id	sid	tid	token	lemma	pos
2f75r784w6s	1	1	modern	modern	ADJ
2f75r784w6s	1	2	-	-	PUNCT
2f75r784w6s	1	3	day	day	NOUN
2f75r784w6s	1	4	computers	computer	NOUN
2f75r784w6s	1	5	heavily	heavily	ADV
2f75r784w6s	1	6	rely	rely	VERB
2f75r784w6s	1	7	on	on	ADP
2f75r784w6s	1	8	the	the	DET
2f75r784w6s	1	9	von	von	PROPN
2f75r784w6s	1	10	neumann	neumann	PROPN
2f75r784w6s	1	11	architecture	architecture	NOUN
2f75r784w6s	1	12	where	where	SCONJ
2f75r784w6s	1	13	the	the	DET
2f75r784w6s	1	14	data	datum	NOUN
2f75r784w6s	1	15	is	be	AUX
2f75r784w6s	1	16	moved	move	VERB
2f75r784w6s	1	17	from	from	ADP
2f75r784w6s	1	18	memory	memory	NOUN
2f75r784w6s	1	19	to	to	ADP
2f75r784w6s	1	20	processing	processing	NOUN
2f75r784w6s	1	21	units	unit	NOUN
2f75r784w6s	1	22	for	for	ADP
2f75r784w6s	1	23	computation	computation	NOUN
2f75r784w6s	1	24	which	which	PRON
2f75r784w6s	1	25	is	be	AUX
2f75r784w6s	1	26	commonly	commonly	ADV
2f75r784w6s	1	27	referred	refer	VERB
2f75r784w6s	1	28	to	to	ADP
2f75r784w6s	1	29	as	as	ADP
2f75r784w6s	1	30	the	the	DET
2f75r784w6s	1	31	von	von	PROPN
2f75r784w6s	1	32	neumann	neumann	PROPN
2f75r784w6s	1	33	bottleneck	bottleneck	PROPN
2f75r784w6s	1	34	.	.	PUNCT
2f75r784w6s	2	1	coupled	couple	VERB
2f75r784w6s	2	2	with	with	ADP
2f75r784w6s	2	3	the	the	DET
2f75r784w6s	2	4	vast	vast	ADJ
2f75r784w6s	2	5	amounts	amount	NOUN
2f75r784w6s	2	6	of	of	ADP
2f75r784w6s	2	7	data	datum	NOUN
2f75r784w6s	2	8	gathered	gather	VERB
2f75r784w6s	2	9	on	on	ADP
2f75r784w6s	2	10	the	the	DET
2f75r784w6s	2	11	web	web	NOUN
2f75r784w6s	2	12	and	and	CCONJ
2f75r784w6s	2	13	the	the	DET
2f75r784w6s	2	14	need	need	NOUN
2f75r784w6s	2	15	to	to	PART
2f75r784w6s	2	16	process	process	VERB
2f75r784w6s	2	17	large	large	ADJ
2f75r784w6s	2	18	amounts	amount	NOUN
2f75r784w6s	2	19	of	of	ADP
2f75r784w6s	2	20	data	datum	NOUN
2f75r784w6s	2	21	,	,	PUNCT
2f75r784w6s	2	22	the	the	DET
2f75r784w6s	2	23	von	von	PROPN
2f75r784w6s	2	24	neumann	neumann	PROPN
2f75r784w6s	2	25	bottleneck	bottleneck	PROPN
2f75r784w6s	2	26	can	can	AUX
2f75r784w6s	2	27	significantly	significantly	ADV
2f75r784w6s	2	28	thwart	thwart	VERB
2f75r784w6s	2	29	the	the	DET
2f75r784w6s	2	30	speed	speed	NOUN
2f75r784w6s	2	31	and	and	CCONJ
2f75r784w6s	2	32	efficiency	efficiency	NOUN
2f75r784w6s	2	33	of	of	ADP
2f75r784w6s	2	34	computation	computation	NOUN
2f75r784w6s	2	35	.	.	PUNCT
2f75r784w6s	3	1	on	on	ADP
2f75r784w6s	3	2	the	the	DET
