id	sid	tid	token	lemma	pos
bracis-28425	1	1	prediction	prediction	NOUN
bracis-28425	1	2	of	of	ADP
bracis-28425	1	3	 	 	SPACE
bracis-28425	1	4	cancer	cancer	NOUN
bracis-28425	1	5	-	-	PUNCT
bracis-28425	1	6	related	relate	VERB
bracis-28425	1	7	mirna	mirna	NOUN
bracis-28425	1	8	targets	target	NOUN
bracis-28425	1	9	using	use	VERB
bracis-28425	1	10	an	an	DET
bracis-28425	1	11	 	 	SPACE
bracis-28425	1	12	integrative	integrative	ADJ
bracis-28425	1	13	heterogeneous	heterogeneous	ADJ
bracis-28425	1	14	graph	graph	NOUN
bracis-28425	1	15	neural	neural	ADJ
bracis-28425	1	16	network	network	NOUN
bracis-28425	1	17	-	-	PUNCT
bracis-28425	1	18	based	base	VERB
bracis-28425	1	19	method	method	NOUN
bracis-28425	1	20	|	|	NOUN
bracis-28425	1	21	springer	springer	NOUN
bracis-28425	1	22	nature	nature	NOUN
bracis-28425	1	23	link	link	PROPN
bracis-28425	1	24	(	(	PUNCT
bracis-28425	1	25	formerly	formerly	ADV
bracis-28425	1	26	springerlink	springerlink	NOUN
bracis-28425	1	27	)	)	PUNCT
bracis-28425	1	28	skip	skip	VERB
bracis-28425	1	29	to	to	ADP
bracis-28425	1	30	main	main	ADJ
bracis-28425	1	31	content	content	NOUN
bracis-28425	1	32	advertisement	advertisement	NOUN
bracis-28425	1	33	log	log	NOUN
bracis-28425	1	34	in	in	ADP
bracis-28425	1	35	menu	menu	NOUN
bracis-28425	1	36	find	find	VERB
bracis-28425	1	37	a	a	DET
bracis-28425	1	38	journal	journal	NOUN
bracis-28425	1	39	publish	publish	VERB
bracis-28425	1	40	with	with	ADP
bracis-28425	1	41	us	we	PRON
bracis-28425	1	42	track	track	VERB
bracis-28425	1	43	your	your	PRON
bracis-28425	1	44	research	research	NOUN
bracis-28425	1	45	search	search	NOUN
bracis-28425	1	46	cart	cart	NOUN
bracis-28425	1	47	home	home	NOUN
bracis-28425	1	48	intelligent	intelligent	ADJ
bracis-28425	1	49	systems	system	NOUN
bracis-28425	1	50	conference	conference	NOUN
bracis-28425	1	51	paper	paper	NOUN
bracis-28425	1	52	prediction	prediction	NOUN
bracis-28425	1	53	of	of	ADP
bracis-28425	1	54	 	 	SPACE
bracis-28425	1	55	cancer	cancer	NOUN
bracis-28425	1	56	-	-	PUNCT
bracis-28425	1	57	related	relate	VERB
bracis-28425	1	58	mirna	mirna	NOUN
bracis-28425	1	59	targets	target	NOUN
bracis-28425	1	60	using	use	VERB
bracis-28425	1	61	an	an	DET
bracis-28425	1	62	 	 	SPACE
bracis-28425	1	63	integrative	integrative	ADJ
bracis-28425	1	64	heterogeneous	heterogeneous	ADJ
bracis-28425	1	65	graph	graph	NOUN
bracis-28425	1	66	neural	neural	ADJ
bracis-28425	1	67	network	network	NOUN
bracis-28425	1	68	-	-	PUNCT
bracis-28425	1	69	based	base	VERB
bracis-28425	1	70	method	method	NOUN
bracis-28425	1	71	conference	conference	NOUN
bracis-28425	1	72	paper	paper	NOUN
bracis-28425	1	73	first	first	ADV
bracis-28425	1	74	online	online	ADV
bracis-28425	1	75	:	:	PUNCT
bracis-28425	1	76	12	12	NUM
bracis-28425	1	77	october	october	NOUN
bracis-28425	1	78	2023	2023	NUM
bracis-28425	1	79	pp	pp	ADP
bracis-28425	1	80	346–360	346–360	NUM
bracis-28425	1	81	cite	cite	VERB
bracis-28425	1	82	this	this	DET
bracis-28425	1	83	conference	conference	NOUN
bracis-28425	1	84	paper	paper	NOUN
bracis-28425	1	85	access	access	NOUN
bracis-28425	1	86	provided	provide	VERB
bracis-28425	1	87	by	by	ADP
bracis-28425	1	88	university	university	PROPN
bracis-28425	1	89	of	of	ADP
bracis-28425	1	90	notre	notre	PROPN
bracis-28425	1	91	dame	dame	PROPN
bracis-28425	1	92	hesburgh	hesburgh	PROPN
bracis-28425	1	93	library	library	PROPN
bracis-28425	1	94	download	download	PROPN
bracis-28425	1	95	book	book	NOUN
bracis-28425	1	96	pdf	pdf	PROPN
bracis-28425	1	97	download	download	NOUN
bracis-28425	1	98	book	book	NOUN
bracis-28425	1	99	epub	epub	PROPN
bracis-28425	1	100	intelligent	intelligent	ADJ
bracis-28425	1	101	systems	system	NOUN
bracis-28425	1	102	(	(	PUNCT
bracis-28425	1	103	bracis	bracis	NOUN
bracis-28425	1	104	2023	2023	NUM
bracis-28425	1	105	)	)	PUNCT
bracis-28425	1	106	prediction	prediction	NOUN
bracis-28425	1	107	of	of	ADP
bracis-28425	1	108	 	 	SPACE
bracis-28425	1	109	cancer	cancer	NOUN
bracis-28425	1	110	-	-	PUNCT
bracis-28425	1	111	related	relate	VERB
bracis-28425	1	112	mirna	mirna	NOUN
bracis-28425	1	113	targets	target	NOUN
bracis-28425	1	114	using	use	VERB
bracis-28425	1	115	an	an	DET
bracis-28425	1	116	 	 	SPACE
bracis-28425	1	117	integrative	integrative	ADJ
bracis-28425	1	118	heterogeneous	heterogeneous	ADJ
bracis-28425	1	119	graph	graph	NOUN
bracis-28425	1	120	neural	neural	ADJ
bracis-28425	1	121	network	network	NOUN
bracis-28425	1	122	-	-	PUNCT
bracis-28425	1	123	based	base	VERB
bracis-28425	1	124	method	method	NOUN
bracis-28425	1	125	download	download	NOUN
bracis-28425	1	126	book	book	NOUN
bracis-28425	1	127	pdf	pdf	PROPN
bracis-28425	1	128	download	download	NOUN
bracis-28425	1	129	book	book	PROPN
bracis-28425	1	130	epub	epub	PROPN
bracis-28425	1	131	emanoel	emanoel	PROPN
bracis-28425	1	132	aurelio	aurelio	PROPN
bracis-28425	1	133	vianna	vianna	PROPN
bracis-28425	1	134	fabiano	fabiano	PROPN
bracis-28425	1	135	  	  	SPACE
bracis-28425	1	136	orcid	orcid	NOUN
bracis-28425	1	137	:	:	PUNCT
bracis-28425	1	138	orcid.org/0009-0001-7519-209x9	orcid.org/0009-0001-7519-209x9	NUM
bracis-28425	1	139	&	&	CCONJ
bracis-28425	1	140	mariana	mariana	PROPN
bracis-28425	1	141	recamonde	recamonde	PROPN
bracis-28425	1	142	-	-	PUNCT
bracis-28425	1	143	mendoza	mendoza	PROPN
bracis-28425	1	144	  	  	SPACE
bracis-28425	1	145	orcid	orcid	NOUN
bracis-28425	1	146	:	:	PUNCT
bracis-28425	1	147	orcid.org/0000-0003-2800-10329,10	orcid.org/0000-0003-2800-10329,10	PROPN
bracis-28425	1	148	  	  	SPACE
bracis-28425	1	149	part	part	NOUN
bracis-28425	1	150	of	of	ADP
bracis-28425	1	151	the	the	DET
bracis-28425	1	152	book	book	NOUN
bracis-28425	1	153	series	series	NOUN
bracis-28425	1	154	:	:	PUNCT
bracis-28425	1	155	lecture	lecture	NOUN
bracis-28425	1	156	notes	note	NOUN
bracis-28425	1	157	in	in	ADP
bracis-28425	1	158	computer	computer	NOUN
bracis-28425	1	159	science	science	NOUN
bracis-28425	1	160	(	(	PUNCT
bracis-28425	1	161	(	(	PUNCT
bracis-28425	1	162	lnai	lnai	ADJ
bracis-28425	1	163	,	,	PUNCT
bracis-28425	1	164	volume	volume	NOUN
bracis-28425	1	165	14197	14197	NUM
bracis-28425	1	166	)	)	PUNCT
bracis-28425	1	167	)	)	PUNCT
bracis-28425	1	168	included	include	VERB
bracis-28425	1	169	in	in	ADP
bracis-28425	1	170	the	the	DET
bracis-28425	1	171	following	follow	VERB
bracis-28425	1	172	conference	conference	NOUN
bracis-28425	1	173	series	series	NOUN
bracis-28425	1	174	:	:	PUNCT
bracis-28425	1	175	brazilian	brazilian	ADJ
bracis-28425	1	176	conference	conference	NOUN
bracis-28425	1	177	on	on	ADP
bracis-28425	1	178	intelligent	intelligent	ADJ
bracis-28425	1	179	systems	system	NOUN
bracis-28425	1	180	575	575	NUM
bracis-28425	1	181	accesses	access	NOUN
bracis-28425	1	182	abstract	abstract	ADJ
bracis-28425	1	183	micrornas	microrna	NOUN
bracis-28425	1	184	(	(	PUNCT
bracis-28425	1	185	mirnas	mirna	NOUN
bracis-28425	1	186	)	)	PUNCT
bracis-28425	1	187	are	be	AUX
bracis-28425	1	188	crucial	crucial	ADJ
bracis-28425	1	189	regulators	regulator	NOUN
bracis-28425	1	190	of	of	ADP
bracis-28425	1	191	gene	gene	NOUN
bracis-28425	1	192	expression	expression	NOUN
bracis-28425	1	193	,	,	PUNCT
bracis-28425	1	194	including	include	VERB
bracis-28425	1	195	in	in	ADP
bracis-28425	1	196	diseases	disease	NOUN
bracis-28425	1	197	such	such	ADJ
bracis-28425	1	198	as	as	ADP
bracis-28425	1	199	cancer	cancer	NOUN
bracis-28425	1	200	.	.	PUNCT
bracis-28425	2	1	although	although	SCONJ
bracis-28425	2	2	machine	machine	NOUN
bracis-28425	2	3	learning	learning	NOUN
bracis-28425	2	4	methods	method	NOUN
bracis-28425	2	5	have	have	AUX
bracis-28425	2	6	shown	show	VERB
bracis-28425	2	7	promise	promise	NOUN
bracis-28425	2	8	in	in	ADP
bracis-28425	2	9	predicting	predict	VERB
bracis-28425	2	10	mirna	mirna	NOUN
bracis-28425	2	11	-	-	PUNCT
bracis-28425	2	12	target	target	NOUN
bracis-28425	2	13	interactions	interaction	NOUN
bracis-28425	2	14	,	,	PUNCT
bracis-28425	2	15	they	they	PRON
bracis-28425	2	16	encounter	encounter	VERB
bracis-28425	2	17	challenges	challenge	NOUN
bracis-28425	2	18	related	relate	VERB
bracis-28425	2	19	to	to	ADP
bracis-28425	2	20	imbalanced	imbalanced	ADJ
bracis-28425	2	21	classes	class	NOUN
bracis-28425	2	22	and	and	CCONJ
bracis-28425	2	23	false	false	ADJ
bracis-28425	2	24	positives	positive	NOUN
bracis-28425	2	25	.	.	PUNCT
bracis-28425	3	1	to	to	PART
bracis-28425	3	2	tackle	tackle	VERB
bracis-28425	3	3	these	these	DET
bracis-28425	3	4	issues	issue	NOUN
bracis-28425	3	5	,	,	PUNCT
bracis-28425	3	6	this	this	DET
bracis-28425	3	7	study	study	NOUN
bracis-28425	3	8	proposes	propose	VERB
bracis-28425	3	9	a	a	DET
bracis-28425	3	10	gnn	gnn	NOUN
bracis-28425	3	11	-	-	PUNCT
bracis-28425	3	12	based	base	VERB
bracis-28425	3	13	model	model	NOUN
bracis-28425	3	14	,	,	PUNCT
bracis-28425	3	15	using	use	VERB
bracis-28425	3	16	a	a	DET
bracis-28425	3	17	variant	variant	NOUN
bracis-28425	3	18	of	of	ADP
bracis-28425	3	19	graphsage	graphsage	NOUN
bracis-28425	3	20	algorithm	algorithm	NOUN
bracis-28425	3	21	named	name	VERB
bracis-28425	3	22	hinsage	hinsage	NOUN
bracis-28425	3	23	,	,	PUNCT
bracis-28425	3	24	which	which	PRON
bracis-28425	3	25	integrates	integrate	VERB
bracis-28425	3	26	validated	validated	ADJ
bracis-28425	3	27	mirna	mirna	NOUN
bracis-28425	3	28	-	-	PUNCT
bracis-28425	3	29	mrna	mrna	PROPN
bracis-28425	3	30	and	and	CCONJ
bracis-28425	3	31	mrna	mrna	PROPN
bracis-28425	3	32	-	-	PUNCT
bracis-28425	3	33	mrna	mrna	PROPN
bracis-28425	3	34	interactions	interaction	NOUN
bracis-28425	3	35	with	with	ADP
bracis-28425	3	36	cancer	cancer	NOUN
bracis-28425	3	37	-	-	PUNCT
bracis-28425	3	38	related	relate	VERB
bracis-28425	3	39	gene	gene	NOUN
bracis-28425	3	40	expression	expression	NOUN
bracis-28425	3	41	data	datum	NOUN
bracis-28425	3	42	.	.	PUNCT
bracis-28425	4	1	results	result	NOUN
bracis-28425	4	2	show	show	VERB
bracis-28425	4	3	that	that	SCONJ
bracis-28425	4	4	our	our	PRON
bracis-28425	4	5	approach	approach	NOUN
bracis-28425	4	6	effectively	effectively	ADV
bracis-28425	4	7	learns	learn	VERB
bracis-28425	4	8	mirna	mirna	NOUN
bracis-28425	4	9	-	-	PUNCT
bracis-28425	4	10	target	target	NOUN
bracis-28425	4	11	interaction	interaction	NOUN
bracis-28425	4	12	patterns	pattern	NOUN
bracis-28425	4	13	from	from	ADP
bracis-28425	4	14	the	the	DET
bracis-28425	4	15	graph	graph	NOUN
bracis-28425	4	16	structure	structure	NOUN
bracis-28425	4	17	and	and	CCONJ
bracis-28425	4	18	node	node	NOUN
bracis-28425	4	19	features	feature	NOUN
bracis-28425	4	20	.	.	PUNCT
bracis-28425	5	1	the	the	DET
bracis-28425	5	2	model	model	NOUN
bracis-28425	5	3	achieves	achieve	VERB
bracis-28425	5	4	77	77	NUM
bracis-28425	5	5	%	%	NOUN
bracis-28425	5	6	precision	precision	NOUN
bracis-28425	5	7	,	,	PUNCT
bracis-28425	5	8	80	80	NUM
bracis-28425	5	9	%	%	NOUN
bracis-28425	5	10	recall	recall	NOUN
bracis-28425	5	11	,	,	PUNCT
bracis-28425	5	12	78	78	NUM
bracis-28425	5	13	%	%	NOUN
bracis-28425	5	14	f1	f1	NOUN
bracis-28425	5	15	-	-	PUNCT
bracis-28425	5	16	score	score	NOUN
bracis-28425	5	17	,	,	PUNCT
bracis-28425	5	18	and	and	CCONJ
bracis-28425	5	19	86	86	NUM
bracis-28425	5	20	%	%	NOUN
bracis-28425	5	21	roc	roc	PROPN
bracis-28425	5	22	auc	auc	NOUN
bracis-28425	5	23	on	on	ADP
bracis-28425	5	24	the	the	DET
bracis-28425	5	25	test	test	NOUN
bracis-28425	5	26	data	datum	NOUN
bracis-28425	5	27	.	.	PUNCT
bracis-28425	6	1	it	it	PRON
bracis-28425	6	2	competes	compete	VERB
bracis-28425	6	3	well	well	ADV
bracis-28425	6	4	with	with	ADP
bracis-28425	6	5	related	related	ADJ
bracis-28425	6	6	approaches	approach	NOUN
bracis-28425	6	7	,	,	PUNCT
bracis-28425	6	8	reaching	reach	VERB
bracis-28425	6	9	an	an	DET
bracis-28425	6	10	f1	f1	NOUN
bracis-28425	6	11	-	-	PUNCT
bracis-28425	6	12	score	score	NOUN
bracis-28425	6	13	of	of	ADP
bracis-28425	6	14	approximately	approximately	ADV
bracis-28425	6	15	90	90	NUM
bracis-28425	6	16	%	%	NOUN
bracis-28425	6	17	on	on	ADP
bracis-28425	6	18	a	a	DET
bracis-28425	6	19	common	common	ADJ
bracis-28425	6	20	test	test	NOUN
bracis-28425	6	21	set	set	NOUN
bracis-28425	6	22	.	.	PUNCT
bracis-28425	7	1	thus	thus	ADV
bracis-28425	7	2	,	,	PUNCT
bracis-28425	7	3	gnns	gnns	PROPN
bracis-28425	7	4	offer	offer	VERB
bracis-28425	7	5	a	a	DET
bracis-28425	7	6	promising	promising	ADJ
bracis-28425	7	7	avenue	avenue	NOUN
bracis-28425	7	8	for	for	ADP
bracis-28425	7	9	studying	study	VERB
bracis-28425	7	10	mirna	mirna	NOUN
bracis-28425	7	11	-	-	PUNCT
bracis-28425	7	12	target	target	NOUN
bracis-28425	7	13	interactions	interaction	NOUN
bracis-28425	7	14	,	,	PUNCT
bracis-28425	7	15	providing	provide	VERB
bracis-28425	7	16	balanced	balanced	ADJ
bracis-28425	7	17	predictive	predictive	ADJ
bracis-28425	7	18	power	power	NOUN
bracis-28425	7	19	and	and	CCONJ
bracis-28425	7	20	improved	improved	ADJ
bracis-28425	7	21	precision	precision	NOUN
bracis-28425	7	22	through	through	ADP
bracis-28425	7	23	negative	negative	ADJ
bracis-28425	7	24	interaction	interaction	NOUN
bracis-28425	7	25	sampling	sample	VERB
bracis-28425	7	26	from	from	ADP
bracis-28425	7	27	the	the	DET
bracis-28425	7	28	graph	graph	NOUN
bracis-28425	7	29	.	.	PUNCT
bracis-28425	8	1	this	this	DET
bracis-28425	8	2	study	study	NOUN
bracis-28425	8	3	was	be	AUX
bracis-28425	8	4	financed	finance	VERB
bracis-28425	8	5	in	in	ADP
bracis-28425	8	6	part	part	NOUN
bracis-28425	8	7	by	by	ADP
bracis-28425	8	8	the	the	DET
bracis-28425	8	9	coordenação	coordenação	PROPN
bracis-28425	8	10	de	de	PROPN
bracis-28425	8	11	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28425	8	12	de	de	X
bracis-28425	8	13	pessoal	pessoal	PROPN
bracis-28425	8	14	de	de	PROPN
bracis-28425	8	15	nível	nível	PROPN
bracis-28425	8	16	superior	superior	PROPN
bracis-28425	8	17	brasil	brasil	PROPN
bracis-28425	8	18	(	(	PUNCT
bracis-28425	8	19	capes	cape	NOUN
bracis-28425	8	20	)	)	PUNCT
bracis-28425	8	21	finance	finance	NOUN
bracis-28425	8	22	code	code	NOUN
bracis-28425	8	23	001	001	NUM
bracis-28425	8	24	,	,	PUNCT
bracis-28425	8	25	and	and	CCONJ
bracis-28425	8	26	by	by	ADP
bracis-28425	8	27	grants	grant	NOUN
bracis-28425	8	28	from	from	ADP
bracis-28425	8	29	fapergs	fapergs	NOUN
bracis-28425	8	30	[	[	X
bracis-28425	8	31	21/2551	21/2551	NUM
bracis-28425	8	32	-	-	PUNCT
bracis-28425	8	33	0002052	0002052	NUM
bracis-28425	8	34	-	-	PUNCT
bracis-28425	8	35	0	0	NUM
bracis-28425	8	36	]	]	PUNCT
bracis-28425	8	37	and	and	CCONJ
bracis-28425	8	38	cnpq	cnpq	VERB
bracis-28425	9	1	[	[	X
bracis-28425	9	2	308075/2021	308075/2021	NUM
bracis-28425	9	3	-	-	SYM
bracis-28425	9	4	8	8	NUM
bracis-28425	9	5	]	]	PUNCT
bracis-28425	9	6	.	.	PUNCT
bracis-28425	10	1	access	access	NOUN
bracis-28425	10	2	provided	provide	VERB
bracis-28425	10	3	by	by	ADP
bracis-28425	10	4	university	university	PROPN
bracis-28425	10	5	of	of	ADP
bracis-28425	10	6	notre	notre	PROPN
bracis-28425	10	7	dame	dame	PROPN
bracis-28425	10	8	hesburgh	hesburgh	PROPN
bracis-28425	10	9	library	library	PROPN
bracis-28425	10	10	.	.	PUNCT
bracis-28425	11	1	download	download	PROPN
bracis-28425	11	2	conference	conference	NOUN
bracis-28425	11	3	paper	paper	NOUN
bracis-28425	11	4	pdf	pdf	NOUN
bracis-28425	11	5	similar	similar	ADJ
bracis-28425	11	6	content	content	NOUN
bracis-28425	11	7	being	be	AUX
bracis-28425	11	8	viewed	view	VERB
bracis-28425	11	9	by	by	ADP
bracis-28425	11	10	others	other	NOUN
bracis-28425	11	11	integrative	integrative	ADJ
bracis-28425	11	12	analysis	analysis	NOUN
bracis-28425	11	13	of	of	ADP
bracis-28425	11	14	 	 	SPACE
bracis-28425	11	15	mirna	mirna	PROPN
bracis-28425	11	16	-	-	PUNCT
bracis-28425	11	17	mrna	mrna	PROPN
bracis-28425	11	18	expression	expression	NOUN
bracis-28425	11	19	data	datum	NOUN
bracis-28425	11	20	to	to	PART
bracis-28425	11	21	 	 	SPACE
bracis-28425	11	22	identify	identify	VERB
bracis-28425	11	23	mirna	mirna	NOUN
bracis-28425	11	24	-	-	PUNCT
bracis-28425	11	25	targets	target	NOUN
bracis-28425	11	26	for	for	ADP
bracis-28425	11	27	 	 	SPACE
bracis-28425	11	28	oral	oral	ADJ
bracis-28425	11	29	cancer	cancer	NOUN
bracis-28425	11	30	chapter	chapter	NOUN
bracis-28425	11	31	©	©	PROPN
bracis-28425	11	32	2022	2022	NUM
bracis-28425	11	33	mirna	mirna	NOUN
bracis-28425	11	34	–	–	PUNCT
bracis-28425	11	35	gene	gene	NOUN
bracis-28425	11	36	activity	activity	NOUN
bracis-28425	11	37	interaction	interaction	NOUN
bracis-28425	11	38	networks	network	NOUN
bracis-28425	11	39	(	(	PUNCT
bracis-28425	11	40	migain	migain	NOUN
bracis-28425	11	41	):	):	PUNCT
bracis-28425	11	42	integrated	integrate	VERB
bracis-28425	11	43	joint	joint	ADJ
bracis-28425	11	44	models	model	NOUN
bracis-28425	11	45	of	of	ADP
bracis-28425	11	46	mirna	mirna	NOUN
bracis-28425	11	47	–	–	PUNCT
bracis-28425	11	48	gene	gene	NOUN
bracis-28425	11	49	targeting	targeting	NOUN
bracis-28425	11	50	and	and	CCONJ
bracis-28425	11	51	disturbance	disturbance	NOUN
bracis-28425	11	52	in	in	ADP
bracis-28425	11	53	signaling	signal	VERB
bracis-28425	11	54	pathways	pathway	NOUN
bracis-28425	11	55	chapter	chapter	NOUN
bracis-28425	11	56	©	©	ADP
bracis-28425	11	57	2022	2022	NUM
bracis-28425	11	58	predicting	predict	VERB
bracis-28425	11	59	microrna	microrna	PROPN
bracis-28425	11	60	target	target	NOUN
bracis-28425	11	61	genes	gene	NOUN
bracis-28425	11	62	using	use	VERB
bracis-28425	11	63	pan	pan	ADJ
bracis-28425	11	64	-	-	ADJ
bracis-28425	11	65	cancer	cancer	NOUN
bracis-28425	11	66	correlation	correlation	NOUN
bracis-28425	11	67	patterns	pattern	NOUN
bracis-28425	11	68	article	article	NOUN
bracis-28425	11	69	open	open	ADJ
bracis-28425	11	70	access	access	NOUN
bracis-28425	11	71	27	27	NUM
bracis-28425	11	72	january	january	NOUN
bracis-28425	11	73	2025	2025	NUM
bracis-28425	11	74	explore	explore	VERB
bracis-28425	11	75	related	relate	VERB
bracis-28425	11	76	subjects	subject	NOUN
bracis-28425	11	77	discover	discover	VERB
bracis-28425	11	78	the	the	DET
bracis-28425	11	79	latest	late	ADJ
bracis-28425	11	80	articles	article	NOUN
bracis-28425	11	81	,	,	PUNCT
bracis-28425	11	82	books	book	NOUN
bracis-28425	11	83	and	and	CCONJ
bracis-28425	11	84	news	news	NOUN
bracis-28425	11	85	in	in	ADP
bracis-28425	11	86	related	related	ADJ
bracis-28425	11	87	subjects	subject	NOUN
bracis-28425	11	88	,	,	PUNCT
bracis-28425	11	89	suggested	suggest	VERB
bracis-28425	11	90	using	use	VERB
bracis-28425	11	91	machine	machine	NOUN
bracis-28425	11	92	learning	learning	NOUN
bracis-28425	11	93	.	.	PUNCT
bracis-28425	12	1	gene	gene	NOUN
bracis-28425	12	2	targeting	target	VERB
bracis-28425	12	3	genetic	genetic	ADJ
bracis-28425	12	4	interaction	interaction	NOUN
bracis-28425	12	5	molecular	molecular	ADJ
bracis-28425	12	6	target	target	NOUN
bracis-28425	12	7	validation	validation	NOUN
bracis-28425	12	8	mirnas	mirna	NOUN
bracis-28425	12	9	molecular	molecular	ADJ
bracis-28425	12	10	target	target	NOUN
bracis-28425	12	11	identification	identification	NOUN
bracis-28425	12	12	cancer	cancer	NOUN
bracis-28425	12	13	genetics	genetic	NOUN
bracis-28425	12	14	and	and	CCONJ
bracis-28425	12	15	genomics	genomic	NOUN
bracis-28425	12	16	1	1	NUM
bracis-28425	12	17	introduction	introduction	NOUN
bracis-28425	12	18	micrornas	microrna	NOUN
bracis-28425	12	19	(	(	PUNCT
bracis-28425	12	20	mirnas	mirna	NOUN
bracis-28425	12	21	)	)	PUNCT
bracis-28425	12	22	are	be	AUX
bracis-28425	12	23	small	small	ADJ
bracis-28425	12	24	non	non	ADJ
bracis-28425	12	25	-	-	ADJ
bracis-28425	12	26	coding	coding	ADJ
bracis-28425	12	27	ribonucleic	ribonucleic	ADJ
bracis-28425	12	28	acid	acid	NOUN
bracis-28425	12	29	(	(	PUNCT
bracis-28425	12	30	rna	rna	NOUN
bracis-28425	12	31	)	)	PUNCT
bracis-28425	12	32	molecules	molecule	NOUN
bracis-28425	12	33	that	that	PRON
bracis-28425	12	34	regulate	regulate	VERB
bracis-28425	12	35	gene	gene	NOUN
bracis-28425	12	36	expression	expression	NOUN
bracis-28425	12	37	in	in	ADP
bracis-28425	12	38	post	post	ADJ
bracis-28425	12	39	-	-	ADJ
bracis-28425	12	40	transcriptional	transcriptional	ADJ
bracis-28425	12	41	stages	stage	NOUN
bracis-28425	12	42	,	,	PUNCT
bracis-28425	12	43	inhibiting	inhibit	VERB
bracis-28425	12	44	the	the	DET
bracis-28425	12	45	expression	expression	NOUN
bracis-28425	12	46	of	of	ADP
bracis-28425	12	47	specific	specific	ADJ
bracis-28425	12	48	genes	gene	NOUN
bracis-28425	12	49	by	by	ADP
bracis-28425	12	50	messenger	messenger	NOUN
bracis-28425	12	51	rna	rna	PROPN
bracis-28425	12	52	(	(	PUNCT
bracis-28425	12	53	mrna	mrna	PROPN
bracis-28425	12	54	)	)	PUNCT
bracis-28425	12	55	silencing	silence	VERB
bracis-28425	12	56	.	.	PUNCT
bracis-28425	13	1	recent	recent	ADJ
bracis-28425	13	2	studies	study	NOUN
bracis-28425	13	3	indicate	indicate	VERB
bracis-28425	13	4	that	that	SCONJ
bracis-28425	13	5	a	a	DET
bracis-28425	13	6	single	single	ADJ
bracis-28425	13	7	mirna	mirna	NOUN
bracis-28425	13	8	can	can	AUX
bracis-28425	13	9	target	target	VERB
bracis-28425	13	10	many	many	ADJ
bracis-28425	13	11	different	different	ADJ
bracis-28425	13	12	mrnas	mrna	NOUN
bracis-28425	13	13	,	,	PUNCT
bracis-28425	13	14	while	while	SCONJ
bracis-28425	13	15	a	a	DET
bracis-28425	13	16	particular	particular	ADJ
bracis-28425	13	17	mrna	mrna	NOUN
bracis-28425	13	18	can	can	AUX
bracis-28425	13	19	be	be	AUX
bracis-28425	13	20	regulated	regulate	VERB
bracis-28425	13	21	by	by	ADP
bracis-28425	13	22	a	a	DET
bracis-28425	13	23	set	set	NOUN
bracis-28425	13	24	of	of	ADP
bracis-28425	13	25	mirnas	mirna	NOUN
bracis-28425	13	26	,	,	PUNCT
bracis-28425	13	27	simultaneously	simultaneously	ADV
bracis-28425	13	28	or	or	CCONJ
bracis-28425	13	29	in	in	ADP
bracis-28425	13	30	a	a	DET
bracis-28425	13	31	context	context	NOUN
bracis-28425	13	32	-	-	PUNCT
bracis-28425	13	33	dependent	dependent	ADJ
bracis-28425	13	34	manner	manner	NOUN
bracis-28425	13	35	.	.	PUNCT
bracis-28425	14	1	moreover	moreover	ADV
bracis-28425	14	2	,	,	PUNCT
bracis-28425	14	3	abnormal	abnormal	ADJ
bracis-28425	14	4	mirna	mirna	NOUN
bracis-28425	14	5	expression	expression	NOUN
bracis-28425	14	6	has	have	AUX
bracis-28425	14	7	been	be	AUX
bracis-28425	14	8	associated	associate	VERB
bracis-28425	14	9	with	with	ADP
bracis-28425	14	10	the	the	DET
bracis-28425	14	11	development	development	NOUN
bracis-28425	14	12	and	and	CCONJ
bracis-28425	14	13	progression	progression	NOUN
bracis-28425	14	14	of	of	ADP
bracis-28425	14	15	different	different	ADJ
bracis-28425	14	16	human	human	ADJ
bracis-28425	14	17	diseases	disease	NOUN
bracis-28425	14	18	,	,	PUNCT
bracis-28425	14	19	including	include	VERB
bracis-28425	14	20	those	those	PRON
bracis-28425	14	21	related	relate	VERB
bracis-28425	14	22	to	to	ADP
bracis-28425	14	23	the	the	DET
bracis-28425	14	24	endocrine	endocrine	NOUN
bracis-28425	14	25	system	system	NOUN
bracis-28425	14	26	and	and	CCONJ
bracis-28425	14	27	cancer	cancer	NOUN
bracis-28425	14	28	[	[	X
bracis-28425	14	29	10	10	NUM
bracis-28425	14	30	]	]	PUNCT
bracis-28425	14	31	.	.	PUNCT
bracis-28425	15	1	thus	thus	ADV
bracis-28425	15	2	,	,	PUNCT
bracis-28425	15	3	mirnas	mirna	NOUN
bracis-28425	15	4	are	be	AUX
bracis-28425	15	5	important	important	ADJ
bracis-28425	15	6	actors	actor	NOUN
bracis-28425	15	7	in	in	ADP
bracis-28425	15	8	the	the	DET
bracis-28425	15	9	complex	complex	ADJ
bracis-28425	15	10	regulatory	regulatory	ADJ
bracis-28425	15	11	network	network	NOUN
bracis-28425	15	12	governing	govern	VERB
bracis-28425	15	13	gene	gene	NOUN
bracis-28425	15	14	expression	expression	NOUN
bracis-28425	15	15	in	in	ADP
bracis-28425	15	16	physiological	physiological	ADJ
bracis-28425	15	17	and	and	CCONJ
bracis-28425	15	18	pathological	pathological	ADJ
bracis-28425	15	19	processes	process	NOUN
bracis-28425	15	20	.	.	PUNCT
bracis-28425	16	1	unraveling	unravel	VERB
bracis-28425	16	2	mirna	mirna	PROPN
bracis-28425	16	3	-	-	PUNCT
bracis-28425	16	4	mrna	mrna	PROPN
bracis-28425	16	5	target	target	NOUN
bracis-28425	16	6	interactions	interaction	NOUN
bracis-28425	16	7	is	be	AUX
bracis-28425	16	8	a	a	DET
bracis-28425	16	9	fundamental	fundamental	ADJ
bracis-28425	16	10	step	step	NOUN
bracis-28425	16	11	for	for	ADP
bracis-28425	16	12	discovering	discover	VERB
bracis-28425	16	13	the	the	DET
bracis-28425	16	14	regulatory	regulatory	ADJ
bracis-28425	16	15	network	network	NOUN
bracis-28425	16	16	governed	govern	VERB
bracis-28425	16	17	by	by	ADP
bracis-28425	16	18	mirnas	mirna	NOUN
bracis-28425	16	19	and	and	CCONJ
bracis-28425	16	20	their	their	PRON
bracis-28425	16	21	functional	functional	ADJ
bracis-28425	16	22	role	role	NOUN
bracis-28425	16	23	within	within	ADP
bracis-28425	16	24	an	an	DET
bracis-28425	16	25	organism	organism	NOUN
bracis-28425	16	26	.	.	PUNCT
bracis-28425	17	1	due	due	ADP
bracis-28425	17	2	to	to	ADP
bracis-28425	17	3	the	the	DET
bracis-28425	17	4	numerous	numerous	ADJ
bracis-28425	17	5	potential	potential	ADJ
bracis-28425	17	6	target	target	NOUN
bracis-28425	17	7	sites	site	NOUN
bracis-28425	17	8	for	for	ADP
bracis-28425	17	9	a	a	DET
bracis-28425	17	10	given	give	VERB
bracis-28425	17	11	mirna	mirna	NOUN
bracis-28425	17	12	,	,	PUNCT
bracis-28425	17	13	experimentally	experimentally	ADV
bracis-28425	17	14	confirming	confirm	VERB
bracis-28425	17	15	every	every	DET
bracis-28425	17	16	possible	possible	ADJ
bracis-28425	17	17	target	target	NOUN
bracis-28425	17	18	candidate	candidate	NOUN
bracis-28425	17	19	is	be	AUX
bracis-28425	17	20	impractical	impractical	ADJ
bracis-28425	17	21	both	both	CCONJ
bracis-28425	17	22	in	in	ADP
bracis-28425	17	23	terms	term	NOUN
bracis-28425	17	24	of	of	ADP
bracis-28425	17	25	cost	cost	NOUN
bracis-28425	17	26	and	and	CCONJ
bracis-28425	17	27	time	time	NOUN
bracis-28425	17	28	.	.	PUNCT
bracis-28425	18	1	machine	machine	NOUN
bracis-28425	18	2	learning	learning	NOUN
bracis-28425	18	3	(	(	PUNCT
bracis-28425	18	4	ml	ml	NOUN
bracis-28425	18	5	)	)	PUNCT
bracis-28425	18	6	has	have	AUX
bracis-28425	18	7	been	be	AUX
bracis-28425	18	8	increasingly	increasingly	ADV
bracis-28425	18	9	explored	explore	VERB
bracis-28425	18	10	to	to	PART
bracis-28425	18	11	predict	predict	VERB
bracis-28425	18	12	candidate	candidate	NOUN
bracis-28425	18	13	targets	target	NOUN
bracis-28425	18	14	using	use	VERB
bracis-28425	18	15	a	a	DET
bracis-28425	18	16	series	series	NOUN
bracis-28425	18	17	of	of	ADP
bracis-28425	18	18	descriptors	descriptor	NOUN
bracis-28425	18	19	(	(	PUNCT
bracis-28425	18	20	i.e.	i.e.	X
bracis-28425	18	21	,	,	PUNCT
bracis-28425	18	22	features	feature	NOUN
bracis-28425	18	23	)	)	PUNCT
bracis-28425	18	24	of	of	ADP
bracis-28425	18	25	the	the	DET
bracis-28425	18	26	mirna	mirna	NOUN
bracis-28425	18	27	-	-	PUNCT
bracis-28425	18	28	target	target	NOUN
bracis-28425	18	29	mrna	mrna	NOUN
bracis-28425	18	30	interaction	interaction	NOUN
bracis-28425	18	31	defined	define	VERB
bracis-28425	18	32	from	from	ADP
bracis-28425	18	33	experimentally	experimentally	ADV
bracis-28425	18	34	characterized	characterize	VERB
bracis-28425	18	35	interactions	interaction	NOUN
bracis-28425	18	36	and	and	CCONJ
bracis-28425	18	37	prior	prior	ADJ
bracis-28425	18	38	knowledge	knowledge	NOUN
bracis-28425	19	1	[	[	X
bracis-28425	19	2	13	13	NUM
bracis-28425	19	3	]	]	PUNCT
bracis-28425	19	4	,	,	PUNCT
bracis-28425	19	5	filtering	filter	VERB
bracis-28425	19	6	possible	possible	ADJ
bracis-28425	19	7	mirna	mirna	NOUN
bracis-28425	19	8	targets	target	NOUN
bracis-28425	19	9	.	.	PUNCT
bracis-28425	20	1	however	however	ADV
bracis-28425	20	2	,	,	PUNCT
bracis-28425	20	3	mirna	mirna	PROPN
bracis-28425	20	4	target	target	NOUN
bracis-28425	20	5	prediction	prediction	NOUN
bracis-28425	20	6	is	be	AUX
bracis-28425	20	7	still	still	ADV
bracis-28425	20	8	considered	consider	VERB
bracis-28425	20	9	an	an	DET
bracis-28425	20	10	open	open	ADJ
bracis-28425	20	11	problem	problem	NOUN
bracis-28425	20	12	due	due	ADP
bracis-28425	20	13	to	to	ADP
bracis-28425	20	14	several	several	ADJ
bracis-28425	20	15	challenges	challenge	NOUN
bracis-28425	20	16	.	.	PUNCT
bracis-28425	21	1	first	first	ADV
bracis-28425	21	2	,	,	PUNCT
bracis-28425	21	3	manually	manually	ADV
bracis-28425	21	4	engineered	engineer	VERB
bracis-28425	21	5	features	feature	NOUN
bracis-28425	21	6	based	base	VERB
bracis-28425	21	7	on	on	ADP
bracis-28425	21	8	biological	biological	ADJ
bracis-28425	21	9	assumptions	assumption	NOUN
bracis-28425	21	10	capture	capture	VERB
bracis-28425	21	11	only	only	ADV
bracis-28425	21	12	partially	partially	ADV
bracis-28425	21	13	the	the	DET
bracis-28425	21	14	numerous	numerous	ADJ
bracis-28425	21	15	characteristics	characteristic	NOUN
bracis-28425	21	16	that	that	PRON
bracis-28425	21	17	influence	influence	VERB
bracis-28425	21	18	the	the	DET
bracis-28425	21	19	effectiveness	effectiveness	NOUN
bracis-28425	21	20	of	of	ADP
bracis-28425	21	21	an	an	DET
bracis-28425	21	22	interaction	interaction	NOUN
bracis-28425	21	23	between	between	ADP
bracis-28425	21	24	mirna	mirna	PROPN
bracis-28425	21	25	and	and	CCONJ
bracis-28425	21	26	mrna	mrna	PROPN
bracis-28425	21	27	target	target	PROPN
bracis-28425	21	28	[	[	X
bracis-28425	21	29	13	13	NUM
bracis-28425	21	30	]	]	PUNCT
bracis-28425	21	31	.	.	PUNCT
bracis-28425	22	1	the	the	DET
bracis-28425	22	2	contribution	contribution	NOUN
bracis-28425	22	3	of	of	ADP
bracis-28425	22	4	single	single	ADJ
bracis-28425	22	5	features	feature	NOUN
bracis-28425	22	6	to	to	ADP
bracis-28425	22	7	the	the	DET
bracis-28425	22	8	degree	degree	NOUN
bracis-28425	22	9	of	of	ADP
bracis-28425	22	10	repression	repression	NOUN
bracis-28425	22	11	of	of	ADP
bracis-28425	22	12	the	the	DET
bracis-28425	22	13	mirna	mirna	PROPN
bracis-28425	22	14	target	target	NOUN
bracis-28425	22	15	is	be	AUX
bracis-28425	22	16	still	still	ADV
bracis-28425	22	17	hard	hard	ADJ
bracis-28425	22	18	to	to	PART
bracis-28425	22	19	completely	completely	ADV
bracis-28425	22	20	determine	determine	VERB
bracis-28425	22	21	.	.	PUNCT
bracis-28425	23	1	second	second	ADJ
bracis-28425	23	2	,	,	PUNCT
bracis-28425	23	3	the	the	DET
bracis-28425	23	4	multiplicity	multiplicity	NOUN
bracis-28425	23	5	of	of	ADP
bracis-28425	23	6	mirna	mirna	NOUN
bracis-28425	23	7	-	-	PUNCT
bracis-28425	23	8	target	target	NOUN
bracis-28425	23	9	interaction	interaction	NOUN
bracis-28425	23	10	patterns	pattern	NOUN
bracis-28425	23	11	,	,	PUNCT
bracis-28425	23	12	often	often	ADV
bracis-28425	23	13	in	in	ADP
bracis-28425	23	14	a	a	DET
bracis-28425	23	15	context	context	NOUN
bracis-28425	23	16	-	-	PUNCT
bracis-28425	23	17	dependent	dependent	ADJ
bracis-28425	23	18	manner	manner	NOUN
bracis-28425	23	19	,	,	PUNCT
bracis-28425	23	20	introduces	introduce	VERB
bracis-28425	23	21	large	large	ADJ
bracis-28425	23	22	complexity	complexity	NOUN
bracis-28425	23	23	into	into	ADP
bracis-28425	23	24	the	the	DET
bracis-28425	23	25	problem	problem	NOUN
bracis-28425	23	26	.	.	PUNCT
bracis-28425	24	1	third	third	ADV
bracis-28425	24	2	,	,	PUNCT
bracis-28425	24	3	there	there	PRON
bracis-28425	24	4	is	be	VERB
bracis-28425	24	5	an	an	DET
bracis-28425	24	6	inherent	inherent	ADJ
bracis-28425	24	7	class	class	NOUN
bracis-28425	24	8	imbalance	imbalance	NOUN
bracis-28425	24	9	issue	issue	NOUN
bracis-28425	24	10	,	,	PUNCT
bracis-28425	24	11	as	as	SCONJ
bracis-28425	24	12	the	the	DET
bracis-28425	24	13	majority	majority	NOUN
bracis-28425	24	14	of	of	ADP
bracis-28425	24	15	validated	validate	VERB
bracis-28425	24	16	data	datum	NOUN
bracis-28425	24	17	refers	refer	VERB
bracis-28425	24	18	to	to	ADP
bracis-28425	24	19	functional	functional	ADJ
bracis-28425	24	20	mirna	mirna	NOUN
bracis-28425	24	21	targets	target	NOUN
