id	sid	tid	token	lemma	pos
pk02c82516x	1	1	the	the	DET
pk02c82516x	1	2	fast	fast	ADJ
pk02c82516x	1	3	growth	growth	NOUN
pk02c82516x	1	4	of	of	ADP
pk02c82516x	1	5	machine	machine	NOUN
pk02c82516x	1	6	learning	learning	NOUN
pk02c82516x	1	7	has	have	AUX
pk02c82516x	1	8	brought	bring	VERB
pk02c82516x	1	9	us	we	PRON
pk02c82516x	1	10	to	to	ADP
pk02c82516x	1	11	a	a	DET
pk02c82516x	1	12	new	new	ADJ
pk02c82516x	1	13	era	era	NOUN
pk02c82516x	1	14	that	that	PRON
pk02c82516x	1	15	characterizes	characterize	VERB
pk02c82516x	1	16	two	two	NUM
pk02c82516x	1	17	primary	primary	ADJ
pk02c82516x	1	18	trends	trend	NOUN
pk02c82516x	1	19	:	:	PUNCT
pk02c82516x	1	20	design	design	NOUN
pk02c82516x	1	21	automation	automation	NOUN
pk02c82516x	1	22	and	and	CCONJ
pk02c82516x	1	23	hardware	hardware	NOUN
pk02c82516x	1	24	optimization	optimization	NOUN
pk02c82516x	1	25	.	.	PUNCT
pk02c82516x	2	1	during	during	ADP
pk02c82516x	2	2	the	the	DET
pk02c82516x	2	3	past	past	ADJ
pk02c82516x	2	4	few	few	ADJ
pk02c82516x	2	5	years	year	NOUN
pk02c82516x	2	6	,	,	PUNCT
pk02c82516x	2	7	neural	neural	ADJ
pk02c82516x	2	8	architecture	architecture	NOUN
pk02c82516x	2	9	search	search	NOUN
pk02c82516x	2	10	(	(	PUNCT
pk02c82516x	2	11	nas	nas	PROPN
pk02c82516x	2	12	)	)	PUNCT
pk02c82516x	2	13	has	have	AUX
pk02c82516x	2	14	demonstrated	demonstrate	VERB
pk02c82516x	2	15	to	to	PART
pk02c82516x	2	16	be	be	AUX
pk02c82516x	2	17	one	one	NUM
pk02c82516x	2	18	of	of	ADP
pk02c82516x	2	19	the	the	DET
pk02c82516x	2	20	most	most	ADV
pk02c82516x	2	21	successful	successful	ADJ
pk02c82516x	2	22	techniques	technique	NOUN
pk02c82516x	2	23	in	in	ADP
pk02c82516x	2	24	realizing	realize	VERB
pk02c82516x	2	25	machine	machine	NOUN
pk02c82516x	2	26	-	-	PUNCT
pk02c82516x	2	27	based	base	VERB
pk02c82516x	2	28	architecture	architecture	NOUN
pk02c82516x	2	29	engineering	engineering	NOUN
pk02c82516x	2	30	for	for	ADP
pk02c82516x	2	31	deep	deep	ADJ
pk02c82516x	2	32	neural	neural	ADJ
pk02c82516x	2	33	networks	network	NOUN
pk02c82516x	2	34	,	,	PUNCT
pk02c82516x	2	35	and	and	CCONJ
pk02c82516x	2	36	become	become	VERB
pk02c82516x	2	37	the	the	DET
pk02c82516x	2	38	key	key	ADJ
pk02c82516x	2	39	component	component	NOUN
pk02c82516x	2	40	in	in	ADP
pk02c82516x	2	41	automated	automate	VERB
pk02c82516x	2	42	machine	machine	NOUN
pk02c82516x	2	43	learning	learning	NOUN
pk02c82516x	2	44	(	(	PUNCT
pk02c82516x	2	45	automl	automl	PROPN
pk02c82516x	2	46	)	)	PUNCT
pk02c82516x	2	47	.	.	PUNCT
pk02c82516x	3	1	while	while	SCONJ