2f75r784w6s	3	3	other	other	ADJ
2f75r784w6s	3	4	hand	hand	NOUN
2f75r784w6s	3	5	,	,	PUNCT
2f75r784w6s	3	6	with	with	ADP
2f75r784w6s	3	7	the	the	DET
2f75r784w6s	3	8	advancements	advancement	NOUN
2f75r784w6s	3	9	in	in	ADP
2f75r784w6s	3	10	artificial	artificial	ADJ
2f75r784w6s	3	11	intelligence	intelligence	NOUN
2f75r784w6s	3	12	and	and	CCONJ
2f75r784w6s	3	13	machine	machine	NOUN
2f75r784w6s	3	14	learning	learning	NOUN
2f75r784w6s	3	15	,	,	PUNCT
2f75r784w6s	3	16	the	the	DET
2f75r784w6s	3	17	demand	demand	NOUN
2f75r784w6s	3	18	for	for	ADP
2f75r784w6s	3	19	computation	computation	NOUN
2f75r784w6s	3	20	is	be	AUX
2f75r784w6s	3	21	ever	ever	ADV
2f75r784w6s	3	22	-	-	PUNCT
2f75r784w6s	3	23	increasing	increase	VERB
2f75r784w6s	3	24	.	.	PUNCT
2f75r784w6s	4	1	processing	processing	NOUN
2f75r784w6s	4	2	in	in	ADP
2f75r784w6s	4	3	-	-	PUNCT
2f75r784w6s	4	4	memory	memory	NOUN
2f75r784w6s	4	5	(	(	PUNCT
2f75r784w6s	4	6	pim	pim	PROPN
2f75r784w6s	4	7	)	)	PUNCT
2f75r784w6s	4	8	is	be	AUX
2f75r784w6s	4	9	a	a	DET
2f75r784w6s	4	10	new	new	ADJ
2f75r784w6s	4	11	computing	computing	NOUN
2f75r784w6s	4	12	paradigm	paradigm	NOUN
2f75r784w6s	4	13	that	that	PRON
2f75r784w6s	4	14	offers	offer	VERB
2f75r784w6s	4	15	an	an	DET
2f75r784w6s	4	16	attractive	attractive	ADJ
2f75r784w6s	4	17	solution	solution	NOUN
2f75r784w6s	4	18	to	to	ADP
2f75r784w6s	4	19	the	the	DET
2f75r784w6s	4	20	von	von	PROPN
2f75r784w6s	4	21	neumann	neumann	PROPN
2f75r784w6s	4	22	bottleneck	bottleneck	PROPN
2f75r784w6s	4	23	.	.	PUNCT
2f75r784w6s	5	1	with	with	ADP
2f75r784w6s	5	2	pim	pim	PROPN
2f75r784w6s	5	3	,	,	PUNCT
2f75r784w6s	5	4	computation	computation	NOUN
2f75r784w6s	5	5	happens	happen	VERB
2f75r784w6s	5	6	in	in	ADP
2f75r784w6s	5	7	the	the	DET
2f75r784w6s	5	8	memory	memory	NOUN
2f75r784w6s	5	9	which	which	PRON
2f75r784w6s	5	10	avoids	avoid	VERB
2f75r784w6s	5	11	expensive	expensive	ADJ
2f75r784w6s	5	12	data	datum	NOUN
2f75r784w6s	5	13	movement	movement	NOUN
2f75r784w6s	5	14	associated	associate	VERB
2f75r784w6s	5	15	with	with	ADP
2f75r784w6s	5	16	the	the	DET
2f75r784w6s	5	17	von	von	PROPN
2f75r784w6s	5	18	neumann	neumann	PROPN
2f75r784w6s	5	19	architecture	architecture	NOUN
2f75r784w6s	5	20	.	.	PUNCT
2f75r784w6s	6	1	furthermore	furthermore	ADV
2f75r784w6s	6	2	,	,	PUNCT
2f75r784w6s	6	3	emerging	emerge	VERB
2f75r784w6s	6	4	technologies	technology	NOUN
2f75r784w6s	6	5	are	be	AUX
