUX issue-2903 160 3 also also ADV issue-2903 160 4 be be AUX issue-2903 160 5 used use VERB issue-2903 160 6 to to PART issue-2903 160 7 substantiate substantiate VERB issue-2903 160 8 decisions decision NOUN issue-2903 160 9 aimed aim VERB issue-2903 160 10 at at ADP issue-2903 160 11 resolving resolve VERB issue-2903 160 12 such such ADJ issue-2903 160 13 problems problem NOUN issue-2903 160 14 . . PUNCT issue-2903 161 1 this this PRON issue-2903 161 2 primarily primarily ADV issue-2903 161 3 concerns concern VERB issue-2903 161 4 data datum NOUN issue-2903 161 5 on on ADP issue-2903 161 6 public public ADJ issue-2903 161 7 spending spending NOUN issue-2903 161 8 , , PUNCT issue-2903 161 9 at at ADP issue-2903 161 10 both both CCONJ issue-2903 161 11 the the DET issue-2903 161 12 planning planning NOUN issue-2903 161 13 stage stage NOUN issue-2903 161 14 ( ( PUNCT issue-2903 161 15 procurement procurement NOUN issue-2903 161 16 , , PUNCT issue-2903 161 17 investment investment NOUN issue-2903 161 18 , , PUNCT issue-2903 161 19 and and CCONJ issue-2903 161 20 other other ADJ issue-2903 161 21 projects project NOUN issue-2903 161 22 ) ) PUNCT issue-2903 161 23 and and CCONJ issue-2903 161 24 during during ADP issue-2903 161 25 implementation implementation NOUN issue-2903 161 26 . . PUNCT issue-2903 162 1 the the DET issue-2903 162 2 process process NOUN issue-2903 162 3 of of ADP issue-2903 162 4 data datum NOUN issue-2903 162 5 analysis analysis NOUN issue-2903 162 6 and and CCONJ issue-2903 162 7 machine machine NOUN issue-2903 162 8 learning learning NOUN issue-2903 162 9 by by ADP issue-2903 162 10 non non ADJ issue-2903 162 11 - - ADJ issue-2903 162 12 anthropocentric anthropocentric ADJ issue-2903 162 13 neural neural ADJ issue-2903 162 14 networks network NOUN issue-2903 162 15 involves involve VERB issue-2903 162 16 the the DET issue-2903 162 17 standardisation standardisation NOUN issue-2903 162 18 of of ADP issue-2903 162 19 data datum NOUN issue-2903 162 20 for for ADP issue-2903 162 21 programming programming NOUN issue-2903 162 22 languages language NOUN issue-2903 162 23 such such ADJ issue-2903 162 24 as as ADP issue-2903 162 25 java java PROPN issue-2903 162 26 and and CCONJ issue-2903 162 27 python python PROPN issue-2903 162 28 ( ( PUNCT issue-2903 162 29 and and CCONJ issue-2903 162 30 its its PRON issue-2903 162 31 open open ADJ issue-2903 162 32 - - PUNCT issue-2903 162 33 source source NOUN issue-2903 162 34 machine machine NOUN issue-2903 162 35 learning learning NOUN issue-2903 162 36 libraries library NOUN issue-2903 162 37 ) ) PUNCT issue-2903 162 38 . . PUNCT issue-2903 163 1 numpy numpy NOUN issue-2903 163 2 , , PUNCT issue-2903 163 3 pandas panda NOUN issue-2903 163 4 , , PUNCT issue-2903 163 5 scikit scikit NOUN issue-2903 163 6 - - PUNCT issue-2903 163 7 learn learn NOUN issue-2903 163 8 , , PUNCT issue-2903 163 9 tensorflow tensorflow NOUN issue-2903 163 10 , , PUNCT issue-2903 163 11 pytorch pytorch NOUN issue-2903 163 12 ) ) PUNCT issue-2903 163 13 , , PUNCT issue-2903 163 14 r r PROPN issue-2903 163 15 , , PUNCT issue-2903 163 16 julia julia PROPN issue-2903 163 17 , , PUNCT issue-2903 163 18 lisp lisp NOUN issue-2903 163 19 and and CCONJ issue-2903 163 20 others other NOUN issue-2903 163 21 . . PUNCT issue-2903 164 1 optimisation optimisation NOUN issue-2903 164 2 techniques technique NOUN issue-2903 164 3 such such ADJ issue-2903 164 4 as as ADP issue-2903 164 5 sgd sgd NOUN issue-2903 164 6 , , PUNCT issue-2903 164 7 adadelta adadelta ADJ issue-2903 164 8 , , PUNCT issue-2903 164 9 adam adam PROPN issue-2903 164 10 , , PUNCT issue-2903 164 11 and and CCONJ issue-2903 164 12 other other ADJ issue-2903 164 13 stochastic stochastic ADJ issue-2903 164 14 gradient gradient ADJ issue-2903 164 15 descent descent NOUN issue-2903 164 16 algorithms algorithm NOUN issue-2903 164 17 are be AUX issue-2903 164 18 used use VERB issue-2903 164 19 for for ADP issue-2903 164 20 data data NOUN issue-2903 164 21 iteration iteration NOUN issue-2903 164 22 – – PUNCT issue-2903 164 23 repeated repeat VERB issue-2903 164 24 , , PUNCT issue-2903 164 25 sequential sequential ADJ issue-2903 164 26 evaluations evaluation NOUN issue-2903 164 27 to to PART issue-2903 164 28 identify identify VERB issue-2903 164 29 hierarchical hierarchical ADJ issue-2903 164 30 task task NOUN issue-2903 164 31 classes class NOUN issue-2903 164 32 and and CCONJ issue-2903 164 33 the the DET issue-2903 164 34 data data NOUN issue-2903 164 35 segments segment NOUN issue-2903 164 36 corresponding correspond VERB issue-2903 164 37 to to ADP issue-2903 164 38 those those DET issue-2903 164 39 tasks task NOUN issue-2903 164 40 . . PUNCT issue-2903 165 1 data datum NOUN issue-2903 165 2 scaling scale VERB issue-2903 165 3 involves involve VERB issue-2903 165 4 accounting account VERB issue-2903 165 5 for for ADP issue-2903 165 6 new new ADJ issue-2903 165 7 information information NOUN issue-2903 165 8 relating relate VERB issue-2903 165 9 to to ADP issue-2903 165 10 the the DET issue-2903 165 11 actions action NOUN issue-2903 165 12 of of ADP issue-2903 165 13 officials official NOUN issue-2903 165 14 and and CCONJ issue-2903 165 15 their their PRON issue-2903 165 16 close close ADJ issue-2903 165 17 relatives relative NOUN issue-2903 165 18 concerning concern VERB issue-2903 165 19 their their PRON issue-2903 165 20 assets asset NOUN issue-2903 165 21 , , PUNCT issue-2903 165 22 as as ADV issue-2903 165 23 well well ADV issue-2903 165 24 as as ADP issue-2903 165 25 their their PRON issue-2903 165 26 interactions interaction NOUN issue-2903 165 27 with with ADP issue-2903 165 28 these these DET issue-2903 165 29 individuals individual NOUN issue-2903 165 30 , , PUNCT issue-2903 165 31 such such ADJ issue-2903 165 32 as as ADP issue-2903 165 33 movement movement NOUN issue-2903 165 34 across across ADP issue-2903 165 35 foreign foreign ADJ issue-2903 165 36 jurisdictions jurisdiction NOUN issue-2903 165 37 , , PUNCT issue-2903 165 38 visits visit NOUN issue-2903 165 39 to to ADP issue-2903 165 40 financial financial ADJ issue-2903 165 41 institutions institution NOUN issue-2903 165 42 and and CCONJ issue-2903 165 43 intermediaries intermediary NOUN issue-2903 165 44 , , PUNCT issue-2903 165 45 and and CCONJ issue-2903 165 46 participation participation NOUN issue-2903 165 47 in in ADP issue-2903 165 48 jurisdictional jurisdictional ADJ issue-2903 165 49 processes process NOUN issue-2903 165 50 . . PUNCT issue-2903 166 1 the the DET issue-2903 166 2 epistemological epistemological ADJ issue-2903 166 3 principle principle NOUN issue-2903 166 4 reveals reveal VERB issue-2903 166 5 differences difference NOUN issue-2903 166 6 in in ADP issue-2903 166 7 the the DET issue-2903 166 8 connections connection NOUN issue-2903 166 9 between between ADP issue-2903 166 10 corruption corruption NOUN issue-2903 166 11 metrics metric NOUN issue-2903 166 12 and and CCONJ issue-2903 166 13 anti anti ADJ issue-2903 166 14 - - ADJ issue-2903 166 15 corruption corruption ADJ issue-2903 166 16 policy policy NOUN issue-2903 166 17 . . PUNCT issue-2903 167 1 while while SCONJ issue-2903 167 2 ai ai VERB issue-2903 167 3 operates operate VERB issue-2903 167 4 through through ADP issue-2903 167 5 numerical numerical ADJ issue-2903 167 6 logic logic NOUN issue-2903 167 7 , , PUNCT issue-2903 167 8 humans human NOUN issue-2903 167 9 still still ADV issue-2903 167 10 use use VERB issue-2903 167 11 words word NOUN issue-2903 167 12 , , PUNCT issue-2903 167 13 the the DET issue-2903 167 14 mathematically mathematically ADV issue-2903 167 15 consistent consistent ADJ issue-2903 167 16 nature nature NOUN issue-2903 167 17 of of ADP issue-2903 167 18 which which PRON issue-2903 167 19 they they PRON issue-2903 167 20 can can AUX issue-2903 167 21 distort distort VERB issue-2903 167 22 while while SCONJ issue-2903 167 23 insisting insist VERB issue-2903 167 24 that that SCONJ issue-2903 167 25 no no DET issue-2903 167 26 distortion distortion NOUN issue-2903 167 27 has have AUX issue-2903 167 28 occurred occur VERB issue-2903 167 29 . . PUNCT issue-2903 168 1 such such DET issue-2903 168 2 a a DET issue-2903 168 3 distortion distortion NOUN issue-2903 168 4 of of ADP issue-2903 168 5 numbers number NOUN issue-2903 168 6 is be AUX issue-2903 168 7 impossible impossible ADJ issue-2903 168 8 . . PUNCT issue-2903 169 1 5 5 X issue-2903 169 2 . . X issue-2903 169 3     SPACE issue-2903 169 4 non non ADJ issue-2903 169 5 - - ADJ issue-2903 169 6 anthropic anthropic ADJ issue-2903 169 7 neural neural ADJ issue-2903 169 8 networks network NOUN issue-2903 169 9 with with ADP issue-2903 169 10 deep deep ADJ issue-2903 169 11 learning learning NOUN issue-2903 169 12 architectures architecture NOUN issue-2903 169 13 for for ADP issue-2903 169 14 anti anti ADJ issue-2903 169 15 - - ADJ issue-2903 169 16 corruption corruption ADJ issue-2903 169 17 compliance compliance NOUN issue-2903 169 18 in in ADP issue-2903 169 19 economic economic ADJ issue-2903 169 20 relations relation NOUN issue-2903 169 21 ai ai VERB issue-2903 169 22 is be AUX issue-2903 169 23 a a DET issue-2903 169 24 mathematical mathematical ADJ issue-2903 169 25 derivation derivation NOUN issue-2903 169 26 of of ADP issue-2903 169 27 the the DET issue-2903 169 28 operational operational ADJ issue-2903 169 29 principle principle NOUN issue-2903 169 30 of of ADP issue-2903 169 31 human human ADJ issue-2903 169 32 ( ( PUNCT issue-2903 169 33 anthropic anthropic NOUN issue-2903 169 34 ) ) PUNCT issue-2903 169 35 neurons neuron NOUN issue-2903 169 36 . . PUNCT issue-2903 170 1 at at ADP issue-2903 170 2 present present ADJ issue-2903 170 3 , , PUNCT issue-2903 170 4 numerical numerical ADJ issue-2903 170 5 data datum NOUN issue-2903 170 6 created create VERB issue-2903 170 7 by by ADP issue-2903 170 8 humans human NOUN issue-2903 170 9 that that PRON issue-2903 170 10 is be AUX issue-2903 170 11 well well ADV issue-2903 170 12 - - PUNCT issue-2903 170 13 structured structure VERB issue-2903 170 14 only only ADV issue-2903 170 15 simulates simulate NOUN issue-2903 170 16 one one NUM issue-2903 170 17 - - PUNCT issue-2903 170 18 hundredth hundredth ADJ issue-2903 170 19 of of ADP issue-2903 170 20 the the DET issue-2903 170 21 one one NUM issue-2903 170 22 hundred hundred NUM issue-2903 170 23 trillion trillion NUM issue-2903 170 24 neural neural ADJ issue-2903 170 25 connections connection NOUN issue-2903 170 26 involved involve VERB issue-2903 170 27 in in ADP issue-2903 170 28 thought thought NOUN issue-2903 170 29 . . PUNCT issue-2903 171 1 at at ADP issue-2903 171 2 the the DET issue-2903 171 3 present present ADJ issue-2903 171 4 time time NOUN issue-2903 171 5 , , PUNCT issue-2903 171 6 there there PRON issue-2903 171 7 are be VERB issue-2903 171 8 two two NUM issue-2903 171 9 principal principal ADJ issue-2903 171 10 approaches approach NOUN issue-2903 171 11 that that PRON issue-2903 171 12 are be AUX issue-2903 171 13 currently currently ADV issue-2903 171 14 being be AUX issue-2903 171 15 pursued pursue VERB issue-2903 171 16 . . PUNCT issue-2903 172 1 the the DET issue-2903 172 2 first first ADJ issue-2903 172 3 baltic baltic ADJ issue-2903 172 4 journal journal NOUN issue-2903 172 5 of of ADP issue-2903 172 6 economic economic ADJ issue-2903 172 7 studies study NOUN issue-2903 172 8 321 321 NUM issue-2903 172 9 vol vol NOUN issue-2903 172 10 . . PUNCT issue-2903 172 11 11 11 NUM issue-2903 172 12 no no NOUN issue-2903 172 13 . . NOUN issue-2903 172 14 2 2 NUM issue-2903 172 15 , , PUNCT issue-2903 172 16 2025 2025 NUM issue-2903 172 17 of of ADP issue-2903 172 18 these these DET issue-2903 172 19 approaches approach NOUN issue-2903 172 20 is be AUX issue-2903 172 21 the the DET issue-2903 172 22 development development NOUN issue-2903 172 23 of of ADP issue-2903 172 24 parallel parallel ADJ issue-2903 172 25 processing processing NOUN issue-2903 172 26 technology technology NOUN issue-2903 172 27 for for ADP issue-2903 172 28 computers computer NOUN issue-2903 172 29 based base VERB issue-2903 172 30 on on ADP issue-2903 172 31 advanced advanced ADJ issue-2903 172 32 semiconductor semiconductor NOUN issue-2903 172 33 integrated integrate VERB issue-2903 172 34 circuit circuit NOUN issue-2903 172 35 processes process NOUN issue-2903 172 36 . . PUNCT issue-2903 173 1 the the DET issue-2903 173 2 second second ADJ issue-2903 173 3 approach approach NOUN issue-2903 173 4 is be AUX issue-2903 173 5 the the DET issue-2903 173 6 development development NOUN issue-2903 173 7 of of ADP issue-2903 173 8 new new ADJ issue-2903 173 9 computing computing NOUN issue-2903 173 10 technologies technology NOUN issue-2903 173 11 that that PRON issue-2903 173 12 are be AUX issue-2903 173 13 not not PART issue-2903 173 14 based base VERB issue-2903 173 15 on on ADP issue-2903 173 16 von von PROPN issue-2903 173 17 neumann neumann PROPN issue-2903 173 18 architectures architectures PROPN issue-2903 173 19 , , PUNCT issue-2903 173 20 including include VERB issue-2903 173 21 quantum quantum NOUN issue-2903 173 22 computing computing NOUN issue-2903 173 23 , , PUNCT issue-2903 173 24 bio bio NOUN issue-2903 173 25 - - ADJ issue-2903 173 26 computing computing ADJ issue-2903 173 27 , , PUNCT issue-2903 173 28 and and CCONJ issue-2903 173 29 so so ADV issue-2903 173 30 forth forth ADV issue-2903 173 31 . . PUNCT issue-2903 174 1 the the DET issue-2903 174 2 field field NOUN issue-2903 174 3 of of ADP issue-2903 174 4 artificial artificial ADJ issue-2903 174 5 neural neural ADJ issue-2903 174 6 networks network NOUN issue-2903 174 7 ( ( PUNCT issue-2903 174 8 anns anns PROPN issue-2903 174 9 ) ) PUNCT issue-2903 174 10 and and CCONJ issue-2903 174 11 spiking spike VERB issue-2903 174 12 neural neural ADJ issue-2903 174 13 networks network NOUN issue-2903 174 14 ( ( PUNCT issue-2903 174 15 snns snn NOUN issue-2903 174 16 ) ) PUNCT issue-2903 174 17 has have AUX issue-2903 174 18 been be AUX issue-2903 174 19 influenced influence VERB issue-2903 174 20 by by ADP issue-2903 174 21 the the DET issue-2903 174 22 study study NOUN issue-2903 174 23 of of ADP issue-2903 174 24 the the DET issue-2903 174 25 brain brain NOUN issue-2903 174 26 and and CCONJ issue-2903 174 27 biological biological ADJ issue-2903 174 28 nervous nervous ADJ issue-2903 174 29 systems system NOUN issue-2903 174 30 , , PUNCT issue-2903 174 31 leading lead VERB issue-2903 174 32 to to ADP issue-2903 174 33 the the DET issue-2903 174 34 development development NOUN issue-2903 174 35 of of ADP issue-2903 174 36 third third ADJ issue-2903 174 37 - - PUNCT issue-2903 174 38 generation generation NOUN issue-2903 174 39 neural neural ADJ issue-2903 174 40 network network NOUN issue-2903 174 41 models model NOUN issue-2903 174 42 . . PUNCT issue-2903 175 1 these these DET issue-2903 175 2 systems system NOUN issue-2903 175 3 have have AUX issue-2903 175 4 effectively effectively ADV issue-2903 175 5 simulated simulate VERB issue-2903 175 6 some some PRON issue-2903 175 7 of of ADP issue-2903 175 8 the the DET issue-2903 175 9 working work VERB issue-2903 175 10 mechanisms mechanism NOUN issue-2903 175 11 of of ADP issue-2903 175 12 biological biological ADJ issue-2903 175 13 neurons neuron NOUN issue-2903 175 14 , , PUNCT issue-2903 175 15 possess possess VERB issue-2903 175 16 a a DET issue-2903 175 17 good good ADJ issue-2903 175 18 distributed distribute VERB issue-2903 175 19 structure structure NOUN issue-2903 175 20 and and CCONJ issue-2903 175 21 high high ADJ issue-2903 175 22 parallelism parallelism NOUN issue-2903 175 23 , , PUNCT issue-2903 175 24 and and CCONJ issue-2903 175 25 can can AUX issue-2903 175 26 exhibit exhibit VERB issue-2903 175 27 rich rich ADJ issue-2903 175 28 dynamics dynamic NOUN issue-2903 175 29 , , PUNCT issue-2903 175 30 making make VERB issue-2903 175 31 them they PRON issue-2903 175 32 suitable suitable ADJ issue-2903 175 33 for for ADP issue-2903 175 34 processing processing NOUN issue-2903 175 35 time time NOUN issue-2903 175 36 series series PROPN issue-2903 175 37 forecasting forecasting NOUN issue-2903 175 38 tasks task NOUN issue-2903 175 39 , , PUNCT issue-2903 175 40 among among ADP issue-2903 175 41 others other NOUN issue-2903 175 42 ( ( PUNCT issue-2903 175 43 peng peng PROPN issue-2903 175 44 , , PUNCT issue-2903 175 45 2024 2024 NUM issue-2903 175 46 , , PUNCT issue-2903 175 47 p. p. NOUN issue-2903 175 48 4 4 NUM issue-2903 175 49 , , PUNCT issue-2903 175 50 5 5 NUM issue-2903 175 51 , , PUNCT issue-2903 175 52 154 154 NUM issue-2903 175 53 ) ) PUNCT issue-2903 175 54 . . PUNCT issue-2903 176 1 it it PRON issue-2903 176 2 is be AUX issue-2903 176 3 obvious obvious ADJ issue-2903 176 4 that that SCONJ issue-2903 176 5 the the DET issue-2903 176 6 vast vast ADJ issue-2903 176 7 majority majority NOUN issue-2903 176 8 of of ADP issue-2903 176 9 phenomena phenomenon NOUN issue-2903 176 10 surrounding surround VERB issue-2903 176 11 people people NOUN issue-2903 176 12 can can AUX issue-2903 176 13 be be AUX issue-2903 176 14 described describe VERB issue-2903 176 15 by by ADP issue-2903 176 16 a a DET issue-2903 176 17 system system NOUN issue-2903 176 18 of of ADP issue-2903 176 19 differential differential ADJ issue-2903 176 20 equations equation NOUN issue-2903 176 21 , , PUNCT issue-2903 176 22 a a DET issue-2903 176 23 method method NOUN issue-2903 176 24 that that PRON issue-2903 176 25 facilitates facilitate VERB issue-2903 176 26 the the DET issue-2903 176 27 generalisation generalisation NOUN issue-2903 176 28 of of ADP issue-2903 176 29 temporal temporal ADJ issue-2903 176 30 changes change NOUN issue-2903 176 31 . . PUNCT issue-2903 177 1 neural neural ADJ issue-2903 177 2 network network NOUN issue-2903 177 3 models model NOUN issue-2903 177 4 are be AUX issue-2903 177 5 capable capable ADJ issue-2903 177 6 of of ADP issue-2903 177 7 reproducing reproduce VERB issue-2903 177 8 non non ADJ issue-2903 177 9 - - ADJ issue-2903 177 10 linear linear ADJ issue-2903 177 11 behaviour behaviour NOUN issue-2903 177 12 through through ADP issue-2903 177 13 the the DET issue-2903 177 14 implementation implementation NOUN issue-2903 177 15 of of ADP issue-2903 177 16 discontinuous discontinuous ADJ issue-2903 177 17 activation activation NOUN issue-2903 177 18 functions function NOUN issue-2903 177 19 . . PUNCT issue-2903 178 1 they they PRON issue-2903 178 2 are be AUX issue-2903 178 3 also also ADV issue-2903 178 4 able able ADJ issue-2903 178 5 to to PART issue-2903 178 6 process process VERB issue-2903 178 7 multiple multiple ADJ issue-2903 178 8 inputs input NOUN issue-2903 178 9 and and CCONJ issue-2903 178 10 outputs output NOUN issue-2903 178 11 concurrently concurrently ADV issue-2903 178 12 , , PUNCT issue-2903 178 13 and and CCONJ issue-2903 178 14 automatically automatically ADV issue-2903 178 15 adjust adjust VERB issue-2903 178 16 synaptic synaptic ADJ issue-2903 178 17 weights weight NOUN issue-2903 178 18 through through ADP issue-2903 178 19 the the DET issue-2903 178 20 utilisation utilisation NOUN issue-2903 178 21 of of ADP issue-2903 178 22 learning learn VERB issue-2903 178 23 algorithms algorithms NOUN issue-2903 178 24 ( ( PUNCT issue-2903 178 25 echenausía echenausía NOUN issue-2903 178 26 - - PUNCT issue-2903 178 27 monroy monroy NOUN issue-2903 178 28 , , PUNCT issue-2903 178 29 2024 2024 NUM issue-2903 178 30 , , PUNCT issue-2903 178 31 p. p. NOUN issue-2903 178 32 2 2 NUM issue-2903 178 33 ) ) PUNCT issue-2903 178 34 . . PUNCT issue-2903 179 1 deep deep ADJ issue-2903 179 2 neural neural ADJ issue-2903 179 3 network network NOUN issue-2903 179 4 - - PUNCT issue-2903 179 5 based base VERB issue-2903 179 6 ( ( PUNCT issue-2903 179 7 dnn dnn PROPN issue-2903 179 8 ) ) PUNCT issue-2903 179 9 language language NOUN issue-2903 179 10 modelling modelling NOUN issue-2903 179 11 has have AUX issue-2903 179 12 precipitated precipitate VERB issue-2903 179 13 significant significant ADJ issue-2903 179 14 advances advance NOUN issue-2903 179 15 in in ADP issue-2903 179 16 numerous numerous ADJ issue-2903 179 17 datadriven datadriven ADJ issue-2903 179 18 ai ai PROPN issue-2903 179 19 technologies technology NOUN issue-2903 179 20 . . PUNCT issue-2903 180 1 the the DET issue-2903 180 2 increasing increase VERB issue-2903 180 3 scale scale NOUN issue-2903 180 4 of of ADP issue-2903 180 5 data datum NOUN issue-2903 180 6 repositories repository NOUN issue-2903 180 7 has have AUX issue-2903 180 8 resulted result VERB issue-2903 180 9 in in ADP issue-2903 180 10 a a DET issue-2903 180 11 concomitant concomitant ADJ issue-2903 180 12 increase increase NOUN issue-2903 180 13 in in ADP issue-2903 180 14 the the DET issue-2903 180 15 usage usage NOUN issue-2903 180 16 of of ADP issue-2903 180 17 language language NOUN issue-2903 180 18 models model NOUN issue-2903 180 19 in in ADP issue-2903 180 20 various various ADJ issue-2903 180 21 data data NOUN issue-2903 180 22 - - PUNCT issue-2903 180 23 driven drive VERB issue-2903 180 24 ai ai PROPN issue-2903 180 25 applications application NOUN issue-2903 180 26 . . PUNCT issue-2903 181 1 in in ADP issue-2903 181 2 the the DET issue-2903 181 3 context context NOUN issue-2903 181 4 of of ADP issue-2903 181 5 the the DET issue-2903 181 6 emerging emerge VERB issue-2903 181 7 paradigm paradigm NOUN issue-2903 181 8 of of ADP issue-2903 181 9 language language NOUN issue-2903 181 10 - - PUNCT issue-2903 181 11 model model NOUN issue-2903 181 12 - - PUNCT issue-2903 181 13 as as ADP issue-2903 181 14 - - PUNCT issue-2903 181 15 a a DET issue-2903 181 16 - - PUNCT issue-2903 181 17 service service NOUN issue-2903 181 18 , , PUNCT issue-2903 181 19 language language NOUN issue-2903 181 20 models model NOUN issue-2903 181 21 that that PRON issue-2903 181 22 have have AUX issue-2903 181 23 been be AUX issue-2903 181 24 trained train VERB issue-2903 181 25 on on ADP issue-2903 181 26 substantial substantial ADJ issue-2903 181 27 web web NOUN issue-2903 181 28 data datum NOUN issue-2903 181 29 are be AUX issue-2903 181 30 now now ADV issue-2903 181 31 made make VERB issue-2903 181 32 available available ADJ issue-2903 181 33 as as ADP issue-2903 181 34 cloud cloud NOUN issue-2903 181 35 platforms platform NOUN issue-2903 181 36 . . PUNCT issue-2903 182 1 they they PRON issue-2903 182 2 facilitate facilitate VERB issue-2903 182 3 the the DET issue-2903 182 4 development development NOUN issue-2903 182 5 of of ADP issue-2903 182 6 natural natural ADJ issue-2903 182 7 language language NOUN issue-2903 182 8 interfaces interface NOUN issue-2903 182 9 for for ADP issue-2903 182 10 various various ADJ issue-2903 182 11 ai ai ADJ issue-2903 182 12 applications application NOUN issue-2903 182 13 and and CCONJ issue-2903 182 14 offer offer VERB issue-2903 182 15 a a DET issue-2903 182 16 range range NOUN issue-2903 182 17 of of ADP issue-2903 182 18 features feature NOUN issue-2903 182 19 for for ADP issue-2903 182 20 a a DET issue-2903 182 21 variety variety NOUN issue-2903 182 22 of of ADP issue-2903 182 23 downstream downstream ADJ issue-2903 182 24 uses use NOUN issue-2903 182 25 by by ADP issue-2903 182 26 criminal criminal ADJ issue-2903 182 27 justice justice NOUN issue-2903 182 28 bodies body NOUN issue-2903 182 29 . . PUNCT issue-2903 183 1 these these PRON issue-2903 183 2 include include VERB issue-2903 183 3 verifying verify VERB issue-2903 183 4 illicit illicit ADJ issue-2903 183 5 assets asset NOUN issue-2903 183 6 , , PUNCT issue-2903 183 7 recovering recover VERB issue-2903 183 8 stolen steal VERB issue-2903 183 9 and and CCONJ issue-2903 183 10 corrupted corrupted ADJ issue-2903 183 11 assets asset NOUN issue-2903 183 12 , , PUNCT issue-2903 183 13 preventing prevent VERB issue-2903 183 14 money money NOUN issue-2903 183 15 laundering laundering NOUN issue-2903 183 16 and and CCONJ issue-2903 183 17 addressing address VERB issue-2903 183 18 other other ADJ issue-2903 183 19 crimes crime NOUN issue-2903 183 20 ( ( PUNCT issue-2903 183 21 naik naik PROPN issue-2903 183 22 , , PUNCT issue-2903 183 23 2022 2022 NUM issue-2903 183 24 , , PUNCT issue-2903 183 25 p. p. NOUN issue-2903 183 26 1 1 NUM issue-2903 183 27 ) ) PUNCT issue-2903 183 28 . . PUNCT issue-2903 184 1 predictive predictive ADJ issue-2903 184 2 models model NOUN issue-2903 184 3 such such ADJ issue-2903 184 4 as as ADP issue-2903 184 5 deep deep ADJ issue-2903 184 6 learning learning NOUN issue-2903 184 7 facilitate facilitate NOUN issue-2903 184 8 decision decision NOUN issue-2903 184 9 - - PUNCT issue-2903 184 10 making making NOUN issue-2903 184 11 in in ADP issue-2903 184 12 sustainable sustainable ADJ issue-2903 184 13 development development NOUN issue-2903 184 14 domains domain NOUN issue-2903 184 15 by by ADP issue-2903 184 16 extracting extract VERB issue-2903 184 17 knowledge knowledge NOUN issue-2903 184 18 from from ADP issue-2903 184 19 raw raw ADJ issue-2903 184 20 data datum NOUN issue-2903 184 21 using use VERB issue-2903 184 22 algorithms algorithm NOUN issue-2903 184 23 rather rather ADV issue-2903 184 24 than than ADP issue-2903 184 25 the the DET issue-2903 184 26 outlined outline VERB issue-2903 184 27 features feature NOUN issue-2903 184 28 of of ADP issue-2903 184 29 domain domain NOUN issue-2903 184 30 experts expert NOUN issue-2903 184 31 . . PUNCT issue-2903 185 1 this this PRON issue-2903 185 2 is be AUX issue-2903 185 3 achieved achieve VERB issue-2903 185 4 by by ADP issue-2903 185 5 using use VERB issue-2903 185 6 many many ADJ issue-2903 185 7 layers layer NOUN issue-2903 185 8 of of ADP issue-2903 185 9 nonlinear nonlinear ADJ issue-2903 185 10 processing processing NOUN issue-2903 185 11 units unit NOUN issue-2903 185 12 to to PART issue-2903 185 13 make make VERB issue-2903 185 14 predictions prediction NOUN issue-2903 185 15 or or CCONJ issue-2903 185 16 take take VERB issue-2903 185 17 actions action NOUN issue-2903 185 18 that that PRON issue-2903 185 19 align align VERB issue-2903 185 20 with with ADP issue-2903 185 21 the the DET issue-2903 185 22 defined define VERB issue-2903 185 23 target target NOUN issue-2903 185 24 objective objective NOUN issue-2903 185 25 . . PUNCT issue-2903 186 1 generally generally ADV issue-2903 186 2 , , PUNCT issue-2903 186 3 a a DET issue-2903 186 4 neural neural ADJ issue-2903 186 5 network network NOUN issue-2903 186 6 is be AUX issue-2903 186 7 categorised categorise VERB issue-2903 186 8 as as ADP issue-2903 186 9 a a DET issue-2903 186 10 “ " PUNCT issue-2903 186 11 deep deep ADJ issue-2903 186 12 ” " PUNCT issue-2903 186 13 model model NOUN issue-2903 186 14 if if SCONJ issue-2903 186 15 it it PRON issue-2903 186 16 has have VERB issue-2903 186 17 more more ADJ issue-2903 186 18 than than ADP issue-2903 186 19 one one NUM issue-2903 186 20 hidden hide VERB issue-2903 186 21 layer layer NOUN issue-2903 186 22 ( ( PUNCT issue-2903 186 23 misra misra ADJ issue-2903 186 24 , , PUNCT issue-2903 186 25 2022 2022 NUM issue-2903 186 26 , , PUNCT issue-2903 186 27 p. p. NOUN issue-2903 186 28 5 5 NUM issue-2903 186 29 ) ) PUNCT issue-2903 186 30 . . PUNCT issue-2903 187 1 the the DET issue-2903 187 2 utilisation utilisation NOUN issue-2903 187 3 of of ADP issue-2903 187 4 data datum NOUN issue-2903 187 5 mining mining NOUN issue-2903 187 6 techniques technique NOUN issue-2903 187 7 , , PUNCT issue-2903 187 8 which which PRON issue-2903 187 9 have have AUX issue-2903 187 10 been be AUX issue-2903 187 11 shown show VERB issue-2903 187 12 to to PART issue-2903 187 13 enhance enhance VERB issue-2903 187 14 classification classification NOUN issue-2903 187 15 and and CCONJ issue-2903 187 16 prediction prediction NOUN issue-2903 187 17 capabilities capability NOUN issue-2903 187 18 , , PUNCT issue-2903 187 19 has have VERB issue-2903 187 20 the the DET issue-2903 187 21 potential potential NOUN issue-2903 187 22 to to PART issue-2903 187 23 assist assist VERB issue-2903 187 24 auditors auditor NOUN issue-2903 187 25 in in ADP issue-2903 187 26 the the DET issue-2903 187 27 identification identification NOUN issue-2903 187 28 of of ADP issue-2903 187 29 public public ADJ issue-2903 187 30 management management NOUN issue-2903 187 31 fraud fraud NOUN issue-2903 187 32 ( ( PUNCT issue-2903 187 33 nguyen nguyen NOUN issue-2903 187 34 , , PUNCT issue-2903 187 35 2024 2024 NUM issue-2903 187 36 , , PUNCT issue-2903 187 37 p. p. NOUN issue-2903 187 38 400 400 NUM issue-2903 187 39 ) ) PUNCT issue-2903 187 40 . . PUNCT issue-2903 188 1 among among ADP issue-2903 188 2 digital digital ADJ issue-2903 188 3 solutions solution NOUN issue-2903 188 4 aimed aim VERB issue-2903 188 5 at at ADP issue-2903 188 6 balancing balance VERB issue-2903 188 7 private private ADJ issue-2903 188 8 and and CCONJ issue-2903 188 9 public public ADJ issue-2903 188 10 interests interest NOUN issue-2903 188 11 , , PUNCT issue-2903 188 12 the the DET issue-2903 188 13 following follow VERB issue-2903 188 14 ai ai NOUN issue-2903 188 15 - - PUNCT issue-2903 188 16 based base VERB issue-2903 188 17 innovations innovation NOUN issue-2903 188 18 in in ADP issue-2903 188 19 legal legal ADJ issue-2903 188 20 communication communication NOUN issue-2903 188 21 stand stand VERB issue-2903 188 22 out out ADP issue-2903 188 23 as as ADV issue-2903 188 24 particularly particularly ADV issue-2903 188 25 advanced advanced ADJ issue-2903 188 26 : : PUNCT issue-2903 188 27 1 1 NUM issue-2903 188 28 ) ) PUNCT issue-2903 188 29 predictive predictive ADJ issue-2903 188 30 algorithms algorithms NOUN issue-2903 188 31 that that PRON issue-2903 188 32 can can AUX issue-2903 188 33 analyse analyse VERB issue-2903 188 34 and and CCONJ issue-2903 188 35 forecast forecast VERB issue-2903 188 36 societal societal ADJ issue-2903 188 37 trends trend NOUN issue-2903 188 38 in in ADP issue-2903 188 39 order order NOUN issue-2903 188 40 to to PART issue-2903 188 41 make make VERB issue-2903 188 42 effective effective ADJ issue-2903 188 43 decisions decision NOUN issue-2903 188 44 regarding regard VERB issue-2903 188 45 counterintelligence counterintelligence NOUN issue-2903 188 46 , , PUNCT issue-2903 188 47 anti anti ADJ issue-2903 188 48 - - ADJ issue-2903 188 49 corruption corruption ADJ issue-2903 188 50 measures measure NOUN issue-2903 188 51 , , PUNCT issue-2903 188 52 the the DET issue-2903 188 53 prevention prevention NOUN issue-2903 188 54 of of ADP issue-2903 188 55 terrorism terrorism NOUN issue-2903 188 56 , , PUNCT issue-2903 188 57 responses response NOUN issue-2903 188 58 to to ADP issue-2903 188 59 external external ADJ issue-2903 188 60 military military ADJ issue-2903 188 61 threats threat NOUN issue-2903 188 62 and and CCONJ issue-2903 188 63 the the DET issue-2903 188 64 more more ADV issue-2903 188 65 efficient efficient ADJ issue-2903 188 66 allocation allocation NOUN issue-2903 188 67 of of ADP issue-2903 188 68 resources resource NOUN issue-2903 188 69 for for ADP issue-2903 188 70 law law NOUN issue-2903 188 71 enforcement enforcement NOUN issue-2903 188 72 activities activity NOUN issue-2903 188 73 ; ; PUNCT issue-2903 188 74 2 2 X issue-2903 188 75 ) ) PUNCT issue-2903 188 76 real real ADJ issue-2903 188 77 - - PUNCT issue-2903 188 78 time time NOUN issue-2903 188 79 administrative administrative ADJ issue-2903 188 80 monitoring monitoring NOUN issue-2903 188 81 of of ADP issue-2903 188 82 digitised digitise VERB issue-2903 188 83 data datum NOUN issue-2903 188 84 allows allow VERB issue-2903 188 85 movement movement NOUN issue-2903 188 86 , , PUNCT issue-2903 188 87 economic economic ADJ issue-2903 188 88 transactions transaction NOUN issue-2903 188 89 and and CCONJ issue-2903 188 90 other other ADJ issue-2903 188 91 societal societal ADJ issue-2903 188 92 indicators indicator NOUN issue-2903 188 93 to to PART issue-2903 188 94 be be AUX issue-2903 188 95 tracked track VERB issue-2903 188 96 , , PUNCT issue-2903 188 97 enabling enable VERB issue-2903 188 98 faster fast ADJ issue-2903 188 99 responses response NOUN issue-2903 188 100 and and CCONJ issue-2903 188 101 adaptive adaptive ADJ issue-2903 188 102 governance governance NOUN issue-2903 188 103 ; ; PUNCT issue-2903 188 104 3 3 X issue-2903 188 105 ) ) PUNCT issue-2903 188 106 e e NOUN issue-2903 188 107 - - NOUN issue-2903 188 108 platforms platform NOUN issue-2903 188 109 to to PART issue-2903 188 110 promote promote VERB issue-2903 188 111 transparency transparency NOUN issue-2903 188 112 regarding regard VERB issue-2903 188 113 lobbying lobbying NOUN issue-2903 188 114 activities activity NOUN issue-2903 188 115 , , PUNCT issue-2903 188 116 financial financial ADJ issue-2903 188 117 benefits benefit NOUN issue-2903 188 118 , , PUNCT issue-2903 188 119 terms term NOUN issue-2903 188 120 of of ADP issue-2903 188 121 participation participation NOUN issue-2903 188 122 in in ADP issue-2903 188 123 public public ADJ issue-2903 188 124 procurement procurement NOUN issue-2903 188 125 and and CCONJ issue-2903 188 126 other other ADJ issue-2903 188 127 potential potential ADJ issue-2903 188 128 conflicts conflict NOUN issue-2903 188 129 of of ADP issue-2903 188 130 interest interest NOUN issue-2903 188 131 in in ADP issue-2903 188 132 public public ADJ issue-2903 188 133 office office NOUN issue-2903 188 134 . . PUNCT issue-2903 189 1 a a DET issue-2903 189 2 notable notable ADJ issue-2903 189 3 example example NOUN issue-2903 189 4 is be AUX issue-2903 189 5 the the DET issue-2903 189 6 eu eu PROPN issue-2903 189 7 transparency transparency NOUN issue-2903 189 8 register register NOUN issue-2903 189 9 , , PUNCT issue-2903 189 10 which which PRON issue-2903 189 11 is be AUX issue-2903 189 12 a a DET issue-2903 189 13 database database NOUN issue-2903 189 14 listing list VERB issue-2903 189 15 " " PUNCT issue-2903 189 16 interest interest NOUN issue-2903 189 17 representatives"(organisations representatives"(organisation NOUN issue-2903 189 18 , , PUNCT issue-2903 189 19 associations association NOUN issue-2903 189 20 , , PUNCT issue-2903 189 21 groups group NOUN issue-2903 189 22 and and CCONJ issue-2903 189 23 self self NOUN issue-2903 189 24 - - PUNCT issue-2903 189 25 employed employ VERB issue-2903 189 26 individuals individual NOUN issue-2903 189 27 ) ) PUNCT issue-2903 189 28 who who PRON issue-2903 189 29 seek seek VERB issue-2903 189 30 to to PART issue-2903 189 31 influence influence VERB issue-2903 189 32 eu eu PROPN issue-2903 189 33 policy policy NOUN issue-2903 189 34 and and CCONJ issue-2903 189 35 decisionmaking decisionmake VERB issue-2903 189 36 processes process NOUN issue-2903 189 37 ( ( PUNCT issue-2903 189 38 eu eu NOUN issue-2903 189 39 , , PUNCT issue-2903 189 40 2021 2021 NUM issue-2903 189 41 ; ; PUNCT issue-2903 189 42 transparency transparency NOUN issue-2903 189 43 , , PUNCT issue-2903 189 44 2025 2025 NUM issue-2903 189 45 ) ) PUNCT issue-2903 189 46 ; ; PUNCT issue-2903 189 47 4 4 X issue-2903 189 48 ) ) PUNCT issue-2903 189 49 digital digital ADJ issue-2903 189 50 dashboards dashboard NOUN issue-2903 189 51 of of ADP issue-2903 189 52 institutional institutional ADJ issue-2903 189 53 performance performance NOUN issue-2903 189 54 on on ADP issue-2903 189 55 public public ADJ issue-2903 189 56 authority authority NOUN issue-2903 189 57 websites website NOUN issue-2903 189 58 , , PUNCT issue-2903 189 59 reflecting reflect VERB issue-2903 189 60 key key ADJ issue-2903 189 61 effectiveness effectiveness NOUN issue-2903 189 62 indicators indicator NOUN issue-2903 189 63 ; ; PUNCT issue-2903 189 64 5 5 X issue-2903 189 65 ) ) PUNCT issue-2903 189 66 digital digital ADJ issue-2903 189 67 platforms platform NOUN issue-2903 189 68 enabling enable VERB issue-2903 189 69 citizen citizen NOUN issue-2903 189 70 participation participation NOUN issue-2903 189 71 in in ADP issue-2903 189 72 governance governance NOUN issue-2903 189 73 , , PUNCT issue-2903 189 74 from from ADP issue-2903 189 75 consultation consultation NOUN issue-2903 189 76 processes process NOUN issue-2903 189 77 to to ADP issue-2903 189 78 collaborative collaborative ADJ issue-2903 189 79 policymaking policymaking NOUN issue-2903 189 80 . . PUNCT issue-2903 190 1 examples example NOUN issue-2903 190 2 include include VERB issue-2903 190 3 e e NOUN issue-2903 190 4 - - NOUN issue-2903 190 5 consultation consultation NOUN issue-2903 190 6 platforms platform NOUN issue-2903 190 7 , , PUNCT issue-2903 190 8 participatory participatory ADJ issue-2903 190 9 budgeting budgeting NOUN issue-2903 190 10 tools tool NOUN issue-2903 190 11 , , PUNCT issue-2903 190 12 crowdsourcing crowdsourcing NOUN issue-2903 190 13 platforms platform NOUN issue-2903 190 14 ( ( PUNCT issue-2903 190 15 makarenkov makarenkov NOUN issue-2903 190 16 , , PUNCT issue-2903 190 17 2016 2016 NUM issue-2903 190 18 ) ) PUNCT issue-2903 190 19 and and CCONJ issue-2903 190 20 civic civic ADJ issue-2903 190 21 tech tech NOUN issue-2903 190 22 apps app NOUN issue-2903 190 23 . . PUNCT issue-2903 191 1 one one NUM issue-2903 191 2 example example NOUN issue-2903 191 3 is be AUX issue-2903 191 4 the the DET issue-2903 191 5 digital digital ADJ issue-2903 191 6 democratic democratic ADJ issue-2903 191 7 participation participation NOUN issue-2903 191 8 platform platform NOUN issue-2903 191 9 decidim.barcelona decidim.barcelona PROPN issue-2903 191 10 ( ( PUNCT issue-2903 191 11 barcelona barcelona NOUN issue-2903 191 12 , , PUNCT issue-2903 191 13 2024 2024 NUM issue-2903 191 14 ) ) PUNCT issue-2903 191 15 . . PUNCT issue-2903 192 1 another another DET issue-2903 192 2 example example NOUN issue-2903 192 3 is be AUX issue-2903 192 4 open open ADJ issue-2903 192 5 data datum NOUN issue-2903 192 6 initiatives initiative NOUN issue-2903 192 7 , , PUNCT issue-2903 192 8 which which PRON issue-2903 192 9 provide provide VERB issue-2903 192 10 public public ADJ issue-2903 192 11 access access NOUN issue-2903 192 12 to to ADP issue-2903 192 13 government government NOUN issue-2903 192 14 data datum NOUN issue-2903 192 15 ( ( PUNCT issue-2903 192 16 khaldi khaldi PROPN issue-2903 192 17 , , PUNCT issue-2903 192 18 2024 2024 NUM issue-2903 192 19 , , PUNCT issue-2903 192 20 p. p. NOUN issue-2903 192 21 121–124 121–124 NUM issue-2903 192 22 ) ) PUNCT issue-2903 192 23 . . PUNCT issue-2903 193 1 the the DET issue-2903 193 2 public public PROPN issue-2903 193 3 blockchain blockchain PROPN issue-2903 193 4 remains remain VERB issue-2903 193 5 a a DET issue-2903 193 6 promising promising ADJ issue-2903 193 7 tool tool NOUN issue-2903 193 8 for for ADP issue-2903 193 9 neutralising neutralise VERB issue-2903 193 10 corruption corruption NOUN issue-2903 193 11 threats threat NOUN issue-2903 193 12 to to ADP issue-2903 193 13 national national ADJ issue-2903 193 14 security security NOUN issue-2903 193 15 in in ADP issue-2903 193 16 the the DET issue-2903 193 17 information information NOUN issue-2903 193 18 sphere sphere ADV issue-2903 193 19 . . PUNCT issue-2903 194 1 a a DET issue-2903 194 2 distributed distribute VERB issue-2903 194 3 ledger ledger NOUN issue-2903 194 4 enables enable VERB issue-2903 194 5 the the DET issue-2903 194 6 creation creation NOUN issue-2903 194 7 , , PUNCT issue-2903 194 8 transfer transfer NOUN issue-2903 194 9 and and CCONJ issue-2903 194 10 storage storage NOUN issue-2903 194 11 of of ADP issue-2903 194 12 data datum NOUN issue-2903 194 13 within within ADP issue-2903 194 14 a a DET issue-2903 194 15 decentralised decentralise VERB issue-2903 194 16 , , PUNCT issue-2903 194 17 horizontal horizontal ADJ issue-2903 194 18 , , PUNCT issue-2903 194 19 peer peer NOUN issue-2903 194 20 - - PUNCT issue-2903 194 21 to to ADP issue-2903 194 22 - - PUNCT issue-2903 194 23 peer peer NOUN issue-2903 194 24 network network NOUN issue-2903 194 25 of of ADP issue-2903 194 26 computers computer NOUN issue-2903 194 27 and and CCONJ issue-2903 194 28 other other ADJ issue-2903 194 29 devices device NOUN issue-2903 194 30 . . PUNCT issue-2903 195 1 users user NOUN issue-2903 195 2 connect connect VERB issue-2903 195 3 to to ADP issue-2903 195 4 this this DET issue-2903 195 5 network network NOUN issue-2903 195 6 securely securely ADV issue-2903 195 7 via via ADP issue-2903 195 8 cryptographic cryptographic ADJ issue-2903 195 9 protocols protocol NOUN issue-2903 195 10 , , PUNCT issue-2903 195 11 or or CCONJ issue-2903 195 12 algorithms algorithm NOUN issue-2903 195 13 , , PUNCT issue-2903 195 14 and and CCONJ issue-2903 195 15 can can AUX issue-2903 195 16 add add VERB issue-2903 195 17 new new ADJ issue-2903 195 18 blocks block NOUN issue-2903 195 19 of of ADP issue-2903 195 20 transactions transaction NOUN issue-2903 195 21 to to ADP issue-2903 195 22 the the DET issue-2903 195 23 data data NOUN issue-2903 195 24 chain chain NOUN issue-2903 195 25 through through ADP issue-2903 195 26 consensus consensus NOUN issue-2903 195 27 algorithms algorithm NOUN issue-2903 195 28 , , PUNCT issue-2903 195 29 which which PRON issue-2903 195 30 are be AUX issue-2903 195 31 agreed agree VERB issue-2903 195 32 mathematical mathematical ADJ issue-2903 195 33 rules rule NOUN issue-2903 195 34 and and CCONJ issue-2903 195 35 functions function NOUN issue-2903 195 36 involving involve VERB issue-2903 195 37 complex complex ADJ issue-2903 195 38 equations equation NOUN issue-2903 195 39 . . PUNCT issue-2903 196 1 this this DET issue-2903 196 2 blockchain blockchain PROPN issue-2903 196 3 system system NOUN issue-2903 196 4 is be AUX issue-2903 196 5 immune immune ADJ issue-2903 196 6 to to ADP issue-2903 196 7 the the DET issue-2903 196 8 flaws flaw NOUN issue-2903 196 9 typically typically ADV issue-2903 196 10 found find VERB issue-2903 196 11 in in ADP issue-2903 196 12 centralised centralised ADJ issue-2903 196 13 databases database NOUN issue-2903 196 14 with with ADP issue-2903 196 15 a a DET issue-2903 196 16 single single ADJ issue-2903 196 17 administrator administrator NOUN issue-2903 196 18 . . PUNCT issue-2903 197 1 namely namely ADV issue-2903 197 2 : : PUNCT issue-2903 197 3 1 1 X issue-2903 197 4 ) ) PUNCT issue-2903 197 5 it it PRON issue-2903 197 6 is be AUX issue-2903 197 7 impervious impervious ADJ issue-2903 197 8 to to ADP issue-2903 197 9 data datum NOUN issue-2903 197 10 distortion distortion NOUN issue-2903 197 11 caused cause VERB issue-2903 197 12 by by ADP issue-2903 197 13 corrupt corrupt ADJ issue-2903 197 14 administrator administrator NOUN issue-2903 197 15 intentions intention NOUN issue-2903 197 16 ; ; PUNCT issue-2903 197 17 and and CCONJ issue-2903 197 18 2 2 X issue-2903 197 19 ) ) PUNCT issue-2903 197 20 it it PRON issue-2903 197 21 offers offer VERB issue-2903 197 22 100 100 NUM issue-2903 197 23 % % NOUN issue-2903 197 24 protection protection NOUN issue-2903 197 25 against against ADP issue-2903 197 26 hacking hack VERB issue-2903 197 27 and and CCONJ issue-2903 197 28 other other ADJ issue-2903 197 29 cybercrimes cybercrime NOUN issue-2903 197 30 involving involve VERB issue-2903 197 31 binary binary ADJ issue-2903 197 32 data datum NOUN issue-2903 197 33 units unit NOUN issue-2903 197 34 ( ( PUNCT issue-2903 197 35 " " PUNCT issue-2903 197 36 0 0 NUM issue-2903 197 37 " " PUNCT issue-2903 197 38 or or CCONJ issue-2903 197 39 " " PUNCT issue-2903 197 40 1 1 NUM issue-2903 197 41 " " PUNCT issue-2903 197 42 ) ) PUNCT issue-2903 197 43 . . PUNCT issue-2903 198 1 however however ADV issue-2903 198 2 , , PUNCT issue-2903 198 3 it it PRON issue-2903 198 4 is be AUX issue-2903 198 5 conceivable conceivable ADJ issue-2903 198 6 that that SCONJ issue-2903 198 7 future future ADJ issue-2903 198 8 computing compute VERB issue-2903 198 9 units unit NOUN issue-2903 198 10 may may AUX issue-2903 198 11 be be AUX issue-2903 198 12 capable capable ADJ issue-2903 198 13 of of ADP issue-2903 198 14 decoding decode VERB issue-2903 198 15 contemporary contemporary PROPN issue-2903 198 16 blockchain blockchain PROPN issue-2903 198 17 encryption encryption NOUN issue-2903 198 18 with with ADP issue-2903 198 19 minimal minimal ADJ issue-2903 198 20 effort effort NOUN issue-2903 198 21 , , PUNCT issue-2903 198 22 potentially potentially ADV issue-2903 198 23 through through ADP issue-2903 198 24 the the DET issue-2903 198 25 utilisation utilisation NOUN issue-2903 198 26 of of ADP issue-2903 198 27 quantum quantum ADJ issue-2903 198 28 computers computer NOUN issue-2903 198 29 , , PUNCT issue-2903 198 30 wherein wherein SCONJ issue-2903 198 31 data datum NOUN issue-2903 198 32 units unit NOUN issue-2903 198 33 ( ( PUNCT issue-2903 198 34 qubits qubit NOUN issue-2903 198 35 ) ) PUNCT issue-2903 198 36 exist exist VERB issue-2903 198 37 in in ADP issue-2903 198 38 a a DET issue-2903 198 39 state state NOUN issue-2903 198 40 of of ADP issue-2903 198 41 superposition superposition NOUN issue-2903 198 42 between between ADP issue-2903 198 43 " " PUNCT issue-2903 198 44 0 0 NUM issue-2903 198 45 " " PUNCT issue-2903 198 46 and and CCONJ issue-2903 198 47 " " PUNCT issue-2903 198 48 1 1 NUM issue-2903 198 49 " " PUNCT issue-2903 198 50 ( ( PUNCT issue-2903 198 51 or or CCONJ issue-2903 198 52 their their PRON issue-2903 198 53 fractions fraction NOUN issue-2903 198 54 ) ) PUNCT issue-2903 198 55 . . PUNCT issue-2903 199 1 the the DET issue-2903 199 2 primary primary ADJ issue-2903 199 3 baltic baltic PROPN issue-2903 199 4 journal journal PROPN issue-2903 199 5 of of ADP issue-2903 199 6 economic economic ADJ issue-2903 199 7 studies study NOUN issue-2903 199 8 322 322 NUM issue-2903 199 9 vol vol NOUN issue-2903 199 10 . . PUNCT issue-2903 199 11 11 11 NUM issue-2903 199 12 no no NOUN issue-2903 199 13 . . NOUN issue-2903 199 14 2 2 NUM issue-2903 199 15 , , PUNCT issue-2903 199 16 2025 2025 NUM issue-2903 199 17 function function NOUN issue-2903 199 18 of of ADP issue-2903 199 19 blockchain blockchain PROPN issue-2903 199 20 is be AUX issue-2903 199 21 to to PART issue-2903 199 22 protect protect VERB issue-2903 199 23 the the DET issue-2903 199 24 information information NOUN issue-2903 199 25 component component NOUN issue-2903 199 26 of of ADP issue-2903 199 27 national national ADJ issue-2903 199 28 security security NOUN issue-2903 199 29 from from ADP issue-2903 199 30 the the DET issue-2903 199 31 threat threat NOUN issue-2903 199 32 of of ADP issue-2903 199 33 cybercrime cybercrime NOUN issue-2903 199 34 , , PUNCT issue-2903 199 35 including include VERB issue-2903 199 36 external external ADJ issue-2903 199 37 military military ADJ issue-2903 199 38 aggression aggression NOUN issue-2903 199 39 . . PUNCT issue-2903 200 1 for for ADP issue-2903 200 2 instance instance NOUN issue-2903 200 3 , , PUNCT issue-2903 200 4 it it PRON issue-2903 200 5 could could AUX issue-2903 200 6 mitigate mitigate VERB issue-2903 200 7 losses loss NOUN issue-2903 200 8 incurred incur VERB issue-2903 200 9 during during ADP issue-2903 200 10 large large ADJ issue-2903 200 11 - - PUNCT issue-2903 200 12 scale scale NOUN issue-2903 200 13 cyberattacks cyberattack NOUN issue-2903 200 14 perpetrated perpetrate VERB issue-2903 200 15 by by ADP issue-2903 200 16 the the DET issue-2903 200 17 russian russian PROPN issue-2903 200 18 federation federation PROPN issue-2903 200 19 , , PUNCT issue-2903 200 20 such such ADJ issue-2903 200 21 as as ADP issue-2903 200 22 those those PRON issue-2903 200 23 that that PRON issue-2903 200 24 occurred occur VERB issue-2903 200 25 on on ADP issue-2903 200 26 december december PROPN issue-2903 200 27 19 19 NUM issue-2903 200 28 , , PUNCT issue-2903 200 29 2024 2024 NUM issue-2903 200 30 ( ( PUNCT issue-2903 200 31 against against ADP issue-2903 200 32 ukrainian ukrainian ADJ issue-2903 200 33 state state NOUN issue-2903 200 34 registers register NOUN issue-2903 200 35 ) ) PUNCT issue-2903 200 36 and and CCONJ issue-2903 200 37 on on ADP issue-2903 200 38 june june PROPN issue-2903 200 39 27 27 NUM issue-2903 200 40 , , PUNCT issue-2903 200 41 2017 2017 NUM issue-2903 200 42 , , PUNCT issue-2903 200 43 which which PRON issue-2903 200 44 targeted target VERB issue-2903 200 45 financial financial ADJ issue-2903 200 46 institutions institution NOUN issue-2903 200 47 , , PUNCT issue-2903 200 48 critical critical ADJ issue-2903 200 49 infrastructure infrastructure NOUN issue-2903 200 50 , , PUNCT issue-2903 200 51 and and CCONJ issue-2903 200 52 numerous numerous ADJ issue-2903 200 53 enterprises enterprise NOUN issue-2903 200 54 in in ADP issue-2903 200 55 ukraine ukraine NOUN issue-2903 200 56 . . PUNCT issue-2903 201 1 the the DET issue-2903 201 2 2017 2017 NUM issue-2903 201 3 attack attack NOUN issue-2903 201 4 involved involve VERB issue-2903 201 5 the the DET issue-2903 201 6 propagation propagation NOUN issue-2903 201 7 of of ADP issue-2903 201 8 a a DET issue-2903 201 9 virus virus NOUN issue-2903 201 10 based base VERB issue-2903 201 11 on on ADP issue-2903 201 12 the the DET issue-2903 201 13 2016 2016 NUM issue-2903 201 14 malware malware NOUN issue-2903 201 15 " " PUNCT issue-2903 201 16 petya petya NOUN issue-2903 201 17 " " PUNCT issue-2903 201 18 during during ADP issue-2903 201 19 an an DET issue-2903 201 20 update update NOUN issue-2903 201 21 of of ADP issue-2903 201 22 the the DET issue-2903 201 23 m.e.doc m.e.doc PROPN issue-2903 201 24 accounting accounting NOUN issue-2903 201 25 software software NOUN issue-2903 201 26 . . PUNCT issue-2903 202 1 natural natural ADJ issue-2903 202 2 language language NOUN issue-2903 202 3 variables variable NOUN issue-2903 202 4 are be AUX issue-2903 202 5 defined define VERB issue-2903 202 6 as as ADP issue-2903 202 7 linguistic linguistic ADJ issue-2903 202 8 variables variable NOUN issue-2903 202 9 , , PUNCT issue-2903 202 10 and and CCONJ issue-2903 202 11 their their PRON issue-2903 202 12 qualifiers qualifier NOUN issue-2903 202 13 are be AUX issue-2903 202 14 hedges hedge NOUN issue-2903 202 15 ( ( PUNCT issue-2903 202 16 a a DET issue-2903 202 17 word word NOUN issue-2903 202 18 or or CCONJ issue-2903 202 19 phrase phrase NOUN issue-2903 202 20 used use VERB issue-2903 202 21 in in ADP issue-2903 202 22 a a DET issue-2903 202 23 sentence sentence NOUN issue-2903 202 24 to to PART issue-2903 202 25 express express VERB issue-2903 202 26 ambiguity ambiguity NOUN issue-2903 202 27 , , PUNCT issue-2903 202 28 probability probability NOUN issue-2903 202 29 , , PUNCT issue-2903 202 30 caution caution NOUN issue-2903 202 31 , , PUNCT issue-2903 202 32 or or CCONJ issue-2903 202 33 indecisiveness indecisiveness NOUN issue-2903 202 34 about about ADP issue-2903 202 35 the the DET issue-2903 202 36 remainder remainder NOUN issue-2903 202 37 of of ADP issue-2903 202 38 the the DET issue-2903 202 39 sentence sentence NOUN issue-2903 202 40 , , PUNCT issue-2903 202 41 rather rather ADV issue-2903 202 42 than than ADP issue-2903 202 43 full full ADJ issue-2903 202 44 accuracy accuracy NOUN issue-2903 202 45 , , PUNCT issue-2903 202 46 certainty certainty NOUN issue-2903 202 47 , , PUNCT issue-2903 202 48 confidence confidence NOUN issue-2903 202 49 , , PUNCT issue-2903 202 50 or or CCONJ issue-2903 202 51 decisiveness decisiveness NOUN issue-2903 202 52 ) ) PUNCT issue-2903 202 53 . . PUNCT issue-2903 203 1 linguistic linguistic ADJ issue-2903 203 2 hedges hedge NOUN issue-2903 203 3 function function NOUN issue-2903 203 4 within within ADP issue-2903 203 5 the the DET issue-2903 203 6 domain domain NOUN issue-2903 203 7 of of ADP issue-2903 203 8 fuzzy fuzzy ADJ issue-2903 203 9 sets set NOUN issue-2903 203 10 and and CCONJ issue-2903 203 11 play play VERB issue-2903 203 12 a a DET issue-2903 203 13 pivotal pivotal ADJ issue-2903 203 14 role role NOUN issue-2903 203 15 in in ADP issue-2903 203 16 experts expert NOUN issue-2903 203 17 ' ' PART issue-2903 203 18 qualitative qualitative ADJ issue-2903 203 19 descriptions description NOUN issue-2903 203 20 of of ADP issue-2903 203 21 variables variable NOUN issue-2903 203 22 , , PUNCT issue-2903 203 23 superseding supersede VERB issue-2903 203 24 numerical numerical ADJ issue-2903 203 25 values value NOUN issue-2903 203 26 ( ( PUNCT issue-2903 203 27 rafiei rafiei PROPN issue-2903 203 28 , , PUNCT issue-2903 203 29 2024 2024 NUM issue-2903 203 30 , , PUNCT issue-2903 203 31 p. p. NOUN issue-2903 203 32 4929 4929 NUM issue-2903 203 33 ) ) PUNCT issue-2903 203 34 . . PUNCT issue-2903 204 1 nn nn PROPN issue-2903 204 2 benefit benefit VERB issue-2903 204 3 not not PART issue-2903 204 4 only only ADV issue-2903 204 5 from from ADP issue-2903 204 6 aspect aspect PROPN issue-2903 204 7 information information NOUN issue-2903 204 8 , , PUNCT issue-2903 204 9 but but CCONJ issue-2903 204 10 also also ADV issue-2903 204 11 from from ADP issue-2903 204 12 an an DET issue-2903 204 13 attention attention NOUN issue-2903 204 14 mechanism mechanism NOUN issue-2903 204 15 that that PRON issue-2903 204 16 captures capture VERB issue-2903 204 17 important important ADJ issue-2903 204 18 words word NOUN issue-2903 204 19 associated associate VERB issue-2903 204 20 with with ADP issue-2903 204 21 aspect aspect NOUN issue-2903 204 22 words word NOUN issue-2903 204 23 . . PUNCT issue-2903 205 1 due due ADP issue-2903 205 2 to to ADP issue-2903 205 3 the the DET issue-2903 205 4 flexibility flexibility NOUN issue-2903 205 5 of of ADP issue-2903 205 6 linguistic linguistic ADJ issue-2903 205 7 terms term NOUN issue-2903 205 8 that that PRON issue-2903 205 9 incorporate incorporate VERB issue-2903 205 10 uncertainty uncertainty NOUN issue-2903 205 11 to to ADP issue-2903 205 12 a a DET issue-2903 205 13 certain certain ADJ issue-2903 205 14 extent extent NOUN issue-2903 205 15 , , PUNCT issue-2903 205 16 rather rather ADV issue-2903 205 17 than than ADP issue-2903 205 18 probability probability NOUN issue-2903 205 19 values value NOUN issue-2903 205 20 , , PUNCT issue-2903 205 21 the the DET issue-2903 205 22 interval interval NOUN issue-2903 205 23 - - PUNCT issue-2903 205 24 valued value VERB issue-2903 205 25 fuzzy fuzzy ADJ issue-2903 205 26 numbers number NOUN issue-2903 205 27 corresponding correspond VERB issue-2903 205 28 to to ADP issue-2903 205 29 these these DET issue-2903 205 30 terms term NOUN issue-2903 205 31 offer offer VERB issue-2903 205 32 a a DET issue-2903 205 33 more more ADV issue-2903 205 34 intuitive intuitive ADJ issue-2903 205 35 means mean NOUN issue-2903 205 36 for for ADP issue-2903 205 37 experts expert NOUN issue-2903 205 38 and and CCONJ issue-2903 205 39 dispatchers dispatcher NOUN issue-2903 205 40 to to PART issue-2903 205 41 comprehend comprehend VERB issue-2903 205 42 the the DET issue-2903 205 43 diagnostic diagnostic ADJ issue-2903 205 44 results result NOUN issue-2903 205 45 ( ( PUNCT issue-2903 205 46 peng peng PROPN issue-2903 205 47 , , PUNCT issue-2903 205 48 2024 2024 NUM issue-2903 205 49 , , PUNCT issue-2903 205 50 p. p. NOUN issue-2903 205 51 293 293 NUM issue-2903 205 52 ) ) PUNCT issue-2903 205 53 . . PUNCT issue-2903 206 1 recurrent recurrent ADJ issue-2903 206 2 neural neural ADJ issue-2903 206 3 networks network NOUN issue-2903 206 4 ( ( PUNCT issue-2903 206 5 rnns rnns PROPN issue-2903 206 6 ) ) PUNCT issue-2903 206 7 are be AUX issue-2903 206 8 trained train VERB issue-2903 206 9 to to PART issue-2903 206 10 process process VERB issue-2903 206 11 and and CCONJ issue-2903 206 12 transform transform VERB issue-2903 206 13 sequential sequential ADJ issue-2903 206 14 input input NOUN issue-2903 206 15 data datum NOUN issue-2903 206 16 into into ADP issue-2903 206 17 sequential sequential ADJ issue-2903 206 18 output output NOUN issue-2903 206 19 data datum NOUN issue-2903 206 20 , , PUNCT issue-2903 206 21 rendering render VERB issue-2903 206 22 them they PRON issue-2903 206 23 effective effective ADJ issue-2903 206 24 for for ADP issue-2903 206 25 time time NOUN issue-2903 206 26 - - PUNCT issue-2903 206 27 series series NOUN issue-2903 206 28 analysis analysis NOUN issue-2903 206 29 and and CCONJ issue-2903 206 30 language language NOUN issue-2903 206 31 processing processing NOUN issue-2903 206 32 . . PUNCT issue-2903 207 1 rnn rnn PROPN issue-2903 207 2 models model NOUN issue-2903 207 3 facilitate facilitate VERB issue-2903 207 4 data datum NOUN issue-2903 207 5 processing processing NOUN issue-2903 207 6 through through ADP issue-2903 207 7 the the DET issue-2903 207 8 calculation calculation NOUN issue-2903 207 9 of of ADP issue-2903 207 10 unknown unknown ADJ issue-2903 207 11 data datum NOUN issue-2903 207 12 units unit NOUN issue-2903 207 13 according accord VERB issue-2903 207 14 to to ADP issue-2903 207 15 algorithms algorithms NOUN issue-2903 207 16 ( ( PUNCT issue-2903 207 17 rules rule NOUN issue-2903 207 18 , , PUNCT issue-2903 207 19 formulas formula NOUN issue-2903 207 20 ) ) PUNCT issue-2903 207 21 derived derive VERB issue-2903 207 22 from from ADP issue-2903 207 23 known know VERB issue-2903 207 24 preceding precede VERB issue-2903 207 25 data datum NOUN issue-2903 207 26 units unit NOUN issue-2903 207 27 in in ADP issue-2903 207 28 a a DET issue-2903 207 29 sequence sequence NOUN issue-2903 207 30 . . PUNCT issue-2903 208 1 the the DET issue-2903 208 2 information information NOUN issue-2903 208 3 pattern pattern NOUN issue-2903 208 4 of of ADP issue-2903 208 5 this this DET issue-2903 208 6 type type NOUN issue-2903 208 7 of of ADP issue-2903 208 8 neural neural ADJ issue-2903 208 9 network network NOUN issue-2903 208 10 is be AUX issue-2903 208 11 analogous analogous ADJ issue-2903 208 12 to to ADP issue-2903 208 13 a a DET issue-2903 208 14 perceptron perceptron NOUN issue-2903 208 15 – – PUNCT issue-2903 208 16 the the DET issue-2903 208 17 basic basic ADJ issue-2903 208 18 unit unit NOUN issue-2903 208 19 of of ADP issue-2903 208 20 a a DET issue-2903 208 21 mathematical mathematical ADJ issue-2903 208 22 ( ( PUNCT issue-2903 208 23 computer computer NOUN issue-2903 208 24 , , PUNCT issue-2903 208 25 cybernetic cybernetic ADJ issue-2903 208 26 ) ) PUNCT issue-2903 208 27 model model NOUN issue-2903 208 28 of of ADP issue-2903 208 29 human human ADJ issue-2903 208 30 brain brain NOUN issue-2903 208 31 information information NOUN issue-2903 208 32 perception perception NOUN issue-2903 208 33 ( ( PUNCT issue-2903 208 34 " " PUNCT issue-2903 208 35 first first ADV issue-2903 208 36 proposed propose VERB issue-2903 208 37 by by ADP issue-2903 208 38 frank frank PROPN issue-2903 208 39 rosenblatt rosenblatt PROPN issue-2903 208 40 " " PUNCT issue-2903 208 41 in in ADP issue-2903 208 42 1957 1957 NUM issue-2903 208 43 ) ) PUNCT issue-2903 208 44 . . PUNCT issue-2903 209 1 the the DET issue-2903 209 2 system system NOUN issue-2903 209 3 of of ADP issue-2903 209 4 these these DET issue-2903 209 5 units unit NOUN issue-2903 209 6 determines determine VERB issue-2903 209 7 the the DET issue-2903 209 8 computational computational ADJ issue-2903 209 9 capabilities capability NOUN issue-2903 209 10 of of ADP issue-2903 209 11 the the DET issue-2903 209 12 neural neural ADJ issue-2903 209 13 network network NOUN issue-2903 209 14 and and CCONJ issue-2903 209 15 the the DET issue-2903 209 16 cognitive cognitive ADJ issue-2903 209 17 abilities ability NOUN issue-2903 209 18 of of ADP issue-2903 209 19 humans human NOUN issue-2903 209 20 , , PUNCT issue-2903 209 21 respectively respectively ADV issue-2903 209 22 . . PUNCT issue-2903 210 1 " " PUNCT issue-2903 210 2 these these DET issue-2903 210 3 networks network NOUN