id sid tid token lemma pos r494vh5711q 1 1 network network NOUN r494vh5711q 1 2 modeling modeling NOUN r494vh5711q 1 3 is be AUX r494vh5711q 1 4 critical critical ADJ r494vh5711q 1 5 and and CCONJ r494vh5711q 1 6 central central ADJ r494vh5711q 1 7 to to ADP r494vh5711q 1 8 the the DET r494vh5711q 1 9 study study NOUN r494vh5711q 1 10 of of ADP r494vh5711q 1 11 complex complex ADJ r494vh5711q 1 12 systems system NOUN r494vh5711q 1 13 . . PUNCT r494vh5711q 2 1 modeling modeling NOUN r494vh5711q 2 2 enables enable VERB r494vh5711q 2 3 researchers researcher NOUN r494vh5711q 2 4 to to PART r494vh5711q 2 5 examine examine VERB r494vh5711q 2 6 emergent emergent ADJ r494vh5711q 2 7 behavior behavior NOUN r494vh5711q 2 8 and and CCONJ r494vh5711q 2 9 related related ADJ r494vh5711q 2 10 phenomena phenomenon NOUN r494vh5711q 2 11 from from ADP r494vh5711q 2 12 the the DET r494vh5711q 2 13 milieu milieu NOUN r494vh5711q 2 14 of of ADP r494vh5711q 2 15 interacting interact VERB r494vh5711q 2 16 patterns pattern NOUN r494vh5711q 2 17 at at ADP r494vh5711q 2 18 the the DET r494vh5711q 2 19 local local ADJ r494vh5711q 2 20 level level NOUN r494vh5711q 2 21 . . PUNCT r494vh5711q 3 1 these these DET r494vh5711q 3 2 complex complex ADJ r494vh5711q 3 3 systems system NOUN r494vh5711q 3 4 are be AUX r494vh5711q 3 5 diverse diverse ADJ r494vh5711q 3 6 , , PUNCT r494vh5711q 3 7 ranging range VERB r494vh5711q 3 8 from from ADP r494vh5711q 3 9 the the DET r494vh5711q 3 10 global global ADJ r494vh5711q 3 11 economy economy NOUN r494vh5711q 3 12 , , PUNCT r494vh5711q 3 13 neuroscience neuroscience NOUN r494vh5711q 3 14 , , PUNCT r494vh5711q 3 15 protein protein NOUN r494vh5711q 3 16 folding fold VERB r494vh5711q 3 17 molecular molecular ADJ r494vh5711q 3 18 interactions interaction NOUN r494vh5711q 3 19 , , PUNCT r494vh5711q 3 20 to to ADP r494vh5711q 3 21 the the DET r494vh5711q 3 22 internet internet NOUN r494vh5711q 3 23 . . PUNCT r494vh5711q 4 1 evaluating evaluate VERB r494vh5711q 4 2 network network NOUN r494vh5711q 4 3 models model NOUN r494vh5711q 4 4 on on ADP r494vh5711q 4 5 their their PRON r494vh5711q 4 6 ability ability NOUN r494vh5711q 4 7 to to PART r494vh5711q 4 8 automatically automatically ADV r494vh5711q 4 9 learn learn VERB r494vh5711q 4 10 the the DET r494vh5711q 4 11 underlying underlying ADJ r494vh5711q 4 12 features feature NOUN r494vh5711q 4 13 is be AUX r494vh5711q 4 14 integral integral ADJ r494vh5711q 4 15 to to ADP r494vh5711q 4 16 algorithm algorithm PROPN r494vh5711q 4 17 development development NOUN r494vh5711q 4 18 in in ADP r494vh5711q 4 19 many many ADJ r494vh5711q 4 20 areas area NOUN r494vh5711q 4 21 of of ADP r494vh5711q 4 22 computational computational ADJ r494vh5711q 4 23 science science NOUN r494vh5711q 4 24 . . PUNCT r494vh5711q 5 1 here here ADV r494vh5711q 5 2 we we PRON r494vh5711q 5 3 describe describe VERB r494vh5711q 5 4 methods method NOUN r494vh5711q 5 5 and and CCONJ r494vh5711q 5 6 develop develop VERB r494vh5711q 5 7 algorithms algorithm NOUN r494vh5711q 5 8 that that PRON r494vh5711q 5 9 extend extend VERB r494vh5711q 5 10 and and CCONJ r494vh5711q 5 11 evaluate evaluate VERB r494vh5711q 5 12 hyperedge hyperedge NOUN r494vh5711q 5 13 replacement replacement NOUN r494vh5711q 5 14 grammars grammar NOUN r494vh5711q 5 15 , , PUNCT r494vh5711q 5 16 a a DET r494vh5711q 5 17 formalism formalism NOUN r494vh5711q 5 18 in in ADP r494vh5711q 5 19 formal formal ADJ r494vh5711q 5 20 language language NOUN r494vh5711q 5 21 theory theory NOUN r494vh5711q 5 22 . . PUNCT r494vh5711q 6 1 