id	sid	tid	token	lemma	pos
5d86nz8378d	1	1	deep	deep	ADJ
5d86nz8378d	1	2	neural	neural	ADJ
5d86nz8378d	1	3	networks	network	NOUN
5d86nz8378d	1	4	have	have	AUX
5d86nz8378d	1	5	recently	recently	ADV
5d86nz8378d	1	6	gained	gain	VERB
5d86nz8378d	1	7	immense	immense	ADJ
5d86nz8378d	1	8	popularity	popularity	NOUN
5d86nz8378d	1	9	,	,	PUNCT
5d86nz8378d	1	10	especially	especially	ADV
5d86nz8378d	1	11	for	for	ADP
5d86nz8378d	1	12	developing	develop	VERB
5d86nz8378d	1	13	surrogate	surrogate	ADJ
5d86nz8378d	1	14	models	model	NOUN
5d86nz8378d	1	15	for	for	ADP
5d86nz8378d	1	16	applications	application	NOUN
5d86nz8378d	1	17	in	in	ADP
5d86nz8378d	1	18	the	the	DET
5d86nz8378d	1	19	field	field	NOUN
5d86nz8378d	1	20	of	of	ADP
5d86nz8378d	1	21	science	science	NOUN
5d86nz8378d	1	22	and	and	CCONJ
5d86nz8378d	1	23	engineering	engineering	NOUN
5d86nz8378d	1	24	.	.	PUNCT
5d86nz8378d	2	1	these	these	DET
5d86nz8378d	2	2	surrogate	surrogate	ADJ
5d86nz8378d	2	3	models	model	NOUN
5d86nz8378d	2	4	are	be	AUX
5d86nz8378d	2	5	computationally	computationally	ADV
5d86nz8378d	2	6	inexpensive	inexpensive	ADJ
5d86nz8378d	2	7	and	and	CCONJ
5d86nz8378d	2	8	approximate	approximate	VERB
5d86nz8378d	2	9	the	the	DET
5d86nz8378d	2	10	input	input	NOUN
5d86nz8378d	2	11	-	-	PUNCT
5d86nz8378d	2	12	output	output	NOUN
5d86nz8378d	2	13	mapping	mapping	NOUN
5d86nz8378d	2	14	of	of	ADP
5d86nz8378d	2	15	the	the	DET
5d86nz8378d	2	16	expensive	expensive	ADJ
5d86nz8378d	2	17	physical	physical	ADJ
5d86nz8378d	2	18	simulators	simulator	NOUN
5d86nz8378d	2	19	.	.	PUNCT
5d86nz8378d	3	1	surrogates	surrogate	NOUN
5d86nz8378d	3	2	can	can	AUX
5d86nz8378d	3	3	be	be	AUX
5d86nz8378d	3	4	used	use	VERB
5d86nz8378d	3	5	efficiently	efficiently	ADV
5d86nz8378d	3	6	for	for	ADP
5d86nz8378d	3	7	problems	problem	NOUN
5d86nz8378d	3	8	that	that	PRON
5d86nz8378d	3	9	require	require	VERB
5d86nz8378d	3	10	expensive	expensive	ADJ
5d86nz8378d	3	11	,	,	PUNCT
5d86nz8378d	3	12	repetitive	repetitive	ADJ
5d86nz8378d	3	13	simulations	simulation	NOUN
5d86nz8378d	3	14	such	such	ADJ
5d86nz8378d	3	15	as	as	ADP
5d86nz8378d	3	16	inverse	inverse	ADJ
5d86nz8378d	3	17	modeling	modeling	NOUN
5d86nz8378d	3	18	,	,	PUNCT
5d86nz8378d	3	19	uncertainty	uncertainty	NOUN
5d86nz8378d	3	20	quantification	quantification	NOUN
5d86nz8378d	3	21	,	,	PUNCT
5d86nz8378d	3	22	and	and	CCONJ
5d86nz8378d	3	23	propagation	propagation	NOUN
5d86nz8378d	3	24	or	or	CCONJ
5d86nz8378d	3	25	design	design	NOUN
5d86nz8378d	3	26	of	of	ADP
5d86nz8378d	3	27	experiments	experiment	NOUN
5d86nz8378d	3	28	tasks	task	NOUN
5d86nz8378d	3	29	.	.	PUNCT
5d86nz8378d	4	1	this	this	DET
