id	sid	tid	token	lemma	pos
american_scientific_journal-11982	1	1	1	1	X
american_scientific_journal-11982	1	2	.	.	SYM
american_scientific_journal-11982	1	3	477	477	NUM
american_scientific_journal-11982	1	4	american	american	ADJ
american_scientific_journal-11982	1	5	academic	academic	ADJ
american_scientific_journal-11982	1	6	scientific	scientific	ADJ
american_scientific_journal-11982	1	7	research	research	NOUN
american_scientific_journal-11982	1	8	journal	journal	NOUN
american_scientific_journal-11982	1	9	for	for	ADP
american_scientific_journal-11982	1	10	engineering	engineering	NOUN
american_scientific_journal-11982	1	11	,	,	PUNCT
american_scientific_journal-11982	1	12	technology	technology	NOUN
american_scientific_journal-11982	1	13	,	,	PUNCT
american_scientific_journal-11982	1	14	and	and	CCONJ
american_scientific_journal-11982	1	15	sciences	sciences	PROPN
american_scientific_journal-11982	1	16	issn	issn	PROPN
american_scientific_journal-11982	1	17	(	(	PUNCT
american_scientific_journal-11982	1	18	print	print	NOUN
american_scientific_journal-11982	1	19	)	)	PUNCT
american_scientific_journal-11982	1	20	2313	2313	NUM
american_scientific_journal-11982	1	21	-	-	SYM
american_scientific_journal-11982	1	22	4410	4410	NUM
american_scientific_journal-11982	1	23	,	,	PUNCT
american_scientific_journal-11982	1	24	issn	issn	PROPN
american_scientific_journal-11982	1	25	(	(	PUNCT
american_scientific_journal-11982	1	26	online	online	ADJ
american_scientific_journal-11982	1	27	)	)	PUNCT
american_scientific_journal-11982	1	28	2313	2313	NUM
american_scientific_journal-11982	1	29	-	-	SYM
american_scientific_journal-11982	1	30	4402	4402	NUM
american_scientific_journal-11982	1	31	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11982	1	32	hybrid	hybrid	NOUN
american_scientific_journal-11982	1	33	storage	storage	NOUN
american_scientific_journal-11982	1	34	models	model	NOUN
american_scientific_journal-11982	1	35	for	for	ADP
american_scientific_journal-11982	1	36	high	high	ADJ
american_scientific_journal-11982	1	37	-	-	PUNCT
american_scientific_journal-11982	1	38	throughput	throughput	NOUN
american_scientific_journal-11982	1	39	vector	vector	NOUN
american_scientific_journal-11982	1	40	retrieval	retrieval	NOUN
american_scientific_journal-11982	1	41	sasun	sasun	NOUN
american_scientific_journal-11982	1	42	hambardzumyan	hambardzumyan	PROPN
american_scientific_journal-11982	1	43	*	*	PUNCT
american_scientific_journal-11982	1	44	director	director	NOUN
american_scientific_journal-11982	1	45	of	of	ADP
american_scientific_journal-11982	1	46	engineering	engineering	NOUN
american_scientific_journal-11982	1	47	,	,	PUNCT
american_scientific_journal-11982	1	48	activeloop	activeloop	NOUN
american_scientific_journal-11982	1	49	,	,	PUNCT
american_scientific_journal-11982	1	50	director	director	NOUN
american_scientific_journal-11982	1	51	,	,	PUNCT
american_scientific_journal-11982	1	52	deep	deep	PROPN
american_scientific_journal-11982	1	53	lake	lake	PROPN
american_scientific_journal-11982	1	54	llc	llc	PROPN
american_scientific_journal-11982	1	55	,	,	PUNCT
american_scientific_journal-11982	1	56	yerevan	yerevan	PROPN
american_scientific_journal-11982	1	57	,	,	PUNCT
american_scientific_journal-11982	1	58	armenia	armenia	PROPN
american_scientific_journal-11982	1	59	email	email	NOUN
american_scientific_journal-11982	1	60	:	:	PUNCT
american_scientific_journal-11982	1	61	xustup@gmail.com	xustup@gmail.com	X
american_scientific_journal-11982	2	1	abstract	abstract	ADJ
american_scientific_journal-11982	2	2	this	this	DET
american_scientific_journal-11982	2	3	study	study	NOUN
american_scientific_journal-11982	2	4	examines	examine	VERB
american_scientific_journal-11982	2	5	the	the	DET
american_scientific_journal-11982	2	6	characteristics	characteristic	NOUN
american_scientific_journal-11982	2	7	of	of	ADP
american_scientific_journal-11982	2	8	employing	employ	VERB
american_scientific_journal-11982	2	9	hybrid	hybrid	ADJ
american_scientific_journal-11982	2	10	models	model	NOUN
american_scientific_journal-11982	2	11	for	for	ADP
american_scientific_journal-11982	2	12	high	high	ADJ
american_scientific_journal-11982	2	13	-	-	PUNCT
american_scientific_journal-11982	2	14	performance	performance	NOUN
american_scientific_journal-11982	2	15	vector	vector	NOUN
american_scientific_journal-11982	2	16	search	search	NOUN
american_scientific_journal-11982	2	17	.	.	PUNCT
american_scientific_journal-11982	3	1	the	the	DET
american_scientific_journal-11982	3	2	objective	objective	NOUN
american_scientific_journal-11982	3	3	of	of	ADP
american_scientific_journal-11982	3	4	this	this	DET
american_scientific_journal-11982	3	5	paper	paper	NOUN
american_scientific_journal-11982	3	6	is	be	AUX
american_scientific_journal-11982	3	7	to	to	PART
american_scientific_journal-11982	3	8	substantiate	substantiate	VERB
american_scientific_journal-11982	3	9	and	and	CCONJ
american_scientific_journal-11982	3	10	systematize	systematize	VERB
american_scientific_journal-11982	3	11	existing	exist	VERB
american_scientific_journal-11982	3	12	hybrid	hybrid	ADJ
american_scientific_journal-11982	3	13	data	datum	NOUN
american_scientific_journal-11982	3	14	storage	storage	NOUN
american_scientific_journal-11982	3	15	schemes	scheme	NOUN
american_scientific_journal-11982	3	16	based	base	VERB
american_scientific_journal-11982	3	17	on	on	ADP
american_scientific_journal-11982	3	18	a	a	DET
american_scientific_journal-11982	3	19	memory	memory	NOUN
american_scientific_journal-11982	3	20	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	3	21	(	(	PUNCT
american_scientific_journal-11982	3	22	dram	dram	PROPN
american_scientific_journal-11982	3	23	→	→	SYM
american_scientific_journal-11982	3	24	ssd	ssd	NOUN
american_scientific_journal-11982	3	25	→	→	SYM
american_scientific_journal-11982	3	26	hdd	hdd	NOUN
american_scientific_journal-11982	3	27	)	)	PUNCT
american_scientific_journal-11982	3	28	in	in	ADP
american_scientific_journal-11982	3	29	order	order	NOUN
american_scientific_journal-11982	3	30	to	to	PART
american_scientific_journal-11982	3	31	enhance	enhance	VERB
american_scientific_journal-11982	3	32	the	the	DET
american_scientific_journal-11982	3	33	efficiency	efficiency	NOUN
american_scientific_journal-11982	3	34	of	of	ADP
american_scientific_journal-11982	3	35	vector	vector	NOUN
american_scientific_journal-11982	3	36	retrieval	retrieval	NOUN
american_scientific_journal-11982	3	37	procedures	procedure	NOUN
american_scientific_journal-11982	3	38	.	.	PUNCT
american_scientific_journal-11982	4	1	as	as	ADP
american_scientific_journal-11982	4	2	a	a	DET
american_scientific_journal-11982	4	3	methodological	methodological	ADJ
american_scientific_journal-11982	4	4	foundation	foundation	NOUN
american_scientific_journal-11982	4	5	,	,	PUNCT
american_scientific_journal-11982	4	6	a	a	DET
american_scientific_journal-11982	4	7	broad	broad	ADJ
american_scientific_journal-11982	4	8	review	review	NOUN
american_scientific_journal-11982	4	9	of	of	ADP
american_scientific_journal-11982	4	10	key	key	ADJ
american_scientific_journal-11982	4	11	publications	publication	NOUN
american_scientific_journal-11982	4	12	devoted	devote	VERB
american_scientific_journal-11982	4	13	to	to	PART
american_scientific_journal-11982	4	14	graph	graph	VERB
american_scientific_journal-11982	4	15	index	index	NOUN
american_scientific_journal-11982	4	16	structures	structure	NOUN
american_scientific_journal-11982	4	17	,	,	PUNCT
american_scientific_journal-11982	4	18	inverted	invert	VERB
american_scientific_journal-11982	4	19	files	file	NOUN
american_scientific_journal-11982	4	20	and	and	CCONJ
american_scientific_journal-11982	4	21	their	their	PRON
american_scientific_journal-11982	4	22	hybrid	hybrid	ADJ
american_scientific_journal-11982	4	23	combinations	combination	NOUN
american_scientific_journal-11982	4	24	was	be	AUX
american_scientific_journal-11982	4	25	carried	carry	VERB
american_scientific_journal-11982	4	26	out	out	ADP
american_scientific_journal-11982	4	27	,	,	PUNCT
american_scientific_journal-11982	4	28	supplemented	supplement	VERB
american_scientific_journal-11982	4	29	by	by	ADP
american_scientific_journal-11982	4	30	a	a	DET
american_scientific_journal-11982	4	31	comparative	comparative	ADJ
american_scientific_journal-11982	4	32	analysis	analysis	NOUN
american_scientific_journal-11982	4	33	of	of	ADP
american_scientific_journal-11982	4	34	their	their	PRON
american_scientific_journal-11982	4	35	performance	performance	NOUN
american_scientific_journal-11982	4	36	according	accord	VERB
american_scientific_journal-11982	4	37	to	to	ADP
american_scientific_journal-11982	4	38	primary	primary	ADJ
american_scientific_journal-11982	4	39	metrics	metric	NOUN
american_scientific_journal-11982	4	40	.	.	PUNCT
american_scientific_journal-11982	5	1	on	on	ADP
american_scientific_journal-11982	5	2	the	the	DET
american_scientific_journal-11982	5	3	basis	basis	NOUN
american_scientific_journal-11982	5	4	of	of	ADP
american_scientific_journal-11982	5	5	the	the	DET
american_scientific_journal-11982	5	6	obtained	obtain	VERB
american_scientific_journal-11982	5	7	data	datum	NOUN
american_scientific_journal-11982	5	8	,	,	PUNCT
american_scientific_journal-11982	5	9	a	a	DET
american_scientific_journal-11982	5	10	conceptual	conceptual	ADJ
american_scientific_journal-11982	5	11	model	model	NOUN
american_scientific_journal-11982	5	12	of	of	ADP
american_scientific_journal-11982	5	13	a	a	DET
american_scientific_journal-11982	5	14	multilevel	multilevel	ADJ
american_scientific_journal-11982	5	15	storage	storage	NOUN
american_scientific_journal-11982	5	16	architecture	architecture	NOUN
american_scientific_journal-11982	5	17	is	be	AUX
american_scientific_journal-11982	5	18	described	describe	VERB
american_scientific_journal-11982	5	19	,	,	PUNCT
american_scientific_journal-11982	5	20	demonstrating	demonstrate	VERB
american_scientific_journal-11982	5	21	pathways	pathway	NOUN
american_scientific_journal-11982	5	22	to	to	PART
american_scientific_journal-11982	5	23	achieve	achieve	VERB
american_scientific_journal-11982	5	24	an	an	DET
american_scientific_journal-11982	5	25	optimal	optimal	ADJ
american_scientific_journal-11982	5	26	balance	balance	NOUN
american_scientific_journal-11982	5	27	between	between	ADP
american_scientific_journal-11982	5	28	query	query	NOUN
american_scientific_journal-11982	5	29	processing	processing	NOUN
american_scientific_journal-11982	5	30	speed	speed	NOUN
american_scientific_journal-11982	5	31	(	(	PUNCT
american_scientific_journal-11982	5	32	qps	qps	NOUN
american_scientific_journal-11982	5	33	)	)	PUNCT
american_scientific_journal-11982	5	34	and	and	CCONJ
american_scientific_journal-11982	5	35	search	search	NOUN
american_scientific_journal-11982	5	36	completeness	completeness	NOUN
american_scientific_journal-11982	5	37	(	(	PUNCT
american_scientific_journal-11982	5	38	recall	recall	NOUN
american_scientific_journal-11982	5	39	)	)	PUNCT
american_scientific_journal-11982	5	40	through	through	ADP
american_scientific_journal-11982	5	41	adaptive	adaptive	ADJ
american_scientific_journal-11982	5	42	quantization	quantization	NOUN
american_scientific_journal-11982	5	43	and	and	CCONJ
american_scientific_journal-11982	5	44	the	the	DET
american_scientific_journal-11982	5	45	rational	rational	ADJ
american_scientific_journal-11982	5	46	construction	construction	NOUN
american_scientific_journal-11982	5	47	of	of	ADP
american_scientific_journal-11982	5	48	index	index	NOUN
american_scientific_journal-11982	5	49	structures	structure	NOUN
american_scientific_journal-11982	5	50	.	.	PUNCT
american_scientific_journal-11982	6	1	the	the	DET
american_scientific_journal-11982	6	2	scientific	scientific	ADJ
american_scientific_journal-11982	6	3	novelty	novelty	NOUN
american_scientific_journal-11982	6	4	lies	lie	VERB
american_scientific_journal-11982	6	5	in	in	ADP
american_scientific_journal-11982	6	6	the	the	DET
american_scientific_journal-11982	6	7	description	description	NOUN
american_scientific_journal-11982	6	8	of	of	ADP
american_scientific_journal-11982	6	9	a	a	DET
american_scientific_journal-11982	6	10	unified	unified	ADJ
american_scientific_journal-11982	6	11	architectural	architectural	ADJ
american_scientific_journal-11982	6	12	scheme	scheme	NOUN
american_scientific_journal-11982	6	13	integrating	integrate	VERB
american_scientific_journal-11982	6	14	various	various	ADJ
american_scientific_journal-11982	6	15	memory	memory	NOUN
american_scientific_journal-11982	6	16	types	type	NOUN
american_scientific_journal-11982	6	17	and	and	CCONJ
american_scientific_journal-11982	6	18	indexing	indexing	NOUN
american_scientific_journal-11982	6	19	approaches	approach	NOUN
american_scientific_journal-11982	6	20	to	to	PART
american_scientific_journal-11982	6	21	ensure	ensure	VERB
american_scientific_journal-11982	6	22	highly	highly	ADV
american_scientific_journal-11982	6	23	efficient	efficient	ADJ
american_scientific_journal-11982	6	24	and	and	CCONJ
american_scientific_journal-11982	6	25	scalable	scalable	ADJ
american_scientific_journal-11982	6	26	vector	vector	NOUN
american_scientific_journal-11982	6	27	search	search	NOUN
american_scientific_journal-11982	6	28	in	in	ADP
american_scientific_journal-11982	6	29	dynamically	dynamically	ADV
american_scientific_journal-11982	6	30	updated	update	VERB
american_scientific_journal-11982	6	31	environments	environment	NOUN
american_scientific_journal-11982	6	32	.	.	PUNCT
american_scientific_journal-11982	7	1	the	the	DET
american_scientific_journal-11982	7	2	results	result	NOUN
american_scientific_journal-11982	7	3	presented	present	VERB
american_scientific_journal-11982	7	4	in	in	ADP
american_scientific_journal-11982	7	5	this	this	DET
american_scientific_journal-11982	7	6	work	work	NOUN
american_scientific_journal-11982	7	7	will	will	AUX
american_scientific_journal-11982	7	8	be	be	AUX
american_scientific_journal-11982	7	9	of	of	ADP
american_scientific_journal-11982	7	10	interest	interest	NOUN
american_scientific_journal-11982	7	11	to	to	ADP
american_scientific_journal-11982	7	12	data	datum	NOUN
american_scientific_journal-11982	7	13	engineers	engineer	NOUN
american_scientific_journal-11982	7	14	,	,	PUNCT
american_scientific_journal-11982	7	15	ai	ai	VERB
american_scientific_journal-11982	7	16	system	system	NOUN
american_scientific_journal-11982	7	17	architects	architect	NOUN
american_scientific_journal-11982	7	18	and	and	CCONJ
american_scientific_journal-11982	7	19	researchers	researcher	NOUN
american_scientific_journal-11982	7	20	in	in	ADP
american_scientific_journal-11982	7	21	the	the	DET
american_scientific_journal-11982	7	22	field	field	NOUN
american_scientific_journal-11982	7	23	of	of	ADP
american_scientific_journal-11982	7	24	big	big	ADJ
american_scientific_journal-11982	7	25	data	datum	NOUN
american_scientific_journal-11982	7	26	management	management	NOUN
american_scientific_journal-11982	7	27	.	.	PUNCT
american_scientific_journal-11982	8	1	keywords	keyword	NOUN
american_scientific_journal-11982	8	2	:	:	PUNCT
american_scientific_journal-11982	8	3	vector	vector	NOUN
american_scientific_journal-11982	8	4	retrieval	retrieval	NOUN
american_scientific_journal-11982	8	5	;	;	PUNCT
american_scientific_journal-11982	8	6	hybrid	hybrid	ADJ
american_scientific_journal-11982	8	7	storage	storage	NOUN
american_scientific_journal-11982	8	8	;	;	PUNCT
american_scientific_journal-11982	8	9	nearest	near	ADJ
american_scientific_journal-11982	8	10	neighbor	neighbor	NOUN
american_scientific_journal-11982	8	11	search	search	NOUN
american_scientific_journal-11982	8	12	;	;	PUNCT
american_scientific_journal-11982	8	13	vector	vector	NOUN
american_scientific_journal-11982	8	14	databases	database	NOUN
american_scientific_journal-11982	8	15	;	;	PUNCT
american_scientific_journal-11982	8	16	graph	graph	NOUN
american_scientific_journal-11982	8	17	indexes	index	NOUN
american_scientific_journal-11982	8	18	;	;	PUNCT
american_scientific_journal-11982	8	19	hnsw	hnsw	NOUN
american_scientific_journal-11982	8	20	;	;	PUNCT
american_scientific_journal-11982	8	21	diskann	diskann	PROPN
american_scientific_journal-11982	8	22	;	;	PUNCT
american_scientific_journal-11982	8	23	data	datum	NOUN
american_scientific_journal-11982	8	24	quantization	quantization	NOUN
american_scientific_journal-11982	8	25	;	;	PUNCT
american_scientific_journal-11982	8	26	high	high	ADJ
american_scientific_journal-11982	8	27	-	-	PUNCT
american_scientific_journal-11982	8	28	performance	performance	NOUN
american_scientific_journal-11982	8	29	computing	computing	NOUN
american_scientific_journal-11982	8	30	;	;	PUNCT
american_scientific_journal-11982	8	31	ai	ai	VERB
american_scientific_journal-11982	8	32	data	data	NOUN
american_scientific_journal-11982	8	33	management	management	NOUN
american_scientific_journal-11982	8	34	.	.	PUNCT
american_scientific_journal-11982	9	1	1	1	X
american_scientific_journal-11982	9	2	.	.	X
american_scientific_journal-11982	9	3	introduction	introduction	NOUN
american_scientific_journal-11982	9	4	the	the	DET
american_scientific_journal-11982	9	5	rapid	rapid	ADJ
american_scientific_journal-11982	9	6	exponential	exponential	ADJ
american_scientific_journal-11982	9	7	growth	growth	NOUN
american_scientific_journal-11982	9	8	of	of	ADP
american_scientific_journal-11982	9	9	the	the	DET
american_scientific_journal-11982	9	10	artificial	artificial	ADJ
american_scientific_journal-11982	9	11	intelligence	intelligence	NOUN
american_scientific_journal-11982	9	12	model	model	NOUN
american_scientific_journal-11982	9	13	market	market	NOUN
american_scientific_journal-11982	9	14	,	,	PUNCT
american_scientific_journal-11982	9	15	which	which	PRON
american_scientific_journal-11982	9	16	is	be	AUX
american_scientific_journal-11982	9	17	projected	project	VERB
american_scientific_journal-11982	9	18	to	to	PART
american_scientific_journal-11982	9	19	exceed	exceed	VERB
american_scientific_journal-11982	9	20	1811.75	1811.75	NUM
american_scientific_journal-11982	9	21	billion	billion	NUM
american_scientific_journal-11982	9	22	usd	usd	NOUN
american_scientific_journal-11982	9	23	by	by	ADP
american_scientific_journal-11982	9	24	2030	2030	NUM
american_scientific_journal-11982	9	25	,	,	PUNCT
american_scientific_journal-11982	9	26	growing	grow	VERB
american_scientific_journal-11982	9	27	at	at	ADP
american_scientific_journal-11982	9	28	an	an	DET
american_scientific_journal-11982	9	29	average	average	ADJ
american_scientific_journal-11982	9	30	rate	rate	NOUN
american_scientific_journal-11982	9	31	of	of	ADP
american_scientific_journal-11982	9	32	35.9	35.9	NUM
american_scientific_journal-11982	9	33	%	%	NOUN
american_scientific_journal-11982	9	34	between	between	ADP
american_scientific_journal-11982	9	35	2025	2025	NUM
american_scientific_journal-11982	9	36	and	and	CCONJ
american_scientific_journal-11982	9	37	2030	2030	NUM
american_scientific_journal-11982	10	1	[	[	X
american_scientific_journal-11982	10	2	1	1	NUM
american_scientific_journal-11982	10	3	]	]	PUNCT
american_scientific_journal-11982	10	4	,	,	PUNCT
american_scientific_journal-11982	10	5	imposes	impose	VERB
american_scientific_journal-11982	10	6	demands	demand	NOUN
american_scientific_journal-11982	10	7	on	on	ADP
american_scientific_journal-11982	10	8	methods	method	NOUN
american_scientific_journal-11982	10	9	for	for	ADP
american_scientific_journal-11982	10	10	organizing	organize	VERB
american_scientific_journal-11982	10	11	and	and	CCONJ
american_scientific_journal-11982	10	12	processing	processing	NOUN
american_scientific_journal-11982	10	13	enterprise	enterprise	NOUN
american_scientific_journal-11982	10	14	data	datum	NOUN
american_scientific_journal-11982	10	15	.	.	PUNCT
american_scientific_journal-11982	11	1	despite	despite	SCONJ
american_scientific_journal-11982	11	2	this	this	PRON
american_scientific_journal-11982	11	3	,	,	PUNCT
american_scientific_journal-11982	11	4	a	a	DET
american_scientific_journal-11982	11	5	large	large	ADJ
american_scientific_journal-11982	11	6	percentage	percentage	NOUN
american_scientific_journal-11982	11	7	of	of	ADP
american_scientific_journal-11982	11	8	information	information	NOUN
american_scientific_journal-11982	11	9	within	within	ADP
american_scientific_journal-11982	11	10	enterprises	enterprise	NOUN
american_scientific_journal-11982	11	11	remains	remain	VERB
american_scientific_journal-11982	11	12	untapped	untapped	ADJ
american_scientific_journal-11982	11	13	due	due	ADP
american_scientific_journal-11982	11	14	to	to	ADP
american_scientific_journal-11982	11	15	its	its	PRON
american_scientific_journal-11982	11	16	heterogeneity	heterogeneity	NOUN
american_scientific_journal-11982	11	17	and	and	CCONJ
american_scientific_journal-11982	11	18	lack	lack	NOUN
american_scientific_journal-11982	11	19	of	of	ADP
american_scientific_journal-11982	11	20	clear	clear	ADJ
american_scientific_journal-11982	11	21	structure	structure	NOUN
american_scientific_journal-11982	11	22	[	[	X
american_scientific_journal-11982	11	23	2	2	NUM
american_scientific_journal-11982	11	24	]	]	PUNCT
american_scientific_journal-11982	11	25	.	.	PUNCT
american_scientific_journal-11982	12	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11982	12	2	received	receive	VERB
american_scientific_journal-11982	12	3	:	:	PUNCT
american_scientific_journal-11982	12	4	6/25/2025	6/25/2025	NUM
american_scientific_journal-11982	12	5	accepted	accept	VERB
american_scientific_journal-11982	12	6	:	:	PUNCT
american_scientific_journal-11982	12	7	8/9/2025	8/9/2025	NUM
american_scientific_journal-11982	12	8	published	publish	VERB
american_scientific_journal-11982	12	9	:	:	PUNCT
american_scientific_journal-11982	12	10	8/19/2025	8/19/2025	NUM
american_scientific_journal-11982	12	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11982	12	12	*	*	PUNCT
american_scientific_journal-11982	12	13	corresponding	correspond	VERB
american_scientific_journal-11982	12	14	author	author	NOUN
american_scientific_journal-11982	12	15	.	.	PUNCT
american_scientific_journal-11982	13	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11982	13	2	american	american	PROPN
american_scientific_journal-11982	13	3	academic	academic	PROPN
american_scientific_journal-11982	13	4	scientific	scientific	ADJ
american_scientific_journal-11982	13	5	research	research	NOUN
american_scientific_journal-11982	13	6	journal	journal	NOUN
american_scientific_journal-11982	13	7	for	for	ADP
american_scientific_journal-11982	13	8	engineering	engineering	NOUN
american_scientific_journal-11982	13	9	,	,	PUNCT
american_scientific_journal-11982	13	10	technology	technology	NOUN
american_scientific_journal-11982	13	11	,	,	PUNCT
american_scientific_journal-11982	13	12	and	and	CCONJ
american_scientific_journal-11982	13	13	sciences	science	NOUN
american_scientific_journal-11982	13	14	(	(	PUNCT
american_scientific_journal-11982	13	15	asrjets	asrjet	NOUN
american_scientific_journal-11982	13	16	)	)	PUNCT
american_scientific_journal-11982	13	17	volume	volume	NOUN
american_scientific_journal-11982	13	18	102	102	NUM
american_scientific_journal-11982	13	19	,	,	PUNCT
american_scientific_journal-11982	13	20	no	no	DET
american_scientific_journal-11982	13	21	1	1	NUM
american_scientific_journal-11982	13	22	,	,	PUNCT
american_scientific_journal-11982	13	23	pp	pp	ADV
american_scientific_journal-11982	13	24	477	477	NUM
american_scientific_journal-11982	13	25	-	-	SYM
american_scientific_journal-11982	13	26	486	486	NUM
american_scientific_journal-11982	13	27	478	478	NUM
american_scientific_journal-11982	13	28	converting	convert	VERB
american_scientific_journal-11982	13	29	such	such	ADJ
american_scientific_journal-11982	13	30	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11982	13	31	multimodal	multimodal	NOUN
american_scientific_journal-11982	13	32	arrays	array	NOUN
american_scientific_journal-11982	13	33	—	—	PUNCT
american_scientific_journal-11982	13	34	images	image	NOUN
american_scientific_journal-11982	13	35	,	,	PUNCT
american_scientific_journal-11982	13	36	text	text	NOUN
american_scientific_journal-11982	13	37	documents	document	NOUN
american_scientific_journal-11982	13	38	and	and	CCONJ
american_scientific_journal-11982	13	39	audio	audio	NOUN
american_scientific_journal-11982	13	40	recordings	recording	NOUN
american_scientific_journal-11982	13	41	—	—	PUNCT
american_scientific_journal-11982	13	42	into	into	ADP
american_scientific_journal-11982	13	43	compact	compact	ADJ
american_scientific_journal-11982	13	44	numerical	numerical	ADJ
american_scientific_journal-11982	13	45	embeddings	embedding	NOUN
american_scientific_journal-11982	13	46	has	have	AUX
american_scientific_journal-11982	13	47	become	become	VERB
american_scientific_journal-11982	13	48	the	the	DET
american_scientific_journal-11982	13	49	standard	standard	NOUN
american_scientific_journal-11982	13	50	for	for	ADP
american_scientific_journal-11982	13	51	integrating	integrate	VERB
american_scientific_journal-11982	13	52	data	datum	NOUN
american_scientific_journal-11982	13	53	into	into	ADP
american_scientific_journal-11982	13	54	modern	modern	ADJ
american_scientific_journal-11982	13	55	machine	machine	NOUN
american_scientific_journal-11982	13	56	learning	learning	NOUN
american_scientific_journal-11982	13	57	architectures	architecture	NOUN
american_scientific_journal-11982	13	58	.	.	PUNCT
american_scientific_journal-11982	14	1	however	however	ADV
american_scientific_journal-11982	14	2	,	,	PUNCT
american_scientific_journal-11982	14	3	at	at	ADP
american_scientific_journal-11982	14	4	data	datum	NOUN
american_scientific_journal-11982	14	5	volumes	volume	NOUN
american_scientific_journal-11982	14	6	reaching	reach	VERB
american_scientific_journal-11982	14	7	billions	billion	NOUN
american_scientific_journal-11982	14	8	of	of	ADP
american_scientific_journal-11982	14	9	vectors	vector	NOUN
american_scientific_journal-11982	14	10	,	,	PUNCT
american_scientific_journal-11982	14	11	ensuring	ensure	VERB
american_scientific_journal-11982	14	12	simultaneously	simultaneously	ADV
american_scientific_journal-11982	14	13	low	low	ADJ
american_scientific_journal-11982	14	14	query	query	NOUN
american_scientific_journal-11982	14	15	latency	latency	NOUN
american_scientific_journal-11982	14	16	,	,	PUNCT
american_scientific_journal-11982	14	17	high	high	ADJ
american_scientific_journal-11982	14	18	matching	matching	NOUN
american_scientific_journal-11982	14	19	accuracy	accuracy	NOUN
american_scientific_journal-11982	14	20	and	and	CCONJ
american_scientific_journal-11982	14	21	controlled	control	VERB
american_scientific_journal-11982	14	22	storage	storage	NOUN
american_scientific_journal-11982	14	23	costs	cost	NOUN
american_scientific_journal-11982	14	24	remains	remain	VERB
american_scientific_journal-11982	14	25	an	an	DET
american_scientific_journal-11982	14	26	unresolved	unresolved	ADJ
american_scientific_journal-11982	14	27	computational	computational	ADJ
american_scientific_journal-11982	14	28	challenge	challenge	NOUN
american_scientific_journal-11982	14	29	.	.	PUNCT
american_scientific_journal-11982	15	1	existing	exist	VERB
american_scientific_journal-11982	15	2	approaches	approach	NOUN
american_scientific_journal-11982	15	3	to	to	ADP
american_scientific_journal-11982	15	4	storing	store	VERB
american_scientific_journal-11982	15	5	vectors	vector	NOUN
american_scientific_journal-11982	15	6	in	in	ADP
american_scientific_journal-11982	15	7	pure	pure	ADJ
american_scientific_journal-11982	15	8	dynamic	dynamic	ADJ
american_scientific_journal-11982	15	9	random	random	ADJ
american_scientific_journal-11982	15	10	-	-	PUNCT
american_scientific_journal-11982	15	11	access	access	NOUN
american_scientific_journal-11982	15	12	memory	memory	NOUN
american_scientific_journal-11982	15	13	(	(	PUNCT
american_scientific_journal-11982	15	14	dram	dram	PROPN
american_scientific_journal-11982	15	15	)	)	PUNCT
american_scientific_journal-11982	15	16	provide	provide	VERB
american_scientific_journal-11982	15	17	the	the	DET
american_scientific_journal-11982	15	18	necessary	necessary	ADJ
american_scientific_journal-11982	15	19	speed	speed	NOUN
american_scientific_journal-11982	15	20	but	but	CCONJ
american_scientific_journal-11982	15	21	disproportionately	disproportionately	ADV
american_scientific_journal-11982	15	22	increase	increase	VERB
american_scientific_journal-11982	15	23	capital	capital	NOUN
american_scientific_journal-11982	15	24	and	and	CCONJ
american_scientific_journal-11982	15	25	operational	operational	ADJ
american_scientific_journal-11982	15	26	expenditures	expenditure	NOUN
american_scientific_journal-11982	15	27	.	.	PUNCT
american_scientific_journal-11982	16	1	in	in	ADP
american_scientific_journal-11982	16	2	contrast	contrast	NOUN
american_scientific_journal-11982	16	3	,	,	PUNCT
american_scientific_journal-11982	16	4	solutions	solution	NOUN
american_scientific_journal-11982	16	5	that	that	PRON
american_scientific_journal-11982	16	6	rely	rely	VERB
american_scientific_journal-11982	16	7	exclusively	exclusively	ADV
american_scientific_journal-11982	16	8	on	on	ADP
american_scientific_journal-11982	16	9	ssd	ssd	NOUN
american_scientific_journal-11982	16	10	/	/	SYM
american_scientific_journal-11982	16	11	hdd	hdd	NOUN
american_scientific_journal-11982	16	12	offer	offer	NOUN
american_scientific_journal-11982	16	13	cost	cost	NOUN
american_scientific_journal-11982	16	14	advantages	advantage	NOUN