bracis-28425	24	22	,	,	PUNCT
bracis-28425	24	23	i.e.	i.e.	X
bracis-28425	24	24	,	,	PUNCT
bracis-28425	24	25	positive	positive	ADJ
bracis-28425	24	26	examples	example	NOUN
bracis-28425	24	27	.	.	PUNCT
bracis-28425	25	1	this	this	PRON
bracis-28425	25	2	generates	generate	VERB
bracis-28425	25	3	a	a	DET
bracis-28425	25	4	bias	bias	NOUN
bracis-28425	25	5	towards	towards	ADP
bracis-28425	25	6	large	large	ADJ
bracis-28425	25	7	false	false	ADJ
bracis-28425	25	8	positive	positive	ADJ
bracis-28425	25	9	predictions	prediction	NOUN
bracis-28425	25	10	[	[	X
bracis-28425	25	11	11	11	NUM
bracis-28425	25	12	]	]	PUNCT
bracis-28425	25	13	.	.	PUNCT
bracis-28425	26	1	over	over	ADP
bracis-28425	26	2	the	the	DET
bracis-28425	26	3	past	past	ADJ
bracis-28425	26	4	years	year	NOUN
bracis-28425	26	5	,	,	PUNCT
bracis-28425	26	6	numerous	numerous	ADJ
bracis-28425	26	7	deep	deep	ADJ
bracis-28425	26	8	learning	learning	NOUN
bracis-28425	26	9	(	(	PUNCT
bracis-28425	26	10	dl	dl	NOUN
bracis-28425	26	11	)	)	PUNCT
bracis-28425	26	12	methods	method	NOUN
bracis-28425	26	13	have	have	AUX
bracis-28425	26	14	been	be	AUX
bracis-28425	26	15	developed	develop	VERB
bracis-28425	26	16	,	,	PUNCT
bracis-28425	26	17	with	with	ADP
bracis-28425	26	18	various	various	ADJ
bracis-28425	26	19	successful	successful	ADJ
bracis-28425	26	20	applications	application	NOUN
bracis-28425	26	21	in	in	ADP
bracis-28425	26	22	biology	biology	NOUN
bracis-28425	26	23	and	and	CCONJ
bracis-28425	26	24	medicine	medicine	NOUN
bracis-28425	26	25	.	.	PUNCT
bracis-28425	27	1	among	among	ADP
bracis-28425	27	2	these	these	PRON
bracis-28425	27	3	,	,	PUNCT
bracis-28425	27	4	we	we	PRON
bracis-28425	27	5	highlight	highlight	VERB
bracis-28425	27	6	the	the	DET
bracis-28425	27	7	dl	dl	PROPN
bracis-28425	27	8	algorithms	algorithm	NOUN
bracis-28425	27	9	in	in	ADP
bracis-28425	27	10	graphs	graph	NOUN
bracis-28425	27	11	,	,	PUNCT
bracis-28425	27	12	known	know	VERB
bracis-28425	27	13	as	as	ADP
bracis-28425	27	14	graph	graph	NOUN
bracis-28425	27	15	neural	neural	ADJ
bracis-28425	27	16	networks	network	NOUN
bracis-28425	27	17	(	(	PUNCT
bracis-28425	27	18	gnns	gnns	NOUN
bracis-28425	27	19	)	)	PUNCT
bracis-28425	27	20	,	,	PUNCT
bracis-28425	27	21	and	and	CCONJ
bracis-28425	27	22	their	their	PRON
bracis-28425	27	23	capacity	capacity	NOUN
bracis-28425	27	24	for	for	ADP
bracis-28425	27	25	solving	solve	VERB
bracis-28425	27	26	complex	complex	ADJ
bracis-28425	27	27	problems	problem	NOUN
bracis-28425	27	28	where	where	SCONJ
bracis-28425	27	29	data	datum	NOUN
bracis-28425	27	30	requires	require	VERB
bracis-28425	27	31	a	a	DET
bracis-28425	27	32	representation	representation	NOUN
bracis-28425	27	33	in	in	ADP
bracis-28425	27	34	non	non	ADJ
bracis-28425	27	35	-	-	ADJ
bracis-28425	27	36	euclidean	euclidean	ADJ
bracis-28425	27	37	domains	domain	NOUN
bracis-28425	27	38	[	[	X
bracis-28425	27	39	1	1	NUM
bracis-28425	27	40	,	,	PUNCT
bracis-28425	27	41	16	16	NUM
bracis-28425	27	42	]	]	PUNCT
bracis-28425	27	43	.	.	PUNCT
bracis-28425	28	1	gnns	gnns	PROPN
bracis-28425	28	2	have	have	AUX
bracis-28425	28	3	found	find	VERB
bracis-28425	28	4	successful	successful	ADJ
bracis-28425	28	5	applications	application	NOUN
bracis-28425	28	6	in	in	ADP
bracis-28425	28	7	identifying	identify	VERB
bracis-28425	28	8	associations	association	NOUN
bracis-28425	28	9	between	between	ADP
bracis-28425	28	10	mirnas	mirna	NOUN
bracis-28425	28	11	and	and	CCONJ
bracis-28425	28	12	diseases	disease	NOUN
bracis-28425	28	13	(	(	PUNCT
bracis-28425	28	14	e.g.	e.g.	ADV
bracis-28425	28	15	,	,	PUNCT
bracis-28425	28	16	[	[	X
bracis-28425	28	17	4	4	NUM
bracis-28425	28	18	]	]	NUM
bracis-28425	28	19	)	)	PUNCT
bracis-28425	28	20	;	;	PUNCT
bracis-28425	28	21	however	however	ADV
bracis-28425	28	22	,	,	PUNCT
bracis-28425	28	23	they	they	PRON
bracis-28425	28	24	are	be	AUX
bracis-28425	28	25	still	still	ADV
bracis-28425	28	26	little	little	ADJ
bracis-28425	28	27	explored	explore	VERB
bracis-28425	28	28	in	in	ADP
bracis-28425	28	29	the	the	DET
bracis-28425	28	30	computational	computational	ADJ
bracis-28425	28	31	prediction	prediction	NOUN
bracis-28425	28	32	of	of	ADP
bracis-28425	28	33	mirna	mirna	NOUN
bracis-28425	28	34	targets	target	NOUN
bracis-28425	28	35	.	.	PUNCT
bracis-28425	29	1	thus	thus	ADV
bracis-28425	29	2	,	,	PUNCT
bracis-28425	29	3	in	in	ADP
bracis-28425	29	4	this	this	DET
bracis-28425	29	5	work	work	NOUN
bracis-28425	29	6	we	we	PRON
bracis-28425	29	7	aim	aim	VERB
bracis-28425	29	8	to	to	PART
bracis-28425	29	9	answer	answer	VERB
bracis-28425	29	10	the	the	DET
bracis-28425	29	11	question	question	NOUN
bracis-28425	29	12	:	:	PUNCT
bracis-28425	29	13	can	can	AUX
bracis-28425	29	14	gnns	gnns	VERB
bracis-28425	29	15	precisely	precisely	ADV
bracis-28425	29	16	predict	predict	VERB
bracis-28425	29	17	mirna	mirna	NOUN
bracis-28425	29	18	targets	target	NOUN
bracis-28425	29	19	from	from	ADP
bracis-28425	29	20	known	know	VERB
bracis-28425	29	21	mirna	mirna	PROPN
bracis-28425	29	22	-	-	PUNCT
bracis-28425	29	23	mrna	mrna	PROPN
bracis-28425	29	24	target	target	NOUN
bracis-28425	29	25	interactions	interaction	NOUN
bracis-28425	29	26	and	and	CCONJ
bracis-28425	29	27	biological	biological	ADJ
bracis-28425	29	28	evidence	evidence	NOUN
bracis-28425	29	29	regarding	regard	VERB
bracis-28425	29	30	mirnas	mirna	NOUN
bracis-28425	29	31	and	and	CCONJ
bracis-28425	29	32	mrnas	mrna	NOUN
bracis-28425	29	33	expression	expression	NOUN
bracis-28425	29	34	?	?	PUNCT
bracis-28425	30	1	we	we	PRON
bracis-28425	30	2	propose	propose	VERB
bracis-28425	30	3	an	an	DET
bracis-28425	30	4	approach	approach	NOUN
bracis-28425	30	5	based	base	VERB
bracis-28425	30	6	on	on	ADP
bracis-28425	30	7	the	the	DET
bracis-28425	30	8	hinsage	hinsage	NOUN
bracis-28425	30	9	algorithm	algorithm	NOUN
bracis-28425	30	10	and	and	CCONJ
bracis-28425	30	11	heterogeneous	heterogeneous	ADJ
bracis-28425	30	12	graphs	graph	NOUN
bracis-28425	30	13	containing	contain	VERB
bracis-28425	30	14	prior	prior	ADJ
bracis-28425	30	15	knowledge	knowledge	NOUN
bracis-28425	30	16	about	about	ADP
bracis-28425	30	17	validated	validate	VERB
bracis-28425	30	18	mirna	mirna	NOUN
bracis-28425	30	19	-	-	PUNCT
bracis-28425	30	20	mrna	mrna	PROPN
bracis-28425	30	21	target	target	PROPN
bracis-28425	30	22	and	and	CCONJ
bracis-28425	30	23	mrna	mrna	PROPN
bracis-28425	30	24	-	-	PUNCT
bracis-28425	30	25	mrna	mrna	PROPN
bracis-28425	30	26	interactions	interaction	NOUN
bracis-28425	30	27	.	.	PUNCT
bracis-28425	31	1	hinsage	hinsage	NOUN
bracis-28425	31	2	is	be	AUX
bracis-28425	31	3	a	a	DET
bracis-28425	31	4	derivative	derivative	NOUN
bracis-28425	31	5	of	of	ADP
bracis-28425	31	6	the	the	DET
bracis-28425	31	7	graphsage	graphsage	NOUN
bracis-28425	31	8	algorithm	algorithm	NOUN
bracis-28425	31	9	 	 	SPACE
bracis-28425	32	1	[	[	X
bracis-28425	32	2	3	3	NUM
bracis-28425	32	3	]	]	PUNCT
bracis-28425	32	4	,	,	PUNCT
bracis-28425	32	5	an	an	DET
bracis-28425	32	6	stochastic	stochastic	ADJ
bracis-28425	32	7	generalization	generalization	NOUN
bracis-28425	32	8	of	of	ADP
bracis-28425	32	9	graph	graph	NOUN
bracis-28425	32	10	convolutions	convolution	NOUN
bracis-28425	32	11	that	that	PRON
bracis-28425	32	12	can	can	AUX
bracis-28425	32	13	leverage	leverage	VERB
bracis-28425	32	14	node	node	ADJ
bracis-28425	32	15	feature	feature	NOUN
bracis-28425	32	16	to	to	PART
bracis-28425	32	17	efficiently	efficiently	ADV
bracis-28425	32	18	generate	generate	VERB
bracis-28425	32	19	embeddings	embedding	NOUN
bracis-28425	32	20	on	on	ADP
bracis-28425	32	21	unseen	unseen	ADJ
bracis-28425	32	22	data	datum	NOUN
bracis-28425	32	23	.	.	PUNCT
bracis-28425	33	1	moreover	moreover	ADV
bracis-28425	33	2	,	,	PUNCT
bracis-28425	33	3	instead	instead	ADV
bracis-28425	33	4	of	of	ADP
bracis-28425	33	5	using	use	VERB
bracis-28425	33	6	manually	manually	ADV
bracis-28425	33	7	engineered	engineer	VERB
bracis-28425	33	8	features	feature	NOUN
bracis-28425	33	9	from	from	ADP
bracis-28425	33	10	known	know	VERB
bracis-28425	33	11	mirna	mirna	NOUN
bracis-28425	33	12	-	-	PUNCT
bracis-28425	33	13	target	target	NOUN
bracis-28425	33	14	interactions	interaction	NOUN
bracis-28425	33	15	,	,	PUNCT
bracis-28425	33	16	we	we	PRON
bracis-28425	33	17	use	use	VERB
bracis-28425	33	18	gene	gene	NOUN
bracis-28425	33	19	expression	expression	NOUN
bracis-28425	33	20	profiles	profile	NOUN
bracis-28425	33	21	as	as	ADP
bracis-28425	33	22	node	node	NOUN
bracis-28425	33	23	features	feature	NOUN
bracis-28425	33	24	.	.	PUNCT
bracis-28425	34	1	gene	gene	NOUN
bracis-28425	34	2	expression	expression	NOUN
bracis-28425	34	3	is	be	AUX
bracis-28425	34	4	the	the	DET
bracis-28425	34	5	final	final	ADJ
bracis-28425	34	6	product	product	NOUN
bracis-28425	34	7	in	in	ADP
bracis-28425	34	8	the	the	DET
bracis-28425	34	9	process	process	NOUN
bracis-28425	34	10	of	of	ADP
bracis-28425	34	11	gene	gene	NOUN
bracis-28425	34	12	regulation	regulation	NOUN
bracis-28425	34	13	,	,	PUNCT
bracis-28425	34	14	which	which	PRON
bracis-28425	34	15	is	be	AUX
bracis-28425	34	16	affected	affect	VERB
bracis-28425	34	17	by	by	ADP
bracis-28425	34	18	molecular	molecular	ADJ
bracis-28425	34	19	factors	factor	NOUN
bracis-28425	34	20	that	that	PRON
bracis-28425	34	21	are	be	AUX
bracis-28425	34	22	usually	usually	ADV
bracis-28425	34	23	used	use	VERB
bracis-28425	34	24	as	as	ADP
bracis-28425	34	25	predictive	predictive	ADJ
bracis-28425	34	26	features	feature	NOUN
bracis-28425	34	27	individually	individually	ADV
bracis-28425	34	28	or	or	CCONJ
bracis-28425	34	29	combined	combine	VERB
bracis-28425	34	30	,	,	PUNCT
bracis-28425	34	31	such	such	ADJ
bracis-28425	34	32	as	as	ADP
bracis-28425	34	33	sequence	sequence	NOUN
bracis-28425	34	34	complementarity	complementarity	NOUN
bracis-28425	34	35	,	,	PUNCT
bracis-28425	34	36	sequence	sequence	NOUN
bracis-28425	34	37	conservation	conservation	NOUN
bracis-28425	34	38	,	,	PUNCT
bracis-28425	34	39	favorable	favorable	ADJ
bracis-28425	34	40	thermodynamics	thermodynamic	NOUN
bracis-28425	34	41	,	,	PUNCT
bracis-28425	34	42	and	and	CCONJ
bracis-28425	34	43	accessibility	accessibility	NOUN
bracis-28425	34	44	of	of	ADP
bracis-28425	34	45	the	the	DET
bracis-28425	34	46	mirna	mirna	NOUN
bracis-28425	34	47	binding	bind	VERB
bracis-28425	34	48	site	site	NOUN
bracis-28425	34	49	.	.	PUNCT
bracis-28425	35	1	here	here	ADV
bracis-28425	35	2	,	,	PUNCT
bracis-28425	35	3	we	we	PRON
bracis-28425	35	4	focus	focus	VERB
bracis-28425	35	5	on	on	ADP
bracis-28425	35	6	mirna	mirna	NOUN
bracis-28425	35	7	-	-	PUNCT
bracis-28425	35	8	target	target	NOUN
bracis-28425	35	9	interactions	interaction	NOUN
bracis-28425	35	10	associated	associate	VERB
bracis-28425	35	11	with	with	ADP
bracis-28425	35	12	cancer	cancer	NOUN
bracis-28425	35	13	,	,	PUNCT
bracis-28425	35	14	motivated	motivate	VERB
bracis-28425	35	15	by	by	ADP
bracis-28425	35	16	the	the	DET
bracis-28425	35	17	role	role	NOUN
bracis-28425	35	18	of	of	ADP
bracis-28425	35	19	dysregulated	dysregulated	ADJ
bracis-28425	35	20	mirnas	mirna	NOUN
bracis-28425	35	21	in	in	ADP
bracis-28425	35	22	cancer	cancer	NOUN
bracis-28425	35	23	pathophysiology	pathophysiology	NOUN
bracis-28425	35	24	and	and	CCONJ
bracis-28425	35	25	as	as	ADP
bracis-28425	35	26	potential	potential	ADJ
bracis-28425	35	27	biomarkers	biomarker	NOUN
bracis-28425	35	28	[	[	X
bracis-28425	35	29	10	10	NUM
bracis-28425	35	30	]	]	PUNCT
bracis-28425	35	31	.	.	PUNCT
bracis-28425	36	1	our	our	PRON
bracis-28425	36	2	main	main	ADJ
bracis-28425	36	3	contributions	contribution	NOUN
bracis-28425	36	4	are	be	AUX
bracis-28425	36	5	twofold	twofold	ADJ
bracis-28425	36	6	.	.	PUNCT
bracis-28425	37	1	first	first	ADV
bracis-28425	37	2	,	,	PUNCT
bracis-28425	37	3	we	we	PRON
bracis-28425	37	4	propose	propose	VERB
bracis-28425	37	5	and	and	CCONJ
bracis-28425	37	6	evaluate	evaluate	VERB
bracis-28425	37	7	a	a	DET
bracis-28425	37	8	prediction	prediction	NOUN
bracis-28425	37	9	approach	approach	NOUN
bracis-28425	37	10	based	base	VERB
bracis-28425	37	11	on	on	ADP
bracis-28425	37	12	the	the	DET
bracis-28425	37	13	graphsage	graphsage	NOUN
bracis-28425	37	14	algorithm	algorithm	NOUN
bracis-28425	37	15	that	that	PRON
bracis-28425	37	16	integrates	integrate	VERB
bracis-28425	37	17	an	an	DET
bracis-28425	37	18	graph	graph	NOUN
bracis-28425	37	19	and	and	CCONJ
bracis-28425	37	20	expression	expression	NOUN
bracis-28425	37	21	profiles	profile	NOUN
bracis-28425	37	22	to	to	PART
bracis-28425	37	23	predict	predict	VERB
bracis-28425	37	24	mirna	mirna	NOUN
bracis-28425	37	25	-	-	PUNCT
bracis-28425	37	26	target	target	NOUN
bracis-28425	37	27	interactions	interaction	NOUN
bracis-28425	37	28	.	.	PUNCT
bracis-28425	38	1	to	to	ADP
bracis-28425	38	2	the	the	DET
bracis-28425	38	3	best	good	ADJ
bracis-28425	38	4	of	of	ADP
bracis-28425	38	5	our	our	PRON
bracis-28425	38	6	knowlegde	knowlegde	NOUN
bracis-28425	38	7	,	,	PUNCT
bracis-28425	38	8	this	this	PRON
bracis-28425	38	9	is	be	AUX
bracis-28425	38	10	the	the	DET
bracis-28425	38	11	first	first	ADJ
bracis-28425	38	12	work	work	NOUN
bracis-28425	38	13	to	to	PART
bracis-28425	38	14	explore	explore	VERB
bracis-28425	38	15	gnns	gnns	NOUN
bracis-28425	38	16	for	for	ADP
bracis-28425	38	17	mirna	mirna	NOUN
bracis-28425	38	18	-	-	PUNCT
bracis-28425	38	19	target	target	NOUN
bracis-28425	38	20	prediction	prediction	NOUN
bracis-28425	38	21	in	in	ADP
bracis-28425	38	22	human	human	ADJ
bracis-28425	38	23	cancer	cancer	NOUN
bracis-28425	38	24	.	.	PUNCT
bracis-28425	39	1	second	second	ADJ
bracis-28425	39	2	,	,	PUNCT
bracis-28425	39	3	we	we	PRON
bracis-28425	39	4	conduct	conduct	VERB
bracis-28425	39	5	a	a	DET
bracis-28425	39	6	detailed	detailed	ADJ
bracis-28425	39	7	investigation	investigation	NOUN
bracis-28425	39	8	of	of	ADP
bracis-28425	39	9	several	several	ADJ
bracis-28425	39	10	hyperparameters	hyperparameter	NOUN
bracis-28425	39	11	involved	involve	VERB
bracis-28425	39	12	in	in	ADP
bracis-28425	39	13	the	the	DET
bracis-28425	39	14	algorithm	algorithm	NOUN
bracis-28425	39	15	and	and	CCONJ
bracis-28425	39	16	decisions	decision	NOUN
bracis-28425	39	17	regarding	regard	VERB
bracis-28425	39	18	dataset	dataset	NOUN
bracis-28425	39	19	construction	construction	NOUN
bracis-28425	39	20	,	,	PUNCT
bracis-28425	39	21	evaluating	evaluate	VERB
bracis-28425	39	22	their	their	PRON
bracis-28425	39	23	impact	impact	NOUN
bracis-28425	39	24	on	on	ADP
bracis-28425	39	25	the	the	DET
bracis-28425	39	26	addressed	address	VERB
bracis-28425	39	27	prediction	prediction	NOUN
bracis-28425	39	28	problem	problem	NOUN
bracis-28425	39	29	.	.	PUNCT
bracis-28425	40	1	2	2	NUM
bracis-28425	40	2	related	relate	VERB
bracis-28425	40	3	works	work	NOUN
bracis-28425	40	4	several	several	ADJ
bracis-28425	40	5	tools	tool	NOUN
bracis-28425	40	6	have	have	AUX
bracis-28425	40	7	been	be	AUX
bracis-28425	40	8	developed	develop	VERB
bracis-28425	40	9	for	for	ADP
bracis-28425	40	10	mirna	mirna	PROPN
bracis-28425	40	11	target	target	PROPN
bracis-28425	40	12	prediction	prediction	NOUN
bracis-28425	40	13	,	,	PUNCT
bracis-28425	40	14	with	with	ADP
bracis-28425	40	15	ml	ml	ADV
bracis-28425	40	16	and	and	CCONJ
bracis-28425	40	17	dl	dl	X
bracis-28425	40	18	being	be	AUX
bracis-28425	40	19	recurrent	recurrent	ADJ
bracis-28425	40	20	among	among	ADP
bracis-28425	40	21	solutions	solution	NOUN
bracis-28425	40	22	.	.	PUNCT
bracis-28425	41	1	since	since	SCONJ
bracis-28425	41	2	the	the	DET
bracis-28425	41	3	related	relate	VERB
bracis-28425	41	4	literature	literature	NOUN
bracis-28425	41	5	is	be	AUX
bracis-28425	41	6	vast	vast	ADJ
bracis-28425	41	7	[	[	X
bracis-28425	41	8	13	13	NUM
bracis-28425	41	9	]	]	PUNCT
bracis-28425	41	10	,	,	PUNCT
bracis-28425	41	11	here	here	ADV
bracis-28425	41	12	we	we	PRON
bracis-28425	41	13	review	review	VERB
bracis-28425	41	14	the	the	DET
bracis-28425	41	15	most	most	ADV
bracis-28425	41	16	relevant	relevant	ADJ
bracis-28425	41	17	works	work	NOUN
bracis-28425	41	18	for	for	ADP
bracis-28425	41	19	the	the	DET
bracis-28425	41	20	proposed	propose	VERB
bracis-28425	41	21	approach	approach	NOUN
bracis-28425	41	22	.	.	PUNCT
bracis-28425	42	1	targetscan	targetscan	AUX
bracis-28425	42	2	 	 	SPACE
bracis-28425	43	1	[	[	X
bracis-28425	43	2	9	9	NUM
bracis-28425	43	3	]	]	PUNCT
bracis-28425	43	4	is	be	AUX
bracis-28425	43	5	a	a	DET
bracis-28425	43	6	widely	widely	ADV
bracis-28425	43	7	used	use	VERB
bracis-28425	43	8	tool	tool	NOUN
bracis-28425	43	9	that	that	PRON
bracis-28425	43	10	employs	employ	VERB
bracis-28425	43	11	linear	linear	ADJ
bracis-28425	43	12	regression	regression	NOUN
bracis-28425	43	13	and	and	CCONJ
bracis-28425	43	14	ml	ml	ADP
bracis-28425	43	15	techniques	technique	NOUN
bracis-28425	43	16	for	for	ADP
bracis-28425	43	17	mirna	mirna	PROPN
bracis-28425	43	18	target	target	PROPN
bracis-28425	43	19	prediction	prediction	NOUN
bracis-28425	43	20	.	.	PUNCT
bracis-28425	44	1	however	however	ADV
bracis-28425	44	2	,	,	PUNCT
bracis-28425	44	3	it	it	PRON
bracis-28425	44	4	has	have	AUX
bracis-28425	44	5	limited	limit	VERB
bracis-28425	44	6	sensitivity	sensitivity	NOUN
bracis-28425	44	7	for	for	ADP
bracis-28425	44	8	targets	target	NOUN
bracis-28425	44	9	without	without	ADP
bracis-28425	44	10	good	good	ADJ
bracis-28425	44	11	evolutionary	evolutionary	ADJ
bracis-28425	44	12	conservation	conservation	NOUN
bracis-28425	44	13	.	.	PUNCT
bracis-28425	45	1	pita	pita	PROPN
bracis-28425	45	2	 	 	SPACE
bracis-28425	46	1	[	[	X
bracis-28425	46	2	7	7	NUM
bracis-28425	46	3	]	]	PUNCT
bracis-28425	46	4	considers	consider	VERB
bracis-28425	46	5	the	the	DET
bracis-28425	46	6	accessibility	accessibility	NOUN
bracis-28425	46	7	of	of	ADP
bracis-28425	46	8	the	the	DET
bracis-28425	46	9	binding	bind	VERB
bracis-28425	46	10	site	site	NOUN
bracis-28425	46	11	on	on	ADP
bracis-28425	46	12	the	the	DET
bracis-28425	46	13	target	target	NOUN
bracis-28425	46	14	,	,	PUNCT
bracis-28425	46	15	evaluating	evaluate	VERB
bracis-28425	46	16	the	the	DET
bracis-28425	46	17	scores	score	NOUN
bracis-28425	46	18	for	for	ADP
bracis-28425	46	19	microrna	microrna	PROPN
bracis-28425	46	20	-	-	PUNCT
bracis-28425	46	21	target	target	NOUN
bracis-28425	46	22	interactions	interaction	NOUN
bracis-28425	46	23	by	by	ADP
bracis-28425	46	24	using	use	VERB
bracis-28425	46	25	energy	energy	NOUN
bracis-28425	46	26	-	-	PUNCT
bracis-28425	46	27	based	base	VERB
bracis-28425	46	28	secondary	secondary	ADJ
bracis-28425	46	29	structure	structure	NOUN
bracis-28425	46	30	prediction	prediction	NOUN
bracis-28425	46	31	algorithms	algorithm	NOUN
bracis-28425	46	32	.	.	PUNCT
bracis-28425	47	1	both	both	DET
bracis-28425	47	2	methods	method	NOUN
bracis-28425	47	3	rely	rely	VERB
bracis-28425	47	4	on	on	ADP
bracis-28425	47	5	specialist	specialist	NOUN
bracis-28425	47	6	-	-	PUNCT
bracis-28425	47	7	designed	design	VERB
bracis-28425	47	8	features	feature	NOUN
bracis-28425	47	9	.	.	PUNCT
bracis-28425	48	1	more	more	ADV
bracis-28425	48	2	recent	recent	ADJ
bracis-28425	48	3	approaches	approach	NOUN
bracis-28425	48	4	include	include	VERB
bracis-28425	48	5	miraw	miraw	NOUN
bracis-28425	48	6	 	 	SPACE
bracis-28425	48	7	[	[	X
bracis-28425	48	8	12	12	NUM
bracis-28425	48	9	]	]	PUNCT
bracis-28425	48	10	,	,	PUNCT
bracis-28425	48	11	deeptarget	deeptarget	PROPN
bracis-28425	48	12	 	 	SPACE
bracis-28425	49	1	[	[	X
bracis-28425	49	2	8	8	NUM
bracis-28425	49	3	]	]	PUNCT
bracis-28425	49	4	,	,	PUNCT
bracis-28425	50	1	and	and	CCONJ
bracis-28425	50	2	deepmirtar	deepmirtar	VERB
bracis-28425	50	3	 	 	SPACE
bracis-28425	50	4	[	[	X
bracis-28425	50	5	15	15	NUM
bracis-28425	50	6	]	]	X
bracis-28425	50	7	,	,	PUNCT
bracis-28425	50	8	which	which	PRON
bracis-28425	50	9	are	be	AUX
bracis-28425	50	10	based	base	VERB
bracis-28425	50	11	on	on	ADP
bracis-28425	50	12	dl	dl	PROPN
bracis-28425	50	13	and	and	CCONJ
bracis-28425	50	14	aim	aim	VERB
bracis-28425	50	15	to	to	PART
bracis-28425	50	16	learn	learn	VERB
bracis-28425	50	17	better	well	ADJ
bracis-28425	50	18	representations	representation	NOUN
bracis-28425	50	19	directly	directly	ADV
bracis-28425	50	20	from	from	ADP
bracis-28425	50	21	raw	raw	ADJ
bracis-28425	50	22	data	datum	NOUN
bracis-28425	50	23	,	,	PUNCT
bracis-28425	50	24	eliminating	eliminate	VERB
bracis-28425	50	25	the	the	DET
bracis-28425	50	26	need	need	NOUN
bracis-28425	50	27	for	for	ADP
bracis-28425	50	28	manual	manual	ADJ
bracis-28425	50	29	feature	feature	NOUN
bracis-28425	50	30	extraction	extraction	NOUN
bracis-28425	50	31	.	.	PUNCT
bracis-28425	51	1	they	they	PRON
bracis-28425	51	2	implement	implement	VERB
bracis-28425	51	3	autoencoders	autoencoder	NOUN
bracis-28425	51	4	and	and	CCONJ
bracis-28425	51	5	adopt	adopt	VERB
bracis-28425	51	6	distinct	distinct	ADJ
bracis-28425	51	7	approaches	approach	NOUN
bracis-28425	51	8	for	for	ADP
bracis-28425	51	9	defining	define	VERB
bracis-28425	51	10	negative	negative	ADJ
bracis-28425	51	11	samples	sample	NOUN
bracis-28425	51	12	,	,	PUNCT
bracis-28425	51	13	such	such	ADJ
bracis-28425	51	14	as	as	ADP
bracis-28425	51	15	generating	generate	VERB
bracis-28425	51	16	mock	mock	ADJ
bracis-28425	51	17	examples	example	NOUN
bracis-28425	51	18	or	or	CCONJ
bracis-28425	51	19	building	build	VERB
bracis-28425	51	20	negative	negative	ADJ
bracis-28425	51	21	examples	example	NOUN
bracis-28425	51	22	based	base	VERB
bracis-28425	51	23	on	on	ADP
bracis-28425	51	24	experimentally	experimentally	ADV
bracis-28425	51	25	verified	verify	VERB
bracis-28425	51	26	data	datum	NOUN
bracis-28425	51	27	.	.	PUNCT
bracis-28425	52	1	we	we	PRON
bracis-28425	52	2	note	note	VERB
bracis-28425	52	3	that	that	SCONJ
bracis-28425	52	4	these	these	DET
bracis-28425	52	5	approaches	approach	NOUN
bracis-28425	52	6	do	do	AUX
bracis-28425	52	7	not	not	PART
bracis-28425	52	8	explore	explore	VERB
bracis-28425	52	9	the	the	DET
bracis-28425	52	10	graph	graph	NOUN
bracis-28425	52	11	structure	structure	NOUN
bracis-28425	52	12	and	and	CCONJ
bracis-28425	52	13	some	some	PRON
bracis-28425	52	14	of	of	ADP
bracis-28425	52	15	the	the	DET
bracis-28425	52	16	works	work	NOUN
bracis-28425	52	17	lack	lack	VERB
bracis-28425	52	18	evaluation	evaluation	NOUN
bracis-28425	52	19	on	on	ADP
bracis-28425	52	20	independent	independent	ADJ
bracis-28425	52	21	test	test	NOUN
bracis-28425	52	22	datasets	dataset	NOUN
bracis-28425	52	23	.	.	PUNCT
bracis-28425	53	1	finally	finally	ADV
bracis-28425	53	2	,	,	PUNCT
bracis-28425	53	3	we	we	PRON
bracis-28425	53	4	highlight	highlight	VERB
bracis-28425	53	5	comprehensive	comprehensive	ADJ
bracis-28425	53	6	databases	database	NOUN
bracis-28425	53	7	containing	contain	VERB
bracis-28425	53	8	computationally	computationally	ADV
bracis-28425	53	9	predicted	predict	VERB
bracis-28425	53	10	interactions	interaction	NOUN
bracis-28425	53	11	:	:	PUNCT
bracis-28425	53	12	tarbase	tarbase	PROPN
bracis-28425	53	13	v8	v8	PROPN
bracis-28425	53	14	 	 	SPACE
bracis-28425	54	1	[	[	X
bracis-28425	54	2	6	6	NUM
bracis-28425	54	3	]	]	PUNCT
bracis-28425	54	4	and	and	CCONJ
bracis-28425	54	5	mirdip	mirdip	VERB
bracis-28425	54	6	 	 	SPACE
bracis-28425	55	1	[	[	X
bracis-28425	55	2	14	14	NUM
bracis-28425	55	3	]	]	PUNCT
bracis-28425	55	4	.	.	PUNCT
bracis-28425	56	1	these	these	DET
bracis-28425	56	2	databases	database	NOUN
bracis-28425	56	3	integrate	integrate	VERB
bracis-28425	56	4	data	datum	NOUN
bracis-28425	56	5	from	from	ADP
bracis-28425	56	6	various	various	ADJ
bracis-28425	56	7	sources	source	NOUN
bracis-28425	56	8	and	and	CCONJ
bracis-28425	56	9	provide	provide	VERB
bracis-28425	56	10	confidence	confidence	NOUN
bracis-28425	56	11	scores	score	NOUN
bracis-28425	56	12	for	for	ADP
bracis-28425	56	13	their	their	PRON
bracis-28425	56	14	predictions	prediction	NOUN
bracis-28425	56	15	.	.	PUNCT
bracis-28425	57	1	we	we	PRON
bracis-28425	57	2	note	note	VERB
bracis-28425	57	3	that	that	SCONJ
bracis-28425	57	4	a	a	DET
bracis-28425	57	5	main	main	ADJ
bracis-28425	57	6	challenge	challenge	NOUN
bracis-28425	57	7	faced	face	VERB
bracis-28425	57	8	was	be	AUX
bracis-28425	57	9	the	the	DET
bracis-28425	57	10	difficulty	difficulty	NOUN
bracis-28425	57	11	of	of	ADP
bracis-28425	57	12	identifying	identify	VERB
bracis-28425	57	13	,	,	PUNCT
bracis-28425	57	14	up	up	ADP
bracis-28425	57	15	to	to	ADP
bracis-28425	57	16	the	the	DET
bracis-28425	57	17	time	time	NOUN
bracis-28425	57	18	of	of	ADP
bracis-28425	57	19	writing	write	VERB
bracis-28425	57	20	this	this	DET
bracis-28425	57	21	paper	paper	NOUN
bracis-28425	57	22	,	,	PUNCT
bracis-28425	57	23	a	a	DET
bracis-28425	57	24	model	model	NOUN
bracis-28425	57	25	for	for	ADP
bracis-28425	57	26	mirna	mirna	PROPN
bracis-28425	57	27	target	target	NOUN
bracis-28425	57	28	prediction	prediction	NOUN
bracis-28425	57	29	based	base	VERB
bracis-28425	57	30	on	on	ADP
bracis-28425	57	31	the	the	DET
bracis-28425	57	32	concept	concept	NOUN
bracis-28425	57	33	of	of	ADP
bracis-28425	57	34	gnns	gnns	NOUN
bracis-28425	57	35	.	.	PUNCT
bracis-28425	58	1	it	it	PRON
bracis-28425	58	2	should	should	AUX
bracis-28425	58	3	be	be	AUX
bracis-28425	58	4	noted	note	VERB
bracis-28425	58	5	that	that	SCONJ
bracis-28425	58	6	gnns	gnn	NOUN
bracis-28425	58	7	have	have	AUX
bracis-28425	58	8	been	be	AUX
bracis-28425	58	9	previously	previously	ADV
bracis-28425	58	10	applied	apply	VERB
bracis-28425	58	11	in	in	ADP
bracis-28425	58	12	prediction	prediction	NOUN
bracis-28425	58	13	tasks	task	NOUN
bracis-28425	58	14	related	relate	VERB
bracis-28425	58	15	to	to	ADP
bracis-28425	58	16	mirnas	mirna	NOUN
bracis-28425	58	17	,	,	PUNCT
bracis-28425	58	18	but	but	CCONJ
bracis-28425	58	19	with	with	ADP
bracis-28425	58	20	a	a	DET
bracis-28425	58	21	special	special	ADJ
bracis-28425	58	22	focus	focus	NOUN
bracis-28425	58	23	on	on	ADP
bracis-28425	58	24	predicting	predict	VERB
bracis-28425	58	25	the	the	DET
bracis-28425	58	26	association	association	NOUN
bracis-28425	58	27	of	of	ADP
bracis-28425	58	28	mirnas	mirna	NOUN
bracis-28425	58	29	with	with	ADP
bracis-28425	58	30	human	human	ADJ
bracis-28425	58	31	diseases	disease	NOUN
bracis-28425	58	32	(	(	PUNCT
bracis-28425	58	33	e.g.	e.g.	ADV
bracis-28425	58	34	,	,	PUNCT
bracis-28425	58	35	[	[	X
bracis-28425	58	36	4	4	NUM
bracis-28425	58	37	]	]	PUNCT
bracis-28425	58	38	)	)	PUNCT
bracis-28425	58	39	a	a	DET
bracis-28425	58	40	task	task	NOUN
bracis-28425	58	41	that	that	PRON
bracis-28425	58	42	has	have	VERB
bracis-28425	58	43	different	different	ADJ
bracis-28425	58	44	objectives	objective	NOUN
bracis-28425	58	45	from	from	ADP
bracis-28425	58	46	the	the	DET
bracis-28425	58	47	problem	problem	NOUN
bracis-28425	58	48	modeled	model	VERB
bracis-28425	58	49	in	in	ADP
bracis-28425	58	50	this	this	DET
bracis-28425	58	51	study	study	NOUN
bracis-28425	58	52	.	.	PUNCT
bracis-28425	59	1	moreover	moreover	ADV
bracis-28425	59	2	,	,	PUNCT
bracis-28425	59	3	a	a	DET
bracis-28425	59	4	previous	previous	ADJ
bracis-28425	59	5	study	study	NOUN
bracis-28425	59	6	has	have	AUX
bracis-28425	59	7	explored	explore	VERB
bracis-28425	59	8	gnns	gnns	NOUN
bracis-28425	59	9	in	in	ADP
bracis-28425	59	10	the	the	DET
bracis-28425	59	11	mirna	mirna	NOUN
bracis-28425	59	12	-	-	PUNCT
bracis-28425	59	13	target	target	NOUN
bracis-28425	59	14	prediction	prediction	NOUN
bracis-28425	59	15	problem	problem	NOUN
bracis-28425	59	16	,	,	PUNCT
bracis-28425	59	17	although	although	SCONJ
bracis-28425	59	18	focusing	focus	VERB
bracis-28425	59	19	on	on	ADP
bracis-28425	59	20	data	datum	NOUN
bracis-28425	59	21	from	from	ADP
bracis-28425	59	22	camellia	camellia	NOUN
bracis-28425	59	23	sinensis	sinensis	NOUN
bracis-28425	59	24	and	and	CCONJ
bracis-28425	59	25	without	without	ADP
bracis-28425	59	26	integrating	integrate	VERB
bracis-28425	59	27	gene	gene	NOUN
bracis-28425	59	28	expression	expression	NOUN
bracis-28425	59	29	profiles	profile	NOUN
bracis-28425	59	30	into	into	ADP
bracis-28425	59	31	their	their	PRON
bracis-28425	59	32	framework	framework	NOUN
bracis-28425	59	33	[	[	X
bracis-28425	59	34	2	2	NUM
bracis-28425	59	35	]	]	PUNCT
bracis-28425	59	36	.	.	PUNCT
bracis-28425	60	1	3	3	NUM
bracis-28425	60	2	methodology	methodology	NOUN
bracis-28425	60	3	gnns	gnn	NOUN
bracis-28425	60	4	are	be	AUX
bracis-28425	60	5	dl	dl	PROPN
bracis-28425	60	6	algorithms	algorithm	NOUN
bracis-28425	60	7	designed	design	VERB
bracis-28425	60	8	to	to	PART
bracis-28425	60	9	operate	operate	VERB
bracis-28425	60	10	on	on	ADP
bracis-28425	60	11	graph	graph	NOUN
bracis-28425	60	12	-	-	PUNCT
bracis-28425	60	13	structured	structure	VERB
bracis-28425	60	14	data	datum	NOUN
bracis-28425	60	15	.	.	PUNCT
bracis-28425	61	1	the	the	DET
bracis-28425	61	2	learning	learning	NOUN
bracis-28425	61	3	of	of	ADP
bracis-28425	61	4	node	node	ADJ
bracis-28425	61	5	representations	representation	NOUN
bracis-28425	61	6	in	in	ADP
bracis-28425	61	7	the	the	DET
bracis-28425	61	8	graph	graph	NOUN
bracis-28425	61	9	,	,	PUNCT
bracis-28425	61	10	i.e.	i.e.	X
bracis-28425	61	11	,	,	PUNCT
bracis-28425	61	12	the	the	DET
bracis-28425	61	13	generation	generation	NOUN
bracis-28425	61	14	of	of	ADP
bracis-28425	61	15	embeddings	embedding	NOUN
bracis-28425	61	16	,	,	PUNCT
bracis-28425	61	17	is	be	AUX
bracis-28425	61	18	achieved	achieve	VERB
bracis-28425	61	19	through	through	ADP
bracis-28425	61	20	iterative	iterative	NOUN
bracis-28425	61	21	updates	update	NOUN
bracis-28425	61	22	that	that	PRON
bracis-28425	61	23	aggregate	aggregate	VERB
bracis-28425	61	24	the	the	DET
bracis-28425	61	25	representations	representation	NOUN
bracis-28425	61	26	of	of	ADP
bracis-28425	61	27	neighboring	neighboring	NOUN
bracis-28425	61	28	nodes	node	NOUN
bracis-28425	61	29	and	and	CCONJ
bracis-28425	61	30	the	the	DET
bracis-28425	61	31	node	node	NOUN
bracis-28425	61	32	itself	itself	PRON
bracis-28425	61	33	from	from	ADP
bracis-28425	61	34	previous	previous	ADJ
bracis-28425	61	35	iterations	iteration	NOUN
bracis-28425	61	36	.	.	PUNCT
bracis-28425	62	1	this	this	DET
bracis-28425	62	2	information	information	NOUN
bracis-28425	62	3	can	can	AUX
bracis-28425	62	4	be	be	AUX
bracis-28425	62	5	used	use	VERB
bracis-28425	62	6	for	for	ADP
bracis-28425	62	7	tasks	task	NOUN
bracis-28425	62	8	such	such	ADJ
bracis-28425	62	9	as	as	ADP
bracis-28425	62	10	link	link	NOUN
bracis-28425	62	11	prediction	prediction	NOUN
bracis-28425	62	12	(	(	PUNCT
bracis-28425	62	13	our	our	PRON
bracis-28425	62	14	interest	interest	NOUN
bracis-28425	62	15	)	)	PUNCT
bracis-28425	62	16	or	or	CCONJ
bracis-28425	62	17	node	node	ADJ
bracis-28425	62	18	classification	classification	NOUN
bracis-28425	62	19	.	.	PUNCT
bracis-28425	63	1	in	in	ADP
bracis-28425	63	2	this	this	DET
bracis-28425	63	3	section	section	NOUN
bracis-28425	63	4	,	,	PUNCT
bracis-28425	63	5	we	we	PRON
bracis-28425	63	6	detail	detail	VERB
bracis-28425	63	7	how	how	SCONJ
bracis-28425	63	8	we	we	PRON
bracis-28425	63	9	collected	collect	VERB
bracis-28425	63	10	and	and	CCONJ
bracis-28425	63	11	integrated	integrate	VERB
bracis-28425	63	12	the	the	DET
bracis-28425	63	13	interactions	interaction	NOUN
bracis-28425	63	14	to	to	PART
bracis-28425	63	15	define	define	VERB
bracis-28425	63	16	the	the	DET
bracis-28425	63	17	graph	graph	NOUN
bracis-28425	63	18	structure	structure	NOUN
bracis-28425	63	19	and	and	CCONJ
bracis-28425	63	20	the	the	DET
bracis-28425	63	21	gene	gene	NOUN
bracis-28425	63	22	expression	expression	NOUN
