id sid tid token lemma pos ft848p61k8r 1 1 the the DET ft848p61k8r 1 2 systematic systematic ADJ ft848p61k8r 1 3 series series NOUN ft848p61k8r 1 4 of of ADP ft848p61k8r 1 5 advances advance NOUN ft848p61k8r 1 6 in in ADP ft848p61k8r 1 7 semiconductor semiconductor NOUN ft848p61k8r 1 8 device device NOUN ft848p61k8r 1 9 manufacturing manufacture VERB ft848p61k8r 1 10 over over ADP ft848p61k8r 1 11 the the DET ft848p61k8r 1 12 last last ADJ ft848p61k8r 1 13 70 70 NUM ft848p61k8r 1 14 years year NOUN ft848p61k8r 1 15 has have AUX ft848p61k8r 1 16 enabled enable VERB ft848p61k8r 1 17 previously previously ADV ft848p61k8r 1 18 unforeseen unforeseen ADJ ft848p61k8r 1 19 applications application NOUN ft848p61k8r 1 20 and and CCONJ ft848p61k8r 1 21 allowed allow VERB ft848p61k8r 1 22 semiconductor semiconductor NOUN ft848p61k8r 1 23 device device NOUN ft848p61k8r 1 24 technologies technology NOUN ft848p61k8r 1 25 to to PART ft848p61k8r 1 26 become become VERB ft848p61k8r 1 27 a a DET ft848p61k8r 1 28 hidden hidden ADJ ft848p61k8r 1 29 yet yet ADV ft848p61k8r 1 30 central central ADJ ft848p61k8r 1 31 part part NOUN ft848p61k8r 1 32 of of ADP ft848p61k8r 1 33 everyday everyday ADJ ft848p61k8r 1 34 modern modern ADJ ft848p61k8r 1 35 life life NOUN ft848p61k8r 1 36 . . PUNCT ft848p61k8r 2 1 in in ADP ft848p61k8r 2 2 the the DET ft848p61k8r 2 3 past past NOUN ft848p61k8r 2 4 , , PUNCT ft848p61k8r 2 5 the the DET ft848p61k8r 2 6 computational computational ADJ ft848p61k8r 2 7 and and CCONJ ft848p61k8r 2 8 data datum NOUN ft848p61k8r 2 9 storage storage NOUN ft848p61k8r 2 10 demands demand NOUN ft848p61k8r 2 11 of of ADP ft848p61k8r 2 12 our our PRON ft848p61k8r 2 13 everexpanding everexpande VERB ft848p61k8r 2 14 digital digital ADJ ft848p61k8r 2 15 information information NOUN ft848p61k8r 2 16 ecosystem ecosystem NOUN ft848p61k8r 2 17 have have AUX ft848p61k8r 2 18 been be AUX ft848p61k8r 2 19 primarily primarily ADV ft848p61k8r 2 20 fulfilled fulfil VERB ft848p61k8r 2 21 through through ADP ft848p61k8r 2 22 scaling scale VERB ft848p61k8r 2 23 silicon silicon NOUN ft848p61k8r 2 24 based base VERB ft848p61k8r 2 25 complementary complementary ADJ ft848p61k8r 2 26 - - PUNCT ft848p61k8r 2 27 metal metal NOUN ft848p61k8r 2 28 - - PUNCT ft848p61k8r 2 29 oxide oxide NOUN ft848p61k8r 2 30 - - PUNCT ft848p61k8r 2 31 semiconductor semiconductor NOUN ft848p61k8r 2 32 ( ( PUNCT ft848p61k8r 2 33 cmos cmos NOUN ft848p61k8r 2 34 ) ) PUNCT ft848p61k8r 2 35 technologies technology NOUN ft848p61k8r 2 36 . . PUNCT ft848p61k8r 3 1 however however ADV ft848p61k8r 3 2 , , PUNCT ft848p61k8r 3 3 in in ADP ft848p61k8r 3 4 order order NOUN ft848p61k8r 3 5 to to PART ft848p61k8r 3 6 fulfill fulfill VERB ft848p61k8r 3 7 the the DET ft848p61k8r 3 8 demands demand NOUN