american_scientific_journal-11982	16	15	but	but	CCONJ
american_scientific_journal-11982	16	16	can	can	AUX
american_scientific_journal-11982	16	17	not	not	PART
american_scientific_journal-11982	16	18	meet	meet	VERB
american_scientific_journal-11982	16	19	the	the	DET
american_scientific_journal-11982	16	20	latency	latency	NOUN
american_scientific_journal-11982	16	21	and	and	CCONJ
american_scientific_journal-11982	16	22	accuracy	accuracy	NOUN
american_scientific_journal-11982	16	23	requirements	requirement	NOUN
american_scientific_journal-11982	16	24	for	for	ADP
american_scientific_journal-11982	16	25	search	search	NOUN
american_scientific_journal-11982	16	26	in	in	ADP
american_scientific_journal-11982	16	27	high	high	ADJ
american_scientific_journal-11982	16	28	-	-	PUNCT
american_scientific_journal-11982	16	29	dimensional	dimensional	ADJ
american_scientific_journal-11982	16	30	spaces	space	NOUN
american_scientific_journal-11982	16	31	.	.	PUNCT
american_scientific_journal-11982	17	1	as	as	ADP
american_scientific_journal-11982	17	2	a	a	DET
american_scientific_journal-11982	17	3	result	result	NOUN
american_scientific_journal-11982	17	4	,	,	PUNCT
american_scientific_journal-11982	17	5	a	a	DET
american_scientific_journal-11982	17	6	fundamental	fundamental	ADJ
american_scientific_journal-11982	17	7	scientific	scientific	ADJ
american_scientific_journal-11982	17	8	gap	gap	NOUN
american_scientific_journal-11982	17	9	emerges	emerge	VERB
american_scientific_journal-11982	17	10	in	in	ADP
american_scientific_journal-11982	17	11	the	the	DET
american_scientific_journal-11982	17	12	development	development	NOUN
american_scientific_journal-11982	17	13	of	of	ADP
american_scientific_journal-11982	17	14	hybrid	hybrid	ADJ
american_scientific_journal-11982	17	15	distributed	distribute	VERB
american_scientific_journal-11982	17	16	storage	storage	NOUN
american_scientific_journal-11982	17	17	schemes	scheme	NOUN
american_scientific_journal-11982	17	18	capable	capable	ADJ
american_scientific_journal-11982	17	19	of	of	ADP
american_scientific_journal-11982	17	20	intelligently	intelligently	ADV
american_scientific_journal-11982	17	21	combining	combine	VERB
american_scientific_journal-11982	17	22	different	different	ADJ
american_scientific_journal-11982	17	23	types	type	NOUN
american_scientific_journal-11982	17	24	of	of	ADP
american_scientific_journal-11982	17	25	memory	memory	NOUN
american_scientific_journal-11982	17	26	and	and	CCONJ
american_scientific_journal-11982	17	27	indices	index	NOUN
american_scientific_journal-11982	17	28	.	.	PUNCT
american_scientific_journal-11982	18	1	the	the	DET
american_scientific_journal-11982	18	2	objective	objective	NOUN
american_scientific_journal-11982	18	3	of	of	ADP
american_scientific_journal-11982	18	4	the	the	DET
american_scientific_journal-11982	18	5	article	article	NOUN
american_scientific_journal-11982	18	6	is	be	AUX
american_scientific_journal-11982	18	7	to	to	PART
american_scientific_journal-11982	18	8	substantiate	substantiate	VERB
american_scientific_journal-11982	18	9	and	and	CCONJ
american_scientific_journal-11982	18	10	systematize	systematize	VERB
american_scientific_journal-11982	18	11	existing	exist	VERB
american_scientific_journal-11982	18	12	hybrid	hybrid	ADJ
american_scientific_journal-11982	18	13	data	datum	NOUN
american_scientific_journal-11982	18	14	storage	storage	NOUN
american_scientific_journal-11982	18	15	schemes	scheme	NOUN
american_scientific_journal-11982	18	16	based	base	VERB
american_scientific_journal-11982	18	17	on	on	ADP
american_scientific_journal-11982	18	18	a	a	DET
american_scientific_journal-11982	18	19	memory	memory	NOUN
american_scientific_journal-11982	18	20	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	18	21	(	(	PUNCT
american_scientific_journal-11982	18	22	dram	dram	PROPN
american_scientific_journal-11982	18	23	→	→	SYM
american_scientific_journal-11982	18	24	ssd	ssd	NOUN
american_scientific_journal-11982	18	25	→	→	SYM
american_scientific_journal-11982	18	26	hdd	hdd	NOUN
american_scientific_journal-11982	18	27	)	)	PUNCT
american_scientific_journal-11982	18	28	in	in	ADP
american_scientific_journal-11982	18	29	order	order	NOUN
american_scientific_journal-11982	18	30	to	to	PART
american_scientific_journal-11982	18	31	improve	improve	VERB
american_scientific_journal-11982	18	32	the	the	DET
american_scientific_journal-11982	18	33	efficiency	efficiency	NOUN
american_scientific_journal-11982	18	34	of	of	ADP
american_scientific_journal-11982	18	35	vector	vector	NOUN
american_scientific_journal-11982	18	36	retrieval	retrieval	NOUN
american_scientific_journal-11982	18	37	procedures	procedure	NOUN
american_scientific_journal-11982	18	38	.	.	PUNCT
american_scientific_journal-11982	19	1	the	the	DET
american_scientific_journal-11982	19	2	scientific	scientific	ADJ
american_scientific_journal-11982	19	3	novelty	novelty	NOUN
american_scientific_journal-11982	19	4	of	of	ADP
american_scientific_journal-11982	19	5	the	the	DET
american_scientific_journal-11982	19	6	work	work	NOUN
american_scientific_journal-11982	19	7	lies	lie	VERB
american_scientific_journal-11982	19	8	in	in	ADP
american_scientific_journal-11982	19	9	the	the	DET
american_scientific_journal-11982	19	10	description	description	NOUN
american_scientific_journal-11982	19	11	of	of	ADP
american_scientific_journal-11982	19	12	a	a	DET
american_scientific_journal-11982	19	13	unified	unified	ADJ
american_scientific_journal-11982	19	14	multilevel	multilevel	NOUN
american_scientific_journal-11982	19	15	architecture	architecture	NOUN
american_scientific_journal-11982	19	16	in	in	ADP
american_scientific_journal-11982	19	17	which	which	PRON
american_scientific_journal-11982	19	18	graphbased	graphbased	ADJ
american_scientific_journal-11982	19	19	indices	index	NOUN
american_scientific_journal-11982	19	20	and	and	CCONJ
american_scientific_journal-11982	19	21	inverted	inverted	ADJ
american_scientific_journal-11982	19	22	data	data	NOUN
american_scientific_journal-11982	19	23	structures	structure	NOUN
american_scientific_journal-11982	19	24	interact	interact	VERB
american_scientific_journal-11982	19	25	within	within	ADP
american_scientific_journal-11982	19	26	the	the	DET
american_scientific_journal-11982	19	27	storage	storage	NOUN
american_scientific_journal-11982	19	28	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	19	29	to	to	PART
american_scientific_journal-11982	19	30	provide	provide	VERB
american_scientific_journal-11982	19	31	sublinear	sublinear	NOUN
american_scientific_journal-11982	19	32	response	response	NOUN
american_scientific_journal-11982	19	33	time	time	NOUN
american_scientific_journal-11982	19	34	without	without	ADP
american_scientific_journal-11982	19	35	loss	loss	NOUN
american_scientific_journal-11982	19	36	of	of	ADP
american_scientific_journal-11982	19	37	accuracy	accuracy	NOUN
american_scientific_journal-11982	19	38	.	.	PUNCT
american_scientific_journal-11982	20	1	the	the	DET
american_scientific_journal-11982	20	2	research	research	NOUN
american_scientific_journal-11982	20	3	hypothesis	hypothesis	NOUN
american_scientific_journal-11982	20	4	is	be	AUX
american_scientific_journal-11982	20	5	that	that	SCONJ
american_scientific_journal-11982	20	6	such	such	DET
american_scientific_journal-11982	20	7	a	a	DET
american_scientific_journal-11982	20	8	hybrid	hybrid	ADJ
american_scientific_journal-11982	20	9	system	system	NOUN
american_scientific_journal-11982	20	10	will	will	AUX
american_scientific_journal-11982	20	11	reduce	reduce	VERB
american_scientific_journal-11982	20	12	total	total	ADJ
american_scientific_journal-11982	20	13	cost	cost	NOUN
american_scientific_journal-11982	20	14	of	of	ADP
american_scientific_journal-11982	20	15	ownership	ownership	NOUN
american_scientific_journal-11982	20	16	compared	compare	VERB
american_scientific_journal-11982	20	17	to	to	ADP
american_scientific_journal-11982	20	18	fully	fully	ADV
american_scientific_journal-11982	20	19	dram	dram	NOUN
american_scientific_journal-11982	20	20	-	-	PUNCT
american_scientific_journal-11982	20	21	oriented	orient	VERB
american_scientific_journal-11982	20	22	solutions	solution	NOUN
american_scientific_journal-11982	20	23	while	while	SCONJ
american_scientific_journal-11982	20	24	maintaining	maintain	VERB
american_scientific_journal-11982	20	25	a	a	DET
american_scientific_journal-11982	20	26	high	high	ADJ
american_scientific_journal-11982	20	27	level	level	NOUN
american_scientific_journal-11982	20	28	of	of	ADP
american_scientific_journal-11982	20	29	search	search	NOUN
american_scientific_journal-11982	20	30	result	result	NOUN
american_scientific_journal-11982	20	31	quality	quality	NOUN
american_scientific_journal-11982	20	32	.	.	PUNCT
american_scientific_journal-11982	21	1	however	however	ADV
american_scientific_journal-11982	21	2	,	,	PUNCT
american_scientific_journal-11982	21	3	the	the	DET
american_scientific_journal-11982	21	4	study	study	NOUN
american_scientific_journal-11982	21	5	has	have	VERB
american_scientific_journal-11982	21	6	limitations	limitation	NOUN
american_scientific_journal-11982	21	7	,	,	PUNCT
american_scientific_journal-11982	21	8	since	since	SCONJ
american_scientific_journal-11982	21	9	the	the	DET
american_scientific_journal-11982	21	10	work	work	NOUN
american_scientific_journal-11982	21	11	constitutes	constitute	VERB
american_scientific_journal-11982	21	12	a	a	DET
american_scientific_journal-11982	21	13	conceptual	conceptual	ADJ
american_scientific_journal-11982	21	14	review	review	NOUN
american_scientific_journal-11982	21	15	and	and	CCONJ
american_scientific_journal-11982	21	16	synthesis	synthesis	NOUN
american_scientific_journal-11982	21	17	of	of	ADP
american_scientific_journal-11982	21	18	existing	exist	VERB
american_scientific_journal-11982	21	19	architectural	architectural	ADJ
american_scientific_journal-11982	21	20	patterns	pattern	NOUN
american_scientific_journal-11982	21	21	.	.	PUNCT
american_scientific_journal-11982	22	1	it	it	PRON
american_scientific_journal-11982	22	2	does	do	AUX
american_scientific_journal-11982	22	3	not	not	PART
american_scientific_journal-11982	22	4	present	present	VERB
american_scientific_journal-11982	22	5	results	result	NOUN
american_scientific_journal-11982	22	6	of	of	ADP
american_scientific_journal-11982	22	7	empirical	empirical	ADJ
american_scientific_journal-11982	22	8	experiments	experiment	NOUN
american_scientific_journal-11982	22	9	,	,	PUNCT
american_scientific_journal-11982	22	10	and	and	CCONJ
american_scientific_journal-11982	22	11	the	the	DET
american_scientific_journal-11982	22	12	conclusions	conclusion	NOUN
american_scientific_journal-11982	22	13	are	be	AUX
american_scientific_journal-11982	22	14	drawn	draw	VERB
american_scientific_journal-11982	22	15	based	base	VERB
american_scientific_journal-11982	22	16	on	on	ADP
american_scientific_journal-11982	22	17	a	a	DET
american_scientific_journal-11982	22	18	systematic	systematic	ADJ
american_scientific_journal-11982	22	19	analysis	analysis	NOUN
american_scientific_journal-11982	22	20	of	of	ADP
american_scientific_journal-11982	22	21	the	the	DET
american_scientific_journal-11982	22	22	available	available	ADJ
american_scientific_journal-11982	22	23	literature	literature	NOUN
american_scientific_journal-11982	22	24	.	.	PUNCT
american_scientific_journal-11982	23	1	primary	primary	ADJ
american_scientific_journal-11982	23	2	attention	attention	NOUN
american_scientific_journal-11982	23	3	is	be	AUX
american_scientific_journal-11982	23	4	given	give	VERB
american_scientific_journal-11982	23	5	to	to	ADP
american_scientific_journal-11982	23	6	the	the	DET
american_scientific_journal-11982	23	7	prevalent	prevalent	ADJ
american_scientific_journal-11982	23	8	dram	dram	PROPN
american_scientific_journal-11982	23	9	-	-	PUNCT
american_scientific_journal-11982	23	10	ssdhdd	ssdhdd	PROPN
american_scientific_journal-11982	23	11	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	23	12	,	,	PUNCT
american_scientific_journal-11982	23	13	and	and	CCONJ
american_scientific_journal-11982	23	14	although	although	SCONJ
american_scientific_journal-11982	23	15	emerging	emerge	VERB
american_scientific_journal-11982	23	16	technologies	technology	NOUN
american_scientific_journal-11982	23	17	such	such	ADJ
american_scientific_journal-11982	23	18	as	as	ADP
american_scientific_journal-11982	23	19	persistent	persistent	ADJ
american_scientific_journal-11982	23	20	memory	memory	NOUN
american_scientific_journal-11982	23	21	or	or	CCONJ
american_scientific_journal-11982	23	22	cxl	cxl	NOUN
american_scientific_journal-11982	23	23	are	be	AUX
american_scientific_journal-11982	23	24	acknowledged	acknowledge	VERB
american_scientific_journal-11982	23	25	,	,	PUNCT
american_scientific_journal-11982	23	26	they	they	PRON
american_scientific_journal-11982	23	27	are	be	AUX
american_scientific_journal-11982	23	28	not	not	PART
american_scientific_journal-11982	23	29	the	the	DET
american_scientific_journal-11982	23	30	main	main	ADJ
american_scientific_journal-11982	23	31	focus	focus	NOUN
american_scientific_journal-11982	23	32	.	.	PUNCT
american_scientific_journal-11982	24	1	consequently	consequently	ADV
american_scientific_journal-11982	24	2	,	,	PUNCT
american_scientific_journal-11982	24	3	the	the	DET
american_scientific_journal-11982	24	4	analysis	analysis	NOUN
american_scientific_journal-11982	24	5	prioritizes	prioritize	VERB
american_scientific_journal-11982	24	6	architectural	architectural	ADJ
american_scientific_journal-11982	24	7	trade	trade	NOUN
american_scientific_journal-11982	24	8	-	-	PUNCT
american_scientific_journal-11982	24	9	offs	off	NOUN
american_scientific_journal-11982	24	10	related	relate	VERB
american_scientific_journal-11982	24	11	to	to	AUX
american_scientific_journal-11982	24	12	query	query	NOUN
american_scientific_journal-11982	24	13	throughput	throughput	PROPN
american_scientific_journal-11982	24	14	(	(	PUNCT
american_scientific_journal-11982	24	15	qps	qps	PROPN
american_scientific_journal-11982	24	16	)	)	PUNCT
american_scientific_journal-11982	24	17	and	and	CCONJ
american_scientific_journal-11982	24	18	completeness	completeness	NOUN
american_scientific_journal-11982	24	19	,	,	PUNCT
american_scientific_journal-11982	24	20	while	while	SCONJ
american_scientific_journal-11982	24	21	factors	factor	NOUN
american_scientific_journal-11982	24	22	such	such	ADJ
american_scientific_journal-11982	24	23	as	as	ADP
american_scientific_journal-11982	24	24	energy	energy	NOUN
american_scientific_journal-11982	24	25	consumption	consumption	NOUN
american_scientific_journal-11982	24	26	and	and	CCONJ
american_scientific_journal-11982	24	27	operational	operational	ADJ
american_scientific_journal-11982	24	28	complexity	complexity	NOUN
american_scientific_journal-11982	24	29	are	be	AUX
american_scientific_journal-11982	24	30	addressed	address	VERB
american_scientific_journal-11982	24	31	conceptually	conceptually	ADV
american_scientific_journal-11982	24	32	rather	rather	ADV
american_scientific_journal-11982	24	33	than	than	ADP
american_scientific_journal-11982	24	34	quantitatively	quantitatively	ADV
american_scientific_journal-11982	24	35	.	.	PUNCT
american_scientific_journal-11982	25	1	2	2	X
american_scientific_journal-11982	25	2	.	.	X
american_scientific_journal-11982	25	3	materials	material	NOUN
american_scientific_journal-11982	25	4	and	and	CCONJ
american_scientific_journal-11982	25	5	methods	method	NOUN
american_scientific_journal-11982	25	6	in	in	ADP
american_scientific_journal-11982	25	7	recent	recent	ADJ
american_scientific_journal-11982	25	8	years	year	NOUN
american_scientific_journal-11982	25	9	the	the	DET
american_scientific_journal-11982	25	10	development	development	NOUN
american_scientific_journal-11982	25	11	of	of	ADP
american_scientific_journal-11982	25	12	hybrid	hybrid	ADJ
american_scientific_journal-11982	25	13	storage	storage	NOUN
american_scientific_journal-11982	25	14	models	model	NOUN
american_scientific_journal-11982	25	15	for	for	ADP
american_scientific_journal-11982	25	16	high	high	ADJ
american_scientific_journal-11982	25	17	-	-	PUNCT
american_scientific_journal-11982	25	18	performance	performance	NOUN
american_scientific_journal-11982	25	19	vector	vector	NOUN
american_scientific_journal-11982	25	20	search	search	NOUN
american_scientific_journal-11982	25	21	has	have	AUX
american_scientific_journal-11982	25	22	become	become	VERB
american_scientific_journal-11982	25	23	particularly	particularly	ADV
american_scientific_journal-11982	25	24	relevant	relevant	ADJ
american_scientific_journal-11982	25	25	.	.	PUNCT
american_scientific_journal-11982	26	1	on	on	ADP
american_scientific_journal-11982	26	2	one	one	NUM
american_scientific_journal-11982	26	3	hand	hand	NOUN
american_scientific_journal-11982	26	4	,	,	PUNCT
american_scientific_journal-11982	26	5	the	the	DET
american_scientific_journal-11982	26	6	explosive	explosive	ADJ
american_scientific_journal-11982	26	7	growth	growth	NOUN
american_scientific_journal-11982	26	8	of	of	ADP
american_scientific_journal-11982	26	9	the	the	DET
american_scientific_journal-11982	26	10	artificial	artificial	ADJ
american_scientific_journal-11982	26	11	intelligence	intelligence	NOUN
american_scientific_journal-11982	26	12	market	market	NOUN
american_scientific_journal-11982	26	13	confirms	confirm	VERB
american_scientific_journal-11982	26	14	the	the	DET
american_scientific_journal-11982	26	15	need	need	NOUN
american_scientific_journal-11982	26	16	for	for	ADP
american_scientific_journal-11982	26	17	scalable	scalable	ADJ
american_scientific_journal-11982	26	18	solutions	solution	NOUN
american_scientific_journal-11982	26	19	:	:	PUNCT
american_scientific_journal-11982	26	20	according	accord	VERB
american_scientific_journal-11982	26	21	to	to	ADP
american_scientific_journal-11982	26	22	grandviewresearch	grandviewresearch	PROPN
american_scientific_journal-11982	26	23	data	datum	NOUN
american_scientific_journal-11982	26	24	,	,	PUNCT
american_scientific_journal-11982	26	25	the	the	DET
american_scientific_journal-11982	26	26	global	global	ADJ
american_scientific_journal-11982	26	27	ai	ai	PROPN
american_scientific_journal-11982	26	28	market	market	NOUN
american_scientific_journal-11982	26	29	volume	volume	NOUN
american_scientific_journal-11982	26	30	is	be	AUX
american_scientific_journal-11982	26	31	projected	project	VERB
american_scientific_journal-11982	26	32	to	to	PART
american_scientific_journal-11982	26	33	reach	reach	VERB
american_scientific_journal-11982	26	34	1811.75	1811.75	NUM
american_scientific_journal-11982	26	35	billion	billion	NUM
american_scientific_journal-11982	26	36	us	us	PROPN
american_scientific_journal-11982	26	37	dollars	dollar	NOUN
american_scientific_journal-11982	26	38	by	by	ADP
american_scientific_journal-11982	26	39	2030	2030	NUM
american_scientific_journal-11982	26	40	,	,	PUNCT
american_scientific_journal-11982	26	41	growing	grow	VERB
american_scientific_journal-11982	26	42	at	at	ADP
american_scientific_journal-11982	26	43	an	an	DET
american_scientific_journal-11982	26	44	average	average	ADJ
american_scientific_journal-11982	26	45	rate	rate	NOUN
american_scientific_journal-11982	26	46	of	of	ADP
american_scientific_journal-11982	26	47	35.9	35.9	NUM
american_scientific_journal-11982	26	48	%	%	NOUN
american_scientific_journal-11982	26	49	during	during	ADP
american_scientific_journal-11982	26	50	the	the	DET
american_scientific_journal-11982	26	51	period	period	NOUN
american_scientific_journal-11982	26	52	from	from	ADP
american_scientific_journal-11982	26	53	2025	2025	NUM
american_scientific_journal-11982	26	54	to	to	ADP
american_scientific_journal-11982	26	55	2030	2030	NUM
american_scientific_journal-11982	27	1	[	[	X
american_scientific_journal-11982	27	2	1	1	NUM
american_scientific_journal-11982	27	3	,	,	PUNCT
american_scientific_journal-11982	27	4	2	2	NUM
american_scientific_journal-11982	27	5	]	]	PUNCT
american_scientific_journal-11982	27	6	.	.	PUNCT
american_scientific_journal-11982	28	1	at	at	ADP
american_scientific_journal-11982	28	2	the	the	DET
american_scientific_journal-11982	28	3	same	same	ADJ
american_scientific_journal-11982	28	4	time	time	NOUN
american_scientific_journal-11982	28	5	,	,	PUNCT
american_scientific_journal-11982	28	6	vendors	vendor	NOUN
american_scientific_journal-11982	28	7	actively	actively	ADV
american_scientific_journal-11982	28	8	offer	offer	VERB
american_scientific_journal-11982	28	9	complete	complete	ADJ
american_scientific_journal-11982	28	10	stacks	stack	NOUN
american_scientific_journal-11982	28	11	for	for	ADP
american_scientific_journal-11982	28	12	working	work	VERB
american_scientific_journal-11982	28	13	with	with	ADP
american_scientific_journal-11982	28	14	vector	vector	NOUN
american_scientific_journal-11982	28	15	data	datum	NOUN
american_scientific_journal-11982	28	16	:	:	PUNCT
american_scientific_journal-11982	28	17	thus	thus	ADV
american_scientific_journal-11982	28	18	activeloop	activeloop	NOUN
american_scientific_journal-11982	28	19	was	be	AUX
american_scientific_journal-11982	28	20	recognized	recognize	VERB
american_scientific_journal-11982	28	21	by	by	ADP
american_scientific_journal-11982	28	22	gartner	gartner	PROPN
american_scientific_journal-11982	28	23	as	as	ADP
american_scientific_journal-11982	28	24	a	a	DET
american_scientific_journal-11982	28	25	cool	cool	ADJ
american_scientific_journal-11982	28	26	vendor	vendor	NOUN
american_scientific_journal-11982	28	27	in	in	ADP
american_scientific_journal-11982	28	28	data	datum	NOUN
american_scientific_journal-11982	28	29	management	management	NOUN
american_scientific_journal-11982	28	30	for	for	ADP
american_scientific_journal-11982	28	31	2024	2024	NUM
american_scientific_journal-11982	28	32	[	[	X
american_scientific_journal-11982	28	33	14	14	NUM
american_scientific_journal-11982	28	34	]	]	PUNCT
american_scientific_journal-11982	28	35	,	,	PUNCT
american_scientific_journal-11982	28	36	and	and	CCONJ
american_scientific_journal-11982	28	37	the	the	DET
american_scientific_journal-11982	28	38	report	report	NOUN
american_scientific_journal-11982	28	39	cool	cool	ADJ
american_scientific_journal-11982	28	40	vendors	vendor	NOUN
american_scientific_journal-11982	28	41	in	in	ADP
american_scientific_journal-11982	28	42	data	datum	NOUN
american_scientific_journal-11982	28	43	management	management	NOUN
american_scientific_journal-11982	28	44	:	:	PUNCT
american_scientific_journal-11982	28	45	genai	genai	PROPN
american_scientific_journal-11982	28	46	disrupts	disrupt	VERB
american_scientific_journal-11982	28	47	traditional	traditional	ADJ
american_scientific_journal-11982	28	48	technologies	technology	NOUN
american_scientific_journal-11982	28	49	analyses	analyse	VERB
american_scientific_journal-11982	28	50	the	the	DET
american_scientific_journal-11982	28	51	advantages	advantage	NOUN
american_scientific_journal-11982	28	52	of	of	ADP
american_scientific_journal-11982	28	53	hybrid	hybrid	ADJ
american_scientific_journal-11982	28	54	storage	storage	NOUN
american_scientific_journal-11982	28	55	at	at	ADP
american_scientific_journal-11982	28	56	the	the	DET
american_scientific_journal-11982	28	57	intersection	intersection	NOUN
american_scientific_journal-11982	28	58	of	of	ADP
american_scientific_journal-11982	28	59	cloud	cloud	NOUN
american_scientific_journal-11982	28	60	and	and	CCONJ
american_scientific_journal-11982	28	61	local	local	ADJ
american_scientific_journal-11982	28	62	ssd	ssd	NOUN
american_scientific_journal-11982	29	1	[	[	X
american_scientific_journal-11982	29	2	15	15	NUM
american_scientific_journal-11982	29	3	]	]	PUNCT
american_scientific_journal-11982	29	4	.	.	PUNCT
american_scientific_journal-11982	30	1	the	the	DET
american_scientific_journal-11982	30	2	foundation	foundation	NOUN
american_scientific_journal-11982	30	3	of	of	ADP
american_scientific_journal-11982	30	4	modern	modern	ADJ
american_scientific_journal-11982	30	5	high	high	ADJ
american_scientific_journal-11982	30	6	-	-	PUNCT
american_scientific_journal-11982	30	7	performance	performance	NOUN
american_scientific_journal-11982	30	8	vector	vector	NOUN
american_scientific_journal-11982	30	9	search	search	NOUN
american_scientific_journal-11982	30	10	lies	lie	VERB
american_scientific_journal-11982	30	11	in	in	ADP
american_scientific_journal-11982	30	12	graph	graph	NOUN
american_scientific_journal-11982	30	13	-	-	PUNCT
american_scientific_journal-11982	30	14	based	base	VERB
american_scientific_journal-11982	30	15	approximate	approximate	ADJ
american_scientific_journal-11982	30	16	nearest	near	ADJ
american_scientific_journal-11982	30	17	neighbor	neighbor	NOUN
american_scientific_journal-11982	30	18	(	(	PUNCT
american_scientific_journal-11982	30	19	ann	ann	PROPN
american_scientific_journal-11982	30	20	)	)	PUNCT
american_scientific_journal-11982	30	21	search	search	NOUN
american_scientific_journal-11982	30	22	algorithms	algorithm	NOUN
american_scientific_journal-11982	30	23	,	,	PUNCT
american_scientific_journal-11982	30	24	with	with	ADP
american_scientific_journal-11982	30	25	hierarchical	hierarchical	ADJ
american_scientific_journal-11982	30	26	navigable	navigable	ADJ
american_scientific_journal-11982	30	27	small	small	ADJ
american_scientific_journal-11982	30	28	world	world	NOUN
american_scientific_journal-11982	30	29	(	(	PUNCT
american_scientific_journal-11982	30	30	hnsw	hnsw	NOUN
american_scientific_journal-11982	30	31	)	)	PUNCT
american_scientific_journal-11982	30	32	being	be	AUX
american_scientific_journal-11982	30	33	a	a	DET
american_scientific_journal-11982	30	34	prominent	prominent	ADJ
american_scientific_journal-11982	30	35	example	example	NOUN
american_scientific_journal-11982	30	36	.	.	PUNCT
american_scientific_journal-11982	31	1	a	a	DET
american_scientific_journal-11982	31	2	american	american	ADJ
american_scientific_journal-11982	31	3	academic	academic	ADJ
american_scientific_journal-11982	31	4	scientific	scientific	ADJ
american_scientific_journal-11982	31	5	research	research	NOUN
american_scientific_journal-11982	31	6	journal	journal	NOUN
american_scientific_journal-11982	31	7	for	for	ADP
american_scientific_journal-11982	31	8	engineering	engineering	NOUN
american_scientific_journal-11982	31	9	,	,	PUNCT
american_scientific_journal-11982	31	10	technology	technology	NOUN
american_scientific_journal-11982	31	11	,	,	PUNCT
american_scientific_journal-11982	31	12	and	and	CCONJ
american_scientific_journal-11982	31	13	sciences	science	NOUN
american_scientific_journal-11982	31	14	(	(	PUNCT
american_scientific_journal-11982	31	15	asrjets	asrjet	NOUN
american_scientific_journal-11982	31	16	)	)	PUNCT
american_scientific_journal-11982	31	17	volume	volume	NOUN
american_scientific_journal-11982	31	18	102	102	NUM
american_scientific_journal-11982	31	19	,	,	PUNCT
american_scientific_journal-11982	31	20	no	no	DET
american_scientific_journal-11982	31	21	1	1	NUM
american_scientific_journal-11982	31	22	,	,	PUNCT
american_scientific_journal-11982	31	23	pp	pp	ADV
american_scientific_journal-11982	31	24	477	477	NUM
american_scientific_journal-11982	31	25	-	-	SYM
american_scientific_journal-11982	31	26	486	486	NUM
american_scientific_journal-11982	31	27	479	479	NUM
american_scientific_journal-11982	31	28	comprehensive	comprehensive	ADJ
american_scientific_journal-11982	31	29	review	review	NOUN
american_scientific_journal-11982	31	30	by	by	ADP
american_scientific_journal-11982	31	31	wang	wang	PROPN
american_scientific_journal-11982	31	32	m	m	PROPN
american_scientific_journal-11982	31	33	and	and	CCONJ
american_scientific_journal-11982	31	34	his	his	PRON
american_scientific_journal-11982	31	35	colleagues	colleague	NOUN
american_scientific_journal-11982	32	1	[	[	X
american_scientific_journal-11982	32	2	12	12	NUM
american_scientific_journal-11982	32	3	]	]	PUNCT
american_scientific_journal-11982	32	4	consolidates	consolidate	VERB
american_scientific_journal-11982	32	5	graph	graph	NOUN
american_scientific_journal-11982	32	6	-	-	PUNCT
american_scientific_journal-11982	32	7	based	base	VERB
american_scientific_journal-11982	32	8	methods	method	NOUN
american_scientific_journal-11982	32	9	,	,	PUNCT
american_scientific_journal-11982	32	10	underscoring	underscore	VERB
american_scientific_journal-11982	32	11	their	their	PRON
american_scientific_journal-11982	32	12	superior	superior	ADJ
american_scientific_journal-11982	32	13	performance	performance	NOUN
american_scientific_journal-11982	32	14	in	in	ADP
american_scientific_journal-11982	32	15	terms	term	NOUN
american_scientific_journal-11982	32	16	of	of	ADP
american_scientific_journal-11982	32	17	search	search	NOUN
american_scientific_journal-11982	32	18	quality	quality	NOUN
american_scientific_journal-11982	32	19	and	and	CCONJ
american_scientific_journal-11982	32	20	latency	latency	NOUN
american_scientific_journal-11982	32	21	for	for	ADP
american_scientific_journal-11982	32	22	moderate	moderate	ADJ
american_scientific_journal-11982	32	23	dimensionalities	dimensionality	NOUN
american_scientific_journal-11982	32	24	.	.	PUNCT
american_scientific_journal-11982	33	1	theoretical	theoretical	ADJ
american_scientific_journal-11982	33	2	analyses	analysis	NOUN
american_scientific_journal-11982	33	3	reveal	reveal	VERB
american_scientific_journal-11982	33	4	further	further	ADJ
american_scientific_journal-11982	33	5	constraints	constraint	NOUN
american_scientific_journal-11982	33	6	:	:	PUNCT