5d86nz8378d	4	2	work	work	NOUN
5d86nz8378d	4	3	focuses	focus	VERB
5d86nz8378d	4	4	on	on	ADP
5d86nz8378d	4	5	investigating	investigate	VERB
5d86nz8378d	4	6	deep	deep	ADJ
5d86nz8378d	4	7	learning	learning	NOUN
5d86nz8378d	4	8	approaches	approach	NOUN
5d86nz8378d	4	9	for	for	ADP
5d86nz8378d	4	10	the	the	DET
5d86nz8378d	4	11	inverse	inverse	ADJ
5d86nz8378d	4	12	and	and	CCONJ
5d86nz8378d	4	13	forward	forward	ADJ
5d86nz8378d	4	14	solutions	solution	NOUN
5d86nz8378d	4	15	of	of	ADP
5d86nz8378d	4	16	physical	physical	ADJ
5d86nz8378d	4	17	systems	system	NOUN
5d86nz8378d	4	18	.	.	PUNCT
5d86nz8378d	5	1	for	for	ADP
5d86nz8378d	5	2	the	the	DET
5d86nz8378d	5	3	first	first	ADJ
5d86nz8378d	5	4	part	part	NOUN
5d86nz8378d	5	5	,	,	PUNCT
5d86nz8378d	5	6	a	a	DET
5d86nz8378d	5	7	inverse	inverse	ADJ
5d86nz8378d	5	8	model	model	NOUN
5d86nz8378d	5	9	is	be	AUX
5d86nz8378d	5	10	developed	develop	VERB
5d86nz8378d	5	11	that	that	SCONJ
5d86nz8378d	5	12	maps	map	NOUN
5d86nz8378d	5	13	noisy	noisy	ADJ
5d86nz8378d	5	14	and	and	CCONJ
5d86nz8378d	5	15	gappy	gappy	ADJ
5d86nz8378d	5	16	observations	observation	NOUN
5d86nz8378d	5	17	to	to	ADP
5d86nz8378d	5	18	a	a	DET
5d86nz8378d	5	19	high	high	ADV
5d86nz8378d	5	20	-	-	PUNCT
5d86nz8378d	5	21	dimensional	dimensional	ADJ
5d86nz8378d	5	22	input	input	NOUN
5d86nz8378d	5	23	.	.	PUNCT
5d86nz8378d	6	1	this	this	DET
5d86nz8378d	6	2	problem	problem	NOUN
5d86nz8378d	6	3	is	be	AUX
5d86nz8378d	6	4	ill	ill	ADV
5d86nz8378d	6	5	-	-	PUNCT
5d86nz8378d	6	6	posed	pose	VERB
5d86nz8378d	6	7	since	since	SCONJ
5d86nz8378d	6	8	one	one	PRON
5d86nz8378d	6	9	may	may	AUX
5d86nz8378d	6	10	not	not	PART
5d86nz8378d	6	11	be	be	AUX
5d86nz8378d	6	12	able	able	ADJ
5d86nz8378d	6	13	to	to	PART
5d86nz8378d	6	14	uniquely	uniquely	ADV
5d86nz8378d	6	15	recover	recover	VERB
5d86nz8378d	6	16	the	the	DET
5d86nz8378d	6	17	high	high	ADV
5d86nz8378d	6	18	-	-	PUNCT
5d86nz8378d	6	19	dimensional	dimensional	ADJ
5d86nz8378d	6	20	input	input	NOUN
5d86nz8378d	6	21	given	give	VERB
5d86nz8378d	6	22	the	the	DET
5d86nz8378d	6	23	noisy	noisy	ADJ
5d86nz8378d	6	24	and	and	CCONJ
5d86nz8378d	6	25	sparse	sparse	ADJ
5d86nz8378d	6	26	output	output	NOUN
5d86nz8378d	6	27	.	.	PUNCT
5d86nz8378d	7	1	traditional	traditional	ADJ
5d86nz8378d	7	2	inverse	inverse	ADJ
5d86nz8378d	7	3	modeling	modeling	NOUN
5d86nz8378d	7	4	techniques	technique	NOUN
5d86nz8378d	7	5	require	require	VERB
5d86nz8378d	7	6	a	a	DET
5d86nz8378d	7	7	large	large	ADJ
5d86nz8378d	7	8	number	number	NOUN
5d86nz8378d	7	9	of	of	ADP
5d86nz8378d	7	10	simulator	simulator	NOUN
5d86nz8378d	7	11	runs	run	NOUN
