id	sid	tid	token	lemma	pos
easat-7709	1	1	edelweiss	edelweiss	PROPN
easat-7709	1	2	applied	apply	VERB
easat-7709	1	3	science	science	NOUN
easat-7709	1	4	and	and	CCONJ
easat-7709	1	5	technology	technology	NOUN
easat-7709	1	6	issn	issn	PROPN
easat-7709	1	7	:	:	PUNCT
easat-7709	1	8	2576	2576	NUM
easat-7709	1	9	-	-	SYM
easat-7709	1	10	8484	8484	NUM
easat-7709	1	11	vol	vol	NOUN
easat-7709	1	12	.	.	PROPN
easat-7709	2	1	9	9	NUM
easat-7709	2	2	,	,	PUNCT
easat-7709	2	3	no	no	INTJ
easat-7709	2	4	.	.	NOUN
easat-7709	2	5	5	5	NUM
easat-7709	2	6	,	,	PUNCT
easat-7709	2	7	3383	3383	NUM
easat-7709	2	8	-	-	SYM
easat-7709	2	9	3396	3396	NUM
easat-7709	2	10	2025	2025	NUM
easat-7709	2	11	publisher	publisher	NOUN
easat-7709	2	12	:	:	PUNCT
easat-7709	2	13	learning	learn	VERB
easat-7709	2	14	gate	gate	NOUN
easat-7709	2	15	doi	doi	PROPN
easat-7709	2	16	:	:	PUNCT
easat-7709	2	17	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	2	18	©	©	ADP
easat-7709	2	19	2025	2025	NUM
easat-7709	2	20	by	by	ADP
easat-7709	2	21	the	the	DET
easat-7709	2	22	authors	author	NOUN
easat-7709	2	23	;	;	PUNCT
easat-7709	2	24	licensee	licensee	PROPN
easat-7709	2	25	learning	learning	NOUN
easat-7709	2	26	gate	gate	NOUN
easat-7709	3	1	©	©	PROPN
easat-7709	3	2	2025	2025	NUM
easat-7709	3	3	by	by	ADP
easat-7709	3	4	the	the	DET
easat-7709	3	5	authors	author	NOUN
easat-7709	3	6	;	;	PUNCT
easat-7709	3	7	licensee	licensee	PROPN
easat-7709	3	8	learning	learning	NOUN
easat-7709	3	9	gate	gate	NOUN
easat-7709	3	10	history	history	NOUN
easat-7709	3	11	:	:	PUNCT
easat-7709	3	12	received	receive	VERB
easat-7709	3	13	:	:	PUNCT
easat-7709	3	14	20	20	NUM
easat-7709	3	15	march	march	NOUN
easat-7709	3	16	2025	2025	NUM
easat-7709	3	17	;	;	PUNCT
easat-7709	3	18	revised	revise	VERB
easat-7709	3	19	:	:	PUNCT
easat-7709	3	20	8	8	NUM
easat-7709	3	21	may	may	PROPN
easat-7709	3	22	2025	2025	NUM
easat-7709	3	23	;	;	PUNCT
easat-7709	3	24	accepted	accept	VERB
easat-7709	3	25	:	:	PUNCT
easat-7709	3	26	12	12	NUM
easat-7709	3	27	may	may	PROPN
easat-7709	3	28	2025	2025	NUM
easat-7709	3	29	;	;	PUNCT
easat-7709	3	30	published	publish	VERB
easat-7709	3	31	:	:	PUNCT
easat-7709	4	1	31	31	NUM
easat-7709	4	2	may	may	PROPN
easat-7709	4	3	2025	2025	NUM
easat-7709	4	4	*	*	PUNCT
easat-7709	4	5	correspondence	correspondence	NOUN
easat-7709	4	6	:	:	PUNCT
easat-7709	4	7	xy13618391589@gmail.com	xy13618391589@gmail.com	X
easat-7709	5	1	network	network	NOUN
easat-7709	5	2	mining	mining	NOUN
easat-7709	5	3	of	of	ADP
easat-7709	5	4	character	character	NOUN
easat-7709	5	5	relationships	relationship	NOUN
easat-7709	5	6	in	in	ADP
easat-7709	5	7	novels	novel	NOUN
easat-7709	5	8	and	and	CCONJ
easat-7709	5	9	algorithm	algorithm	NOUN
easat-7709	5	10	for	for	ADP
easat-7709	5	11	shaping	shape	VERB
easat-7709	5	12	character	character	NOUN
easat-7709	5	13	relationships	relationship	NOUN
easat-7709	5	14	in	in	ADP
easat-7709	5	15	tv	tv	NOUN
easat-7709	5	16	dramas	drama	NOUN
easat-7709	5	17	xiang	xiang	PROPN
easat-7709	5	18	yang1	yang1	PROPN
easat-7709	5	19	*	*	PROPN
easat-7709	5	20	,	,	PUNCT
easat-7709	5	21	ahmad	ahmad	PROPN
easat-7709	5	22	hisham	hisham	PROPN
easat-7709	5	23	bin	bin	PROPN
easat-7709	5	24	zainal	zainal	PROPN
easat-7709	5	25	abidin2	abidin2	PROPN
easat-7709	6	1	1,2college	1,2college	NUM
easat-7709	6	2	of	of	ADP
easat-7709	6	3	arts	art	NOUN
easat-7709	6	4	and	and	CCONJ
easat-7709	6	5	sciences，universiti	sciences，universiti	NUM
easat-7709	6	6	utara	utara	NOUN
easat-7709	6	7	malaysia，06010，uum	malaysia，06010，uum	PROPN
easat-7709	6	8	sintok	sintok	PROPN
easat-7709	6	9	kedah	kedah	PROPN
easat-7709	6	10	darul	darul	PROPN
easat-7709	6	11	aman	aman	PROPN
easat-7709	6	12	,	,	PUNCT
easat-7709	6	13	malaysia	malaysia	PROPN
easat-7709	6	14	;	;	PUNCT
easat-7709	6	15	xy13618391589@gmail.com	xy13618391589@gmail.com	X
easat-7709	6	16	(	(	PUNCT
easat-7709	6	17	x.y	x.y	PROPN
easat-7709	6	18	.	.	PROPN
easat-7709	6	19	)	)	PUNCT
easat-7709	6	20	hishamza@uum.edu.my	hishamza@uum.edu.my	NOUN
easat-7709	6	21	(	(	PUNCT
easat-7709	6	22	a.h.b.z.a	a.h.b.z.a	NOUN
easat-7709	6	23	.	.	PUNCT
easat-7709	6	24	)	)	PUNCT
easat-7709	6	25	.	.	PUNCT
easat-7709	7	1	abstract	abstract	ADJ
easat-7709	7	2	:	:	PUNCT
easat-7709	7	3	character	character	NOUN
easat-7709	7	4	relationships	relationship	NOUN
easat-7709	7	5	are	be	AUX
easat-7709	7	6	central	central	ADJ
easat-7709	7	7	to	to	ADP
easat-7709	7	8	narrative	narrative	VERB
easat-7709	7	9	understanding	understanding	NOUN
easat-7709	7	10	in	in	ADP
easat-7709	7	11	both	both	CCONJ
easat-7709	7	12	literature	literature	NOUN
easat-7709	7	13	and	and	CCONJ
easat-7709	7	14	screenwriting	screenwriting	NOUN
easat-7709	7	15	.	.	PUNCT
easat-7709	8	1	however	however	ADV
easat-7709	8	2	,	,	PUNCT
easat-7709	8	3	differences	difference	NOUN
easat-7709	8	4	in	in	ADP
easat-7709	8	5	storytelling	storytelling	NOUN
easat-7709	8	6	between	between	ADP
easat-7709	8	7	novels	novel	NOUN
easat-7709	8	8	and	and	CCONJ
easat-7709	8	9	television	television	NOUN
easat-7709	8	10	dramas	drama	NOUN
easat-7709	8	11	pose	pose	VERB
easat-7709	8	12	unique	unique	ADJ
easat-7709	8	13	challenges	challenge	NOUN
easat-7709	8	14	for	for	ADP
easat-7709	8	15	algorithmic	algorithmic	ADJ
easat-7709	8	16	modeling	modeling	NOUN
easat-7709	8	17	.	.	PUNCT
easat-7709	9	1	this	this	DET
easat-7709	9	2	paper	paper	NOUN
easat-7709	9	3	proposes	propose	VERB
easat-7709	9	4	rkgccba	rkgccba	NOUN
easat-7709	9	5	(	(	PUNCT
easat-7709	9	6	role	role	NOUN
easat-7709	9	7	knowledge	knowledge	NOUN
easat-7709	9	8	graph	graph	NOUN
easat-7709	9	9	-	-	PUNCT
easat-7709	9	10	assisted	assist	VERB
easat-7709	9	11	correction	correction	NOUN
easat-7709	9	12	and	and	CCONJ
easat-7709	9	13	context	context	NOUN
easat-7709	9	14	-	-	PUNCT
easat-7709	9	15	block	block	NOUN
easat-7709	9	16	attention	attention	NOUN
easat-7709	9	17	)	)	PUNCT
easat-7709	9	18	,	,	PUNCT
easat-7709	9	19	a	a	DET
easat-7709	9	20	novel	novel	ADJ
easat-7709	9	21	model	model	NOUN
easat-7709	9	22	for	for	ADP
easat-7709	9	23	automating	automate	VERB
easat-7709	9	24	character	character	NOUN
easat-7709	9	25	relationship	relationship	NOUN
easat-7709	9	26	modeling	modeling	NOUN
