id	sid	tid	token	lemma	pos
ajst-26215	1	1	academic	academic	ADJ
ajst-26215	1	2	journal	journal	NOUN
ajst-26215	1	3	of	of	ADP
ajst-26215	1	4	science	science	NOUN
ajst-26215	1	5	and	and	CCONJ
ajst-26215	1	6	technology	technology	NOUN
ajst-26215	1	7	issn	issn	NOUN
ajst-26215	1	8	:	:	PUNCT
ajst-26215	1	9	2771	2771	NUM
ajst-26215	1	10	-	-	SYM
ajst-26215	1	11	3032	3032	NUM
ajst-26215	1	12	|	|	NOUN
ajst-26215	1	13	vol	vol	NOUN
ajst-26215	1	14	.	.	PROPN
ajst-26215	2	1	12	12	NUM
ajst-26215	2	2	,	,	PUNCT
ajst-26215	2	3	no	no	INTJ
ajst-26215	2	4	.	.	NOUN
ajst-26215	2	5	3	3	NUM
ajst-26215	2	6	,	,	PUNCT
ajst-26215	2	7	2024	2024	NUM
ajst-26215	2	8	192	192	NUM
ajst-26215	2	9	ai‐driven	ai‐driven	ADJ
ajst-26215	2	10	hardware	hardware	NOUN
ajst-26215	2	11	testing	testing	NOUN
ajst-26215	2	12	:	:	PUNCT
ajst-26215	2	13	overcoming	overcome	VERB
ajst-26215	2	14	the	the	DET
ajst-26215	2	15	challenges	challenge	NOUN
ajst-26215	2	16	of	of	ADP
ajst-26215	2	17	modern	modern	ADJ
ajst-26215	2	18	hardware	hardware	NOUN
ajst-26215	2	19	architecture	architecture	NOUN
ajst-26215	2	20	and	and	CCONJ
ajst-26215	2	21	power	power	NOUN
ajst-26215	2	22	management	management	NOUN
ajst-26215	2	23	xiaoyin	xiaoyin	PROPN
ajst-26215	3	1	wang1	wang1	PROPN
ajst-26215	3	2	,	,	PUNCT
ajst-26215	3	3	a	a	DET
ajst-26215	3	4	1teradyne	1teradyne	NUM
ajst-26215	3	5	(	(	PUNCT
ajst-26215	3	6	shanghai	shanghai	PROPN
ajst-26215	3	7	)	)	PUNCT
ajst-26215	3	8	co.	co.	PROPN
ajst-26215	3	9	,	,	PUNCT
ajst-26215	3	10	ltd	ltd	PROPN
ajst-26215	3	11	.	.	PROPN
ajst-26215	3	12	shanghai	shanghai	PROPN
ajst-26215	3	13	,	,	PUNCT
ajst-26215	3	14	china	china	PROPN
ajst-26215	3	15	ayorkwilliam@163.com	ayorkwilliam@163.com	PROPN
ajst-26215	3	16	abstract	abstract	NOUN
ajst-26215	3	17	:	:	PUNCT
ajst-26215	3	18	with	with	ADP
ajst-26215	3	19	the	the	DET
ajst-26215	3	20	rapid	rapid	ADJ
ajst-26215	3	21	development	development	NOUN
ajst-26215	3	22	of	of	ADP
ajst-26215	3	23	hardware	hardware	NOUN
ajst-26215	3	24	technology	technology	NOUN
ajst-26215	3	25	,	,	PUNCT
ajst-26215	3	26	the	the	DET
ajst-26215	3	27	diversity	diversity	NOUN
ajst-26215	3	28	of	of	ADP
ajst-26215	3	29	architectures	architecture	NOUN
ajst-26215	3	30	,	,	PUNCT
ajst-26215	3	31	the	the	DET
ajst-26215	3	32	complexity	complexity	NOUN
ajst-26215	3	33	of	of	ADP
ajst-26215	3	34	hardware	hardware	NOUN
ajst-26215	3	35	modules	module	NOUN
ajst-26215	3	36	,	,	PUNCT
ajst-26215	3	37	and	and	CCONJ
ajst-26215	3	38	the	the	DET
ajst-26215	3	39	growing	grow	VERB
ajst-26215	3	40	demand	demand	NOUN
ajst-26215	3	41	for	for	ADP
ajst-26215	3	42	real	real	ADJ
ajst-26215	3	43	-	-	PUNCT
ajst-26215	3	44	time	time	NOUN
ajst-26215	3	45	capabilities	capability	NOUN
ajst-26215	3	46	,	,	PUNCT
ajst-26215	3	47	enhanced	enhance	VERB
ajst-26215	3	48	power	power	NOUN
ajst-26215	3	49	management	management	NOUN
ajst-26215	3	50	,	,	PUNCT
ajst-26215	3	51	adaptability	adaptability	NOUN
ajst-26215	3	52	,	,	PUNCT
ajst-26215	3	53	and	and	CCONJ
ajst-26215	3	54	flexibility	flexibility	NOUN
ajst-26215	3	55	all	all	DET
ajst-26215	3	56	present	present	ADJ
ajst-26215	3	57	new	new	ADJ
ajst-26215	3	58	challenges	challenge	NOUN
ajst-26215	3	59	.	.	PUNCT
ajst-26215	4	1	these	these	DET
ajst-26215	4	2	challenges	challenge	NOUN
ajst-26215	4	3	include	include	VERB
ajst-26215	4	4	managing	manage	VERB
ajst-26215	4	5	the	the	DET
ajst-26215	4	6	complexity	complexity	NOUN
ajst-26215	4	7	of	of	ADP
ajst-26215	4	8	hardware	hardware	NOUN
ajst-26215	4	9	architecture	architecture	NOUN
ajst-26215	4	10	,	,	PUNCT
ajst-26215	4	11	performance	performance	NOUN
ajst-26215	4	12	,	,	PUNCT
ajst-26215	4	13	and	and	CCONJ
ajst-26215	4	14	energy	energy	NOUN
ajst-26215	4	15	efficiency	efficiency	NOUN
ajst-26215	4	16	,	,	PUNCT
ajst-26215	4	17	which	which	PRON
ajst-26215	4	18	traditional	traditional	ADJ
ajst-26215	4	19	testing	testing	NOUN
ajst-26215	4	20	methods	method	NOUN
ajst-26215	4	21	struggle	struggle	VERB
ajst-26215	4	22	to	to	PART
ajst-26215	4	23	address	address	VERB
ajst-26215	4	24	effectively	effectively	ADV
ajst-26215	4	25	.	.	PUNCT
ajst-26215	5	1	to	to	PART
ajst-26215	5	2	solve	solve	VERB
ajst-26215	5	3	these	these	DET
ajst-26215	5	4	problems	problem	NOUN
ajst-26215	5	5	,	,	PUNCT
ajst-26215	5	6	this	this	DET
ajst-26215	5	7	paper	paper	NOUN
ajst-26215	5	8	proposes	propose	VERB
ajst-26215	5	9	a	a	DET
ajst-26215	5	10	new	new	ADJ
ajst-26215	5	11	standard	standard	NOUN
ajst-26215	5	12	for	for	ADP
ajst-26215	5	13	integrating	integrate	VERB
ajst-26215	5	14	artificial	artificial	ADJ
ajst-26215	5	15	intelligence	intelligence	NOUN
ajst-26215	5	16	with	with	ADP
ajst-26215	5	17	hardware	hardware	NOUN
ajst-26215	5	18	test	test	NOUN
ajst-26215	5	19	systems	system	NOUN
ajst-26215	5	20	.	.	PUNCT
ajst-26215	6	1	the	the	DET
ajst-26215	6	2	system	system	NOUN
ajst-26215	6	3	can	can	AUX
ajst-26215	6	4	automatically	automatically	ADV
ajst-26215	6	5	identify	identify	VERB
ajst-26215	6	6	key	key	ADJ
ajst-26215	6	7	performance	performance	NOUN
ajst-26215	6	8	indicators	indicator	NOUN
ajst-26215	6	9	according	accord	VERB
ajst-26215	6	10	to	to	ADP
ajst-26215	6	11	the	the	DET
ajst-26215	6	12	hardware	hardware	NOUN
ajst-26215	6	13	characteristics	characteristic	NOUN
ajst-26215	6	14	,	,	PUNCT
ajst-26215	6	15	dynamically	dynamically	ADV
ajst-26215	6	16	adjust	adjust	VERB
ajst-26215	6	17	the	the	DET
ajst-26215	6	18	test	test	NOUN
ajst-26215	6	19	strategy	strategy	NOUN
ajst-26215	6	20	,	,	PUNCT
ajst-26215	6	21	optimize	optimize	VERB
ajst-26215	6	22	the	the	DET
ajst-26215	6	23	test	test	NOUN
ajst-26215	6	24	process	process	NOUN
ajst-26215	6	25	,	,	PUNCT
ajst-26215	6	26	improve	improve	VERB
ajst-26215	6	27	efficiency	efficiency	NOUN
ajst-26215	6	28	,	,	PUNCT
ajst-26215	6	29	and	and	CCONJ
ajst-26215	6	30	ultimately	ultimately	ADV
ajst-26215	6	31	shorten	shorten	VERB
ajst-26215	6	32	the	the	DET
ajst-26215	6	33	time	time	NOUN
ajst-26215	6	34	to	to	ADP
ajst-26215	6	35	market	market	NOUN
ajst-26215	6	36	.	.	PUNCT
ajst-26215	7	1	keywords	keyword	NOUN
ajst-26215	7	2	:	:	PUNCT
ajst-26215	7	3	hardware	hardware	NOUN
ajst-26215	7	4	technology	technology	NOUN
ajst-26215	7	5	development	development	NOUN
ajst-26215	7	6	,	,	PUNCT
ajst-26215	7	7	artificial	artificial	ADJ
ajst-26215	7	8	intelligence	intelligence	NOUN
ajst-26215	7	9	integration	integration	NOUN
ajst-26215	7	10	,	,	PUNCT
ajst-26215	7	11	test	test	NOUN
ajst-26215	7	12	optimization	optimization	NOUN
ajst-26215	7	13	and	and	CCONJ
ajst-26215	7	14	efficiency	efficiency	NOUN
ajst-26215	7	15	.	.	PUNCT
ajst-26215	8	1	1	1	X
ajst-26215	8	2	.	.	X
ajst-26215	8	3	introductions	introduction	NOUN
ajst-26215	8	4	the	the	DET
ajst-26215	8	5	rapid	rapid	ADJ
ajst-26215	8	6	development	development	NOUN