american_scientific_journal-11982	33	7	diwan	diwan	PROPN
american_scientific_journal-11982	33	8	h	h	PROPN
american_scientific_journal-11982	33	9	and	and	CCONJ
american_scientific_journal-11982	33	10	his	his	PRON
american_scientific_journal-11982	33	11	colleagues	colleague	NOUN
american_scientific_journal-11982	34	1	[	[	X
american_scientific_journal-11982	34	2	4	4	X
american_scientific_journal-11982	34	3	]	]	PUNCT
american_scientific_journal-11982	34	4	demonstrate	demonstrate	VERB
american_scientific_journal-11982	34	5	that	that	SCONJ
american_scientific_journal-11982	34	6	optimal	optimal	ADJ
american_scientific_journal-11982	34	7	graph	graph	NOUN
american_scientific_journal-11982	34	8	structures	structure	NOUN
american_scientific_journal-11982	34	9	are	be	AUX
american_scientific_journal-11982	34	10	subject	subject	ADJ
american_scientific_journal-11982	34	11	to	to	ADP
american_scientific_journal-11982	34	12	stringent	stringent	ADJ
american_scientific_journal-11982	34	13	constraints	constraint	NOUN
american_scientific_journal-11982	34	14	on	on	ADP
american_scientific_journal-11982	34	15	edge	edge	NOUN
american_scientific_journal-11982	34	16	count	count	NOUN
american_scientific_journal-11982	34	17	,	,	PUNCT
american_scientific_journal-11982	34	18	while	while	SCONJ
american_scientific_journal-11982	34	19	shrivastava	shrivastava	PROPN
american_scientific_journal-11982	34	20	a.	a.	PROPN
american_scientific_journal-11982	34	21	,	,	PUNCT
american_scientific_journal-11982	34	22	song	song	PROPN
american_scientific_journal-11982	34	23	z.	z.	PROPN
american_scientific_journal-11982	34	24	,	,	PUNCT
american_scientific_journal-11982	34	25	&	&	CCONJ
american_scientific_journal-11982	34	26	xu	xu	PROPN
american_scientific_journal-11982	34	27	z.	z.	PROPN
american_scientific_journal-11982	35	1	[	[	X
american_scientific_journal-11982	35	2	5	5	NUM
american_scientific_journal-11982	35	3	]	]	PUNCT
american_scientific_journal-11982	35	4	prove	prove	VERB
american_scientific_journal-11982	35	5	that	that	SCONJ
american_scientific_journal-11982	35	6	minor	minor	ADJ
american_scientific_journal-11982	35	7	deviations	deviation	NOUN
american_scientific_journal-11982	35	8	in	in	ADP
american_scientific_journal-11982	35	9	graph	graph	NOUN
american_scientific_journal-11982	35	10	structure	structure	NOUN
american_scientific_journal-11982	35	11	can	can	AUX
american_scientific_journal-11982	35	12	lead	lead	VERB
american_scientific_journal-11982	35	13	to	to	ADP
american_scientific_journal-11982	35	14	an	an	DET
american_scientific_journal-11982	35	15	exponential	exponential	ADJ
american_scientific_journal-11982	35	16	increase	increase	NOUN
american_scientific_journal-11982	35	17	in	in	ADP
american_scientific_journal-11982	35	18	traversal	traversal	NOUN
american_scientific_journal-11982	35	19	path	path	NOUN
american_scientific_journal-11982	35	20	length	length	NOUN
american_scientific_journal-11982	35	21	.	.	PUNCT
american_scientific_journal-11982	36	1	this	this	DET
american_scientific_journal-11982	36	2	body	body	NOUN
american_scientific_journal-11982	36	3	of	of	ADP
american_scientific_journal-11982	36	4	research	research	NOUN
american_scientific_journal-11982	36	5	solidifies	solidify	VERB
american_scientific_journal-11982	36	6	the	the	DET
american_scientific_journal-11982	36	7	efficacy	efficacy	NOUN
american_scientific_journal-11982	36	8	of	of	ADP
american_scientific_journal-11982	36	9	in	in	ADP
american_scientific_journal-11982	36	10	-	-	PUNCT
american_scientific_journal-11982	36	11	memory	memory	NOUN
american_scientific_journal-11982	36	12	graphs	graph	NOUN
american_scientific_journal-11982	36	13	for	for	ADP
american_scientific_journal-11982	36	14	speed	speed	NOUN
american_scientific_journal-11982	36	15	and	and	CCONJ
american_scientific_journal-11982	36	16	accuracy	accuracy	NOUN
american_scientific_journal-11982	36	17	but	but	CCONJ
american_scientific_journal-11982	36	18	simultaneously	simultaneously	ADV
american_scientific_journal-11982	36	19	highlights	highlight	VERB
american_scientific_journal-11982	36	20	their	their	PRON
american_scientific_journal-11982	36	21	primary	primary	ADJ
american_scientific_journal-11982	36	22	limitation	limitation	NOUN
american_scientific_journal-11982	36	23	:	:	PUNCT
american_scientific_journal-11982	36	24	a	a	DET
american_scientific_journal-11982	36	25	direct	direct	ADJ
american_scientific_journal-11982	36	26	dependency	dependency	NOUN
american_scientific_journal-11982	36	27	on	on	ADP
american_scientific_journal-11982	36	28	large	large	ADJ
american_scientific_journal-11982	36	29	amounts	amount	NOUN
american_scientific_journal-11982	36	30	of	of	ADP
american_scientific_journal-11982	36	31	costly	costly	ADJ
american_scientific_journal-11982	36	32	dram	dram	NOUN
american_scientific_journal-11982	36	33	,	,	PUNCT
american_scientific_journal-11982	36	34	which	which	PRON
american_scientific_journal-11982	36	35	presents	present	VERB
american_scientific_journal-11982	36	36	a	a	DET
american_scientific_journal-11982	36	37	clear	clear	ADJ
american_scientific_journal-11982	36	38	scalability	scalability	NOUN
american_scientific_journal-11982	36	39	and	and	CCONJ
american_scientific_journal-11982	36	40	cost	cost	NOUN
american_scientific_journal-11982	36	41	challenge	challenge	NOUN
american_scientific_journal-11982	36	42	.	.	PUNCT
american_scientific_journal-11982	37	1	to	to	PART
american_scientific_journal-11982	37	2	overcome	overcome	VERB
american_scientific_journal-11982	37	3	this	this	DET
american_scientific_journal-11982	37	4	memory	memory	NOUN
american_scientific_journal-11982	37	5	capacity	capacity	NOUN
american_scientific_journal-11982	37	6	bottleneck	bottleneck	NOUN
american_scientific_journal-11982	37	7	,	,	PUNCT
american_scientific_journal-11982	37	8	research	research	NOUN
american_scientific_journal-11982	37	9	has	have	AUX
american_scientific_journal-11982	37	10	shifted	shift	VERB
american_scientific_journal-11982	37	11	to	to	ADP
american_scientific_journal-11982	37	12	hybrid	hybrid	ADJ
american_scientific_journal-11982	37	13	memory	memory	NOUN
american_scientific_journal-11982	37	14	-	-	PUNCT
american_scientific_journal-11982	37	15	disk	disk	NOUN
american_scientific_journal-11982	37	16	models	model	NOUN
american_scientific_journal-11982	37	17	.	.	PUNCT
american_scientific_journal-11982	38	1	the	the	DET
american_scientific_journal-11982	38	2	exagraph	exagraph	PROPN
american_scientific_journal-11982	38	3	framework	framework	NOUN
american_scientific_journal-11982	38	4	described	describe	VERB
american_scientific_journal-11982	38	5	by	by	ADP
american_scientific_journal-11982	38	6	acer	acer	PROPN
american_scientific_journal-11982	38	7	s.	s.	PROPN
american_scientific_journal-11982	38	8	and	and	CCONJ
american_scientific_journal-11982	38	9	his	his	PRON
american_scientific_journal-11982	38	10	colleagues	colleague	NOUN
american_scientific_journal-11982	38	11	in	in	ADP
american_scientific_journal-11982	38	12	[	[	X
american_scientific_journal-11982	38	13	3	3	NUM
american_scientific_journal-11982	38	14	]	]	X
american_scientific_journal-11982	38	15	integrates	integrate	NOUN
american_scientific_journal-11982	38	16	in	in	ADP
american_scientific_journal-11982	38	17	-	-	PUNCT
american_scientific_journal-11982	38	18	memory	memory	NOUN
american_scientific_journal-11982	38	19	graph	graph	NOUN
american_scientific_journal-11982	38	20	indices	index	NOUN
american_scientific_journal-11982	38	21	with	with	ADP
american_scientific_journal-11982	38	22	a	a	DET
american_scientific_journal-11982	38	23	disk	disk	NOUN
american_scientific_journal-11982	38	24	structure	structure	NOUN
american_scientific_journal-11982	38	25	,	,	PUNCT
american_scientific_journal-11982	38	26	partitioning	partition	VERB
american_scientific_journal-11982	38	27	the	the	DET
american_scientific_journal-11982	38	28	graph	graph	NOUN
american_scientific_journal-11982	38	29	to	to	PART
american_scientific_journal-11982	38	30	optimize	optimize	VERB
american_scientific_journal-11982	38	31	node	node	ADJ
american_scientific_journal-11982	38	32	placement	placement	NOUN
american_scientific_journal-11982	38	33	between	between	ADP
american_scientific_journal-11982	38	34	cache	cache	NOUN
american_scientific_journal-11982	38	35	and	and	CCONJ
american_scientific_journal-11982	38	36	persistent	persistent	ADJ
american_scientific_journal-11982	38	37	storage	storage	NOUN
american_scientific_journal-11982	38	38	.	.	PUNCT
american_scientific_journal-11982	39	1	khan	khan	PROPN
american_scientific_journal-11982	39	2	s.	s.	PROPN
american_scientific_journal-11982	39	3	and	and	CCONJ
american_scientific_journal-11982	39	4	his	his	PRON
american_scientific_journal-11982	39	5	colleagues	colleague	NOUN
american_scientific_journal-11982	39	6	[	[	X
american_scientific_journal-11982	39	7	6	6	NUM
american_scientific_journal-11982	39	8	]	]	PUNCT
american_scientific_journal-11982	39	9	demonstrate	demonstrate	PROPN
american_scientific_journal-11982	39	10	bang	bang	PROPN
american_scientific_journal-11982	39	11	,	,	PUNCT
american_scientific_journal-11982	39	12	an	an	DET
american_scientific_journal-11982	39	13	algorithm	algorithm	NOUN
american_scientific_journal-11982	39	14	designed	design	VERB
american_scientific_journal-11982	39	15	for	for	ADP
american_scientific_journal-11982	39	16	searching	search	VERB
american_scientific_journal-11982	39	17	billion	billion	NUM
american_scientific_journal-11982	39	18	-	-	PUNCT
american_scientific_journal-11982	39	19	scale	scale	NOUN
american_scientific_journal-11982	39	20	vector	vector	NOUN
american_scientific_journal-11982	39	21	collections	collection	NOUN
american_scientific_journal-11982	39	22	using	use	VERB
american_scientific_journal-11982	39	23	a	a	DET
american_scientific_journal-11982	39	24	single	single	ADJ
american_scientific_journal-11982	39	25	gpu	gpu	NOUN
american_scientific_journal-11982	39	26	.	.	PUNCT
american_scientific_journal-11982	40	1	their	their	PRON
american_scientific_journal-11982	40	2	method	method	NOUN
american_scientific_journal-11982	40	3	employs	employ	VERB
american_scientific_journal-11982	40	4	float16	float16	NOUN
american_scientific_journal-11982	40	5	compression	compression	NOUN
american_scientific_journal-11982	40	6	and	and	CCONJ
american_scientific_journal-11982	40	7	distributed	distribute	VERB
american_scientific_journal-11982	40	8	graph	graph	NOUN
american_scientific_journal-11982	40	9	restructuring	restructuring	NOUN
american_scientific_journal-11982	40	10	.	.	PUNCT
american_scientific_journal-11982	41	1	gollapudi	gollapudi	PROPN
american_scientific_journal-11982	41	2	s.	s.	PROPN
american_scientific_journal-11982	41	3	and	and	CCONJ
american_scientific_journal-11982	41	4	his	his	PRON
american_scientific_journal-11982	41	5	colleagues	colleague	NOUN
american_scientific_journal-11982	42	1	[	[	X
american_scientific_journal-11982	42	2	7	7	X
american_scientific_journal-11982	42	3	]	]	PUNCT
american_scientific_journal-11982	42	4	describe	describe	VERB
american_scientific_journal-11982	42	5	the	the	DET
american_scientific_journal-11982	42	6	implementation	implementation	NOUN
american_scientific_journal-11982	42	7	details	detail	NOUN
american_scientific_journal-11982	42	8	of	of	ADP
american_scientific_journal-11982	42	9	filtered	filter	VERB
american_scientific_journal-11982	42	10	-	-	PUNCT
american_scientific_journal-11982	42	11	diskann	diskann	NOUN
american_scientific_journal-11982	42	12	,	,	PUNCT
american_scientific_journal-11982	42	13	a	a	DET
american_scientific_journal-11982	42	14	memory	memory	NOUN
american_scientific_journal-11982	42	15	-	-	PUNCT
american_scientific_journal-11982	42	16	disk	disk	NOUN
american_scientific_journal-11982	42	17	hybrid	hybrid	NOUN
american_scientific_journal-11982	42	18	approach	approach	NOUN
american_scientific_journal-11982	42	19	,	,	PUNCT
american_scientific_journal-11982	42	20	where	where	SCONJ
american_scientific_journal-11982	42	21	the	the	DET
american_scientific_journal-11982	42	22	primary	primary	ADJ
american_scientific_journal-11982	42	23	graph	graph	NOUN
american_scientific_journal-11982	42	24	is	be	AUX
american_scientific_journal-11982	42	25	maintained	maintain	VERB
american_scientific_journal-11982	42	26	in	in	ADP
american_scientific_journal-11982	42	27	memory	memory	NOUN
american_scientific_journal-11982	42	28	,	,	PUNCT
american_scientific_journal-11982	42	29	while	while	SCONJ
american_scientific_journal-11982	42	30	the	the	DET
american_scientific_journal-11982	42	31	actual	actual	ADJ
american_scientific_journal-11982	42	32	vector	vector	NOUN
american_scientific_journal-11982	42	33	arrays	array	NOUN
american_scientific_journal-11982	42	34	are	be	AUX
american_scientific_journal-11982	42	35	stored	store	VERB
american_scientific_journal-11982	42	36	on	on	ADP
american_scientific_journal-11982	42	37	ssd	ssd	NOUN
american_scientific_journal-11982	42	38	.	.	PUNCT
american_scientific_journal-11982	43	1	the	the	DET
american_scientific_journal-11982	43	2	method	method	NOUN
american_scientific_journal-11982	43	3	utilizes	utilize	VERB
american_scientific_journal-11982	43	4	an	an	DET
american_scientific_journal-11982	43	5	initial	initial	ADJ
american_scientific_journal-11982	43	6	filtering	filter	VERB
american_scientific_journal-11982	43	7	step	step	NOUN
american_scientific_journal-11982	43	8	to	to	PART
american_scientific_journal-11982	43	9	select	select	VERB
american_scientific_journal-11982	43	10	only	only	ADV
american_scientific_journal-11982	43	11	the	the	DET
american_scientific_journal-11982	43	12	most	most	ADV
american_scientific_journal-11982	43	13	promising	promising	ADJ
american_scientific_journal-11982	43	14	candidates	candidate	NOUN
american_scientific_journal-11982	43	15	for	for	ADP
american_scientific_journal-11982	43	16	deeper	deep	ADJ
american_scientific_journal-11982	43	17	evaluation	evaluation	NOUN
american_scientific_journal-11982	43	18	in	in	ADP
american_scientific_journal-11982	43	19	memory	memory	NOUN
american_scientific_journal-11982	43	20	.	.	PUNCT
american_scientific_journal-11982	44	1	chakraborty	chakraborty	PROPN
american_scientific_journal-11982	44	2	t.	t.	PROPN
american_scientific_journal-11982	44	3	,	,	PUNCT
american_scientific_journal-11982	44	4	bera	bera	PROPN
american_scientific_journal-11982	44	5	d.	d.	PROPN
american_scientific_journal-11982	45	1	[	[	X
american_scientific_journal-11982	45	2	9	9	NUM
american_scientific_journal-11982	45	3	]	]	PUNCT
american_scientific_journal-11982	45	4	incorporate	incorporate	VERB
american_scientific_journal-11982	45	5	a	a	DET
american_scientific_journal-11982	45	6	modified	modified	ADJ
american_scientific_journal-11982	45	7	count	count	NOUN
american_scientific_journal-11982	45	8	–	–	PUNCT
american_scientific_journal-11982	45	9	min	min	NOUN
american_scientific_journal-11982	45	10	sketch	sketch	NOUN
american_scientific_journal-11982	45	11	to	to	PART
american_scientific_journal-11982	45	12	store	store	VERB
american_scientific_journal-11982	45	13	sparse	sparse	ADJ
american_scientific_journal-11982	45	14	edges	edge	NOUN
american_scientific_journal-11982	45	15	in	in	ADP
american_scientific_journal-11982	45	16	dynamic	dynamic	ADJ
american_scientific_journal-11982	45	17	graphs	graph	NOUN
american_scientific_journal-11982	45	18	and	and	CCONJ
american_scientific_journal-11982	45	19	combine	combine	VERB
american_scientific_journal-11982	45	20	it	it	PRON
american_scientific_journal-11982	45	21	with	with	ADP
american_scientific_journal-11982	45	22	locality	locality	NOUN
american_scientific_journal-11982	45	23	-	-	PUNCT
american_scientific_journal-11982	45	24	sensitive	sensitive	ADJ
american_scientific_journal-11982	45	25	hashing	hashing	NOUN
american_scientific_journal-11982	45	26	(	(	PUNCT
american_scientific_journal-11982	45	27	lsh	lsh	PROPN
american_scientific_journal-11982	45	28	)	)	PUNCT
american_scientific_journal-11982	45	29	techniques	technique	NOUN
american_scientific_journal-11982	45	30	for	for	ADP
american_scientific_journal-11982	45	31	rapid	rapid	ADJ
american_scientific_journal-11982	45	32	filtering	filtering	NOUN
american_scientific_journal-11982	45	33	of	of	ADP
american_scientific_journal-11982	45	34	irrelevant	irrelevant	ADJ
american_scientific_journal-11982	45	35	embeddings	embedding	NOUN
american_scientific_journal-11982	45	36	.	.	PUNCT
american_scientific_journal-11982	46	1	this	this	DET
american_scientific_journal-11982	46	2	approach	approach	NOUN
american_scientific_journal-11982	46	3	permits	permit	VERB
american_scientific_journal-11982	46	4	pairwise	pairwise	NOUN
american_scientific_journal-11982	46	5	nearest	nearest	ADJ
american_scientific_journal-11982	46	6	-	-	PUNCT
american_scientific_journal-11982	46	7	neighbor	neighbor	NOUN
american_scientific_journal-11982	46	8	search	search	NOUN
american_scientific_journal-11982	46	9	in	in	ADP
american_scientific_journal-11982	46	10	time	time	NOUN
american_scientific_journal-11982	46	11	close	close	ADJ
american_scientific_journal-11982	46	12	to	to	ADP
american_scientific_journal-11982	46	13	o(1	o(1	NOUN
american_scientific_journal-11982	46	14	)	)	PUNCT
american_scientific_journal-11982	46	15	on	on	ADP
american_scientific_journal-11982	46	16	large	large	ADJ
american_scientific_journal-11982	46	17	datasets	dataset	NOUN
american_scientific_journal-11982	46	18	,	,	PUNCT
american_scientific_journal-11982	46	19	at	at	ADP
american_scientific_journal-11982	46	20	the	the	DET
american_scientific_journal-11982	46	21	expense	expense	NOUN
american_scientific_journal-11982	46	22	of	of	ADP
american_scientific_journal-11982	46	23	a	a	DET
american_scientific_journal-11982	46	24	minor	minor	ADJ
american_scientific_journal-11982	46	25	accuracy	accuracy	NOUN
american_scientific_journal-11982	46	26	loss	loss	NOUN
american_scientific_journal-11982	46	27	(	(	PUNCT
american_scientific_journal-11982	46	28	≤	≤	NUM
american_scientific_journal-11982	46	29	5	5	NUM
american_scientific_journal-11982	46	30	%	%	NOUN
american_scientific_journal-11982	46	31	)	)	PUNCT
american_scientific_journal-11982	46	32	.	.	PUNCT
american_scientific_journal-11982	47	1	li	li	PROPN
american_scientific_journal-11982	47	2	z.	z.	PROPN
american_scientific_journal-11982	47	3	,	,	PUNCT
american_scientific_journal-11982	47	4	li	li	PROPN
american_scientific_journal-11982	47	5	h.	h.	PROPN
american_scientific_journal-11982	47	6	,	,	PUNCT
american_scientific_journal-11982	47	7	meng	meng	PROPN
american_scientific_journal-11982	47	8	l.	l.	PROPN
american_scientific_journal-11982	48	1	[	[	X
american_scientific_journal-11982	48	2	13	13	NUM
american_scientific_journal-11982	48	3	]	]	PUNCT
american_scientific_journal-11982	48	4	review	review	NOUN
american_scientific_journal-11982	48	5	pruning	pruning	NOUN
american_scientific_journal-11982	48	6	,	,	PUNCT
american_scientific_journal-11982	48	7	quantization	quantization	NOUN
american_scientific_journal-11982	48	8	,	,	PUNCT
american_scientific_journal-11982	48	9	and	and	CCONJ
american_scientific_journal-11982	48	10	weight	weight	NOUN
american_scientific_journal-11982	48	11	-	-	PUNCT
american_scientific_journal-11982	48	12	factorization	factorization	NOUN
american_scientific_journal-11982	48	13	techniques	technique	NOUN
american_scientific_journal-11982	48	14	for	for	ADP
american_scientific_journal-11982	48	15	deep	deep	ADJ
american_scientific_journal-11982	48	16	networks	network	NOUN
american_scientific_journal-11982	48	17	aimed	aim	VERB
american_scientific_journal-11982	48	18	at	at	ADP
american_scientific_journal-11982	48	19	reducing	reduce	VERB
american_scientific_journal-11982	48	20	the	the	DET
american_scientific_journal-11982	48	21	memory	memory	NOUN
american_scientific_journal-11982	48	22	footprint	footprint	NOUN
american_scientific_journal-11982	48	23	of	of	ADP
american_scientific_journal-11982	48	24	embeddings	embedding	NOUN
american_scientific_journal-11982	48	25	and	and	CCONJ
american_scientific_journal-11982	48	26	indices	index	NOUN
american_scientific_journal-11982	48	27	without	without	ADP
american_scientific_journal-11982	48	28	degrading	degrade	VERB
american_scientific_journal-11982	48	29	search	search	NOUN
american_scientific_journal-11982	48	30	performance	performance	NOUN
american_scientific_journal-11982	48	31	.	.	PUNCT
american_scientific_journal-11982	49	1	the	the	DET
american_scientific_journal-11982	49	2	authors	author	NOUN
american_scientific_journal-11982	49	3	highlight	highlight	VERB
american_scientific_journal-11982	49	4	that	that	SCONJ
american_scientific_journal-11982	49	5	8	8	NUM
american_scientific_journal-11982	49	6	-	-	PUNCT
american_scientific_journal-11982	49	7	bit	bit	NOUN
american_scientific_journal-11982	49	8	quantization	quantization	NOUN
american_scientific_journal-11982	49	9	and	and	CCONJ
american_scientific_journal-11982	49	10	mixed	mixed	ADJ
american_scientific_journal-11982	49	11	-	-	PUNCT
american_scientific_journal-11982	49	12	precision	precision	NOUN
american_scientific_journal-11982	49	13	arithmetic	arithmetic	NOUN
american_scientific_journal-11982	49	14	often	often	ADV
american_scientific_journal-11982	49	15	reduce	reduce	VERB
american_scientific_journal-11982	49	16	storage	storage	NOUN
american_scientific_journal-11982	49	17	requirements	requirement	NOUN
american_scientific_journal-11982	49	18	by	by	ADP
american_scientific_journal-11982	49	19	a	a	DET
american_scientific_journal-11982	49	20	factor	factor	NOUN
american_scientific_journal-11982	49	21	of	of	ADP
american_scientific_journal-11982	49	22	4–8	4–8	NUM
american_scientific_journal-11982	49	23	while	while	SCONJ
american_scientific_journal-11982	49	24	incurring	incur	VERB
american_scientific_journal-11982	49	25	less	less	ADJ
american_scientific_journal-11982	49	26	than	than	ADP
american_scientific_journal-11982	49	27	a	a	DET
american_scientific_journal-11982	49	28	2	2	NUM
american_scientific_journal-11982	49	29	%	%	NOUN
american_scientific_journal-11982	49	30	drop	drop	NOUN
american_scientific_journal-11982	49	31	in	in	ADP
american_scientific_journal-11982	49	32	nearest	near	ADJ
american_scientific_journal-11982	49	33	-	-	PUNCT
american_scientific_journal-11982	49	34	neighbor	neighbor	NOUN
american_scientific_journal-11982	49	35	search	search	NOUN
american_scientific_journal-11982	49	36	metrics	metric	NOUN
american_scientific_journal-11982	49	37	.	.	PUNCT
american_scientific_journal-11982	50	1	majumdar	majumdar	PROPN
american_scientific_journal-11982	50	2	a.	a.	PROPN
american_scientific_journal-11982	50	3	and	and	CCONJ
american_scientific_journal-11982	50	4	his	his	PRON
american_scientific_journal-11982	50	5	colleagues	colleague	NOUN
american_scientific_journal-11982	51	1	[	[	X
american_scientific_journal-11982	51	2	11	11	NUM
american_scientific_journal-11982	51	3	]	]	PUNCT
american_scientific_journal-11982	51	4	present	present	VERB
american_scientific_journal-11982	51	5	a	a	DET
american_scientific_journal-11982	51	6	zero	zero	NUM
american_scientific_journal-11982	51	7	-	-	PUNCT
american_scientific_journal-11982	51	8	shot	shoot	VERB
american_scientific_journal-11982	51	9	objectgoal	objectgoal	ADJ
american_scientific_journal-11982	51	10	navigation	navigation	NOUN
american_scientific_journal-11982	51	11	method	method	NOUN
american_scientific_journal-11982	51	12	wherein	wherein	ADJ
american_scientific_journal-11982	51	13	target	target	NOUN
american_scientific_journal-11982	51	14	objects	object	NOUN
american_scientific_journal-11982	51	15	are	be	AUX
american_scientific_journal-11982	51	16	encoded	encode	VERB
american_scientific_journal-11982	51	17	in	in	ADP
american_scientific_journal-11982	51	18	a	a	DET
american_scientific_journal-11982	51	19	multimodal	multimodal	NOUN
american_scientific_journal-11982	51	20	embedding	embed	VERB
american_scientific_journal-11982	51	21	space	space	NOUN
american_scientific_journal-11982	51	22	(	(	PUNCT
american_scientific_journal-11982	51	23	visual	visual	ADJ
american_scientific_journal-11982	51	24	and	and	CCONJ
american_scientific_journal-11982	51	25	linguistic	linguistic	ADJ
american_scientific_journal-11982	51	26	)	)	PUNCT
american_scientific_journal-11982	51	27	and	and	CCONJ
american_scientific_journal-11982	51	28	rapidly	rapidly	ADV
american_scientific_journal-11982	51	29	retrieved	retrieve	VERB
american_scientific_journal-11982	51	30	from	from	ADP
american_scientific_journal-11982	51	31	a	a	DET
american_scientific_journal-11982	51	32	distributed	distribute	VERB
american_scientific_journal-11982	51	33	vector	vector	NOUN
american_scientific_journal-11982	51	34	cache	cache	NOUN
american_scientific_journal-11982	51	35	built	build	VERB
american_scientific_journal-11982	51	36	on	on	ADP
american_scientific_journal-11982	51	37	faiss	faiss	NOUN
american_scientific_journal-11982	51	38	and	and	CCONJ
american_scientific_journal-11982	51	39	nvme	nvme	NOUN
american_scientific_journal-11982	51	40	storage	storage	NOUN
american_scientific_journal-11982	51	41	.	.	PUNCT
american_scientific_journal-11982	52	1	it	it	PRON
american_scientific_journal-11982	52	2	proves	prove	VERB
american_scientific_journal-11982	52	3	that	that	SCONJ
american_scientific_journal-11982	52	4	data	data	NOUN
american_scientific_journal-11982	52	5	reduction	reduction	NOUN
american_scientific_journal-11982	52	6	is	be	AUX
american_scientific_journal-11982	52	7	not	not	PART
american_scientific_journal-11982	52	8	merely	merely	ADV
american_scientific_journal-11982	52	9	a	a	DET
american_scientific_journal-11982	52	10	storage	storage	NOUN
american_scientific_journal-11982	52	11	-	-	PUNCT
american_scientific_journal-11982	52	12	saving	save	VERB
american_scientific_journal-11982	52	13	tactic	tactic	NOUN
american_scientific_journal-11982	52	14	but	but	CCONJ
american_scientific_journal-11982	52	15	a	a	DET
american_scientific_journal-11982	52	16	core	core	NOUN
american_scientific_journal-11982	52	17	enabler	enabler	NOUN
american_scientific_journal-11982	52	18	of	of	ADP
american_scientific_journal-11982	52	19	high	high	ADJ
american_scientific_journal-11982	52	20	-	-	PUNCT
american_scientific_journal-11982	52	21	performance	performance	NOUN
american_scientific_journal-11982	52	22	computation	computation	NOUN
american_scientific_journal-11982	52	23	on	on	ADP
american_scientific_journal-11982	52	24	resource	resource	NOUN
american_scientific_journal-11982	52	25	-	-	PUNCT
american_scientific_journal-11982	52	26	constrained	constrain	VERB
american_scientific_journal-11982	52	27	hardware	hardware	NOUN
american_scientific_journal-11982	52	28	.	.	PUNCT
american_scientific_journal-11982	53	1	these	these	DET
american_scientific_journal-11982	53	2	works	work	NOUN
american_scientific_journal-11982	53	3	represent	represent	VERB
american_scientific_journal-11982	53	4	a	a	DET
american_scientific_journal-11982	53	5	critical	critical	ADJ
american_scientific_journal-11982	53	6	architectural	architectural	ADJ
american_scientific_journal-11982	53	7	shift	shift	NOUN
american_scientific_journal-11982	53	8	.	.	PUNCT
american_scientific_journal-11982	54	1	by	by	ADP
american_scientific_journal-11982	54	2	treating	treat	VERB
american_scientific_journal-11982	54	3	the	the	DET
american_scientific_journal-11982	54	4	disk	disk	NOUN
american_scientific_journal-11982	54	5	not	not	PART
american_scientific_journal-11982	54	6	as	as	ADP
american_scientific_journal-11982	54	7	a	a	DET
american_scientific_journal-11982	54	8	secondary	secondary	ADJ
american_scientific_journal-11982	54	9	backup	backup	NOUN
american_scientific_journal-11982	54	10	but	but	CCONJ
american_scientific_journal-11982	54	11	as	as	ADP
american_scientific_journal-11982	54	12	an	an	DET
american_scientific_journal-11982	54	13	active	active	ADJ
american_scientific_journal-11982	54	14	tier	tier	NOUN
american_scientific_journal-11982	54	15	of	of	ADP
american_scientific_journal-11982	54	16	the	the	DET
american_scientific_journal-11982	54	17	index	index	NOUN
american_scientific_journal-11982	54	18	,	,	PUNCT
american_scientific_journal-11982	54	19	they	they	PRON
american_scientific_journal-11982	54	20	demonstrate	demonstrate	VERB
american_scientific_journal-11982	54	21	that	that	SCONJ
american_scientific_journal-11982	54	22	the	the	DET
american_scientific_journal-11982	54	23	performance	performance	NOUN
american_scientific_journal-11982	54	24	gap	gap	NOUN
american_scientific_journal-11982	54	25	between	between	ADP
american_scientific_journal-11982	54	26	dram	dram	PROPN
american_scientific_journal-11982	54	27	and	and	CCONJ
american_scientific_journal-11982	54	28	ssd	ssd	NOUN
american_scientific_journal-11982	54	29	can	can	AUX
american_scientific_journal-11982	54	30	be	be	AUX
american_scientific_journal-11982	54	31	bridged	bridge	VERB
american_scientific_journal-11982	54	32	through	through	ADP
american_scientific_journal-11982	54	33	intelligent	intelligent	ADJ
american_scientific_journal-11982	54	34	algorithm	algorithm	NOUN
american_scientific_journal-11982	54	35	design	design	NOUN
american_scientific_journal-11982	54	36	,	,	PUNCT
american_scientific_journal-11982	54	37	making	make	VERB
american_scientific_journal-11982	54	38	billion	billion	NUM
american_scientific_journal-11982	54	39	-	-	PUNCT
american_scientific_journal-11982	54	40	scale	scale	NOUN
american_scientific_journal-11982	54	41	search	search	NOUN
american_scientific_journal-11982	54	42	economically	economically	ADV
american_scientific_journal-11982	54	43	feasible	feasible	ADJ
