id	sid	tid	token	lemma	pos
cana-6199	1	1	communications	communication	NOUN
cana-6199	1	2	on	on	ADP
cana-6199	1	3	applied	apply	VERB
cana-6199	1	4	nonlinear	nonlinear	ADJ
cana-6199	1	5	analysis	analysis	NOUN
cana-6199	1	6	issn	issn	NOUN
cana-6199	1	7	:	:	PUNCT
cana-6199	1	8	1074	1074	NUM
cana-6199	1	9	-	-	PUNCT
cana-6199	1	10	133x	133x	NUM
cana-6199	1	11	vol	vol	NOUN
cana-6199	1	12	32	32	NUM
cana-6199	1	13	no	no	NOUN
cana-6199	1	14	.	.	PUNCT
cana-6199	2	1	9s	9s	NUM
cana-6199	2	2	(	(	PUNCT
cana-6199	2	3	2025	2025	NUM
cana-6199	2	4	)	)	PUNCT
cana-6199	2	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	2	6	3279	3279	NUM
cana-6199	2	7	swinvqa	swinvqa	NOUN
cana-6199	2	8	:	:	PUNCT
cana-6199	2	9	a	a	DET
cana-6199	2	10	transformer	transformer	NOUN
cana-6199	2	11	framework	framework	NOUN
cana-6199	2	12	for	for	ADP
cana-6199	2	13	medical	medical	ADJ
cana-6199	2	14	visual	visual	ADJ
cana-6199	2	15	question	question	NOUN
cana-6199	2	16	answering	answer	VERB
cana-6199	2	17	keyur	keyur	NOUN
cana-6199	2	18	vaitha1	vaitha1	PROPN
cana-6199	2	19	*	*	PROPN
cana-6199	2	20	,	,	PUNCT
cana-6199	2	21	jay	jay	PROPN
cana-6199	2	22	korat2	korat2	PROPN
cana-6199	2	23	,	,	PUNCT
cana-6199	2	24	anand	anand	PROPN
cana-6199	2	25	akbari3	akbari3	PROPN
cana-6199	2	26	,	,	PUNCT
cana-6199	2	27	chinmay	chinmay	AUX
cana-6199	2	28	raut4	raut4	VERB
cana-6199	2	29	1*department	1*department	NUM
cana-6199	2	30	of	of	ADP
cana-6199	2	31	computer	computer	NOUN
cana-6199	2	32	science	science	NOUN
cana-6199	2	33	and	and	CCONJ
cana-6199	2	34	engineering	engineering	NOUN
cana-6199	2	35	(	(	PUNCT
cana-6199	2	36	data	data	NOUN
cana-6199	2	37	science	science	NOUN
cana-6199	2	38	)	)	PUNCT
cana-6199	2	39	,	,	PUNCT
cana-6199	2	40	dwarkadas	dwarkadas	PROPN
cana-6199	2	41	jivanlal	jivanlal	PROPN
cana-6199	2	42	sanghvi	sanghvi	PROPN
cana-6199	2	43	college	college	PROPN
cana-6199	2	44	of	of	ADP
cana-6199	2	45	engineering	engineering	NOUN
cana-6199	2	46	,	,	PUNCT
cana-6199	2	47	keyurvaitha21@gmail.com	keyurvaitha21@gmail.com	X
cana-6199	3	1	2department	2department	NUM
cana-6199	3	2	of	of	ADP
cana-6199	3	3	computer	computer	NOUN
cana-6199	3	4	engineering	engineering	NOUN
cana-6199	3	5	,	,	PUNCT
cana-6199	3	6	dwarkadas	dwarkadas	PROPN
cana-6199	3	7	jivanlal	jivanlal	PROPN
cana-6199	3	8	sanghvi	sanghvi	PROPN
cana-6199	3	9	college	college	PROPN
cana-6199	3	10	of	of	ADP
cana-6199	3	11	engineering	engineering	PROPN
cana-6199	3	12	,	,	PUNCT
cana-6199	3	13	koratjay22@gmail.com	koratjay22@gmail.com	PROPN
cana-6199	4	1	3department	3department	NUM
cana-6199	4	2	of	of	ADP
cana-6199	4	3	computer	computer	NOUN
cana-6199	4	4	engineering	engineering	NOUN
cana-6199	4	5	,	,	PUNCT
cana-6199	4	6	dwarkadas	dwarkadas	PROPN
cana-6199	4	7	jivanlal	jivanlal	PROPN
cana-6199	4	8	sanghvi	sanghvi	PROPN
cana-6199	4	9	college	college	PROPN
cana-6199	4	10	of	of	ADP
cana-6199	4	11	engineering	engineering	PROPN
cana-6199	4	12	,	,	PUNCT
cana-6199	4	13	anandakbari9@gmail.com	anandakbari9@gmail.com	X
cana-6199	4	14	4asst	4asst	NUM
cana-6199	4	15	.	.	PUNCT
cana-6199	5	1	professor	professor	PROPN
cana-6199	5	2	,	,	PUNCT
cana-6199	5	3	dept	dept	NOUN
cana-6199	5	4	.	.	PROPN
cana-6199	5	5	of	of	ADP
cana-6199	5	6	computer	computer	NOUN
cana-6199	5	7	engineering	engineering	NOUN
cana-6199	5	8	,	,	PUNCT
cana-6199	5	9	dwarkadas	dwarkadas	PROPN
cana-6199	5	10	jivanlal	jivanlal	PROPN
cana-6199	5	11	sanghvi	sanghvi	PROPN
cana-6199	5	12	college	college	PROPN
cana-6199	5	13	of	of	ADP
cana-6199	5	14	engineering	engineering	PROPN
cana-6199	5	15	,	,	PUNCT
cana-6199	5	16	chinmay.raut@djsce.ac.in	chinmay.raut@djsce.ac.in	PUNCT
cana-6199	5	17	article	article	NOUN
cana-6199	5	18	history	history	NOUN
cana-6199	5	19	:	:	PUNCT
cana-6199	5	20	abstract	abstract	ADJ
cana-6199	5	21	:	:	PUNCT
cana-6199	5	22	the	the	DET
cana-6199	5	23	integration	integration	NOUN
cana-6199	5	24	of	of	ADP
cana-6199	5	25	advanced	advanced	ADJ
cana-6199	5	26	computer	computer	NOUN
cana-6199	5	27	vision	vision	NOUN
cana-6199	5	28	and	and	CCONJ
cana-6199	5	29	natural	natural	ADJ
cana-6199	5	30	language	language	NOUN
cana-6199	5	31	processing	processing	NOUN
cana-6199	5	32	techniques	technique	NOUN
cana-6199	5	33	in	in	ADP
cana-6199	5	34	medical	medical	ADJ
cana-6199	5	35	image	image	NOUN
cana-6199	5	36	analysis	analysis	NOUN
cana-6199	5	37	presents	present	VERB
cana-6199	5	38	significant	significant	ADJ
cana-6199	5	39	challenges	challenge	NOUN
cana-6199	5	40	due	due	ADP
cana-6199	5	41	to	to	ADP
cana-6199	5	42	the	the	DET
cana-6199	5	43	complexity	complexity	NOUN
cana-6199	5	44	and	and	CCONJ
cana-6199	5	45	high	high	ADJ
cana-6199	5	46	stakes	stake	NOUN
cana-6199	5	47	of	of	ADP
cana-6199	5	48	diagnostic	diagnostic	ADJ
cana-6199	5	49	interpretation	interpretation	NOUN
cana-6199	5	50	.	.	PUNCT
cana-6199	6	1	this	this	DET
cana-6199	6	2	paper	paper	NOUN
cana-6199	6	3	introduces	introduce	NOUN
cana-6199	6	4	swinvqa	swinvqa	PROPN
cana-6199	6	5	,	,	PUNCT
cana-6199	6	6	a	a	DET
cana-6199	6	7	novel	novel	ADJ
cana-6199	6	8	medical	medical	ADJ
cana-6199	6	9	visual	visual	ADJ
cana-6199	6	10	question	question	NOUN
cana-6199	6	11	answering	answer	VERB
cana-6199	6	12	framework	framework	NOUN
cana-6199	6	13	that	that	PRON
cana-6199	6	14	leverages	leverage	VERB
cana-6199	6	15	the	the	DET
cana-6199	6	16	hierarchical	hierarchical	ADJ
cana-6199	6	17	architecture	architecture	NOUN
cana-6199	6	18	of	of	ADP
cana-6199	6	19	swin	swin	PROPN
cana-6199	6	20	transformers	transformer	NOUN
cana-6199	6	21	to	to	PART
cana-6199	6	22	address	address	VERB
cana-6199	6	23	limitations	limitation	NOUN
cana-6199	6	24	in	in	ADP
cana-6199	6	25	existing	exist	VERB
cana-6199	6	26	systems	system	NOUN
cana-6199	6	27	.	.	PUNCT
cana-6199	7	1	by	by	ADP
cana-6199	7	2	employing	employ	VERB
cana-6199	7	3	shifted	shift	VERB
cana-6199	7	4	window	window	NOUN
cana-6199	7	5	partitioning	partitioning	NOUN
cana-6199	7	6	and	and	CCONJ
cana-6199	7	7	patch	patch	VERB
cana-6199	7	8	merging	merging	NOUN
cana-6199	7	9	techniques	technique	NOUN
cana-6199	7	10	,	,	PUNCT
cana-6199	7	11	swinvqa	swinvqa	NOUN
cana-6199	7	12	efficiently	efficiently	ADV
cana-6199	7	13	processes	process	VERB
cana-6199	7	14	high	high	ADJ
cana-6199	7	15	-	-	PUNCT
cana-6199	7	16	resolution	resolution	NOUN
cana-6199	7	17	medical	medical	ADJ
cana-6199	7	18	images	image	NOUN
cana-6199	7	19	while	while	SCONJ
cana-6199	7	20	simultaneously	simultaneously	ADV
cana-6199	7	21	capturing	capture	VERB
cana-6199	7	22	both	both	DET
cana-6199	7	23	local	local	ADJ
cana-6199	7	24	details	detail	NOUN
cana-6199	7	25	and	and	CCONJ
cana-6199	7	26	global	global	ADJ
cana-6199	7	27	context	context	NOUN
cana-6199	7	28	essential	essential	ADJ
cana-6199	7	29	for	for	ADP
cana-6199	7	30	accurate	accurate	ADJ
cana-6199	7	31	diagnosis	diagnosis	NOUN
cana-6199	7	32	.	.	PUNCT
cana-6199	8	1	we	we	PRON
cana-6199	8	2	implement	implement	VERB
cana-6199	8	3	a	a	DET
cana-6199	8	4	sophisticated	sophisticated	ADJ
cana-6199	8	5	cross	cross	ADJ
cana-6199	8	6	-	-	ADJ
cana-6199	8	7	modal	modal	ADJ
cana-6199	8	8	attention	attention	NOUN
cana-6199	8	9	mechanism	mechanism	NOUN
cana-6199	8	10	that	that	PRON
cana-6199	8	11	effectively	effectively	ADV
cana-6199	8	12	aligns	align	VERB
cana-6199	8	13	visual	visual	ADJ
cana-6199	8	14	features	feature	NOUN
cana-6199	8	15	with	with	ADP
cana-6199	8	16	clinical	clinical	ADJ
cana-6199	8	17	queries	query	NOUN
cana-6199	8	18	,	,	PUNCT
cana-6199	8	19	enhancing	enhance	VERB
cana-6199	8	20	the	the	DET
cana-6199	8	21	model	model	NOUN
cana-6199	8	22	’s	’s	PART
cana-6199	8	23	reasoning	reasoning	NOUN
cana-6199	8	24	capabilities	capability	NOUN
cana-6199	8	25	.	.	PUNCT
cana-6199	9	1	the	the	DET
cana-6199	9	2	framework	framework	NOUN
cana-6199	9	3	is	be	AUX
cana-6199	9	4	evaluated	evaluate	VERB
cana-6199	9	5	on	on	ADP
cana-6199	9	6	established	establish	VERB
cana-6199	9	7	medical	medical	ADJ
cana-6199	9	8	vqa	vqa	PROPN
cana-6199	9	9	datasets	dataset	NOUN
cana-6199	9	10	,	,	PUNCT
cana-6199	9	11	including	include	VERB
cana-6199	9	12	slake	slake	NOUN
cana-6199	9	13	and	and	CCONJ
cana-6199	9	14	vqa	vqa	PROPN
cana-6199	9	15	-	-	PUNCT
cana-6199	9	16	rad	rad	PROPN
cana-6199	9	17	,	,	PUNCT
cana-6199	9	18	demonstrating	demonstrate	VERB
cana-6199	9	19	improved	improved	ADJ
cana-6199	9	20	performance	performance	NOUN
cana-6199	9	21	across	across	ADP
cana-6199	9	22	various	various	ADJ
cana-6199	9	23	question	question	NOUN
cana-6199	9	24	types	type	NOUN
cana-6199	9	25	and	and	CCONJ
cana-6199	9	26	imaging	imaging	NOUN
cana-6199	9	27	modalities	modality	NOUN
cana-6199	9	28	.	.	PUNCT
cana-6199	10	1	additionally	additionally	ADV
cana-6199	10	2	,	,	PUNCT
cana-6199	10	3	we	we	PRON
cana-6199	10	4	introduce	introduce	VERB
cana-6199	10	5	beam	beam	NOUN
cana-6199	10	6	search	search	NOUN
cana-6199	10	7	optimization	optimization	NOUN
cana-6199	10	8	for	for	ADP
cana-6199	10	9	answer	answer	NOUN
cana-6199	10	10	generation	generation	NOUN
cana-6199	10	11	,	,	PUNCT
cana-6199	10	12	resulting	result	VERB
cana-6199	10	13	in	in	ADP
cana-6199	10	14	more	more	ADV
cana-6199	10	15	contextually	contextually	ADV
cana-6199	10	16	appropriate	appropriate	ADJ
cana-6199	10	17	and	and	CCONJ
cana-6199	10	18	diagnostically	diagnostically	ADV
cana-6199	10	19	accurate	accurate	ADJ
cana-6199	10	20	responses	response	NOUN
cana-6199	10	21	.	.	PUNCT
cana-6199	11	1	experimental	experimental	ADJ
cana-6199	11	2	results	result	NOUN
cana-6199	11	3	show	show	VERB
cana-6199	11	4	that	that	SCONJ
cana-6199	11	5	swinvqa	swinvqa	NOUN
cana-6199	11	6	significantly	significantly	ADV
cana-6199	11	7	outperforms	outperform	VERB
cana-6199	11	8	baseline	baseline	NOUN
cana-6199	11	9	models	model	NOUN
cana-6199	11	10	in	in	ADP
cana-6199	11	11	both	both	DET
cana-6199	11	12	computational	computational	ADJ
cana-6199	11	13	efficiency	efficiency	NOUN
cana-6199	11	14	and	and	CCONJ
cana-6199	11	15	diagnostic	diagnostic	ADJ
cana-6199	11	16	accuracy	accuracy	NOUN
cana-6199	11	17	.	.	PUNCT
cana-6199	12	1	this	this	DET
cana-6199	12	2	research	research	NOUN
cana-6199	12	3	advances	advance	VERB
cana-6199	12	4	the	the	DET
cana-6199	12	5	field	field	NOUN
cana-6199	12	6	of	of	ADP
cana-6199	12	7	ai	ai	ADJ
cana-6199	12	8	-	-	PUNCT
cana-6199	12	9	assisted	assist	VERB
cana-6199	12	10	medical	medical	ADJ
cana-6199	12	11	image	image	NOUN
cana-6199	12	12	analysis	analysis	NOUN
cana-6199	12	13	by	by	ADP
cana-6199	12	14	providing	provide	VERB
cana-6199	12	15	a	a	DET
cana-6199	12	16	more	more	ADV
cana-6199	12	17	robust	robust	ADJ
cana-6199	12	18	and	and	CCONJ
cana-6199	12	19	clinically	clinically	ADV
cana-6199	12	20	relevant	relevant	ADJ
cana-6199	12	21	solution	solution	NOUN
cana-6199	12	22	that	that	PRON
cana-6199	12	23	bridges	bridge	VERB
cana-6199	12	24	the	the	DET
cana-6199	12	25	gap	gap	NOUN
cana-6199	12	26	between	between	ADP
cana-6199	12	27	technological	technological	ADJ
cana-6199	12	28	capabilities	capability	NOUN
cana-6199	12	29	and	and	CCONJ
cana-6199	12	30	practical	practical	ADJ
cana-6199	12	31	healthcare	healthcare	NOUN
cana-6199	12	32	applications	application	NOUN
cana-6199	12	33	.	.	PUNCT
cana-6199	13	1	index	index	NOUN
cana-6199	13	2	terms	term	NOUN
cana-6199	13	3	—	—	PUNCT
cana-6199	13	4	medical	medical	ADJ
cana-6199	13	5	visual	visual	ADJ
cana-6199	13	6	question	question	NOUN
cana-6199	13	7	answering	answering	NOUN
cana-6199	13	8	,	,	PUNCT
cana-6199	13	9	swin	swin	PROPN
cana-6199	13	10	transformer	transformer	PROPN
cana-6199	13	11	,	,	PUNCT
cana-6199	13	12	hierarchical	hierarchical	ADJ
cana-6199	13	13	feature	feature	NOUN
cana-6199	13	14	learning	learning	NOUN
cana-6199	13	15	,	,	PUNCT
cana-6199	13	16	cross	cross	ADJ
cana-6199	13	17	-	-	ADJ
cana-6199	13	18	modal	modal	ADJ
cana-6199	13	19	fusion	fusion	NOUN
cana-6199	13	20	,	,	PUNCT
cana-6199	13	21	beam	beam	NOUN
cana-6199	13	22	search	search	NOUN
cana-6199	13	23	,	,	PUNCT
cana-6199	13	24	healthcare	healthcare	PROPN
cana-6199	13	25	ai	ai	PROPN
cana-6199	13	26	i.	i.	PROPN
cana-6199	13	27	introduction	introduction	NOUN
cana-6199	13	28	as	as	ADP
cana-6199	13	29	the	the	DET
cana-6199	13	30	complexity	complexity	NOUN
cana-6199	13	31	and	and	CCONJ
cana-6199	13	32	volume	volume	NOUN
cana-6199	13	33	of	of	ADP
cana-6199	13	34	medical	medical	ADJ
cana-6199	13	35	imaging	imaging	NOUN
cana-6199	13	36	continue	continue	VERB
cana-6199	13	37	to	to	PART
cana-6199	13	38	increase	increase	VERB
cana-6199	13	39	,	,	PUNCT
cana-6199	13	40	healthcare	healthcare	NOUN
cana-6199	13	41	professionals	professional	NOUN
cana-6199	13	42	face	face	VERB
cana-6199	13	43	growing	grow	VERB
cana-6199	13	44	challenges	challenge	NOUN
cana-6199	13	45	in	in	ADP
cana-6199	13	46	efficiently	efficiently	ADV
cana-6199	13	47	interpreting	interpret	VERB
cana-6199	13	48	diagnostic	diagnostic	ADJ
cana-6199	13	49	data	datum	NOUN
cana-6199	13	50	.	.	PUNCT
cana-6199	14	1	visual	visual	ADJ
cana-6199	14	2	question	question	NOUN
cana-6199	14	3	answering	answering	NOUN
cana-6199	14	4	(	(	PUNCT
cana-6199	14	5	vqa	vqa	NOUN
cana-6199	14	6	)	)	PUNCT
cana-6199	14	7	in	in	ADP
cana-6199	14	8	the	the	DET
cana-6199	14	9	medical	medical	ADJ
cana-6199	14	10	domain	domain	NOUN
cana-6199	14	11	—	—	PUNCT
cana-6199	14	12	a	a	DET
cana-6199	14	13	task	task	NOUN
cana-6199	14	14	aimed	aim	VERB
cana-6199	14	15	at	at	ADP
cana-6199	14	16	automatically	automatically	ADV
cana-6199	14	17	generating	generate	VERB
cana-6199	14	18	accurate	accurate	ADJ
cana-6199	14	19	textual	textual	ADJ
cana-6199	14	20	responses	response	NOUN
cana-6199	14	21	to	to	ADP
cana-6199	14	22	questions	question	NOUN
cana-6199	14	23	about	about	ADP
cana-6199	14	24	medical	medical	ADJ
cana-6199	14	25	images	image	NOUN
cana-6199	14	26	—	—	PUNCT
cana-6199	14	27	emerges	emerge	VERB
cana-6199	14	28	as	as	ADP
cana-6199	14	29	a	a	DET
cana-6199	14	30	promising	promising	ADJ
cana-6199	14	31	solution	solution	NOUN
cana-6199	14	32	to	to	PART
cana-6199	14	33	enhance	enhance	VERB
cana-6199	14	34	diagnostic	diagnostic	ADJ
cana-6199	14	35	capabilities	capability	NOUN
cana-6199	14	36	and	and	CCONJ
cana-6199	14	37	streamline	streamline	VERB
cana-6199	14	38	clinical	clinical	ADJ
cana-6199	14	39	workflows	workflow	NOUN
cana-6199	14	40	.	.	PUNCT
cana-6199	15	1	despite	despite	SCONJ
cana-6199	15	2	advances	advance	NOUN
cana-6199	15	3	in	in	ADP
cana-6199	15	4	general	general	ADJ
cana-6199	15	5	vqa	vqa	PROPN
cana-6199	15	6	systems	system	NOUN
cana-6199	15	7	,	,	PUNCT
cana-6199	15	8	medical	medical	ADJ
cana-6199	15	9	applications	application	NOUN
cana-6199	15	10	present	present	VERB
cana-6199	15	11	unique	unique	ADJ
cana-6199	15	12	challenges	challenge	NOUN
cana-6199	15	13	that	that	PRON
cana-6199	15	14	demand	demand	VERB
cana-6199	15	15	specialized	specialized	ADJ
cana-6199	15	16	approaches	approach	NOUN
cana-6199	15	17	.	.	PUNCT
cana-6199	16	1	medical	medical	ADJ
cana-6199	16	2	visual	visual	ADJ
cana-6199	16	3	question	question	NOUN
cana-6199	16	4	answering	answering	NOUN
cana-6199	16	5	(	(	PUNCT
cana-6199	16	6	med	med	ADJ
cana-6199	16	7	-	-	PUNCT
cana-6199	16	8	vqa	vqa	NOUN
cana-6199	16	9	)	)	PUNCT
cana-6199	16	10	systems	system	NOUN
cana-6199	16	11	must	must	AUX
cana-6199	16	12	process	process	VERB
cana-6199	16	13	high	high	ADJ
cana-6199	16	14	-	-	PUNCT
cana-6199	16	15	resolution	resolution	NOUN
cana-6199	16	16	medical	medical	ADJ
cana-6199	16	17	images	image	NOUN
cana-6199	16	18	with	with	ADP
cana-6199	16	19	fine	fine	ADV
cana-6199	16	20	-	-	PUNCT
cana-6199	16	21	grained	grain	VERB
cana-6199	16	22	details	detail	NOUN
cana-6199	16	23	critical	critical	ADJ
cana-6199	16	24	for	for	ADP
cana-6199	16	25	diagnosis	diagnosis	NOUN
cana-6199	16	26	,	,	PUNCT
cana-6199	16	27	understand	understand	VERB
cana-6199	16	28	complex	complex	ADJ
cana-6199	16	29	anatomical	anatomical	ADJ
cana-6199	16	30	structures	structure	NOUN
cana-6199	16	31	across	across	ADP
cana-6199	16	32	multiple	multiple	ADJ
cana-6199	16	33	scales	scale	NOUN
cana-6199	16	34	,	,	PUNCT
cana-6199	16	35	and	and	CCONJ
cana-6199	16	36	generate	generate	VERB
cana-6199	16	37	responses	response	NOUN
cana-6199	16	38	with	with	ADP
cana-6199	16	39	the	the	DET
cana-6199	16	40	precision	precision	NOUN
cana-6199	16	41	required	require	VERB
cana-6199	16	42	in	in	ADP
cana-6199	16	43	clinical	clinical	ADJ
cana-6199	16	44	settings	setting	NOUN
cana-6199	16	45	.	.	PUNCT
cana-6199	17	1	existing	exist	VERB
cana-6199	17	2	approaches	approach	NOUN
cana-6199	17	3	,	,	PUNCT
cana-6199	17	4	particularly	particularly	ADV
cana-6199	17	5	those	those	PRON
cana-6199	17	6	based	base	VERB
cana-6199	17	7	on	on	ADP
cana-6199	17	8	standard	standard	ADJ
cana-6199	17	9	vision	vision	NOUN
cana-6199	17	10	transformers	transformer	NOUN
cana-6199	17	11	(	(	PUNCT
cana-6199	17	12	vits	vit	NOUN
cana-6199	17	13	)	)	PUNCT
cana-6199	17	14	,	,	PUNCT
cana-6199	17	15	face	face	VERB
cana-6199	17	16	significant	significant	ADJ
cana-6199	17	17	limitations	limitation	NOUN
cana-6199	17	18	including	include	VERB
cana-6199	17	19	computational	computational	ADJ
cana-6199	17	20	inefficiency	inefficiency	NOUN
cana-6199	17	21	when	when	SCONJ
cana-6199	17	22	processing	process	VERB
cana-6199	17	23	large	large	ADJ
cana-6199	17	24	medical	medical	ADJ
cana-6199	17	25	images	image	NOUN
cana-6199	17	26	,	,	PUNCT
cana-6199	17	27	inability	inability	NOUN
cana-6199	17	28	to	to	PART
cana-6199	17	29	simultaneously	simultaneously	ADV
cana-6199	17	30	capture	capture	VERB
cana-6199	17	31	local	local	ADJ
cana-6199	17	32	abnormalities	abnormality	NOUN
cana-6199	17	33	and	and	CCONJ
cana-6199	17	34	global	global	ADJ
cana-6199	17	35	anatomical	anatomical	ADJ
cana-6199	17	36	context	context	NOUN
cana-6199	17	37	,	,	PUNCT
cana-6199	17	38	and	and	CCONJ
cana-6199	17	39	poor	poor	ADJ
cana-6199	17	40	integration	integration	NOUN
cana-6199	17	41	of	of	ADP
cana-6199	17	42	visual	visual	ADJ
cana-6199	17	43	and	and	CCONJ
cana-6199	17	44	linguistic	linguistic	ADJ
cana-6199	17	45	information	information	NOUN
cana-6199	17	46	.	.	PUNCT
cana-6199	18	1	the	the	DET
cana-6199	18	2	computational	computational	ADJ
cana-6199	18	3	burden	burden	NOUN
cana-6199	18	4	of	of	ADP
cana-6199	18	5	traditional	traditional	ADJ
cana-6199	18	6	transformers	transformer	NOUN
cana-6199	18	7	,	,	PUNCT
cana-6199	18	8	which	which	PRON
cana-6199	18	9	scales	scale	VERB
cana-6199	18	10	quadratically	quadratically	ADV
cana-6199	18	11	with	with	ADP
cana-6199	18	12	image	image	NOUN
cana-6199	18	13	size	size	NOUN
cana-6199	18	14	,	,	PUNCT
cana-6199	18	15	renders	render	VERB
cana-6199	18	16	them	they	PRON
cana-6199	18	17	impractical	impractical	ADJ
cana-6199	18	18	for	for	ADP
cana-6199	18	19	high	high	ADJ
cana-6199	18	20	-	-	PUNCT
cana-6199	18	21	resolution	resolution	NOUN
cana-6199	18	22	medical	medical	ADJ
cana-6199	18	23	images	image	NOUN
cana-6199	18	24	.	.	PUNCT
cana-6199	19	1	furthermore	furthermore	ADV
cana-6199	19	2	,	,	PUNCT
cana-6199	19	3	the	the	DET
cana-6199	19	4	fixed	fix	VERB
cana-6199	19	5	partitioning	partition	VERB
cana-6199	19	6	scheme	scheme	NOUN
cana-6199	19	7	employed	employ	VERB
cana-6199	19	8	by	by	ADP
cana-6199	19	9	standard	standard	ADJ
cana-6199	19	10	vits	vit	NOUN
cana-6199	19	11	limits	limit	VERB
cana-6199	19	12	their	their	PRON
cana-6199	19	13	ability	ability	NOUN
cana-6199	19	14	to	to	PART
cana-6199	19	15	effectively	effectively	ADV
cana-6199	19	16	model	model	VERB
cana-6199	19	17	hierarchical	hierarchical	ADJ
cana-6199	19	18	features	feature	NOUN
cana-6199	19	19	essential	essential	ADJ
cana-6199	19	20	for	for	ADP
cana-6199	19	21	understanding	understand	VERB
cana-6199	19	22	both	both	CCONJ
cana-6199	19	23	fine	fine	ADV
cana-6199	19	24	-	-	PUNCT
cana-6199	19	25	grained	grain	VERB
cana-6199	19	26	details	detail	NOUN
cana-6199	19	27	(	(	PUNCT
cana-6199	19	28	e.g.	e.g.	ADV
cana-6199	19	29	,	,	PUNCT
cana-6199	19	30	small	small	ADJ
cana-6199	19	31	lesions	lesion	NOUN
cana-6199	19	32	)	)	PUNCT
cana-6199	19	33	and	and	CCONJ
cana-6199	19	34	broader	broad	ADJ
cana-6199	19	35	anatomical	anatomical	ADJ
cana-6199	19	36	structures	structure	NOUN
cana-6199	19	37	.	.	PUNCT
cana-6199	20	1	these	these	DET
cana-6199	20	2	limitations	limitation	NOUN
cana-6199	20	3	,	,	PUNCT
cana-6199	20	4	coupled	couple	VERB
cana-6199	20	5	with	with	ADP
cana-6199	20	6	inadequate	inadequate	ADJ
cana-6199	20	7	fusion	fusion	NOUN
cana-6199	20	8	mechanisms	mechanism	NOUN
cana-6199	20	9	for	for	ADP
cana-6199	20	10	aligning	align	VERB
cana-6199	20	11	visual	visual	ADJ
cana-6199	20	12	and	and	CCONJ
cana-6199	20	13	received	receive	VERB
cana-6199	20	14	:	:	PUNCT
cana-6199	20	15	23	23	NUM
cana-6199	20	16	-	-	PUNCT
cana-6199	20	17	04	04	NUM
cana-6199	20	18	-	-	PUNCT
cana-6199	20	19	2025	2025	NUM
cana-6199	20	20	revised	revise	VERB
cana-6199	20	21	:	:	PUNCT
cana-6199	20	22	29	29	NUM
cana-6199	20	23	-	-	SYM
cana-6199	20	24	05	05	NUM
cana-6199	20	25	-	-	PUNCT
cana-6199	20	26	2025	2025	NUM
cana-6199	20	27	accepted	accept	VERB
cana-6199	20	28	:	:	PUNCT
cana-6199	20	29	08	08	NUM
cana-6199	20	30	-	-	SYM
cana-6199	20	31	06	06	NUM
cana-6199	20	32	-	-	PUNCT
cana-6199	20	33	2025	2025	NUM
cana-6199	20	34	mailto:keyurvaitha21@gmail.com	mailto:keyurvaitha21@gmail.com	NOUN
cana-6199	20	35	mailto:koratjay22@gmail.com	mailto:koratjay22@gmail.com	VERB
cana-6199	20	36	mailto:anandakbari9@gmail.com	mailto:anandakbari9@gmail.com	PROPN
cana-6199	20	37	mailto:chinmay.raut@djsce.ac.in	mailto:chinmay.raut@djsce.ac.in	ADJ
cana-6199	20	38	communications	communication	NOUN
cana-6199	20	39	on	on	ADP
cana-6199	20	40	applied	apply	VERB
cana-6199	20	41	nonlinear	nonlinear	ADJ
cana-6199	20	42	analysis	analysis	NOUN
cana-6199	20	43	issn	issn	NOUN
cana-6199	20	44	:	:	PUNCT