ajst-26215	8	7	of	of	ADP
ajst-26215	8	8	the	the	DET
ajst-26215	8	9	manufacturing	manufacturing	NOUN
ajst-26215	8	10	field	field	NOUN
ajst-26215	8	11	has	have	AUX
ajst-26215	8	12	brought	bring	VERB
ajst-26215	8	13	about	about	ADP
ajst-26215	8	14	the	the	DET
ajst-26215	8	15	diversity	diversity	NOUN
ajst-26215	8	16	and	and	CCONJ
ajst-26215	8	17	complexity	complexity	NOUN
ajst-26215	8	18	of	of	ADP
ajst-26215	8	19	hardware	hardware	NOUN
ajst-26215	8	20	design	design	NOUN
ajst-26215	8	21	architectures	architecture	NOUN
ajst-26215	8	22	.	.	PUNCT
ajst-26215	9	1	traditional	traditional	ADJ
ajst-26215	9	2	hardware	hardware	NOUN
ajst-26215	9	3	testing	testing	NOUN
ajst-26215	9	4	methods	method	NOUN
ajst-26215	9	5	are	be	AUX
ajst-26215	9	6	more	more	ADV
ajst-26215	9	7	and	and	CCONJ
ajst-26215	9	8	more	more	ADV
ajst-26215	9	9	difficult	difficult	ADJ
ajst-26215	9	10	to	to	PART
ajst-26215	9	11	meet	meet	VERB
ajst-26215	9	12	the	the	DET
ajst-26215	9	13	intelligent	intelligent	ADJ
ajst-26215	9	14	,	,	PUNCT
ajst-26215	9	15	efficient	efficient	ADJ
ajst-26215	9	16	and	and	CCONJ
ajst-26215	9	17	complex	complex	ADJ
ajst-26215	9	18	needs	need	NOUN
ajst-26215	9	19	of	of	ADP
ajst-26215	9	20	modern	modern	ADJ
ajst-26215	9	21	industrial	industrial	ADJ
ajst-26215	9	22	manufacturing	manufacturing	NOUN
ajst-26215	9	23	.	.	PUNCT
ajst-26215	10	1	the	the	DET
ajst-26215	10	2	differences	difference	NOUN
ajst-26215	10	3	in	in	ADP
ajst-26215	10	4	function	function	NOUN
ajst-26215	10	5	and	and	CCONJ
ajst-26215	10	6	performance	performance	NOUN
ajst-26215	10	7	of	of	ADP
ajst-26215	10	8	cpu	cpu	PROPN
ajst-26215	10	9	,	,	PUNCT
ajst-26215	10	10	gpu	gpu	PROPN
ajst-26215	10	11	,	,	PUNCT
ajst-26215	10	12	memory	memory	NOUN
ajst-26215	10	13	and	and	CCONJ
ajst-26215	10	14	other	other	ADJ
ajst-26215	10	15	modules	module	NOUN
ajst-26215	10	16	lead	lead	VERB
ajst-26215	10	17	to	to	ADP
ajst-26215	10	18	their	their	PRON
ajst-26215	10	19	different	different	ADJ
ajst-26215	10	20	testing	testing	NOUN
ajst-26215	10	21	requirements	requirement	NOUN
ajst-26215	10	22	for	for	ADP
ajst-26215	10	23	each	each	DET
ajst-26215	10	24	type	type	NOUN
ajst-26215	10	25	of	of	ADP
ajst-26215	10	26	hardware	hardware	NOUN
ajst-26215	10	27	.	.	PUNCT
ajst-26215	11	1	the	the	DET
ajst-26215	11	2	traditional	traditional	ADJ
ajst-26215	11	3	test	test	NOUN
ajst-26215	11	4	process	process	NOUN
ajst-26215	11	5	is	be	AUX
ajst-26215	11	6	usually	usually	ADV
ajst-26215	11	7	a	a	DET
ajst-26215	11	8	set	set	NOUN
ajst-26215	11	9	of	of	ADP
ajst-26215	11	10	fixed	fix	VERB
ajst-26215	11	11	steps	step	NOUN
ajst-26215	11	12	,	,	PUNCT
ajst-26215	11	13	lack	lack	NOUN
ajst-26215	11	14	of	of	ADP
ajst-26215	11	15	flexibility	flexibility	NOUN
ajst-26215	11	16	,	,	PUNCT
ajst-26215	11	17	can	can	AUX
ajst-26215	11	18	not	not	PART
ajst-26215	11	19	be	be	AUX
ajst-26215	11	20	effectively	effectively	ADV
ajst-26215	11	21	adjusted	adjust	VERB
ajst-26215	11	22	according	accord	VERB
ajst-26215	11	23	to	to	ADP
ajst-26215	11	24	the	the	DET
ajst-26215	11	25	dynamic	dynamic	ADJ
ajst-26215	11	26	performance	performance	NOUN
ajst-26215	11	27	of	of	ADP
ajst-26215	11	28	the	the	DET
ajst-26215	11	29	hardware	hardware	NOUN
ajst-26215	11	30	.	.	PUNCT
ajst-26215	12	1	therefore	therefore	ADV
ajst-26215	12	2	,	,	PUNCT
ajst-26215	12	3	the	the	DET
ajst-26215	12	4	study	study	NOUN
ajst-26215	12	5	of	of	ADP
ajst-26215	12	6	intelligent	intelligent	ADJ
ajst-26215	12	7	hardware	hardware	NOUN
ajst-26215	12	8	test	test	NOUN
ajst-26215	12	9	system	system	NOUN
ajst-26215	12	10	based	base	VERB
ajst-26215	12	11	on	on	ADP
ajst-26215	12	12	ai	ai	PRON
ajst-26215	12	13	technology	technology	NOUN
ajst-26215	12	14	can	can	AUX
ajst-26215	12	15	not	not	PART
ajst-26215	12	16	only	only	ADV
ajst-26215	12	17	improve	improve	VERB
ajst-26215	12	18	the	the	DET
ajst-26215	12	19	accuracy	accuracy	NOUN
ajst-26215	12	20	and	and	CCONJ
ajst-26215	12	21	coverage	coverage	NOUN
ajst-26215	12	22	of	of	ADP
ajst-26215	12	23	the	the	DET
ajst-26215	12	24	test	test	NOUN
ajst-26215	12	25	,	,	PUNCT
ajst-26215	12	26	but	but	CCONJ
ajst-26215	12	27	also	also	ADV
ajst-26215	12	28	reduce	reduce	VERB
ajst-26215	12	29	the	the	DET
ajst-26215	12	30	test	test	NOUN
ajst-26215	12	31	time	time	NOUN
ajst-26215	12	32	and	and	CCONJ
ajst-26215	12	33	resource	resource	NOUN
ajst-26215	12	34	consumption	consumption	NOUN
ajst-26215	12	35	,	,	PUNCT
ajst-26215	12	36	so	so	SCONJ
ajst-26215	12	37	as	as	SCONJ
ajst-26215	12	38	to	to	PART
ajst-26215	12	39	improve	improve	VERB
ajst-26215	12	40	production	production	NOUN
ajst-26215	12	41	efficiency	efficiency	NOUN
ajst-26215	12	42	.	.	PUNCT
ajst-26215	13	1	2	2	X
ajst-26215	13	2	.	.	X
ajst-26215	13	3	architecture	architecture	NOUN
ajst-26215	13	4	design	design	NOUN
ajst-26215	13	5	of	of	ADP
ajst-26215	13	6	ai	ai	NOUN
ajst-26215	13	7	-	-	PUNCT
ajst-26215	13	8	driven	drive	VERB
ajst-26215	13	9	autonomous	autonomous	ADJ
ajst-26215	13	10	test	test	NOUN
ajst-26215	13	11	system	system	NOUN
ajst-26215	13	12	2.1	2.1	NUM
ajst-26215	13	13	.	.	PUNCT
ajst-26215	14	1	system	system	NOUN
ajst-26215	14	2	architecture	architecture	NOUN
ajst-26215	14	3	overview	overview	NOUN
ajst-26215	14	4	ai	ai	NOUN
ajst-26215	14	5	models	model	NOUN
ajst-26215	14	6	of	of	ADP
ajst-26215	14	7	deep	deep	ADJ
ajst-26215	14	8	learning	learning	NOUN
ajst-26215	14	9	and	and	CCONJ
ajst-26215	14	10	reinforcement	reinforcement	NOUN
ajst-26215	14	11	learning	learning	NOUN
ajst-26215	14	12	are	be	AUX
ajst-26215	14	13	at	at	ADP
ajst-26215	14	14	the	the	DET
ajst-26215	14	15	heart	heart	NOUN
ajst-26215	14	16	of	of	ADP
ajst-26215	14	17	autonomous	autonomous	ADJ
ajst-26215	14	18	hardware	hardware	NOUN
ajst-26215	14	19	test	test	NOUN
ajst-26215	14	20	systems	system	NOUN
ajst-26215	14	21	.	.	PUNCT
ajst-26215	15	1	the	the	DET
ajst-26215	15	2	model	model	NOUN
ajst-26215	15	3	can	can	AUX
ajst-26215	15	4	learn	learn	VERB
ajst-26215	15	5	and	and	CCONJ
ajst-26215	15	6	analyze	analyze	VERB
ajst-26215	15	7	the	the	DET
ajst-26215	15	8	characteristics	characteristic	NOUN
ajst-26215	15	9	of	of	ADP
ajst-26215	15	10	different	different	ADJ
ajst-26215	15	11	hardware	hardware	NOUN
ajst-26215	15	12	modules	module	NOUN
ajst-26215	15	13	,	,	PUNCT
ajst-26215	15	14	and	and	CCONJ
ajst-26215	15	15	dynamically	dynamically	ADV
ajst-26215	15	16	adjust	adjust	VERB
ajst-26215	15	17	the	the	DET
ajst-26215	15	18	test	test	NOUN
ajst-26215	15	19	strategy	strategy	NOUN
ajst-26215	15	20	according	accord	VERB
ajst-26215	15	21	to	to	ADP
ajst-26215	15	22	the	the	DET
ajst-26215	15	23	real	real	ADJ
ajst-26215	15	24	-	-	PUNCT
ajst-26215	15	25	time	time	NOUN
ajst-26215	15	26	operation	operation	NOUN
ajst-26215	15	27	.	.	PUNCT
ajst-26215	16	1	the	the	DET