american_scientific_journal-11982	54	44	.	.	PUNCT
american_scientific_journal-11982	55	1	a	a	DET
american_scientific_journal-11982	55	2	critical	critical	ADJ
american_scientific_journal-11982	55	3	test	test	NOUN
american_scientific_journal-11982	55	4	for	for	ADP
american_scientific_journal-11982	55	5	these	these	DET
american_scientific_journal-11982	55	6	systems	system	NOUN
american_scientific_journal-11982	55	7	is	be	AUX
american_scientific_journal-11982	55	8	their	their	PRON
american_scientific_journal-11982	55	9	performance	performance	NOUN
american_scientific_journal-11982	55	10	under	under	ADP
american_scientific_journal-11982	55	11	real	real	ADJ
american_scientific_journal-11982	55	12	-	-	PUNCT
american_scientific_journal-11982	55	13	world	world	NOUN
american_scientific_journal-11982	55	14	dynamic	dynamic	ADJ
american_scientific_journal-11982	55	15	workloads	workload	NOUN
american_scientific_journal-11982	55	16	.	.	PUNCT
american_scientific_journal-11982	56	1	architectures	architecture	NOUN
american_scientific_journal-11982	56	2	for	for	ADP
american_scientific_journal-11982	56	3	web	web	NOUN
american_scientific_journal-11982	56	4	-	-	NOUN
american_scientific_journal-11982	56	5	scale	scale	NOUN
american_scientific_journal-11982	56	6	web	web	NOUN
american_scientific_journal-11982	56	7	search	search	NOUN
american_scientific_journal-11982	56	8	were	be	AUX
american_scientific_journal-11982	56	9	tested	test	VERB
american_scientific_journal-11982	56	10	by	by	ADP
american_scientific_journal-11982	56	11	muhamed	muhamed	PROPN
american_scientific_journal-11982	56	12	a.	a.	PROPN
american_scientific_journal-11982	56	13	and	and	CCONJ
american_scientific_journal-11982	56	14	his	his	PRON
american_scientific_journal-11982	56	15	colleagues	colleague	NOUN
american_scientific_journal-11982	56	16	[	[	X
american_scientific_journal-11982	56	17	10	10	NUM
american_scientific_journal-11982	56	18	]	]	PUNCT
american_scientific_journal-11982	56	19	on	on	ADP
american_scientific_journal-11982	56	20	datasets	dataset	NOUN
american_scientific_journal-11982	56	21	such	such	ADJ
american_scientific_journal-11982	56	22	as	as	ADP
american_scientific_journal-11982	56	23	ms	ms	PROPN
american_scientific_journal-11982	56	24	marco	marco	PROPN
american_scientific_journal-11982	56	25	in	in	ADP
american_scientific_journal-11982	56	26	a	a	DET
american_scientific_journal-11982	56	27	2024	2024	NUM
american_scientific_journal-11982	56	28	study	study	NOUN
american_scientific_journal-11982	56	29	.	.	PUNCT
american_scientific_journal-11982	57	1	chen	chen	PROPN
american_scientific_journal-11982	57	2	k.	k.	PROPN
american_scientific_journal-11982	57	3	and	and	CCONJ
american_scientific_journal-11982	57	4	his	his	PRON
american_scientific_journal-11982	57	5	colleagues	colleague	NOUN
american_scientific_journal-11982	58	1	[	[	X
american_scientific_journal-11982	58	2	8	8	NUM
american_scientific_journal-11982	58	3	]	]	PUNCT
american_scientific_journal-11982	58	4	found	find	VERB
american_scientific_journal-11982	58	5	that	that	SCONJ
american_scientific_journal-11982	58	6	they	they	PRON
american_scientific_journal-11982	58	7	combined	combine	VERB
american_scientific_journal-11982	58	8	hnsw	hnsw	NOUN
american_scientific_journal-11982	58	9	with	with	ADP
american_scientific_journal-11982	58	10	ssds	ssds	NOUN
american_scientific_journal-11982	58	11	for	for	ADP
american_scientific_journal-11982	58	12	cold	cold	ADJ
american_scientific_journal-11982	58	13	vectors	vector	NOUN
american_scientific_journal-11982	58	14	.	.	PUNCT
american_scientific_journal-11982	59	1	handling	handle	VERB
american_scientific_journal-11982	59	2	continuous	continuous	ADJ
american_scientific_journal-11982	59	3	data	datum	NOUN
american_scientific_journal-11982	59	4	input	input	NOUN
american_scientific_journal-11982	59	5	is	be	AUX
american_scientific_journal-11982	59	6	also	also	ADV
american_scientific_journal-11982	59	7	a	a	DET
american_scientific_journal-11982	59	8	major	major	ADJ
american_scientific_journal-11982	59	9	challenge	challenge	NOUN
american_scientific_journal-11982	59	10	.	.	PUNCT
american_scientific_journal-11982	60	1	chakraborty	chakraborty	PROPN
american_scientific_journal-11982	60	2	t.	t.	PROPN
american_scientific_journal-11982	60	3	,	,	PUNCT
american_scientific_journal-11982	60	4	bera	bera	PROPN
american_scientific_journal-11982	60	5	d.	d.	PROPN
american_scientific_journal-11982	61	1	[	[	X
american_scientific_journal-11982	61	2	9	9	NUM
american_scientific_journal-11982	61	3	]	]	PUNCT
american_scientific_journal-11982	61	4	explore	explore	VERB
american_scientific_journal-11982	61	5	this	this	DET
american_scientific_journal-11982	61	6	issue	issue	NOUN
american_scientific_journal-11982	61	7	by	by	ADP
american_scientific_journal-11982	61	8	implementing	implement	VERB
american_scientific_journal-11982	61	9	sketch	sketch	NOUN
american_scientific_journal-11982	61	10	-	-	PUNCT
american_scientific_journal-11982	61	11	based	base	VERB
american_scientific_journal-11982	61	12	data	data	NOUN
american_scientific_journal-11982	61	13	structures	structure	NOUN
american_scientific_journal-11982	61	14	and	and	CCONJ
american_scientific_journal-11982	61	15	lsh	lsh	NOUN
american_scientific_journal-11982	61	16	for	for	ADP
american_scientific_journal-11982	61	17	fast	fast	ADJ
american_scientific_journal-11982	61	18	filtering	filtering	NOUN
american_scientific_journal-11982	61	19	of	of	ADP
american_scientific_journal-11982	61	20	dynamic	dynamic	ADJ
american_scientific_journal-11982	61	21	graphs	graph	NOUN
american_scientific_journal-11982	61	22	.	.	PUNCT
american_scientific_journal-11982	62	1	these	these	DET
american_scientific_journal-11982	62	2	studies	study	NOUN
american_scientific_journal-11982	62	3	underscore	underscore	VERB
american_scientific_journal-11982	62	4	that	that	SCONJ
american_scientific_journal-11982	62	5	a	a	DET
american_scientific_journal-11982	62	6	complete	complete	ADJ
american_scientific_journal-11982	62	7	solution	solution	NOUN
american_scientific_journal-11982	62	8	must	must	AUX
american_scientific_journal-11982	62	9	address	address	VERB
american_scientific_journal-11982	62	10	the	the	DET
american_scientific_journal-11982	62	11	full	full	ADJ
american_scientific_journal-11982	62	12	data	datum	NOUN
american_scientific_journal-11982	62	13	lifecycle	lifecycle	NOUN
american_scientific_journal-11982	62	14	.	.	PUNCT
american_scientific_journal-11982	63	1	while	while	SCONJ
american_scientific_journal-11982	63	2	many	many	ADJ
american_scientific_journal-11982	63	3	hybrid	hybrid	ADJ
american_scientific_journal-11982	63	4	models	model	NOUN
american_scientific_journal-11982	63	5	excel	excel	VERB
american_scientific_journal-11982	63	6	with	with	ADP
american_scientific_journal-11982	63	7	static	static	ADJ
american_scientific_journal-11982	63	8	datasets	dataset	NOUN
american_scientific_journal-11982	63	9	,	,	PUNCT
american_scientific_journal-11982	63	10	their	their	PRON
american_scientific_journal-11982	63	11	performance	performance	NOUN
american_scientific_journal-11982	63	12	and	and	CCONJ
american_scientific_journal-11982	63	13	consistency	consistency	NOUN
american_scientific_journal-11982	63	14	under	under	ADP
american_scientific_journal-11982	63	15	frequent	frequent	ADJ
american_scientific_journal-11982	63	16	insertions	insertion	NOUN
american_scientific_journal-11982	63	17	and	and	CCONJ
american_scientific_journal-11982	63	18	deletions	deletion	NOUN
american_scientific_journal-11982	63	19	remain	remain	VERB
american_scientific_journal-11982	63	20	a	a	DET
american_scientific_journal-11982	63	21	significant	significant	ADJ
american_scientific_journal-11982	63	22	challenge	challenge	NOUN
american_scientific_journal-11982	63	23	,	,	PUNCT
american_scientific_journal-11982	63	24	pointing	point	VERB
american_scientific_journal-11982	63	25	toward	toward	ADP
american_scientific_journal-11982	63	26	the	the	DET
american_scientific_journal-11982	63	27	need	need	NOUN
american_scientific_journal-11982	63	28	for	for	ADP
american_scientific_journal-11982	63	29	architectures	architecture	NOUN
american_scientific_journal-11982	63	30	designed	design	VERB
american_scientific_journal-11982	63	31	with	with	ADP
american_scientific_journal-11982	63	32	dynamic	dynamic	ADJ
american_scientific_journal-11982	63	33	data	datum	NOUN
american_scientific_journal-11982	63	34	in	in	ADP
american_scientific_journal-11982	63	35	mind	mind	NOUN
american_scientific_journal-11982	63	36	.	.	PUNCT
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american_scientific_journal-11982	64	2	academic	academic	ADJ
american_scientific_journal-11982	64	3	scientific	scientific	ADJ
american_scientific_journal-11982	64	4	research	research	NOUN
american_scientific_journal-11982	64	5	journal	journal	NOUN
american_scientific_journal-11982	64	6	for	for	ADP
american_scientific_journal-11982	64	7	engineering	engineering	NOUN
american_scientific_journal-11982	64	8	,	,	PUNCT
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american_scientific_journal-11982	64	10	,	,	PUNCT
american_scientific_journal-11982	64	11	and	and	CCONJ
american_scientific_journal-11982	64	12	sciences	science	NOUN
american_scientific_journal-11982	64	13	(	(	PUNCT
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american_scientific_journal-11982	64	15	)	)	PUNCT
american_scientific_journal-11982	64	16	volume	volume	NOUN
american_scientific_journal-11982	64	17	102	102	NUM
american_scientific_journal-11982	64	18	,	,	PUNCT
american_scientific_journal-11982	64	19	no	no	DET
american_scientific_journal-11982	64	20	1	1	NUM
american_scientific_journal-11982	64	21	,	,	PUNCT
american_scientific_journal-11982	64	22	pp	pp	ADV
american_scientific_journal-11982	64	23	477	477	NUM
american_scientific_journal-11982	64	24	-	-	SYM
american_scientific_journal-11982	64	25	486	486	NUM
american_scientific_journal-11982	64	26	480	480	NUM
american_scientific_journal-11982	64	27	thus	thus	ADV
american_scientific_journal-11982	64	28	,	,	PUNCT
american_scientific_journal-11982	64	29	based	base	VERB
american_scientific_journal-11982	64	30	on	on	ADP
american_scientific_journal-11982	64	31	the	the	DET
american_scientific_journal-11982	64	32	conducted	conduct	VERB
american_scientific_journal-11982	64	33	literature	literature	NOUN
american_scientific_journal-11982	64	34	analysis	analysis	NOUN
american_scientific_journal-11982	64	35	,	,	PUNCT
american_scientific_journal-11982	64	36	apparent	apparent	ADJ
american_scientific_journal-11982	64	37	contradictions	contradiction	NOUN
american_scientific_journal-11982	64	38	exist	exist	VERB
american_scientific_journal-11982	64	39	between	between	ADP
american_scientific_journal-11982	64	40	theoretical	theoretical	ADJ
american_scientific_journal-11982	64	41	and	and	CCONJ
american_scientific_journal-11982	64	42	practical	practical	ADJ
american_scientific_journal-11982	64	43	findings	finding	NOUN
american_scientific_journal-11982	64	44	.	.	PUNCT
american_scientific_journal-11982	65	1	while	while	SCONJ
american_scientific_journal-11982	65	2	the	the	DET
american_scientific_journal-11982	65	3	authors	author	NOUN
american_scientific_journal-11982	65	4	in	in	ADP
american_scientific_journal-11982	65	5	sources	source	NOUN
american_scientific_journal-11982	65	6	[	[	X
american_scientific_journal-11982	65	7	4	4	NUM
american_scientific_journal-11982	65	8	,	,	PUNCT
american_scientific_journal-11982	65	9	5	5	NUM
american_scientific_journal-11982	65	10	]	]	PUNCT
american_scientific_journal-11982	65	11	highlight	highlight	VERB
american_scientific_journal-11982	65	12	fundamental	fundamental	ADJ
american_scientific_journal-11982	65	13	limitations	limitation	NOUN
american_scientific_journal-11982	65	14	regarding	regard	VERB
american_scientific_journal-11982	65	15	the	the	DET
american_scientific_journal-11982	65	16	sizes	size	NOUN
american_scientific_journal-11982	65	17	and	and	CCONJ
american_scientific_journal-11982	65	18	densities	density	NOUN
american_scientific_journal-11982	65	19	of	of	ADP
american_scientific_journal-11982	65	20	graphs	graph	NOUN
american_scientific_journal-11982	65	21	,	,	PUNCT
american_scientific_journal-11982	65	22	practical	practical	ADJ
american_scientific_journal-11982	65	23	systems	system	NOUN
american_scientific_journal-11982	65	24	discussed	discuss	VERB
american_scientific_journal-11982	65	25	in	in	ADP
american_scientific_journal-11982	65	26	sources	source	NOUN
american_scientific_journal-11982	65	27	[	[	X
american_scientific_journal-11982	65	28	3	3	NUM
american_scientific_journal-11982	65	29	,	,	PUNCT
american_scientific_journal-11982	65	30	6	6	NUM
american_scientific_journal-11982	65	31	]	]	PUNCT
american_scientific_journal-11982	65	32	exhibit	exhibit	VERB
american_scientific_journal-11982	65	33	stable	stable	ADJ
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american_scientific_journal-11982	65	35	with	with	ADP
american_scientific_journal-11982	65	36	billion	billion	NUM
american_scientific_journal-11982	65	37	-	-	PUNCT
american_scientific_journal-11982	65	38	scale	scale	NOUN
american_scientific_journal-11982	65	39	datasets	dataset	NOUN
american_scientific_journal-11982	65	40	.	.	PUNCT
american_scientific_journal-11982	66	1	this	this	DET
american_scientific_journal-11982	66	2	discrepancy	discrepancy	NOUN
american_scientific_journal-11982	66	3	indicates	indicate	VERB
american_scientific_journal-11982	66	4	an	an	DET
american_scientific_journal-11982	66	5	inadequate	inadequate	ADJ
american_scientific_journal-11982	66	6	consideration	consideration	NOUN
american_scientific_journal-11982	66	7	of	of	ADP
american_scientific_journal-11982	66	8	engineering	engineer	VERB
american_scientific_journal-11982	66	9	optimization	optimization	NOUN
american_scientific_journal-11982	66	10	and	and	CCONJ
american_scientific_journal-11982	66	11	compression	compression	NOUN
american_scientific_journal-11982	66	12	factors	factor	NOUN
american_scientific_journal-11982	66	13	within	within	ADP
american_scientific_journal-11982	66	14	theoretical	theoretical	ADJ
american_scientific_journal-11982	66	15	models	model	NOUN
american_scientific_journal-11982	66	16	.	.	PUNCT
american_scientific_journal-11982	67	1	furthermore	furthermore	ADV
american_scientific_journal-11982	67	2	,	,	PUNCT
american_scientific_journal-11982	67	3	despite	despite	SCONJ
american_scientific_journal-11982	67	4	successful	successful	ADJ
american_scientific_journal-11982	67	5	examples	example	NOUN
american_scientific_journal-11982	67	6	of	of	ADP
american_scientific_journal-11982	67	7	hybrid	hybrid	ADJ
american_scientific_journal-11982	67	8	storage	storage	NOUN
american_scientific_journal-11982	67	9	(	(	PUNCT
american_scientific_journal-11982	67	10	diskann	diskann	PROPN
american_scientific_journal-11982	67	11	,	,	PUNCT
american_scientific_journal-11982	67	12	bang	bang	PROPN
american_scientific_journal-11982	67	13	)	)	PUNCT
american_scientific_journal-11982	67	14	,	,	PUNCT
american_scientific_journal-11982	67	15	there	there	PRON
american_scientific_journal-11982	67	16	is	be	VERB
american_scientific_journal-11982	67	17	limited	limited	ADJ
american_scientific_journal-11982	67	18	research	research	NOUN
american_scientific_journal-11982	67	19	addressing	address	VERB
american_scientific_journal-11982	67	20	energy	energy	NOUN
american_scientific_journal-11982	67	21	efficiency	efficiency	NOUN
american_scientific_journal-11982	67	22	and	and	CCONJ
american_scientific_journal-11982	67	23	total	total	ADJ
american_scientific_journal-11982	67	24	ownership	ownership	NOUN
american_scientific_journal-11982	67	25	cost	cost	NOUN
american_scientific_journal-11982	67	26	analysis	analysis	NOUN
american_scientific_journal-11982	67	27	for	for	ADP
american_scientific_journal-11982	67	28	such	such	ADJ
american_scientific_journal-11982	67	29	systems	system	NOUN
american_scientific_journal-11982	67	30	.	.	PUNCT
american_scientific_journal-11982	68	1	issues	issue	NOUN
american_scientific_journal-11982	68	2	related	relate	VERB
american_scientific_journal-11982	68	3	to	to	ADP
american_scientific_journal-11982	68	4	dynamic	dynamic	ADJ
american_scientific_journal-11982	68	5	updates	update	NOUN
american_scientific_journal-11982	68	6	of	of	ADP
american_scientific_journal-11982	68	7	graph	graph	NOUN
american_scientific_journal-11982	68	8	indices	index	NOUN
american_scientific_journal-11982	68	9	and	and	CCONJ
american_scientific_journal-11982	68	10	support	support	NOUN
american_scientific_journal-11982	68	11	for	for	ADP
american_scientific_journal-11982	68	12	online	online	ADJ
american_scientific_journal-11982	68	13	transactions	transaction	NOUN
american_scientific_journal-11982	68	14	without	without	ADP
american_scientific_journal-11982	68	15	complete	complete	ADJ
american_scientific_journal-11982	68	16	structural	structural	ADJ
american_scientific_journal-11982	68	17	reconstruction	reconstruction	NOUN
american_scientific_journal-11982	68	18	are	be	AUX
american_scientific_journal-11982	68	19	almost	almost	ADV
american_scientific_journal-11982	68	20	unexplored	unexplored	ADJ
american_scientific_journal-11982	68	21	.	.	PUNCT
american_scientific_journal-11982	69	1	problems	problem	NOUN
american_scientific_journal-11982	69	2	regarding	regard	VERB
american_scientific_journal-11982	69	3	consistency	consistency	NOUN
american_scientific_journal-11982	69	4	and	and	CCONJ
american_scientific_journal-11982	69	5	fault	fault	VERB
american_scientific_journal-11982	69	6	tolerance	tolerance	NOUN
american_scientific_journal-11982	69	7	in	in	ADP
american_scientific_journal-11982	69	8	distributed	distribute	VERB
american_scientific_journal-11982	69	9	hybrid	hybrid	ADJ
american_scientific_journal-11982	69	10	storage	storage	NOUN
american_scientific_journal-11982	69	11	,	,	PUNCT
american_scientific_journal-11982	69	12	as	as	ADV
american_scientific_journal-11982	69	13	well	well	ADV
american_scientific_journal-11982	69	14	as	as	ADP
american_scientific_journal-11982	69	15	interactions	interaction	NOUN
american_scientific_journal-11982	69	16	between	between	ADP
american_scientific_journal-11982	69	17	embedding	embed	VERB
american_scientific_journal-11982	69	18	quantization	quantization	NOUN
american_scientific_journal-11982	69	19	and	and	CCONJ
american_scientific_journal-11982	69	20	graph	graph	NOUN
american_scientific_journal-11982	69	21	path	path	NOUN
american_scientific_journal-11982	69	22	quality	quality	NOUN
american_scientific_journal-11982	69	23	,	,	PUNCT
american_scientific_journal-11982	69	24	remain	remain	VERB
american_scientific_journal-11982	69	25	insufficiently	insufficiently	ADV
american_scientific_journal-11982	69	26	studied	study	VERB
american_scientific_journal-11982	69	27	.	.	PUNCT
american_scientific_journal-11982	70	1	finally	finally	ADV
american_scientific_journal-11982	70	2	,	,	PUNCT
american_scientific_journal-11982	70	3	there	there	PRON
american_scientific_journal-11982	70	4	is	be	VERB
american_scientific_journal-11982	70	5	a	a	DET
american_scientific_journal-11982	70	6	need	need	NOUN
american_scientific_journal-11982	70	7	for	for	ADP
american_scientific_journal-11982	70	8	more	more	ADV
american_scientific_journal-11982	70	9	comprehensive	comprehensive	ADJ
american_scientific_journal-11982	70	10	comparisons	comparison	NOUN
american_scientific_journal-11982	70	11	of	of	ADP
american_scientific_journal-11982	70	12	hybrid	hybrid	ADJ
american_scientific_journal-11982	70	13	approaches	approach	NOUN
american_scientific_journal-11982	70	14	under	under	ADP
american_scientific_journal-11982	70	15	realistic	realistic	ADJ
american_scientific_journal-11982	70	16	web	web	NOUN
american_scientific_journal-11982	70	17	workloads	workload	NOUN
american_scientific_journal-11982	70	18	,	,	PUNCT
american_scientific_journal-11982	70	19	such	such	ADJ
american_scientific_journal-11982	70	20	as	as	ADP
american_scientific_journal-11982	70	21	those	those	PRON
american_scientific_journal-11982	70	22	used	use	VERB
american_scientific_journal-11982	70	23	in	in	ADP
american_scientific_journal-11982	70	24	ms	ms	PROPN
american_scientific_journal-11982	70	25	marco	marco	PROPN
american_scientific_journal-11982	70	26	and	and	CCONJ
american_scientific_journal-11982	70	27	baidu	baidu	NOUN
american_scientific_journal-11982	70	28	search	search	NOUN
american_scientific_journal-11982	70	29	.	.	PUNCT
american_scientific_journal-11982	71	1	3	3	X
american_scientific_journal-11982	71	2	.	.	X
american_scientific_journal-11982	71	3	results	result	NOUN
american_scientific_journal-11982	71	4	and	and	CCONJ
american_scientific_journal-11982	71	5	discussion	discussion	NOUN
american_scientific_journal-11982	71	6	as	as	ADP
american_scientific_journal-11982	71	7	a	a	DET
american_scientific_journal-11982	71	8	response	response	NOUN
american_scientific_journal-11982	71	9	to	to	ADP
american_scientific_journal-11982	71	10	the	the	DET
american_scientific_journal-11982	71	11	tasks	task	NOUN
american_scientific_journal-11982	71	12	set	set	VERB
american_scientific_journal-11982	71	13	,	,	PUNCT
american_scientific_journal-11982	71	14	it	it	PRON
american_scientific_journal-11982	71	15	is	be	AUX
american_scientific_journal-11982	71	16	proposed	propose	VERB
american_scientific_journal-11982	71	17	to	to	PART
american_scientific_journal-11982	71	18	employ	employ	VERB
american_scientific_journal-11982	71	19	a	a	DET
american_scientific_journal-11982	71	20	multilayer	multilayer	ADJ
american_scientific_journal-11982	71	21	hybrid	hybrid	ADJ
american_scientific_journal-11982	71	22	data	datum	NOUN
american_scientific_journal-11982	71	23	storage	storage	NOUN
american_scientific_journal-11982	71	24	architecture	architecture	NOUN
american_scientific_journal-11982	71	25	(	(	PUNCT
american_scientific_journal-11982	71	26	figure	figure	NOUN
american_scientific_journal-11982	71	27	1	1	NUM
american_scientific_journal-11982	71	28	)	)	PUNCT
american_scientific_journal-11982	71	29	in	in	ADP
american_scientific_journal-11982	71	30	which	which	PRON
american_scientific_journal-11982	71	31	the	the	DET
american_scientific_journal-11982	71	32	components	component	NOUN
american_scientific_journal-11982	71	33	of	of	ADP
american_scientific_journal-11982	71	34	the	the	DET
american_scientific_journal-11982	71	35	vector	vector	NOUN
american_scientific_journal-11982	71	36	index	index	NOUN
american_scientific_journal-11982	71	37	and	and	CCONJ
american_scientific_journal-11982	71	38	the	the	DET
american_scientific_journal-11982	71	39	vector	vector	NOUN
american_scientific_journal-11982	71	40	data	data	NOUN
american_scientific_journal-11982	71	41	representations	representation	VERB
american_scientific_journal-11982	71	42	themselves	themselves	PRON
american_scientific_journal-11982	71	43	are	be	AUX
american_scientific_journal-11982	71	44	deliberately	deliberately	ADV
american_scientific_journal-11982	71	45	separated	separate	VERB
american_scientific_journal-11982	71	46	across	across	ADP
american_scientific_journal-11982	71	47	three	three	NUM
american_scientific_journal-11982	71	48	functionally	functionally	ADV
american_scientific_journal-11982	71	49	distinct	distinct	ADJ
american_scientific_journal-11982	71	50	tiers	tier	NOUN
american_scientific_journal-11982	71	51	.	.	PUNCT
american_scientific_journal-11982	72	1	on	on	ADP
american_scientific_journal-11982	72	2	the	the	DET
american_scientific_journal-11982	72	3	hot	hot	ADJ
american_scientific_journal-11982	72	4	tier	tier	NOUN
american_scientific_journal-11982	72	5	,	,	PUNCT
american_scientific_journal-11982	72	6	dynamic	dynamic	ADJ
american_scientific_journal-11982	72	7	random	random	ADJ
american_scientific_journal-11982	72	8	-	-	PUNCT
american_scientific_journal-11982	72	9	access	access	NOUN
american_scientific_journal-11982	72	10	memory	memory	NOUN
american_scientific_journal-11982	72	11	(	(	PUNCT
american_scientific_journal-11982	72	12	dram	dram	PROPN
american_scientific_journal-11982	72	13	)	)	PUNCT
american_scientific_journal-11982	72	14	is	be	AUX
american_scientific_journal-11982	72	15	used	use	VERB
american_scientific_journal-11982	72	16	to	to	PART
american_scientific_journal-11982	72	17	host	host	VERB
american_scientific_journal-11982	72	18	the	the	DET
american_scientific_journal-11982	72	19	most	most	ADV
american_scientific_journal-11982	72	20	frequently	frequently	ADV
american_scientific_journal-11982	72	21	requested	request	VERB
american_scientific_journal-11982	72	22	index	index	NOUN
american_scientific_journal-11982	72	23	fragments	fragment	NOUN
american_scientific_journal-11982	72	24	and	and	CCONJ
american_scientific_journal-11982	72	25	hot	hot	ADJ
american_scientific_journal-11982	72	26	data	datum	NOUN
american_scientific_journal-11982	72	27	,	,	PUNCT
american_scientific_journal-11982	72	28	providing	provide	VERB
american_scientific_journal-11982	72	29	microsecond	microsecond	NOUN
american_scientific_journal-11982	72	30	-	-	PUNCT
american_scientific_journal-11982	72	31	scale	scale	NOUN
american_scientific_journal-11982	72	32	latency	latency	NOUN
american_scientific_journal-11982	72	33	during	during	ADP
american_scientific_journal-11982	72	34	search	search	NOUN
american_scientific_journal-11982	72	35	retrieval	retrieval	NOUN
american_scientific_journal-11982	72	36	.	.	PUNCT
american_scientific_journal-11982	73	1	on	on	ADP
american_scientific_journal-11982	73	2	the	the	DET
american_scientific_journal-11982	73	3	intermediate	intermediate	ADJ
american_scientific_journal-11982	73	4	warm	warm	ADJ
american_scientific_journal-11982	73	5	tier	tier	NOUN
american_scientific_journal-11982	73	6	,	,	PUNCT
american_scientific_journal-11982	73	7	extended	extended	ADJ
american_scientific_journal-11982	73	8	parts	part	NOUN
american_scientific_journal-11982	73	9	of	of	ADP
american_scientific_journal-11982	73	10	the	the	DET
american_scientific_journal-11982	73	11	index	index	NOUN
american_scientific_journal-11982	73	12	and	and	CCONJ
american_scientific_journal-11982	73	13	data	datum	NOUN
american_scientific_journal-11982	73	14	are	be	AUX
american_scientific_journal-11982	73	15	stored	store	VERB
american_scientific_journal-11982	73	16	on	on	ADP
american_scientific_journal-11982	73	17	solidstate	solidstate	PROPN
american_scientific_journal-11982	73	18	drives	drive	NOUN
american_scientific_journal-11982	73	19	(	(	PUNCT
american_scientific_journal-11982	73	20	ssd	ssd	NOUN
american_scientific_journal-11982	73	21	)	)	PUNCT
american_scientific_journal-11982	73	22	,	,	PUNCT
american_scientific_journal-11982	73	23	which	which	PRON
american_scientific_journal-11982	73	24	are	be	AUX
american_scientific_journal-11982	73	25	more	more	ADV
american_scientific_journal-11982	73	26	expensive	expensive	ADJ
american_scientific_journal-11982	73	27	than	than	ADP
american_scientific_journal-11982	73	28	hdds	hdd	NOUN
american_scientific_journal-11982	73	29	but	but	CCONJ
american_scientific_journal-11982	73	30	offer	offer	VERB
american_scientific_journal-11982	73	31	substantially	substantially	ADV
american_scientific_journal-11982	73	32	lower	low	ADJ
american_scientific_journal-11982	73	33	latency	latency	NOUN
american_scientific_journal-11982	73	34	compared	compare	VERB
american_scientific_journal-11982	73	35	with	with	ADP
american_scientific_journal-11982	73	36	magnetic	magnetic	ADJ
american_scientific_journal-11982	73	37	disks	disk	NOUN
american_scientific_journal-11982	73	38	.	.	PUNCT
american_scientific_journal-11982	74	1	finally	finally	ADV
american_scientific_journal-11982	74	2	,	,	PUNCT
american_scientific_journal-11982	74	3	on	on	ADP
american_scientific_journal-11982	74	4	the	the	DET
american_scientific_journal-11982	74	5	cold	cold	ADJ
american_scientific_journal-11982	74	6	tier	tier	NOUN
american_scientific_journal-11982	74	7	—	—	PUNCT
american_scientific_journal-11982	74	8	for	for	ADP
american_scientific_journal-11982	74	9	extremely	extremely	ADV
american_scientific_journal-11982	74	10	infrequent	infrequent	ADJ
american_scientific_journal-11982	74	11	queries	query	NOUN
american_scientific_journal-11982	74	12	and	and	CCONJ
american_scientific_journal-11982	74	13	archival	archival	NOUN
american_scientific_journal-11982	74	14	segments	segment	NOUN
american_scientific_journal-11982	74	15	—	—	PUNCT
american_scientific_journal-11982	74	16	traditional	traditional	ADJ
american_scientific_journal-11982	74	17	hard	hard	ADJ
american_scientific_journal-11982	74	18	-	-	PUNCT
american_scientific_journal-11982	74	19	disk	disk	NOUN
american_scientific_journal-11982	74	20	drives	drive	NOUN
american_scientific_journal-11982	74	21	(	(	PUNCT
american_scientific_journal-11982	74	22	hdd	hdd	NOUN
american_scientific_journal-11982	74	23	)	)	PUNCT
american_scientific_journal-11982	74	24	or	or	CCONJ
american_scientific_journal-11982	74	25	scalable	scalable	ADJ
american_scientific_journal-11982	74	26	object	object	NOUN
american_scientific_journal-11982	74	27	stores	store	NOUN
american_scientific_journal-11982	74	28	are	be	AUX
american_scientific_journal-11982	74	29	employed	employ	VERB
american_scientific_journal-11982	74	30	,	,	PUNCT
american_scientific_journal-11982	74	31	where	where	SCONJ
american_scientific_journal-11982	74	32	capacity	capacity	NOUN
american_scientific_journal-11982	74	33	and	and	CCONJ
american_scientific_journal-11982	74	34	cost	cost	NOUN
american_scientific_journal-11982	74	35	per	per	ADP