cana-6199	20	45	1074	1074	NUM
cana-6199	20	46	-	-	PUNCT
cana-6199	20	47	133x	133x	NUM
cana-6199	20	48	vol	vol	NOUN
cana-6199	20	49	32	32	NUM
cana-6199	20	50	no	no	NOUN
cana-6199	20	51	.	.	PUNCT
cana-6199	21	1	9s	9s	NUM
cana-6199	21	2	(	(	PUNCT
cana-6199	21	3	2025	2025	NUM
cana-6199	21	4	)	)	PUNCT
cana-6199	21	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	21	6	3280	3280	NUM
cana-6199	21	7	textual	textual	ADJ
cana-6199	21	8	modalities	modality	NOUN
cana-6199	21	9	,	,	PUNCT
cana-6199	21	10	result	result	VERB
cana-6199	21	11	in	in	ADP
cana-6199	21	12	systems	system	NOUN
cana-6199	21	13	that	that	PRON
cana-6199	21	14	fall	fall	VERB
cana-6199	21	15	short	short	ADV
cana-6199	21	16	of	of	ADP
cana-6199	21	17	the	the	DET
cana-6199	21	18	accuracy	accuracy	NOUN
cana-6199	21	19	and	and	CCONJ
cana-6199	21	20	reliability	reliability	NOUN
cana-6199	21	21	required	require	VERB
cana-6199	21	22	for	for	ADP
cana-6199	21	23	clinical	clinical	ADJ
cana-6199	21	24	applications	application	NOUN
cana-6199	21	25	.	.	PUNCT
cana-6199	22	1	to	to	PART
cana-6199	22	2	address	address	VERB
cana-6199	22	3	these	these	DET
cana-6199	22	4	challenges	challenge	NOUN
cana-6199	22	5	,	,	PUNCT
cana-6199	22	6	we	we	PRON
cana-6199	22	7	propose	propose	VERB
cana-6199	22	8	swinvqa	swinvqa	NOUN
cana-6199	22	9	,	,	PUNCT
cana-6199	22	10	a	a	DET
cana-6199	22	11	novel	novel	ADJ
cana-6199	22	12	framework	framework	NOUN
cana-6199	22	13	that	that	PRON
cana-6199	22	14	leverages	leverage	VERB
cana-6199	22	15	the	the	DET
cana-6199	22	16	hierarchical	hierarchical	ADJ
cana-6199	22	17	architecture	architecture	NOUN
cana-6199	22	18	of	of	ADP
cana-6199	22	19	swin	swin	PROPN
cana-6199	22	20	transformers	transformer	NOUN
cana-6199	22	21	for	for	ADP
cana-6199	22	22	medical	medical	ADJ
cana-6199	22	23	visual	visual	ADJ
cana-6199	22	24	question	question	NOUN
cana-6199	22	25	answering	answering	NOUN
cana-6199	22	26	.	.	PUNCT
cana-6199	23	1	the	the	DET
cana-6199	23	2	swin	swin	PROPN
cana-6199	23	3	transformer	transformer	NOUN
cana-6199	23	4	architecture	architecture	NOUN
cana-6199	23	5	offers	offer	VERB
cana-6199	23	6	key	key	ADJ
cana-6199	23	7	advantages	advantage	NOUN
cana-6199	23	8	through	through	ADP
cana-6199	23	9	its	its	PRON
cana-6199	23	10	shifted	shift	VERB
cana-6199	23	11	window	window	NOUN
cana-6199	23	12	partitioning	partitioning	NOUN
cana-6199	23	13	mechanism	mechanism	NOUN
cana-6199	23	14	and	and	CCONJ
cana-6199	23	15	hierarchical	hierarchical	ADJ
cana-6199	23	16	design	design	NOUN
cana-6199	23	17	,	,	PUNCT
cana-6199	23	18	enabling	enable	VERB
cana-6199	23	19	efficient	efficient	ADJ
cana-6199	23	20	processing	processing	NOUN
cana-6199	23	21	of	of	ADP
cana-6199	23	22	high	high	ADJ
cana-6199	23	23	-	-	PUNCT
cana-6199	23	24	resolution	resolution	NOUN
cana-6199	23	25	images	image	NOUN
cana-6199	23	26	while	while	SCONJ
cana-6199	23	27	capturing	capture	VERB
cana-6199	23	28	multiscale	multiscale	ADJ
cana-6199	23	29	features	feature	NOUN
cana-6199	23	30	.	.	PUNCT
cana-6199	24	1	by	by	ADP
cana-6199	24	2	adapting	adapt	VERB
cana-6199	24	3	this	this	DET
cana-6199	24	4	architecture	architecture	NOUN
cana-6199	24	5	specifically	specifically	ADV
cana-6199	24	6	for	for	ADP
cana-6199	24	7	medical	medical	ADJ
cana-6199	24	8	imaging	imaging	NOUN
cana-6199	24	9	analysis	analysis	NOUN
cana-6199	24	10	and	and	CCONJ
cana-6199	24	11	integrating	integrate	VERB
cana-6199	24	12	it	it	PRON
cana-6199	24	13	with	with	ADP
cana-6199	24	14	advanced	advanced	ADJ
cana-6199	24	15	cross	cross	ADJ
cana-6199	24	16	-	-	ADJ
cana-6199	24	17	modal	modal	ADJ
cana-6199	24	18	fusion	fusion	NOUN
cana-6199	24	19	techniques	technique	NOUN
cana-6199	24	20	,	,	PUNCT
cana-6199	24	21	our	our	PRON
cana-6199	24	22	system	system	NOUN
cana-6199	24	23	overcomes	overcome	VERB
cana-6199	24	24	the	the	DET
cana-6199	24	25	limitations	limitation	NOUN
cana-6199	24	26	of	of	ADP
cana-6199	24	27	existing	exist	VERB
cana-6199	24	28	approaches	approach	NOUN
cana-6199	24	29	.	.	PUNCT
cana-6199	25	1	the	the	DET
cana-6199	25	2	main	main	ADJ
cana-6199	25	3	contributions	contribution	NOUN
cana-6199	25	4	of	of	ADP
cana-6199	25	5	this	this	DET
cana-6199	25	6	paper	paper	NOUN
cana-6199	25	7	are	be	AUX
cana-6199	25	8	:	:	PUNCT
cana-6199	25	9	•	•	ADP
cana-6199	25	10	a	a	DET
cana-6199	25	11	hierarchical	hierarchical	ADJ
cana-6199	25	12	swin	swin	PROPN
cana-6199	25	13	transformer	transformer	NOUN
cana-6199	25	14	-	-	PUNCT
cana-6199	25	15	based	base	VERB
cana-6199	25	16	vision	vision	NOUN
cana-6199	25	17	encoder	encoder	NOUN
cana-6199	25	18	that	that	PRON
cana-6199	25	19	efficiently	efficiently	ADV
cana-6199	25	20	processes	process	VERB
cana-6199	25	21	high	high	ADJ
cana-6199	25	22	-	-	PUNCT
cana-6199	25	23	resolution	resolution	NOUN
cana-6199	25	24	medical	medical	ADJ
cana-6199	25	25	images	image	NOUN
cana-6199	25	26	through	through	ADP
cana-6199	25	27	shifted	shift	VERB
cana-6199	25	28	window	window	NOUN
cana-6199	25	29	partitioning	partitioning	NOUN
cana-6199	25	30	and	and	CCONJ
cana-6199	25	31	patch	patch	NOUN
cana-6199	25	32	merging	merging	NOUN
cana-6199	25	33	,	,	PUNCT
cana-6199	25	34	enabling	enable	VERB
cana-6199	25	35	multi	multi	ADJ
cana-6199	25	36	-	-	ADJ
cana-6199	25	37	scale	scale	ADJ
cana-6199	25	38	feature	feature	NOUN
cana-6199	25	39	extraction	extraction	NOUN
cana-6199	25	40	critical	critical	ADJ
cana-6199	25	41	for	for	ADP
cana-6199	25	42	medical	medical	ADJ
cana-6199	25	43	diagnosis	diagnosis	NOUN
cana-6199	25	44	.	.	PUNCT
cana-6199	26	1	•	•	NUM
cana-6199	26	2	a	a	DET
cana-6199	26	3	sophisticated	sophisticated	ADJ
cana-6199	26	4	cross	cross	ADJ
cana-6199	26	5	-	-	ADJ
cana-6199	26	6	modal	modal	ADJ
cana-6199	26	7	fusion	fusion	NOUN
cana-6199	26	8	framework	framework	NOUN
cana-6199	26	9	that	that	PRON
cana-6199	26	10	effectively	effectively	ADV
cana-6199	26	11	aligns	align	VERB
cana-6199	26	12	visual	visual	ADJ
cana-6199	26	13	features	feature	NOUN
cana-6199	26	14	with	with	ADP
cana-6199	26	15	textual	textual	ADJ
cana-6199	26	16	queries	query	NOUN
cana-6199	26	17	,	,	PUNCT
cana-6199	26	18	enhancing	enhance	VERB
cana-6199	26	19	the	the	DET
cana-6199	26	20	model	model	NOUN
cana-6199	26	21	’s	’s	PART
cana-6199	26	22	ability	ability	NOUN
cana-6199	26	23	to	to	PART
cana-6199	26	24	provide	provide	VERB
cana-6199	26	25	contextually	contextually	ADV
cana-6199	26	26	relevant	relevant	ADJ
cana-6199	26	27	and	and	CCONJ
cana-6199	26	28	diagnostically	diagnostically	ADV
cana-6199	26	29	accurate	accurate	ADJ
cana-6199	26	30	answers	answer	NOUN
cana-6199	26	31	.	.	PUNCT
cana-6199	27	1	•	•	NUM
cana-6199	27	2	implementation	implementation	NOUN
cana-6199	27	3	of	of	ADP
cana-6199	27	4	beam	beam	NOUN
cana-6199	27	5	search	search	NOUN
cana-6199	27	6	optimization	optimization	NOUN
cana-6199	27	7	for	for	ADP
cana-6199	27	8	answer	answer	NOUN
cana-6199	27	9	generation	generation	NOUN
cana-6199	27	10	,	,	PUNCT
cana-6199	27	11	significantly	significantly	ADV
cana-6199	27	12	improving	improve	VERB
cana-6199	27	13	the	the	DET
cana-6199	27	14	quality	quality	NOUN
cana-6199	27	15	and	and	CCONJ
cana-6199	27	16	clinical	clinical	ADJ
cana-6199	27	17	relevance	relevance	NOUN
cana-6199	27	18	of	of	ADP
cana-6199	27	19	generated	generate	VERB
cana-6199	27	20	responses	response	NOUN
cana-6199	27	21	compared	compare	VERB
cana-6199	27	22	to	to	ADP
cana-6199	27	23	greedy	greedy	ADJ
cana-6199	27	24	decoding	decode	VERB
cana-6199	27	25	methods	method	NOUN
cana-6199	27	26	.	.	PUNCT
cana-6199	28	1	•	•	NUM
cana-6199	28	2	comprehensive	comprehensive	ADJ
cana-6199	28	3	evaluation	evaluation	NOUN
cana-6199	28	4	on	on	ADP
cana-6199	28	5	established	establish	VERB
cana-6199	28	6	medical	medical	ADJ
cana-6199	28	7	vqa	vqa	PROPN
cana-6199	28	8	datasets	dataset	NOUN
cana-6199	28	9	,	,	PUNCT
cana-6199	28	10	demonstrating	demonstrate	VERB
cana-6199	28	11	superior	superior	ADJ
cana-6199	28	12	performance	performance	NOUN
cana-6199	28	13	in	in	ADP
cana-6199	28	14	both	both	DET
cana-6199	28	15	computational	computational	ADJ
cana-6199	28	16	efficiency	efficiency	NOUN
cana-6199	28	17	and	and	CCONJ
cana-6199	28	18	diagnostic	diagnostic	ADJ
cana-6199	28	19	accuracy	accuracy	NOUN
cana-6199	28	20	compared	compare	VERB
cana-6199	28	21	to	to	PART
cana-6199	28	22	baseline	baseline	VERB
cana-6199	28	23	approaches	approach	NOUN
cana-6199	28	24	.	.	PUNCT
cana-6199	29	1	our	our	PRON
cana-6199	29	2	experimental	experimental	ADJ
cana-6199	29	3	results	result	NOUN
cana-6199	29	4	validate	validate	VERB
cana-6199	29	5	the	the	DET
cana-6199	29	6	effectiveness	effectiveness	NOUN
cana-6199	29	7	of	of	ADP
cana-6199	29	8	swinvqa	swinvqa	NOUN
cana-6199	29	9	in	in	ADP
cana-6199	29	10	addressing	address	VERB
cana-6199	29	11	the	the	DET
cana-6199	29	12	unique	unique	ADJ
cana-6199	29	13	challenges	challenge	NOUN
cana-6199	29	14	of	of	ADP
cana-6199	29	15	medical	medical	ADJ
cana-6199	29	16	visual	visual	ADJ
cana-6199	29	17	question	question	NOUN
cana-6199	29	18	answering	answering	NOUN
cana-6199	29	19	,	,	PUNCT
cana-6199	29	20	offering	offer	VERB
cana-6199	29	21	a	a	DET
cana-6199	29	22	promising	promising	ADJ
cana-6199	29	23	solution	solution	NOUN
cana-6199	29	24	for	for	ADP
cana-6199	29	25	enhancing	enhance	VERB
cana-6199	29	26	diagnosis	diagnosis	NOUN
cana-6199	29	27	and	and	CCONJ
cana-6199	29	28	clinical	clinical	ADJ
cana-6199	29	29	decision	decision	NOUN
cana-6199	29	30	-	-	PUNCT
cana-6199	29	31	making	making	NOUN
cana-6199	29	32	in	in	ADP
cana-6199	29	33	healthcare	healthcare	NOUN
cana-6199	29	34	settings	setting	NOUN
cana-6199	29	35	.	.	PUNCT
cana-6199	30	1	ii	ii	X
cana-6199	30	2	.	.	PROPN
cana-6199	30	3	related	relate	VERB
cana-6199	30	4	work	work	NOUN
cana-6199	30	5	a.	a.	NOUN
cana-6199	30	6	visual	visual	ADJ
cana-6199	30	7	question	question	NOUN
cana-6199	30	8	answering	answer	VERB
cana-6199	30	9	visual	visual	ADJ
cana-6199	30	10	question	question	NOUN
cana-6199	30	11	answering	answering	NOUN
cana-6199	30	12	(	(	PUNCT
cana-6199	30	13	vqa	vqa	ADJ
cana-6199	30	14	)	)	PUNCT
cana-6199	30	15	systems	system	NOUN
cana-6199	30	16	have	have	AUX
cana-6199	30	17	evolved	evolve	VERB
cana-6199	30	18	significantly	significantly	ADV
cana-6199	30	19	since	since	SCONJ
cana-6199	30	20	the	the	DET
cana-6199	30	21	seminal	seminal	ADJ
cana-6199	30	22	work	work	NOUN
cana-6199	30	23	of	of	ADP
cana-6199	30	24	antol	antol	NOUN
cana-6199	30	25	et	et	PROPN
cana-6199	30	26	al	al	PROPN
cana-6199	30	27	.	.	PUNCT
cana-6199	31	1	[	[	X
cana-6199	31	2	1	1	NUM
cana-6199	31	3	]	]	PUNCT
cana-6199	31	4	,	,	PUNCT
cana-6199	31	5	who	who	PRON
cana-6199	31	6	introduced	introduce	VERB
cana-6199	31	7	the	the	DET
cana-6199	31	8	foundational	foundational	ADJ
cana-6199	31	9	vqa	vqa	NOUN
cana-6199	31	10	dataset	dataset	NOUN
cana-6199	31	11	and	and	CCONJ
cana-6199	31	12	established	establish	VERB
cana-6199	31	13	baseline	baseline	NOUN
cana-6199	31	14	approaches	approach	NOUN
cana-6199	31	15	for	for	ADP
cana-6199	31	16	integrating	integrate	VERB
cana-6199	31	17	visual	visual	ADJ
cana-6199	31	18	and	and	CCONJ
cana-6199	31	19	textual	textual	ADJ
cana-6199	31	20	information	information	NOUN
cana-6199	31	21	.	.	PUNCT
cana-6199	32	1	early	early	ADJ
cana-6199	32	2	systems	system	NOUN
cana-6199	32	3	typically	typically	ADV
cana-6199	32	4	employed	employ	VERB
cana-6199	32	5	a	a	DET
cana-6199	32	6	two	two	NUM
cana-6199	32	7	-	-	PUNCT
cana-6199	32	8	channel	channel	NOUN
cana-6199	32	9	approach	approach	NOUN
cana-6199	32	10	:	:	PUNCT
cana-6199	32	11	one	one	NUM
cana-6199	32	12	channel	channel	NOUN
cana-6199	32	13	processing	processing	NOUN
cana-6199	32	14	images	image	NOUN
cana-6199	32	15	through	through	ADP
cana-6199	32	16	convolutional	convolutional	ADJ
cana-6199	32	17	neural	neural	ADJ
cana-6199	32	18	networks	network	NOUN
cana-6199	32	19	(	(	PUNCT
cana-6199	32	20	cnns	cnns	PROPN
cana-6199	32	21	)	)	PUNCT
cana-6199	32	22	like	like	ADP
cana-6199	32	23	vggnet	vggnet	NOUN
cana-6199	32	24	,	,	PUNCT
cana-6199	32	25	and	and	CCONJ
cana-6199	32	26	another	another	DET
cana-6199	32	27	channel	channel	NOUN
cana-6199	32	28	handling	handle	VERB
cana-6199	32	29	questions	question	NOUN
cana-6199	32	30	using	use	VERB
cana-6199	32	31	either	either	CCONJ
cana-6199	32	32	bag	bag	NOUN
cana-6199	32	33	-	-	PUNCT
cana-6199	32	34	of	of	ADP
cana-6199	32	35	-	-	PUNCT
cana-6199	32	36	words	word	NOUN
cana-6199	32	37	models	model	NOUN
cana-6199	32	38	or	or	CCONJ
cana-6199	32	39	recurrent	recurrent	ADJ
cana-6199	32	40	architectures	architecture	NOUN
cana-6199	32	41	such	such	ADJ
cana-6199	32	42	as	as	ADP
cana-6199	32	43	long	long	ADJ
cana-6199	32	44	short	short	ADJ
cana-6199	32	45	-	-	PUNCT
cana-6199	32	46	term	term	NOUN
cana-6199	32	47	memory	memory	NOUN
cana-6199	32	48	(	(	PUNCT
cana-6199	32	49	lstm	lstm	NOUN
cana-6199	32	50	)	)	PUNCT
cana-6199	32	51	networks	network	NOUN
cana-6199	32	52	.	.	PUNCT
cana-6199	33	1	xu	xu	PROPN
cana-6199	34	1	and	and	CCONJ
cana-6199	34	2	saenko	saenko	NOUN
cana-6199	34	3	[	[	X
cana-6199	34	4	2	2	NUM
cana-6199	34	5	]	]	PUNCT
cana-6199	34	6	advanced	advance	VERB
cana-6199	34	7	the	the	DET
cana-6199	34	8	field	field	NOUN
cana-6199	34	9	by	by	ADP
cana-6199	34	10	introducing	introduce	VERB
cana-6199	34	11	question	question	NOUN
cana-6199	34	12	-	-	PUNCT
cana-6199	34	13	guided	guide	VERB
cana-6199	34	14	spatial	spatial	ADJ
cana-6199	34	15	attention	attention	NOUN
cana-6199	34	16	mechanisms	mechanism	NOUN
cana-6199	34	17	to	to	PART
cana-6199	34	18	highlight	highlight	VERB
cana-6199	34	19	relevant	relevant	ADJ
cana-6199	34	20	image	image	NOUN
cana-6199	34	21	regions	region	NOUN
cana-6199	34	22	when	when	SCONJ
cana-6199	34	23	answering	answer	VERB
cana-6199	34	24	queries	query	NOUN
cana-6199	34	25	.	.	PUNCT
cana-6199	35	1	their	their	PRON
cana-6199	35	2	approach	approach	NOUN
cana-6199	35	3	demonstrated	demonstrate	VERB
cana-6199	35	4	improved	improved	ADJ
cana-6199	35	5	performance	performance	NOUN
cana-6199	35	6	on	on	ADP
cana-6199	35	7	spatial	spatial	ADJ
cana-6199	35	8	reasoning	reasoning	NOUN
cana-6199	35	9	tasks	task	NOUN
cana-6199	35	10	,	,	PUNCT
cana-6199	35	11	though	though	SCONJ
cana-6199	35	12	it	it	PRON
cana-6199	35	13	lacked	lack	VERB
cana-6199	35	14	the	the	DET
cana-6199	35	15	ability	ability	NOUN
cana-6199	35	16	to	to	PART
cana-6199	35	17	effectively	effectively	ADV
cana-6199	35	18	integrate	integrate	VERB
cana-6199	35	19	external	external	ADJ
cana-6199	35	20	knowledge	knowledge	NOUN
cana-6199	35	21	sources	source	NOUN
cana-6199	35	22	.	.	PUNCT
cana-6199	36	1	this	this	DET
cana-6199	36	2	limitation	limitation	NOUN
cana-6199	36	3	remained	remain	VERB
cana-6199	36	4	a	a	DET
cana-6199	36	5	persistent	persistent	ADJ
cana-6199	36	6	challenge	challenge	NOUN
cana-6199	36	7	in	in	ADP
cana-6199	36	8	subsequent	subsequent	ADJ
cana-6199	36	9	vqa	vqa	NOUN
cana-6199	36	10	systems	system	NOUN
cana-6199	36	11	,	,	PUNCT
cana-6199	36	12	particularly	particularly	ADV
cana-6199	36	13	when	when	SCONJ
cana-6199	36	14	addressing	address	VERB
cana-6199	36	15	complex	complex	ADJ
cana-6199	36	16	queries	query	NOUN
cana-6199	36	17	requiring	require	VERB
cana-6199	36	18	domain	domain	NOUN
cana-6199	36	19	-	-	PUNCT
cana-6199	36	20	specific	specific	ADJ
cana-6199	36	21	knowledge	knowledge	NOUN
cana-6199	36	22	.	.	PUNCT
cana-6199	37	1	the	the	DET
cana-6199	37	2	introduction	introduction	NOUN
cana-6199	37	3	of	of	ADP
cana-6199	37	4	transformer	transformer	NOUN
cana-6199	37	5	architectures	architecture	NOUN
cana-6199	37	6	marked	mark	VERB
cana-6199	37	7	a	a	DET
cana-6199	37	8	significant	significant	ADJ
cana-6199	37	9	advancement	advancement	NOUN
cana-6199	37	10	in	in	ADP
cana-6199	37	11	vqa	vqa	PROPN
cana-6199	37	12	systems	system	NOUN
cana-6199	37	13	.	.	PUNCT
cana-6199	38	1	dosovitskiy	dosovitskiy	NOUN
cana-6199	38	2	et	et	PROPN
cana-6199	38	3	al	al	PROPN
cana-6199	38	4	.	.	PUNCT
cana-6199	39	1	[	[	X
cana-6199	39	2	3	3	X
cana-6199	39	3	]	]	PUNCT
cana-6199	39	4	proposed	propose	VERB
cana-6199	39	5	vision	vision	NOUN
cana-6199	39	6	transformers	transformer	NOUN
cana-6199	39	7	(	(	PUNCT
cana-6199	39	8	vits	vit	NOUN
cana-6199	39	9	)	)	PUNCT
cana-6199	39	10	,	,	PUNCT
cana-6199	39	11	which	which	PRON
cana-6199	39	12	divided	divide	VERB
cana-6199	39	13	images	image	NOUN
cana-6199	39	14	into	into	ADP
cana-6199	39	15	fixed	fix	VERB
cana-6199	39	16	-	-	PUNCT
cana-6199	39	17	size	size	NOUN
cana-6199	39	18	patches	patch	NOUN
cana-6199	39	19	processed	process	VERB
cana-6199	39	20	through	through	ADP
cana-6199	39	21	transformer	transformer	NOUN
cana-6199	39	22	encoders	encoder	NOUN
cana-6199	39	23	,	,	PUNCT
cana-6199	39	24	demonstrating	demonstrate	VERB
cana-6199	39	25	competitive	competitive	ADJ
cana-6199	39	26	performance	performance	NOUN
cana-6199	39	27	on	on	ADP
cana-6199	39	28	image	image	NOUN
cana-6199	39	29	recognition	recognition	NOUN
cana-6199	39	30	tasks	task	NOUN
cana-6199	39	31	.	.	PUNCT
cana-6199	40	1	however	however	ADV
cana-6199	40	2	,	,	PUNCT
cana-6199	40	3	these	these	DET
cana-6199	40	4	models	model	NOUN
cana-6199	40	5	required	require	VERB
cana-6199	40	6	substantial	substantial	ADJ
cana-6199	40	7	training	training	NOUN
cana-6199	40	8	data	datum	NOUN
cana-6199	40	9	and	and	CCONJ
cana-6199	40	10	computing	compute	VERB
cana-6199	40	11	resources	resource	NOUN
cana-6199	40	12	to	to	PART
cana-6199	40	13	match	match	VERB
cana-6199	40	14	or	or	CCONJ
cana-6199	40	15	exceed	exceed	VERB
cana-6199	40	16	cnn	cnn	PROPN
cana-6199	40	17	performance	performance	NOUN
cana-6199	40	18	,	,	PUNCT
cana-6199	40	19	limiting	limit	VERB
cana-6199	40	20	their	their	PRON
cana-6199	40	21	practical	practical	ADJ
cana-6199	40	22	application	application	NOUN
cana-6199	40	23	in	in	ADP
cana-6199	40	24	specialized	specialized	ADJ
cana-6199	40	25	domains	domain	NOUN
cana-6199	40	26	.	.	PUNCT
cana-6199	41	1	b.	b.	PROPN
cana-6199	41	2	medical	medical	PROPN
cana-6199	41	3	vqa	vqa	PROPN
cana-6199	41	4	the	the	DET
cana-6199	41	5	application	application	NOUN
cana-6199	41	6	of	of	ADP
cana-6199	41	7	vqa	vqa	ADJ
cana-6199	41	8	techniques	technique	NOUN
cana-6199	41	9	to	to	ADP
cana-6199	41	10	medical	medical	ADJ
cana-6199	41	11	imaging	imaging	NOUN
cana-6199	41	12	presents	present	VERB
cana-6199	41	13	unique	unique	ADJ
cana-6199	41	14	challenges	challenge	NOUN
cana-6199	41	15	beyond	beyond	ADP
cana-6199	41	16	those	those	PRON
cana-6199	41	17	of	of	ADP
cana-6199	41	18	general	general	ADJ
cana-6199	41	19	vqa	vqa	PROPN
cana-6199	41	20	systems	system	NOUN
cana-6199	41	21	.	.	PUNCT
cana-6199	42	1	he	he	PRON
cana-6199	42	2	et	et	PROPN
cana-6199	42	3	al	al	PROPN
cana-6199	42	4	.	.	PUNCT
cana-6199	43	1	[	[	X
cana-6199	43	2	7	7	X
cana-6199	43	3	]	]	PUNCT
cana-6199	43	4	introduced	introduce	VERB
cana-6199	43	5	pathvqa	pathvqa	NOUN
cana-6199	43	6	,	,	PUNCT
cana-6199	43	7	one	one	NUM
cana-6199	43	8	of	of	ADP
cana-6199	43	9	the	the	DET
cana-6199	43	10	first	first	ADJ
cana-6199	43	11	specialized	specialized	ADJ
cana-6199	43	12	datasets	dataset	NOUN
cana-6199	43	13	for	for	ADP
cana-6199	43	14	medical	medical	ADJ
cana-6199	43	15	vqa	vqa	PROPN
cana-6199	43	16	,	,	PUNCT
cana-6199	43	17	containing	contain	VERB
cana-6199	43	18	pathology	pathology	NOUN
cana-6199	43	19	images	image	NOUN
cana-6199	43	20	paired	pair	VERB
cana-6199	43	21	with	with	ADP
cana-6199	43	22	clinically	clinically	ADV
cana-6199	43	23	relevant	relevant	ADJ
cana-6199	43	24	questions	question	NOUN
cana-6199	43	25	.	.	PUNCT
cana-6199	44	1	their	their	PRON
cana-6199	44	2	work	work	NOUN
cana-6199	44	3	highlighted	highlight	VERB
cana-6199	44	4	the	the	DET
cana-6199	44	5	importance	importance	NOUN
cana-6199	44	6	of	of	ADP
cana-6199	44	7	domain	domain	NOUN
cana-6199	44	8	-	-	PUNCT
cana-6199	44	9	specific	specific	ADJ
cana-6199	44	10	pretraining	pretraining	NOUN
cana-6199	44	11	for	for	ADP
cana-6199	44	12	achieving	achieve	VERB
cana-6199	44	13	acceptable	acceptable	ADJ
cana-6199	44	14	performance	performance	NOUN
cana-6199	44	15	in	in	ADP
cana-6199	44	16	medical	medical	ADJ
cana-6199	44	17	applications	application	NOUN
cana-6199	44	18	.	.	PUNCT
cana-6199	45	1	liu	liu	PROPN
cana-6199	45	2	et	et	PROPN
cana-6199	45	3	al	al	PROPN
cana-6199	45	4	.	.	PUNCT
cana-6199	46	1	[	[	X
cana-6199	46	2	5	5	NUM
cana-6199	46	3	]	]	PUNCT
cana-6199	46	4	developed	develop	VERB
cana-6199	46	5	slake	slake	NOUN
cana-6199	46	6	,	,	PUNCT
cana-6199	46	7	a	a	DET
cana-6199	46	8	semantically	semantically	ADV
cana-6199	46	9	-	-	PUNCT
cana-6199	46	10	labeled	label	VERB
cana-6199	46	11	knowledge	knowledge	NOUN
cana-6199	46	12	-	-	PUNCT
cana-6199	46	13	enhanced	enhance	VERB
cana-6199	46	14	dataset	dataset	NOUN
cana-6199	46	15	specifically	specifically	ADV
cana-6199	46	16	designed	design	VERB
cana-6199	46	17	for	for	ADP
cana-6199	46	18	medical	medical	ADJ
cana-6199	46	19	vqa	vqa	PROPN
cana-6199	46	20	.	.	PUNCT
cana-6199	47	1	this	this	DET
cana-6199	47	2	dataset	dataset	NOUN
cana-6199	47	3	addresses	address	NOUN
cana-6199	47	4	the	the	DET
cana-6199	47	5	critical	critical	ADJ
cana-6199	47	6	need	need	NOUN
cana-6199	47	7	for	for	ADP
cana-6199	47	8	structured	structured	ADJ
cana-6199	47	9	annotations	annotation	NOUN
cana-6199	47	10	and	and	CCONJ
cana-6199	47	11	communications	communication	NOUN
cana-6199	47	12	on	on	ADP
cana-6199	47	13	applied	apply	VERB
cana-6199	47	14	nonlinear	nonlinear	ADJ
cana-6199	47	15	analysis	analysis	NOUN
cana-6199	47	16	issn	issn	NOUN
cana-6199	47	17	:	:	PUNCT
cana-6199	47	18	1074	1074	NUM
cana-6199	47	19	-	-	PUNCT
cana-6199	47	20	133x	133x	NUM
cana-6199	47	21	vol	vol	NOUN
cana-6199	47	22	32	32	NUM
cana-6199	47	23	no	no	NOUN
cana-6199	47	24	.	.	PUNCT
cana-6199	48	1	9s	9s	NUM
cana-6199	48	2	(	(	PUNCT
cana-6199	48	3	2025	2025	NUM