easat-7709	9	27	across	across	ADP
easat-7709	9	28	narrative	narrative	NOUN
easat-7709	9	29	texts	text	NOUN
easat-7709	9	30	.	.	PUNCT
easat-7709	10	1	rkgccba	rkgccba	PROPN
easat-7709	10	2	integrates	integrate	NOUN
easat-7709	10	3	a	a	DET
easat-7709	10	4	role	role	NOUN
easat-7709	10	5	knowledge	knowledge	NOUN
easat-7709	10	6	graph	graph	NOUN
easat-7709	10	7	to	to	PART
easat-7709	10	8	incorporate	incorporate	VERB
easat-7709	10	9	inter	inter	ADJ
easat-7709	10	10	-	-	ADJ
easat-7709	10	11	character	character	ADJ
easat-7709	10	12	relationship	relationship	NOUN
easat-7709	10	13	knowledge	knowledge	NOUN
easat-7709	10	14	and	and	CCONJ
easat-7709	10	15	a	a	DET
easat-7709	10	16	context	context	NOUN
easat-7709	10	17	-	-	PUNCT
easat-7709	10	18	block	block	NOUN
easat-7709	10	19	attention	attention	NOUN
easat-7709	10	20	mechanism	mechanism	NOUN
easat-7709	10	21	that	that	PRON
easat-7709	10	22	dynamically	dynamically	ADV
easat-7709	10	23	focuses	focus	VERB
easat-7709	10	24	on	on	ADP
easat-7709	10	25	relevant	relevant	ADJ
easat-7709	10	26	dialogue	dialogue	NOUN
easat-7709	10	27	context	context	NOUN
easat-7709	10	28	to	to	PART
easat-7709	10	29	improve	improve	VERB
easat-7709	10	30	speaker	speaker	NOUN
easat-7709	10	31	attribution	attribution	NOUN
easat-7709	10	32	accuracy	accuracy	NOUN
easat-7709	10	33	.	.	PUNCT
easat-7709	11	1	we	we	PRON
easat-7709	11	2	evaluate	evaluate	VERB
easat-7709	11	3	rkgccba	rkgccba	NOUN
easat-7709	11	4	on	on	ADP
easat-7709	11	5	corpora	corpora	PROPN
easat-7709	11	6	from	from	ADP
easat-7709	11	7	both	both	DET
easat-7709	11	8	media	medium	NOUN
easat-7709	11	9	(	(	PUNCT
easat-7709	11	10	novels	novel	NOUN
easat-7709	11	11	and	and	CCONJ
easat-7709	11	12	tv	tv	NOUN
easat-7709	11	13	drama	drama	NOUN
easat-7709	11	14	scripts	script	NOUN
easat-7709	11	15	)	)	PUNCT
easat-7709	11	16	,	,	PUNCT
easat-7709	11	17	conducting	conduct	VERB
easat-7709	11	18	a	a	DET
easat-7709	11	19	cross	cross	ADJ
easat-7709	11	20	-	-	ADJ
easat-7709	11	21	media	media	ADJ
easat-7709	11	22	comparative	comparative	ADJ
easat-7709	11	23	analysis	analysis	NOUN
easat-7709	11	24	of	of	ADP
easat-7709	11	25	character	character	NOUN
easat-7709	11	26	relationship	relationship	NOUN
easat-7709	11	27	extraction	extraction	NOUN
easat-7709	11	28	.	.	PUNCT
easat-7709	12	1	experimental	experimental	ADJ
easat-7709	12	2	results	result	NOUN
easat-7709	12	3	demonstrate	demonstrate	VERB
easat-7709	12	4	that	that	SCONJ
easat-7709	12	5	rkgccba	rkgccba	NOUN
easat-7709	12	6	outperforms	outperform	VERB
easat-7709	12	7	baseline	baseline	ADJ
easat-7709	12	8	methods	method	NOUN
easat-7709	12	9	in	in	ADP
easat-7709	12	10	dialogue	dialogue	NOUN
easat-7709	12	11	speaker	speaker	NOUN
easat-7709	12	12	identification	identification	NOUN
easat-7709	12	13	tasks	task	NOUN
easat-7709	12	14	on	on	ADP
easat-7709	12	15	both	both	DET
easat-7709	12	16	media	medium	NOUN
easat-7709	12	17	.	.	PUNCT
easat-7709	13	1	moreover	moreover	ADV
easat-7709	13	2	,	,	PUNCT
easat-7709	13	3	the	the	DET
easat-7709	13	4	comparative	comparative	ADJ
easat-7709	13	5	evaluation	evaluation	NOUN
easat-7709	13	6	highlights	highlight	VERB
easat-7709	13	7	key	key	ADJ
easat-7709	13	8	narrative	narrative	NOUN
easat-7709	13	9	differences	difference	NOUN
easat-7709	13	10	between	between	ADP
easat-7709	13	11	prose	prose	ADJ
easat-7709	13	12	novels	novel	NOUN
easat-7709	13	13	and	and	CCONJ
easat-7709	13	14	scripted	script	VERB
easat-7709	13	15	dramas	drama	NOUN
easat-7709	13	16	,	,	PUNCT
easat-7709	13	17	underscoring	underscore	VERB
easat-7709	13	18	the	the	DET
easat-7709	13	19	importance	importance	NOUN
easat-7709	13	20	of	of	ADP
easat-7709	13	21	tailored	tailored	ADJ
easat-7709	13	22	context	context	NOUN
easat-7709	13	23	modeling	modeling	NOUN
easat-7709	13	24	and	and	CCONJ
easat-7709	13	25	confirming	confirm	VERB
easat-7709	13	26	the	the	DET
easat-7709	13	27	approach	approach	NOUN
easat-7709	13	28	’s	’s	PART
easat-7709	13	29	broad	broad	ADJ
easat-7709	13	30	applicability	applicability	NOUN
easat-7709	13	31	to	to	PART
easat-7709	13	32	diverse	diverse	VERB
easat-7709	13	33	storytelling	storytelling	NOUN
easat-7709	13	34	formats	format	NOUN
easat-7709	13	35	.	.	PUNCT
easat-7709	14	1	keywords	keyword	NOUN
easat-7709	14	2	:	:	PUNCT
easat-7709	14	3	character	character	NOUN
easat-7709	14	4	relationship	relationship	NOUN
easat-7709	14	5	modeling	modeling	NOUN
easat-7709	14	6	,	,	PUNCT
easat-7709	14	7	context	context	NOUN
easat-7709	14	8	-	-	PUNCT
easat-7709	14	9	block	block	NOUN
easat-7709	14	10	attention	attention	NOUN
easat-7709	14	11	,	,	PUNCT
easat-7709	14	12	cross	cross	ADJ
easat-7709	14	13	-	-	ADJ
easat-7709	14	14	media	media	ADJ
easat-7709	14	15	analysis	analysis	NOUN
easat-7709	14	16	,	,	PUNCT
easat-7709	14	17	role	role	NOUN
easat-7709	14	18	knowledge	knowledge	NOUN
easat-7709	14	19	graph	graph	NOUN
easat-7709	14	20	.	.	PUNCT
easat-7709	15	1	1	1	X
easat-7709	15	2	.	.	X
easat-7709	15	3	introduction	introduction	NOUN
easat-7709	15	4	character	character	NOUN
easat-7709	15	5	relationships	relationship	NOUN
easat-7709	15	6	play	play	VERB
easat-7709	15	7	a	a	DET
easat-7709	15	8	central	central	ADJ
easat-7709	15	9	role	role	NOUN
easat-7709	15	10	in	in	ADP
easat-7709	15	11	narrative	narrative	ADJ
easat-7709	15	12	storytelling	storytelling	NOUN
easat-7709	15	13	,	,	PUNCT
easat-7709	15	14	profoundly	profoundly	ADV
easat-7709	15	15	shaping	shape	VERB
easat-7709	15	16	plot	plot	NOUN
easat-7709	15	17	development	development	NOUN
easat-7709	15	18	and	and	CCONJ
easat-7709	15	19	audience	audience	NOUN
easat-7709	15	20	engagement	engagement	NOUN
easat-7709	15	21	[	[	X
easat-7709	15	22	1	1	NUM
easat-7709	15	23	,	,	PUNCT
easat-7709	15	24	2	2	NUM
easat-7709	15	25	]	]	PUNCT
easat-7709	15	26	.	.	PUNCT
easat-7709	16	1	in	in	ADP
easat-7709	16	2	both	both	CCONJ
easat-7709	16	3	literature	literature	NOUN
easat-7709	16	4	and	and	CCONJ
easat-7709	16	5	screen	screen	NOUN
easat-7709	16	6	media	medium	NOUN
easat-7709	16	7	,	,	PUNCT
easat-7709	16	8	the	the	DET
easat-7709	16	9	interactions	interaction	NOUN
easat-7709	16	10	among	among	ADP
easat-7709	16	11	characters	character	NOUN