issue-2903 210 4 consist consist VERB issue-2903 210 5 of of ADP issue-2903 210 6 interconnected interconnected ADJ issue-2903 210 7 neurons neuron NOUN issue-2903 210 8 arranged arrange VERB issue-2903 210 9 in in ADP issue-2903 210 10 layers layer NOUN issue-2903 210 11 , , PUNCT issue-2903 210 12 with with ADP issue-2903 210 13 recurrent recurrent ADJ issue-2903 210 14 connections connection NOUN issue-2903 210 15 enabling enable VERB issue-2903 210 16 the the DET issue-2903 210 17 detection detection NOUN issue-2903 210 18 of of ADP issue-2903 210 19 temporal temporal ADJ issue-2903 210 20 dependencies dependency NOUN issue-2903 210 21 in in ADP issue-2903 210 22 the the DET issue-2903 210 23 input input NOUN issue-2903 210 24 data datum NOUN issue-2903 210 25 . . PUNCT issue-2903 211 1 recurrent recurrent ADJ issue-2903 211 2 wavelet wavelet NOUN issue-2903 211 3 first first ADJ issue-2903 211 4 - - PUNCT issue-2903 211 5 order order NOUN issue-2903 211 6 neural neural ADJ issue-2903 211 7 networks network NOUN issue-2903 211 8 ( ( PUNCT issue-2903 211 9 rwfonn rwfonn NOUN issue-2903 211 10 ) ) PUNCT issue-2903 211 11 have have AUX issue-2903 211 12 found find VERB issue-2903 211 13 applications application NOUN issue-2903 211 14 in in ADP issue-2903 211 15 various various ADJ issue-2903 211 16 fields field NOUN issue-2903 211 17 , , PUNCT issue-2903 211 18 such such ADJ issue-2903 211 19 as as ADP issue-2903 211 20 unmanned unmanned ADJ issue-2903 211 21 aerial aerial ADJ issue-2903 211 22 vehicles vehicle NOUN issue-2903 211 23 , , PUNCT issue-2903 211 24 to to PART issue-2903 211 25 name name VERB issue-2903 211 26 a a DET issue-2903 211 27 few few ADJ issue-2903 211 28 . . PUNCT issue-2903 212 1 the the DET issue-2903 212 2 architecture architecture NOUN issue-2903 212 3 and and CCONJ issue-2903 212 4 parameters parameter NOUN issue-2903 212 5 of of ADP issue-2903 212 6 the the DET issue-2903 212 7 network network NOUN issue-2903 212 8 remain remain VERB issue-2903 212 9 consistent consistent ADJ issue-2903 212 10 across across ADP issue-2903 212 11 these these DET issue-2903 212 12 systems system NOUN issue-2903 212 13 , , PUNCT issue-2903 212 14 and and CCONJ issue-2903 212 15 the the DET issue-2903 212 16 authors author NOUN issue-2903 212 17 achieve achieve VERB issue-2903 212 18 a a DET issue-2903 212 19 practically practically ADV issue-2903 212 20 negligible negligible ADJ issue-2903 212 21 mean mean ADJ issue-2903 212 22 square square ADJ issue-2903 212 23 error error NOUN issue-2903 212 24 between between ADP issue-2903 212 25 the the DET issue-2903 212 26 time time NOUN issue-2903 212 27 series series NOUN issue-2903 212 28 . . PUNCT issue-2903 213 1 the the DET issue-2903 213 2 main main ADJ issue-2903 213 3 advantage advantage NOUN issue-2903 213 4 of of ADP issue-2903 213 5 this this DET issue-2903 213 6 technique technique NOUN issue-2903 213 7 lies lie VERB issue-2903 213 8 in in ADP issue-2903 213 9 its its PRON issue-2903 213 10 ability ability NOUN issue-2903 213 11 to to PART issue-2903 213 12 recognize recognize VERB issue-2903 213 13 complex complex ADJ issue-2903 213 14 trajectories trajectory NOUN issue-2903 213 15 as as SCONJ issue-2903 213 16 systems system NOUN issue-2903 213 17 evolve evolve VERB issue-2903 213 18 , , PUNCT issue-2903 213 19 achieved achieve VERB issue-2903 213 20 by by ADP issue-2903 213 21 a a DET issue-2903 213 22 good good ADJ issue-2903 213 23 balance balance NOUN issue-2903 213 24 between between ADP issue-2903 213 25 accuracy accuracy NOUN issue-2903 213 26 and and CCONJ issue-2903 213 27 complexity complexity NOUN issue-2903 213 28 after after ADP issue-2903 213 29 the the DET issue-2903 213 30 training training NOUN issue-2903 213 31 , , PUNCT issue-2903 213 32 which which PRON issue-2903 213 33 is be AUX issue-2903 213 34 performed perform VERB issue-2903 213 35 only only ADV issue-2903 213 36 once once ADV issue-2903 213 37 . . PUNCT issue-2903 213 38 " " PUNCT issue-2903 214 1 ( ( PUNCT issue-2903 214 2 echenausía echenausía NOUN issue-2903 214 3 - - PUNCT issue-2903 214 4 monroy monroy NOUN issue-2903 214 5 , , PUNCT issue-2903 214 6 2024 2024 NUM issue-2903 214 7 , , PUNCT issue-2903 214 8 p. p. NOUN issue-2903 214 9     SPACE issue-2903 214 10 2 2 NUM issue-2903 214 11 ) ) PUNCT issue-2903 214 12 for for ADP issue-2903 214 13 instance instance NOUN issue-2903 214 14 , , PUNCT issue-2903 214 15 the the DET issue-2903 214 16 lipnet lipnet NOUN issue-2903 214 17 rnn rnn VERB issue-2903 214 18 with with ADP issue-2903 214 19 an an DET issue-2903 214 20 lstm lstm NOUN issue-2903 214 21 ( ( PUNCT issue-2903 214 22 long long ADJ issue-2903 214 23 shortterm shortterm PROPN issue-2903 214 24 memory memory NOUN issue-2903 214 25 ) ) PUNCT issue-2903 214 26 deep deep ADJ issue-2903 214 27 learning learning NOUN issue-2903 214 28 architecture architecture NOUN issue-2903 214 29 has have AUX issue-2903 214 30 been be AUX issue-2903 214 31 employed employ VERB issue-2903 214 32 for for ADP issue-2903 214 33 the the DET issue-2903 214 34 audio audio ADJ issue-2903 214 35 - - ADJ issue-2903 214 36 visual visual ADJ issue-2903 214 37 recognition recognition NOUN issue-2903 214 38 of of ADP issue-2903 214 39 human human ADJ issue-2903 214 40 speech speech NOUN issue-2903 214 41 . . PUNCT issue-2903 215 1 this this DET issue-2903 215 2 technology technology NOUN issue-2903 215 3 has have AUX issue-2903 215 4 been be AUX issue-2903 215 5 effectively effectively ADV issue-2903 215 6 utilised utilise VERB issue-2903 215 7 in in ADP issue-2903 215 8 pre pre ADJ issue-2903 215 9 - - ADJ issue-2903 215 10 trial trial ADJ issue-2903 215 11 work work NOUN issue-2903 215 12 to to PART issue-2903 215 13 record record VERB issue-2903 215 14 the the DET issue-2903 215 15 crimes crime NOUN issue-2903 215 16 of of ADP issue-2903 215 17 corrupt corrupt ADJ issue-2903 215 18 officials official NOUN issue-2903 215 19 , , PUNCT issue-2903 215 20 their their PRON issue-2903 215 21 accomplices accomplice NOUN issue-2903 215 22 , , PUNCT issue-2903 215 23 and and CCONJ issue-2903 215 24 others other NOUN issue-2903 215 25 . . PUNCT issue-2903 216 1 convolutional convolutional ADJ issue-2903 216 2 neural neural ADJ issue-2903 216 3 networks network NOUN issue-2903 216 4 ( ( PUNCT issue-2903 216 5 cnns cnns PROPN issue-2903 216 6 ) ) PUNCT issue-2903 216 7 are be AUX issue-2903 216 8 valuable valuable ADJ issue-2903 216 9 for for ADP issue-2903 216 10 recognising recognise VERB issue-2903 216 11 patterns pattern NOUN issue-2903 216 12 in in ADP issue-2903 216 13 images image NOUN issue-2903 216 14 and and CCONJ issue-2903 216 15 spatial spatial ADJ issue-2903 216 16 data datum NOUN issue-2903 216 17 , , PUNCT issue-2903 216 18 and and CCONJ issue-2903 216 19 for for ADP issue-2903 216 20 converting convert VERB issue-2903 216 21 verbal verbal ADJ issue-2903 216 22 language language NOUN issue-2903 216 23 , , PUNCT issue-2903 216 24 signals signal NOUN issue-2903 216 25 and and CCONJ issue-2903 216 26 other other ADJ issue-2903 216 27 data datum NOUN issue-2903 216 28 into into ADP issue-2903 216 29 text text NOUN issue-2903 216 30 or or CCONJ issue-2903 216 31 digital digital ADJ issue-2903 216 32 formats format NOUN issue-2903 216 33 , , PUNCT issue-2903 216 34 and and CCONJ issue-2903 216 35 vice vice ADV issue-2903 216 36 versa versa ADV issue-2903 216 37 . . PUNCT issue-2903 217 1 these these DET issue-2903 217 2 networks network NOUN issue-2903 217 3 are be AUX issue-2903 217 4 widely widely ADV issue-2903 217 5 used use VERB issue-2903 217 6 in in ADP issue-2903 217 7 digital digital ADJ issue-2903 217 8 image image NOUN issue-2903 217 9 , , PUNCT issue-2903 217 10 web web NOUN issue-2903 217 11 , , PUNCT issue-2903 217 12 and and CCONJ issue-2903 217 13 iot iot PROPN issue-2903 217 14 forensics forensic NOUN issue-2903 217 15 . . PUNCT issue-2903 218 1 forensic forensic ADJ issue-2903 218 2 analysis analysis NOUN issue-2903 218 3 techniques technique NOUN issue-2903 218 4 can can AUX issue-2903 218 5 be be AUX issue-2903 218 6 used use VERB issue-2903 218 7 to to PART issue-2903 218 8 extract extract VERB issue-2903 218 9 hidden hide VERB issue-2903 218 10 and and CCONJ issue-2903 218 11 encrypted encrypt VERB issue-2903 218 12 information information NOUN issue-2903 218 13 through through ADP issue-2903 218 14 voiceprint voiceprint NOUN issue-2903 218 15 analysis analysis NOUN issue-2903 218 16 , , PUNCT issue-2903 218 17 darknet darknet NOUN issue-2903 218 18 analysis analysis NOUN issue-2903 218 19 , , PUNCT issue-2903 218 20 cryptanalysis cryptanalysis NOUN issue-2903 218 21 and and CCONJ issue-2903 218 22 cybersecurity cybersecurity NOUN issue-2903 218 23 analytics analytic NOUN issue-2903 218 24 . . PUNCT issue-2903 219 1 cnn cnn PROPN issue-2903 219 2 is be AUX issue-2903 219 3 widely widely ADV issue-2903 219 4 recognised recognise VERB issue-2903 219 5 as as ADP issue-2903 219 6 one one NUM issue-2903 219 7 of of ADP issue-2903 219 8 the the DET issue-2903 219 9 most most ADV issue-2903 219 10 successful successful ADJ issue-2903 219 11 deep deep ADJ issue-2903 219 12 learning learning NOUN issue-2903 219 13 methods method NOUN issue-2903 219 14 . . PUNCT issue-2903 220 1 its its PRON issue-2903 220 2 deep deep ADJ issue-2903 220 3 learning learning NOUN issue-2903 220 4 architecture architecture NOUN issue-2903 220 5 comprises comprise VERB issue-2903 220 6 four four NUM issue-2903 220 7 key key ADJ issue-2903 220 8 layers layer NOUN issue-2903 220 9 : : PUNCT issue-2903 220 10 the the DET issue-2903 220 11 input input NOUN issue-2903 220 12 layer layer NOUN issue-2903 220 13 , , PUNCT issue-2903 220 14 the the DET issue-2903 220 15 convolutional convolutional ADJ issue-2903 220 16 layer layer NOUN issue-2903 220 17 , , PUNCT issue-2903 220 18 the the DET issue-2903 220 19 pooling pooling NOUN issue-2903 220 20 layer layer NOUN issue-2903 220 21 and and CCONJ issue-2903 220 22 the the DET issue-2903 220 23 fully fully ADV issue-2903 220 24 connected connected ADJ issue-2903 220 25 layer layer NOUN issue-2903 220 26 . . PUNCT issue-2903 221 1 this this PRON issue-2903 221 2 is be AUX issue-2903 221 3 used use VERB issue-2903 221 4 for for ADP issue-2903 221 5 visual visual ADJ issue-2903 221 6 data datum NOUN issue-2903 221 7 analysis analysis NOUN issue-2903 221 8 tasks task NOUN issue-2903 221 9 . . PUNCT issue-2903 222 1 it it PRON issue-2903 222 2 is be AUX issue-2903 222 3 particularly particularly ADV issue-2903 222 4 effective effective ADJ issue-2903 222 5 at at ADP issue-2903 222 6 capturing capture VERB issue-2903 222 7 spatial spatial ADJ issue-2903 222 8 relationships relationship NOUN issue-2903 222 9 and and CCONJ issue-2903 222 10 extracting extract VERB issue-2903 222 11 meaningful meaningful ADJ issue-2903 222 12 features feature NOUN issue-2903 222 13 ( ( PUNCT issue-2903 222 14 djenna djenna NOUN issue-2903 222 15 , , PUNCT issue-2903 222 16 2023 2023 NUM issue-2903 222 17 , , PUNCT issue-2903 222 18 p. p. NOUN issue-2903 222 19 2–5 2–5 PROPN issue-2903 222 20 ; ; PUNCT issue-2903 222 21 makarenkov makarenkov PROPN issue-2903 222 22 , , PUNCT issue-2903 222 23 2025 2025 NUM issue-2903 222 24 ) ) PUNCT issue-2903 222 25 . . PUNCT issue-2903 223 1 deep deep ADJ issue-2903 223 2 contrastive contrastive ADJ issue-2903 223 3 networks network NOUN issue-2903 223 4 ( ( PUNCT issue-2903 223 5 dcns dcns PROPN issue-2903 223 6 ) ) PUNCT issue-2903 223 7 are be AUX issue-2903 223 8 essential essential ADJ issue-2903 223 9 for for ADP issue-2903 223 10 identifying identify VERB issue-2903 223 11 even even ADV issue-2903 223 12 the the DET issue-2903 223 13 slightest slight ADJ issue-2903 223 14 differences difference NOUN issue-2903 223 15 or or CCONJ issue-2903 223 16 similarities similarity NOUN issue-2903 223 17 between between ADP issue-2903 223 18 paired pair VERB issue-2903 223 19 data data NOUN issue-2903 223 20 samples sample NOUN issue-2903 223 21 . . PUNCT issue-2903 224 1 these these DET issue-2903 224 2 models model NOUN issue-2903 224 3 are be AUX issue-2903 224 4 trained train VERB issue-2903 224 5 by by ADP issue-2903 224 6 optimising optimise VERB issue-2903 224 7 the the DET issue-2903 224 8 contrastive contrastive ADJ issue-2903 224 9 loss loss NOUN issue-2903 224 10 between between ADP issue-2903 224 11 positive positive ADJ issue-2903 224 12 and and CCONJ issue-2903 224 13 negative negative ADJ issue-2903 224 14 examples example NOUN issue-2903 224 15 . . PUNCT issue-2903 225 1 " " PUNCT issue-2903 225 2 two two NUM issue-2903 225 3 - - PUNCT issue-2903 225 4 layer layer NOUN issue-2903 225 5 framework framework NOUN issue-2903 225 6 capable capable ADJ issue-2903 225 7 of of ADP issue-2903 225 8 extracting extract VERB issue-2903 225 9 the the DET issue-2903 225 10 nonlinear nonlinear ADJ issue-2903 225 11 spatial spatial ADJ issue-2903 225 12 – – PUNCT issue-2903 225 13 temporal temporal ADJ issue-2903 225 14 features feature NOUN issue-2903 225 15 in in ADP issue-2903 225 16 dynamic dynamic ADJ issue-2903 225 17 networks network NOUN issue-2903 225 18 . . PUNCT issue-2903 226 1 specifically specifically ADV issue-2903 226 2 , , PUNCT issue-2903 226 3 the the DET issue-2903 226 4 network network NOUN issue-2903 226 5 structure structure NOUN issue-2903 226 6 information information NOUN issue-2903 226 7 at at ADP issue-2903 226 8 each each DET issue-2903 226 9 timestamp timestamp NOUN issue-2903 226 10 is be AUX issue-2903 226 11 extracted extract VERB issue-2903 226 12 by by ADP issue-2903 226 13 a a DET issue-2903 226 14 structure structure NOUN issue-2903 226 15 encoder encoder NOUN issue-2903 226 16 , , PUNCT issue-2903 226 17 and and CCONJ issue-2903 226 18 then then ADV issue-2903 226 19 the the DET issue-2903 226 20 network network NOUN issue-2903 226 21 evolution evolution NOUN issue-2903 226 22 pattern pattern NOUN issue-2903 226 23 is be AUX issue-2903 226 24 obtained obtain VERB issue-2903 226 25 through through ADP issue-2903 226 26 another another DET issue-2903 226 27 sequence sequence NOUN issue-2903 226 28 model model NOUN issue-2903 226 29 . . PUNCT issue-2903 227 1 in in ADP issue-2903 227 2 these these DET issue-2903 227 3 networks network NOUN issue-2903 227 4 , , PUNCT issue-2903 227 5 each each DET issue-2903 227 6 node node NOUN issue-2903 227 7 signifies signify VERB issue-2903 227 8 an an DET issue-2903 227 9 entity entity NOUN issue-2903 227 10 , , PUNCT issue-2903 227 11 while while SCONJ issue-2903 227 12 links link NOUN issue-2903 227 13 denote denote VERB issue-2903 227 14 the the DET issue-2903 227 15 dependency dependency NOUN issue-2903 227 16 relationships relationship NOUN issue-2903 227 17 between between ADP issue-2903 227 18 pairs pair NOUN issue-2903 227 19 of of ADP issue-2903 227 20 nodes node NOUN issue-2903 227 21 , , PUNCT issue-2903 227 22 representing represent VERB issue-2903 227 23 collaborations collaboration NOUN issue-2903 227 24 or or CCONJ issue-2903 227 25 interactions interaction NOUN issue-2903 227 26 in in ADP issue-2903 227 27 the the DET issue-2903 227 28 real real ADJ issue-2903 227 29 systems system NOUN issue-2903 227 30 . . PUNCT issue-2903 227 31 " " PUNCT issue-2903 228 1 ( ( PUNCT issue-2903 228 2 jiao jiao PROPN issue-2903 228 3 , , PUNCT issue-2903 228 4 2024 2024 NUM issue-2903 228 5 , , PUNCT issue-2903 228 6 p. p. NOUN issue-2903 228 7     SPACE issue-2903 228 8 1 1 NUM issue-2903 228 9 - - SYM issue-2903 228 10 2 2 NUM issue-2903 228 11 ) ) PUNCT issue-2903 228 12 this this DET issue-2903 228 13 type type NOUN issue-2903 228 14 of of ADP issue-2903 228 15 neural neural ADJ issue-2903 228 16 network network NOUN issue-2903 228 17 is be AUX issue-2903 228 18 useful useful ADJ issue-2903 228 19 for for ADP issue-2903 228 20 analysing analyse VERB issue-2903 228 21 the the DET issue-2903 228 22 financial financial ADJ issue-2903 228 23 networks network NOUN issue-2903 228 24 of of ADP issue-2903 228 25 organised organise VERB issue-2903 228 26 crime crime NOUN issue-2903 228 27 and and CCONJ issue-2903 228 28 information information NOUN issue-2903 228 29 from from ADP issue-2903 228 30 social social ADJ issue-2903 228 31 networks network NOUN issue-2903 228 32 such such ADJ issue-2903 228 33 as as ADP issue-2903 228 34 linkedin linkedin NOUN issue-2903 228 35 , , PUNCT issue-2903 228 36 instagram instagram PROPN issue-2903 228 37 , , PUNCT issue-2903 228 38 tiktok tiktok NOUN issue-2903 228 39 , , PUNCT issue-2903 228 40 meta meta X issue-2903 228 41 ( ( PUNCT issue-2903 228 42 formerly formerly ADV issue-2903 228 43 facebook facebook NOUN issue-2903 228 44 ) ) PUNCT issue-2903 228 45 and and CCONJ issue-2903 228 46 x x SYM issue-2903 228 47 ( ( PUNCT issue-2903 228 48 formerly formerly ADV issue-2903 228 49 twitter twitter NOUN issue-2903 228 50 ) ) PUNCT issue-2903 228 51 . . PUNCT issue-2903 229 1 consequently consequently ADV issue-2903 229 2 , , PUNCT issue-2903 229 3 it it PRON issue-2903 229 4 can can AUX issue-2903 229 5 be be AUX issue-2903 229 6 used use VERB issue-2903 229 7 to to PART issue-2903 229 8 verify verify VERB issue-2903 229 9 hidden hidden ADJ issue-2903 229 10 connections connection NOUN issue-2903 229 11 between between ADP issue-2903 229 12 criminals criminal NOUN issue-2903 229 13 , , PUNCT issue-2903 229 14 predict predict VERB issue-2903 229 15 the the DET issue-2903 229 16 formation formation NOUN issue-2903 229 17 of of ADP issue-2903 229 18 new new ADJ issue-2903 229 19 connections connection NOUN issue-2903 229 20 and and CCONJ issue-2903 229 21 the the DET issue-2903 229 22 development development NOUN issue-2903 229 23 of of ADP issue-2903 229 24 existing exist VERB issue-2903 229 25 ones one NOUN issue-2903 229 26 within within ADP issue-2903 229 27 such such ADJ issue-2903 229 28 networks network NOUN issue-2903 229 29 , , PUNCT issue-2903 229 30 and and CCONJ issue-2903 229 31 analyse analyse VERB issue-2903 229 32 the the DET issue-2903 229 33 joint joint ADJ issue-2903 229 34 actions action NOUN issue-2903 229 35 of of ADP issue-2903 229 36 their their PRON issue-2903 229 37 participants participant NOUN issue-2903 229 38 . . PUNCT issue-2903 230 1 it it PRON issue-2903 230 2 can can AUX issue-2903 230 3 also also ADV issue-2903 230 4 be be AUX issue-2903 230 5 used use VERB issue-2903 230 6 to to PART issue-2903 230 7 extract extract VERB issue-2903 230 8 other other ADJ issue-2903 230 9 informative informative ADJ issue-2903 230 10 patterns pattern NOUN issue-2903 230 11 . . PUNCT issue-2903 231 1 " " PUNCT issue-2903 231 2 overall overall ADJ issue-2903 231 3 , , PUNCT issue-2903 231 4 vision vision NOUN issue-2903 231 5 models model NOUN issue-2903 231 6 are be AUX issue-2903 231 7 slower slow ADJ issue-2903 231 8 and and CCONJ issue-2903 231 9 often often ADV issue-2903 231 10 more more ADV issue-2903 231 11 expensive expensive ADJ issue-2903 231 12 to to PART issue-2903 231 13 run run VERB issue-2903 231 14 than than ADP issue-2903 231 15 text text NOUN issue-2903 231 16 - - PUNCT issue-2903 231 17 only only ADJ issue-2903 231 18 models model NOUN issue-2903 231 19 , , PUNCT issue-2903 231 20 especially especially ADV issue-2903 231 21 the the DET issue-2903 231 22 gpt-4 gpt-4 NUM issue-2903 231 23 versions version NOUN issue-2903 231 24 . . PUNCT issue-2903 232 1 current current ADJ issue-2903 232 2 implementations implementation NOUN issue-2903 232 3 of of ADP issue-2903 232 4 visual visual ADJ issue-2903 232 5 reasoning reasoning NOUN issue-2903 232 6 models model NOUN issue-2903 232 7 may may AUX issue-2903 232 8 not not PART issue-2903 232 9 be be AUX issue-2903 232 10 as as ADV issue-2903 232 11 scalable scalable ADJ issue-2903 232 12 as as ADP issue-2903 232 13 text text NOUN issue-2903 232 14 based base VERB issue-2903 232 15 models model NOUN issue-2903 232 16 . . PUNCT issue-2903 233 1 however however ADV issue-2903 233 2 , , PUNCT issue-2903 233 3 runtime runtime NOUN issue-2903 233 4 is be AUX issue-2903 233 5 significantly significantly ADV issue-2903 233 6 baltic baltic ADJ issue-2903 233 7 journal journal NOUN issue-2903 233 8 of of ADP issue-2903 233 9 economic economic ADJ issue-2903 233 10 studies study NOUN issue-2903 233 11 323 323 NUM issue-2903 233 12 vol vol NOUN issue-2903 233 13 . . PROPN issue-2903 233 14 11 11 NUM issue-2903 234 1 no no NOUN issue-2903 234 2 . . NOUN issue-2903 234 3 2 2 NUM issue-2903 234 4 , , PUNCT issue-2903 234 5 2025 2025 NUM issue-2903 234 6 more more ADV issue-2903 234 7 efficient efficient ADJ issue-2903 234 8 for for ADP issue-2903 234 9 gpt-4o gpt-4o PROPN issue-2903 234 10 , , PUNCT issue-2903 234 11 and and CCONJ issue-2903 234 12 this this DET issue-2903 234 13 efficiency efficiency NOUN issue-2903 234 14 is be AUX issue-2903 234 15 expected expect VERB issue-2903 234 16 to to PART issue-2903 234 17 continue continue VERB issue-2903 234 18 improving improve VERB issue-2903 234 19 as as ADP issue-2903 234 20 the the DET issue-2903 234 21 technology technology NOUN issue-2903 234 22 advances advance VERB issue-2903 234 23 . . PUNCT issue-2903 234 24 " " PUNCT issue-2903 235 1 ( ( PUNCT issue-2903 235 2 ogg ogg NOUN issue-2903 235 3 , , PUNCT issue-2903 235 4 2024 2024 NUM issue-2903 235 5 , , PUNCT issue-2903 235 6 p. p. NOUN issue-2903 235 7     SPACE issue-2903 235 8 30 30 NUM issue-2903 235 9 ) ) PUNCT issue-2903 235 10 versions version NOUN issue-2903 235 11 of of ADP issue-2903 235 12 neural neural ADJ issue-2903 235 13 networks network NOUN issue-2903 235 14 that that PRON issue-2903 235 15 use use VERB issue-2903 235 16 multiple multiple ADJ issue-2903 235 17 modalities modality NOUN issue-2903 235 18 , , PUNCT issue-2903 235 19 such such ADJ issue-2903 235 20 as as ADP issue-2903 235 21 gpt-4o gpt-4o PROPN issue-2903 235 22 , , PUNCT issue-2903 235 23 gemini gemini PROPN issue-2903 235 24 , , PUNCT issue-2903 235 25 vggnet vggnet NOUN issue-2903 235 26 , , PUNCT issue-2903 235 27 resnet resnet NOUN issue-2903 235 28 and and CCONJ issue-2903 235 29 gpipe gpipe NOUN issue-2903 235 30 , , PUNCT issue-2903 235 31 are be AUX issue-2903 235 32 becoming become VERB issue-2903 235 33 increasingly increasingly ADV issue-2903 235 34 applicable applicable ADJ issue-2903 235 35 to to ADP issue-2903 235 36 anti anti ADJ issue-2903 235 37 - - ADJ issue-2903 235 38 corruption corruption ADJ issue-2903 235 39 auditing auditing NOUN issue-2903 235 40 and and CCONJ issue-2903 235 41 compliance compliance NOUN issue-2903 235 42 in in ADP issue-2903 235 43 international international ADJ issue-2903 235 44 economic economic ADJ issue-2903 235 45 relations relation NOUN issue-2903 235 46 . . PUNCT issue-2903 236 1 the the DET issue-2903 236 2 generative generative ADJ issue-2903 236 3 pre pre ADJ issue-2903 236 4 - - ADJ issue-2903 236 5 trained train VERB issue-2903 236 6 transformer transformer NOUN issue-2903 236 7 has have AUX issue-2903 236 8 been be AUX issue-2903 236 9 demonstrated demonstrate VERB issue-2903 236 10 to to PART issue-2903 236 11 exhibit exhibit VERB issue-2903 236 12 one one NUM issue-2903 236 13 of of ADP issue-2903 236 14 the the DET issue-2903 236 15 highest high ADJ issue-2903 236 16 levels level NOUN issue-2903 236 17 of of ADP issue-2903 236 18 human human NOUN issue-2903 236 19 - - PUNCT issue-2903 236 20 like like ADJ issue-2903 236 21 performance performance NOUN issue-2903 236 22 , , PUNCT issue-2903 236 23 especially especially ADV issue-2903 236 24 in in ADP issue-2903 236 25 text text NOUN issue-2903 236 26 processing processing NOUN issue-2903 236 27 tasks task NOUN issue-2903 236 28 , , PUNCT issue-2903 236 29 regardless regardless ADV issue-2903 236 30 of of ADP issue-2903 236 31 the the DET issue-2903 236 32 modality modality NOUN issue-2903 236 33 of of ADP issue-2903 236 34 the the DET issue-2903 236 35 input input NOUN issue-2903 236 36 data datum NOUN issue-2903 236 37 . . PUNCT issue-2903 237 1 however however ADV issue-2903 237 2 , , PUNCT issue-2903 237 3 it it PRON issue-2903 237 4 is be AUX issue-2903 237 5 evident evident ADJ issue-2903 237 6 that that SCONJ issue-2903 237 7 no no DET issue-2903 237 8 contemporary contemporary ADJ issue-2903 237 9 model model NOUN issue-2903 237 10 has have AUX issue-2903 237 11 adequately adequately ADV issue-2903 237 12 accounted account VERB issue-2903 237 13 for for ADP issue-2903 237 14 inter inter ADJ issue-2903 237 15 - - ADJ issue-2903 237 16 individual individual ADJ issue-2903 237 17 variability variability NOUN issue-2903 237 18 among among ADP issue-2903 237 19 human human ADJ issue-2903 237 20 participants participant NOUN issue-2903 237 21 , , PUNCT issue-2903 237 22 and and CCONJ issue-2903 237 23 only only ADV issue-2903 237 24 moderately moderately ADV issue-2903 237 25 aligns align VERB issue-2903 237 26 with with ADP issue-2903 237 27 the the DET issue-2903 237 28 responses response NOUN issue-2903 237 29 of of ADP issue-2903 237 30 any any DET issue-2903 237 31 single single ADJ issue-2903 237 32 individual individual NOUN issue-2903 237 33 ( ( PUNCT issue-2903 237 34 ogg ogg NOUN issue-2903 237 35 , , PUNCT issue-2903 237 36 2024 2024 NUM issue-2903 237 37 , , PUNCT issue-2903 237 38 p. p. NOUN issue-2903 237 39 1 1 NUM issue-2903 237 40 ) ) PUNCT issue-2903 237 41 . . PUNCT issue-2903 238 1 the the DET issue-2903 238 2 field field NOUN issue-2903 238 3 of of ADP issue-2903 238 4 deep deep ADJ issue-2903 238 5 machine machine NOUN issue-2903 238 6 learning learning NOUN issue-2903 238 7 of of ADP issue-2903 238 8 neural neural ADJ issue-2903 238 9 networks network NOUN issue-2903 238 10 is be AUX issue-2903 238 11 evolving evolve VERB issue-2903 238 12 within within ADP issue-2903 238 13 the the DET issue-2903 238 14 context context NOUN issue-2903 238 15 of of ADP issue-2903 238 16 complex complex ADJ issue-2903 238 17 technological technological ADJ issue-2903 238 18 architectures architecture NOUN issue-2903 238 19 , , PUNCT issue-2903 238 20 employing employ VERB issue-2903 238 21 specialised specialised ADJ issue-2903 238 22 algorithms algorithm NOUN issue-2903 238 23 to to PART issue-2903 238 24 construct construct VERB issue-2903 238 25 representations representation NOUN issue-2903 238 26 for for ADP issue-2903 238 27 specific specific ADJ issue-2903 238 28 tasks task NOUN issue-2903 238 29 . . PUNCT issue-2903 239 1 these these PRON issue-2903 239 2 include include VERB issue-2903 239 3 the the DET issue-2903 239 4 analysis analysis NOUN issue-2903 239 5 of of ADP issue-2903 239 6 financial financial ADJ issue-2903 239 7 statements statement NOUN issue-2903 239 8 and and CCONJ issue-2903 239 9 accounting accounting NOUN issue-2903 239 10 data datum NOUN issue-2903 239 11 in in ADP issue-2903 239 12 the the DET issue-2903 239 13 context context NOUN issue-2903 239 14 of of ADP issue-2903 239 15 international international ADJ issue-2903 239 16 economic economic ADJ issue-2903 239 17 relations relation NOUN issue-2903 239 18 and and CCONJ issue-2903 239 19 transactions transaction NOUN issue-2903 239 20 in in ADP issue-2903 239 21 foreign foreign ADJ issue-2903 239 22 jurisdictions jurisdiction NOUN issue-2903 239 23 . . PUNCT issue-2903 240 1 " " PUNCT issue-2903 240 2 the the DET issue-2903 240 3 ability ability NOUN issue-2903 240 4 to to PART issue-2903 240 5 adaptively adaptively ADV issue-2903 240 6 deepen deepen VERB issue-2903 240 7 the the DET issue-2903 240 8 network network NOUN issue-2903 240 9 as as SCONJ issue-2903 240 10 needed need VERB issue-2903 240 11 to to PART issue-2903 240 12 improve improve VERB issue-2903 240 13 results result NOUN issue-2903 240 14 is be AUX issue-2903 240 15 done do VERB issue-2903 240 16 by by ADP issue-2903 240 17 training train VERB issue-2903 240 18 one one NUM issue-2903 240 19 layer layer NOUN issue-2903 240 20 at at ADP issue-2903 240 21 a a DET issue-2903 240 22 time time NOUN issue-2903 240 23 , , PUNCT issue-2903 240 24 and and CCONJ issue-2903 240 25 once once ADV issue-2903 240 26 a a DET issue-2903 240 27 layer layer NOUN issue-2903 240 28 is be AUX issue-2903 240 29 trained train VERB issue-2903 240 30 , , PUNCT issue-2903 240 31 the the DET issue-2903 240 32 input input NOUN issue-2903 240 33 data datum NOUN issue-2903 240 34 are be AUX issue-2903 240 35 mapped map VERB issue-2903 240 36 forward forward ADV issue-2903 240 37 through through ADP issue-2903 240 38 the the DET issue-2903 240 39 layer layer NOUN issue-2903 240 40 to to PART issue-2903 240 41 create create VERB issue-2903 240 42 a a DET issue-2903 240 43 new new ADJ issue-2903 240 44 learning learning NOUN issue-2903 240 45 problem problem NOUN issue-2903 240 46 . . PUNCT issue-2903 241 1 the the DET issue-2903 241 2 process process NOUN issue-2903 241 3 is be AUX issue-2903 241 4 then then ADV issue-2903 241 5 repeated repeat VERB issue-2903 241 6 , , PUNCT issue-2903 241 7 transforming transform VERB issue-2903 241 8 the the DET issue-2903 241 9 data datum NOUN issue-2903 241 10 through through ADP issue-2903 241 11 multiple multiple ADJ issue-2903 241 12 layers layer NOUN issue-2903 241 13 , , PUNCT issue-2903 241 14 one one NUM issue-2903 241 15 at at ADP issue-2903 241 16 a a DET issue-2903 241 17 time time NOUN issue-2903 241 18 , , PUNCT issue-2903 241 19 rendering render VERB issue-2903 241 20 a a DET issue-2903 241 21 new new ADJ issue-2903 241 22 dataset dataset NOUN issue-2903 241 23 , , PUNCT issue-2903 241 24 which which PRON issue-2903 241 25 is be AUX issue-2903 241 26 expected expect VERB issue-2903 241 27 to to PART issue-2903 241 28 be be AUX issue-2903 241 29 better well ADV issue-2903 241 30 behaved behave VERB issue-2903 241 31 , , PUNCT issue-2903 241 32 