cana-6199	48	4	)	)	PUNCT
cana-6199	48	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	48	6	3281	3281	NUM
cana-6199	48	7	knowledge	knowledge	NOUN
cana-6199	48	8	integration	integration	NOUN
cana-6199	48	9	in	in	ADP
cana-6199	48	10	medical	medical	ADJ
cana-6199	48	11	image	image	NOUN
cana-6199	48	12	analysis	analysis	NOUN
cana-6199	48	13	,	,	PUNCT
cana-6199	48	14	providing	provide	VERB
cana-6199	48	15	a	a	DET
cana-6199	48	16	valuable	valuable	ADJ
cana-6199	48	17	benchmark	benchmark	NOUN
cana-6199	48	18	for	for	ADP
cana-6199	48	19	evaluating	evaluate	VERB
cana-6199	48	20	med	med	ADJ
cana-6199	48	21	-	-	PUNCT
cana-6199	48	22	vqa	vqa	NOUN
cana-6199	48	23	systems	system	NOUN
cana-6199	48	24	.	.	PUNCT
cana-6199	49	1	their	their	PRON
cana-6199	49	2	subsequent	subsequent	ADJ
cana-6199	49	3	work	work	NOUN
cana-6199	49	4	[	[	X
cana-6199	49	5	6	6	NUM
cana-6199	49	6	]	]	PUNCT
cana-6199	49	7	proposed	propose	VERB
cana-6199	49	8	a	a	DET
cana-6199	49	9	conditional	conditional	ADJ
cana-6199	49	10	reasoning	reasoning	NOUN
cana-6199	49	11	framework	framework	NOUN
cana-6199	49	12	that	that	PRON
cana-6199	49	13	improves	improve	VERB
cana-6199	49	14	performance	performance	NOUN
cana-6199	49	15	through	through	ADP
cana-6199	49	16	contrastive	contrastive	ADJ
cana-6199	49	17	learning	learning	NOUN
cana-6199	49	18	,	,	PUNCT
cana-6199	49	19	achieving	achieve	VERB
cana-6199	49	20	better	well	ADJ
cana-6199	49	21	alignment	alignment	NOUN
cana-6199	49	22	between	between	ADP
cana-6199	49	23	visual	visual	ADJ
cana-6199	49	24	features	feature	NOUN
cana-6199	49	25	and	and	CCONJ
cana-6199	49	26	clinical	clinical	ADJ
cana-6199	49	27	queries	query	NOUN
cana-6199	49	28	.	.	PUNCT
cana-6199	50	1	abacha	abacha	PROPN
cana-6199	50	2	et	et	PROPN
cana-6199	50	3	al	al	PROPN
cana-6199	50	4	.	.	PUNCT
cana-6199	51	1	[	[	X
cana-6199	51	2	8	8	NUM
cana-6199	51	3	]	]	PUNCT
cana-6199	51	4	conducted	conduct	VERB
cana-6199	51	5	comprehensive	comprehensive	ADJ
cana-6199	51	6	evaluations	evaluation	NOUN
cana-6199	51	7	of	of	ADP
cana-6199	51	8	various	various	ADJ
cana-6199	51	9	med	med	ADJ
cana-6199	51	10	-	-	PUNCT
cana-6199	51	11	vqa	vqa	NOUN
cana-6199	51	12	approaches	approach	VERB
cana-6199	51	13	through	through	ADP
cana-6199	51	14	the	the	DET
cana-6199	51	15	vqa	vqa	PROPN
cana-6199	51	16	-	-	PUNCT
cana-6199	51	17	med	med	ADJ
cana-6199	51	18	task	task	NOUN
cana-6199	51	19	at	at	ADP
cana-6199	51	20	imageclef	imageclef	NOUN
cana-6199	51	21	,	,	PUNCT
cana-6199	51	22	identifying	identify	VERB
cana-6199	51	23	key	key	ADJ
cana-6199	51	24	challenges	challenge	NOUN
cana-6199	51	25	in	in	ADP
cana-6199	51	26	medical	medical	ADJ
cana-6199	51	27	image	image	NOUN
cana-6199	51	28	interpretation	interpretation	NOUN
cana-6199	51	29	and	and	CCONJ
cana-6199	51	30	response	response	NOUN
cana-6199	51	31	generation	generation	NOUN
cana-6199	51	32	.	.	PUNCT
cana-6199	52	1	their	their	PRON
cana-6199	52	2	findings	finding	NOUN
cana-6199	52	3	emphasize	emphasize	VERB
cana-6199	52	4	the	the	DET
cana-6199	52	5	need	need	NOUN
cana-6199	52	6	for	for	ADP
cana-6199	52	7	models	model	NOUN
cana-6199	52	8	that	that	PRON
cana-6199	52	9	can	can	AUX
cana-6199	52	10	accurately	accurately	ADV
cana-6199	52	11	interpret	interpret	VERB
cana-6199	52	12	varied	varied	ADJ
cana-6199	52	13	imaging	imaging	NOUN
cana-6199	52	14	modalities	modality	NOUN
cana-6199	52	15	and	and	CCONJ
cana-6199	52	16	produce	produce	VERB
cana-6199	52	17	clinically	clinically	ADV
cana-6199	52	18	precise	precise	ADJ
cana-6199	52	19	answers	answer	NOUN
cana-6199	52	20	,	,	PUNCT
cana-6199	52	21	particularly	particularly	ADV
cana-6199	52	22	for	for	ADP
cana-6199	52	23	diagnostic	diagnostic	ADJ
cana-6199	52	24	questions	question	NOUN
cana-6199	52	25	.	.	PUNCT
cana-6199	53	1	c.	c.	PROPN
cana-6199	53	2	transformer	transformer	PROPN
cana-6199	53	3	architectures	architecture	NOUN
cana-6199	53	4	for	for	ADP
cana-6199	53	5	image	image	NOUN
cana-6199	53	6	analysis	analysis	NOUN
cana-6199	53	7	recent	recent	ADJ
cana-6199	53	8	advances	advance	NOUN
cana-6199	53	9	in	in	ADP
cana-6199	53	10	transformer	transformer	ADJ
cana-6199	53	11	architectures	architecture	NOUN
cana-6199	53	12	have	have	AUX
cana-6199	53	13	addressed	address	VERB
cana-6199	53	14	many	many	ADJ
cana-6199	53	15	limitations	limitation	NOUN
cana-6199	53	16	of	of	ADP
cana-6199	53	17	standard	standard	ADJ
cana-6199	53	18	vits	vit	NOUN
cana-6199	53	19	.	.	PUNCT
cana-6199	54	1	zhang	zhang	PROPN
cana-6199	54	2	et	et	PROPN
cana-6199	54	3	al	al	PROPN
cana-6199	54	4	.	.	PUNCT
cana-6199	55	1	[	[	X
cana-6199	55	2	4	4	NUM
cana-6199	55	3	]	]	X
cana-6199	55	4	integrated	integrated	ADJ
cana-6199	55	5	transformer	transformer	NOUN
cana-6199	55	6	components	component	NOUN
cana-6199	55	7	with	with	ADP
cana-6199	55	8	yolo	yolo	ADJ
cana-6199	55	9	detection	detection	NOUN
cana-6199	55	10	frameworks	framework	NOUN
cana-6199	55	11	,	,	PUNCT
cana-6199	55	12	demonstrating	demonstrate	VERB
cana-6199	55	13	improvements	improvement	NOUN
cana-6199	55	14	in	in	ADP
cana-6199	55	15	object	object	NOUN
cana-6199	55	16	detection	detection	NOUN
cana-6199	55	17	tasks	task	NOUN
cana-6199	55	18	.	.	PUNCT
cana-6199	56	1	however	however	ADV
cana-6199	56	2	,	,	PUNCT
cana-6199	56	3	their	their	PRON
cana-6199	56	4	approach	approach	NOUN
cana-6199	56	5	still	still	ADV
cana-6199	56	6	faced	face	VERB
cana-6199	56	7	computational	computational	ADJ
cana-6199	56	8	challenges	challenge	NOUN
cana-6199	56	9	when	when	SCONJ
cana-6199	56	10	applied	apply	VERB
cana-6199	56	11	to	to	ADP
cana-6199	56	12	high	high	ADJ
cana-6199	56	13	-	-	PUNCT
cana-6199	56	14	resolution	resolution	NOUN
cana-6199	56	15	images	image	NOUN
cana-6199	56	16	.	.	PUNCT
cana-6199	57	1	liu	liu	PROPN
cana-6199	57	2	et	et	PROPN
cana-6199	57	3	al	al	PROPN
cana-6199	57	4	.	.	PUNCT
cana-6199	58	1	[	[	X
cana-6199	58	2	9	9	NUM
cana-6199	58	3	]	]	PUNCT
cana-6199	58	4	introduced	introduce	VERB
cana-6199	58	5	the	the	DET
cana-6199	58	6	swin	swin	PROPN
cana-6199	58	7	transformer	transformer	PROPN
cana-6199	58	8	,	,	PUNCT
cana-6199	58	9	a	a	DET
cana-6199	58	10	hierarchical	hierarchical	ADJ
cana-6199	58	11	vision	vision	NOUN
cana-6199	58	12	transformer	transformer	NOUN
cana-6199	58	13	that	that	PRON
cana-6199	58	14	computes	compute	VERB
cana-6199	58	15	selfattention	selfattention	NOUN
cana-6199	58	16	within	within	ADP
cana-6199	58	17	local	local	ADJ
cana-6199	58	18	windows	window	NOUN
cana-6199	58	19	while	while	SCONJ
cana-6199	58	20	allowing	allow	VERB
cana-6199	58	21	cross	cross	ADJ
cana-6199	58	22	-	-	ADJ
cana-6199	58	23	window	window	ADJ
cana-6199	58	24	connections	connection	NOUN
cana-6199	58	25	through	through	ADP
cana-6199	58	26	shifted	shift	VERB
cana-6199	58	27	window	window	NOUN
cana-6199	58	28	partitioning	partitioning	NOUN
cana-6199	58	29	.	.	PUNCT
cana-6199	59	1	this	this	DET
cana-6199	59	2	architecture	architecture	NOUN
cana-6199	59	3	significantly	significantly	ADV
cana-6199	59	4	reduces	reduce	VERB
cana-6199	59	5	computational	computational	ADJ
cana-6199	59	6	complexity	complexity	NOUN
cana-6199	59	7	from	from	ADP
cana-6199	59	8	quadratic	quadratic	ADJ
cana-6199	59	9	to	to	PART
cana-6199	59	10	linear	linear	VERB
cana-6199	59	11	with	with	ADP
cana-6199	59	12	respect	respect	NOUN
cana-6199	59	13	to	to	ADP
cana-6199	59	14	image	image	NOUN
cana-6199	59	15	size	size	NOUN
cana-6199	59	16	,	,	PUNCT
cana-6199	59	17	making	make	VERB
cana-6199	59	18	it	it	PRON
cana-6199	59	19	more	more	ADV
cana-6199	59	20	suitable	suitable	ADJ
cana-6199	59	21	for	for	ADP
cana-6199	59	22	highresolution	highresolution	NOUN
cana-6199	59	23	image	image	NOUN
cana-6199	59	24	processing	processing	NOUN
cana-6199	59	25	.	.	PUNCT
cana-6199	60	1	hu	hu	PROPN
cana-6199	60	2	et	et	PROPN
cana-6199	60	3	al	al	PROPN
cana-6199	60	4	.	.	PUNCT
cana-6199	61	1	[	[	X
cana-6199	61	2	10	10	NUM
cana-6199	61	3	]	]	PUNCT
cana-6199	61	4	further	far	ADV
cana-6199	61	5	enhanced	enhance	VERB
cana-6199	61	6	the	the	DET
cana-6199	61	7	swin	swin	PROPN
cana-6199	61	8	transformer	transformer	NOUN
cana-6199	61	9	through	through	ADP
cana-6199	61	10	their	their	PRON
cana-6199	61	11	v2	v2	NOUN
cana-6199	61	12	variant	variant	NOUN
cana-6199	61	13	,	,	PUNCT
cana-6199	61	14	addressing	address	VERB
cana-6199	61	15	training	training	NOUN
cana-6199	61	16	instability	instability	NOUN
cana-6199	61	17	,	,	PUNCT
cana-6199	61	18	resolution	resolution	NOUN
cana-6199	61	19	gaps	gap	NOUN
cana-6199	61	20	between	between	ADP
cana-6199	61	21	pretraining	pretraine	VERB
cana-6199	61	22	and	and	CCONJ
cana-6199	61	23	fine	fine	ADV
cana-6199	61	24	-	-	PUNCT
cana-6199	61	25	tuning	tuning	NOUN
cana-6199	61	26	,	,	PUNCT
cana-6199	61	27	and	and	CCONJ
cana-6199	61	28	data	datum	NOUN
cana-6199	61	29	efficiency	efficiency	NOUN
cana-6199	61	30	concerns	concern	NOUN
cana-6199	61	31	.	.	PUNCT
cana-6199	62	1	their	their	PRON
cana-6199	62	2	innovations	innovation	NOUN
cana-6199	62	3	included	include	VERB
cana-6199	62	4	a	a	DET
cana-6199	62	5	residualpost	residualpost	NOUN
cana-6199	62	6	-	-	PUNCT
cana-6199	62	7	norm	norm	NOUN
cana-6199	62	8	method	method	NOUN
cana-6199	62	9	with	with	ADP
cana-6199	62	10	cosine	cosine	NOUN
cana-6199	62	11	attention	attention	NOUN
cana-6199	62	12	and	and	CCONJ
cana-6199	62	13	a	a	DET
cana-6199	62	14	log	log	NOUN
cana-6199	62	15	-	-	PUNCT
cana-6199	62	16	spaced	space	VERB
cana-6199	62	17	continuous	continuous	ADJ
cana-6199	62	18	position	position	NOUN
cana-6199	62	19	bias	bias	NOUN
cana-6199	62	20	approach	approach	NOUN
cana-6199	62	21	,	,	PUNCT
cana-6199	62	22	enabling	enable	VERB
cana-6199	62	23	more	more	ADV
cana-6199	62	24	effective	effective	ADJ
cana-6199	62	25	transfer	transfer	NOUN
cana-6199	62	26	of	of	ADP
cana-6199	62	27	models	model	NOUN
cana-6199	62	28	pretrained	pretraine	VERB
cana-6199	62	29	on	on	ADP
cana-6199	62	30	low	low	ADJ
cana-6199	62	31	-	-	PUNCT
cana-6199	62	32	resolution	resolution	NOUN
cana-6199	62	33	images	image	NOUN
cana-6199	62	34	to	to	ADP
cana-6199	62	35	tasks	task	NOUN
cana-6199	62	36	involving	involve	VERB
cana-6199	62	37	high	high	ADJ
cana-6199	62	38	-	-	PUNCT
cana-6199	62	39	resolution	resolution	NOUN
cana-6199	62	40	inputs	input	NOUN
cana-6199	62	41	.	.	PUNCT
cana-6199	63	1	while	while	SCONJ
cana-6199	63	2	these	these	DET
cana-6199	63	3	advancements	advancement	NOUN
cana-6199	63	4	have	have	AUX
cana-6199	63	5	shown	show	VERB
cana-6199	63	6	promise	promise	NOUN
cana-6199	63	7	in	in	ADP
cana-6199	63	8	general	general	ADJ
cana-6199	63	9	computer	computer	NOUN
cana-6199	63	10	vision	vision	NOUN
cana-6199	63	11	tasks	task	NOUN
cana-6199	63	12	,	,	PUNCT
cana-6199	63	13	their	their	PRON
cana-6199	63	14	application	application	NOUN
cana-6199	63	15	to	to	ADP
cana-6199	63	16	medical	medical	ADJ
cana-6199	63	17	vqa	vqa	PROPN
cana-6199	63	18	remains	remain	VERB
cana-6199	63	19	relatively	relatively	ADV
cana-6199	63	20	unexplored	unexplored	ADJ
cana-6199	63	21	.	.	PUNCT
cana-6199	64	1	our	our	PRON
cana-6199	64	2	work	work	NOUN
cana-6199	64	3	bridges	bridge	NOUN
cana-6199	64	4	this	this	DET
cana-6199	64	5	gap	gap	NOUN
cana-6199	64	6	by	by	ADP
cana-6199	64	7	adapting	adapt	VERB
cana-6199	64	8	the	the	DET
cana-6199	64	9	hierarchical	hierarchical	ADJ
cana-6199	64	10	architecture	architecture	NOUN
cana-6199	64	11	of	of	ADP
cana-6199	64	12	swin	swin	PROPN
cana-6199	64	13	transformers	transformer	NOUN
cana-6199	64	14	specifically	specifically	ADV
cana-6199	64	15	for	for	ADP
cana-6199	64	16	medical	medical	ADJ
cana-6199	64	17	image	image	NOUN
cana-6199	64	18	analysis	analysis	NOUN
cana-6199	64	19	and	and	CCONJ
cana-6199	64	20	question	question	NOUN
cana-6199	64	21	answering	answering	NOUN
cana-6199	64	22	,	,	PUNCT
cana-6199	64	23	addressing	address	VERB
cana-6199	64	24	the	the	DET
cana-6199	64	25	unique	unique	ADJ
cana-6199	64	26	challenges	challenge	NOUN
cana-6199	64	27	of	of	ADP
cana-6199	64	28	this	this	DET
cana-6199	64	29	domain	domain	NOUN
cana-6199	64	30	.	.	PUNCT
cana-6199	65	1	iii	iii	X
cana-6199	65	2	.	.	PROPN
cana-6199	65	3	problem	problem	NOUN
cana-6199	65	4	definition	definition	NOUN
cana-6199	65	5	and	and	CCONJ
cana-6199	65	6	methodology	methodology	NOUN
cana-6199	65	7	a.	a.	NOUN
cana-6199	65	8	problem	problem	NOUN
cana-6199	65	9	statement	statement	NOUN
cana-6199	65	10	the	the	DET
cana-6199	65	11	medical	medical	ADJ
cana-6199	65	12	visual	visual	ADJ
cana-6199	65	13	question	question	NOUN
cana-6199	65	14	answering	answer	VERB
cana-6199	65	15	task	task	NOUN
cana-6199	65	16	involves	involve	VERB
cana-6199	65	17	generating	generate	VERB
cana-6199	65	18	accurate	accurate	ADJ
cana-6199	65	19	and	and	CCONJ
cana-6199	65	20	clinically	clinically	ADV
cana-6199	65	21	relevant	relevant	ADJ
cana-6199	65	22	text	text	NOUN
cana-6199	65	23	responses	response	NOUN
cana-6199	65	24	to	to	ADP
cana-6199	65	25	questions	question	NOUN
cana-6199	65	26	about	about	ADP
cana-6199	65	27	medical	medical	ADJ
cana-6199	65	28	images	image	NOUN
cana-6199	65	29	.	.	PUNCT
cana-6199	66	1	formally	formally	ADV
cana-6199	66	2	,	,	PUNCT
cana-6199	66	3	given	give	VERB
cana-6199	66	4	an	an	DET
cana-6199	66	5	input	input	NOUN
cana-6199	66	6	medical	medical	ADJ
cana-6199	66	7	image	image	NOUN
cana-6199	66	8	i	i	PRON
cana-6199	66	9	and	and	CCONJ
cana-6199	66	10	a	a	DET
cana-6199	66	11	question	question	NOUN
cana-6199	66	12	q	q	NOUN
cana-6199	66	13	,	,	PUNCT
cana-6199	66	14	the	the	DET
cana-6199	66	15	goal	goal	NOUN
cana-6199	66	16	is	be	AUX
cana-6199	66	17	to	to	PART
cana-6199	66	18	produce	produce	VERB
cana-6199	66	19	an	an	DET
cana-6199	66	20	answer	answer	NOUN
cana-6199	66	21	a	a	PRON
cana-6199	66	22	that	that	PRON
cana-6199	66	23	correctly	correctly	ADV
cana-6199	66	24	addresses	address	VERB
cana-6199	66	25	the	the	DET
cana-6199	66	26	query	query	NOUN
cana-6199	66	27	based	base	VERB
cana-6199	66	28	on	on	ADP
cana-6199	66	29	the	the	DET
cana-6199	66	30	visual	visual	ADJ
cana-6199	66	31	content	content	NOUN
cana-6199	66	32	.	.	PUNCT
cana-6199	67	1	this	this	DET
cana-6199	67	2	task	task	NOUN
cana-6199	67	3	is	be	AUX
cana-6199	67	4	particularly	particularly	ADV
cana-6199	67	5	challenging	challenging	ADJ
cana-6199	67	6	in	in	ADP
cana-6199	67	7	the	the	DET
cana-6199	67	8	medical	medical	ADJ
cana-6199	67	9	domain	domain	NOUN
cana-6199	67	10	due	due	ADP
cana-6199	67	11	to	to	ADP
cana-6199	67	12	:	:	PUNCT
cana-6199	67	13	•	•	ADP
cana-6199	67	14	the	the	DET
cana-6199	67	15	high	high	ADJ
cana-6199	67	16	resolution	resolution	NOUN
cana-6199	67	17	and	and	CCONJ
cana-6199	67	18	complexity	complexity	NOUN
cana-6199	67	19	of	of	ADP
cana-6199	67	20	medical	medical	ADJ
cana-6199	67	21	images	image	NOUN
cana-6199	67	22	,	,	PUNCT
cana-6199	67	23	which	which	PRON
cana-6199	67	24	contain	contain	VERB
cana-6199	67	25	fine	fine	ADV
cana-6199	67	26	-	-	PUNCT
cana-6199	67	27	grained	grain	VERB
cana-6199	67	28	details	detail	NOUN
cana-6199	67	29	critical	critical	ADJ
cana-6199	67	30	for	for	ADP
cana-6199	67	31	diagnosis	diagnosis	NOUN
cana-6199	67	32	•	•	ADP
cana-6199	67	33	the	the	DET
cana-6199	67	34	need	need	NOUN
cana-6199	67	35	to	to	PART
cana-6199	67	36	simultaneously	simultaneously	ADV
cana-6199	67	37	capture	capture	VERB
cana-6199	67	38	local	local	ADJ
cana-6199	67	39	abnormalities	abnormality	NOUN
cana-6199	67	40	and	and	CCONJ
cana-6199	67	41	global	global	ADJ
cana-6199	67	42	anatomical	anatomical	ADJ
cana-6199	67	43	context	context	NOUN
cana-6199	67	44	•	•	ADP
cana-6199	67	45	the	the	DET
cana-6199	67	46	requirement	requirement	NOUN
cana-6199	67	47	for	for	ADP
cana-6199	67	48	domain	domain	NOUN
cana-6199	67	49	-	-	PUNCT
cana-6199	67	50	specific	specific	ADJ
cana-6199	67	51	knowledge	knowledge	NOUN
cana-6199	67	52	integration	integration	NOUN
cana-6199	67	53	and	and	CCONJ
cana-6199	67	54	contextual	contextual	ADJ
cana-6199	67	55	understanding	understanding	NOUN
cana-6199	67	56	•	•	ADP
cana-6199	67	57	the	the	DET
cana-6199	67	58	high	high	ADJ
cana-6199	67	59	stakes	stake	NOUN
cana-6199	67	60	of	of	ADP
cana-6199	67	61	medical	medical	ADJ
cana-6199	67	62	diagnosis	diagnosis	NOUN
cana-6199	67	63	,	,	PUNCT
cana-6199	67	64	demanding	demand	VERB
cana-6199	67	65	greater	great	ADJ
cana-6199	67	66	precision	precision	NOUN
cana-6199	67	67	and	and	CCONJ
cana-6199	67	68	reliability	reliability	NOUN
cana-6199	67	69	than	than	ADP
cana-6199	67	70	general	general	ADJ
cana-6199	67	71	vqa	vqa	PROPN
cana-6199	67	72	applications	application	NOUN
cana-6199	67	73	current	current	ADJ
cana-6199	67	74	approaches	approach	NOUN
cana-6199	67	75	face	face	VERB
cana-6199	67	76	significant	significant	ADJ
cana-6199	67	77	limitations	limitation	NOUN
cana-6199	67	78	in	in	ADP
cana-6199	67	79	addressing	address	VERB
cana-6199	67	80	these	these	DET
cana-6199	67	81	challenges	challenge	NOUN
cana-6199	67	82	,	,	PUNCT
cana-6199	67	83	particularly	particularly	ADV
cana-6199	67	84	in	in	ADP
cana-6199	67	85	terms	term	NOUN
cana-6199	67	86	of	of	ADP
cana-6199	67	87	computational	computational	ADJ
cana-6199	67	88	efficiency	efficiency	NOUN
cana-6199	67	89	,	,	PUNCT
cana-6199	67	90	multi	multi	ADJ
cana-6199	67	91	-	-	ADJ
cana-6199	67	92	scale	scale	ADJ
cana-6199	67	93	feature	feature	NOUN
cana-6199	67	94	representation	representation	NOUN
cana-6199	67	95	,	,	PUNCT
cana-6199	67	96	and	and	CCONJ
cana-6199	67	97	effective	effective	ADJ
cana-6199	67	98	crossmodal	crossmodal	ADJ
cana-6199	67	99	fusion	fusion	NOUN
cana-6199	67	100	.	.	PUNCT
cana-6199	68	1	b.	b.	PROPN
cana-6199	68	2	swinvqa	swinvqa	PROPN
cana-6199	68	3	architecture	architecture	VERB
cana-6199	68	4	our	our	PRON
cana-6199	68	5	proposed	propose	VERB
cana-6199	68	6	swinvqa	swinvqa	NOUN
cana-6199	68	7	framework	framework	NOUN
cana-6199	68	8	consists	consist	VERB
cana-6199	68	9	of	of	ADP
cana-6199	68	10	three	three	NUM
cana-6199	68	11	main	main	ADJ
cana-6199	68	12	components	component	NOUN
cana-6199	68	13	:	:	PUNCT
cana-6199	68	14	1	1	X
cana-6199	68	15	)	)	PUNCT
cana-6199	68	16	a	a	DET
cana-6199	68	17	hierarchical	hierarchical	ADJ
cana-6199	68	18	image	image	NOUN
cana-6199	68	19	encoder	encoder	NOUN
cana-6199	68	20	based	base	VERB
cana-6199	68	21	on	on	ADP
cana-6199	68	22	the	the	DET
cana-6199	68	23	swin	swin	PROPN
cana-6199	68	24	transformer	transformer	PROPN
cana-6199	68	25	2	2	NUM
cana-6199	68	26	)	)	PUNCT
cana-6199	68	27	a	a	DET
cana-6199	68	28	cross	cross	ADJ
cana-6199	68	29	-	-	ADJ
cana-6199	68	30	modal	modal	ADJ
cana-6199	68	31	fusion	fusion	NOUN
cana-6199	68	32	module	module	NOUN
cana-6199	68	33	for	for	ADP
cana-6199	68	34	integrating	integrate	VERB
cana-6199	68	35	visual	visual	ADJ
cana-6199	68	36	and	and	CCONJ
cana-6199	68	37	textual	textual	ADJ
cana-6199	68	38	features	feature	VERB
cana-6199	68	39	3	3	NUM
cana-6199	68	40	)	)	PUNCT
cana-6199	68	41	an	an	DET
cana-6199	68	42	answer	answer	NOUN
cana-6199	68	43	generation	generation	NOUN
cana-6199	68	44	module	module	NOUN
cana-6199	68	45	with	with	ADP
cana-6199	68	46	beam	beam	NOUN
cana-6199	68	47	search	search	NOUN
cana-6199	68	48	optimization	optimization	NOUN
cana-6199	68	49	1	1	NUM
cana-6199	68	50	)	)	PUNCT
cana-6199	68	51	hierarchical	hierarchical	ADJ
cana-6199	68	52	image	image	NOUN
cana-6199	68	53	encoder	encoder	NOUN
cana-6199	68	54	:	:	PUNCT
cana-6199	68	55	at	at	ADP
cana-6199	68	56	the	the	DET
cana-6199	68	57	core	core	NOUN
cana-6199	68	58	of	of	ADP
cana-6199	68	59	our	our	PRON
cana-6199	68	60	framework	framework	NOUN
cana-6199	68	61	is	be	AUX
cana-6199	68	62	a	a	DET
cana-6199	68	63	hierarchical	hierarchical	ADJ
cana-6199	68	64	image	image	NOUN
cana-6199	68	65	encoder	encoder	NOUN
cana-6199	68	66	that	that	PRON
cana-6199	68	67	leverages	leverage	VERB
cana-6199	68	68	the	the	DET
cana-6199	68	69	swin	swin	PROPN
cana-6199	68	70	transformer	transformer	NOUN
cana-6199	68	71	architecture	architecture	NOUN
cana-6199	68	72	.	.	PUNCT
cana-6199	69	1	unlike	unlike	ADP
cana-6199	69	2	standard	standard	ADJ
cana-6199	69	3	vision	vision	NOUN
cana-6199	69	4	transformers	transformer	NOUN
cana-6199	69	5	that	that	PRON
cana-6199	69	6	process	process	VERB
cana-6199	69	7	images	image	NOUN
cana-6199	69	8	as	as	ADP
cana-6199	69	9	a	a	DET
cana-6199	69	10	sequence	sequence	NOUN
cana-6199	69	11	of	of	ADP
cana-6199	69	12	fixed	fix	VERB
cana-6199	69	13	-	-	PUNCT
cana-6199	69	14	size	size	NOUN
cana-6199	69	15	patches	patch	NOUN
cana-6199	69	16	with	with	ADP
cana-6199	69	17	global	global	ADJ
cana-6199	69	18	self	self	NOUN
cana-6199	69	19	-	-	PUNCT
cana-6199	69	20	attention	attention	NOUN
cana-6199	69	21	,	,	PUNCT
cana-6199	69	22	the	the	DET
cana-6199	69	23	swin	swin	PROPN
cana-6199	69	24	transformer	transformer	PROPN
cana-6199	69	25	introduces	introduce	VERB
cana-6199	69	26	two	two	NUM
cana-6199	69	27	key	key	ADJ
cana-6199	69	28	innovations	innovation	NOUN
cana-6199	69	29	:	:	PUNCT
cana-6199	69	30	shifted	shift	VERB
cana-6199	69	31	window	window	NOUN
cana-6199	69	32	partitioning	partitioning	NOUN
cana-6199	69	33	and	and	CCONJ
cana-6199	69	34	patch	patch	VERB
cana-6199	69	35	merging	merging	NOUN
cana-6199	69	36	.	.	PUNCT
cana-6199	70	1	communications	communication	NOUN
cana-6199	70	2	on	on	ADP
cana-6199	70	3	applied	apply	VERB
cana-6199	70	4	nonlinear	nonlinear	ADJ
cana-6199	70	5	analysis	analysis	NOUN
cana-6199	70	6	issn	issn	NOUN
cana-6199	70	7	:	:	PUNCT
cana-6199	70	8	1074	1074	NUM
cana-6199	70	9	-	-	PUNCT
cana-6199	70	10	133x	133x	NUM
cana-6199	70	11	vol	vol	NOUN
cana-6199	70	12	32	32	NUM
cana-6199	70	13	no	no	NOUN
cana-6199	70	14	.	.	PUNCT
cana-6199	71	1	9s	9s	NUM
cana-6199	71	2	(	(	PUNCT
cana-6199	71	3	2025	2025	NUM
cana-6199	71	4	)	)	PUNCT
cana-6199	71	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	71	6	3282	3282	NUM