ft848p61k8r 3 9 of of ADP ft848p61k8r 3 10 future future ADJ ft848p61k8r 3 11 computing computing NOUN ft848p61k8r 3 12 systems system NOUN ft848p61k8r 3 13 , , PUNCT ft848p61k8r 3 14 the the DET ft848p61k8r 3 15 continued continued ADJ ft848p61k8r 3 16 scaling scaling NOUN ft848p61k8r 3 17 of of ADP ft848p61k8r 3 18 current current ADJ ft848p61k8r 3 19 semiconductor semiconductor NOUN ft848p61k8r 3 20 device device NOUN ft848p61k8r 3 21 technologies technology NOUN ft848p61k8r 3 22 alone alone ADV ft848p61k8r 3 23 will will AUX ft848p61k8r 3 24 not not PART ft848p61k8r 3 25 suffice suffice VERB ft848p61k8r 3 26 . . PUNCT ft848p61k8r 4 1 instead instead ADV ft848p61k8r 4 2 , , PUNCT ft848p61k8r 4 3 a a DET ft848p61k8r 4 4 deep deep ADJ ft848p61k8r 4 5 holistic holistic ADJ ft848p61k8r 4 6 integration integration NOUN ft848p61k8r 4 7 is be AUX ft848p61k8r 4 8 required require VERB ft848p61k8r 4 9 , , PUNCT ft848p61k8r 4 10 where where SCONJ ft848p61k8r 4 11 devices device NOUN ft848p61k8r 4 12 , , PUNCT ft848p61k8r 4 13 circuits circuit NOUN ft848p61k8r 4 14 , , PUNCT ft848p61k8r 4 15 architectures architecture NOUN ft848p61k8r 4 16 , , PUNCT ft848p61k8r 4 17 and and CCONJ ft848p61k8r 4 18 algorithms algorithm NOUN ft848p61k8r 4 19 are be AUX ft848p61k8r 4 20 co co VERB ft848p61k8r 4 21 - - VERB ft848p61k8r 4 22 designed design VERB ft848p61k8r 4 23 and and CCONJ ft848p61k8r 4 24 co co VERB ft848p61k8r 4 25 - - VERB ft848p61k8r 4 26 optimized optimized ADJ ft848p61k8r 4 27 , , PUNCT ft848p61k8r 4 28 rather rather ADV ft848p61k8r 4 29 than than ADP ft848p61k8r 4 30 seeking seek VERB ft848p61k8r 4 31 drop drop NOUN ft848p61k8r 4 32 in in ADP ft848p61k8r 4 33 replacements replacement NOUN ft848p61k8r 4 34 for for ADP ft848p61k8r 4 35 current current ADJ ft848p61k8r 4 36 devices device NOUN ft848p61k8r 4 37 technologies technology NOUN ft848p61k8r 4 38 . . PUNCT ft848p61k8r 5 1 in in ADP ft848p61k8r 5 2 this this DET ft848p61k8r 5 3 light light NOUN ft848p61k8r 5 4 , , PUNCT ft848p61k8r 5 5 this this DET ft848p61k8r 5 6 thesis thesis NOUN ft848p61k8r 5 7 explores explore VERB ft848p61k8r 5 8 the the DET ft848p61k8r 5 9 response response NOUN ft848p61k8r 5 10 of of ADP ft848p61k8r 5 11 emerging emerge VERB ft848p61k8r 5 12 devices device NOUN ft848p61k8r 5 13 based base VERB ft848p61k8r 5 14 on on ADP ft848p61k8r 5 15 collective collective ADJ ft848p61k8r 5 16 phenomena phenomenon NOUN ft848p61k8r 5 17 , , PUNCT ft848p61k8r 5 18 including include VERB ft848p61k8r 5 19 insulator insulator NOUN ft848p61k8r 5 20 - - PUNCT ft848p61k8r 5 21 to to ADP ft848p61k8r 5 22 - - PUNCT ft848p61k8r 5 23 metal metal NOUN ft848p61k8r 5 24 phase phase NOUN ft848p61k8r 5 25 transitions transition NOUN ft848p61k8r 5 26 and and CCONJ ft848p61k8r 5 27 