id sid tid token lemma pos 8g84mk64w47 1 1 real real ADJ 8g84mk64w47 1 2 - - PUNCT 8g84mk64w47 1 3 world world NOUN 8g84mk64w47 1 4 complex complex ADJ 8g84mk64w47 1 5 systems system NOUN 8g84mk64w47 1 6 comprise comprise VERB 8g84mk64w47 1 7 several several ADJ 8g84mk64w47 1 8 components component NOUN 8g84mk64w47 1 9 that that PRON 8g84mk64w47 1 10 interact interact VERB 8g84mk64w47 1 11 and and CCONJ 8g84mk64w47 1 12 influence influence VERB 8g84mk64w47 1 13 each each DET 8g84mk64w47 1 14 other other ADJ 8g84mk64w47 1 15 via via ADP 8g84mk64w47 1 16 various various ADJ 8g84mk64w47 1 17 mechanisms mechanism NOUN 8g84mk64w47 1 18 . . PUNCT 8g84mk64w47 2 1 in in ADP 8g84mk64w47 2 2 order order NOUN 8g84mk64w47 2 3 to to PART 8g84mk64w47 2 4 understand understand VERB 8g84mk64w47 2 5 and and CCONJ 8g84mk64w47 2 6 model model VERB 8g84mk64w47 2 7 the the DET 8g84mk64w47 2 8 underlying underlying ADJ 8g84mk64w47 2 9 phenomena phenomenon NOUN 8g84mk64w47 2 10 in in ADP 8g84mk64w47 2 11 such such ADJ 8g84mk64w47 2 12 systems system NOUN 8g84mk64w47 2 13 , , PUNCT 8g84mk64w47 2 14 it it PRON 8g84mk64w47 2 15 is be AUX 8g84mk64w47 2 16 important important ADJ 8g84mk64w47 2 17 to to PART 8g84mk64w47 2 18 solve solve VERB 8g84mk64w47 2 19 two two NUM 8g84mk64w47 2 20 key key ADJ 8g84mk64w47 2 21 challenges challenge NOUN 8g84mk64w47 2 22 : : PUNCT 8g84mk64w47 2 23 ( ( PUNCT 8g84mk64w47 2 24 1 1 X 8g84mk64w47 2 25 ) ) PUNCT 8g84mk64w47 2 26 building build VERB 8g84mk64w47 2 27 network network NOUN 8g84mk64w47 2 28 models model NOUN 8g84mk64w47 2 29 that that PRON 8g84mk64w47 2 30 are be AUX 8g84mk64w47 2 31 an an DET 8g84mk64w47 2 32 accurate accurate ADJ 8g84mk64w47 2 33 representation representation NOUN 8g84mk64w47 2 34 of of ADP 8g84mk64w47 2 35 raw raw ADJ 8g84mk64w47 2 36 data datum NOUN 8g84mk64w47 2 37 , , PUNCT 8g84mk64w47 2 38 and and CCONJ 8g84mk64w47 2 39 ( ( PUNCT 8g84mk64w47 2 40 2 2 X 8g84mk64w47 2 41 ) ) PUNCT 8g84mk64w47 2 42 developing develop VERB 8g84mk64w47 2 43 models model NOUN 8g84mk64w47 2 44 that that PRON 8g84mk64w47 2 45 can can AUX 8g84mk64w47 2 46 learn learn VERB 8g84mk64w47 2 47 from from ADP 8g84mk64w47 2 48 the the DET 8g84mk64w47 2 49 network network NOUN 8g84mk64w47 2 50 structure structure NOUN 8g84mk64w47 2 51 to to PART 8g84mk64w47 2 52 capture capture VERB 8g84mk64w47 2 53 the the DET 8g84mk64w47 2 54 ongoing ongoing ADJ 8g84mk64w47 2 55 phenomena phenomenon NOUN 8g84mk64w47 2 56 in in ADP 8g84mk64w47 2 57 the the DET 8g84mk64w47 