bracis-28425	63	23	data	datum	NOUN
bracis-28425	63	24	used	use	VERB
bracis-28425	63	25	as	as	ADP
bracis-28425	63	26	node	node	ADJ
bracis-28425	63	27	features	feature	NOUN
bracis-28425	63	28	in	in	ADP
bracis-28425	63	29	the	the	DET
bracis-28425	63	30	model	model	NOUN
bracis-28425	63	31	training	training	NOUN
bracis-28425	63	32	process	process	NOUN
bracis-28425	63	33	,	,	PUNCT
bracis-28425	63	34	as	as	SCONJ
bracis-28425	63	35	depicted	depict	VERB
bracis-28425	63	36	in	in	ADP
bracis-28425	63	37	fig	fig	NOUN
bracis-28425	63	38	.	.	PUNCT
bracis-28425	63	39	 	 	SPACE
bracis-28425	64	1	1	1	NUM
bracis-28425	64	2	-	-	PUNCT
bracis-28425	64	3	a.	a.	NOUN
bracis-28425	64	4	we	we	PRON
bracis-28425	64	5	also	also	ADV
bracis-28425	64	6	explain	explain	VERB
bracis-28425	64	7	the	the	DET
bracis-28425	64	8	proposed	propose	VERB
bracis-28425	64	9	learning	learn	VERB
bracis-28425	64	10	approach	approach	NOUN
bracis-28425	64	11	based	base	VERB
bracis-28425	64	12	on	on	ADP
bracis-28425	64	13	the	the	DET
bracis-28425	64	14	hinsage	hinsage	NOUN
bracis-28425	64	15	algorithm	algorithm	NOUN
bracis-28425	64	16	(	(	PUNCT
bracis-28425	64	17	fig	fig	NOUN
bracis-28425	64	18	.	.	PUNCT
bracis-28425	64	19	 	 	SPACE
bracis-28425	65	1	1	1	NUM
bracis-28425	65	2	-	-	PUNCT
bracis-28425	65	3	b	b	NOUN
bracis-28425	65	4	)	)	PUNCT
bracis-28425	65	5	.	.	PUNCT
bracis-28425	66	1	fig	fig	NOUN
bracis-28425	66	2	.	.	PUNCT
bracis-28425	67	1	1	1	X
bracis-28425	67	2	.	.	X
bracis-28425	67	3	summary	summary	NOUN
bracis-28425	67	4	of	of	ADP
bracis-28425	67	5	the	the	DET
bracis-28425	67	6	approach	approach	NOUN
bracis-28425	67	7	proposed	propose	VERB
bracis-28425	67	8	.	.	PUNCT
bracis-28425	68	1	a	a	X
bracis-28425	68	2	)	)	PUNCT
bracis-28425	68	3	the	the	DET
bracis-28425	68	4	graph	graph	NOUN
bracis-28425	68	5	consists	consist	VERB
bracis-28425	68	6	of	of	ADP
bracis-28425	68	7	mirnas	mirna	NOUN
bracis-28425	68	8	(	(	PUNCT
bracis-28425	68	9	red	red	ADJ
bracis-28425	68	10	node	node	NOUN
bracis-28425	68	11	)	)	PUNCT
bracis-28425	68	12	and	and	CCONJ
bracis-28425	68	13	mrnas	mrna	NOUN
bracis-28425	68	14	(	(	PUNCT
bracis-28425	68	15	pink	pink	ADJ
bracis-28425	68	16	nodes	node	NOUN
bracis-28425	68	17	)	)	PUNCT
bracis-28425	68	18	with	with	ADP
bracis-28425	68	19	their	their	PRON
bracis-28425	68	20	features	feature	NOUN
bracis-28425	68	21	vectors	vector	NOUN
bracis-28425	68	22	,	,	PUNCT
bracis-28425	68	23	and	and	CCONJ
bracis-28425	68	24	the	the	DET
bracis-28425	68	25	known	know	VERB
bracis-28425	68	26	interactions	interaction	NOUN
bracis-28425	68	27	among	among	ADP
bracis-28425	68	28	them	they	PRON
bracis-28425	68	29	(	(	PUNCT
bracis-28425	68	30	solid	solid	ADJ
bracis-28425	68	31	lines	line	NOUN
bracis-28425	68	32	)	)	PUNCT
bracis-28425	68	33	.	.	PUNCT
bracis-28425	69	1	b	b	X
bracis-28425	69	2	)	)	PUNCT
bracis-28425	69	3	the	the	DET
bracis-28425	69	4	inductive	inductive	ADJ
bracis-28425	69	5	learning	learning	NOUN
bracis-28425	69	6	process	process	NOUN
bracis-28425	69	7	by	by	ADP
bracis-28425	69	8	the	the	DET
bracis-28425	69	9	hinsage	hinsage	NOUN
bracis-28425	69	10	algorithm	algorithm	NOUN
bracis-28425	69	11	considering	consider	VERB
bracis-28425	69	12	potential	potential	ADJ
bracis-28425	69	13	mirna	mirna	PROPN
bracis-28425	69	14	-	-	PUNCT
bracis-28425	69	15	mrna	mrna	PROPN
bracis-28425	69	16	interactions	interaction	NOUN
bracis-28425	69	17	(	(	PUNCT
bracis-28425	69	18	dashed	dash	VERB
bracis-28425	69	19	lines	line	NOUN
bracis-28425	69	20	)	)	PUNCT
bracis-28425	69	21	using	use	VERB
bracis-28425	69	22	sampled	sample	VERB
bracis-28425	69	23	2	2	NUM
bracis-28425	69	24	-	-	PUNCT
bracis-28425	69	25	hop	hop	NOUN
bracis-28425	69	26	neighbors	neighbor	NOUN
bracis-28425	69	27	.	.	PUNCT
bracis-28425	70	1	(	(	PUNCT
bracis-28425	70	2	color	color	NOUN
bracis-28425	70	3	figure	figure	NOUN
bracis-28425	70	4	online	online	ADV
bracis-28425	70	5	)	)	PUNCT
bracis-28425	70	6	full	full	ADJ
bracis-28425	70	7	size	size	NOUN
bracis-28425	70	8	image	image	NOUN
bracis-28425	70	9	3.1	3.1	NUM
bracis-28425	70	10	data	datum	NOUN
bracis-28425	70	11	collection	collection	NOUN
bracis-28425	70	12	,	,	PUNCT
bracis-28425	70	13	preprocessing	preprocessing	NOUN
bracis-28425	70	14	and	and	CCONJ
bracis-28425	70	15	 	 	SPACE
bracis-28425	70	16	integration	integration	NOUN
bracis-28425	70	17	mirna	mirna	NOUN
bracis-28425	70	18	-	-	PUNCT
bracis-28425	70	19	mrna	mrna	PROPN
bracis-28425	70	20	and	and	CCONJ
bracis-28425	70	21	mrna	mrna	PROPN
bracis-28425	70	22	-	-	PUNCT
bracis-28425	70	23	mrna	mrna	PROPN
bracis-28425	70	24	interaction	interaction	NOUN
bracis-28425	70	25	data	datum	NOUN
bracis-28425	70	26	.	.	PUNCT
bracis-28425	71	1	we	we	PRON
bracis-28425	71	2	obtained	obtain	VERB
bracis-28425	71	3	interactions	interaction	NOUN
bracis-28425	71	4	from	from	ADP
bracis-28425	71	5	rnainter	rnainter	NOUN
bracis-28425	71	6	v4.0	v4.0	NOUN
bracis-28425	71	7	 	 	SPACE
bracis-28425	72	1	[	[	X
bracis-28425	72	2	5	5	NUM
bracis-28425	72	3	]	]	PUNCT
bracis-28425	72	4	,	,	PUNCT
bracis-28425	72	5	a	a	DET
bracis-28425	72	6	comprehensive	comprehensive	ADJ
bracis-28425	72	7	database	database	NOUN
bracis-28425	72	8	that	that	PRON
bracis-28425	72	9	integrates	integrate	VERB
bracis-28425	72	10	rna	rna	PROPN
bracis-28425	72	11	interactome	interactome	PROPN
bracis-28425	72	12	data	data	PROPN
bracis-28425	72	13	,	,	PUNCT
bracis-28425	72	14	including	include	VERB
bracis-28425	72	15	experimentally	experimentally	ADV
bracis-28425	72	16	validated	validate	VERB
bracis-28425	72	17	and	and	CCONJ
bracis-28425	72	18	computationally	computationally	ADV
bracis-28425	72	19	predicted	predict	VERB
bracis-28425	72	20	interactions	interaction	NOUN
bracis-28425	72	21	.	.	PUNCT
bracis-28425	73	1	the	the	DET
bracis-28425	73	2	current	current	ADJ
bracis-28425	73	3	version	version	NOUN
bracis-28425	73	4	has	have	VERB
bracis-28425	73	5	over	over	ADP
bracis-28425	73	6	47	47	NUM
bracis-28425	73	7	million	million	NUM
bracis-28425	73	8	annotated	annotate	VERB
bracis-28425	73	9	interactions	interaction	NOUN
bracis-28425	73	10	for	for	ADP
bracis-28425	73	11	156	156	NUM
bracis-28425	73	12	species	specie	NOUN
bracis-28425	73	13	.	.	PUNCT
bracis-28425	74	1	rnainter	rnainter	NOUN
bracis-28425	74	2	categorizes	categorize	VERB
bracis-28425	74	3	the	the	DET
bracis-28425	74	4	type	type	NOUN
bracis-28425	74	5	of	of	ADP
bracis-28425	74	6	experimental	experimental	ADJ
bracis-28425	74	7	evidence	evidence	NOUN
bracis-28425	74	8	for	for	ADP
bracis-28425	74	9	each	each	DET
bracis-28425	74	10	interaction	interaction	NOUN
bracis-28425	74	11	as	as	ADP
bracis-28425	74	12	strong	strong	ADJ
bracis-28425	74	13	or	or	CCONJ
bracis-28425	74	14	weak	weak	ADJ
bracis-28425	74	15	,	,	PUNCT
bracis-28425	74	16	and	and	CCONJ
bracis-28425	74	17	also	also	ADV
bracis-28425	74	18	calculates	calculate	VERB
bracis-28425	74	19	a	a	DET
bracis-28425	74	20	confidence	confidence	NOUN
bracis-28425	74	21	score	score	NOUN
bracis-28425	74	22	per	per	ADP
bracis-28425	74	23	interaction	interaction	NOUN
bracis-28425	74	24	based	base	VERB
bracis-28425	74	25	on	on	ADP
bracis-28425	74	26	characteristics	characteristic	NOUN
bracis-28425	74	27	such	such	ADJ
bracis-28425	74	28	as	as	ADP
bracis-28425	74	29	experimental	experimental	ADJ
bracis-28425	74	30	evidence	evidence	NOUN
bracis-28425	74	31	confidence	confidence	NOUN
bracis-28425	74	32	,	,	PUNCT
bracis-28425	74	33	scientific	scientific	ADJ
bracis-28425	74	34	community	community	NOUN
bracis-28425	74	35	confidence	confidence	NOUN
bracis-28425	74	36	given	give	VERB
bracis-28425	74	37	by	by	ADP
bracis-28425	74	38	the	the	DET
bracis-28425	74	39	number	number	NOUN
bracis-28425	74	40	of	of	ADP
bracis-28425	74	41	article	article	NOUN
bracis-28425	74	42	citations	citation	VERB
bracis-28425	74	43	,	,	PUNCT
bracis-28425	74	44	and	and	CCONJ
bracis-28425	74	45	the	the	DET
bracis-28425	74	46	number	number	NOUN
bracis-28425	74	47	of	of	ADP
bracis-28425	74	48	different	different	ADJ
bracis-28425	74	49	tissues	tissue	NOUN
bracis-28425	74	50	or	or	CCONJ
bracis-28425	74	51	cells	cell	NOUN
bracis-28425	74	52	in	in	ADP
bracis-28425	74	53	which	which	PRON
bracis-28425	74	54	the	the	DET
bracis-28425	74	55	interaction	interaction	NOUN
bracis-28425	74	56	was	be	AUX
bracis-28425	74	57	identified	identify	VERB
bracis-28425	74	58	–	–	PUNCT
bracis-28425	74	59	all	all	PRON
bracis-28425	74	60	integrated	integrate	VERB
bracis-28425	74	61	using	use	VERB
bracis-28425	74	62	a	a	DET
bracis-28425	74	63	sigmoid	sigmoid	NOUN
bracis-28425	74	64	function	function	NOUN
bracis-28425	74	65	.	.	PUNCT
bracis-28425	75	1	we	we	PRON
bracis-28425	75	2	downloaded	download	VERB
bracis-28425	75	3	mirna	mirna	PROPN
bracis-28425	75	4	-	-	PUNCT
bracis-28425	75	5	mrna	mrna	PROPN
bracis-28425	75	6	and	and	CCONJ
bracis-28425	75	7	mrna	mrna	PROPN
bracis-28425	75	8	-	-	PUNCT
bracis-28425	75	9	mrna	mrna	PROPN
bracis-28425	75	10	interactions	interaction	NOUN
bracis-28425	75	11	related	relate	VERB
bracis-28425	75	12	to	to	ADP
bracis-28425	75	13	humans	human	NOUN
bracis-28425	75	14	,	,	PUNCT
bracis-28425	75	15	removing	remove	VERB
bracis-28425	75	16	those	those	PRON
bracis-28425	75	17	with	with	ADP
bracis-28425	75	18	inconsistent	inconsistent	ADJ
bracis-28425	75	19	values	value	NOUN
bracis-28425	75	20	,	,	PUNCT
bracis-28425	75	21	such	such	ADJ
bracis-28425	75	22	as	as	ADP
bracis-28425	75	23	undefined	undefined	ADJ
bracis-28425	75	24	mirna	mirna	NOUN
bracis-28425	75	25	or	or	CCONJ
bracis-28425	75	26	mrna	mrna	PROPN
bracis-28425	75	27	identifiers	identifier	NOUN
bracis-28425	75	28	,	,	PUNCT
bracis-28425	75	29	and	and	CCONJ
bracis-28425	75	30	those	those	PRON
bracis-28425	75	31	derived	derive	VERB
bracis-28425	75	32	from	from	ADP
bracis-28425	75	33	computational	computational	ADJ
bracis-28425	75	34	prediction	prediction	NOUN
bracis-28425	75	35	to	to	PART
bracis-28425	75	36	improve	improve	VERB
bracis-28425	75	37	the	the	DET
bracis-28425	75	38	quality	quality	NOUN
bracis-28425	75	39	of	of	ADP
bracis-28425	75	40	the	the	DET
bracis-28425	75	41	training	training	NOUN
bracis-28425	75	42	data	datum	NOUN
bracis-28425	75	43	.	.	PUNCT
bracis-28425	76	1	gene	gene	NOUN
bracis-28425	76	2	expression	expression	NOUN
bracis-28425	76	3	data	datum	NOUN
bracis-28425	76	4	in	in	ADP
bracis-28425	76	5	cancer	cancer	NOUN
bracis-28425	76	6	.	.	PUNCT
bracis-28425	77	1	gene	gene	NOUN
bracis-28425	77	2	expression	expression	NOUN
bracis-28425	77	3	data	datum	NOUN
bracis-28425	77	4	for	for	ADP
bracis-28425	77	5	mirnas	mirna	NOUN
bracis-28425	77	6	and	and	CCONJ
bracis-28425	77	7	mrnas	mrna	NOUN
bracis-28425	77	8	was	be	AUX
bracis-28425	77	9	obtained	obtain	VERB
bracis-28425	77	10	from	from	ADP
bracis-28425	77	11	the	the	DET
bracis-28425	77	12	cancer	cancer	NOUN
bracis-28425	77	13	genome	genome	NOUN
bracis-28425	77	14	atlas	atlas	PROPN
bracis-28425	77	15	(	(	PUNCT
bracis-28425	77	16	tcga	tcga	PROPN
bracis-28425	77	17	)	)	PUNCT
bracis-28425	77	18	project	project	NOUN
bracis-28425	77	19	,	,	PUNCT
bracis-28425	77	20	one	one	NUM
bracis-28425	77	21	of	of	ADP
bracis-28425	77	22	the	the	DET
bracis-28425	77	23	leading	lead	VERB
bracis-28425	77	24	consortia	consortia	NOUN
bracis-28425	77	25	in	in	ADP
bracis-28425	77	26	cancer	cancer	NOUN
bracis-28425	77	27	genomics	genomic	NOUN
bracis-28425	77	28	.	.	PUNCT
bracis-28425	78	1	the	the	DET
bracis-28425	78	2	data	data	NOUN
bracis-28425	78	3	is	be	AUX
bracis-28425	78	4	publicly	publicly	ADV
bracis-28425	78	5	accessible	accessible	ADJ
bracis-28425	78	6	through	through	ADP
bracis-28425	78	7	the	the	DET
bracis-28425	78	8	gdac	gdac	PROPN
bracis-28425	78	9	firebrowse	firebrowse	PROPN
bracis-28425	78	10	portalfootnote	portalfootnote	NOUN
bracis-28425	78	11	1	1	NUM
bracis-28425	78	12	.	.	PUNCT
bracis-28425	79	1	we	we	PRON
bracis-28425	79	2	downloaded	download	VERB
bracis-28425	79	3	gene	gene	NOUN
bracis-28425	79	4	expression	expression	NOUN
bracis-28425	79	5	datasets	dataset	NOUN
bracis-28425	79	6	for	for	ADP
bracis-28425	79	7	primary	primary	ADJ
bracis-28425	79	8	solid	solid	ADJ
bracis-28425	79	9	tumor	tumor	NOUN
bracis-28425	79	10	samples	sample	NOUN
bracis-28425	79	11	(	(	PUNCT
bracis-28425	79	12	pt	pt	NOUN
bracis-28425	79	13	)	)	PUNCT
bracis-28425	79	14	and	and	CCONJ
bracis-28425	79	15	normal	normal	ADJ
bracis-28425	79	16	tissue	tissue	NOUN
bracis-28425	79	17	(	(	PUNCT
bracis-28425	79	18	nt	not	PART
bracis-28425	79	19	)	)	PUNCT
bracis-28425	79	20	samples	sample	NOUN
bracis-28425	79	21	(	(	PUNCT
bracis-28425	79	22	i.e.	i.e.	X
bracis-28425	79	23	,	,	PUNCT
bracis-28425	79	24	non	non	ADJ
bracis-28425	79	25	-	-	ADJ
bracis-28425	79	26	tumor	tumor	ADJ
bracis-28425	79	27	)	)	PUNCT
bracis-28425	79	28	preprocessed	preprocesse	VERB
bracis-28425	79	29	following	follow	VERB
bracis-28425	79	30	well	well	ADV
bracis-28425	79	31	-	-	PUNCT
bracis-28425	79	32	established	establish	VERB
bracis-28425	79	33	bioinformatics	bioinformatics	NOUN
bracis-28425	79	34	protocols	protocol	NOUN
bracis-28425	79	35	.	.	PUNCT
bracis-28425	80	1	we	we	PRON
bracis-28425	80	2	only	only	ADV
bracis-28425	80	3	considered	consider	VERB
bracis-28425	80	4	those	those	DET
bracis-28425	80	5	cancers	cancer	NOUN
bracis-28425	80	6	that	that	PRON
bracis-28425	80	7	did	do	AUX
bracis-28425	80	8	not	not	PART
bracis-28425	80	9	exhibit	exhibit	VERB
bracis-28425	80	10	significant	significant	ADJ
bracis-28425	80	11	imbalance	imbalance	NOUN
bracis-28425	80	12	between	between	ADP
bracis-28425	80	13	the	the	DET
bracis-28425	80	14	number	number	NOUN
bracis-28425	80	15	of	of	ADP
bracis-28425	80	16	tumor	tumor	NOUN
bracis-28425	80	17	and	and	CCONJ
bracis-28425	80	18	normal	normal	ADJ
bracis-28425	80	19	tissue	tissue	NOUN
bracis-28425	80	20	samples	sample	NOUN
bracis-28425	80	21	for	for	ADP
bracis-28425	80	22	mirnas	mirna	NOUN
bracis-28425	80	23	and	and	CCONJ
bracis-28425	80	24	mrnas	mrna	NOUN
bracis-28425	80	25	expression	expression	NOUN
bracis-28425	80	26	,	,	PUNCT
bracis-28425	80	27	resulting	result	VERB
bracis-28425	80	28	in	in	ADP
bracis-28425	80	29	15	15	NUM
bracis-28425	80	30	tumor	tumor	NOUN
bracis-28425	80	31	types	type	NOUN
bracis-28425	80	32	(	(	PUNCT
bracis-28425	80	33	see	see	VERB
bracis-28425	80	34	supplementary	supplementary	ADJ
bracis-28425	80	35	materialfootnote	materialfootnote	NOUN
bracis-28425	80	36	2	2	NUM
bracis-28425	80	37	)	)	PUNCT
bracis-28425	80	38	.	.	PUNCT
bracis-28425	81	1	the	the	DET
bracis-28425	81	2	data	datum	NOUN
bracis-28425	81	3	was	be	AUX
bracis-28425	81	4	transformed	transform	VERB
bracis-28425	81	5	to	to	ADP
bracis-28425	81	6	the	the	DET
bracis-28425	81	7	log2	log2	PROPN
bracis-28425	81	8	scale	scale	NOUN
bracis-28425	81	9	and	and	CCONJ
bracis-28425	81	10	a	a	DET
bracis-28425	81	11	measure	measure	NOUN
bracis-28425	81	12	of	of	ADP
bracis-28425	81	13	differential	differential	ADJ
bracis-28425	81	14	expression	expression	NOUN
bracis-28425	81	15	,	,	PUNCT
bracis-28425	81	16	the	the	DET
bracis-28425	81	17	log	log	NOUN
bracis-28425	81	18	fold	fold	NOUN
bracis-28425	81	19	change	change	NOUN
bracis-28425	81	20	(	(	PUNCT
bracis-28425	81	21	logfc	logfc	NOUN
bracis-28425	81	22	)	)	PUNCT
bracis-28425	81	23	,	,	PUNCT
bracis-28425	81	24	was	be	AUX
bracis-28425	81	25	calculated	calculate	VERB
bracis-28425	81	26	for	for	ADP
bracis-28425	81	27	each	each	DET
bracis-28425	81	28	mirna	mirna	PROPN
bracis-28425	81	29	and	and	CCONJ
bracis-28425	81	30	mrna	mrna	PROPN
bracis-28425	81	31	in	in	ADP
bracis-28425	81	32	relation	relation	NOUN
bracis-28425	81	33	to	to	ADP
bracis-28425	81	34	each	each	DET
bracis-28425	81	35	tumor	tumor	NOUN
bracis-28425	81	36	type	type	NOUN
bracis-28425	81	37	.	.	PUNCT
bracis-28425	82	1	the	the	DET
bracis-28425	82	2	logfc	logfc	PROPN
bracis-28425	82	3	expresses	express	VERB
bracis-28425	82	4	the	the	DET
bracis-28425	82	5	ratio	ratio	NOUN
bracis-28425	82	6	between	between	ADP
bracis-28425	82	7	the	the	DET
bracis-28425	82	8	mean	mean	ADJ
bracis-28425	82	9	gene	gene	NOUN
bracis-28425	82	10	expression	expression	NOUN
bracis-28425	82	11	in	in	ADP
bracis-28425	82	12	pt	pt	PROPN
bracis-28425	82	13	vs.	vs.	X
bracis-28425	82	14	nt	not	PART
bracis-28425	82	15	samples	sample	NOUN
bracis-28425	82	16	for	for	ADP
bracis-28425	82	17	a	a	DET
bracis-28425	82	18	specific	specific	ADJ
bracis-28425	82	19	mirna	mirna	NOUN
bracis-28425	82	20	or	or	CCONJ
bracis-28425	82	21	mrna	mrna	PROPN
bracis-28425	82	22	,	,	PUNCT
bracis-28425	82	23	in	in	ADP
bracis-28425	82	24	a	a	DET
bracis-28425	82	25	specific	specific	ADJ
bracis-28425	82	26	cancer	cancer	NOUN
bracis-28425	82	27	type	type	NOUN
bracis-28425	82	28	.	.	PUNCT
bracis-28425	83	1	a	a	DET
bracis-28425	83	2	higher	high	ADJ
bracis-28425	83	3	absolute	absolute	ADJ
bracis-28425	83	4	value	value	NOUN
bracis-28425	83	5	of	of	ADP
bracis-28425	83	6	logfc	logfc	NOUN
bracis-28425	83	7	is	be	AUX
bracis-28425	83	8	assumed	assume	VERB
bracis-28425	83	9	to	to	PART
bracis-28425	83	10	indicate	indicate	VERB
bracis-28425	83	11	greater	great	ADJ
bracis-28425	83	12	biological	biological	ADJ
bracis-28425	83	13	relevance	relevance	NOUN
bracis-28425	83	14	in	in	ADP
bracis-28425	83	15	the	the	DET
bracis-28425	83	16	studied	studied	ADJ
bracis-28425	83	17	domain	domain	NOUN
bracis-28425	83	18	.	.	PUNCT
bracis-28425	84	1	the	the	DET
bracis-28425	84	2	step	step	NOUN
bracis-28425	84	3	of	of	ADP
bracis-28425	84	4	summarizing	summarize	VERB
bracis-28425	84	5	expression	expression	NOUN
bracis-28425	84	6	patterns	pattern	NOUN
bracis-28425	84	7	through	through	ADP
bracis-28425	84	8	logfc	logfc	ADJ
bracis-28425	84	9	values	value	NOUN
bracis-28425	84	10	generates	generate	VERB
bracis-28425	84	11	a	a	DET
bracis-28425	84	12	feature	feature	NOUN
bracis-28425	84	13	vector	vector	NOUN
bracis-28425	84	14	of	of	ADP
bracis-28425	84	15	length	length	NOUN
bracis-28425	84	16	15	15	NUM
bracis-28425	84	17	for	for	ADP
bracis-28425	84	18	each	each	DET
bracis-28425	84	19	mirna	mirna	NOUN
bracis-28425	84	20	and	and	CCONJ
bracis-28425	84	21	mrna	mrna	PROPN
bracis-28425	84	22	in	in	ADP
bracis-28425	84	23	the	the	DET
bracis-28425	84	24	graph	graph	NOUN
bracis-28425	84	25	.	.	PUNCT
bracis-28425	85	1	data	datum	NOUN
bracis-28425	85	2	integration	integration	NOUN
bracis-28425	85	3	for	for	ADP
bracis-28425	85	4	graph	graph	NOUN
bracis-28425	85	5	generation	generation	NOUN
bracis-28425	85	6	.	.	PUNCT
bracis-28425	86	1	we	we	PRON
bracis-28425	86	2	integrated	integrate	VERB
bracis-28425	86	3	the	the	DET
bracis-28425	86	4	interaction	interaction	NOUN
bracis-28425	86	5	data	datum	NOUN
bracis-28425	86	6	obtained	obtain	VERB
bracis-28425	86	7	from	from	ADP
bracis-28425	86	8	the	the	DET
bracis-28425	86	9	rnainter	rnainter	NOUN
bracis-28425	86	10	database	database	NOUN
bracis-28425	86	11	with	with	ADP
bracis-28425	86	12	the	the	DET
bracis-28425	86	13	gene	gene	NOUN
bracis-28425	86	14	expression	expression	NOUN
bracis-28425	86	15	data	datum	NOUN
bracis-28425	86	16	collected	collect	VERB
bracis-28425	86	17	from	from	ADP
bracis-28425	86	18	firebrowse	firebrowse	NOUN
bracis-28425	86	19	using	use	VERB
bracis-28425	86	20	the	the	DET
bracis-28425	86	21	unique	unique	ADJ
bracis-28425	86	22	identifier	identifier	NOUN
bracis-28425	86	23	available	available	ADJ
bracis-28425	86	24	for	for	ADP
bracis-28425	86	25	each	each	DET
bracis-28425	86	26	mirna	mirna	PROPN
bracis-28425	86	27	and	and	CCONJ
bracis-28425	86	28	mrna	mrna	PROPN
bracis-28425	86	29	in	in	ADP
bracis-28425	86	30	the	the	DET
bracis-28425	86	31	collected	collect	VERB
bracis-28425	86	32	database	database	NOUN
bracis-28425	86	33	.	.	PUNCT
bracis-28425	87	1	during	during	ADP
bracis-28425	87	2	this	this	DET
bracis-28425	87	3	step	step	NOUN
bracis-28425	87	4	,	,	PUNCT
bracis-28425	87	5	mirna	mirna	NOUN
bracis-28425	87	6	-	-	PUNCT
bracis-28425	87	7	target	target	NOUN
bracis-28425	87	8	interactions	interaction	NOUN
bracis-28425	87	9	without	without	ADP
bracis-28425	87	10	any	any	DET
bracis-28425	87	11	identified	identify	VERB
bracis-28425	87	12	expression	expression	NOUN
bracis-28425	87	13	records	record	NOUN
bracis-28425	87	14	were	be	AUX
bracis-28425	87	15	also	also	ADV
bracis-28425	87	16	removed	remove	VERB
bracis-28425	87	17	.	.	PUNCT
bracis-28425	88	1	this	this	DET
bracis-28425	88	2	removal	removal	NOUN
bracis-28425	88	3	aimed	aim	VERB
bracis-28425	88	4	to	to	PART
bracis-28425	88	5	mitigate	mitigate	VERB
bracis-28425	88	6	the	the	DET
bracis-28425	88	7	induction	induction	NOUN
bracis-28425	88	8	of	of	ADP
bracis-28425	88	9	inconsistent	inconsistent	ADJ
bracis-28425	88	10	results	result	NOUN
bracis-28425	88	11	during	during	ADP
bracis-28425	88	12	the	the	DET
bracis-28425	88	13	subsequent	subsequent	ADJ
bracis-28425	88	14	training	training	NOUN
bracis-28425	88	15	of	of	ADP
bracis-28425	88	16	the	the	DET
bracis-28425	88	17	proposed	propose	VERB
bracis-28425	88	18	model	model	NOUN
bracis-28425	88	19	.	.	PUNCT
bracis-28425	89	1	the	the	DET
bracis-28425	89	2	final	final	ADJ
bracis-28425	89	3	interaction	interaction	NOUN
bracis-28425	89	4	network	network	NOUN
bracis-28425	89	5	comprises	comprise	VERB
bracis-28425	89	6	over	over	ADP
bracis-28425	89	7	100,000	100,000	NUM
bracis-28425	89	8	mirna	mirna	NOUN
bracis-28425	89	9	-	-	PUNCT
bracis-28425	89	10	target	target	NOUN
bracis-28425	89	11	interactions	interaction	NOUN
bracis-28425	89	12	and	and	CCONJ
bracis-28425	89	13	nearly	nearly	ADV
bracis-28425	89	14	50,000	50,000	NUM
bracis-28425	89	15	mrna	mrna	PROPN
bracis-28425	89	16	-	-	PUNCT
bracis-28425	89	17	mrna	mrna	NOUN
bracis-28425	89	18	interactions	interaction	NOUN
bracis-28425	89	19	.	.	PUNCT
bracis-28425	90	1	the	the	DET
bracis-28425	90	2	network	network	NOUN
bracis-28425	90	3	has	have	VERB
bracis-28425	90	4	a	a	DET
bracis-28425	90	5	total	total	NOUN
bracis-28425	90	6	of	of	ADP
bracis-28425	90	7	2,617	2,617	NUM
bracis-28425	90	8	mirna	mirna	NOUN
bracis-28425	90	9	nodes	node	NOUN
bracis-28425	90	10	and	and	CCONJ
bracis-28425	90	11	17,252	17,252	NUM
bracis-28425	90	12	mrna	mrna	PROPN
bracis-28425	90	13	nodes	node	NOUN
bracis-28425	90	14	.	.	PUNCT
bracis-28425	91	1	the	the	DET
bracis-28425	91	2	number	number	NOUN
bracis-28425	91	3	of	of	ADP
bracis-28425	91	4	interactions	interaction	NOUN
bracis-28425	91	5	according	accord	VERB
bracis-28425	91	6	to	to	ADP
bracis-28425	91	7	interaction	interaction	NOUN
bracis-28425	91	8	type	type	NOUN
bracis-28425	91	9	,	,	PUNCT
bracis-28425	91	10	evidence	evidence	NOUN
bracis-28425	91	11	type	type	NOUN
bracis-28425	91	12	,	,	PUNCT
bracis-28425	91	13	and	and	CCONJ
bracis-28425	91	14	score	score	NOUN
bracis-28425	91	15	threshold	threshold	NOUN
bracis-28425	91	16	is	be	AUX
bracis-28425	91	17	shown	show	VERB
bracis-28425	91	18	in	in	ADP
bracis-28425	91	19	fig	fig	NOUN
bracis-28425	91	20	.	.	PUNCT
bracis-28425	91	21	 	 	SPACE
bracis-28425	92	1	2	2	NUM
bracis-28425	92	2	.	.	X
bracis-28425	92	3	fig	fig	NOUN
bracis-28425	92	4	.	.	PUNCT
bracis-28425	93	1	2	2	X
bracis-28425	93	2	.	.	X
bracis-28425	93	3	summary	summary	NOUN
bracis-28425	93	4	of	of	ADP
bracis-28425	93	5	collected	collect	VERB
bracis-28425	93	6	mirna	mirna	PROPN
bracis-28425	93	7	-	-	PUNCT
bracis-28425	93	8	mrna	mrna	PROPN
bracis-28425	93	9	and	and	CCONJ
bracis-28425	93	10	mrna	mrna	PROPN
bracis-28425	93	11	-	-	PUNCT
bracis-28425	93	12	mrna	mrna	PROPN
bracis-28425	93	13	interactions	interaction	NOUN
bracis-28425	93	14	.	.	PUNCT
bracis-28425	94	1	full	full	ADJ
bracis-28425	94	2	size	size	NOUN
bracis-28425	94	3	image	image	NOUN
bracis-28425	94	4	3.2	3.2	NUM
bracis-28425	94	5	model	model	NOUN
bracis-28425	94	6	training	training	NOUN
bracis-28425	94	7	and	and	CCONJ
bracis-28425	94	8	 	 	SPACE
bracis-28425	94	9	evaluation	evaluation	NOUN
bracis-28425	94	10	in	in	ADP
bracis-28425	94	11	this	this	DET
bracis-28425	94	12	work	work	NOUN
bracis-28425	94	13	,	,	PUNCT
bracis-28425	94	14	we	we	PRON
bracis-28425	94	15	are	be	AUX
bracis-28425	94	16	interested	interested	ADJ
bracis-28425	94	17	in	in	ADP
bracis-28425	94	18	conducting	conduct	VERB
bracis-28425	94	19	a	a	DET
bracis-28425	94	20	link	link	NOUN
bracis-28425	94	21	prediction	prediction	NOUN
bracis-28425	94	22	task	task	NOUN
bracis-28425	94	23	handling	handle	VERB
bracis-28425	94	24	a	a	DET
bracis-28425	94	25	large	large	ADJ
bracis-28425	94	26	amount	amount	NOUN
bracis-28425	94	27	of	of	ADP
bracis-28425	94	28	data	datum	NOUN
bracis-28425	94	29	,	,	PUNCT
bracis-28425	94	30	integrating	integrate	VERB
bracis-28425	94	31	node	node	NOUN
bracis-28425	94	32	features	feature	NOUN
bracis-28425	94	33	into	into	ADP
bracis-28425	94	34	the	the	DET
bracis-28425	94	35	learning	learning	NOUN
bracis-28425	94	36	process	process	NOUN
bracis-28425	94	37	,	,	PUNCT
bracis-28425	94	38	and	and	CCONJ
bracis-28425	94	39	working	work	VERB
bracis-28425	94	40	with	with	ADP
bracis-28425	94	41	a	a	DET
bracis-28425	94	42	heterogeneous	heterogeneous	ADJ
bracis-28425	94	43	graph	graph	NOUN
bracis-28425	94	44	.	.	PUNCT
bracis-28425	95	1	based	base	VERB
bracis-28425	95	2	on	on	ADP
bracis-28425	95	3	the	the	DET
bracis-28425	95	4	literature	literature	NOUN
bracis-28425	95	5	[	[	X
bracis-28425	95	6	16	16	NUM
bracis-28425	95	7	]	]	PUNCT
bracis-28425	95	8	,	,	PUNCT
bracis-28425	95	9	we	we	PRON
bracis-28425	95	10	chose	choose	VERB
bracis-28425	95	11	a	a	DET
bracis-28425	95	12	variant	variant	NOUN
bracis-28425	95	13	of	of	ADP
bracis-28425	95	14	graphsage	graphsage	NOUN
bracis-28425	95	15	 	 	SPACE
bracis-28425	96	1	[	[	X
bracis-28425	96	2	3	3	NUM
bracis-28425	96	3	]	]	PUNCT
bracis-28425	96	4	extended	extend	VERB
bracis-28425	96	5	for	for	ADP
bracis-28425	96	6	heterogeneous	heterogeneous	ADJ
bracis-28425	96	7	graphs	graph	NOUN
bracis-28425	96	8	,	,	PUNCT
bracis-28425	96	9	named	name	VERB
bracis-28425	96	10	hinsagefootnote	hinsagefootnote	VERB
bracis-28425	96	11	3	3	NUM
bracis-28425	96	12	.	.	PUNCT
bracis-28425	97	1	the	the	DET
bracis-28425	97	2	algorithm	algorithm	NOUN
bracis-28425	97	3	generates	generate	VERB
bracis-28425	97	4	embeddings	embedding	NOUN
bracis-28425	97	5	by	by	ADP
bracis-28425	97	6	sampling	sample	VERB
bracis-28425	97	7	and	and	CCONJ
bracis-28425	97	8	aggregating	aggregate	VERB
bracis-28425	97	9	features	feature	NOUN
bracis-28425	97	10	from	from	ADP
bracis-28425	97	11	the	the	DET
bracis-28425	97	12	local	local	ADJ
bracis-28425	97	13	neighborhood	neighborhood	NOUN
bracis-28425	97	14	of	of	ADP
bracis-28425	97	15	a	a	DET
bracis-28425	97	16	node	node	NOUN
bracis-28425	97	17	,	,	PUNCT
bracis-28425	97	18	instead	instead	ADV
bracis-28425	97	19	of	of	ADP
bracis-28425	97	20	training	train	VERB
bracis-28425	97	21	individual	individual	ADJ
bracis-28425	97	22	embeddings	embedding	NOUN
bracis-28425	97	23	focused	focus	VERB
bracis-28425	97	24	solely	solely	ADV
bracis-28425	97	25	on	on	ADP
bracis-28425	97	26	the	the	DET
bracis-28425	97	27	node	node	NOUN
bracis-28425	97	28	.	.	PUNCT
bracis-28425	98	1	the	the	DET
bracis-28425	98	2	number	number	NOUN
bracis-28425	98	3	of	of	ADP
bracis-28425	98	4	observed	observed	ADJ
bracis-28425	98	5	neighbors	neighbor	NOUN
bracis-28425	98	6	can	can	AUX
bracis-28425	98	7	be	be	AUX
bracis-28425	98	8	parameterized	parameterize	VERB
bracis-28425	98	9	,	,	PUNCT
bracis-28425	98	10	both	both	CCONJ
bracis-28425	98	11	in	in	ADP
bracis-28425	98	12	terms	term	NOUN
bracis-28425	98	13	of	of	ADP
bracis-28425	98	14	the	the	DET
bracis-28425	98	15	number	number	NOUN
bracis-28425	98	16	of	of	ADP
bracis-28425	98	17	hops	hop	NOUN
bracis-28425	98	18	(	(	PUNCT
bracis-28425	98	19	k	k	NOUN
bracis-28425	98	20	)	)	PUNCT
bracis-28425	98	21	and	and	CCONJ
bracis-28425	98	22	the	the	DET
bracis-28425	98	23	number	number	NOUN
bracis-28425	98	24	of	of	ADP
bracis-28425	98	25	neighboring	neighboring	NOUN
bracis-28425	98	26	nodes	node	NOUN
bracis-28425	98	27	to	to	PART
bracis-28425	98	28	be	be	AUX
bracis-28425	98	29	sampled	sample	VERB
bracis-28425	98	30	at	at	ADP
bracis-28425	98	31	each	each	DET
bracis-28425	98	32	hop	hop	NOUN
bracis-28425	98	33	.	.	PUNCT
bracis-28425	99	1	this	this	DET
bracis-28425	99	2	behavior	behavior	NOUN
bracis-28425	99	3	can	can	AUX
bracis-28425	99	4	be	be	AUX
bracis-28425	99	5	observed	observe	VERB
bracis-28425	99	6	in	in	ADP
bracis-28425	99	7	fig	fig	NOUN
bracis-28425	99	8	.	.	PUNCT
bracis-28425	99	9	 	 	SPACE
bracis-28425	100	1	1	1	NUM
bracis-28425	100	2	,	,	PUNCT
bracis-28425	100	3	where	where	SCONJ
bracis-28425	100	4	the	the	DET
bracis-28425	100	5	value	value	NOUN
bracis-28425	100	6	\(k=2\	\(k=2\	NOUN
bracis-28425	100	7	)	)	PUNCT
bracis-28425	100	8	represents	represent	VERB
bracis-28425	100	9	the	the	DET
bracis-28425	100	10	number	number	NOUN
bracis-28425	100	11	of	of	ADP
bracis-28425	100	12	hops	hop	NOUN
bracis-28425	100	13	(	(	PUNCT
bracis-28425	100	14	i.e.	i.e.	X
bracis-28425	100	15	,	,	PUNCT
bracis-28425	100	16	depth	depth	NOUN
bracis-28425	100	17	of	of	ADP
bracis-28425	100	18	search	search	NOUN
bracis-28425	100	19	or	or	CCONJ
bracis-28425	100	20	number	number	NOUN
bracis-28425	100	21	of	of	ADP
bracis-28425	100	22	hinsage	hinsage	NOUN
bracis-28425	100	23	layers	layer	NOUN
bracis-28425	100	24	)	)	PUNCT
bracis-28425	100	25	.	.	PUNCT
bracis-28425	101	1	the	the	DET
bracis-28425	101	2	neighborhood	neighborhood	NOUN
bracis-28425	101	3	aggregation	aggregation	NOUN
bracis-28425	101	4	strategy	strategy	NOUN
bracis-28425	101	5	is	be	AUX
bracis-28425	101	6	applied	apply	VERB
bracis-28425	101	7	such	such	ADJ
bracis-28425	101	8	that	that	SCONJ
bracis-28425	101	9	neighbors	neighbor	NOUN
bracis-28425	101	10	are	be	AUX
bracis-28425	101	11	randomly	randomly	ADV
bracis-28425	101	12	selected	select	VERB
bracis-28425	101	13	and	and	CCONJ
bracis-28425	101	14	fused	fuse	VERB
bracis-28425	101	15	together	together	ADV
bracis-28425	101	16	by	by	ADP
bracis-28425	101	17	edge	edge	NOUN
bracis-28425	101	18	type	type	NOUN
bracis-28425	101	19	.	.	PUNCT
bracis-28425	102	1	the	the	DET
bracis-28425	102	2	predictive	predictive	ADJ
bracis-28425	102	3	models	model	NOUN
bracis-28425	102	4	were	be	AUX
bracis-28425	102	5	developed	develop	VERB
bracis-28425	102	6	using	use	VERB
bracis-28425	102	7	the	the	DET
bracis-28425	102	8	hinsage	hinsage	NOUN
bracis-28425	102	9	implementation	implementation	NOUN
bracis-28425	102	10	provided	provide	VERB
bracis-28425	102	11	by	by	ADP
bracis-28425	102	12	the	the	DET
bracis-28425	102	13	stellargraph	stellargraph	NOUN
bracis-28425	102	14	library	library	NOUN
bracis-28425	102	15	.	.	PUNCT
bracis-28425	103	1	the	the	DET
bracis-28425	103	2	base	base	NOUN
bracis-28425	103	3	graph	graph	NOUN
bracis-28425	103	4	was	be	AUX
bracis-28425	103	5	built	build	VERB
bracis-28425	103	6	as	as	SCONJ
bracis-28425	103	7	explained	explain	VERB
bracis-28425	103	8	in	in	ADP
bracis-28425	103	9	sect	sect	NOUN
bracis-28425	103	10	.	.	PUNCT
bracis-28425	103	11	 	 	SPACE
bracis-28425	104	1	3.1	3.1	NUM
bracis-28425	104	2	.	.	PUNCT
bracis-28425	105	1	the	the	DET
bracis-28425	105	2	hyperparameters	hyperparameter	NOUN
bracis-28425	105	3	were	be	AUX
bracis-28425	105	4	initially	initially	ADV
bracis-28425	105	5	defined	define	VERB
bracis-28425	105	6	as	as	ADP
bracis-28425	105	7	follows	follow	VERB
bracis-28425	105	8	:	:	PUNCT
bracis-28425	105	9	batch	batch	NOUN
bracis-28425	105	10	size	size	NOUN
bracis-28425	105	11	equal	equal	ADJ