we we PRON r494vh5711q 6 2 detail detail VERB r494vh5711q 6 3 extensions extension NOUN r494vh5711q 6 4 for for ADP r494vh5711q 6 5 model model NOUN r494vh5711q 6 6 - - PUNCT r494vh5711q 6 7 inference inference NOUN r494vh5711q 6 8 on on ADP r494vh5711q 6 9 real real ADJ r494vh5711q 6 10 - - PUNCT r494vh5711q 6 11 world world NOUN r494vh5711q 6 12 networks network NOUN r494vh5711q 6 13 and and CCONJ r494vh5711q 6 14 graph graph NOUN r494vh5711q 6 15 generation generation NOUN r494vh5711q 6 16 . . PUNCT r494vh5711q 7 1 discovering discover VERB r494vh5711q 7 2 patterns pattern NOUN r494vh5711q 7 3 involved involve VERB r494vh5711q 7 4 in in ADP r494vh5711q 7 5 system system NOUN r494vh5711q 7 6 behavior behavior NOUN r494vh5711q 7 7 to to PART r494vh5711q 7 8 build build VERB r494vh5711q 7 9 models model NOUN r494vh5711q 7 10 for for ADP r494vh5711q 7 11 real real ADJ r494vh5711q 7 12 - - PUNCT r494vh5711q 7 13 world world NOUN r494vh5711q 7 14 systems system NOUN r494vh5711q 7 15 that that PRON r494vh5711q 7 16 preserve preserve VERB r494vh5711q 7 17 many many ADJ r494vh5711q 7 18 of of ADP r494vh5711q 7 19 the the DET r494vh5711q 7 20 network network NOUN r494vh5711q 7 21 properties property NOUN r494vh5711q 7 22 during during ADP r494vh5711q 7 23 the the DET r494vh5711q 7 24 generation generation NOUN r494vh5711q 7 25 step step NOUN r494vh5711q 7 26 is be AUX r494vh5711q 7 27 the the DET r494vh5711q 7 28 central central ADJ r494vh5711q 7 29 focus focus NOUN r494vh5711q 7 30 of of ADP r494vh5711q 7 31 this this DET r494vh5711q 7 32 work work NOUN r494vh5711q 7 33 . . PUNCT r494vh5711q 8 1 growing grow VERB r494vh5711q 8 2 similar similar ADJ r494vh5711q 8 3 structures structure NOUN r494vh5711q 8 4 at at ADP r494vh5711q 8 5 various various ADJ r494vh5711q 8 6 scale scale NOUN r494vh5711q 8 7 is be AUX r494vh5711q 8 8 also also ADV r494vh5711q 8 9 crucial crucial ADJ r494vh5711q 8 10 to to ADP r494vh5711q 8 11 the the DET r494vh5711q 8 12 evolution evolution NOUN r494vh5711q 8 13 of of ADP r494vh5711q 8 14 the the DET r494vh5711q 8 15 scientific scientific ADJ r494vh5711q 8 16 tools tool NOUN r494vh5711q 8 17 required require VERB r494vh5711q 8 18 in in ADP r494vh5711q 8 19 today today NOUN r494vh5711q 8 20 's 's PART r494vh5711q 8 21 information information NOUN r494vh5711q 8 22 landscape landscape NOUN r494vh5711q 8 23 . . PUNCT r494vh5711q 9 1 experimental experimental ADJ r494vh5711q 9 2 results result NOUN r494vh5711q 9 3 demonstrate demonstrate VERB r494vh5711q 9 4 that that SCONJ r494vh5711q 9 5 hyperedge hyperedge NOUN r494vh5711q 9 6 replacement replacement NOUN r494vh5711q 9 7 grammars grammar NOUN r494vh5711q 9 8 offer offer VERB r494vh5711q 9 9 a a DET r494vh5711q 9 10 new new ADJ r494vh5711q 9 11 way way NOUN r494vh5711q 9 12 to to PART r494vh5711q 9 13 learn learn VERB r494vh5711q 9 14 network network NOUN r494vh5711q 9 15 features feature NOUN r494vh5711q 9 16 that that PRON r494vh5711q 9 17 facilitate facilitate VERB r494vh5711q 9 18 compelling compelling ADJ r494vh5711q 9 19 graphical graphical ADJ r494vh5711q 9 20 structure structure NOUN r494vh5711q 9 21 generation generation NOUN r494vh5711q 9 22 that that PRON r494vh5711q 9 23 advances advance VERB r494vh5711q 9 24 network network NOUN r494vh5711q 9 25 science science NOUN r494vh5711q 9 26 in in ADP r494vh5711q 9 27 areas area NOUN r494vh5711q 9 28 of of ADP r494vh5711q 9 29 modeling modeling NOUN r494vh5711q 9 30 and and CCONJ r494vh5711q 9 31 network network NOUN r494vh5711q 9 32 analysis analysis NOUN r494vh5711q 9 33 . . PUNCT