easat-7709	16	12	form	form	VERB
easat-7709	16	13	the	the	DET
easat-7709	16	14	backbone	backbone	NOUN
easat-7709	16	15	of	of	ADP
easat-7709	16	16	the	the	DET
easat-7709	16	17	story	story	NOUN
easat-7709	16	18	world	world	NOUN
easat-7709	16	19	,	,	PUNCT
easat-7709	16	20	influencing	influence	VERB
easat-7709	16	21	how	how	SCONJ
easat-7709	16	22	readers	reader	NOUN
easat-7709	16	23	or	or	CCONJ
easat-7709	16	24	viewers	viewer	NOUN
easat-7709	16	25	understand	understand	VERB
easat-7709	16	26	and	and	CCONJ
easat-7709	16	27	connect	connect	VERB
easat-7709	16	28	with	with	ADP
easat-7709	16	29	the	the	DET
easat-7709	16	30	narrative	narrative	NOUN
easat-7709	16	31	.	.	PUNCT
easat-7709	17	1	computationally	computationally	ADV
easat-7709	17	2	,	,	PUNCT
easat-7709	17	3	these	these	DET
easat-7709	17	4	interactions	interaction	NOUN
easat-7709	17	5	can	can	AUX
easat-7709	17	6	be	be	AUX
easat-7709	17	7	represented	represent	VERB
easat-7709	17	8	as	as	ADP
easat-7709	17	9	character	character	NOUN
easat-7709	17	10	networks	network	NOUN
easat-7709	17	11	–	–	PUNCT
easat-7709	17	12	graphs	graph	NOUN
easat-7709	17	13	where	where	SCONJ
easat-7709	17	14	nodes	node	NOUN
easat-7709	17	15	are	be	AUX
easat-7709	17	16	characters	character	NOUN
easat-7709	17	17	and	and	CCONJ
easat-7709	17	18	edges	edge	NOUN
easat-7709	17	19	represent	represent	VERB
easat-7709	17	20	relationships	relationship	NOUN
easat-7709	17	21	or	or	CCONJ
easat-7709	17	22	interactions	interaction	NOUN
easat-7709	17	23	.	.	PUNCT
easat-7709	18	1	analyzing	analyze	VERB
easat-7709	18	2	such	such	ADJ
easat-7709	18	3	networks	network	NOUN
easat-7709	18	4	has	have	AUX
easat-7709	18	5	proven	prove	VERB
easat-7709	18	6	useful	useful	ADJ
easat-7709	18	7	for	for	ADP
easat-7709	18	8	a	a	DET
easat-7709	18	9	range	range	NOUN
easat-7709	18	10	of	of	ADP
easat-7709	18	11	narrative	narrative	NOUN
easat-7709	18	12	understanding	understanding	NOUN
easat-7709	18	13	tasks	task	NOUN
easat-7709	18	14	.	.	PUNCT
easat-7709	19	1	for	for	ADP
easat-7709	19	2	example	example	NOUN
easat-7709	19	3	,	,	PUNCT
easat-7709	19	4	character	character	NOUN
easat-7709	19	5	network	network	NOUN
easat-7709	19	6	analysis	analysis	NOUN
easat-7709	19	7	has	have	AUX
easat-7709	19	8	been	be	AUX
easat-7709	19	9	used	use	VERB
easat-7709	19	10	to	to	PART
easat-7709	19	11	automatically	automatically	ADV
easat-7709	19	12	summarize	summarize	VERB
easat-7709	19	13	stories	story	NOUN
easat-7709	19	14	,	,	PUNCT
easat-7709	19	15	classify	classify	VERB
easat-7709	19	16	genres	genre	NOUN
easat-7709	19	17	,	,	PUNCT
easat-7709	19	18	and	and	CCONJ
easat-7709	19	19	detect	detect	VERB
easat-7709	19	20	central	central	ADJ
easat-7709	19	21	roles	role	NOUN
easat-7709	19	22	in	in	ADP
easat-7709	19	23	narratives	narrative	NOUN
easat-7709	19	24	[	[	X
easat-7709	19	25	1	1	NUM
easat-7709	19	26	]	]	PUNCT
easat-7709	19	27	.	.	PUNCT
easat-7709	20	1	the	the	DET
easat-7709	20	2	significance	significance	NOUN
easat-7709	20	3	of	of	ADP
easat-7709	20	4	character	character	NOUN
easat-7709	20	5	networks	network	NOUN
easat-7709	20	6	is	be	AUX
easat-7709	20	7	evident	evident	ADJ
easat-7709	20	8	across	across	ADP
easat-7709	20	9	mediums	medium	NOUN
easat-7709	20	10	:	:	PUNCT
easat-7709	20	11	in	in	ADP
easat-7709	20	12	works	work	NOUN
easat-7709	20	13	of	of	ADP
easat-7709	20	14	fiction	fiction	NOUN
easat-7709	20	15	like	like	ADP
easat-7709	20	16	novels	novel	NOUN
easat-7709	20	17	,	,	PUNCT
easat-7709	20	18	plays	play	NOUN
easat-7709	20	19	,	,	PUNCT
easat-7709	20	20	and	and	CCONJ
easat-7709	20	21	films	film	NOUN
easat-7709	20	22	,	,	PUNCT
easat-7709	20	23	leveraging	leverage	VERB
easat-7709	20	24	character	character	NOUN
easat-7709	20	25	relationship	relationship	NOUN
easat-7709	20	26	graphs	graph	NOUN
easat-7709	20	27	can	can	AUX
easat-7709	20	28	reveal	reveal	VERB
easat-7709	20	29	hidden	hidden	ADJ
easat-7709	20	30	structures	structure	NOUN
easat-7709	20	31	and	and	CCONJ
easat-7709	20	32	support	support	NOUN
easat-7709	20	33	applications	application	NOUN
easat-7709	20	34	such	such	ADJ
easat-7709	20	35	as	as	ADP
easat-7709	20	36	information	information	NOUN
easat-7709	20	37	retrieval	retrieval	NOUN
easat-7709	20	38	and	and	CCONJ
easat-7709	20	39	recommendation	recommendation	NOUN
easat-7709	20	40	systems	system	NOUN
easat-7709	20	41	for	for	ADP
easat-7709	20	42	storytelling	storytelle	VERB
easat-7709	20	43	content	content	NOUN
easat-7709	20	44	[	[	X
easat-7709	20	45	1	1	NUM
easat-7709	20	46	]	]	PUNCT
easat-7709	20	47	.	.	PUNCT
easat-7709	21	1	however	however	ADV
easat-7709	21	2	,	,	PUNCT
easat-7709	21	3	novels	novel	NOUN
easat-7709	21	4	and	and	CCONJ
easat-7709	21	5	television	television	NOUN
easat-7709	21	6	dramas	drama	NOUN
easat-7709	21	7	present	present	VERB
easat-7709	21	8	different	different	ADJ
easat-7709	21	9	challenges	challenge	NOUN
easat-7709	21	10	for	for	ADP
easat-7709	21	11	modeling	model	VERB
easat-7709	21	12	character	character	NOUN
easat-7709	21	13	relationships	relationship	NOUN
easat-7709	21	14	,	,	PUNCT
easat-7709	21	15	due	due	ADP
easat-7709	21	16	to	to	ADP
easat-7709	21	17	the	the	DET
easat-7709	21	18	inherent	inherent	ADJ
easat-7709	21	19	differences	difference	NOUN
easat-7709	21	20	in	in	ADP
easat-7709	21	21	how	how	SCONJ
easat-7709	21	22	narratives	narrative	NOUN
easat-7709	21	23	are	be	AUX
easat-7709	21	24	conveyed	convey	VERB
easat-7709	21	25	through	through	ADP
easat-7709	21	26	text	text	NOUN
easat-7709	21	27	versus	versus	ADP
easat-7709	21	28	audiovisual	audiovisual	ADJ
easat-7709	21	29	storytelling	storytelling	NOUN
easat-7709	21	30	[	[	X
easat-7709	21	31	2	2	NUM
easat-7709	21	32	]	]	PUNCT
easat-7709	21	33	.	.	PUNCT
easat-7709	22	1	this	this	DET
easat-7709	22	2	chapter	chapter	NOUN
easat-7709	22	3	provides	provide	VERB
easat-7709	22	4	an	an	DET
easat-7709	22	5	overview	overview	NOUN
easat-7709	22	6	of	of	ADP
easat-7709	22	7	existing	exist	VERB
easat-7709	22	8	character	character	NOUN
easat-7709	22	9	relationship	relationship	NOUN
easat-7709	22	10	modeling	model	VERB
easat-7709	22	11	techniques	technique	NOUN
easat-7709	22	12	in	in	ADP
easat-7709	22	13	novels	novel	NOUN