2f75r784w6s	6	6	among	among	ADP
2f75r784w6s	6	7	the	the	DET
2f75r784w6s	6	8	top	top	ADJ
2f75r784w6s	6	9	contenders	contender	NOUN
2f75r784w6s	6	10	for	for	ADP
2f75r784w6s	6	11	realizing	realize	VERB
2f75r784w6s	6	12	pim	pim	NOUN
2f75r784w6s	6	13	designs	design	NOUN
2f75r784w6s	6	14	due	due	ADP
2f75r784w6s	6	15	to	to	ADP
2f75r784w6s	6	16	their	their	PRON
2f75r784w6s	6	17	frequent	frequent	ADJ
2f75r784w6s	6	18	non	non	ADJ
2f75r784w6s	6	19	-	-	NOUN
2f75r784w6s	6	20	volatility	volatility	NOUN
2f75r784w6s	6	21	,	,	PUNCT
2f75r784w6s	6	22	high	high	ADJ
2f75r784w6s	6	23	on	on	ADP
2f75r784w6s	6	24	/	/	PUNCT
2f75r784w6s	6	25	off	off	ADP
2f75r784w6s	6	26	ratios	ratio	NOUN
2f75r784w6s	6	27	,	,	PUNCT
2f75r784w6s	6	28	and	and	CCONJ
2f75r784w6s	6	29	compatibility	compatibility	NOUN
2f75r784w6s	6	30	with	with	ADP
2f75r784w6s	6	31	cmos	cmos	NOUN
2f75r784w6s	6	32	fabrication	fabrication	NOUN
2f75r784w6s	6	33	processes	process	NOUN
2f75r784w6s	6	34	.	.	PUNCT
2f75r784w6s	7	1	although	although	SCONJ
2f75r784w6s	7	2	pim	pim	NOUN
2f75r784w6s	7	3	designs	design	NOUN
2f75r784w6s	7	4	using	use	VERB
2f75r784w6s	7	5	emerging	emerge	VERB
2f75r784w6s	7	6	technologies	technology	NOUN
2f75r784w6s	7	7	can	can	AUX
2f75r784w6s	7	8	offer	offer	VERB
2f75r784w6s	7	9	significant	significant	ADJ
2f75r784w6s	7	10	improvement	improvement	NOUN
2f75r784w6s	7	11	over	over	ADP
2f75r784w6s	7	12	traditional	traditional	ADJ
2f75r784w6s	7	13	computing	computing	NOUN
2f75r784w6s	7	14	fabrics	fabric	NOUN
2f75r784w6s	7	15	,	,	PUNCT
2f75r784w6s	7	16	they	they	PRON
2f75r784w6s	7	17	often	often	ADV
2f75r784w6s	7	18	observe	observe	VERB
2f75r784w6s	7	19	non	non	NOUN
2f75r784w6s	7	20	-	-	NOUN
2f75r784w6s	7	21	idealities	ideality	NOUN
2f75r784w6s	7	22	that	that	PRON
2f75r784w6s	7	23	can	can	AUX
2f75r784w6s	7	24	affect	affect	VERB
2f75r784w6s	7	25	different	different	ADJ
2f75r784w6s	7	26	figures	figure	NOUN
2f75r784w6s	7	27	of	of	ADP
2f75r784w6s	7	28	merit	merit	NOUN
2f75r784w6s	7	29	.	.	PUNCT
2f75r784w6s	8	1	these	these	DET
2f75r784w6s	8	2	non	non	NOUN
2f75r784w6s	8	3	-	-	NOUN
2f75r784w6s	8	4	idealities	ideality	NOUN
2f75r784w6s	8	5	may	may	AUX
2f75r784w6s	8	6	be	be	AUX
2f75r784w6s	8	7	present	present	ADJ
2f75r784w6s	8	8	on	on	ADP
2f75r784w6s	8	9	any	any	PRON
2f75r784w6s	8	10	of	of	ADP
2f75r784w6s	8	11	the	the	DET
2f75r784w6s	8	12	traditional	traditional	ADJ