bracis-28425	105	12	to	to	ADP
bracis-28425	105	13	200	200	NUM
bracis-28425	105	14	;	;	PUNCT
bracis-28425	105	15	300	300	NUM
bracis-28425	105	16	epochs	epoch	NOUN
bracis-28425	105	17	of	of	ADP
bracis-28425	105	18	training	training	NOUN
bracis-28425	105	19	;	;	PUNCT
bracis-28425	105	20	learning	learn	VERB
bracis-28425	105	21	rate	rate	NOUN
bracis-28425	105	22	of	of	ADP
bracis-28425	105	23	0.001	0.001	NUM
bracis-28425	105	24	with	with	ADP
bracis-28425	105	25	adam	adam	PROPN
bracis-28425	105	26	optimizer	optimizer	NOUN
bracis-28425	105	27	;	;	PUNCT
bracis-28425	105	28	two	two	NUM
bracis-28425	105	29	hops	hop	NOUN
bracis-28425	105	30	(	(	PUNCT
bracis-28425	105	31	\(k=2\	\(k=2\	NOUN
bracis-28425	105	32	)	)	PUNCT
bracis-28425	105	33	)	)	PUNCT
bracis-28425	105	34	;	;	PUNCT
bracis-28425	105	35	number	number	NOUN
bracis-28425	105	36	of	of	ADP
bracis-28425	105	37	nodes	node	NOUN
bracis-28425	105	38	sampled	sample	VERB
bracis-28425	105	39	per	per	ADP
bracis-28425	105	40	hop	hop	NOUN
bracis-28425	105	41	equal	equal	ADJ
bracis-28425	105	42	to	to	ADP
bracis-28425	105	43	[	[	X
bracis-28425	105	44	8,4	8,4	NUM
bracis-28425	105	45	]	]	PUNCT
bracis-28425	105	46	;	;	PUNCT
bracis-28425	105	47	hinsage	hinsage	NOUN
bracis-28425	105	48	layer	layer	NOUN
bracis-28425	105	49	sizes	size	NOUN
bracis-28425	105	50	setup	setup	VERB
bracis-28425	105	51	as	as	ADP
bracis-28425	105	52	[	[	X
bracis-28425	105	53	32,32	32,32	NUM
bracis-28425	105	54	]	]	X
bracis-28425	105	55	;	;	PUNCT
bracis-28425	105	56	binary	binary	PROPN
bracis-28425	105	57	cross	cross	PROPN
bracis-28425	105	58	-	-	ADJ
bracis-28425	105	59	entropy	entropy	ADJ
bracis-28425	105	60	cost	cost	NOUN
bracis-28425	105	61	function	function	NOUN
bracis-28425	105	62	;	;	PUNCT
bracis-28425	105	63	relu	relu	NOUN
bracis-28425	105	64	activation	activation	NOUN
bracis-28425	105	65	function	function	NOUN
bracis-28425	105	66	;	;	PUNCT
bracis-28425	105	67	feature	feature	NOUN
bracis-28425	105	68	update	update	NOUN
bracis-28425	105	69	rule	rule	NOUN
bracis-28425	105	70	based	base	VERB
bracis-28425	105	71	on	on	ADP
bracis-28425	105	72	the	the	DET
bracis-28425	105	73	graph	graph	NOUN
bracis-28425	105	74	convolutional	convolutional	ADJ
bracis-28425	105	75	network	network	NOUN
bracis-28425	105	76	(	(	PUNCT
bracis-28425	105	77	gcn	gcn	NOUN
bracis-28425	105	78	)	)	PUNCT
bracis-28425	105	79	aggregator	aggregator	NOUN
bracis-28425	105	80	.	.	PUNCT
bracis-28425	106	1	variations	variation	NOUN
bracis-28425	106	2	in	in	ADP
bracis-28425	106	3	the	the	DET
bracis-28425	106	4	hyperparameter	hyperparameter	NOUN
bracis-28425	106	5	values	value	NOUN
bracis-28425	106	6	were	be	AUX
bracis-28425	106	7	tested	test	VERB
bracis-28425	106	8	and	and	CCONJ
bracis-28425	106	9	evaluated	evaluate	VERB
bracis-28425	106	10	in	in	ADP
bracis-28425	106	11	a	a	DET
bracis-28425	106	12	series	series	NOUN
bracis-28425	106	13	of	of	ADP
bracis-28425	106	14	experiments	experiment	NOUN
bracis-28425	106	15	that	that	PRON
bracis-28425	106	16	will	will	AUX
bracis-28425	106	17	be	be	AUX
bracis-28425	106	18	detailed	detail	VERB
bracis-28425	106	19	later	later	ADV
bracis-28425	106	20	.	.	PUNCT
bracis-28425	107	1	our	our	PRON
bracis-28425	107	2	experiments	experiment	NOUN
bracis-28425	107	3	were	be	AUX
bracis-28425	107	4	based	base	VERB
bracis-28425	107	5	on	on	ADP
bracis-28425	107	6	ten	ten	NUM
bracis-28425	107	7	random	random	ADJ
bracis-28425	107	8	divisions	division	NOUN
bracis-28425	107	9	of	of	ADP
bracis-28425	107	10	the	the	DET
bracis-28425	107	11	data	datum	NOUN
bracis-28425	107	12	into	into	ADP
bracis-28425	107	13	training	training	NOUN
bracis-28425	107	14	,	,	PUNCT
bracis-28425	107	15	validation	validation	NOUN
bracis-28425	107	16	,	,	PUNCT
bracis-28425	107	17	and	and	CCONJ
bracis-28425	107	18	test	test	NOUN
bracis-28425	107	19	sets	set	NOUN
bracis-28425	107	20	.	.	PUNCT
bracis-28425	108	1	considering	consider	VERB
bracis-28425	108	2	our	our	PRON
bracis-28425	108	3	inductive	inductive	ADJ
bracis-28425	108	4	domain	domain	NOUN
bracis-28425	108	5	,	,	PUNCT
bracis-28425	108	6	the	the	DET
bracis-28425	108	7	training	training	NOUN
bracis-28425	108	8	,	,	PUNCT
bracis-28425	108	9	validation	validation	NOUN
bracis-28425	108	10	,	,	PUNCT
bracis-28425	108	11	and	and	CCONJ
bracis-28425	108	12	test	test	NOUN
bracis-28425	108	13	sets	set	NOUN
bracis-28425	108	14	are	be	AUX
bracis-28425	108	15	subgraphs	subgraph	NOUN
bracis-28425	108	16	derived	derive	VERB
bracis-28425	108	17	from	from	ADP
bracis-28425	108	18	reductions	reduction	NOUN
bracis-28425	108	19	of	of	ADP
bracis-28425	108	20	the	the	DET
bracis-28425	108	21	original	original	ADJ
bracis-28425	108	22	graph	graph	NOUN
bracis-28425	108	23	,	,	PUNCT
bracis-28425	108	24	aiming	aim	VERB
bracis-28425	108	25	to	to	PART
bracis-28425	108	26	generate	generate	VERB
bracis-28425	108	27	independent	independent	ADJ
bracis-28425	108	28	data	datum	NOUN
bracis-28425	108	29	for	for	ADP
bracis-28425	108	30	the	the	DET
bracis-28425	108	31	different	different	ADJ
bracis-28425	108	32	stages	stage	NOUN
bracis-28425	108	33	involved	involve	VERB
bracis-28425	108	34	in	in	ADP
bracis-28425	108	35	model	model	NOUN
bracis-28425	108	36	development	development	NOUN
bracis-28425	108	37	(	(	PUNCT
bracis-28425	108	38	table	table	NOUN
bracis-28425	108	39	 	 	SPACE
bracis-28425	108	40	1	1	NUM
bracis-28425	108	41	)	)	PUNCT
bracis-28425	108	42	.	.	PUNCT
bracis-28425	109	1	we	we	PRON
bracis-28425	109	2	used	use	VERB
bracis-28425	109	3	the	the	DET
bracis-28425	109	4	method	method	NOUN
bracis-28425	109	5	edgesplitter	edgesplitter	NOUN
bracis-28425	109	6	provided	provide	VERB
bracis-28425	109	7	by	by	ADP
bracis-28425	109	8	stellargraph	stellargraph	NOUN
bracis-28425	109	9	,	,	PUNCT
bracis-28425	109	10	which	which	PRON
bracis-28425	109	11	takes	take	VERB
bracis-28425	109	12	as	as	ADP
bracis-28425	109	13	input	input	NOUN
bracis-28425	109	14	both	both	CCONJ
bracis-28425	109	15	the	the	DET
bracis-28425	109	16	graph	graph	NOUN
bracis-28425	109	17	to	to	PART
bracis-28425	109	18	be	be	AUX
bracis-28425	109	19	subdivided	subdivide	VERB
bracis-28425	109	20	and	and	CCONJ
bracis-28425	109	21	a	a	DET
bracis-28425	109	22	percentage	percentage	NOUN
bracis-28425	109	23	p	p	NOUN
bracis-28425	109	24	relative	relative	ADJ
bracis-28425	109	25	to	to	ADP
bracis-28425	109	26	the	the	DET
bracis-28425	109	27	total	total	ADJ
bracis-28425	109	28	number	number	NOUN
bracis-28425	109	29	of	of	ADP
bracis-28425	109	30	edges	edge	NOUN
bracis-28425	109	31	in	in	ADP
bracis-28425	109	32	the	the	DET
bracis-28425	109	33	provided	provide	VERB
bracis-28425	109	34	graph	graph	NOUN
bracis-28425	109	35	,	,	PUNCT
bracis-28425	109	36	determining	determine	VERB
bracis-28425	109	37	the	the	DET
bracis-28425	109	38	number	number	NOUN
bracis-28425	109	39	of	of	ADP
bracis-28425	109	40	positive	positive	ADJ
bracis-28425	109	41	and	and	CCONJ
bracis-28425	109	42	negative	negative	ADJ
bracis-28425	109	43	edge	edge	NOUN
bracis-28425	109	44	samples	sample	NOUN
bracis-28425	109	45	to	to	PART
bracis-28425	109	46	be	be	AUX
bracis-28425	109	47	sampled	sample	VERB
bracis-28425	109	48	from	from	ADP
bracis-28425	109	49	it	it	PRON
bracis-28425	109	50	.	.	PUNCT
bracis-28425	110	1	positive	positive	ADJ
bracis-28425	110	2	edges	edge	NOUN
bracis-28425	110	3	are	be	AUX
bracis-28425	110	4	sampled	sample	VERB
bracis-28425	110	5	from	from	ADP
bracis-28425	110	6	the	the	DET
bracis-28425	110	7	actual	actual	ADJ
bracis-28425	110	8	set	set	NOUN
bracis-28425	110	9	of	of	ADP
bracis-28425	110	10	edges	edge	NOUN
bracis-28425	110	11	present	present	ADJ
bracis-28425	110	12	in	in	ADP
bracis-28425	110	13	the	the	DET
bracis-28425	110	14	graph	graph	NOUN
bracis-28425	110	15	to	to	PART
bracis-28425	110	16	maintain	maintain	VERB
bracis-28425	110	17	graph	graph	NOUN
bracis-28425	110	18	connectivity	connectivity	NOUN
bracis-28425	110	19	.	.	PUNCT
bracis-28425	111	1	negative	negative	ADJ
bracis-28425	111	2	edges	edge	NOUN
bracis-28425	111	3	are	be	AUX
bracis-28425	111	4	randomly	randomly	ADV
bracis-28425	111	5	created	create	VERB
bracis-28425	111	6	by	by	ADP
bracis-28425	111	7	sampling	sample	VERB
bracis-28425	111	8	pairs	pair	NOUN
bracis-28425	111	9	of	of	ADP
bracis-28425	111	10	mirna	mirna	NOUN
bracis-28425	111	11	-	-	PUNCT
bracis-28425	111	12	mrna	mrna	PROPN
bracis-28425	111	13	that	that	PRON
bracis-28425	111	14	are	be	AUX
bracis-28425	111	15	not	not	PART
bracis-28425	111	16	connected	connect	VERB
bracis-28425	111	17	by	by	ADP
bracis-28425	111	18	an	an	DET
bracis-28425	111	19	interaction	interaction	NOUN
bracis-28425	111	20	in	in	ADP
bracis-28425	111	21	the	the	DET
bracis-28425	111	22	original	original	ADJ
bracis-28425	111	23	graph	graph	NOUN
bracis-28425	111	24	.	.	PUNCT
bracis-28425	112	1	this	this	DET
bracis-28425	112	2	sampling	sampling	NOUN
bracis-28425	112	3	of	of	ADP
bracis-28425	112	4	negative	negative	ADJ
bracis-28425	112	5	examples	example	NOUN
bracis-28425	112	6	aims	aim	VERB
bracis-28425	112	7	to	to	PART
bracis-28425	112	8	improve	improve	VERB
bracis-28425	112	9	the	the	DET
bracis-28425	112	10	model	model	NOUN
bracis-28425	112	11	’s	’s	PART
bracis-28425	112	12	ability	ability	NOUN
bracis-28425	112	13	to	to	PART
bracis-28425	112	14	identify	identify	VERB
bracis-28425	112	15	false	false	ADJ
bracis-28425	112	16	positive	positive	ADJ
bracis-28425	112	17	edges	edge	NOUN
bracis-28425	112	18	,	,	PUNCT
bracis-28425	112	19	by	by	ADP
bracis-28425	112	20	mitigating	mitigate	VERB
bracis-28425	112	21	class	class	NOUN
bracis-28425	112	22	imbalance	imbalance	NOUN
bracis-28425	112	23	.	.	PUNCT
bracis-28425	113	1	the	the	DET
bracis-28425	113	2	value	value	NOUN
bracis-28425	113	3	of	of	ADP
bracis-28425	113	4	the	the	DET
bracis-28425	113	5	hyperparameter	hyperparameter	NOUN
bracis-28425	113	6	p	p	NOUN
bracis-28425	113	7	was	be	AUX
bracis-28425	113	8	adjust	adjust	VERB
bracis-28425	113	9	according	accord	VERB
bracis-28425	113	10	to	to	ADP
bracis-28425	113	11	the	the	DET
bracis-28425	113	12	set	set	NOUN
bracis-28425	113	13	of	of	ADP
bracis-28425	113	14	interactions	interaction	NOUN
bracis-28425	113	15	included	include	VERB
bracis-28425	113	16	in	in	ADP
bracis-28425	113	17	the	the	DET
bracis-28425	113	18	creation	creation	NOUN
bracis-28425	113	19	of	of	ADP
bracis-28425	113	20	the	the	DET
bracis-28425	113	21	graph	graph	NOUN
bracis-28425	113	22	,	,	PUNCT
bracis-28425	113	23	since	since	SCONJ
bracis-28425	113	24	it	it	PRON
bracis-28425	113	25	needs	need	VERB
bracis-28425	113	26	to	to	PART
bracis-28425	113	27	be	be	AUX
bracis-28425	113	28	compatible	compatible	ADJ
bracis-28425	113	29	with	with	ADP
bracis-28425	113	30	the	the	DET
bracis-28425	113	31	number	number	NOUN
bracis-28425	113	32	of	of	ADP
bracis-28425	113	33	negative	negative	ADJ
bracis-28425	113	34	interactions	interaction	NOUN
bracis-28425	113	35	that	that	PRON
bracis-28425	113	36	can	can	AUX
bracis-28425	113	37	be	be	AUX
bracis-28425	113	38	randomly	randomly	ADV
bracis-28425	113	39	generated	generate	VERB
bracis-28425	113	40	from	from	ADP
bracis-28425	113	41	the	the	DET
bracis-28425	113	42	input	input	NOUN
bracis-28425	113	43	graph	graph	NOUN
bracis-28425	113	44	.	.	PUNCT
bracis-28425	114	1	model	model	NOUN
bracis-28425	114	2	performance	performance	NOUN
bracis-28425	114	3	evaluation	evaluation	NOUN
bracis-28425	114	4	was	be	AUX
bracis-28425	114	5	based	base	VERB
bracis-28425	114	6	on	on	ADP
bracis-28425	114	7	the	the	DET
bracis-28425	114	8	accuracy	accuracy	NOUN
bracis-28425	114	9	,	,	PUNCT
bracis-28425	114	10	precision	precision	NOUN
bracis-28425	114	11	,	,	PUNCT
bracis-28425	114	12	recall	recall	NOUN
bracis-28425	114	13	,	,	PUNCT
bracis-28425	114	14	f1	f1	NOUN
bracis-28425	114	15	-	-	PUNCT
bracis-28425	114	16	score	score	NOUN
bracis-28425	114	17	,	,	PUNCT
bracis-28425	114	18	and	and	CCONJ
bracis-28425	114	19	roc	roc	PROPN
bracis-28425	114	20	auc	auc	NOUN
bracis-28425	114	21	metrics	metric	NOUN
bracis-28425	114	22	.	.	PUNCT
bracis-28425	115	1	table	table	NOUN
bracis-28425	115	2	1	1	NUM
bracis-28425	115	3	.	.	PUNCT
bracis-28425	115	4	sizes	size	NOUN
bracis-28425	115	5	of	of	ADP
bracis-28425	115	6	training	training	NOUN
bracis-28425	115	7	,	,	PUNCT
bracis-28425	115	8	validation	validation	NOUN
bracis-28425	115	9	,	,	PUNCT
bracis-28425	115	10	and	and	CCONJ
bracis-28425	115	11	test	test	VERB
bracis-28425	115	12	sets.full	sets.full	PRON
bracis-28425	115	13	size	size	NOUN
bracis-28425	115	14	table	table	NOUN
bracis-28425	115	15	4	4	NUM
bracis-28425	115	16	experiments	experiment	NOUN
bracis-28425	115	17	two	two	NUM
bracis-28425	115	18	main	main	ADJ
bracis-28425	115	19	sets	set	NOUN
bracis-28425	115	20	of	of	ADP
bracis-28425	115	21	experiments	experiment	NOUN
bracis-28425	115	22	were	be	AUX
bracis-28425	115	23	defined	define	VERB
bracis-28425	115	24	for	for	ADP
bracis-28425	115	25	the	the	DET
bracis-28425	115	26	development	development	NOUN
bracis-28425	115	27	of	of	ADP
bracis-28425	115	28	this	this	DET
bracis-28425	115	29	study	study	NOUN
bracis-28425	115	30	.	.	PUNCT
bracis-28425	116	1	the	the	DET
bracis-28425	116	2	first	first	ADJ
bracis-28425	116	3	set	set	NOUN
bracis-28425	116	4	,	,	PUNCT
bracis-28425	116	5	s1	s1	NOUN
bracis-28425	116	6	,	,	PUNCT
bracis-28425	116	7	is	be	AUX
bracis-28425	116	8	focused	focus	VERB
bracis-28425	116	9	on	on	ADP
bracis-28425	116	10	analyzing	analyze	VERB
bracis-28425	116	11	the	the	DET
bracis-28425	116	12	potential	potential	NOUN
bracis-28425	116	13	of	of	ADP
bracis-28425	116	14	the	the	DET
bracis-28425	116	15	hinsage	hinsage	NOUN
bracis-28425	116	16	algorithm	algorithm	NOUN
bracis-28425	116	17	for	for	ADP
bracis-28425	116	18	mirna	mirna	PROPN
bracis-28425	116	19	target	target	NOUN
bracis-28425	116	20	prediction	prediction	NOUN
bracis-28425	116	21	using	use	VERB
bracis-28425	116	22	a	a	DET
bracis-28425	116	23	graph	graph	NOUN
bracis-28425	116	24	-	-	PUNCT
bracis-28425	116	25	based	base	VERB
bracis-28425	116	26	learning	learning	NOUN
bracis-28425	116	27	approach	approach	NOUN
bracis-28425	116	28	.	.	PUNCT
bracis-28425	117	1	we	we	PRON
bracis-28425	117	2	evaluate	evaluate	VERB
bracis-28425	117	3	the	the	DET
bracis-28425	117	4	influence	influence	NOUN
bracis-28425	117	5	of	of	ADP
bracis-28425	117	6	aspects	aspect	NOUN
bracis-28425	117	7	related	relate	VERB
bracis-28425	117	8	to	to	ADP
bracis-28425	117	9	the	the	DET
bracis-28425	117	10	construction	construction	NOUN
bracis-28425	117	11	of	of	ADP
bracis-28425	117	12	the	the	DET
bracis-28425	117	13	interaction	interaction	NOUN
bracis-28425	117	14	dataset	dataset	NOUN
bracis-28425	117	15	and	and	CCONJ
bracis-28425	117	16	the	the	DET
bracis-28425	117	17	configuration	configuration	NOUN
bracis-28425	117	18	of	of	ADP
bracis-28425	117	19	the	the	DET
bracis-28425	117	20	algorithms	algorithm	NOUN
bracis-28425	117	21	’s	’s	PART
bracis-28425	117	22	hyperparameters	hyperparameter	NOUN
bracis-28425	117	23	on	on	ADP
bracis-28425	117	24	the	the	DET
bracis-28425	117	25	results	result	NOUN
bracis-28425	117	26	achieved	achieve	VERB
bracis-28425	117	27	by	by	ADP
bracis-28425	117	28	the	the	DET
bracis-28425	117	29	hinsage	hinsage	NOUN
bracis-28425	117	30	model	model	NOUN
bracis-28425	117	31	.	.	PUNCT
bracis-28425	118	1	we	we	PRON
bracis-28425	118	2	define	define	VERB
bracis-28425	118	3	20	20	NUM
bracis-28425	118	4	experimental	experimental	ADJ
bracis-28425	118	5	scenarios	scenario	NOUN
bracis-28425	118	6	organized	organize	VERB
bracis-28425	118	7	into	into	ADP
bracis-28425	118	8	seven	seven	NUM
bracis-28425	118	9	groups	group	NOUN
bracis-28425	118	10	(	(	PUNCT
bracis-28425	118	11	table	table	NOUN
bracis-28425	118	12	 	 	SPACE
bracis-28425	118	13	2	2	NUM
bracis-28425	118	14	)	)	PUNCT
bracis-28425	118	15	,	,	PUNCT
bracis-28425	118	16	each	each	PRON
bracis-28425	118	17	of	of	ADP
bracis-28425	118	18	which	which	PRON
bracis-28425	118	19	with	with	ADP
bracis-28425	118	20	a	a	DET
bracis-28425	118	21	specific	specific	ADJ
bracis-28425	118	22	experimental	experimental	ADJ
bracis-28425	118	23	goal	goal	NOUN
bracis-28425	118	24	:	:	PUNCT
bracis-28425	118	25	g1	g1	NOUN
bracis-28425	118	26	:	:	PUNCT
bracis-28425	118	27	evaluation	evaluation	NOUN
bracis-28425	118	28	of	of	ADP
bracis-28425	118	29	the	the	DET
bracis-28425	118	30	impact	impact	NOUN
bracis-28425	118	31	of	of	ADP
bracis-28425	118	32	using	use	VERB
bracis-28425	118	33	different	different	ADJ
bracis-28425	118	34	datasets	dataset	NOUN
bracis-28425	118	35	to	to	PART
bracis-28425	118	36	define	define	VERB
bracis-28425	118	37	the	the	DET
bracis-28425	118	38	base	base	NOUN
bracis-28425	118	39	graph	graph	NOUN
bracis-28425	118	40	used	use	VERB
bracis-28425	118	41	in	in	ADP
bracis-28425	118	42	the	the	DET
bracis-28425	118	43	model	model	NOUN
bracis-28425	118	44	training	training	NOUN
bracis-28425	118	45	,	,	PUNCT
bracis-28425	118	46	constructed	construct	VERB
bracis-28425	118	47	by	by	ADP
bracis-28425	118	48	removing	remove	VERB
bracis-28425	118	49	mrna	mrna	PROPN
bracis-28425	118	50	-	-	PUNCT
bracis-28425	118	51	mrna	mrna	NOUN
bracis-28425	118	52	interactions	interaction	NOUN
bracis-28425	118	53	and	and	CCONJ
bracis-28425	118	54	with	with	ADP
bracis-28425	118	55	different	different	ADJ
bracis-28425	118	56	score	score	NOUN
bracis-28425	118	57	filters	filter	NOUN
bracis-28425	118	58	;	;	PUNCT
bracis-28425	118	59	g2	g2	PROPN
bracis-28425	118	60	:	:	PUNCT
bracis-28425	118	61	evaluation	evaluation	NOUN
bracis-28425	118	62	of	of	ADP
bracis-28425	118	63	the	the	DET
bracis-28425	118	64	impact	impact	NOUN
bracis-28425	118	65	of	of	ADP
bracis-28425	118	66	removing	remove	VERB
bracis-28425	118	67	mrna	mrna	PROPN
bracis-28425	118	68	-	-	PUNCT
bracis-28425	118	69	mrna	mrna	PROPN
bracis-28425	118	70	interactions	interaction	NOUN
bracis-28425	118	71	from	from	ADP
bracis-28425	118	72	the	the	DET
bracis-28425	118	73	base	base	NOUN
bracis-28425	118	74	graph	graph	NOUN
bracis-28425	118	75	;	;	PUNCT
bracis-28425	118	76	g3	g3	NOUN
bracis-28425	118	77	:	:	PUNCT
bracis-28425	118	78	evaluation	evaluation	NOUN
bracis-28425	118	79	of	of	ADP
bracis-28425	118	80	the	the	DET
bracis-28425	118	81	impact	impact	NOUN
bracis-28425	118	82	of	of	ADP
bracis-28425	118	83	reducing	reduce	VERB
bracis-28425	118	84	the	the	DET
bracis-28425	118	85	number	number	NOUN
bracis-28425	118	86	of	of	ADP
bracis-28425	118	87	training	training	NOUN
bracis-28425	118	88	epochs	epoch	NOUN
bracis-28425	118	89	;	;	PUNCT
bracis-28425	118	90	g4	g4	NOUN
bracis-28425	118	91	:	:	PUNCT
bracis-28425	118	92	evaluation	evaluation	NOUN
bracis-28425	118	93	of	of	ADP
bracis-28425	118	94	the	the	DET
bracis-28425	118	95	impact	impact	NOUN
bracis-28425	118	96	of	of	ADP
bracis-28425	118	97	varying	vary	VERB
bracis-28425	118	98	the	the	DET
bracis-28425	118	99	batch	batch	NOUN
bracis-28425	118	100	size	size	NOUN
bracis-28425	118	101	;	;	PUNCT
bracis-28425	118	102	g5	g5	NOUN
bracis-28425	118	103	:	:	PUNCT
bracis-28425	118	104	evaluation	evaluation	NOUN
bracis-28425	118	105	of	of	ADP
bracis-28425	118	106	the	the	DET
bracis-28425	118	107	impact	impact	NOUN
bracis-28425	118	108	of	of	ADP
bracis-28425	118	109	varying	vary	VERB
bracis-28425	118	110	the	the	DET
bracis-28425	118	111	number	number	NOUN
bracis-28425	118	112	of	of	ADP
bracis-28425	118	113	sampled	sample	VERB
bracis-28425	118	114	neighboring	neighboring	NOUN
bracis-28425	118	115	nodes	node	NOUN
bracis-28425	118	116	;	;	PUNCT
bracis-28425	118	117	g6	g6	ADJ
bracis-28425	118	118	:	:	PUNCT
bracis-28425	118	119	evaluation	evaluation	NOUN
bracis-28425	118	120	of	of	ADP
bracis-28425	118	121	the	the	DET
bracis-28425	118	122	impact	impact	NOUN
bracis-28425	118	123	of	of	ADP
bracis-28425	118	124	varying	vary	VERB
bracis-28425	118	125	the	the	DET
bracis-28425	118	126	size	size	NOUN
bracis-28425	118	127	of	of	ADP
bracis-28425	118	128	the	the	DET
bracis-28425	118	129	hidden	hide	VERB
bracis-28425	118	130	layers	layer	NOUN
bracis-28425	118	131	;	;	PUNCT
bracis-28425	118	132	g7	g7	PROPN
bracis-28425	118	133	:	:	PUNCT
bracis-28425	118	134	evaluation	evaluation	NOUN
bracis-28425	118	135	of	of	ADP
bracis-28425	118	136	the	the	DET
bracis-28425	118	137	impact	impact	NOUN
bracis-28425	118	138	of	of	ADP
bracis-28425	118	139	varying	vary	VERB
bracis-28425	118	140	the	the	DET
bracis-28425	118	141	learning	learning	NOUN
bracis-28425	118	142	rate	rate	NOUN
bracis-28425	118	143	.	.	PUNCT
bracis-28425	119	1	given	give	VERB
bracis-28425	119	2	the	the	DET
bracis-28425	119	3	high	high	ADJ
bracis-28425	119	4	computational	computational	ADJ
bracis-28425	119	5	cost	cost	NOUN
bracis-28425	119	6	involved	involve	VERB
bracis-28425	119	7	in	in	ADP
bracis-28425	119	8	running	run	VERB
bracis-28425	119	9	each	each	DET
bracis-28425	119	10	experiment	experiment	NOUN
bracis-28425	119	11	,	,	PUNCT
bracis-28425	119	12	at	at	ADP
bracis-28425	119	13	the	the	DET
bracis-28425	119	14	end	end	NOUN
bracis-28425	119	15	of	of	ADP
bracis-28425	119	16	each	each	DET
bracis-28425	119	17	experimental	experimental	ADJ
bracis-28425	119	18	group	group	NOUN
bracis-28425	119	19	,	,	PUNCT
bracis-28425	119	20	we	we	PRON
bracis-28425	119	21	identified	identify	VERB
bracis-28425	119	22	the	the	DET
bracis-28425	119	23	most	most	ADV
bracis-28425	119	24	promising	promising	ADJ
bracis-28425	119	25	configuration	configuration	NOUN
bracis-28425	119	26	to	to	PART
bracis-28425	119	27	be	be	AUX
bracis-28425	119	28	employed	employ	VERB
bracis-28425	119	29	in	in	ADP
bracis-28425	119	30	the	the	DET
bracis-28425	119	31	next	next	ADJ
bracis-28425	119	32	group	group	NOUN
bracis-28425	119	33	.	.	PUNCT
bracis-28425	120	1	thus	thus	ADV
bracis-28425	120	2	,	,	PUNCT
bracis-28425	120	3	best	good	ADJ
bracis-28425	120	4	hyperparameter	hyperparameter	NOUN
bracis-28425	120	5	values	value	NOUN
bracis-28425	120	6	found	find	VERB
bracis-28425	120	7	in	in	ADP
bracis-28425	120	8	previous	previous	ADJ
bracis-28425	120	9	experiments	experiment	NOUN
bracis-28425	120	10	are	be	AUX
bracis-28425	120	11	carried	carry	VERB
bracis-28425	120	12	over	over	ADP
bracis-28425	120	13	in	in	ADP
bracis-28425	120	14	the	the	DET
bracis-28425	120	15	next	next	ADJ
bracis-28425	120	16	group	group	NOUN
bracis-28425	120	17	of	of	ADP
bracis-28425	120	18	experiments	experiment	NOUN
bracis-28425	120	19	.	.	PUNCT
bracis-28425	121	1	table	table	NOUN
bracis-28425	121	2	2	2	NUM
bracis-28425	121	3	.	.	PUNCT
bracis-28425	122	1	experimental	experimental	ADJ
bracis-28425	122	2	scenarios	scenario	NOUN
bracis-28425	122	3	investigated	investigate	VERB
bracis-28425	122	4	in	in	ADP
bracis-28425	122	5	the	the	DET
bracis-28425	122	6	set	set	NOUN
bracis-28425	122	7	of	of	ADP
bracis-28425	122	8	experiments	experiment	NOUN
bracis-28425	122	9	s1.full	s1.full	NOUN
bracis-28425	122	10	size	size	NOUN
bracis-28425	122	11	table	table	NOUN
bracis-28425	122	12	the	the	DET
bracis-28425	122	13	second	second	ADJ
bracis-28425	122	14	set	set	NOUN
bracis-28425	122	15	,	,	PUNCT
bracis-28425	122	16	s2	s2	PROPN
bracis-28425	122	17	,	,	PUNCT
bracis-28425	122	18	aims	aim	VERB
bracis-28425	122	19	to	to	PART
bracis-28425	122	20	compare	compare	VERB
bracis-28425	122	21	the	the	DET
bracis-28425	122	22	approach	approach	NOUN
bracis-28425	122	23	developed	develop	VERB
bracis-28425	122	24	in	in	ADP
bracis-28425	122	25	this	this	DET
bracis-28425	122	26	study	study	NOUN
bracis-28425	122	27	(	(	PUNCT
bracis-28425	122	28	based	base	VERB
bracis-28425	122	29	on	on	ADP
bracis-28425	122	30	the	the	DET
bracis-28425	122	31	best	good	ADJ
bracis-28425	122	32	model	model	NOUN
bracis-28425	122	33	generated	generate	VERB
bracis-28425	122	34	in	in	ADP
bracis-28425	122	35	the	the	DET
bracis-28425	122	36	set	set	NOUN
bracis-28425	122	37	s1	s1	NOUN
bracis-28425	122	38	)	)	PUNCT
bracis-28425	122	39	with	with	ADP
bracis-28425	122	40	other	other	ADJ
bracis-28425	122	41	methods	method	NOUN
bracis-28425	122	42	proposed	propose	VERB
bracis-28425	122	43	in	in	ADP
bracis-28425	122	44	the	the	DET
bracis-28425	122	45	literature	literature	NOUN
bracis-28425	122	46	.	.	PUNCT
bracis-28425	123	1	due	due	ADP
bracis-28425	123	2	to	to	ADP
bracis-28425	123	3	lack	lack	NOUN
bracis-28425	123	4	of	of	ADP
bracis-28425	123	5	similar	similar	ADJ
bracis-28425	123	6	approaches	approach	NOUN
bracis-28425	123	7	,	,	PUNCT
bracis-28425	123	8	it	it	PRON
bracis-28425	123	9	was	be	AUX
bracis-28425	123	10	not	not	PART
bracis-28425	123	11	possible	possible	ADJ
bracis-28425	123	12	to	to	PART
bracis-28425	123	13	perform	perform	VERB
bracis-28425	123	14	an	an	DET
bracis-28425	123	15	equivalent	equivalent	ADJ
bracis-28425	123	16	comparison	comparison	NOUN
bracis-28425	123	17	based	base	VERB
bracis-28425	123	18	on	on	ADP
bracis-28425	123	19	end	end	NOUN
bracis-28425	123	20	-	-	PUNCT
bracis-28425	123	21	to	to	ADP
bracis-28425	123	22	-	-	PUNCT
bracis-28425	123	23	end	end	NOUN
bracis-28425	123	24	graph	graph	NOUN
bracis-28425	123	25	analysis	analysis	NOUN
bracis-28425	123	26	using	use	VERB
bracis-28425	123	27	gnns	gnn	NOUN
bracis-28425	123	28	.	.	PUNCT
bracis-28425	124	1	we	we	PRON
bracis-28425	124	2	conducted	conduct	VERB
bracis-28425	124	3	the	the	DET
bracis-28425	124	4	comparison	comparison	NOUN
bracis-28425	124	5	by	by	ADP
bracis-28425	124	6	focusing	focus	VERB
bracis-28425	124	7	on	on	ADP
bracis-28425	124	8	the	the	DET
bracis-28425	124	9	results	result	NOUN
bracis-28425	124	10	of	of	ADP
bracis-28425	124	11	the	the	DET
bracis-28425	124	12	models	model	NOUN
bracis-28425	124	13	’	'	PUNCT
bracis-28425	124	14	predictions	prediction	NOUN
bracis-28425	124	15	for	for	ADP
bracis-28425	124	16	the	the	DET
bracis-28425	124	17	test	test	NOUN
bracis-28425	124	18	data	datum	NOUN
bracis-28425	124	19	,	,	PUNCT
bracis-28425	124	20	considering	consider	VERB
bracis-28425	124	21	mirna	mirna	NOUN
bracis-28425	124	22	-	-	PUNCT
bracis-28425	124	23	target	target	NOUN
bracis-28425	124	24	interactions	interaction	NOUN
bracis-28425	124	25	found	find	VERB
bracis-28425	124	26	in	in	ADP
bracis-28425	124	27	common	common	ADJ
bracis-28425	124	28	between	between	ADP
bracis-28425	124	29	the	the	DET
bracis-28425	124	30	test	test	NOUN
bracis-28425	124	31	set	set	NOUN
bracis-28425	124	32	created	create	VERB
bracis-28425	124	33	in	in	ADP
bracis-28425	124	34	this	this	DET
bracis-28425	124	35	study	study	NOUN
bracis-28425	124	36	and	and	CCONJ
bracis-28425	124	37	the	the	DET
bracis-28425	124	38	test	test	NOUN
bracis-28425	124	39	sets	set	NOUN
bracis-28425	124	40	used	use	VERB
bracis-28425	124	41	in	in	ADP
bracis-28425	124	42	the	the	DET
bracis-28425	124	43	related	relate	VERB
bracis-28425	124	44	works	work	NOUN
bracis-28425	124	45	.	.	PUNCT
bracis-28425	125	1	we	we	PRON
bracis-28425	125	2	used	use	VERB
bracis-28425	125	3	the	the	DET
bracis-28425	125	4	predictions	prediction	NOUN
bracis-28425	125	5	provided	provide	VERB
bracis-28425	125	6	by	by	ADP
bracis-28425	125	7	the	the	DET
bracis-28425	125	8	authors	author	NOUN
bracis-28425	125	9	of	of	ADP
bracis-28425	125	10	the	the	DET
bracis-28425	125	11	original	original	ADJ
bracis-28425	125	12	papers	paper	NOUN
bracis-28425	125	13	.	.	PUNCT
bracis-28425	126	1	to	to	PART
bracis-28425	126	2	avoid	avoid	VERB
bracis-28425	126	3	greatly	greatly	ADV
bracis-28425	126	4	restricting	restrict	VERB
bracis-28425	126	5	the	the	DET
bracis-28425	126	6	size	size	NOUN
bracis-28425	126	7	of	of	ADP
bracis-28425	126	8	the	the	DET
bracis-28425	126	9	common	common	ADJ
bracis-28425	126	10	dataset	dataset	NOUN
bracis-28425	126	11	due	due	ADP
bracis-28425	126	12	to	to	ADP
bracis-28425	126	13	the	the	DET
bracis-28425	126	14	intersection	intersection	NOUN
bracis-28425	126	15	of	of	ADP
bracis-28425	126	16	multiple	multiple	ADJ
bracis-28425	126	17	methods	method	NOUN
bracis-28425	126	18	,	,	PUNCT
bracis-28425	126	19	our	our	PRON
bracis-28425	126	20	comparison	comparison	NOUN
bracis-28425	126	21	was	be	AUX
bracis-28425	126	22	performed	perform	VERB
bracis-28425	126	23	pairwise	pairwise	NOUN
bracis-28425	126	24	with	with	ADP
bracis-28425	126	25	each	each	DET
bracis-28425	126	26	selected	select	VERB
bracis-28425	126	27	related	related	ADJ
bracis-28425	126	28	work	work	NOUN
bracis-28425	126	29	.	.	PUNCT
bracis-28425	127	1	since	since	SCONJ
bracis-28425	127	2	most	most	ADJ
bracis-28425	127	3	of	of	ADP
bracis-28425	127	4	related	related	ADJ
bracis-28425	127	5	works	work	NOUN
bracis-28425	127	6	do	do	AUX
bracis-28425	127	7	not	not	PART
bracis-28425	127	8	provide	provide	VERB
bracis-28425	127	9	predicted	predict	VERB
bracis-28425	127	10	probabilities	probability	NOUN
bracis-28425	127	11	,	,	PUNCT
bracis-28425	127	12	we	we	PRON
bracis-28425	127	13	did	do	AUX
bracis-28425	127	14	not	not	PART
bracis-28425	127	15	use	use	VERB
bracis-28425	127	16	the	the	DET
bracis-28425	127	17	roc	roc	PROPN
bracis-28425	127	18	auc	auc	NOUN
bracis-28425	127	19	metric	metric	ADJ
bracis-28425	127	20	in	in	ADP
bracis-28425	127	21	this	this	DET
bracis-28425	127	22	analysis	analysis	NOUN
bracis-28425	127	23	.	.	PUNCT
bracis-28425	128	1	5	5	NUM
bracis-28425	128	2	results	result	NOUN
bracis-28425	128	3	and	and	CCONJ
bracis-28425	128	4	 	 	SPACE
bracis-28425	128	5	discussion	discussion	NOUN
bracis-28425	128	6	the	the	DET
bracis-28425	128	7	next	next	ADJ
bracis-28425	128	8	sections	section	NOUN
bracis-28425	128	9	present	present	VERB
bracis-28425	128	10	and	and	CCONJ
bracis-28425	128	11	discuss	discuss	VERB
bracis-28425	128	12	the	the	DET
bracis-28425	128	13	results	result	NOUN
bracis-28425	128	14	for	for	ADP
bracis-28425	128	15	the	the	DET
bracis-28425	128	16	two	two	NUM
bracis-28425	128	17	sets	set	NOUN
bracis-28425	128	18	of	of	ADP
bracis-28425	128	19	experiments	experiment	NOUN
bracis-28425	128	20	.	.	PUNCT
bracis-28425	129	1	we	we	PRON
bracis-28425	129	2	note	note	VERB
bracis-28425	129	3	that	that	SCONJ
bracis-28425	129	4	due	due	ADP
bracis-28425	129	5	to	to	ADP
bracis-28425	129	6	space	space	NOUN
bracis-28425	129	7	constraints	constraint	NOUN
bracis-28425	129	8	,	,	PUNCT
bracis-28425	129	9	we	we	PRON
bracis-28425	129	10	focus	focus	VERB
bracis-28425	129	11	on	on	ADP
bracis-28425	129	12	the	the	DET
bracis-28425	129	13	most	most	ADV
bracis-28425	129	14	meaningful	meaningful	ADJ
bracis-28425	129	15	findings	finding	NOUN
bracis-28425	129	16	.	.	PUNCT
bracis-28425	130	1	the	the	DET
bracis-28425	130	2	complete	complete	ADJ
bracis-28425	130	3	results	result	NOUN
bracis-28425	130	4	are	be	AUX
bracis-28425	130	5	provided	provide	VERB
bracis-28425	130	6	as	as	ADP
bracis-28425	130	7	supplementary	supplementary	ADJ
bracis-28425	130	8	materialfootnote	materialfootnote	NOUN
bracis-28425	130	9	4	4	NUM
bracis-28425	130	10	.	.	NOUN
bracis-28425	130	11	5.1	5.1	NUM
bracis-28425	130	12	s1	s1	NOUN
bracis-28425	130	13	:	:	PUNCT
bracis-28425	130	14	exploring	explore	VERB
bracis-28425	130	15	the	the	DET
bracis-28425	130	16	 	 	SPACE
bracis-28425	130	17	predictive	predictive	ADJ
bracis-28425	130	18	performance	performance	NOUN
bracis-28425	130	19	of	of	ADP
bracis-28425	130	20	 	 	SPACE
bracis-28425	130	21	hinsage	hinsage	NOUN
bracis-28425	130	22	in	in	ADP
bracis-28425	130	23	the	the	DET
bracis-28425	130	24	experiments	experiment	NOUN
bracis-28425	130	25	of	of	ADP
bracis-28425	130	26	g1	g1	NOUN
bracis-28425	130	27	,	,	PUNCT
bracis-28425	130	28	we	we	PRON
