id	sid	tid	token	lemma	pos
1c18df68s4x	1	1	high	high	ADJ
1c18df68s4x	1	2	performance	performance	NOUN
1c18df68s4x	1	3	computing	computing	NOUN
1c18df68s4x	1	4	has	have	AUX
1c18df68s4x	1	5	enabled	enable	VERB
1c18df68s4x	1	6	breakthroughs	breakthrough	NOUN
1c18df68s4x	1	7	in	in	ADP
1c18df68s4x	1	8	computational	computational	ADJ
1c18df68s4x	1	9	science	science	NOUN
1c18df68s4x	1	10	and	and	CCONJ
1c18df68s4x	1	11	engineering	engineering	NOUN
1c18df68s4x	1	12	by	by	ADP
1c18df68s4x	1	13	allowing	allow	VERB
1c18df68s4x	1	14	simulations	simulation	NOUN
1c18df68s4x	1	15	on	on	ADP
1c18df68s4x	1	16	parallel	parallel	ADJ
1c18df68s4x	1	17	computing	computing	NOUN
1c18df68s4x	1	18	platforms	platform	NOUN
1c18df68s4x	1	19	.	.	PUNCT
1c18df68s4x	2	1	one	one	NUM
1c18df68s4x	2	2	of	of	ADP
1c18df68s4x	2	3	the	the	DET
1c18df68s4x	2	4	major	major	ADJ
1c18df68s4x	2	5	challenges	challenge	NOUN
1c18df68s4x	2	6	in	in	ADP
1c18df68s4x	2	7	developing	develop	VERB
1c18df68s4x	2	8	parallel	parallel	ADJ
1c18df68s4x	2	9	algorithms	algorithm	NOUN
1c18df68s4x	2	10	for	for	ADP
1c18df68s4x	2	11	these	these	DET
1c18df68s4x	2	12	platforms	platform	NOUN
1c18df68s4x	2	13	is	be	AUX
1c18df68s4x	2	14	that	that	SCONJ
1c18df68s4x	2	15	the	the	DET
1c18df68s4x	2	16	arithmetic	arithmetic	ADJ
1c18df68s4x	2	17	performance	performance	NOUN
1c18df68s4x	2	18	,	,	PUNCT
1c18df68s4x	2	19	measured	measure	VERB
1c18df68s4x	2	20	in	in	ADP
1c18df68s4x	2	21	terms	term	NOUN
1c18df68s4x	2	22	of	of	ADP
1c18df68s4x	2	23	the	the	DET
1c18df68s4x	2	24	number	number	NOUN
1c18df68s4x	2	25	of	of	ADP
1c18df68s4x	2	26	floating	float	VERB
1c18df68s4x	2	27	point	point	NOUN
1c18df68s4x	2	28	operations	operation	NOUN
1c18df68s4x	2	29	per	per	ADP
1c18df68s4x	2	30	second	second	NOUN
1c18df68s4x	2	31	(	(	PUNCT
1c18df68s4x	2	32	flops	flop	NOUN
1c18df68s4x	2	33	)	)	PUNCT
1c18df68s4x	2	34	,	,	PUNCT
1c18df68s4x	2	35	is	be	AUX
1c18df68s4x	2	36	typically	typically	ADV
1c18df68s4x	2	37	better	well	ADJ
1c18df68s4x	2	38	than	than	ADP
1c18df68s4x	2	39	the	the	DET
1c18df68s4x	2	40	communication	communication	NOUN
1c18df68s4x	2	41	performance	performance	NOUN
1c18df68s4x	2	42	,	,	PUNCT
1c18df68s4x	2	43	measured	measure	VERB
1c18df68s4x	2	44	in	in	ADP
1c18df68s4x	2	45	terms	term	NOUN
1c18df68s4x	2	46	of	of	ADP
1c18df68s4x	2	47	how	how	SCONJ
1c18df68s4x	2	48	fast	fast	ADJ
1c18df68s4x	2	49	data	datum	NOUN
1c18df68s4x	2	50	can	can	AUX
1c18df68s4x	2	51	be	be	AUX
1c18df68s4x	2	52	communicated	communicate	VERB
1c18df68s4x	2	53	between	between	ADP
1c18df68s4x	2	54	processors	processor	NOUN
1c18df68s4x	2	55	.	.	PUNCT
1c18df68s4x	3	1	as	as	ADP
1c18df68s4x	3	2	a	a	DET
1c18df68s4x	3	3	result	result	NOUN
1c18df68s4x	3	4	,	,	PUNCT
1c18df68s4x	3	5	the	the	DET
1c18df68s4x	3	6	performance	performance	NOUN