5d86nz8378d	7	12	,	,	PUNCT
5d86nz8378d	7	13	which	which	PRON
5d86nz8378d	7	14	is	be	AUX
5d86nz8378d	7	15	computationally	computationally	ADV
5d86nz8378d	7	16	expensive	expensive	ADJ
5d86nz8378d	7	17	.	.	PUNCT
5d86nz8378d	8	1	to	to	PART
5d86nz8378d	8	2	address	address	VERB
5d86nz8378d	8	3	this	this	DET
5d86nz8378d	8	4	issue	issue	NOUN
5d86nz8378d	8	5	and	and	CCONJ
5d86nz8378d	8	6	solve	solve	VERB
5d86nz8378d	8	7	the	the	DET
5d86nz8378d	8	8	inverse	inverse	ADJ
5d86nz8378d	8	9	problem	problem	NOUN
5d86nz8378d	8	10	efficiently	efficiently	ADV
5d86nz8378d	8	11	,	,	PUNCT
5d86nz8378d	8	12	we	we	PRON
5d86nz8378d	8	13	develop	develop	VERB
5d86nz8378d	8	14	an	an	DET
5d86nz8378d	8	15	inverse	inverse	ADJ
5d86nz8378d	8	16	surrogate	surrogate	ADJ
5d86nz8378d	8	17	model	model	NOUN
5d86nz8378d	8	18	that	that	PRON
5d86nz8378d	8	19	hinges	hinge	VERB
5d86nz8378d	8	20	on	on	ADP
5d86nz8378d	8	21	the	the	DET
5d86nz8378d	8	22	concepts	concept	NOUN
5d86nz8378d	8	23	of	of	ADP
5d86nz8378d	8	24	deep	deep	ADJ
5d86nz8378d	8	25	generative	generative	ADJ
5d86nz8378d	8	26	machine	machine	NOUN
5d86nz8378d	8	27	learning	learning	NOUN
5d86nz8378d	8	28	and	and	CCONJ
5d86nz8378d	8	29	is	be	AUX
5d86nz8378d	8	30	trained	train	VERB
5d86nz8378d	8	31	with	with	ADP
5d86nz8378d	8	32	limited	limited	ADJ
5d86nz8378d	8	33	data	datum	NOUN
5d86nz8378d	8	34	in	in	ADP
5d86nz8378d	8	35	a	a	DET
5d86nz8378d	8	36	supervised	supervised	ADJ
5d86nz8378d	8	37	setting	setting	NOUN
5d86nz8378d	8	38	.	.	PUNCT
5d86nz8378d	9	1	the	the	DET
5d86nz8378d	9	2	other	other	ADJ
5d86nz8378d	9	3	part	part	NOUN
5d86nz8378d	9	4	of	of	ADP
5d86nz8378d	9	5	this	this	DET
5d86nz8378d	9	6	work	work	NOUN
5d86nz8378d	9	7	develops	develop	VERB
5d86nz8378d	9	8	an	an	DET
5d86nz8378d	9	9	efficient	efficient	ADJ
5d86nz8378d	9	10	forward	forward	ADV
5d86nz8378d	9	11	surrogate	surrogate	ADJ
5d86nz8378d	9	12	model	model	NOUN
5d86nz8378d	9	13	that	that	PRON
5d86nz8378d	9	14	is	be	AUX
5d86nz8378d	9	15	trained	train	VERB
5d86nz8378d	9	16	with	with	ADP
5d86nz8378d	9	17	limited	limited	ADJ
5d86nz8378d	9	18	data	datum	NOUN
5d86nz8378d	9	19	for	for	ADP
5d86nz8378d	9	20	the	the	DET
5d86nz8378d	9	21	forward	forward	ADJ
5d86nz8378d	9	22	solution	solution	NOUN
5d86nz8378d	9	23	.	.	PUNCT
5d86nz8378d	10	1	here	here	ADV
5d86nz8378d	10	2	,	,	PUNCT
5d86nz8378d	10	3	we	we	PRON
5d86nz8378d	10	4	develop	develop	VERB
5d86nz8378d	10	5	a	a	DET
5d86nz8378d	10	6	data	data	NOUN
5d86nz8378d	10	7	-	-	PUNCT
5d86nz8378d	10	8	driven	drive	VERB
5d86nz8378d	10	9	model	model	NOUN
5d86nz8378d	10	10	with	with	ADP
5d86nz8378d	10	11	a	a	DET
5d86nz8378d	10	12	hybrid	hybrid	ADJ