ferroelectrics ferroelectric NOUN ft848p61k8r 5 28 , , PUNCT ft848p61k8r 5 29 with with ADP ft848p61k8r 5 30 the the DET ft848p61k8r 5 31 goal goal NOUN ft848p61k8r 5 32 to to PART ft848p61k8r 5 33 intimately intimately ADV ft848p61k8r 5 34 understand understand VERB ft848p61k8r 5 35 the the DET ft848p61k8r 5 36 underlying underlie VERB ft848p61k8r 5 37 electrically electrically ADV ft848p61k8r 5 38 driven drive VERB ft848p61k8r 5 39 dynamics dynamic NOUN ft848p61k8r 5 40 and and CCONJ ft848p61k8r 5 41 how how SCONJ ft848p61k8r 5 42 they they PRON ft848p61k8r 5 43 can can AUX ft848p61k8r 5 44 be be AUX ft848p61k8r 5 45 harnessed harness VERB ft848p61k8r 5 46 to to ADP ft848p61k8r 5 47 either either CCONJ ft848p61k8r 5 48 engineer engineer NOUN ft848p61k8r 5 49 or or CCONJ ft848p61k8r 5 50 augment augment NOUN ft848p61k8r 5 51 , , PUNCT ft848p61k8r 5 52 new new ADJ ft848p61k8r 5 53 and and CCONJ ft848p61k8r 5 54 existing exist VERB ft848p61k8r 5 55 hardware hardware NOUN ft848p61k8r 5 56 primitives primitive NOUN ft848p61k8r 5 57 . . PUNCT ft848p61k8r 6 1 this this DET ft848p61k8r 6 2 dissertation dissertation NOUN ft848p61k8r 6 3 describes describe VERB ft848p61k8r 6 4 key key ADJ ft848p61k8r 6 5 enabling enable VERB ft848p61k8r 6 6 device device NOUN ft848p61k8r 6 7 characteristics characteristic NOUN ft848p61k8r 6 8 , , PUNCT ft848p61k8r 6 9 their their PRON ft848p61k8r 6 10 physical physical ADJ ft848p61k8r 6 11 origin origin NOUN ft848p61k8r 6 12 , , PUNCT ft848p61k8r 6 13 and and CCONJ ft848p61k8r 6 14 scalability scalability NOUN ft848p61k8r 6 15 , , PUNCT ft848p61k8r 6 16 including include VERB ft848p61k8r 6 17 abrupt abrupt ADJ ft848p61k8r 6 18 switching switching NOUN ft848p61k8r 6 19 , , PUNCT ft848p61k8r 6 20 multi multi ADJ ft848p61k8r 6 21 - - NOUN ft848p61k8r 6 22 domain domain ADJ ft848p61k8r 6 23 behavior behavior NOUN ft848p61k8r 6 24 , , PUNCT ft848p61k8r 6 25 and and CCONJ ft848p61k8r 6 26 stochastic stochastic ADJ ft848p61k8r 6 27 response response NOUN ft848p61k8r 6 28 . . PUNCT ft848p61k8r 7 1 this this DET ft848p61k8r 7 2 work work NOUN ft848p61k8r 7 3 reveals reveal VERB ft848p61k8r 7 4 how how SCONJ ft848p61k8r 7 5 fundamental fundamental ADJ ft848p61k8r 7 6 stochastic stochastic ADJ ft848p61k8r 7 7 dynamics dynamic NOUN ft848p61k8r 7 8 in in ADP ft848p61k8r 7 9 phase phase NOUN ft848p61k8r 7 10 transition transition NOUN ft848p61k8r 7 11 materials material NOUN ft848p61k8r 7 12 can can AUX ft848p61k8r 7 13 be be AUX ft848p61k8r 7 14 exploited exploit VERB ft848p61k8r 7 15 for for ADP ft848p61k8r 7 16 computation computation NOUN ft848p61k8r 7 17 , , PUNCT ft848p61k8r 7 18 allowing allow VERB ft848p61k8r 7 19 new new ADJ ft848p61k8r 7 20 designs design NOUN ft848p61k8r 7 21 of of ADP ft848p61k8r 7 22 true