bracis-28425	130	29	aimed	aim	VERB
bracis-28425	130	30	to	to	PART
bracis-28425	130	31	gain	gain	VERB
bracis-28425	130	32	a	a	DET
bracis-28425	130	33	better	well	ADJ
bracis-28425	130	34	understanding	understanding	NOUN
bracis-28425	130	35	of	of	ADP
bracis-28425	130	36	the	the	DET
bracis-28425	130	37	model	model	NOUN
bracis-28425	130	38	’s	’s	PART
bracis-28425	130	39	behavior	behavior	NOUN
bracis-28425	130	40	with	with	ADP
bracis-28425	130	41	different	different	ADJ
bracis-28425	130	42	datasets	dataset	NOUN
bracis-28425	130	43	used	use	VERB
bracis-28425	130	44	for	for	ADP
bracis-28425	130	45	training	training	NOUN
bracis-28425	130	46	.	.	PUNCT
bracis-28425	131	1	we	we	PRON
bracis-28425	131	2	compared	compare	VERB
bracis-28425	131	3	the	the	DET
bracis-28425	131	4	original	original	ADJ
bracis-28425	131	5	dataset	dataset	NOUN
bracis-28425	131	6	,	,	PUNCT
bracis-28425	131	7	including	include	VERB
bracis-28425	131	8	both	both	CCONJ
bracis-28425	131	9	mirna	mirna	PROPN
bracis-28425	131	10	-	-	PUNCT
bracis-28425	131	11	mrna	mrna	PROPN
bracis-28425	131	12	and	and	CCONJ
bracis-28425	131	13	mrna	mrna	PROPN
bracis-28425	131	14	-	-	PUNCT
bracis-28425	131	15	mrna	mrna	PROPN
bracis-28425	131	16	interactions	interaction	NOUN
bracis-28425	131	17	(	(	PUNCT
bracis-28425	131	18	experiment	experiment	NOUN
bracis-28425	131	19	00	00	NUM
bracis-28425	131	20	)	)	PUNCT
bracis-28425	131	21	,	,	PUNCT
bracis-28425	131	22	with	with	ADP
bracis-28425	131	23	a	a	DET
bracis-28425	131	24	version	version	NOUN
bracis-28425	131	25	excluding	exclude	VERB
bracis-28425	131	26	mrna	mrna	PROPN
bracis-28425	131	27	-	-	PUNCT
bracis-28425	131	28	mrna	mrna	PROPN
bracis-28425	131	29	interactions	interaction	NOUN
bracis-28425	131	30	(	(	PUNCT
bracis-28425	131	31	experiment	experiment	NOUN
bracis-28425	131	32	01	01	NUM
bracis-28425	131	33	)	)	PUNCT
bracis-28425	131	34	using	use	VERB
bracis-28425	131	35	the	the	DET
bracis-28425	131	36	default	default	NOUN
bracis-28425	131	37	hiperparameters	hiperparameter	NOUN
bracis-28425	131	38	values	value	NOUN
bracis-28425	131	39	(	(	PUNCT
bracis-28425	131	40	sect	sect	NOUN
bracis-28425	131	41	.	.	PUNCT
bracis-28425	131	42	 	 	SPACE
bracis-28425	131	43	3.2	3.2	NUM
bracis-28425	131	44	)	)	PUNCT
bracis-28425	131	45	.	.	PUNCT
bracis-28425	132	1	the	the	DET
bracis-28425	132	2	results	result	NOUN
bracis-28425	132	3	obtained	obtain	VERB
bracis-28425	132	4	during	during	ADP
bracis-28425	132	5	training	training	NOUN
bracis-28425	132	6	showed	show	VERB
bracis-28425	132	7	promising	promising	ADJ
bracis-28425	132	8	numbers	number	NOUN
bracis-28425	132	9	,	,	PUNCT
bracis-28425	132	10	with	with	ADP
bracis-28425	132	11	an	an	DET
bracis-28425	132	12	accuracy	accuracy	NOUN
bracis-28425	132	13	close	close	ADJ
bracis-28425	132	14	to	to	PART
bracis-28425	132	15	75	75	NUM
bracis-28425	132	16	%	%	NOUN
bracis-28425	132	17	for	for	ADP
bracis-28425	132	18	both	both	DET
bracis-28425	132	19	cases	case	NOUN
bracis-28425	132	20	.	.	PUNCT
bracis-28425	133	1	however	however	ADV
bracis-28425	133	2	,	,	PUNCT
bracis-28425	133	3	upon	upon	SCONJ
bracis-28425	133	4	examining	examine	VERB
bracis-28425	133	5	the	the	DET
bracis-28425	133	6	accuracy	accuracy	NOUN
bracis-28425	133	7	and	and	CCONJ
bracis-28425	133	8	loss	loss	NOUN
bracis-28425	133	9	throughout	throughout	ADP
bracis-28425	133	10	the	the	DET
bracis-28425	133	11	training	training	NOUN
bracis-28425	133	12	epochs	epoch	NOUN
bracis-28425	133	13	,	,	PUNCT
bracis-28425	133	14	we	we	PRON
bracis-28425	133	15	identified	identify	VERB
bracis-28425	133	16	characteristics	characteristic	NOUN
bracis-28425	133	17	of	of	ADP
bracis-28425	133	18	overfitting	overfitte	VERB
bracis-28425	133	19	occurring	occur	VERB
bracis-28425	133	20	from	from	ADP
bracis-28425	133	21	epoch	epoch	PROPN
bracis-28425	133	22	50	50	NUM
bracis-28425	133	23	onwards	onward	NOUN
bracis-28425	133	24	.	.	PUNCT
bracis-28425	134	1	moreover	moreover	ADV
bracis-28425	134	2	,	,	PUNCT
bracis-28425	134	3	we	we	PRON
bracis-28425	134	4	did	do	AUX
bracis-28425	134	5	not	not	PART
bracis-28425	134	6	observe	observe	VERB
bracis-28425	134	7	any	any	DET
bracis-28425	134	8	significant	significant	ADJ
bracis-28425	134	9	performance	performance	NOUN
bracis-28425	134	10	change	change	NOUN
bracis-28425	134	11	by	by	ADP
bracis-28425	134	12	removing	remove	VERB
bracis-28425	134	13	mrna	mrna	PROPN
bracis-28425	134	14	-	-	PUNCT
bracis-28425	134	15	mrna	mrna	NOUN
bracis-28425	134	16	interactions	interaction	NOUN
bracis-28425	134	17	,	,	PUNCT
bracis-28425	134	18	thus	thus	ADV
bracis-28425	134	19	,	,	PUNCT
bracis-28425	134	20	we	we	PRON
bracis-28425	134	21	maintained	maintain	VERB
bracis-28425	134	22	them	they	PRON
bracis-28425	134	23	.	.	PUNCT
bracis-28425	135	1	fig	fig	NOUN
bracis-28425	135	2	.	.	PUNCT
bracis-28425	136	1	3	3	X
bracis-28425	136	2	.	.	X
bracis-28425	136	3	performance	performance	NOUN
bracis-28425	136	4	evaluation	evaluation	NOUN
bracis-28425	136	5	for	for	ADP
bracis-28425	136	6	selected	select	VERB
bracis-28425	136	7	experiments	experiment	NOUN
bracis-28425	136	8	of	of	ADP
bracis-28425	136	9	g1	g1	NOUN
bracis-28425	136	10	in	in	ADP
bracis-28425	136	11	terms	term	NOUN
bracis-28425	136	12	of	of	ADP
bracis-28425	136	13	mean	mean	ADJ
bracis-28425	136	14	and	and	CCONJ
bracis-28425	136	15	standard	standard	ADJ
bracis-28425	136	16	deviation	deviation	NOUN
bracis-28425	136	17	for	for	ADP
bracis-28425	136	18	10	10	NUM
bracis-28425	136	19	random	random	ADJ
bracis-28425	136	20	training	training	NOUN
bracis-28425	136	21	,	,	PUNCT
bracis-28425	136	22	validation	validation	NOUN
bracis-28425	136	23	and	and	CCONJ
bracis-28425	136	24	test	test	NOUN
bracis-28425	136	25	sets	set	NOUN
bracis-28425	136	26	.	.	PUNCT
bracis-28425	137	1	full	full	ADJ
bracis-28425	137	2	size	size	NOUN
bracis-28425	137	3	image	image	NOUN
bracis-28425	137	4	we	we	PRON
bracis-28425	137	5	also	also	ADV
bracis-28425	137	6	evaluated	evaluate	VERB
bracis-28425	137	7	the	the	DET
bracis-28425	137	8	influence	influence	NOUN
bracis-28425	137	9	of	of	ADP
bracis-28425	137	10	various	various	ADJ
bracis-28425	137	11	filters	filter	NOUN
bracis-28425	137	12	applied	apply	VERB
bracis-28425	137	13	to	to	ADP
bracis-28425	137	14	the	the	DET
bracis-28425	137	15	confidence	confidence	NOUN
bracis-28425	137	16	score	score	NOUN
bracis-28425	137	17	associated	associate	VERB
bracis-28425	137	18	to	to	ADP
bracis-28425	137	19	each	each	DET
bracis-28425	137	20	interaction	interaction	NOUN
bracis-28425	137	21	.	.	PUNCT
bracis-28425	138	1	experiments	experiment	NOUN
bracis-28425	138	2	02	02	NUM
bracis-28425	138	3	to	to	PART
bracis-28425	138	4	05	05	NUM
bracis-28425	138	5	filtered	filter	VERB
bracis-28425	138	6	interactions	interaction	NOUN
bracis-28425	138	7	based	base	VERB
bracis-28425	138	8	on	on	ADP
bracis-28425	138	9	thresholds	threshold	NOUN
bracis-28425	138	10	of	of	ADP
bracis-28425	138	11	0.2	0.2	NUM
bracis-28425	138	12	,	,	PUNCT
bracis-28425	138	13	0.3	0.3	NUM
bracis-28425	138	14	,	,	PUNCT
bracis-28425	138	15	0.4	0.4	NUM
bracis-28425	138	16	,	,	PUNCT
bracis-28425	138	17	and	and	CCONJ
bracis-28425	138	18	0.5	0.5	NUM
bracis-28425	138	19	(	(	PUNCT
bracis-28425	138	20	table	table	NOUN
bracis-28425	138	21	 	 	SPACE
bracis-28425	138	22	2	2	NUM
bracis-28425	138	23	)	)	PUNCT
bracis-28425	138	24	,	,	PUNCT
bracis-28425	138	25	thus	thus	ADV
bracis-28425	138	26	reducing	reduce	VERB
bracis-28425	138	27	the	the	DET
bracis-28425	138	28	number	number	NOUN
bracis-28425	138	29	of	of	ADP
bracis-28425	138	30	interactions	interaction	NOUN
bracis-28425	138	31	in	in	ADP
bracis-28425	138	32	the	the	DET
bracis-28425	138	33	graph	graph	NOUN
bracis-28425	138	34	(	(	PUNCT
bracis-28425	138	35	table	table	NOUN
bracis-28425	138	36	 	 	SPACE
bracis-28425	138	37	1	1	NUM
bracis-28425	138	38	)	)	PUNCT
bracis-28425	138	39	.	.	PUNCT
bracis-28425	139	1	we	we	PRON
bracis-28425	139	2	noticed	notice	VERB
bracis-28425	139	3	a	a	DET
bracis-28425	139	4	sequence	sequence	NOUN
bracis-28425	139	5	of	of	ADP
bracis-28425	139	6	performance	performance	NOUN
bracis-28425	139	7	improvements	improvement	NOUN
bracis-28425	139	8	for	for	ADP
bracis-28425	139	9	both	both	DET
bracis-28425	139	10	training	training	NOUN
bracis-28425	139	11	and	and	CCONJ
bracis-28425	139	12	testing	testing	NOUN
bracis-28425	139	13	data	datum	NOUN
bracis-28425	139	14	at	at	ADP
bracis-28425	139	15	the	the	DET
bracis-28425	139	16	end	end	NOUN
bracis-28425	139	17	of	of	ADP
bracis-28425	139	18	the	the	DET
bracis-28425	139	19	300	300	NUM
bracis-28425	139	20	training	training	NOUN
bracis-28425	139	21	epochs	epoch	NOUN
bracis-28425	139	22	.	.	PUNCT
bracis-28425	140	1	the	the	DET
bracis-28425	140	2	initial	initial	ADJ
bracis-28425	140	3	filter	filter	NOUN
bracis-28425	140	4	(	(	PUNCT
bracis-28425	140	5	score	score	NOUN
bracis-28425	140	6	\(>=\	\(>=\	NOUN
bracis-28425	140	7	)	)	PUNCT
bracis-28425	140	8	0.2	0.2	NUM
bracis-28425	140	9	in	in	ADP
bracis-28425	140	10	experiment	experiment	NOUN
bracis-28425	140	11	02	02	NUM
bracis-28425	140	12	)	)	PUNCT
bracis-28425	140	13	already	already	ADV
bracis-28425	140	14	showed	show	VERB
bracis-28425	140	15	improvements	improvement	NOUN
bracis-28425	140	16	compared	compare	VERB
bracis-28425	140	17	to	to	ADP
bracis-28425	140	18	experiment	experiment	NOUN
bracis-28425	140	19	00	00	PUNCT
bracis-28425	140	20	.	.	PUNCT
bracis-28425	141	1	however	however	ADV
bracis-28425	141	2	,	,	PUNCT
bracis-28425	141	3	we	we	PRON
bracis-28425	141	4	also	also	ADV
bracis-28425	141	5	observed	observe	VERB
bracis-28425	141	6	a	a	DET
bracis-28425	141	7	highly	highly	ADV
bracis-28425	141	8	negative	negative	ADJ
bracis-28425	141	9	overfitting	overfitting	ADJ
bracis-28425	141	10	effect	effect	NOUN
bracis-28425	141	11	in	in	ADP
bracis-28425	141	12	some	some	DET
bracis-28425	141	13	cases	case	NOUN
bracis-28425	141	14	,	,	PUNCT
bracis-28425	141	15	such	such	ADJ
bracis-28425	141	16	as	as	ADP
bracis-28425	141	17	in	in	ADP
bracis-28425	141	18	experiment	experiment	NOUN
bracis-28425	141	19	02	02	NUM
bracis-28425	141	20	and	and	CCONJ
bracis-28425	141	21	,	,	PUNCT
bracis-28425	141	22	particularly	particularly	ADV
bracis-28425	141	23	,	,	PUNCT
bracis-28425	141	24	in	in	ADP
bracis-28425	141	25	experiment	experiment	NOUN
bracis-28425	141	26	05	05	NUM
bracis-28425	141	27	.	.	PUNCT
bracis-28425	142	1	we	we	PRON
bracis-28425	142	2	highlight	highlight	VERB
bracis-28425	142	3	the	the	DET
bracis-28425	142	4	results	result	NOUN
bracis-28425	142	5	of	of	ADP
bracis-28425	142	6	experiment	experiment	NOUN
bracis-28425	142	7	04	04	NUM
bracis-28425	142	8	,	,	PUNCT
bracis-28425	142	9	which	which	PRON
bracis-28425	142	10	proved	prove	VERB
bracis-28425	142	11	to	to	PART
bracis-28425	142	12	be	be	AUX
bracis-28425	142	13	the	the	DET
bracis-28425	142	14	most	most	ADV
bracis-28425	142	15	promising	promising	ADJ
bracis-28425	142	16	in	in	ADP
bracis-28425	142	17	group	group	NOUN
bracis-28425	142	18	g1	g1	PROPN
bracis-28425	142	19	,	,	PUNCT
bracis-28425	142	20	demonstrating	demonstrate	VERB
bracis-28425	142	21	an	an	DET
bracis-28425	142	22	apparent	apparent	ADJ
bracis-28425	142	23	improvement	improvement	NOUN
bracis-28425	142	24	without	without	ADP
bracis-28425	142	25	a	a	DET
bracis-28425	142	26	significant	significant	ADJ
bracis-28425	142	27	tendency	tendency	NOUN
bracis-28425	142	28	towards	towards	ADP
bracis-28425	142	29	overfitting	overfitte	VERB
bracis-28425	142	30	.	.	PUNCT
bracis-28425	143	1	figure	figure	NOUN
bracis-28425	143	2	 	 	SPACE
bracis-28425	143	3	3	3	NUM
bracis-28425	143	4	summarizes	summarize	NOUN
bracis-28425	143	5	the	the	DET
bracis-28425	143	6	training	training	NOUN
bracis-28425	143	7	,	,	PUNCT
bracis-28425	143	8	validation	validation	NOUN
bracis-28425	143	9	,	,	PUNCT
bracis-28425	143	10	and	and	CCONJ
bracis-28425	143	11	test	test	NOUN
bracis-28425	143	12	results	result	NOUN
bracis-28425	143	13	for	for	ADP
bracis-28425	143	14	the	the	DET
bracis-28425	143	15	main	main	ADJ
bracis-28425	143	16	experiments	experiment	NOUN
bracis-28425	143	17	of	of	ADP
bracis-28425	143	18	g1	g1	NOUN
bracis-28425	143	19	.	.	PUNCT
bracis-28425	144	1	it	it	PRON
bracis-28425	144	2	can	can	AUX
bracis-28425	144	3	be	be	AUX
bracis-28425	144	4	concluded	conclude	VERB
bracis-28425	144	5	in	in	ADP
bracis-28425	144	6	advance	advance	NOUN
bracis-28425	144	7	that	that	SCONJ
bracis-28425	144	8	applying	apply	VERB
bracis-28425	144	9	the	the	DET
bracis-28425	144	10	score	score	NOUN
bracis-28425	144	11	filter	filter	NOUN
bracis-28425	144	12	does	do	AUX
bracis-28425	144	13	indeed	indeed	ADV
bracis-28425	144	14	influence	influence	VERB
bracis-28425	144	15	the	the	DET
bracis-28425	144	16	achieved	achieve	VERB
bracis-28425	144	17	results	result	NOUN
bracis-28425	144	18	,	,	PUNCT
bracis-28425	144	19	and	and	CCONJ
bracis-28425	144	20	reducing	reduce	VERB
bracis-28425	144	21	the	the	DET
bracis-28425	144	22	number	number	NOUN
bracis-28425	144	23	of	of	ADP
bracis-28425	144	24	interactions	interaction	NOUN
bracis-28425	144	25	described	describe	VERB
bracis-28425	144	26	as	as	ADP
bracis-28425	144	27	strong	strong	ADJ
bracis-28425	144	28	(	(	PUNCT
bracis-28425	144	29	which	which	PRON
bracis-28425	144	30	decrease	decrease	NOUN
bracis-28425	144	31	for	for	ADP
bracis-28425	144	32	larger	large	ADJ
bracis-28425	144	33	thresholds	threshold	NOUN
bracis-28425	144	34	)	)	PUNCT
bracis-28425	144	35	hinders	hinder	VERB
bracis-28425	144	36	the	the	DET
bracis-28425	144	37	prediction	prediction	NOUN
bracis-28425	144	38	of	of	ADP
bracis-28425	144	39	interactions	interaction	NOUN
bracis-28425	144	40	,	,	PUNCT
bracis-28425	144	41	resulting	result	VERB
bracis-28425	144	42	in	in	ADP
bracis-28425	144	43	significant	significant	ADJ
bracis-28425	144	44	dispersion	dispersion	NOUN
bracis-28425	144	45	in	in	ADP
bracis-28425	144	46	the	the	DET
bracis-28425	144	47	obtained	obtain	VERB
bracis-28425	144	48	results	result	NOUN
bracis-28425	144	49	.	.	PUNCT
bracis-28425	145	1	next	next	ADV
bracis-28425	145	2	,	,	PUNCT
bracis-28425	145	3	in	in	ADP
bracis-28425	145	4	g2	g2	PROPN
bracis-28425	145	5	,	,	PUNCT
bracis-28425	145	6	we	we	PRON
bracis-28425	145	7	aimed	aim	VERB
bracis-28425	145	8	to	to	PART
bracis-28425	145	9	analyze	analyze	VERB
bracis-28425	145	10	whether	whether	SCONJ
bracis-28425	145	11	the	the	DET
bracis-28425	145	12	use	use	NOUN
bracis-28425	145	13	of	of	ADP
bracis-28425	145	14	mrna	mrna	PROPN
bracis-28425	145	15	-	-	PUNCT
bracis-28425	145	16	mrna	mrna	PROPN
bracis-28425	145	17	interactions	interaction	NOUN
bracis-28425	145	18	could	could	AUX
bracis-28425	145	19	influence	influence	VERB
bracis-28425	145	20	the	the	DET
bracis-28425	145	21	results	result	NOUN
bracis-28425	145	22	obtained	obtain	VERB
bracis-28425	145	23	with	with	ADP
bracis-28425	145	24	filtered	filter	VERB
bracis-28425	145	25	datasets	dataset	NOUN
bracis-28425	145	26	.	.	PUNCT
bracis-28425	146	1	therefore	therefore	ADV
bracis-28425	146	2	,	,	PUNCT
bracis-28425	146	3	experiments	experiment	NOUN
bracis-28425	146	4	06	06	NUM
bracis-28425	146	5	and	and	CCONJ
bracis-28425	146	6	07	07	NUM
bracis-28425	146	7	correspond	correspond	NOUN
bracis-28425	146	8	to	to	ADP
bracis-28425	146	9	experiments	experiment	NOUN
bracis-28425	146	10	04	04	NUM
bracis-28425	146	11	and	and	CCONJ
bracis-28425	146	12	05	05	NUM
bracis-28425	146	13	,	,	PUNCT
bracis-28425	146	14	respectively	respectively	ADV
bracis-28425	146	15	,	,	PUNCT
bracis-28425	146	16	but	but	CCONJ
bracis-28425	146	17	considering	consider	VERB
bracis-28425	146	18	only	only	ADV
bracis-28425	146	19	mirna	mirna	PROPN
bracis-28425	146	20	-	-	PUNCT
bracis-28425	146	21	mrna	mrna	NOUN
bracis-28425	146	22	interactions	interaction	NOUN
bracis-28425	146	23	.	.	PUNCT
bracis-28425	147	1	once	once	ADV
bracis-28425	147	2	again	again	ADV
bracis-28425	147	3	,	,	PUNCT
bracis-28425	147	4	removing	remove	VERB
bracis-28425	147	5	these	these	DET
bracis-28425	147	6	interactions	interaction	NOUN
bracis-28425	147	7	influenced	influence	VERB
bracis-28425	147	8	the	the	DET
bracis-28425	147	9	results	result	NOUN
bracis-28425	147	10	,	,	PUNCT
bracis-28425	147	11	but	but	CCONJ
bracis-28425	147	12	the	the	DET
bracis-28425	147	13	impact	impact	NOUN
bracis-28425	147	14	was	be	AUX
bracis-28425	147	15	not	not	PART
bracis-28425	147	16	consistent	consistent	ADJ
bracis-28425	147	17	between	between	ADP
bracis-28425	147	18	both	both	DET
bracis-28425	147	19	experiments	experiment	NOUN
bracis-28425	147	20	.	.	PUNCT
bracis-28425	148	1	we	we	PRON
bracis-28425	148	2	noticed	notice	VERB
bracis-28425	148	3	that	that	SCONJ
bracis-28425	148	4	removing	remove	VERB
bracis-28425	148	5	mrna	mrna	PROPN
bracis-28425	148	6	-	-	PUNCT
bracis-28425	148	7	mrna	mrna	PROPN
bracis-28425	148	8	interactions	interaction	NOUN
bracis-28425	148	9	introduced	introduce	VERB
bracis-28425	148	10	overfitting	overfitting	NOUN
bracis-28425	148	11	in	in	ADP
bracis-28425	148	12	the	the	DET
bracis-28425	148	13	experiment	experiment	NOUN
bracis-28425	148	14	(	(	PUNCT
bracis-28425	148	15	experiments	experiment	NOUN
bracis-28425	148	16	06	06	NUM
bracis-28425	148	17	vs	vs	ADP
bracis-28425	148	18	04	04	NUM
bracis-28425	148	19	)	)	PUNCT
bracis-28425	148	20	,	,	PUNCT
bracis-28425	148	21	whereas	whereas	SCONJ
bracis-28425	148	22	when	when	SCONJ
bracis-28425	148	23	comparing	compare	VERB
bracis-28425	148	24	experiments	experiment	NOUN
bracis-28425	148	25	07	07	NUM
bracis-28425	148	26	vs	vs	ADP
bracis-28425	148	27	05	05	NUM
bracis-28425	148	28	,	,	PUNCT
bracis-28425	148	29	the	the	DET
bracis-28425	148	30	training	training	NOUN
bracis-28425	148	31	became	become	VERB
bracis-28425	148	32	more	more	ADV
bracis-28425	148	33	stable	stable	ADJ
bracis-28425	148	34	and	and	CCONJ
bracis-28425	148	35	showed	show	VERB
bracis-28425	148	36	less	less	ADJ
bracis-28425	148	37	overfitting	overfitting	NOUN
bracis-28425	148	38	after	after	ADP
bracis-28425	148	39	removing	remove	VERB
bracis-28425	148	40	these	these	DET
bracis-28425	148	41	interactions	interaction	NOUN
bracis-28425	148	42	,	,	PUNCT
bracis-28425	148	43	but	but	CCONJ
bracis-28425	148	44	without	without	ADP
bracis-28425	148	45	noticeable	noticeable	ADJ
bracis-28425	148	46	increase	increase	NOUN
bracis-28425	148	47	in	in	ADP
bracis-28425	148	48	the	the	DET
bracis-28425	148	49	predictive	predictive	ADJ
bracis-28425	148	50	performance	performance	NOUN
bracis-28425	148	51	.	.	PUNCT
bracis-28425	149	1	hence	hence	ADV
bracis-28425	149	2	,	,	PUNCT
bracis-28425	149	3	experiment	experiment	NOUN
bracis-28425	149	4	04	04	NUM
bracis-28425	149	5	(	(	PUNCT
bracis-28425	149	6	g1	g1	PROPN
bracis-28425	149	7	)	)	PUNCT
bracis-28425	149	8	remained	remain	VERB
bracis-28425	149	9	the	the	DET
bracis-28425	149	10	best	good	ADJ
bracis-28425	149	11	scenario	scenario	NOUN
bracis-28425	149	12	.	.	PUNCT
bracis-28425	150	1	fig	fig	NOUN
bracis-28425	150	2	.	.	PUNCT
bracis-28425	151	1	4	4	X
bracis-28425	151	2	.	.	X
bracis-28425	151	3	performance	performance	NOUN
bracis-28425	151	4	evaluation	evaluation	NOUN
bracis-28425	151	5	for	for	ADP
bracis-28425	151	6	g3	g3	NOUN
bracis-28425	151	7	in	in	ADP
bracis-28425	151	8	terms	term	NOUN
bracis-28425	151	9	of	of	ADP
bracis-28425	151	10	mean	mean	ADJ
bracis-28425	151	11	and	and	CCONJ
bracis-28425	151	12	standard	standard	ADJ
bracis-28425	151	13	deviation	deviation	NOUN
bracis-28425	151	14	for	for	ADP
bracis-28425	151	15	10	10	NUM
bracis-28425	151	16	random	random	ADJ
bracis-28425	151	17	training	training	NOUN
bracis-28425	151	18	,	,	PUNCT
bracis-28425	151	19	validation	validation	NOUN
bracis-28425	151	20	and	and	CCONJ
bracis-28425	151	21	test	test	NOUN
bracis-28425	151	22	sets	set	NOUN
bracis-28425	151	23	.	.	PUNCT
bracis-28425	152	1	full	full	ADJ
bracis-28425	152	2	size	size	NOUN
bracis-28425	152	3	image	image	NOUN
bracis-28425	152	4	since	since	SCONJ
bracis-28425	152	5	we	we	PRON
bracis-28425	152	6	observed	observe	VERB
bracis-28425	152	7	some	some	DET
bracis-28425	152	8	signs	sign	NOUN
bracis-28425	152	9	of	of	ADP
bracis-28425	152	10	overfitting	overfitte	VERB
bracis-28425	152	11	,	,	PUNCT
bracis-28425	152	12	in	in	ADP
bracis-28425	152	13	g3	g3	NOUN
bracis-28425	152	14	we	we	PRON
bracis-28425	152	15	evaluated	evaluate	VERB
bracis-28425	152	16	the	the	DET
bracis-28425	152	17	reduction	reduction	NOUN
bracis-28425	152	18	in	in	ADP
bracis-28425	152	19	the	the	DET
bracis-28425	152	20	number	number	NOUN
bracis-28425	152	21	of	of	ADP
bracis-28425	152	22	training	training	NOUN
bracis-28425	152	23	epochs	epoch	NOUN
bracis-28425	152	24	to	to	PART
bracis-28425	152	25	mitigate	mitigate	VERB
bracis-28425	152	26	overfitting	overfitte	VERB
bracis-28425	152	27	and	and	CCONJ
bracis-28425	152	28	reduce	reduce	VERB
bracis-28425	152	29	the	the	DET
bracis-28425	152	30	chances	chance	NOUN
bracis-28425	152	31	of	of	ADP
bracis-28425	152	32	predicting	predict	VERB
bracis-28425	152	33	false	false	ADJ
bracis-28425	152	34	positive	positive	ADJ
bracis-28425	152	35	interactions	interaction	NOUN
bracis-28425	152	36	.	.	PUNCT
bracis-28425	153	1	results	result	NOUN
bracis-28425	153	2	are	be	AUX
bracis-28425	153	3	shown	show	VERB
bracis-28425	153	4	in	in	ADP
bracis-28425	153	5	fig	fig	NOUN
bracis-28425	153	6	.	.	PUNCT
bracis-28425	153	7	 	 	SPACE
bracis-28425	153	8	4	4	NUM
bracis-28425	153	9	and	and	CCONJ
bracis-28425	153	10	they	they	PRON
bracis-28425	153	11	can	can	AUX
bracis-28425	153	12	be	be	AUX
bracis-28425	153	13	compared	compare	VERB
bracis-28425	153	14	to	to	ADP
bracis-28425	153	15	experiment	experiment	NOUN
bracis-28425	153	16	04	04	NUM
bracis-28425	153	17	,	,	PUNCT
bracis-28425	153	18	as	as	SCONJ
bracis-28425	153	19	the	the	DET
bracis-28425	153	20	other	other	ADJ
bracis-28425	153	21	configurations	configuration	NOUN
bracis-28425	153	22	remain	remain	VERB
bracis-28425	153	23	the	the	DET
bracis-28425	153	24	same	same	ADJ
bracis-28425	153	25	between	between	ADP
bracis-28425	153	26	the	the	DET
bracis-28425	153	27	two	two	NUM
bracis-28425	153	28	experiments	experiment	NOUN
bracis-28425	153	29	.	.	PUNCT
bracis-28425	154	1	we	we	PRON
bracis-28425	154	2	can	can	AUX
bracis-28425	154	3	observe	observe	VERB
bracis-28425	154	4	that	that	SCONJ
bracis-28425	154	5	the	the	DET
bracis-28425	154	6	training	training	NOUN
bracis-28425	154	7	curves	curve	NOUN
bracis-28425	154	8	for	for	ADP
bracis-28425	154	9	100	100	NUM
bracis-28425	154	10	epochs	epoch	NOUN
bracis-28425	154	11	exhibit	exhibit	VERB
bracis-28425	154	12	more	more	ADV
bracis-28425	154	13	appropriate	appropriate	ADJ
bracis-28425	154	14	behavior	behavior	NOUN
bracis-28425	154	15	,	,	PUNCT
bracis-28425	154	16	with	with	ADP
bracis-28425	154	17	close	close	ADJ
bracis-28425	154	18	training	training	NOUN
bracis-28425	154	19	and	and	CCONJ
bracis-28425	154	20	validation	validation	NOUN
bracis-28425	154	21	performances	performance	NOUN
bracis-28425	154	22	.	.	PUNCT
bracis-28425	155	1	this	this	PRON
bracis-28425	155	2	means	mean	VERB
bracis-28425	155	3	that	that	SCONJ
bracis-28425	155	4	the	the	DET
bracis-28425	155	5	confidence	confidence	NOUN
bracis-28425	155	6	in	in	ADP
bracis-28425	155	7	the	the	DET
bracis-28425	155	8	generalization	generalization	NOUN
bracis-28425	155	9	power	power	NOUN
bracis-28425	155	10	of	of	ADP
bracis-28425	155	11	the	the	DET
bracis-28425	155	12	generated	generate	VERB
bracis-28425	155	13	model	model	NOUN
bracis-28425	155	14	becomes	become	VERB
bracis-28425	155	15	stronger	strong	ADJ
bracis-28425	155	16	.	.	PUNCT
bracis-28425	156	1	moreover	moreover	ADV
bracis-28425	156	2	,	,	PUNCT
bracis-28425	156	3	the	the	DET
bracis-28425	156	4	performances	performance	NOUN
bracis-28425	156	5	in	in	ADP
bracis-28425	156	6	the	the	DET
bracis-28425	156	7	test	test	NOUN
bracis-28425	156	8	set	set	NOUN
bracis-28425	156	9	were	be	AUX
bracis-28425	156	10	quite	quite	ADV
bracis-28425	156	11	satisfactory	satisfactory	ADJ
bracis-28425	156	12	,	,	PUNCT
bracis-28425	156	13	although	although	SCONJ
bracis-28425	156	14	there	there	PRON
bracis-28425	156	15	was	be	VERB
bracis-28425	156	16	a	a	DET
bracis-28425	156	17	slight	slight	ADJ
bracis-28425	156	18	reduction	reduction	NOUN
bracis-28425	156	19	in	in	ADP
bracis-28425	156	20	values	value	NOUN
bracis-28425	156	21	compared	compare	VERB
bracis-28425	156	22	to	to	ADP
bracis-28425	156	23	the	the	DET
bracis-28425	156	24	performance	performance	NOUN
bracis-28425	156	25	on	on	ADP
bracis-28425	156	26	the	the	DET
bracis-28425	156	27	test	test	NOUN
bracis-28425	156	28	data	datum	NOUN
bracis-28425	156	29	for	for	ADP
bracis-28425	156	30	the	the	DET
bracis-28425	156	31	model	model	NOUN
bracis-28425	156	32	generated	generate	VERB
bracis-28425	156	33	in	in	ADP
bracis-28425	156	34	experiment	experiment	NOUN
bracis-28425	156	35	04	04	NUM
bracis-28425	156	36	.	.	PUNCT
bracis-28425	157	1	the	the	DET
bracis-28425	157	2	precision	precision	NOUN
bracis-28425	157	3	varied	vary	VERB
bracis-28425	157	4	mostly	mostly	ADV
bracis-28425	157	5	with	with	ADP
bracis-28425	157	6	values	value	NOUN
bracis-28425	157	7	above	above	ADP
bracis-28425	157	8	75	75	NUM
bracis-28425	157	9	%	%	NOUN
bracis-28425	157	10	and	and	CCONJ
bracis-28425	157	11	the	the	DET
bracis-28425	157	12	roc	roc	PROPN
bracis-28425	157	13	auc	auc	NOUN
bracis-28425	157	14	had	have	VERB
bracis-28425	157	15	a	a	DET
bracis-28425	157	16	median	median	ADJ
bracis-28425	157	17	value	value	NOUN
bracis-28425	157	18	close	close	ADV
bracis-28425	157	19	to	to	PART
bracis-28425	157	20	85	85	NUM
bracis-28425	157	21	%	%	NOUN
bracis-28425	157	22	.	.	PUNCT
bracis-28425	158	1	the	the	DET
bracis-28425	158	2	following	follow	VERB
bracis-28425	158	3	experiments	experiment	NOUN
bracis-28425	158	4	will	will	AUX
bracis-28425	158	5	adopt	adopt	VERB
bracis-28425	158	6	100	100	NUM
bracis-28425	158	7	epochs	epoch	NOUN
bracis-28425	158	8	.	.	PUNCT
bracis-28425	159	1	experiments	experiment	NOUN
bracis-28425	159	2	of	of	ADP
bracis-28425	159	3	g4	g4	NOUN
bracis-28425	159	4	aimed	aim	VERB
bracis-28425	159	5	to	to	PART
bracis-28425	159	6	initiate	initiate	VERB
bracis-28425	159	7	the	the	DET
bracis-28425	159	8	investigation	investigation	NOUN
bracis-28425	159	9	of	of	ADP
bracis-28425	159	10	the	the	DET
bracis-28425	159	11	hyperparameter	hyperparameter	NOUN
bracis-28425	159	12	values	value	NOUN
bracis-28425	159	13	involved	involve	VERB
bracis-28425	159	14	in	in	ADP
bracis-28425	159	15	the	the	DET
bracis-28425	159	16	hinsage	hinsage	NOUN
bracis-28425	159	17	algorithm	algorithm	NOUN
bracis-28425	159	18	by	by	ADP
bracis-28425	159	19	exploring	explore	VERB
bracis-28425	159	20	variations	variation	NOUN
bracis-28425	159	21	in	in	ADP
bracis-28425	159	22	the	the	DET
bracis-28425	159	23	batch	batch	NOUN
bracis-28425	159	24	size	size	NOUN
bracis-28425	159	25	,	,	PUNCT
bracis-28425	159	26	which	which	PRON
bracis-28425	159	27	was	be	AUX
bracis-28425	159	28	initially	initially	ADV
bracis-28425	159	29	set	set	VERB
bracis-28425	159	30	to	to	ADP
bracis-28425	159	31	200	200	NUM
bracis-28425	159	32	.	.	PUNCT
bracis-28425	160	1	four	four	NUM
bracis-28425	160	2	distinct	distinct	ADJ
bracis-28425	160	3	values	value	NOUN
bracis-28425	160	4	were	be	AUX
bracis-28425	160	5	tested	test	VERB
bracis-28425	160	6	:	:	PUNCT
bracis-28425	160	7	1	1	NUM
bracis-28425	160	8	(	(	PUNCT
bracis-28425	160	9	experiment	experiment	NOUN
bracis-28425	160	10	09	09	NUM
bracis-28425	160	11	)	)	PUNCT
bracis-28425	160	12	,	,	PUNCT
bracis-28425	160	13	50	50	NUM
bracis-28425	160	14	(	(	PUNCT
bracis-28425	160	15	experiment	experiment	NOUN
bracis-28425	160	16	10	10	NUM
bracis-28425	160	17	)	)	PUNCT
bracis-28425	160	18	,	,	PUNCT
bracis-28425	160	19	100	100	NUM
bracis-28425	160	20	(	(	PUNCT
bracis-28425	160	21	experiment	experiment	NOUN
bracis-28425	160	22	11	11	NUM
bracis-28425	160	23	)	)	PUNCT
bracis-28425	160	24	,	,	PUNCT
bracis-28425	160	25	and	and	CCONJ
bracis-28425	160	26	300	300	NUM
bracis-28425	160	27	(	(	PUNCT
bracis-28425	160	28	experiment	experiment	NOUN
bracis-28425	160	29	12	12	NUM
bracis-28425	160	30	)	)	PUNCT
bracis-28425	160	31	.	.	PUNCT
bracis-28425	161	1	a	a	DET
bracis-28425	161	2	batch	batch	NOUN
bracis-28425	161	3	size	size	NOUN
bracis-28425	161	4	of	of	ADP
bracis-28425	161	5	1	1	NUM
bracis-28425	161	6	showed	show	VERB
bracis-28425	161	7	a	a	DET
bracis-28425	161	8	training	training	NOUN
bracis-28425	161	9	behavior	behavior	NOUN
bracis-28425	161	10	described	describe	VERB
bracis-28425	161	11	as	as	ADP
bracis-28425	161	12	stochastic	stochastic	NOUN
bracis-28425	161	13	,	,	PUNCT
bracis-28425	161	14	presenting	present	VERB
bracis-28425	161	15	overfitting	overfitting	NOUN
bracis-28425	161	16	within	within	ADP
bracis-28425	161	17	the	the	DET
bracis-28425	161	18	first	first	ADJ
bracis-28425	161	19	ten	ten	NUM
bracis-28425	161	20	epochs	epoch	NOUN
bracis-28425	161	21	of	of	ADP
bracis-28425	161	22	training	training	NOUN
bracis-28425	161	23	.	.	PUNCT
bracis-28425	162	1	this	this	DET
bracis-28425	162	2	characteristic	characteristic	NOUN
bracis-28425	162	3	was	be	AUX
bracis-28425	162	4	also	also	ADV
bracis-28425	162	5	present	present	ADJ
bracis-28425	162	6	with	with	ADP
bracis-28425	162	7	a	a	DET
bracis-28425	162	8	batch	batch	NOUN
bracis-28425	162	9	size	size	NOUN
bracis-28425	162	10	of	of	ADP
bracis-28425	162	11	50	50	NUM
bracis-28425	162	12	,	,	PUNCT
bracis-28425	162	13	which	which	PRON
bracis-28425	162	14	showed	show	VERB
bracis-28425	162	15	a	a	DET
bracis-28425	162	16	large	large	ADJ
bracis-28425	162	17	standard	standard	ADJ
bracis-28425	162	18	deviation	deviation	NOUN
bracis-28425	162	19	for	for	ADP
bracis-28425	162	20	the	the	DET
bracis-28425	162	21	first	first	ADJ
bracis-28425	162	22	25	25	NUM
bracis-28425	162	23	epochs	epoch	NOUN
bracis-28425	162	24	.	.	PUNCT
bracis-28425	163	1	experiments	experiment	NOUN
bracis-28425	163	2	11	11	NUM
bracis-28425	163	3	and	and	CCONJ
bracis-28425	163	4	12	12	NUM
bracis-28425	163	5	,	,	PUNCT
bracis-28425	163	6	obtained	obtain	VERB
bracis-28425	163	7	more	more	ADV
bracis-28425	163	8	appropriate	appropriate	ADJ
bracis-28425	163	9	results	result	NOUN
bracis-28425	163	10	.	.	PUNCT
bracis-28425	164	1	the	the	DET
bracis-28425	164	2	latter	latter	ADJ
bracis-28425	164	3	,	,	PUNCT
bracis-28425	164	4	highlighted	highlight	VERB
bracis-28425	164	5	in	in	ADP
bracis-28425	164	6	fig	fig	NOUN
bracis-28425	164	7	.	.	PUNCT
bracis-28425	164	8	 	 	SPACE
bracis-28425	164	9	5	5	NUM
bracis-28425	164	10	,	,	PUNCT
bracis-28425	164	11	had	have	VERB
bracis-28425	164	12	a	a	DET
bracis-28425	164	13	slight	slight	ADJ
bracis-28425	164	14	performance	performance	NOUN
bracis-28425	164	15	improvement	improvement	NOUN
bracis-28425	164	16	when	when	SCONJ
bracis-28425	164	17	compared	compare	VERB
bracis-28425	164	18	to	to	ADP
bracis-28425	164	19	experiment	experiment	NOUN
bracis-28425	164	20	08	08	NUM
bracis-28425	164	21	,	,	PUNCT
bracis-28425	164	22	particularly	particularly	ADV
bracis-28425	164	23	in	in	ADP
bracis-28425	164	24	terms	term	NOUN
bracis-28425	164	25	of	of	ADP
bracis-28425	164	26	performance	performance	NOUN
bracis-28425	164	27	variation	variation	NOUN
bracis-28425	164	28	across	across	ADP
bracis-28425	164	29	the	the	DET
bracis-28425	164	30	10	10	NUM
bracis-28425	164	31	executions	execution	NOUN
bracis-28425	164	32	.	.	PUNCT