ajst-26215	16	2	whole	whole	ADJ
ajst-26215	16	3	system	system	NOUN
ajst-26215	16	4	works	work	VERB
ajst-26215	16	5	as	as	SCONJ
ajst-26215	16	6	follows	follow	VERB
ajst-26215	16	7	:	:	PUNCT
ajst-26215	16	8	the	the	DET
ajst-26215	16	9	first	first	ADJ
ajst-26215	16	10	step	step	NOUN
ajst-26215	16	11	is	be	AUX
ajst-26215	16	12	data	datum	NOUN
ajst-26215	16	13	acquisition	acquisition	NOUN
ajst-26215	16	14	module	module	NOUN
ajst-26215	16	15	:	:	PUNCT
ajst-26215	16	16	real	real	ADJ
ajst-26215	16	17	-	-	PUNCT
ajst-26215	16	18	time	time	NOUN
ajst-26215	16	19	monitoring	monitoring	NOUN
ajst-26215	16	20	of	of	ADP
ajst-26215	16	21	key	key	ADJ
ajst-26215	16	22	performance	performance	NOUN
ajst-26215	16	23	indicators	indicator	NOUN
ajst-26215	16	24	in	in	ADP
ajst-26215	16	25	hardware	hardware	NOUN
ajst-26215	16	26	operation	operation	NOUN
ajst-26215	16	27	,	,	PUNCT
ajst-26215	16	28	such	such	ADJ
ajst-26215	16	29	as	as	ADP
ajst-26215	16	30	power	power	NOUN
ajst-26215	16	31	consumption	consumption	NOUN
ajst-26215	16	32	,	,	PUNCT
ajst-26215	16	33	temperature	temperature	NOUN
ajst-26215	16	34	,	,	PUNCT
ajst-26215	16	35	processing	processing	NOUN
ajst-26215	16	36	speed	speed	NOUN
ajst-26215	16	37	,	,	PUNCT
ajst-26215	16	38	etc	etc	X
ajst-26215	16	39	.	.	X
ajst-26215	17	1	the	the	DET
ajst-26215	17	2	second	second	ADJ
ajst-26215	17	3	step	step	NOUN
ajst-26215	17	4	is	be	AUX
ajst-26215	17	5	ai	ai	VERB
ajst-26215	17	6	autonomous	autonomous	ADJ
ajst-26215	17	7	models	model	NOUN
ajst-26215	17	8	:	:	PUNCT
ajst-26215	17	9	use	use	VERB
ajst-26215	17	10	deep	deep	ADJ
ajst-26215	17	11	learning	learning	NOUN
ajst-26215	17	12	models	model	NOUN
ajst-26215	17	13	to	to	PART
ajst-26215	17	14	analyze	analyze	VERB
ajst-26215	17	15	hardware	hardware	NOUN
ajst-26215	17	16	characteristics	characteristic	NOUN
ajst-26215	17	17	and	and	CCONJ
ajst-26215	17	18	predict	predict	VERB
ajst-26215	17	19	the	the	DET
ajst-26215	17	20	best	good	ADJ
ajst-26215	17	21	test	test	NOUN
ajst-26215	17	22	sequence	sequence	NOUN
ajst-26215	17	23	and	and	CCONJ
ajst-26215	17	24	intensity	intensity	NOUN
ajst-26215	17	25	.	.	PUNCT
ajst-26215	18	1	the	the	DET
ajst-26215	18	2	third	third	ADJ
ajst-26215	18	3	step	step	NOUN
ajst-26215	18	4	is	be	AUX
ajst-26215	18	5	dynamic	dynamic	ADJ
ajst-26215	18	6	test	test	NOUN
ajst-26215	18	7	engine	engine	NOUN
ajst-26215	18	8	:	:	PUNCT
ajst-26215	18	9	flexibly	flexibly	ADV
ajst-26215	18	10	adjust	adjust	VERB
ajst-26215	18	11	the	the	DET
ajst-26215	18	12	test	test	NOUN
ajst-26215	18	13	flow	flow	NOUN
ajst-26215	18	14	according	accord	VERB
ajst-26215	18	15	to	to	ADP
ajst-26215	18	16	the	the	DET
ajst-26215	18	17	recommendations	recommendation	NOUN
ajst-26215	18	18	of	of	ADP
ajst-26215	18	19	the	the	DET
ajst-26215	18	20	ai	ai	NOUN
ajst-26215	18	21	model	model	NOUN
ajst-26215	18	22	to	to	PART
ajst-26215	18	23	ensure	ensure	VERB
ajst-26215	18	24	test	test	NOUN
ajst-26215	18	25	coverage	coverage	NOUN
ajst-26215	18	26	and	and	CCONJ
ajst-26215	18	27	efficiency	efficiency	NOUN
ajst-26215	18	28	for	for	ADP
ajst-26215	18	29	different	different	ADJ
ajst-26215	18	30	hardware	hardware	NOUN
ajst-26215	18	31	modules	module	NOUN
ajst-26215	18	32	.	.	PUNCT
ajst-26215	19	1	of	of	ADP
ajst-26215	19	2	these	these	DET
ajst-26215	19	3	three	three	NUM
ajst-26215	19	4	steps	step	NOUN
ajst-26215	19	5	,	,	PUNCT
ajst-26215	19	6	the	the	DET
ajst-26215	19	7	second	second	ADJ
ajst-26215	19	8	part	part	NOUN
ajst-26215	19	9	of	of	ADP
ajst-26215	19	10	the	the	DET
ajst-26215	19	11	ai	ai	NOUN
ajst-26215	19	12	model	model	NOUN
ajst-26215	19	13	is	be	AUX
ajst-26215	19	14	the	the	DET
ajst-26215	19	15	key	key	NOUN
ajst-26215	19	16	.	.	PUNCT
ajst-26215	20	1	2.2	2.2	NUM
ajst-26215	20	2	.	.	PUNCT
ajst-26215	21	1	ai	ai	AUX
ajst-26215	21	2	model	model	NOUN
ajst-26215	21	3	design	design	NOUN
ajst-26215	21	4	ai	ai	PROPN
ajst-26215	21	5	models	model	NOUN
ajst-26215	21	6	are	be	AUX
ajst-26215	21	7	based	base	VERB
ajst-26215	21	8	on	on	ADP
ajst-26215	21	9	deep	deep	ADJ
ajst-26215	21	10	learning	learning	NOUN
ajst-26215	21	11	and	and	CCONJ
ajst-26215	21	12	reinforcement	reinforcement	NOUN
ajst-26215	21	13	learning	learning	NOUN
ajst-26215	21	14	algorithms	algorithm	NOUN
ajst-26215	21	15	that	that	PRON
ajst-26215	21	16	learn	learn	VERB
ajst-26215	21	17	how	how	SCONJ
ajst-26215	21	18	to	to	PART
ajst-26215	21	19	optimize	optimize	VERB
ajst-26215	21	20	testing	testing	NOUN
ajst-26215	21	21	strategies	strategy	NOUN
ajst-26215	21	22	from	from	ADP
ajst-26215	21	23	historical	historical	ADJ
ajst-26215	21	24	test	test	NOUN
ajst-26215	21	25	data	datum	NOUN
ajst-26215	21	26	and	and	CCONJ
ajst-26215	21	27	real	real	ADJ
ajst-26215	21	28	-	-	PUNCT
ajst-26215	21	29	time	time	NOUN
ajst-26215	21	30	hardware	hardware	NOUN
ajst-26215	21	31	metrics	metric	NOUN
ajst-26215	21	32	.	.	PUNCT
ajst-26215	22	1	therefore	therefore	ADV
ajst-26215	22	2	,	,	PUNCT
ajst-26215	22	3	the	the	DET
ajst-26215	22	4	design	design	NOUN
ajst-26215	22	5	of	of	ADP
ajst-26215	22	6	the	the	DET
ajst-26215	22	7	ai	ai	NOUN
ajst-26215	22	8	model	model	NOUN
ajst-26215	22	9	is	be	AUX
ajst-26215	22	10	a	a	DET
ajst-26215	22	11	key	key	ADJ
ajst-26215	22	12	part	part	NOUN
ajst-26215	22	13	of	of	ADP
ajst-26215	22	14	the	the	DET
ajst-26215	22	15	system	system	NOUN
ajst-26215	22	16	.	.	PUNCT
ajst-26215	23	1	the	the	DET
ajst-26215	23	2	model	model	NOUN
ajst-26215	23	3	works	work	VERB
ajst-26215	23	4	as	as	SCONJ
ajst-26215	23	5	follows	follow	VERB
ajst-26215	23	6	:	:	PUNCT
ajst-26215	23	7	there	there	PRON
ajst-26215	23	8	are	be	VERB
ajst-26215	23	9	thousands	thousand	NOUN
ajst-26215	23	10	of	of	ADP
ajst-26215	23	11	pieces	piece	NOUN
ajst-26215	23	12	of	of	ADP
ajst-26215	23	13	data	datum	NOUN
ajst-26215	23	14	in	in	ADP
ajst-26215	23	15	the	the	DET
ajst-26215	23	16	hardware	hardware	NOUN
ajst-26215	23	17	run	run	NOUN
ajst-26215	23	18	log	log	NOUN
ajst-26215	23	19	,	,	PUNCT
ajst-26215	23	20	and	and	CCONJ
ajst-26215	23	21	the	the	DET
ajst-26215	23	22	ai	ai	PROPN
ajst-26215	23	23	model	model	NOUN
ajst-26215	23	24	extracts	extract	VERB
ajst-26215	23	25	important	important	ADJ
ajst-26215	23	26	data	datum	NOUN
ajst-26215	23	27	and	and	CCONJ
ajst-26215	23	28	characteristics	characteristic	NOUN
ajst-26215	23	29	about	about	ADP
ajst-26215	23	30	the	the	DET
ajst-26215	23	31	hardware	hardware	NOUN
ajst-26215	23	32	,	,	PUNCT
ajst-26215	23	33	such	such	ADJ
ajst-26215	23	34	as	as	ADP
ajst-26215	23	35	the	the	DET
ajst-26215	23	36	type	type	NOUN
ajst-26215	23	37	of	of	ADP
ajst-26215	23	38	hardware	hardware	NOUN
ajst-26215	23	39	(	(	PUNCT
ajst-26215	23	40	such	such	ADJ
ajst-26215	23	41	as	as	ADP
ajst-26215	23	42	cpu	cpu	NOUN
ajst-26215	23	43	or	or	CCONJ
ajst-26215	23	44	gpu	gpu	PROPN