easat-7709	22	14	and	and	CCONJ
easat-7709	22	15	in	in	ADP
easat-7709	22	16	film	film	NOUN
easat-7709	22	17	/	/	SYM
easat-7709	22	18	tv	tv	NOUN
easat-7709	22	19	dramas	drama	NOUN
easat-7709	22	20	,	,	PUNCT
easat-7709	22	21	discusses	discuss	VERB
easat-7709	22	22	the	the	DET
easat-7709	22	23	gap	gap	NOUN
easat-7709	22	24	between	between	ADP
easat-7709	22	25	these	these	DET
easat-7709	22	26	two	two	NUM
easat-7709	22	27	domains	domain	NOUN
easat-7709	22	28	,	,	PUNCT
easat-7709	22	29	and	and	CCONJ
easat-7709	22	30	outlines	outline	VERB
easat-7709	22	31	the	the	DET
easat-7709	22	32	contributions	contribution	NOUN
easat-7709	22	33	of	of	ADP
easat-7709	22	34	our	our	PRON
easat-7709	22	35	comparative	comparative	ADJ
easat-7709	22	36	study	study	NOUN
easat-7709	22	37	.	.	PUNCT
easat-7709	23	1	in	in	ADP
easat-7709	23	2	the	the	DET
easat-7709	23	3	text	text	NOUN
easat-7709	23	4	domain	domain	NOUN
easat-7709	23	5	,	,	PUNCT
easat-7709	23	6	extensive	extensive	ADJ
easat-7709	23	7	research	research	NOUN
easat-7709	23	8	has	have	AUX
easat-7709	23	9	explored	explore	VERB
easat-7709	23	10	the	the	DET
easat-7709	23	11	extraction	extraction	NOUN
easat-7709	23	12	and	and	CCONJ
easat-7709	23	13	analysis	analysis	NOUN
easat-7709	23	14	of	of	ADP
easat-7709	23	15	character	character	NOUN
easat-7709	23	16	networks	network	NOUN
easat-7709	23	17	from	from	ADP
easat-7709	23	18	novels	novel	NOUN
easat-7709	23	19	.	.	PUNCT
easat-7709	24	1	early	early	ADJ
easat-7709	24	2	studies	study	NOUN
easat-7709	24	3	introduced	introduce	VERB
easat-7709	24	4	methods	method	NOUN
easat-7709	24	5	to	to	PART
easat-7709	24	6	automatically	automatically	ADV
easat-7709	24	7	identify	identify	VERB
easat-7709	24	8	characters	character	NOUN
easat-7709	24	9	and	and	CCONJ
easat-7709	24	10	construct	construct	VERB
easat-7709	24	11	social	social	ADJ
easat-7709	24	12	networks	network	NOUN
easat-7709	24	13	from	from	ADP
easat-7709	24	14	literary	literary	ADJ
easat-7709	24	15	narratives	narrative	NOUN
easat-7709	24	16	.	.	PUNCT
easat-7709	25	1	for	for	ADP
easat-7709	25	2	instance	instance	NOUN
easat-7709	25	3	,	,	PUNCT
easat-7709	25	4	elson	elson	PROPN
easat-7709	25	5	,	,	PUNCT
easat-7709	25	6	et	et	PROPN
easat-7709	25	7	al	al	PROPN
easat-7709	25	8	.	.	PUNCT
easat-7709	26	1	[	[	X
easat-7709	26	2	3	3	X
easat-7709	26	3	]	]	PUNCT
easat-7709	26	4	pioneered	pioneer	VERB
easat-7709	26	5	the	the	DET
easat-7709	26	6	extraction	extraction	NOUN
easat-7709	26	7	of	of	ADP
easat-7709	26	8	social	social	ADJ
easat-7709	26	9	networks	network	NOUN
easat-7709	26	10	from	from	ADP
easat-7709	26	11	19th	19th	ADJ
easat-7709	26	12	-	-	PUNCT
easat-7709	26	13	century	century	NOUN
easat-7709	26	14	novels	novel	NOUN
easat-7709	26	15	by	by	ADP
easat-7709	26	16	detecting	detect	VERB
easat-7709	26	17	character	character	NOUN
easat-7709	26	18	mentions	mention	NOUN
easat-7709	26	19	and	and	CCONJ
easat-7709	26	20	interactions	interaction	NOUN
easat-7709	26	21	in	in	ADP
easat-7709	26	22	text	text	NOUN
easat-7709	26	23	,	,	PUNCT
easat-7709	26	24	and	and	CCONJ
easat-7709	26	25	agarwal	agarwal	PROPN
easat-7709	26	26	,	,	PUNCT
easat-7709	26	27	et	et	PROPN
easat-7709	26	28	al	al	PROPN
easat-7709	26	29	.	.	PUNCT
easat-7709	27	1	[	[	X
easat-7709	27	2	4	4	NUM
easat-7709	27	3	]	]	PUNCT
easat-7709	27	4	later	later	ADV
easat-7709	27	5	developed	develop	VERB
easat-7709	27	6	an	an	DET
easat-7709	27	7	approach	approach	NOUN
easat-7709	27	8	to	to	PART
easat-7709	27	9	derive	derive	VERB
easat-7709	27	10	a	a	DET
easat-7709	27	11	character	character	NOUN
easat-7709	27	12	https://orcid.org/0009-0005-6896-9314	https://orcid.org/0009-0005-6896-9314	NOUN
easat-7709	27	13	3384	3384	NUM
easat-7709	27	14	edelweiss	edelweiss	PROPN
easat-7709	27	15	applied	apply	VERB
easat-7709	27	16	science	science	NOUN
easat-7709	27	17	and	and	CCONJ
easat-7709	27	18	technology	technology	NOUN
easat-7709	27	19	issn	issn	PROPN
easat-7709	27	20	:	:	PUNCT
easat-7709	27	21	2576	2576	NUM
easat-7709	27	22	-	-	SYM
easat-7709	27	23	8484	8484	NUM
easat-7709	27	24	vol	vol	NOUN
easat-7709	27	25	.	.	PROPN
easat-7709	28	1	9	9	NUM
easat-7709	28	2	,	,	PUNCT
easat-7709	28	3	no	no	INTJ
easat-7709	28	4	.	.	NOUN
easat-7709	28	5	5	5	NUM
easat-7709	28	6	:	:	SYM
easat-7709	28	7	3383	3383	NUM
easat-7709	28	8	-	-	SYM
easat-7709	28	9	3396	3396	NUM
easat-7709	28	10	,	,	PUNCT
easat-7709	28	11	2025	2025	NUM
easat-7709	28	12	doi	doi	NOUN
easat-7709	28	13	:	:	PUNCT
easat-7709	28	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	28	15	©	©	ADP
easat-7709	28	16	2025	2025	NUM
easat-7709	28	17	by	by	ADP
easat-7709	28	18	the	the	DET
easat-7709	28	19	authors	author	NOUN
easat-7709	28	20	;	;	PUNCT
easat-7709	29	1	licensee	licensee	PROPN
easat-7709	29	2	learning	learn	VERB
easat-7709	29	3	gate	gate	NOUN
easat-7709	29	4	interaction	interaction	NOUN
easat-7709	29	5	graph	graph	NOUN
easat-7709	29	6	from	from	ADP
easat-7709	29	7	literary	literary	ADJ
easat-7709	29	8	text	text	NOUN
easat-7709	29	9	(	(	PUNCT
easat-7709	29	10	e.g.	e.g.	ADV
easat-7709	29	11	,	,	PUNCT
easat-7709	29	12	alice	alice	PROPN
easat-7709	29	13	in	in	ADP
easat-7709	29	14	wonderland	wonderland	PROPN
easat-7709	29	15	)	)	PUNCT
easat-7709	29	16	.	.	PUNCT
easat-7709	30	1	in	in	ADP
easat-7709	30	2	these	these	DET
easat-7709	30	3	approaches	approach	NOUN
easat-7709	30	4	,	,	PUNCT
easat-7709	30	5	characters	character	NOUN
easat-7709	30	6	are	be	AUX
easat-7709	30	7	typically	typically	ADV
easat-7709	30	8	identified	identify	VERB
easat-7709	30	9	via	via	ADP
easat-7709	30	10	named	name	VERB
easat-7709	30	11	entity	entity	NOUN
easat-7709	30	12	recognition	recognition	NOUN
easat-7709	30	13	or	or	CCONJ
easat-7709	30	14	coreference	coreference	NOUN
easat-7709	30	15	resolution	resolution	NOUN
easat-7709	30	16	,	,	PUNCT
easat-7709	30	17	and	and	CCONJ
easat-7709	30	18	interactions	interaction	NOUN
easat-7709	30	19	are	be	AUX
easat-7709	30	20	inferred	infer	VERB
easat-7709	30	21	from	from	ADP
easat-7709	30	22	cues	cue	NOUN
easat-7709	30	23	like	like	ADP
easat-7709	30	24	co	co	NOUN
easat-7709	30	25	-	-	NOUN
easat-7709	30	26	occurrence	occurrence	NOUN
easat-7709	30	27	in	in	ADP