2 58 complex complex NOUN 8g84mk64w47 2 59 system.in system.in PUNCT 8g84mk64w47 2 60 this this DET 8g84mk64w47 2 61 dissertation dissertation NOUN 8g84mk64w47 2 62 , , PUNCT 8g84mk64w47 2 63 we we PRON 8g84mk64w47 2 64 propose propose VERB 8g84mk64w47 2 65 novel novel ADJ 8g84mk64w47 2 66 methodologies methodology NOUN 8g84mk64w47 2 67 to to PART 8g84mk64w47 2 68 solve solve VERB 8g84mk64w47 2 69 the the DET 8g84mk64w47 2 70 above above ADJ 8g84mk64w47 2 71 challenges challenge NOUN 8g84mk64w47 2 72 . . PUNCT 8g84mk64w47 3 1 we we PRON 8g84mk64w47 3 2 first first ADV 8g84mk64w47 3 3 propose propose VERB 8g84mk64w47 3 4 an an DET 8g84mk64w47 3 5 efficient efficient ADJ 8g84mk64w47 3 6 algorithm algorithm NOUN 8g84mk64w47 3 7 for for ADP 8g84mk64w47 3 8 higher high ADJ 8g84mk64w47 3 9 - - PUNCT 8g84mk64w47 3 10 order order NOUN 8g84mk64w47 3 11 networks network NOUN 8g84mk64w47 3 12 to to PART 8g84mk64w47 3 13 accurately accurately ADV 8g84mk64w47 3 14 represent represent VERB 8g84mk64w47 3 15 the the DET 8g84mk64w47 3 16 complex complex ADJ 8g84mk64w47 3 17 interactions interaction NOUN 8g84mk64w47 3 18 in in ADP 8g84mk64w47 3 19 raw raw ADJ 8g84mk64w47 3 20 data datum NOUN 8g84mk64w47 3 21 . . PUNCT 8g84mk64w47 4 1 we we PRON 8g84mk64w47 4 2 then then ADV 8g84mk64w47 4 3 explore explore VERB 8g84mk64w47 4 4 the the DET 8g84mk64w47 4 5 applications application NOUN 8g84mk64w47 4 6 of of ADP 8g84mk64w47 4 7 higher high ADJ 8g84mk64w47 4 8 - - PUNCT 8g84mk64w47 4 9 order order NOUN 8g84mk64w47 4 10 networks network NOUN 8g84mk64w47 4 11 in in ADP 8g84mk64w47 4 12 various various ADJ 8g84mk64w47 4 13 real real ADJ 8g84mk64w47 4 14 - - PUNCT 8g84mk64w47 4 15 world world NOUN 8g84mk64w47 4 16 problems problem NOUN 8g84mk64w47 4 17 such such ADJ 8g84mk64w47 4 18 as as ADP 8g84mk64w47 4 19 modeling model VERB 8g84mk64w47 4 20 species specie NOUN 8g84mk64w47 4 21 spread spread VERB 8g84mk64w47 4 22 through through ADP 8g84mk64w47 4 23 the the DET 8g84mk64w47 4 24 global global ADJ 8g84mk64w47 4 25 shipping shipping NOUN 8g84mk64w47 4 26 network network NOUN 8g84mk64w47 4 27 and and CCONJ 8g84mk64w47 4 28 anomaly anomaly PROPN 8g84mk64w47 4 29 detection detection NOUN 8g84mk64w47 4 30 in in ADP 8g84mk64w47 4 31 dynamic dynamic ADJ 8g84mk64w47 4 32 networks network NOUN 8g84mk64w47 4 33 . . PUNCT 8g84mk64w47 5 1 towards towards ADP 8g84mk64w47 5 2 learning learn VERB 8g84mk64w47 5 3 from from ADP 8g84mk64w47 5 4 complex complex ADJ 8g84mk64w47 5 5 systems system