id sid tid token lemma pos h989r21159k 1 1 inertial inertial ADJ h989r21159k 1 2 confinement confinement NOUN h989r21159k 1 3 fusion fusion NOUN h989r21159k 1 4 ( ( PUNCT h989r21159k 1 5 icf icf X h989r21159k 1 6 ) ) PUNCT h989r21159k 1 7 is be AUX h989r21159k 1 8 one one NUM h989r21159k 1 9 of of ADP h989r21159k 1 10 the the DET h989r21159k 1 11 primary primary ADJ h989r21159k 1 12 methods method NOUN h989r21159k 1 13 that that PRON h989r21159k 1 14 is be AUX h989r21159k 1 15 being be AUX h989r21159k 1 16 pursued pursue VERB h989r21159k 1 17 today today NOUN h989r21159k 1 18 as as ADP h989r21159k 1 19 a a DET h989r21159k 1 20 method method NOUN h989r21159k 1 21 for for ADP h989r21159k 1 22 achieving achieve VERB h989r21159k 1 23 sustained sustained ADJ h989r21159k 1 24 nuclear nuclear ADJ h989r21159k 1 25 fusion fusion NOUN h989r21159k 1 26 for for ADP h989r21159k 1 27 the the DET h989r21159k 1 28 purposes purpose NOUN h989r21159k 1 29 of of ADP h989r21159k 1 30 energy energy NOUN h989r21159k 1 31 generation generation NOUN h989r21159k 1 32 . . PUNCT h989r21159k 2 1 en en ADP h989r21159k 2 2 route route NOUN h989r21159k 2 3 to to ADP h989r21159k 2 4 obtaining obtain VERB h989r21159k 2 5 this this DET h989r21159k 2 6 capability capability NOUN h989r21159k 2 7 many many ADJ h989r21159k 2 8 experiments experiment NOUN h989r21159k 2 9 have have AUX h989r21159k 2 10 been be AUX h989r21159k 2 11 and and CCONJ h989r21159k 2 12 will will AUX h989r21159k 2 13 continue continue VERB h989r21159k 2 14 to to PART h989r21159k 2 15 be be AUX h989r21159k 2 16 done do VERB h989r21159k 2 17 in in ADP h989r21159k 2 18 this this DET h989r21159k 2 19 pursuit pursuit NOUN h989r21159k 2 20 ; ; PUNCT h989r21159k 2 21 however however ADV h989r21159k 2 22 , , PUNCT h989r21159k 2 23 these these DET h989r21159k 2 24 experiments experiment NOUN h989r21159k 2 25 are be AUX h989r21159k 2 26 costly costly ADJ h989r21159k 2 27 at at ADP h989r21159k 2 28 one one NUM h989r21159k 2 29 million million NUM h989r21159k 2 30 dollars dollar NOUN h989r21159k 2 31 or or CCONJ h989r21159k 2 32 more more ADJ h989r21159k 2 33 for for ADP h989r21159k 2 34 single single ADJ h989r21159k 2 35 experiment experiment NOUN h989r21159k 2 36 . . PUNCT h989r21159k 3 1 simulations simulation NOUN h989r21159k 3 2 thus thus ADV h989r21159k 3 3 play play VERB h989r21159k 3 4 a a DET h989r21159k 3 5 key key ADJ h989r21159k 3 6 role role NOUN h989r21159k 3 7 in in ADP h989r21159k 3 8 icf icf NOUN h989r21159k 3 9 research research NOUN h989r21159k 3 10 . . PUNCT h989r21159k 4 1 these these DET h989r21159k 4 2 simulations simulation NOUN h989r21159k 4 3 are be AUX h989r21159k 4 4 not not PART h989r21159k 4 5 without without ADP h989r21159k 4 6 their their PRON h989r21159k 4 7 drawbacks drawback NOUN h989r21159k 4 8 . . PUNCT h989r21159k 5 1 nuclear nuclear ADJ h989r21159k 5 2 fusion fusion NOUN h989r21159k 5 3 simulations simulation NOUN h989r21159k 