easat-7709	30	28	the	the	DET
easat-7709	30	29	same	same	ADJ
easat-7709	30	30	scene	scene	NOUN
easat-7709	30	31	or	or	CCONJ
easat-7709	30	32	direct	direct	ADJ
easat-7709	30	33	dialogues	dialogue	NOUN
easat-7709	30	34	[	[	X
easat-7709	30	35	3	3	NUM
easat-7709	30	36	,	,	PUNCT
easat-7709	30	37	4	4	NUM
easat-7709	30	38	]	]	PUNCT
easat-7709	30	39	.	.	PUNCT
easat-7709	31	1	once	once	ADV
easat-7709	31	2	constructed	construct	VERB
easat-7709	31	3	,	,	PUNCT
easat-7709	31	4	such	such	ADJ
easat-7709	31	5	networks	network	NOUN
easat-7709	31	6	enable	enable	VERB
easat-7709	31	7	quantitative	quantitative	ADJ
easat-7709	31	8	analysis	analysis	NOUN
easat-7709	31	9	of	of	ADP
easat-7709	31	10	literature	literature	NOUN
easat-7709	31	11	.	.	PUNCT
easat-7709	32	1	for	for	ADP
easat-7709	32	2	example	example	NOUN
easat-7709	32	3	,	,	PUNCT
easat-7709	32	4	waumans	wauman	NOUN
easat-7709	32	5	,	,	PUNCT
easat-7709	32	6	et	et	PROPN
easat-7709	32	7	al	al	PROPN
easat-7709	32	8	.	.	PUNCT
easat-7709	33	1	[	[	X
easat-7709	33	2	5	5	NUM
easat-7709	33	3	]	]	PUNCT
easat-7709	33	4	perform	perform	VERB
easat-7709	33	5	a	a	DET
easat-7709	33	6	topological	topological	ADJ
easat-7709	33	7	analysis	analysis	NOUN
easat-7709	33	8	of	of	ADP
easat-7709	33	9	character	character	NOUN
easat-7709	33	10	networks	network	NOUN
easat-7709	33	11	across	across	ADP
easat-7709	33	12	novels	novel	NOUN
easat-7709	33	13	,	,	PUNCT
easat-7709	33	14	showing	show	VERB
easat-7709	33	15	that	that	SCONJ
easat-7709	33	16	network	network	NOUN
easat-7709	33	17	metrics	metric	NOUN
easat-7709	33	18	can	can	AUX
easat-7709	33	19	capture	capture	VERB
easat-7709	33	20	a	a	DET
easat-7709	33	21	“	"	PUNCT
easat-7709	33	22	signature	signature	NOUN
easat-7709	33	23	”	"	PUNCT
easat-7709	33	24	of	of	ADP
easat-7709	33	25	a	a	DET
easat-7709	33	26	novel	novel	NOUN
easat-7709	33	27	’s	’s	PART
easat-7709	33	28	narrative	narrative	NOUN
easat-7709	33	29	structure	structure	NOUN
easat-7709	33	30	.	.	PUNCT
easat-7709	34	1	these	these	DET
easat-7709	34	2	literary	literary	ADJ
easat-7709	34	3	character	character	NOUN
easat-7709	34	4	networks	network	NOUN
easat-7709	34	5	have	have	AUX
easat-7709	34	6	been	be	AUX
easat-7709	34	7	applied	apply	VERB
easat-7709	34	8	to	to	PART
easat-7709	34	9	identify	identify	VERB
easat-7709	34	10	protagonists	protagonist	NOUN
easat-7709	34	11	,	,	PUNCT
easat-7709	34	12	measure	measure	NOUN
easat-7709	34	13	character	character	NOUN
easat-7709	34	14	importance	importance	NOUN
easat-7709	34	15	,	,	PUNCT
easat-7709	34	16	and	and	CCONJ
easat-7709	34	17	even	even	ADV
easat-7709	34	18	distinguish	distinguish	VERB
easat-7709	34	19	different	different	ADJ
easat-7709	34	20	writing	writing	NOUN
easat-7709	34	21	styles	style	NOUN
easat-7709	34	22	or	or	CCONJ
easat-7709	34	23	genres	genre	NOUN
easat-7709	34	24	.	.	PUNCT
easat-7709	35	1	recent	recent	ADJ
easat-7709	35	2	work	work	NOUN
easat-7709	35	3	has	have	VERB
easat-7709	35	4	further	far	ADV
easat-7709	35	5	enriched	enrich	VERB
easat-7709	35	6	novel	novel	NOUN
easat-7709	35	7	-	-	PUNCT
easat-7709	35	8	based	base	VERB
easat-7709	35	9	character	character	NOUN
easat-7709	35	10	networks	network	NOUN
easat-7709	35	11	by	by	ADP
easat-7709	35	12	incorporating	incorporate	VERB
easat-7709	35	13	sentiment	sentiment	NOUN
easat-7709	35	14	and	and	CCONJ
easat-7709	35	15	other	other	ADJ
easat-7709	35	16	semantic	semantic	ADJ
easat-7709	35	17	information	information	NOUN
easat-7709	35	18	.	.	PUNCT
easat-7709	36	1	park	park	NOUN
easat-7709	36	2	,	,	PUNCT
easat-7709	36	3	et	et	PROPN
easat-7709	36	4	al	al	PROPN
easat-7709	36	5	.	.	PUNCT
easat-7709	37	1	[	[	X
easat-7709	37	2	6	6	NUM
easat-7709	37	3	]	]	PUNCT
easat-7709	37	4	for	for	ADP
easat-7709	37	5	example	example	NOUN
easat-7709	37	6	,	,	PUNCT
easat-7709	37	7	integrate	integrate	VERB
easat-7709	37	8	sentiment	sentiment	NOUN
easat-7709	37	9	analysis	analysis	NOUN
easat-7709	37	10	into	into	ADP
easat-7709	37	11	the	the	DET
easat-7709	37	12	network	network	NOUN
easat-7709	37	13	edges	edge	NOUN
easat-7709	37	14	,	,	PUNCT
easat-7709	37	15	yielding	yield	VERB
easat-7709	37	16	a	a	DET
easat-7709	37	17	sentiment	sentiment	NOUN
easat-7709	37	18	-	-	PUNCT
easat-7709	37	19	weighted	weight	VERB
easat-7709	37	20	character	character	NOUN
easat-7709	37	21	network	network	NOUN
easat-7709	37	22	that	that	PRON
easat-7709	37	23	reflects	reflect	VERB
easat-7709	37	24	the	the	DET
easat-7709	37	25	positive	positive	ADJ
easat-7709	37	26	or	or	CCONJ
easat-7709	37	27	negative	negative	ADJ
easat-7709	37	28	polarity	polarity	NOUN
easat-7709	37	29	of	of	ADP
easat-7709	37	30	character	character	NOUN
easat-7709	37	31	interactions	interaction	NOUN
easat-7709	37	32	.	.	PUNCT
easat-7709	38	1	by	by	ADP
easat-7709	38	2	modeling	model	VERB
easat-7709	38	3	not	not	PART
easat-7709	38	4	just	just	ADV
easat-7709	38	5	who	who	PRON
easat-7709	38	6	interacts	interact	VERB
easat-7709	38	7	with	with	ADP
easat-7709	38	8	whom	whom	PRON
easat-7709	38	9	but	but	CCONJ
easat-7709	38	10	how	how	SCONJ
easat-7709	38	11	those	those	DET
easat-7709	38	12	interactions	interaction	NOUN
easat-7709	38	13	are	be	AUX
easat-7709	38	14	expressed	express	VERB
easat-7709	38	15	(	(	PUNCT
easat-7709	38	16	friendship	friendship	NOUN
easat-7709	38	17	,	,	PUNCT
easat-7709	38	18	conflict	conflict	NOUN
easat-7709	38	19	,	,	PUNCT
easat-7709	38	20	etc	etc	X
easat-7709	38	21	.	.	X
easat-7709	38	22	)	)	PUNCT
easat-7709	38	23	,	,	PUNCT
easat-7709	38	24	such	such	ADJ
easat-7709	38	25	enhancements	enhancement	NOUN
easat-7709	38	26	provide	provide	VERB
easat-7709	38	27	a	a	DET
easat-7709	38	28	more	more	ADV
easat-7709	38	29	nuanced	nuanced	ADJ
easat-7709	38	30	representation	representation	NOUN
easat-7709	38	31	of	of	ADP
easat-7709	38	32	relationships	relationship	NOUN
easat-7709	38	33	in	in	ADP
easat-7709	38	34	literary	literary	ADJ
easat-7709	38	35	narratives	narrative	NOUN
easat-7709	38	36	[	[	X
easat-7709	38	37	6	6	NUM
easat-7709	38	38	]	]	PUNCT
easat-7709	38	39	.	.	PUNCT
easat-7709	39	1	overall	overall	ADJ
easat-7709	39	2	,	,	PUNCT
easat-7709	39	3	in	in	ADP
easat-7709	39	4	the	the	DET
easat-7709	39	5	novel	novel	ADJ