and and CCONJ issue-2903 241 33 on on ADP issue-2903 241 34 which which PRON issue-2903 241 35 a a DET issue-2903 241 36 final final ADJ issue-2903 241 37 output output NOUN issue-2903 241 38 layer layer NOUN issue-2903 241 39 can can AUX issue-2903 241 40 achieve achieve VERB issue-2903 241 41 good good ADJ issue-2903 241 42 performance performance NOUN issue-2903 241 43 . . PUNCT issue-2903 241 44 " " PUNCT issue-2903 242 1 ( ( PUNCT issue-2903 242 2 miller miller PROPN issue-2903 242 3 , , PUNCT issue-2903 242 4 2017 2017 NUM issue-2903 242 5 , , PUNCT issue-2903 242 6 p. p. NOUN issue-2903 242 7     SPACE issue-2903 242 8 1 1 NUM issue-2903 242 9 ) ) PUNCT issue-2903 242 10 the the DET issue-2903 242 11 most most ADV issue-2903 242 12 well well ADV issue-2903 242 13 - - PUNCT issue-2903 242 14 known know VERB issue-2903 242 15 training training NOUN issue-2903 242 16 algorithm algorithm NOUN issue-2903 242 17 for for ADP issue-2903 242 18 neural neural ADJ issue-2903 242 19 networks network NOUN issue-2903 242 20 is be AUX issue-2903 242 21 backpropagation backpropagation NOUN issue-2903 242 22 , , PUNCT issue-2903 242 23 which which PRON issue-2903 242 24 calculates calculate VERB issue-2903 242 25 a a DET issue-2903 242 26 gradient gradient ADJ issue-2903 242 27 vector vector NOUN issue-2903 242 28 of of ADP issue-2903 242 29 the the DET issue-2903 242 30 error error NOUN issue-2903 242 31 surface surface NOUN issue-2903 242 32 . . PUNCT issue-2903 243 1 this this PRON issue-2903 243 2 indicates indicate VERB issue-2903 243 3 the the DET issue-2903 243 4 direction direction NOUN issue-2903 243 5 of of ADP issue-2903 243 6 the the DET issue-2903 243 7 steepest steep ADJ issue-2903 243 8 descent descent NOUN issue-2903 243 9 from from ADP issue-2903 243 10 a a DET issue-2903 243 11 given give VERB issue-2903 243 12 point point NOUN issue-2903 243 13 , , PUNCT issue-2903 243 14 so so ADV issue-2903 243 15 gradually gradually ADV issue-2903 243 16 moving move VERB issue-2903 243 17 in in ADP issue-2903 243 18 this this DET issue-2903 243 19 direction direction NOUN issue-2903 243 20 reduces reduce VERB issue-2903 243 21 the the DET issue-2903 243 22 error error NOUN issue-2903 243 23 . . PUNCT issue-2903 244 1 a a DET issue-2903 244 2 sequence sequence NOUN issue-2903 244 3 of of ADP issue-2903 244 4 such such ADJ issue-2903 244 5 steps step NOUN issue-2903 244 6 , , PUNCT issue-2903 244 7 each each PRON issue-2903 244 8 decreasing decrease VERB issue-2903 244 9 in in ADP issue-2903 244 10 size size NOUN issue-2903 244 11 over over ADP issue-2903 244 12 time time NOUN issue-2903 244 13 , , PUNCT issue-2903 244 14 eventually eventually ADV issue-2903 244 15 leads lead VERB issue-2903 244 16 to to ADP issue-2903 244 17 the the DET issue-2903 244 18 required require VERB issue-2903 244 19 minimum minimum NOUN issue-2903 244 20 ( ( PUNCT issue-2903 244 21 yermolaev yermolaev PROPN issue-2903 244 22 , , PUNCT issue-2903 244 23 2021 2021 NUM issue-2903 244 24 , , PUNCT issue-2903 244 25 p. p. NOUN issue-2903 244 26 10 10 NUM issue-2903 244 27 ) ) PUNCT issue-2903 244 28 . . PUNCT issue-2903 245 1 the the DET issue-2903 245 2 objective objective NOUN issue-2903 245 3 of of ADP issue-2903 245 4 the the DET issue-2903 245 5 general general ADJ issue-2903 245 6 gradient gradient ADJ issue-2903 245 7 descent descent NOUN issue-2903 245 8 optimisation optimisation NOUN issue-2903 245 9 algorithm algorithm NOUN issue-2903 245 10 , , PUNCT issue-2903 245 11 when when SCONJ issue-2903 245 12 applied apply VERB issue-2903 245 13 to to ADP issue-2903 245 14 a a DET issue-2903 245 15 problem problem NOUN issue-2903 245 16 solved solve VERB issue-2903 245 17 by by ADP issue-2903 245 18 a a DET issue-2903 245 19 neural neural ADJ issue-2903 245 20 network network NOUN issue-2903 245 21 , , PUNCT issue-2903 245 22 is be AUX issue-2903 245 23 to to PART issue-2903 245 24 ascertain ascertain VERB issue-2903 245 25 the the DET issue-2903 245 26 optimal optimal ADJ issue-2903 245 27 parameter parameter NOUN issue-2903 245 28 values value NOUN issue-2903 245 29 that that PRON issue-2903 245 30 minimise minimise VERB issue-2903 245 31 the the DET issue-2903 245 32 error error NOUN issue-2903 245 33 between between ADP issue-2903 245 34 the the DET issue-2903 245 35 predicted predict VERB issue-2903 245 36 and and CCONJ issue-2903 245 37 actual actual ADJ issue-2903 245 38 values value NOUN issue-2903 245 39 , , PUNCT issue-2903 245 40 with with ADP issue-2903 245 41 initial initial ADJ issue-2903 245 42 parameter parameter NOUN issue-2903 245 43 estimates estimate NOUN issue-2903 245 44 being be AUX issue-2903 245 45 used use VERB issue-2903 245 46 as as ADP issue-2903 245 47 a a DET issue-2903 245 48 starting starting NOUN issue-2903 245 49 point point NOUN issue-2903 245 50 . . PUNCT issue-2903 246 1 the the DET issue-2903 246 2 stages stage NOUN issue-2903 246 3 of of ADP issue-2903 246 4 gradient gradient NOUN issue-2903 246 5 - - PUNCT issue-2903 246 6 based base VERB issue-2903 246 7 optimisation optimisation NOUN issue-2903 246 8 include include VERB issue-2903 246 9 : : PUNCT issue-2903 246 10 a a X issue-2903 246 11 ) ) PUNCT issue-2903 246 12 initialising initialise VERB issue-2903 246 13 weights weight NOUN issue-2903 246 14 with with ADP issue-2903 246 15 random random ADJ issue-2903 246 16 values value NOUN issue-2903 246 17 and and CCONJ issue-2903 246 18 calculating calculate VERB issue-2903 246 19 the the DET issue-2903 246 20 initial initial ADJ issue-2903 246 21 error error NOUN issue-2903 246 22 ; ; PUNCT issue-2903 246 23 b b X issue-2903 246 24 ) ) PUNCT issue-2903 246 25 calculation calculation NOUN issue-2903 246 26 of of ADP issue-2903 246 27 the the DET issue-2903 246 28 gradient gradient NOUN issue-2903 246 29 , , PUNCT issue-2903 246 30 which which PRON issue-2903 246 31 determines determine VERB issue-2903 246 32 the the DET issue-2903 246 33 direction direction NOUN issue-2903 246 34 of of ADP issue-2903 246 35 weight weight NOUN issue-2903 246 36 adjustment adjustment NOUN issue-2903 246 37 to to PART issue-2903 246 38 minimise minimise VERB issue-2903 246 39 the the DET issue-2903 246 40 error error NOUN issue-2903 246 41 ; ; PUNCT issue-2903 246 42 c c X issue-2903 246 43 ) ) PUNCT issue-2903 246 44 updating update VERB issue-2903 246 45 weights weight NOUN issue-2903 246 46 using use VERB issue-2903 246 47 gradients gradient NOUN issue-2903 246 48 ; ; PUNCT issue-2903 246 49 d d X issue-2903 246 50 ) ) PUNCT issue-2903 246 51 usage usage NOUN issue-2903 246 52 of of ADP issue-2903 246 53 updated update VERB issue-2903 246 54 weights weight NOUN issue-2903 246 55 to to PART issue-2903 246 56 generate generate VERB issue-2903 246 57 predictions prediction NOUN issue-2903 246 58 and and CCONJ issue-2903 246 59 calculate calculate VERB issue-2903 246 60 new new ADJ issue-2903 246 61 errors error NOUN issue-2903 246 62 ; ; PUNCT issue-2903 246 63 e e X issue-2903 246 64 ) ) PUNCT issue-2903 246 65 repeating repeat VERB issue-2903 246 66 the the DET issue-2903 246 67 process process NOUN issue-2903 246 68 of of ADP issue-2903 246 69 calculating calculate VERB issue-2903 246 70 the the DET issue-2903 246 71 gradient gradient NOUN issue-2903 246 72 and and CCONJ issue-2903 246 73 updating update VERB issue-2903 246 74 the the DET issue-2903 246 75 weights weight NOUN issue-2903 246 76 until until SCONJ issue-2903 246 77 the the DET issue-2903 246 78 adjustments adjustment NOUN issue-2903 246 79 result result VERB issue-2903 246 80 in in ADP issue-2903 246 81 a a DET issue-2903 246 82 significant significant ADJ issue-2903 246 83 reduction reduction NOUN issue-2903 246 84 in in ADP issue-2903 246 85 error error NOUN issue-2903 246 86 ( ( PUNCT issue-2903 246 87 misra misra ADJ issue-2903 246 88 , , PUNCT issue-2903 246 89 2022 2022 NUM issue-2903 246 90 , , PUNCT issue-2903 246 91 p. p. NOUN issue-2903 246 92 5 5 NUM issue-2903 246 93 ) ) PUNCT issue-2903 246 94 . . PUNCT issue-2903 247 1 the the DET issue-2903 247 2 attention attention NOUN issue-2903 247 3 mechanism mechanism NOUN issue-2903 247 4 is be AUX issue-2903 247 5 a a DET issue-2903 247 6 technique technique NOUN issue-2903 247 7 used use VERB issue-2903 247 8 to to PART issue-2903 247 9 improve improve VERB issue-2903 247 10 model model NOUN issue-2903 247 11 performance performance NOUN issue-2903 247 12 by by ADP issue-2903 247 13 focusing focus VERB issue-2903 247 14 on on ADP issue-2903 247 15 relevant relevant ADJ issue-2903 247 16 information information NOUN issue-2903 247 17 . . PUNCT issue-2903 248 1 the the DET issue-2903 248 2 classification classification NOUN issue-2903 248 3 and and CCONJ issue-2903 248 4 regression regression NOUN issue-2903 248 5 trees tree NOUN issue-2903 248 6 have have AUX issue-2903 248 7 been be AUX issue-2903 248 8 shown show VERB issue-2903 248 9 to to PART issue-2903 248 10 be be AUX issue-2903 248 11 well well ADV issue-2903 248 12 - - PUNCT issue-2903 248 13 suited suit VERB issue-2903 248 14 as as ADP issue-2903 248 15 predictive predictive ADJ issue-2903 248 16 models model NOUN issue-2903 248 17 for for ADP issue-2903 248 18 drawing draw VERB issue-2903 248 19 conclusions conclusion NOUN issue-2903 248 20 about about ADP issue-2903 248 21 a a DET issue-2903 248 22 set set NOUN issue-2903 248 23 of of ADP issue-2903 248 24 observations observation NOUN issue-2903 248 25 in in ADP issue-2903 248 26 the the DET issue-2903 248 27 legal legal ADJ issue-2903 248 28 sphere sphere NOUN issue-2903 248 29 of of ADP issue-2903 248 30 interest interest NOUN issue-2903 248 31 , , PUNCT issue-2903 248 32 particularly particularly ADV issue-2903 248 33 in in ADP issue-2903 248 34 the the DET issue-2903 248 35 redistribution redistribution NOUN issue-2903 248 36 of of ADP issue-2903 248 37 material material ADJ issue-2903 248 38 resources resource NOUN issue-2903 248 39 among among ADP issue-2903 248 40 nations nation NOUN issue-2903 248 41 through through ADP issue-2903 248 42 contracts contract NOUN issue-2903 248 43 and and CCONJ issue-2903 248 44 as as ADP issue-2903 248 45 a a DET issue-2903 248 46 result result NOUN issue-2903 248 47 of of ADP issue-2903 248 48 various various ADJ issue-2903 248 49 financial financial ADJ issue-2903 248 50 transactions transaction NOUN issue-2903 248 51 . . PUNCT issue-2903 249 1 the the DET issue-2903 249 2 extreme extreme ADJ issue-2903 249 3 gradient gradient NOUN issue-2903 249 4 boosted boost VERB issue-2903 249 5 trees tree NOUN issue-2903 249 6 ( ( PUNCT issue-2903 249 7 xgboost xgboost X issue-2903 249 8 ) ) PUNCT issue-2903 249 9 library library NOUN issue-2903 249 10 is be AUX issue-2903 249 11 a a DET issue-2903 249 12 scalable scalable ADJ issue-2903 249 13 , , PUNCT issue-2903 249 14 distributed distribute VERB issue-2903 249 15 machine machine NOUN issue-2903 249 16 learning learn VERB issue-2903 249 17 library library NOUN issue-2903 249 18 for for ADP issue-2903 249 19 anti anti ADJ issue-2903 249 20 - - ADJ issue-2903 249 21 corruption corruption ADJ issue-2903 249 22 neural neural ADJ issue-2903 249 23 networks network NOUN issue-2903 249 24 . . PUNCT issue-2903 250 1 it it PRON issue-2903 250 2 is be AUX issue-2903 250 3 based base VERB issue-2903 250 4 on on ADP issue-2903 250 5 gradient gradient ADJ issue-2903 250 6 boosted boost VERB issue-2903 250 7 decision decision NOUN issue-2903 250 8 trees tree NOUN issue-2903 250 9 . . PUNCT issue-2903 251 1 it it PRON issue-2903 251 2 provides provide VERB issue-2903 251 3 parallel parallel ADJ issue-2903 251 4 tree tree NOUN issue-2903 251 5 boosting boost VERB issue-2903 251 6 and and CCONJ issue-2903 251 7 is be AUX issue-2903 251 8 the the DET issue-2903 251 9 leading lead VERB issue-2903 251 10 machine machine NOUN issue-2903 251 11 learning learn VERB issue-2903 251 12 library library NOUN issue-2903 251 13 for for ADP issue-2903 251 14 regression regression NOUN issue-2903 251 15 , , PUNCT issue-2903 251 16 classification classification NOUN issue-2903 251 17 and and CCONJ issue-2903 251 18 ranking ranking NOUN issue-2903 251 19 problems problem NOUN issue-2903 251 20 . . PUNCT issue-2903 252 1 conditional conditional ADJ issue-2903 252 2 inference inference NOUN issue-2903 252 3 trees tree NOUN issue-2903 252 4 are be AUX issue-2903 252 5 much much ADV issue-2903 252 6 better well ADJ issue-2903 252 7 at at ADP issue-2903 252 8 determining determine VERB issue-2903 252 9 the the DET issue-2903 252 10 true true ADJ issue-2903 252 11 effect effect NOUN issue-2903 252 12 of of ADP issue-2903 252 13 a a DET issue-2903 252 14 predictor predictor NOUN issue-2903 252 15 if if SCONJ issue-2903 252 16 it it PRON issue-2903 252 17 is be AUX issue-2903 252 18 significant significant ADJ issue-2903 252 19 , , PUNCT issue-2903 252 20 i.e. i.e. X issue-2903 252 21 , , PUNCT issue-2903 252 22 if if SCONJ issue-2903 252 23 it it PRON issue-2903 252 24 is be AUX issue-2903 252 25 necessary necessary ADJ issue-2903 252 26 . . PUNCT issue-2903 253 1 the the DET issue-2903 253 2 construction construction NOUN issue-2903 253 3 of of ADP issue-2903 253 4 random random ADJ issue-2903 253 5 forests forest NOUN issue-2903 253 6 bears bear VERB issue-2903 253 7 similarity similarity NOUN issue-2903 253 8 to to ADP issue-2903 253 9 the the DET issue-2903 253 10 construction construction NOUN issue-2903 253 11 of of ADP issue-2903 253 12 dnns dnn NOUN issue-2903 253 13 , , PUNCT issue-2903 253 14 meaning mean VERB issue-2903 253 15 that that SCONJ issue-2903 253 16 random random ADJ issue-2903 253 17 forests forest NOUN issue-2903 253 18 can can AUX issue-2903 253 19 be be AUX issue-2903 253 20 transformed transform VERB issue-2903 253 21 into into ADP issue-2903 253 22 neural neural ADJ issue-2903 253 23 networks network NOUN issue-2903 253 24 and and CCONJ issue-2903 253 25 vice vice NOUN issue-2903 253 26 versa versa ADV issue-2903 253 27 . . PUNCT issue-2903 254 1 the the DET issue-2903 254 2 mathematical mathematical ADJ issue-2903 254 3 dependencies dependency NOUN issue-2903 254 4 between between ADP issue-2903 254 5 dnn dnn PROPN issue-2903 254 6 nodes node NOUN issue-2903 254 7 are be AUX issue-2903 254 8 analogous analogous ADJ issue-2903 254 9 to to ADP issue-2903 254 10 the the DET issue-2903 254 11 dependencies dependency NOUN issue-2903 254 12 between between ADP issue-2903 254 13 decision decision NOUN issue-2903 254 14 tree tree NOUN issue-2903 254 15 leaf leaf NOUN issue-2903 254 16 nodes node NOUN issue-2903 254 17 in in ADP issue-2903 254 18 random random ADJ issue-2903 254 19 forests forest NOUN issue-2903 254 20 . . PUNCT issue-2903 255 1 as as SCONJ issue-2903 255 2 miller miller PROPN issue-2903 255 3 ( ( PUNCT issue-2903 255 4 2017 2017 NUM issue-2903 255 5 , , PUNCT issue-2903 255 6 p. p. NOUN issue-2903 255 7 1 1 NUM issue-2903 255 8 , , PUNCT issue-2903 255 9 7 7 NUM issue-2903 255 10 ) ) PUNCT issue-2903 255 11 have have AUX issue-2903 255 12 demonstrated demonstrate VERB issue-2903 255 13 , , PUNCT issue-2903 255 14 decision decision NOUN issue-2903 255 15 trees tree NOUN issue-2903 255 16 can can AUX issue-2903 255 17 be be AUX issue-2903 255 18 assembled assemble VERB issue-2903 255 19 into into ADP issue-2903 255 20 layers layer NOUN issue-2903 255 21 that that PRON issue-2903 255 22 resemble resemble VERB issue-2903 255 23 a a DET issue-2903 255 24 dnn dnn PROPN issue-2903 255 25 architecture architecture NOUN issue-2903 255 26 . . PUNCT issue-2903 256 1 the the DET issue-2903 256 2 objective objective NOUN issue-2903 256 3 of of ADP issue-2903 256 4 meta meta NOUN issue-2903 256 5 - - PUNCT issue-2903 256 6 learning learning NOUN issue-2903 256 7 is be AUX issue-2903 256 8 to to PART issue-2903 256 9 develop develop VERB issue-2903 256 10 models model NOUN issue-2903 256 11 capable capable ADJ issue-2903 256 12 of of ADP issue-2903 256 13 generalising generalise VERB issue-2903 256 14 to to ADP issue-2903 256 15 novel novel ADJ issue-2903 256 16 tasks task NOUN issue-2903 256 17 with with ADP issue-2903 256 18 limited limited ADJ issue-2903 256 19 labelled label VERB issue-2903 256 20 data datum NOUN issue-2903 256 21 by by ADP issue-2903 256 22 extracting extract VERB issue-2903 256 23 shared share VERB issue-2903 256 24 features feature NOUN issue-2903 256 25 across across ADP issue-2903 256 26 diverse diverse ADJ issue-2903 256 27 task task NOUN issue-2903 256 28 datasets dataset NOUN issue-2903 256 29 . . PUNCT issue-2903 257 1 furthermore furthermore ADV issue-2903 257 2 , , PUNCT issue-2903 257 3 it it PRON issue-2903 257 4 accounts account VERB issue-2903 257 5 for for ADP issue-2903 257 6 prediction prediction NOUN issue-2903 257 7 uncertainty uncertainty NOUN issue-2903 257 8 during during ADP issue-2903 257 9 both both DET issue-2903 257 10 training training NOUN issue-2903 257 11 and and CCONJ issue-2903 257 12 evaluation evaluation NOUN issue-2903 257 13 , , PUNCT issue-2903 257 14 a a DET issue-2903 257 15 concept concept NOUN issue-2903 257 16 known know VERB issue-2903 257 17 as as ADP issue-2903 257 18 uncertainty uncertainty NOUN issue-2903 257 19 - - PUNCT issue-2903 257 20 aware aware ADJ issue-2903 257 21 meta meta NOUN issue-2903 257 22 - - PUNCT issue-2903 257 23 learning learning NOUN issue-2903 257 24 . . PUNCT issue-2903 258 1 neural neural ADJ issue-2903 258 2 process process NOUN issue-2903 258 3 ( ( PUNCT issue-2903 258 4 np np INTJ issue-2903 258 5 ) ) PUNCT issue-2903 258 6 is be AUX issue-2903 258 7 a a DET issue-2903 258 8 well well ADV issue-2903 258 9 - - PUNCT issue-2903 258 10 known know VERB issue-2903 258 11 , , PUNCT issue-2903 258 12 uncertainty uncertainty NOUN issue-2903 258 13 - - PUNCT issue-2903 258 14 aware aware ADJ issue-2903 258 15 meta meta ADJ issue-2903 258 16 - - PUNCT issue-2903 258 17 learning learn VERB issue-2903 258 18 method method NOUN issue-2903 258 19 which which PRON issue-2903 258 20 uses use VERB issue-2903 258 21 parametric parametric ADJ issue-2903 258 22 neural neural ADJ issue-2903 258 23 networks network NOUN issue-2903 258 24 to to PART issue-2903 258 25 construct construct VERB issue-2903 258 26 implicit implicit ADJ issue-2903 258 27 stochastic stochastic ADJ issue-2903 258 28 processes process NOUN issue-2903 258 29 , , PUNCT issue-2903 258 30 enabling enable VERB issue-2903 258 31 rapid rapid ADJ issue-2903 258 32 adaptation adaptation NOUN issue-2903 258 33 to to ADP issue-2903 258 34 new new ADJ issue-2903 258 35 tasks task NOUN issue-2903 258 36 . . PUNCT issue-2903 259 1 however however ADV issue-2903 259 2 , , PUNCT issue-2903 259 3 existing exist VERB issue-2903 259 4 np np NOUN issue-2903 259 5 methods method NOUN issue-2903 259 6 struggle struggle VERB issue-2903 259 7 to to PART issue-2903 259 8 accommodate accommodate VERB issue-2903 259 9 diverse diverse ADJ issue-2903 259 10 input input NOUN issue-2903 259 11 dimensions dimension NOUN issue-2903 259 12 and and CCONJ issue-2903 259 13 learned learn VERB issue-2903 259 14 features feature NOUN issue-2903 259 15 , , PUNCT issue-2903 259 16 which which PRON issue-2903 259 17 limits limit VERB issue-2903 259 18 their their PRON issue-2903 259 19 applicability applicability NOUN issue-2903 259 20 to to ADP issue-2903 259 21 a a DET issue-2903 259 22 range range NOUN issue-2903 259 23 of of ADP issue-2903 259 24 regression regression NOUN issue-2903 259 25 tasks task NOUN issue-2903 259 26 ( ( PUNCT issue-2903 259 27 lee lee PROPN issue-2903 259 28 , , PUNCT issue-2903 259 29 2025 2025 NUM issue-2903 259 30 , , PUNCT issue-2903 259 31 p. p. NOUN issue-2903 259 32 1 1 NUM issue-2903 259 33 ) ) PUNCT issue-2903 259 34 . . PUNCT issue-2903 260 1 gaussian gaussian ADJ issue-2903 260 2 process process NOUN issue-2903 260 3 ( ( PUNCT issue-2903 260 4 gp gp NOUN issue-2903 260 5 ) ) PUNCT issue-2903 260 6 is be AUX issue-2903 260 7 highly highly ADV issue-2903 260 8 adaptable adaptable ADJ issue-2903 260 9 and and CCONJ issue-2903 260 10 able able ADJ issue-2903 260 11 to to PART issue-2903 260 12 generalise generalise VERB issue-2903 260 13 well well ADV issue-2903 260 14 when when SCONJ issue-2903 260 15 dealing deal VERB issue-2903 260 16 with with ADP issue-2903 260 17 complex complex ADJ issue-2903 260 18 problems problem NOUN issue-2903 260 19 such such ADJ issue-2903 260 20 as as ADP issue-2903 260 21 high high ADJ issue-2903 260 22 dimensions dimension NOUN issue-2903 260 23 , , PUNCT issue-2903 260 24 nonlinearity nonlinearity NOUN issue-2903 260 25 , , PUNCT issue-2903 260 26 and and CCONJ issue-2903 260 27 small small ADJ issue-2903 260 28 sample sample NOUN issue-2903 260 29 sizes size NOUN issue-2903 260 30 . . PUNCT issue-2903 261 1 unlike unlike ADP issue-2903 261 2 other other ADJ issue-2903 261 3 machine machine NOUN issue-2903 261 4 learning learning NOUN issue-2903 261 5 methods method NOUN issue-2903 261 6 , , PUNCT issue-2903 261 7 gps gps PROPN issue-2903 261 8 can can AUX issue-2903 261 9 not not PART issue-2903 261 10 only only ADV issue-2903 261 11 obtain obtain VERB issue-2903 261 12 better well ADJ issue-2903 261 13 learning learn VERB issue-2903 261 14 properties property NOUN issue-2903 261 15 , , PUNCT issue-2903 261 16 but but CCONJ issue-2903 261 17 also also ADV issue-2903 261 18 estimate estimate VERB issue-2903 261 19 the the DET issue-2903 261 20 uncertainty uncertainty NOUN issue-2903 261 21 of of ADP issue-2903 261 22 the the DET issue-2903 261 23 predicted predict VERB issue-2903 261 24 value value NOUN issue-2903 261 25 , , PUNCT issue-2903 261 26 which which PRON issue-2903 261 27 is be AUX issue-2903 261 28 highly highly ADV issue-2903 261 29 significant significant ADJ issue-2903 261 30 for for ADP issue-2903 261 31 actual actual ADJ issue-2903 261 32 predictions prediction NOUN issue-2903 261 33 . . PUNCT issue-2903 262 1 however however ADV issue-2903 262 2 , , PUNCT issue-2903 262 3 gp gp NOUN issue-2903 262 4 is be AUX issue-2903 262 5 essentially essentially ADV issue-2903 262 6 an an DET issue-2903 262 7 approximate approximate ADJ issue-2903 262 8 single single ADJ issue-2903 262 9 - - PUNCT issue-2903 262 10 layer layer NOUN issue-2903 262 11 neural neural ADJ issue-2903 262 12 network network NOUN issue-2903 262 13 with with ADP issue-2903 262 14 an an DET issue-2903 262 15 infinite infinite ADJ issue-2903 262 16 number number NOUN issue-2903 262 17 of of ADP issue-2903 262 18 neurons neuron NOUN issue-2903 262 19 . . PUNCT issue-2903 263 1 therefore therefore ADV issue-2903 263 2 , , PUNCT issue-2903 263 3 compared compare VERB issue-2903 263 4 with with ADP issue-2903 263 5 deep deep ADJ issue-2903 263 6 learning learning NOUN issue-2903 263 7 models model NOUN issue-2903 263 8 , , PUNCT issue-2903 263 9 its its PRON issue-2903 263 10 ability ability NOUN issue-2903 263 11 to to PART issue-2903 263 12 express express VERB issue-2903 263 13 features feature NOUN issue-2903 263 14 is be AUX issue-2903 263 15 limited limited ADJ issue-2903 263 16 . . PUNCT issue-2903 264 1 deep deep ADJ issue-2903 264 2 gaussian gaussian ADJ issue-2903 264 3 processes process NOUN issue-2903 264 4 ( ( PUNCT issue-2903 264 5 dgps dgps PROPN issue-2903 264 6 ) ) PUNCT issue-2903 264 7 are be AUX issue-2903 264 8 a a DET issue-2903 264 9 type type NOUN issue-2903 264 10 of of ADP issue-2903 264 11 deep deep ADJ issue-2903 264 12 belief belief NOUN issue-2903 264 13 network network NOUN issue-2903 264 14 based base VERB issue-2903 264 15 on on ADP issue-2903 264 16 gaussian gaussian ADJ issue-2903 264 17 process process NOUN issue-2903 264 18 mappings mapping NOUN issue-2903 264 19 . . PUNCT issue-2903 265 1 dgps dgps PROPN issue-2903 265 2 offer offer VERB issue-2903 265 3 a a DET issue-2903 265 4 bayesian bayesian ADJ issue-2903 265 5 non non ADJ issue-2903 265 6 - - ADJ issue-2903 265 7 parametric parametric ADJ issue-2903 265 8 alternative alternative NOUN issue-2903 265 9 to to ADP issue-2903 265 10 standard standard ADJ issue-2903 265 11 parametric parametric ADJ issue-2903 265 12 deep deep ADJ issue-2903 265 13 learning learning NOUN issue-2903 265 14 models model NOUN issue-2903 265 15 . . PUNCT issue-2903 266 1 dgps dgps PROPN issue-2903 266 2 have have AUX issue-2903 266 3 successfully successfully ADV issue-2903 266 4 learned learn VERB issue-2903 266 5 the the DET issue-2903 266 6 hierarchical hierarchical ADJ issue-2903 266 7 features feature NOUN issue-2903 266 8 of of ADP issue-2903 266 9 human human ADJ issue-2903 266 10 natural natural ADJ issue-2903 266 11 motions motion NOUN issue-2903 266 12 and and CCONJ issue-2903 266 13 handwritten handwritten ADJ issue-2903 266 14 baltic baltic ADJ issue-2903 266 15 journal journal NOUN issue-2903 266 16 of of ADP issue-2903 266 17 economic economic ADJ issue-2903 266 18 studies study NOUN issue-2903 266 19 324 324 NUM issue-2903 266 20 vol vol NOUN issue-2903 266 21 . . PUNCT issue-2903 267 1 11 11 NUM issue-2903 268 1 no no NOUN issue-2903 268 2 . . NOUN issue-2903 268 3 2 2 NUM issue-2903 268 4 , , PUNCT issue-2903 268 5 2025 2025 NUM issue-2903 268 6 digits digit NOUN issue-2903 268 7 . . PUNCT issue-2903 269 1 dgps dgps PROPN issue-2903 269 2 are be AUX issue-2903 269 3 powerful powerful ADJ issue-2903 269 4 tools tool NOUN issue-2903 269 5 that that PRON issue-2903 269 6 can can AUX issue-2903 269 7 encode encode VERB issue-2903 269 8 and and CCONJ issue-2903 269 9 extract extract VERB issue-2903 269 10 data datum NOUN issue-2903 269 11 , , PUNCT issue-2903 269 12 even even ADV issue-2903 269 13 from from ADP issue-2903 269 14 small small ADJ issue-2903 269 15 data datum NOUN issue-2903 269 16 sets set NOUN issue-2903 269 17 . . PUNCT issue-2903 270 1 dgps dgps PROPN issue-2903 270 2 can can AUX issue-2903 270 3 also also ADV issue-2903 270 4 provide provide VERB issue-2903 270 5 uncertainty uncertainty NOUN issue-2903 270 6 estimates estimate VERB issue-2903 270 7 that that SCONJ issue-2903 270 8 alternative alternative ADJ issue-2903 270 9 deep deep ADJ issue-2903 270 10 models model NOUN issue-2903 270 11 can can AUX issue-2903 270 12 not not PART issue-2903 270 13 , , PUNCT issue-2903 270 14 improving improve VERB issue-2903 270 15 the the DET issue-2903 270 16 model model NOUN issue-2903 270 17 's 's PART issue-2903 270 18 interpretability interpretability NOUN issue-2903 270 19 . . PUNCT issue-2903 271 1 it it PRON issue-2903 271 2 is be AUX issue-2903 271 3 crucial crucial ADJ issue-2903 271 4 for for ADP issue-2903 271 5 deep deep ADJ issue-2903 271 6 learning learning NOUN issue-2903 271 7 to to PART issue-2903 271 8 model model VERB issue-2903 271 9 uncertainty uncertainty NOUN issue-2903 271 10 and and CCONJ issue-2903 271 11 enable enable ADJ issue-2903 271 12 models model NOUN issue-2903 271 13 to to PART issue-2903 271 14 recognise recognise VERB issue-2903 271 15 their their PRON issue-2903 271 16 own own ADJ issue-2903 271 17 limitations limitation NOUN issue-2903 271 18 , , PUNCT issue-2903 271 19 specifically specifically ADV issue-2903 271 20 what what PRON issue-2903 271 21 they they PRON issue-2903 271 22 do do AUX issue-2903 271 23 not not PART issue-2903 271 24 know know VERB issue-2903 271 25 . . PUNCT issue-2903 272 1 this this PRON issue-2903 272 2 is be AUX issue-2903 272 3 particularly particularly ADV issue-2903 272 4 important important ADJ issue-2903 272 5 for for ADP issue-2903 272 6 high high ADJ issue-2903 272 7 - - PUNCT issue-2903 272 8 risk risk NOUN issue-2903 272 9 applications application NOUN issue-2903 272 10 , , PUNCT issue-2903 272 11 such such ADJ issue-2903 272 12 as as ADP issue-2903 272 13 preventing prevent VERB issue-2903 272 14 losses loss NOUN issue-2903 272 15 to to ADP issue-2903 272 16 national national ADJ issue-2903 272 17 security security NOUN issue-2903 272 18 caused cause VERB issue-2903 272 19 by by ADP issue-2903 272 20 corrupt corrupt ADJ issue-2903 272 21 individuals individual NOUN issue-2903 272 22 and and CCONJ issue-2903 272 23 organised organise VERB issue-2903 272 24 crime crime NOUN issue-2903 272 25 groups group NOUN issue-2903 272 26 ( ( PUNCT issue-2903 272 27 dong dong PROPN issue-2903 272 28 , , PUNCT issue-2903 272 29 2023 2023 NUM issue-2903 272 30 , , PUNCT issue-2903 272 31 p. p. NOUN issue-2903 272 32 15138 15138 NUM issue-2903 272 33 ) ) PUNCT issue-2903 272 34 . . PUNCT issue-2903 273 1 representational representational ADJ issue-2903 273 2 similarity similarity NOUN issue-2903 273 3 analysis analysis NOUN issue-2903 273 4 ( ( PUNCT issue-2903 273 5 rsa rsa NOUN issue-2903 273 6 ) ) PUNCT issue-2903 273 7 is be AUX issue-2903 273 8 a a DET issue-2903 273 9 method method NOUN issue-2903 273 10 that that PRON issue-2903 273 11 is be AUX issue-2903 273 12 rooted root VERB issue-2903 273 13 in in ADP issue-2903 273 14 cognitive cognitive ADJ issue-2903 273 15 neurobiology neurobiology NOUN issue-2903 273 16 . . PUNCT issue-2903 274 1 it it PRON issue-2903 274 2 enables enable VERB issue-2903 274 3 the the DET issue-2903 274 4 comparison comparison NOUN issue-2903 274 5 of of ADP issue-2903 274 6 representations representation NOUN issue-2903 274 7 from from ADP issue-2903 274 8 two two NUM issue-2903 274 9 different different ADJ issue-2903 274 10 data datum NOUN issue-2903 274 11 sources source NOUN issue-2903 274 12 . . PUNCT issue-2903 275 1 this this DET issue-2903 275 2 method method NOUN issue-2903 275 3 can can AUX issue-2903 275 4 be be AUX issue-2903 275 5 used use VERB issue-2903 275 6 to to PART issue-2903 275 7 assess assess VERB issue-2903 275 8 the the DET issue-2903 275 9 extent extent NOUN issue-2903 275 10 to to PART issue-2903 275 11 which which PRON issue-2903 275 12 anthropomorphic anthropomorphic ADJ issue-2903 