id sid tid token lemma pos 9s161546c8t 1 1 in in ADP 9s161546c8t 1 2 this this DET 9s161546c8t 1 3 thesis thesis NOUN 9s161546c8t 1 4 we we PRON 9s161546c8t 1 5 present present VERB 9s161546c8t 1 6 the the DET 9s161546c8t 1 7 abnnsim abnnsim NOUN 9s161546c8t 1 8 toolkit toolkit NOUN 9s161546c8t 1 9 for for ADP 9s161546c8t 1 10 the the DET 9s161546c8t 1 11 simulation simulation NOUN 9s161546c8t 1 12 of of ADP 9s161546c8t 1 13 biologically biologically ADV 9s161546c8t 1 14 inspired inspire VERB 9s161546c8t 1 15 neural neural ADJ 9s161546c8t 1 16 networks network NOUN 9s161546c8t 1 17 . . PUNCT 9s161546c8t 2 1 this this DET 9s161546c8t 2 2 work work NOUN 9s161546c8t 2 3 applies apply VERB 9s161546c8t 2 4 the the DET 9s161546c8t 2 5 agent agent NOUN 9s161546c8t 2 6 based base VERB 9s161546c8t 2 7 modeling modeling NOUN 9s161546c8t 2 8 paradigm paradigm NOUN 9s161546c8t 2 9 to to ADP 9s161546c8t 2 10 the the DET 9s161546c8t 2 11 simulation simulation NOUN 9s161546c8t 2 12 of of ADP 9s161546c8t 2 13 biological biological ADJ 9s161546c8t 2 14 neural neural ADJ 9s161546c8t 2 15 networks network NOUN 9s161546c8t 2 16 , , PUNCT 9s161546c8t 2 17 allowing allow VERB 9s161546c8t 2 18 rapid rapid ADJ 9s161546c8t 2 19 development development NOUN 9s161546c8t 2 20 of of ADP 9s161546c8t 2 21 models model NOUN 9s161546c8t 2 22 , , PUNCT 9s161546c8t 2 23 easy easy ADJ 9s161546c8t 2 24 addition addition NOUN 9s161546c8t 2 25 of of ADP 9s161546c8t 2 26 features feature NOUN 9s161546c8t 2 27 and and CCONJ 9s161546c8t 2 28 a a DET 9s161546c8t 2 29 richness richness NOUN 9s161546c8t 2 30 of of ADP 9s161546c8t 2 31 expression expression NOUN 9s161546c8t 2 32 that that PRON 9s161546c8t 2 33 is be AUX 9s161546c8t 2 34 not not PART 9s161546c8t 2 35 available available ADJ 9s161546c8t 2 36 with with ADP 9s161546c8t 2 37 other other ADJ 9s161546c8t 2 38 tools tool NOUN 9s161546c8t 2 39 . . PUNCT 9s161546c8t 3 1 the the DET 9s161546c8t 3 2 focus focus NOUN 9s161546c8t 3 3 of of ADP 9s161546c8t 3 4 the the DET 9s161546c8t 3 5 abnnsim abnnsim NOUN 9s161546c8t 3 6 toolkit toolkit NOUN 9s161546c8t 3 7 is be AUX 9s161546c8t 3 8 modeling model VERB 9s161546c8t 3 9 neural neural ADJ 9s161546c8t 3 10 networks network NOUN 9s161546c8t 3 11 at at ADP 9s161546c8t 3 12 the the DET 9s161546c8t 3 13 network network NOUN 9s161546c8t 3 14 level level NOUN 9s161546c8t 3 15 . . PUNCT 9s161546c8t 4 1 this this DET 9s161546c8t 4 2 view view NOUN 9s161546c8t 4 3 leads lead VERB 9s161546c8t 4 4 to to ADP 9s161546c8t 4 5 some some DET 9s161546c8t 4 6 loss loss NOUN 9s161546c8t 4 7 of of ADP 9s161546c8t 4 8 fidelity fidelity NOUN 9s161546c8t 4 9 over over ADP 9s161546c8t 4 10 other other ADJ 9s161546c8t 4 11 computational computational ADJ 9s161546c8t 4 12 neuroscience neuroscience NOUN 9s161546c8t 4 13 tools tool NOUN 9s161546c8t 4 14 , , PUNCT 9s161546c8t 4 15 but but CCONJ 9s161546c8t 4 16 allows allow VERB 9s161546c8t 4 17 larger large ADJ 9s161546c8t 4 18 , , PUNCT 9s161546c8t 4 19 system system NOUN 9s161546c8t 4 20 - - PUNCT 9s161546c8t 4 21 level level NOUN 9s161546c8t 4 22 phenomena phenomena NOUN 9s161546c8t 4 23 to to PART 9s161546c8t 4 24 be be AUX 9s161546c8t 4 25 explored explore VERB 9s161546c8t 4 26 . . PUNCT 9s161546c8t 5 1 this this PRON 9s161546c8t 5 2 is be AUX 9s161546c8t 5 3 motivated motivate VERB 9s161546c8t 5 4 by by ADP 9s161546c8t 5 5 discoveries discovery NOUN 