5 4 reach reach VERB h989r21159k 5 5 such such ADJ h989r21159k 5 6 temperatures temperature NOUN h989r21159k 5 7 and and CCONJ h989r21159k 5 8 densities density NOUN h989r21159k 5 9 that that SCONJ h989r21159k 5 10 normal normal ADJ h989r21159k 5 11 radiation radiation NOUN h989r21159k 5 12 transport transport NOUN h989r21159k 5 13 assumptions assumption NOUN h989r21159k 5 14 no no ADV h989r21159k 5 15 longer long ADV h989r21159k 5 16 hold hold VERB h989r21159k 5 17 and and CCONJ h989r21159k 5 18 enter enter VERB h989r21159k 5 19 the the DET h989r21159k 5 20 regime regime NOUN h989r21159k 5 21 of of ADP h989r21159k 5 22 physics physic NOUN h989r21159k 5 23 known know VERB h989r21159k 5 24 as as ADP h989r21159k 5 25 non non ADJ h989r21159k 5 26 - - ADJ h989r21159k 5 27 local local ADJ h989r21159k 5 28 thermodynamic thermodynamic ADJ h989r21159k 5 29 equilibrium equilibrium NOUN h989r21159k 5 30 ( ( PUNCT h989r21159k 5 31 nlte nlte PROPN h989r21159k 5 32 ) ) PUNCT h989r21159k 5 33 physics physic NOUN h989r21159k 5 34 . . PUNCT h989r21159k 6 1 computations computation NOUN h989r21159k 6 2 in in ADP h989r21159k 6 3 this this DET h989r21159k 6 4 regime regime NOUN h989r21159k 6 5 are be AUX h989r21159k 6 6 notoriously notoriously ADV h989r21159k 6 7 expensive expensive ADJ h989r21159k 6 8 to to PART h989r21159k 6 9 compute compute VERB h989r21159k 6 10 . . PUNCT h989r21159k 7 1 neural neural ADJ h989r21159k 7 2 networks network NOUN h989r21159k 7 3 have have AUX h989r21159k 7 4 thus thus ADV h989r21159k 7 5 been be AUX h989r21159k 7 6 turned turn VERB h989r21159k 7 7 to to ADP h989r21159k 7 8 as as ADP h989r21159k 7 9 an an DET h989r21159k 7 10 alternative alternative NOUN h989r21159k 7 11 for for ADP h989r21159k 7 12 the the DET h989r21159k 7 13 standard standard ADJ h989r21159k 7 14 computations computation NOUN h989r21159k 7 15 of of ADP h989r21159k 7 16 nlte nlte PROPN h989r21159k 7 17 opacities opacity NOUN h989r21159k 7 18 . . PUNCT h989r21159k 8 1 this this DET h989r21159k 8 2 work work NOUN h989r21159k 8 3 expands expand VERB h989r21159k 8 4 upon upon SCONJ h989r21159k 8 5 past past ADJ h989r21159k 8 6 work work NOUN h989r21159k 8 7 by by ADP h989r21159k 8 8 extending extend VERB h989r21159k 8 9 a a DET h989r21159k 8 10 single single ADJ h989r21159k 8 11 neural neural ADJ h989r21159k 8 12 network network NOUN h989r21159k 8 13 to to PART h989r21159k 8 14 be be AUX h989r21159k 8 15 able able ADJ h989r21159k 8 16 to to PART h989r21159k 8 17 model model VERB h989r21159k 8 18 multiple multiple ADJ h989r21159k 8 19 elements element NOUN h989r21159k 8 20 , , PUNCT h989r21159k 8 21 and and CCONJ h989r21159k 8 22 demonstrates demonstrate VERB h989r21159k 8 23 that that SCONJ h989r21159k 8 24 a a DET h989r21159k 8 25 median median ADJ h989r21159k 8 26 relative relative ADJ h989r21159k 8 27 error error NOUN h989r21159k 8 28 for for ADP h989r21159k 8 29 the the DET h989r21159k 8 30 maximum maximum