bracis-28425	165	1	the	the	DET
bracis-28425	165	2	following	follow	VERB
bracis-28425	165	3	experiments	experiment	NOUN
bracis-28425	165	4	will	will	AUX
bracis-28425	165	5	apply	apply	VERB
bracis-28425	165	6	a	a	DET
bracis-28425	165	7	batch	batch	NOUN
bracis-28425	165	8	size	size	NOUN
bracis-28425	165	9	of	of	ADP
bracis-28425	165	10	300	300	NUM
bracis-28425	165	11	.	.	PUNCT
bracis-28425	166	1	fig	fig	NOUN
bracis-28425	166	2	.	.	PUNCT
bracis-28425	167	1	5	5	NUM
bracis-28425	167	2	.	.	X
bracis-28425	167	3	performance	performance	NOUN
bracis-28425	167	4	evaluation	evaluation	NOUN
bracis-28425	167	5	for	for	ADP
bracis-28425	167	6	selected	select	VERB
bracis-28425	167	7	experiment	experiment	NOUN
bracis-28425	167	8	in	in	ADP
bracis-28425	167	9	g4	g4	NOUN
bracis-28425	167	10	in	in	ADP
bracis-28425	167	11	terms	term	NOUN
bracis-28425	167	12	of	of	ADP
bracis-28425	167	13	mean	mean	ADJ
bracis-28425	167	14	and	and	CCONJ
bracis-28425	167	15	standard	standard	ADJ
bracis-28425	167	16	deviation	deviation	NOUN
bracis-28425	167	17	for	for	ADP
bracis-28425	167	18	10	10	NUM
bracis-28425	167	19	random	random	ADJ
bracis-28425	167	20	training	training	NOUN
bracis-28425	167	21	,	,	PUNCT
bracis-28425	167	22	validation	validation	NOUN
bracis-28425	167	23	and	and	CCONJ
bracis-28425	167	24	test	test	NOUN
bracis-28425	167	25	sets	set	NOUN
bracis-28425	167	26	.	.	PUNCT
bracis-28425	168	1	full	full	ADJ
bracis-28425	168	2	size	size	NOUN
bracis-28425	168	3	image	image	NOUN
bracis-28425	168	4	in	in	ADP
bracis-28425	168	5	g5	g5	PROPN
bracis-28425	168	6	,	,	PUNCT
bracis-28425	168	7	we	we	PRON
bracis-28425	168	8	investigated	investigate	VERB
bracis-28425	168	9	the	the	DET
bracis-28425	168	10	impact	impact	NOUN
bracis-28425	168	11	of	of	ADP
bracis-28425	168	12	varying	vary	VERB
bracis-28425	168	13	the	the	DET
bracis-28425	168	14	number	number	NOUN
bracis-28425	168	15	of	of	ADP
bracis-28425	168	16	sampled	sample	VERB
bracis-28425	168	17	neighbor	neighbor	NOUN
bracis-28425	168	18	nodes	node	NOUN
bracis-28425	168	19	in	in	ADP
bracis-28425	168	20	the	the	DET
bracis-28425	168	21	hinsage	hinsage	NOUN
bracis-28425	168	22	algorithm	algorithm	NOUN
bracis-28425	168	23	on	on	ADP
bracis-28425	168	24	the	the	DET
bracis-28425	168	25	generation	generation	NOUN
bracis-28425	168	26	of	of	ADP
bracis-28425	168	27	embeddings	embedding	NOUN
bracis-28425	168	28	(	(	PUNCT
bracis-28425	168	29	i.e.	i.e.	X
bracis-28425	168	30	,	,	PUNCT
bracis-28425	168	31	num_sample	num_sample	ADJ
bracis-28425	168	32	)	)	PUNCT
bracis-28425	168	33	.	.	PUNCT
bracis-28425	169	1	we	we	PRON
bracis-28425	169	2	kept	keep	VERB
bracis-28425	169	3	the	the	DET
bracis-28425	169	4	number	number	NOUN
bracis-28425	169	5	of	of	ADP
bracis-28425	169	6	hops	hop	NOUN
bracis-28425	169	7	fixed	fix	VERB
bracis-28425	169	8	at	at	ADP
bracis-28425	169	9	\(k=2\	\(k=2\	NOUN
bracis-28425	169	10	)	)	PUNCT
bracis-28425	169	11	and	and	CCONJ
bracis-28425	169	12	tested	test	VERB
bracis-28425	169	13	two	two	NUM
bracis-28425	169	14	variations	variation	NOUN
bracis-28425	169	15	:	:	PUNCT
bracis-28425	170	1	[	[	X
bracis-28425	170	2	6,3	6,3	NUM
bracis-28425	170	3	]	]	PUNCT
bracis-28425	170	4	(	(	PUNCT
bracis-28425	170	5	experiment	experiment	NOUN
bracis-28425	170	6	13	13	NUM
bracis-28425	170	7	)	)	PUNCT
bracis-28425	170	8	and	and	CCONJ
bracis-28425	170	9	[	[	X
bracis-28425	170	10	12,6	12,6	X
bracis-28425	170	11	]	]	X
bracis-28425	170	12	(	(	PUNCT
bracis-28425	170	13	experiment	experiment	NOUN
bracis-28425	170	14	14	14	NUM
bracis-28425	170	15	)	)	PUNCT
bracis-28425	170	16	.	.	PUNCT
bracis-28425	171	1	we	we	PRON
bracis-28425	171	2	observed	observe	VERB
bracis-28425	171	3	that	that	SCONJ
bracis-28425	171	4	reducing	reduce	VERB
bracis-28425	171	5	the	the	DET
bracis-28425	171	6	number	number	NOUN
bracis-28425	171	7	of	of	ADP
bracis-28425	171	8	sampled	sample	VERB
bracis-28425	171	9	neighbors	neighbor	NOUN
bracis-28425	171	10	(	(	PUNCT
bracis-28425	171	11	experiment	experiment	NOUN
bracis-28425	171	12	13	13	NUM
bracis-28425	171	13	)	)	PUNCT
bracis-28425	171	14	resulted	result	VERB
bracis-28425	171	15	in	in	ADP
bracis-28425	171	16	increased	increase	VERB
bracis-28425	171	17	performance	performance	NOUN
bracis-28425	171	18	dispersion	dispersion	NOUN
bracis-28425	171	19	between	between	ADP
bracis-28425	171	20	training	training	NOUN
bracis-28425	171	21	and	and	CCONJ
bracis-28425	171	22	validation	validation	NOUN
bracis-28425	171	23	,	,	PUNCT
bracis-28425	171	24	while	while	SCONJ
bracis-28425	171	25	increasing	increase	VERB
bracis-28425	171	26	the	the	DET
bracis-28425	171	27	number	number	NOUN
bracis-28425	171	28	of	of	ADP
bracis-28425	171	29	sampled	sample	VERB
bracis-28425	171	30	neighbors	neighbor	NOUN
bracis-28425	171	31	(	(	PUNCT
bracis-28425	171	32	experiment	experiment	NOUN
bracis-28425	171	33	14	14	NUM
bracis-28425	171	34	)	)	PUNCT
bracis-28425	171	35	led	lead	VERB
bracis-28425	171	36	to	to	ADP
bracis-28425	171	37	a	a	DET
bracis-28425	171	38	decrease	decrease	NOUN
bracis-28425	171	39	in	in	ADP
bracis-28425	171	40	the	the	DET
bracis-28425	171	41	dispersion	dispersion	NOUN
bracis-28425	171	42	of	of	ADP
bracis-28425	171	43	these	these	DET
bracis-28425	171	44	performances	performance	NOUN
bracis-28425	171	45	.	.	PUNCT
bracis-28425	172	1	moreover	moreover	ADV
bracis-28425	172	2	,	,	PUNCT
bracis-28425	172	3	experiment	experiment	NOUN
bracis-28425	172	4	14	14	NUM
bracis-28425	172	5	(	(	PUNCT
bracis-28425	172	6	fig	fig	NOUN
bracis-28425	172	7	.	.	PUNCT
bracis-28425	172	8	 	 	SPACE
bracis-28425	172	9	6	6	NUM
bracis-28425	172	10	)	)	PUNCT
bracis-28425	172	11	also	also	ADV
bracis-28425	172	12	showed	show	VERB
bracis-28425	172	13	improved	improved	ADJ
bracis-28425	172	14	performance	performance	NOUN
bracis-28425	172	15	compared	compare	VERB
bracis-28425	172	16	to	to	ADP
bracis-28425	172	17	experiment	experiment	NOUN
bracis-28425	172	18	12	12	NUM
bracis-28425	172	19	.	.	PUNCT
bracis-28425	173	1	the	the	DET
bracis-28425	173	2	medians	median	NOUN
bracis-28425	173	3	for	for	ADP
bracis-28425	173	4	all	all	DET
bracis-28425	173	5	metrics	metric	NOUN
bracis-28425	173	6	were	be	AUX
bracis-28425	173	7	approximately	approximately	ADV
bracis-28425	173	8	80	80	NUM
bracis-28425	173	9	%	%	NOUN
bracis-28425	173	10	or	or	CCONJ
bracis-28425	173	11	higher	high	ADJ
bracis-28425	173	12	.	.	PUNCT
bracis-28425	174	1	a	a	DET
bracis-28425	174	2	more	more	ADV
bracis-28425	174	3	balanced	balanced	ADJ
bracis-28425	174	4	performance	performance	NOUN
bracis-28425	174	5	between	between	ADP
bracis-28425	174	6	recall	recall	NOUN
bracis-28425	174	7	and	and	CCONJ
bracis-28425	174	8	precision	precision	NOUN
bracis-28425	174	9	was	be	AUX
bracis-28425	174	10	observed	observe	VERB
bracis-28425	174	11	,	,	PUNCT
bracis-28425	174	12	resulting	result	VERB
bracis-28425	174	13	in	in	ADP
bracis-28425	174	14	an	an	DET
bracis-28425	174	15	increase	increase	NOUN
bracis-28425	174	16	in	in	ADP
bracis-28425	174	17	the	the	DET
bracis-28425	174	18	f1	f1	NOUN
bracis-28425	174	19	-	-	PUNCT
bracis-28425	174	20	score	score	NOUN
bracis-28425	174	21	metric	metric	NOUN
bracis-28425	174	22	.	.	PUNCT
bracis-28425	175	1	the	the	DET
bracis-28425	175	2	roc	roc	PROPN
bracis-28425	175	3	auc	auc	PROPN
bracis-28425	175	4	metric	metric	PROPN
bracis-28425	175	5	had	have	VERB
bracis-28425	175	6	values	value	NOUN
bracis-28425	175	7	very	very	ADV
bracis-28425	175	8	close	close	ADV
bracis-28425	175	9	to	to	PART
bracis-28425	175	10	90	90	NUM
bracis-28425	175	11	%	%	NOUN
bracis-28425	175	12	.	.	PUNCT
bracis-28425	176	1	the	the	DET
bracis-28425	176	2	better	well	ADJ
bracis-28425	176	3	performances	performance	NOUN
bracis-28425	176	4	in	in	ADP
bracis-28425	176	5	the	the	DET
bracis-28425	176	6	training	training	NOUN
bracis-28425	176	7	,	,	PUNCT
bracis-28425	176	8	validation	validation	NOUN
bracis-28425	176	9	,	,	PUNCT
bracis-28425	176	10	and	and	CCONJ
bracis-28425	176	11	test	test	NOUN
bracis-28425	176	12	datasets	dataset	NOUN
bracis-28425	176	13	motivated	motivate	VERB
bracis-28425	176	14	the	the	DET
bracis-28425	176	15	selection	selection	NOUN
bracis-28425	176	16	of	of	ADP
bracis-28425	176	17	experiment	experiment	NOUN
bracis-28425	176	18	14	14	NUM
bracis-28425	176	19	as	as	ADP
bracis-28425	176	20	the	the	DET
bracis-28425	176	21	best	good	ADJ
bracis-28425	176	22	scenario	scenario	NOUN
bracis-28425	176	23	so	so	ADV
bracis-28425	176	24	far	far	ADV
bracis-28425	176	25	.	.	PUNCT
bracis-28425	177	1	fig	fig	NOUN
bracis-28425	177	2	.	.	PUNCT
bracis-28425	178	1	6	6	NUM
bracis-28425	178	2	.	.	PUNCT
bracis-28425	178	3	performance	performance	NOUN
bracis-28425	178	4	evaluation	evaluation	NOUN
bracis-28425	178	5	for	for	ADP
bracis-28425	178	6	selected	select	VERB
bracis-28425	178	7	experiment	experiment	NOUN
bracis-28425	178	8	in	in	ADP
bracis-28425	178	9	g5	g5	NOUN
bracis-28425	178	10	in	in	ADP
bracis-28425	178	11	terms	term	NOUN
bracis-28425	178	12	of	of	ADP
bracis-28425	178	13	mean	mean	ADJ
bracis-28425	178	14	and	and	CCONJ
bracis-28425	178	15	standard	standard	ADJ
bracis-28425	178	16	deviation	deviation	NOUN
bracis-28425	178	17	for	for	ADP
bracis-28425	178	18	10	10	NUM
bracis-28425	178	19	random	random	ADJ
bracis-28425	178	20	training	training	NOUN
bracis-28425	178	21	,	,	PUNCT
bracis-28425	178	22	validation	validation	NOUN
bracis-28425	178	23	and	and	CCONJ
bracis-28425	178	24	test	test	NOUN
bracis-28425	178	25	sets	set	NOUN
bracis-28425	178	26	.	.	PUNCT
bracis-28425	179	1	full	full	ADJ
bracis-28425	179	2	size	size	NOUN
bracis-28425	179	3	image	image	NOUN
bracis-28425	179	4	fig	fig	NOUN
bracis-28425	179	5	.	.	PUNCT
bracis-28425	180	1	7	7	X
bracis-28425	180	2	.	.	X
bracis-28425	181	1	roc	roc	PROPN
bracis-28425	181	2	curves	curve	NOUN
bracis-28425	181	3	for	for	ADP
bracis-28425	181	4	the	the	DET
bracis-28425	181	5	test	test	NOUN
bracis-28425	181	6	sets	set	NOUN
bracis-28425	181	7	in	in	ADP
bracis-28425	181	8	experiment	experiment	NOUN
bracis-28425	181	9	14	14	NUM
bracis-28425	181	10	.	.	PUNCT
bracis-28425	182	1	full	full	ADJ
bracis-28425	182	2	size	size	NOUN
bracis-28425	182	3	image	image	NOUN
bracis-28425	182	4	finally	finally	ADV
bracis-28425	182	5	,	,	PUNCT
bracis-28425	182	6	experiments	experiment	NOUN
bracis-28425	182	7	in	in	ADP
bracis-28425	182	8	g6	g6	PROPN
bracis-28425	182	9	and	and	CCONJ
bracis-28425	182	10	g7	g7	PROPN
bracis-28425	182	11	aimed	aim	VERB
bracis-28425	182	12	to	to	PART
bracis-28425	182	13	compare	compare	VERB
bracis-28425	182	14	variations	variation	NOUN
bracis-28425	182	15	in	in	ADP
bracis-28425	182	16	the	the	DET
bracis-28425	182	17	size	size	NOUN
bracis-28425	182	18	of	of	ADP
bracis-28425	182	19	hidden	hidden	ADJ
bracis-28425	182	20	layers	layer	NOUN
bracis-28425	182	21	and	and	CCONJ
bracis-28425	182	22	in	in	ADP
bracis-28425	182	23	the	the	DET
bracis-28425	182	24	learning	learning	NOUN
bracis-28425	182	25	rate	rate	NOUN
bracis-28425	182	26	,	,	PUNCT
bracis-28425	182	27	respectively	respectively	ADV
bracis-28425	182	28	.	.	PUNCT
bracis-28425	183	1	our	our	PRON
bracis-28425	183	2	results	result	NOUN
bracis-28425	183	3	indicate	indicate	VERB
bracis-28425	183	4	that	that	SCONJ
bracis-28425	183	5	increasing	increase	VERB
bracis-28425	183	6	the	the	DET
bracis-28425	183	7	dimensions	dimension	NOUN
bracis-28425	183	8	of	of	ADP
bracis-28425	183	9	the	the	DET
bracis-28425	183	10	hidden	hidden	ADJ
bracis-28425	183	11	layers	layer	NOUN
bracis-28425	183	12	(	(	PUNCT
bracis-28425	183	13	experiments	experiment	NOUN
bracis-28425	183	14	15	15	NUM
bracis-28425	183	15	and	and	CCONJ
bracis-28425	183	16	16	16	NUM
bracis-28425	183	17	)	)	PUNCT
bracis-28425	183	18	led	lead	VERB
bracis-28425	183	19	to	to	ADP
bracis-28425	183	20	increased	increase	VERB
bracis-28425	183	21	overfitting	overfitting	NOUN
bracis-28425	183	22	and	and	CCONJ
bracis-28425	183	23	had	have	VERB
bracis-28425	183	24	no	no	DET
bracis-28425	183	25	positive	positive	ADJ
bracis-28425	183	26	effect	effect	NOUN
bracis-28425	183	27	on	on	ADP
bracis-28425	183	28	the	the	DET
bracis-28425	183	29	maximum	maximum	ADJ
bracis-28425	183	30	performance	performance	NOUN
bracis-28425	183	31	obtained	obtain	VERB
bracis-28425	183	32	by	by	ADP
bracis-28425	183	33	the	the	DET
bracis-28425	183	34	model	model	NOUN
bracis-28425	183	35	.	.	PUNCT
bracis-28425	184	1	on	on	ADP
bracis-28425	184	2	the	the	DET
bracis-28425	184	3	other	other	ADJ
bracis-28425	184	4	hand	hand	NOUN
bracis-28425	184	5	,	,	PUNCT
bracis-28425	184	6	reducing	reduce	VERB
bracis-28425	184	7	the	the	DET
bracis-28425	184	8	size	size	NOUN
bracis-28425	184	9	of	of	ADP
bracis-28425	184	10	the	the	DET
bracis-28425	184	11	hidden	hidden	ADJ
bracis-28425	184	12	layers	layer	NOUN
bracis-28425	184	13	(	(	PUNCT
bracis-28425	184	14	experiment	experiment	NOUN
bracis-28425	184	15	17	17	NUM
bracis-28425	184	16	)	)	PUNCT
bracis-28425	184	17	caused	cause	VERB
bracis-28425	184	18	the	the	DET
bracis-28425	184	19	model	model	NOUN
bracis-28425	184	20	to	to	ADP
bracis-28425	184	21	loose	loose	VERB
bracis-28425	184	22	predictive	predictive	ADJ
bracis-28425	184	23	power	power	NOUN
bracis-28425	184	24	compared	compare	VERB
bracis-28425	184	25	to	to	ADP
bracis-28425	184	26	the	the	DET
bracis-28425	184	27	other	other	ADJ
bracis-28425	184	28	evaluated	evaluate	VERB
bracis-28425	184	29	scenarios	scenario	NOUN
bracis-28425	184	30	,	,	PUNCT
bracis-28425	184	31	but	but	CCONJ
bracis-28425	184	32	mainly	mainly	ADV
bracis-28425	184	33	experiment	experiment	NOUN
bracis-28425	184	34	14	14	NUM
bracis-28425	184	35	.	.	PUNCT
bracis-28425	185	1	regarding	regard	VERB
bracis-28425	185	2	the	the	DET
bracis-28425	185	3	analysis	analysis	NOUN
bracis-28425	185	4	for	for	ADP
bracis-28425	185	5	the	the	DET
bracis-28425	185	6	learning	learning	NOUN
bracis-28425	185	7	rate	rate	NOUN
bracis-28425	185	8	,	,	PUNCT
bracis-28425	185	9	when	when	SCONJ
bracis-28425	185	10	its	its	PRON
bracis-28425	185	11	value	value	NOUN
bracis-28425	185	12	was	be	AUX
bracis-28425	185	13	increased	increase	VERB
bracis-28425	185	14	to	to	ADP
bracis-28425	185	15	0.01	0.01	NUM
bracis-28425	185	16	and	and	CCONJ
bracis-28425	185	17	0.005	0.005	NUM
bracis-28425	185	18	,	,	PUNCT
bracis-28425	185	19	we	we	PRON
bracis-28425	185	20	observed	observe	VERB
bracis-28425	185	21	more	more	ADJ
bracis-28425	185	22	signs	sign	NOUN
bracis-28425	185	23	of	of	ADP
bracis-28425	185	24	overfitting	overfitte	VERB
bracis-28425	185	25	without	without	ADP
bracis-28425	185	26	effective	effective	ADJ
bracis-28425	185	27	improvement	improvement	NOUN
bracis-28425	185	28	in	in	ADP
bracis-28425	185	29	the	the	DET
bracis-28425	185	30	achieved	achieve	VERB
bracis-28425	185	31	predictive	predictive	ADJ
bracis-28425	185	32	performance	performance	NOUN
bracis-28425	185	33	.	.	PUNCT
bracis-28425	186	1	conversely	conversely	ADV
bracis-28425	186	2	,	,	PUNCT
bracis-28425	186	3	decreasing	decrease	VERB
bracis-28425	186	4	the	the	DET
bracis-28425	186	5	learning	learning	NOUN
bracis-28425	186	6	rate	rate	NOUN
bracis-28425	186	7	to	to	ADP
bracis-28425	186	8	0.0001	0.0001	NUM
bracis-28425	186	9	had	have	VERB
bracis-28425	186	10	a	a	DET
bracis-28425	186	11	detrimental	detrimental	ADJ
bracis-28425	186	12	effect	effect	NOUN
bracis-28425	186	13	on	on	ADP
bracis-28425	186	14	the	the	DET
bracis-28425	186	15	predictive	predictive	ADJ
bracis-28425	186	16	model	model	NOUN
bracis-28425	186	17	’s	’s	PART
bracis-28425	186	18	performance	performance	NOUN
bracis-28425	186	19	,	,	PUNCT
bracis-28425	186	20	causing	cause	VERB
bracis-28425	186	21	underfitting	underfitting	NOUN
bracis-28425	186	22	of	of	ADP
bracis-28425	186	23	the	the	DET
bracis-28425	186	24	model	model	NOUN
bracis-28425	186	25	.	.	PUNCT
bracis-28425	187	1	in	in	ADP
bracis-28425	187	2	this	this	DET
bracis-28425	187	3	case	case	NOUN
bracis-28425	187	4	,	,	PUNCT
bracis-28425	187	5	the	the	DET
bracis-28425	187	6	learning	learn	VERB
bracis-28425	187	7	progress	progress	NOUN
bracis-28425	187	8	was	be	AUX
bracis-28425	187	9	very	very	ADV
bracis-28425	187	10	slow	slow	ADJ
bracis-28425	187	11	and	and	CCONJ
bracis-28425	187	12	the	the	DET
bracis-28425	187	13	model	model	NOUN
bracis-28425	187	14	failed	fail	VERB
bracis-28425	187	15	to	to	PART
bracis-28425	187	16	converge	converge	VERB
bracis-28425	187	17	adequately	adequately	ADV
bracis-28425	187	18	for	for	ADP
bracis-28425	187	19	the	the	DET
bracis-28425	187	20	fixed	fix	VERB
bracis-28425	187	21	number	number	NOUN
bracis-28425	187	22	of	of	ADP
bracis-28425	187	23	epochs	epoch	NOUN
bracis-28425	187	24	(	(	PUNCT
bracis-28425	187	25	100	100	NUM
bracis-28425	187	26	)	)	PUNCT
bracis-28425	187	27	.	.	PUNCT
bracis-28425	188	1	among	among	ADP
bracis-28425	188	2	all	all	DET
bracis-28425	188	3	the	the	DET
bracis-28425	188	4	evaluated	evaluated	ADJ
bracis-28425	188	5	scenarios	scenario	NOUN
bracis-28425	188	6	in	in	ADP
bracis-28425	188	7	the	the	DET
bracis-28425	188	8	set	set	NOUN
bracis-28425	188	9	of	of	ADP
bracis-28425	188	10	experiments	experiment	NOUN
bracis-28425	188	11	s1	s1	NOUN
bracis-28425	188	12	(	(	PUNCT
bracis-28425	188	13	table	table	NOUN
bracis-28425	188	14	 	 	SPACE
bracis-28425	188	15	2	2	NUM
bracis-28425	188	16	)	)	PUNCT
bracis-28425	188	17	,	,	PUNCT
bracis-28425	188	18	the	the	DET
bracis-28425	188	19	best	good	ADJ
bracis-28425	188	20	model	model	NOUN
bracis-28425	188	21	was	be	AUX
bracis-28425	188	22	the	the	DET
bracis-28425	188	23	one	one	NUM
bracis-28425	188	24	originated	originate	VERB
bracis-28425	188	25	from	from	ADP
bracis-28425	188	26	experiment	experiment	NOUN
bracis-28425	188	27	14	14	NUM
bracis-28425	188	28	and	and	CCONJ
bracis-28425	188	29	it	it	PRON
bracis-28425	188	30	will	will	AUX
bracis-28425	188	31	be	be	AUX
bracis-28425	188	32	further	far	ADV
bracis-28425	188	33	employed	employ	VERB
bracis-28425	188	34	in	in	ADP
bracis-28425	188	35	the	the	DET
bracis-28425	188	36	experiment	experiment	NOUN
bracis-28425	188	37	set	set	VERB
bracis-28425	188	38	s2	s2	PROPN
bracis-28425	188	39	.	.	PUNCT
bracis-28425	189	1	figure	figure	NOUN
bracis-28425	189	2	 	 	SPACE
bracis-28425	189	3	7	7	NUM
bracis-28425	189	4	shows	show	VERB
bracis-28425	189	5	the	the	DET
bracis-28425	189	6	roc	roc	PROPN
bracis-28425	189	7	curves	curve	NOUN
bracis-28425	189	8	and	and	CCONJ
bracis-28425	189	9	corresponding	correspond	VERB
bracis-28425	189	10	roc	roc	PROPN
bracis-28425	189	11	auc	auc	NOUN
bracis-28425	189	12	values	value	NOUN
bracis-28425	189	13	for	for	ADP
bracis-28425	189	14	the	the	DET
bracis-28425	189	15	test	test	NOUN
bracis-28425	189	16	data	datum	NOUN
bracis-28425	189	17	considering	consider	VERB
bracis-28425	189	18	the	the	DET
bracis-28425	189	19	10	10	NUM
bracis-28425	189	20	runs	run	NOUN
bracis-28425	189	21	of	of	ADP
bracis-28425	189	22	the	the	DET
bracis-28425	189	23	3	3	NUM
bracis-28425	189	24	-	-	PUNCT
bracis-28425	189	25	way	way	NOUN
bracis-28425	189	26	holdout	holdout	NOUN
bracis-28425	189	27	.	.	PUNCT
bracis-28425	190	1	the	the	DET
bracis-28425	190	2	model	model	NOUN
bracis-28425	190	3	’s	’s	PART
bracis-28425	190	4	performance	performance	NOUN
bracis-28425	190	5	appears	appear	VERB
bracis-28425	190	6	to	to	PART
bracis-28425	190	7	be	be	AUX
bracis-28425	190	8	quite	quite	ADV
bracis-28425	190	9	stable	stable	ADJ
bracis-28425	190	10	,	,	PUNCT
bracis-28425	190	11	with	with	ADP
bracis-28425	190	12	roc	roc	PROPN
bracis-28425	190	13	auc	auc	NOUN
bracis-28425	190	14	values	value	NOUN
bracis-28425	190	15	ranging	range	VERB
bracis-28425	190	16	from	from	ADP
bracis-28425	190	17	86	86	NUM
bracis-28425	190	18	%	%	NOUN
bracis-28425	190	19	to	to	PART
bracis-28425	190	20	88	88	NUM
bracis-28425	190	21	%	%	NOUN
bracis-28425	190	22	.	.	PUNCT
bracis-28425	191	1	additionally	additionally	ADV
bracis-28425	191	2	,	,	PUNCT
bracis-28425	191	3	the	the	DET
bracis-28425	191	4	curve	curve	NOUN
bracis-28425	191	5	demonstrates	demonstrate	VERB
bracis-28425	191	6	a	a	DET
bracis-28425	191	7	suitable	suitable	ADJ
bracis-28425	191	8	growth	growth	NOUN
bracis-28425	191	9	,	,	PUNCT
bracis-28425	191	10	with	with	ADP
bracis-28425	191	11	a	a	DET
bracis-28425	191	12	steeper	steep	ADJ
bracis-28425	191	13	increase	increase	NOUN
bracis-28425	191	14	in	in	ADP
bracis-28425	191	15	tpr	tpr	PROPN
bracis-28425	191	16	(	(	PUNCT
bracis-28425	191	17	y	y	NOUN
bracis-28425	191	18	-	-	PUNCT
bracis-28425	191	19	axis	axis	NOUN
bracis-28425	191	20	)	)	PUNCT
bracis-28425	191	21	compared	compare	VERB
bracis-28425	191	22	to	to	ADP
bracis-28425	191	23	fpr	fpr	PRON
bracis-28425	191	24	(	(	PUNCT
bracis-28425	191	25	x	x	NOUN
bracis-28425	191	26	-	-	NOUN
bracis-28425	191	27	axis	axis	ADJ
bracis-28425	191	28	)	)	PUNCT
bracis-28425	191	29	.	.	PUNCT
bracis-28425	192	1	for	for	ADP
bracis-28425	192	2	example	example	NOUN
bracis-28425	192	3	,	,	PUNCT
bracis-28425	192	4	a	a	DET
bracis-28425	192	5	tpr	tpr	NOUN
bracis-28425	192	6	of	of	ADP
bracis-28425	192	7	80	80	NUM
bracis-28425	192	8	%	%	NOUN
bracis-28425	192	9	yields	yield	NOUN
bracis-28425	192	10	an	an	DET
bracis-28425	192	11	fpr	fpr	NOUN
bracis-28425	192	12	close	close	ADV
bracis-28425	192	13	to	to	PART
bracis-28425	192	14	20	20	NUM
bracis-28425	192	15	%	%	NOUN
bracis-28425	192	16	.	.	PUNCT
bracis-28425	193	1	5.2	5.2	NUM
bracis-28425	193	2	s2	s2	NOUN
bracis-28425	193	3	:	:	PUNCT
bracis-28425	193	4	comparison	comparison	NOUN
bracis-28425	193	5	of	of	ADP
bracis-28425	193	6	 	 	SPACE
bracis-28425	193	7	hinsage	hinsage	NOUN
bracis-28425	193	8	model	model	NOUN
bracis-28425	193	9	with	with	ADP
bracis-28425	193	10	 	 	SPACE
bracis-28425	193	11	related	relate	VERB
bracis-28425	193	12	works	work	VERB
bracis-28425	193	13	the	the	DET
bracis-28425	193	14	related	relate	VERB
bracis-28425	193	15	works	work	NOUN
bracis-28425	193	16	for	for	ADP
bracis-28425	193	17	which	which	PRON
bracis-28425	193	18	a	a	DET
bracis-28425	193	19	direct	direct	ADJ
bracis-28425	193	20	comparison	comparison	NOUN
bracis-28425	193	21	was	be	AUX
bracis-28425	193	22	possible	possible	ADJ
bracis-28425	193	23	with	with	ADP
bracis-28425	193	24	our	our	PRON
bracis-28425	193	25	test	test	NOUN
bracis-28425	193	26	data	datum	NOUN
bracis-28425	193	27	were	be	AUX
bracis-28425	193	28	miraw	miraw	NOUN
bracis-28425	193	29	 	 	SPACE
bracis-28425	194	1	[	[	X
bracis-28425	194	2	12	12	NUM
bracis-28425	194	3	]	]	PUNCT
bracis-28425	194	4	,	,	PUNCT
bracis-28425	194	5	targetscan	targetscan	NOUN
bracis-28425	194	6	 	 	SPACE
bracis-28425	195	1	[	[	X
bracis-28425	195	2	9	9	NUM
bracis-28425	195	3	]	]	PUNCT
bracis-28425	195	4	,	,	PUNCT
bracis-28425	195	5	and	and	CCONJ
bracis-28425	195	6	pita	pita	NOUN
bracis-28425	195	7	 	 	SPACE
bracis-28425	196	1	[	[	X
bracis-28425	196	2	7	7	NUM
bracis-28425	196	3	]	]	PUNCT
bracis-28425	196	4	.	.	PUNCT
bracis-28425	197	1	we	we	PRON
bracis-28425	197	2	also	also	ADV
bracis-28425	197	3	used	use	VERB
bracis-28425	197	4	computationally	computationally	ADV
bracis-28425	197	5	predicted	predict	VERB
bracis-28425	197	6	interactions	interaction	NOUN
bracis-28425	197	7	from	from	ADP
bracis-28425	197	8	tarbase	tarbase	ADJ
bracis-28425	197	9	v8	v8	PROPN
bracis-28425	197	10	 	 	SPACE
bracis-28425	198	1	[	[	X
bracis-28425	198	2	6	6	NUM
bracis-28425	198	3	]	]	PUNCT
bracis-28425	198	4	and	and	CCONJ
bracis-28425	198	5	mirdip	mirdip	VERB
bracis-28425	198	6	 	 	SPACE
bracis-28425	199	1	[	[	X
bracis-28425	199	2	14	14	NUM
bracis-28425	199	3	]	]	PUNCT
bracis-28425	199	4	.	.	PUNCT
bracis-28425	200	1	to	to	PART
bracis-28425	200	2	conduct	conduct	VERB
bracis-28425	200	3	the	the	DET
bracis-28425	200	4	comparison	comparison	NOUN
bracis-28425	200	5	,	,	PUNCT
bracis-28425	200	6	we	we	PRON
bracis-28425	200	7	intersected	intersect	VERB
bracis-28425	200	8	our	our	PRON
bracis-28425	200	9	test	test	NOUN
bracis-28425	200	10	data	datum	NOUN
bracis-28425	200	11	with	with	ADP
bracis-28425	200	12	the	the	DET
bracis-28425	200	13	pre	pre	ADJ
bracis-28425	200	14	-	-	ADJ
bracis-28425	200	15	computed	computed	ADJ
bracis-28425	200	16	target	target	NOUN
bracis-28425	200	17	prediction	prediction	NOUN
bracis-28425	200	18	results	result	NOUN
bracis-28425	200	19	provided	provide	VERB
bracis-28425	200	20	by	by	ADP
bracis-28425	200	21	each	each	DET
bracis-28425	200	22	tool	tool	NOUN
bracis-28425	200	23	or	or	CCONJ
bracis-28425	200	24	method	method	NOUN
bracis-28425	200	25	.	.	PUNCT
bracis-28425	201	1	the	the	DET
bracis-28425	201	2	prediction	prediction	NOUN
bracis-28425	201	3	datasets	dataset	NOUN
bracis-28425	201	4	were	be	AUX
bracis-28425	201	5	obtained	obtain	VERB
bracis-28425	201	6	from	from	ADP
bracis-28425	201	7	the	the	DET
bracis-28425	201	8	official	official	ADJ
bracis-28425	201	9	platforms	platform	NOUN
bracis-28425	201	10	of	of	ADP
bracis-28425	201	11	the	the	DET
bracis-28425	201	12	respective	respective	ADJ
bracis-28425	201	13	works	work	NOUN
bracis-28425	201	14	(	(	PUNCT
bracis-28425	201	15	accessed	access	VERB
bracis-28425	201	16	on	on	ADP
bracis-28425	201	17	january	january	PROPN
bracis-28425	201	18	10	10	NUM
bracis-28425	201	19	,	,	PUNCT
bracis-28425	201	20	2023	2023	NUM
bracis-28425	201	21	)	)	PUNCT
bracis-28425	201	22	.	.	PUNCT
bracis-28425	202	1	some	some	DET
bracis-28425	202	2	preprocessing	preprocessing	NOUN
bracis-28425	202	3	steps	step	NOUN
bracis-28425	202	4	were	be	AUX
bracis-28425	202	5	required	require	VERB
bracis-28425	202	6	in	in	ADP
bracis-28425	202	7	some	some	DET
bracis-28425	202	8	cases	case	NOUN
bracis-28425	202	9	.	.	PUNCT
bracis-28425	203	1	for	for	ADP
bracis-28425	203	2	targetscan	targetscan	NOUN
bracis-28425	203	3	,	,	PUNCT
bracis-28425	203	4	predictions	prediction	NOUN
bracis-28425	203	5	are	be	AUX
bracis-28425	203	6	associated	associate	VERB
bracis-28425	203	7	to	to	ADP
bracis-28425	203	8	a	a	DET
bracis-28425	203	9	context++	context++	NOUN
bracis-28425	203	10	score	score	NOUN
bracis-28425	203	11	and	and	CCONJ
bracis-28425	203	12	targets	target	NOUN
bracis-28425	203	13	with	with	ADP
bracis-28425	203	14	lower	low	ADJ
bracis-28425	203	15	context++	context++	NOUN
bracis-28425	203	16	scores	score	NOUN
bracis-28425	203	17	are	be	AUX
bracis-28425	203	18	considered	consider	VERB
bracis-28425	203	19	more	more	ADJ
bracis-28425	203	20	representative	representative	NOUN
bracis-28425	203	21	.	.	PUNCT
bracis-28425	204	1	however	however	ADV
bracis-28425	204	2	,	,	PUNCT
bracis-28425	204	3	there	there	PRON
bracis-28425	204	4	is	be	VERB
bracis-28425	204	5	no	no	DET
bracis-28425	204	6	clearly	clearly	ADV
bracis-28425	204	7	defined	define	VERB
bracis-28425	204	8	cutoff	cutoff	NOUN
bracis-28425	204	9	point	point	NOUN
bracis-28425	204	10	to	to	PART
bracis-28425	204	11	determine	determine	VERB
bracis-28425	204	12	whether	whether	SCONJ
bracis-28425	204	13	a	a	DET
bracis-28425	204	14	given	give	VERB
bracis-28425	204	15	mirna	mirna	PROPN
bracis-28425	204	16	-	-	PUNCT
bracis-28425	204	17	mrna	mrna	PROPN
bracis-28425	204	18	interaction	interaction	NOUN
bracis-28425	204	19	should	should	AUX
bracis-28425	204	20	be	be	AUX
bracis-28425	204	21	classified	classify	VERB
bracis-28425	204	22	as	as	ADP
bracis-28425	204	23	positive	positive	ADJ
bracis-28425	204	24	or	or	CCONJ
bracis-28425	204	25	negative	negative	ADJ
bracis-28425	204	26	.	.	PUNCT
bracis-28425	205	1	therefore	therefore	ADV
bracis-28425	205	2	,	,	PUNCT
bracis-28425	205	3	we	we	PRON
bracis-28425	205	4	decided	decide	VERB
bracis-28425	205	5	to	to	PART
bracis-28425	205	6	apply	apply	VERB
bracis-28425	205	7	three	three	NUM
bracis-28425	205	8	distinct	distinct	ADJ
bracis-28425	205	9	thresholds	threshold	NOUN
bracis-28425	205	10	:	:	PUNCT
bracis-28425	205	11	–	–	PUNCT
bracis-28425	205	12	0.5	0.5	NUM
bracis-28425	205	13	,	,	PUNCT
bracis-28425	205	14	–	–	PUNCT
bracis-28425	205	15	0.3	0.3	NUM
bracis-28425	205	16	,	,	PUNCT
bracis-28425	205	17	and	and	CCONJ
bracis-28425	205	18	–	–	PUNCT
bracis-28425	205	19	0.2	0.2	NUM
bracis-28425	205	20	.	.	PUNCT
bracis-28425	206	1	interactions	interaction	NOUN
bracis-28425	206	2	with	with	ADP
bracis-28425	206	3	context++	context++	PROPN
bracis-28425	206	4	scores	score	NOUN
bracis-28425	206	5	lower	low	ADJ
bracis-28425	206	6	than	than	SCONJ
bracis-28425	206	7	the	the	DET
bracis-28425	206	8	applied	apply	VERB
bracis-28425	206	9	threshold	threshold	NOUN
bracis-28425	206	10	were	be	AUX
bracis-28425	206	11	classified	classify	VERB
bracis-28425	206	12	as	as	ADP
bracis-28425	206	13	positive	positive	ADJ
bracis-28425	206	14	.	.	PUNCT
bracis-28425	207	1	for	for	ADP
bracis-28425	207	2	tarbase	tarbase	ADJ
bracis-28425	207	3	,	,	PUNCT
bracis-28425	207	4	we	we	PRON
bracis-28425	207	5	only	only	ADV
bracis-28425	207	6	used	use	VERB
bracis-28425	207	7	interactions	interaction	NOUN
bracis-28425	207	8	related	relate	VERB
bracis-28425	207	9	to	to	ADP
bracis-28425	207	10	humans	human	NOUN
bracis-28425	207	11	and	and	CCONJ
bracis-28425	207	12	classified	classify	VERB
bracis-28425	207	13	as	as	ADP
bracis-28425	207	14	‘	'	PUNCT
bracis-28425	207	15	positive	positive	ADJ
bracis-28425	207	16	’	'	PUNCT
bracis-28425	207	17	by	by	ADP
bracis-28425	207	18	the	the	DET
bracis-28425	207	19	tool	tool	NOUN
bracis-28425	207	20	,	,	PUNCT
bracis-28425	207	21	indicating	indicate	VERB
bracis-28425	207	22	that	that	SCONJ
bracis-28425	207	23	they	they	PRON
bracis-28425	207	24	represent	represent	VERB
bracis-28425	207	25	functional	functional	ADJ
bracis-28425	207	26	mirna	mirna	PROPN
bracis-28425	207	27	-	-	PUNCT
bracis-28425	207	28	mrna	mrna	NOUN
bracis-28425	207	29	interactions	interaction	NOUN
bracis-28425	207	30	.	.	PUNCT
bracis-28425	208	1	for	for	ADP
bracis-28425	208	2	mirdip	mirdip	NOUN
bracis-28425	208	3	,	,	PUNCT
bracis-28425	208	4	each	each	DET
bracis-28425	208	5	interaction	interaction	NOUN
bracis-28425	208	6	has	have	VERB
bracis-28425	208	7	a	a	DET
bracis-28425	208	8	score	score	NOUN
bracis-28425	208	9	assigned	assign	VERB
bracis-28425	208	10	and	and	CCONJ
bracis-28425	208	11	described	describe	VERB
bracis-28425	208	12	as	as	ADP
bracis-28425	208	13	:	:	PUNCT
bracis-28425	208	14	very	very	ADV
bracis-28425	208	15	high	high	ADJ
bracis-28425	208	16	,	,	PUNCT
bracis-28425	208	17	high	high	ADJ
bracis-28425	208	18	,	,	PUNCT
bracis-28425	208	19	medium	medium	ADJ
bracis-28425	208	20	,	,	PUNCT
bracis-28425	208	21	and	and	CCONJ
bracis-28425	208	22	low	low	ADJ
bracis-28425	208	23	.	.	PUNCT
bracis-28425	209	1	very	very	ADV
bracis-28425	209	2	high	high	ADJ
bracis-28425	209	3	indicates	indicate	VERB
bracis-28425	209	4	a	a	DET
bracis-28425	209	5	high	high	ADJ
bracis-28425	209	6	probability	probability	NOUN
bracis-28425	209	7	of	of	ADP
bracis-28425	209	8	the	the	DET
bracis-28425	209	9	mirna	mirna	PROPN
bracis-28425	209	10	-	-	PUNCT
bracis-28425	209	11	mrna	mrna	PROPN
bracis-28425	209	12	interaction	interaction	NOUN
bracis-28425	209	13	,	,	PUNCT
bracis-28425	209	14	while	while	SCONJ
bracis-28425	209	15	the	the	DET
bracis-28425	209	16	probability	probability	NOUN
bracis-28425	209	17	decreases	decrease	VERB
bracis-28425	209	18	towards	towards	ADP
bracis-28425	209	19	the	the	DET
bracis-28425	209	20	low	low	ADJ
bracis-28425	209	21	designation	designation	NOUN
bracis-28425	209	22	.	.	PUNCT
bracis-28425	210	1	due	due	ADP
bracis-28425	210	2	to	to	ADP
bracis-28425	210	3	the	the	DET
bracis-28425	210	4	large	large	ADJ
bracis-28425	210	5	volume	volume	NOUN