easat-7709	39	6	domain	domain	NOUN
easat-7709	39	7	,	,	PUNCT
easat-7709	39	8	character	character	NOUN
easat-7709	39	9	relationship	relationship	NOUN
easat-7709	39	10	modeling	modeling	NOUN
easat-7709	39	11	has	have	AUX
easat-7709	39	12	matured	mature	VERB
easat-7709	39	13	into	into	ADP
easat-7709	39	14	a	a	DET
easat-7709	39	15	range	range	NOUN
easat-7709	39	16	of	of	ADP
easat-7709	39	17	nlp	nlp	ADJ
easat-7709	39	18	techniques	technique	NOUN
easat-7709	39	19	that	that	PRON
easat-7709	39	20	extract	extract	VERB
easat-7709	39	21	social	social	ADJ
easat-7709	39	22	graphs	graph	NOUN
easat-7709	39	23	from	from	ADP
easat-7709	39	24	text	text	NOUN
easat-7709	39	25	and	and	CCONJ
easat-7709	39	26	leverage	leverage	NOUN
easat-7709	39	27	network	network	NOUN
easat-7709	39	28	analysis	analysis	NOUN
easat-7709	39	29	to	to	PART
easat-7709	39	30	deepen	deepen	VERB
easat-7709	39	31	our	our	PRON
easat-7709	39	32	understanding	understanding	NOUN
easat-7709	39	33	of	of	ADP
easat-7709	39	34	literary	literary	ADJ
easat-7709	39	35	stories	story	NOUN
easat-7709	39	36	.	.	PUNCT
easat-7709	40	1	similarly	similarly	ADV
easat-7709	40	2	,	,	PUNCT
easat-7709	40	3	researchers	researcher	NOUN
easat-7709	40	4	have	have	AUX
easat-7709	40	5	applied	apply	VERB
easat-7709	40	6	social	social	ADJ
easat-7709	40	7	network	network	NOUN
easat-7709	40	8	modeling	modeling	NOUN
easat-7709	40	9	to	to	PART
easat-7709	40	10	film	film	VERB
easat-7709	40	11	and	and	CCONJ
easat-7709	40	12	television	television	NOUN
easat-7709	40	13	narratives	narrative	NOUN
easat-7709	40	14	,	,	PUNCT
easat-7709	40	15	though	though	SCONJ
easat-7709	40	16	the	the	DET
easat-7709	40	17	multimodal	multimodal	ADJ
easat-7709	40	18	nature	nature	NOUN
easat-7709	40	19	of	of	ADP
easat-7709	40	20	these	these	DET
easat-7709	40	21	media	medium	NOUN
easat-7709	40	22	requires	require	VERB
easat-7709	40	23	different	different	ADJ
easat-7709	40	24	strategies	strategy	NOUN
easat-7709	40	25	.	.	PUNCT
easat-7709	41	1	one	one	NUM
easat-7709	41	2	of	of	ADP
easat-7709	41	3	the	the	DET
easat-7709	41	4	earliest	early	ADJ
easat-7709	41	5	frameworks	framework	NOUN
easat-7709	41	6	in	in	ADP
easat-7709	41	7	this	this	DET
easat-7709	41	8	area	area	NOUN
easat-7709	41	9	was	be	AUX
easat-7709	41	10	introduced	introduce	VERB
easat-7709	41	11	by	by	ADP
easat-7709	41	12	weng	weng	PROPN
easat-7709	41	13	,	,	PUNCT
easat-7709	41	14	et	et	PROPN
easat-7709	41	15	al	al	PROPN
easat-7709	41	16	.	.	PUNCT
easat-7709	42	1	[	[	X
easat-7709	42	2	2	2	X
easat-7709	42	3	]	]	PUNCT
easat-7709	42	4	who	who	PRON
easat-7709	42	5	proposed	propose	VERB
easat-7709	42	6	treating	treat	VERB
easat-7709	42	7	a	a	DET
easat-7709	42	8	movie	movie	NOUN
easat-7709	42	9	as	as	ADP
easat-7709	42	10	a	a	DET
easat-7709	42	11	“	"	PUNCT
easat-7709	42	12	small	small	ADJ
easat-7709	42	13	society	society	NOUN
easat-7709	42	14	”	"	PUNCT
easat-7709	42	15	of	of	ADP
easat-7709	42	16	characters	character	NOUN
easat-7709	42	17	and	and	CCONJ
easat-7709	42	18	analyzed	analyze	VERB
easat-7709	42	19	films	film	NOUN
easat-7709	42	20	through	through	ADP
easat-7709	42	21	a	a	DET
easat-7709	42	22	character	character	NOUN
easat-7709	42	23	social	social	ADJ
easat-7709	42	24	network	network	NOUN
easat-7709	42	25	called	call	VERB
easat-7709	42	26	rolenet	rolenet	PROPN
easat-7709	42	27	.	.	PUNCT
easat-7709	43	1	by	by	ADP
easat-7709	43	2	constructing	construct	VERB
easat-7709	43	3	a	a	DET
easat-7709	43	4	graph	graph	NOUN
easat-7709	43	5	of	of	ADP
easat-7709	43	6	character	character	NOUN
easat-7709	43	7	co	co	NOUN
easat-7709	43	8	-	-	NOUN
easat-7709	43	9	appearances	appearance	NOUN
easat-7709	43	10	in	in	ADP
easat-7709	43	11	scenes	scene	NOUN
easat-7709	43	12	,	,	PUNCT
easat-7709	43	13	weng	weng	PROPN
easat-7709	43	14	’s	’s	PART
easat-7709	43	15	approach	approach	NOUN
easat-7709	43	16	could	could	AUX
easat-7709	43	17	automatically	automatically	ADV
easat-7709	43	18	identify	identify	VERB
easat-7709	43	19	lead	lead	NOUN
easat-7709	43	20	characters	character	NOUN
easat-7709	43	21	and	and	CCONJ
easat-7709	43	22	communities	community	NOUN
easat-7709	43	23	in	in	ADP
easat-7709	43	24	movies	movie	NOUN
easat-7709	43	25	,	,	PUNCT
easat-7709	43	26	demonstrating	demonstrate	VERB
easat-7709	43	27	that	that	SCONJ
easat-7709	43	28	network	network	NOUN
easat-7709	43	29	analysis	analysis	NOUN
easat-7709	43	30	can	can	AUX
easat-7709	43	31	uncover	uncover	VERB
easat-7709	43	32	narrative	narrative	NOUN
easat-7709	43	33	roles	role	NOUN
easat-7709	43	34	and	and	CCONJ
easat-7709	43	35	structure	structure	NOUN
easat-7709	43	36	in	in	ADP
easat-7709	43	37	cinematic	cinematic	ADJ
easat-7709	43	38	stories	story	NOUN
easat-7709	43	39	[	[	X
easat-7709	43	40	2	2	NUM
easat-7709	43	41	]	]	PUNCT
easat-7709	43	42	.	.	PUNCT
easat-7709	44	1	building	build	VERB
easat-7709	44	2	on	on	ADP
easat-7709	44	3	such	such	ADJ
easat-7709	44	4	ideas	idea	NOUN
easat-7709	44	5	,	,	PUNCT
easat-7709	44	6	subsequent	subsequent	ADJ
easat-7709	44	7	studies	study	NOUN
easat-7709	44	8	have	have	AUX
easat-7709	44	9	refined	refine	VERB
easat-7709	44	10	the	the	DET
easat-7709	44	11	extraction	extraction	NOUN
easat-7709	44	12	of	of	ADP
easat-7709	44	13	character	character	NOUN
easat-7709	44	14	relationships	relationship	NOUN
easat-7709	44	15	from	from	ADP
easat-7709	44	16	screenplays	screenplay	NOUN
easat-7709	44	17	and	and	CCONJ
easat-7709	44	18	video	video	NOUN
easat-7709	44	19	.	.	PUNCT
easat-7709	45	1	a	a	DET
easat-7709	45	2	key	key	ADJ
easat-7709	45	3	challenge	challenge	NOUN
easat-7709	45	4	is	be	AUX
easat-7709	45	5	that	that	PRON
easat-7709	45	6	film	film	NOUN
easat-7709	45	7	and	and	CCONJ
easat-7709	45	8	tv	tv	NOUN
easat-7709	45	9	scripts	script	NOUN
easat-7709	45	10	contain	contain	VERB
easat-7709	45	11	not	not	PART
easat-7709	45	12	only	only	ADV
easat-7709	45	13	dialogue	dialogue	NOUN
easat-7709	45	14	but	but	CCONJ
easat-7709	45	15	also	also	ADV
easat-7709	45	16	scene	scene	VERB
easat-7709	45	17	descriptions	description	NOUN
easat-7709	45	18	and	and	CCONJ
easat-7709	45	19	visual	visual	ADJ
easat-7709	45	20	context	context	NOUN
easat-7709	45	21	.	.	PUNCT
easat-7709	46	1	to	to	PART