ajst-26215	23	45	)	)	PUNCT
ajst-26215	23	46	,	,	PUNCT
ajst-26215	23	47	temperature	temperature	NOUN
ajst-26215	23	48	changes	change	NOUN
ajst-26215	23	49	,	,	PUNCT
ajst-26215	23	50	computing	compute	VERB
ajst-26215	23	51	speed	speed	NOUN
ajst-26215	23	52	,	,	PUNCT
ajst-26215	23	53	power	power	NOUN
ajst-26215	23	54	consumption	consumption	NOUN
ajst-26215	23	55	,	,	PUNCT
ajst-26215	23	56	and	and	CCONJ
ajst-26215	23	57	so	so	ADV
ajst-26215	23	58	on	on	ADP
ajst-26215	23	59	.	.	PUNCT
ajst-26215	24	1	model	model	NOUN
ajst-26215	24	2	training	training	NOUN
ajst-26215	24	3	:	:	PUNCT
ajst-26215	24	4	through	through	ADP
ajst-26215	24	5	deep	deep	ADJ
ajst-26215	24	6	learning	learning	NOUN
ajst-26215	24	7	algorithms	algorithm	NOUN
ajst-26215	24	8	,	,	PUNCT
ajst-26215	24	9	the	the	DET
ajst-26215	24	10	ai	ai	NOUN
ajst-26215	24	11	system	system	NOUN
ajst-26215	24	12	is	be	AUX
ajst-26215	24	13	able	able	ADJ
ajst-26215	24	14	to	to	PART
ajst-26215	24	15	predict	predict	VERB
ajst-26215	24	16	the	the	DET
ajst-26215	24	17	optimal	optimal	ADJ
ajst-26215	24	18	test	test	NOUN
ajst-26215	24	19	step	step	NOUN
ajst-26215	24	20	based	base	VERB
ajst-26215	24	21	on	on	ADP
ajst-26215	24	22	historical	historical	ADJ
ajst-26215	24	23	data	datum	NOUN
ajst-26215	24	24	of	of	ADP
ajst-26215	24	25	different	different	ADJ
ajst-26215	24	26	hardware	hardware	NOUN
ajst-26215	24	27	,	,	PUNCT
ajst-26215	24	28	and	and	CCONJ
ajst-26215	24	29	reinforce	reinforce	VERB
ajst-26215	24	30	the	the	DET
ajst-26215	24	31	learning	learning	NOUN
ajst-26215	24	32	data	datum	NOUN
ajst-26215	24	33	to	to	PART
ajst-26215	24	34	further	far	ADV
ajst-26215	24	35	help	help	VERB
ajst-26215	24	36	the	the	DET
ajst-26215	24	37	model	model	NOUN
ajst-26215	24	38	learn	learn	VERB
ajst-26215	24	39	in	in	ADP
ajst-26215	24	40	real	real	ADJ
ajst-26215	24	41	time	time	NOUN
ajst-26215	24	42	during	during	ADP
ajst-26215	24	43	testing	testing	NOUN
ajst-26215	24	44	and	and	CCONJ
ajst-26215	24	45	continuously	continuously	ADV
ajst-26215	24	46	adjust	adjust	VERB
ajst-26215	24	47	its	its	PRON
ajst-26215	24	48	strategy	strategy	NOUN
ajst-26215	24	49	according	accord	VERB
ajst-26215	24	50	to	to	ADP
ajst-26215	24	51	the	the	DET
ajst-26215	24	52	dynamics	dynamic	NOUN
ajst-26215	24	53	.	.	PUNCT
ajst-26215	25	1	3	3	X
ajst-26215	25	2	.	.	X
ajst-26215	25	3	independent	independent	ADJ
ajst-26215	25	4	optimization	optimization	NOUN
ajst-26215	25	5	of	of	ADP
ajst-26215	25	6	the	the	DET
ajst-26215	25	7	test	test	NOUN
ajst-26215	25	8	process	process	NOUN
ajst-26215	25	9	different	different	ADJ
ajst-26215	25	10	types	type	NOUN
ajst-26215	25	11	of	of	ADP
ajst-26215	25	12	hardware	hardware	NOUN
ajst-26215	25	13	have	have	VERB
ajst-26215	25	14	different	different	ADJ
ajst-26215	25	15	testing	testing	NOUN
ajst-26215	25	16	requirements	requirement	NOUN
ajst-26215	25	17	.	.	PUNCT
ajst-26215	26	1	for	for	ADP
ajst-26215	26	2	example	example	NOUN
ajst-26215	26	3	,	,	PUNCT
ajst-26215	26	4	cpus	cpus	X
ajst-26215	26	5	and	and	CCONJ
ajst-26215	26	6	gpus	gpus	PROPN
ajst-26215	26	7	each	each	PRON
ajst-26215	26	8	have	have	VERB
ajst-26215	26	9	different	different	ADJ
ajst-26215	26	10	functions	function	NOUN
ajst-26215	26	11	and	and	CCONJ
ajst-26215	26	12	design	design	NOUN
ajst-26215	26	13	goals	goal	NOUN
ajst-26215	26	14	,	,	PUNCT
ajst-26215	26	15	so	so	ADV
ajst-26215	26	16	their	their	PRON
ajst-26215	26	17	testing	testing	NOUN
ajst-26215	26	18	needs	need	NOUN
ajst-26215	26	19	are	be	AUX
ajst-26215	26	20	different	different	ADJ
ajst-26215	26	21	.	.	PUNCT
ajst-26215	27	1	the	the	DET
ajst-26215	27	2	cpu	cpu	NOUN
ajst-26215	27	3	is	be	AUX
ajst-26215	27	4	the	the	DET
ajst-26215	27	5	central	central	ADJ
ajst-26215	27	6	processing	processing	NOUN
ajst-26215	27	7	unit	unit	NOUN
ajst-26215	27	8	responsible	responsible	ADJ
ajst-26215	27	9	for	for	ADP
ajst-26215	27	10	performing	perform	VERB
ajst-26215	27	11	most	most	ADJ
ajst-26215	27	12	computing	computing	NOUN
ajst-26215	27	13	tasks	task	NOUN
ajst-26215	27	14	,	,	PUNCT
ajst-26215	27	15	usually	usually	ADV
ajst-26215	27	16	involving	involve	VERB
ajst-26215	27	17	multi	multi	ADJ
ajst-26215	27	18	-	-	ADJ
ajst-26215	27	19	threading	threading	ADJ
ajst-26215	27	20	,	,	PUNCT
ajst-26215	27	21	multi	multi	ADJ
ajst-26215	27	22	-	-	ADJ
ajst-26215	27	23	tasking	tasking	ADJ
ajst-26215	27	24	and	and	CCONJ
ajst-26215	27	25	other	other	ADJ
ajst-26215	27	26	requirements	requirement	NOUN
ajst-26215	27	27	.	.	PUNCT
ajst-26215	28	1	gpus	gpu	NOUN
ajst-26215	28	2	are	be	AUX
ajst-26215	28	3	graphics	graphic	NOUN
ajst-26215	28	4	processing	processing	NOUN
ajst-26215	28	5	units	unit	NOUN
ajst-26215	28	6	that	that	PRON
ajst-26215	28	7	are	be	AUX
ajst-26215	28	8	mainly	mainly	ADV
ajst-26215	28	9	used	use	VERB
ajst-26215	28	10	to	to	PART
ajst-26215	28	11	process	process	VERB
ajst-26215	28	12	a	a	DET
ajst-26215	28	13	large	large	ADJ
ajst-26215	28	14	number	number	NOUN
ajst-26215	28	15	of	of	ADP
ajst-26215	28	16	graphics	graphic	NOUN
ajst-26215	28	17	computing	computing	NOUN
ajst-26215	28	18	tasks	task	NOUN
ajst-26215	28	19	in	in	ADP
ajst-26215	28	20	parallel	parallel	NOUN
ajst-26215	28	21	,	,	PUNCT
ajst-26215	28	22	and	and	CCONJ
ajst-26215	28	23	are	be	AUX
ajst-26215	28	24	gradually	gradually	ADV
ajst-26215	28	25	being	be	AUX
ajst-26215	28	26	widely	widely	ADV
ajst-26215	28	27	used	use	VERB
ajst-26215	28	28	for	for	ADP
ajst-26215	28	29	general	general	ADJ
ajst-26215	28	30	-	-	PUNCT
ajst-26215	28	31	purpose	purpose	NOUN
ajst-26215	28	32	computing	computing	NOUN
ajst-26215	28	33	tasks	task	NOUN
ajst-26215	28	34	,	,	PUNCT
ajst-26215	28	35	such	such	ADJ
ajst-26215	28	36	as	as	ADP
ajst-26215	28	37	deep	deep	ADJ
ajst-26215	28	38	learning	learning	NOUN
ajst-26215	28	39	.	.	PUNCT
ajst-26215	29	1	so	so	ADV
ajst-26215	29	2	the	the	DET
ajst-26215	29	3	cpu	cpu	NOUN
ajst-26215	29	4	and	and	CCONJ
ajst-26215	29	5	gpu	gpu	PROPN
ajst-26215	29	6	were	be	AUX
ajst-26215	29	7	tested	test	VERB
ajst-26215	29	8	in	in	ADP
ajst-26215	29	9	a	a	DET
ajst-26215	29	10	completely	completely	ADV
ajst-26215	29	11	different	different	ADJ
ajst-26215	29	12	direction	direction	NOUN
ajst-26215	29	13	than	than	ADP
ajst-26215	29	14	the	the	DET
ajst-26215	29	15	requirements	requirement	NOUN
ajst-26215	29	16	.	.	PUNCT
ajst-26215	30	1	traditional	traditional	ADJ
ajst-26215	30	2	hardware	hardware	NOUN
ajst-26215	30	3	testing	testing	NOUN
ajst-26215	30	4	methods	method	NOUN
ajst-26215	30	5	can	can	AUX
ajst-26215	30	6	not	not	PART
ajst-26215	30	7	be	be	AUX
ajst-26215	30	8	flexibly	flexibly	ADV
ajst-26215	30	9	adjusted	adjust	VERB
ajst-26215	30	10	for	for	ADP
ajst-26215	30	11	these	these	DET
ajst-26215	30	12	differences	difference	NOUN
ajst-26215	30	13	,	,	PUNCT