275 13 understanding understanding NOUN issue-2903 275 14 of of ADP issue-2903 275 15 diverse diverse ADJ issue-2903 275 16 tasks task NOUN issue-2903 275 17 from from ADP issue-2903 275 18 legal legal ADJ issue-2903 275 19 reality reality NOUN issue-2903 275 20 is be AUX issue-2903 275 21 reflected reflect VERB issue-2903 275 22 within within ADP issue-2903 275 23 non non ADJ issue-2903 275 24 - - ADJ issue-2903 275 25 anthropic anthropic ADJ issue-2903 275 26 neural neural ADJ issue-2903 275 27 systems system NOUN issue-2903 275 28 operating operate VERB issue-2903 275 29 in in ADP issue-2903 275 30 cyberspace cyberspace NOUN issue-2903 275 31 . . PUNCT issue-2903 276 1 " " PUNCT issue-2903 276 2 large large ADJ issue-2903 276 3 language language NOUN issue-2903 276 4 models model NOUN issue-2903 276 5 best well ADV issue-2903 276 6 align align VERB issue-2903 276 7 with with ADP issue-2903 276 8 human human ADJ issue-2903 276 9 evaluations evaluation NOUN issue-2903 276 10 in in ADP issue-2903 276 11 text text NOUN issue-2903 276 12 and and CCONJ issue-2903 276 13 image image NOUN issue-2903 276 14 input input NOUN issue-2903 276 15 tasks task NOUN issue-2903 276 16 , , PUNCT issue-2903 276 17 but but CCONJ issue-2903 276 18 none none NOUN issue-2903 276 19 of of ADP issue-2903 276 20 the the DET issue-2903 276 21 models model NOUN issue-2903 276 22 have have AUX issue-2903 276 23 precisely precisely ADV issue-2903 276 24 reproduced reproduce VERB issue-2903 276 25 the the DET issue-2903 276 26 individual individual ADJ issue-2903 276 27 variability variability NOUN issue-2903 276 28 observed observe VERB issue-2903 276 29 in in ADP issue-2903 276 30 human human ADJ issue-2903 276 31 cohorts cohort NOUN issue-2903 276 32 . . PUNCT issue-2903 276 33 " " PUNCT issue-2903 277 1 ( ( PUNCT issue-2903 277 2 ogg ogg NOUN issue-2903 277 3 , , PUNCT issue-2903 277 4 2024 2024 NUM issue-2903 277 5 , , PUNCT issue-2903 277 6 p. p. NOUN issue-2903 277 7     SPACE issue-2903 277 8 15 15 NUM issue-2903 277 9 ) ) PUNCT issue-2903 277 10 for for ADP issue-2903 277 11 instance instance NOUN issue-2903 277 12 , , PUNCT issue-2903 277 13 as as ADP issue-2903 277 14 naik naik PROPN issue-2903 277 15 ( ( PUNCT issue-2903 277 16 2022 2022 NUM issue-2903 277 17 , , PUNCT issue-2903 277 18 p. p. NOUN issue-2903 277 19 1 1 NUM issue-2903 277 20 ) ) PUNCT issue-2903 277 21 argue argue VERB issue-2903 277 22 , , PUNCT issue-2903 277 23 " " PUNCT issue-2903 277 24 using use VERB issue-2903 277 25 bimodal bimodal NOUN issue-2903 277 26 inputs input NOUN issue-2903 277 27 ( ( PUNCT issue-2903 277 28 code code NOUN issue-2903 277 29 and and CCONJ issue-2903 277 30 natural natural ADJ issue-2903 277 31 language language NOUN issue-2903 277 32 ) ) PUNCT issue-2903 277 33 over over ADP issue-2903 277 34 unimodal unimodal ADJ issue-2903 277 35 inputs input NOUN issue-2903 277 36 ( ( PUNCT issue-2903 277 37 only only ADV issue-2903 277 38 code code NOUN issue-2903 277 39 ) ) PUNCT issue-2903 277 40 gives give VERB issue-2903 277 41 better well ADJ issue-2903 277 42 semantic semantic ADJ issue-2903 277 43 grounding grounding NOUN issue-2903 277 44 and and CCONJ issue-2903 277 45 sample sample NOUN issue-2903 277 46 efficiency efficiency NOUN issue-2903 277 47 during during ADP issue-2903 277 48 semantic semantic ADJ issue-2903 277 49 fine fine ADJ issue-2903 277 50 - - PUNCT issue-2903 277 51 tuning tuning NOUN issue-2903 277 52 " " PUNCT issue-2903 277 53 . . PUNCT issue-2903 278 1 beyond beyond ADP issue-2903 278 2 verifying verify VERB issue-2903 278 3 the the DET issue-2903 278 4 quality quality NOUN issue-2903 278 5 of of ADP issue-2903 278 6 information information NOUN issue-2903 278 7 about about ADP issue-2903 278 8 transnational transnational ADJ issue-2903 278 9 corruption corruption NOUN issue-2903 278 10 networks network NOUN issue-2903 278 11 through through ADP issue-2903 278 12 neural neural ADJ issue-2903 278 13 models model NOUN issue-2903 278 14 , , PUNCT issue-2903 278 15 " " PUNCT issue-2903 278 16 the the DET issue-2903 278 17 use use NOUN issue-2903 278 18 or or CCONJ issue-2903 278 19 delegation delegation NOUN issue-2903 278 20 of of ADP issue-2903 278 21 decision decision NOUN issue-2903 278 22 - - PUNCT issue-2903 278 23 making making NOUN issue-2903 278 24 to to PART issue-2903 278 25 ai ai VERB issue-2903 278 26 requires require VERB issue-2903 278 27 legal legal ADJ issue-2903 278 28 frameworks framework NOUN issue-2903 278 29 that that PRON issue-2903 278 30 ensure ensure VERB issue-2903 278 31 the the DET issue-2903 278 32 fairness fairness NOUN issue-2903 278 33 of of ADP issue-2903 278 34 ai ai PROPN issue-2903 278 35 ’s ’s PART issue-2903 278 36 impact impact NOUN issue-2903 278 37 on on ADP issue-2903 278 38 human human ADJ issue-2903 278 39 lives life NOUN issue-2903 278 40 , , PUNCT issue-2903 278 41 its its PRON issue-2903 278 42 alignment alignment NOUN issue-2903 278 43 with with ADP issue-2903 278 44 anthropocentric anthropocentric ADJ issue-2903 278 45 values value NOUN issue-2903 278 46 , , PUNCT issue-2903 278 47 and and CCONJ issue-2903 278 48 the the DET issue-2903 278 49 elimination elimination NOUN issue-2903 278 50 of of ADP issue-2903 278 51 any any DET issue-2903 278 52 threats threat NOUN issue-2903 278 53 to to ADP issue-2903 278 54 those those DET issue-2903 278 55 values value NOUN issue-2903 278 56 . . PUNCT issue-2903 279 1 otherwise otherwise ADV issue-2903 279 2 , , PUNCT issue-2903 279 3 in in ADP issue-2903 279 4 the the DET issue-2903 279 5 absence absence NOUN issue-2903 279 6 of of ADP issue-2903 279 7 clearly clearly ADV issue-2903 279 8 defined define VERB issue-2903 279 9 roles role NOUN issue-2903 279 10 , , PUNCT issue-2903 279 11 such such ADJ issue-2903 279 12 threats threat NOUN issue-2903 279 13 and and CCONJ issue-2903 279 14 related related ADJ issue-2903 279 15 challenges challenge NOUN issue-2903 279 16 inevitably inevitably ADV issue-2903 279 17 arise arise VERB issue-2903 279 18 . . PUNCT issue-2903 280 1 these these DET issue-2903 280 2 problems problem NOUN issue-2903 280 3 are be AUX issue-2903 280 4 not not PART issue-2903 280 5 characteristic characteristic ADJ issue-2903 280 6 of of ADP issue-2903 280 7 societies society NOUN issue-2903 280 8 with with ADP issue-2903 280 9 robust robust ADJ issue-2903 280 10 legal legal ADJ issue-2903 280 11 systems system NOUN issue-2903 280 12 that that PRON issue-2903 280 13 precisely precisely ADV issue-2903 280 14 define define VERB issue-2903 280 15 improper improper ADJ issue-2903 280 16 conduct conduct NOUN issue-2903 280 17 and and CCONJ issue-2903 280 18 impose impose VERB issue-2903 280 19 appropriate appropriate ADJ issue-2903 280 20 sanctions sanction NOUN issue-2903 280 21 . . PUNCT issue-2903 280 22 " " PUNCT issue-2903 281 1 ( ( PUNCT issue-2903 281 2 alhosani alhosani PROPN issue-2903 281 3 , , PUNCT issue-2903 281 4 2024 2024 NUM issue-2903 281 5 , , PUNCT issue-2903 281 6 p. p. NOUN issue-2903 281 7 10 10 NUM issue-2903 281 8 ) ) PUNCT issue-2903 281 9 countries country NOUN issue-2903 281 10 that that PRON issue-2903 281 11 hold hold VERB issue-2903 281 12 dominant dominant ADJ issue-2903 281 13 positions position NOUN issue-2903 281 14 in in ADP issue-2903 281 15 the the DET issue-2903 281 16 dnn dnn PROPN issue-2903 281 17 are be AUX issue-2903 281 18 likely likely ADJ issue-2903 281 19 to to PART issue-2903 281 20 perform perform VERB issue-2903 281 21 better well ADV issue-2903 281 22 in in ADP issue-2903 281 23 terms term NOUN issue-2903 281 24 of of ADP issue-2903 281 25 fighting fight VERB issue-2903 281 26 interofficial interofficial ADJ issue-2903 281 27 cronyism cronyism NOUN issue-2903 281 28 , , PUNCT issue-2903 281 29 recovering recover VERB issue-2903 281 30 assets asset NOUN issue-2903 281 31 and and CCONJ issue-2903 281 32 tackling tackle VERB issue-2903 281 33 other other ADJ issue-2903 281 34 forms form NOUN issue-2903 281 35 of of ADP issue-2903 281 36 corruption corruption NOUN issue-2903 281 37 within within ADP issue-2903 281 38 the the DET issue-2903 281 39 context context NOUN issue-2903 281 40 of of ADP issue-2903 281 41 international international ADJ issue-2903 281 42 co co NOUN issue-2903 281 43 - - NOUN issue-2903 281 44 operation operation NOUN issue-2903 281 45 ( ( PUNCT issue-2903 281 46 zhang zhang PROPN issue-2903 281 47 & & CCONJ issue-2903 281 48 goel goel PROPN issue-2903 281 49 , , PUNCT issue-2903 281 50 2023 2023 NUM issue-2903 281 51 , , PUNCT issue-2903 281 52 p. p. NOUN issue-2903 281 53 2498 2498 NUM issue-2903 281 54 , , PUNCT issue-2903 281 55 2502 2502 NUM issue-2903 281 56 ) ) PUNCT issue-2903 281 57 . . PUNCT issue-2903 282 1 in in ADP issue-2903 282 2 this this DET issue-2903 282 3 field field NOUN issue-2903 282 4 , , PUNCT issue-2903 282 5 an an DET issue-2903 282 6 agreement agreement NOUN issue-2903 282 7 ( ( PUNCT issue-2903 282 8 such such ADJ issue-2903 282 9 as as ADP issue-2903 282 10 a a DET issue-2903 282 11 covenant covenant NOUN issue-2903 282 12 or or CCONJ issue-2903 282 13 protocol protocol NOUN issue-2903 282 14 ) ) PUNCT issue-2903 282 15 could could AUX issue-2903 282 16 provide provide VERB issue-2903 282 17 the the DET issue-2903 282 18 necessary necessary ADJ issue-2903 282 19 level level NOUN issue-2903 282 20 of of ADP issue-2903 282 21 coordination coordination NOUN issue-2903 282 22 and and CCONJ issue-2903 282 23 harmonisation harmonisation NOUN issue-2903 282 24 with with ADP issue-2903 282 25 key key ADJ issue-2903 282 26 players player NOUN issue-2903 282 27 from from ADP issue-2903 282 28 developing develop VERB issue-2903 282 29 countries country NOUN issue-2903 282 30 . . PUNCT issue-2903 283 1 this this PRON issue-2903 283 2 would would AUX issue-2903 283 3 ensure ensure VERB issue-2903 283 4 that that SCONJ issue-2903 283 5 western western ADJ issue-2903 283 6 countries country NOUN issue-2903 283 7 ' ' PART issue-2903 283 8 resources resource NOUN issue-2903 283 9 , , PUNCT issue-2903 283 10 technical technical ADJ issue-2903 283 11 ability ability NOUN issue-2903 283 12 and and CCONJ issue-2903 283 13 technology technology NOUN issue-2903 283 14 contribute contribute VERB issue-2903 283 15 much much ADV issue-2903 283 16 - - PUNCT issue-2903 283 17 needed need VERB issue-2903 283 18 support support NOUN issue-2903 283 19 in in ADP issue-2903 283 20 asset asset NOUN issue-2903 283 21 recovery recovery NOUN issue-2903 283 22 matters matter NOUN issue-2903 283 23 ( ( PUNCT issue-2903 283 24 olaniyan olaniyan ADJ issue-2903 283 25 , , PUNCT issue-2903 283 26 2023 2023 NUM issue-2903 283 27 , , PUNCT issue-2903 283 28 p. p. NOUN issue-2903 283 29 310 310 NUM issue-2903 283 30 ) ) PUNCT issue-2903 283 31 . . PUNCT issue-2903 284 1 6 6 NUM issue-2903 284 2 . . X issue-2903 284 3     SPACE issue-2903 284 4 conclusions conclusion NOUN issue-2903 284 5 thus thus ADV issue-2903 284 6 , , PUNCT issue-2903 284 7 social social ADJ issue-2903 284 8 progress progress NOUN issue-2903 284 9 requires require VERB issue-2903 284 10 the the DET issue-2903 284 11 elimination elimination NOUN issue-2903 284 12 of of ADP issue-2903 284 13 corruption corruption NOUN issue-2903 284 14 - - PUNCT issue-2903 284 15 related relate VERB issue-2903 284 16 distortions distortion NOUN issue-2903 284 17 within within ADP issue-2903 284 18 the the DET issue-2903 284 19 framework framework NOUN issue-2903 284 20 of of ADP issue-2903 284 21 the the DET issue-2903 284 22 rule rule NOUN issue-2903 284 23 of of ADP issue-2903 284 24 law law NOUN issue-2903 284 25 , , PUNCT issue-2903 284 26 as as ADV issue-2903 284 27 well well ADV issue-2903 284 28 as as ADP issue-2903 284 29 in in ADP issue-2903 284 30 the the DET issue-2903 284 31 legal legal ADJ issue-2903 284 32 reality reality NOUN issue-2903 284 33 of of ADP issue-2903 284 34 relations relation NOUN issue-2903 284 35 between between ADP issue-2903 284 36 nations nation NOUN issue-2903 284 37 . . PUNCT issue-2903 285 1 due due ADJ issue-2903 285 2 diligence diligence NOUN issue-2903 285 3 and and CCONJ issue-2903 285 4 other other ADJ issue-2903 285 5 appropriate appropriate ADJ issue-2903 285 6 evaluation evaluation NOUN issue-2903 285 7 procedures procedure NOUN issue-2903 285 8 are be AUX issue-2903 285 9 essential essential ADJ issue-2903 285 10 for for ADP issue-2903 285 11 anti anti ADJ issue-2903 285 12 - - ADJ issue-2903 285 13 corruption corruption ADJ issue-2903 285 14 and and CCONJ issue-2903 285 15 compliance compliance NOUN issue-2903 285 16 assessments assessment NOUN issue-2903 285 17 of of ADP issue-2903 285 18 international international ADJ issue-2903 285 19 commercial commercial ADJ issue-2903 285 20 transactions transaction NOUN issue-2903 285 21 , , PUNCT issue-2903 285 22 national national ADJ issue-2903 285 23 physical physical ADJ issue-2903 285 24 security security NOUN issue-2903 285 25 guarantee guarantee NOUN issue-2903 285 26 agreements agreement NOUN issue-2903 285 27 and and CCONJ issue-2903 285 28 combinations combination NOUN issue-2903 285 29 thereof thereof ADV issue-2903 285 30 , , PUNCT issue-2903 285 31 as as ADV issue-2903 285 32 well well ADV issue-2903 285 33 as as ADP issue-2903 285 34 other other ADJ issue-2903 285 35 deals deal NOUN issue-2903 285 36 . . PUNCT issue-2903 286 1 the the DET issue-2903 286 2 legal legal ADJ issue-2903 286 3 standards standard NOUN issue-2903 286 4 of of ADP issue-2903 286 5 higher high ADJ issue-2903 286 6 civilisations civilisation NOUN issue-2903 286 7 must must AUX issue-2903 286 8 neutralise neutralise VERB issue-2903 286 9 the the DET issue-2903 286 10 corrupting corrupting ADJ issue-2903 286 11 influences influence NOUN issue-2903 286 12 of of ADP issue-2903 286 13 lower low ADJ issue-2903 286 14 civilisations civilisation NOUN issue-2903 286 15 within within ADP issue-2903 286 16 economic economic ADJ issue-2903 286 17 , , PUNCT issue-2903 286 18 defence defence NOUN issue-2903 286 19 and and CCONJ issue-2903 286 20 other other ADJ issue-2903 286 21 alliances alliance NOUN issue-2903 286 22 . . PUNCT issue-2903 287 1 if if SCONJ issue-2903 287 2 the the DET issue-2903 287 3 world world NOUN issue-2903 287 4 's 's PART issue-2903 287 5 economic economic ADJ issue-2903 287 6 and/or and/or CCONJ issue-2903 287 7 military military ADJ issue-2903 287 8 centres centre NOUN issue-2903 287 9 , , PUNCT issue-2903 287 10 particularly particularly ADV issue-2903 287 11 those those PRON issue-2903 287 12 with with ADP issue-2903 287 13 nuclear nuclear ADJ issue-2903 287 14 weapons weapon NOUN issue-2903 287 15 , , PUNCT issue-2903 287 16 thrive thrive VERB issue-2903 287 17 at at ADP issue-2903 287 18 the the DET issue-2903 287 19 expense expense NOUN issue-2903 287 20 of of ADP issue-2903 287 21 peripheral peripheral ADJ issue-2903 287 22 nations nation NOUN issue-2903 287 23 in in ADP issue-2903 287 24 these these DET issue-2903 287 25 areas area NOUN issue-2903 287 26 by by ADP issue-2903 287 27 oppressing oppress VERB issue-2903 287 28 and/or and/or CCONJ issue-2903 287 29 knowingly knowingly ADV issue-2903 287 30 placing place VERB issue-2903 287 31 them they PRON issue-2903 287 32 in in ADP issue-2903 287 33 dire dire ADJ issue-2903 287 34 conditions condition NOUN issue-2903 287 35 , , PUNCT issue-2903 287 36 this this PRON issue-2903 287 37 is be AUX issue-2903 287 38 a a DET issue-2903 287 39 manifestation manifestation NOUN issue-2903 287 40 of of ADP issue-2903 287 41 human human ADJ issue-2903 287 42 flaws flaw NOUN issue-2903 287 43 on on ADP issue-2903 287 44 a a DET issue-2903 287 45 transnational transnational ADJ issue-2903 287 46 scale scale NOUN issue-2903 287 47 . . PUNCT issue-2903 288 1 such such ADJ issue-2903 288 2 flaws flaw NOUN issue-2903 288 3 are be AUX issue-2903 288 4 historically historically ADV issue-2903 288 5 situational situational ADJ issue-2903 288 6 and and CCONJ issue-2903 288 7 act act VERB issue-2903 288 8 as as ADP issue-2903 288 9 a a DET issue-2903 288 10 form form NOUN issue-2903 288 11 of of ADP issue-2903 288 12 violence violence NOUN issue-2903 288 13 against against ADP issue-2903 288 14 the the DET issue-2903 288 15 nation nation NOUN issue-2903 288 16 affected affect VERB issue-2903 288 17 . . PUNCT issue-2903 289 1 they they PRON issue-2903 289 2 will will AUX issue-2903 289 3 in in ADP issue-2903 289 4 no no DET issue-2903 289 5 way way NOUN issue-2903 289 6 strengthen strengthen VERB issue-2903 289 7 the the DET issue-2903 289 8 nation nation NOUN issue-2903 289 9 expressing express VERB issue-2903 289 10 such such ADJ issue-2903 289 11 flaws flaw NOUN issue-2903 289 12 . . PUNCT issue-2903 290 1 natural natural ADJ issue-2903 290 2 law law NOUN issue-2903 290 3 is be AUX issue-2903 290 4 balanced balance VERB issue-2903 290 5 rather rather ADV issue-2903 290 6 than than ADP issue-2903 290 7 opportunistic opportunistic ADJ issue-2903 290 8 , , PUNCT issue-2903 290 9 both both CCONJ issue-2903 290 10 in in ADP issue-2903 290 11 legal legal ADJ issue-2903 290 12 relations relation NOUN issue-2903 290 13 between between ADP issue-2903 290 14 individuals individual NOUN issue-2903 290 15 and and CCONJ issue-2903 290 16 in in ADP issue-2903 290 17 relations relation NOUN issue-2903 290 18 between between ADP issue-2903 290 19 nations nation NOUN issue-2903 290 20 . . PUNCT issue-2903 291 1 national national ADJ issue-2903 291 2 well well ADV issue-2903 291 3 - - PUNCT issue-2903 291 4 being being NOUN issue-2903 291 5 is be AUX issue-2903 291 6 achieved achieve VERB issue-2903 291 7 by by ADP issue-2903 291 8 releasing release VERB issue-2903 291 9 the the DET issue-2903 291 10 energy energy NOUN issue-2903 291 11 of of ADP issue-2903 291 12 human human ADJ issue-2903 291 13 virtues virtue NOUN issue-2903 291 14 from from ADP issue-2903 291 15 the the DET issue-2903 291 16 constraints constraint NOUN issue-2903 291 17 imposed impose VERB issue-2903 291 18 by by ADP issue-2903 291 19 human human ADJ issue-2903 291 20 flaws flaw NOUN issue-2903 291 21 , , PUNCT issue-2903 291 22 a a DET issue-2903 291 23 process process NOUN issue-2903 291 24 that that PRON issue-2903 291 25 may may AUX issue-2903 291 26 be be AUX issue-2903 291 27 exacerbated exacerbate VERB issue-2903 291 28 by by ADP issue-2903 291 29 the the DET issue-2903 291 30 current current ADJ issue-2903 291 31 level level NOUN issue-2903 291 32 of of ADP issue-2903 291 33 human human ADJ issue-2903 291 34 development development NOUN issue-2903 291 35 and and CCONJ issue-2903 291 36 the the DET issue-2903 291 37 resources resource NOUN issue-2903 291 38 of of ADP issue-2903 291 39 non non ADJ issue-2903 291 40 - - ADJ issue-2903 291 41 anthropic anthropic ADJ issue-2903 291 42 neural neural ADJ issue-2903 291 43 networks network NOUN issue-2903 291 44 . . PUNCT issue-2903 292 1 endemic endemic ADJ issue-2903 292 2 intergovernmental intergovernmental ADJ issue-2903 292 3 corruption corruption NOUN issue-2903 292 4 exhibits exhibit VERB issue-2903 292 5 all all DET issue-2903 292 6 the the DET issue-2903 292 7 characteristics characteristic NOUN issue-2903 292 8 of of ADP issue-2903 292 9 national national ADJ issue-2903 292 10 corruption corruption NOUN issue-2903 292 11 , , PUNCT issue-2903 292 12 while while SCONJ issue-2903 292 13 also also ADV issue-2903 292 14 featuring feature VERB issue-2903 292 15 a a DET issue-2903 292 16 scaling scaling ADJ issue-2903 292 17 element element NOUN issue-2903 292 18 : : PUNCT issue-2903 292 19 the the DET issue-2903 292 20 preservation preservation NOUN issue-2903 292 21 and and CCONJ issue-2903 292 22 amplification amplification NOUN issue-2903 292 23 of of ADP issue-2903 292 24 material material NOUN issue-2903 292 25 gains gain NOUN issue-2903 292 26 at at ADP issue-2903 292 27 the the DET issue-2903 292 28 expense expense NOUN issue-2903 292 29 of of ADP issue-2903 292 30 other other ADJ issue-2903 292 31 nations nation NOUN issue-2903 292 32 ' ' PART issue-2903 292 33 economic economic ADJ issue-2903 292 34 exploitation exploitation NOUN issue-2903 292 35 and/or and/or CCONJ issue-2903 292 36 through through ADP issue-2903 292 37 the the DET issue-2903 292 38 use use NOUN issue-2903 292 39 of of ADP issue-2903 292 40 legal legal ADJ issue-2903 292 41 instruments instrument NOUN issue-2903 292 42 . . PUNCT issue-2903 293 1 image image NOUN issue-2903 293 2 - - PUNCT issue-2903 293 3 based base VERB issue-2903 293 4 corruption corruption NOUN issue-2903 293 5 ( ( PUNCT issue-2903 293 6 inter inter ADJ issue-2903 293 7 - - ADJ issue-2903 293 8 official official ADJ issue-2903 293 9 cronyism cronyism NOUN issue-2903 293 10 in in ADP issue-2903 293 11 international international ADJ issue-2903 293 12 co co NOUN issue-2903 293 13 - - NOUN issue-2903 293 14 operation operation NOUN issue-2903 293 15 ) ) PUNCT issue-2903 293 16 , , PUNCT issue-2903 293 17 such such ADJ issue-2903 293 18 as as ADP issue-2903 293 19 holding hold VERB issue-2903 293 20 positions position NOUN issue-2903 293 21 for for ADP issue-2903 293 22 prestige prestige NOUN issue-2903 293 23 despite despite SCONJ issue-2903 293 24 lacking lack VERB issue-2903 293 25 the the DET issue-2903 293 26 relevant relevant ADJ issue-2903 293 27 abilities ability NOUN issue-2903 293 28 , , PUNCT issue-2903 293 29 nepotism nepotism NOUN issue-2903 293 30 and and CCONJ issue-2903 293 31 similar similar ADJ issue-2903 293 32 behaviour behaviour NOUN issue-2903 293 33 , , PUNCT issue-2903 293 34 is be AUX issue-2903 293 35 eliminated eliminate VERB issue-2903 293 36 from from ADP issue-2903 293 37 intergovernmental intergovernmental ADJ issue-2903 293 38 relations relation NOUN issue-2903 293 39 through through ADP issue-2903 293 40 national national ADJ issue-2903 293 41 reactions reaction NOUN issue-2903 293 42 . . PUNCT issue-2903 294 1 in in ADP issue-2903 294 2 any any DET issue-2903 294 3 case case NOUN issue-2903 294 4 , , PUNCT issue-2903 294 5 the the DET issue-2903 294 6 corrupt corrupt ADJ issue-2903 294 7 occupation occupation NOUN issue-2903 294 8 of of ADP issue-2903 294 9 positions position NOUN issue-2903 294 10 within within ADP issue-2903 294 11 international international ADJ issue-2903 294 12 organisations organisation NOUN issue-2903 294 13 is be AUX issue-2903 294 14 neither neither CCONJ issue-2903 294 15 typical typical ADJ issue-2903 294 16 nor nor CCONJ issue-2903 294 17 long long ADJ issue-2903 294 18 - - PUNCT issue-2903 294 19 term term NOUN issue-2903 294 20 , , PUNCT issue-2903 294 21 nor nor CCONJ issue-2903 294 22 as as ADV issue-2903 294 23 easy easy ADJ issue-2903 294 24 as as ADP issue-2903 294 25 comparable comparable ADJ issue-2903 294 26 levels level NOUN issue-2903 294 27 of of ADP issue-2903 294 28 administrative administrative ADJ issue-2903 294 29 corruption corruption NOUN issue-2903 294 30 at at ADP issue-2903 294 31 the the DET issue-2903 294 32 national national ADJ issue-2903 294 33 level level NOUN issue-2903 294 34 . . PUNCT issue-2903 295 1 at at ADP issue-2903 295 2 the the DET issue-2903 295 3 international international ADJ issue-2903 295 4 level level NOUN issue-2903 295 5 , , PUNCT issue-2903 295 6 neural neural ADJ issue-2903 295 7 networks network NOUN issue-2903 295 8 are be AUX issue-2903 295 9 indispensable indispensable ADJ issue-2903 295 10 for for ADP issue-2903 295 11 anti anti ADJ issue-2903 295 12 - - ADJ issue-2903 295 13 corruption corruption ADJ issue-2903 295 14 policy policy NOUN issue-2903 295 15 . . PUNCT issue-2903 296 1 firstly firstly ADV issue-2903 296 2 , , PUNCT issue-2903 296 3 nations nation NOUN issue-2903 296 4 compete compete VERB issue-2903 296 5 with with ADP issue-2903 296 6 one one NUM issue-2903 296 7 another another DET issue-2903 296 8 and and CCONJ issue-2903 296 9 this this DET issue-2903 296 10 interaction interaction NOUN issue-2903 296 11 is be AUX issue-2903 296 12 often often ADV issue-2903 296 13 driven drive VERB issue-2903 296 14 by by ADP issue-2903 296 15 flaws flaw NOUN issue-2903 296 16 rather rather ADV issue-2903 296 17 than than ADP issue-2903 296 18 virtues virtue NOUN issue-2903 296 19 , , PUNCT issue-2903 296 20 affecting affect VERB issue-2903 296 21 both both CCONJ issue-2903 296 22 the the DET issue-2903 296 23 collective collective NOUN issue-2903 296 24 of of ADP issue-2903 296 25 people people NOUN issue-2903 296 26 within within ADP issue-2903 296 27 a a DET issue-2903 296 28 nation nation NOUN issue-2903 296 29 and and CCONJ issue-2903 296 30 its its PRON issue-2903 296 31 public public ADJ issue-2903 296 32 authorities authority NOUN issue-2903 296 33 , , PUNCT issue-2903 296 34 entrepreneurs entrepreneur NOUN issue-2903 296 35 and and CCONJ issue-2903 296 36 other other ADJ issue-2903 296 37 representatives representative NOUN issue-2903 296 38 . . PUNCT issue-2903 297 1 secondly secondly ADV issue-2903 297 2 , , PUNCT issue-2903 297 3 corruption corruption NOUN issue-2903 297 4 is be AUX issue-2903 297 5 a a DET issue-2903 297 6 constant constant ADJ issue-2903 297 7 feature feature NOUN issue-2903 297 8 of of ADP issue-2903 297 9 international international ADJ issue-2903 297 10 communication communication NOUN issue-2903 297 11 , , PUNCT issue-2903 297 12 albeit albeit SCONJ issue-2903 297 13 one one NUM issue-2903 297 14 that that PRON issue-2903 297 15 fluctuates fluctuate VERB issue-2903 297 16 in in ADP issue-2903 297 17 volume volume NOUN issue-2903 297 18 . . PUNCT issue-2903 298 1 the the DET issue-2903 298 2 presence presence NOUN issue-2903 298 3 of of ADP issue-2903 298 4 virtuous virtuous ADJ issue-2903 298 5 individuals individual NOUN issue-2903 298 6 in in ADP issue-2903 298 7 top top ADJ issue-2903 298 8 public public ADJ issue-2903 298 9 positions position NOUN issue-2903 298 10 in in ADP issue-2903 298 11 the the DET issue-2903 298 12 most most ADV issue-2903 298 13 powerful powerful ADJ issue-2903 298 14 nations nation NOUN issue-2903 298 15 reduces reduce VERB issue-2903 298 16 the the DET issue-2903 298 17 level level NOUN issue-2903 298 18 of of ADP issue-2903 298 19 global global ADJ issue-2903 298 20 corruption corruption NOUN issue-2903 298 21 , , PUNCT issue-2903 298 22 and and CCONJ issue-2903 298 23 vice vice ADV issue-2903 298 24 versa versa ADV issue-2903 298 25 . . PUNCT issue-2903 299 1 transnational transnational ADJ issue-2903 299 2 corruption corruption NOUN issue-2903 299 3 is be AUX issue-2903 299 4 considered consider VERB issue-2903 299 5 to to PART issue-2903 299 6 be be AUX issue-2903 299 7 a a DET issue-2903 299 8 form form NOUN issue-2903 299 9 of of ADP issue-2903 299 10 organised organised ADJ issue-2903 299 11 crime crime NOUN issue-2903 299 12 . . PUNCT issue-2903 300 1 both both PRON issue-2903 300 2 of of ADP issue-2903 300 3 these these DET issue-2903 300 4 criminological criminological ADJ issue-2903 300 5 phenomena phenomenon NOUN issue-2903 300 6 are be AUX issue-2903 300 7 complex complex ADJ issue-2903 300 8 networks network NOUN issue-2903 300 9 involving involve VERB issue-2903 300 10 significant significant ADJ issue-2903 300 11 quantities quantity NOUN issue-2903 300 12 of of ADP issue-2903 300 13 criminally criminally ADV issue-2903 300 14 obtained obtain VERB issue-2903 300 15 money money NOUN issue-2903 300 16 . . PUNCT issue-2903 301 1 the the DET issue-2903 301 2 success success NOUN issue-2903 301 3 of of ADP issue-2903 301 4 neutralising neutralise VERB issue-2903 301 5 such such ADJ issue-2903 301 6 networks network NOUN issue-2903 301 7 is be AUX issue-2903 301 8 contingent contingent ADJ issue-2903 301 9 baltic baltic ADJ issue-2903 301 10 journal journal NOUN issue-2903 301 11 of of ADP issue-2903 301 12 economic economic ADJ issue-2903 301 13 studies study NOUN issue-2903 301 14 325 325 NUM issue-2903 301 15 vol vol NOUN issue-2903 301 16 . . PROPN issue-2903 302 1 11 11 NUM issue-2903 303 1 no no NOUN issue-2903 303 2 . . NOUN issue-2903 303 3 2 2 NUM issue-2903 303 4 , , PUNCT issue-2903 303 5 2025 2025 NUM issue-2903 303 6 upon upon SCONJ issue-2903 303 7 the the DET issue-2903 303 8 utilisation utilisation NOUN issue-2903 303 9 of of ADP issue-2903 303 10 digital digital ADJ issue-2903 303 11 neural neural ADJ issue-2903 303 12 network network NOUN issue-2903 303 13 data datum NOUN issue-2903 303 14 , , PUNCT issue-2903 303 15 which which PRON issue-2903 303 16 are be AUX issue-2903 303 17 employed employ VERB issue-2903 303 18 extensively extensively ADV issue-2903 303 19 by by ADP issue-2903 303 20 the the DET issue-2903 303 21 criminal criminal PROPN issue-2903 303 22 justice justice NOUN issue-2903 303 23 network network NOUN issue-2903 303 24 . . PUNCT issue-2903 304 1 in in ADP issue-2903 304 2 this this DET issue-2903 304 3 regard regard NOUN issue-2903 304 4 , , PUNCT issue-2903 304 5 the the DET issue-2903 304 6 set set ADJ issue-2903 304 7 sufficiency sufficiency NOUN issue-2903 304 8 , , PUNCT issue-2903 304 9 classification classification NOUN issue-2903 304 10 , , PUNCT issue-2903 304 11 and and CCONJ issue-2903 304 12 other other ADJ issue-2903 304 13 characteristics characteristic NOUN issue-2903 304 14 of of ADP issue-2903 304 15 financial financial ADJ issue-2903 304 16 data datum NOUN issue-2903 304 17 , , PUNCT issue-2903 304 18 as as ADV issue-2903 304 19 well well ADV issue-2903 304 20 as as ADP issue-2903 304 21 the the DET issue-2903 304 22 rules rule NOUN issue-2903 304 23 for for ADP issue-2903 304 24 using use VERB issue-2903 304 25 neural neural ADJ issue-2903 304 26 network network NOUN issue-2903 304 27 analysis analysis NOUN issue-2903 304 28 results result NOUN issue-2903 304 29 , , PUNCT issue-2903 304 30 are be AUX issue-2903 304 31 