pk02c82516x	3	2	nas	nas	PROPN
pk02c82516x	3	3	has	have	AUX
pk02c82516x	3	4	already	already	ADV
pk02c82516x	3	5	achieved	achieve	VERB
pk02c82516x	3	6	the	the	DET
pk02c82516x	3	7	state	state	NOUN
pk02c82516x	3	8	of	of	ADP
pk02c82516x	3	9	art	art	NOUN
pk02c82516x	3	10	in	in	ADP
pk02c82516x	3	11	many	many	ADJ
pk02c82516x	3	12	machine	machine	NOUN
pk02c82516x	3	13	learning	learning	NOUN
pk02c82516x	3	14	tasks	task	NOUN
pk02c82516x	3	15	,	,	PUNCT
pk02c82516x	3	16	efficiency	efficiency	NOUN
pk02c82516x	3	17	problem	problem	NOUN
pk02c82516x	3	18	arises	arise	VERB
pk02c82516x	3	19	in	in	ADP
pk02c82516x	3	20	both	both	CCONJ
pk02c82516x	3	21	the	the	DET
pk02c82516x	3	22	development	development	NOUN
pk02c82516x	3	23	and	and	CCONJ
pk02c82516x	3	24	deployment	deployment	NOUN
pk02c82516x	3	25	phases	phase	NOUN
pk02c82516x	3	26	.	.	PUNCT
pk02c82516x	4	1	although	although	SCONJ
pk02c82516x	4	2	plenty	plenty	NOUN
pk02c82516x	4	3	of	of	ADP
pk02c82516x	4	4	tricks	trick	NOUN
pk02c82516x	4	5	for	for	ADP
pk02c82516x	4	6	accelerating	accelerate	VERB
pk02c82516x	4	7	nas	na	NOUN
pk02c82516x	4	8	have	have	AUX
pk02c82516x	4	9	been	be	AUX
pk02c82516x	4	10	invented	invent	VERB
pk02c82516x	4	11	,	,	PUNCT
pk02c82516x	4	12	and	and	CCONJ
pk02c82516x	4	13	hardware	hardware	NOUN
pk02c82516x	4	14	constraints	constraint	VERB
pk02c82516x	4	15	awareness	awareness	NOUN
pk02c82516x	4	16	during	during	ADP
pk02c82516x	4	17	the	the	DET
pk02c82516x	4	18	search	search	NOUN
pk02c82516x	4	19	has	have	AUX
pk02c82516x	4	20	shown	show	VERB
pk02c82516x	4	21	potential	potential	NOUN
pk02c82516x	4	22	in	in	ADP
pk02c82516x	4	23	optimizing	optimize	VERB
pk02c82516x	4	24	runtime	runtime	NOUN
pk02c82516x	4	25	performance	performance	NOUN
pk02c82516x	4	26	,	,	PUNCT
pk02c82516x	4	27	a	a	DET
pk02c82516x	4	28	variety	variety	NOUN
pk02c82516x	4	29	of	of	ADP
pk02c82516x	4	30	application	application	NOUN
pk02c82516x	4	31	-	-	PUNCT
pk02c82516x	4	32	specific	specific	ADJ
pk02c82516x	4	33	problems	problem	NOUN
pk02c82516x	4	34	still	still	ADV
pk02c82516x	4	35	challenges	challenge	VERB
pk02c82516x	4	36	the	the	DET
pk02c82516x	4	37	practicality	practicality	NOUN
pk02c82516x	4	38	of	of	ADP
pk02c82516x	4	39	its	its	PRON
pk02c82516x	4	40	broad	broad	ADJ
pk02c82516x	4	41	deployment.due	deployment.due	ADJ
pk02c82516x	4	42	to	to	ADP
pk02c82516x	4	43	the	the	DET
pk02c82516x	4	44	intricate	intricate	ADJ
pk02c82516x	4	45	relationship	relationship	NOUN
pk02c82516x	4	46	between	between	ADP