bracis-28425	210	6	of	of	ADP
bracis-28425	210	7	data	datum	NOUN
bracis-28425	210	8	,	,	PUNCT
bracis-28425	210	9	we	we	PRON
bracis-28425	210	10	obtained	obtain	VERB
bracis-28425	210	11	only	only	ADV
bracis-28425	210	12	the	the	DET
bracis-28425	210	13	dataset	dataset	NOUN
bracis-28425	210	14	with	with	ADP
bracis-28425	210	15	a	a	DET
bracis-28425	210	16	score	score	NOUN
bracis-28425	210	17	value	value	NOUN
bracis-28425	210	18	described	describe	VERB
bracis-28425	210	19	as	as	ADP
bracis-28425	210	20	very	very	ADV
bracis-28425	210	21	high	high	ADJ
bracis-28425	210	22	,	,	PUNCT
bracis-28425	210	23	inferring	infer	VERB
bracis-28425	210	24	all	all	DET
bracis-28425	210	25	resulting	result	VERB
bracis-28425	210	26	interactions	interaction	NOUN
bracis-28425	210	27	as	as	ADP
bracis-28425	210	28	positives	positive	NOUN
bracis-28425	210	29	.	.	PUNCT
bracis-28425	211	1	the	the	DET
bracis-28425	211	2	results	result	NOUN
bracis-28425	211	3	for	for	ADP
bracis-28425	211	4	this	this	DET
bracis-28425	211	5	analysis	analysis	NOUN
bracis-28425	211	6	are	be	AUX
bracis-28425	211	7	shown	show	VERB
bracis-28425	211	8	in	in	ADP
bracis-28425	211	9	table	table	NOUN
bracis-28425	211	10	 	 	SPACE
bracis-28425	211	11	3	3	NUM
bracis-28425	211	12	.	.	PUNCT
bracis-28425	212	1	for	for	ADP
bracis-28425	212	2	all	all	DET
bracis-28425	212	3	the	the	DET
bracis-28425	212	4	related	related	ADJ
bracis-28425	212	5	works	work	NOUN
bracis-28425	212	6	with	with	ADP
bracis-28425	212	7	which	which	PRON
bracis-28425	212	8	a	a	DET
bracis-28425	212	9	direct	direct	ADJ
bracis-28425	212	10	comparison	comparison	NOUN
bracis-28425	212	11	was	be	AUX
bracis-28425	212	12	possible	possible	ADJ
bracis-28425	212	13	for	for	ADP
bracis-28425	212	14	the	the	DET
bracis-28425	212	15	test	test	NOUN
bracis-28425	212	16	instances	instance	NOUN
bracis-28425	212	17	,	,	PUNCT
bracis-28425	212	18	our	our	PRON
bracis-28425	212	19	proposed	propose	VERB
bracis-28425	212	20	model	model	NOUN
bracis-28425	212	21	based	base	VERB
bracis-28425	212	22	on	on	ADP
bracis-28425	212	23	the	the	DET
bracis-28425	212	24	hinsage	hinsage	NOUN
bracis-28425	212	25	algorithm	algorithm	NOUN
bracis-28425	212	26	achieved	achieve	VERB
bracis-28425	212	27	results	result	NOUN
bracis-28425	212	28	that	that	PRON
bracis-28425	212	29	are	be	AUX
bracis-28425	212	30	very	very	ADV
bracis-28425	212	31	close	close	ADJ
bracis-28425	212	32	to	to	ADP
bracis-28425	212	33	or	or	CCONJ
bracis-28425	212	34	outperform	outperform	VERB
bracis-28425	212	35	other	other	ADJ
bracis-28425	212	36	approaches	approach	NOUN
bracis-28425	212	37	.	.	PUNCT
bracis-28425	213	1	excluding	exclude	VERB
bracis-28425	213	2	tarbase	tarbase	NOUN
bracis-28425	213	3	and	and	CCONJ
bracis-28425	213	4	mirdip	mirdip	PROPN
bracis-28425	213	5	,	,	PUNCT
bracis-28425	213	6	which	which	PRON
bracis-28425	213	7	are	be	AUX
bracis-28425	213	8	databases	database	NOUN
bracis-28425	213	9	rather	rather	ADV
bracis-28425	213	10	than	than	ADP
bracis-28425	213	11	ml	ml	NOUN
bracis-28425	213	12	-	-	PUNCT
bracis-28425	213	13	based	base	VERB
bracis-28425	213	14	prediction	prediction	NOUN
bracis-28425	213	15	methods	method	NOUN
bracis-28425	213	16	,	,	PUNCT
bracis-28425	213	17	our	our	PRON
bracis-28425	213	18	work	work	NOUN
bracis-28425	213	19	presents	present	VERB
bracis-28425	213	20	highly	highly	ADV
bracis-28425	213	21	promising	promising	ADJ
bracis-28425	213	22	results	result	NOUN
bracis-28425	213	23	.	.	PUNCT
bracis-28425	214	1	in	in	ADP
bracis-28425	214	2	almost	almost	ADV
bracis-28425	214	3	all	all	DET
bracis-28425	214	4	the	the	DET
bracis-28425	214	5	performed	perform	VERB
bracis-28425	214	6	comparisons	comparison	NOUN
bracis-28425	214	7	,	,	PUNCT
bracis-28425	214	8	our	our	PRON
bracis-28425	214	9	model	model	NOUN
bracis-28425	214	10	achieved	achieve	VERB
bracis-28425	214	11	an	an	DET
bracis-28425	214	12	f1	f1	NOUN
bracis-28425	214	13	-	-	PUNCT
bracis-28425	214	14	score	score	NOUN
bracis-28425	214	15	above	above	ADP
bracis-28425	214	16	90	90	NUM
bracis-28425	214	17	%	%	NOUN
bracis-28425	214	18	,	,	PUNCT
bracis-28425	214	19	indicating	indicate	VERB
bracis-28425	214	20	that	that	SCONJ
bracis-28425	214	21	the	the	DET
bracis-28425	214	22	model	model	NOUN
bracis-28425	214	23	developed	develop	VERB
bracis-28425	214	24	in	in	ADP
bracis-28425	214	25	this	this	DET
bracis-28425	214	26	work	work	NOUN
bracis-28425	214	27	can	can	AUX
bracis-28425	214	28	predict	predict	VERB
bracis-28425	214	29	positive	positive	ADJ
bracis-28425	214	30	and	and	CCONJ
bracis-28425	214	31	negative	negative	ADJ
bracis-28425	214	32	interactions	interaction	NOUN
bracis-28425	214	33	with	with	ADP
bracis-28425	214	34	a	a	DET
bracis-28425	214	35	high	high	ADJ
bracis-28425	214	36	degree	degree	NOUN
bracis-28425	214	37	of	of	ADP
bracis-28425	214	38	confidence	confidence	NOUN
bracis-28425	214	39	.	.	PUNCT
bracis-28425	215	1	however	however	ADV
bracis-28425	215	2	,	,	PUNCT
bracis-28425	215	3	it	it	PRON
bracis-28425	215	4	should	should	AUX
bracis-28425	215	5	be	be	AUX
bracis-28425	215	6	noted	note	VERB
bracis-28425	215	7	that	that	SCONJ
bracis-28425	215	8	none	none	NOUN
bracis-28425	215	9	of	of	ADP
bracis-28425	215	10	the	the	DET
bracis-28425	215	11	related	relate	VERB
bracis-28425	215	12	works	work	NOUN
bracis-28425	215	13	focus	focus	VERB
bracis-28425	215	14	on	on	ADP
bracis-28425	215	15	identifying	identify	VERB
bracis-28425	215	16	mirna	mirna	PROPN
bracis-28425	215	17	-	-	PUNCT
bracis-28425	215	18	mrna	mrna	PROPN
bracis-28425	215	19	interactions	interaction	NOUN
bracis-28425	215	20	associated	associate	VERB
bracis-28425	215	21	with	with	ADP
bracis-28425	215	22	cancer	cancer	NOUN
bracis-28425	215	23	.	.	PUNCT
bracis-28425	216	1	this	this	DET
bracis-28425	216	2	limitation	limitation	NOUN
bracis-28425	216	3	exists	exist	VERB
bracis-28425	216	4	in	in	ADP
bracis-28425	216	5	comparing	compare	VERB
bracis-28425	216	6	our	our	PRON
bracis-28425	216	7	results	result	NOUN
bracis-28425	216	8	with	with	ADP
bracis-28425	216	9	the	the	DET
bracis-28425	216	10	literature	literature	NOUN
bracis-28425	216	11	,	,	PUNCT
bracis-28425	216	12	given	give	VERB
bracis-28425	216	13	the	the	DET
bracis-28425	216	14	difficulty	difficulty	NOUN
bracis-28425	216	15	of	of	ADP
bracis-28425	216	16	finding	find	VERB
bracis-28425	216	17	representative	representative	ADJ
bracis-28425	216	18	datasets	dataset	NOUN
bracis-28425	216	19	for	for	ADP
bracis-28425	216	20	this	this	DET
bracis-28425	216	21	context	context	NOUN
bracis-28425	216	22	.	.	PUNCT
bracis-28425	217	1	other	other	ADJ
bracis-28425	217	2	critical	critical	ADJ
bracis-28425	217	3	challenges	challenge	NOUN
bracis-28425	217	4	faced	face	VERB
bracis-28425	217	5	for	for	ADP
bracis-28425	217	6	this	this	DET
bracis-28425	217	7	comparison	comparison	NOUN
bracis-28425	217	8	were	be	AUX
bracis-28425	217	9	(	(	PUNCT
bracis-28425	217	10	i	i	NOUN
bracis-28425	217	11	)	)	PUNCT
bracis-28425	217	12	the	the	DET
bracis-28425	217	13	wide	wide	ADJ
bracis-28425	217	14	variety	variety	NOUN
bracis-28425	217	15	of	of	ADP
bracis-28425	217	16	predictive	predictive	ADJ
bracis-28425	217	17	features	feature	NOUN
bracis-28425	217	18	used	use	VERB
bracis-28425	217	19	by	by	ADP
bracis-28425	217	20	previous	previous	ADJ
bracis-28425	217	21	works	work	NOUN
bracis-28425	217	22	based	base	VERB
bracis-28425	217	23	on	on	ADP
bracis-28425	217	24	ml	ml	NOUN
bracis-28425	217	25	,	,	PUNCT
bracis-28425	217	26	turning	turn	VERB
bracis-28425	217	27	the	the	DET
bracis-28425	217	28	creation	creation	NOUN
bracis-28425	217	29	of	of	ADP
bracis-28425	217	30	the	the	DET
bracis-28425	217	31	training	training	NOUN
bracis-28425	217	32	dataset	dataset	VERB
bracis-28425	217	33	a	a	DET
bracis-28425	217	34	slow	slow	ADJ
bracis-28425	217	35	and	and	CCONJ
bracis-28425	217	36	arduous	arduous	ADJ
bracis-28425	217	37	process	process	NOUN
bracis-28425	217	38	and	and	CCONJ
bracis-28425	217	39	(	(	PUNCT
bracis-28425	217	40	ii	ii	NOUN
bracis-28425	217	41	)	)	PUNCT
bracis-28425	217	42	the	the	DET
bracis-28425	217	43	difficulty	difficulty	NOUN
bracis-28425	217	44	in	in	ADP
bracis-28425	217	45	running	run	VERB
bracis-28425	217	46	methods	method	NOUN
bracis-28425	217	47	that	that	PRON
bracis-28425	217	48	are	be	AUX
bracis-28425	217	49	not	not	PART
bracis-28425	217	50	made	make	VERB
bracis-28425	217	51	available	available	ADJ
bracis-28425	217	52	through	through	ADP
bracis-28425	217	53	online	online	ADJ
bracis-28425	217	54	tools	tool	NOUN
bracis-28425	217	55	,	,	PUNCT
bracis-28425	217	56	requiring	require	VERB
bracis-28425	217	57	local	local	ADJ
bracis-28425	217	58	installation	installation	NOUN
bracis-28425	217	59	of	of	ADP
bracis-28425	217	60	the	the	DET
bracis-28425	217	61	application	application	NOUN
bracis-28425	217	62	and	and	CCONJ
bracis-28425	217	63	its	its	PRON
bracis-28425	217	64	dependencies	dependency	NOUN
bracis-28425	217	65	.	.	PUNCT
bracis-28425	218	1	table	table	NOUN
bracis-28425	218	2	3	3	NUM
bracis-28425	218	3	.	.	PUNCT
bracis-28425	219	1	performance	performance	NOUN
bracis-28425	219	2	comparison	comparison	NOUN
bracis-28425	219	3	with	with	ADP
bracis-28425	219	4	related	relate	VERB
bracis-28425	219	5	worksfull	worksfull	ADJ
bracis-28425	219	6	size	size	NOUN
bracis-28425	219	7	table	table	NOUN
bracis-28425	219	8	6	6	NUM
bracis-28425	219	9	conclusion	conclusion	NOUN
bracis-28425	219	10	the	the	DET
bracis-28425	219	11	premise	premise	NOUN
bracis-28425	219	12	that	that	PRON
bracis-28425	219	13	guided	guide	VERB
bracis-28425	219	14	the	the	DET
bracis-28425	219	15	present	present	ADJ
bracis-28425	219	16	work	work	NOUN
bracis-28425	219	17	is	be	AUX
bracis-28425	219	18	that	that	SCONJ
bracis-28425	219	19	the	the	DET
bracis-28425	219	20	development	development	NOUN
bracis-28425	219	21	of	of	ADP
bracis-28425	219	22	a	a	DET
bracis-28425	219	23	computational	computational	ADJ
bracis-28425	219	24	strategy	strategy	NOUN
bracis-28425	219	25	based	base	VERB
bracis-28425	219	26	on	on	ADP
bracis-28425	219	27	methods	method	NOUN
bracis-28425	219	28	capable	capable	ADJ
bracis-28425	219	29	of	of	ADP
bracis-28425	219	30	learning	learn	VERB
bracis-28425	219	31	mirna	mirna	PROPN
bracis-28425	219	32	regulation	regulation	NOUN
bracis-28425	219	33	patterns	pattern	NOUN
bracis-28425	219	34	from	from	ADP
bracis-28425	219	35	the	the	DET
bracis-28425	219	36	analysis	analysis	NOUN
bracis-28425	219	37	of	of	ADP
bracis-28425	219	38	heterogeneous	heterogeneous	ADJ
bracis-28425	219	39	interaction	interaction	NOUN
bracis-28425	219	40	networks	network	NOUN
bracis-28425	219	41	(	(	PUNCT
bracis-28425	219	42	i.e.	i.e.	X
bracis-28425	219	43	,	,	PUNCT
bracis-28425	219	44	hinsage	hinsage	NOUN
bracis-28425	219	45	)	)	PUNCT
bracis-28425	219	46	could	could	AUX
bracis-28425	219	47	provide	provide	VERB
bracis-28425	219	48	more	more	ADV
bracis-28425	219	49	robust	robust	ADJ
bracis-28425	219	50	predictions	prediction	NOUN
bracis-28425	219	51	to	to	PART
bracis-28425	219	52	noise	noise	VERB
bracis-28425	219	53	and	and	CCONJ
bracis-28425	219	54	deficiencies	deficiency	NOUN
bracis-28425	219	55	in	in	ADP
bracis-28425	219	56	training	training	NOUN
bracis-28425	219	57	data	datum	NOUN
bracis-28425	219	58	,	,	PUNCT
bracis-28425	219	59	as	as	ADV
bracis-28425	219	60	well	well	ADV
bracis-28425	219	61	as	as	ADP
bracis-28425	219	62	better	well	ADJ
bracis-28425	219	63	capture	capture	VERB
bracis-28425	219	64	the	the	DET
bracis-28425	219	65	complexity	complexity	NOUN
bracis-28425	219	66	involved	involve	VERB
bracis-28425	219	67	in	in	ADP
bracis-28425	219	68	mirna	mirna	PROPN
bracis-28425	219	69	function	function	NOUN
bracis-28425	219	70	.	.	PUNCT
bracis-28425	220	1	the	the	DET
bracis-28425	220	2	use	use	NOUN
bracis-28425	220	3	of	of	ADP
bracis-28425	220	4	graph	graph	NOUN
bracis-28425	220	5	-	-	PUNCT
bracis-28425	220	6	based	base	VERB
bracis-28425	220	7	dl	dl	PROPN
bracis-28425	220	8	algorithms	algorithm	NOUN
bracis-28425	220	9	not	not	PART
bracis-28425	220	10	only	only	ADV
bracis-28425	220	11	introduces	introduce	VERB
bracis-28425	220	12	the	the	DET
bracis-28425	220	13	advantage	advantage	NOUN
bracis-28425	220	14	of	of	ADP
bracis-28425	220	15	exploring	explore	VERB
bracis-28425	220	16	the	the	DET
bracis-28425	220	17	graph	graph	NOUN
bracis-28425	220	18	structure	structure	NOUN
bracis-28425	220	19	in	in	ADP
bracis-28425	220	20	a	a	DET
bracis-28425	220	21	much	much	ADV
bracis-28425	220	22	more	more	ADV
bracis-28425	220	23	comprehensive	comprehensive	ADJ
bracis-28425	220	24	and	and	CCONJ
bracis-28425	220	25	robust	robust	ADJ
bracis-28425	220	26	way	way	NOUN
bracis-28425	220	27	to	to	PART
bracis-28425	220	28	discover	discover	VERB
bracis-28425	220	29	patterns	pattern	NOUN
bracis-28425	220	30	in	in	ADP
bracis-28425	220	31	mirna	mirna	PROPN
bracis-28425	220	32	-	-	PUNCT
bracis-28425	220	33	mrna	mrna	NOUN
bracis-28425	220	34	interactions	interaction	NOUN
bracis-28425	220	35	,	,	PUNCT
bracis-28425	220	36	but	but	CCONJ
bracis-28425	220	37	also	also	ADV
bracis-28425	220	38	enables	enable	VERB
bracis-28425	220	39	efficient	efficient	ADJ
bracis-28425	220	40	handling	handling	NOUN
bracis-28425	220	41	of	of	ADP
bracis-28425	220	42	the	the	DET
bracis-28425	220	43	data	datum	NOUN
bracis-28425	220	44	imbalance	imbalance	NOUN
bracis-28425	220	45	problem	problem	NOUN
bracis-28425	220	46	prevalent	prevalent	ADJ
bracis-28425	220	47	in	in	ADP
bracis-28425	220	48	this	this	DET
bracis-28425	220	49	domain	domain	NOUN
bracis-28425	220	50	.	.	PUNCT
bracis-28425	221	1	our	our	PRON
bracis-28425	221	2	experiments	experiment	NOUN
bracis-28425	221	3	suggest	suggest	VERB
bracis-28425	221	4	that	that	SCONJ
bracis-28425	221	5	our	our	PRON
bracis-28425	221	6	approach	approach	NOUN
bracis-28425	221	7	was	be	AUX
bracis-28425	221	8	effective	effective	ADJ
bracis-28425	221	9	,	,	PUNCT
bracis-28425	221	10	reaching	reach	VERB
bracis-28425	221	11	competitive	competitive	ADJ
bracis-28425	221	12	performance	performance	NOUN
bracis-28425	221	13	and	and	CCONJ
bracis-28425	221	14	controlling	control	VERB
bracis-28425	221	15	false	false	ADJ
bracis-28425	221	16	positive	positive	ADJ
bracis-28425	221	17	rates	rate	NOUN
bracis-28425	221	18	.	.	PUNCT
bracis-28425	222	1	although	although	SCONJ
bracis-28425	222	2	there	there	PRON
bracis-28425	222	3	is	be	VERB
bracis-28425	222	4	no	no	DET
bracis-28425	222	5	known	know	VERB
bracis-28425	222	6	equivalent	equivalent	ADJ
bracis-28425	222	7	work	work	NOUN
bracis-28425	222	8	at	at	ADP
bracis-28425	222	9	the	the	DET
bracis-28425	222	10	moment	moment	NOUN
bracis-28425	222	11	that	that	PRON
bracis-28425	222	12	can	can	AUX
bracis-28425	222	13	serve	serve	VERB
bracis-28425	222	14	as	as	ADP
bracis-28425	222	15	a	a	DET
bracis-28425	222	16	baseline	baseline	NOUN
bracis-28425	222	17	for	for	ADP
bracis-28425	222	18	comparison	comparison	NOUN
bracis-28425	222	19	to	to	ADP
bracis-28425	222	20	our	our	PRON
bracis-28425	222	21	work	work	NOUN
bracis-28425	222	22	,	,	PUNCT
bracis-28425	222	23	the	the	DET
bracis-28425	222	24	comparisons	comparison	NOUN
bracis-28425	222	25	performed	perform	VERB
bracis-28425	222	26	with	with	ADP
bracis-28425	222	27	computationally	computationally	ADV
bracis-28425	222	28	predicted	predict	VERB
bracis-28425	222	29	interactions	interaction	NOUN
bracis-28425	222	30	from	from	ADP
bracis-28425	222	31	other	other	ADJ
bracis-28425	222	32	ml	ml	NOUN
bracis-28425	222	33	-	-	PUNCT
bracis-28425	222	34	based	base	VERB
bracis-28425	222	35	methods	method	NOUN
bracis-28425	222	36	or	or	CCONJ
bracis-28425	222	37	deposited	deposit	VERB
bracis-28425	222	38	in	in	ADP
bracis-28425	222	39	databases	database	NOUN
bracis-28425	222	40	have	have	AUX
bracis-28425	222	41	shown	show	VERB
bracis-28425	222	42	that	that	SCONJ
bracis-28425	222	43	the	the	DET
bracis-28425	222	44	approach	approach	NOUN
bracis-28425	222	45	based	base	VERB
bracis-28425	222	46	on	on	ADP
bracis-28425	222	47	heterogeneous	heterogeneous	ADJ
bracis-28425	222	48	graphs	graph	NOUN
bracis-28425	222	49	and	and	CCONJ
bracis-28425	222	50	the	the	DET
bracis-28425	222	51	application	application	NOUN
bracis-28425	222	52	of	of	ADP
bracis-28425	222	53	the	the	DET
bracis-28425	222	54	hinsage	hinsage	NOUN
bracis-28425	222	55	algorithm	algorithm	NOUN
bracis-28425	222	56	are	be	AUX
bracis-28425	222	57	highly	highly	ADV
bracis-28425	222	58	promising	promising	ADJ
bracis-28425	222	59	.	.	PUNCT
bracis-28425	223	1	the	the	DET
bracis-28425	223	2	performance	performance	NOUN
bracis-28425	223	3	achieved	achieve	VERB
bracis-28425	223	4	by	by	ADP
bracis-28425	223	5	our	our	PRON
bracis-28425	223	6	model	model	NOUN
bracis-28425	223	7	stood	stand	VERB
bracis-28425	223	8	out	out	ADP
bracis-28425	223	9	in	in	ADP
bracis-28425	223	10	various	various	ADJ
bracis-28425	223	11	scenarios	scenario	NOUN
bracis-28425	223	12	and	and	CCONJ
bracis-28425	223	13	demonstrated	demonstrate	VERB
bracis-28425	223	14	a	a	DET
bracis-28425	223	15	suitable	suitable	ADJ
bracis-28425	223	16	balance	balance	NOUN
bracis-28425	223	17	between	between	ADP
bracis-28425	223	18	recall	recall	NOUN
bracis-28425	223	19	and	and	CCONJ
bracis-28425	223	20	precision	precision	NOUN
bracis-28425	223	21	.	.	PUNCT
bracis-28425	224	1	therefore	therefore	ADV
bracis-28425	224	2	,	,	PUNCT
bracis-28425	224	3	we	we	PRON
bracis-28425	224	4	believe	believe	VERB
bracis-28425	224	5	that	that	SCONJ
bracis-28425	224	6	the	the	DET
bracis-28425	224	7	objective	objective	NOUN
bracis-28425	224	8	of	of	ADP
bracis-28425	224	9	exploring	explore	VERB
bracis-28425	224	10	the	the	DET
bracis-28425	224	11	potential	potential	NOUN
bracis-28425	224	12	of	of	ADP
bracis-28425	224	13	the	the	DET
bracis-28425	224	14	hinsage	hinsage	NOUN
bracis-28425	224	15	algorithm	algorithm	NOUN
bracis-28425	224	16	for	for	ADP
bracis-28425	224	17	mirna	mirna	PROPN
bracis-28425	224	18	target	target	NOUN
bracis-28425	224	19	prediction	prediction	NOUN
bracis-28425	224	20	in	in	ADP
bracis-28425	224	21	cancer	cancer	NOUN
bracis-28425	224	22	has	have	AUX
bracis-28425	224	23	been	be	AUX
bracis-28425	224	24	successful	successful	ADJ
bracis-28425	224	25	,	,	PUNCT
bracis-28425	224	26	and	and	CCONJ
bracis-28425	224	27	the	the	DET
bracis-28425	224	28	results	result	NOUN
bracis-28425	224	29	obtained	obtain	VERB
bracis-28425	224	30	in	in	ADP
bracis-28425	224	31	this	this	DET
bracis-28425	224	32	study	study	NOUN
bracis-28425	224	33	serve	serve	VERB
bracis-28425	224	34	as	as	ADP
bracis-28425	224	35	motivation	motivation	NOUN
bracis-28425	224	36	for	for	ADP
bracis-28425	224	37	further	further	ADJ
bracis-28425	224	38	exploration	exploration	NOUN
bracis-28425	224	39	of	of	ADP
bracis-28425	224	40	this	this	DET
bracis-28425	224	41	approach	approach	NOUN
bracis-28425	224	42	.	.	PUNCT
bracis-28425	225	1	among	among	ADP
bracis-28425	225	2	possible	possible	ADJ
bracis-28425	225	3	directions	direction	NOUN
bracis-28425	225	4	for	for	ADP
bracis-28425	225	5	future	future	ADJ
bracis-28425	225	6	work	work	NOUN
bracis-28425	225	7	,	,	PUNCT
bracis-28425	225	8	we	we	PRON
bracis-28425	225	9	outline	outline	VERB
bracis-28425	225	10	the	the	DET
bracis-28425	225	11	application	application	NOUN
bracis-28425	225	12	to	to	ADP
bracis-28425	225	13	different	different	ADJ
bracis-28425	225	14	human	human	ADJ
bracis-28425	225	15	diseases	disease	NOUN
bracis-28425	225	16	,	,	PUNCT
bracis-28425	225	17	the	the	DET
bracis-28425	225	18	inclusion	inclusion	NOUN
bracis-28425	225	19	of	of	ADP
bracis-28425	225	20	other	other	ADJ
bracis-28425	225	21	types	type	NOUN
bracis-28425	225	22	of	of	ADP
bracis-28425	225	23	interactions	interaction	NOUN
bracis-28425	225	24	in	in	ADP
bracis-28425	225	25	the	the	DET
bracis-28425	225	26	heterogeneous	heterogeneous	ADJ
bracis-28425	225	27	networks	network	NOUN
bracis-28425	225	28	,	,	PUNCT
bracis-28425	225	29	and	and	CCONJ
bracis-28425	225	30	the	the	DET
bracis-28425	225	31	need	need	NOUN
bracis-28425	225	32	to	to	PART
bracis-28425	225	33	expand	expand	VERB
bracis-28425	225	34	the	the	DET
bracis-28425	225	35	comparison	comparison	NOUN
bracis-28425	225	36	with	with	ADP
bracis-28425	225	37	other	other	ADJ
bracis-28425	225	38	ml	ml	PROPN
bracis-28425	225	39	/	/	SYM
bracis-28425	225	40	dl	dl	PROPN
bracis-28425	225	41	algorithms	algorithm	NOUN
bracis-28425	225	42	or	or	CCONJ
bracis-28425	225	43	bioinformatics	bioinformatics	NOUN
bracis-28425	225	44	tools	tool	NOUN
bracis-28425	225	45	for	for	ADP
bracis-28425	225	46	mirna	mirna	NOUN
bracis-28425	225	47	-	-	PUNCT
bracis-28425	225	48	target	target	NOUN
bracis-28425	225	49	prediction	prediction	NOUN
bracis-28425	225	50	.	.	PUNCT
bracis-28425	226	1	notes	note	VERB
bracis-28425	226	2	1.http://firebrowse.org/.	1.http://firebrowse.org/.	PROPN
bracis-28425	226	3	2.https://encurtador.com.br/eilza	2.https://encurtador.com.br/eilza	NUM
bracis-28425	226	4	.	.	PUNCT
bracis-28425	227	1	3.https://stellargraph.readthedocs.io/en/stable/hinsage.html	3.https://stellargraph.readthedocs.io/en/stable/hinsage.html	NUM
bracis-28425	227	2	.	.	PUNCT
bracis-28425	228	1	4.https://encurtador.com.br/eilza	4.https://encurtador.com.br/eilza	NUM
bracis-28425	228	2	.	.	PUNCT
bracis-28425	228	3	references	reference	NOUN
bracis-28425	228	4	cai	cai	PROPN
bracis-28425	228	5	,	,	PUNCT
bracis-28425	228	6	h.	h.	PROPN
bracis-28425	228	7	,	,	PUNCT
bracis-28425	228	8	zheng	zheng	PROPN
bracis-28425	228	9	,	,	PUNCT
bracis-28425	228	10	v.w	v.w	PROPN
bracis-28425	228	11	.	.	PROPN
bracis-28425	228	12	,	,	PUNCT
bracis-28425	228	13	chang	chang	PROPN
bracis-28425	228	14	,	,	PUNCT
bracis-28425	228	15	k.c.c	k.c.c	PROPN
bracis-28425	228	16	.	.	PUNCT
bracis-28425	228	17	:	:	PUNCT
bracis-28425	229	1	a	a	DET
bracis-28425	229	2	comprehensive	comprehensive	ADJ
bracis-28425	229	3	survey	survey	NOUN
bracis-28425	229	4	of	of	ADP
bracis-28425	229	5	graph	graph	NOUN
bracis-28425	229	6	embedding	embed	VERB
bracis-28425	229	7	:	:	PUNCT
bracis-28425	229	8	problems	problem	NOUN
bracis-28425	229	9	,	,	PUNCT
bracis-28425	229	10	techniques	technique	NOUN
bracis-28425	229	11	,	,	PUNCT
bracis-28425	229	12	and	and	CCONJ
bracis-28425	229	13	applications	application	NOUN
bracis-28425	229	14	.	.	PUNCT
bracis-28425	230	1	ieee	ieee	PROPN
bracis-28425	230	2	trans	trans	PROPN
bracis-28425	230	3	.	.	PROPN
bracis-28425	231	1	knowl	knowl	PROPN
bracis-28425	231	2	.	.	PUNCT
bracis-28425	232	1	data	data	PROPN
bracis-28425	232	2	eng	eng	PROPN
bracis-28425	232	3	.	.	PROPN
bracis-28425	232	4	30	30	NUM
bracis-28425	232	5	,	,	PUNCT
bracis-28425	232	6	1616–1637	1616–1637	NUM
bracis-28425	232	7	(	(	PUNCT
bracis-28425	232	8	2018	2018	NUM
bracis-28425	232	9	)	)	PUNCT
bracis-28425	232	10	article	article	NOUN
bracis-28425	232	11	  	  	SPACE
bracis-28425	232	12	google	google	PROPN
bracis-28425	232	13	scholar	scholar	NOUN
bracis-28425	232	14	  	  	SPACE
bracis-28425	232	15	feng	feng	PROPN
bracis-28425	232	16	,	,	PUNCT
bracis-28425	232	17	h.	h.	PROPN
bracis-28425	232	18	,	,	PUNCT
bracis-28425	232	19	xiang	xiang	PROPN
bracis-28425	232	20	,	,	PUNCT
bracis-28425	232	21	y.	y.	PROPN
bracis-28425	232	22	,	,	PUNCT
bracis-28425	232	23	wang	wang	PROPN
bracis-28425	232	24	,	,	PUNCT
bracis-28425	232	25	x.	x.	PROPN
bracis-28425	232	26	,	,	PUNCT
bracis-28425	232	27	xue	xue	PROPN
bracis-28425	232	28	,	,	PUNCT
bracis-28425	232	29	w.	w.	PROPN
bracis-28425	232	30	,	,	PUNCT
bracis-28425	232	31	yue	yue	PROPN
bracis-28425	232	32	,	,	PUNCT
bracis-28425	232	33	z.	z.	PROPN
bracis-28425	232	34	:	:	PUNCT
bracis-28425	232	35	mtagcn	mtagcn	PROPN
bracis-28425	232	36	:	:	PUNCT
bracis-28425	232	37	predicting	predict	VERB
bracis-28425	232	38	mirna	mirna	NOUN
bracis-28425	232	39	-	-	PUNCT
bracis-28425	232	40	target	target	NOUN
bracis-28425	232	41	associations	association	NOUN
bracis-28425	232	42	in	in	ADP
bracis-28425	232	43	camellia	camellia	NOUN
bracis-28425	232	44	sinensis	sinensis	NOUN
bracis-28425	232	45	var	var	PROPN
bracis-28425	232	46	.	.	PUNCT
bracis-28425	233	1	assamica	assamica	PROPN
bracis-28425	233	2	through	through	ADP
bracis-28425	233	3	graph	graph	NOUN
bracis-28425	233	4	convolution	convolution	NOUN
bracis-28425	233	5	neural	neural	ADJ
bracis-28425	233	6	network	network	NOUN
bracis-28425	233	7	.	.	PUNCT
bracis-28425	234	1	bmc	bmc	PROPN
bracis-28425	234	2	bioinf	bioinf	PROPN
bracis-28425	234	3	.	.	PUNCT
bracis-28425	235	1	23(1	23(1	X
bracis-28425	235	2	)	)	PUNCT
bracis-28425	235	3	,	,	PUNCT
bracis-28425	235	4	1–18	1–18	NUM
bracis-28425	235	5	(	(	PUNCT
bracis-28425	235	6	2022	2022	NUM
bracis-28425	235	7	)	)	PUNCT
bracis-28425	235	8	article	article	NOUN
bracis-28425	235	9	  	  	SPACE
bracis-28425	235	10	google	google	PROPN
bracis-28425	235	11	scholar	scholar	NOUN
bracis-28425	235	12	  	  	SPACE
bracis-28425	235	13	hamilton	hamilton	PROPN
bracis-28425	235	14	,	,	PUNCT
bracis-28425	235	15	w.	w.	PROPN
bracis-28425	235	16	,	,	PUNCT
bracis-28425	235	17	ying	ying	PROPN
bracis-28425	235	18	,	,	PUNCT
bracis-28425	235	19	z.	z.	PROPN
bracis-28425	235	20	,	,	PUNCT
bracis-28425	235	21	leskovec	leskovec	PROPN
bracis-28425	235	22	,	,	PUNCT
bracis-28425	235	23	j.	j.	PROPN
bracis-28425	235	24	:	:	PUNCT
bracis-28425	235	25	inductive	inductive	ADJ
bracis-28425	235	26	representation	representation	NOUN
bracis-28425	235	27	learning	learn	VERB
bracis-28425	235	28	on	on	ADP
bracis-28425	235	29	large	large	ADJ
bracis-28425	235	30	graphs	graph	NOUN
bracis-28425	235	31	.	.	PUNCT
bracis-28425	236	1	in	in	ADP
bracis-28425	236	2	:	:	PUNCT
bracis-28425	236	3	advances	advance	NOUN
bracis-28425	236	4	in	in	ADP
bracis-28425	236	5	neural	neural	ADJ
bracis-28425	236	6	information	information	NOUN
bracis-28425	236	7	processing	processing	NOUN
bracis-28425	236	8	systems	system	NOUN
bracis-28425	236	9	,	,	PUNCT
bracis-28425	236	10	pp	pp	X
bracis-28425	236	11	.	.	PUNCT
bracis-28425	237	1	1024–1034	1024–1034	NUM
bracis-28425	237	2	(	(	PUNCT
bracis-28425	237	3	2017	2017	NUM
bracis-28425	237	4	)	)	PUNCT
bracis-28425	237	5	google	google	PROPN
bracis-28425	237	6	scholar	scholar	NOUN
bracis-28425	237	7	  	  	SPACE
bracis-28425	237	8	ji	ji	PROPN
bracis-28425	237	9	,	,	PUNCT
bracis-28425	237	10	c.	c.	PROPN
bracis-28425	237	11	,	,	PUNCT
bracis-28425	237	12	wang	wang	PROPN
bracis-28425	237	13	,	,	PUNCT
bracis-28425	237	14	y.	y.	PROPN
bracis-28425	237	15	,	,	PUNCT
bracis-28425	237	16	ni	ni	PROPN
bracis-28425	237	17	,	,	PUNCT
bracis-28425	237	18	j.	j.	PROPN
bracis-28425	237	19	,	,	PUNCT
bracis-28425	237	20	zheng	zheng	PROPN
bracis-28425	237	21	,	,	PUNCT
bracis-28425	237	22	c.	c.	PROPN
bracis-28425	237	23	,	,	PUNCT
bracis-28425	237	24	su	su	PROPN
bracis-28425	237	25	,	,	PUNCT
bracis-28425	237	26	y.	y.	PROPN
bracis-28425	237	27	:	:	PUNCT
bracis-28425	237	28	predicting	predict	VERB
bracis-28425	237	29	mirna	mirna	NOUN
bracis-28425	237	30	-	-	PUNCT
bracis-28425	237	31	disease	disease	NOUN
bracis-28425	237	32	associations	association	NOUN
bracis-28425	237	33	based	base	VERB
bracis-28425	237	34	on	on	ADP
bracis-28425	237	35	heterogeneous	heterogeneous	ADJ
bracis-28425	237	36	graph	graph	NOUN
bracis-28425	237	37	attention	attention	NOUN
bracis-28425	237	38	networks	network	NOUN
bracis-28425	237	39	.	.	PUNCT
bracis-28425	238	1	front	front	ADJ
bracis-28425	238	2	.	.	PUNCT
bracis-28425	239	1	genet	genet	NOUN
bracis-28425	239	2	.	.	PUNCT
bracis-28425	240	1	12	12	NUM
bracis-28425	240	2	,	,	PUNCT
bracis-28425	240	3	727744	727744	NUM
bracis-28425	240	4	(	(	PUNCT
bracis-28425	240	5	2021	2021	NUM
bracis-28425	240	6	)	)	PUNCT
bracis-28425	240	7	article	article	NOUN
bracis-28425	240	8	  	  	SPACE
bracis-28425	240	9	google	google	PROPN
bracis-28425	240	10	scholar	scholar	NOUN
bracis-28425	240	11	  	  	SPACE
bracis-28425	240	12	kang	kang	PROPN
bracis-28425	240	13	,	,	PUNCT
bracis-28425	240	14	j.	j.	PROPN
bracis-28425	240	15	,	,	PUNCT
bracis-28425	240	16	et	et	PROPN
bracis-28425	240	17	al	al	PROPN
bracis-28425	240	18	.	.	PUNCT
bracis-28425	240	19	:	:	PUNCT
bracis-28425	241	1	rnainter	rnainter	PROPN
bracis-28425	241	2	v4.0	v4.0	NOUN
bracis-28425	241	3	:	:	PUNCT
bracis-28425	241	4	rna	rna	NOUN
bracis-28425	241	5	interactome	interactome	NOUN
bracis-28425	241	6	repository	repository	NOUN
bracis-28425	241	7	with	with	ADP
bracis-28425	241	8	redefined	redefined	ADJ
bracis-28425	241	9	confidence	confidence	NOUN
bracis-28425	241	10	scoring	scoring	NOUN
bracis-28425	241	11	system	system	NOUN
bracis-28425	241	12	and	and	CCONJ
bracis-28425	241	13	improved	improved	ADJ
bracis-28425	241	14	accessibility	accessibility	NOUN
bracis-28425	241	15	.	.	PUNCT
bracis-28425	242	1	nucleic	nucleic	ADJ
bracis-28425	242	2	acids	acid	NOUN
bracis-28425	242	3	res	re	NOUN
bracis-28425	242	4	.	.	PROPN
bracis-28425	243	1	50	50	NUM
bracis-28425	243	2	,	,	PUNCT
bracis-28425	243	3	d326	d326	PROPN
bracis-28425	243	4	–	–	PUNCT
bracis-28425	243	5	d332	d332	PROPN
bracis-28425	243	6	(	(	PUNCT
bracis-28425	243	7	2022	2022	NUM
bracis-28425	243	8	)	)	PUNCT
bracis-28425	243	9	article	article	NOUN
bracis-28425	243	10	  	  	SPACE
bracis-28425	243	11	google	google	PROPN
bracis-28425	243	12	scholar	scholar	NOUN
bracis-28425	243	13	  	  	SPACE
bracis-28425	243	14	karagkouni	karagkouni	PROPN
bracis-28425	243	15	,	,	PUNCT
bracis-28425	243	16	d.	d.	PROPN
bracis-28425	243	17	,	,	PUNCT
bracis-28425	243	18	et	et	PROPN
bracis-28425	243	19	al	al	PROPN
bracis-28425	243	20	.	.	PROPN
bracis-28425	243	21	:	:	PUNCT
bracis-28425	244	1	diana	diana	PROPN
bracis-28425	244	2	-	-	PUNCT
bracis-28425	244	3	tarbase	tarbase	PROPN
bracis-28425	244	4	v8	v8	PROPN
bracis-28425	244	5	:	:	PUNCT
bracis-28425	244	6	a	a	DET
bracis-28425	244	7	decade	decade	NOUN
bracis-28425	244	8	-	-	PUNCT
bracis-28425	244	9	long	long	ADJ
bracis-28425	244	10	collection	collection	NOUN
bracis-28425	244	11	of	of	ADP
bracis-28425	244	12	experimentally	experimentally	ADV
bracis-28425	244	13	supported	support	VERB
bracis-28425	244	14	mirna	mirna	NOUN
bracis-28425	244	15	-	-	PUNCT
bracis-28425	244	16	gene	gene	NOUN
bracis-28425	244	17	interactions	interaction	NOUN
bracis-28425	244	18	.	.	PUNCT
bracis-28425	245	1	nucleic	nucleic	ADJ
bracis-28425	245	2	acids	acid	NOUN
bracis-28425	245	3	res	re	NOUN
bracis-28425	245	4	.	.	PUNCT
bracis-28425	245	5	46(d1	46(d1	NUM
bracis-28425	245	6	)	)	PUNCT
bracis-28425	245	7	,	,	PUNCT
bracis-28425	245	8	d239	d239	PROPN
bracis-28425	245	9	–	–	PUNCT
bracis-28425	245	10	d245	d245	PROPN
bracis-28425	245	11	(	(	PUNCT
bracis-28425	245	12	2018	2018	NUM
bracis-28425	245	13	)	)	PUNCT
bracis-28425	245	14	article	article	NOUN
bracis-28425	245	15	  	  	SPACE
bracis-28425	245	16	google	google	PROPN
bracis-28425	245	17	scholar	scholar	NOUN
bracis-28425	245	18	  	  	SPACE
bracis-28425	245	19	kertesz	kertesz	NOUN
bracis-28425	245	20	,	,	PUNCT
bracis-28425	245	21	m.	m.	NOUN
bracis-28425	245	22	,	,	PUNCT
bracis-28425	245	23	iovino	iovino	PROPN
bracis-28425	245	24	,	,	PUNCT
bracis-28425	245	25	n.	n.	NOUN
bracis-28425	245	26	,	,	PUNCT
bracis-28425	245	27	unnerstall	unnerstall	ADV
bracis-28425	245	28	,	,	PUNCT
bracis-28425	245	29	u.	u.	PROPN
bracis-28425	245	30	,	,	PUNCT
bracis-28425	245	31	gaul	gaul	NOUN
bracis-28425	245	32	,	,	PUNCT
bracis-28425	245	33	u.	u.	PROPN
bracis-28425	245	34	,	,	PUNCT
bracis-28425	245	35	segal	segal	PROPN
bracis-28425	245	36	,	,	PUNCT
bracis-28425	245	37	e.	e.	PROPN