NOUN 8g84mk64w47 5 6 , , PUNCT 8g84mk64w47 5 7 we we PRON 8g84mk64w47 5 8 then then ADV 8g84mk64w47 5 9 move move VERB 8g84mk64w47 5 10 to to PART 8g84mk64w47 5 11 build build VERB 8g84mk64w47 5 12 machine machine NOUN 8g84mk64w47 5 13 learning learning NOUN 8g84mk64w47 5 14 models model NOUN 8g84mk64w47 5 15 that that PRON 8g84mk64w47 5 16 can can AUX 8g84mk64w47 5 17 learn learn VERB 8g84mk64w47 5 18 from from ADP 8g84mk64w47 5 19 interacting interact VERB 8g84mk64w47 5 20 components component NOUN 8g84mk64w47 5 21 in in ADP 8g84mk64w47 5 22 the the DET 8g84mk64w47 5 23 system system NOUN 8g84mk64w47 5 24 . . PUNCT 8g84mk64w47 6 1 we we PRON 8g84mk64w47 6 2 explore explore VERB 8g84mk64w47 6 3 the the DET 8g84mk64w47 6 4 applications application NOUN 8g84mk64w47 6 5 of of ADP 8g84mk64w47 6 6 these these DET 8g84mk64w47 6 7 models model NOUN 8g84mk64w47 6 8 in in ADP 8g84mk64w47 6 9 various various ADJ 8g84mk64w47 6 10 real real ADJ 8g84mk64w47 6 11 - - PUNCT 8g84mk64w47 6 12 world world NOUN 8g84mk64w47 6 13 problems problem NOUN 8g84mk64w47 6 14 such such ADJ 8g84mk64w47 6 15 as as ADP 8g84mk64w47 6 16 network network NOUN 8g84mk64w47 6 17 embedding embedding NOUN 8g84mk64w47 6 18 , , PUNCT 8g84mk64w47 6 19 relational relational ADJ 8g84mk64w47 6 20 reasoning reasoning NOUN 8g84mk64w47 6 21 , , PUNCT 8g84mk64w47 6 22 and and CCONJ 8g84mk64w47 6 23 predicting predict VERB 8g84mk64w47 6 24 chemical chemical ADJ 8g84mk64w47 6 25 reaction reaction NOUN 8g84mk64w47 6 26 performance performance NOUN 8g84mk64w47 6 27 . . PUNCT 8g84mk64w47 7 1 finally finally ADV 8g84mk64w47 7 2 , , PUNCT 8g84mk64w47 7 3 we we PRON 8g84mk64w47 7 4 discuss discuss VERB 8g84mk64w47 7 5 the the DET 8g84mk64w47 7 6 limitations limitation NOUN 8g84mk64w47 7 7 and and CCONJ 8g84mk64w47 7 8 challenges challenge NOUN 8g84mk64w47 7 9 of of ADP 8g84mk64w47 7 10 building build VERB 8g84mk64w47 7 11 machine machine NOUN 8g84mk64w47 7 12 learning learning NOUN 8g84mk64w47 7 13 methods method NOUN 8g84mk64w47 7 14 for for ADP 8g84mk64w47 7 15 networks network NOUN 8g84mk64w47 7 16 using use VERB 8g84mk64w47 7 17 real real ADJ 8g84mk64w47 7 18 - - PUNCT 8g84mk64w47 7 19 world world NOUN 8g84mk64w47 7 20 data datum NOUN 8g84mk64w47 7 21 and and CCONJ 8g84mk64w47 7 22 offer offer VERB 8g84mk64w47 7 23 potential potential ADJ 8g84mk64w47 7 24 directions direction NOUN 8g84mk64w47 7 25 for for ADP 8g84mk64w47 7 26 future future ADJ 8g84mk64w47 7 27 research research NOUN 8g84mk64w47 7 28 . . PUNCT