american_scientific_journal-11982	74	36	gigabyte	gigabyte	NOUN
american_scientific_journal-11982	74	37	of	of	ADP
american_scientific_journal-11982	74	38	storage	storage	NOUN
american_scientific_journal-11982	74	39	constitute	constitute	VERB
american_scientific_journal-11982	74	40	the	the	DET
american_scientific_journal-11982	74	41	primary	primary	ADJ
american_scientific_journal-11982	74	42	criteria	criterion	NOUN
american_scientific_journal-11982	75	1	[	[	X
american_scientific_journal-11982	75	2	3	3	NUM
american_scientific_journal-11982	75	3	,	,	PUNCT
american_scientific_journal-11982	75	4	5	5	NUM
american_scientific_journal-11982	75	5	]	]	PUNCT
american_scientific_journal-11982	75	6	.	.	PUNCT
american_scientific_journal-11982	76	1	the	the	DET
american_scientific_journal-11982	76	2	main	main	ADJ
american_scientific_journal-11982	76	3	objective	objective	NOUN
american_scientific_journal-11982	76	4	of	of	ADP
american_scientific_journal-11982	76	5	this	this	DET
american_scientific_journal-11982	76	6	architecture	architecture	NOUN
american_scientific_journal-11982	76	7	is	be	AUX
american_scientific_journal-11982	76	8	to	to	PART
american_scientific_journal-11982	76	9	achieve	achieve	VERB
american_scientific_journal-11982	76	10	an	an	DET
american_scientific_journal-11982	76	11	optimal	optimal	ADJ
american_scientific_journal-11982	76	12	trade	trade	NOUN
american_scientific_journal-11982	76	13	-	-	PUNCT
american_scientific_journal-11982	76	14	off	off	NOUN
american_scientific_journal-11982	76	15	between	between	ADP
american_scientific_journal-11982	76	16	the	the	DET
american_scientific_journal-11982	76	17	lowest	low	ADJ
american_scientific_journal-11982	76	18	possible	possible	ADJ
american_scientific_journal-11982	76	19	search	search	NOUN
american_scientific_journal-11982	76	20	latency	latency	NOUN
american_scientific_journal-11982	76	21	and	and	CCONJ
american_scientific_journal-11982	76	22	the	the	DET
american_scientific_journal-11982	76	23	economic	economic	ADJ
american_scientific_journal-11982	76	24	efficiency	efficiency	NOUN
american_scientific_journal-11982	76	25	of	of	ADP
american_scientific_journal-11982	76	26	ownership	ownership	NOUN
american_scientific_journal-11982	76	27	:	:	PUNCT
american_scientific_journal-11982	76	28	by	by	ADP
american_scientific_journal-11982	76	29	dynamically	dynamically	ADV
american_scientific_journal-11982	76	30	distributing	distribute	VERB
american_scientific_journal-11982	76	31	hot	hot	ADJ
american_scientific_journal-11982	76	32	,	,	PUNCT
american_scientific_journal-11982	76	33	warm	warm	ADJ
american_scientific_journal-11982	76	34	and	and	CCONJ
american_scientific_journal-11982	76	35	cold	cold	ADJ
american_scientific_journal-11982	76	36	data	datum	NOUN
american_scientific_journal-11982	76	37	across	across	ADP
american_scientific_journal-11982	76	38	the	the	DET
american_scientific_journal-11982	76	39	corresponding	corresponding	ADJ
american_scientific_journal-11982	76	40	storage	storage	NOUN
american_scientific_journal-11982	76	41	tiers	tier	NOUN
american_scientific_journal-11982	76	42	,	,	PUNCT
american_scientific_journal-11982	76	43	lookup	lookup	NOUN
american_scientific_journal-11982	76	44	operations	operation	NOUN
american_scientific_journal-11982	76	45	are	be	AUX
american_scientific_journal-11982	76	46	accelerated	accelerate	VERB
american_scientific_journal-11982	76	47	on	on	ADP
american_scientific_journal-11982	76	48	the	the	DET
american_scientific_journal-11982	76	49	hot	hot	ADJ
american_scientific_journal-11982	76	50	layer	layer	NOUN
american_scientific_journal-11982	76	51	,	,	PUNCT
american_scientific_journal-11982	76	52	whereas	whereas	SCONJ
american_scientific_journal-11982	76	53	less	less	ADJ
american_scientific_journal-11982	76	54	demanded	demand	VERB
american_scientific_journal-11982	76	55	blocks	block	NOUN
american_scientific_journal-11982	76	56	are	be	AUX
american_scientific_journal-11982	76	57	off	off	ADV
american_scientific_journal-11982	76	58	-	-	PUNCT
american_scientific_journal-11982	76	59	loaded	load	VERB
american_scientific_journal-11982	76	60	onto	onto	ADP
american_scientific_journal-11982	76	61	cheaper	cheap	ADJ
american_scientific_journal-11982	76	62	media	medium	NOUN
american_scientific_journal-11982	76	63	,	,	PUNCT
american_scientific_journal-11982	76	64	thereby	thereby	ADV
american_scientific_journal-11982	76	65	reducing	reduce	VERB
american_scientific_journal-11982	76	66	the	the	DET
american_scientific_journal-11982	76	67	total	total	ADJ
american_scientific_journal-11982	76	68	infrastructure	infrastructure	NOUN
american_scientific_journal-11982	76	69	expenditure	expenditure	NOUN
american_scientific_journal-11982	76	70	without	without	ADP
american_scientific_journal-11982	76	71	significant	significant	ADJ
american_scientific_journal-11982	76	72	degradation	degradation	NOUN
american_scientific_journal-11982	76	73	of	of	ADP
american_scientific_journal-11982	76	74	search	search	NOUN
american_scientific_journal-11982	76	75	performance	performance	NOUN
american_scientific_journal-11982	76	76	.	.	PUNCT
american_scientific_journal-11982	77	1	american	american	ADJ
american_scientific_journal-11982	77	2	academic	academic	ADJ
american_scientific_journal-11982	77	3	scientific	scientific	ADJ
american_scientific_journal-11982	77	4	research	research	NOUN
american_scientific_journal-11982	77	5	journal	journal	NOUN
american_scientific_journal-11982	77	6	for	for	ADP
american_scientific_journal-11982	77	7	engineering	engineering	NOUN
american_scientific_journal-11982	77	8	,	,	PUNCT
american_scientific_journal-11982	77	9	technology	technology	NOUN
american_scientific_journal-11982	77	10	,	,	PUNCT
american_scientific_journal-11982	77	11	and	and	CCONJ
american_scientific_journal-11982	77	12	sciences	science	NOUN
american_scientific_journal-11982	77	13	(	(	PUNCT
american_scientific_journal-11982	77	14	asrjets	asrjet	NOUN
american_scientific_journal-11982	77	15	)	)	PUNCT
american_scientific_journal-11982	77	16	volume	volume	NOUN
american_scientific_journal-11982	77	17	102	102	NUM
american_scientific_journal-11982	77	18	,	,	PUNCT
american_scientific_journal-11982	77	19	no	no	DET
american_scientific_journal-11982	77	20	1	1	NUM
american_scientific_journal-11982	77	21	,	,	PUNCT
american_scientific_journal-11982	77	22	pp	pp	ADV
american_scientific_journal-11982	77	23	477	477	NUM
american_scientific_journal-11982	77	24	-	-	SYM
american_scientific_journal-11982	77	25	486	486	NUM
american_scientific_journal-11982	77	26	481	481	NUM
american_scientific_journal-11982	77	27	figure	figure	NOUN
american_scientific_journal-11982	77	28	1	1	NUM
american_scientific_journal-11982	77	29	:	:	PUNCT
american_scientific_journal-11982	77	30	conceptual	conceptual	ADJ
american_scientific_journal-11982	77	31	model	model	NOUN
american_scientific_journal-11982	77	32	of	of	ADP
american_scientific_journal-11982	77	33	multi	multi	ADJ
american_scientific_journal-11982	77	34	-	-	ADJ
american_scientific_journal-11982	77	35	level	level	ADJ
american_scientific_journal-11982	77	36	hybrid	hybrid	ADJ
american_scientific_journal-11982	77	37	storage	storage	NOUN
american_scientific_journal-11982	77	38	for	for	ADP
american_scientific_journal-11982	77	39	vector	vector	NOUN
american_scientific_journal-11982	77	40	search	search	NOUN
american_scientific_journal-11982	77	41	[	[	X
american_scientific_journal-11982	77	42	4	4	NUM
american_scientific_journal-11982	77	43	,	,	PUNCT
american_scientific_journal-11982	77	44	5	5	NUM
american_scientific_journal-11982	77	45	,	,	PUNCT
american_scientific_journal-11982	77	46	7	7	NUM
american_scientific_journal-11982	77	47	,	,	PUNCT
american_scientific_journal-11982	77	48	11	11	NUM
american_scientific_journal-11982	77	49	]	]	PUNCT
american_scientific_journal-11982	77	50	at	at	ADP
american_scientific_journal-11982	77	51	the	the	DET
american_scientific_journal-11982	77	52	top	top	ADJ
american_scientific_journal-11982	77	53	and	and	CCONJ
american_scientific_journal-11982	77	54	fastest	fast	ADJ
american_scientific_journal-11982	77	55	tier	tier	NOUN
american_scientific_journal-11982	77	56	of	of	ADP
american_scientific_journal-11982	77	57	the	the	DET
american_scientific_journal-11982	77	58	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	77	59	(	(	PUNCT
american_scientific_journal-11982	77	60	dram	dram	PROPN
american_scientific_journal-11982	77	61	)	)	PUNCT
american_scientific_journal-11982	77	62	only	only	ADV
american_scientific_journal-11982	77	63	those	those	DET
american_scientific_journal-11982	77	64	components	component	NOUN
american_scientific_journal-11982	77	65	that	that	PRON
american_scientific_journal-11982	77	66	are	be	AUX
american_scientific_journal-11982	77	67	critical	critical	ADJ
american_scientific_journal-11982	77	68	to	to	PART
american_scientific_journal-11982	77	69	search	search	NOUN
american_scientific_journal-11982	77	70	latency	latency	NOUN
american_scientific_journal-11982	77	71	are	be	AUX
american_scientific_journal-11982	77	72	placed	place	VERB
american_scientific_journal-11982	77	73	:	:	PUNCT
american_scientific_journal-11982	77	74	the	the	DET
american_scientific_journal-11982	77	75	entry	entry	NOUN
american_scientific_journal-11982	77	76	point	point	NOUN
american_scientific_journal-11982	77	77	of	of	ADP
american_scientific_journal-11982	77	78	the	the	DET
american_scientific_journal-11982	77	79	graph	graph	NOUN
american_scientific_journal-11982	77	80	structure	structure	NOUN
american_scientific_journal-11982	77	81	(	(	PUNCT
american_scientific_journal-11982	77	82	medoid	medoid	PROPN
american_scientific_journal-11982	77	83	)	)	PUNCT
american_scientific_journal-11982	77	84	,	,	PUNCT
american_scientific_journal-11982	77	85	a	a	DET
american_scientific_journal-11982	77	86	cache	cache	NOUN
american_scientific_journal-11982	77	87	of	of	ADP
american_scientific_journal-11982	77	88	hot	hot	ADJ
american_scientific_journal-11982	77	89	vertices	vertex	NOUN
american_scientific_journal-11982	77	90	that	that	PRON
american_scientific_journal-11982	77	91	are	be	AUX
american_scientific_journal-11982	77	92	accessed	access	VERB
american_scientific_journal-11982	77	93	most	most	ADV
american_scientific_journal-11982	77	94	frequently	frequently	ADV
american_scientific_journal-11982	77	95	,	,	PUNCT
american_scientific_journal-11982	77	96	and	and	CCONJ
american_scientific_journal-11982	77	97	compact	compact	ADJ
american_scientific_journal-11982	77	98	,	,	PUNCT
american_scientific_journal-11982	77	99	compressed	compress	VERB
american_scientific_journal-11982	77	100	vector	vector	NOUN
american_scientific_journal-11982	77	101	descriptors	descriptor	NOUN
american_scientific_journal-11982	77	102	(	(	PUNCT
american_scientific_journal-11982	77	103	for	for	ADP
american_scientific_journal-11982	77	104	example	example	NOUN
american_scientific_journal-11982	77	105	,	,	PUNCT
american_scientific_journal-11982	77	106	obtained	obtain	VERB
american_scientific_journal-11982	77	107	via	via	ADP
american_scientific_journal-11982	77	108	product	product	NOUN
american_scientific_journal-11982	77	109	quantization	quantization	NOUN
american_scientific_journal-11982	77	110	)	)	PUNCT
american_scientific_journal-11982	77	111	.	.	PUNCT
american_scientific_journal-11982	78	1	these	these	DET
american_scientific_journal-11982	78	2	lightweight	lightweight	ADJ
american_scientific_journal-11982	78	3	representations	representation	NOUN
american_scientific_journal-11982	78	4	are	be	AUX
american_scientific_journal-11982	78	5	used	use	VERB
american_scientific_journal-11982	78	6	for	for	ADP
american_scientific_journal-11982	78	7	an	an	DET
american_scientific_journal-11982	78	8	initial	initial	ADJ
american_scientific_journal-11982	78	9	coarse	coarse	NOUN
american_scientific_journal-11982	78	10	pruning	pruning	NOUN
american_scientific_journal-11982	78	11	of	of	ADP
american_scientific_journal-11982	78	12	irrelevant	irrelevant	ADJ
american_scientific_journal-11982	78	13	candidates	candidate	NOUN
american_scientific_journal-11982	78	14	and	and	CCONJ
american_scientific_journal-11982	78	15	make	make	VERB
american_scientific_journal-11982	78	16	it	it	PRON
american_scientific_journal-11982	78	17	possible	possible	ADJ
american_scientific_journal-11982	78	18	to	to	PART
american_scientific_journal-11982	78	19	significantly	significantly	ADV
american_scientific_journal-11982	78	20	reduce	reduce	VERB
american_scientific_journal-11982	78	21	the	the	DET
american_scientific_journal-11982	78	22	number	number	NOUN
american_scientific_journal-11982	78	23	of	of	ADP
american_scientific_journal-11982	78	24	expensive	expensive	ADJ
american_scientific_journal-11982	78	25	accesses	access	NOUN
american_scientific_journal-11982	78	26	to	to	ADP
american_scientific_journal-11982	78	27	slower	slow	ADJ
american_scientific_journal-11982	78	28	storage	storage	NOUN
american_scientific_journal-11982	78	29	media	medium	NOUN
american_scientific_journal-11982	78	30	.	.	PUNCT
american_scientific_journal-11982	79	1	ssd	ssd	NOUN
american_scientific_journal-11982	79	2	-	-	PUNCT
american_scientific_journal-11982	79	3	based	base	VERB
american_scientific_journal-11982	79	4	tiers	tier	NOUN
american_scientific_journal-11982	79	5	store	store	VERB
american_scientific_journal-11982	79	6	the	the	DET
american_scientific_journal-11982	79	7	bulk	bulk	NOUN
american_scientific_journal-11982	79	8	of	of	ADP
american_scientific_journal-11982	79	9	the	the	DET
american_scientific_journal-11982	79	10	graph	graph	NOUN
american_scientific_journal-11982	79	11	index	index	NOUN
american_scientific_journal-11982	79	12	together	together	ADV
american_scientific_journal-11982	79	13	with	with	ADP
american_scientific_journal-11982	79	14	full	full	ADJ
american_scientific_journal-11982	79	15	yet	yet	ADV
american_scientific_journal-11982	79	16	quantized	quantize	VERB
american_scientific_journal-11982	79	17	vector	vector	NOUN
american_scientific_journal-11982	79	18	representations	representation	NOUN
american_scientific_journal-11982	79	19	.	.	PUNCT
american_scientific_journal-11982	80	1	the	the	DET
american_scientific_journal-11982	80	2	data	datum	NOUN
american_scientific_journal-11982	80	3	at	at	ADP
american_scientific_journal-11982	80	4	this	this	DET
american_scientific_journal-11982	80	5	level	level	NOUN
american_scientific_journal-11982	80	6	are	be	AUX
american_scientific_journal-11982	80	7	laid	lay	VERB
american_scientific_journal-11982	80	8	out	out	ADP
american_scientific_journal-11982	80	9	so	so	SCONJ
american_scientific_journal-11982	80	10	as	as	SCONJ
american_scientific_journal-11982	80	11	to	to	PART
american_scientific_journal-11982	80	12	enable	enable	VERB
american_scientific_journal-11982	80	13	maximally	maximally	ADV
american_scientific_journal-11982	80	14	efficient	efficient	ADJ
american_scientific_journal-11982	80	15	sequential	sequential	ADJ
american_scientific_journal-11982	80	16	reading	reading	NOUN
american_scientific_journal-11982	80	17	in	in	ADP
american_scientific_journal-11982	80	18	large	large	ADJ
american_scientific_journal-11982	80	19	blocks	block	NOUN
american_scientific_journal-11982	80	20	—	—	PUNCT
american_scientific_journal-11982	80	21	a	a	DET
american_scientific_journal-11982	80	22	strategy	strategy	NOUN
american_scientific_journal-11982	80	23	that	that	PRON
american_scientific_journal-11982	80	24	underpins	underpin	VERB
american_scientific_journal-11982	80	25	the	the	DET
american_scientific_journal-11982	80	26	diskann	diskann	PROPN
american_scientific_journal-11982	80	27	implementation	implementation	NOUN
american_scientific_journal-11982	80	28	[	[	X
american_scientific_journal-11982	80	29	8	8	NUM
american_scientific_journal-11982	80	30	,	,	PUNCT
american_scientific_journal-11982	80	31	10	10	NUM
american_scientific_journal-11982	80	32	]	]	PUNCT
american_scientific_journal-11982	80	33	.	.	PUNCT
american_scientific_journal-11982	81	1	in	in	ADP
american_scientific_journal-11982	81	2	a	a	DET
american_scientific_journal-11982	81	3	number	number	NOUN
american_scientific_journal-11982	81	4	of	of	ADP
american_scientific_journal-11982	81	5	cases	case	NOUN
american_scientific_journal-11982	81	6	this	this	DET
american_scientific_journal-11982	81	7	arrangement	arrangement	NOUN
american_scientific_journal-11982	81	8	makes	make	VERB
american_scientific_journal-11982	81	9	it	it	PRON
american_scientific_journal-11982	81	10	possible	possible	ADJ
american_scientific_journal-11982	81	11	to	to	PART
american_scientific_journal-11982	81	12	bypass	bypass	VERB
american_scientific_journal-11982	81	13	direct	direct	ADJ
american_scientific_journal-11982	81	14	dram	dram	NOUN
american_scientific_journal-11982	81	15	accesses	access	NOUN
american_scientific_journal-11982	81	16	while	while	SCONJ
american_scientific_journal-11982	81	17	sustaining	sustain	VERB
american_scientific_journal-11982	81	18	high	high	ADJ
american_scientific_journal-11982	81	19	throughput	throughput	NOUN
american_scientific_journal-11982	81	20	with	with	ADP
american_scientific_journal-11982	81	21	moderate	moderate	ADJ
american_scientific_journal-11982	81	22	latency	latency	NOUN
american_scientific_journal-11982	81	23	.	.	PUNCT
american_scientific_journal-11982	82	1	at	at	ADP
american_scientific_journal-11982	82	2	the	the	DET
american_scientific_journal-11982	82	3	bottom	bottom	NOUN
american_scientific_journal-11982	82	4	of	of	ADP
american_scientific_journal-11982	82	5	the	the	DET
american_scientific_journal-11982	82	6	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	82	7	resides	reside	VERB
american_scientific_journal-11982	82	8	the	the	DET
american_scientific_journal-11982	82	9	most	most	ADV
american_scientific_journal-11982	82	10	capacious	capacious	ADJ
american_scientific_journal-11982	82	11	and	and	CCONJ
american_scientific_journal-11982	82	12	cost	cost	NOUN
american_scientific_journal-11982	82	13	-	-	PUNCT
american_scientific_journal-11982	82	14	efficient	efficient	ADJ
american_scientific_journal-11982	82	15	storage	storage	NOUN
american_scientific_journal-11982	82	16	layer	layer	NOUN
american_scientific_journal-11982	82	17	—	—	PUNCT
american_scientific_journal-11982	82	18	hdds	hdd	NOUN
american_scientific_journal-11982	82	19	or	or	CCONJ
american_scientific_journal-11982	82	20	cloud	cloud	ADJ
american_scientific_journal-11982	82	21	object	object	NOUN
american_scientific_journal-11982	82	22	storage	storage	NOUN
american_scientific_journal-11982	82	23	.	.	PUNCT
american_scientific_journal-11982	83	1	this	this	DET
american_scientific_journal-11982	83	2	tier	tier	NOUN
american_scientific_journal-11982	83	3	keeps	keep	VERB
american_scientific_journal-11982	83	4	the	the	DET
american_scientific_journal-11982	83	5	full	full	ADJ
american_scientific_journal-11982	83	6	,	,	PUNCT
american_scientific_journal-11982	83	7	non	non	ADJ
american_scientific_journal-11982	83	8	-	-	ADJ
american_scientific_journal-11982	83	9	quantized	quantize	VERB
american_scientific_journal-11982	83	10	vectors	vector	NOUN
american_scientific_journal-11982	83	11	and	and	CCONJ
american_scientific_journal-11982	83	12	accompanying	accompany	VERB
american_scientific_journal-11982	83	13	metadata	metadata	NOUN
american_scientific_journal-11982	83	14	,	,	PUNCT
american_scientific_journal-11982	83	15	which	which	PRON
american_scientific_journal-11982	83	16	are	be	AUX
american_scientific_journal-11982	83	17	fetched	fetch	VERB
american_scientific_journal-11982	83	18	solely	solely	ADV
american_scientific_journal-11982	83	19	during	during	ADP
american_scientific_journal-11982	83	20	the	the	DET
american_scientific_journal-11982	83	21	final	final	ADJ
american_scientific_journal-11982	83	22	stage	stage	NOUN
american_scientific_journal-11982	83	23	of	of	ADP
american_scientific_journal-11982	83	24	processing	processing	NOUN
american_scientific_journal-11982	83	25	.	.	PUNCT
american_scientific_journal-11982	84	1	once	once	SCONJ
american_scientific_journal-11982	84	2	the	the	DET
american_scientific_journal-11982	84	3	fast	fast	ADJ
american_scientific_journal-11982	84	4	tiers	tier	NOUN
american_scientific_journal-11982	84	5	have	have	AUX
american_scientific_journal-11982	84	6	performed	perform	VERB
american_scientific_journal-11982	84	7	preliminary	preliminary	ADJ
american_scientific_journal-11982	84	8	filtering	filtering	NOUN
american_scientific_journal-11982	84	9	,	,	PUNCT
american_scientific_journal-11982	84	10	the	the	DET
american_scientific_journal-11982	84	11	system	system	NOUN
american_scientific_journal-11982	84	12	recomputes	recompute	VERB
american_scientific_journal-11982	84	13	exact	exact	ADJ
american_scientific_journal-11982	84	14	distances	distance	NOUN
american_scientific_journal-11982	84	15	only	only	ADV
american_scientific_journal-11982	84	16	for	for	ADP
american_scientific_journal-11982	84	17	the	the	DET
american_scientific_journal-11982	84	18	most	most	ADV
american_scientific_journal-11982	84	19	promising	promising	ADJ
american_scientific_journal-11982	84	20	candidates	candidate	NOUN
american_scientific_journal-11982	84	21	.	.	PUNCT
american_scientific_journal-11982	85	1	owing	owe	VERB
american_scientific_journal-11982	85	2	to	to	ADP
american_scientific_journal-11982	85	3	this	this	DET
american_scientific_journal-11982	85	4	three	three	NUM
american_scientific_journal-11982	85	5	-	-	PUNCT
american_scientific_journal-11982	85	6	tier	tier	NOUN
american_scientific_journal-11982	85	7	organisation	organisation	NOUN
american_scientific_journal-11982	85	8	,	,	PUNCT
american_scientific_journal-11982	85	9	the	the	DET
american_scientific_journal-11982	85	10	main	main	ADJ
american_scientific_journal-11982	85	11	graph	graph	NOUN
american_scientific_journal-11982	85	12	traversal	traversal	NOUN
american_scientific_journal-11982	85	13	is	be	AUX
american_scientific_journal-11982	85	14	carried	carry	VERB
american_scientific_journal-11982	85	15	out	out	ADP
american_scientific_journal-11982	85	16	almost	almost	ADV
american_scientific_journal-11982	85	17	entirely	entirely	ADV
american_scientific_journal-11982	85	18	in	in	ADP
american_scientific_journal-11982	85	19	main	main	ADJ
american_scientific_journal-11982	85	20	memory	memory	NOUN
american_scientific_journal-11982	85	21	and	and	CCONJ
american_scientific_journal-11982	85	22	on	on	ADP
american_scientific_journal-11982	85	23	ssds	ssds	NOUN
american_scientific_journal-11982	85	24	,	,	PUNCT
american_scientific_journal-11982	85	25	whereas	whereas	SCONJ
american_scientific_journal-11982	85	26	hdd	hdd	NOUN
american_scientific_journal-11982	85	27	accesses	access	NOUN
american_scientific_journal-11982	85	28	occur	occur	VERB
american_scientific_journal-11982	85	29	only	only	ADV
american_scientific_journal-11982	85	30	sporadically	sporadically	ADV
american_scientific_journal-11982	85	31	,	,	PUNCT
american_scientific_journal-11982	85	32	providing	provide	VERB
american_scientific_journal-11982	85	33	an	an	DET
american_scientific_journal-11982	85	34	optimal	optimal	ADJ
american_scientific_journal-11982	85	35	compromise	compromise	NOUN
american_scientific_journal-11982	85	36	between	between	ADP
american_scientific_journal-11982	85	37	speed	speed	NOUN
american_scientific_journal-11982	85	38	,	,	PUNCT
american_scientific_journal-11982	85	39	accuracy	accuracy	NOUN
american_scientific_journal-11982	85	40	,	,	PUNCT
american_scientific_journal-11982	85	41	and	and	CCONJ
american_scientific_journal-11982	85	42	infrastructure	infrastructure	NOUN
american_scientific_journal-11982	85	43	cost	cost	NOUN
american_scientific_journal-11982	85	44	.	.	PUNCT
american_scientific_journal-11982	86	1	the	the	DET
american_scientific_journal-11982	86	2	effectiveness	effectiveness	NOUN
american_scientific_journal-11982	86	3	of	of	ADP
american_scientific_journal-11982	86	4	the	the	DET
american_scientific_journal-11982	86	5	hybrid	hybrid	ADJ
american_scientific_journal-11982	86	6	approach	approach	NOUN
american_scientific_journal-11982	86	7	is	be	AUX
american_scientific_journal-11982	86	8	determined	determine	VERB
american_scientific_journal-11982	86	9	largely	largely	ADV
american_scientific_journal-11982	86	10	by	by	ADP
american_scientific_journal-11982	86	11	the	the	DET
american_scientific_journal-11982	86	12	distribution	distribution	NOUN
american_scientific_journal-11982	86	13	of	of	ADP
american_scientific_journal-11982	86	14	resources	resource	NOUN
american_scientific_journal-11982	86	15	across	across	ADP
american_scientific_journal-11982	86	16	the	the	DET
american_scientific_journal-11982	86	17	tiers	tier	NOUN
american_scientific_journal-11982	86	18	.	.	PUNCT
american_scientific_journal-11982	87	1	in	in	ADP
american_scientific_journal-11982	87	2	hybrid	hybrid	ADJ
american_scientific_journal-11982	87	3	search	search	NOUN
american_scientific_journal-11982	87	4	and	and	CCONJ
american_scientific_journal-11982	87	5	indexing	indexing	NOUN
american_scientific_journal-11982	87	6	architectures	architecture	VERB
american_scientific_journal-11982	87	7	the	the	DET
american_scientific_journal-11982	87	8	principal	principal	ADJ
american_scientific_journal-11982	87	9	resource	resource	NOUN
american_scientific_journal-11982	87	10	trade	trade	NOUN
american_scientific_journal-11982	87	11	-	-	PUNCT
american_scientific_journal-11982	87	12	off	off	NOUN
american_scientific_journal-11982	87	13	is	be	AUX
american_scientific_journal-11982	87	14	the	the	DET
american_scientific_journal-11982	87	15	quantisation	quantisation	NOUN
american_scientific_journal-11982	87	16	depth	depth	NOUN
american_scientific_journal-11982	87	17	of	of	ADP
american_scientific_journal-11982	87	18	the	the	DET
american_scientific_journal-11982	87	19	american	american	ADJ
american_scientific_journal-11982	87	20	academic	academic	PROPN
american_scientific_journal-11982	87	21	scientific	scientific	ADJ
american_scientific_journal-11982	87	22	research	research	NOUN
american_scientific_journal-11982	87	23	journal	journal	NOUN
american_scientific_journal-11982	87	24	for	for	ADP
american_scientific_journal-11982	87	25	engineering	engineering	NOUN
american_scientific_journal-11982	87	26	,	,	PUNCT
american_scientific_journal-11982	87	27	technology	technology	NOUN
american_scientific_journal-11982	87	28	,	,	PUNCT
american_scientific_journal-11982	87	29	and	and	CCONJ
american_scientific_journal-11982	87	30	sciences	science	NOUN
american_scientific_journal-11982	87	31	(	(	PUNCT
american_scientific_journal-11982	87	32	asrjets	asrjet	NOUN
american_scientific_journal-11982	87	33	)	)	PUNCT
american_scientific_journal-11982	87	34	volume	volume	NOUN
american_scientific_journal-11982	87	35	102	102	NUM
american_scientific_journal-11982	87	36	,	,	PUNCT
american_scientific_journal-11982	87	37	no	no	DET
american_scientific_journal-11982	87	38	1	1	NUM
american_scientific_journal-11982	87	39	,	,	PUNCT
american_scientific_journal-11982	87	40	pp	pp	ADV
american_scientific_journal-11982	87	41	477	477	NUM
american_scientific_journal-11982	87	42	-	-	SYM
american_scientific_journal-11982	87	43	486	486	NUM
american_scientific_journal-11982	87	44	482	482	NUM
american_scientific_journal-11982	87	45	vector	vector	NOUN
american_scientific_journal-11982	87	46	representations	representation	NOUN
american_scientific_journal-11982	87	47	.	.	PUNCT
american_scientific_journal-11982	88	1	on	on	ADP
american_scientific_journal-11982	88	2	the	the	DET
american_scientific_journal-11982	88	3	one	one	NUM
american_scientific_journal-11982	88	4	hand	hand	NOUN
american_scientific_journal-11982	88	5	,	,	PUNCT
american_scientific_journal-11982	88	6	reducing	reduce	VERB
american_scientific_journal-11982	88	7	the	the	DET
american_scientific_journal-11982	88	8	code	code	NOUN
american_scientific_journal-11982	88	9	bit	bit	NOUN
american_scientific_journal-11982	88	10	-	-	PUNCT
american_scientific_journal-11982	88	11	width	width	NOUN
american_scientific_journal-11982	88	12	enables	enable	VERB
american_scientific_journal-11982	88	13	more	more	ADJ
american_scientific_journal-11982	88	14	vectors	vector	NOUN
american_scientific_journal-11982	88	15	to	to	PART
american_scientific_journal-11982	88	16	fit	fit	VERB
american_scientific_journal-11982	88	17	into	into	ADP
american_scientific_journal-11982	88	18	main	main	ADJ
american_scientific_journal-11982	88	19	memory	memory	NOUN
american_scientific_journal-11982	88	20	and	and	CCONJ
american_scientific_journal-11982	88	21	the	the	DET
american_scientific_journal-11982	88	22	ssd	ssd	NOUN
american_scientific_journal-11982	88	23	tier	tier	NOUN
american_scientific_journal-11982	88	24	,	,	PUNCT
american_scientific_journal-11982	88	25	thereby	thereby	ADV
american_scientific_journal-11982	88	26	lowering	lower	VERB
american_scientific_journal-11982	88	27	latency	latency	NOUN
american_scientific_journal-11982	88	28	and	and	CCONJ
american_scientific_journal-11982	88	29	increasing	increase	VERB
american_scientific_journal-11982	88	30	throughput	throughput	NOUN
american_scientific_journal-11982	88	31	.	.	PUNCT
american_scientific_journal-11982	89	1	on	on	ADP
american_scientific_journal-11982	89	2	the	the	DET
american_scientific_journal-11982	89	3	other	other	ADJ
american_scientific_journal-11982	89	4	hand	hand	NOUN
american_scientific_journal-11982	89	5	,	,	PUNCT
american_scientific_journal-11982	89	6	overly	overly	ADV
american_scientific_journal-11982	89	7	aggressive	aggressive	ADJ
american_scientific_journal-11982	89	8	compression	compression	NOUN