crucial crucial ADJ issue-2903 304 32 . . PUNCT issue-2903 305 1 the the DET issue-2903 305 2 primary primary ADJ issue-2903 305 3 function function NOUN issue-2903 305 4 of of ADP issue-2903 305 5 digital digital ADJ issue-2903 305 6 networks network NOUN issue-2903 305 7 is be AUX issue-2903 305 8 to to PART issue-2903 305 9 accurately accurately ADV issue-2903 305 10 evaluate evaluate VERB issue-2903 305 11 the the DET issue-2903 305 12 input input NOUN issue-2903 305 13 data datum NOUN issue-2903 305 14 of of ADP issue-2903 305 15 financial financial ADJ issue-2903 305 16 and and CCONJ issue-2903 305 17 accounting accounting NOUN issue-2903 305 18 documents document NOUN issue-2903 305 19 pertaining pertain VERB issue-2903 305 20 to to ADP issue-2903 305 21 public public ADJ issue-2903 305 22 funds fund NOUN issue-2903 305 23 and and CCONJ issue-2903 305 24 other other ADJ issue-2903 305 25 material material ADJ issue-2903 305 26 resources resource NOUN issue-2903 305 27 of of ADP issue-2903 305 28 the the DET issue-2903 305 29 nation nation NOUN issue-2903 305 30 in in ADP issue-2903 305 31 the the DET issue-2903 305 32 context context NOUN issue-2903 305 33 of of ADP issue-2903 305 34 international international ADJ issue-2903 305 35 economic economic ADJ issue-2903 305 36 transactions transaction NOUN issue-2903 305 37 , , PUNCT issue-2903 305 38 along along ADP issue-2903 305 39 with with ADP issue-2903 305 40 associated associated ADJ issue-2903 305 41 information information NOUN issue-2903 305 42 , , PUNCT issue-2903 305 43 including include VERB issue-2903 305 44 from from ADP issue-2903 305 45 the the DET issue-2903 305 46 internet internet NOUN issue-2903 305 47 . . PUNCT issue-2903 306 1 such such ADJ issue-2903 306 2 knowledge knowledge NOUN issue-2903 306 3 allows allow VERB issue-2903 306 4 for for ADP issue-2903 306 5 the the DET issue-2903 306 6 adoption adoption NOUN issue-2903 306 7 of of ADP issue-2903 306 8 adequate adequate ADJ issue-2903 306 9 measures measure NOUN issue-2903 306 10 . . PUNCT issue-2903 307 1 these these DET issue-2903 307 2 measures measure NOUN issue-2903 307 3 ensure ensure VERB issue-2903 307 4 compliance compliance NOUN issue-2903 307 5 with with ADP issue-2903 307 6 targeted target VERB issue-2903 307 7 use use NOUN issue-2903 307 8 . . PUNCT issue-2903 308 1 they they PRON issue-2903 308 2 also also ADV issue-2903 308 3 ensure ensure VERB issue-2903 308 4 economic economic ADJ issue-2903 308 5 justification justification NOUN issue-2903 308 6 of of ADP issue-2903 308 7 volumes volume NOUN issue-2903 308 8 . . PUNCT issue-2903 309 1 this this PRON issue-2903 309 2 is be AUX issue-2903 309 3 based base VERB issue-2903 309 4 on on ADP issue-2903 309 5 the the DET issue-2903 309 6 prices price NOUN issue-2903 309 7 of of ADP issue-2903 309 8 goods good NOUN issue-2903 309 9 , , PUNCT issue-2903 309 10 works work NOUN issue-2903 309 11 , , PUNCT issue-2903 309 12 and and CCONJ issue-2903 309 13 services service NOUN issue-2903 309 14 . . PUNCT issue-2903 310 1 furthermore furthermore ADV issue-2903 310 2 , , PUNCT issue-2903 310 3 they they PRON issue-2903 310 4 ensure ensure VERB issue-2903 310 5 the the DET issue-2903 310 6 expenses expense NOUN issue-2903 310 7 of of ADP issue-2903 310 8 financial financial ADJ issue-2903 310 9 resources resource NOUN issue-2903 310 10 . . PUNCT issue-2903 311 1 these these DET issue-2903 311 2 resources resource NOUN issue-2903 311 3 are be AUX issue-2903 311 4 defined define VERB issue-2903 311 5 by by ADP issue-2903 311 6 law law NOUN issue-2903 311 7 for for ADP issue-2903 311 8 the the DET issue-2903 311 9 reproduction reproduction NOUN issue-2903 311 10 and and CCONJ issue-2903 311 11 development development NOUN issue-2903 311 12 of of ADP issue-2903 311 13 society society NOUN issue-2903 311 14 . . PUNCT issue-2903 312 1 this this PRON issue-2903 312 2 is be AUX issue-2903 312 3 done do VERB issue-2903 312 4 regardless regardless ADV issue-2903 312 5 of of ADP issue-2903 312 6 any any DET issue-2903 312 7 dishonest dishonest ADJ issue-2903 312 8 motives motive NOUN issue-2903 312 9 . . PUNCT issue-2903 313 1 this this PRON issue-2903 313 2 applies apply VERB issue-2903 313 3 both both PRON issue-2903 313 4 within within ADP issue-2903 313 5 the the DET issue-2903 313 6 country country NOUN issue-2903 313 7 and and CCONJ issue-2903 313 8 in in ADP issue-2903 313 9 transnational transnational ADJ issue-2903 313 10 communication communication NOUN issue-2903 313 11 . . PUNCT issue-2903 314 1 the the DET issue-2903 314 2 sources source NOUN issue-2903 314 3 of of ADP issue-2903 314 4 data datum NOUN issue-2903 314 5 on on ADP issue-2903 314 6 mutually mutually ADV issue-2903 314 7 beneficial beneficial ADJ issue-2903 314 8 economic economic ADJ issue-2903 314 9 equality equality NOUN issue-2903 314 10 between between ADP issue-2903 314 11 countries country NOUN issue-2903 314 12 are be AUX issue-2903 314 13 the the DET issue-2903 314 14 terms term NOUN issue-2903 314 15 of of ADP issue-2903 314 16 intergovernmental intergovernmental ADJ issue-2903 314 17 agreements agreement NOUN issue-2903 314 18 , , PUNCT issue-2903 314 19 such such ADJ issue-2903 314 20 as as ADP issue-2903 314 21 regional regional ADJ issue-2903 314 22 trade trade NOUN issue-2903 314 23 , , PUNCT issue-2903 314 24 financial financial ADJ issue-2903 314 25 , , PUNCT issue-2903 314 26 investment investment NOUN issue-2903 314 27 , , PUNCT issue-2903 314 28 foreign foreign ADJ issue-2903 314 29 economic economic ADJ issue-2903 314 30 and and CCONJ issue-2903 314 31 other other ADJ issue-2903 314 32 property property NOUN issue-2903 314 33 agreements agreement NOUN issue-2903 314 34 . . PUNCT issue-2903 315 1 assessments assessment NOUN issue-2903 315 2 of of ADP issue-2903 315 3 the the DET issue-2903 315 4 benefits benefit NOUN issue-2903 315 5 to to ADP issue-2903 315 6 each each DET issue-2903 315 7 party party NOUN issue-2903 315 8 , , PUNCT issue-2903 315 9 cash cash NOUN issue-2903 315 10 flows flow NOUN issue-2903 315 11 , , PUNCT issue-2903 315 12 accounting accounting NOUN issue-2903 315 13 , , PUNCT issue-2903 315 14 and and CCONJ issue-2903 315 15 details detail NOUN issue-2903 315 16 of of ADP issue-2903 315 17 other other ADJ issue-2903 315 18 financial financial ADJ issue-2903 315 19 conditions condition NOUN issue-2903 315 20 are be AUX issue-2903 315 21 contained contain VERB issue-2903 315 22 in in ADP issue-2903 315 23 expert expert NOUN issue-2903 315 24 and and CCONJ issue-2903 315 25 audit audit NOUN issue-2903 315 26 opinions opinion NOUN issue-2903 315 27 on on ADP issue-2903 315 28 the the DET issue-2903 315 29 parameters parameter NOUN issue-2903 315 30 , , PUNCT issue-2903 315 31 process process NOUN issue-2903 315 32 , , PUNCT issue-2903 315 33 and and CCONJ issue-2903 315 34 results result NOUN issue-2903 315 35 of of ADP issue-2903 315 36 the the DET issue-2903 315 37 fulfilment fulfilment NOUN issue-2903 315 38 of of ADP issue-2903 315 39 contractual contractual ADJ issue-2903 315 40 obligations obligation NOUN issue-2903 315 41 . . PUNCT issue-2903 316 1 primary primary ADJ issue-2903 316 2 anti anti ADJ issue-2903 316 3 - - ADJ issue-2903 316 4 corruption corruption ADJ issue-2903 316 5 knowledge knowledge NOUN issue-2903 316 6 from from ADP issue-2903 316 7 digital digital ADJ issue-2903 316 8 neural neural ADJ issue-2903 316 9 networks network NOUN issue-2903 316 10 consists consist VERB issue-2903 316 11 of of ADP issue-2903 316 12 reliable reliable ADJ issue-2903 316 13 information information NOUN issue-2903 316 14 about about ADP issue-2903 316 15 the the DET issue-2903 316 16 interconnections interconnection NOUN issue-2903 316 17 , , PUNCT issue-2903 316 18 patterns pattern NOUN issue-2903 316 19 and and CCONJ issue-2903 316 20 behavioural behavioural ADJ issue-2903 316 21 trends trend NOUN issue-2903 316 22 of of ADP issue-2903 316 23 individuals individual NOUN issue-2903 316 24 with with ADP issue-2903 316 25 regard regard NOUN issue-2903 316 26 to to ADP issue-2903 316 27 material material ADJ issue-2903 316 28 goods good NOUN issue-2903 316 29 outside outside ADP issue-2903 316 30 their their PRON issue-2903 316 31 own own ADJ issue-2903 316 32 country country NOUN issue-2903 316 33 . . PUNCT issue-2903 317 1 this this PRON issue-2903 317 2 includes include VERB issue-2903 317 3 hardware hardware NOUN issue-2903 317 4 and and CCONJ issue-2903 317 5 paper paper NOUN issue-2903 317 6 data datum NOUN issue-2903 317 7 , , PUNCT issue-2903 317 8 statistical statistical ADJ issue-2903 317 9 information information NOUN issue-2903 317 10 , , PUNCT issue-2903 317 11 and and CCONJ issue-2903 317 12 data datum NOUN issue-2903 317 13 on on ADP issue-2903 317 14 the the DET issue-2903 317 15 synergy synergy NOUN issue-2903 317 16 of of ADP issue-2903 317 17 cause cause NOUN issue-2903 317 18 - - PUNCT issue-2903 317 19 and and CCONJ issue-2903 317 20 - - PUNCT issue-2903 317 21 effect effect NOUN issue-2903 317 22 relationships relationship NOUN issue-2903 317 23 in in ADP issue-2903 317 24 international international ADJ issue-2903 317 25 economic economic ADJ issue-2903 317 26 obligations obligation NOUN issue-2903 317 27 . . PUNCT issue-2903 318 1 data datum NOUN issue-2903 318 2 obtained obtain VERB issue-2903 318 3 from from ADP issue-2903 318 4 anti anti ADJ issue-2903 318 5 - - ADJ issue-2903 318 6 corruption corruption ADJ issue-2903 318 7 neural neural ADJ issue-2903 318 8 networks network NOUN issue-2903 318 9 enables enable VERB issue-2903 318 10 the the DET issue-2903 318 11 timely timely ADJ issue-2903 318 12 and and CCONJ issue-2903 318 13 confident confident ADJ issue-2903 318 14 implementation implementation NOUN issue-2903 318 15 of of ADP issue-2903 318 16 active active ADJ issue-2903 318 17 measures measure NOUN issue-2903 318 18 aimed aim VERB issue-2903 318 19 at at ADP issue-2903 318 20 preventing prevent VERB issue-2903 318 21 national national ADJ issue-2903 318 22 security security NOUN issue-2903 318 23 losses loss NOUN issue-2903 318 24 resulting result VERB issue-2903 318 25 from from ADP issue-2903 318 26 corruption corruption NOUN issue-2903 318 27 and and CCONJ issue-2903 318 28 related relate VERB issue-2903 318 29 organised organise VERB issue-2903 318 30 crime crime NOUN issue-2903 318 31 with with ADP issue-2903 318 32 economic economic ADJ issue-2903 318 33 and/or and/or CCONJ issue-2903 318 34 unconstitutional unconstitutional ADJ issue-2903 318 35 implications implication NOUN issue-2903 318 36 . . PUNCT issue-2903 319 1 these these DET issue-2903 319 2 networks network NOUN issue-2903 319 3 guide guide VERB issue-2903 319 4 clear clear ADJ issue-2903 319 5 criminal criminal ADJ issue-2903 319 6 proceedings proceeding NOUN issue-2903 319 7 to to PART issue-2903 319 8 recover recover VERB issue-2903 319 9 corrupt corrupt ADJ issue-2903 319 10 and and CCONJ issue-2903 319 11 other other ADJ issue-2903 319 12 criminal criminal ADJ issue-2903 319 13 assets asset NOUN issue-2903 319 14 located locate VERB issue-2903 319 15 outside outside ADP issue-2903 319 16 the the DET issue-2903 319 17 jurisdiction jurisdiction NOUN issue-2903 319 18 of of ADP issue-2903 319 19 their their PRON issue-2903 319 20 origin origin NOUN issue-2903 319 21 . . PUNCT issue-2903 320 1 this this DET issue-2903 320 2 data data NOUN issue-2903 320 3 serves serve VERB issue-2903 320 4 as as ADP issue-2903 320 5 a a DET issue-2903 320 6 foundation foundation NOUN issue-2903 320 7 for for ADP issue-2903 320 8 the the DET issue-2903 320 9 delineation delineation NOUN issue-2903 320 10 of of ADP issue-2903 320 11 anti anti ADJ issue-2903 320 12 - - ADJ issue-2903 320 13 corruption corruption ADJ issue-2903 320 14 requirements requirement NOUN issue-2903 320 15 , , PUNCT issue-2903 320 16 particularly particularly ADV issue-2903 320 17 in in ADP issue-2903 320 18 regard regard NOUN issue-2903 320 19 to to ADP issue-2903 320 20 national national ADJ issue-2903 320 21 - - PUNCT issue-2903 320 22 level level NOUN issue-2903 320 23 public public ADJ issue-2903 320 24 officials official NOUN issue-2903 320 25 , , PUNCT issue-2903 320 26 the the DET issue-2903 320 27 establishment establishment NOUN issue-2903 320 28 of of ADP issue-2903 320 29 codes code NOUN issue-2903 320 30 of of ADP issue-2903 320 31 conduct conduct NOUN issue-2903 320 32 for for ADP issue-2903 320 33 individuals individual NOUN issue-2903 320 34 wielding wield VERB issue-2903 320 35 significant significant ADJ issue-2903 320 36 economic economic ADJ issue-2903 320 37 and and CCONJ issue-2903 320 38 political political ADJ issue-2903 320 39 influence influence NOUN issue-2903 320 40 ( ( PUNCT issue-2903 320 41 i.e. i.e. X issue-2903 320 42 , , PUNCT issue-2903 320 43 oligarchs oligarch NOUN issue-2903 320 44 ) ) PUNCT issue-2903 320 45 , , PUNCT issue-2903 320 46 and and CCONJ issue-2903 320 47 the the DET issue-2903 320 48 formulation formulation NOUN issue-2903 320 49 of of ADP issue-2903 320 50 national national ADJ issue-2903 320 51 legal legal ADJ issue-2903 320 52 standards standard NOUN issue-2903 320 53 for for ADP issue-2903 320 54 the the DET issue-2903 320 55 exercise exercise NOUN issue-2903 320 56 of of ADP issue-2903 320 57 public public ADJ issue-2903 320 58 authority authority NOUN issue-2903 320 59 . . PUNCT issue-2903 321 1 the the DET issue-2903 321 2 infrastructure infrastructure NOUN issue-2903 321 3 of of ADP issue-2903 321 4 cyberspace cyberspace NOUN issue-2903 321 5 is be AUX issue-2903 321 6 primarily primarily ADV issue-2903 321 7 geared gear VERB issue-2903 321 8 towards towards ADP issue-2903 321 9 solving solve VERB issue-2903 321 10 legal legal ADJ issue-2903 321 11 issues issue NOUN issue-2903 321 12 , , PUNCT issue-2903 321 13 particularly particularly ADV issue-2903 321 14 the the DET issue-2903 321 15 prevention prevention NOUN issue-2903 321 16 and and CCONJ issue-2903 321 17 investigation investigation NOUN issue-2903 321 18 of of ADP issue-2903 321 19 transnational transnational ADJ issue-2903 321 20 financial financial ADJ issue-2903 321 21 transactions transaction NOUN issue-2903 321 22 involving involve VERB issue-2903 321 23 corrupt corrupt ADJ issue-2903 321 24 proceeds proceed NOUN issue-2903 321 25 , , PUNCT issue-2903 321 26 money money NOUN issue-2903 321 27 laundering laundering NOUN issue-2903 321 28 , , PUNCT issue-2903 321 29 and and CCONJ issue-2903 321 30 the the DET issue-2903 321 31 storage storage NOUN issue-2903 321 32 of of ADP issue-2903 321 33 criminal criminal ADJ issue-2903 321 34 funds fund NOUN issue-2903 321 35 in in ADP issue-2903 321 36 foreign foreign ADJ issue-2903 321 37 jurisdictions jurisdiction NOUN issue-2903 321 38 . . PUNCT issue-2903 322 1 these these DET issue-2903 322 2 funds fund NOUN issue-2903 322 3 are be AUX issue-2903 322 4 often often ADV issue-2903 322 5 used use VERB issue-2903 322 6 to to PART issue-2903 322 7 finance finance VERB issue-2903 322 8 terrorism terrorism NOUN issue-2903 322 9 and and CCONJ issue-2903 322 10 war war NOUN issue-2903 322 11 . . PUNCT issue-2903 323 1 such such ADJ issue-2903 323 2 crimes crime NOUN issue-2903 323 3 are be AUX issue-2903 323 4 prevented prevent VERB issue-2903 323 5 using use VERB issue-2903 323 6 the the DET issue-2903 323 7 analytical analytical ADJ issue-2903 323 8 capabilities capability NOUN issue-2903 323 9 of of ADP issue-2903 323 10 multimodal multimodal ADJ issue-2903 323 11 neural neural ADJ issue-2903 323 12 networks network NOUN issue-2903 323 13 , , PUNCT issue-2903 323 14 such such ADJ issue-2903 323 15 as as ADP issue-2903 323 16 gemini gemini NOUN issue-2903 323 17 and and CCONJ issue-2903 323 18 gpt-4o gpt-4o ADJ issue-2903 323 19 . . PUNCT issue-2903 324 1 it it PRON issue-2903 324 2 is be AUX issue-2903 324 3 asserted assert VERB issue-2903 324 4 that that SCONJ issue-2903 324 5 any any DET issue-2903 324 6 versions version NOUN issue-2903 324 7 of of ADP issue-2903 324 8 neural neural ADJ issue-2903 324 9 networks network NOUN issue-2903 324 10 trained train VERB issue-2903 324 11 using use VERB issue-2903 324 12 technological technological ADJ issue-2903 324 13 architectures architecture NOUN issue-2903 324 14 such such ADJ issue-2903 324 15 as as ADP issue-2903 324 16 recurrent recurrent ADJ issue-2903 324 17 neural neural ADJ issue-2903 324 18 networks network NOUN issue-2903 324 19 ( ( PUNCT issue-2903 324 20 e.g. e.g. ADV issue-2903 324 21 , , PUNCT issue-2903 324 22 lipnet lipnet NOUN issue-2903 324 23 ) ) PUNCT issue-2903 324 24 , , PUNCT issue-2903 324 25 convolutional convolutional ADJ issue-2903 324 26 neural neural ADJ issue-2903 324 27 networks network NOUN issue-2903 324 28 , , PUNCT issue-2903 324 29 deep deep ADJ issue-2903 324 30 contrastive contrastive ADJ issue-2903 324 31 networks network NOUN issue-2903 324 32 , , PUNCT issue-2903 324 33 residual residual ADJ issue-2903 324 34 networks network NOUN issue-2903 324 35 , , PUNCT issue-2903 324 36 and and CCONJ issue-2903 324 37 others other NOUN issue-2903 324 38 will will AUX issue-2903 324 39 be be AUX issue-2903 324 40 effective effective ADJ issue-2903 324 41 in in ADP issue-2903 324 42 solving solve VERB issue-2903 324 43 anti anti ADJ issue-2903 324 44 - - ADJ issue-2903 324 45 corruption corruption ADJ issue-2903 324 46 tasks task NOUN issue-2903 324 47 in in ADP issue-2903 324 48 international international ADJ issue-2903 324 49 economic economic ADJ issue-2903 324 50 relations relation NOUN issue-2903 324 51 . . PUNCT issue-2903 325 1 the the DET issue-2903 325 2 training training NOUN issue-2903 325 3 methods method NOUN issue-2903 325 4 employed employ VERB issue-2903 325 5 for for ADP issue-2903 325 6 such such ADJ issue-2903 325 7 networks network NOUN issue-2903 325 8 include include VERB issue-2903 325 9 backpropagation backpropagation NOUN issue-2903 325 10 of of ADP issue-2903 325 11 error error NOUN issue-2903 325 12 , , PUNCT issue-2903 325 13 gradient gradient ADJ issue-2903 325 14 descent descent NOUN issue-2903 325 15 optimisation optimisation NOUN issue-2903 325 16 , , PUNCT issue-2903 325 17 classification classification NOUN issue-2903 325 18 and and CCONJ issue-2903 325 19 regression regression NOUN issue-2903 325 20 trees tree NOUN issue-2903 325 21 , , PUNCT issue-2903 325 22 extreme extreme ADJ issue-2903 325 23 gradient gradient NOUN issue-2903 325 24 boosted boost VERB issue-2903 325 25 trees tree NOUN issue-2903 325 26 , , PUNCT issue-2903 325 27 conditional conditional ADJ issue-2903 325 28 inference inference NOUN issue-2903 325 29 trees tree NOUN issue-2903 325 30 , , PUNCT issue-2903 325 31 neural neural ADJ issue-2903 325 32 processes process NOUN issue-2903 325 33 , , PUNCT issue-2903 325 34 deep deep ADJ issue-2903 325 35 gaussian gaussian ADJ issue-2903 325 36 processes process NOUN issue-2903 325 37 , , PUNCT issue-2903 325 38 and and CCONJ issue-2903 325 39 numerous numerous ADJ issue-2903 325 40 others other NOUN issue-2903 325 41 . . PUNCT issue-2903 326 1 achieving achieve VERB issue-2903 326 2 these these DET issue-2903 326 3 objectives objective NOUN issue-2903 326 4 through through ADP issue-2903 326 5 non non ADJ issue-2903 326 6 - - ADJ issue-2903 326 7 anthropic anthropic ADJ issue-2903 326 8 neural neural ADJ issue-2903 326 9 networks network NOUN issue-2903 326 10 in in ADP issue-2903 326 11 cyberspace cyberspace NOUN issue-2903 326 12 will will AUX issue-2903 326 13 necessitate necessitate VERB issue-2903 326 14 the the DET issue-2903 326 15 implementation implementation NOUN issue-2903 326 16 of of ADP issue-2903 326 17 representational representational ADJ issue-2903 326 18 similarity similarity NOUN issue-2903 326 19 analysis analysis NOUN issue-2903 326 20 and and CCONJ issue-2903 326 21 other other ADJ issue-2903 326 22 methodologies methodology NOUN issue-2903 326 23 for for ADP issue-2903 326 24 the the DET issue-2903 326 25 regular regular ADJ issue-2903 326 26 verification verification NOUN issue-2903 326 27 of of ADP issue-2903 326 28 the the DET issue-2903 326 29 accuracy accuracy NOUN issue-2903 326 30 of of ADP issue-2903 326 31 the the DET issue-2903 326 32 data datum NOUN issue-2903 326 33 they they PRON issue-2903 326 34 generate generate VERB issue-2903 326 35 , , PUNCT issue-2903 326 36 their their PRON issue-2903 326 37 compliance compliance NOUN issue-2903 326 38 with with ADP issue-2903 326 39 anthropic anthropic ADJ issue-2903 326 40 knowledge knowledge NOUN issue-2903 326 41 , , PUNCT issue-2903 326 42 cognitive cognitive ADJ issue-2903 326 43 mechanisms mechanism NOUN issue-2903 326 44 , , PUNCT issue-2903 326 45 and and CCONJ issue-2903 326 46 so so ADV issue-2903 326 47 forth forth ADV issue-2903 326 48 . . PUNCT issue-2903 327 1 the the DET issue-2903 327 2 combination combination NOUN issue-2903 327 3 of of ADP issue-2903 327 4 the the DET issue-2903 327 5 rapid rapid ADJ issue-2903 327 6 processing processing NOUN issue-2903 327 7 capabilities capability NOUN issue-2903 327 8 of of ADP issue-2903 327 9 neural neural ADJ issue-2903 327 10 networks network NOUN issue-2903 327 11 and and CCONJ issue-2903 327 12 the the DET issue-2903 327 13 shifts shift NOUN issue-2903 327 14 in in ADP issue-2903 327 15 legal legal ADJ issue-2903 327 16 consciousness consciousness NOUN issue-2903 327 17 that that SCONJ issue-2903 327 18 they they PRON issue-2903 327 19 have have AUX issue-2903 327 20 precipitated precipitate VERB issue-2903 327 21 necessitates necessitate VERB issue-2903 327 22 the the DET issue-2903 327 23 establishment establishment NOUN issue-2903 327 24 of of ADP issue-2903 327 25 timeframes timeframe NOUN issue-2903 327 26 within within ADP issue-2903 327 27 which which PRON issue-2903 327 28 anti anti ADJ issue-2903 327 29 - - ADJ issue-2903 327 30 corruption corruption ADJ issue-2903 327 31 legislation legislation NOUN issue-2903 327 32 must must AUX issue-2903 327 33 be be AUX issue-2903 327 34 revised revise VERB issue-2903 327 35 , , PUNCT issue-2903 327 36 as as SCONJ issue-2903 327 37 is be AUX issue-2903 327 38 already already ADV issue-2903 327 39 the the DET issue-2903 327 40 case case NOUN issue-2903 327 41 in in ADP issue-2903 327 42 the the DET issue-2903 327 43 eu eu PROPN issue-2903 327 44 . . PROPN issue-2903 327 45 international international ADJ issue-2903 327 46 and and CCONJ issue-2903 327 47 regional regional ADJ issue-2903 327 48 anti anti ADJ issue-2903 327 49 - - ADJ issue-2903 327 50 corruption corruption ADJ issue-2903 327 51 bodies body NOUN issue-2903 327 52 form form VERB issue-2903 327 53 a a DET issue-2903 327 54 unified unified ADJ issue-2903 327 55 whole whole NOUN issue-2903 327 56 within within ADP issue-2903 327 57 the the DET issue-2903 327 58 global global ADJ issue-2903 327 59 ai ai PROPN issue-2903 327 60 network network NOUN issue-2903 327 61 . . PUNCT issue-2903 328 1 therefore therefore ADV issue-2903 328 2 , , PUNCT issue-2903 328 3 their their PRON issue-2903 328 4 organisational organisational ADJ issue-2903 328 5 structures structure NOUN issue-2903 328 6 must must AUX issue-2903 328 7 be be AUX issue-2903 328 8 transformed transform VERB issue-2903 328 9 into into ADP issue-2903 328 10 a a DET issue-2903 328 11 single single ADJ issue-2903 328 12 structure structure NOUN issue-2903 328 13 with with ADP issue-2903 328 14 a a DET issue-2903 328 15 shared share VERB issue-2903 328 16 database database NOUN issue-2903 328 17 , , PUNCT issue-2903 328 18 meeting meeting NOUN issue-2903 328 19 schedules schedule NOUN issue-2903 328 20 , , PUNCT issue-2903 328 21 and and CCONJ issue-2903 328 22 directives directive NOUN issue-2903 328 23 for for ADP issue-2903 328 24 operational operational ADJ issue-2903 328 25 co co NOUN issue-2903 328 26 - - NOUN issue-2903 328 27 operation operation NOUN issue-2903 328 28 in in ADP issue-2903 328 29 investigating investigate VERB issue-2903 328 30 international international ADJ issue-2903 328 31 crimes crime NOUN issue-2903 328 32 , , PUNCT issue-2903 328 33 especially especially ADV issue-2903 328 34 transnational transnational ADJ issue-2903 328 35 corruption corruption NOUN issue-2903 328 36 . . PUNCT issue-2903 329 1 a a DET issue-2903 329 2 comprehensive comprehensive ADJ issue-2903 329 3 understanding understanding NOUN issue-2903 329 4 of of ADP issue-2903 329 5 transdisciplinary transdisciplinary ADJ issue-2903 329 6 knowledge knowledge NOUN issue-2903 329 7 regarding regard VERB issue-2903 329 8 the the DET issue-2903 329 9 efficacy efficacy NOUN issue-2903 329 10 of of ADP issue-2903 329 11 deep deep ADJ issue-2903 329 12 neural neural ADJ issue-2903 329 13 networks network NOUN issue-2903 329 14 in in ADP issue-2903 329 15 preventive preventive ADJ issue-2903 329 16 and and CCONJ issue-2903 329 17 punitive punitive ADJ issue-2903 329 18 anti anti ADJ issue-2903 329 19 - - ADJ issue-2903 329 20 corruption corruption ADJ issue-2903 329 21 activities activity NOUN issue-2903 329 22 of of ADP issue-2903 329 23 criminal criminal ADJ issue-2903 329 24 justice justice NOUN issue-2903 329 25 bodies body NOUN issue-2903 329 26 is be AUX issue-2903 329 27 imperative imperative ADJ issue-2903 329 28 to to PART issue-2903 329 29 establish establish VERB issue-2903 329 30 a a DET issue-2903 329 31 trend trend NOUN issue-2903 329 32 for for ADP issue-2903 329 33 domain domain NOUN issue-2903 329 34 experts expert NOUN issue-2903 329 35 skilled skilled ADJ issue-2903 329 36 in in ADP issue-2903 329 37 both both DET issue-2903 329 38 jurisprudence jurisprudence NOUN issue-2903 329 39 and and CCONJ issue-2903 329 40 the the DET issue-2903 329 41 operations operation NOUN issue-2903 329 42 and and CCONJ issue-2903 329 43 architecture architecture NOUN issue-2903 329 44 variations variation NOUN issue-2903 329 45 of of ADP issue-2903 329 46 digital digital ADJ issue-2903 329 47 neural neural ADJ issue-2903 329 48 networks network NOUN issue-2903 329 49 , , PUNCT issue-2903 329 50 including include VERB issue-2903 329 51 machine machine NOUN issue-2903 329 52 learning learn VERB issue-2903 329 53 capabilities capability NOUN issue-2903 329 54 and and CCONJ issue-2903 329 55 programmer programmer NOUN issue-2903 329 56 competencies competency NOUN issue-2903 329 57 . . PUNCT issue-2903 330 1 this this PRON issue-2903 330 2 allows allow VERB issue-2903 330 3 such such ADJ issue-2903 330 4 experts expert NOUN issue-2903 330 5 to to PART issue-2903 330 6 formulate formulate VERB issue-2903 330 7 assignments assignment NOUN issue-2903 330 8 for for ADP issue-2903 330 9 programmers programmer NOUN issue-2903 330 10 efficiently efficiently ADV issue-2903 330 11 . . PUNCT issue-2903 331 1 the the DET issue-2903 331 2 ontological ontological ADJ issue-2903 331 3 basis basis NOUN issue-2903 331 4 of of ADP issue-2903 331 5 legal legal ADJ issue-2903 331 6 training training NOUN issue-2903 331 7 is be AUX issue-2903 331 8 rooted root VERB issue-2903 331 9 in in ADP issue-2903 331 10 the the DET issue-2903 331 11 fact fact NOUN issue-2903 331 12 that that SCONJ issue-2903 331 13 the the DET issue-2903 331 14 neuron/ neuron/ NUM issue-2903 331 15 perceptron perceptron PROPN issue-2903 331 16 , , PUNCT issue-2903 331 17 as as ADP issue-2903 331 18 a a DET issue-2903 331 19 fundamental fundamental ADJ issue-2903 331 20 component component NOUN issue-2903 331 21 , , PUNCT issue-2903 331 22 and and CCONJ issue-2903 331 23 the the DET issue-2903 331 24 principle principle NOUN issue-2903 331 25 of of ADP issue-2903 331 26 interaction interaction NOUN issue-2903 331 27 between between ADP issue-2903 331 28 input input NOUN issue-2903 331 29 data datum NOUN issue-2903 331 30 and and CCONJ issue-2903 331 31 output output NOUN issue-2903 331 32 formulation formulation NOUN issue-2903 331 33 , , PUNCT issue-2903 331 34 are be AUX issue-2903 331 35 common common ADJ issue-2903 331 36 to to PART issue-2903 331 37 anthropic anthropic VERB issue-2903 331 38 neural neural ADJ issue-2903 331 39 networks network NOUN issue-2903 331 40 in in ADP issue-2903 331 41 both both CCONJ issue-2903 331 42 the the DET issue-2903 331 43 physical physical ADJ issue-2903 331 44 and and CCONJ issue-2903 331 45 cybernetic cybernetic ADJ issue-2903 331 46 realms realm NOUN issue-2903 331 47 . . PUNCT issue-2903 332 1 baltic baltic PROPN issue-2903 332 2 journal journal PROPN issue-2903 332 3 of of ADP issue-2903 332 4 economic economic ADJ issue-2903 332 5 studies study NOUN issue-2903 332 6 326 326 NUM issue-2903 332 7 vol vol NOUN issue-2903 332 8 . . PUNCT issue-2903 332 9 11 11 NUM issue-2903 332 10 no no NOUN issue-2903 332 11 . . NOUN issue-2903 332 12 2 2 NUM issue-2903 332 13 , , PUNCT issue-2903 332 14 2025 2025 NUM issue-2903 332 15 references reference NOUN issue-2903 332 16 : : PUNCT issue-2903 332 17 alhosani alhosani PROPN issue-2903 332 18 , , PUNCT issue-2903 332 19 k. k. PROPN issue-2903 332 20 , , PUNCT issue-2903 332 21 & & CCONJ issue-2903 332 22 alhashmi alhashmi PROPN issue-2903 332 23 , , PUNCT issue-2903 332 24 s. s. PROPN issue-2903 332 25 m. m. PROPN issue-2903 332 26 ( ( PUNCT issue-2903 332 27 2024 2024 NUM issue-2903 332 28 ) ) PUNCT issue-2903 332 29 . . PUNCT issue-2903 333 1 opportunities opportunity NOUN issue-2903 333 2 , , PUNCT issue-2903 333 3 challenges challenge NOUN issue-2903 333 4 , , PUNCT issue-2903 333 5 and and CCONJ issue-2903 333 6 benefts beneft NOUN issue-2903 333 7 of of ADP issue-2903 333 8 ai ai PROPN issue-2903 333 9 innovation innovation NOUN issue-2903 333 10 in in ADP issue-2903 333 11 government government NOUN issue-2903 333 12 services service NOUN issue-2903 333 13 : : PUNCT issue-2903 333 14 a a DET