easat-7709	46	2	address	address	VERB
easat-7709	46	3	this	this	PRON
easat-7709	46	4	,	,	PUNCT
easat-7709	46	5	nan	nan	PROPN
easat-7709	46	6	,	,	PUNCT
easat-7709	46	7	et	et	PROPN
easat-7709	46	8	al	al	PROPN
easat-7709	46	9	.	.	PUNCT
easat-7709	47	1	[	[	X
easat-7709	47	2	7	7	X
easat-7709	47	3	]	]	PUNCT
easat-7709	47	4	leverage	leverage	NOUN
easat-7709	47	5	deep	deep	ADJ
easat-7709	47	6	learning	learning	NOUN
easat-7709	47	7	models	model	NOUN
easat-7709	47	8	(	(	PUNCT
easat-7709	47	9	deep	deep	ADJ
easat-7709	47	10	concept	concept	NOUN
easat-7709	47	11	hierarchies	hierarchy	NOUN
easat-7709	47	12	)	)	PUNCT
easat-7709	47	13	to	to	PART
easat-7709	47	14	combine	combine	VERB
easat-7709	47	15	visual	visual	ADJ
easat-7709	47	16	and	and	CCONJ
easat-7709	47	17	linguistic	linguistic	ADJ
easat-7709	47	18	cues	cue	NOUN
easat-7709	47	19	when	when	SCONJ
easat-7709	47	20	building	build	VERB
easat-7709	47	21	character	character	NOUN
easat-7709	47	22	networks	network	NOUN
easat-7709	47	23	for	for	ADP
easat-7709	47	24	tv	tv	NOUN
easat-7709	47	25	dramas	drama	NOUN
easat-7709	47	26	.	.	PUNCT
easat-7709	48	1	their	their	PRON
easat-7709	48	2	method	method	NOUN
easat-7709	48	3	processes	process	VERB
easat-7709	48	4	video	video	NOUN
easat-7709	48	5	frames	frame	NOUN
easat-7709	48	6	and	and	CCONJ
easat-7709	48	7	subtitles	subtitle	NOUN
easat-7709	48	8	to	to	PART
easat-7709	48	9	detect	detect	VERB
easat-7709	48	10	when	when	SCONJ
easat-7709	48	11	characters	character	NOUN
easat-7709	48	12	appear	appear	VERB
easat-7709	48	13	together	together	ADV
easat-7709	48	14	or	or	CCONJ
easat-7709	48	15	interact	interact	VERB
easat-7709	48	16	,	,	PUNCT
easat-7709	48	17	enabling	enable	VERB
easat-7709	48	18	the	the	DET
easat-7709	48	19	automatic	automatic	ADJ
easat-7709	48	20	construction	construction	NOUN
easat-7709	48	21	of	of	ADP
easat-7709	48	22	a	a	DET
easat-7709	48	23	social	social	ADJ
easat-7709	48	24	network	network	NOUN
easat-7709	48	25	of	of	ADP
easat-7709	48	26	drama	drama	NOUN
easat-7709	48	27	characters	character	NOUN
easat-7709	48	28	that	that	PRON
easat-7709	48	29	accounts	account	VERB
easat-7709	48	30	for	for	ADP
easat-7709	48	31	both	both	DET
easat-7709	48	32	spoken	spoken	ADJ
easat-7709	48	33	lines	line	NOUN
easat-7709	48	34	and	and	CCONJ
easat-7709	48	35	on	on	ADP
easat-7709	48	36	-	-	PUNCT
easat-7709	48	37	screen	screen	NOUN
easat-7709	48	38	presence	presence	NOUN
easat-7709	48	39	[	[	X
easat-7709	48	40	7	7	NUM
easat-7709	48	41	]	]	PUNCT
easat-7709	48	42	.	.	PUNCT
easat-7709	49	1	other	other	ADJ
easat-7709	49	2	researchers	researcher	NOUN
easat-7709	49	3	have	have	AUX
easat-7709	49	4	focused	focus	VERB
easat-7709	49	5	on	on	ADP
easat-7709	49	6	capturing	capture	VERB
easat-7709	49	7	the	the	DET
easat-7709	49	8	temporal	temporal	ADJ
easat-7709	49	9	dynamics	dynamic	NOUN
easat-7709	49	10	of	of	ADP
easat-7709	49	11	character	character	NOUN
easat-7709	49	12	relationships	relationship	NOUN
easat-7709	49	13	in	in	ADP
easat-7709	49	14	audiovisual	audiovisual	ADJ
easat-7709	49	15	narratives	narrative	NOUN
easat-7709	49	16	.	.	PUNCT
easat-7709	50	1	for	for	ADP
easat-7709	50	2	example	example	NOUN
easat-7709	50	3	,	,	PUNCT
easat-7709	50	4	tran	tran	PROPN
easat-7709	50	5	,	,	PUNCT
easat-7709	50	6	et	et	PROPN
easat-7709	50	7	al	al	PROPN
easat-7709	50	8	.	.	PUNCT
easat-7709	51	1	[	[	X
easat-7709	51	2	8	8	NUM
easat-7709	51	3	]	]	PUNCT
easat-7709	51	4	developed	develop	VERB
easat-7709	51	5	a	a	DET
easat-7709	51	6	dynamic	dynamic	ADJ
easat-7709	51	7	character	character	NOUN
easat-7709	51	8	network	network	NOUN
easat-7709	51	9	extraction	extraction	NOUN
easat-7709	51	10	method	method	NOUN
easat-7709	51	11	for	for	ADP
easat-7709	51	12	movies	movie	NOUN
easat-7709	51	13	,	,	PUNCT
easat-7709	51	14	which	which	PRON
easat-7709	51	15	updates	update	VERB
easat-7709	51	16	the	the	DET
easat-7709	51	17	social	social	ADJ
easat-7709	51	18	graph	graph	NOUN
easat-7709	51	19	as	as	SCONJ
easat-7709	51	20	the	the	DET
easat-7709	51	21	plot	plot	NOUN
easat-7709	51	22	progresses	progress	VERB
easat-7709	51	23	.	.	PUNCT
easat-7709	52	1	this	this	DET
easat-7709	52	2	approach	approach	NOUN
easat-7709	52	3	was	be	AUX
easat-7709	52	4	used	use	VERB
easat-7709	52	5	to	to	PART
easat-7709	52	6	summarize	summarize	VERB
easat-7709	52	7	films	film	NOUN
easat-7709	52	8	by	by	ADP
easat-7709	52	9	highlighting	highlight	VERB
easat-7709	52	10	how	how	SCONJ
easat-7709	52	11	relationships	relationship	NOUN
easat-7709	52	12	form	form	VERB
easat-7709	52	13	and	and	CCONJ
easat-7709	52	14	evolve	evolve	VERB
easat-7709	52	15	over	over	ADP
easat-7709	52	16	time	time	NOUN
easat-7709	52	17	,	,	PUNCT
easat-7709	52	18	aiding	aid	VERB
easat-7709	52	19	in	in	ADP
easat-7709	52	20	story	story	NOUN
easat-7709	52	21	segmentation	segmentation	NOUN
easat-7709	52	22	and	and	CCONJ
easat-7709	52	23	understanding	understanding	NOUN
easat-7709	52	24	of	of	ADP
easat-7709	52	25	narrative	narrative	NOUN
easat-7709	52	26	arcs	arc	NOUN
easat-7709	53	1	[	[	X
easat-7709	53	2	8	8	NUM
easat-7709	53	3	]	]	PUNCT
easat-7709	53	4	.	.	PUNCT
easat-7709	54	1	in	in	ADP
easat-7709	54	2	the	the	DET
easat-7709	54	3	context	context	NOUN
easat-7709	54	4	of	of	ADP
easat-7709	54	5	multi	multi	ADJ
easat-7709	54	6	-	-	ADJ
easat-7709	54	7	season	season	ADJ
easat-7709	54	8	television	television	NOUN
easat-7709	54	9	series	series	NOUN
easat-7709	54	10	,	,	PUNCT
easat-7709	54	11	where	where	SCONJ
easat-7709	54	12	storylines	storyline	NOUN
easat-7709	54	13	and	and	CCONJ
easat-7709	54	14	character	character	NOUN
easat-7709	54	15	relationships	relationship	NOUN
easat-7709	54	16	can	can	AUX
easat-7709	54	17	evolve	evolve	VERB
easat-7709	54	18	non	non	ADJ
easat-7709	54	19	-	-	ADJ
easat-7709	54	20	linearly	linearly	ADV
easat-7709	54	21	,	,	PUNCT
easat-7709	54	22	bost	bost	NOUN
easat-7709	54	23	,	,	PUNCT
easat-7709	54	24	et	et	PROPN
easat-7709	54	25	al	al	PROPN
easat-7709	54	26	.	.	PUNCT
easat-7709	55	1	[	[	X
easat-7709	55	2	9	9	NUM
easat-7709	55	3	]	]	PUNCT
easat-7709	55	4	introduced	introduce	VERB
easat-7709	55	5	a	a	DET
easat-7709	55	6	conversational	conversational	ADJ
easat-7709	55	7	network	network	NOUN