american_scientific_journal-11982	89	9	inevitably	inevitably	ADV
american_scientific_journal-11982	89	10	leads	lead	VERB
american_scientific_journal-11982	89	11	to	to	ADP
american_scientific_journal-11982	89	12	a	a	DET
american_scientific_journal-11982	89	13	deterioration	deterioration	NOUN
american_scientific_journal-11982	89	14	in	in	ADP
american_scientific_journal-11982	89	15	the	the	DET
american_scientific_journal-11982	89	16	accuracy	accuracy	NOUN
american_scientific_journal-11982	89	17	of	of	ADP
american_scientific_journal-11982	89	18	nearest	near	ADJ
american_scientific_journal-11982	89	19	-	-	PUNCT
american_scientific_journal-11982	89	20	neighbour	neighbour	NOUN
american_scientific_journal-11982	89	21	retrieval	retrieval	NOUN
american_scientific_journal-11982	89	22	.	.	PUNCT
american_scientific_journal-11982	90	1	traditional	traditional	ADJ
american_scientific_journal-11982	90	2	schemas	schema	NOUN
american_scientific_journal-11982	90	3	and	and	CCONJ
american_scientific_journal-11982	90	4	the	the	DET
american_scientific_journal-11982	90	5	conceptual	conceptual	ADJ
american_scientific_journal-11982	90	6	model	model	NOUN
american_scientific_journal-11982	90	7	described	describe	VERB
american_scientific_journal-11982	90	8	above	above	ADP
american_scientific_journal-11982	90	9	demonstrate	demonstrate	VERB
american_scientific_journal-11982	90	10	high	high	ADJ
american_scientific_journal-11982	90	11	efficiency	efficiency	NOUN
american_scientific_journal-11982	90	12	when	when	SCONJ
american_scientific_journal-11982	90	13	working	work	VERB
american_scientific_journal-11982	90	14	with	with	ADP
american_scientific_journal-11982	90	15	immutable	immutable	ADJ
american_scientific_journal-11982	90	16	data	data	NOUN
american_scientific_journal-11982	90	17	sets	set	NOUN
american_scientific_journal-11982	90	18	;	;	PUNCT
american_scientific_journal-11982	90	19	however	however	ADV
american_scientific_journal-11982	90	20	,	,	PUNCT
american_scientific_journal-11982	90	21	modern	modern	ADJ
american_scientific_journal-11982	90	22	organizations	organization	NOUN
american_scientific_journal-11982	90	23	increasingly	increasingly	ADV
american_scientific_journal-11982	90	24	face	face	VERB
american_scientific_journal-11982	90	25	the	the	DET
american_scientific_journal-11982	90	26	requirement	requirement	NOUN
american_scientific_journal-11982	90	27	to	to	PART
american_scientific_journal-11982	90	28	process	process	VERB
american_scientific_journal-11982	90	29	continuously	continuously	ADV
american_scientific_journal-11982	90	30	incoming	incoming	ADJ
american_scientific_journal-11982	90	31	,	,	PUNCT
american_scientific_journal-11982	90	32	evolving	evolve	VERB
american_scientific_journal-11982	90	33	streams	stream	NOUN
american_scientific_journal-11982	90	34	of	of	ADP
american_scientific_journal-11982	90	35	information	information	NOUN
american_scientific_journal-11982	90	36	.	.	PUNCT
american_scientific_journal-11982	91	1	a	a	DET
american_scientific_journal-11982	91	2	clear	clear	ADJ
american_scientific_journal-11982	91	3	industrial	industrial	ADJ
american_scientific_journal-11982	91	4	solution	solution	NOUN
american_scientific_journal-11982	91	5	capable	capable	ADJ
american_scientific_journal-11982	91	6	of	of	ADP
american_scientific_journal-11982	91	7	meeting	meet	VERB
american_scientific_journal-11982	91	8	these	these	DET
american_scientific_journal-11982	91	9	needs	need	NOUN
american_scientific_journal-11982	91	10	is	be	AUX
american_scientific_journal-11982	91	11	the	the	DET
american_scientific_journal-11982	91	12	activeloop	activeloop	ADJ
american_scientific_journal-11982	91	13	deep	deep	PROPN
american_scientific_journal-11982	91	14	lake	lake	PROPN
american_scientific_journal-11982	91	15	platform	platform	NOUN
american_scientific_journal-11982	91	16	.	.	PUNCT
american_scientific_journal-11982	92	1	it	it	PRON
american_scientific_journal-11982	92	2	is	be	AUX
american_scientific_journal-11982	92	3	designed	design	VERB
american_scientific_journal-11982	92	4	from	from	ADP
american_scientific_journal-11982	92	5	the	the	DET
american_scientific_journal-11982	92	6	outset	outset	NOUN
american_scientific_journal-11982	92	7	as	as	ADP
american_scientific_journal-11982	92	8	an	an	DET
american_scientific_journal-11982	92	9	ai	ai	ADJ
american_scientific_journal-11982	92	10	-	-	PUNCT
american_scientific_journal-11982	92	11	native	native	ADJ
american_scientific_journal-11982	92	12	repository	repository	NOUN
american_scientific_journal-11982	92	13	in	in	ADP
american_scientific_journal-11982	92	14	which	which	PRON
american_scientific_journal-11982	92	15	the	the	DET
american_scientific_journal-11982	92	16	boundary	boundary	NOUN
american_scientific_journal-11982	92	17	between	between	ADP
american_scientific_journal-11982	92	18	model	model	NOUN
american_scientific_journal-11982	92	19	-	-	PUNCT
american_scientific_journal-11982	92	20	training	training	NOUN
american_scientific_journal-11982	92	21	data	datum	NOUN
american_scientific_journal-11982	92	22	and	and	CCONJ
american_scientific_journal-11982	92	23	operational	operational	ADJ
american_scientific_journal-11982	92	24	data	datum	NOUN
american_scientific_journal-11982	92	25	disappears	disappear	VERB
american_scientific_journal-11982	92	26	.	.	PUNCT
american_scientific_journal-11982	93	1	deep	deep	PROPN
american_scientific_journal-11982	93	2	lake	lake	PROPN
american_scientific_journal-11982	93	3	’s	’s	PART
american_scientific_journal-11982	93	4	architecture	architecture	NOUN
american_scientific_journal-11982	93	5	provides	provide	VERB
american_scientific_journal-11982	93	6	centralized	centralized	ADJ
american_scientific_journal-11982	93	7	management	management	NOUN
american_scientific_journal-11982	93	8	of	of	ADP
american_scientific_journal-11982	93	9	multimodal	multimodal	NOUN
american_scientific_journal-11982	93	10	artifacts	artifact	NOUN
american_scientific_journal-11982	93	11	and	and	CCONJ
american_scientific_journal-11982	93	12	versioning	versioning	NOUN
american_scientific_journal-11982	93	13	,	,	PUNCT
american_scientific_journal-11982	93	14	which	which	PRON
american_scientific_journal-11982	93	15	is	be	AUX
american_scientific_journal-11982	93	16	particularly	particularly	ADV
american_scientific_journal-11982	93	17	important	important	ADJ
american_scientific_journal-11982	93	18	for	for	ADP
american_scientific_journal-11982	93	19	experiment	experiment	NOUN
american_scientific_journal-11982	93	20	reproducibility	reproducibility	NOUN
american_scientific_journal-11982	93	21	and	and	CCONJ
american_scientific_journal-11982	93	22	the	the	DET
american_scientific_journal-11982	93	23	organization	organization	NOUN
american_scientific_journal-11982	93	24	of	of	ADP
american_scientific_journal-11982	93	25	continuous	continuous	ADJ
american_scientific_journal-11982	93	26	learning	learning	NOUN
american_scientific_journal-11982	93	27	[	[	X
american_scientific_journal-11982	93	28	6	6	NUM
american_scientific_journal-11982	93	29	,	,	PUNCT
american_scientific_journal-11982	93	30	9	9	NUM
american_scientific_journal-11982	93	31	]	]	PUNCT
american_scientific_journal-11982	93	32	.	.	PUNCT
american_scientific_journal-11982	94	1	instead	instead	ADV
american_scientific_journal-11982	94	2	of	of	ADP
american_scientific_journal-11982	94	3	a	a	DET
american_scientific_journal-11982	94	4	simple	simple	ADJ
american_scientific_journal-11982	94	5	combination	combination	NOUN
american_scientific_journal-11982	94	6	of	of	ADP
american_scientific_journal-11982	94	7	dram	dram	PROPN
american_scientific_journal-11982	94	8	and	and	CCONJ
american_scientific_journal-11982	94	9	ssd	ssd	PROPN
american_scientific_journal-11982	94	10	,	,	PUNCT
american_scientific_journal-11982	94	11	deep	deep	ADJ
american_scientific_journal-11982	94	12	lake	lake	NOUN
american_scientific_journal-11982	94	13	implements	implement	VERB
american_scientific_journal-11982	94	14	integrated	integrate	VERB
american_scientific_journal-11982	94	15	memory	memory	NOUN
american_scientific_journal-11982	94	16	–	–	PUNCT
american_scientific_journal-11982	94	17	compute	compute	NOUN
american_scientific_journal-11982	94	18	,	,	PUNCT
american_scientific_journal-11982	94	19	where	where	SCONJ
american_scientific_journal-11982	94	20	the	the	DET
american_scientific_journal-11982	94	21	storage	storage	NOUN
american_scientific_journal-11982	94	22	structure	structure	NOUN
american_scientific_journal-11982	94	23	is	be	AUX
american_scientific_journal-11982	94	24	optimized	optimize	VERB
american_scientific_journal-11982	94	25	for	for	ADP
american_scientific_journal-11982	94	26	streaming	streaming	NOUN
american_scientific_journal-11982	94	27	data	datum	NOUN
american_scientific_journal-11982	94	28	directly	directly	ADV
american_scientific_journal-11982	94	29	into	into	ADP
american_scientific_journal-11982	94	30	compute	compute	NOUN
american_scientific_journal-11982	94	31	modules	module	NOUN
american_scientific_journal-11982	94	32	(	(	PUNCT
american_scientific_journal-11982	94	33	in	in	ADP
american_scientific_journal-11982	94	34	particular	particular	ADJ
american_scientific_journal-11982	94	35	,	,	PUNCT
american_scientific_journal-11982	94	36	gpus	gpu	NOUN
american_scientific_journal-11982	94	37	)	)	PUNCT
american_scientific_journal-11982	94	38	.	.	PUNCT
american_scientific_journal-11982	95	1	this	this	DET
american_scientific_journal-11982	95	2	approach	approach	NOUN
american_scientific_journal-11982	95	3	reduces	reduce	VERB
american_scientific_journal-11982	95	4	the	the	DET
american_scientific_journal-11982	95	5	load	load	NOUN
american_scientific_journal-11982	95	6	on	on	ADP
american_scientific_journal-11982	95	7	the	the	DET
american_scientific_journal-11982	95	8	cpu	cpu	NOUN
american_scientific_journal-11982	95	9	and	and	CCONJ
american_scientific_journal-11982	95	10	removes	remove	VERB
american_scientific_journal-11982	95	11	input	input	NOUN
american_scientific_journal-11982	95	12	-	-	PUNCT
american_scientific_journal-11982	95	13	output	output	NOUN
american_scientific_journal-11982	95	14	bottlenecks	bottleneck	NOUN
american_scientific_journal-11982	95	15	,	,	PUNCT
american_scientific_journal-11982	95	16	ensuring	ensure	VERB
american_scientific_journal-11982	95	17	end	end	NOUN
american_scientific_journal-11982	95	18	-	-	PUNCT
american_scientific_journal-11982	95	19	to	to	ADP
american_scientific_journal-11982	95	20	-	-	PUNCT
american_scientific_journal-11982	95	21	end	end	NOUN
american_scientific_journal-11982	95	22	performance	performance	NOUN
american_scientific_journal-11982	95	23	when	when	SCONJ
american_scientific_journal-11982	95	24	working	work	VERB
american_scientific_journal-11982	95	25	with	with	ADP
american_scientific_journal-11982	95	26	dynamic	dynamic	ADJ
american_scientific_journal-11982	95	27	data	datum	NOUN
american_scientific_journal-11982	95	28	.	.	PUNCT
american_scientific_journal-11982	96	1	figure	figure	NOUN
american_scientific_journal-11982	96	2	2	2	NUM
american_scientific_journal-11982	96	3	:	:	PUNCT
american_scientific_journal-11982	96	4	ai	ai	ADJ
american_scientific_journal-11982	96	5	-	-	ADJ
american_scientific_journal-11982	96	6	native	native	ADJ
american_scientific_journal-11982	96	7	storage	storage	NOUN
american_scientific_journal-11982	96	8	architecture	architecture	NOUN
american_scientific_journal-11982	96	9	using	use	VERB
american_scientific_journal-11982	96	10	deep	deep	ADJ
american_scientific_journal-11982	96	11	lake	lake	NOUN
american_scientific_journal-11982	96	12	as	as	ADP
american_scientific_journal-11982	96	13	an	an	DET
american_scientific_journal-11982	96	14	example	example	NOUN
american_scientific_journal-11982	97	1	[	[	X
american_scientific_journal-11982	97	2	12	12	NUM
american_scientific_journal-11982	97	3	,	,	PUNCT
american_scientific_journal-11982	97	4	14	14	NUM
american_scientific_journal-11982	97	5	]	]	PUNCT
american_scientific_journal-11982	97	6	.	.	PUNCT
american_scientific_journal-11982	98	1	the	the	DET
american_scientific_journal-11982	98	2	widespread	widespread	ADJ
american_scientific_journal-11982	98	3	adoption	adoption	NOUN
american_scientific_journal-11982	98	4	of	of	ADP
american_scientific_journal-11982	98	5	the	the	DET
american_scientific_journal-11982	98	6	considered	consider	VERB
american_scientific_journal-11982	98	7	approach	approach	NOUN
american_scientific_journal-11982	98	8	is	be	AUX
american_scientific_journal-11982	98	9	clearly	clearly	ADV
american_scientific_journal-11982	98	10	illustrated	illustrate	VERB
american_scientific_journal-11982	98	11	by	by	ADP
american_scientific_journal-11982	98	12	the	the	DET
american_scientific_journal-11982	98	13	deep	deep	ADJ
american_scientific_journal-11982	98	14	integration	integration	NOUN
american_scientific_journal-11982	98	15	of	of	ADP
american_scientific_journal-11982	98	16	activeloop	activeloop	ADJ
american_scientific_journal-11982	98	17	deep	deep	ADJ
american_scientific_journal-11982	98	18	lake	lake	NOUN
american_scientific_journal-11982	98	19	with	with	ADP
american_scientific_journal-11982	98	20	leading	lead	VERB
american_scientific_journal-11982	98	21	tools	tool	NOUN
american_scientific_journal-11982	98	22	of	of	ADP
american_scientific_journal-11982	98	23	the	the	DET
american_scientific_journal-11982	98	24	ai	ai	NOUN
american_scientific_journal-11982	98	25	ecosystem	ecosystem	NOUN
american_scientific_journal-11982	98	26	,	,	PUNCT
american_scientific_journal-11982	98	27	in	in	ADP
american_scientific_journal-11982	98	28	particular	particular	ADJ
american_scientific_journal-11982	98	29	with	with	ADP
american_scientific_journal-11982	98	30	langchain	langchain	NOUN
american_scientific_journal-11982	98	31	,	,	PUNCT
american_scientific_journal-11982	98	32	which	which	PRON
american_scientific_journal-11982	98	33	provides	provide	VERB
american_scientific_journal-11982	98	34	seamless	seamless	ADJ
american_scientific_journal-11982	98	35	data	data	NOUN
american_scientific_journal-11982	98	36	transfer	transfer	NOUN
american_scientific_journal-11982	98	37	between	between	ADP
american_scientific_journal-11982	98	38	the	the	DET
american_scientific_journal-11982	98	39	repository	repository	NOUN
american_scientific_journal-11982	98	40	and	and	CCONJ
american_scientific_journal-11982	98	41	compute	compute	NOUN
american_scientific_journal-11982	98	42	modules	module	NOUN
american_scientific_journal-11982	98	43	.	.	PUNCT
american_scientific_journal-11982	99	1	the	the	DET
american_scientific_journal-11982	99	2	assignment	assignment	NOUN
american_scientific_journal-11982	99	3	of	of	ADP
american_scientific_journal-11982	99	4	deep	deep	ADJ
american_scientific_journal-11982	99	5	lake	lake	NOUN
american_scientific_journal-11982	99	6	to	to	ADP
american_scientific_journal-11982	99	7	the	the	DET
american_scientific_journal-11982	99	8	status	status	NOUN
american_scientific_journal-11982	99	9	cool	cool	ADJ
american_scientific_journal-11982	99	10	vendor	vendor	NOUN
american_scientific_journal-11982	99	11	in	in	ADP
american_scientific_journal-11982	99	12	data	datum	NOUN
american_scientific_journal-11982	99	13	management	management	NOUN
american_scientific_journal-11982	99	14	by	by	ADP
american_scientific_journal-11982	99	15	gartner	gartner	NOUN
american_scientific_journal-11982	99	16	[	[	X
american_scientific_journal-11982	99	17	13	13	NUM
american_scientific_journal-11982	99	18	,	,	PUNCT
american_scientific_journal-11982	99	19	15	15	NUM
american_scientific_journal-11982	99	20	]	]	PUNCT
american_scientific_journal-11982	99	21	underscores	underscore	VERB
american_scientific_journal-11982	99	22	the	the	DET
american_scientific_journal-11982	99	23	strategic	strategic	ADJ
american_scientific_journal-11982	99	24	significance	significance	NOUN
american_scientific_journal-11982	99	25	of	of	ADP
american_scientific_journal-11982	99	26	such	such	ADJ
american_scientific_journal-11982	99	27	solutions	solution	NOUN
american_scientific_journal-11982	99	28	for	for	ADP
american_scientific_journal-11982	99	29	shaping	shape	VERB
american_scientific_journal-11982	99	30	a	a	DET
american_scientific_journal-11982	99	31	new	new	ADJ
american_scientific_journal-11982	99	32	level	level	NOUN
american_scientific_journal-11982	99	33	of	of	ADP
american_scientific_journal-11982	99	34	enterprise	enterprise	NOUN
american_scientific_journal-11982	99	35	data	datum	NOUN
american_scientific_journal-11982	99	36	management	management	NOUN
american_scientific_journal-11982	99	37	.	.	PUNCT
american_scientific_journal-11982	100	1	unlike	unlike	ADP
american_scientific_journal-11982	100	2	classical	classical	ADJ
american_scientific_journal-11982	100	3	vector	vector	NOUN
american_scientific_journal-11982	100	4	databases	database	NOUN
american_scientific_journal-11982	100	5	focused	focus	VERB
american_scientific_journal-11982	100	6	mainly	mainly	ADV
american_scientific_journal-11982	100	7	on	on	ADP
american_scientific_journal-11982	100	8	storage	storage	NOUN
american_scientific_journal-11982	100	9	and	and	CCONJ
american_scientific_journal-11982	100	10	search	search	NOUN
american_scientific_journal-11982	100	11	,	,	PUNCT
american_scientific_journal-11982	100	12	deep	deep	ADJ
american_scientific_journal-11982	100	13	lake	lake	NOUN
american_scientific_journal-11982	100	14	implements	implement	VERB
american_scientific_journal-11982	100	15	the	the	DET
american_scientific_journal-11982	100	16	complete	complete	ADJ
american_scientific_journal-11982	100	17	data	datum	NOUN
american_scientific_journal-11982	100	18	life	life	NOUN
american_scientific_journal-11982	100	19	cycle	cycle	NOUN
american_scientific_journal-11982	100	20	,	,	PUNCT
american_scientific_journal-11982	100	21	from	from	ADP
american_scientific_journal-11982	100	22	versioning	versione	VERB
american_scientific_journal-11982	100	23	multimodal	multimodal	NOUN
american_scientific_journal-11982	100	24	artifacts	artifact	NOUN
american_scientific_journal-11982	100	25	and	and	CCONJ
american_scientific_journal-11982	100	26	ensuring	ensure	VERB
american_scientific_journal-11982	100	27	experiment	experiment	NOUN
american_scientific_journal-11982	100	28	reproducibility	reproducibility	NOUN
american_scientific_journal-11982	100	29	to	to	ADP
american_scientific_journal-11982	100	30	automated	automate	VERB
american_scientific_journal-11982	100	31	deployment	deployment	NOUN
american_scientific_journal-11982	100	32	in	in	ADP
american_scientific_journal-11982	100	33	a	a	DET
american_scientific_journal-11982	100	34	production	production	NOUN
american_scientific_journal-11982	100	35	environment	environment	NOUN
american_scientific_journal-11982	100	36	.	.	PUNCT
american_scientific_journal-11982	101	1	this	this	PRON
american_scientific_journal-11982	101	2	represents	represent	VERB
american_scientific_journal-11982	101	3	a	a	DET
american_scientific_journal-11982	101	4	key	key	ADJ
american_scientific_journal-11982	101	5	evolutionary	evolutionary	ADJ
american_scientific_journal-11982	101	6	step	step	NOUN
american_scientific_journal-11982	101	7	for	for	ADP
american_scientific_journal-11982	101	8	hybrid	hybrid	NOUN
american_scientific_journal-11982	101	9	models	model	NOUN
american_scientific_journal-11982	101	10	aimed	aim	VERB
american_scientific_journal-11982	101	11	at	at	ADP
american_scientific_journal-11982	101	12	american	american	PROPN
american_scientific_journal-11982	101	13	academic	academic	ADJ
american_scientific_journal-11982	101	14	scientific	scientific	ADJ
american_scientific_journal-11982	101	15	research	research	NOUN
american_scientific_journal-11982	101	16	journal	journal	NOUN
american_scientific_journal-11982	101	17	for	for	ADP
american_scientific_journal-11982	101	18	engineering	engineering	NOUN
american_scientific_journal-11982	101	19	,	,	PUNCT
american_scientific_journal-11982	101	20	technology	technology	NOUN
american_scientific_journal-11982	101	21	,	,	PUNCT
american_scientific_journal-11982	101	22	and	and	CCONJ
american_scientific_journal-11982	101	23	sciences	science	NOUN
american_scientific_journal-11982	101	24	(	(	PUNCT
american_scientific_journal-11982	101	25	asrjets	asrjet	NOUN
american_scientific_journal-11982	101	26	)	)	PUNCT
american_scientific_journal-11982	101	27	volume	volume	NOUN
american_scientific_journal-11982	101	28	102	102	NUM
american_scientific_journal-11982	101	29	,	,	PUNCT
american_scientific_journal-11982	101	30	no	no	DET
american_scientific_journal-11982	101	31	1	1	NUM
american_scientific_journal-11982	101	32	,	,	PUNCT
american_scientific_journal-11982	101	33	pp	pp	ADV
american_scientific_journal-11982	101	34	477	477	NUM
american_scientific_journal-11982	101	35	-	-	SYM
american_scientific_journal-11982	101	36	486	486	NUM
american_scientific_journal-11982	101	37	483	483	NUM
american_scientific_journal-11982	101	38	eliminating	eliminate	VERB
american_scientific_journal-11982	101	39	bottlenecks	bottleneck	NOUN
american_scientific_journal-11982	101	40	when	when	SCONJ
american_scientific_journal-11982	101	41	transitioning	transition	VERB
american_scientific_journal-11982	101	42	from	from	ADP
american_scientific_journal-11982	101	43	static	static	ADJ
american_scientific_journal-11982	101	44	datasets	dataset	NOUN
american_scientific_journal-11982	101	45	to	to	ADP
american_scientific_journal-11982	101	46	dynamic	dynamic	ADJ
american_scientific_journal-11982	101	47	streams	stream	NOUN
american_scientific_journal-11982	101	48	.	.	PUNCT
american_scientific_journal-11982	102	1	table	table	NOUN
american_scientific_journal-11982	102	2	1	1	NUM
american_scientific_journal-11982	102	3	:	:	PUNCT
american_scientific_journal-11982	102	4	hybrid	hybrid	ADJ
american_scientific_journal-11982	102	5	storage	storage	NOUN
american_scientific_journal-11982	102	6	models	model	NOUN
american_scientific_journal-11982	102	7	for	for	ADP
american_scientific_journal-11982	102	8	high	high	ADJ
american_scientific_journal-11982	102	9	-	-	PUNCT
american_scientific_journal-11982	102	10	performance	performance	NOUN
american_scientific_journal-11982	102	11	vector	vector	NOUN
american_scientific_journal-11982	102	12	search	search	NOUN
american_scientific_journal-11982	102	13	:	:	PUNCT
american_scientific_journal-11982	102	14	advantages	advantage	NOUN
american_scientific_journal-11982	102	15	,	,	PUNCT
american_scientific_journal-11982	102	16	disadvantages	disadvantage	NOUN
american_scientific_journal-11982	102	17	,	,	PUNCT
american_scientific_journal-11982	102	18	and	and	CCONJ
american_scientific_journal-11982	102	19	prospects	prospect	NOUN
american_scientific_journal-11982	102	20	[	[	X
american_scientific_journal-11982	102	21	3	3	NUM
american_scientific_journal-11982	102	22	,	,	PUNCT
american_scientific_journal-11982	102	23	7	7	NUM
american_scientific_journal-11982	102	24	,	,	PUNCT
american_scientific_journal-11982	102	25	14	14	NUM
american_scientific_journal-11982	102	26	,	,	PUNCT
american_scientific_journal-11982	102	27	15	15	NUM
american_scientific_journal-11982	102	28	]	]	PUNCT
american_scientific_journal-11982	102	29	advantages	advantage	NOUN
american_scientific_journal-11982	102	30	disadvantages	disadvantage	VERB
american_scientific_journal-11982	102	31	prospects	prospect	NOUN
american_scientific_journal-11982	102	32	(	(	PUNCT
american_scientific_journal-11982	102	33	further	further	ADJ
american_scientific_journal-11982	102	34	advantages	advantage	NOUN
american_scientific_journal-11982	102	35	)	)	PUNCT
american_scientific_journal-11982	102	36	multilevel	multilevel	NOUN
american_scientific_journal-11982	102	37	memory	memory	NOUN
american_scientific_journal-11982	102	38	(	(	PUNCT
american_scientific_journal-11982	102	39	dram	dram	NOUN
american_scientific_journal-11982	102	40	/	/	SYM
american_scientific_journal-11982	102	41	nvme	nvme	PROPN
american_scientific_journal-11982	102	42	/	/	SYM
american_scientific_journal-11982	102	43	object	object	NOUN
american_scientific_journal-11982	102	44	storage	storage	NOUN
american_scientific_journal-11982	102	45	)	)	PUNCT
american_scientific_journal-11982	102	46	enables	enable	VERB
american_scientific_journal-11982	102	47	keeping	keep	VERB
american_scientific_journal-11982	102	48	hot	hot	ADJ
american_scientific_journal-11982	102	49	vectors	vector	NOUN
american_scientific_journal-11982	102	50	in	in	ADP
american_scientific_journal-11982	102	51	ram	ram	NOUN
american_scientific_journal-11982	102	52	while	while	SCONJ
american_scientific_journal-11982	102	53	simultaneously	simultaneously	ADV
american_scientific_journal-11982	102	54	scaling	scale	VERB
american_scientific_journal-11982	102	55	cold	cold	ADJ
american_scientific_journal-11982	102	56	data	datum	NOUN
american_scientific_journal-11982	102	57	on	on	ADP
american_scientific_journal-11982	102	58	inexpensive	inexpensive	ADJ
american_scientific_journal-11982	102	59	media	medium	NOUN
american_scientific_journal-11982	102	60	architectural	architectural	ADJ
american_scientific_journal-11982	102	61	complexity	complexity	NOUN
american_scientific_journal-11982	102	62	increases	increase	NOUN
american_scientific_journal-11982	102	63	:	:	PUNCT
american_scientific_journal-11982	102	64	orchestration	orchestration	NOUN
american_scientific_journal-11982	102	65	among	among	ADP
american_scientific_journal-11982	102	66	memory	memory	NOUN
american_scientific_journal-11982	102	67	tiers	tier	NOUN
american_scientific_journal-11982	102	68	,	,	PUNCT
american_scientific_journal-11982	102	69	cache	cache	NOUN
american_scientific_journal-11982	102	70	policies	policy	NOUN
american_scientific_journal-11982	102	71	,	,	PUNCT
american_scientific_journal-11982	102	72	and	and	CCONJ
american_scientific_journal-11982	102	73	throughput	throughput	NOUN
american_scientific_journal-11982	102	74	monitoring	monitoring	NOUN
american_scientific_journal-11982	102	75	is	be	AUX
american_scientific_journal-11982	102	76	required	require	VERB
american_scientific_journal-11982	102	77	the	the	DET
american_scientific_journal-11982	102	78	propagation	propagation	NOUN
american_scientific_journal-11982	102	79	of	of	ADP
american_scientific_journal-11982	102	80	the	the	DET
american_scientific_journal-11982	102	81	cxl	cxl	NOUN
american_scientific_journal-11982	102	82	interface	interface	NOUN
american_scientific_journal-11982	102	83	and	and	CCONJ
american_scientific_journal-11982	102	84	the	the	DET
american_scientific_journal-11982	102	85	emergence	emergence	NOUN
american_scientific_journal-11982	102	86	of	of	ADP
american_scientific_journal-11982	102	87	a	a	DET
american_scientific_journal-11982	102	88	unified	unified	ADJ
american_scientific_journal-11982	102	89	memory	memory	NOUN
american_scientific_journal-11982	102	90	pool	pool	NOUN
american_scientific_journal-11982	102	91	will	will	AUX
american_scientific_journal-11982	102	92	reduce	reduce	VERB
american_scientific_journal-11982	102	93	latency	latency	NOUN
american_scientific_journal-11982	102	94	between	between	ADP
american_scientific_journal-11982	102	95	cpu	cpu	NOUN
american_scientific_journal-11982	102	96	and	and	CCONJ
american_scientific_journal-11982	102	97	gpu	gpu	NOUN
american_scientific_journal-11982	102	98	memory	memory	NOUN
american_scientific_journal-11982	102	99	reduction	reduction	NOUN
american_scientific_journal-11982	102	100	of	of	ADP
american_scientific_journal-11982	102	101	tco	tco	NOUN
american_scientific_journal-11982	102	102	:	:	PUNCT
american_scientific_journal-11982	102	103	the	the	DET
american_scientific_journal-11982	102	104	combination	combination	NOUN
american_scientific_journal-11982	102	105	of	of	ADP
american_scientific_journal-11982	102	106	expensive	expensive	ADJ
american_scientific_journal-11982	102	107	dram	dram	NOUN
american_scientific_journal-11982	102	108	and	and	CCONJ
american_scientific_journal-11982	102	109	more	more	ADJ
american_scientific_journal-11982	102	110	affordable	affordable	ADJ
american_scientific_journal-11982	102	111	ssd	ssd	NOUN
american_scientific_journal-11982	102	112	/	/	SYM
american_scientific_journal-11982	102	113	object	object	NOUN
american_scientific_journal-11982	102	114	storage	storage	NOUN
american_scientific_journal-11982	102	115	optimizes	optimize	VERB
american_scientific_journal-11982	102	116	expenses	expense	NOUN
american_scientific_journal-11982	102	117	without	without	ADP
american_scientific_journal-11982	102	118	loss	loss	NOUN
american_scientific_journal-11982	102	119	of	of	ADP
american_scientific_journal-11982	102	120	throughput	throughput	NOUN
american_scientific_journal-11982	102	121	for	for	ADP
american_scientific_journal-11982	102	122	critical	critical	ADJ
american_scientific_journal-11982	102	123	queries	query	NOUN
american_scientific_journal-11982	102	124	complexity	complexity	NOUN
american_scientific_journal-11982	102	125	in	in	ADP
american_scientific_journal-11982	102	126	ensuring	ensure	VERB
american_scientific_journal-11982	102	127	consistency	consistency	NOUN
american_scientific_journal-11982	102	128	and	and	CCONJ
american_scientific_journal-11982	102	129	versioning	versione	VERB
american_scientific_journal-11982	102	130	when	when	SCONJ
american_scientific_journal-11982	102	131	migrating	migrating	NOUN
american_scientific_journal-11982	102	132	vectors	vector	NOUN
american_scientific_journal-11982	102	133	between	between	ADP
american_scientific_journal-11982	102	134	tiers	tier	NOUN
american_scientific_journal-11982	102	135	hardware	hardware	NOUN