cana-6199	71	7	window	window	NOUN
cana-6199	71	8	partitioning	partitioning	NOUN
cana-6199	71	9	for	for	ADP
cana-6199	71	10	computational	computational	ADJ
cana-6199	71	11	efficiency	efficiency	NOUN
cana-6199	71	12	:	:	PUNCT
cana-6199	71	13	to	to	PART
cana-6199	71	14	address	address	VERB
cana-6199	71	15	the	the	DET
cana-6199	71	16	quadratic	quadratic	ADJ
cana-6199	71	17	complexity	complexity	NOUN
cana-6199	71	18	of	of	ADP
cana-6199	71	19	global	global	ADJ
cana-6199	71	20	self	self	NOUN
cana-6199	71	21	-	-	PUNCT
cana-6199	71	22	attention	attention	NOUN
cana-6199	71	23	,	,	PUNCT
cana-6199	71	24	we	we	PRON
cana-6199	71	25	employ	employ	VERB
cana-6199	71	26	window	window	NOUN
cana-6199	71	27	partitioning	partitioning	NOUN
cana-6199	71	28	,	,	PUNCT
cana-6199	71	29	dividing	divide	VERB
cana-6199	71	30	the	the	DET
cana-6199	71	31	image	image	NOUN
cana-6199	71	32	into	into	ADP
cana-6199	71	33	nonoverlapping	nonoverlapping	ADJ
cana-6199	71	34	windows	window	NOUN
cana-6199	71	35	.	.	PUNCT
cana-6199	72	1	this	this	DET
cana-6199	72	2	approach	approach	NOUN
cana-6199	72	3	reduces	reduce	VERB
cana-6199	72	4	computational	computational	ADJ
cana-6199	72	5	complexity	complexity	NOUN
cana-6199	72	6	from	from	ADP
cana-6199	72	7	o((h	o((h	PROPN
cana-6199	72	8	×	×	NOUN
cana-6199	72	9	w)2	w)2	ADJ
cana-6199	72	10	)	)	PUNCT
cana-6199	72	11	to	to	ADP
cana-6199	72	12	o(m2	o(m2	PRON
cana-6199	72	13	×	×	NOUN
cana-6199	72	14	h	h	NOUN
cana-6199	72	15	×	×	PROPN
cana-6199	72	16	w	w	PROPN
cana-6199	72	17	)	)	PUNCT
cana-6199	72	18	,	,	PUNCT
cana-6199	72	19	where	where	SCONJ
cana-6199	72	20	h	h	NOUN
cana-6199	72	21	×	×	PROPN
cana-6199	72	22	w	w	PROPN
cana-6199	72	23	is	be	AUX
cana-6199	72	24	the	the	DET
cana-6199	72	25	number	number	NOUN
cana-6199	72	26	of	of	ADP
cana-6199	72	27	patches	patch	NOUN
cana-6199	72	28	and	and	CCONJ
cana-6199	72	29	m	m	PROPN
cana-6199	72	30	×	×	NOUN
cana-6199	72	31	m	m	NOUN
cana-6199	72	32	is	be	AUX
cana-6199	72	33	the	the	DET
cana-6199	72	34	window	window	NOUN
cana-6199	72	35	size	size	NOUN
cana-6199	72	36	:	:	PUNCT
cana-6199	72	37	x	x	PART
cana-6199	72	38	∈	∈	PROPN
cana-6199	72	39	rb×h×w×c	rb×h×w×c	NOUN
cana-6199	72	40	reshape	reshape	NOUN
cana-6199	72	41	/	/	SYM
cana-6199	72	42	view	view	NOUN
cana-6199	72	43	this	this	DET
cana-6199	72	44	reshaped	reshaped	ADJ
cana-6199	72	45	tensor	tensor	NOUN
cana-6199	72	46	is	be	AUX
cana-6199	72	47	then	then	ADV
cana-6199	72	48	permuted	permute	VERB
cana-6199	72	49	to	to	PART
cana-6199	72	50	facilitate	facilitate	VERB
cana-6199	72	51	windowbased	windowbase	VERB
cana-6199	72	52	self	self	NOUN
cana-6199	72	53	-	-	PUNCT
cana-6199	72	54	attention	attention	NOUN
cana-6199	72	55	:	:	PUNCT
cana-6199	73	1	x′′	x′′	PROPN
cana-6199	73	2	∈	∈	PROPN
cana-6199	73	3	r(b×m	r(b×m	NOUN
cana-6199	73	4	h	h	NOUN
cana-6199	73	5	×w	×w	NOUN
cana-6199	73	6	m)×m×m×c	m)×m×m×c	NOUN
cana-6199	73	7	(	(	PUNCT
cana-6199	73	8	2	2	NUM
cana-6199	73	9	)	)	PUNCT
cana-6199	73	10	shifted	shift	VERB
cana-6199	73	11	window	window	NOUN
cana-6199	73	12	partitioning	partitioning	NOUN
cana-6199	73	13	:	:	PUNCT
cana-6199	73	14	to	to	PART
cana-6199	73	15	enable	enable	VERB
cana-6199	73	16	cross	cross	ADJ
cana-6199	73	17	-	-	ADJ
cana-6199	73	18	window	window	NOUN
cana-6199	73	19	connections	connection	NOUN
cana-6199	73	20	and	and	CCONJ
cana-6199	73	21	capture	capture	VERB
cana-6199	73	22	global	global	ADJ
cana-6199	73	23	context	context	NOUN
cana-6199	73	24	,	,	PUNCT
cana-6199	73	25	we	we	PRON
cana-6199	73	26	implement	implement	VERB
cana-6199	73	27	a	a	DET
cana-6199	73	28	shifted	shift	VERB
cana-6199	73	29	window	window	NOUN
cana-6199	73	30	partitioning	partitioning	NOUN
cana-6199	73	31	scheme	scheme	NOUN
cana-6199	73	32	that	that	SCONJ
cana-6199	73	33	alternates	alternate	NOUN
cana-6199	73	34	between	between	ADP
cana-6199	73	35	regular	regular	ADJ
cana-6199	73	36	and	and	CCONJ
cana-6199	73	37	shifted	shift	VERB
cana-6199	73	38	window	window	NOUN
cana-6199	73	39	configurations	configuration	NOUN
cana-6199	73	40	across	across	ADP
cana-6199	73	41	transformer	transformer	ADJ
cana-6199	73	42	layers	layer	NOUN
cana-6199	73	43	:	:	PUNCT
cana-6199	73	44	x′	x′	PROPN
cana-6199	73	45	=	=	SYM
cana-6199	73	46	roll(x	roll(x	PROPN
cana-6199	73	47	,	,	PUNCT
cana-6199	73	48	shifts	shift	NOUN
cana-6199	73	49	=	=	PUNCT
cana-6199	73	50	(	(	PUNCT
cana-6199	73	51	−s,−s),dims	−s,−s),dim	NOUN
cana-6199	73	52	=	=	SYM
cana-6199	73	53	(	(	PUNCT
cana-6199	73	54	1,2	1,2	NUM
cana-6199	73	55	)	)	PUNCT
cana-6199	73	56	)	)	PUNCT
cana-6199	73	57	(	(	PUNCT
cana-6199	73	58	3	3	X
cana-6199	73	59	)	)	PUNCT
cana-6199	73	60	where	where	SCONJ
cana-6199	73	61	s	s	NOUN
cana-6199	73	62	represents	represent	VERB
cana-6199	73	63	the	the	DET
cana-6199	73	64	shift	shift	NOUN
cana-6199	73	65	size	size	NOUN
cana-6199	73	66	.	.	PUNCT
cana-6199	74	1	after	after	ADP
cana-6199	74	2	applying	apply	VERB
cana-6199	74	3	selfattention	selfattention	NOUN
cana-6199	74	4	within	within	ADP
cana-6199	74	5	these	these	DET
cana-6199	74	6	shifted	shift	VERB
cana-6199	74	7	windows	window	NOUN
cana-6199	74	8	,	,	PUNCT
cana-6199	74	9	the	the	DET
cana-6199	74	10	feature	feature	NOUN
cana-6199	74	11	map	map	NOUN
cana-6199	74	12	is	be	AUX
cana-6199	74	13	restored	restore	VERB
cana-6199	74	14	to	to	ADP
cana-6199	74	15	its	its	PRON
cana-6199	74	16	original	original	ADJ
cana-6199	74	17	alignment	alignment	NOUN
cana-6199	74	18	:	:	PUNCT
cana-6199	74	19	xrestored	xrestore	VERB
cana-6199	74	20	=	=	PUNCT
cana-6199	74	21	roll(xshifted	roll(xshifte	VERB
cana-6199	74	22	,	,	PUNCT
cana-6199	74	23	shifts	shift	NOUN
cana-6199	74	24	=	=	SYM
cana-6199	74	25	(	(	PUNCT
cana-6199	74	26	s	s	ADP
cana-6199	74	27	,	,	PUNCT
cana-6199	74	28	s),dims	s),dims	NOUN
cana-6199	74	29	=	=	SYM
cana-6199	74	30	(	(	PUNCT
cana-6199	74	31	1,2	1,2	NUM
cana-6199	74	32	)	)	PUNCT
cana-6199	74	33	)	)	PUNCT
cana-6199	74	34	(	(	PUNCT
cana-6199	74	35	4	4	X
cana-6199	74	36	)	)	PUNCT
cana-6199	74	37	patch	patch	NOUN
cana-6199	74	38	merging	merge	VERB
cana-6199	74	39	for	for	ADP
cana-6199	74	40	hierarchical	hierarchical	ADJ
cana-6199	74	41	representation	representation	NOUN
cana-6199	74	42	:	:	PUNCT
cana-6199	74	43	to	to	PART
cana-6199	74	44	capture	capture	VERB
cana-6199	74	45	multi	multi	ADJ
cana-6199	74	46	-	-	ADJ
cana-6199	74	47	scale	scale	ADJ
cana-6199	74	48	features	feature	NOUN
cana-6199	74	49	,	,	PUNCT
cana-6199	74	50	we	we	PRON
cana-6199	74	51	implement	implement	VERB
cana-6199	74	52	patch	patch	NOUN
cana-6199	74	53	merging	merge	VERB
cana-6199	74	54	operations	operation	NOUN
cana-6199	74	55	that	that	PRON
cana-6199	74	56	progressively	progressively	ADV
cana-6199	74	57	reduce	reduce	VERB
cana-6199	74	58	spatial	spatial	ADJ
cana-6199	74	59	resolution	resolution	NOUN
cana-6199	74	60	while	while	SCONJ
cana-6199	74	61	increasing	increase	VERB
cana-6199	74	62	feature	feature	NOUN
cana-6199	74	63	dimensionality	dimensionality	NOUN
cana-6199	74	64	:	:	PUNCT
cana-6199	74	65	x	x	SYM
cana-6199	74	66	∈	∈	PROPN
cana-6199	74	67	rb×h×w×c	rb×h×w×c	NOUN
cana-6199	74	68	reshape	reshape	NOUN
cana-6199	74	69	/	/	SYM
cana-6199	74	70	view	view	NOUN
cana-6199	74	71	norm	norm	NOUN
cana-6199	74	72	+	+	CCONJ
cana-6199	74	73	reduction	reduction	NOUN
cana-6199	74	74	(	(	PUNCT
cana-6199	74	75	5	5	NUM
cana-6199	74	76	)	)	PUNCT
cana-6199	74	77	this	this	DET
cana-6199	74	78	hierarchical	hierarchical	ADJ
cana-6199	74	79	structure	structure	NOUN
cana-6199	74	80	enables	enable	VERB
cana-6199	74	81	the	the	DET
cana-6199	74	82	model	model	NOUN
cana-6199	74	83	to	to	PART
cana-6199	74	84	learn	learn	VERB
cana-6199	74	85	representations	representation	NOUN
cana-6199	74	86	at	at	ADP
cana-6199	74	87	multiple	multiple	ADJ
cana-6199	74	88	scales	scale	NOUN
cana-6199	74	89	,	,	PUNCT
cana-6199	74	90	capturing	capture	VERB
cana-6199	74	91	both	both	PRON
cana-6199	74	92	fine	fine	ADV
cana-6199	74	93	-	-	PUNCT
cana-6199	74	94	grained	grain	VERB
cana-6199	74	95	details	detail	NOUN
cana-6199	74	96	and	and	CCONJ
cana-6199	74	97	global	global	ADJ
cana-6199	74	98	context	context	NOUN
cana-6199	74	99	essential	essential	ADJ
cana-6199	74	100	for	for	ADP
cana-6199	74	101	medical	medical	ADJ
cana-6199	74	102	image	image	NOUN
cana-6199	74	103	interpretation	interpretation	NOUN
cana-6199	74	104	.	.	PUNCT
cana-6199	75	1	2	2	X
cana-6199	75	2	)	)	PUNCT
cana-6199	75	3	cross	cross	ADJ
cana-6199	75	4	-	-	ADJ
cana-6199	75	5	modal	modal	ADJ
cana-6199	75	6	fusion	fusion	NOUN
cana-6199	75	7	:	:	PUNCT
cana-6199	75	8	to	to	PART
cana-6199	75	9	effectively	effectively	ADV
cana-6199	75	10	integrate	integrate	VERB
cana-6199	75	11	visual	visual	ADJ
cana-6199	75	12	and	and	CCONJ
cana-6199	75	13	textual	textual	ADJ
cana-6199	75	14	information	information	NOUN
cana-6199	75	15	,	,	PUNCT
cana-6199	75	16	we	we	PRON
cana-6199	75	17	implement	implement	VERB
cana-6199	75	18	a	a	DET
cana-6199	75	19	sophisticated	sophisticated	ADJ
cana-6199	75	20	cross	cross	ADJ
cana-6199	75	21	-	-	ADJ
cana-6199	75	22	modal	modal	ADJ
cana-6199	75	23	fusion	fusion	NOUN
cana-6199	75	24	module	module	NOUN
cana-6199	75	25	.	.	PUNCT
cana-6199	76	1	this	this	DET
cana-6199	76	2	module	module	NOUN
cana-6199	76	3	aligns	align	VERB
cana-6199	76	4	features	feature	NOUN
cana-6199	76	5	from	from	ADP
cana-6199	76	6	the	the	DET
cana-6199	76	7	hierarchical	hierarchical	ADJ
cana-6199	76	8	image	image	NOUN
cana-6199	76	9	encoder	encoder	NOUN
cana-6199	76	10	with	with	ADP
cana-6199	76	11	textual	textual	ADJ
cana-6199	76	12	representations	representation	NOUN
cana-6199	76	13	of	of	ADP
cana-6199	76	14	the	the	DET
cana-6199	76	15	question	question	NOUN
cana-6199	76	16	.	.	PUNCT
cana-6199	77	1	textual	textual	ADJ
cana-6199	77	2	encoding	encoding	NOUN
cana-6199	77	3	:	:	PUNCT
cana-6199	77	4	the	the	DET
cana-6199	77	5	question	question	NOUN
cana-6199	77	6	q	q	NOUN
cana-6199	77	7	is	be	AUX
cana-6199	77	8	tokenized	tokenize	VERB
cana-6199	77	9	and	and	CCONJ
cana-6199	77	10	processed	process	VERB
cana-6199	77	11	through	through	ADP
cana-6199	77	12	a	a	DET
cana-6199	77	13	bertbased	bertbase	VERB
cana-6199	77	14	encoder	encoder	NOUN
cana-6199	77	15	to	to	PART
cana-6199	77	16	obtain	obtain	VERB
cana-6199	77	17	contextual	contextual	ADJ
cana-6199	77	18	text	text	NOUN
cana-6199	77	19	embeddings	embedding	NOUN
cana-6199	77	20	:	:	PUNCT
cana-6199	77	21	c	c	X
cana-6199	77	22	=	=	SYM
cana-6199	77	23	{	{	PUNCT
cana-6199	77	24	c1,c2,	c1,c2,	NOUN
cana-6199	77	25	...	...	PUNCT
cana-6199	77	26	,cn},cj	,cn},cj	PUNCT
cana-6199	77	27	∈	∈	PROPN
cana-6199	77	28	rd	rd	PROPN
cana-6199	77	29	(	(	PUNCT
cana-6199	77	30	6	6	NUM
cana-6199	77	31	)	)	PUNCT
cana-6199	77	32	where	where	SCONJ
cana-6199	77	33	n	n	PRON
cana-6199	77	34	is	be	AUX
cana-6199	77	35	the	the	DET
cana-6199	77	36	maximum	maximum	ADJ
cana-6199	77	37	sequence	sequence	NOUN
cana-6199	77	38	length	length	NOUN
cana-6199	77	39	and	and	CCONJ
cana-6199	77	40	d	d	NOUN
cana-6199	77	41	is	be	AUX
cana-6199	77	42	the	the	DET
cana-6199	77	43	embedding	embed	VERB
cana-6199	77	44	dimension	dimension	NOUN
cana-6199	77	45	.	.	PUNCT
cana-6199	78	1	multimodal	multimodal	ADJ
cana-6199	78	2	alignment	alignment	NOUN
cana-6199	78	3	:	:	PUNCT
cana-6199	78	4	visual	visual	ADJ
cana-6199	78	5	and	and	CCONJ
cana-6199	78	6	textual	textual	ADJ
cana-6199	78	7	features	feature	NOUN
cana-6199	78	8	are	be	AUX
cana-6199	78	9	combined	combine	VERB
cana-6199	78	10	through	through	ADP
cana-6199	78	11	concatenation	concatenation	NOUN
cana-6199	78	12	and	and	CCONJ
cana-6199	78	13	enhanced	enhance	VERB
cana-6199	78	14	with	with	ADP
cana-6199	78	15	modality	modality	NOUN
cana-6199	78	16	-	-	PUNCT
cana-6199	78	17	specific	specific	ADJ
cana-6199	78	18	segment	segment	NOUN
cana-6199	78	19	embeddings	embedding	NOUN
cana-6199	78	20	:	:	PUNCT
cana-6199	78	21	einput	einput	NOUN
cana-6199	78	22	=	=	PUNCT
cana-6199	79	1	[	[	X
cana-6199	79	2	v1	v1	X
cana-6199	79	3	+	+	NUM
cana-6199	79	4	simg,	simg,	NOUN
cana-6199	79	5	...	...	PUNCT
cana-6199	79	6	,vm	,vm	PUNCT
cana-6199	79	7	+	+	NUM
cana-6199	79	8	simg	simg	NOUN
cana-6199	79	9	,	,	PUNCT
cana-6199	79	10	c1	c1	PROPN
cana-6199	79	11	+	+	CCONJ
cana-6199	79	12	stext,	stext,	PROPN
cana-6199	79	13	...	...	PUNCT
cana-6199	79	14	,cn	,cn	PUNCT
cana-6199	79	15	+	+	CCONJ
cana-6199	79	16	stext	stext	NOUN
cana-6199	79	17	]	]	X
cana-6199	79	18	(	(	PUNCT
cana-6199	79	19	7	7	X
cana-6199	79	20	)	)	PUNCT
cana-6199	79	21	additionally	additionally	ADV
cana-6199	79	22	,	,	PUNCT
cana-6199	79	23	positional	positional	ADJ
cana-6199	79	24	embeddings	embedding	NOUN
cana-6199	79	25	ppos	ppo	NOUN
cana-6199	79	26	are	be	AUX
cana-6199	79	27	added	add	VERB
cana-6199	79	28	to	to	PART
cana-6199	79	29	preserve	preserve	VERB
cana-6199	79	30	spatial	spatial	ADJ
cana-6199	79	31	and	and	CCONJ
cana-6199	79	32	sequential	sequential	ADJ
cana-6199	79	33	information	information	NOUN
cana-6199	79	34	:	:	PUNCT
cana-6199	79	35	einput	einput	NOUN
cana-6199	79	36	=	=	SYM
cana-6199	79	37	concat(v	concat(v	PROPN
cana-6199	79	38	,	,	PUNCT
cana-6199	79	39	c	c	NOUN
cana-6199	79	40	)	)	PUNCT
cana-6199	80	1	+	+	SYM
cana-6199	80	2	s	s	PART
cana-6199	80	3	+	+	NUM
cana-6199	80	4	ppos	ppos	PROPN
cana-6199	80	5	(	(	PUNCT
cana-6199	80	6	8)	8)	NUM
cana-6199	80	7	cross	cross	ADJ
cana-6199	80	8	-	-	ADJ
cana-6199	80	9	modal	modal	ADJ
cana-6199	80	10	attention	attention	NOUN
cana-6199	80	11	:	:	PUNCT
cana-6199	80	12	the	the	DET
cana-6199	80	13	combined	combine	VERB
cana-6199	80	14	embeddings	embedding	NOUN
cana-6199	80	15	are	be	AUX
cana-6199	80	16	processed	process	VERB
cana-6199	80	17	through	through	ADP
cana-6199	80	18	multiple	multiple	ADJ
cana-6199	80	19	transformer	transformer	ADJ
cana-6199	80	20	layers	layer	NOUN
cana-6199	80	21	with	with	ADP
cana-6199	80	22	cross	cross	ADJ
cana-6199	80	23	-	-	ADJ
cana-6199	80	24	modal	modal	ADJ
cana-6199	80	25	attention	attention	NOUN
cana-6199	80	26	.	.	PUNCT
cana-6199	81	1	within	within	ADP
cana-6199	81	2	each	each	DET
cana-6199	81	3	attention	attention	NOUN
cana-6199	81	4	head	head	NOUN
cana-6199	81	5	,	,	PUNCT
cana-6199	81	6	the	the	DET
cana-6199	81	7	model	model	NOUN
cana-6199	81	8	computes	compute	VERB
cana-6199	81	9	queries	query	NOUN
cana-6199	81	10	,	,	PUNCT
cana-6199	81	11	keys	key	NOUN
cana-6199	81	12	,	,	PUNCT
cana-6199	81	13	and	and	CCONJ
cana-6199	81	14	values	value	NOUN
cana-6199	81	15	:	:	PUNCT
cana-6199	81	16	q	q	NOUN
cana-6199	81	17	=	=	SYM
cana-6199	81	18	einputwq	einputwq	NOUN
cana-6199	81	19	,	,	PUNCT
cana-6199	81	20	k	k	PROPN
cana-6199	81	21	=	=	SYM
cana-6199	81	22	einputwk	einputwk	ADJ
cana-6199	81	23	,	,	PUNCT
cana-6199	81	24	v	v	NOUN
cana-6199	81	25	=	=	SYM
cana-6199	81	26	einputwv	einputwv	NOUN
cana-6199	81	27	(	(	PUNCT
cana-6199	81	28	9	9	NUM
cana-6199	81	29	)	)	PUNCT
cana-6199	81	30	the	the	DET
cana-6199	81	31	attention	attention	NOUN
cana-6199	81	32	mechanism	mechanism	NOUN
cana-6199	81	33	enables	enable	VERB
cana-6199	81	34	information	information	NOUN
cana-6199	81	35	flow	flow	NOUN
cana-6199	81	36	between	between	ADP
cana-6199	81	37	modalities	modality	NOUN
cana-6199	81	38	:	:	PUNCT
cana-6199	81	39	attention(q	attention(q	PROPN
cana-6199	81	40	,	,	PUNCT
cana-6199	81	41	k	k	PROPN
cana-6199	81	42	,	,	PUNCT
cana-6199	81	43	v	v	NOUN
cana-6199	81	44	)	)	PUNCT
cana-6199	82	1	=	=	SYM
cana-6199	82	2	softmax	softmax	NOUN
cana-6199	82	3	(	(	PUNCT
cana-6199	82	4	10	10	NUM
cana-6199	82	5	)	)	PUNCT
cana-6199	82	6	this	this	DET
cana-6199	82	7	cross	cross	ADJ
cana-6199	82	8	-	-	ADJ
cana-6199	82	9	modal	modal	ADJ
cana-6199	82	10	attention	attention	NOUN
cana-6199	82	11	facilitates	facilitate	VERB
cana-6199	82	12	the	the	DET
cana-6199	82	13	integration	integration	NOUN
cana-6199	82	14	of	of	ADP
cana-6199	82	15	visual	visual	ADJ
cana-6199	82	16	and	and	CCONJ
cana-6199	82	17	textual	textual	ADJ
cana-6199	82	18	information	information	NOUN
cana-6199	82	19	,	,	PUNCT
cana-6199	82	20	allowing	allow	VERB
cana-6199	82	21	the	the	DET
cana-6199	82	22	model	model	NOUN
cana-6199	82	23	to	to	PART
cana-6199	82	24	ground	ground	VERB
cana-6199	82	25	medical	medical	ADJ
cana-6199	82	26	terms	term	NOUN
cana-6199	82	27	in	in	ADP
cana-6199	82	28	the	the	DET
cana-6199	82	29	corresponding	correspond	VERB
cana-6199	82	30	image	image	NOUN
cana-6199	82	31	regions	region	NOUN
cana-6199	82	32	and	and	CCONJ
cana-6199	82	33	enabling	enable	VERB
cana-6199	82	34	more	more	ADV
cana-6199	82	35	accurate	accurate	ADJ
cana-6199	82	36	reasoning	reasoning	NOUN
cana-6199	82	37	.	.	PUNCT
cana-6199	83	1	iv	iv	X
cana-6199	83	2	.	.	PUNCT
cana-6199	83	3	swinvqa	swinvqa	PROPN
cana-6199	83	4	architecture	architecture	NOUN
cana-6199	83	5	details	detail	NOUN
cana-6199	83	6	a.	a.	NOUN
cana-6199	83	7	overall	overall	ADJ
cana-6199	83	8	pipeline	pipeline	PROPN
cana-6199	83	9	fig	fig	NOUN
cana-6199	83	10	.	.	PUNCT
cana-6199	84	1	1	1	NUM
cana-6199	84	2	illustrates	illustrate	VERB
cana-6199	84	3	the	the	DET
cana-6199	84	4	complete	complete	ADJ
cana-6199	84	5	swinvqa	swinvqa	NOUN
cana-6199	84	6	architecture	architecture	NOUN
cana-6199	84	7	,	,	PUNCT
cana-6199	84	8	which	which	PRON
cana-6199	84	9	consists	consist	VERB
cana-6199	84	10	of	of	ADP
cana-6199	84	11	four	four	NUM
cana-6199	84	12	main	main	ADJ
cana-6199	84	13	stages	stage	NOUN
cana-6199	84	14	:	:	PUNCT
cana-6199	84	15	input	input	NOUN
cana-6199	84	16	processing	processing	NOUN
cana-6199	84	17	,	,	PUNCT
cana-6199	84	18	feature	feature	NOUN
cana-6199	84	19	extraction	extraction	NOUN
cana-6199	84	20	,	,	PUNCT
cana-6199	84	21	multimodal	multimodal	NOUN
cana-6199	84	22	fusion	fusion	NOUN
cana-6199	84	23	,	,	PUNCT
cana-6199	84	24	and	and	CCONJ
cana-6199	84	25	answer	answer	NOUN
cana-6199	84	26	generation	generation	NOUN
cana-6199	84	27	.	.	PUNCT
cana-6199	85	1	the	the	DET
cana-6199	85	2	pipeline	pipeline	NOUN
cana-6199	85	3	is	be	AUX
cana-6199	85	4	designed	design	VERB
cana-6199	85	5	to	to	ADP
cana-6199	85	6	communications	communication	NOUN
cana-6199	85	7	on	on	ADP
cana-6199	85	8	applied	apply	VERB
cana-6199	85	9	nonlinear	nonlinear	ADJ
cana-6199	85	10	analysis	analysis	NOUN
cana-6199	85	11	issn	issn	NOUN
cana-6199	85	12	:	:	PUNCT
cana-6199	85	13	1074	1074	NUM
cana-6199	85	14	-	-	PUNCT
cana-6199	85	15	133x	133x	NUM
cana-6199	85	16	vol	vol	NOUN
cana-6199	85	17	32	32	NUM
cana-6199	85	18	no	no	NOUN
cana-6199	85	19	.	.	PUNCT
cana-6199	86	1	9s	9s	NUM
cana-6199	86	2	(	(	PUNCT
cana-6199	86	3	2025	2025	NUM
cana-6199	86	4	)	)	PUNCT
cana-6199	87	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	87	2	3283	3283	NUM
cana-6199	87	3	efficiently	efficiently	ADV
cana-6199	87	4	process	process	VERB
cana-6199	87	5	both	both	CCONJ
cana-6199	87	6	visual	visual	ADJ
cana-6199	87	7	and	and	CCONJ
cana-6199	87	8	textual	textual	ADJ
cana-6199	87	9	inputs	input	NOUN
cana-6199	87	10	while	while	SCONJ
cana-6199	87	11	maintaining	maintain	VERB
cana-6199	87	12	the	the	DET
cana-6199	87	13	contextual	contextual	ADJ
cana-6199	87	14	relationships	relationship	NOUN
cana-6199	87	15	necessary	necessary	ADJ
cana-6199	87	16	for	for	ADP
cana-6199	87	17	accurate	accurate	ADJ
cana-6199	87	18	medical	medical	ADJ
cana-6199	87	19	visual	visual	ADJ
cana-6199	87	20	question	question	NOUN
cana-6199	87	21	answering	answering	NOUN
cana-6199	87	22	.	.	PUNCT
cana-6199	88	1	b.	b.	PROPN
cana-6199	88	2	input	input	NOUN
cana-6199	88	3	processing	processing	NOUN
cana-6199	88	4	and	and	CCONJ
cana-6199	88	5	feature	feature	NOUN
cana-6199	88	6	extraction	extraction	NOUN
cana-6199	88	7	the	the	DET
cana-6199	88	8	model	model	NOUN
cana-6199	88	9	processes	process	VERB
cana-6199	88	10	two	two	NUM
cana-6199	88	11	types	type	NOUN
cana-6199	88	12	of	of	ADP
cana-6199	88	13	inputs	input	NOUN
cana-6199	88	14	:	:	PUNCT
cana-6199	88	15	medical	medical	ADJ
cana-6199	88	16	images	image	NOUN
cana-6199	88	17	and	and	CCONJ
cana-6199	88	18	textual	textual	ADJ
cana-6199	88	19	questions	question	NOUN
cana-6199	88	20	.	.	PUNCT
cana-6199	89	1	medical	medical	ADJ
cana-6199	89	2	images	image	NOUN
cana-6199	89	3	are	be	AUX
cana-6199	89	4	first	first	ADV
cana-6199	89	5	preprocessed	preprocesse	VERB
cana-6199	89	6	and	and	CCONJ
cana-6199	89	7	fed	feed	VERB
cana-6199	89	8	through	through	ADP
cana-6199	89	9	the	the	DET
cana-6199	89	10	swin	swin	PROPN
cana-6199	89	11	transformer	transformer	PROPN
cana-6199	89	12	vision	vision	NOUN
cana-6199	89	13	encoder	encoder	NOUN
cana-6199	89	14	,	,	PUNCT
cana-6199	89	15	which	which	PRON
cana-6199	89	16	extracts	extract	VERB
cana-6199	89	17	hierarchical	hierarchical	ADJ
cana-6199	89	18	visual	visual	ADJ
cana-6199	89	19	features	feature	NOUN
cana-6199	89	20	represented	represent	VERB
cana-6199	89	21	as	as	ADP
cana-6199	89	22	:	:	PUNCT
cana-6199	89	23	v	v	NOUN
cana-6199	89	24	=	=	PUNCT
cana-6199	89	25	{	{	PUNCT
cana-6199	89	26	v1,v2,	v1,v2,	NOUN
cana-6199	89	27	...	...	PUNCT
cana-6199	89	28	,vm	,vm	PUNCT
cana-6199	89	29	}	}	PUNCT
cana-6199	89	30	∈	∈	PROPN
cana-6199	89	31	rd(11	rd(11	PROPN
cana-6199	89	32	)	)	PUNCT
cana-6199	89	33	where	where	SCONJ
cana-6199	89	34	m	m	NOUN
cana-6199	89	35	is	be	AUX
cana-6199	89	36	the	the	DET
cana-6199	89	37	number	number	NOUN
cana-6199	89	38	of	of	ADP
cana-6199	89	39	visual	visual	ADJ
cana-6199	89	40	tokens	token	NOUN
cana-6199	89	41	and	and	CCONJ
cana-6199	89	42	d	d	NOUN
cana-6199	89	43	is	be	AUX
cana-6199	89	44	the	the	DET
cana-6199	89	45	feature	feature	NOUN
cana-6199	89	46	dimensionality	dimensionality	NOUN
cana-6199	89	47	.	.	PUNCT
cana-6199	90	1	concurrently	concurrently	ADV
cana-6199	90	2	,	,	PUNCT
cana-6199	90	3	the	the	DET
cana-6199	90	4	textual	textual	ADJ
cana-6199	90	5	question	question	NOUN
cana-6199	90	6	is	be	AUX
cana-6199	90	7	tokenized	tokenize	VERB
cana-6199	90	8	using	use	VERB