pk02c82516x	4	47	application	application	NOUN
pk02c82516x	4	48	specification	specification	NOUN
pk02c82516x	4	49	and	and	CCONJ
pk02c82516x	4	50	the	the	DET
pk02c82516x	4	51	nature	nature	NOUN
pk02c82516x	4	52	of	of	ADP
pk02c82516x	4	53	nas	na	NOUN
pk02c82516x	4	54	,	,	PUNCT
pk02c82516x	4	55	it	it	PRON
pk02c82516x	4	56	is	be	AUX
pk02c82516x	4	57	infeasible	infeasible	ADJ
pk02c82516x	4	58	to	to	PART
pk02c82516x	4	59	develop	develop	VERB
pk02c82516x	4	60	a	a	DET
pk02c82516x	4	61	universal	universal	ADJ
pk02c82516x	4	62	methodology	methodology	NOUN
pk02c82516x	4	63	to	to	PART
pk02c82516x	4	64	boost	boost	VERB
pk02c82516x	4	65	both	both	PRON
pk02c82516x	4	66	search	search	NOUN
pk02c82516x	4	67	and	and	CCONJ
pk02c82516x	4	68	execution	execution	NOUN
pk02c82516x	4	69	efficiency	efficiency	NOUN
pk02c82516x	4	70	.	.	PUNCT
pk02c82516x	5	1	my	my	PRON
pk02c82516x	5	2	focus	focus	NOUN
pk02c82516x	5	3	in	in	ADP
pk02c82516x	5	4	the	the	DET
pk02c82516x	5	5	series	series	NOUN
pk02c82516x	5	6	of	of	ADP
pk02c82516x	5	7	work	work	NOUN
pk02c82516x	5	8	is	be	AUX
pk02c82516x	5	9	to	to	ADP
pk02c82516x	5	10	the	the	DET
pk02c82516x	5	11	enhance	enhance	NOUN
pk02c82516x	5	12	the	the	DET
pk02c82516x	5	13	applicability	applicability	NOUN
pk02c82516x	5	14	of	of	ADP
pk02c82516x	5	15	nas	nas	PROPN
pk02c82516x	5	16	to	to	ADP
pk02c82516x	5	17	different	different	ADJ
pk02c82516x	5	18	fields	field	NOUN
pk02c82516x	5	19	by	by	ADP
pk02c82516x	5	20	adaptively	adaptively	ADV
pk02c82516x	5	21	improving	improve	VERB
pk02c82516x	5	22	both	both	DET
pk02c82516x	5	23	its	its	PRON
pk02c82516x	5	24	software	software	NOUN
pk02c82516x	5	25	and	and	CCONJ
pk02c82516x	5	26	hardware	hardware	NOUN
pk02c82516x	5	27	efficiency	efficiency	NOUN
pk02c82516x	5	28	.	.	PUNCT
pk02c82516x	6	1	first	first	ADV
pk02c82516x	6	2	,	,	PUNCT
pk02c82516x	6	3	we	we	PRON
pk02c82516x	6	4	propose	propose	VERB
pk02c82516x	6	5	novel	novel	ADJ
pk02c82516x	6	6	methods	method	NOUN
pk02c82516x	6	7	that	that	PRON
pk02c82516x	6	8	tunes	tune	VERB
pk02c82516x	6	9	the	the	DET
pk02c82516x	6	10	search	search	NOUN
pk02c82516x	6	11	framework	framework	NOUN
pk02c82516x	6	12	to	to	PART
pk02c82516x	6	13	fit	fit	VERB
pk02c82516x	6	14	hardware	hardware	NOUN
pk02c82516x	6	15	-	-	PUNCT
pk02c82516x	6	16	constrained	constrain	VERB
pk02c82516x	6	17	platforms	platform	NOUN
pk02c82516x	6	18	,	,	PUNCT
pk02c82516x	6	19	such	such	ADJ
pk02c82516x	6	20	as	as	ADP
pk02c82516x	6	21	edge	edge	NOUN
pk02c82516x	6	22	devices	device	NOUN