american_scientific_journal-11982	102	136	dpu	dpu	PROPN
american_scientific_journal-11982	102	137	/	/	SYM
american_scientific_journal-11982	102	138	smartnic	smartnic	ADJ
american_scientific_journal-11982	102	139	accelerators	accelerator	NOUN
american_scientific_journal-11982	102	140	will	will	AUX
american_scientific_journal-11982	102	141	allow	allow	VERB
american_scientific_journal-11982	102	142	part	part	NOUN
american_scientific_journal-11982	102	143	of	of	ADP
american_scientific_journal-11982	102	144	the	the	DET
american_scientific_journal-11982	102	145	search	search	NOUN
american_scientific_journal-11982	102	146	to	to	PART
american_scientific_journal-11982	102	147	be	be	AUX
american_scientific_journal-11982	102	148	performed	perform	VERB
american_scientific_journal-11982	102	149	in	in	ADP
american_scientific_journal-11982	102	150	place	place	NOUN
american_scientific_journal-11982	102	151	(	(	PUNCT
american_scientific_journal-11982	102	152	near	near	ADJ
american_scientific_journal-11982	102	153	-	-	PUNCT
american_scientific_journal-11982	102	154	storage	storage	NOUN
american_scientific_journal-11982	102	155	compute	compute	NOUN
american_scientific_journal-11982	102	156	)	)	PUNCT
american_scientific_journal-11982	102	157	the	the	DET
american_scientific_journal-11982	102	158	ability	ability	NOUN
american_scientific_journal-11982	102	159	to	to	PART
american_scientific_journal-11982	102	160	stream	stream	VERB
american_scientific_journal-11982	102	161	data	datum	NOUN
american_scientific_journal-11982	102	162	directly	directly	ADV
american_scientific_journal-11982	102	163	to	to	ADP
american_scientific_journal-11982	102	164	the	the	DET
american_scientific_journal-11982	102	165	gpu	gpu	NOUN
american_scientific_journal-11982	102	166	(	(	PUNCT
american_scientific_journal-11982	102	167	zero	zero	NUM
american_scientific_journal-11982	102	168	-	-	PUNCT
american_scientific_journal-11982	102	169	copy	copy	NOUN
american_scientific_journal-11982	102	170	)	)	PUNCT
american_scientific_journal-11982	102	171	reduces	reduce	VERB
american_scientific_journal-11982	102	172	cpu	cpu	NOUN
american_scientific_journal-11982	102	173	load	load	NOUN
american_scientific_journal-11982	102	174	and	and	CCONJ
american_scientific_journal-11982	102	175	removes	remove	VERB
american_scientific_journal-11982	102	176	i	i	PRON
american_scientific_journal-11982	102	177	/	/	SYM
american_scientific_journal-11982	102	178	o	o	NOUN
american_scientific_journal-11982	102	179	bottlenecks	bottleneck	VERB
american_scientific_journal-11982	102	180	specialized	specialized	ADJ
american_scientific_journal-11982	102	181	drivers	driver	NOUN
american_scientific_journal-11982	102	182	and	and	CCONJ
american_scientific_journal-11982	102	183	apis	apis	PROPN
american_scientific_journal-11982	102	184	are	be	AUX
american_scientific_journal-11982	102	185	required	require	VERB
american_scientific_journal-11982	102	186	(	(	PUNCT
american_scientific_journal-11982	102	187	e.g.	e.g.	ADV
american_scientific_journal-11982	102	188	,	,	PUNCT
american_scientific_journal-11982	102	189	gpudirect	gpudirect	VERB
american_scientific_journal-11982	102	190	storage	storage	NOUN
american_scientific_journal-11982	102	191	)	)	PUNCT
american_scientific_journal-11982	102	192	;	;	PUNCT
american_scientific_journal-11982	102	193	not	not	PART
american_scientific_journal-11982	102	194	the	the	DET
american_scientific_journal-11982	102	195	entire	entire	ADJ
american_scientific_journal-11982	102	196	software	software	NOUN
american_scientific_journal-11982	102	197	stack	stack	NOUN
american_scientific_journal-11982	102	198	is	be	AUX
american_scientific_journal-11982	102	199	ready	ready	ADJ
american_scientific_journal-11982	102	200	for	for	ADP
american_scientific_journal-11982	102	201	such	such	ADJ
american_scientific_journal-11982	102	202	access	access	NOUN
american_scientific_journal-11982	102	203	the	the	DET
american_scientific_journal-11982	102	204	development	development	NOUN
american_scientific_journal-11982	102	205	of	of	ADP
american_scientific_journal-11982	102	206	format	format	NOUN
american_scientific_journal-11982	102	207	standards	standard	NOUN
american_scientific_journal-11982	102	208	(	(	PUNCT
american_scientific_journal-11982	102	209	open	open	ADJ
american_scientific_journal-11982	102	210	vector	vector	NOUN
american_scientific_journal-11982	102	211	format	format	NOUN
american_scientific_journal-11982	102	212	,	,	PUNCT
american_scientific_journal-11982	102	213	lance	lance	NOUN
american_scientific_journal-11982	102	214	,	,	PUNCT
american_scientific_journal-11982	102	215	parquet	parquet	NOUN
american_scientific_journal-11982	102	216	-	-	PUNCT
american_scientific_journal-11982	102	217	embedding	embed	VERB
american_scientific_journal-11982	102	218	)	)	PUNCT
american_scientific_journal-11982	102	219	will	will	AUX
american_scientific_journal-11982	102	220	ensure	ensure	VERB
american_scientific_journal-11982	102	221	compatibility	compatibility	NOUN
american_scientific_journal-11982	102	222	among	among	ADP
american_scientific_journal-11982	102	223	engines	engine	NOUN
american_scientific_journal-11982	102	224	scaling	scale	VERB
american_scientific_journal-11982	102	225	flexibility	flexibility	NOUN
american_scientific_journal-11982	102	226	:	:	PUNCT
american_scientific_journal-11982	102	227	nodes	node	NOUN
american_scientific_journal-11982	102	228	can	can	AUX
american_scientific_journal-11982	102	229	be	be	AUX
american_scientific_journal-11982	102	230	easily	easily	ADV
american_scientific_journal-11982	102	231	added	add	VERB
american_scientific_journal-11982	102	232	to	to	PART
american_scientific_journal-11982	102	233	increase	increase	VERB
american_scientific_journal-11982	102	234	capacity	capacity	NOUN
american_scientific_journal-11982	102	235	or	or	CCONJ
american_scientific_journal-11982	102	236	performance	performance	NOUN
american_scientific_journal-11982	102	237	while	while	SCONJ
american_scientific_journal-11982	102	238	maintaining	maintain	VERB
american_scientific_journal-11982	102	239	a	a	DET
american_scientific_journal-11982	102	240	single	single	ADJ
american_scientific_journal-11982	102	241	logical	logical	ADJ
american_scientific_journal-11982	102	242	layer	layer	NOUN
american_scientific_journal-11982	102	243	cache	cache	NOUN
american_scientific_journal-11982	102	244	warming	warm	VERB
american_scientific_journal-11982	102	245	during	during	ADP
american_scientific_journal-11982	102	246	an	an	DET
american_scientific_journal-11982	102	247	abrupt	abrupt	ADJ
american_scientific_journal-11982	102	248	workload	workload	NOUN
american_scientific_journal-11982	102	249	change	change	NOUN
american_scientific_journal-11982	102	250	can	can	AUX
american_scientific_journal-11982	102	251	lead	lead	VERB
american_scientific_journal-11982	102	252	to	to	ADP
american_scientific_journal-11982	102	253	increased	increase	VERB
american_scientific_journal-11982	102	254	latency	latency	NOUN
american_scientific_journal-11982	102	255	in	in	ADP
american_scientific_journal-11982	102	256	the	the	DET
american_scientific_journal-11982	102	257	first	first	ADJ
american_scientific_journal-11982	102	258	few	few	ADJ
american_scientific_journal-11982	102	259	minutes	minute	NOUN
american_scientific_journal-11982	102	260	compression	compression	NOUN
american_scientific_journal-11982	102	261	and	and	CCONJ
american_scientific_journal-11982	102	262	quantization	quantization	NOUN
american_scientific_journal-11982	102	263	of	of	ADP
american_scientific_journal-11982	102	264	vectors	vector	NOUN
american_scientific_journal-11982	102	265	on	on	ADP
american_scientific_journal-11982	102	266	the	the	DET
american_scientific_journal-11982	102	267	storage	storage	NOUN
american_scientific_journal-11982	102	268	side	side	NOUN
american_scientific_journal-11982	102	269	(	(	PUNCT
american_scientific_journal-11982	102	270	pq	pq	INTJ
american_scientific_journal-11982	102	271	,	,	PUNCT
american_scientific_journal-11982	102	272	hnsw	hnsw	NOUN
american_scientific_journal-11982	102	273	-	-	PUNCT
american_scientific_journal-11982	102	274	pq	pq	NOUN
american_scientific_journal-11982	102	275	)	)	PUNCT
american_scientific_journal-11982	102	276	will	will	AUX
american_scientific_journal-11982	102	277	reduce	reduce	VERB
american_scientific_journal-11982	102	278	bandwidth	bandwidth	ADJ
american_scientific_journal-11982	102	279	and	and	CCONJ
american_scientific_journal-11982	102	280	storage	storage	NOUN
american_scientific_journal-11982	102	281	volume	volume	NOUN
american_scientific_journal-11982	102	282	requirements	requirement	NOUN
american_scientific_journal-11982	102	283	support	support	VERB
american_scientific_journal-11982	102	284	for	for	ADP
american_scientific_journal-11982	102	285	versioning	versioning	NOUN
american_scientific_journal-11982	102	286	and	and	CCONJ
american_scientific_journal-11982	102	287	replicability	replicability	NOUN
american_scientific_journal-11982	102	288	simplifies	simplifie	NOUN
american_scientific_journal-11982	102	289	continuous	continuous	ADJ
american_scientific_journal-11982	102	290	training	training	NOUN
american_scientific_journal-11982	102	291	and	and	CCONJ
american_scientific_journal-11982	102	292	a	a	DET
american_scientific_journal-11982	102	293	/	/	SYM
american_scientific_journal-11982	102	294	b	b	NOUN
american_scientific_journal-11982	102	295	testing	testing	NOUN
american_scientific_journal-11982	102	296	of	of	ADP
american_scientific_journal-11982	102	297	models	model	NOUN
american_scientific_journal-11982	102	298	potential	potential	ADJ
american_scientific_journal-11982	102	299	dependence	dependence	NOUN
american_scientific_journal-11982	102	300	on	on	ADP
american_scientific_journal-11982	102	301	a	a	DET
american_scientific_journal-11982	102	302	specific	specific	ADJ
american_scientific_journal-11982	102	303	cloud	cloud	NOUN
american_scientific_journal-11982	102	304	provider	provider	NOUN
american_scientific_journal-11982	102	305	or	or	CCONJ
american_scientific_journal-11982	102	306	proprietary	proprietary	ADJ
american_scientific_journal-11982	102	307	protocol	protocol	NOUN
american_scientific_journal-11982	102	308	(	(	PUNCT
american_scientific_journal-11982	102	309	vendor	vendor	NOUN
american_scientific_journal-11982	102	310	lock	lock	NOUN
american_scientific_journal-11982	102	311	-	-	PUNCT
american_scientific_journal-11982	102	312	in	in	ADP
american_scientific_journal-11982	102	313	)	)	PUNCT
american_scientific_journal-11982	102	314	integration	integration	NOUN
american_scientific_journal-11982	102	315	with	with	ADP
american_scientific_journal-11982	102	316	streaming	streaming	NOUN
american_scientific_journal-11982	102	317	pipelines	pipeline	NOUN
american_scientific_journal-11982	102	318	(	(	PUNCT
american_scientific_journal-11982	102	319	apache	apache	PROPN
american_scientific_journal-11982	102	320	kafka	kafka	PROPN
american_scientific_journal-11982	102	321	,	,	PUNCT
american_scientific_journal-11982	102	322	datalake	datalake	NOUN
american_scientific_journal-11982	102	323	formats	format	NOUN
american_scientific_journal-11982	102	324	)	)	PUNCT
american_scientific_journal-11982	102	325	will	will	AUX
american_scientific_journal-11982	102	326	lead	lead	VERB
american_scientific_journal-11982	102	327	to	to	ADP
american_scientific_journal-11982	102	328	the	the	DET
american_scientific_journal-11982	102	329	emergence	emergence	NOUN
american_scientific_journal-11982	102	330	of	of	ADP
american_scientific_journal-11982	102	331	event	event	NOUN
american_scientific_journal-11982	102	332	-	-	PUNCT
american_scientific_journal-11982	102	333	driven	drive	VERB
american_scientific_journal-11982	102	334	vector	vector	NOUN
american_scientific_journal-11982	102	335	stores	store	NOUN
american_scientific_journal-11982	102	336	in	in	ADP
american_scientific_journal-11982	102	337	summary	summary	NOUN
american_scientific_journal-11982	102	338	,	,	PUNCT
american_scientific_journal-11982	102	339	the	the	DET
american_scientific_journal-11982	102	340	conceptual	conceptual	ADJ
american_scientific_journal-11982	102	341	three	three	NUM
american_scientific_journal-11982	102	342	-	-	PUNCT
american_scientific_journal-11982	102	343	tier	tier	NOUN
american_scientific_journal-11982	102	344	architecture	architecture	NOUN
american_scientific_journal-11982	102	345	presented	present	VERB
american_scientific_journal-11982	102	346	here	here	ADV
american_scientific_journal-11982	102	347	offers	offer	VERB
american_scientific_journal-11982	102	348	a	a	DET
american_scientific_journal-11982	102	349	structured	structured	ADJ
american_scientific_journal-11982	102	350	solution	solution	NOUN
american_scientific_journal-11982	102	351	to	to	ADP
american_scientific_journal-11982	102	352	the	the	DET
american_scientific_journal-11982	102	353	fundamental	fundamental	ADJ
american_scientific_journal-11982	102	354	dilemma	dilemma	NOUN
american_scientific_journal-11982	102	355	in	in	ADP
american_scientific_journal-11982	102	356	large	large	ADJ
american_scientific_journal-11982	102	357	-	-	PUNCT
american_scientific_journal-11982	102	358	scale	scale	NOUN
american_scientific_journal-11982	102	359	vector	vector	NOUN
american_scientific_journal-11982	102	360	search	search	NOUN
american_scientific_journal-11982	102	361	:	:	PUNCT
american_scientific_journal-11982	102	362	the	the	DET
american_scientific_journal-11982	102	363	trade	trade	NOUN
american_scientific_journal-11982	102	364	-	-	PUNCT
american_scientific_journal-11982	102	365	off	off	NOUN
american_scientific_journal-11982	102	366	between	between	ADP
american_scientific_journal-11982	102	367	performance	performance	NOUN
american_scientific_journal-11982	102	368	,	,	PUNCT
american_scientific_journal-11982	102	369	cost	cost	NOUN
american_scientific_journal-11982	102	370	,	,	PUNCT
american_scientific_journal-11982	102	371	and	and	CCONJ
american_scientific_journal-11982	102	372	accuracy	accuracy	NOUN
american_scientific_journal-11982	102	373	.	.	PUNCT
american_scientific_journal-11982	103	1	by	by	ADP
american_scientific_journal-11982	103	2	formalizing	formalize	VERB
american_scientific_journal-11982	103	3	the	the	DET
american_scientific_journal-11982	103	4	division	division	NOUN
american_scientific_journal-11982	103	5	of	of	ADP
american_scientific_journal-11982	103	6	labor	labor	NOUN
american_scientific_journal-11982	103	7	between	between	ADP
american_scientific_journal-11982	103	8	dram	dram	PROPN
american_scientific_journal-11982	103	9	,	,	PUNCT
american_scientific_journal-11982	103	10	ssd	ssd	NOUN
american_scientific_journal-11982	103	11	,	,	PUNCT
american_scientific_journal-11982	103	12	and	and	CCONJ
american_scientific_journal-11982	103	13	hdd	hdd	NOUN
american_scientific_journal-11982	103	14	/	/	SYM
american_scientific_journal-11982	103	15	object	object	NOUN
american_scientific_journal-11982	103	16	storage	storage	NOUN
american_scientific_journal-11982	103	17	,	,	PUNCT
american_scientific_journal-11982	103	18	the	the	DET
american_scientific_journal-11982	103	19	model	model	NOUN
american_scientific_journal-11982	103	20	provides	provide	VERB
american_scientific_journal-11982	103	21	a	a	DET
american_scientific_journal-11982	103	22	clear	clear	ADJ
american_scientific_journal-11982	103	23	blueprint	blueprint	NOUN
american_scientific_journal-11982	103	24	for	for	ADP
american_scientific_journal-11982	103	25	system	system	NOUN
american_scientific_journal-11982	103	26	designers	designer	NOUN
american_scientific_journal-11982	103	27	.	.	PUNCT
american_scientific_journal-11982	104	1	the	the	DET
american_scientific_journal-11982	104	2	hot	hot	ADJ
american_scientific_journal-11982	104	3	tier	tier	NOUN
american_scientific_journal-11982	104	4	guarantees	guarantee	VERB
american_scientific_journal-11982	104	5	low	low	ADJ
american_scientific_journal-11982	104	6	-	-	PUNCT
american_scientific_journal-11982	104	7	latency	latency	NOUN
american_scientific_journal-11982	104	8	entry	entry	NOUN
american_scientific_journal-11982	104	9	points	point	NOUN
american_scientific_journal-11982	104	10	,	,	PUNCT
american_scientific_journal-11982	104	11	the	the	DET
american_scientific_journal-11982	104	12	warm	warm	ADJ
american_scientific_journal-11982	104	13	tier	tier	NOUN
american_scientific_journal-11982	104	14	provides	provide	VERB
american_scientific_journal-11982	104	15	scalable	scalable	ADJ
american_scientific_journal-11982	104	16	and	and	CCONJ
american_scientific_journal-11982	104	17	costeffective	costeffective	ADJ
american_scientific_journal-11982	104	18	indexing	indexing	NOUN
american_scientific_journal-11982	104	19	for	for	ADP
american_scientific_journal-11982	104	20	the	the	DET
american_scientific_journal-11982	104	21	main	main	ADJ
american_scientific_journal-11982	104	22	dataset	dataset	NOUN
american_scientific_journal-11982	104	23	,	,	PUNCT
american_scientific_journal-11982	104	24	and	and	CCONJ
american_scientific_journal-11982	104	25	the	the	DET
american_scientific_journal-11982	104	26	cold	cold	ADJ
american_scientific_journal-11982	104	27	tier	tier	NOUN
american_scientific_journal-11982	104	28	acts	act	VERB
american_scientific_journal-11982	104	29	as	as	ADP
american_scientific_journal-11982	104	30	a	a	DET
american_scientific_journal-11982	104	31	ground	ground	NOUN
american_scientific_journal-11982	104	32	-	-	PUNCT
american_scientific_journal-11982	104	33	truth	truth	NOUN
american_scientific_journal-11982	104	34	repository	repository	NOUN
american_scientific_journal-11982	104	35	for	for	ADP
american_scientific_journal-11982	104	36	final	final	ADJ
american_scientific_journal-11982	104	37	re	re	ADJ
american_scientific_journal-11982	104	38	-	-	ADJ
american_scientific_journal-11982	104	39	ranking	ranking	ADJ
american_scientific_journal-11982	104	40	,	,	PUNCT
american_scientific_journal-11982	104	41	ensuring	ensure	VERB
american_scientific_journal-11982	104	42	that	that	DET
american_scientific_journal-11982	104	43	accuracy	accuracy	NOUN
american_scientific_journal-11982	104	44	is	be	AUX
american_scientific_journal-11982	104	45	not	not	PART
american_scientific_journal-11982	104	46	sacrificed	sacrifice	VERB
american_scientific_journal-11982	104	47	for	for	ADP
american_scientific_journal-11982	104	48	speed	speed	NOUN
american_scientific_journal-11982	104	49	.	.	PUNCT
american_scientific_journal-11982	105	1	this	this	DET
american_scientific_journal-11982	105	2	deliberate	deliberate	ADJ
american_scientific_journal-11982	105	3	separation	separation	NOUN
american_scientific_journal-11982	105	4	of	of	ADP
american_scientific_journal-11982	105	5	concerns	concern	NOUN
american_scientific_journal-11982	105	6	allows	allow	VERB
american_scientific_journal-11982	105	7	for	for	ADP
american_scientific_journal-11982	105	8	independent	independent	ADJ
american_scientific_journal-11982	105	9	american	american	ADJ
american_scientific_journal-11982	105	10	academic	academic	ADJ
american_scientific_journal-11982	105	11	scientific	scientific	ADJ
american_scientific_journal-11982	105	12	research	research	NOUN
american_scientific_journal-11982	105	13	journal	journal	NOUN
american_scientific_journal-11982	105	14	for	for	ADP
american_scientific_journal-11982	105	15	engineering	engineering	NOUN
american_scientific_journal-11982	105	16	,	,	PUNCT
american_scientific_journal-11982	105	17	technology	technology	NOUN
american_scientific_journal-11982	105	18	,	,	PUNCT
american_scientific_journal-11982	105	19	and	and	CCONJ
american_scientific_journal-11982	105	20	sciences	science	NOUN
american_scientific_journal-11982	105	21	(	(	PUNCT
american_scientific_journal-11982	105	22	asrjets	asrjet	NOUN
american_scientific_journal-11982	105	23	)	)	PUNCT
american_scientific_journal-11982	105	24	volume	volume	NOUN
american_scientific_journal-11982	105	25	102	102	NUM
american_scientific_journal-11982	105	26	,	,	PUNCT
american_scientific_journal-11982	105	27	no	no	DET
american_scientific_journal-11982	105	28	1	1	NUM
american_scientific_journal-11982	105	29	,	,	PUNCT
american_scientific_journal-11982	105	30	pp	pp	ADV
american_scientific_journal-11982	105	31	477	477	NUM
american_scientific_journal-11982	105	32	-	-	SYM
american_scientific_journal-11982	105	33	486	486	NUM
american_scientific_journal-11982	105	34	484	484	NUM
american_scientific_journal-11982	105	35	optimization	optimization	NOUN
american_scientific_journal-11982	105	36	and	and	CCONJ
american_scientific_journal-11982	105	37	scaling	scaling	NOUN
american_scientific_journal-11982	105	38	at	at	ADP
american_scientific_journal-11982	105	39	each	each	DET
american_scientific_journal-11982	105	40	level	level	NOUN
american_scientific_journal-11982	105	41	of	of	ADP
american_scientific_journal-11982	105	42	the	the	DET
american_scientific_journal-11982	105	43	memory	memory	NOUN
american_scientific_journal-11982	105	44	hierarchy	hierarchy	NOUN
american_scientific_journal-11982	105	45	.	.	PUNCT
american_scientific_journal-11982	106	1	however	however	ADV
american_scientific_journal-11982	106	2	,	,	PUNCT
american_scientific_journal-11982	106	3	this	this	DET
american_scientific_journal-11982	106	4	framework	framework	NOUN
american_scientific_journal-11982	106	5	is	be	AUX
american_scientific_journal-11982	106	6	not	not	PART
american_scientific_journal-11982	106	7	a	a	DET
american_scientific_journal-11982	106	8	panacea	panacea	NOUN
american_scientific_journal-11982	106	9	but	but	CCONJ
american_scientific_journal-11982	106	10	rather	rather	ADV
american_scientific_journal-11982	106	11	a	a	DET
american_scientific_journal-11982	106	12	lens	lens	NOUN
american_scientific_journal-11982	106	13	through	through	ADP
american_scientific_journal-11982	106	14	which	which	PRON
american_scientific_journal-11982	106	15	to	to	PART
american_scientific_journal-11982	106	16	analyze	analyze	VERB
american_scientific_journal-11982	106	17	persistent	persistent	ADJ
american_scientific_journal-11982	106	18	challenges	challenge	NOUN
american_scientific_journal-11982	106	19	.	.	PUNCT
american_scientific_journal-11982	107	1	the	the	DET
american_scientific_journal-11982	107	2	discussion	discussion	NOUN
american_scientific_journal-11982	107	3	highlights	highlight	VERB
american_scientific_journal-11982	107	4	that	that	SCONJ
american_scientific_journal-11982	107	5	its	its	PRON
american_scientific_journal-11982	107	6	practical	practical	ADJ
american_scientific_journal-11982	107	7	implementation	implementation	NOUN
american_scientific_journal-11982	107	8	requires	require	VERB
american_scientific_journal-11982	107	9	careful	careful	ADJ
american_scientific_journal-11982	107	10	tuning	tuning	NOUN
american_scientific_journal-11982	107	11	of	of	ADP
american_scientific_journal-11982	107	12	the	the	DET
american_scientific_journal-11982	107	13	quantization	quantization	NOUN
american_scientific_journal-11982	107	14	-	-	PUNCT
american_scientific_journal-11982	107	15	vs	vs	ADP
american_scientific_journal-11982	107	16	-	-	PUNCT
american_scientific_journal-11982	107	17	recall	recall	NOUN
american_scientific_journal-11982	107	18	parameter	parameter	NOUN
american_scientific_journal-11982	107	19	,	,	PUNCT
american_scientific_journal-11982	107	20	where	where	SCONJ
american_scientific_journal-11982	107	21	aggressive	aggressive	ADJ
american_scientific_journal-11982	107	22	compression	compression	NOUN
american_scientific_journal-11982	107	23	on	on	ADP
american_scientific_journal-11982	107	24	the	the	DET
american_scientific_journal-11982	107	25	warm	warm	ADJ
american_scientific_journal-11982	107	26	tier	tier	NOUN
american_scientific_journal-11982	107	27	must	must	AUX
american_scientific_journal-11982	107	28	be	be	AUX
american_scientific_journal-11982	107	29	balanced	balance	VERB
american_scientific_journal-11982	107	30	against	against	ADP
american_scientific_journal-11982	107	31	the	the	DET
american_scientific_journal-11982	107	32	acceptable	acceptable	ADJ
american_scientific_journal-11982	107	33	loss	loss	NOUN
american_scientific_journal-11982	107	34	in	in	ADP
american_scientific_journal-11982	107	35	search	search	NOUN
american_scientific_journal-11982	107	36	fidelity	fidelity	NOUN
american_scientific_journal-11982	107	37	for	for	ADP
american_scientific_journal-11982	107	38	a	a	DET
american_scientific_journal-11982	107	39	given	give	VERB
american_scientific_journal-11982	107	40	application	application	NOUN
american_scientific_journal-11982	107	41	.	.	PUNCT
american_scientific_journal-11982	108	1	more	more	ADV
american_scientific_journal-11982	108	2	critically	critically	ADV
american_scientific_journal-11982	108	3	,	,	PUNCT
american_scientific_journal-11982	108	4	the	the	DET
american_scientific_journal-11982	108	5	problem	problem	NOUN
american_scientific_journal-11982	108	6	of	of	ADP
american_scientific_journal-11982	108	7	handling	handle	VERB
american_scientific_journal-11982	108	8	dynamic	dynamic	ADJ
american_scientific_journal-11982	108	9	data	datum	NOUN
american_scientific_journal-11982	108	10	—	—	PUNCT
american_scientific_journal-11982	108	11	frequent	frequent	ADJ
american_scientific_journal-11982	108	12	insertions	insertion	NOUN
american_scientific_journal-11982	108	13	,	,	PUNCT
american_scientific_journal-11982	108	14	updates	update	NOUN
american_scientific_journal-11982	108	15	,	,	PUNCT
american_scientific_journal-11982	108	16	and	and	CCONJ
american_scientific_journal-11982	108	17	deletions	deletion	NOUN
american_scientific_journal-11982	108	18	—	—	PUNCT
american_scientific_journal-11982	108	19	is	be	AUX
american_scientific_journal-11982	108	20	magnified	magnify	VERB
american_scientific_journal-11982	108	21	in	in	ADP
american_scientific_journal-11982	108	22	a	a	DET
american_scientific_journal-11982	108	23	multi	multi	ADJ
american_scientific_journal-11982	108	24	-	-	ADJ
american_scientific_journal-11982	108	25	tier	tier	ADJ
american_scientific_journal-11982	108	26	environment	environment	NOUN
american_scientific_journal-11982	108	27	,	,	PUNCT
american_scientific_journal-11982	108	28	demanding	demand	VERB
american_scientific_journal-11982	108	29	sophisticated	sophisticated	ADJ
american_scientific_journal-11982	108	30	consistency	consistency	NOUN
american_scientific_journal-11982	108	31	protocols	protocol	NOUN
american_scientific_journal-11982	108	32	and	and	CCONJ
american_scientific_journal-11982	108	33	non	non	ADJ
american_scientific_journal-11982	108	34	-	-	ADJ
american_scientific_journal-11982	108	35	disruptive	disruptive	ADJ
american_scientific_journal-11982	108	36	re	re	ADJ
american_scientific_journal-11982	108	37	-	-	ADJ
american_scientific_journal-11982	108	38	indexing	indexing	ADJ
american_scientific_journal-11982	108	39	strategies	strategy	NOUN
american_scientific_journal-11982	108	40	that	that	PRON
american_scientific_journal-11982	108	41	remain	remain	VERB
american_scientific_journal-11982	108	42	an	an	DET
american_scientific_journal-11982	108	43	active	active	ADJ
american_scientific_journal-11982	108	44	area	area	NOUN
american_scientific_journal-11982	108	45	of	of	ADP
american_scientific_journal-11982	108	46	research	research	NOUN
american_scientific_journal-11982	108	47	.	.	PUNCT
american_scientific_journal-11982	109	1	the	the	DET
american_scientific_journal-11982	109	2	model	model	NOUN
american_scientific_journal-11982	109	3	clarifies	clarify	VERB
american_scientific_journal-11982	109	4	these	these	DET
american_scientific_journal-11982	109	5	trade	trade	NOUN
american_scientific_journal-11982	109	6	-	-	PUNCT
american_scientific_journal-11982	109	7	offs	off	NOUN
american_scientific_journal-11982	109	8	,	,	PUNCT
american_scientific_journal-11982	109	9	making	make	VERB
american_scientific_journal-11982	109	10	them	they	PRON
american_scientific_journal-11982	109	11	explicit	explicit	ADJ
american_scientific_journal-11982	109	12	architectural	architectural	ADJ
american_scientific_journal-11982	109	13	decisions	decision	NOUN
american_scientific_journal-11982	109	14	rather	rather	ADV
american_scientific_journal-11982	109	15	than	than	ADP
american_scientific_journal-11982	109	16	implicit	implicit	ADJ
american_scientific_journal-11982	109	17	operational	operational	ADJ
american_scientific_journal-11982	109	18	side	side	NOUN
american_scientific_journal-11982	109	19	effects	effect	NOUN
american_scientific_journal-11982	109	20	.	.	PUNCT
american_scientific_journal-11982	110	1	ultimately	ultimately	ADV
american_scientific_journal-11982	110	2	,	,	PUNCT
american_scientific_journal-11982	110	3	this	this	DET
american_scientific_journal-11982	110	4	discussion	discussion	NOUN
american_scientific_journal-11982	110	5	positions	position	VERB
american_scientific_journal-11982	110	6	the	the	DET
american_scientific_journal-11982	110	7	hybrid	hybrid	NOUN
american_scientific_journal-11982	110	8	model	model	NOUN
american_scientific_journal-11982	110	9	as	as	ADP
american_scientific_journal-11982	110	10	a	a	DET
american_scientific_journal-11982	110	11	foundational	foundational	ADJ
american_scientific_journal-11982	110	12	building	building	NOUN
american_scientific_journal-11982	110	13	block	block	NOUN
american_scientific_journal-11982	110	14	for	for	ADP
american_scientific_journal-11982	110	15	the	the	DET
american_scientific_journal-11982	110	16	next	next	ADJ
american_scientific_journal-11982	110	17	generation	generation	NOUN
american_scientific_journal-11982	110	18	of	of	ADP
american_scientific_journal-11982	110	19	ai	ai	PROPN