2f75r784w6s	8	13	design	design	NOUN
2f75r784w6s	8	14	layers	layer	NOUN
2f75r784w6s	8	15	(	(	PUNCT
2f75r784w6s	8	16	device	device	NOUN
2f75r784w6s	8	17	,	,	PUNCT
2f75r784w6s	8	18	circuit	circuit	NOUN
2f75r784w6s	8	19	,	,	PUNCT
2f75r784w6s	8	20	architecture	architecture	NOUN
2f75r784w6s	8	21	,	,	PUNCT
2f75r784w6s	8	22	algorithm	algorithm	PROPN
2f75r784w6s	8	23	,	,	PUNCT
2f75r784w6s	8	24	and	and	CCONJ
2f75r784w6s	8	25	application	application	NOUN
2f75r784w6s	8	26	)	)	PUNCT
2f75r784w6s	8	27	and	and	CCONJ
2f75r784w6s	8	28	impact	impact	VERB
2f75r784w6s	8	29	the	the	DET
2f75r784w6s	8	30	behavior	behavior	NOUN
2f75r784w6s	8	31	of	of	ADP
2f75r784w6s	8	32	the	the	DET
2f75r784w6s	8	33	designed	design	VERB
2f75r784w6s	8	34	system	system	NOUN
2f75r784w6s	8	35	on	on	ADP
2f75r784w6s	8	36	other	other	ADJ
2f75r784w6s	8	37	layers	layer	NOUN
2f75r784w6s	8	38	.	.	PUNCT
2f75r784w6s	9	1	furthermore	furthermore	ADV
2f75r784w6s	9	2	,	,	PUNCT
2f75r784w6s	9	3	it	it	PRON
2f75r784w6s	9	4	is	be	AUX
2f75r784w6s	9	5	important	important	ADJ
2f75r784w6s	9	6	to	to	PART
2f75r784w6s	9	7	consider	consider	VERB
2f75r784w6s	9	8	both	both	PRON
2f75r784w6s	9	9	top	top	ADJ
2f75r784w6s	9	10	-	-	PUNCT
2f75r784w6s	9	11	down	down	NOUN
2f75r784w6s	9	12	and	and	CCONJ
2f75r784w6s	9	13	bottom	bottom	ADJ
2f75r784w6s	9	14	-	-	PUNCT
2f75r784w6s	9	15	up	up	ADP
2f75r784w6s	9	16	perspectives	perspective	NOUN
2f75r784w6s	9	17	to	to	PART
2f75r784w6s	9	18	not	not	PART
2f75r784w6s	9	19	only	only	ADV
2f75r784w6s	9	20	minimize	minimize	VERB
2f75r784w6s	9	21	the	the	DET
2f75r784w6s	9	22	adverse	adverse	ADJ
2f75r784w6s	9	23	effects	effect	NOUN
2f75r784w6s	9	24	of	of	ADP
2f75r784w6s	9	25	non	non	NOUN
2f75r784w6s	9	26	-	-	NOUN
2f75r784w6s	9	27	idealities	ideality	NOUN
2f75r784w6s	9	28	but	but	CCONJ
2f75r784w6s	9	29	also	also	ADV
2f75r784w6s	9	30	maximize	maximize	VERB
2f75r784w6s	9	31	gains	gain	NOUN
2f75r784w6s	9	32	from	from	ADP
2f75r784w6s	9	33	hardware	hardware	NOUN
2f75r784w6s	9	34	-	-	PUNCT
2f75r784w6s	9	35	software	software	NOUN
2f75r784w6s	9	36	co	co	NOUN
2f75r784w6s	9	37	-	-	NOUN
2f75r784w6s	9	38	design	design	VERB
2f75r784w6s	9	39	.	.	PUNCT
2f75r784w6s	10	1	as	as	ADP
2f75r784w6s	10	2	such	such	ADJ
2f75r784w6s	10	3	,	,	PUNCT
2f75r784w6s	10	4	in	in	ADP
2f75r784w6s	10	5	this	this	DET
2f75r784w6s	10	6	dissertation	dissertation	NOUN
2f75r784w6s	10	7	,	,	PUNCT
2f75r784w6s	10	8	i	i	PRON