cana-6199	90	9	a	a	DET
cana-6199	90	10	bert	bert	NOUN
cana-6199	90	11	tokenizer	tokenizer	NOUN
cana-6199	90	12	and	and	CCONJ
cana-6199	90	13	processed	process	VERB
cana-6199	90	14	through	through	ADP
cana-6199	90	15	a	a	DET
cana-6199	90	16	text	text	NOUN
cana-6199	90	17	encoder	encoder	NOUN
cana-6199	90	18	to	to	PART
cana-6199	90	19	obtain	obtain	VERB
cana-6199	90	20	:	:	PUNCT
cana-6199	90	21	c	c	X
cana-6199	90	22	=	=	SYM
cana-6199	90	23	{	{	PUNCT
cana-6199	90	24	c1,c2,	c1,c2,	NOUN
cana-6199	90	25	...	...	PUNCT
cana-6199	90	26	,cn	,cn	PUNCT
cana-6199	90	27	}	}	PUNCT
cana-6199	90	28	∈	∈	PROPN
cana-6199	90	29	rd(12	rd(12	PROPN
cana-6199	90	30	)	)	PUNCT
cana-6199	90	31	where	where	SCONJ
cana-6199	90	32	n	n	X
cana-6199	90	33	is	be	AUX
cana-6199	90	34	the	the	DET
cana-6199	90	35	sequence	sequence	NOUN
cana-6199	90	36	length	length	NOUN
cana-6199	90	37	of	of	ADP
cana-6199	90	38	the	the	DET
cana-6199	90	39	question	question	NOUN
cana-6199	90	40	tokens	token	NOUN
cana-6199	90	41	.	.	PUNCT
cana-6199	91	1	c.	c.	NOUN
cana-6199	91	2	feature	feature	NOUN
cana-6199	91	3	fusion	fusion	NOUN
cana-6199	91	4	and	and	CCONJ
cana-6199	91	5	contextual	contextual	ADJ
cana-6199	91	6	understanding	understanding	NOUN
cana-6199	91	7	the	the	DET
cana-6199	91	8	swinvqa	swinvqa	PROPN
cana-6199	91	9	model	model	NOUN
cana-6199	91	10	performs	perform	VERB
cana-6199	91	11	several	several	ADJ
cana-6199	91	12	key	key	ADJ
cana-6199	91	13	operations	operation	NOUN
cana-6199	91	14	to	to	PART
cana-6199	91	15	achieve	achieve	VERB
cana-6199	91	16	effective	effective	ADJ
cana-6199	91	17	multimodal	multimodal	NOUN
cana-6199	91	18	fusion	fusion	NOUN
cana-6199	91	19	:	:	PUNCT
cana-6199	91	20	1	1	NUM
cana-6199	91	21	)	)	PUNCT
cana-6199	91	22	segment	segment	NOUN
cana-6199	91	23	embeddings	embedding	NOUN
cana-6199	91	24	:	:	PUNCT
cana-6199	91	25	different	different	ADJ
cana-6199	91	26	embedding	embed	VERB
cana-6199	91	27	markers	marker	NOUN
cana-6199	91	28	are	be	AUX
cana-6199	91	29	added	add	VERB
cana-6199	91	30	to	to	PART
cana-6199	91	31	distinguish	distinguish	VERB
cana-6199	91	32	between	between	ADP
cana-6199	91	33	visual	visual	ADJ
cana-6199	91	34	and	and	CCONJ
cana-6199	91	35	textual	textual	ADJ
cana-6199	91	36	tokens	token	NOUN
cana-6199	91	37	:	:	PUNCT
cana-6199	91	38	simg	simg	NOUN
cana-6199	91	39	:	:	PUNCT
cana-6199	91	40	image	image	NOUN
cana-6199	91	41	segment	segment	NOUN
cana-6199	91	42	embedding	embed	VERB
cana-6199	91	43	(	(	PUNCT
cana-6199	91	44	13	13	NUM
cana-6199	91	45	)	)	PUNCT
cana-6199	91	46	stext	stext	NOUN
cana-6199	91	47	:	:	PUNCT
cana-6199	91	48	text	text	NOUN
cana-6199	91	49	segment	segment	NOUN
cana-6199	91	50	embedding	embed	VERB
cana-6199	91	51	(	(	PUNCT
cana-6199	91	52	14	14	NUM
cana-6199	91	53	)	)	PUNCT
cana-6199	91	54	2	2	NUM
cana-6199	91	55	)	)	PUNCT
cana-6199	91	56	concatenated	concatenate	VERB
cana-6199	91	57	input	input	NOUN
cana-6199	91	58	sequence	sequence	NOUN
cana-6199	91	59	:	:	PUNCT
cana-6199	91	60	visual	visual	ADJ
cana-6199	91	61	and	and	CCONJ
cana-6199	91	62	textual	textual	ADJ
cana-6199	91	63	embeddings	embedding	NOUN
cana-6199	91	64	are	be	AUX
cana-6199	91	65	concatenated	concatenate	VERB
cana-6199	91	66	:	:	PUNCT
cana-6199	91	67	einput	einput	NOUN
cana-6199	91	68	=	=	PUNCT
cana-6199	92	1	[	[	X
cana-6199	92	2	v1,v2,	v1,v2,	NOUN
cana-6199	92	3	...	...	PUNCT
cana-6199	92	4	,vm	,vm	PUNCT
cana-6199	92	5	,	,	PUNCT
cana-6199	92	6	c1,c2,	c1,c2,	NOUN
cana-6199	92	7	...	...	PUNCT
cana-6199	92	8	,cn	,cn	X
cana-6199	92	9	]	]	X
cana-6199	92	10	(	(	PUNCT
cana-6199	92	11	15	15	X
cana-6199	92	12	)	)	PUNCT
cana-6199	92	13	fig	fig	NOUN
cana-6199	92	14	.	.	PUNCT
cana-6199	93	1	1	1	X
cana-6199	93	2	.	.	PUNCT
cana-6199	93	3	swinvqa	swinvqa	NOUN
cana-6199	93	4	architecture	architecture	NOUN
cana-6199	93	5	showing	show	VERB
cana-6199	93	6	the	the	DET
cana-6199	93	7	complete	complete	ADJ
cana-6199	93	8	pipeline	pipeline	NOUN
cana-6199	93	9	from	from	ADP
cana-6199	93	10	input	input	NOUN
cana-6199	93	11	processing	process	VERB
cana-6199	93	12	through	through	ADP
cana-6199	93	13	answer	answer	NOUN
cana-6199	93	14	generation	generation	NOUN
cana-6199	93	15	.	.	PUNCT
cana-6199	94	1	the	the	DET
cana-6199	94	2	diagram	diagram	NOUN
cana-6199	94	3	illustrates	illustrate	VERB
cana-6199	94	4	multi	multi	ADJ
cana-6199	94	5	-	-	ADJ
cana-6199	94	6	modal	modal	ADJ
cana-6199	94	7	input	input	NOUN
cana-6199	94	8	processing	processing	NOUN
cana-6199	94	9	,	,	PUNCT
cana-6199	94	10	swin	swin	PROPN
cana-6199	94	11	transformer	transformer	NOUN
cana-6199	94	12	and	and	CCONJ
cana-6199	94	13	berttokenizer	berttokenizer	NOUN
cana-6199	94	14	components	component	NOUN
cana-6199	94	15	,	,	PUNCT
cana-6199	94	16	feature	feature	NOUN
cana-6199	94	17	extraction	extraction	NOUN
cana-6199	94	18	,	,	PUNCT
cana-6199	94	19	fusion	fusion	NOUN
cana-6199	94	20	mechanisms	mechanism	NOUN
cana-6199	94	21	,	,	PUNCT
cana-6199	94	22	and	and	CCONJ
cana-6199	94	23	beam	beam	NOUN
cana-6199	94	24	search	search	NOUN
cana-6199	94	25	-	-	PUNCT
cana-6199	94	26	based	base	VERB
cana-6199	94	27	answer	answer	NOUN
cana-6199	94	28	generation	generation	NOUN
cana-6199	94	29	.	.	PUNCT
cana-6199	95	1	communications	communication	NOUN
cana-6199	95	2	on	on	ADP
cana-6199	95	3	applied	apply	VERB
cana-6199	95	4	nonlinear	nonlinear	ADJ
cana-6199	95	5	analysis	analysis	NOUN
cana-6199	95	6	issn	issn	NOUN
cana-6199	95	7	:	:	PUNCT
cana-6199	95	8	1074	1074	NUM
cana-6199	95	9	-	-	PUNCT
cana-6199	95	10	133x	133x	NUM
cana-6199	95	11	vol	vol	NOUN
cana-6199	95	12	32	32	NUM
cana-6199	95	13	no	no	NOUN
cana-6199	95	14	.	.	PUNCT
cana-6199	96	1	9s	9s	NUM
cana-6199	96	2	(	(	PUNCT
cana-6199	96	3	2025	2025	NUM
cana-6199	96	4	)	)	PUNCT
cana-6199	97	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	97	2	3284	3284	NUM
cana-6199	97	3	3	3	NUM
cana-6199	97	4	)	)	PUNCT
cana-6199	97	5	positional	positional	ADJ
cana-6199	97	6	embeddings	embedding	NOUN
cana-6199	97	7	:	:	PUNCT
cana-6199	97	8	to	to	PART
cana-6199	97	9	maintain	maintain	VERB
cana-6199	97	10	spatial	spatial	ADJ
cana-6199	97	11	and	and	CCONJ
cana-6199	97	12	sequential	sequential	ADJ
cana-6199	97	13	information	information	NOUN
cana-6199	97	14	:	:	PUNCT
cana-6199	97	15	ppos	ppos	NOUN
cana-6199	97	16	:	:	PUNCT
cana-6199	97	17	positional	positional	ADJ
cana-6199	97	18	embedding	embed	VERB
cana-6199	97	19	(	(	PUNCT
cana-6199	97	20	16	16	NUM
cana-6199	97	21	)	)	PUNCT
cana-6199	97	22	4	4	NUM
cana-6199	97	23	)	)	PUNCT
cana-6199	97	24	augmented	augment	VERB
cana-6199	97	25	embeddings	embedding	NOUN
cana-6199	97	26	:	:	PUNCT
cana-6199	97	27	the	the	DET
cana-6199	97	28	final	final	ADJ
cana-6199	97	29	input	input	NOUN
cana-6199	97	30	representation	representation	NOUN
cana-6199	97	31	:	:	PUNCT
cana-6199	97	32	einput	einput	NOUN
cana-6199	97	33	+	+	CCONJ
cana-6199	97	34	simg	simg	NOUN
cana-6199	97	35	+	+	CCONJ
cana-6199	97	36	stext	stext	NOUN
cana-6199	97	37	+	+	CCONJ
cana-6199	97	38	ppos	ppos	PROPN
cana-6199	97	39	(	(	PUNCT
cana-6199	97	40	17	17	NUM
cana-6199	97	41	)	)	PUNCT
cana-6199	97	42	this	this	DET
cana-6199	97	43	augmented	augment	VERB
cana-6199	97	44	representation	representation	NOUN
cana-6199	97	45	undergoes	undergoe	NOUN
cana-6199	97	46	processing	process	VERB
cana-6199	97	47	through	through	ADP
cana-6199	97	48	multiple	multiple	ADJ
cana-6199	97	49	transformer	transformer	NOUN
cana-6199	97	50	blocks	block	NOUN
cana-6199	97	51	with	with	ADP
cana-6199	97	52	crossmodal	crossmodal	ADJ
cana-6199	97	53	attention	attention	NOUN
cana-6199	97	54	,	,	PUNCT
cana-6199	97	55	producing	produce	VERB
cana-6199	97	56	contextually	contextually	ADV
cana-6199	97	57	-	-	PUNCT
cana-6199	97	58	rich	rich	ADJ
cana-6199	97	59	embeddings	embedding	NOUN
cana-6199	97	60	that	that	PRON
cana-6199	97	61	integrate	integrate	VERB
cana-6199	97	62	both	both	DET
cana-6199	97	63	visual	visual	ADJ
cana-6199	97	64	and	and	CCONJ
cana-6199	97	65	textual	textual	ADJ
cana-6199	97	66	information	information	NOUN
cana-6199	97	67	.	.	PUNCT
cana-6199	98	1	d.	d.	PROPN
cana-6199	98	2	transformer	transformer	PROPN
cana-6199	98	3	block	block	VERB
cana-6199	98	4	the	the	DET
cana-6199	98	5	transformer	transformer	NOUN
cana-6199	98	6	block	block	NOUN
cana-6199	98	7	is	be	AUX
cana-6199	98	8	composed	compose	VERB
cana-6199	98	9	of	of	ADP
cana-6199	98	10	:	:	PUNCT
cana-6199	98	11	1	1	NUM
cana-6199	98	12	)	)	PUNCT
cana-6199	98	13	cross	cross	ADJ
cana-6199	98	14	-	-	ADJ
cana-6199	98	15	modal	modal	ADJ
cana-6199	98	16	attention	attention	NOUN
cana-6199	98	17	:	:	PUNCT
cana-6199	98	18	facilitates	facilitate	VERB
cana-6199	98	19	information	information	NOUN
cana-6199	98	20	flow	flow	NOUN
cana-6199	98	21	between	between	ADP
cana-6199	98	22	visual	visual	ADJ
cana-6199	98	23	and	and	CCONJ
cana-6199	98	24	textual	textual	ADJ
cana-6199	98	25	modalities	modality	NOUN
cana-6199	98	26	:	:	PUNCT
cana-6199	98	27	attention(q	attention(q	PROPN
cana-6199	98	28	,	,	PUNCT
cana-6199	98	29	k	k	PROPN
cana-6199	98	30	,	,	PUNCT
cana-6199	98	31	v	v	NOUN
cana-6199	98	32	)	)	PUNCT
cana-6199	99	1	=	=	SYM
cana-6199	99	2	softmax	softmax	NOUN
cana-6199	99	3	(	(	PUNCT
cana-6199	99	4	18	18	NUM
cana-6199	99	5	)	)	PUNCT
cana-6199	99	6	2	2	NUM
cana-6199	99	7	)	)	PUNCT
cana-6199	99	8	layer	layer	NOUN
cana-6199	99	9	normalization	normalization	NOUN
cana-6199	99	10	and	and	CCONJ
cana-6199	99	11	feed	feed	NOUN
cana-6199	99	12	-	-	PUNCT
cana-6199	99	13	forward	forward	NOUN
cana-6199	99	14	:	:	PUNCT
cana-6199	99	15	processes	process	VERB
cana-6199	99	16	attention	attention	NOUN
cana-6199	99	17	outputs	output	NOUN
cana-6199	99	18	:	:	PUNCT
cana-6199	99	19	ht	ht	PROPN
cana-6199	99	20	=	=	PUNCT
cana-6199	99	21	layernorm(einput	layernorm(einput	PROPN
cana-6199	99	22	+	+	NUM
cana-6199	99	23	feedforward(attention	feedforward(attention	PROPN
cana-6199	99	24	)	)	PUNCT
cana-6199	99	25	)	)	PUNCT
cana-6199	100	1	(	(	PUNCT
cana-6199	100	2	19	19	NUM
cana-6199	100	3	)	)	PUNCT
cana-6199	100	4	3	3	NUM
cana-6199	100	5	)	)	PUNCT
cana-6199	100	6	contextualized	contextualized	ADJ
cana-6199	100	7	embeddings	embedding	NOUN
cana-6199	100	8	:	:	PUNCT
cana-6199	100	9	the	the	DET
cana-6199	100	10	final	final	ADJ
cana-6199	100	11	output	output	NOUN
cana-6199	100	12	of	of	ADP
cana-6199	100	13	the	the	DET
cana-6199	100	14	transformer	transformer	NOUN
cana-6199	100	15	block	block	NOUN
cana-6199	100	16	that	that	PRON
cana-6199	100	17	captures	capture	VERB
cana-6199	100	18	the	the	DET
cana-6199	100	19	integrated	integrate	VERB
cana-6199	100	20	representations	representation	NOUN
cana-6199	100	21	of	of	ADP
cana-6199	100	22	both	both	DET
cana-6199	100	23	modalities	modality	NOUN
cana-6199	100	24	.	.	PUNCT
cana-6199	101	1	e.	e.	PROPN
cana-6199	101	2	answer	answer	PROPN
cana-6199	101	3	generation	generation	NOUN
cana-6199	101	4	with	with	ADP
cana-6199	101	5	beam	beam	NOUN
cana-6199	101	6	search	search	NOUN
cana-6199	101	7	for	for	ADP
cana-6199	101	8	generating	generate	VERB
cana-6199	101	9	accurate	accurate	ADJ
cana-6199	101	10	and	and	CCONJ
cana-6199	101	11	contextually	contextually	ADV
cana-6199	101	12	appropriate	appropriate	ADJ
cana-6199	101	13	answers	answer	NOUN
cana-6199	101	14	,	,	PUNCT
cana-6199	101	15	we	we	PRON
cana-6199	101	16	implement	implement	VERB
cana-6199	101	17	beam	beam	NOUN
cana-6199	101	18	search	search	NOUN
cana-6199	101	19	:	:	PUNCT
cana-6199	101	20	1	1	NUM
cana-6199	101	21	)	)	PUNCT
cana-6199	101	22	probability	probability	NOUN
cana-6199	101	23	estimation	estimation	NOUN
cana-6199	101	24	:	:	PUNCT
cana-6199	101	25	at	at	ADP
cana-6199	101	26	each	each	DET
cana-6199	101	27	decoding	decode	VERB
cana-6199	101	28	step	step	NOUN
cana-6199	101	29	,	,	PUNCT
cana-6199	101	30	the	the	DET
cana-6199	101	31	model	model	NOUN
cana-6199	101	32	computes	compute	VERB
cana-6199	101	33	token	token	ADJ
cana-6199	101	34	probabilities	probability	NOUN
cana-6199	101	35	:	:	PUNCT
cana-6199	101	36	pt(c	pt(c	NUM
cana-6199	101	37	)	)	PUNCT
cana-6199	101	38	=	=	SYM
cana-6199	101	39	softmax(wvocab	softmax(wvocab	ADJ
cana-6199	101	40	·	·	PUNCT
cana-6199	101	41	ht	ht	X
cana-6199	101	42	)	)	PUNCT
cana-6199	101	43	(	(	PUNCT
cana-6199	101	44	20	20	NUM
cana-6199	101	45	)	)	SYM
cana-6199	101	46	2	2	NUM
cana-6199	101	47	)	)	PUNCT
cana-6199	101	48	candidate	candidate	NOUN
cana-6199	101	49	scoring	scoring	NOUN
cana-6199	101	50	:	:	PUNCT
cana-6199	101	51	each	each	DET
cana-6199	101	52	candidate	candidate	NOUN
cana-6199	101	53	sequence	sequence	NOUN
cana-6199	101	54	is	be	AUX
cana-6199	101	55	scored	score	VERB
cana-6199	101	56	based	base	VERB
cana-6199	101	57	on	on	ADP
cana-6199	101	58	cumulative	cumulative	ADJ
cana-6199	101	59	log	log	NOUN
cana-6199	101	60	-	-	PUNCT
cana-6199	101	61	probability	probability	NOUN
cana-6199	101	62	:	:	PUNCT
cana-6199	101	63	score	score	NOUN
cana-6199	101	64	score	score	NOUN
cana-6199	101	65	(	(	PUNCT
cana-6199	101	66	21	21	NUM
cana-6199	101	67	)	)	PUNCT
cana-6199	101	68	3	3	NUM
cana-6199	101	69	)	)	PUNCT
cana-6199	101	70	score	score	NOUN
cana-6199	101	71	normalization	normalization	NOUN
cana-6199	101	72	:	:	PUNCT
cana-6199	101	73	to	to	PART
cana-6199	101	74	address	address	VERB
cana-6199	101	75	length	length	NOUN
cana-6199	101	76	bias	bias	NOUN
cana-6199	101	77	:	:	PUNCT
cana-6199	101	78	score(st	score(st	NOUN
cana-6199	101	79	)	)	PUNCT
cana-6199	101	80	normalized	normalize	VERB
cana-6199	101	81	score(st	score(st	NOUN
cana-6199	101	82	)	)	PUNCT
cana-6199	101	83	=	=	SYM
cana-6199	102	1	(	(	PUNCT
cana-6199	102	2	1	1	NUM
cana-6199	102	3	+	+	NUM
cana-6199	102	4	t)α	t)α	NOUN
cana-6199	102	5	(	(	PUNCT
cana-6199	102	6	22	22	NUM
cana-6199	102	7	)	)	PUNCT
cana-6199	102	8	4	4	NUM
cana-6199	102	9	)	)	PUNCT
cana-6199	102	10	final	final	ADJ
cana-6199	102	11	selection	selection	NOUN
cana-6199	102	12	:	:	PUNCT
cana-6199	102	13	the	the	DET
cana-6199	102	14	sequence	sequence	NOUN
cana-6199	102	15	with	with	ADP
cana-6199	102	16	the	the	DET
cana-6199	102	17	highest	high	ADJ
cana-6199	102	18	normalized	normalize	VERB
cana-6199	102	19	score	score	NOUN
cana-6199	102	20	is	be	AUX
cana-6199	102	21	selected	select	VERB
cana-6199	102	22	as	as	ADP
cana-6199	102	23	the	the	DET
cana-6199	102	24	final	final	ADJ
cana-6199	102	25	answer	answer	NOUN
cana-6199	102	26	.	.	PUNCT
cana-6199	103	1	by	by	ADP
cana-6199	103	2	maintaining	maintain	VERB
cana-6199	103	3	multiple	multiple	ADJ
cana-6199	103	4	candidate	candidate	NOUN
cana-6199	103	5	sequences	sequence	NOUN
cana-6199	103	6	at	at	ADP
cana-6199	103	7	each	each	DET
cana-6199	103	8	step	step	NOUN
cana-6199	103	9	,	,	PUNCT
cana-6199	103	10	beam	beam	NOUN
cana-6199	103	11	search	search	NOUN
cana-6199	103	12	explores	explore	NOUN
cana-6199	103	13	diverse	diverse	ADJ
cana-6199	103	14	response	response	NOUN
cana-6199	103	15	paths	path	NOUN
cana-6199	103	16	and	and	CCONJ
cana-6199	103	17	ultimately	ultimately	ADV
cana-6199	103	18	produces	produce	VERB
cana-6199	103	19	more	more	ADV
cana-6199	103	20	coherent	coherent	ADJ
cana-6199	103	21	and	and	CCONJ
cana-6199	103	22	accurate	accurate	ADJ
cana-6199	103	23	answers	answer	NOUN
cana-6199	103	24	compared	compare	VERB
cana-6199	103	25	to	to	ADP
cana-6199	103	26	greedy	greedy	ADJ
cana-6199	103	27	decoding	decode	VERB
cana-6199	103	28	methods	method	NOUN
cana-6199	103	29	.	.	PUNCT
cana-6199	104	1	v.	v.	ADP
cana-6199	104	2	dataset	dataset	ADJ
cana-6199	104	3	details	detail	NOUN
cana-6199	104	4	and	and	CCONJ
cana-6199	104	5	implementation	implementation	NOUN
cana-6199	104	6	a.	a.	NOUN
cana-6199	104	7	datasets	dataset	VERB
cana-6199	104	8	our	our	PRON
cana-6199	104	9	research	research	NOUN
cana-6199	104	10	utilized	utilize	VERB
cana-6199	104	11	multiple	multiple	ADJ
cana-6199	104	12	datasets	dataset	NOUN
cana-6199	104	13	for	for	ADP
cana-6199	104	14	both	both	DET
cana-6199	104	15	pretraining	pretraine	VERB
cana-6199	104	16	and	and	CCONJ
cana-6199	104	17	fine	fine	ADV
cana-6199	104	18	-	-	PUNCT
cana-6199	104	19	tuning	tune	VERB
cana-6199	104	20	the	the	DET
cana-6199	104	21	swinvqa	swinvqa	PROPN
cana-6199	104	22	model	model	NOUN
cana-6199	104	23	:	:	PUNCT
cana-6199	104	24	1	1	X
cana-6199	104	25	)	)	PUNCT
cana-6199	104	26	pretraining	pretraine	VERB
cana-6199	104	27	datasets	dataset	NOUN
cana-6199	104	28	:	:	PUNCT
cana-6199	104	29	•	•	NUM
cana-6199	104	30	roco	roco	X
cana-6199	104	31	(	(	PUNCT
cana-6199	104	32	radiology	radiology	NOUN
cana-6199	104	33	objects	object	NOUN
cana-6199	104	34	in	in	ADP
cana-6199	104	35	context	context	NOUN
cana-6199	104	36	):	):	PUNCT
cana-6199	104	37	a	a	DET
cana-6199	104	38	large	large	ADJ
cana-6199	104	39	-	-	PUNCT
cana-6199	104	40	scale	scale	NOUN
cana-6199	104	41	dataset	dataset	NOUN
cana-6199	104	42	containing	contain	VERB
cana-6199	104	43	over	over	ADP
cana-6199	104	44	81,000	81,000	NUM
cana-6199	104	45	radiology	radiology	NOUN
cana-6199	104	46	images	image	NOUN
cana-6199	104	47	from	from	ADP
cana-6199	104	48	pubmed	pubmed	PROPN
cana-6199	104	49	central	central	PROPN
cana-6199	104	50	articles	article	NOUN
cana-6199	104	51	,	,	PUNCT
cana-6199	104	52	categorized	categorize	VERB
cana-6199	104	53	into	into	ADP
cana-6199	104	54	medical	medical	ADJ
cana-6199	104	55	and	and	CCONJ
cana-6199	104	56	non	non	ADJ
cana-6199	104	57	-	-	ADJ
cana-6199	104	58	medical	medical	ADJ
cana-6199	104	59	images	image	NOUN
cana-6199	104	60	with	with	ADP
cana-6199	104	61	associated	associated	ADJ
cana-6199	104	62	text	text	NOUN
cana-6199	104	63	from	from	ADP
cana-6199	104	64	research	research	NOUN
cana-6199	104	65	articles	article	NOUN
cana-6199	104	66	.	.	PUNCT
cana-6199	105	1	•	•	NUM
cana-6199	105	2	medicat	medicat	NOUN
cana-6199	105	3	(	(	PUNCT
cana-6199	105	4	medical	medical	ADJ
cana-6199	105	5	image	image	NOUN
cana-6199	105	6	captioning	caption	VERB
cana-6199	105	7	dataset	dataset	NOUN
cana-6199	105	8	):	):	PUNCT
cana-6199	105	9	a	a	DET
cana-6199	105	10	diverse	diverse	ADJ
cana-6199	105	11	collection	collection	NOUN
cana-6199	105	12	of	of	ADP
cana-6199	105	13	medical	medical	ADJ
cana-6199	105	14	images	image	NOUN
cana-6199	105	15	paired	pair	VERB
cana-6199	105	16	with	with	ADP
cana-6199	105	17	captions	caption	NOUN
cana-6199	105	18	from	from	ADP
cana-6199	105	19	research	research	NOUN
cana-6199	105	20	papers	paper	NOUN
cana-6199	105	21	,	,	PUNCT
cana-6199	105	22	covering	cover	VERB
cana-6199	105	23	various	various	ADJ
cana-6199	105	24	imaging	imaging	NOUN
cana-6199	105	25	modalities	modality	NOUN
cana-6199	105	26	including	include	VERB
cana-6199	105	27	x	x	NOUN
cana-6199	105	28	-	-	NOUN
cana-6199	105	29	rays	ray	NOUN
cana-6199	105	30	,	,	PUNCT
cana-6199	105	31	mris	mris	NOUN
cana-6199	105	32	,	,	PUNCT
cana-6199	105	33	and	and	CCONJ
cana-6199	105	34	ct	ct	NUM
cana-6199	105	35	scans	scan	NOUN
cana-6199	105	36	.	.	PUNCT
cana-6199	106	1	2	2	X
cana-6199	106	2	)	)	PUNCT
cana-6199	106	3	fine	fine	ADV
cana-6199	106	4	-	-	PUNCT
cana-6199	106	5	tuning	tune	VERB
cana-6199	106	6	datasets	dataset	NOUN
cana-6199	106	7	:	:	PUNCT
cana-6199	106	8	•	•	NUM
cana-6199	106	9	slake	slake	NOUN
cana-6199	106	10	(	(	PUNCT
cana-6199	106	11	synthetic	synthetic	ADJ
cana-6199	106	12	and	and	CCONJ
cana-6199	106	13	learned	learn	VERB
cana-6199	106	14	attention	attention	NOUN
cana-6199	106	15	for	for	ADP
cana-6199	106	16	knowledge	knowledge	NOUN
cana-6199	106	17	-	-	PUNCT
cana-6199	106	18	based	base	VERB
cana-6199	106	19	evidence	evidence	NOUN
cana-6199	106	20	):	):	PUNCT
cana-6199	106	21	a	a	DET
cana-6199	106	22	benchmark	benchmark	NOUN
cana-6199	106	23	dataset	dataset	NOUN
cana-6199	106	24	for	for	ADP
cana-6199	106	25	medical	medical	ADJ
cana-6199	106	26	vqa	vqa	NOUN
cana-6199	106	27	containing	contain	VERB
cana-6199	106	28	2,655	2,655	NUM
cana-6199	106	29	medical	medical	ADJ
cana-6199	106	30	images	image	NOUN
cana-6199	106	31	with	with	ADP
cana-6199	106	32	corresponding	correspond	VERB
cana-6199	106	33	questions	question	NOUN
cana-6199	106	34	,	,	PUNCT
cana-6199	106	35	answers	answer	NOUN
cana-6199	106	36	,	,	PUNCT
cana-6199	106	37	and	and	CCONJ
cana-6199	106	38	reports	report	NOUN
cana-6199	106	39	.	.	PUNCT
cana-6199	107	1	each	each	DET
cana-6199	107	2	entry	entry	NOUN
cana-6199	107	3	includes	include	VERB
cana-6199	107	4	image	image	NOUN
cana-6199	107	5	i	i	PROPN
cana-6199	107	6	d	d	PROPN
cana-6199	107	7	,	,	PUNCT
cana-6199	107	8	modality	modality	NOUN
cana-6199	107	9	type	type	NOUN
cana-6199	107	10	,	,	PUNCT
cana-6199	107	11	question	question	NOUN
cana-6199	107	12	-	-	PUNCT
cana-6199	107	13	answer	answer	NOUN
cana-6199	107	14	pairs	pair	NOUN
cana-6199	107	15	,	,	PUNCT
cana-6199	107	16	question	question	NOUN
cana-6199	107	17	type	type	NOUN
cana-6199	107	18	,	,	PUNCT
cana-6199	107	19	and	and	CCONJ
cana-6199	107	20	semantic	semantic	ADJ
cana-6199	107	21	graphs	graph	NOUN
cana-6199	107	22	.	.	PUNCT
cana-6199	108	1	•	•	NUM
cana-6199	108	2	vqa	vqa	PROPN
cana-6199	108	3	-	-	PUNCT
cana-6199	108	4	rad	rad	PROPN
cana-6199	108	5	(	(	PUNCT
cana-6199	108	6	visual	visual	ADJ
cana-6199	108	7	question	question	NOUN
cana-6199	108	8	answering	answer	VERB
cana-6199	108	9	for	for	ADP
cana-6199	108	10	radiology	radiology	NOUN
cana-6199	108	11	):	):	PUNCT
cana-6199	108	12	a	a	DET
cana-6199	108	13	specialized	specialized	ADJ
cana-6199	108	14	dataset	dataset	NOUN
cana-6199	108	15	containing	contain	VERB
cana-6199	108	16	2,248	2,248	NUM
cana-6199	108	17	questionanswer	questionanswer	NOUN
cana-6199	108	18	pairs	pair	NOUN
cana-6199	108	19	associated	associate	VERB
cana-6199	108	20	with	with	ADP
cana-6199	108	21	315	315	NUM
cana-6199	108	22	radiology	radiology	NOUN
cana-6199	108	23	images	image	NOUN
cana-6199	108	24	,	,	PUNCT
cana-6199	108	25	including	include	VERB
cana-6199	108	26	both	both	CCONJ