1c18df68s4x	3	7	of	of	ADP
1c18df68s4x	3	8	these	these	DET
1c18df68s4x	3	9	parallel	parallel	ADJ
1c18df68s4x	3	10	algorithms	algorithm	NOUN
1c18df68s4x	3	11	is	be	AUX
1c18df68s4x	3	12	often	often	ADV
1c18df68s4x	3	13	limited	limit	VERB
1c18df68s4x	3	14	by	by	ADP
1c18df68s4x	3	15	the	the	DET
1c18df68s4x	3	16	communication	communication	NOUN
1c18df68s4x	3	17	between	between	ADP
1c18df68s4x	3	18	processors	processor	NOUN
1c18df68s4x	3	19	.	.	PUNCT
1c18df68s4x	4	1	this	this	DET
1c18df68s4x	4	2	dissertation	dissertation	NOUN
1c18df68s4x	4	3	aims	aim	VERB
1c18df68s4x	4	4	to	to	PART
1c18df68s4x	4	5	reduce	reduce	VERB
1c18df68s4x	4	6	the	the	DET
1c18df68s4x	4	7	overhead	overhead	NOUN
1c18df68s4x	4	8	of	of	ADP
1c18df68s4x	4	9	communication	communication	NOUN
1c18df68s4x	4	10	by	by	ADP
1c18df68s4x	4	11	developing	develop	VERB
1c18df68s4x	4	12	algorithms	algorithm	NOUN
1c18df68s4x	4	13	that	that	PRON
1c18df68s4x	4	14	communicate	communicate	VERB
1c18df68s4x	4	15	only	only	ADV
1c18df68s4x	4	16	when	when	SCONJ
1c18df68s4x	4	17	necessary	necessary	ADJ
1c18df68s4x	4	18	.	.	PUNCT
1c18df68s4x	5	1	in	in	ADP
1c18df68s4x	5	2	particular	particular	ADJ
1c18df68s4x	5	3	,	,	PUNCT
1c18df68s4x	5	4	we	we	PRON
1c18df68s4x	5	5	apply	apply	VERB
1c18df68s4x	5	6	the	the	DET
1c18df68s4x	5	7	concept	concept	NOUN
1c18df68s4x	5	8	of	of	ADP
1c18df68s4x	5	9	event	event	NOUN
1c18df68s4x	5	10	-	-	PUNCT
1c18df68s4x	5	11	triggered	trigger	VERB
1c18df68s4x	5	12	communication	communication	NOUN
1c18df68s4x	5	13	from	from	ADP
1c18df68s4x	5	14	networked	networked	ADJ
1c18df68s4x	5	15	control	control	NOUN
1c18df68s4x	5	16	systems	system	NOUN
1c18df68s4x	5	17	to	to	PART
1c18df68s4x	5	18	design	design	VERB
1c18df68s4x	5	19	faster	fast	ADV
1c18df68s4x	5	20	,	,	PUNCT
1c18df68s4x	5	21	energy	energy	NOUN
1c18df68s4x	5	22	-	-	PUNCT
1c18df68s4x	5	23	efficient	efficient	ADJ
1c18df68s4x	5	24	and	and	CCONJ
1c18df68s4x	5	25	scalable	scalable	ADJ
1c18df68s4x	5	26	parallel	parallel	ADJ
1c18df68s4x	5	27	algorithms	algorithm	NOUN
1c18df68s4x	5	28	for	for	ADP
1c18df68s4x	5	29	high	high	ADJ
1c18df68s4x	5	30	performance	performance	NOUN
1c18df68s4x	5	31	computing	computing	NOUN
1c18df68s4x	5	32	.	.	PUNCT
1c18df68s4x	6	1	we	we	PRON
1c18df68s4x	6	2	analyze	analyze	VERB
1c18df68s4x	6	3	and	and	CCONJ
1c18df68s4x	6	4	implement	implement	VERB
1c18df68s4x	6	5	parallel	parallel	ADJ
1c18df68s4x	6	6	numerical	numerical	ADJ
1c18df68s4x	6	7	solvers	solver	NOUN
1c18df68s4x	6	8	with	with	ADP
1c18df68s4x	6	9	event	event	NOUN
1c18df68s4x	6	10	-	-	PUNCT
1c18df68s4x	6	11	triggered	trigger	VERB
1c18df68s4x	6	12	communication	communication	NOUN
1c18df68s4x	6	13	for	for	ADP
1c18df68s4x	6	14	a	a	DET
1c18df68s4x	6	15	class	class	NOUN
1c18df68s4x	6	16	of	of	ADP