pk02c82516x	6	23	.	.	PUNCT
pk02c82516x	7	1	the	the	DET
pk02c82516x	7	2	hardware	hardware	NOUN
pk02c82516x	7	3	-	-	PUNCT
pk02c82516x	7	4	software	software	NOUN
pk02c82516x	7	5	co	co	NOUN
pk02c82516x	7	6	-	-	NOUN
pk02c82516x	7	7	exploration	exploration	ADJ
pk02c82516x	7	8	technique	technique	NOUN
pk02c82516x	7	9	is	be	AUX
pk02c82516x	7	10	a	a	DET
pk02c82516x	7	11	variant	variant	NOUN
pk02c82516x	7	12	of	of	ADP
pk02c82516x	7	13	hardware	hardware	NOUN
pk02c82516x	7	14	-	-	PUNCT
pk02c82516x	7	15	aware	aware	ADJ
pk02c82516x	7	16	nas	na	NOUN
pk02c82516x	7	17	that	that	PRON
pk02c82516x	7	18	suits	suit	VERB
pk02c82516x	7	19	configurable	configurable	ADJ
pk02c82516x	7	20	devices	device	NOUN
pk02c82516x	7	21	.	.	PUNCT
pk02c82516x	8	1	the	the	DET
pk02c82516x	8	2	combination	combination	NOUN
pk02c82516x	8	3	of	of	ADP
pk02c82516x	8	4	architecture	architecture	NOUN
pk02c82516x	8	5	search	search	NOUN
pk02c82516x	8	6	with	with	ADP
pk02c82516x	8	7	classic	classic	ADJ
pk02c82516x	8	8	model	model	NOUN
pk02c82516x	8	9	compression	compression	NOUN
pk02c82516x	8	10	techniques	technique	NOUN
pk02c82516x	8	11	is	be	AUX
pk02c82516x	8	12	a	a	DET
pk02c82516x	8	13	popular	popular	ADJ
pk02c82516x	8	14	topic	topic	NOUN
pk02c82516x	8	15	while	while	SCONJ
pk02c82516x	8	16	the	the	DET
pk02c82516x	8	17	consequent	consequent	NOUN
pk02c82516x	8	18	cost	cost	NOUN
pk02c82516x	8	19	is	be	AUX
pk02c82516x	8	20	generally	generally	ADV
pk02c82516x	8	21	expensive	expensive	ADJ
pk02c82516x	8	22	.	.	PUNCT
pk02c82516x	9	1	from	from	ADP
pk02c82516x	9	2	a	a	DET
pk02c82516x	9	3	completely	completely	ADV
pk02c82516x	9	4	different	different	ADJ
pk02c82516x	9	5	viewpoint	viewpoint	NOUN
pk02c82516x	9	6	,	,	PUNCT
pk02c82516x	9	7	i	i	PRON
pk02c82516x	9	8	reformulate	reformulate	VERB
pk02c82516x	9	9	the	the	DET
pk02c82516x	9	10	problem	problem	NOUN
pk02c82516x	9	11	of	of	ADP
pk02c82516x	9	12	quantization	quantization	NOUN
pk02c82516x	9	13	-	-	PUNCT
pk02c82516x	9	14	aware	aware	ADJ
pk02c82516x	9	15	architecture	architecture	NOUN
pk02c82516x	9	16	search	search	NOUN
pk02c82516x	9	17	,	,	PUNCT
pk02c82516x	9	18	and	and	CCONJ
pk02c82516x	9	19	propose	propose	VERB
pk02c82516x	9	20	to	to	PART
pk02c82516x	9	21	take	take	VERB
pk02c82516x	9	22	advantage	advantage	NOUN
pk02c82516x	9	23	of	of	ADP
pk02c82516x	9	24	their	their	PRON
pk02c82516x	9	25	merge	merge	NOUN
pk02c82516x	9	26	for	for	ADP
pk02c82516x	9	27	simplification	simplification	NOUN
pk02c82516x	9	28	.	.	PUNCT
pk02c82516x	10	1	second	second	ADV