ADJ h989r21159k 8 31 radiative radiative ADJ h989r21159k 8 32 temperature temperature NOUN h989r21159k 8 33 be be AUX h989r21159k 8 34 at at ADV h989r21159k 8 35 least least ADJ h989r21159k 8 36 as as ADV h989r21159k 8 37 low low ADJ h989r21159k 8 38 as as ADP h989r21159k 8 39 0.566\% 0.566\% NUM h989r21159k 8 40 . . PUNCT h989r21159k 9 1 further far ADV h989r21159k 9 2 extending extend VERB h989r21159k 9 3 the the DET h989r21159k 9 4 capabilities capability NOUN h989r21159k 9 5 of of ADP h989r21159k 9 6 the the DET h989r21159k 9 7 neural neural ADJ h989r21159k 9 8 networks network NOUN h989r21159k 9 9 , , PUNCT h989r21159k 9 10 it it PRON h989r21159k 9 11 is be AUX h989r21159k 9 12 demonstrated demonstrate VERB h989r21159k 9 13 that that SCONJ h989r21159k 9 14 neural neural ADJ h989r21159k 9 15 networks network NOUN h989r21159k 9 16 can can AUX h989r21159k 9 17 be be AUX h989r21159k 9 18 made make VERB h989r21159k 9 19 to to PART h989r21159k 9 20 predict predict VERB h989r21159k 9 21 high high ADJ h989r21159k 9 22 - - PUNCT h989r21159k 9 23 fidelity fidelity NOUN h989r21159k 9 24 spectra spectra NOUN h989r21159k 9 25 through through ADP h989r21159k 9 26 the the DET h989r21159k 9 27 use use NOUN h989r21159k 9 28 of of ADP h989r21159k 9 29 transfer transfer NOUN h989r21159k 9 30 learning learning NOUN h989r21159k 9 31 achieving achieve VERB h989r21159k 9 32 median median ADJ h989r21159k 9 33 relative relative ADJ h989r21159k 9 34 errors error NOUN h989r21159k 9 35 of of ADP h989r21159k 9 36 the the DET h989r21159k 9 37 maximum maximum ADJ h989r21159k 9 38 radiative radiative ADJ h989r21159k 9 39 temperature temperature NOUN h989r21159k 9 40 can can AUX h989r21159k 9 41 be be AUX h989r21159k 9 42 on on ADP h989r21159k 9 43 the the DET h989r21159k 9 44 order order NOUN h989r21159k 9 45 of of ADP h989r21159k 9 46 1\%-2\% 1\%-2\% NUM h989r21159k 9 47 and and CCONJ h989r21159k 9 48 can can AUX h989r21159k 9 49 very very ADV h989r21159k 9 50 likely likely ADV h989r21159k 9 51 be be AUX h989r21159k 9 52 made make VERB h989r21159k 9 53 better well ADJ h989r21159k 9 54 with with ADP h989r21159k 9 55 more more ADJ h989r21159k 9 56 training training NOUN h989r21159k 9 57 data datum NOUN h989r21159k 9 58 . . PUNCT h989r21159k 10 1 further far ADV h989r21159k 10 2 , , PUNCT h989r21159k 10 3 this this PRON h989r21159k 10 4 was be AUX h989r21159k 10 5 accomplished accomplish VERB h989r21159k 10 6 while while SCONJ h989r21159k 10 7 achieving achieve VERB h989r21159k 10 8 a a DET h989r21159k 10 9 computational computational ADJ h989r21159k 10 10 speed speed NOUN h989r21159k 10 11 up up ADP h989r21159k 10 12 of of ADP h989r21159k 10 13 roughly roughly ADV h989r21159k 10 14 19x 19x NOUN h989r21159k 10 15 for for ADP h989r21159k 10 16 the the DET h989r21159k 10 17 level level NOUN h989r21159k 10 18 of of ADP h989r21159k 10 19 fidelity fidelity NOUN h989r21159k 10 20 used use VERB h989r21159k 10 21 . . PUNCT