american_scientific_journal-11982	110	20	data	data	NOUN
american_scientific_journal-11982	110	21	infrastructure	infrastructure	NOUN
american_scientific_journal-11982	110	22	.	.	PUNCT
american_scientific_journal-11982	111	1	the	the	DET
american_scientific_journal-11982	111	2	future	future	ADJ
american_scientific_journal-11982	111	3	evolution	evolution	NOUN
american_scientific_journal-11982	111	4	of	of	ADP
american_scientific_journal-11982	111	5	such	such	ADJ
american_scientific_journal-11982	111	6	systems	system	NOUN
american_scientific_journal-11982	111	7	will	will	AUX
american_scientific_journal-11982	111	8	likely	likely	ADV
american_scientific_journal-11982	111	9	involve	involve	VERB
american_scientific_journal-11982	111	10	integrating	integrate	VERB
american_scientific_journal-11982	111	11	emerging	emerge	VERB
american_scientific_journal-11982	111	12	technologies	technology	NOUN
american_scientific_journal-11982	111	13	that	that	PRON
american_scientific_journal-11982	111	14	blur	blur	VERB
american_scientific_journal-11982	111	15	the	the	DET
american_scientific_journal-11982	111	16	lines	line	NOUN
american_scientific_journal-11982	111	17	between	between	ADP
american_scientific_journal-11982	111	18	these	these	DET
american_scientific_journal-11982	111	19	tiers	tier	NOUN
american_scientific_journal-11982	111	20	.	.	PUNCT
american_scientific_journal-11982	112	1	the	the	DET
american_scientific_journal-11982	112	2	rise	rise	NOUN
american_scientific_journal-11982	112	3	of	of	ADP
american_scientific_journal-11982	112	4	cxl	cxl	NOUN
american_scientific_journal-11982	112	5	will	will	AUX
american_scientific_journal-11982	112	6	create	create	VERB
american_scientific_journal-11982	112	7	more	more	ADV
american_scientific_journal-11982	112	8	unified	unified	ADJ
american_scientific_journal-11982	112	9	memory	memory	NOUN
american_scientific_journal-11982	112	10	pools	pool	NOUN
american_scientific_journal-11982	112	11	,	,	PUNCT
american_scientific_journal-11982	112	12	hardware	hardware	NOUN
american_scientific_journal-11982	112	13	accelerators	accelerator	NOUN
american_scientific_journal-11982	112	14	like	like	ADP
american_scientific_journal-11982	112	15	dpus	dpus	PROPN
american_scientific_journal-11982	112	16	will	will	AUX
american_scientific_journal-11982	112	17	enable	enable	VERB
american_scientific_journal-11982	112	18	near	near	ADJ
american_scientific_journal-11982	112	19	-	-	PUNCT
american_scientific_journal-11982	112	20	storage	storage	NOUN
american_scientific_journal-11982	112	21	computation	computation	NOUN
american_scientific_journal-11982	112	22	,	,	PUNCT
american_scientific_journal-11982	112	23	and	and	CCONJ
american_scientific_journal-11982	112	24	standardized	standardized	ADJ
american_scientific_journal-11982	112	25	vector	vector	NOUN
american_scientific_journal-11982	112	26	formats	format	NOUN
american_scientific_journal-11982	112	27	will	will	AUX
american_scientific_journal-11982	112	28	foster	foster	VERB
american_scientific_journal-11982	112	29	interoperability	interoperability	NOUN
american_scientific_journal-11982	112	30	.	.	PUNCT
american_scientific_journal-11982	113	1	the	the	DET
american_scientific_journal-11982	113	2	proposed	propose	VERB
american_scientific_journal-11982	113	3	conceptual	conceptual	ADJ
american_scientific_journal-11982	113	4	model	model	NOUN
american_scientific_journal-11982	113	5	provides	provide	VERB
american_scientific_journal-11982	113	6	a	a	DET
american_scientific_journal-11982	113	7	stable	stable	ADJ
american_scientific_journal-11982	113	8	framework	framework	NOUN
american_scientific_journal-11982	113	9	to	to	PART
american_scientific_journal-11982	113	10	reason	reason	NOUN
american_scientific_journal-11982	113	11	about	about	ADP
american_scientific_journal-11982	113	12	the	the	DET
american_scientific_journal-11982	113	13	integration	integration	NOUN
american_scientific_journal-11982	113	14	of	of	ADP
american_scientific_journal-11982	113	15	these	these	DET
american_scientific_journal-11982	113	16	future	future	ADJ
american_scientific_journal-11982	113	17	advancements	advancement	NOUN
american_scientific_journal-11982	113	18	,	,	PUNCT
american_scientific_journal-11982	113	19	ensuring	ensure	VERB
american_scientific_journal-11982	113	20	that	that	SCONJ
american_scientific_journal-11982	113	21	systems	system	NOUN
american_scientific_journal-11982	113	22	can	can	AUX
american_scientific_journal-11982	113	23	evolve	evolve	VERB
american_scientific_journal-11982	113	24	while	while	SCONJ
american_scientific_journal-11982	113	25	adhering	adhere	VERB
american_scientific_journal-11982	113	26	to	to	ADP
american_scientific_journal-11982	113	27	the	the	DET
american_scientific_journal-11982	113	28	core	core	ADJ
american_scientific_journal-11982	113	29	principles	principle	NOUN
american_scientific_journal-11982	113	30	of	of	ADP
american_scientific_journal-11982	113	31	hierarchical	hierarchical	ADJ
american_scientific_journal-11982	113	32	data	datum	NOUN
american_scientific_journal-11982	113	33	management	management	NOUN
american_scientific_journal-11982	113	34	.	.	PUNCT
american_scientific_journal-11982	114	1	4	4	X
american_scientific_journal-11982	114	2	.	.	X
american_scientific_journal-11982	114	3	conclusion	conclusion	NOUN
american_scientific_journal-11982	114	4	within	within	ADP
american_scientific_journal-11982	114	5	the	the	DET
american_scientific_journal-11982	114	6	framework	framework	NOUN
american_scientific_journal-11982	114	7	of	of	ADP
american_scientific_journal-11982	114	8	the	the	DET
american_scientific_journal-11982	114	9	conducted	conduct	VERB
american_scientific_journal-11982	114	10	study	study	NOUN
american_scientific_journal-11982	114	11	,	,	PUNCT
american_scientific_journal-11982	114	12	a	a	DET
american_scientific_journal-11982	114	13	detailed	detailed	ADJ
american_scientific_journal-11982	114	14	review	review	NOUN
american_scientific_journal-11982	114	15	of	of	ADP
american_scientific_journal-11982	114	16	modern	modern	ADJ
american_scientific_journal-11982	114	17	designs	design	NOUN
american_scientific_journal-11982	114	18	of	of	ADP
american_scientific_journal-11982	114	19	hybrid	hybrid	ADJ
american_scientific_journal-11982	114	20	storage	storage	NOUN
american_scientific_journal-11982	114	21	systems	system	NOUN
american_scientific_journal-11982	114	22	aimed	aim	VERB
american_scientific_journal-11982	114	23	at	at	ADP
american_scientific_journal-11982	114	24	ultra	ultra	ADJ
american_scientific_journal-11982	114	25	-	-	ADJ
american_scientific_journal-11982	114	26	fast	fast	ADJ
american_scientific_journal-11982	114	27	retrieval	retrieval	NOUN
american_scientific_journal-11982	114	28	of	of	ADP
american_scientific_journal-11982	114	29	vector	vector	NOUN
american_scientific_journal-11982	114	30	representations	representation	NOUN
american_scientific_journal-11982	114	31	has	have	AUX
american_scientific_journal-11982	114	32	been	be	AUX
american_scientific_journal-11982	114	33	carried	carry	VERB
american_scientific_journal-11982	114	34	out	out	ADP
american_scientific_journal-11982	114	35	.	.	PUNCT
american_scientific_journal-11982	115	1	it	it	PRON
american_scientific_journal-11982	115	2	has	have	AUX
american_scientific_journal-11982	115	3	been	be	AUX
american_scientific_journal-11982	115	4	established	establish	VERB
american_scientific_journal-11982	115	5	that	that	SCONJ
american_scientific_journal-11982	115	6	the	the	DET
american_scientific_journal-11982	115	7	prevailing	prevail	VERB
american_scientific_journal-11982	115	8	trend	trend	NOUN
american_scientific_journal-11982	115	9	is	be	AUX
american_scientific_journal-11982	115	10	the	the	DET
american_scientific_journal-11982	115	11	abandonment	abandonment	NOUN
american_scientific_journal-11982	115	12	of	of	ADP
american_scientific_journal-11982	115	13	classical	classical	ADJ
american_scientific_journal-11982	115	14	single	single	ADJ
american_scientific_journal-11982	115	15	-	-	PUNCT
american_scientific_journal-11982	115	16	mode	mode	NOUN
american_scientific_journal-11982	115	17	solutions	solution	NOUN
american_scientific_journal-11982	115	18	(	(	PUNCT
american_scientific_journal-11982	115	19	dram	dram	NOUN
american_scientific_journal-11982	115	20	only	only	ADV
american_scientific_journal-11982	115	21	or	or	CCONJ
american_scientific_journal-11982	115	22	disk	disk	NOUN
american_scientific_journal-11982	115	23	-	-	PUNCT
american_scientific_journal-11982	115	24	only	only	ADJ
american_scientific_journal-11982	115	25	storage	storage	NOUN
american_scientific_journal-11982	115	26	)	)	PUNCT
american_scientific_journal-11982	115	27	in	in	ADP
american_scientific_journal-11982	115	28	favor	favor	NOUN
american_scientific_journal-11982	115	29	of	of	ADP
american_scientific_journal-11982	115	30	multi	multi	ADJ
american_scientific_journal-11982	115	31	-	-	ADJ
american_scientific_journal-11982	115	32	tier	tier	ADJ
american_scientific_journal-11982	115	33	architectures	architecture	NOUN
american_scientific_journal-11982	115	34	capable	capable	ADJ
american_scientific_journal-11982	115	35	of	of	ADP
american_scientific_journal-11982	115	36	intelligently	intelligently	ADV
american_scientific_journal-11982	115	37	distributing	distribute	VERB
american_scientific_journal-11982	115	38	data	data	NOUN
american_scientific_journal-11982	115	39	blocks	block	NOUN
american_scientific_journal-11982	115	40	and	and	CCONJ
american_scientific_journal-11982	115	41	index	index	NOUN
american_scientific_journal-11982	115	42	elements	element	NOUN
american_scientific_journal-11982	115	43	between	between	ADP
american_scientific_journal-11982	115	44	high	high	ADJ
american_scientific_journal-11982	115	45	-	-	PUNCT
american_scientific_journal-11982	115	46	speed	speed	NOUN
american_scientific_journal-11982	115	47	and	and	CCONJ
american_scientific_journal-11982	115	48	high	high	ADJ
american_scientific_journal-11982	115	49	-	-	PUNCT
american_scientific_journal-11982	115	50	capacity	capacity	NOUN
american_scientific_journal-11982	115	51	memory	memory	NOUN
american_scientific_journal-11982	115	52	.	.	PUNCT
american_scientific_journal-11982	116	1	such	such	DET
american_scientific_journal-11982	116	2	a	a	DET
american_scientific_journal-11982	116	3	division	division	NOUN
american_scientific_journal-11982	116	4	of	of	ADP
american_scientific_journal-11982	116	5	responsibilities	responsibility	NOUN
american_scientific_journal-11982	116	6	improves	improve	VERB
american_scientific_journal-11982	116	7	query	query	NOUN
american_scientific_journal-11982	116	8	locality	locality	NOUN
american_scientific_journal-11982	116	9	and	and	CCONJ
american_scientific_journal-11982	116	10	lowers	lower	VERB
american_scientific_journal-11982	116	11	search	search	NOUN
american_scientific_journal-11982	116	12	latency	latency	NOUN
american_scientific_journal-11982	116	13	without	without	ADP
american_scientific_journal-11982	116	14	an	an	DET
american_scientific_journal-11982	116	15	unjustified	unjustified	ADJ
american_scientific_journal-11982	116	16	increase	increase	NOUN
american_scientific_journal-11982	116	17	in	in	ADP
american_scientific_journal-11982	116	18	infrastructure	infrastructure	NOUN
american_scientific_journal-11982	116	19	costs	cost	NOUN
american_scientific_journal-11982	116	20	.	.	PUNCT
american_scientific_journal-11982	117	1	the	the	DET
american_scientific_journal-11982	117	2	literature	literature	PROPN
american_scientific_journal-11982	117	3	review	review	NOUN
american_scientific_journal-11982	117	4	revealed	reveal	VERB
american_scientific_journal-11982	117	5	that	that	SCONJ
american_scientific_journal-11982	117	6	the	the	DET
american_scientific_journal-11982	117	7	synergistic	synergistic	ADJ
american_scientific_journal-11982	117	8	combination	combination	NOUN
american_scientific_journal-11982	117	9	of	of	ADP
american_scientific_journal-11982	117	10	graph	graph	NOUN
american_scientific_journal-11982	117	11	structures	structure	NOUN
american_scientific_journal-11982	117	12	(	(	PUNCT
american_scientific_journal-11982	117	13	for	for	ADP
american_scientific_journal-11982	117	14	example	example	NOUN
american_scientific_journal-11982	117	15	,	,	PUNCT
american_scientific_journal-11982	117	16	hnsw	hnsw	NOUN
american_scientific_journal-11982	117	17	)	)	PUNCT
american_scientific_journal-11982	117	18	with	with	ADP
american_scientific_journal-11982	117	19	disk	disk	NOUN
american_scientific_journal-11982	117	20	-	-	PUNCT
american_scientific_journal-11982	117	21	oriented	orient	VERB
american_scientific_journal-11982	117	22	algorithms	algorithm	NOUN
american_scientific_journal-11982	117	23	such	such	ADJ
american_scientific_journal-11982	117	24	as	as	ADP
american_scientific_journal-11982	117	25	diskann	diskann	PROPN
american_scientific_journal-11982	117	26	ensures	ensure	VERB
american_scientific_journal-11982	117	27	an	an	DET
american_scientific_journal-11982	117	28	optimal	optimal	ADJ
american_scientific_journal-11982	117	29	balance	balance	NOUN
american_scientific_journal-11982	117	30	of	of	ADP
american_scientific_journal-11982	117	31	performance	performance	NOUN
american_scientific_journal-11982	117	32	,	,	PUNCT
american_scientific_journal-11982	117	33	cost	cost	NOUN
american_scientific_journal-11982	117	34	-	-	PUNCT
american_scientific_journal-11982	117	35	efficiency	efficiency	NOUN
american_scientific_journal-11982	117	36	,	,	PUNCT
american_scientific_journal-11982	117	37	and	and	CCONJ
american_scientific_journal-11982	117	38	accuracy	accuracy	NOUN
american_scientific_journal-11982	117	39	when	when	SCONJ
american_scientific_journal-11982	117	40	working	work	VERB
american_scientific_journal-11982	117	41	with	with	ADP
american_scientific_journal-11982	117	42	teraand	teraand	NUM
american_scientific_journal-11982	117	43	petabyte	petabyte	NOUN
american_scientific_journal-11982	117	44	-	-	PUNCT
american_scientific_journal-11982	117	45	scale	scale	NOUN
american_scientific_journal-11982	117	46	vector	vector	NOUN
american_scientific_journal-11982	117	47	sets	set	NOUN
american_scientific_journal-11982	117	48	.	.	PUNCT
american_scientific_journal-11982	118	1	in	in	ADP
american_scientific_journal-11982	118	2	particular	particular	ADJ
american_scientific_journal-11982	118	3	,	,	PUNCT
american_scientific_journal-11982	118	4	the	the	DET
american_scientific_journal-11982	118	5	use	use	NOUN
american_scientific_journal-11982	118	6	of	of	ADP
american_scientific_journal-11982	118	7	hierarchical	hierarchical	ADJ
american_scientific_journal-11982	118	8	indexing	indexing	NOUN
american_scientific_journal-11982	118	9	in	in	ADP
american_scientific_journal-11982	118	10	dram	dram	PROPN
american_scientific_journal-11982	118	11	for	for	ADP
american_scientific_journal-11982	118	12	hot	hot	ADJ
american_scientific_journal-11982	118	13	nodes	node	NOUN
american_scientific_journal-11982	118	14	and	and	CCONJ
american_scientific_journal-11982	118	15	the	the	DET
american_scientific_journal-11982	118	16	transfer	transfer	NOUN
american_scientific_journal-11982	118	17	of	of	ADP
american_scientific_journal-11982	118	18	infrequent	infrequent	ADJ
american_scientific_journal-11982	118	19	or	or	CCONJ
american_scientific_journal-11982	118	20	less	less	ADV
american_scientific_journal-11982	118	21	relevant	relevant	ADJ
american_scientific_journal-11982	118	22	segments	segment	NOUN
american_scientific_journal-11982	118	23	to	to	PART
american_scientific_journal-11982	118	24	ssd	ssd	NOUN
american_scientific_journal-11982	118	25	/	/	SYM
american_scientific_journal-11982	118	26	hdd	hdd	NOUN
american_scientific_journal-11982	118	27	significantly	significantly	ADV
american_scientific_journal-11982	118	28	expand	expand	VERB
american_scientific_journal-11982	118	29	system	system	NOUN
american_scientific_journal-11982	118	30	scalability	scalability	NOUN
american_scientific_journal-11982	118	31	without	without	ADP
american_scientific_journal-11982	118	32	substantial	substantial	ADJ
american_scientific_journal-11982	118	33	degradation	degradation	NOUN
american_scientific_journal-11982	118	34	in	in	ADP
american_scientific_journal-11982	118	35	search	search	NOUN
american_scientific_journal-11982	118	36	quality	quality	NOUN
american_scientific_journal-11982	118	37	.	.	PUNCT
american_scientific_journal-11982	119	1	this	this	PRON
american_scientific_journal-11982	119	2	resulted	result	VERB
american_scientific_journal-11982	119	3	in	in	ADP
american_scientific_journal-11982	119	4	the	the	DET
american_scientific_journal-11982	119	5	description	description	NOUN
american_scientific_journal-11982	119	6	of	of	ADP
american_scientific_journal-11982	119	7	a	a	DET
american_scientific_journal-11982	119	8	conceptual	conceptual	ADJ
american_scientific_journal-11982	119	9	three	three	NUM
american_scientific_journal-11982	119	10	-	-	PUNCT
american_scientific_journal-11982	119	11	tier	tier	NOUN
american_scientific_journal-11982	119	12	model	model	NOUN
american_scientific_journal-11982	119	13	(	(	PUNCT
american_scientific_journal-11982	119	14	dram	dram	PROPN
american_scientific_journal-11982	119	15	–	–	PUNCT
american_scientific_journal-11982	119	16	ssd	ssd	NOUN
american_scientific_journal-11982	119	17	–	–	PUNCT
american_scientific_journal-11982	119	18	hdd	hdd	NOUN
american_scientific_journal-11982	119	19	)	)	PUNCT
american_scientific_journal-11982	119	20	in	in	ADP
american_scientific_journal-11982	119	21	which	which	PRON
american_scientific_journal-11982	119	22	the	the	DET
american_scientific_journal-11982	119	23	placement	placement	NOUN
american_scientific_journal-11982	119	24	levels	level	NOUN
american_scientific_journal-11982	119	25	of	of	ADP
american_scientific_journal-11982	119	26	index	index	NOUN
american_scientific_journal-11982	119	27	components	component	NOUN
american_scientific_journal-11982	119	28	and	and	CCONJ
american_scientific_journal-11982	119	29	data	datum	NOUN
american_scientific_journal-11982	119	30	are	be	AUX
american_scientific_journal-11982	119	31	deterministically	deterministically	ADV
american_scientific_journal-11982	119	32	specified	specify	VERB
american_scientific_journal-11982	119	33	with	with	ADP
american_scientific_journal-11982	119	34	the	the	DET
american_scientific_journal-11982	119	35	goal	goal	NOUN
american_scientific_journal-11982	119	36	of	of	ADP
american_scientific_journal-11982	119	37	minimizing	minimize	VERB
american_scientific_journal-11982	119	38	end	end	NOUN
american_scientific_journal-11982	119	39	-	-	PUNCT
american_scientific_journal-11982	119	40	to	to	ADP
american_scientific_journal-11982	119	41	-	-	PUNCT
american_scientific_journal-11982	119	42	end	end	NOUN
american_scientific_journal-11982	119	43	delays	delay	NOUN
american_scientific_journal-11982	119	44	.	.	PUNCT
american_scientific_journal-11982	120	1	it	it	PRON
american_scientific_journal-11982	120	2	is	be	AUX
american_scientific_journal-11982	120	3	shown	show	VERB
american_scientific_journal-11982	120	4	that	that	SCONJ
american_scientific_journal-11982	120	5	efficiency	efficiency	NOUN
american_scientific_journal-11982	120	6	criteria	criterion	NOUN
american_scientific_journal-11982	120	7	here	here	ADV
american_scientific_journal-11982	120	8	largely	largely	ADV
american_scientific_journal-11982	120	9	rest	rest	VERB
american_scientific_journal-11982	120	10	on	on	ADP
american_scientific_journal-11982	120	11	balancing	balance	VERB
american_scientific_journal-11982	120	12	vector	vector	NOUN
american_scientific_journal-11982	120	13	quantization	quantization	NOUN
american_scientific_journal-11982	120	14	parameters	parameter	NOUN
american_scientific_journal-11982	120	15	(	(	PUNCT
american_scientific_journal-11982	120	16	to	to	PART
american_scientific_journal-11982	120	17	reduce	reduce	VERB
american_scientific_journal-11982	120	18	the	the	DET
american_scientific_journal-11982	120	19	volume	volume	NOUN
american_scientific_journal-11982	120	20	of	of	ADP
american_scientific_journal-11982	120	21	stored	store	VERB
american_scientific_journal-11982	120	22	data	datum	NOUN
american_scientific_journal-11982	120	23	)	)	PUNCT
american_scientific_journal-11982	120	24	and	and	CCONJ
american_scientific_journal-11982	120	25	the	the	DET
american_scientific_journal-11982	120	26	permissible	permissible	ADJ
american_scientific_journal-11982	120	27	loss	loss	NOUN
american_scientific_journal-11982	120	28	of	of	ADP
american_scientific_journal-11982	120	29	search	search	NOUN
american_scientific_journal-11982	120	30	accuracy	accuracy	NOUN
american_scientific_journal-11982	120	31	.	.	PUNCT
american_scientific_journal-11982	121	1	at	at	ADP
american_scientific_journal-11982	121	2	the	the	DET
american_scientific_journal-11982	121	3	same	same	ADJ
american_scientific_journal-11982	121	4	time	time	NOUN
american_scientific_journal-11982	121	5	,	,	PUNCT
american_scientific_journal-11982	121	6	it	it	PRON
american_scientific_journal-11982	121	7	has	have	AUX
american_scientific_journal-11982	121	8	been	be	AUX
american_scientific_journal-11982	121	9	found	find	VERB
american_scientific_journal-11982	121	10	that	that	SCONJ
american_scientific_journal-11982	121	11	classical	classical	ADJ
american_scientific_journal-11982	121	12	algorithms	algorithm	NOUN
american_scientific_journal-11982	121	13	encounter	encounter	VERB
american_scientific_journal-11982	121	14	difficulties	difficulty	NOUN
american_scientific_journal-11982	121	15	when	when	SCONJ
american_scientific_journal-11982	121	16	working	work	VERB
american_scientific_journal-11982	121	17	with	with	ADP
american_scientific_journal-11982	121	18	dynamically	dynamically	ADV
american_scientific_journal-11982	121	19	updated	update	VERB
american_scientific_journal-11982	121	20	collections	collection	NOUN
american_scientific_journal-11982	121	21	because	because	SCONJ
american_scientific_journal-11982	121	22	they	they	PRON
american_scientific_journal-11982	121	23	do	do	AUX
american_scientific_journal-11982	121	24	not	not	PART
american_scientific_journal-11982	121	25	provide	provide	VERB
american_scientific_journal-11982	121	26	for	for	ADP
american_scientific_journal-11982	121	27	adaptive	adaptive	ADJ
american_scientific_journal-11982	121	28	re	re	NOUN
american_scientific_journal-11982	121	29	-	-	NOUN
american_scientific_journal-11982	121	30	indexing	indexing	NOUN
american_scientific_journal-11982	121	31	in	in	ADP
american_scientific_journal-11982	121	32	real	real	ADJ
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american_scientific_journal-11982	121	34	.	.	PUNCT
american_scientific_journal-11982	122	1	in	in	ADP
american_scientific_journal-11982	122	2	response	response	NOUN
american_scientific_journal-11982	122	3	to	to	ADP
american_scientific_journal-11982	122	4	the	the	DET
american_scientific_journal-11982	122	5	identified	identify	VERB
american_scientific_journal-11982	122	6	problem	problem	NOUN
american_scientific_journal-11982	122	7	,	,	PUNCT
american_scientific_journal-11982	122	8	advanced	advanced	ADJ
american_scientific_journal-11982	122	9	industrial	industrial	ADJ
american_scientific_journal-11982	122	10	platforms	platform	NOUN
american_scientific_journal-11982	122	11	—	—	PUNCT
american_scientific_journal-11982	122	12	such	such	ADJ
american_scientific_journal-11982	122	13	as	as	ADP
american_scientific_journal-11982	122	14	activeloop	activeloop	ADJ
american_scientific_journal-11982	122	15	deep	deep	ADJ
american_scientific_journal-11982	122	16	lake	lake	NOUN
american_scientific_journal-11982	122	17	—	—	PUNCT
american_scientific_journal-11982	122	18	have	have	VERB
american_scientific_journal-11982	122	19	american	american	ADJ
american_scientific_journal-11982	122	20	academic	academic	ADJ
american_scientific_journal-11982	122	21	scientific	scientific	ADJ
american_scientific_journal-11982	122	22	research	research	NOUN
american_scientific_journal-11982	122	23	journal	journal	NOUN
american_scientific_journal-11982	122	24	for	for	ADP
american_scientific_journal-11982	122	25	engineering	engineering	NOUN
american_scientific_journal-11982	122	26	,	,	PUNCT
american_scientific_journal-11982	122	27	technology	technology	NOUN
american_scientific_journal-11982	122	28	,	,	PUNCT
american_scientific_journal-11982	122	29	and	and	CCONJ
american_scientific_journal-11982	122	30	sciences	science	NOUN
american_scientific_journal-11982	122	31	(	(	PUNCT
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american_scientific_journal-11982	122	33	)	)	PUNCT
american_scientific_journal-11982	122	34	volume	volume	NOUN
american_scientific_journal-11982	122	35	102	102	NUM
american_scientific_journal-11982	122	36	,	,	PUNCT
american_scientific_journal-11982	122	37	no	no	DET
american_scientific_journal-11982	122	38	1	1	NUM
american_scientific_journal-11982	122	39	,	,	PUNCT
american_scientific_journal-11982	122	40	pp	pp	ADV
american_scientific_journal-11982	122	41	477	477	NUM
american_scientific_journal-11982	122	42	-	-	SYM
american_scientific_journal-11982	122	43	486	486	NUM
american_scientific_journal-11982	122	44	485	485	NUM
american_scientific_journal-11982	122	45	been	be	AUX
american_scientific_journal-11982	122	46	considered	consider	VERB
american_scientific_journal-11982	122	47	,	,	PUNCT
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american_scientific_journal-11982	122	49	embody	embody	VERB
american_scientific_journal-11982	122	50	the	the	DET
american_scientific_journal-11982	122	51	concept	concept	NOUN
american_scientific_journal-11982	122	52	of	of	ADP
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american_scientific_journal-11982	122	54	-	-	PUNCT
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american_scientific_journal-11982	122	57	.	.	PUNCT
american_scientific_journal-11982	123	1	these	these	DET
american_scientific_journal-11982	123	2	systems	system	NOUN
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american_scientific_journal-11982	123	4	storage	storage	NOUN
american_scientific_journal-11982	123	5	,	,	PUNCT
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american_scientific_journal-11982	123	7	,	,	PUNCT
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american_scientific_journal-11982	123	12	a	a	DET
american_scientific_journal-11982	123	13	single	single	ADJ
american_scientific_journal-11982	123	14	stack	stack	NOUN
american_scientific_journal-11982	123	15	,	,	PUNCT
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american_scientific_journal-11982	123	17	efficient	efficient	ADJ
american_scientific_journal-11982	123	18	handling	handling	NOUN
american_scientific_journal-11982	123	19	of	of	ADP
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american_scientific_journal-11982	123	21	data	datum	NOUN
american_scientific_journal-11982	123	22	and	and	CCONJ
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american_scientific_journal-11982	123	30	.	.	PUNCT
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american_scientific_journal-11982	124	2	,	,	PUNCT
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american_scientific_journal-11982	124	4	proposed	propose	VERB
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american_scientific_journal-11982	124	6	that	that	PRON
american_scientific_journal-11982	124	7	a	a	DET
american_scientific_journal-11982	124	8	multi	multi	ADJ
american_scientific_journal-11982	124	9	-	-	ADJ
american_scientific_journal-11982	124	10	tier	tier	ADJ
american_scientific_journal-11982	124	11	hybrid	hybrid	ADJ
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american_scientific_journal-11982	124	14	the	the	DET
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american_scientific_journal-11982	124	20	search	search	NOUN
american_scientific_journal-11982	124	21	has	have	AUX
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american_scientific_journal-11982	124	24	.	.	PUNCT
american_scientific_journal-11982	125	1	references	reference	NOUN
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american_scientific_journal-11982	126	4	.	.	PUNCT
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american_scientific_journal-11982	129	7	,	,	PUNCT
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american_scientific_journal-11982	130	4	.	.	PUNCT
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american_scientific_journal-11982	135	5	11	11	NUM
american_scientific_journal-11982	135	6	,	,	PUNCT
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american_scientific_journal-11982	135	8	)	)	PUNCT
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american_scientific_journal-11982	136	1	[	[	X
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american_scientific_journal-11982	136	4	.	.	PUNCT
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american_scientific_journal-11982	137	3	et	et	PROPN
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american_scientific_journal-11982	137	9	.	.	PUNCT
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american_scientific_journal-11982	139	10	,	,	PUNCT
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american_scientific_journal-11982	141	4	,	,	PUNCT
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american_scientific_journal-11982	142	10	:	:	PUNCT
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american_scientific_journal-11982	166	8	-	-	PUNCT
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american_scientific_journal-11982	171	7	,	,	PUNCT
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