true ADJ ft848p61k8r 7 23 random random ADJ ft848p61k8r 7 24 number number NOUN ft848p61k8r 7 25 generators generator NOUN ft848p61k8r 7 26 as as ADV ft848p61k8r 7 27 well well ADV ft848p61k8r 7 28 as as ADP ft848p61k8r 7 29 stochastic stochastic ADJ ft848p61k8r 7 30 neuron neuron NOUN ft848p61k8r 7 31 cells cell NOUN ft848p61k8r 7 32 tailored tailor VERB ft848p61k8r 7 33 to to ADP ft848p61k8r 7 34 neuromorphic neuromorphic ADJ ft848p61k8r 7 35 computing computing NOUN ft848p61k8r 7 36 architectures architecture NOUN ft848p61k8r 7 37 and and CCONJ ft848p61k8r 7 38 algorithms algorithm NOUN ft848p61k8r 7 39 . . PUNCT ft848p61k8r 8 1 further far ADV ft848p61k8r 8 2 , , PUNCT ft848p61k8r 8 3 this this DET ft848p61k8r 8 4 work work NOUN ft848p61k8r 8 5 discusses discuss VERB ft848p61k8r 8 6 the the DET ft848p61k8r 8 7 design design NOUN ft848p61k8r 8 8 of of ADP ft848p61k8r 8 9 an an DET ft848p61k8r 8 10 analog analog NOUN ft848p61k8r 8 11 synaptic synaptic NOUN ft848p61k8r 8 12 weight weight NOUN ft848p61k8r 8 13 cell cell NOUN ft848p61k8r 8 14 using use VERB ft848p61k8r 8 15 the the DET ft848p61k8r 8 16 natural natural ADJ ft848p61k8r 8 17 multidomain multidomain NOUN ft848p61k8r 8 18 dynamics dynamic NOUN ft848p61k8r 8 19 and and CCONJ ft848p61k8r 8 20 non non NOUN ft848p61k8r 8 21 - - NOUN ft848p61k8r 8 22 volatility volatility NOUN ft848p61k8r 8 23 of of ADP ft848p61k8r 8 24 ferroelectric ferroelectric ADJ ft848p61k8r 8 25 field field NOUN ft848p61k8r 8 26 - - PUNCT ft848p61k8r 8 27 effect effect NOUN ft848p61k8r 8 28 - - PUNCT ft848p61k8r 8 29 transistors transistor NOUN ft848p61k8r 8 30 for for ADP ft848p61k8r 8 31 accelerating accelerate VERB ft848p61k8r 8 32 neuromorphic neuromorphic ADJ ft848p61k8r 8 33 workloads workload NOUN ft848p61k8r 8 34 compared compare VERB ft848p61k8r 8 35 to to ADP ft848p61k8r 8 36 existing exist VERB ft848p61k8r 8 37 cmos cmos NOUN ft848p61k8r 8 38 technologies technology NOUN ft848p61k8r 8 39 . . PUNCT ft848p61k8r 9 1 the the DET ft848p61k8r 9 2 dissertation dissertation NOUN ft848p61k8r 9 3 concludes conclude VERB ft848p61k8r 9 4 by by ADP ft848p61k8r 9 5 assessing assess VERB ft848p61k8r 9 6 future future ADJ ft848p61k8r 9 7 research research NOUN ft848p61k8r 9 8 directions direction NOUN ft848p61k8r 9 9 , , PUNCT ft848p61k8r 9 10 including include VERB ft848p61k8r 9 11 remaining remain VERB ft848p61k8r 9 12 opportunities opportunity NOUN ft848p61k8r 9 13 and and CCONJ ft848p61k8r 9 14 challenges challenge NOUN ft848p61k8r 9 15 presented present VERB ft848p61k8r 9 16 by by ADP ft848p61k8r 9 17 phase phase NOUN ft848p61k8r 9 18 transition transition NOUN ft848p61k8r 9 19 and and CCONJ ft848p61k8r 9 20 ferroelectric ferroelectric ADJ ft848p61k8r 9 21 devices device NOUN ft848p61k8r 9 22 . . PUNCT