cana-6199	108	27	closed	close	VERB
cana-6199	108	28	-	-	PUNCT
cana-6199	108	29	ended	ended	ADJ
cana-6199	108	30	(	(	PUNCT
cana-6199	108	31	yes	yes	INTJ
cana-6199	108	32	/	/	SYM
cana-6199	108	33	no	no	NOUN
cana-6199	108	34	,	,	PUNCT
cana-6199	108	35	single	single	ADJ
cana-6199	108	36	-	-	PUNCT
cana-6199	108	37	word	word	NOUN
cana-6199	108	38	)	)	PUNCT
cana-6199	108	39	and	and	CCONJ
cana-6199	108	40	open	open	ADV
cana-6199	108	41	-	-	PUNCT
cana-6199	108	42	ended	end	VERB
cana-6199	108	43	(	(	PUNCT
cana-6199	108	44	descriptive	descriptive	ADJ
cana-6199	108	45	)	)	PUNCT
cana-6199	108	46	questions	question	NOUN
cana-6199	108	47	about	about	ADP
cana-6199	108	48	various	various	ADJ
cana-6199	108	49	aspects	aspect	NOUN
cana-6199	108	50	of	of	ADP
cana-6199	108	51	medical	medical	ADJ
cana-6199	108	52	images	image	NOUN
cana-6199	108	53	.	.	PUNCT
cana-6199	109	1	communications	communication	NOUN
cana-6199	109	2	on	on	ADP
cana-6199	109	3	applied	apply	VERB
cana-6199	109	4	nonlinear	nonlinear	ADJ
cana-6199	109	5	analysis	analysis	NOUN
cana-6199	109	6	issn	issn	NOUN
cana-6199	109	7	:	:	PUNCT
cana-6199	109	8	1074	1074	NUM
cana-6199	109	9	-	-	PUNCT
cana-6199	109	10	133x	133x	NUM
cana-6199	109	11	vol	vol	NOUN
cana-6199	109	12	32	32	NUM
cana-6199	109	13	no	no	NOUN
cana-6199	109	14	.	.	PUNCT
cana-6199	110	1	9s	9s	NUM
cana-6199	110	2	(	(	PUNCT
cana-6199	110	3	2025	2025	NUM
cana-6199	110	4	)	)	PUNCT
cana-6199	110	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	110	6	3285	3285	NUM
cana-6199	110	7	table	table	NOUN
cana-6199	111	1	i	i	PRON
cana-6199	111	2	comparison	comparison	NOUN
cana-6199	111	3	of	of	ADP
cana-6199	111	4	answer	answer	NOUN
cana-6199	111	5	generation	generation	NOUN
cana-6199	111	6	methods	method	NOUN
cana-6199	111	7	question	question	NOUN
cana-6199	111	8	type	type	NOUN
cana-6199	111	9	vit+bert	vit+bert	NOUN
cana-6199	111	10	mmbert	mmbert	NOUN
cana-6199	111	11	swinvqa	swinvqa	PROPN
cana-6199	111	12	modality	modality	NOUN
cana-6199	111	13	82.5	82.5	NUM
cana-6199	111	14	%	%	NOUN
cana-6199	111	15	84.1	84.1	NUM
cana-6199	111	16	%	%	NOUN
cana-6199	111	17	86.3	86.3	NUM
cana-6199	111	18	%	%	NOUN
cana-6199	111	19	organ	organ	NOUN
cana-6199	111	20	/	/	SYM
cana-6199	111	21	body	body	NOUN
cana-6199	111	22	part	part	NOUN
cana-6199	111	23	67.8	67.8	NUM
cana-6199	111	24	%	%	NOUN
cana-6199	111	25	71.3	71.3	NUM
cana-6199	111	26	%	%	NOUN
cana-6199	111	27	78.9	78.9	NUM
cana-6199	111	28	%	%	NOUN
cana-6199	111	29	abnormality	abnormality	NOUN
cana-6199	111	30	presence	presence	NOUN
cana-6199	111	31	74.2	74.2	NUM
cana-6199	111	32	%	%	NOUN
cana-6199	111	33	76.5	76.5	NUM
cana-6199	111	34	%	%	NOUN
cana-6199	111	35	81.2	81.2	NUM
cana-6199	111	36	%	%	NOUN
cana-6199	111	37	abnormality	abnormality	NOUN
cana-6199	111	38	location	location	NOUN
cana-6199	111	39	59.3	59.3	NUM
cana-6199	111	40	%	%	NOUN
cana-6199	111	41	63.4	63.4	NUM
cana-6199	111	42	%	%	NOUN
cana-6199	111	43	72.8	72.8	NUM
cana-6199	111	44	%	%	NOUN
cana-6199	111	45	abnormality	abnormality	NOUN
cana-6199	111	46	description	description	NOUN
cana-6199	111	47	51.7	51.7	NUM
cana-6199	111	48	%	%	NOUN
cana-6199	111	49	57.8	57.8	NUM
cana-6199	111	50	%	%	NOUN
cana-6199	111	51	66.4	66.4	NUM
cana-6199	111	52	%	%	NOUN
cana-6199	111	53	b.	b.	NOUN
cana-6199	111	54	implementation	implementation	NOUN
cana-6199	111	55	details	detail	NOUN
cana-6199	111	56	we	we	PRON
cana-6199	111	57	implemented	implement	VERB
cana-6199	111	58	our	our	PRON
cana-6199	111	59	model	model	NOUN
cana-6199	111	60	using	use	VERB
cana-6199	111	61	pytorch	pytorch	NOUN
cana-6199	111	62	and	and	CCONJ
cana-6199	111	63	the	the	DET
cana-6199	111	64	transformers	transformer	NOUN
cana-6199	111	65	library	library	NOUN
cana-6199	111	66	.	.	PUNCT
cana-6199	112	1	the	the	DET
cana-6199	112	2	implementation	implementation	NOUN
cana-6199	112	3	follows	follow	VERB
cana-6199	112	4	these	these	DET
cana-6199	112	5	key	key	ADJ
cana-6199	112	6	steps	step	NOUN
cana-6199	112	7	:	:	PUNCT
cana-6199	112	8	•	•	NUM
cana-6199	112	9	preprocessing	preprocessing	NOUN
cana-6199	112	10	:	:	PUNCT
cana-6199	112	11	medical	medical	ADJ
cana-6199	112	12	images	image	NOUN
cana-6199	112	13	are	be	AUX
cana-6199	112	14	resized	resize	VERB
cana-6199	112	15	to	to	ADP
cana-6199	112	16	256×256	256×256	NUM
cana-6199	112	17	pixels	pixel	NOUN
cana-6199	112	18	and	and	CCONJ
cana-6199	112	19	normalized	normalize	VERB
cana-6199	112	20	.	.	PUNCT
cana-6199	113	1	questions	question	NOUN
cana-6199	113	2	are	be	AUX
cana-6199	113	3	tokenized	tokenize	VERB
cana-6199	113	4	using	use	VERB
cana-6199	113	5	a	a	DET
cana-6199	113	6	bert	bert	NOUN
cana-6199	113	7	tokenizer	tokenizer	NOUN
cana-6199	113	8	with	with	ADP
cana-6199	113	9	a	a	DET
cana-6199	113	10	maximum	maximum	ADJ
cana-6199	113	11	length	length	NOUN
cana-6199	113	12	of	of	ADP
cana-6199	113	13	128	128	NUM
cana-6199	113	14	tokens	token	NOUN
cana-6199	113	15	.	.	PUNCT
cana-6199	114	1	•	•	NUM
cana-6199	114	2	model	model	NOUN
cana-6199	114	3	architecture	architecture	NOUN
cana-6199	114	4	:	:	PUNCT
cana-6199	114	5	our	our	PRON
cana-6199	114	6	implementation	implementation	NOUN
cana-6199	114	7	uses	use	VERB
cana-6199	114	8	a	a	DET
cana-6199	114	9	swin	swin	PROPN
cana-6199	114	10	transformer	transformer	NOUN
cana-6199	114	11	v2	v2	PROPN
cana-6199	115	1	tiny	tiny	ADJ
cana-6199	115	2	(	(	PUNCT
cana-6199	115	3	patch4	patch4	NOUN
cana-6199	115	4	-	-	PUNCT
cana-6199	115	5	window8256	window8256	PROPN
cana-6199	115	6	)	)	PUNCT
cana-6199	115	7	as	as	SCONJ
cana-6199	115	8	the	the	DET
cana-6199	115	9	vision	vision	NOUN
cana-6199	115	10	encoder	encoder	NOUN
cana-6199	115	11	and	and	CCONJ
cana-6199	115	12	flan	flan	PROPN
cana-6199	115	13	-	-	PROPN
cana-6199	115	14	t5	t5	PROPN
cana-6199	115	15	large	large	ADJ
cana-6199	115	16	as	as	ADP
cana-6199	115	17	the	the	DET
cana-6199	115	18	text	text	NOUN
cana-6199	115	19	encoder	encoder	NOUN
cana-6199	115	20	/	/	SYM
cana-6199	115	21	decoder	decoder	NOUN
cana-6199	115	22	.	.	PUNCT
cana-6199	116	1	•	•	NUM
cana-6199	116	2	training	training	NOUN
cana-6199	116	3	strategy	strategy	NOUN
cana-6199	116	4	:	:	PUNCT
cana-6199	116	5	we	we	PRON
cana-6199	116	6	employ	employ	VERB
cana-6199	116	7	a	a	DET
cana-6199	116	8	two	two	NUM
cana-6199	116	9	-	-	PUNCT
cana-6199	116	10	stage	stage	NOUN
cana-6199	116	11	approach	approach	NOUN
cana-6199	116	12	:	:	PUNCT
cana-6199	116	13	–	–	PUNCT
cana-6199	116	14	pretraining	pretraine	VERB
cana-6199	116	15	:	:	PUNCT
cana-6199	116	16	the	the	DET
cana-6199	116	17	vision	vision	NOUN
cana-6199	116	18	encoder	encoder	NOUN
cana-6199	116	19	is	be	AUX
cana-6199	116	20	pretrained	pretraine	VERB
cana-6199	116	21	on	on	ADP
cana-6199	116	22	the	the	DET
cana-6199	116	23	roco	roco	ADJ
cana-6199	116	24	and	and	CCONJ
cana-6199	116	25	medicat	medicat	NOUN
cana-6199	116	26	datasets	dataset	NOUN
cana-6199	116	27	.	.	PUNCT
cana-6199	117	1	–	–	PUNCT
cana-6199	117	2	fine	fine	ADV
cana-6199	117	3	-	-	PUNCT
cana-6199	117	4	tuning	tuning	NOUN
cana-6199	117	5	:	:	PUNCT
cana-6199	117	6	the	the	DET
cana-6199	117	7	complete	complete	ADJ
cana-6199	117	8	model	model	NOUN
cana-6199	117	9	is	be	AUX
cana-6199	117	10	fine	fine	ADV
cana-6199	117	11	-	-	PUNCT
cana-6199	117	12	tuned	tune	VERB
cana-6199	117	13	on	on	ADP
cana-6199	117	14	slake	slake	NOUN
cana-6199	117	15	and	and	CCONJ
cana-6199	117	16	vqa	vqa	PROPN
cana-6199	117	17	-	-	PUNCT
cana-6199	117	18	rad	rad	NOUN
cana-6199	117	19	datasets	dataset	NOUN
cana-6199	117	20	using	use	VERB
cana-6199	117	21	lora	lora	PROPN
cana-6199	117	22	(	(	PUNCT
cana-6199	117	23	lowrank	lowrank	ADJ
cana-6199	117	24	adaptation	adaptation	NOUN
cana-6199	117	25	)	)	PUNCT
cana-6199	117	26	to	to	PART
cana-6199	117	27	efficiently	efficiently	ADV
cana-6199	117	28	adapt	adapt	VERB
cana-6199	117	29	pretrained	pretraine	VERB
cana-6199	117	30	weights	weight	NOUN
cana-6199	117	31	.	.	PUNCT
cana-6199	118	1	•	•	NUM
cana-6199	118	2	lora	lora	PROPN
cana-6199	118	3	configuration	configuration	NOUN
cana-6199	118	4	:	:	PUNCT
cana-6199	118	5	we	we	PRON
cana-6199	118	6	applied	apply	VERB
cana-6199	118	7	lora	lora	PROPN
cana-6199	118	8	with	with	ADP
cana-6199	118	9	rank	rank	PROPN
cana-6199	118	10	r=16	r=16	PROPN
cana-6199	118	11	,	,	PUNCT
cana-6199	118	12	alpha=32	alpha=32	NOUN
cana-6199	118	13	,	,	PUNCT
cana-6199	118	14	and	and	CCONJ
cana-6199	118	15	dropout=0.05	dropout=0.05	NOUN
cana-6199	118	16	,	,	PUNCT
cana-6199	118	17	targeting	target	VERB
cana-6199	118	18	query	query	NOUN
cana-6199	118	19	and	and	CCONJ
cana-6199	118	20	value	value	NOUN
cana-6199	118	21	matrices	matrix	NOUN
cana-6199	118	22	in	in	ADP
cana-6199	118	23	both	both	DET
cana-6199	118	24	vision	vision	NOUN
cana-6199	118	25	and	and	CCONJ
cana-6199	118	26	text	text	NOUN
cana-6199	118	27	transformers	transformer	NOUN
cana-6199	118	28	.	.	PUNCT
cana-6199	119	1	•	•	NUM
cana-6199	119	2	training	training	NOUN
cana-6199	119	3	parameters	parameter	NOUN
cana-6199	119	4	:	:	PUNCT
cana-6199	119	5	the	the	DET
cana-6199	119	6	model	model	NOUN
cana-6199	119	7	was	be	AUX
cana-6199	119	8	trained	train	VERB
cana-6199	119	9	with	with	ADP
cana-6199	119	10	a	a	DET
cana-6199	119	11	batch	batch	NOUN
cana-6199	119	12	size	size	NOUN
cana-6199	119	13	of	of	ADP
cana-6199	119	14	4	4	NUM
cana-6199	119	15	,	,	PUNCT
cana-6199	119	16	learning	learn	VERB
cana-6199	119	17	rate	rate	NOUN
cana-6199	119	18	of	of	ADP
cana-6199	119	19	5e-5	5e-5	NUM
cana-6199	119	20	,	,	PUNCT
cana-6199	119	21	and	and	CCONJ
cana-6199	119	22	adamw	adamw	NOUN
cana-6199	119	23	optimizer	optimizer	NOUN
cana-6199	119	24	.	.	PUNCT
cana-6199	120	1	training	training	NOUN
cana-6199	120	2	was	be	AUX
cana-6199	120	3	conducted	conduct	VERB
cana-6199	120	4	for	for	ADP
cana-6199	120	5	2	2	NUM
cana-6199	120	6	epochs	epoch	NOUN
cana-6199	120	7	with	with	ADP
cana-6199	120	8	a	a	DET
cana-6199	120	9	linear	linear	ADJ
cana-6199	120	10	learning	learning	NOUN
cana-6199	120	11	rate	rate	NOUN
cana-6199	120	12	scheduler	scheduler	NOUN
cana-6199	120	13	.	.	PUNCT
cana-6199	121	1	•	•	NUM
cana-6199	121	2	answer	answer	NOUN
cana-6199	121	3	generation	generation	NOUN
cana-6199	121	4	:	:	PUNCT
cana-6199	121	5	we	we	PRON
cana-6199	121	6	implemented	implement	VERB
cana-6199	121	7	both	both	DET
cana-6199	121	8	greedy	greedy	ADJ
cana-6199	121	9	decoding	decode	VERB
cana-6199	121	10	and	and	CCONJ
cana-6199	121	11	beam	beam	NOUN
cana-6199	121	12	search	search	NOUN
cana-6199	121	13	(	(	PUNCT
cana-6199	121	14	k=5	k=5	X
cana-6199	121	15	)	)	PUNCT
cana-6199	121	16	for	for	ADP
cana-6199	121	17	comparative	comparative	ADJ
cana-6199	121	18	evaluation	evaluation	NOUN
cana-6199	121	19	of	of	ADP
cana-6199	121	20	answer	answer	NOUN
cana-6199	121	21	quality	quality	NOUN
cana-6199	121	22	.	.	PUNCT
cana-6199	122	1	vi	vi	X
cana-6199	122	2	.	.	PUNCT
cana-6199	122	3	experimental	experimental	ADJ
cana-6199	122	4	results	result	NOUN
cana-6199	122	5	a.	a.	NOUN
cana-6199	122	6	answer	answer	NOUN
cana-6199	122	7	generation	generation	NOUN
cana-6199	122	8	quality	quality	NOUN
cana-6199	122	9	to	to	PART
cana-6199	122	10	evaluate	evaluate	VERB
cana-6199	122	11	our	our	PRON
cana-6199	122	12	first	first	ADJ
cana-6199	122	13	hypothesis	hypothesis	NOUN
cana-6199	122	14	regarding	regard	VERB
cana-6199	122	15	answer	answer	NOUN
cana-6199	122	16	generation	generation	NOUN
cana-6199	122	17	quality	quality	NOUN
cana-6199	122	18	,	,	PUNCT
cana-6199	122	19	we	we	PRON
cana-6199	122	20	compared	compare	VERB
cana-6199	122	21	the	the	DET
cana-6199	122	22	performance	performance	NOUN
cana-6199	122	23	of	of	ADP
cana-6199	122	24	beam	beam	NOUN
cana-6199	122	25	search	search	NOUN
cana-6199	122	26	(	(	PUNCT
cana-6199	122	27	k=5	k=5	PROPN
cana-6199	122	28	)	)	PUNCT
cana-6199	122	29	against	against	ADP
cana-6199	122	30	greedy	greedy	ADJ
cana-6199	122	31	search	search	NOUN
cana-6199	122	32	(	(	PUNCT
cana-6199	122	33	k=1	k=1	NOUN
cana-6199	122	34	)	)	PUNCT
cana-6199	122	35	using	use	VERB
cana-6199	122	36	the	the	DET
cana-6199	122	37	bleu-4	bleu-4	PRON
cana-6199	122	38	metric	metric	ADJ
cana-6199	122	39	.	.	PUNCT
cana-6199	122	40	table	table	NOUN
cana-6199	122	41	i	i	PRON
cana-6199	122	42	presents	present	VERB
cana-6199	122	43	sample	sample	NOUN
cana-6199	122	44	results	result	NOUN
cana-6199	122	45	from	from	ADP
cana-6199	122	46	this	this	DET
cana-6199	122	47	comparison	comparison	NOUN
cana-6199	122	48	.	.	PUNCT
cana-6199	123	1	the	the	DET
cana-6199	123	2	results	result	NOUN
cana-6199	123	3	demonstrate	demonstrate	VERB
cana-6199	123	4	that	that	SCONJ
cana-6199	123	5	swinvqa	swinvqa	PROPN
cana-6199	123	6	achieves	achieve	VERB
cana-6199	123	7	the	the	DET
cana-6199	123	8	most	most	ADV
cana-6199	123	9	significant	significant	ADJ
cana-6199	123	10	improvements	improvement	NOUN
cana-6199	123	11	on	on	ADP
cana-6199	123	12	complex	complex	ADJ
cana-6199	123	13	questions	question	NOUN
cana-6199	123	14	requiring	require	VERB
cana-6199	123	15	detailed	detailed	ADJ
cana-6199	123	16	spatial	spatial	ADJ
cana-6199	123	17	understanding	understanding	NOUN
cana-6199	123	18	and	and	CCONJ
cana-6199	123	19	multi	multi	ADJ
cana-6199	123	20	-	-	ADJ
cana-6199	123	21	scale	scale	ADJ
cana-6199	123	22	feature	feature	NOUN
cana-6199	123	23	integration	integration	NOUN
cana-6199	123	24	,	,	PUNCT
cana-6199	123	25	such	such	ADJ
cana-6199	123	26	as	as	ADP
cana-6199	123	27	abnormality	abnormality	NOUN
cana-6199	123	28	location	location	NOUN
cana-6199	123	29	(	(	PUNCT
cana-6199	123	30	9.4	9.4	NUM
cana-6199	123	31	vii	vii	PROPN
cana-6199	123	32	.	.	PROPN
cana-6199	123	33	discussion	discussion	NOUN
cana-6199	123	34	and	and	CCONJ
cana-6199	123	35	limitations	limitation	NOUN
cana-6199	123	36	a.	a.	PROPN
cana-6199	123	37	key	key	PROPN
cana-6199	123	38	findings	finding	VERB
cana-6199	123	39	our	our	PRON
cana-6199	123	40	experimental	experimental	ADJ
cana-6199	123	41	results	result	NOUN
cana-6199	123	42	validate	validate	VERB
cana-6199	123	43	both	both	DET
cana-6199	123	44	primary	primary	ADJ
cana-6199	123	45	hypotheses	hypothesis	NOUN
cana-6199	123	46	and	and	CCONJ
cana-6199	123	47	demonstrate	demonstrate	VERB
cana-6199	123	48	the	the	DET
cana-6199	123	49	effectiveness	effectiveness	NOUN
cana-6199	123	50	of	of	ADP
cana-6199	123	51	the	the	DET
cana-6199	123	52	swinvqa	swinvqa	NOUN
cana-6199	123	53	framework	framework	NOUN
cana-6199	123	54	for	for	ADP
cana-6199	123	55	medical	medical	ADJ
cana-6199	123	56	visual	visual	ADJ
cana-6199	123	57	question	question	NOUN
cana-6199	123	58	answering	answering	NOUN
cana-6199	123	59	.	.	PUNCT
cana-6199	124	1	the	the	DET
cana-6199	124	2	key	key	ADJ
cana-6199	124	3	findings	finding	NOUN
cana-6199	124	4	include	include	VERB
cana-6199	124	5	:	:	PUNCT
cana-6199	124	6	•	•	NUM
cana-6199	124	7	hierarchical	hierarchical	ADJ
cana-6199	124	8	feature	feature	NOUN
cana-6199	124	9	learning	learning	NOUN
cana-6199	124	10	:	:	PUNCT
cana-6199	124	11	the	the	DET
cana-6199	124	12	swin	swin	PROPN
cana-6199	124	13	transformer	transformer	NOUN
cana-6199	124	14	architecture	architecture	NOUN
cana-6199	124	15	enables	enable	VERB
cana-6199	124	16	effective	effective	ADJ
cana-6199	124	17	multi	multi	ADJ
cana-6199	124	18	-	-	ADJ
cana-6199	124	19	scale	scale	ADJ
cana-6199	124	20	representation	representation	NOUN
cana-6199	124	21	learning	learning	NOUN
cana-6199	124	22	,	,	PUNCT
cana-6199	124	23	capturing	capture	VERB
cana-6199	124	24	both	both	PRON
cana-6199	124	25	fine	fine	ADV
cana-6199	124	26	-	-	PUNCT
cana-6199	124	27	grained	grain	VERB
cana-6199	124	28	details	detail	NOUN
cana-6199	124	29	and	and	CCONJ
cana-6199	124	30	global	global	ADJ
cana-6199	124	31	context	context	NOUN
cana-6199	124	32	essential	essential	ADJ
cana-6199	124	33	for	for	ADP
cana-6199	124	34	medical	medical	ADJ
cana-6199	124	35	image	image	NOUN
cana-6199	124	36	interpretation	interpretation	NOUN
cana-6199	124	37	.	.	PUNCT
cana-6199	125	1	•	•	NUM
cana-6199	125	2	computational	computational	ADJ
cana-6199	125	3	efficiency	efficiency	NOUN
cana-6199	125	4	:	:	PUNCT
cana-6199	125	5	the	the	DET
cana-6199	125	6	shifted	shift	VERB
cana-6199	125	7	window	window	NOUN
cana-6199	125	8	partitioning	partitioning	NOUN
cana-6199	125	9	mechanism	mechanism	NOUN
cana-6199	125	10	significantly	significantly	ADV
cana-6199	125	11	reduces	reduce	VERB
cana-6199	125	12	computational	computational	ADJ
cana-6199	125	13	requirements	requirement	NOUN
cana-6199	125	14	,	,	PUNCT
cana-6199	125	15	making	make	VERB
cana-6199	125	16	the	the	DET
cana-6199	125	17	model	model	NOUN
cana-6199	125	18	suitable	suitable	ADJ
cana-6199	125	19	for	for	ADP
cana-6199	125	20	highresolution	highresolution	NOUN
cana-6199	125	21	medical	medical	ADJ
cana-6199	125	22	image	image	NOUN
cana-6199	125	23	analysis	analysis	NOUN
cana-6199	125	24	even	even	ADV
cana-6199	125	25	with	with	ADP
cana-6199	125	26	limited	limited	ADJ
cana-6199	125	27	computing	computing	NOUN
cana-6199	125	28	resources	resource	NOUN
cana-6199	125	29	.	.	PUNCT
cana-6199	126	1	•	•	NUM
cana-6199	126	2	answer	answer	NOUN
cana-6199	126	3	quality	quality	NOUN
cana-6199	126	4	improvement	improvement	NOUN
cana-6199	126	5	:	:	PUNCT
cana-6199	126	6	beam	beam	NOUN
cana-6199	126	7	search	search	NOUN
cana-6199	126	8	optimization	optimization	NOUN
cana-6199	126	9	substantially	substantially	ADV
cana-6199	126	10	enhances	enhance	VERB
cana-6199	126	11	the	the	DET
cana-6199	126	12	quality	quality	NOUN
cana-6199	126	13	and	and	CCONJ
cana-6199	126	14	clinical	clinical	ADJ
cana-6199	126	15	relevance	relevance	NOUN
cana-6199	126	16	of	of	ADP
cana-6199	126	17	generated	generate	VERB
cana-6199	126	18	answers	answer	NOUN
cana-6199	126	19	,	,	PUNCT
cana-6199	126	20	with	with	ADP
cana-6199	126	21	an	an	DET
cana-6199	126	22	average	average	ADJ
cana-6199	126	23	improvement	improvement	NOUN
cana-6199	126	24	of	of	ADP
cana-6199	126	25	55.4	55.4	NUM
cana-6199	126	26	%	%	NOUN
cana-6199	126	27	in	in	ADP
cana-6199	126	28	bleu-4	bleu-4	NUM
cana-6199	126	29	scores	score	NOUN
cana-6199	126	30	compared	compare	VERB
cana-6199	126	31	to	to	ADP
cana-6199	126	32	greedy	greedy	ADJ
cana-6199	126	33	decoding	decoding	NOUN
cana-6199	126	34	.	.	PUNCT
cana-6199	127	1	communications	communication	NOUN
cana-6199	127	2	on	on	ADP
cana-6199	127	3	applied	apply	VERB
cana-6199	127	4	nonlinear	nonlinear	ADJ
cana-6199	127	5	analysis	analysis	NOUN
cana-6199	127	6	issn	issn	NOUN
cana-6199	127	7	:	:	PUNCT
cana-6199	127	8	1074	1074	NUM
cana-6199	127	9	-	-	PUNCT
cana-6199	127	10	133x	133x	NUM
cana-6199	127	11	vol	vol	NOUN
cana-6199	127	12	32	32	NUM
cana-6199	127	13	no	no	NOUN
cana-6199	127	14	.	.	PUNCT
cana-6199	128	1	9s	9s	NUM
cana-6199	128	2	(	(	PUNCT
cana-6199	128	3	2025	2025	NUM
cana-6199	128	4	)	)	PUNCT
cana-6199	128	5	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	128	6	3286	3286	NUM
cana-6199	128	7	•	•	NUM
cana-6199	128	8	cross	cross	ADJ
cana-6199	128	9	-	-	ADJ
cana-6199	128	10	modal	modal	ADJ
cana-6199	128	11	integration	integration	NOUN
cana-6199	128	12	:	:	PUNCT
cana-6199	128	13	the	the	DET
cana-6199	128	14	sophisticated	sophisticated	ADJ
cana-6199	128	15	fusion	fusion	NOUN
cana-6199	128	16	framework	framework	NOUN
cana-6199	128	17	effectively	effectively	ADV
cana-6199	128	18	aligns	align	VERB
cana-6199	128	19	visual	visual	ADJ
cana-6199	128	20	features	feature	NOUN
cana-6199	128	21	with	with	ADP
cana-6199	128	22	textual	textual	ADJ
cana-6199	128	23	queries	query	NOUN
cana-6199	128	24	,	,	PUNCT
cana-6199	128	25	enabling	enable	VERB
cana-6199	128	26	more	more	ADV
cana-6199	128	27	accurate	accurate	ADJ
cana-6199	128	28	reasoning	reasoning	NOUN
cana-6199	128	29	and	and	CCONJ
cana-6199	128	30	contextual	contextual	ADJ
cana-6199	128	31	understanding	understanding	NOUN
cana-6199	128	32	.	.	PUNCT
cana-6199	129	1	the	the	DET
cana-6199	129	2	performance	performance	NOUN
cana-6199	129	3	improvements	improvement	NOUN
cana-6199	129	4	observed	observe	VERB
cana-6199	129	5	across	across	ADP
cana-6199	129	6	different	different	ADJ
cana-6199	129	7	question	question	NOUN
cana-6199	129	8	types	type	NOUN
cana-6199	129	9	highlight	highlight	VERB
cana-6199	129	10	the	the	DET
cana-6199	129	11	effectiveness	effectiveness	NOUN
cana-6199	129	12	of	of	ADP
cana-6199	129	13	our	our	PRON
cana-6199	129	14	approach	approach	NOUN
cana-6199	129	15	in	in	ADP
cana-6199	129	16	addressing	address	VERB
cana-6199	129	17	the	the	DET
cana-6199	129	18	unique	unique	ADJ
cana-6199	129	19	challenges	challenge	NOUN
cana-6199	129	20	of	of	ADP
cana-6199	129	21	medical	medical	ADJ
cana-6199	129	22	vqa	vqa	PROPN
cana-6199	129	23	.	.	PUNCT
cana-6199	130	1	the	the	DET
cana-6199	130	2	most	most	ADV
cana-6199	130	3	significant	significant	ADJ
cana-6199	130	4	gains	gain	NOUN
cana-6199	130	5	were	be	AUX
cana-6199	130	6	achieved	achieve	VERB
cana-6199	130	7	on	on	ADP
cana-6199	130	8	complex	complex	ADJ
cana-6199	130	9	questions	question	NOUN
cana-6199	130	10	requiring	require	VERB
cana-6199	130	11	detailed	detailed	ADJ
cana-6199	130	12	spatial	spatial	ADJ
cana-6199	130	13	understanding	understanding	NOUN
cana-6199	130	14	and	and	CCONJ
cana-6199	130	15	integration	integration	NOUN
cana-6199	130	16	of	of	ADP
cana-6199	130	17	features	feature	NOUN
cana-6199	130	18	across	across	ADP
cana-6199	130	19	multiple	multiple	ADJ
cana-6199	130	20	scales	scale	NOUN
cana-6199	130	21	,	,	PUNCT
cana-6199	130	22	such	such	ADJ
cana-6199	130	23	as	as	ADP
cana-6199	130	24	identifying	identify	VERB
cana-6199	130	25	abnormality	abnormality	NOUN
cana-6199	130	26	locations	location	NOUN
cana-6199	130	27	and	and	CCONJ
cana-6199	130	28	providing	provide	VERB
cana-6199	130	29	detailed	detailed	ADJ
cana-6199	130	30	descriptions	description	NOUN
cana-6199	130	31	.	.	PUNCT
cana-6199	131	1	this	this	PRON