bracis-28425	245	38	:	:	PUNCT
bracis-28425	245	39	the	the	DET
bracis-28425	245	40	role	role	NOUN
bracis-28425	245	41	of	of	ADP
bracis-28425	245	42	site	site	NOUN
bracis-28425	245	43	accessibility	accessibility	NOUN
bracis-28425	245	44	in	in	ADP
bracis-28425	245	45	microrna	microrna	PROPN
bracis-28425	245	46	target	target	NOUN
bracis-28425	245	47	recognition	recognition	NOUN
bracis-28425	245	48	.	.	PUNCT
bracis-28425	246	1	nat	nat	PROPN
bracis-28425	246	2	.	.	PUNCT
bracis-28425	247	1	genet	genet	NOUN
bracis-28425	247	2	.	.	PUNCT
bracis-28425	248	1	39(10	39(10	NUM
bracis-28425	248	2	)	)	PUNCT
bracis-28425	248	3	,	,	PUNCT
bracis-28425	248	4	1278–1284	1278–1284	NUM
bracis-28425	248	5	(	(	PUNCT
bracis-28425	248	6	2007	2007	NUM
bracis-28425	248	7	)	)	PUNCT
bracis-28425	248	8	article	article	NOUN
bracis-28425	248	9	  	  	SPACE
bracis-28425	248	10	google	google	PROPN
bracis-28425	248	11	scholar	scholar	NOUN
bracis-28425	248	12	  	  	SPACE
bracis-28425	248	13	lee	lee	PROPN
bracis-28425	248	14	,	,	PUNCT
bracis-28425	248	15	b.	b.	PROPN
bracis-28425	248	16	,	,	PUNCT
bracis-28425	248	17	baek	baek	PROPN
bracis-28425	248	18	,	,	PUNCT
bracis-28425	248	19	j.	j.	PROPN
bracis-28425	248	20	,	,	PUNCT
bracis-28425	248	21	park	park	PROPN
bracis-28425	248	22	,	,	PUNCT
bracis-28425	248	23	s.	s.	PROPN
bracis-28425	248	24	,	,	PUNCT
bracis-28425	248	25	yoon	yoon	PROPN
bracis-28425	248	26	,	,	PUNCT
bracis-28425	248	27	s.	s.	PROPN
bracis-28425	248	28	:	:	PUNCT
bracis-28425	248	29	deeptarget	deeptarget	PROPN
bracis-28425	248	30	:	:	PUNCT
bracis-28425	248	31	end	end	NOUN
bracis-28425	248	32	-	-	PUNCT
bracis-28425	248	33	to	to	ADP
bracis-28425	248	34	-	-	PUNCT
bracis-28425	248	35	end	end	NOUN
bracis-28425	248	36	learning	learn	VERB
bracis-28425	248	37	framework	framework	NOUN
bracis-28425	248	38	for	for	ADP
bracis-28425	248	39	microrna	microrna	PROPN
bracis-28425	248	40	target	target	NOUN
bracis-28425	248	41	prediction	prediction	NOUN
bracis-28425	248	42	using	use	VERB
bracis-28425	248	43	deep	deep	ADJ
bracis-28425	248	44	recurrent	recurrent	ADJ
bracis-28425	248	45	neural	neural	ADJ
bracis-28425	248	46	networks	network	NOUN
bracis-28425	248	47	.	.	PUNCT
bracis-28425	249	1	in	in	ADP
bracis-28425	249	2	:	:	PUNCT
bracis-28425	249	3	proceedings	proceeding	NOUN
bracis-28425	249	4	of	of	ADP
bracis-28425	249	5	the	the	DET
bracis-28425	249	6	7th	7th	ADJ
bracis-28425	249	7	acm	acm	PROPN
bracis-28425	249	8	international	international	ADJ
bracis-28425	249	9	conference	conference	NOUN
bracis-28425	249	10	on	on	ADP
bracis-28425	249	11	bioinformatics	bioinformatics	NOUN
bracis-28425	249	12	,	,	PUNCT
bracis-28425	249	13	computational	computational	ADJ
bracis-28425	249	14	biology	biology	NOUN
bracis-28425	249	15	,	,	PUNCT
bracis-28425	249	16	and	and	CCONJ
bracis-28425	249	17	health	health	NOUN
bracis-28425	249	18	informatics	informatic	NOUN
bracis-28425	249	19	,	,	PUNCT
bracis-28425	249	20	pp	pp	ADP
bracis-28425	249	21	.	.	PUNCT
bracis-28425	250	1	434–442	434–442	NUM
bracis-28425	250	2	(	(	PUNCT
bracis-28425	250	3	2016	2016	NUM
bracis-28425	250	4	)	)	PUNCT
bracis-28425	250	5	google	google	PROPN
bracis-28425	250	6	scholar	scholar	NOUN
bracis-28425	250	7	  	  	SPACE
bracis-28425	250	8	lewis	lewis	PROPN
bracis-28425	250	9	,	,	PUNCT
bracis-28425	250	10	b.	b.	PROPN
bracis-28425	250	11	,	,	PUNCT
bracis-28425	250	12	shih	shih	PROPN
bracis-28425	250	13	,	,	PUNCT
bracis-28425	250	14	i.h	i.h	PROPN
bracis-28425	250	15	.	.	PROPN
bracis-28425	250	16	,	,	PUNCT
bracis-28425	250	17	jones	jones	PROPN
bracis-28425	250	18	-	-	PUNCT
bracis-28425	250	19	rhoades	rhoade	NOUN
bracis-28425	250	20	,	,	PUNCT
bracis-28425	250	21	m.	m.	NOUN
bracis-28425	250	22	,	,	PUNCT
bracis-28425	250	23	bartel	bartel	PROPN
bracis-28425	250	24	,	,	PUNCT
bracis-28425	250	25	d.	d.	PROPN
bracis-28425	250	26	,	,	PUNCT
bracis-28425	250	27	burge	burge	NOUN
bracis-28425	250	28	,	,	PUNCT
bracis-28425	250	29	c.	c.	NOUN
bracis-28425	250	30	:	:	PUNCT
bracis-28425	250	31	prediction	prediction	NOUN
bracis-28425	250	32	of	of	ADP
bracis-28425	250	33	mammalian	mammalian	PROPN
bracis-28425	250	34	microrna	microrna	PROPN
bracis-28425	250	35	targets	target	NOUN
bracis-28425	250	36	.	.	PUNCT
bracis-28425	251	1	cell	cell	NOUN
bracis-28425	251	2	115	115	NUM
bracis-28425	251	3	,	,	PUNCT
bracis-28425	251	4	787–798	787–798	NUM
bracis-28425	251	5	(	(	PUNCT
bracis-28425	251	6	2004	2004	NUM
bracis-28425	251	7	)	)	PUNCT
bracis-28425	251	8	article	article	NOUN
bracis-28425	251	9	  	  	SPACE
bracis-28425	251	10	google	google	PROPN
bracis-28425	251	11	scholar	scholar	NOUN
bracis-28425	251	12	  	  	SPACE
bracis-28425	251	13	peng	peng	PROPN
bracis-28425	251	14	,	,	PUNCT
bracis-28425	251	15	y.	y.	PROPN
bracis-28425	251	16	,	,	PUNCT
bracis-28425	251	17	croce	croce	PROPN
bracis-28425	251	18	,	,	PUNCT
bracis-28425	251	19	c.m	c.m	PROPN
bracis-28425	251	20	.	.	PROPN
bracis-28425	251	21	:	:	PUNCT
bracis-28425	252	1	the	the	DET
bracis-28425	252	2	role	role	NOUN
bracis-28425	252	3	of	of	ADP
bracis-28425	252	4	micrornas	microrna	NOUN
bracis-28425	252	5	in	in	ADP
bracis-28425	252	6	human	human	ADJ
bracis-28425	252	7	cancer	cancer	NOUN
bracis-28425	252	8	.	.	PUNCT
bracis-28425	253	1	signal	signal	VERB
bracis-28425	253	2	transd	transd	PROPN
bracis-28425	253	3	.	.	PUNCT
bracis-28425	254	1	target	target	NOUN
bracis-28425	254	2	.	.	PUNCT
bracis-28425	255	1	tpherapy	tpherapy	DET
bracis-28425	255	2	1(1	1(1	NUM
bracis-28425	255	3	)	)	PUNCT
bracis-28425	255	4	,	,	PUNCT
bracis-28425	255	5	1–9	1–9	NUM
bracis-28425	255	6	(	(	PUNCT
bracis-28425	255	7	2016	2016	NUM
bracis-28425	255	8	)	)	PUNCT
bracis-28425	255	9	google	google	PROPN
bracis-28425	255	10	scholar	scholar	NOUN
bracis-28425	255	11	  	  	SPACE
bracis-28425	255	12	pinzón	pinzón	NOUN
bracis-28425	255	13	,	,	PUNCT
bracis-28425	255	14	n.	n.	NOUN
bracis-28425	255	15	,	,	PUNCT
bracis-28425	255	16	et	et	PROPN
bracis-28425	255	17	al	al	PROPN
bracis-28425	255	18	.	.	PUNCT
bracis-28425	255	19	:	:	PUNCT
bracis-28425	256	1	microrna	microrna	PROPN
bracis-28425	256	2	target	target	NOUN
bracis-28425	256	3	prediction	prediction	NOUN
bracis-28425	256	4	programs	program	NOUN
bracis-28425	256	5	predict	predict	VERB
bracis-28425	256	6	many	many	ADJ
bracis-28425	256	7	false	false	ADJ
bracis-28425	256	8	positives	positive	NOUN
bracis-28425	256	9	.	.	PUNCT
bracis-28425	257	1	genome	genome	NOUN
bracis-28425	257	2	res	re	NOUN
bracis-28425	257	3	.	.	PUNCT
bracis-28425	258	1	27(2	27(2	NUM
bracis-28425	258	2	)	)	PUNCT
bracis-28425	258	3	,	,	PUNCT
bracis-28425	258	4	234–245	234–245	NUM
bracis-28425	258	5	(	(	PUNCT
bracis-28425	258	6	2017	2017	NUM
bracis-28425	258	7	)	)	PUNCT
bracis-28425	258	8	article	article	NOUN
bracis-28425	258	9	  	  	SPACE
bracis-28425	258	10	google	google	PROPN
bracis-28425	258	11	scholar	scholar	NOUN
bracis-28425	258	12	  	  	SPACE
bracis-28425	258	13	pla	pla	NOUN
bracis-28425	258	14	,	,	PUNCT
bracis-28425	258	15	a.	a.	PROPN
bracis-28425	258	16	,	,	PUNCT
bracis-28425	258	17	zhong	zhong	PROPN
bracis-28425	258	18	,	,	PUNCT
bracis-28425	258	19	x.	x.	PROPN
bracis-28425	258	20	,	,	PUNCT
bracis-28425	258	21	rayner	rayner	PROPN
bracis-28425	258	22	,	,	PUNCT
bracis-28425	258	23	s.	s.	PROPN
bracis-28425	258	24	:	:	PUNCT
bracis-28425	258	25	miraw	miraw	VERB
bracis-28425	258	26	:	:	PUNCT
bracis-28425	258	27	a	a	DET
bracis-28425	258	28	deep	deep	ADJ
bracis-28425	258	29	learning	learning	NOUN
bracis-28425	258	30	-	-	PUNCT
bracis-28425	258	31	based	base	VERB
bracis-28425	258	32	approach	approach	NOUN
bracis-28425	258	33	to	to	PART
bracis-28425	258	34	predict	predict	VERB
bracis-28425	258	35	microrna	microrna	PROPN
bracis-28425	258	36	targets	target	NOUN
bracis-28425	258	37	by	by	ADP
bracis-28425	258	38	analyzing	analyze	VERB
bracis-28425	258	39	whole	whole	ADJ
bracis-28425	258	40	microrna	microrna	PROPN
bracis-28425	258	41	transcripts	transcript	NOUN
bracis-28425	258	42	.	.	PUNCT
bracis-28425	259	1	plos	plos	PROPN
bracis-28425	259	2	comput	comput	PROPN
bracis-28425	259	3	.	.	PUNCT
bracis-28425	260	1	biol	biol	PROPN
bracis-28425	260	2	.	.	PUNCT
bracis-28425	261	1	14	14	NUM
bracis-28425	261	2	,	,	PUNCT
bracis-28425	261	3	e1006185	e1006185	ADJ
bracis-28425	261	4	(	(	PUNCT
bracis-28425	261	5	2018	2018	NUM
bracis-28425	261	6	)	)	PUNCT
bracis-28425	261	7	google	google	PROPN
bracis-28425	261	8	scholar	scholar	NOUN
bracis-28425	261	9	  	  	SPACE
bracis-28425	261	10	schäfer	schäfer	NOUN
bracis-28425	261	11	,	,	PUNCT
bracis-28425	261	12	m.	m.	NOUN
bracis-28425	261	13	,	,	PUNCT
bracis-28425	261	14	ciaudo	ciaudo	PROPN
bracis-28425	261	15	,	,	PUNCT
bracis-28425	261	16	c.	c.	NOUN
bracis-28425	261	17	:	:	PUNCT
bracis-28425	261	18	prediction	prediction	NOUN
bracis-28425	261	19	of	of	ADP
bracis-28425	261	20	the	the	DET
bracis-28425	261	21	mirna	mirna	PROPN
bracis-28425	261	22	interactome	interactome	PROPN
bracis-28425	261	23	established	establish	VERB
bracis-28425	261	24	methods	method	NOUN
bracis-28425	261	25	and	and	CCONJ
bracis-28425	261	26	upcoming	upcoming	ADJ
bracis-28425	261	27	perspectives	perspective	NOUN
bracis-28425	261	28	.	.	PUNCT
bracis-28425	262	1	comput	comput	NOUN
bracis-28425	262	2	.	.	PUNCT
bracis-28425	262	3	struct	struct	NOUN
bracis-28425	262	4	.	.	PUNCT
bracis-28425	263	1	biotechnol	biotechnol	PROPN
bracis-28425	263	2	.	.	PUNCT
bracis-28425	264	1	j.	j.	PROPN
bracis-28425	264	2	18	18	NUM
bracis-28425	264	3	,	,	PUNCT
bracis-28425	264	4	548–557	548–557	NUM
bracis-28425	264	5	(	(	PUNCT
bracis-28425	264	6	2020	2020	NUM
bracis-28425	264	7	)	)	PUNCT
bracis-28425	264	8	article	article	NOUN
bracis-28425	264	9	  	  	SPACE
bracis-28425	264	10	google	google	PROPN
bracis-28425	264	11	scholar	scholar	NOUN
bracis-28425	264	12	  	  	SPACE
bracis-28425	264	13	tokár	tokár	ADV
bracis-28425	264	14	,	,	PUNCT
bracis-28425	264	15	t.	t.	PROPN
bracis-28425	264	16	,	,	PUNCT
bracis-28425	264	17	et	et	PROPN
bracis-28425	264	18	al	al	PROPN
bracis-28425	264	19	.	.	PUNCT
bracis-28425	264	20	:	:	PUNCT
bracis-28425	265	1	mirdip	mirdip	VERB
bracis-28425	265	2	4.1	4.1	NUM
bracis-28425	265	3	integrative	integrative	ADJ
bracis-28425	265	4	database	database	NOUN
bracis-28425	265	5	of	of	ADP
bracis-28425	265	6	human	human	PROPN
bracis-28425	265	7	microrna	microrna	PROPN
bracis-28425	265	8	target	target	NOUN
bracis-28425	265	9	predictions	prediction	NOUN
bracis-28425	265	10	.	.	PUNCT
bracis-28425	266	1	nucleic	nucleic	ADJ
bracis-28425	266	2	acids	acid	NOUN
bracis-28425	266	3	res	re	NOUN
bracis-28425	266	4	.	.	PROPN
bracis-28425	267	1	46	46	NUM
bracis-28425	267	2	,	,	PUNCT
bracis-28425	267	3	d360	d360	PROPN
bracis-28425	267	4	–	–	PUNCT
bracis-28425	267	5	d370	d370	PROPN
bracis-28425	267	6	(	(	PUNCT
bracis-28425	267	7	2017	2017	NUM
bracis-28425	267	8	)	)	PUNCT
bracis-28425	267	9	article	article	NOUN
bracis-28425	267	10	  	  	SPACE
bracis-28425	267	11	google	google	PROPN
bracis-28425	267	12	scholar	scholar	NOUN
bracis-28425	267	13	  	  	SPACE
bracis-28425	267	14	wen	wen	PROPN
bracis-28425	267	15	,	,	PUNCT
bracis-28425	267	16	m.	m.	NOUN
bracis-28425	267	17	,	,	PUNCT
bracis-28425	267	18	cong	cong	NOUN
bracis-28425	267	19	,	,	PUNCT
bracis-28425	268	1	p.	p.	PROPN
bracis-28425	268	2	,	,	PUNCT
bracis-28425	268	3	zhang	zhang	PROPN
bracis-28425	268	4	,	,	PUNCT
bracis-28425	268	5	z.	z.	PROPN
bracis-28425	268	6	,	,	PUNCT
bracis-28425	268	7	lu	lu	PROPN
bracis-28425	268	8	,	,	PUNCT
bracis-28425	268	9	h.	h.	PROPN
bracis-28425	268	10	,	,	PUNCT
bracis-28425	268	11	li	li	PROPN
bracis-28425	268	12	,	,	PUNCT
bracis-28425	268	13	t.	t.	PROPN
bracis-28425	268	14	:	:	PUNCT
bracis-28425	268	15	deepmirtar	deepmirtar	PROPN
bracis-28425	268	16	:	:	PUNCT
bracis-28425	268	17	a	a	DET
bracis-28425	268	18	deep	deep	ADV
bracis-28425	268	19	-	-	PUNCT
bracis-28425	268	20	learning	learn	VERB
bracis-28425	268	21	approach	approach	NOUN
bracis-28425	268	22	for	for	ADP
bracis-28425	268	23	predicting	predict	VERB
bracis-28425	268	24	human	human	ADJ
bracis-28425	268	25	mirna	mirna	PROPN
bracis-28425	268	26	targets	target	NOUN
bracis-28425	268	27	.	.	PUNCT
bracis-28425	269	1	bioinformatics	bioinformatics	NOUN
bracis-28425	269	2	34(22	34(22	NUM
bracis-28425	269	3	)	)	PUNCT
bracis-28425	269	4	,	,	PUNCT
bracis-28425	269	5	3781–3787	3781–3787	NUM
bracis-28425	269	6	(	(	PUNCT
bracis-28425	269	7	2018	2018	NUM
bracis-28425	269	8	)	)	PUNCT
bracis-28425	269	9	article	article	NOUN
bracis-28425	269	10	  	  	SPACE
bracis-28425	269	11	google	google	PROPN
bracis-28425	269	12	scholar	scholar	NOUN
bracis-28425	269	13	  	  	SPACE
bracis-28425	269	14	zhou	zhou	PROPN
bracis-28425	269	15	,	,	PUNCT
bracis-28425	269	16	j.	j.	PROPN
bracis-28425	269	17	,	,	PUNCT
bracis-28425	269	18	et	et	PROPN
bracis-28425	269	19	al	al	PROPN
bracis-28425	269	20	.	.	PUNCT
bracis-28425	269	21	:	:	PUNCT
bracis-28425	270	1	graph	graph	VERB
bracis-28425	270	2	neural	neural	ADJ
bracis-28425	270	3	networks	network	NOUN
bracis-28425	270	4	:	:	PUNCT
bracis-28425	270	5	a	a	DET
bracis-28425	270	6	review	review	NOUN
bracis-28425	270	7	of	of	ADP
bracis-28425	270	8	methods	method	NOUN
bracis-28425	270	9	and	and	CCONJ
bracis-28425	270	10	applications	application	NOUN
bracis-28425	270	11	.	.	PUNCT
bracis-28425	271	1	ai	ai	VERB
bracis-28425	271	2	open	open	ADJ
bracis-28425	271	3	1	1	NUM
bracis-28425	271	4	,	,	PUNCT
bracis-28425	271	5	57–81	57–81	NUM
bracis-28425	271	6	(	(	PUNCT
bracis-28425	271	7	2020	2020	NUM
bracis-28425	271	8	)	)	PUNCT
bracis-28425	271	9	article	article	NOUN
bracis-28425	271	10	  	  	SPACE
bracis-28425	271	11	google	google	PROPN
bracis-28425	271	12	scholar	scholar	NOUN
bracis-28425	271	13	  	  	SPACE
bracis-28425	271	14	download	download	NOUN
bracis-28425	271	15	references	reference	NOUN
bracis-28425	271	16	author	author	NOUN
bracis-28425	271	17	information	information	NOUN
bracis-28425	271	18	authors	author	NOUN
bracis-28425	271	19	and	and	CCONJ
bracis-28425	271	20	affiliations	affiliation	NOUN
bracis-28425	271	21	institute	institute	PROPN
bracis-28425	271	22	of	of	ADP
bracis-28425	271	23	informatics	informatics	PROPN
bracis-28425	271	24	,	,	PUNCT
bracis-28425	271	25	universidade	universidade	PROPN
bracis-28425	271	26	federal	federal	PROPN
bracis-28425	271	27	do	do	AUX
bracis-28425	271	28	rio	rio	PROPN
bracis-28425	271	29	grande	grande	PROPN
bracis-28425	271	30	do	do	AUX
bracis-28425	271	31	sul	sul	PROPN
bracis-28425	271	32	,	,	PUNCT
bracis-28425	271	33	porto	porto	PROPN
bracis-28425	271	34	alegre	alegre	PROPN
bracis-28425	271	35	,	,	PUNCT
bracis-28425	271	36	rs	rs	NOUN
bracis-28425	271	37	,	,	PUNCT
bracis-28425	271	38	brazil	brazil	PROPN
bracis-28425	271	39	emanoel	emanoel	PROPN
bracis-28425	271	40	aurelio	aurelio	PROPN
bracis-28425	271	41	vianna	vianna	PROPN
bracis-28425	271	42	fabiano	fabiano	PROPN
bracis-28425	271	43	 	 	SPACE
bracis-28425	271	44	&	&	CCONJ
bracis-28425	271	45	 	 	SPACE
bracis-28425	271	46	mariana	mariana	PROPN
bracis-28425	271	47	recamonde	recamonde	PROPN
bracis-28425	271	48	-	-	PUNCT
bracis-28425	271	49	mendoza	mendoza	PROPN
bracis-28425	271	50	bioinformatics	bioinformatic	NOUN
bracis-28425	271	51	core	core	NOUN
bracis-28425	271	52	,	,	PUNCT
bracis-28425	271	53	hospital	hospital	NOUN
bracis-28425	271	54	de	de	X
bracis-28425	271	55	clínicas	clínicas	X
bracis-28425	271	56	de	de	PROPN
bracis-28425	271	57	porto	porto	PROPN
bracis-28425	271	58	alegre	alegre	PROPN
bracis-28425	271	59	,	,	PUNCT
bracis-28425	271	60	porto	porto	PROPN
bracis-28425	271	61	alegre	alegre	PROPN
bracis-28425	271	62	,	,	PUNCT
bracis-28425	271	63	rs	rs	NOUN
bracis-28425	271	64	,	,	PUNCT
bracis-28425	271	65	brazil	brazil	PROPN
bracis-28425	271	66	mariana	mariana	PROPN
bracis-28425	271	67	recamonde	recamonde	PROPN
bracis-28425	271	68	-	-	PUNCT
bracis-28425	271	69	mendoza	mendoza	PROPN
bracis-28425	271	70	authors	author	NOUN
bracis-28425	271	71	emanoel	emanoel	PROPN
bracis-28425	271	72	aurelio	aurelio	PROPN
bracis-28425	271	73	vianna	vianna	PROPN
bracis-28425	271	74	fabianoview	fabianoview	PROPN
bracis-28425	271	75	author	author	NOUN
bracis-28425	271	76	publications	publication	NOUN
bracis-28425	271	77	search	search	NOUN
bracis-28425	271	78	author	author	NOUN
bracis-28425	271	79	on	on	ADP
bracis-28425	271	80	:	:	PUNCT
bracis-28425	271	81	pubmed	pubmed	PROPN
bracis-28425	271	82	 	 	SPACE
bracis-28425	271	83	google	google	PROPN
bracis-28425	271	84	scholar	scholar	NOUN
bracis-28425	271	85	mariana	mariana	PROPN
bracis-28425	271	86	recamonde	recamonde	PROPN
bracis-28425	271	87	-	-	PUNCT
bracis-28425	271	88	mendozaview	mendozaview	NOUN
bracis-28425	271	89	author	author	NOUN
bracis-28425	271	90	publications	publication	NOUN
bracis-28425	271	91	search	search	NOUN
bracis-28425	271	92	author	author	NOUN
bracis-28425	271	93	on	on	ADP
bracis-28425	271	94	:	:	PUNCT
bracis-28425	271	95	pubmed	pubmed	PROPN
bracis-28425	271	96	 	 	SPACE
bracis-28425	271	97	google	google	PROPN
bracis-28425	271	98	scholar	scholar	NOUN
bracis-28425	271	99	corresponding	correspond	VERB
bracis-28425	271	100	author	author	NOUN
bracis-28425	271	101	correspondence	correspondence	NOUN
bracis-28425	271	102	to	to	ADP
bracis-28425	271	103	mariana	mariana	PROPN
bracis-28425	271	104	recamonde	recamonde	PROPN
bracis-28425	271	105	-	-	PUNCT
bracis-28425	271	106	mendoza	mendoza	PROPN
bracis-28425	271	107	.	.	PUNCT
bracis-28425	272	1	editor	editor	NOUN
bracis-28425	272	2	information	information	NOUN
bracis-28425	272	3	editors	editor	NOUN
bracis-28425	272	4	and	and	CCONJ
bracis-28425	272	5	affiliations	affiliation	NOUN
bracis-28425	272	6	federal	federal	PROPN
bracis-28425	272	7	university	university	PROPN
bracis-28425	272	8	of	of	ADP
bracis-28425	272	9	são	são	PROPN
bracis-28425	272	10	carlos	carlos	PROPN
bracis-28425	272	11	,	,	PUNCT
bracis-28425	272	12	são	são	PROPN
bracis-28425	272	13	carlos	carlos	PROPN
bracis-28425	272	14	,	,	PUNCT
bracis-28425	272	15	brazil	brazil	PROPN
bracis-28425	272	16	murilo	murilo	PROPN
bracis-28425	272	17	c.	c.	PROPN
bracis-28425	272	18	naldi	naldi	PROPN
bracis-28425	272	19	centro	centro	PROPN
bracis-28425	272	20	universitario	universitario	PROPN
bracis-28425	272	21	da	da	PROPN
bracis-28425	272	22	fei	fei	PROPN
bracis-28425	272	23	,	,	PUNCT
bracis-28425	272	24	são	são	PROPN
bracis-28425	272	25	bernardo	bernardo	PROPN
bracis-28425	272	26	do	do	AUX
bracis-28425	272	27	campo	campo	PROPN
bracis-28425	272	28	,	,	PUNCT
bracis-28425	272	29	brazil	brazil	PROPN
bracis-28425	272	30	reinaldo	reinaldo	PROPN
bracis-28425	272	31	a.	a.	PROPN
bracis-28425	272	32	c.	c.	PROPN
bracis-28425	272	33	bianchi	bianchi	PROPN
bracis-28425	272	34	rights	right	NOUN
bracis-28425	272	35	and	and	CCONJ
bracis-28425	272	36	permissions	permission	NOUN
bracis-28425	272	37	reprints	reprint	NOUN
bracis-28425	272	38	and	and	CCONJ
bracis-28425	272	39	permissions	permission	VERB
bracis-28425	272	40	copyright	copyright	NOUN
bracis-28425	272	41	information	information	NOUN
bracis-28425	272	42	©	©	ADP
bracis-28425	272	43	2023	2023	NUM
bracis-28425	272	44	the	the	DET
bracis-28425	272	45	author(s	author(s	NOUN
bracis-28425	272	46	)	)	PUNCT
bracis-28425	272	47	,	,	PUNCT
bracis-28425	272	48	under	under	ADP
bracis-28425	272	49	exclusive	exclusive	ADJ
bracis-28425	272	50	license	license	NOUN
bracis-28425	272	51	to	to	ADP
bracis-28425	272	52	springer	springer	NOUN
bracis-28425	272	53	nature	nature	PROPN
bracis-28425	272	54	switzerland	switzerland	PROPN
bracis-28425	272	55	ag	ag	PROPN
bracis-28425	272	56	about	about	ADP
bracis-28425	272	57	this	this	DET
bracis-28425	272	58	paper	paper	NOUN
bracis-28425	272	59	cite	cite	VERB
bracis-28425	272	60	this	this	DET
bracis-28425	272	61	paper	paper	NOUN
bracis-28425	272	62	vianna	vianna	NOUN
bracis-28425	272	63	fabiano	fabiano	PROPN
bracis-28425	272	64	,	,	PUNCT
bracis-28425	272	65	e.a	e.a	PROPN
bracis-28425	272	66	.	.	PROPN
bracis-28425	272	67	,	,	PUNCT
bracis-28425	272	68	recamonde	recamonde	NOUN
bracis-28425	272	69	-	-	PUNCT
bracis-28425	272	70	mendoza	mendoza	PROPN
bracis-28425	272	71	,	,	PUNCT
bracis-28425	272	72	m.	m.	NOUN
bracis-28425	272	73	(	(	PUNCT
bracis-28425	272	74	2023	2023	NUM
bracis-28425	272	75	)	)	PUNCT
bracis-28425	272	76	.	.	PUNCT
bracis-28425	273	1	prediction	prediction	NOUN
bracis-28425	273	2	of	of	ADP
bracis-28425	273	3	 	 	SPACE
bracis-28425	273	4	cancer	cancer	NOUN
bracis-28425	273	5	-	-	PUNCT
bracis-28425	273	6	related	relate	VERB
bracis-28425	273	7	mirna	mirna	NOUN
bracis-28425	273	8	targets	target	NOUN
bracis-28425	273	9	using	use	VERB
bracis-28425	273	10	an	an	DET
bracis-28425	273	11	 	 	SPACE
bracis-28425	273	12	integrative	integrative	ADJ
bracis-28425	273	13	heterogeneous	heterogeneous	ADJ
bracis-28425	273	14	graph	graph	NOUN
bracis-28425	273	15	neural	neural	ADJ
bracis-28425	273	16	network	network	NOUN
bracis-28425	273	17	-	-	PUNCT
bracis-28425	273	18	based	base	VERB
bracis-28425	273	19	method	method	NOUN
bracis-28425	273	20	.	.	PUNCT
bracis-28425	274	1	in	in	ADP
bracis-28425	274	2	:	:	PUNCT
bracis-28425	274	3	naldi	naldi	PROPN
bracis-28425	274	4	,	,	PUNCT
bracis-28425	274	5	m.c	m.c	PROPN
bracis-28425	274	6	.	.	PROPN
bracis-28425	274	7	,	,	PUNCT
bracis-28425	274	8	bianchi	bianchi	PROPN
bracis-28425	274	9	,	,	PUNCT
bracis-28425	274	10	r.a.c	r.a.c	ADP
bracis-28425	274	11	.	.	PUNCT
bracis-28425	274	12	(	(	PUNCT
bracis-28425	274	13	eds	ed	NOUN
bracis-28425	274	14	)	)	PUNCT
bracis-28425	274	15	intelligent	intelligent	ADJ
bracis-28425	274	16	systems	system	NOUN
bracis-28425	274	17	.	.	PUNCT
bracis-28425	275	1	bracis	bracis	PROPN
bracis-28425	275	2	2023	2023	NUM
bracis-28425	275	3	.	.	PUNCT
bracis-28425	276	1	lecture	lecture	NOUN
bracis-28425	276	2	notes	note	NOUN
bracis-28425	276	3	in	in	ADP
bracis-28425	276	4	computer	computer	NOUN
bracis-28425	276	5	science	science	NOUN
bracis-28425	276	6	(	(	PUNCT
bracis-28425	276	7	)	)	PUNCT
bracis-28425	276	8	,	,	PUNCT
bracis-28425	276	9	vol	vol	NOUN
bracis-28425	276	10	14197	14197	NUM
bracis-28425	276	11	.	.	PUNCT
bracis-28425	277	1	springer	springer	NOUN
bracis-28425	277	2	,	,	PUNCT
bracis-28425	277	3	cham	cham	PROPN
bracis-28425	277	4	.	.	PUNCT
bracis-28425	278	1	https://doi.org/10.1007/978-3-031-45392-2_23	https://doi.org/10.1007/978-3-031-45392-2_23	PROPN
bracis-28425	278	2	download	download	NOUN
bracis-28425	278	3	citation	citation	NOUN
bracis-28425	278	4	.ris	.ris	PUNCT
bracis-28425	278	5	.enw	.enw	PROPN
bracis-28425	278	6	.bib	.bib	PUNCT
bracis-28425	279	1	doi	doi	PROPN
bracis-28425	279	2	:	:	PUNCT
bracis-28425	279	3	https://doi.org/10.1007/978-3-031-45392-2_23	https://doi.org/10.1007/978-3-031-45392-2_23	PROPN
bracis-28425	279	4	published	publish	VERB
bracis-28425	279	5	:	:	PUNCT
bracis-28425	279	6	12	12	NUM
bracis-28425	279	7	october	october	PROPN
bracis-28425	279	8	2023	2023	NUM
bracis-28425	279	9	publisher	publisher	NOUN
bracis-28425	279	10	name	name	NOUN
bracis-28425	279	11	:	:	PUNCT
bracis-28425	279	12	springer	springer	NOUN
bracis-28425	279	13	,	,	PUNCT
bracis-28425	279	14	cham	cham	PROPN
bracis-28425	279	15	print	print	PROPN
bracis-28425	279	16	isbn	isbn	PROPN
bracis-28425	279	17	:	:	PUNCT
bracis-28425	279	18	978	978	NUM
bracis-28425	279	19	-	-	SYM
bracis-28425	279	20	3	3	NUM
bracis-28425	279	21	-	-	PUNCT
bracis-28425	279	22	031	031	NUM
bracis-28425	279	23	-	-	PUNCT
bracis-28425	279	24	45391	45391	NUM
bracis-28425	279	25	-	-	SYM
bracis-28425	279	26	5	5	NUM
bracis-28425	279	27	online	online	ADJ
bracis-28425	279	28	isbn	isbn	NOUN
bracis-28425	279	29	:	:	PUNCT
bracis-28425	279	30	978	978	NUM
bracis-28425	279	31	-	-	SYM
bracis-28425	279	32	3	3	NUM
bracis-28425	279	33	-	-	PUNCT
bracis-28425	279	34	031	031	NUM
bracis-28425	279	35	-	-	PUNCT
bracis-28425	279	36	45392	45392	NUM
bracis-28425	279	37	-	-	SYM
bracis-28425	279	38	2	2	NUM
bracis-28425	279	39	ebook	ebook	NOUN
bracis-28425	279	40	packages	package	NOUN
bracis-28425	279	41	:	:	PUNCT
bracis-28425	279	42	computer	computer	NOUN
bracis-28425	279	43	sciencecomputer	sciencecomputer	NOUN
bracis-28425	279	44	science	science	NOUN
bracis-28425	279	45	(	(	PUNCT
bracis-28425	279	46	r0	r0	NOUN
bracis-28425	279	47	)	)	PUNCT
bracis-28425	279	48	share	share	VERB
bracis-28425	279	49	this	this	DET
bracis-28425	279	50	paper	paper	NOUN
bracis-28425	279	51	anyone	anyone	PRON
bracis-28425	279	52	you	you	PRON
bracis-28425	279	53	share	share	VERB
bracis-28425	279	54	the	the	DET
bracis-28425	279	55	following	follow	VERB
bracis-28425	279	56	link	link	NOUN
bracis-28425	279	57	with	with	ADP
bracis-28425	279	58	will	will	AUX
bracis-28425	279	59	be	be	AUX
bracis-28425	279	60	able	able	ADJ
bracis-28425	279	61	to	to	PART
bracis-28425	279	62	read	read	VERB
bracis-28425	279	63	this	this	DET
bracis-28425	279	64	content	content	NOUN
bracis-28425	279	65	:	:	PUNCT
bracis-28425	279	66	get	get	VERB
bracis-28425	279	67	shareable	shareable	ADJ
bracis-28425	279	68	linksorry	linksorry	NOUN
bracis-28425	279	69	,	,	PUNCT
bracis-28425	279	70	a	a	DET
bracis-28425	279	71	shareable	shareable	ADJ
bracis-28425	279	72	link	link	NOUN
bracis-28425	279	73	is	be	AUX
bracis-28425	279	74	not	not	PART
bracis-28425	279	75	currently	currently	ADV
bracis-28425	279	76	available	available	ADJ
bracis-28425	279	77	for	for	ADP
bracis-28425	279	78	this	this	DET
bracis-28425	279	79	article	article	NOUN
bracis-28425	279	80	.	.	PUNCT
bracis-28425	280	1	copy	copy	VERB
bracis-28425	280	2	shareable	shareable	ADJ
bracis-28425	280	3	link	link	NOUN
bracis-28425	280	4	to	to	PART
bracis-28425	280	5	clipboard	clipboard	NOUN
bracis-28425	280	6	provided	provide	VERB
bracis-28425	280	7	by	by	ADP
bracis-28425	280	8	the	the	DET
bracis-28425	280	9	springer	springer	NOUN
bracis-28425	280	10	nature	nature	PROPN
bracis-28425	280	11	sharedit	sharedit	PROPN
bracis-28425	280	12	content	content	NOUN
bracis-28425	280	13	-	-	PUNCT
bracis-28425	280	14	sharing	share	VERB
bracis-28425	280	15	initiative	initiative	NOUN
bracis-28425	280	16	keywords	keyword	NOUN
bracis-28425	280	17	microrna	microrna	PROPN
bracis-28425	280	18	target	target	PROPN
bracis-28425	280	19	prediction	prediction	NOUN
bracis-28425	280	20	machine	machine	NOUN
bracis-28425	280	21	learning	learn	VERB
bracis-28425	280	22	bioinformatics	bioinformatic	NOUN
bracis-28425	280	23	graph	graph	NOUN
bracis-28425	280	24	neural	neural	ADJ
bracis-28425	280	25	networks	network	NOUN
bracis-28425	280	26	publish	publish	VERB
bracis-28425	280	27	with	with	ADP
bracis-28425	280	28	us	us	PROPN
bracis-28425	280	29	policies	policy	NOUN
bracis-28425	280	30	and	and	CCONJ
bracis-28425	280	31	ethics	ethic	NOUN
bracis-28425	280	32	search	search	NOUN
bracis-28425	280	33	search	search	NOUN
bracis-28425	280	34	by	by	ADP
bracis-28425	280	35	keyword	keyword	NOUN
bracis-28425	280	36	or	or	CCONJ
bracis-28425	280	37	author	author	NOUN
bracis-28425	280	38	search	search	NOUN
bracis-28425	280	39	navigation	navigation	NOUN
bracis-28425	280	40	find	find	VERB
bracis-28425	280	41	a	a	DET
bracis-28425	280	42	journal	journal	NOUN
bracis-28425	280	43	publish	publish	VERB
bracis-28425	280	44	with	with	ADP
bracis-28425	280	45	us	we	PRON
bracis-28425	280	46	track	track	VERB
bracis-28425	280	47	your	your	PRON
bracis-28425	280	48	research	research	NOUN
bracis-28425	280	49	discover	discover	VERB
bracis-28425	280	50	content	content	NOUN
bracis-28425	280	51	journals	journal	NOUN
bracis-28425	280	52	a	a	DET
bracis-28425	280	53	-	-	PUNCT
bracis-28425	280	54	z	z	NOUN
bracis-28425	280	55	books	book	NOUN
bracis-28425	280	56	a	a	DET
bracis-28425	280	57	-	-	PUNCT
bracis-28425	280	58	z	z	NOUN
bracis-28425	280	59	publish	publish	NOUN
bracis-28425	280	60	with	with	ADP
bracis-28425	280	61	us	us	PROPN
bracis-28425	280	62	journal	journal	PROPN
bracis-28425	280	63	finder	finder	PROPN
bracis-28425	280	64	publish	publish	VERB
bracis-28425	280	65	your	your	PRON
bracis-28425	280	66	research	research	NOUN
bracis-28425	280	67	language	language	NOUN
bracis-28425	280	68	editing	edit	VERB
bracis-28425	280	69	open	open	ADJ
bracis-28425	280	70	access	access	NOUN
bracis-28425	280	71	publishing	publishing	NOUN
bracis-28425	280	72	products	product	NOUN
bracis-28425	280	73	and	and	CCONJ
bracis-28425	280	74	services	service	NOUN
bracis-28425	280	75	our	our	PRON
bracis-28425	280	76	products	product	NOUN
bracis-28425	280	77	librarians	librarian	VERB
bracis-28425	280	78	societies	society	NOUN
bracis-28425	280	79	partners	partner	NOUN
bracis-28425	280	80	and	and	CCONJ
bracis-28425	280	81	advertisers	advertiser	NOUN
bracis-28425	280	82	our	our	PRON
bracis-28425	280	83	brands	brand	NOUN
bracis-28425	280	84	springer	springer	NOUN
bracis-28425	280	85	nature	nature	PROPN
bracis-28425	280	86	portfolio	portfolio	PROPN
bracis-28425	280	87	bmc	bmc	PROPN
bracis-28425	280	88	palgrave	palgrave	PROPN
bracis-28425	280	89	macmillan	macmillan	PROPN
bracis-28425	280	90	apress	apress	PROPN
bracis-28425	280	91	discover	discover	VERB
bracis-28425	280	92	your	your	PRON
bracis-28425	280	93	privacy	privacy	NOUN
bracis-28425	280	94	choices	choice	NOUN
bracis-28425	280	95	/	/	SYM
bracis-28425	280	96	manage	manage	NOUN
bracis-28425	280	97	cookies	cookie	NOUN
bracis-28425	280	98	your	your	PRON
bracis-28425	280	99	us	us	PROPN
bracis-28425	281	1	state	state	NOUN
bracis-28425	281	2	privacy	privacy	NOUN
bracis-28425	281	3	rights	right	NOUN
bracis-28425	281	4	accessibility	accessibility	NOUN
bracis-28425	281	5	statement	statement	NOUN
bracis-28425	281	6	terms	term	NOUN
bracis-28425	281	7	and	and	CCONJ
bracis-28425	281	8	conditions	condition	NOUN
bracis-28425	281	9	privacy	privacy	NOUN
bracis-28425	281	10	policy	policy	NOUN
bracis-28425	281	11	help	help	NOUN
bracis-28425	281	12	and	and	CCONJ
bracis-28425	281	13	support	support	VERB
bracis-28425	281	14	legal	legal	ADJ
bracis-28425	281	15	notice	notice	NOUN
bracis-28425	281	16	cancel	cancel	VERB
bracis-28425	281	17	contracts	contract	NOUN
bracis-28425	281	18	here	here	ADV
bracis-28425	281	19	129.74.145.123	129.74.145.123	NUM
bracis-28425	281	20	hesburgh	hesburgh	PROPN
bracis-28425	281	21	library	library	PROPN
bracis-28425	281	22	er	er	INTJ
bracis-28425	281	23	unit	unit	NOUN
bracis-28425	281	24	(	(	PUNCT
bracis-28425	281	25	3005732405	3005732405	NUM
bracis-28425	281	26	)	)	PUNCT
bracis-28425	281	27	northeast	northeast	ADJ
bracis-28425	281	28	research	research	NOUN
bracis-28425	281	29	libraries	library	NOUN
bracis-28425	281	30	(	(	PUNCT
bracis-28425	281	31	nerl	nerl	PROPN
bracis-28425	281	32	)	)	PUNCT
bracis-28425	281	33	(	(	PUNCT
bracis-28425	281	34	8200828607	8200828607	NUM
bracis-28425	281	35	)	)	PUNCT
bracis-28425	281	36	nerl	nerl	VERB
bracis-28425	281	37	ta	ta	X
bracis-28425	281	38	account	account	NOUN
bracis-28425	281	39	(	(	PUNCT
bracis-28425	281	40	3006206169	3006206169	NUM
bracis-28425	281	41	)	)	PUNCT
bracis-28425	281	42	university	university	NOUN
bracis-28425	281	43	of	of	ADP
bracis-28425	281	44	notre	notre	PROPN
bracis-28425	281	45	dame	dame	PROPN
bracis-28425	281	46	hesburgh	hesburgh	PROPN
bracis-28425	281	47	library	library	NOUN
bracis-28425	281	48	(	(	PUNCT
bracis-28425	281	49	3000184373	3000184373	NUM
bracis-28425	281	50	)	)	PUNCT
bracis-28425	282	1	©	©	ADP
bracis-28425	282	2	2025	2025	NUM
bracis-28425	282	3	springer	springer	NOUN
bracis-28425	282	4	nature	nature	NOUN