ajst-26215	30	14	but	but	CCONJ
ajst-26215	30	15	ai	ai	VERB
ajst-26215	30	16	autonomous	autonomous	ADJ
ajst-26215	30	17	systems	system	NOUN
ajst-26215	30	18	can	can	AUX
ajst-26215	30	19	dynamically	dynamically	ADV
ajst-26215	30	20	change	change	VERB
ajst-26215	30	21	test	test	NOUN
ajst-26215	30	22	sequence	sequence	NOUN
ajst-26215	30	23	and	and	CCONJ
ajst-26215	30	24	strategies	strategy	NOUN
ajst-26215	30	25	based	base	VERB
ajst-26215	30	26	on	on	ADP
ajst-26215	30	27	hardware	hardware	NOUN
ajst-26215	30	28	characteristics	characteristic	NOUN
ajst-26215	30	29	and	and	CCONJ
ajst-26215	30	30	real	real	ADJ
ajst-26215	30	31	-	-	PUNCT
ajst-26215	30	32	time	time	NOUN
ajst-26215	30	33	.	.	PUNCT
ajst-26215	31	1	when	when	SCONJ
ajst-26215	31	2	testing	testing	NOUN
ajst-26215	31	3	cpu	cpu	NOUN
ajst-26215	31	4	and	and	CCONJ
ajst-26215	31	5	gpu	gpu	PROPN
ajst-26215	31	6	,	,	PUNCT
ajst-26215	31	7	adding	add	VERB
ajst-26215	31	8	autonomous	autonomous	ADJ
ajst-26215	31	9	ai	ai	NOUN
ajst-26215	31	10	system	system	NOUN
ajst-26215	31	11	can	can	AUX
ajst-26215	31	12	achieve	achieve	VERB
ajst-26215	31	13	good	good	ADJ
ajst-26215	31	14	193	193	NUM
ajst-26215	31	15	results	result	NOUN
ajst-26215	31	16	.	.	PUNCT
ajst-26215	32	1	the	the	DET
ajst-26215	32	2	following	follow	VERB
ajst-26215	32	3	is	be	AUX
ajst-26215	32	4	a	a	DET
ajst-26215	32	5	discussion	discussion	NOUN
ajst-26215	32	6	of	of	ADP
ajst-26215	32	7	adding	add	VERB
ajst-26215	32	8	ai	ai	VERB
ajst-26215	32	9	autonomous	autonomous	ADJ
ajst-26215	32	10	intelligence	intelligence	NOUN
ajst-26215	32	11	systems	system	NOUN
ajst-26215	32	12	to	to	PART
ajst-26215	32	13	cpu	cpu	VERB
ajst-26215	32	14	testing	testing	NOUN
ajst-26215	32	15	:	:	PUNCT
ajst-26215	32	16	3.1	3.1	NUM
ajst-26215	32	17	.	.	PUNCT
ajst-26215	32	18	multi	multi	ADJ
ajst-26215	32	19	-	-	ADJ
ajst-26215	32	20	threaded	thread	VERB
ajst-26215	32	21	task	task	NOUN
ajst-26215	32	22	processing	processing	NOUN
ajst-26215	32	23	cpu	cpu	NOUN
ajst-26215	32	24	testing	testing	NOUN
ajst-26215	32	25	needs	need	NOUN
ajst-26215	32	26	to	to	PART
ajst-26215	32	27	evaluate	evaluate	VERB
ajst-26215	32	28	the	the	DET
ajst-26215	32	29	performance	performance	NOUN
ajst-26215	32	30	of	of	ADP
ajst-26215	32	31	each	each	DET
ajst-26215	32	32	core	core	NOUN
ajst-26215	32	33	in	in	ADP
ajst-26215	32	34	a	a	DET
ajst-26215	32	35	multithreaded	multithreaded	ADJ
ajst-26215	32	36	environment	environment	NOUN
ajst-26215	32	37	.	.	PUNCT
ajst-26215	33	1	multi	multi	ADJ
ajst-26215	33	2	-	-	ADJ
ajst-26215	33	3	core	core	ADJ
ajst-26215	33	4	synchronization	synchronization	NOUN
ajst-26215	33	5	and	and	CCONJ
ajst-26215	33	6	load	load	NOUN
ajst-26215	33	7	sharing	sharing	NOUN
ajst-26215	33	8	testing	testing	NOUN
ajst-26215	33	9	are	be	AUX
ajst-26215	33	10	key	key	ADJ
ajst-26215	33	11	to	to	ADP
ajst-26215	33	12	ensuring	ensure	VERB
ajst-26215	33	13	that	that	SCONJ
ajst-26215	33	14	multi	multi	ADJ
ajst-26215	33	15	-	-	ADJ
ajst-26215	33	16	core	core	ADJ
ajst-26215	33	17	architectures	architecture	NOUN
ajst-26215	33	18	work	work	VERB
ajst-26215	33	19	efficiently	efficiently	ADV
ajst-26215	33	20	.	.	PUNCT
ajst-26215	34	1	the	the	DET
ajst-26215	34	2	test	test	NOUN
ajst-26215	34	3	includes	include	VERB
ajst-26215	34	4	task	task	NOUN
ajst-26215	34	5	switching	switching	NOUN
ajst-26215	34	6	time	time	NOUN
ajst-26215	34	7	,	,	PUNCT
ajst-26215	34	8	thread	thread	NOUN
ajst-26215	34	9	scheduling	scheduling	NOUN
ajst-26215	34	10	,	,	PUNCT
ajst-26215	34	11	thread	thread	NOUN
ajst-26215	34	12	synchronization	synchronization	NOUN
ajst-26215	34	13	,	,	PUNCT
ajst-26215	34	14	shared	share	VERB
ajst-26215	34	15	resource	resource	NOUN
ajst-26215	34	16	usage	usage	NOUN
ajst-26215	34	17	,	,	PUNCT
ajst-26215	34	18	and	and	CCONJ
ajst-26215	34	19	cache	cache	NOUN
ajst-26215	34	20	consistency	consistency	NOUN
ajst-26215	34	21	.	.	PUNCT
ajst-26215	35	1	according	accord	VERB
ajst-26215	35	2	to	to	ADP
ajst-26215	35	3	research	research	NOUN
ajst-26215	35	4	,	,	PUNCT
ajst-26215	35	5	in	in	ADP
ajst-26215	35	6	terms	term	NOUN
ajst-26215	35	7	of	of	ADP
ajst-26215	35	8	multi	multi	ADJ
ajst-26215	35	9	-	-	ADJ
ajst-26215	35	10	threaded	threaded	ADJ
ajst-26215	35	11	task	task	NOUN
ajst-26215	35	12	processing	processing	NOUN
ajst-26215	35	13	,	,	PUNCT
ajst-26215	35	14	certain	certain	ADJ
ajst-26215	35	15	test	test	NOUN
ajst-26215	35	16	models	model	NOUN
ajst-26215	35	17	such	such	ADJ
ajst-26215	35	18	as	as	ADP
ajst-26215	35	19	the	the	DET
ajst-26215	35	20	spec	spec	PROPN
ajst-26215	35	21	cpu	cpu	PROPN
ajst-26215	35	22	test	test	NOUN
ajst-26215	35	23	set	set	NOUN
ajst-26215	35	24	can	can	AUX
ajst-26215	35	25	be	be	AUX
ajst-26215	35	26	used	use	VERB
ajst-26215	35	27	to	to	PART
ajst-26215	35	28	measure	measure	VERB
ajst-26215	35	29	the	the	DET
ajst-26215	35	30	performance	performance	NOUN
ajst-26215	35	31	of	of	ADP
ajst-26215	35	32	the	the	DET
ajst-26215	35	33	cpu	cpu	NOUN
ajst-26215	35	34	under	under	ADP
ajst-26215	35	35	load	load	NOUN
ajst-26215	35	36	balancing	balance	VERB
ajst-26215	35	37	tasks	task	NOUN
ajst-26215	35	38	.	.	PUNCT
ajst-26215	36	1	through	through	ADP
ajst-26215	36	2	these	these	DET
ajst-26215	36	3	tests	test	NOUN
ajst-26215	36	4	,	,	PUNCT
ajst-26215	36	5	you	you	PRON
ajst-26215	36	6	can	can	AUX
ajst-26215	36	7	verify	verify	VERB
ajst-26215	36	8	how	how	SCONJ
ajst-26215	36	9	multiple	multiple	ADJ
ajst-26215	36	10	cores	core	NOUN
ajst-26215	36	11	coordinate	coordinate	NOUN
ajst-26215	36	12	to	to	PART
ajst-26215	36	13	handle	handle	VERB
ajst-26215	36	14	a	a	DET
ajst-26215	36	15	large	large	ADJ
ajst-26215	36	16	number	number	NOUN
ajst-26215	36	17	of	of	ADP
ajst-26215	36	18	tasks	task	NOUN
ajst-26215	36	19	under	under	ADP
ajst-26215	36	20	high	high	ADJ
ajst-26215	36	21	load	load	NOUN
ajst-26215	36	22	conditions	condition	NOUN
ajst-26215	36	23	.	.	PUNCT
ajst-26215	37	1	[	[	X
ajst-26215	37	2	1	1	NUM
ajst-26215	37	3	]	]	SYM
ajst-26215	37	4	3.2	3.2	NUM
ajst-26215	37	5	.	.	PUNCT
ajst-26215	38	1	cache	cache	PROPN
ajst-26215	38	2	consistency	consistency	NOUN
ajst-26215	38	3	and	and	CCONJ
ajst-26215	38	4	memory	memory	NOUN
ajst-26215	38	5	latency	latency	NOUN
ajst-26215	38	6	cpus	cpu	NOUN
ajst-26215	38	7	have	have	VERB
ajst-26215	38	8	multiple	multiple	ADJ
ajst-26215	38	9	caches	cache	NOUN
ajst-26215	38	10	,	,	PUNCT
ajst-26215	38	11	and	and	CCONJ
ajst-26215	38	12	cache	cache	PROPN
ajst-26215	38	13	consistency	consistency	NOUN
ajst-26215	38	14	testing	testing	NOUN
ajst-26215	38	15	is	be	AUX
ajst-26215	38	16	often	often	ADV
ajst-26215	38	17	used	use	VERB
ajst-26215	38	18	by	by	ADP
ajst-26215	38	19	researchers	researcher	NOUN
ajst-26215	38	20	to	to	PART
ajst-26215	38	21	ensure	ensure	VERB
ajst-26215	38	22	that	that	SCONJ