cana-6199	131	2	underscores	underscore	VERB
cana-6199	131	3	the	the	DET
cana-6199	131	4	value	value	NOUN
cana-6199	131	5	of	of	ADP
cana-6199	131	6	hierarchical	hierarchical	ADJ
cana-6199	131	7	feature	feature	NOUN
cana-6199	131	8	learning	learning	NOUN
cana-6199	131	9	and	and	CCONJ
cana-6199	131	10	efficient	efficient	ADJ
cana-6199	131	11	multiscale	multiscale	NOUN
cana-6199	131	12	representation	representation	NOUN
cana-6199	131	13	in	in	ADP
cana-6199	131	14	medical	medical	ADJ
cana-6199	131	15	image	image	NOUN
cana-6199	131	16	analysis	analysis	NOUN
cana-6199	131	17	applications	application	NOUN
cana-6199	131	18	.	.	PUNCT
cana-6199	132	1	b.	b.	PROPN
cana-6199	132	2	limitations	limitation	NOUN
cana-6199	132	3	despite	despite	SCONJ
cana-6199	132	4	the	the	DET
cana-6199	132	5	promising	promising	ADJ
cana-6199	132	6	results	result	NOUN
cana-6199	132	7	,	,	PUNCT
cana-6199	132	8	our	our	PRON
cana-6199	132	9	work	work	NOUN
cana-6199	132	10	has	have	VERB
cana-6199	132	11	several	several	ADJ
cana-6199	132	12	limitations	limitation	NOUN
cana-6199	132	13	that	that	PRON
cana-6199	132	14	should	should	AUX
cana-6199	132	15	be	be	AUX
cana-6199	132	16	addressed	address	VERB
cana-6199	132	17	in	in	ADP
cana-6199	132	18	future	future	ADJ
cana-6199	132	19	research	research	NOUN
cana-6199	132	20	:	:	PUNCT
cana-6199	132	21	•	•	NUM
cana-6199	132	22	modality	modality	NOUN
cana-6199	132	23	-	-	PUNCT
cana-6199	132	24	specific	specific	ADJ
cana-6199	132	25	constraints	constraint	NOUN
cana-6199	132	26	:	:	PUNCT
cana-6199	132	27	the	the	DET
cana-6199	132	28	current	current	ADJ
cana-6199	132	29	system	system	NOUN
cana-6199	132	30	is	be	AUX
cana-6199	132	31	primarily	primarily	ADV
cana-6199	132	32	optimized	optimize	VERB
cana-6199	132	33	for	for	ADP
cana-6199	132	34	single	single	ADJ
cana-6199	132	35	modality	modality	NOUN
cana-6199	132	36	analysis	analysis	NOUN
cana-6199	132	37	,	,	PUNCT
cana-6199	132	38	limiting	limit	VERB
cana-6199	132	39	its	its	PRON
cana-6199	132	40	ability	ability	NOUN
cana-6199	132	41	to	to	PART
cana-6199	132	42	process	process	VERB
cana-6199	132	43	and	and	CCONJ
cana-6199	132	44	correlate	correlate	VERB
cana-6199	132	45	information	information	NOUN
cana-6199	132	46	from	from	ADP
cana-6199	132	47	multiple	multiple	ADJ
cana-6199	132	48	imaging	imaging	NOUN
cana-6199	132	49	types	type	NOUN
cana-6199	132	50	simultaneously	simultaneously	ADV
cana-6199	132	51	.	.	PUNCT
cana-6199	133	1	this	this	PRON
cana-6199	133	2	restricts	restrict	VERB
cana-6199	133	3	comprehensive	comprehensive	ADJ
cana-6199	133	4	diagnostic	diagnostic	ADJ
cana-6199	133	5	analysis	analysis	NOUN
cana-6199	133	6	that	that	PRON
cana-6199	133	7	often	often	ADV
cana-6199	133	8	requires	require	VERB
cana-6199	133	9	integration	integration	NOUN
cana-6199	133	10	of	of	ADP
cana-6199	133	11	various	various	ADJ
cana-6199	133	12	imaging	imaging	NOUN
cana-6199	133	13	modalities	modality	NOUN
cana-6199	133	14	.	.	PUNCT
cana-6199	134	1	•	•	NUM
cana-6199	134	2	static	static	ADJ
cana-6199	134	3	knowledge	knowledge	NOUN
cana-6199	134	4	framework	framework	NOUN
cana-6199	134	5	:	:	PUNCT
cana-6199	134	6	the	the	DET
cana-6199	134	7	system	system	NOUN
cana-6199	134	8	operates	operate	VERB
cana-6199	134	9	on	on	ADP
cana-6199	134	10	a	a	DET
cana-6199	134	11	fixed	fix	VERB
cana-6199	134	12	knowledge	knowledge	NOUN
cana-6199	134	13	base	base	NOUN
cana-6199	134	14	established	establish	VERB
cana-6199	134	15	during	during	ADP
cana-6199	134	16	training	training	NOUN
cana-6199	134	17	,	,	PUNCT
cana-6199	134	18	lacking	lack	VERB
cana-6199	134	19	mechanisms	mechanism	NOUN
cana-6199	134	20	for	for	ADP
cana-6199	134	21	real	real	ADJ
cana-6199	134	22	-	-	PUNCT
cana-6199	134	23	time	time	NOUN
cana-6199	134	24	integration	integration	NOUN
cana-6199	134	25	of	of	ADP
cana-6199	134	26	new	new	ADJ
cana-6199	134	27	medical	medical	ADJ
cana-6199	134	28	knowledge	knowledge	NOUN
cana-6199	134	29	,	,	PUNCT
cana-6199	134	30	guidelines	guideline	NOUN
cana-6199	134	31	,	,	PUNCT
cana-6199	134	32	or	or	CCONJ
cana-6199	134	33	emerging	emerge	VERB
cana-6199	134	34	diagnostic	diagnostic	ADJ
cana-6199	134	35	criteria	criterion	NOUN
cana-6199	134	36	.	.	PUNCT
cana-6199	135	1	this	this	PRON
cana-6199	135	2	can	can	AUX
cana-6199	135	3	lead	lead	VERB
cana-6199	135	4	to	to	ADP
cana-6199	135	5	outdated	outdated	ADJ
cana-6199	135	6	responses	response	NOUN
cana-6199	135	7	as	as	SCONJ
cana-6199	135	8	medical	medical	ADJ
cana-6199	135	9	practices	practice	NOUN
cana-6199	135	10	evolve	evolve	VERB
cana-6199	135	11	.	.	PUNCT
cana-6199	136	1	•	•	NUM
cana-6199	136	2	limited	limited	ADJ
cana-6199	136	3	interpretability	interpretability	NOUN
cana-6199	136	4	:	:	PUNCT
cana-6199	136	5	while	while	SCONJ
cana-6199	136	6	the	the	DET
cana-6199	136	7	system	system	NOUN
cana-6199	136	8	provides	provide	VERB
cana-6199	136	9	answers	answer	NOUN
cana-6199	136	10	to	to	ADP
cana-6199	136	11	clinical	clinical	ADJ
cana-6199	136	12	queries	query	NOUN
cana-6199	136	13	,	,	PUNCT
cana-6199	136	14	it	it	PRON
cana-6199	136	15	lacks	lack	VERB
cana-6199	136	16	sophisticated	sophisticated	ADJ
cana-6199	136	17	visualization	visualization	NOUN
cana-6199	136	18	mechanisms	mechanism	NOUN
cana-6199	136	19	to	to	PART
cana-6199	136	20	highlight	highlight	VERB
cana-6199	136	21	and	and	CCONJ
cana-6199	136	22	explain	explain	VERB
cana-6199	136	23	the	the	DET
cana-6199	136	24	specific	specific	ADJ
cana-6199	136	25	image	image	NOUN
cana-6199	136	26	features	feature	VERB
cana-6199	136	27	influencing	influence	VERB
cana-6199	136	28	its	its	PRON
cana-6199	136	29	decisions	decision	NOUN
cana-6199	136	30	.	.	PUNCT
cana-6199	137	1	this	this	DET
cana-6199	137	2	”	"	PUNCT
cana-6199	137	3	black	black	ADJ
cana-6199	137	4	box	box	NOUN
cana-6199	137	5	”	"	PUNCT
cana-6199	137	6	nature	nature	NOUN
cana-6199	137	7	may	may	AUX
cana-6199	137	8	reduce	reduce	VERB
cana-6199	137	9	trust	trust	NOUN
cana-6199	137	10	and	and	CCONJ
cana-6199	137	11	adoption	adoption	NOUN
cana-6199	137	12	in	in	ADP
cana-6199	137	13	clinical	clinical	ADJ
cana-6199	137	14	settings	setting	NOUN
cana-6199	137	15	.	.	PUNCT
cana-6199	138	1	•	•	NUM
cana-6199	138	2	insufficient	insufficient	ADJ
cana-6199	138	3	clinical	clinical	ADJ
cana-6199	138	4	validation	validation	NOUN
cana-6199	138	5	:	:	PUNCT
cana-6199	138	6	the	the	DET
cana-6199	138	7	system	system	NOUN
cana-6199	138	8	’s	’s	PART
cana-6199	138	9	performance	performance	NOUN
cana-6199	138	10	has	have	AUX
cana-6199	138	11	not	not	PART
cana-6199	138	12	been	be	AUX
cana-6199	138	13	extensively	extensively	ADV
cana-6199	138	14	validated	validate	VERB
cana-6199	138	15	across	across	ADP
cana-6199	138	16	diverse	diverse	ADJ
cana-6199	138	17	healthcare	healthcare	NOUN
cana-6199	138	18	environments	environment	NOUN
cana-6199	138	19	and	and	CCONJ
cana-6199	138	20	medical	medical	ADJ
cana-6199	138	21	specialties	specialty	NOUN
cana-6199	138	22	,	,	PUNCT
cana-6199	138	23	raising	raise	VERB
cana-6199	138	24	concerns	concern	NOUN
cana-6199	138	25	about	about	ADP
cana-6199	138	26	its	its	PRON
cana-6199	138	27	reliability	reliability	NOUN
cana-6199	138	28	and	and	CCONJ
cana-6199	138	29	generalizability	generalizability	NOUN
cana-6199	138	30	in	in	ADP
cana-6199	138	31	realworld	realworld	PROPN
cana-6199	138	32	clinical	clinical	ADJ
cana-6199	138	33	applications	application	NOUN
cana-6199	138	34	.	.	PUNCT
cana-6199	139	1	these	these	DET
cana-6199	139	2	limitations	limitation	NOUN
cana-6199	139	3	provide	provide	VERB
cana-6199	139	4	valuable	valuable	ADJ
cana-6199	139	5	directions	direction	NOUN
cana-6199	139	6	for	for	ADP
cana-6199	139	7	future	future	ADJ
cana-6199	139	8	research	research	NOUN
cana-6199	139	9	in	in	ADP
cana-6199	139	10	medical	medical	ADJ
cana-6199	139	11	vqa	vqa	PROPN
cana-6199	139	12	systems	system	NOUN
cana-6199	139	13	,	,	PUNCT
cana-6199	139	14	particularly	particularly	ADV
cana-6199	139	15	in	in	ADP
cana-6199	139	16	developing	develop	VERB
cana-6199	139	17	more	more	ADV
cana-6199	139	18	flexible	flexible	ADJ
cana-6199	139	19	,	,	PUNCT
cana-6199	139	20	interpretable	interpretable	ADJ
cana-6199	139	21	,	,	PUNCT
cana-6199	139	22	and	and	CCONJ
cana-6199	139	23	clinically	clinically	ADV
cana-6199	139	24	validated	validate	VERB
cana-6199	139	25	approaches	approach	NOUN
cana-6199	139	26	.	.	PUNCT
cana-6199	140	1	viii	viii	PROPN
cana-6199	140	2	.	.	PUNCT
cana-6199	141	1	conclusion	conclusion	NOUN
cana-6199	141	2	and	and	CCONJ
cana-6199	141	3	future	future	ADJ
cana-6199	141	4	work	work	NOUN
cana-6199	141	5	a.	a.	NOUN
cana-6199	141	6	conclusion	conclusion	NOUN
cana-6199	141	7	this	this	DET
cana-6199	141	8	paper	paper	NOUN
cana-6199	141	9	presented	present	VERB
cana-6199	141	10	swinvqa	swinvqa	PROPN
cana-6199	141	11	,	,	PUNCT
cana-6199	141	12	a	a	DET
cana-6199	141	13	novel	novel	ADJ
cana-6199	141	14	transformer	transformer	NOUN
cana-6199	141	15	-	-	PUNCT
cana-6199	141	16	based	base	VERB
cana-6199	141	17	framework	framework	NOUN
cana-6199	141	18	for	for	ADP
cana-6199	141	19	medical	medical	ADJ
cana-6199	141	20	visual	visual	ADJ
cana-6199	141	21	question	question	NOUN
cana-6199	141	22	answering	answer	VERB
cana-6199	141	23	that	that	SCONJ
cana-6199	141	24	addresses	address	VERB
cana-6199	141	25	key	key	ADJ
cana-6199	141	26	limitations	limitation	NOUN
cana-6199	141	27	in	in	ADP
cana-6199	141	28	existing	exist	VERB
cana-6199	141	29	approaches	approach	NOUN
cana-6199	141	30	.	.	PUNCT
cana-6199	142	1	by	by	ADP
cana-6199	142	2	leveraging	leverage	VERB
cana-6199	142	3	the	the	DET
cana-6199	142	4	hierarchical	hierarchical	ADJ
cana-6199	142	5	architecture	architecture	NOUN
cana-6199	142	6	of	of	ADP
cana-6199	142	7	swin	swin	PROPN
cana-6199	142	8	transformers	transformer	NOUN
cana-6199	142	9	,	,	PUNCT
cana-6199	142	10	our	our	PRON
cana-6199	142	11	system	system	NOUN
cana-6199	142	12	efficiently	efficiently	ADV
cana-6199	142	13	processes	process	VERB
cana-6199	142	14	high	high	ADJ
cana-6199	142	15	-	-	PUNCT
cana-6199	142	16	resolution	resolution	NOUN
cana-6199	142	17	medical	medical	ADJ
cana-6199	142	18	images	image	NOUN
cana-6199	142	19	while	while	SCONJ
cana-6199	142	20	simultaneously	simultaneously	ADV
cana-6199	142	21	capturing	capture	VERB
cana-6199	142	22	both	both	PRON
cana-6199	142	23	fine	fine	ADV
cana-6199	142	24	-	-	PUNCT
cana-6199	142	25	grained	grain	VERB
cana-6199	142	26	details	detail	NOUN
cana-6199	142	27	and	and	CCONJ
cana-6199	142	28	global	global	ADJ
cana-6199	142	29	context	context	NOUN
cana-6199	142	30	essential	essential	ADJ
cana-6199	142	31	for	for	ADP
cana-6199	142	32	accurate	accurate	ADJ
cana-6199	142	33	diagnosis	diagnosis	NOUN
cana-6199	142	34	.	.	PUNCT
cana-6199	143	1	the	the	DET
cana-6199	143	2	shifted	shift	VERB
cana-6199	143	3	window	window	NOUN
cana-6199	143	4	partitioning	partitioning	NOUN
cana-6199	143	5	mechanism	mechanism	NOUN
cana-6199	143	6	significantly	significantly	ADV
cana-6199	143	7	reduces	reduce	VERB
cana-6199	143	8	computational	computational	ADJ
cana-6199	143	9	complexity	complexity	NOUN
cana-6199	143	10	from	from	ADP
cana-6199	143	11	quadratic	quadratic	ADJ
cana-6199	143	12	to	to	PART
cana-6199	143	13	linear	linear	VERB
cana-6199	143	14	with	with	ADP
cana-6199	143	15	respect	respect	NOUN
cana-6199	143	16	to	to	ADP
cana-6199	143	17	image	image	NOUN
cana-6199	143	18	size	size	NOUN
cana-6199	143	19	,	,	PUNCT
cana-6199	143	20	making	make	VERB
cana-6199	143	21	the	the	DET
cana-6199	143	22	model	model	NOUN
cana-6199	143	23	suitable	suitable	ADJ
cana-6199	143	24	for	for	ADP
cana-6199	143	25	resource	resource	NOUN
cana-6199	143	26	-	-	PUNCT
cana-6199	143	27	constrained	constrain	VERB
cana-6199	143	28	clinical	clinical	ADJ
cana-6199	143	29	environments	environment	NOUN
cana-6199	143	30	.	.	PUNCT
cana-6199	144	1	our	our	PRON
cana-6199	144	2	cross	cross	ADJ
cana-6199	144	3	-	-	ADJ
cana-6199	144	4	modal	modal	ADJ
cana-6199	144	5	fusion	fusion	NOUN
cana-6199	144	6	framework	framework	NOUN
cana-6199	144	7	effectively	effectively	ADV
cana-6199	144	8	aligns	align	VERB
cana-6199	144	9	visual	visual	ADJ
cana-6199	144	10	features	feature	NOUN
cana-6199	144	11	with	with	ADP
cana-6199	144	12	textual	textual	ADJ
cana-6199	144	13	queries	query	NOUN
cana-6199	144	14	,	,	PUNCT
cana-6199	144	15	enhancing	enhance	VERB
cana-6199	144	16	the	the	DET
cana-6199	144	17	model	model	NOUN
cana-6199	144	18	’s	’s	PART
cana-6199	144	19	ability	ability	NOUN
cana-6199	144	20	to	to	PART
cana-6199	144	21	provide	provide	VERB
cana-6199	144	22	contextually	contextually	ADV
cana-6199	144	23	relevant	relevant	ADJ
cana-6199	144	24	and	and	CCONJ
cana-6199	144	25	diagnostically	diagnostically	ADV
cana-6199	144	26	accurate	accurate	ADJ
cana-6199	144	27	answers	answer	NOUN
cana-6199	144	28	.	.	PUNCT
cana-6199	145	1	additionally	additionally	ADV
cana-6199	145	2	,	,	PUNCT
cana-6199	145	3	the	the	DET
cana-6199	145	4	implementation	implementation	NOUN
cana-6199	145	5	of	of	ADP
cana-6199	145	6	beam	beam	NOUN
cana-6199	145	7	search	search	NOUN
cana-6199	145	8	optimization	optimization	NOUN
cana-6199	145	9	for	for	ADP
cana-6199	145	10	answer	answer	NOUN
cana-6199	145	11	generation	generation	NOUN
cana-6199	145	12	significantly	significantly	ADV
cana-6199	145	13	improves	improve	VERB
cana-6199	145	14	the	the	DET
cana-6199	145	15	quality	quality	NOUN
cana-6199	145	16	and	and	CCONJ
cana-6199	145	17	clinical	clinical	ADJ
cana-6199	145	18	relevance	relevance	NOUN
cana-6199	145	19	of	of	ADP
cana-6199	145	20	responses	response	NOUN
cana-6199	145	21	compared	compare	VERB
cana-6199	145	22	to	to	ADP
cana-6199	145	23	greedy	greedy	ADJ
cana-6199	145	24	decoding	decode	VERB
cana-6199	145	25	methods	method	NOUN
cana-6199	145	26	.	.	PUNCT
cana-6199	146	1	experimental	experimental	ADJ
cana-6199	146	2	results	result	NOUN
cana-6199	146	3	on	on	ADP
cana-6199	146	4	the	the	DET
cana-6199	146	5	slake	slake	NOUN
cana-6199	146	6	and	and	CCONJ
cana-6199	146	7	vqa	vqa	PROPN
cana-6199	146	8	-	-	PUNCT
cana-6199	146	9	rad	rad	PROPN
cana-6199	146	10	datasets	dataset	NOUN
cana-6199	146	11	demonstrate	demonstrate	VERB
cana-6199	146	12	that	that	SCONJ
cana-6199	146	13	swinvqa	swinvqa	PROPN
cana-6199	146	14	outperforms	outperform	VERB
cana-6199	146	15	baseline	baseline	NOUN
cana-6199	146	16	models	model	NOUN
cana-6199	146	17	across	across	ADP
cana-6199	146	18	all	all	DET
cana-6199	146	19	question	question	NOUN
cana-6199	146	20	types	type	NOUN
cana-6199	146	21	,	,	PUNCT
cana-6199	146	22	with	with	ADP
cana-6199	146	23	particularly	particularly	ADV
cana-6199	146	24	significant	significant	ADJ
cana-6199	146	25	improvements	improvement	NOUN
cana-6199	146	26	on	on	ADP
cana-6199	146	27	complex	complex	ADJ
cana-6199	146	28	questions	question	NOUN
cana-6199	146	29	requiring	require	VERB
cana-6199	146	30	detailed	detailed	ADJ
cana-6199	146	31	spatial	spatial	ADJ
cana-6199	146	32	understanding	understanding	NOUN
cana-6199	146	33	and	and	CCONJ
cana-6199	146	34	multi	multi	ADJ
cana-6199	146	35	-	-	ADJ
cana-6199	146	36	scale	scale	ADJ
cana-6199	146	37	feature	feature	NOUN
cana-6199	146	38	integration	integration	NOUN
cana-6199	146	39	.	.	PUNCT
cana-6199	147	1	these	these	DET
cana-6199	147	2	findings	finding	NOUN
cana-6199	147	3	validate	validate	VERB
cana-6199	147	4	our	our	PRON
cana-6199	147	5	approach	approach	NOUN
cana-6199	147	6	and	and	CCONJ
cana-6199	147	7	highlight	highlight	VERB
cana-6199	147	8	the	the	DET
cana-6199	147	9	potential	potential	NOUN
cana-6199	147	10	of	of	ADP
cana-6199	147	11	hierarchical	hierarchical	ADJ
cana-6199	147	12	transformer	transformer	NOUN
cana-6199	147	13	architectures	architecture	NOUN
cana-6199	147	14	in	in	ADP
cana-6199	147	15	advancing	advance	VERB
cana-6199	147	16	medical	medical	ADJ
cana-6199	147	17	image	image	NOUN
cana-6199	147	18	analysis	analysis	NOUN
cana-6199	147	19	and	and	CCONJ
cana-6199	147	20	diagnostic	diagnostic	ADJ
cana-6199	147	21	support	support	NOUN
cana-6199	147	22	systems	system	NOUN
cana-6199	147	23	.	.	PUNCT
cana-6199	148	1	b.	b.	PROPN
cana-6199	148	2	future	future	ADJ
cana-6199	148	3	work	work	NOUN
cana-6199	148	4	based	base	VERB
cana-6199	148	5	on	on	ADP
cana-6199	148	6	the	the	DET
cana-6199	148	7	limitations	limitation	NOUN
cana-6199	148	8	identified	identify	VERB
cana-6199	148	9	,	,	PUNCT
cana-6199	148	10	we	we	PRON
cana-6199	148	11	propose	propose	VERB
cana-6199	148	12	several	several	ADJ
cana-6199	148	13	directions	direction	NOUN
cana-6199	148	14	for	for	ADP
cana-6199	148	15	future	future	ADJ
cana-6199	148	16	research	research	NOUN
cana-6199	148	17	:	:	PUNCT
cana-6199	148	18	•	•	NUM
cana-6199	148	19	multi	multi	ADJ
cana-6199	148	20	-	-	ADJ
cana-6199	148	21	modal	modal	ADJ
cana-6199	148	22	integration	integration	NOUN
cana-6199	148	23	:	:	PUNCT
cana-6199	148	24	extend	extend	VERB
cana-6199	148	25	the	the	DET
cana-6199	148	26	system	system	NOUN
cana-6199	148	27	’s	’s	PART
cana-6199	148	28	capability	capability	NOUN
cana-6199	148	29	to	to	PART
cana-6199	148	30	handle	handle	VERB
cana-6199	148	31	multiple	multiple	ADJ
cana-6199	148	32	medical	medical	ADJ
cana-6199	148	33	imaging	imaging	NOUN
cana-6199	148	34	modalities	modality	NOUN
cana-6199	148	35	simultaneously	simultaneously	ADV
cana-6199	148	36	(	(	PUNCT
cana-6199	148	37	e.g.	e.g.	ADV
cana-6199	148	38	,	,	PUNCT
cana-6199	148	39	x	x	NOUN
cana-6199	148	40	-	-	NOUN
cana-6199	148	41	rays	ray	NOUN
cana-6199	148	42	,	,	PUNCT
cana-6199	148	43	mri	mri	NOUN
cana-6199	148	44	,	,	PUNCT
cana-6199	148	45	ct	ct	NUM
cana-6199	148	46	scans	scan	NOUN
cana-6199	148	47	)	)	PUNCT
cana-6199	148	48	and	and	CCONJ
cana-6199	148	49	their	their	PRON
cana-6199	148	50	corresponding	corresponding	ADJ
cana-6199	148	51	clinical	clinical	ADJ
cana-6199	148	52	context	context	NOUN
cana-6199	148	53	,	,	PUNCT
cana-6199	148	54	enabling	enable	VERB
cana-6199	148	55	more	more	ADV
cana-6199	148	56	comprehensive	comprehensive	ADJ
cana-6199	148	57	diagnostic	diagnostic	ADJ
cana-6199	148	58	analysis	analysis	NOUN
cana-6199	148	59	.	.	PUNCT
cana-6199	149	1	communications	communication	NOUN
cana-6199	149	2	on	on	ADP
cana-6199	149	3	applied	apply	VERB
cana-6199	149	4	nonlinear	nonlinear	ADJ
cana-6199	149	5	analysis	analysis	NOUN
cana-6199	149	6	issn	issn	NOUN
cana-6199	149	7	:	:	PUNCT
cana-6199	149	8	1074	1074	NUM
cana-6199	149	9	-	-	PUNCT
cana-6199	149	10	133x	133x	NUM
cana-6199	149	11	vol	vol	NOUN
cana-6199	149	12	32	32	NUM
cana-6199	149	13	no	no	NOUN
cana-6199	149	14	.	.	PUNCT
cana-6199	150	1	9s	9s	NUM
cana-6199	150	2	(	(	PUNCT
cana-6199	150	3	2025	2025	NUM
cana-6199	150	4	)	)	PUNCT
cana-6199	151	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6199	151	2	3287	3287	NUM
cana-6199	151	3	•	•	NUM
cana-6199	151	4	dynamic	dynamic	ADJ
cana-6199	151	5	knowledge	knowledge	NOUN
cana-6199	151	6	integration	integration	NOUN
cana-6199	151	7	:	:	PUNCT
cana-6199	151	8	enhance	enhance	VERB
cana-6199	151	9	the	the	DET
cana-6199	151	10	answer	answer	NOUN
cana-6199	151	11	generation	generation	NOUN
cana-6199	151	12	module	module	NOUN
cana-6199	151	13	to	to	PART
cana-6199	151	14	incorporate	incorporate	VERB
cana-6199	151	15	up	up	ADJ
cana-6199	151	16	-	-	PUNCT
cana-6199	151	17	todate	todate	NOUN
cana-6199	151	18	medical	medical	ADJ
cana-6199	151	19	knowledge	knowledge	NOUN
cana-6199	151	20	bases	basis	NOUN
cana-6199	151	21	and	and	CCONJ
cana-6199	151	22	clinical	clinical	ADJ
cana-6199	151	23	guidelines	guideline	NOUN
cana-6199	151	24	,	,	PUNCT
cana-6199	151	25	ensuring	ensure	VERB
cana-6199	151	26	responses	response	NOUN
cana-6199	151	27	remain	remain	VERB
cana-6199	151	28	current	current	ADJ
cana-6199	151	29	with	with	ADP
cana-6199	151	30	medical	medical	ADJ
cana-6199	151	31	advances	advance	NOUN
cana-6199	151	32	.	.	PUNCT
cana-6199	152	1	•	•	NUM
cana-6199	152	2	enhanced	enhanced	ADJ
cana-6199	152	3	explainability	explainability	NOUN
cana-6199	152	4	:	:	PUNCT
cana-6199	152	5	implement	implement	VERB
cana-6199	152	6	advanced	advanced	ADJ
cana-6199	152	7	visualization	visualization	NOUN
cana-6199	152	8	techniques	technique	NOUN
cana-6199	152	9	to	to	PART
cana-6199	152	10	highlight	highlight	VERB
cana-6199	152	11	the	the	DET
cana-6199	152	12	regions	region	NOUN
cana-6199	152	13	of	of	ADP
cana-6199	152	14	medical	medical	ADJ
cana-6199	152	15	images	image	NOUN
cana-6199	152	16	that	that	PRON
cana-6199	152	17	influence	influence	VERB
cana-6199	152	18	the	the	DET
cana-6199	152	19	system	system	NOUN
cana-6199	152	20	’s	’s	PART
cana-6199	152	21	responses	response	NOUN
cana-6199	152	22	,	,	PUNCT
cana-6199	152	23	improving	improve	VERB
cana-6199	152	24	transparency	transparency	NOUN
cana-6199	152	25	and	and	CCONJ
cana-6199	152	26	trust	trust	NOUN
cana-6199	152	27	in	in	ADP
cana-6199	152	28	clinical	clinical	ADJ
cana-6199	152	29	settings	setting	NOUN
cana-6199	152	30	.	.	PUNCT
cana-6199	153	1	•	•	NUM
cana-6199	153	2	clinical	clinical	ADJ
cana-6199	153	3	validation	validation	NOUN
cana-6199	153	4	:	:	PUNCT
cana-6199	153	5	conduct	conduct	VERB
cana-6199	153	6	comprehensive	comprehensive	ADJ
cana-6199	153	7	clinical	clinical	ADJ
cana-6199	153	8	trials	trial	NOUN
cana-6199	153	9	to	to	PART
cana-6199	153	10	validate	validate	VERB
cana-6199	153	11	the	the	DET
cana-6199	153	12	system	system	NOUN
cana-6199	153	13	’s	’s	PART
cana-6199	153	14	performance	performance	NOUN
cana-6199	153	15	across	across	ADP
cana-6199	153	16	different	different	ADJ
cana-6199	153	17	healthcare	healthcare	NOUN
cana-6199	153	18	settings	setting	NOUN
cana-6199	153	19	and	and	CCONJ
cana-6199	153	20	specialties	specialty	NOUN
cana-6199	153	21	,	,	PUNCT
cana-6199	153	22	ensuring	ensure	VERB
cana-6199	153	23	reliability	reliability	NOUN