1c18df68s4x	6	17	partial	partial	ADJ
1c18df68s4x	6	18	differential	differential	ADJ
1c18df68s4x	6	19	equations	equation	NOUN
1c18df68s4x	6	20	.	.	PUNCT
1c18df68s4x	7	1	we	we	PRON
1c18df68s4x	7	2	also	also	ADV
1c18df68s4x	7	3	study	study	VERB
1c18df68s4x	7	4	and	and	CCONJ
1c18df68s4x	7	5	implement	implement	VERB
1c18df68s4x	7	6	event	event	NOUN
1c18df68s4x	7	7	-	-	PUNCT
1c18df68s4x	7	8	triggered	trigger	VERB
1c18df68s4x	7	9	communication	communication	NOUN
1c18df68s4x	7	10	for	for	ADP
1c18df68s4x	7	11	distributed	distribute	VERB
1c18df68s4x	7	12	training	training	NOUN
1c18df68s4x	7	13	of	of	ADP
1c18df68s4x	7	14	artificial	artificial	ADJ
1c18df68s4x	7	15	neural	neural	ADJ
1c18df68s4x	7	16	networks	network	NOUN
1c18df68s4x	7	17	.	.	PUNCT
1c18df68s4x	8	1	we	we	PRON
1c18df68s4x	8	2	show	show	VERB
1c18df68s4x	8	3	that	that	SCONJ
1c18df68s4x	8	4	such	such	ADJ
1c18df68s4x	8	5	communication	communication	NOUN
1c18df68s4x	8	6	strategies	strategy	NOUN
1c18df68s4x	8	7	can	can	AUX
1c18df68s4x	8	8	reduce	reduce	VERB
1c18df68s4x	8	9	the	the	DET
1c18df68s4x	8	10	number	number	NOUN
1c18df68s4x	8	11	of	of	ADP
1c18df68s4x	8	12	messages	message	NOUN
1c18df68s4x	8	13	to	to	PART
1c18df68s4x	8	14	be	be	AUX
1c18df68s4x	8	15	communicated	communicate	VERB
1c18df68s4x	8	16	while	while	SCONJ
1c18df68s4x	8	17	converging	converge	VERB
1c18df68s4x	8	18	to	to	ADP
1c18df68s4x	8	19	the	the	DET
1c18df68s4x	8	20	correct	correct	ADJ
1c18df68s4x	8	21	solution	solution	NOUN
1c18df68s4x	8	22	.	.	PUNCT
1c18df68s4x	9	1	reducing	reduce	VERB
1c18df68s4x	9	2	the	the	DET
1c18df68s4x	9	3	number	number	NOUN
1c18df68s4x	9	4	of	of	ADP
1c18df68s4x	9	5	messages	message	NOUN
1c18df68s4x	9	6	is	be	AUX
1c18df68s4x	9	7	expected	expect	VERB
1c18df68s4x	9	8	to	to	PART
1c18df68s4x	9	9	decrease	decrease	VERB
1c18df68s4x	9	10	the	the	DET
1c18df68s4x	9	11	time	time	NOUN
1c18df68s4x	9	12	and	and	CCONJ
1c18df68s4x	9	13	energy	energy	NOUN
1c18df68s4x	9	14	associated	associate	VERB
1c18df68s4x	9	15	with	with	ADP
1c18df68s4x	9	16	communication	communication	NOUN
1c18df68s4x	9	17	as	as	ADV
1c18df68s4x	9	18	well	well	ADV
1c18df68s4x	9	19	as	as	ADP
1c18df68s4x	9	20	alleviate	alleviate	VERB
1c18df68s4x	9	21	congestion	congestion	NOUN
1c18df68s4x	9	22	in	in	ADP
1c18df68s4x	9	23	interconnects	interconnect	NOUN
1c18df68s4x	9	24	.	.	PUNCT
1c18df68s4x	10	1	the	the	DET
1c18df68s4x	10	2	developed	develop	VERB
1c18df68s4x	10	3	algorithms	algorithm	NOUN
1c18df68s4x	10	4	can	can	AUX
1c18df68s4x	10	5	be	be	AUX
1c18df68s4x	10	6	useful	useful	ADJ
1c18df68s4x	10	7	for	for	ADP
1c18df68s4x	10	8	future	future	ADJ
1c18df68s4x	10	9	exascale	exascale	ADJ
1c18df68s4x	10	10	computing	computing	NOUN
1c18df68s4x	10	11	platforms	platform	NOUN
1c18df68s4x	10	12	.	.	PUNCT