9s161546c8t 5 6 in in ADP 9s161546c8t 5 7 the the DET 9s161546c8t 5 8 area area NOUN 9s161546c8t 5 9 of of ADP 9s161546c8t 5 10 complex complex ADJ 9s161546c8t 5 11 networks network NOUN 9s161546c8t 5 12 , , PUNCT 9s161546c8t 5 13 in in ADP 9s161546c8t 5 14 their their PRON 9s161546c8t 5 15 analysis analysis NOUN 9s161546c8t 5 16 and and CCONJ 9s161546c8t 5 17 prevalence prevalence NOUN 9s161546c8t 5 18 in in ADP 9s161546c8t 5 19 biological biological ADJ 9s161546c8t 5 20 systems system NOUN 9s161546c8t 5 21 . . PUNCT 9s161546c8t 6 1 these these DET 9s161546c8t 6 2 networks network NOUN 9s161546c8t 6 3 have have VERB 9s161546c8t 6 4 characteristics characteristic NOUN 9s161546c8t 6 5 that that PRON 9s161546c8t 6 6 are be AUX 9s161546c8t 6 7 desirable desirable ADJ 9s161546c8t 6 8 for for ADP 9s161546c8t 6 9 biological biological ADJ 9s161546c8t 6 10 systems system NOUN 9s161546c8t 6 11 : : PUNCT 9s161546c8t 6 12 they they PRON 9s161546c8t 6 13 are be AUX 9s161546c8t 6 14 resilient resilient ADJ 9s161546c8t 6 15 in in ADP 9s161546c8t 6 16 the the DET 9s161546c8t 6 17 face face NOUN 9s161546c8t 6 18 of of ADP 9s161546c8t 6 19 failure failure NOUN 9s161546c8t 6 20 , , PUNCT 9s161546c8t 6 21 efficient efficient ADJ 9s161546c8t 6 22 ( ( PUNCT 9s161546c8t 6 23 both both CCONJ 9s161546c8t 6 24 in in ADP 9s161546c8t 6 25 terms term NOUN 9s161546c8t 6 26 of of ADP 9s161546c8t 6 27 communication communication NOUN 9s161546c8t 6 28 cost cost NOUN 9s161546c8t 6 29 and and CCONJ 9s161546c8t 6 30 speed speed NOUN 9s161546c8t 6 31 of of ADP 9s161546c8t 6 32 propagation propagation NOUN 9s161546c8t 6 33 ) ) PUNCT 9s161546c8t 6 34 and and CCONJ 9s161546c8t 6 35 can can AUX 9s161546c8t 6 36 be be AUX 9s161546c8t 6 37 constructed construct VERB 9s161546c8t 6 38 using use VERB 9s161546c8t 6 39 simple simple ADJ 9s161546c8t 6 40 local local ADJ 9s161546c8t 6 41 rules rule NOUN 9s161546c8t 6 42 . . PUNCT 9s161546c8t 7 1 this this DET 9s161546c8t 7 2 thesis thesis NOUN 9s161546c8t 7 3 describes describe VERB 9s161546c8t 7 4 several several ADJ 9s161546c8t 7 5 methods method NOUN 9s161546c8t 7 6 of of ADP 9s161546c8t 7 7 developing develop VERB 9s161546c8t 7 8 complex complex ADJ 9s161546c8t 7 9 network network NOUN 9s161546c8t 7 10 topologies topology NOUN 9s161546c8t 7 11 in in ADP 9s161546c8t 7 12 neural neural ADJ 9s161546c8t 7 13 networks network NOUN 9s161546c8t 7 14 using use VERB 9s161546c8t 7 15 pruning prune VERB 9s161546c8t 7 16 . . PUNCT 9s161546c8t 8 1 throughout throughout ADP 9s161546c8t 8 2 the the DET 9s161546c8t 8 3 project project NOUN 9s161546c8t 8 4 the the DET 9s161546c8t 8 5 agent agent NOUN 9s161546c8t 8 6 - - PUNCT 9s161546c8t 8 7 based base VERB 9s161546c8t 8 8 modeling modeling NOUN 9s161546c8t 8 9 paradigm paradigm NOUN 9s161546c8t 8 10 has have AUX 9s161546c8t 8 11 been be AUX 9s161546c8t 8 12 valuable valuable ADJ 9s161546c8t 8 13 as as ADP 9s161546c8t 8 14 a a DET 9s161546c8t 8 15 vital vital ADJ 9s161546c8t 8 16 tool tool NOUN 9s161546c8t 8 17 for for ADP 9s161546c8t 8 18 speeding speed VERB 9s161546c8t 8 19 the the DET 9s161546c8t 8 20 development development NOUN 9s161546c8t 8 21 and and CCONJ 9s161546c8t 8 22 deployment deployment NOUN 9s161546c8t 8 23 of of ADP 9s161546c8t 8 24 simulations simulation NOUN 9s161546c8t 8 25 of of ADP 9s161546c8t 8 26 this this DET 9s161546c8t 8 27 type type NOUN 9s161546c8t 8 28 . . PUNCT