ajst-26215	38	23	data	datum	NOUN
ajst-26215	38	24	in	in	ADP
ajst-26215	38	25	multi	multi	ADJ
ajst-26215	38	26	-	-	ADJ
ajst-26215	38	27	core	core	ADJ
ajst-26215	38	28	systems	system	NOUN
ajst-26215	38	29	remains	remain	VERB
ajst-26215	38	30	consistent	consistent	ADJ
ajst-26215	38	31	when	when	SCONJ
ajst-26215	38	32	accessed	access	VERB
ajst-26215	38	33	by	by	ADP
ajst-26215	38	34	different	different	ADJ
ajst-26215	38	35	cores	core	NOUN
ajst-26215	38	36	.	.	PUNCT
ajst-26215	39	1	according	accord	VERB
ajst-26215	39	2	to	to	ADP
ajst-26215	39	3	the	the	DET
ajst-26215	39	4	mesi	mesi	NOUN
ajst-26215	39	5	(	(	PUNCT
ajst-26215	39	6	modified	modified	ADJ
ajst-26215	39	7	,	,	PUNCT
ajst-26215	39	8	exclusive	exclusive	ADJ
ajst-26215	39	9	,	,	PUNCT
ajst-26215	39	10	shared	share	VERB
ajst-26215	39	11	,	,	PUNCT
ajst-26215	39	12	invalid	invalid	ADJ
ajst-26215	39	13	)	)	PUNCT
ajst-26215	39	14	cache	cache	NOUN
ajst-26215	39	15	consistency	consistency	NOUN
ajst-26215	39	16	protocol	protocol	NOUN
ajst-26215	39	17	,	,	PUNCT
ajst-26215	39	18	you	you	PRON
ajst-26215	39	19	need	need	VERB
ajst-26215	39	20	to	to	PART
ajst-26215	39	21	verify	verify	VERB
ajst-26215	39	22	that	that	SCONJ
ajst-26215	39	23	caches	cache	NOUN
ajst-26215	39	24	can	can	AUX
ajst-26215	39	25	maintain	maintain	VERB
ajst-26215	39	26	synchronization	synchronization	NOUN
ajst-26215	39	27	when	when	SCONJ
ajst-26215	39	28	multiple	multiple	ADJ
ajst-26215	39	29	cores	core	NOUN
ajst-26215	39	30	access	access	NOUN
ajst-26215	39	31	shared	share	VERB
ajst-26215	39	32	data	datum	NOUN
ajst-26215	39	33	at	at	ADP
ajst-26215	39	34	the	the	DET
ajst-26215	39	35	same	same	ADJ
ajst-26215	39	36	time	time	NOUN
ajst-26215	39	37	.	.	PUNCT
ajst-26215	40	1	the	the	DET
ajst-26215	40	2	performance	performance	NOUN
ajst-26215	40	3	of	of	ADP
ajst-26215	40	4	the	the	DET
ajst-26215	40	5	cache	cache	NOUN
ajst-26215	40	6	's	's	PART
ajst-26215	40	7	access	access	NOUN
ajst-26215	40	8	timeliness	timeliness	NOUN
ajst-26215	40	9	can	can	AUX
ajst-26215	40	10	be	be	AUX
ajst-26215	40	11	evaluated	evaluate	VERB
ajst-26215	40	12	using	use	VERB
ajst-26215	40	13	specific	specific	ADJ
ajst-26215	40	14	benchmarks	benchmark	NOUN
ajst-26215	40	15	,	,	PUNCT
ajst-26215	40	16	such	such	ADJ
ajst-26215	40	17	as	as	ADP
ajst-26215	40	18	the	the	DET
ajst-26215	40	19	stream	stream	NOUN
ajst-26215	40	20	benchmark	benchmark	NOUN
ajst-26215	40	21	.	.	PUNCT
ajst-26215	41	1	this	this	DET
ajst-26215	41	2	type	type	NOUN
ajst-26215	41	3	of	of	ADP
ajst-26215	41	4	test	test	NOUN
ajst-26215	41	5	not	not	PART
ajst-26215	41	6	only	only	ADV
ajst-26215	41	7	measures	measure	VERB
ajst-26215	41	8	the	the	DET
ajst-26215	41	9	cache	cache	NOUN
ajst-26215	41	10	hit	hit	VERB
ajst-26215	41	11	rate	rate	NOUN
ajst-26215	41	12	,	,	PUNCT
ajst-26215	41	13	but	but	CCONJ
ajst-26215	41	14	also	also	ADV
ajst-26215	41	15	evaluates	evaluate	VERB
ajst-26215	41	16	the	the	DET
ajst-26215	41	17	efficiency	efficiency	NOUN
ajst-26215	41	18	of	of	ADP
ajst-26215	41	19	the	the	DET
ajst-26215	41	20	cache	cache	NOUN
ajst-26215	41	21	system	system	NOUN
ajst-26215	41	22	when	when	SCONJ
ajst-26215	41	23	dealing	deal	VERB
ajst-26215	41	24	with	with	ADP
ajst-26215	41	25	complex	complex	ADJ
ajst-26215	41	26	tasks	task	NOUN
ajst-26215	41	27	.	.	PUNCT
ajst-26215	42	1	[	[	X
ajst-26215	42	2	2	2	NUM
ajst-26215	42	3	]	]	SYM
ajst-26215	42	4	3.3	3.3	NUM
ajst-26215	42	5	.	.	PUNCT
ajst-26215	43	1	power	power	NOUN
ajst-26215	43	2	consumption	consumption	NOUN
ajst-26215	43	3	and	and	CCONJ
ajst-26215	43	4	thermal	thermal	ADJ
ajst-26215	43	5	management	management	NOUN
ajst-26215	43	6	cpu	cpu	NOUN
ajst-26215	43	7	at	at	ADP
ajst-26215	43	8	high	high	ADJ
ajst-26215	43	9	load	load	NOUN
ajst-26215	43	10	operation	operation	NOUN
ajst-26215	43	11	will	will	AUX
ajst-26215	43	12	produce	produce	VERB
ajst-26215	43	13	a	a	DET
ajst-26215	43	14	lot	lot	NOUN
ajst-26215	43	15	of	of	ADP
ajst-26215	43	16	heat	heat	NOUN
ajst-26215	43	17	,	,	PUNCT
ajst-26215	43	18	heat	heat	NOUN
ajst-26215	43	19	is	be	AUX
ajst-26215	43	20	too	too	ADV
ajst-26215	43	21	large	large	ADJ
ajst-26215	43	22	on	on	ADP
ajst-26215	43	23	the	the	DET
ajst-26215	43	24	machine	machine	NOUN
ajst-26215	43	25	consumption	consumption	NOUN
ajst-26215	43	26	is	be	AUX
ajst-26215	43	27	huge	huge	ADJ
ajst-26215	43	28	,	,	PUNCT
ajst-26215	43	29	will	will	AUX
ajst-26215	43	30	increase	increase	VERB
ajst-26215	43	31	the	the	DET
ajst-26215	43	32	loss	loss	NOUN
ajst-26215	43	33	rate	rate	NOUN
ajst-26215	43	34	of	of	ADP
ajst-26215	43	35	equipment	equipment	NOUN
ajst-26215	43	36	.	.	PUNCT
ajst-26215	44	1	therefore	therefore	ADV
ajst-26215	44	2	,	,	PUNCT
ajst-26215	44	3	power	power	NOUN
ajst-26215	44	4	management	management	NOUN
ajst-26215	44	5	testing	testing	NOUN
ajst-26215	44	6	is	be	AUX
ajst-26215	44	7	particularly	particularly	ADV
ajst-26215	44	8	important	important	ADJ
ajst-26215	44	9	.	.	PUNCT
ajst-26215	45	1	the	the	DET
ajst-26215	45	2	autonomous	autonomous	ADJ
ajst-26215	45	3	test	test	NOUN
ajst-26215	45	4	can	can	AUX
ajst-26215	45	5	dynamically	dynamically	ADV
ajst-26215	45	6	adjust	adjust	VERB
ajst-26215	45	7	the	the	DET
ajst-26215	45	8	power	power	NOUN
ajst-26215	45	9	test	test	NOUN
ajst-26215	45	10	scheme	scheme	NOUN
ajst-26215	45	11	,	,	PUNCT
ajst-26215	45	12	simulate	simulate	VERB
ajst-26215	45	13	the	the	DET
ajst-26215	45	14	power	power	NOUN
ajst-26215	45	15	change	change	NOUN
ajst-26215	45	16	in	in	ADP
ajst-26215	45	17	the	the	DET
ajst-26215	45	18	actual	actual	ADJ
ajst-26215	45	19	working	work	VERB
ajst-26215	45	20	scene	scene	NOUN
ajst-26215	45	21	,	,	PUNCT
ajst-26215	45	22	and	and	CCONJ
ajst-26215	45	23	measure	measure	VERB
ajst-26215	45	24	the	the	DET
ajst-26215	45	25	impact	impact	NOUN
ajst-26215	45	26	of	of	ADP
ajst-26215	45	27	different	different	ADJ
ajst-26215	45	28	tasks	task	NOUN
ajst-26215	45	29	on	on	ADP
ajst-26215	45	30	temperature	temperature	NOUN
ajst-26215	45	31	and	and	CCONJ
ajst-26215	45	32	power	power	NOUN
ajst-26215	45	33	consumption	consumption	NOUN
ajst-26215	45	34	,	,	PUNCT
ajst-26215	45	35	so	so	SCONJ
ajst-26215	45	36	as	as	SCONJ
ajst-26215	45	37	to	to	PART
ajst-26215	45	38	optimize	optimize	VERB
ajst-26215	45	39	the	the	DET
ajst-26215	45	40	test	test	NOUN
ajst-26215	45	41	scheme	scheme	NOUN
ajst-26215	45	42	.	.	PUNCT
ajst-26215	46	1	traditional	traditional	ADJ
ajst-26215	46	2	testing	testing	NOUN
ajst-26215	46	3	methods	method	NOUN
ajst-26215	46	4	only	only	ADV
ajst-26215	46	5	focus	focus	VERB
ajst-26215	46	6	on	on	ADP
ajst-26215	46	7	the	the	DET
ajst-26215	46	8	performance	performance	NOUN
ajst-26215	46	9	of	of	ADP
ajst-26215	46	10	the	the	DET
ajst-26215	46	11	cpu	cpu	NOUN
ajst-26215	46	12	under	under	ADP