issue-2903 333 15 review review NOUN issue-2903 333 16 . . PUNCT issue-2903 334 1 discover discover VERB issue-2903 334 2 artificial artificial ADJ issue-2903 334 3 intelligence intelligence NOUN issue-2903 334 4 . . PUNCT issue-2903 335 1 vol vol NOUN issue-2903 335 2 . . PROPN issue-2903 336 1 4 4 NUM issue-2903 336 2 . . X issue-2903 337 1 num num ADJ issue-2903 337 2 . . PROPN issue-2903 337 3 18 18 NUM issue-2903 337 4 . . PUNCT issue-2903 338 1 p. p. NOUN issue-2903 338 2 1–20 1–20 PROPN issue-2903 338 3 . . PUNCT issue-2903 339 1 doi doi NOUN issue-2903 339 2 : : PUNCT issue-2903 339 3 https://doi.org/10.1007/s44163024-00111-w https://doi.org/10.1007/s44163024-00111-w PROPN issue-2903 339 4 barcelona barcelona PROPN issue-2903 339 5 and and CCONJ issue-2903 339 6 madrid madrid PROPN issue-2903 339 7 team team NOUN issue-2903 339 8 up up ADP issue-2903 339 9 to to PART issue-2903 339 10 digitise digitise VERB issue-2903 339 11 public public ADJ issue-2903 339 12 services service NOUN issue-2903 339 13 . . PUNCT issue-2903 340 1 27.12.2024 27.12.2024 NUM issue-2903 340 2 . . PUNCT issue-2903 340 3 available available ADJ issue-2903 340 4 at at ADP issue-2903 340 5 : : PUNCT issue-2903 340 6 https://ajuntament.barcelona.cat/digital/en/news/news/barcelona-and-madrid-team-up-to-digitise-publicservices-1468189 https://ajuntament.barcelona.cat/digital/en/news/news/barcelona-and-madrid-team-up-to-digitise-publicservices-1468189 NUM issue-2903 340 7 carcelli carcelli NOUN issue-2903 340 8 , , PUNCT issue-2903 340 9 s. s. PROPN issue-2903 340 10 p. p. PROPN issue-2903 340 11 ( ( PUNCT issue-2903 340 12 2024 2024 NUM issue-2903 340 13 ) ) PUNCT issue-2903 340 14 . . PUNCT issue-2903 341 1 bureaucratic bureaucratic ADJ issue-2903 341 2 structure structure NOUN issue-2903 341 3 and and CCONJ issue-2903 341 4 compliance compliance NOUN issue-2903 341 5 with with ADP issue-2903 341 6 international international ADJ issue-2903 341 7 agreements agreement NOUN issue-2903 341 8 . . PUNCT issue-2903 342 1 american american ADJ issue-2903 342 2 journal journal PROPN issue-2903 342 3 of of ADP issue-2903 342 4 political political ADJ issue-2903 342 5 science science NOUN issue-2903 342 6 . . PUNCT issue-2903 343 1 vol vol NOUN issue-2903 343 2 . . PUNCT issue-2903 344 1 68 68 NUM issue-2903 344 2 . . PUNCT issue-2903 345 1 no no INTJ issue-2903 345 2 . . NOUN issue-2903 346 1 1 1 X issue-2903 346 2 . . PUNCT issue-2903 347 1 p. p. NOUN issue-2903 347 2 177–192 177–192 NUM issue-2903 347 3 . . PUNCT issue-2903 348 1 doi doi NOUN issue-2903 348 2 : : PUNCT issue-2903 348 3 https://doi.org/10.1111/ajps.12811 https://doi.org/10.1111/ajps.12811 PROPN issue-2903 348 4 catalog catalog NOUN issue-2903 348 5 data datum NOUN issue-2903 348 6 throughout throughout ADP issue-2903 348 7 the the DET issue-2903 348 8 world world PROPN issue-2903 348 9 bank bank PROPN issue-2903 348 10 group group NOUN issue-2903 348 11 . . PUNCT issue-2903 349 1 2025 2025 NUM issue-2903 349 2 . . PUNCT issue-2903 350 1 available available ADJ issue-2903 350 2 at at ADP issue-2903 350 3 : : PUNCT issue-2903 350 4 https://datacatalog.worldbank.org/home https://datacatalog.worldbank.org/home PROPN issue-2903 350 5 chayes chaye NOUN issue-2903 350 6 , , PUNCT issue-2903 350 7 s. s. PROPN issue-2903 350 8 ( ( PUNCT issue-2903 350 9 2015 2015 NUM issue-2903 350 10 ) ) PUNCT issue-2903 350 11 . . PUNCT issue-2903 351 1 thieves thief NOUN issue-2903 351 2 of of ADP issue-2903 351 3 state state NOUN issue-2903 351 4 : : PUNCT issue-2903 351 5 why why SCONJ issue-2903 351 6 corruption corruption NOUN issue-2903 351 7 threatens threaten VERB issue-2903 351 8 global global ADJ issue-2903 351 9 security security NOUN issue-2903 351 10 . . PUNCT issue-2903 352 1 new new PROPN issue-2903 352 2 york york PROPN issue-2903 352 3 : : PUNCT issue-2903 352 4 w.w w.w PROPN issue-2903 352 5 . . PROPN issue-2903 352 6 norton norton PROPN issue-2903 352 7 & & CCONJ issue-2903 352 8 company company NOUN issue-2903 352 9 . . PUNCT issue-2903 353 1 272 272 NUM issue-2903 353 2 p. p. NOUN issue-2903 353 3 corruption corruption NOUN issue-2903 353 4 perceptions perception NOUN issue-2903 353 5 index index NOUN issue-2903 353 6 2012 2012 NUM issue-2903 353 7 - - SYM issue-2903 353 8 2024 2024 NUM issue-2903 353 9 . . PUNCT issue-2903 354 1 available available ADJ issue-2903 354 2 at at ADP issue-2903 354 3 : : PUNCT issue-2903 354 4 https://www.transparency.org/en/cpi/2024 https://www.transparency.org/en/cpi/2024 NOUN issue-2903 354 5 cybersecurity cybersecurity NOUN issue-2903 354 6 market market NOUN issue-2903 354 7 analysis analysis NOUN issue-2903 354 8 – – PUNCT issue-2903 354 9 2032 2032 NUM issue-2903 354 10 . . PUNCT issue-2903 355 1 february february PROPN issue-2903 355 2 03 03 NUM issue-2903 355 3 , , PUNCT issue-2903 355 4 2025 2025 NUM issue-2903 355 5 . . PUNCT issue-2903 355 6 available available ADJ issue-2903 355 7 at at ADP issue-2903 355 8 : : PUNCT issue-2903 355 9 https://www.fortunebusinessinsights.com/ https://www.fortunebusinessinsights.com/ ADJ issue-2903 355 10 industry industry NOUN issue-2903 355 11 - - PUNCT issue-2903 355 12 reports report NOUN issue-2903 355 13 / / SYM issue-2903 355 14 cyber cyber NOUN issue-2903 355 15 - - PUNCT issue-2903 355 16 security security NOUN issue-2903 355 17 - - PUNCT issue-2903 355 18 market-101165 market-101165 NOUN issue-2903 355 19 dang dang NOUN issue-2903 355 20 , , PUNCT issue-2903 355 21 m. m. NOUN issue-2903 355 22 t. t. PROPN issue-2903 355 23 , , PUNCT issue-2903 355 24 & & CCONJ issue-2903 355 25 vu vu PROPN issue-2903 355 26 , , PUNCT issue-2903 355 27 t. t. PROPN issue-2903 355 28 l. l. PROPN issue-2903 355 29 ( ( PUNCT issue-2903 355 30 2024 2024 NUM issue-2903 355 31 ) ) PUNCT issue-2903 355 32 . . PUNCT issue-2903 356 1 good good ADJ issue-2903 356 2 governance governance NOUN issue-2903 356 3 and and CCONJ issue-2903 356 4 anti anti ADJ issue-2903 356 5 - - NOUN issue-2903 356 6 corruption corruption ADJ issue-2903 356 7 : : PUNCT issue-2903 356 8 advantages advantage NOUN issue-2903 356 9 and and CCONJ issue-2903 356 10 challenges challenge NOUN issue-2903 356 11 in in ADP issue-2903 356 12 the the DET issue-2903 356 13 era era NOUN issue-2903 356 14 of of ADP issue-2903 356 15 digital digital ADJ issue-2903 356 16 technology technology NOUN issue-2903 356 17 . . PUNCT issue-2903 357 1 revista revista PROPN issue-2903 357 2 gestão gestão PROPN issue-2903 357 3 & & CCONJ issue-2903 357 4 tecnologia tecnologia PROPN issue-2903 357 5 . . PUNCT issue-2903 358 1 vol vol NOUN issue-2903 358 2 . . PROPN issue-2903 359 1 24 24 NUM issue-2903 359 2 . . PUNCT issue-2903 360 1 n. n. NOUN issue-2903 360 2 3 3 NUM issue-2903 360 3 . . PUNCT issue-2903 361 1 p. p. NOUN issue-2903 361 2 128–154 128–154 NUM issue-2903 361 3 . . PUNCT issue-2903 362 1 doi doi NOUN issue-2903 362 2 : : PUNCT issue-2903 362 3 https://doi.org/10.20397/21776652/2024.v24i3.2899 https://doi.org/10.20397/21776652/2024.v24i3.2899 NUM issue-2903 362 4 djenna djenna PROPN issue-2903 362 5 , , PUNCT issue-2903 362 6 a. a. PROPN issue-2903 362 7 , , PUNCT issue-2903 362 8 barka barka PROPN issue-2903 362 9 , , PUNCT issue-2903 362 10 e. e. PROPN issue-2903 362 11 , , PUNCT issue-2903 362 12 benchikh benchikh PROPN issue-2903 362 13 , , PUNCT issue-2903 362 14 a. a. NOUN issue-2903 362 15 , , PUNCT issue-2903 362 16 & & CCONJ issue-2903 362 17 khadir khadir PROPN issue-2903 362 18 , , PUNCT issue-2903 362 19 k. k. PROPN issue-2903 362 20 ( ( PUNCT issue-2903 362 21 2023 2023 NUM issue-2903 362 22 ) ) PUNCT issue-2903 362 23 . . PUNCT issue-2903 363 1 unmasking unmask VERB issue-2903 363 2 cybercrime cybercrime NOUN issue-2903 363 3 with with ADP issue-2903 363 4 artificial artificial ADJ issue-2903 363 5 - - PUNCT issue-2903 363 6 intelligencedriven intelligencedriven ADJ issue-2903 363 7 cybersecurity cybersecurity NOUN issue-2903 363 8 analytics analytic NOUN issue-2903 363 9 . . PUNCT issue-2903 364 1 sensors sensor NOUN issue-2903 364 2 . . PUNCT issue-2903 365 1 vol vol NOUN issue-2903 365 2 . . PROPN issue-2903 366 1 23 23 NUM issue-2903 366 2 . . X issue-2903 367 1 iss iss PROPN issue-2903 367 2 . . PUNCT issue-2903 368 1 14 14 NUM issue-2903 368 2 . . PUNCT issue-2903 369 1 num num ADJ issue-2903 369 2 . . NOUN issue-2903 369 3 6302 6302 NUM issue-2903 369 4 . . PUNCT issue-2903 370 1 p. p. NOUN issue-2903 370 2 1–21 1–21 PROPN issue-2903 370 3 . . PUNCT issue-2903 371 1 doi doi NOUN issue-2903 371 2 : : PUNCT issue-2903 371 3 https://doi.org/10.3390/ https://doi.org/10.3390/ PROPN issue-2903 371 4 s23146302 s23146302 PROPN issue-2903 371 5 dong dong PROPN issue-2903 371 6 , , PUNCT issue-2903 371 7 w. w. PROPN issue-2903 371 8 , , PUNCT issue-2903 371 9 & & CCONJ issue-2903 371 10 sun sun PROPN issue-2903 371 11 , , PUNCT issue-2903 371 12 s. s. PROPN issue-2903 371 13 ( ( PUNCT issue-2903 371 14 2023 2023 NUM issue-2903 371 15 ) ) PUNCT issue-2903 371 16 . . PUNCT issue-2903 372 1 multi multi ADJ issue-2903 372 2 - - ADJ issue-2903 372 3 view view ADJ issue-2903 372 4 deep deep ADJ issue-2903 372 5 gaussian gaussian NOUN issue-2903 372 6 processes process NOUN issue-2903 372 7 for for ADP issue-2903 372 8 supervised supervised ADJ issue-2903 372 9 learning learning NOUN issue-2903 372 10 . . PUNCT issue-2903 373 1 ieee ieee NOUN issue-2903 373 2 transactions transaction NOUN issue-2903 373 3 on on ADP issue-2903 373 4 pattern pattern NOUN issue-2903 373 5 analysis analysis NOUN issue-2903 373 6 and and CCONJ issue-2903 373 7 machine machine NOUN issue-2903 373 8 intelligence intelligence NOUN issue-2903 373 9 . . PUNCT issue-2903 374 1 vol vol NOUN issue-2903 374 2 . . PUNCT issue-2903 375 1 45 45 NUM issue-2903 375 2 . . PUNCT issue-2903 376 1 no no INTJ issue-2903 376 2 . . NOUN issue-2903 376 3 12 12 NUM issue-2903 376 4 . . PUNCT issue-2903 377 1 p. p. NOUN issue-2903 377 2 15137–15153 15137–15153 NUM issue-2903 377 3 . . PUNCT issue-2903 378 1 doi doi NOUN issue-2903 378 2 : : PUNCT issue-2903 378 3 https://doi.org/10.1109/ https://doi.org/10.1109/ PROPN issue-2903 378 4 tpami.2023.3316671 tpami.2023.3316671 VERB issue-2903 378 5 draghi draghi PROPN issue-2903 378 6 , , PUNCT issue-2903 378 7 m. m. NOUN issue-2903 378 8 ( ( PUNCT issue-2903 378 9 2024 2024 NUM issue-2903 378 10 ) ) PUNCT issue-2903 378 11 . . PUNCT issue-2903 379 1 the the DET issue-2903 379 2 future future NOUN issue-2903 379 3 of of ADP issue-2903 379 4 european european ADJ issue-2903 379 5 competitiveness competitiveness NOUN issue-2903 379 6 . . PUNCT issue-2903 380 1 part part NOUN issue-2903 380 2 a a PRON issue-2903 380 3 – – PUNCT issue-2903 380 4 a a DET issue-2903 380 5 competitiveness competitiveness NOUN issue-2903 380 6 strategy strategy NOUN issue-2903 380 7 for for ADP issue-2903 380 8 europe europe PROPN issue-2903 380 9 . . PUNCT issue-2903 381 1 report report NOUN issue-2903 381 2 . . PUNCT issue-2903 382 1 69 69 NUM issue-2903 383 1 p. p. NOUN issue-2903 383 2 part part NOUN issue-2903 383 3 b b PROPN issue-2903 383 4 – – PUNCT issue-2903 383 5 in in ADP issue-2903 383 6 - - PUNCT issue-2903 383 7 depth depth NOUN issue-2903 383 8 analysis analysis NOUN issue-2903 383 9 and and CCONJ issue-2903 383 10 recommendations recommendation NOUN issue-2903 383 11 . . PUNCT issue-2903 384 1 brussels brussels PROPN issue-2903 384 2 . . PUNCT issue-2903 385 1 328 328 NUM issue-2903 385 2 p. p. NOUN issue-2903 385 3 grigore grigore NOUN issue-2903 385 4 , , PUNCT issue-2903 385 5 s.-a s.-a NOUN issue-2903 385 6 . . PUNCT issue-2903 386 1 ( ( PUNCT issue-2903 386 2 2025 2025 NUM issue-2903 386 3 ) ) PUNCT issue-2903 386 4 . . PUNCT issue-2903 387 1 the the DET issue-2903 387 2 narrow narrow ADJ issue-2903 387 3 definition definition NOUN issue-2903 387 4 of of ADP issue-2903 387 5 genocide genocide NOUN issue-2903 387 6 & & CCONJ issue-2903 387 7 its its PRON issue-2903 387 8 role role NOUN issue-2903 387 9 in in ADP issue-2903 387 10 investigating investigate VERB issue-2903 387 11 and and CCONJ issue-2903 387 12 prosecuting prosecute VERB issue-2903 387 13 charges charge NOUN issue-2903 387 14 of of ADP issue-2903 387 15 genocide genocide NOUN issue-2903 387 16 in in ADP issue-2903 387 17 romania romania PROPN issue-2903 387 18 . . PUNCT issue-2903 388 1 problems problem NOUN issue-2903 388 2 of of ADP issue-2903 388 3 post post NOUN issue-2903 388 4 - - NOUN issue-2903 388 5 communism communism NOUN issue-2903 388 6 . . PUNCT issue-2903 389 1 vol vol NOUN issue-2903 389 2 . . PROPN issue-2903 390 1 72 72 NUM issue-2903 390 2 . . PUNCT issue-2903 391 1 no no INTJ issue-2903 391 2 . . NOUN issue-2903 392 1 1 1 X issue-2903 392 2 . . PUNCT issue-2903 393 1 p. p. NOUN issue-2903 393 2 97–111 97–111 NUM issue-2903 393 3 . . PUNCT issue-2903 394 1 doi doi NOUN issue-2903 394 2 : : PUNCT issue-2903 394 3 https://doi.org/ https://doi.org/ NOUN issue-2903 394 4 10.1080/10758216.2024.2337944 10.1080/10758216.2024.2337944 X issue-2903 394 5 echenausía echenausía NOUN issue-2903 394 6 - - PUNCT issue-2903 394 7 monroy monroy NOUN issue-2903 394 8 , , PUNCT issue-2903 394 9 j. j. PROPN issue-2903 394 10 l. l. PROPN issue-2903 394 11 , , PUNCT issue-2903 394 12 magallón magallón NOUN issue-2903 394 13 - - PUNCT issue-2903 394 14 garcía garcía ADJ issue-2903 394 15 , , PUNCT issue-2903 394 16 d. d. PROPN issue-2903 394 17 a. a. PROPN issue-2903 394 18 , , PUNCT issue-2903 394 19 ontañón ontañón NOUN issue-2903 394 20 - - PUNCT issue-2903 394 21 garcía garcía ADJ issue-2903 394 22 , , PUNCT issue-2903 394 23 l. l. PROPN issue-2903 394 24 j. j. PROPN issue-2903 394 25 , , PUNCT issue-2903 394 26 rodriguez rodriguez PROPN issue-2903 394 27 , , PUNCT issue-2903 394 28 r. r. PROPN issue-2903 394 29 r. r. PROPN issue-2903 394 30 , , PUNCT issue-2903 394 31 ramirez ramirez PROPN issue-2903 394 32 , , PUNCT issue-2903 394 33 j. j. PROPN issue-2903 394 34 p. p. PROPN issue-2903 394 35 , , PUNCT issue-2903 394 36 & & CCONJ issue-2903 394 37 álvarez álvarez PROPN issue-2903 394 38 , , PUNCT issue-2903 394 39 j. j. PROPN issue-2903 394 40 ( ( PUNCT issue-2903 394 41 2024 2024 NUM issue-2903 394 42 ) ) PUNCT issue-2903 394 43 . . PUNCT issue-2903 395 1 does do AUX issue-2903 395 2 a a DET issue-2903 395 3 fractional fractional ADJ issue-2903 395 4 - - PUNCT issue-2903 395 5 order order NOUN issue-2903 395 6 recurrent recurrent ADJ issue-2903 395 7 neural neural ADJ issue-2903 395 8 network network NOUN issue-2903 395 9 improve improve VERB issue-2903 395 10 the the DET issue-2903 395 11 identification identification NOUN issue-2903 395 12 of of ADP issue-2903 395 13 chaotic chaotic ADJ issue-2903 395 14 dynamics dynamic NOUN issue-2903 395 15 ? ? PUNCT issue-2903 396 1 fractal fractal ADJ issue-2903 396 2 and and CCONJ issue-2903 396 3 fractional fractional ADJ issue-2903 396 4 . . PUNCT issue-2903 397 1 vol vol NOUN issue-2903 397 2 . . PROPN issue-2903 397 3 8 8 NUM issue-2903 397 4 . . X issue-2903 397 5 iss iss PROPN issue-2903 397 6 . . PROPN issue-2903 398 1 11 11 NUM issue-2903 398 2 . . PUNCT issue-2903 399 1 num num ADJ issue-2903 399 2 . . PUNCT issue-2903 400 1 632 632 NUM issue-2903 400 2 . . PUNCT issue-2903 400 3 doi doi NOUN issue-2903 400 4 : : PUNCT issue-2903 400 5 https://doi.org/10.3390/fractalfract8110632 https://doi.org/10.3390/fractalfract8110632 NOUN issue-2903 400 6 hoeffler hoeffler PROPN issue-2903 400 7 , , PUNCT issue-2903 400 8 c. c. PROPN issue-2903 400 9 , , PUNCT issue-2903 400 10 & & CCONJ issue-2903 400 11 hofmann hofmann PROPN issue-2903 400 12 , , PUNCT issue-2903 400 13 s. s. PROPN issue-2903 400 14 c. c. PROPN issue-2903 400 15 ( ( PUNCT issue-2903 400 16 2024 2024 NUM issue-2903 400 17 ) ) PUNCT issue-2903 400 18 . . PUNCT issue-2903 401 1 organizational organizational ADJ issue-2903 401 2 overlap overlap NOUN issue-2903 401 3 and and CCONJ issue-2903 401 4 bureaucratic bureaucratic ADJ issue-2903 401 5 actors actor NOUN issue-2903 401 6 : : PUNCT issue-2903 401 7 how how SCONJ issue-2903 401 8 eu eu PROPN issue-2903 401 9 – – PUNCT issue-2903 401 10 nato nato PROPN issue-2903 401 11 relations relation NOUN issue-2903 401 12 empower empower VERB issue-2903 401 13 the the DET issue-2903 401 14 european european PROPN issue-2903 401 15 commission commission PROPN issue-2903 401 16 . . PUNCT issue-2903 402 1 jcms jcms PROPN issue-2903 402 2 . . PUNCT issue-2903 403 1 vol vol NOUN issue-2903 403 2 . . PUNCT issue-2903 404 1 62 62 NUM issue-2903 404 2 . . PUNCT issue-2903 405 1 num num ADJ issue-2903 405 2 . . NOUN issue-2903 405 3 5 5 X issue-2903 405 4 . . PUNCT issue-2903 406 1 p. p. NOUN issue-2903 406 2 1260–1277 1260–1277 NUM issue-2903 406 3 . . PUNCT issue-2903 407 1 doi doi NOUN issue-2903 407 2 : : PUNCT issue-2903 407 3 https://doi.org/10.1111/ https://doi.org/10.1111/ PROPN issue-2903 407 4 jcms.13571 jcms.13571 PROPN issue-2903 407 5 ivaskevych ivaskevych VERB issue-2903 407 6 , , PUNCT issue-2903 407 7 kh kh PROPN issue-2903 407 8 . . PUNCT issue-2903 408 1 і і PROPN issue-2903 408 2 . . PUNCT issue-2903 409 1 ( ( PUNCT issue-2903 409 2 2019 2019 NUM issue-2903 409 3 ) ) PUNCT issue-2903 409 4 . . PUNCT issue-2903 410 1 internal internal ADJ issue-2903 410 2 financial financial ADJ issue-2903 410 3 control control NOUN issue-2903 410 4 of of ADP issue-2903 410 5 expenditures expenditure NOUN issue-2903 410 6 of of ADP issue-2903 410 7 budgetary budgetary ADJ issue-2903 410 8 institutions institution NOUN issue-2903 410 9 in in ADP issue-2903 410 10 ukraine ukraine NOUN issue-2903 410 11 . . PUNCT issue-2903 411 1 dissertation dissertation NOUN issue-2903 411 2 of of ADP issue-2903 411 3 candidate candidate NOUN issue-2903 411 4 of of ADP issue-2903 411 5 economic economic ADJ issue-2903 411 6 sciences science NOUN issue-2903 411 7 . . PUNCT issue-2903 412 1 spec spec NOUN issue-2903 412 2 . . PUNCT issue-2903 413 1 08.00.08 08.00.08 ADJ issue-2903 413 2 – – PUNCT issue-2903 413 3 money money NOUN issue-2903 413 4 , , PUNCT issue-2903 413 5 finance finance NOUN issue-2903 413 6 and and CCONJ issue-2903 413 7 credit credit NOUN issue-2903 413 8 . . PUNCT issue-2903 414 1 i. i. PROPN issue-2903 414 2 franko franko PROPN issue-2903 414 3 nu nu PROPN issue-2903 414 4 of of ADP issue-2903 414 5 lviv lviv PROPN issue-2903 414 6 . . PUNCT issue-2903 415 1 lviv lviv PROPN issue-2903 415 2 . . PUNCT issue-2903 416 1 234 234 NUM issue-2903 416 2 p. p. PROPN issue-2903 416 3 jiao jiao PROPN issue-2903 416 4 , , PUNCT issue-2903 416 5 j. j. PROPN issue-2903 416 6 , , PUNCT issue-2903 416 7 zhang zhang PROPN issue-2903 416 8 , , PUNCT issue-2903 416 9 x. x. PROPN issue-2903 416 10 , , PUNCT issue-2903 416 11 liu liu PROPN issue-2903 416 12 , , PUNCT issue-2903 416 13 z. z. PROPN issue-2903 416 14 , , PUNCT issue-2903 416 15 zhang zhang PROPN issue-2903 416 16 , , PUNCT issue-2903 416 17 l. l. PROPN issue-2903 416 18 , , PUNCT issue-2903 416 19 wu wu PROPN issue-2903 416 20 , , PUNCT issue-2903 416 21 h. h. PROPN issue-2903 416 22 , , PUNCT issue-2903 416 23 gao gao PROPN issue-2903 416 24 , , PUNCT issue-2903 416 25 m. m. NOUN issue-2903 416 26 , , PUNCT issue-2903 416 27 li li PROPN issue-2903 416 28 , , PUNCT issue-2903 416 29 t. t. PROPN issue-2903 416 30 , , PUNCT issue-2903 416 31 & & CCONJ issue-2903 416 32 wu wu PROPN issue-2903 416 33 , , PUNCT issue-2903 416 34 j. j. PROPN issue-2903 416 35 ( ( PUNCT issue-2903 416 36 2024 2024 NUM issue-2903 416 37 ) ) PUNCT issue-2903 416 38 . . PUNCT issue-2903 417 1 a a DET issue-2903 417 2 deep deep ADJ issue-2903 417 3 contrastive contrastive ADJ issue-2903 417 4 framework framework NOUN issue-2903 417 5 for for ADP issue-2903 417 6 unsupervised unsupervised ADJ issue-2903 417 7 temporal temporal ADJ issue-2903 417 8 link link NOUN issue-2903 417 9 prediction prediction NOUN issue-2903 417 10 in in ADP issue-2903 417 11 dynamic dynamic ADJ issue-2903 417 12 networks network NOUN issue-2903 417 13 . . PUNCT issue-2903 418 1 information information NOUN issue-2903 418 2 sciences sciences PROPN issue-2903 418 3 . . PUNCT issue-2903 419 1 vol vol NOUN issue-2903 419 2 . . PUNCT issue-2903 419 3 667 667 NUM issue-2903 419 4 . . PUNCT issue-2903 420 1 p. p. NOUN issue-2903 420 2 1–14 1–14 PROPN issue-2903 420 3 . . PUNCT issue-2903 421 1 doi doi PROPN issue-2903 421 2 : : PUNCT issue-2903 421 3 https://doi.org/10.1016/j.ins.2024.120499 https://doi.org/10.1016/j.ins.2024.120499 PROPN issue-2903 421 4 keatinge keatinge NOUN issue-2903 421 5 , , PUNCT issue-2903 421 6 t. t. PROPN issue-2903 421 7 ( ( PUNCT issue-2903 421 8 2024 2024 NUM issue-2903 421 9 ) ) PUNCT issue-2903 421 10 . . PUNCT issue-2903 422 1 combating combat VERB issue-2903 422 2 kleptocracy kleptocracy NOUN issue-2903 422 3 lessons lesson NOUN issue-2903 422 4 from from ADP issue-2903 422 5 the the DET issue-2903 422 6 response response NOUN issue-2903 422 7 to to ADP issue-2903 422 8 russia russia PROPN issue-2903 422 9 ’s ’s PART issue-2903 422 10 war war NOUN issue-2903 422 11 in in ADP issue-2903 422 12 ukraine ukraine PROPN issue-2903 422 13 . . PUNCT issue-2903 423 1 london london PROPN issue-2903 423 2 : : PUNCT issue-2903 423 3 royal royal PROPN issue-2903 423 4 united united PROPN issue-2903 423 5 services services PROPN issue-2903 423 6 institute institute PROPN issue-2903 423 7 . . PUNCT issue-2903 424 1 31 31 NUM issue-2903 424 2 p. p. PROPN issue-2903 424 3 khaldi khaldi PROPN issue-2903 424 4 , , PUNCT issue-2903 424 5 a. a. NOUN issue-2903 424 6 ( ( PUNCT issue-2903 424 7 2024 2024 NUM issue-2903 424 8 ) ) PUNCT issue-2903 424 9 . . PUNCT issue-2903 425 1 the the DET issue-2903 425 2 role role NOUN issue-2903 425 3 of of ADP issue-2903 425 4 digital digital ADJ issue-2903 425 5 administration administration NOUN issue-2903 425 6 in in ADP issue-2903 425 7 enhancing enhance VERB issue-2903 425 8 political political ADJ issue-2903 425 9 rationality rationality NOUN issue-2903 425 10 and and CCONJ issue-2903 425 11 good good ADJ issue-2903 425 12 governance governance NOUN issue-2903 425 13 : : PUNCT issue-2903 425 14 a a DET issue-2903 425 15 comparative comparative ADJ issue-2903 425 16 analysis analysis NOUN issue-2903 425 17 of of ADP issue-2903 425 18 different different ADJ issue-2903 425 19 political political ADJ issue-2903 425 20 systems system NOUN issue-2903 425 21 for for ADP issue-2903 425 22 successful successful ADJ issue-2903 425 23 implementation implementation NOUN issue-2903 425 24 . . PUNCT issue-2903 426 1 afak afak PROPN issue-2903 426 2 of of ADP issue-2903 426 3 science science PROPN issue-2903 426 4 journal journal PROPN issue-2903 426 5 . . PUNCT issue-2903 427 1 vol vol NOUN issue-2903 427 2 . . PUNCT issue-2903 428 1 09 09 NUM issue-2903 428 2 . . PUNCT issue-2903 429 1 n n PRON issue-2903 429 2 04 04 NUM issue-2903 429 3 . . PUNCT issue-2903 430 1 p. p. NOUN issue-2903 430 2 114–134 114–134 NUM issue-2903 430 3 . . PUNCT issue-2903 431 1 lee lee PROPN issue-2903 431 2 , , PUNCT issue-2903 431 3 h. h. PROPN issue-2903 431 4 , , PUNCT issue-2903 431 5 jang jang PROPN issue-2903 431 6 , , PUNCT issue-2903 431 7 c. c. PROPN issue-2903 431 8 , , PUNCT issue-2903 431 9 bok bok PROPN issue-2903 431 10 lee lee PROPN issue-2903 431 11 , , PUNCT issue-2903 431 12 d. d. PROPN issue-2903 431 13 , , PUNCT issue-2903 431 14 & & CCONJ issue-2903 431 15 lee lee PROPN issue-2903 431 16 , , PUNCT issue-2903 431 17 j. j. PROPN issue-2903 431 18 dimension dimension PROPN issue-2903 431 19 agnostic agnostic ADJ issue-2903 431 20 neural neural ADJ issue-2903 431 21 processes process NOUN issue-2903 431 22 . . PUNCT issue-2903 432 1 inter inter PROPN issue-2903 432 2 . . PUNCT issue-2903 432 3 conf conf PROPN issue-2903 432 4 . . PUNCT issue-2903 433 1 on on ADP issue-2903 433 2 learning learn VERB issue-2903 433 3 representations representation NOUN issue-2903 433 4 . . PUNCT issue-2903 433 5 28.02.2025 28.02.2025 X issue-2903 433 6 . . PUNCT issue-2903 434 1 p. p. NOUN issue-2903 434 2 1 1 NUM issue-2903 434 3 - - SYM issue-2903 434 4 34 34 NUM issue-2903 434 5 . . PUNCT issue-2903 435 1 doi doi PROPN issue-2903 435 2 : : PUNCT issue-2903 435 3 https://doi.org/10.48550/arxiv.2502.20661 https://doi.org/10.48550/arxiv.2502.20661 PROPN issue-2903 435 4 lizundia lizundia PROPN issue-2903 435 5 , , PUNCT issue-2903 435 6 e. e. PROPN issue-2903 435 7 , , PUNCT issue-2903 435 8 djuric djuric PROPN issue-2903 435 9 , , PUNCT issue-2903 435 10 m. m. NOUN issue-2903 435 11 , , PUNCT issue-2903 435 12 lillehaugen lillehaugen PROPN issue-2903 435 13 , , PUNCT issue-2903 435 14 m. m. NOUN issue-2903 435 15 , , PUNCT issue-2903 435 16 shakaryan shakaryan PROPN issue-2903 435 17 , , PUNCT issue-2903 435 18 a. a. NOUN issue-2903 435 19 , , PUNCT issue-2903 435 20 yanguas yanguas NOUN issue-2903 435 21 , , PUNCT issue-2903 435 22 p. p. NOUN issue-2903 435 23 and and CCONJ issue-2903 435 24 others other NOUN issue-2903 435 25 ( ( PUNCT issue-2903 435 26 2024 2024 NUM issue-2903 435 27 ) ) PUNCT issue-2903 435 28 . . PUNCT issue-2903 436 1 identifying identify VERB issue-2903 436 2 successful successful ADJ issue-2903 436 3 collective collective ADJ issue-2903 436 4 action action NOUN issue-2903 436 5 approaches approach NOUN issue-2903 436 6 against against ADP issue-2903 436 7 kleptocracy kleptocracy NOUN issue-2903 436 8 . . PUNCT issue-2903 437 1 consortium consortium NOUN issue-2903 437 2 for for ADP issue-2903 437 3 elections election NOUN issue-2903 437 4 and and CCONJ issue-2903 437 5 political political ADJ issue-2903 437 6 process process NOUN issue-2903 437 7 strengthening strengthen VERB issue-2903 437 8 . . PUNCT issue-2903 438 1 49 49 NUM issue-2903 438 2 р р ADP issue-2903 438 3 . . PUNCT issue-2903 438 4 makarenkov makarenkov PROPN issue-2903 438 5 , , PUNCT issue-2903 438 6 o. o. PROPN issue-2903 438 7 ( ( PUNCT issue-2903 438 8 2025 2025 NUM issue-2903 438 9 ) ) PUNCT issue-2903 438 10 . . PUNCT issue-2903 439 1 ai ai VERB issue-2903 439 2 - - PUNCT issue-2903 439 3 driven drive VERB issue-2903 439 4 forensic forensic ADJ issue-2903 439 5 excellence excellence NOUN issue-2903 439 6 in in ADP issue-2903 439 7 evidence evidence NOUN issue-2903 439 8 collection collection NOUN issue-2903 439 9 : : PUNCT issue-2903 439 10 public public ADJ issue-2903 439 11 spending spend VERB issue-2903 439 12 non non ADJ issue-2903 439 13 - - ADJ issue-2903 439 14 compliance compliance ADJ issue-2903 439 15 cases case NOUN issue-2903 439 16 . . PUNCT issue-2903 440 1 congresso congresso PROPN issue-2903 440 2 internacional internacional ADJ issue-2903 440 3 “ " PUNCT issue-2903 440 4 direito direito X issue-2903 440 5 probatório probatório NOUN issue-2903 440 6 – – PUNCT issue-2903 440 7 perspetiva perspetiva X issue-2903 440 8 interdisciplinar interdisciplinar NOUN issue-2903 440 9 e e PROPN issue-2903 440 10 comparada comparada PROPN issue-2903 440 11 ” " PUNCT issue-2903 440 12 . . PUNCT issue-2903 441 1 3 3 NUM issue-2903 441 2 e e NOUN issue-2903 441 3 4 4 NUM issue-2903 441 4 de de ADP issue-2903 441 5 abril abril PROPN issue-2903 441 6 . . PUNCT issue-2903 442 1 porto porto PROPN issue-2903 442 2 . . PUNCT issue-2903 443 1 portugal portugal PROPN issue-2903 443 2 . . PROPN issue-2903 444 1 available available ADJ issue-2903 444 2 at at ADP issue-2903 444 3 : : PUNCT issue-2903 444 4 https://ijp.upt.pt/congresso-internacional-direito-probatorio-perspetiva https://ijp.upt.pt/congresso-internacional-direito-probatorio-perspetiva PROPN issue-2903 444 5 makarenkov makarenkov NOUN issue-2903 444 6 , , PUNCT issue-2903 444 7 o. o. PROPN issue-2903 444 8 l. l. PROPN issue-2903 444 9 ( ( PUNCT issue-2903 444 10 2016 2016 NUM issue-2903 444 11 ) ) PUNCT issue-2903 444 12 . . PUNCT issue-2903 445 1 definition definition NOUN issue-2903 445 2 of of ADP issue-2903 445 3 " " PUNCT issue-2903 445 4 constitutional constitutional ADJ issue-2903 445 5 crowdsourcing crowdsourcing NOUN issue-2903 445 6 " " PUNCT issue-2903 445 7 . . PUNCT issue-2903 446 1 inter inter PROPN issue-2903 446 2 . . PUNCT issue-2903 447 1 scient scient PROPN issue-2903 447 2 . . PUNCT issue-2903 448 1 pract pract PROPN issue-2903 448 2 . . PUNCT issue-2903 448 3 conf conf PROPN issue-2903 448 4 . . PUNCT issue-2903 449 1 " " PUNCT issue-2903 449 2 information information NOUN issue-2903 449 3 technology technology NOUN issue-2903 449 4 , , PUNCT issue-2903 449 5 economics economic NOUN issue-2903 449 6 and and CCONJ issue-2903 449 7 law law NOUN issue-2903 449 8 " " PUNCT issue-2903 449 9 . . PUNCT issue-2903 450 1 april april PROPN issue-2903 450 2 14 14 NUM issue-2903 450 3 - - SYM issue-2903 450 4 15 15 NUM issue-2903 450 5 , , PUNCT issue-2903 450 6 2016 2016 NUM issue-2903 450 7 . . PUNCT issue-2903 451 1 chernivtsi chernivtsi PROPN issue-2903 451 2 : : PUNCT issue-2903 451 3 bukovynian bukovynian PROPN issue-2903 451 4 university university NOUN issue-2903 451 5 . . PUNCT issue-2903 452 1 p. p. NOUN issue-2903 452 2 38–39 38–39 NUM issue-2903 452 3 . . PUNCT issue-2903 453 1 makarenkov makarenkov PROPN issue-2903 453 2 , , PUNCT issue-2903 453 3 o. o. PROPN issue-2903 453 4 l. l. PROPN issue-2903 453 5 ( ( PUNCT issue-2903 453 6 2023 2023 NUM issue-2903 453 7 ) ) PUNCT issue-2903 453 8 . . PUNCT issue-2903 454 1 corruption corruption NOUN issue-2903 454 2 of of ADP issue-2903 454 3 personnel personnel NOUN issue-2903 454 4 policy policy NOUN issue-2903 454 5 in in ADP issue-2903 454 6 the the DET issue-2903 454 7 sphere sphere NOUN issue-2903 454 8 of of ADP issue-2903 454 9 public public ADJ issue-2903 454 10 - - PUNCT issue-2903 454 11 legal legal ADJ issue-2903 454 12 relations relation NOUN issue-2903 454 13 at at ADP issue-2903 454 14 the the DET issue-2903 454 15 level level NOUN issue-2903 454 