pk02c82516x	10	2	,	,	PUNCT
pk02c82516x	10	3	i	i	PRON
pk02c82516x	10	4	explore	explore	VERB
pk02c82516x	10	5	the	the	DET
pk02c82516x	10	6	possibilities	possibility	NOUN
pk02c82516x	10	7	of	of	ADP
pk02c82516x	10	8	applying	apply	VERB
pk02c82516x	10	9	nas	nas	PROPN
pk02c82516x	10	10	to	to	ADP
pk02c82516x	10	11	specific	specific	ADJ
pk02c82516x	10	12	tasks	task	NOUN
pk02c82516x	10	13	where	where	SCONJ
pk02c82516x	10	14	efficiency	efficiency	NOUN
pk02c82516x	10	15	matters	matter	VERB
pk02c82516x	10	16	.	.	PUNCT
pk02c82516x	11	1	the	the	DET
pk02c82516x	11	2	topics	topic	NOUN
pk02c82516x	11	3	range	range	VERB
pk02c82516x	11	4	from	from	ADP
pk02c82516x	11	5	irregular	irregular	ADJ
pk02c82516x	11	6	data	datum	NOUN
pk02c82516x	11	7	and	and	CCONJ
pk02c82516x	11	8	model	model	NOUN
pk02c82516x	11	9	structure	structure	NOUN
pk02c82516x	11	10	(	(	PUNCT
pk02c82516x	11	11	graphic	graphic	ADJ
pk02c82516x	11	12	neural	neural	ADJ
pk02c82516x	11	13	network	network	NOUN
pk02c82516x	11	14	)	)	PUNCT
pk02c82516x	11	15	,	,	PUNCT
pk02c82516x	11	16	to	to	ADP
pk02c82516x	11	17	time-/power	time-/power	PUNCT
pk02c82516x	11	18	-demanded	-demande	VERB
pk02c82516x	11	19	real	real	ADJ
pk02c82516x	11	20	-	-	PUNCT
pk02c82516x	11	21	life	life	NOUN
pk02c82516x	11	22	applications	application	NOUN
pk02c82516x	11	23	(	(	PUNCT
pk02c82516x	11	24	medical	medical	ADJ
pk02c82516x	11	25	intervention	intervention	NOUN
pk02c82516x	11	26	)	)	PUNCT
pk02c82516x	11	27	.	.	PUNCT
pk02c82516x	12	1	the	the	DET
pk02c82516x	12	2	outcome	outcome	NOUN
pk02c82516x	12	3	of	of	ADP
pk02c82516x	12	4	these	these	DET
pk02c82516x	12	5	works	work	NOUN
pk02c82516x	12	6	can	can	AUX
pk02c82516x	12	7	demonstrate	demonstrate	VERB
pk02c82516x	12	8	more	more	ADJ
pk02c82516x	12	9	possibilities	possibility	NOUN
pk02c82516x	12	10	of	of	ADP
pk02c82516x	12	11	nas	nas	PROPN
pk02c82516x	12	12	as	as	ADP
pk02c82516x	12	13	a	a	DET
pk02c82516x	12	14	replacement	replacement	NOUN
pk02c82516x	12	15	of	of	ADP
pk02c82516x	12	16	handcrafted	handcrafted	ADJ
pk02c82516x	12	17	methods	method	NOUN
pk02c82516x	12	18	for	for	ADP
pk02c82516x	12	19	neural	neural	ADJ
pk02c82516x	12	20	network	network	NOUN
pk02c82516x	12	21	design	design	NOUN
pk02c82516x	12	22	,	,	PUNCT
pk02c82516x	12	23	and	and	CCONJ
pk02c82516x	12	24	propel	propel	VERB
pk02c82516x	12	25	the	the	DET
pk02c82516x	12	26	realization	realization	NOUN
pk02c82516x	12	27	of	of	ADP
pk02c82516x	12	28	automl	automl	PROPN
pk02c82516x	12	29	.	.	PUNCT