ajst-26215	46	13	extreme	extreme	ADJ
ajst-26215	46	14	conditions	condition	NOUN
ajst-26215	46	15	,	,	PUNCT
ajst-26215	46	16	and	and	CCONJ
ajst-26215	46	17	fail	fail	VERB
ajst-26215	46	18	to	to	PART
ajst-26215	46	19	consider	consider	VERB
ajst-26215	46	20	the	the	DET
ajst-26215	46	21	energy	energy	NOUN
ajst-26215	46	22	performance	performance	NOUN
ajst-26215	46	23	under	under	ADP
ajst-26215	46	24	dynamic	dynamic	ADJ
ajst-26215	46	25	load	load	NOUN
ajst-26215	46	26	.	.	PUNCT
ajst-26215	47	1	therefore	therefore	ADV
ajst-26215	47	2	,	,	PUNCT
ajst-26215	47	3	it	it	PRON
ajst-26215	47	4	is	be	AUX
ajst-26215	47	5	very	very	ADV
ajst-26215	47	6	important	important	ADJ
ajst-26215	47	7	to	to	PART
ajst-26215	47	8	add	add	VERB
ajst-26215	47	9	an	an	DET
ajst-26215	47	10	autonomous	autonomous	ADJ
ajst-26215	47	11	ai	ai	NOUN
ajst-26215	47	12	test	test	NOUN
ajst-26215	47	13	system	system	NOUN
ajst-26215	47	14	to	to	ADP
ajst-26215	47	15	the	the	DET
ajst-26215	47	16	cpu	cpu	NOUN
ajst-26215	47	17	test	test	NOUN
ajst-26215	47	18	.	.	PUNCT
ajst-26215	48	1	[	[	X
ajst-26215	48	2	3	3	NUM
ajst-26215	48	3	]	]	SYM
ajst-26215	48	4	4	4	NUM
ajst-26215	48	5	.	.	PUNCT
ajst-26215	48	6	application	application	NOUN
ajst-26215	48	7	scenarios	scenario	NOUN
ajst-26215	48	8	ai	ai	VERB
ajst-26215	48	9	autonomous	autonomous	ADJ
ajst-26215	48	10	systems	system	NOUN
ajst-26215	48	11	can	can	AUX
ajst-26215	48	12	be	be	AUX
ajst-26215	48	13	widely	widely	ADV
ajst-26215	48	14	used	use	VERB
ajst-26215	48	15	in	in	ADP
ajst-26215	48	16	hardware	hardware	NOUN
ajst-26215	48	17	testing	testing	NOUN
ajst-26215	48	18	of	of	ADP
ajst-26215	48	19	traditional	traditional	ADJ
ajst-26215	48	20	computing	computing	NOUN
ajst-26215	48	21	devices	device	NOUN
ajst-26215	48	22	(	(	PUNCT
ajst-26215	48	23	such	such	ADJ
ajst-26215	48	24	as	as	ADP
ajst-26215	48	25	desktops	desktop	NOUN
ajst-26215	48	26	,	,	PUNCT
ajst-26215	48	27	servers	server	NOUN
ajst-26215	48	28	,	,	PUNCT
ajst-26215	48	29	etc	etc	X
ajst-26215	48	30	.	.	X
ajst-26215	48	31	)	)	PUNCT
ajst-26215	48	32	.	.	PUNCT
ajst-26215	49	1	generic	generic	ADJ
ajst-26215	49	2	hardware	hardware	NOUN
ajst-26215	49	3	designs	design	NOUN
ajst-26215	49	4	often	often	ADV
ajst-26215	49	5	include	include	VERB
ajst-26215	49	6	multiple	multiple	ADJ
ajst-26215	49	7	different	different	ADJ
ajst-26215	49	8	modules	module	NOUN
ajst-26215	49	9	(	(	PUNCT
ajst-26215	49	10	cpu	cpu	PROPN
ajst-26215	49	11	,	,	PUNCT
ajst-26215	49	12	gpu	gpu	PROPN
ajst-26215	49	13	,	,	PUNCT
ajst-26215	49	14	etc	etc	X
ajst-26215	49	15	.	.	X
ajst-26215	49	16	)	)	PUNCT
ajst-26215	49	17	,	,	PUNCT
ajst-26215	49	18	and	and	CCONJ
ajst-26215	49	19	autonomous	autonomous	ADJ
ajst-26215	49	20	ai	ai	PROPN
ajst-26215	49	21	test	test	NOUN
ajst-26215	49	22	systems	system	NOUN
ajst-26215	49	23	can	can	AUX
ajst-26215	49	24	automatically	automatically	ADV
ajst-26215	49	25	adjust	adjust	VERB
ajst-26215	49	26	the	the	DET
ajst-26215	49	27	test	test	NOUN
ajst-26215	49	28	plan	plan	NOUN
ajst-26215	49	29	to	to	ADP
ajst-26215	49	30	the	the	DET
ajst-26215	49	31	specific	specific	ADJ
ajst-26215	49	32	needs	need	NOUN
ajst-26215	49	33	of	of	ADP
ajst-26215	49	34	each	each	DET
ajst-26215	49	35	module	module	NOUN
ajst-26215	49	36	,	,	PUNCT
ajst-26215	49	37	ensuring	ensure	VERB
ajst-26215	49	38	that	that	SCONJ
ajst-26215	49	39	all	all	DET
ajst-26215	49	40	possible	possible	ADJ
ajst-26215	49	41	failure	failure	NOUN
ajst-26215	49	42	modes	mode	NOUN
ajst-26215	49	43	are	be	AUX
ajst-26215	49	44	covered	cover	VERB
ajst-26215	49	45	.	.	PUNCT
ajst-26215	50	1	dedicated	dedicated	ADJ
ajst-26215	50	2	hardware	hardware	NOUN
ajst-26215	50	3	(	(	PUNCT
ajst-26215	50	4	such	such	ADJ
ajst-26215	50	5	as	as	ADP
ajst-26215	50	6	ai	ai	PROPN
ajst-26215	50	7	accelerators	accelerator	NOUN
ajst-26215	50	8	,	,	PUNCT
ajst-26215	50	9	5	5	NUM
ajst-26215	50	10	g	g	NOUN
ajst-26215	50	11	chips	chip	NOUN
ajst-26215	50	12	,	,	PUNCT
ajst-26215	50	13	etc	etc	X
ajst-26215	50	14	.	.	X
ajst-26215	50	15	)	)	PUNCT
ajst-26215	50	16	often	often	ADV
ajst-26215	50	17	have	have	VERB
ajst-26215	50	18	more	more	ADJ
ajst-26215	50	19	complex	complex	ADJ
ajst-26215	50	20	test	test	NOUN
ajst-26215	50	21	needs	need	NOUN
ajst-26215	50	22	,	,	PUNCT
ajst-26215	50	23	and	and	CCONJ
ajst-26215	50	24	autonomous	autonomous	ADJ
ajst-26215	50	25	intelligent	intelligent	ADJ
ajst-26215	50	26	systems	system	NOUN
ajst-26215	50	27	can	can	AUX
ajst-26215	50	28	automatically	automatically	ADV
ajst-26215	50	29	adjust	adjust	VERB
ajst-26215	50	30	test	test	NOUN
ajst-26215	50	31	strategies	strategy	NOUN
ajst-26215	50	32	according	accord	VERB
ajst-26215	50	33	to	to	ADP
ajst-26215	50	34	the	the	DET
ajst-26215	50	35	unique	unique	ADJ
ajst-26215	50	36	architecture	architecture	NOUN
ajst-26215	50	37	of	of	ADP
ajst-26215	50	38	these	these	DET
ajst-26215	50	39	hardware	hardware	NOUN
ajst-26215	50	40	,	,	PUNCT
ajst-26215	50	41	monitor	monitor	VERB
ajst-26215	50	42	the	the	DET
ajst-26215	50	43	dynamics	dynamic	NOUN
ajst-26215	50	44	in	in	ADP
ajst-26215	50	45	real	real	ADJ
ajst-26215	50	46	time	time	NOUN
ajst-26215	50	47	,	,	PUNCT
ajst-26215	50	48	and	and	CCONJ
ajst-26215	50	49	provide	provide	VERB
ajst-26215	50	50	customized	customized	ADJ
ajst-26215	50	51	test	test	NOUN
ajst-26215	50	52	solutions	solution	NOUN
ajst-26215	50	53	.	.	PUNCT
ajst-26215	51	1	this	this	PRON
ajst-26215	51	2	will	will	AUX
ajst-26215	51	3	help	help	VERB
ajst-26215	51	4	improve	improve	VERB
ajst-26215	51	5	the	the	DET
ajst-26215	51	6	accuracy	accuracy	NOUN
ajst-26215	51	7	of	of	ADP
ajst-26215	51	8	dedicated	dedicated	ADJ
ajst-26215	51	9	hardware	hardware	NOUN
ajst-26215	51	10	and	and	CCONJ
ajst-26215	51	11	increase	increase	VERB
ajst-26215	51	12	productivity	productivity	NOUN
ajst-26215	51	13	benefits	benefit	NOUN
ajst-26215	51	14	.	.	PUNCT
ajst-26215	52	1	5	5	X
ajst-26215	52	2	.	.	X
ajst-26215	52	3	conclusion	conclusion	NOUN
ajst-26215	52	4	and	and	CCONJ
ajst-26215	52	5	future	future	ADJ
ajst-26215	52	6	outlook	outlook	NOUN
ajst-26215	52	7	ai	ai	PROPN
ajst-26215	52	8	-	-	PUNCT
ajst-26215	52	9	driven	drive	VERB
ajst-26215	52	10	autonomous	autonomous	ADJ
ajst-26215	52	11	hardware	hardware	NOUN
ajst-26215	52	12	testing	testing	NOUN
ajst-26215	52	13	system	system	NOUN
ajst-26215	52	14	provides	provide	VERB
ajst-26215	52	15	an	an	DET
ajst-26215	52	16	optimized	optimize	VERB
ajst-26215	52	17	solution	solution	NOUN
ajst-26215	52	18	for	for	ADP
ajst-26215	52	19	the	the	DET
ajst-26215	52	20	field	field	NOUN
ajst-26215	52	21	of	of	ADP
ajst-26215	52	22	hardware	hardware	NOUN
ajst-26215	52	23	testing	testing	NOUN
ajst-26215	52	24	.	.	PUNCT
ajst-26215	53	1	by	by	ADP
ajst-26215	53	2	analyzing	analyze	VERB
ajst-26215	53	3	and	and	CCONJ