2f75r784w6s	10	9	adopt	adopt	VERB
2f75r784w6s	10	10	a	a	DET
2f75r784w6s	10	11	cross	cross	ADJ
2f75r784w6s	10	12	-	-	ADJ
2f75r784w6s	10	13	layer	layer	ADJ
2f75r784w6s	10	14	design	design	NOUN
2f75r784w6s	10	15	perspective	perspective	NOUN
2f75r784w6s	10	16	to	to	PART
2f75r784w6s	10	17	propose	propose	VERB
2f75r784w6s	10	18	and	and	CCONJ
2f75r784w6s	10	19	evaluate	evaluate	VERB
2f75r784w6s	10	20	pim	pim	NOUN
2f75r784w6s	10	21	solutions	solution	NOUN
2f75r784w6s	10	22	for	for	ADP
2f75r784w6s	10	23	machine	machine	NOUN
2f75r784w6s	10	24	learning	learning	NOUN
2f75r784w6s	10	25	applications	application	NOUN
2f75r784w6s	10	26	.	.	PUNCT
2f75r784w6s	11	1	specifically	specifically	ADV
2f75r784w6s	11	2	,	,	PUNCT
2f75r784w6s	11	3	i	i	PRON
2f75r784w6s	11	4	propose	propose	VERB
2f75r784w6s	11	5	pim	pim	PROPN
2f75r784w6s	11	6	solutions	solution	NOUN
2f75r784w6s	11	7	for	for	ADP
2f75r784w6s	11	8	neural	neural	ADJ
2f75r784w6s	11	9	network	network	NOUN
2f75r784w6s	11	10	training	training	NOUN
2f75r784w6s	11	11	and	and	CCONJ
2f75r784w6s	11	12	inference	inference	NOUN
2f75r784w6s	11	13	,	,	PUNCT
2f75r784w6s	11	14	nearest	near	ADJ
2f75r784w6s	11	15	neighbor	neighbor	NOUN
2f75r784w6s	11	16	classification	classification	NOUN
2f75r784w6s	11	17	,	,	PUNCT
2f75r784w6s	11	18	few	few	ADJ
2f75r784w6s	11	19	-	-	PUNCT
2f75r784w6s	11	20	shot	shot	NOUN
2f75r784w6s	11	21	learning	learning	NOUN
2f75r784w6s	11	22	,	,	PUNCT
2f75r784w6s	11	23	and	and	CCONJ
2f75r784w6s	11	24	hyperdimensional	hyperdimensional	ADJ
2f75r784w6s	11	25	computing	computing	NOUN
2f75r784w6s	11	26	.	.	PUNCT
2f75r784w6s	12	1	i	i	PRON
2f75r784w6s	12	2	ensure	ensure	VERB
2f75r784w6s	12	3	that	that	SCONJ
2f75r784w6s	12	4	my	my	PRON
2f75r784w6s	12	5	designs	design	NOUN
2f75r784w6s	12	6	not	not	PART
2f75r784w6s	12	7	only	only	ADV
2f75r784w6s	12	8	improve	improve	VERB
2f75r784w6s	12	9	hardware	hardware	NOUN
2f75r784w6s	12	10	benchmarks	benchmark	NOUN
2f75r784w6s	12	11	such	such	ADJ
2f75r784w6s	12	12	as	as	ADP
2f75r784w6s	12	13	energy	energy	NOUN
2f75r784w6s	12	14	and	and	CCONJ
2f75r784w6s	12	15	latency	latency	NOUN
2f75r784w6s	12	16	but	but	CCONJ
2f75r784w6s	12	17	also	also	ADV
2f75r784w6s	12	18	achieve	achieve	VERB
2f75r784w6s	12	19	software	software	NOUN
2f75r784w6s	12	20	-	-	PUNCT
2f75r784w6s	12	21	equivalent	equivalent	ADJ
2f75r784w6s	12	22	accuracies	accuracy	NOUN
2f75r784w6s	12	23	.	.	PUNCT