cana-6199	153	24	and	and	CCONJ
cana-6199	153	25	practical	practical	ADJ
cana-6199	153	26	utility	utility	NOUN
cana-6199	153	27	.	.	PUNCT
cana-6199	154	1	•	•	NUM
cana-6199	154	2	efficiency	efficiency	NOUN
cana-6199	154	3	optimization	optimization	NOUN
cana-6199	154	4	:	:	PUNCT
cana-6199	154	5	explore	explore	VERB
cana-6199	154	6	model	model	NOUN
cana-6199	154	7	compression	compression	NOUN
cana-6199	154	8	and	and	CCONJ
cana-6199	154	9	optimization	optimization	NOUN
cana-6199	154	10	techniques	technique	NOUN
cana-6199	154	11	to	to	PART
cana-6199	154	12	further	far	ADV
cana-6199	154	13	improve	improve	VERB
cana-6199	154	14	computational	computational	ADJ
cana-6199	154	15	efficiency	efficiency	NOUN
cana-6199	154	16	while	while	SCONJ
cana-6199	154	17	maintaining	maintain	VERB
cana-6199	154	18	accuracy	accuracy	NOUN
cana-6199	154	19	,	,	PUNCT
cana-6199	154	20	making	make	VERB
cana-6199	154	21	the	the	DET
cana-6199	154	22	system	system	NOUN
cana-6199	154	23	more	more	ADV
cana-6199	154	24	accessible	accessible	ADJ
cana-6199	154	25	for	for	ADP
cana-6199	154	26	resource	resource	NOUN
cana-6199	154	27	-	-	PUNCT
cana-6199	154	28	constrained	constrain	VERB
cana-6199	154	29	environments	environment	NOUN
cana-6199	154	30	.	.	PUNCT
cana-6199	155	1	these	these	DET
cana-6199	155	2	enhancements	enhancement	NOUN
cana-6199	155	3	would	would	AUX
cana-6199	155	4	address	address	VERB
cana-6199	155	5	the	the	DET
cana-6199	155	6	current	current	ADJ
cana-6199	155	7	limitations	limitation	NOUN
cana-6199	155	8	of	of	ADP
cana-6199	155	9	the	the	DET
cana-6199	155	10	swinvqa	swinvqa	NOUN
cana-6199	155	11	framework	framework	NOUN
cana-6199	155	12	and	and	CCONJ
cana-6199	155	13	advance	advance	VERB
cana-6199	155	14	the	the	DET
cana-6199	155	15	field	field	NOUN
cana-6199	155	16	of	of	ADP
cana-6199	155	17	aiassisted	aiassiste	VERB
cana-6199	155	18	medical	medical	ADJ
cana-6199	155	19	image	image	NOUN
cana-6199	155	20	analysis	analysis	NOUN
cana-6199	155	21	,	,	PUNCT
cana-6199	155	22	ultimately	ultimately	ADV
cana-6199	155	23	contributing	contribute	VERB
cana-6199	155	24	to	to	PART
cana-6199	155	25	improved	improve	VERB
cana-6199	155	26	diagnostic	diagnostic	ADJ
cana-6199	155	27	support	support	NOUN
cana-6199	155	28	and	and	CCONJ
cana-6199	155	29	clinical	clinical	ADJ
cana-6199	155	30	decision	decision	NOUN
cana-6199	155	31	-	-	PUNCT
cana-6199	155	32	making	making	NOUN
cana-6199	155	33	in	in	ADP
cana-6199	155	34	healthcare	healthcare	NOUN
cana-6199	155	35	settings	setting	NOUN
cana-6199	155	36	.	.	PUNCT
cana-6199	156	1	references	reference	NOUN
cana-6199	156	2	1	1	NUM
cana-6199	156	3	.	.	PUNCT
cana-6199	156	4	s.	s.	PROPN
cana-6199	156	5	antol	antol	PROPN
cana-6199	156	6	,	,	PUNCT
cana-6199	156	7	a.	a.	PROPN
cana-6199	156	8	agrawal	agrawal	PROPN
cana-6199	156	9	,	,	PUNCT
cana-6199	156	10	j.	j.	PROPN
cana-6199	156	11	lu	lu	PROPN
cana-6199	156	12	,	,	PUNCT
cana-6199	156	13	m.	m.	PROPN
cana-6199	156	14	mitchell	mitchell	PROPN
cana-6199	156	15	,	,	PUNCT
cana-6199	156	16	d.	d.	PROPN
cana-6199	156	17	batra	batra	PROPN
cana-6199	156	18	,	,	PUNCT
cana-6199	156	19	c.	c.	PROPN
cana-6199	156	20	l.	l.	PROPN
cana-6199	156	21	zitnick	zitnick	PROPN
cana-6199	156	22	,	,	PUNCT
cana-6199	156	23	and	and	CCONJ
cana-6199	156	24	d.	d.	PROPN
cana-6199	156	25	parikh	parikh	PROPN
cana-6199	156	26	,	,	PUNCT
cana-6199	156	27	”	"	PUNCT
cana-6199	156	28	vqa	vqa	ADJ
cana-6199	156	29	:	:	PUNCT
cana-6199	156	30	visual	visual	ADJ
cana-6199	156	31	question	question	NOUN
cana-6199	156	32	answering	answering	NOUN
cana-6199	156	33	,	,	PUNCT
cana-6199	156	34	”	"	PUNCT
cana-6199	156	35	in	in	ADP
cana-6199	156	36	proceedings	proceeding	NOUN
cana-6199	156	37	of	of	ADP
cana-6199	156	38	the	the	DET
cana-6199	156	39	ieee	ieee	NOUN
cana-6199	156	40	international	international	PROPN
cana-6199	156	41	conference	conference	NOUN
cana-6199	156	42	on	on	ADP
cana-6199	156	43	computer	computer	NOUN
cana-6199	156	44	vision	vision	NOUN
cana-6199	156	45	,	,	PUNCT
cana-6199	156	46	2015	2015	NUM
cana-6199	156	47	,	,	PUNCT
cana-6199	156	48	pp	pp	ADJ
cana-6199	156	49	.	.	PUNCT
cana-6199	157	1	2425–2433	2425–2433	NUM
cana-6199	157	2	.	.	PUNCT
cana-6199	158	1	2	2	NUM
cana-6199	158	2	.	.	PUNCT
cana-6199	158	3	h.	h.	PROPN
cana-6199	158	4	xu	xu	PROPN
cana-6199	158	5	and	and	CCONJ
cana-6199	158	6	k.	k.	PROPN
cana-6199	158	7	saenko	saenko	PROPN
cana-6199	158	8	,	,	PUNCT
cana-6199	158	9	”	"	PUNCT
cana-6199	158	10	ask	ask	NOUN
cana-6199	158	11	,	,	PUNCT
cana-6199	158	12	attend	attend	VERB
cana-6199	158	13	and	and	CCONJ
cana-6199	158	14	answer	answer	VERB
cana-6199	158	15	:	:	PUNCT
cana-6199	158	16	exploring	explore	VERB
cana-6199	158	17	questionguided	questionguide	VERB
cana-6199	158	18	spatial	spatial	ADJ
cana-6199	158	19	attention	attention	NOUN
cana-6199	158	20	for	for	ADP
cana-6199	158	21	visual	visual	ADJ
cana-6199	158	22	question	question	NOUN
cana-6199	158	23	answering	answering	NOUN
cana-6199	158	24	,	,	PUNCT
cana-6199	158	25	”	"	PUNCT
cana-6199	158	26	in	in	ADP
cana-6199	158	27	computer	computer	NOUN
cana-6199	158	28	vision	vision	NOUN
cana-6199	158	29	–	–	PUNCT
cana-6199	158	30	eccv	eccv	NOUN
cana-6199	158	31	2016	2016	NUM
cana-6199	158	32	:	:	PUNCT
cana-6199	158	33	14th	14th	ADJ
cana-6199	158	34	european	european	ADJ
cana-6199	158	35	conference	conference	PROPN
cana-6199	158	36	,	,	PUNCT
cana-6199	158	37	amsterdam	amsterdam	PROPN
cana-6199	158	38	,	,	PUNCT
cana-6199	158	39	the	the	DET
cana-6199	158	40	netherlands	netherlands	PROPN
cana-6199	158	41	,	,	PUNCT
cana-6199	158	42	2016	2016	NUM
cana-6199	158	43	,	,	PUNCT
cana-6199	158	44	pp	pp	ADV
cana-6199	158	45	.	.	PUNCT
cana-6199	159	1	451–466	451–466	NUM
cana-6199	159	2	.	.	PUNCT
cana-6199	160	1	3	3	X
cana-6199	160	2	.	.	X
cana-6199	160	3	dosovitskiy	dosovitskiy	NOUN
cana-6199	160	4	et	et	PROPN
cana-6199	160	5	al	al	PROPN
cana-6199	160	6	.	.	PROPN
cana-6199	160	7	,	,	PUNCT
cana-6199	160	8	”	"	PUNCT
cana-6199	160	9	an	an	DET
cana-6199	160	10	image	image	NOUN
cana-6199	160	11	is	be	AUX
cana-6199	160	12	worth	worth	ADJ
cana-6199	160	13	16x16	16x16	NUM
cana-6199	160	14	words	word	NOUN
cana-6199	160	15	:	:	PUNCT
cana-6199	160	16	transformers	transformer	NOUN
cana-6199	160	17	for	for	ADP
cana-6199	160	18	image	image	NOUN
cana-6199	160	19	recognition	recognition	NOUN
cana-6199	160	20	at	at	ADP
cana-6199	160	21	scale	scale	NOUN
cana-6199	160	22	,	,	PUNCT
cana-6199	160	23	”	"	PUNCT
cana-6199	160	24	arxiv	arxiv	PROPN
cana-6199	160	25	preprint	preprint	NOUN
cana-6199	160	26	arxiv:2010.11929	arxiv:2010.11929	NOUN
cana-6199	160	27	,	,	PUNCT
cana-6199	160	28	2020	2020	NUM
cana-6199	160	29	.	.	PUNCT
cana-6199	161	1	4	4	NUM
cana-6199	161	2	.	.	X
cana-6199	161	3	z.	z.	PROPN
cana-6199	161	4	zhang	zhang	PROPN
cana-6199	161	5	,	,	PUNCT
cana-6199	161	6	x.	x.	PROPN
cana-6199	161	7	lu	lu	PROPN
cana-6199	161	8	,	,	PUNCT
cana-6199	161	9	g.	g.	PROPN
cana-6199	161	10	cao	cao	PROPN
cana-6199	161	11	,	,	PUNCT
cana-6199	161	12	y.	y.	PROPN
cana-6199	161	13	yang	yang	PROPN
cana-6199	161	14	,	,	PUNCT
cana-6199	161	15	l.	l.	PROPN
cana-6199	161	16	jiao	jiao	PROPN
cana-6199	161	17	,	,	PUNCT
cana-6199	161	18	and	and	CCONJ
cana-6199	161	19	f.	f.	PROPN
cana-6199	161	20	liu	liu	PROPN
cana-6199	161	21	,	,	PUNCT
cana-6199	161	22	”	"	PUNCT
cana-6199	161	23	vit	vit	NOUN
cana-6199	161	24	-	-	PUNCT
cana-6199	161	25	yolo	yolo	PROPN
cana-6199	161	26	:	:	PUNCT
cana-6199	161	27	transformer	transformer	NOUN
cana-6199	161	28	-	-	PUNCT
cana-6199	161	29	based	base	VERB
cana-6199	161	30	yolo	yolo	NOUN
cana-6199	161	31	for	for	ADP
cana-6199	161	32	object	object	NOUN
cana-6199	161	33	detection	detection	NOUN
cana-6199	161	34	,	,	PUNCT
cana-6199	161	35	”	"	PUNCT
cana-6199	161	36	in	in	ADP
cana-6199	161	37	ieee	ieee	NOUN
cana-6199	161	38	/	/	SYM
cana-6199	161	39	cvf	cvf	NOUN
cana-6199	161	40	international	international	ADJ
cana-6199	161	41	conference	conference	NOUN
cana-6199	161	42	on	on	ADP
cana-6199	161	43	computer	computer	NOUN
cana-6199	161	44	vision	vision	NOUN
cana-6199	161	45	workshops	workshop	NOUN
cana-6199	161	46	(	(	PUNCT
cana-6199	161	47	iccvw	iccvw	PROPN
cana-6199	161	48	)	)	PUNCT
cana-6199	161	49	,	,	PUNCT
cana-6199	161	50	2021	2021	NUM
cana-6199	161	51	,	,	PUNCT
cana-6199	161	52	pp	pp	ADJ
cana-6199	161	53	.	.	PUNCT
cana-6199	162	1	2799–2808	2799–2808	NUM
cana-6199	162	2	.	.	PUNCT
cana-6199	163	1	5	5	NUM
cana-6199	163	2	.	.	X
cana-6199	163	3	b.	b.	PROPN
cana-6199	163	4	liu	liu	PROPN
cana-6199	163	5	,	,	PUNCT
cana-6199	163	6	l.	l.	PROPN
cana-6199	163	7	m.	m.	PROPN
cana-6199	163	8	zhan	zhan	PROPN
cana-6199	163	9	,	,	PUNCT
cana-6199	163	10	l.	l.	PROPN
cana-6199	163	11	xu	xu	PROPN
cana-6199	163	12	,	,	PUNCT
cana-6199	163	13	l.	l.	PROPN
cana-6199	163	14	ma	ma	PROPN
cana-6199	163	15	,	,	PUNCT
cana-6199	163	16	y.	y.	PROPN
cana-6199	163	17	yang	yang	PROPN
cana-6199	163	18	,	,	PUNCT
cana-6199	163	19	and	and	CCONJ
cana-6199	163	20	x.	x.	PROPN
cana-6199	163	21	m.	m.	PROPN
cana-6199	163	22	wu	wu	PROPN
cana-6199	163	23	,	,	PUNCT
cana-6199	163	24	”	"	PUNCT
cana-6199	163	25	slake	slake	NOUN
cana-6199	163	26	:	:	PUNCT
cana-6199	163	27	6	6	NUM
cana-6199	163	28	.	.	X
cana-6199	163	29	a	a	DET
cana-6199	163	30	semantically	semantically	ADV
cana-6199	163	31	-	-	PUNCT
cana-6199	163	32	labeled	label	VERB
cana-6199	163	33	knowledge	knowledge	NOUN
cana-6199	163	34	-	-	PUNCT
cana-6199	163	35	enhanced	enhance	VERB
cana-6199	163	36	dataset	dataset	NOUN
cana-6199	163	37	for	for	ADP
cana-6199	163	38	medical	medical	ADJ
cana-6199	163	39	visual	visual	ADJ
cana-6199	163	40	question	question	NOUN
cana-6199	163	41	answering	answering	NOUN
cana-6199	163	42	,	,	PUNCT
cana-6199	163	43	”	"	PUNCT
cana-6199	163	44	in	in	ADP
cana-6199	163	45	ieee	ieee	PROPN
cana-6199	163	46	18th	18th	ADJ
cana-6199	163	47	international	international	ADJ
cana-6199	163	48	symposium	symposium	NOUN
cana-6199	163	49	on	on	ADP
cana-6199	163	50	biomedical	biomedical	ADJ
cana-6199	163	51	imaging	imaging	NOUN
cana-6199	163	52	(	(	PUNCT
cana-6199	163	53	isbi	isbi	NOUN
cana-6199	163	54	)	)	PUNCT
cana-6199	163	55	,	,	PUNCT
cana-6199	163	56	2021	2021	NUM
cana-6199	163	57	,	,	PUNCT
cana-6199	163	58	pp	pp	ADJ
cana-6199	163	59	.	.	PUNCT
cana-6199	164	1	1650–1654	1650–1654	NUM
cana-6199	164	2	.	.	PUNCT
cana-6199	165	1	7	7	X
cana-6199	165	2	.	.	X
cana-6199	165	3	b.	b.	PROPN
cana-6199	165	4	liu	liu	PROPN
cana-6199	165	5	,	,	PUNCT
cana-6199	165	6	l.	l.	PROPN
cana-6199	165	7	m.	m.	PROPN
cana-6199	165	8	zhan	zhan	PROPN
cana-6199	165	9	,	,	PUNCT
cana-6199	165	10	l.	l.	PROPN
cana-6199	165	11	xu	xu	PROPN
cana-6199	165	12	,	,	PUNCT
cana-6199	165	13	x.	x.	PROPN
cana-6199	165	14	m.	m.	PROPN
cana-6199	165	15	wu	wu	PROPN
cana-6199	165	16	,	,	PUNCT
cana-6199	165	17	”	"	PUNCT
cana-6199	165	18	medical	medical	ADJ
cana-6199	165	19	visual	visual	ADJ
cana-6199	165	20	question	question	NOUN
cana-6199	165	21	answering	answer	VERB
cana-6199	165	22	via	via	ADP
cana-6199	165	23	conditional	conditional	ADJ
cana-6199	165	24	reasoning	reasoning	NOUN
cana-6199	165	25	and	and	CCONJ
cana-6199	165	26	contrastive	contrastive	ADJ
cana-6199	165	27	learning	learning	NOUN
cana-6199	165	28	,	,	PUNCT
cana-6199	165	29	”	"	PUNCT
cana-6199	165	30	ieee	ieee	NOUN
cana-6199	165	31	transactions	transaction	NOUN
cana-6199	165	32	on	on	ADP
cana-6199	165	33	medical	medical	ADJ
cana-6199	165	34	imaging	imaging	NOUN
cana-6199	165	35	,	,	PUNCT
cana-6199	165	36	vol	vol	NOUN
cana-6199	165	37	.	.	PROPN
cana-6199	165	38	42	42	NUM
cana-6199	165	39	,	,	PUNCT
cana-6199	165	40	no	no	INTJ
cana-6199	165	41	.	.	NOUN
cana-6199	165	42	5	5	NUM
cana-6199	165	43	,	,	PUNCT
cana-6199	165	44	pp	pp	ADJ
cana-6199	165	45	.	.	PUNCT
cana-6199	166	1	1532–1545	1532–1545	NUM
cana-6199	166	2	,	,	PUNCT
cana-6199	166	3	2023	2023	NUM
cana-6199	166	4	.	.	PUNCT
cana-6199	167	1	8	8	NUM
cana-6199	167	2	.	.	PUNCT
cana-6199	167	3	x.	x.	NOUN
cana-6199	168	1	he	he	PRON
cana-6199	168	2	,	,	PUNCT
cana-6199	168	3	y.	y.	PROPN
cana-6199	168	4	zhang	zhang	PROPN
cana-6199	168	5	,	,	PUNCT
cana-6199	168	6	l.	l.	PROPN
cana-6199	168	7	mou	mou	PROPN
cana-6199	168	8	,	,	PUNCT
cana-6199	168	9	e.	e.	PROPN
cana-6199	168	10	xing	xing	PROPN
cana-6199	168	11	,	,	PUNCT
cana-6199	168	12	and	and	CCONJ
cana-6199	168	13	p.	p.	PROPN
cana-6199	168	14	xie	xie	PROPN
cana-6199	168	15	,	,	PUNCT
cana-6199	168	16	”	"	PUNCT
cana-6199	168	17	pathvqa	pathvqa	NOUN
cana-6199	168	18	:	:	PUNCT
cana-6199	168	19	30000	30000	NUM
cana-6199	168	20	+	+	NUM
cana-6199	168	21	questions	question	NOUN
cana-6199	168	22	for	for	ADP
cana-6199	168	23	medical	medical	ADJ
cana-6199	168	24	visual	visual	ADJ
cana-6199	168	25	question	question	NOUN
cana-6199	168	26	answering	answering	NOUN
cana-6199	168	27	,	,	PUNCT
cana-6199	168	28	”	"	PUNCT
cana-6199	168	29	arxiv	arxiv	PROPN
cana-6199	168	30	preprint	preprint	NOUN
cana-6199	168	31	arxiv:2003.10286	arxiv:2003.10286	ADJ
cana-6199	168	32	,	,	PUNCT
cana-6199	168	33	2020	2020	NUM
cana-6199	168	34	.	.	PUNCT
cana-6199	169	1	9	9	NUM
cana-6199	169	2	.	.	X
cana-6199	169	3	ben	ben	PROPN
cana-6199	169	4	abacha	abacha	PROPN
cana-6199	169	5	,	,	PUNCT
cana-6199	169	6	m.	m.	NOUN
cana-6199	169	7	sarrouti	sarrouti	PROPN
cana-6199	169	8	,	,	PUNCT
cana-6199	169	9	d.	d.	PROPN
cana-6199	169	10	demner	demner	PROPN
cana-6199	169	11	-	-	PUNCT
cana-6199	169	12	fushman	fushman	PROPN
cana-6199	169	13	,	,	PUNCT
cana-6199	169	14	s.	s.	PROPN
cana-6199	169	15	a.	a.	PROPN
cana-6199	169	16	hasan	hasan	PROPN
cana-6199	169	17	,	,	PUNCT
cana-6199	169	18	and	and	CCONJ
cana-6199	169	19	h.	h.	PROPN
cana-6199	169	20	muller	muller	PROPN
cana-6199	169	21	,	,	PUNCT
cana-6199	169	22	”	"	PUNCT
cana-6199	169	23	overview	overview	NOUN
cana-6199	169	24	of	of	ADP
cana-6199	169	25	the	the	DET
cana-6199	169	26	vqa	vqa	PROPN
cana-6199	169	27	-	-	PUNCT
cana-6199	169	28	med	med	ADJ
cana-6199	169	29	task	task	NOUN
cana-6199	169	30	at	at	ADP
cana-6199	169	31	imageclef	imageclef	NOUN
cana-6199	169	32	2021:¨	2021:¨	NUM
cana-6199	169	33	visual	visual	ADJ
cana-6199	169	34	question	question	NOUN
cana-6199	169	35	answering	answering	NOUN
cana-6199	169	36	and	and	CCONJ
cana-6199	169	37	generation	generation	NOUN
cana-6199	169	38	in	in	ADP
cana-6199	169	39	the	the	DET
cana-6199	169	40	medical	medical	ADJ
cana-6199	169	41	domain	domain	NOUN
cana-6199	169	42	,	,	PUNCT
cana-6199	169	43	”	"	PUNCT
cana-6199	169	44	ceur	ceur	NOUN
cana-6199	169	45	workshop	workshop	NOUN
cana-6199	169	46	proceedings	proceeding	NOUN
cana-6199	169	47	,	,	PUNCT
cana-6199	169	48	vol	vol	NOUN
cana-6199	169	49	.	.	PROPN
cana-6199	169	50	2936	2936	NUM
cana-6199	169	51	,	,	PUNCT
cana-6199	169	52	2021	2021	NUM
cana-6199	169	53	.	.	PUNCT
cana-6199	170	1	10	10	NUM
cana-6199	170	2	.	.	PUNCT
cana-6199	171	1	z.	z.	PROPN
cana-6199	171	2	liu	liu	PROPN
cana-6199	171	3	et	et	PROPN
cana-6199	171	4	al	al	PROPN
cana-6199	171	5	.	.	PROPN
cana-6199	171	6	,	,	PUNCT
cana-6199	171	7	”	"	PUNCT
cana-6199	171	8	swin	swin	PROPN
cana-6199	171	9	transformer	transformer	PROPN
cana-6199	171	10	:	:	PUNCT
cana-6199	171	11	hierarchical	hierarchical	ADJ
cana-6199	171	12	vision	vision	NOUN
cana-6199	171	13	transformer	transformer	NOUN
cana-6199	171	14	using	use	VERB
cana-6199	171	15	shifted	shift	VERB
cana-6199	171	16	windows	window	NOUN
cana-6199	171	17	,	,	PUNCT
cana-6199	171	18	”	"	PUNCT
cana-6199	171	19	in	in	ADP
cana-6199	171	20	proceedings	proceeding	NOUN
cana-6199	171	21	of	of	ADP
cana-6199	171	22	the	the	DET
cana-6199	171	23	ieee	ieee	NOUN
cana-6199	171	24	/	/	SYM
cana-6199	171	25	cvf	cvf	NOUN
cana-6199	171	26	international	international	ADJ
cana-6199	171	27	conference	conference	NOUN
cana-6199	171	28	on	on	ADP
cana-6199	171	29	computer	computer	NOUN
cana-6199	171	30	vision	vision	NOUN
cana-6199	171	31	,	,	PUNCT
cana-6199	171	32	2021	2021	NUM
cana-6199	171	33	,	,	PUNCT
cana-6199	171	34	pp	pp	ADJ
cana-6199	171	35	.	.	PUNCT
cana-6199	171	36	10012	10012	NUM
cana-6199	171	37	–	–	PUNCT
cana-6199	171	38	10022	10022	NUM
cana-6199	171	39	.	.	PUNCT
cana-6199	172	1	11	11	NUM
cana-6199	172	2	.	.	PUNCT
cana-6199	173	1	z.	z.	PROPN
cana-6199	173	2	liu	liu	PROPN
cana-6199	173	3	et	et	PROPN
cana-6199	173	4	al	al	PROPN
cana-6199	173	5	.	.	PROPN
cana-6199	173	6	,	,	PUNCT
cana-6199	173	7	”	"	PUNCT
cana-6199	173	8	swin	swin	PROPN
cana-6199	173	9	transformer	transformer	PROPN
cana-6199	173	10	v2	v2	NOUN
cana-6199	173	11	:	:	PUNCT
cana-6199	173	12	scaling	scale	VERB
cana-6199	173	13	up	up	ADP
cana-6199	173	14	capacity	capacity	NOUN
cana-6199	173	15	and	and	CCONJ
cana-6199	173	16	resolution	resolution	NOUN
cana-6199	173	17	,	,	PUNCT
cana-6199	173	18	”	"	PUNCT
cana-6199	173	19	in	in	ADP
cana-6199	173	20	proceedings	proceeding	NOUN
cana-6199	173	21	of	of	ADP
cana-6199	173	22	the	the	DET
cana-6199	173	23	ieee	ieee	NOUN
cana-6199	173	24	/	/	SYM
cana-6199	173	25	cvf	cvf	NOUN
cana-6199	173	26	conference	conference	NOUN
cana-6199	173	27	on	on	ADP
cana-6199	173	28	computer	computer	NOUN
cana-6199	173	29	vision	vision	NOUN
cana-6199	173	30	and	and	CCONJ
cana-6199	173	31	pattern	pattern	NOUN
cana-6199	173	32	recognition	recognition	NOUN
cana-6199	173	33	,	,	PUNCT
cana-6199	173	34	2022	2022	NUM
cana-6199	173	35	,	,	PUNCT
cana-6199	173	36	pp	pp	ADJ
cana-6199	173	37	.	.	PUNCT
cana-6199	174	1	12009–12019	12009–12019	NUM
cana-6199	174	2	.	.	PUNCT
cana-6199	175	1	12	12	NUM
cana-6199	175	2	.	.	PUNCT
cana-6199	176	1	z.	z.	PROPN
cana-6199	176	2	lin	lin	PROPN
cana-6199	176	3	,	,	PUNCT
cana-6199	176	4	d.	d.	PROPN
cana-6199	176	5	zhang	zhang	PROPN
cana-6199	176	6	,	,	PUNCT
cana-6199	176	7	q.	q.	PROPN
cana-6199	176	8	tao	tao	PROPN
cana-6199	176	9	,	,	PUNCT
cana-6199	176	10	d.	d.	PROPN
cana-6199	176	11	shi	shi	PROPN
cana-6199	176	12	,	,	PUNCT
cana-6199	176	13	g.	g.	PROPN
cana-6199	176	14	haffari	haffari	PROPN
cana-6199	176	15	,	,	PUNCT
cana-6199	176	16	q.	q.	PROPN
cana-6199	176	17	wu	wu	PROPN
cana-6199	176	18	,	,	PUNCT
cana-6199	176	19	m.	m.	NOUN
cana-6199	176	20	he	he	PRON
cana-6199	176	21	,	,	PUNCT
cana-6199	176	22	and	and	CCONJ
cana-6199	176	23	z.	z.	PROPN
cana-6199	176	24	ge	ge	PROPN
cana-6199	176	25	,	,	PUNCT
cana-6199	176	26	”	"	PUNCT
cana-6199	176	27	medical	medical	ADJ
cana-6199	176	28	visual	visual	ADJ
cana-6199	176	29	question	question	NOUN
cana-6199	176	30	answering	answering	NOUN
cana-6199	176	31	:	:	PUNCT
cana-6199	176	32	a	a	DET
cana-6199	176	33	survey	survey	NOUN
cana-6199	176	34	,	,	PUNCT
cana-6199	176	35	”	"	PUNCT
cana-6199	176	36	artificial	artificial	ADJ
cana-6199	176	37	intelligence	intelligence	NOUN
cana-6199	176	38	in	in	ADP
cana-6199	176	39	medicine	medicine	NOUN
cana-6199	176	40	,	,	PUNCT
cana-6199	176	41	vol	vol	NOUN
cana-6199	176	42	.	.	PUNCT
cana-6199	176	43	143	143	NUM
cana-6199	176	44	,	,	PUNCT
cana-6199	176	45	p.	p.	NOUN
cana-6199	176	46	102611	102611	NUM
cana-6199	176	47	,	,	PUNCT
cana-6199	176	48	2023	2023	NUM
cana-6199	176	49	.	.	PUNCT
cana-6199	177	1	13	13	NUM
cana-6199	177	2	.	.	PUNCT
cana-6199	177	3	g.	g.	PROPN
cana-6199	177	4	k.	k.	PROPN
cana-6199	177	5	thakur	thakur	PROPN
cana-6199	177	6	,	,	PUNCT
cana-6199	177	7	a.	a.	NOUN
cana-6199	177	8	thakur	thakur	PROPN
cana-6199	177	9	,	,	PUNCT
cana-6199	177	10	s.	s.	PROPN
cana-6199	177	11	kulkarni	kulkarni	PROPN
cana-6199	177	12	,	,	PUNCT
cana-6199	177	13	n.	n.	PROPN
cana-6199	177	14	khan	khan	PROPN
cana-6199	177	15	,	,	PUNCT
cana-6199	177	16	and	and	CCONJ
cana-6199	177	17	s.	s.	PROPN
cana-6199	177	18	khan	khan	PROPN
cana-6199	177	19	,	,	PUNCT
cana-6199	177	20	”	"	PUNCT
cana-6199	177	21	deep	deep	ADJ
cana-6199	177	22	learning	learning	NOUN
cana-6199	177	23	approaches	approach	NOUN
cana-6199	177	24	for	for	ADP
cana-6199	177	25	medical	medical	ADJ
cana-6199	177	26	image	image	NOUN
cana-6199	177	27	analysis	analysis	NOUN
cana-6199	177	28	and	and	CCONJ
cana-6199	177	29	diagnosis	diagnosis	NOUN
cana-6199	177	30	,	,	PUNCT
cana-6199	177	31	”	"	PUNCT
cana-6199	177	32	cureus	cureus	NOUN
cana-6199	177	33	,	,	PUNCT
cana-6199	177	34	vol	vol	NOUN
cana-6199	177	35	.	.	PROPN
cana-6199	178	1	16	16	NUM
cana-6199	178	2	,	,	PUNCT
cana-6199	178	3	no	no	INTJ
cana-6199	178	4	.	.	NOUN
cana-6199	178	5	5	5	NUM
cana-6199	178	6	,	,	PUNCT
cana-6199	178	7	p.	p.	NOUN
cana-6199	178	8	e59507	e59507	PROPN
cana-6199	178	9	,	,	PUNCT
cana-6199	178	10	2024	2024	NUM
cana-6199	178	11	.	.	PUNCT
cana-6199	179	1	14	14	NUM
cana-6199	179	2	.	.	PUNCT
cana-6199	179	3	l.	l.	PROPN
cana-6199	179	4	canepa	canepa	PROPN
cana-6199	179	5	,	,	PUNCT
cana-6199	179	6	s.	s.	PROPN
cana-6199	179	7	singh	singh	PROPN
cana-6199	179	8	,	,	PUNCT
cana-6199	179	9	and	and	CCONJ
cana-6199	179	10	a.	a.	NOUN
cana-6199	179	11	sowmya	sowmya	PROPN
cana-6199	179	12	,	,	PUNCT
cana-6199	179	13	”	"	PUNCT
cana-6199	179	14	visual	visual	ADJ
cana-6199	179	15	question	question	NOUN
cana-6199	179	16	answering	answer	VERB
cana-6199	179	17	in	in	ADP
cana-6199	179	18	the	the	DET
cana-6199	179	19	medical	medical	ADJ
cana-6199	179	20	domain	domain	NOUN
cana-6199	179	21	,	,	PUNCT
cana-6199	179	22	”	"	PUNCT
cana-6199	179	23	in	in	ADP
cana-6199	179	24	international	international	ADJ
cana-6199	179	25	conference	conference	NOUN
cana-6199	179	26	on	on	ADP
cana-6199	179	27	digital	digital	ADJ
cana-6199	179	28	image	image	NOUN
cana-6199	179	29	computing	computing	NOUN
cana-6199	179	30	:	:	PUNCT
cana-6199	179	31	techniques	technique	NOUN
cana-6199	179	32	and	and	CCONJ
cana-6199	179	33	applications	application	NOUN
cana-6199	179	34	(	(	PUNCT
cana-6199	179	35	dicta	dicta	ADJ
cana-6199	179	36	)	)	PUNCT
cana-6199	179	37	,	,	PUNCT
cana-6199	179	38	2023	2023	NUM
cana-6199	179	39	,	,	PUNCT
cana-6199	179	40	pp	pp	ADJ
cana-6199	179	41	.	.	PUNCT
cana-6199	180	1	379–386	379–386	NUM
cana-6199	180	2	.	.	PUNCT