ajst-26215	53	4	learning	learn	VERB
ajst-26215	53	5	the	the	DET
ajst-26215	53	6	characteristics	characteristic	NOUN
ajst-26215	53	7	of	of	ADP
ajst-26215	53	8	different	different	ADJ
ajst-26215	53	9	hardware	hardware	NOUN
ajst-26215	53	10	through	through	ADP
ajst-26215	53	11	ai	ai	PROPN
ajst-26215	53	12	models	model	NOUN
ajst-26215	53	13	,	,	PUNCT
ajst-26215	53	14	the	the	DET
ajst-26215	53	15	system	system	NOUN
ajst-26215	53	16	can	can	AUX
ajst-26215	53	17	dynamically	dynamically	ADV
ajst-26215	53	18	adjust	adjust	VERB
ajst-26215	53	19	the	the	DET
ajst-26215	53	20	test	test	NOUN
ajst-26215	53	21	strategy	strategy	NOUN
ajst-26215	53	22	,	,	PUNCT
ajst-26215	53	23	improve	improve	VERB
ajst-26215	53	24	the	the	DET
ajst-26215	53	25	test	test	NOUN
ajst-26215	53	26	comprehensiveness	comprehensiveness	NOUN
ajst-26215	53	27	,	,	PUNCT
ajst-26215	53	28	reduce	reduce	VERB
ajst-26215	53	29	the	the	DET
ajst-26215	53	30	time	time	NOUN
ajst-26215	53	31	and	and	CCONJ
ajst-26215	53	32	test	test	NOUN
ajst-26215	53	33	resource	resource	NOUN
ajst-26215	53	34	consumption	consumption	NOUN
ajst-26215	53	35	,	,	PUNCT
ajst-26215	53	36	and	and	CCONJ
ajst-26215	53	37	achieve	achieve	VERB
ajst-26215	53	38	the	the	DET
ajst-26215	53	39	purpose	purpose	NOUN
ajst-26215	53	40	of	of	ADP
ajst-26215	53	41	environmental	environmental	ADJ
ajst-26215	53	42	protection	protection	NOUN
ajst-26215	53	43	and	and	CCONJ
ajst-26215	53	44	efficiency	efficiency	NOUN
ajst-26215	53	45	.	.	PUNCT
ajst-26215	54	1	in	in	ADP
ajst-26215	54	2	the	the	DET
ajst-26215	54	3	future	future	NOUN
ajst-26215	54	4	,	,	PUNCT
ajst-26215	54	5	with	with	ADP
ajst-26215	54	6	the	the	DET
ajst-26215	54	7	further	further	ADJ
ajst-26215	54	8	complexity	complexity	NOUN
ajst-26215	54	9	and	and	CCONJ
ajst-26215	54	10	diversification	diversification	NOUN
ajst-26215	54	11	of	of	ADP
ajst-26215	54	12	hardware	hardware	NOUN
ajst-26215	54	13	design	design	NOUN
ajst-26215	54	14	,	,	PUNCT
ajst-26215	54	15	ai	ai	VERB
ajst-26215	54	16	autonomous	autonomous	ADJ
ajst-26215	54	17	adaptation	adaptation	NOUN
ajst-26215	54	18	test	test	NOUN
ajst-26215	54	19	systems	system	NOUN
ajst-26215	54	20	will	will	AUX
ajst-26215	54	21	have	have	VERB
ajst-26215	54	22	a	a	DET
ajst-26215	54	23	wider	wide	ADJ
ajst-26215	54	24	application	application	NOUN
ajst-26215	54	25	prospect	prospect	NOUN
ajst-26215	54	26	.	.	PUNCT
ajst-26215	55	1	references	reference	NOUN
ajst-26215	55	2	[	[	X
ajst-26215	55	3	1	1	NUM
ajst-26215	55	4	]	]	X
ajst-26215	55	5	javed	javed	PROPN
ajst-26215	55	6	,	,	PUNCT
ajst-26215	55	7	h.	h.	PROPN
ajst-26215	55	8	,	,	PUNCT
ajst-26215	55	9	afzal	afzal	PROPN
ajst-26215	55	10	,	,	PUNCT
ajst-26215	55	11	b.	b.	PROPN
ajst-26215	55	12	,	,	PUNCT
ajst-26215	55	13	min	min	PROPN
ajst-26215	55	14	-	-	PUNCT
ajst-26215	55	15	allah	allah	PROPN
ajst-26215	55	16	,	,	PUNCT
ajst-26215	55	17	n.	n.	NOUN
ajst-26215	55	18	,	,	PUNCT
ajst-26215	55	19	&	&	CCONJ
ajst-26215	55	20	fernando	fernando	PROPN
ajst-26215	55	21	,	,	PUNCT
ajst-26215	55	22	x.	x.	NOUN
ajst-26215	55	23	(	(	PUNCT
ajst-26215	55	24	2020	2020	NUM
ajst-26215	55	25	)	)	PUNCT
ajst-26215	55	26	.	.	PUNCT
ajst-26215	56	1	a	a	DET
ajst-26215	56	2	systematic	systematic	ADJ
ajst-26215	56	3	literature	literature	NOUN
ajst-26215	56	4	review	review	NOUN
ajst-26215	56	5	on	on	ADP
ajst-26215	56	6	hardware	hardware	NOUN
ajst-26215	56	7	implementation	implementation	NOUN
ajst-26215	56	8	of	of	ADP
ajst-26215	56	9	artificial	artificial	ADJ
ajst-26215	56	10	intelligence	intelligence	NOUN
ajst-26215	56	11	algorithms	algorithm	NOUN
ajst-26215	56	12	.	.	PUNCT
ajst-26215	57	1	the	the	DET
ajst-26215	57	2	journal	journal	NOUN
ajst-26215	57	3	of	of	ADP
ajst-26215	57	4	supercomputing	supercomputing	NOUN
ajst-26215	57	5	,	,	PUNCT
ajst-26215	57	6	77(1	77(1	NUM
ajst-26215	57	7	)	)	PUNCT
ajst-26215	57	8	,	,	PUNCT
ajst-26215	57	9	14–41	14–41	NUM
ajst-26215	57	10	.	.	PUNCT
ajst-26215	58	1	https://doi.org/10.1007/s11227-020-03325-8	https://doi.org/10.1007/s11227-020-03325-8	NUM
ajst-26215	59	1	[	[	X
ajst-26215	59	2	2	2	NUM
ajst-26215	59	3	]	]	PUNCT
ajst-26215	59	4	cafaro	cafaro	NOUN
ajst-26215	59	5	,	,	PUNCT
ajst-26215	59	6	d.	d.	PROPN
ajst-26215	59	7	,	,	PUNCT
ajst-26215	59	8	shafique	shafique	NOUN
ajst-26215	59	9	,	,	PUNCT
ajst-26215	59	10	m.	m.	NOUN
ajst-26215	59	11	,	,	PUNCT
ajst-26215	59	12	&	&	CCONJ
ajst-26215	59	13	silvano	silvano	PROPN
ajst-26215	59	14	,	,	PUNCT
ajst-26215	59	15	c.	c.	PROPN
ajst-26215	59	16	(	(	PUNCT
ajst-26215	59	17	2023	2023	NUM
ajst-26215	59	18	)	)	PUNCT
ajst-26215	59	19	.	.	PUNCT
ajst-26215	60	1	a	a	DET
ajst-26215	60	2	survey	survey	NOUN
ajst-26215	60	3	on	on	ADP
ajst-26215	60	4	deep	deep	ADJ
ajst-26215	60	5	learning	learning	NOUN
ajst-26215	60	6	hardware	hardware	NOUN
ajst-26215	60	7	accelerators	accelerator	NOUN
ajst-26215	60	8	for	for	ADP
ajst-26215	60	9	heterogeneous	heterogeneous	ADJ
ajst-26215	60	10	hpc	hpc	NOUN
ajst-26215	60	11	platforms	platform	NOUN
ajst-26215	60	12	.	.	PUNCT
ajst-26215	61	1	arxiv	arxiv	PROPN
ajst-26215	61	2	.	.	PUNCT
ajst-26215	62	1	https://arxiv.org/abs/2306.15552	https://arxiv.org/abs/2306.15552	NOUN
ajst-26215	63	1	[	[	X
ajst-26215	63	2	3	3	NUM
ajst-26215	63	3	]	]	X
ajst-26215	63	4	javed	javed	PROPN
ajst-26215	63	5	,	,	PUNCT
ajst-26215	63	6	h.	h.	PROPN
ajst-26215	63	7	,	,	PUNCT
ajst-26215	63	8	afzal	afzal	PROPN
ajst-26215	63	9	,	,	PUNCT
ajst-26215	63	10	b.	b.	PROPN
ajst-26215	63	11	,	,	PUNCT
ajst-26215	63	12	min	min	PROPN
ajst-26215	63	13	-	-	PUNCT
ajst-26215	63	14	allah	allah	PROPN
ajst-26215	63	15	,	,	PUNCT
ajst-26215	63	16	n.	n.	NOUN
ajst-26215	63	17	,	,	PUNCT
ajst-26215	63	18	&	&	CCONJ
ajst-26215	63	19	fernando	fernando	PROPN
ajst-26215	63	20	,	,	PUNCT
ajst-26215	63	21	x.	x.	NOUN
ajst-26215	63	22	(	(	PUNCT
ajst-26215	63	23	2020	2020	NUM
ajst-26215	63	24	)	)	PUNCT
ajst-26215	63	25	.	.	PUNCT
ajst-26215	64	1	a	a	DET
ajst-26215	64	2	systematic	systematic	ADJ
ajst-26215	64	3	literature	literature	NOUN
ajst-26215	64	4	review	review	NOUN
ajst-26215	64	5	on	on	ADP
ajst-26215	64	6	hardware	hardware	NOUN
ajst-26215	64	7	implementation	implementation	NOUN
ajst-26215	64	8	of	of	ADP
ajst-26215	64	9	artificial	artificial	ADJ
ajst-26215	64	10	intelligence	intelligence	NOUN
ajst-26215	64	11	algorithms	algorithm	NOUN
ajst-26215	64	12	.	.	PUNCT
ajst-26215	65	1	the	the	DET
ajst-26215	65	2	journal	journal	NOUN
ajst-26215	65	3	of	of	ADP
ajst-26215	65	4	supercomputing	supercomputing	NOUN
ajst-26215	65	5	,	,	PUNCT
ajst-26215	65	6	77(1	77(1	NUM
ajst-26215	65	7	)	)	PUNCT
ajst-26215	65	8	,	,	PUNCT
ajst-26215	65	9	14–41	14–41	NUM
ajst-26215	65	10	.	.	PUNCT
ajst-26215	65	11	https://doi.org/10.1007/s11227-020-03325-8	https://doi.org/10.1007/s11227-020-03325-8	NUM