16 of of ADP issue-2903 454 17 a a DET issue-2903 454 18 real real ADJ issue-2903 454 19 threat threat NOUN issue-2903 454 20 to to ADP issue-2903 454 21 national national ADJ issue-2903 454 22 security security NOUN issue-2903 454 23 . . PUNCT issue-2903 455 1 kyiv kyiv ADJ issue-2903 455 2 law law PROPN issue-2903 455 3 journal journal NOUN issue-2903 455 4 . . PUNCT issue-2903 456 1 vol vol NOUN issue-2903 456 2 . . PROPN issue-2903 457 1 1 1 NUM issue-2903 457 2 . . PUNCT issue-2903 458 1 p. p. NOUN issue-2903 458 2 214–222 214–222 NUM issue-2903 458 3 . . PUNCT issue-2903 459 1 doi doi NOUN issue-2903 459 2 : : PUNCT issue-2903 459 3 https://doi.org/10.32782/klj/2023.1.32 https://doi.org/10.32782/klj/2023.1.32 PROPN issue-2903 459 4 miller miller PROPN issue-2903 459 5 , , PUNCT issue-2903 459 6 k. k. PROPN issue-2903 459 7 , , PUNCT issue-2903 459 8 hettinger hettinger NOUN issue-2903 459 9 , , PUNCT issue-2903 459 10 c. c. NOUN issue-2903 459 11 , , PUNCT issue-2903 459 12 humpherys humphery NOUN issue-2903 459 13 , , PUNCT issue-2903 459 14 j. j. PROPN issue-2903 459 15 , , PUNCT issue-2903 459 16 jarvis jarvis PROPN issue-2903 459 17 , , PUNCT issue-2903 459 18 t. t. PROPN issue-2903 459 19 , , PUNCT issue-2903 459 20 & & CCONJ issue-2903 459 21 kartchner kartchner PROPN issue-2903 459 22 , , PUNCT issue-2903 459 23 d. d. PROPN issue-2903 459 24 forward forward ADV issue-2903 459 25 thinking think VERB issue-2903 459 26 : : PUNCT issue-2903 459 27 building build VERB issue-2903 459 28 deep deep ADJ issue-2903 459 29 random random ADJ issue-2903 459 30 forests forest NOUN issue-2903 459 31 . . PUNCT issue-2903 460 1 31st 31st ADJ issue-2903 460 2 conference conference NOUN issue-2903 460 3 on on ADP issue-2903 460 4 neural neural ADJ issue-2903 460 5 information information NOUN issue-2903 460 6 processing processing NOUN issue-2903 460 7 systems system NOUN issue-2903 460 8 . . PUNCT issue-2903 461 1 20.05.2017 20.05.2017 X issue-2903 461 2 . . PUNCT issue-2903 462 1 long long ADJ issue-2903 462 2 beach beach NOUN issue-2903 462 3 , , PUNCT issue-2903 462 4 ca ca PROPN issue-2903 462 5 . . PUNCT issue-2903 462 6 usa usa PROPN issue-2903 462 7 . . PUNCT issue-2903 463 1 p. p. NOUN issue-2903 463 2 1–8 1–8 PROPN issue-2903 463 3 . . PUNCT issue-2903 463 4 available available ADJ issue-2903 463 5 at at ADP issue-2903 463 6 : : PUNCT issue-2903 463 7 https://arxiv.org/abs/1705.07366 https://arxiv.org/abs/1705.07366 PROPN issue-2903 463 8 baltic baltic PROPN issue-2903 463 9 journal journal PROPN issue-2903 463 10 of of ADP issue-2903 463 11 economic economic ADJ issue-2903 463 12 studies study NOUN issue-2903 463 13 327 327 NUM issue-2903 463 14 vol vol NOUN issue-2903 463 15 . . PUNCT issue-2903 463 16 11 11 NUM issue-2903 463 17 no no NOUN issue-2903 463 18 . . NOUN issue-2903 463 19 2 2 NUM issue-2903 463 20 , , PUNCT issue-2903 463 21 2025 2025 NUM issue-2903 463 22 misra misra NOUN issue-2903 463 23 , , PUNCT issue-2903 463 24 a. a. NOUN issue-2903 463 25 , , PUNCT issue-2903 463 26 okewu okewu NOUN issue-2903 463 27 , , PUNCT issue-2903 463 28 e. e. PROPN issue-2903 463 29 , , PUNCT issue-2903 463 30 misra misra PROPN issue-2903 463 31 , , PUNCT issue-2903 463 32 s. s. PROPN issue-2903 463 33 , , PUNCT issue-2903 463 34 & & CCONJ issue-2903 463 35 fernández fernández PROPN issue-2903 463 36 - - PUNCT issue-2903 463 37 sanz sanz PROPN issue-2903 463 38 , , PUNCT issue-2903 463 39 l. l. PROPN issue-2903 463 40 ( ( PUNCT issue-2903 463 41 2022 2022 NUM issue-2903 463 42 ) ) PUNCT issue-2903 463 43 . . PUNCT issue-2903 464 1 deep deep ADJ issue-2903 464 2 neural neural ADJ issue-2903 464 3 network network NOUN issue-2903 464 4 model model NOUN issue-2903 464 5 for for ADP issue-2903 464 6 evaluating evaluate VERB issue-2903 464 7 and and CCONJ issue-2903 464 8 achieving achieve VERB issue-2903 464 9 the the DET issue-2903 464 10 sustainable sustainable ADJ issue-2903 464 11 development development NOUN issue-2903 464 12 goal goal NOUN issue-2903 464 13 16 16 NUM issue-2903 464 14 . . PUNCT issue-2903 465 1 applied apply VERB issue-2903 465 2 sciences science NOUN issue-2903 465 3 . . PUNCT issue-2903 466 1 vol vol NOUN issue-2903 466 2 . . PROPN issue-2903 467 1 12 12 NUM issue-2903 467 2 . . PUNCT issue-2903 468 1 n. n. NOUN issue-2903 468 2 9256 9256 NUM issue-2903 468 3 . . PUNCT issue-2903 469 1 p. p. NOUN issue-2903 469 2 1–15 1–15 PROPN issue-2903 469 3 . . PUNCT issue-2903 470 1 doi doi NOUN issue-2903 470 2 : : PUNCT issue-2903 470 3 https://doi.org/10.3390/app12189256 https://doi.org/10.3390/app12189256 PROPN issue-2903 470 4 naik naik PROPN issue-2903 470 5 , , PUNCT issue-2903 470 6 s. s. PROPN issue-2903 470 7 , , PUNCT issue-2903 470 8 patil patil PROPN issue-2903 470 9 , , PUNCT issue-2903 470 10 r. r. PROPN issue-2903 470 11 , , PUNCT issue-2903 470 12 agarwal agarwal PROPN issue-2903 470 13 , , PUNCT issue-2903 470 14 s. s. PROPN issue-2903 470 15 , , PUNCT issue-2903 470 16 & & CCONJ issue-2903 470 17 baths bath NOUN issue-2903 470 18 , , PUNCT issue-2903 470 19 v. v. PROPN issue-2903 470 20 ( ( PUNCT issue-2903 470 21 2022 2022 NUM issue-2903 470 22 ) ) PUNCT issue-2903 470 23 . . PUNCT issue-2903 471 1 probing probe VERB issue-2903 471 2 semantic semantic ADJ issue-2903 471 3 grounding grounding NOUN issue-2903 471 4 in in ADP issue-2903 471 5 language language NOUN issue-2903 471 6 models model NOUN issue-2903 471 7 of of ADP issue-2903 471 8 code code NOUN issue-2903 471 9 with with ADP issue-2903 471 10 representational representational ADJ issue-2903 471 11 similarity similarity NOUN issue-2903 471 12 analysis analysis NOUN issue-2903 471 13 . . PUNCT issue-2903 472 1 chapter chapter NOUN issue-2903 472 2 . . PUNCT issue-2903 473 1 cham cham PROPN issue-2903 473 2 : : PUNCT issue-2903 473 3 springer springer NOUN issue-2903 473 4 . . PUNCT issue-2903 474 1 p. p. NOUN issue-2903 474 2 1–15 1–15 PROPN issue-2903 474 3 . . PUNCT issue-2903 475 1 doi doi NOUN issue-2903 475 2 : : PUNCT issue-2903 475 3 https://doi.org/10.48550/ https://doi.org/10.48550/ PROPN issue-2903 475 4 arxiv.2207.07706 arxiv.2207.07706 SYM issue-2903 475 5 nalepa nalepa PROPN issue-2903 475 6 , , PUNCT issue-2903 475 7 m. m. NOUN issue-2903 475 8 ( ( PUNCT issue-2903 475 9 2022 2022 NUM issue-2903 475 10 ) ) PUNCT issue-2903 475 11 . . PUNCT issue-2903 476 1 after after ADP issue-2903 476 2 authoritarianism authoritarianism NOUN issue-2903 476 3 transitional transitional ADJ issue-2903 476 4 justice justice NOUN issue-2903 476 5 and and CCONJ issue-2903 476 6 democratic democratic ADJ issue-2903 476 7 stability stability NOUN issue-2903 476 8 . . PUNCT issue-2903 477 1 cambridge cambridge PROPN issue-2903 477 2 : : PUNCT issue-2903 477 3 university university NOUN issue-2903 477 4 printing printing NOUN issue-2903 477 5 house house NOUN issue-2903 477 6 . . PUNCT issue-2903 478 1 355 355 NUM issue-2903 478 2 p. p. NOUN issue-2903 478 3 nguyen nguyen NOUN issue-2903 478 4 , , PUNCT issue-2903 478 5 t.k t.k PROPN issue-2903 478 6 . . PROPN issue-2903 478 7 , , PUNCT issue-2903 478 8 lai lai PROPN issue-2903 478 9 , , PUNCT issue-2903 478 10 c.p c.p PROPN issue-2903 478 11 . . PROPN issue-2903 478 12 , , PUNCT issue-2903 478 13 phan phan PROPN issue-2903 478 14 , , PUNCT issue-2903 478 15 h.v h.v PROPN issue-2903 478 16 , , PUNCT issue-2903 478 17 & & CCONJ issue-2903 478 18 nguyen nguyen PROPN issue-2903 478 19 , , PUNCT issue-2903 478 20 t.k.t t.k.t ADV issue-2903 478 21 . . PUNCT issue-2903 478 22 ( ( PUNCT issue-2903 478 23 2024 2024 NUM issue-2903 478 24 ) ) PUNCT issue-2903 478 25 . . PUNCT issue-2903 479 1 detecting detect VERB issue-2903 479 2 informal informal ADJ issue-2903 479 3 costs cost NOUN issue-2903 479 4 in in ADP issue-2903 479 5 vietnamese vietnamese ADJ issue-2903 479 6 firms firm NOUN issue-2903 479 7 : : PUNCT issue-2903 479 8 a a DET issue-2903 479 9 data data NOUN issue-2903 479 10 mining mining NOUN issue-2903 479 11 application application NOUN issue-2903 479 12 . . PUNCT issue-2903 480 1 transformations transformation NOUN issue-2903 480 2 in in ADP issue-2903 480 3 business business NOUN issue-2903 480 4 & & CCONJ issue-2903 480 5 economics economic NOUN issue-2903 480 6 . . PUNCT issue-2903 481 1 vol vol NOUN issue-2903 481 2 . . PUNCT issue-2903 482 1 23 23 NUM issue-2903 482 2 . . PUNCT issue-2903 483 1 no no DET issue-2903 483 2 1 1 NUM issue-2903 483 3 ( ( PUNCT issue-2903 483 4 61 61 NUM issue-2903 483 5 ) ) PUNCT issue-2903 483 6 . . PUNCT issue-2903 484 1 p. p. NOUN issue-2903 484 2 381–403 381–403 NUM issue-2903 484 3 . . PUNCT issue-2903 485 1 ogg ogg NOUN issue-2903 485 2 , , PUNCT issue-2903 485 3 m. m. NOUN issue-2903 485 4 , , PUNCT issue-2903 485 5 bose bose PROPN issue-2903 485 6 , , PUNCT issue-2903 485 7 r. r. PROPN issue-2903 485 8 , , PUNCT issue-2903 485 9 scharf scharf PROPN issue-2903 485 10 , , PUNCT issue-2903 485 11 j. j. PROPN issue-2903 485 12 , , PUNCT issue-2903 485 13 ratto ratto PROPN issue-2903 485 14 , , PUNCT issue-2903 485 15 c. c. PROPN issue-2903 485 16 , , PUNCT issue-2903 485 17 & & CCONJ issue-2903 485 18 wolmetz wolmetz NOUN issue-2903 485 19 , , PUNCT issue-2903 485 20 m. m. NOUN issue-2903 485 21 ( ( PUNCT issue-2903 485 22 2024 2024 NUM issue-2903 485 23 ) ) PUNCT issue-2903 485 24 . . PUNCT issue-2903 486 1 turing ture VERB issue-2903 486 2 representational representational ADJ issue-2903 486 3 similarity similarity NOUN issue-2903 486 4 analysis analysis NOUN issue-2903 486 5 ( ( PUNCT issue-2903 486 6 rsa rsa NOUN issue-2903 486 7 ): ): PUNCT issue-2903 486 8 a a DET issue-2903 486 9 flexible flexible ADJ issue-2903 486 10 method method NOUN issue-2903 486 11 for for ADP issue-2903 486 12 measuring measure VERB issue-2903 486 13 alignment alignment NOUN issue-2903 486 14 between between ADP issue-2903 486 15 human human ADJ issue-2903 486 16 and and CCONJ issue-2903 486 17 artificial artificial ADJ issue-2903 486 18 intelligence intelligence NOUN issue-2903 486 19 . . PUNCT issue-2903 487 1 the the DET issue-2903 487 2 johns johns PROPN issue-2903 487 3 hopkins hopkins PROPN issue-2903 487 4 university university PROPN issue-2903 487 5 apl apl PROPN issue-2903 487 6 . . PUNCT issue-2903 488 1 p. p. NOUN issue-2903 488 2 1–30 1–30 PROPN issue-2903 488 3 . . PUNCT issue-2903 489 1 doi doi PROPN issue-2903 489 2 : : PUNCT issue-2903 489 3 https://doi.org/10.48550/arxiv.2412.00577 https://doi.org/10.48550/arxiv.2412.00577 PROPN issue-2903 489 4 olaniyan olaniyan ADJ issue-2903 489 5 , , PUNCT issue-2903 489 6 k. k. PROPN issue-2903 489 7 ( ( PUNCT issue-2903 489 8 2023 2023 NUM issue-2903 489 9 ) ) PUNCT issue-2903 489 10 . . PUNCT issue-2903 490 1 ownership ownership NOUN issue-2903 490 2 of of ADP issue-2903 490 3 proceeds proceed NOUN issue-2903 490 4 of of ADP issue-2903 490 5 corruption corruption NOUN issue-2903 490 6 in in ADP issue-2903 490 7 international international ADJ issue-2903 490 8 law law NOUN issue-2903 490 9 series series NOUN issue-2903 490 10 . . PUNCT issue-2903 491 1 oxford oxford PROPN issue-2903 491 2 : : PUNCT issue-2903 491 3 oup oup PROPN issue-2903 491 4 oxford oxford NOUN issue-2903 491 5 . . PUNCT issue-2903 492 1 400 400 NUM issue-2903 492 2 p. p. NOUN issue-2903 492 3 on on ADP issue-2903 492 4 a a DET issue-2903 492 5 mandatory mandatory ADJ issue-2903 492 6 transparency transparency NOUN issue-2903 492 7 register register NOUN issue-2903 492 8 : : PUNCT issue-2903 492 9 agreement agreement NOUN issue-2903 492 10 between between ADP issue-2903 492 11 the the DET issue-2903 492 12 eu eu PROPN issue-2903 492 13 parliament parliament NOUN issue-2903 492 14 , , PUNCT issue-2903 492 15 the the DET issue-2903 492 16 council council NOUN issue-2903 492 17 and and CCONJ issue-2903 492 18 the the DET issue-2903 492 19 commission commission NOUN issue-2903 492 20 . . PUNCT issue-2903 493 1 may may AUX issue-2903 493 2 20 20 NUM issue-2903 493 3 , , PUNCT issue-2903 493 4 2021 2021 NUM issue-2903 493 5 . . PUNCT issue-2903 494 1 # # SYM issue-2903 494 2 32021q0611(01 32021q0611(01 NOUN issue-2903 494 3 ) ) PUNCT issue-2903 494 4 . . PUNCT issue-2903 495 1 available available ADJ issue-2903 495 2 at at ADP issue-2903 495 3 : : PUNCT issue-2903 495 4 https://eur-lex.europa.eu/legal-content/en/ https://eur-lex.europa.eu/legal-content/en/ PUNCT issue-2903 495 5 txt txt PROPN issue-2903 495 6 / / SYM issue-2903 495 7 pdf/?uri pdf/?uri PROPN issue-2903 495 8 = = NOUN issue-2903 495 9 celex:32021q0611(01 celex:32021q0611(01 NOUN issue-2903 495 10 ) ) PUNCT issue-2903 495 11 rafiei rafiei PROPN issue-2903 495 12 , , PUNCT issue-2903 495 13 h. h. PROPN issue-2903 495 14 , , PUNCT issue-2903 495 15 & & CCONJ issue-2903 495 16 akbarzadeh akbarzadeh PROPN issue-2903 495 17 - - PUNCT issue-2903 495 18 t. t. PROPN issue-2903 495 19 , , PUNCT issue-2903 495 20 m.-r m.-r PROPN issue-2903 495 21 . . PUNCT issue-2903 496 1 ( ( PUNCT issue-2903 496 2 2024 2024 NUM issue-2903 496 3 ) ) PUNCT issue-2903 496 4 . . PUNCT issue-2903 497 1 hedge hedge NOUN issue-2903 497 2 - - PUNCT issue-2903 497 3 embedded embed VERB issue-2903 497 4 linguistic linguistic ADJ issue-2903 497 5 fuzzy fuzzy ADJ issue-2903 497 6 neural neural ADJ issue-2903 497 7 networks network NOUN issue-2903 497 8 for for ADP issue-2903 497 9 systems system NOUN issue-2903 497 10 identification identification NOUN issue-2903 497 11 and and CCONJ issue-2903 497 12 control control NOUN issue-2903 497 13 . . PUNCT issue-2903 498 1 ieee ieee NOUN issue-2903 498 2 transactions transaction NOUN issue-2903 498 3 on on ADP issue-2903 498 4 ai ai PROPN issue-2903 498 5 . . PROPN issue-2903 498 6 vol vol NOUN issue-2903 498 7 . . PROPN issue-2903 499 1 5 5 NUM issue-2903 499 2 . . X issue-2903 499 3 no no INTJ issue-2903 499 4 . . NOUN issue-2903 500 1 10 10 NUM issue-2903 500 2 . . PUNCT issue-2903 501 1 p. p. NOUN issue-2903 501 2 4928–4937 4928–4937 NUM issue-2903 501 3 . . PUNCT issue-2903 502 1 pedersen pedersen PROPN issue-2903 502 2 , , PUNCT issue-2903 502 3 k. k. PROPN issue-2903 502 4 h. h. PROPN issue-2903 502 5 , , PUNCT issue-2903 502 6 & & CCONJ issue-2903 502 7 johannsen johannsen PROPN issue-2903 502 8 , , PUNCT issue-2903 502 9 l. l. PROPN issue-2903 502 10 ( ( PUNCT issue-2903 502 11 2023 2023 NUM issue-2903 502 12 ) ) PUNCT issue-2903 502 13 . . PUNCT issue-2903 503 1 when when SCONJ issue-2903 503 2 corruption corruption NOUN issue-2903 503 3 hits hit VERB issue-2903 503 4 the the DET issue-2903 503 5 judiciary judiciary NOUN issue-2903 503 6 : : PUNCT issue-2903 503 7 a a DET issue-2903 503 8 global global ADJ issue-2903 503 9 perspective perspective NOUN issue-2903 503 10 on on ADP issue-2903 503 11 access access NOUN issue-2903 503 12 to to ADP issue-2903 503 13 justice justice NOUN issue-2903 503 14 and and CCONJ issue-2903 503 15 corruption corruption NOUN issue-2903 503 16 . . PUNCT issue-2903 504 1 oñati oñati PROPN issue-2903 504 2 socio socio NOUN issue-2903 504 3 - - PUNCT issue-2903 504 4 legal legal ADJ issue-2903 504 5 series series NOUN issue-2903 504 6 . . PUNCT issue-2903 505 1 vol vol NOUN issue-2903 505 2 . . PROPN issue-2903 506 1 13 13 NUM issue-2903 506 2 . . X issue-2903 506 3 iss iss PROPN issue-2903 506 4 . . PROPN issue-2903 507 1 4 4 X issue-2903 507 2 . . PUNCT issue-2903 508 1 p. p. NOUN issue-2903 508 2 1258–1280 1258–1280 NUM issue-2903 508 3 . . PUNCT issue-2903 509 1 doi doi NOUN issue-2903 509 2 : : PUNCT issue-2903 509 3 https://doi.org/10.35295/osls https://doi.org/10.35295/osls NOUN issue-2903 509 4 . . PUNCT issue-2903 510 1 iisl/0000 iisl/0000 NOUN issue-2903 510 2 - - PUNCT issue-2903 510 3 0000 0000 NUM issue-2903 510 4 - - PUNCT issue-2903 510 5 0000 0000 NUM issue-2903 510 6 - - PUNCT issue-2903 510 7 1354 1354 NUM issue-2903 510 8 peng peng PROPN issue-2903 510 9 , , PUNCT issue-2903 510 10 h. h. PROPN issue-2903 510 11 , , PUNCT issue-2903 510 12 & & CCONJ issue-2903 510 13 wang wang PROPN issue-2903 510 14 , , PUNCT issue-2903 510 15 j. j. PROPN issue-2903 510 16 ( ( PUNCT issue-2903 510 17 2024 2024 NUM issue-2903 510 18 ) ) PUNCT issue-2903 510 19 . . PUNCT issue-2903 511 1 advanced advanced ADJ issue-2903 511 2 spiking spike VERB issue-2903 511 3 neural neural ADJ issue-2903 511 4 p p NOUN issue-2903 511 5 systems system NOUN issue-2903 511 6 : : PUNCT issue-2903 511 7 models model NOUN issue-2903 511 8 and and CCONJ issue-2903 511 9 applications application NOUN issue-2903 511 10 . . PUNCT issue-2903 512 1 singapore singapore PROPN issue-2903 512 2 : : PUNCT issue-2903 512 3 springer springer NOUN issue-2903 512 4 . . PUNCT issue-2903 513 1 304 304 NUM issue-2903 513 2 p. p. NOUN issue-2903 513 3 revkin revkin NOUN issue-2903 513 4 , , PUNCT issue-2903 513 5 m. m. NOUN issue-2903 513 6 , , PUNCT issue-2903 513 7 alrababah alrababah NOUN issue-2903 513 8 , , PUNCT issue-2903 513 9 a. a. PROPN issue-2903 513 10 , , PUNCT issue-2903 513 11 & & CCONJ issue-2903 513 12 myrick myrick PROPN issue-2903 513 13 , , PUNCT issue-2903 513 14 r. r. PROPN issue-2903 513 15 ( ( PUNCT issue-2903 513 16 2024 2024 NUM issue-2903 513 17 ) ) PUNCT issue-2903 513 18 . . PUNCT issue-2903 514 1 evidence evidence NOUN issue-2903 514 2 - - PUNCT issue-2903 514 3 based base VERB issue-2903 514 4 transitional transitional ADJ issue-2903 514 5 justice justice NOUN issue-2903 514 6 : : PUNCT issue-2903 514 7 incorporating incorporate VERB issue-2903 514 8 public public ADJ issue-2903 514 9 opinion opinion NOUN issue-2903 514 10 into into ADP issue-2903 514 11 the the DET issue-2903 514 12 field field NOUN issue-2903 514 13 , , PUNCT issue-2903 514 14 with with ADP issue-2903 514 15 new new ADJ issue-2903 514 16 data datum NOUN issue-2903 514 17 from from ADP issue-2903 514 18 iraq iraq PROPN issue-2903 514 19 and and CCONJ issue-2903 514 20 ukraine ukraine NOUN issue-2903 514 21 . . PUNCT issue-2903 515 1 the the DET issue-2903 515 2 yale yale PROPN issue-2903 515 3 law law PROPN issue-2903 515 4 journal journal PROPN issue-2903 515 5 . . PUNCT issue-2903 516 1 vol vol NOUN issue-2903 516 2 . . PUNCT issue-2903 517 1 133 133 NUM issue-2903 517 2 . . PUNCT issue-2903 518 1 n. n. NOUN issue-2903 518 2 5 5 NUM issue-2903 518 3 . . PUNCT issue-2903 519 1 p. p. NOUN issue-2903 519 2 1582–1675 1582–1675 NUM issue-2903 519 3 . . PUNCT issue-2903 520 1 schwab schwab PROPN issue-2903 520 2 , , PUNCT issue-2903 520 3 k. k. PROPN issue-2903 520 4 ( ( PUNCT issue-2903 520 5 2016 2016 NUM issue-2903 520 6 ) ) PUNCT issue-2903 520 7 . . PUNCT issue-2903 521 1 the the DET issue-2903 521 2 fourth fourth PROPN issue-2903 521 3 industrial industrial ADJ issue-2903 521 4 revolution revolution NOUN issue-2903 521 5 . . PUNCT issue-2903 522 1 geneva geneva PROPN issue-2903 522 2 : : PUNCT issue-2903 522 3 world world PROPN issue-2903 522 4 economic economic PROPN issue-2903 522 5 forum forum PROPN issue-2903 522 6 . . PUNCT issue-2903 523 1 172 172 NUM issue-2903 524 1 p. p. NOUN issue-2903 524 2 the the DET issue-2903 524 3 2030 2030 NUM issue-2903 524 4 agenda agenda NOUN issue-2903 524 5 for for ADP issue-2903 524 6 sustainable sustainable ADJ issue-2903 524 7 development development NOUN issue-2903 524 8 . . PUNCT issue-2903 525 1 un un PROPN issue-2903 525 2 . . PROPN issue-2903 525 3 25 25 NUM issue-2903 525 4 - - SYM issue-2903 525 5 27 27 NUM issue-2903 525 6 september september PROPN issue-2903 525 7 2015 2015 NUM issue-2903 525 8 . . PUNCT issue-2903 526 1 available available ADJ issue-2903 526 2 at at ADP issue-2903 526 3 : : PUNCT issue-2903 526 4 https://www.un.org/ https://www.un.org/ NOUN issue-2903 526 5 sustainabledevelopment sustainabledevelopment NOUN issue-2903 526 6 / / SYM issue-2903 526 7 development development NOUN issue-2903 526 8 - - PUNCT issue-2903 526 9 agenda/ agenda/ NUM issue-2903 526 10 the the DET issue-2903 526 11 kleptocrat kleptocrat NOUN issue-2903 526 12 ’s ’s PART issue-2903 526 13 playbook playbook NOUN issue-2903 526 14 : : PUNCT issue-2903 526 15 a a DET issue-2903 526 16 taxonomy taxonomy NOUN issue-2903 526 17 of of ADP issue-2903 526 18 domestic domestic ADJ issue-2903 526 19 and and CCONJ issue-2903 526 20 transnational transnational ADJ issue-2903 526 21 tactics tactic NOUN issue-2903 526 22 ( ( PUNCT issue-2903 526 23 2021 2021 NUM issue-2903 526 24 ) ) PUNCT issue-2903 526 25 . . PUNCT issue-2903 527 1 washington washington PROPN issue-2903 527 2 : : PUNCT issue-2903 527 3 international international PROPN issue-2903 527 4 republican republican PROPN issue-2903 527 5 institute institute PROPN issue-2903 527 6 . . PUNCT issue-2903 528 1 45 45 NUM issue-2903 528 2 р р NOUN issue-2903 528 3 . . PUNCT issue-2903 528 4 threat threat NOUN issue-2903 528 5 assessment assessment NOUN issue-2903 528 6 italian italian PROPN issue-2903 528 7 organised organise VERB issue-2903 528 8 crime crime NOUN issue-2903 528 9 . . PUNCT issue-2903 529 1 hague hague NOUN issue-2903 529 2 : : PUNCT issue-2903 529 3 europol europol NOUN issue-2903 529 4 . . PUNCT issue-2903 530 1 2013 2013 NUM issue-2903 530 2 . . PUNCT issue-2903 531 1 18 18 NUM issue-2903 531 2 р р NOUN issue-2903 531 3 . . PUNCT issue-2903 531 4 transparency transparency NOUN issue-2903 531 5 register register NOUN issue-2903 531 6 gets get VERB issue-2903 531 7 a a DET issue-2903 531 8 new new ADJ issue-2903 531 9 feature feature NOUN issue-2903 531 10 . . PUNCT issue-2903 532 1 23 23 NUM issue-2903 532 2 january january NOUN issue-2903 532 3 2025 2025 NUM issue-2903 532 4 . . PUNCT issue-2903 533 1 url url PROPN issue-2903 533 2 : : PUNCT issue-2903 533 3 https://transparency-register.europa.eu/ https://transparency-register.europa.eu/ VERB issue-2903 533 4 find find VERB issue-2903 533 5 - - PUNCT issue-2903 533 6 out out ADP issue-2903 533 7 - - PUNCT issue-2903 533 8 more more ADJ issue-2903 533 9 / / SYM issue-2903 533 10 news news NOUN issue-2903 533 11 / / SYM issue-2903 533 12 new new ADJ issue-2903 533 13 - - PUNCT issue-2903 533 14 transparency transparency NOUN issue-2903 533 15 - - PUNCT issue-2903 533 16 register register NOUN issue-2903 533 17 - - PUNCT issue-2903 533 18 gets get VERB issue-2903 533 19 - - PUNCT issue-2903 533 20 new new ADJ issue-2903 533 21 - - PUNCT issue-2903 533 22 feature-2025 feature-2025 ADJ issue-2903 533 23 - - PUNCT issue-2903 533 24 01 01 NUM issue-2903 533 25 - - PUNCT issue-2903 533 26 23_en 23_en NUM issue-2903 533 27 yermolaev yermolaev PROPN issue-2903 533 28 , , PUNCT issue-2903 533 29 о о PROPN issue-2903 533 30 . . PUNCT issue-2903 534 1 а а PROPN issue-2903 534 2 . . PUNCT issue-2903 535 1 ( ( PUNCT issue-2903 535 2 2021 2021 NUM issue-2903 535 3 ) ) PUNCT issue-2903 535 4 . . PUNCT issue-2903 536 1 system system NOUN issue-2903 536 2 for for ADP issue-2903 536 3 determining determine VERB issue-2903 536 4 the the DET issue-2903 536 5 quality quality NOUN issue-2903 536 6 of of ADP issue-2903 536 7 goods good NOUN issue-2903 536 8 in in ADP issue-2903 536 9 online online ADJ issue-2903 536 10 stores store NOUN issue-2903 536 11 based base VERB issue-2903 536 12 on on ADP issue-2903 536 13 ai ai PROPN issue-2903 536 14 . . PROPN issue-2903 536 15 author author PROPN issue-2903 536 16 's 's PART issue-2903 536 17 abstract abstract ADJ issue-2903 536 18 qualification qualification NOUN issue-2903 536 19 . . PUNCT issue-2903 537 1 work work NOUN issue-2903 537 2 . . PUNCT issue-2903 538 1 special special ADJ issue-2903 538 2 . . PUNCT issue-2903 539 1 122 122 NUM issue-2903 539 2 " " PUNCT issue-2903 539 3 computer computer NOUN issue-2903 539 4 science science NOUN issue-2903 539 5 " " PUNCT issue-2903 539 6 . . PUNCT issue-2903 540 1 black black ADJ issue-2903 540 2 sea sea PROPN issue-2903 540 3 nu nu PROPN issue-2903 540 4 named name VERB issue-2903 540 5 after after ADP issue-2903 540 6 p. p. PROPN issue-2903 540 7 mohyla mohyla PROPN issue-2903 540 8 . . PUNCT issue-2903 541 1 mykolaiv mykolaiv PROPN issue-2903 541 2 . . PUNCT issue-2903 542 1 15 15 NUM issue-2903 542 2 p. p. PROPN issue-2903 542 3 zhang zhang PROPN issue-2903 542 4 , , PUNCT issue-2903 542 5 q. q. PROPN issue-2903 542 6 , , PUNCT issue-2903 542 7 zeng zeng PROPN issue-2903 542 8 , , PUNCT issue-2903 542 9 x. x. PROPN issue-2903 542 10 , , PUNCT issue-2903 542 11 lo lo PROPN issue-2903 542 12 , , PUNCT issue-2903 542 13 w. w. PROPN issue-2903 542 14 , , PUNCT issue-2903 542 15 & & CCONJ issue-2903 542 16 fan fan PROPN issue-2903 542 17 , , PUNCT issue-2903 542 18 b. b. PROPN issue-2903 542 19 ( ( PUNCT issue-2903 542 20 2023 2023 NUM issue-2903 542 21 ) ) PUNCT issue-2903 542 22 . . PUNCT issue-2903 543 1 enterprise enterprise NOUN issue-2903 543 2 innovation innovation NOUN issue-2903 543 3 evaluation evaluation NOUN issue-2903 543 4 method method NOUN issue-2903 543 5 based base VERB issue-2903 543 6 on on ADP issue-2903 543 7 swarm swarm NOUN issue-2903 543 8 optimization optimization NOUN issue-2903 543 9 algorithm algorithm NOUN issue-2903 543 10 and and CCONJ issue-2903 543 11 artificial artificial ADJ issue-2903 543 12 neural neural ADJ issue-2903 543 13 network network NOUN issue-2903 543 14 . . PUNCT issue-2903 544 1 neural neural ADJ issue-2903 544 2 computing computing NOUN issue-2903 544 3 and and CCONJ issue-2903 544 4 applications application NOUN issue-2903 544 5 . . PUNCT issue-2903 545 1 vol vol NOUN issue-2903 545 2 . . PROPN issue-2903 546 1 35 35 NUM issue-2903 546 2 . . X issue-2903 547 1 iss iss PROPN issue-2903 547 2 . . PROPN issue-2903 548 1 36 36 NUM issue-2903 548 2 . . PUNCT issue-2903 549 1 p. p. NOUN issue-2903 549 2 25143 25143 NUM issue-2903 549 3 – – PUNCT issue-2903 549 4 25156 25156 NUM issue-2903 549 5 . . PUNCT issue-2903 550 1 doi doi NOUN issue-2903 550 2 : : PUNCT issue-2903 550 3 https://doi.org/10.1007/s00521-023-08317-2 https://doi.org/10.1007/s00521-023-08317-2 PROPN issue-2903 550 4 zhang zhang PROPN issue-2903 550 5 , , PUNCT issue-2903 550 6 x. x. PROPN issue-2903 550 7 , , PUNCT issue-2903 550 8 goel goel PROPN issue-2903 550 9 , , PUNCT issue-2903 550 10 r. r. PROPN issue-2903 550 11 k. k. PROPN issue-2903 550 12 , , PUNCT issue-2903 550 13 jiang jiang PROPN issue-2903 550 14 , , PUNCT issue-2903 550 15 j. j. PROPN issue-2903 550 16 , , PUNCT issue-2903 550 17 & & CCONJ issue-2903 550 18 capasso capasso PROPN issue-2903 550 19 , , PUNCT issue-2903 550 20 s. s. PROPN issue-2903 550 21 ( ( PUNCT issue-2903 550 22 2023 2023 NUM issue-2903 550 23 ) ) PUNCT issue-2903 550 24 . . PUNCT issue-2903 551 1 do do AUX issue-2903 551 2 deep deep ADJ issue-2903 551 3 regional regional ADJ issue-2903 551 4 trade trade NOUN issue-2903 551 5 agreements agreement NOUN issue-2903 551 6 strengthen strengthen VERB issue-2903 551 7 anticorruption anticorruption NOUN issue-2903 551 8 ? ? PUNCT issue-2903 552 1 a a DET issue-2903 552 2 social social ADJ issue-2903 552 3 network network NOUN issue-2903 552 4 analysis analysis NOUN issue-2903 552 5 . . PUNCT issue-2903 553 1 the the DET issue-2903 553 2 world world NOUN issue-2903 553 3 economy economy NOUN issue-2903 553 4 , , PUNCT issue-2903 553 5 wiley wiley PROPN issue-2903 553 6 blackwell blackwell PROPN issue-2903 553 7 . . PUNCT issue-2903 554 1 vol vol NOUN issue-2903 554 2 . . PUNCT issue-2903 555 1 46(8 46(8 NOUN issue-2903 555 2 ) ) PUNCT issue-2903 555 3 . . PUNCT issue-2903 556 1 p. p. NOUN issue-2903 556 2 2478–2513 2478–2513 NUM issue-2903 556 3 . . PUNCT issue-2903 557 1 doi doi NOUN issue-2903 557 2 : : PUNCT issue-2903 557 3 https://doi.org/10.1111/twec.13399 https://doi.org/10.1111/twec.13399 PROPN issue-2903 557 4 zhu zhu PROPN issue-2903 557 5 , , PUNCT issue-2903 557 6 j. j. PROPN issue-2903 557 7 , , PUNCT issue-2903 557 8 & & CCONJ issue-2903 557 9 wen wen PROPN issue-2903 557 10 , , PUNCT issue-2903 557 11 b. b. PROPN issue-2903 557 12 ( ( PUNCT issue-2903 557 13 2022 2022 NUM issue-2903 557 14 ) ) PUNCT issue-2903 557 15 . . PUNCT issue-2903 558 1 trace trace VERB issue-2903 558 2 the the DET issue-2903 558 3 money money NOUN issue-2903 558 4 , , PUNCT issue-2903 558 5 seize seize VERB issue-2903 558 6 the the DET issue-2903 558 7 fugitives fugitive NOUN issue-2903 558 8 : : PUNCT issue-2903 558 9 china china PROPN issue-2903 558 10 ’s ’s PART issue-2903 558 11 other other ADJ issue-2903 558 12 anticorruption anticorruption NOUN issue-2903 558 13 battle battle NOUN issue-2903 558 14 . . PUNCT issue-2903 559 1 journal journal PROPN issue-2903 559 2 of of ADP issue-2903 559 3 contemporary contemporary PROPN issue-2903 559 4 china china PROPN issue-2903 559 5 . . PUNCT issue-2903 560 1 vol vol NOUN issue-2903 560 2 . . PUNCT issue-2903 561 1 31 31 NUM issue-2903 561 2 . . PUNCT issue-2903 562 1 no no INTJ issue-2903 562 2 . . NOUN issue-2903 562 3 138 138 NUM issue-2903 562 4 . . PUNCT issue-2903 563 1 p. p. NOUN issue-2903 563 2 993–1011 993–1011 NUM issue-2903 563 3 . . PUNCT issue-2903 564 1 doi doi NOUN issue-2903 564 2 : : PUNCT issue-2903 564 3 https://doi.org/10.1080/10670564.2022.2031006 https://doi.org/10.1080/10670564.2022.2031006 NOUN issue-2903 564 4 received receive VERB issue-2903 564 5 on on ADP issue-2903 564 6 : : PUNCT issue-2903 564 7 12th 12th NOUN issue-2903 564 8 of of ADP issue-2903 564 9 april april PROPN issue-2903 564 10 , , PUNCT issue-2903 564 11 2025 2025 NUM issue-2903 564 12 accepted accept VERB issue-2903 564 13 on on ADP issue-2903 564 14 : : PUNCT issue-2903 564 15 25th 25th NOUN issue-2903 564 16 of of ADP issue-2903 564 17 may may PROPN issue-2903 564 18 , , PUNCT issue-2903 564 19 2025 2025 NUM issue-2903 564 20 published publish VERB issue-2903 564 21 on on ADP issue-2903 564 22 : : PUNCT issue-2903 564 23 25th 25th NOUN issue-2903 564 24 of of ADP issue-2903 564 25 june june PROPN issue-2903 564 26 , , PUNCT issue-2903 564 27 2025 2025 NUM