5d86nz8378d	10	13	framework	framework	NOUN
5d86nz8378d	10	14	by	by	ADP
5d86nz8378d	10	15	combining	combine	VERB
5d86nz8378d	10	16	multiscale	multiscale	ADJ
5d86nz8378d	10	17	methods	method	NOUN
5d86nz8378d	10	18	and	and	CCONJ
5d86nz8378d	10	19	the	the	DET
5d86nz8378d	10	20	deep	deep	ADJ
5d86nz8378d	10	21	neural	neural	ADJ
5d86nz8378d	10	22	networks	network	NOUN
5d86nz8378d	10	23	for	for	ADP
5d86nz8378d	10	24	stochastic	stochastic	ADJ
5d86nz8378d	10	25	multiscale	multiscale	ADJ
5d86nz8378d	10	26	pde	pde	NOUN
5d86nz8378d	10	27	systems	system	NOUN
5d86nz8378d	10	28	,	,	PUNCT
5d86nz8378d	10	29	in	in	ADP
5d86nz8378d	10	30	particular	particular	ADJ
5d86nz8378d	10	31	,	,	PUNCT
5d86nz8378d	10	32	flow	flow	VERB
5d86nz8378d	10	33	in	in	ADP
5d86nz8378d	10	34	porous	porous	ADJ
5d86nz8378d	10	35	media	medium	NOUN
5d86nz8378d	10	36	.	.	PUNCT
5d86nz8378d	11	1	we	we	PRON
5d86nz8378d	11	2	then	then	ADV
5d86nz8378d	11	3	introduce	introduce	VERB
5d86nz8378d	11	4	a	a	DET
5d86nz8378d	11	5	bayesian	bayesian	ADJ
5d86nz8378d	11	6	framework	framework	NOUN
5d86nz8378d	11	7	to	to	ADP
5d86nz8378d	11	8	this	this	DET
5d86nz8378d	11	9	hybrid	hybrid	ADJ
5d86nz8378d	11	10	model	model	NOUN
5d86nz8378d	11	11	to	to	PART
5d86nz8378d	11	12	perform	perform	VERB
5d86nz8378d	11	13	uncertainty	uncertainty	NOUN
5d86nz8378d	11	14	quantification	quantification	NOUN
5d86nz8378d	11	15	and	and	CCONJ
5d86nz8378d	11	16	propagation	propagation	NOUN
5d86nz8378d	11	17	tasks	task	NOUN
5d86nz8378d	11	18	.	.	PUNCT
5d86nz8378d	12	1	overall	overall	ADJ
5d86nz8378d	12	2	,	,	PUNCT
5d86nz8378d	12	3	deep	deep	ADJ
5d86nz8378d	12	4	learning	learning	NOUN
5d86nz8378d	12	5	models	model	NOUN
5d86nz8378d	12	6	developed	develop	VERB
5d86nz8378d	12	7	in	in	ADP
5d86nz8378d	12	8	this	this	DET
5d86nz8378d	12	9	work	work	NOUN
5d86nz8378d	12	10	offer	offer	VERB
5d86nz8378d	12	11	a	a	DET
5d86nz8378d	12	12	significant	significant	ADJ
5d86nz8378d	12	13	acceleration	acceleration	NOUN
5d86nz8378d	12	14	in	in	ADP
5d86nz8378d	12	15	terms	term	NOUN
5d86nz8378d	12	16	of	of	ADP
5d86nz8378d	12	17	computational	computational	ADJ
5d86nz8378d	12	18	cost	cost	NOUN
5d86nz8378d	12	19	and	and	CCONJ
5d86nz8378d	12	20	accuracy	accuracy	NOUN
5d86nz8378d	12	21	for	for	ADP
5d86nz8378d	12	22	both	both	CCONJ
5d86nz8378d	12	23	the	the	DET
5d86nz8378d	12	24	inverse	inverse	ADJ
5d86nz8378d	12	25	and	and	CCONJ
5d86nz8378d	12	26	forward	forward	ADJ
5d86nz8378d	12	27	solutions	solution	NOUN
5d86nz8378d	12	28	of	of	ADP
5d86nz8378d	12	29	physical	physical	ADJ
5d86nz8378d	12	30	systems	system	NOUN
5d86nz8378d	12	31	.	.	PUNCT