easat-7709	55	8	model	model	NOUN
easat-7709	55	9	with	with	ADP
easat-7709	55	10	narrative	narrative	NOUN
easat-7709	55	11	smoothing	smoothing	NOUN
easat-7709	55	12	.	.	PUNCT
easat-7709	56	1	their	their	PRON
easat-7709	56	2	method	method	NOUN
easat-7709	56	3	integrates	integrate	VERB
easat-7709	56	4	information	information	NOUN
easat-7709	56	5	across	across	ADP
easat-7709	56	6	disjoint	disjoint	NOUN
easat-7709	56	7	storylines	storyline	NOUN
easat-7709	56	8	to	to	PART
easat-7709	56	9	maintain	maintain	VERB
easat-7709	56	10	a	a	DET
easat-7709	56	11	coherent	coherent	ADJ
easat-7709	56	12	character	character	NOUN
easat-7709	56	13	network	network	NOUN
easat-7709	56	14	over	over	ADP
easat-7709	56	15	many	many	ADJ
easat-7709	56	16	episodes	episode	NOUN
easat-7709	56	17	,	,	PUNCT
easat-7709	56	18	addressing	address	VERB
easat-7709	56	19	the	the	DET
easat-7709	56	20	challenge	challenge	NOUN
easat-7709	56	21	that	that	PRON
easat-7709	56	22	scenes	scene	NOUN
easat-7709	56	23	often	often	ADV
easat-7709	56	24	alternate	alternate	VERB
easat-7709	56	25	between	between	ADP
easat-7709	56	26	subplots	subplot	NOUN
easat-7709	56	27	in	in	ADP
easat-7709	56	28	a	a	DET
easat-7709	56	29	tv	tv	NOUN
easat-7709	56	30	series	series	NOUN
easat-7709	56	31	[	[	X
easat-7709	56	32	9	9	NUM
easat-7709	56	33	]	]	PUNCT
easat-7709	56	34	.	.	PUNCT
easat-7709	57	1	these	these	DET
easat-7709	57	2	studies	study	NOUN
easat-7709	57	3	in	in	ADP
easat-7709	57	4	film	film	NOUN
easat-7709	57	5	and	and	CCONJ
easat-7709	57	6	tv	tv	NOUN
easat-7709	57	7	domains	domain	NOUN
easat-7709	57	8	underscore	underscore	VERB
easat-7709	57	9	that	that	PRON
easat-7709	57	10	,	,	PUNCT
easat-7709	57	11	despite	despite	SCONJ
easat-7709	57	12	using	use	VERB
easat-7709	57	13	the	the	DET
easat-7709	57	14	same	same	ADJ
easat-7709	57	15	fundamental	fundamental	ADJ
easat-7709	57	16	concept	concept	NOUN
easat-7709	57	17	of	of	ADP
easat-7709	57	18	a	a	DET
easat-7709	57	19	character	character	NOUN
easat-7709	57	20	network	network	NOUN
easat-7709	57	21	,	,	PUNCT
easat-7709	57	22	the	the	DET
easat-7709	57	23	algorithms	algorithm	NOUN
easat-7709	57	24	must	must	AUX
easat-7709	57	25	accommodate	accommodate	VERB
easat-7709	57	26	screenplay	screenplay	NOUN
easat-7709	57	27	formatting	formatting	NOUN
easat-7709	57	28	,	,	PUNCT
easat-7709	57	29	visual	visual	ADJ
easat-7709	57	30	scene	scene	NOUN
easat-7709	57	31	context	context	NOUN
easat-7709	57	32	,	,	PUNCT
easat-7709	57	33	and	and	CCONJ
easat-7709	57	34	temporal	temporal	ADJ
easat-7709	57	35	segmentation	segmentation	NOUN
easat-7709	57	36	unique	unique	ADJ
easat-7709	57	37	to	to	ADP
easat-7709	57	38	screen	screen	NOUN
easat-7709	57	39	media	medium	NOUN
easat-7709	57	40	.	.	PUNCT
easat-7709	58	1	the	the	DET
easat-7709	58	2	result	result	NOUN
easat-7709	58	3	is	be	AUX
easat-7709	58	4	a	a	DET
easat-7709	58	5	growing	grow	VERB
easat-7709	58	6	body	body	NOUN
easat-7709	58	7	of	of	ADP
easat-7709	58	8	work	work	NOUN
easat-7709	58	9	on	on	ADP
easat-7709	58	10	extracting	extract	VERB
easat-7709	58	11	and	and	CCONJ
easat-7709	58	12	analyzing	analyze	VERB
easat-7709	58	13	character	character	NOUN
easat-7709	58	14	relationship	relationship	NOUN
easat-7709	58	15	graphs	graph	NOUN
easat-7709	58	16	from	from	ADP
easat-7709	58	17	scripts	script	NOUN
easat-7709	58	18	and	and	CCONJ
easat-7709	58	19	video	video	NOUN
easat-7709	58	20	,	,	PUNCT
easat-7709	58	21	enabling	enable	VERB
easat-7709	58	22	tasks	task	NOUN
easat-7709	58	23	such	such	ADJ
easat-7709	58	24	as	as	ADP
easat-7709	58	25	identifying	identify	VERB
easat-7709	58	26	main	main	ADJ
easat-7709	58	27	cast	cast	NOUN
easat-7709	58	28	members	member	NOUN
easat-7709	58	29	,	,	PUNCT
easat-7709	58	30	detecting	detect	VERB
easat-7709	58	31	alliances	alliance	NOUN
easat-7709	58	32	or	or	CCONJ
easat-7709	58	33	rivalries	rivalry	NOUN
easat-7709	58	34	,	,	PUNCT
easat-7709	58	35	and	and	CCONJ
easat-7709	58	36	even	even	ADV
easat-7709	58	37	correlating	correlate	VERB
easat-7709	58	38	network	network	NOUN
easat-7709	58	39	patterns	pattern	NOUN
easat-7709	58	40	with	with	ADP
easat-7709	58	41	viewer	viewer	NOUN
easat-7709	58	42	engagement	engagement	NOUN
easat-7709	58	43	metrics	metric	NOUN
easat-7709	58	44	.	.	PUNCT
easat-7709	59	1	while	while	SCONJ
easat-7709	59	2	character	character	NOUN
easat-7709	59	3	relationship	relationship	NOUN
easat-7709	59	4	modeling	modeling	NOUN
easat-7709	59	5	has	have	AUX
easat-7709	59	6	been	be	AUX
easat-7709	59	7	well	well	ADV
easat-7709	59	8	-	-	PUNCT
easat-7709	59	9	studied	study	VERB
easat-7709	59	10	separately	separately	ADV
easat-7709	59	11	in	in	ADP
easat-7709	59	12	literary	literary	ADJ
easat-7709	59	13	texts	text	NOUN
easat-7709	59	14	and	and	CCONJ
easat-7709	59	15	in	in	ADP
easat-7709	59	16	film	film	NOUN
easat-7709	59	17	/	/	SYM
easat-7709	59	18	tv	tv	NOUN
easat-7709	59	19	narratives	narrative	NOUN
easat-7709	59	20	,	,	PUNCT
easat-7709	59	21	there	there	PRON
easat-7709	59	22	is	be	VERB
easat-7709	59	23	a	a	DET
easat-7709	59	24	notable	notable	ADJ
easat-7709	59	25	lack	lack	NOUN
easat-7709	59	26	of	of	ADP
easat-7709	59	27	comparative	comparative	ADJ
easat-7709	59	28	analysis	analysis	NOUN
easat-7709	59	29	between	between	ADP
easat-7709	59	30	these	these	DET
easat-7709	59	31	two	two	NUM
easat-7709	59	32	domains	domain	NOUN
easat-7709	59	33	.	.	PUNCT
easat-7709	60	1	to	to	ADP
easat-7709	60	2	date	date	NOUN
easat-7709	60	3	,	,	PUNCT
easat-7709	60	4	most	most	ADJ
easat-7709	60	5	research	research	NOUN
easat-7709	60	6	efforts	effort	NOUN
easat-7709	60	7	have	have	AUX
easat-7709	60	8	remained	remain	VERB
easat-7709	60	9	siloed	siloed	ADJ
easat-7709	60	10	:	:	PUNCT
easat-7709	60	11	nlp	nlp	NOUN
easat-7709	60	12	and	and	CCONJ
easat-7709	60	13	network	network	NOUN
easat-7709	60	14	analysis	analysis	NOUN
easat-7709	60	15	techniques	technique	NOUN
easat-7709	60	16	for	for	ADP
easat-7709	60	17	novels	novel	NOUN
easat-7709	60	18	have	have	AUX
easat-7709	60	19	evolved	evolve	VERB
easat-7709	60	20	largely	largely	ADV
easat-7709	60	21	independently	independently	ADV
easat-7709	60	22	of	of	ADP
easat-7709	60	23	the	the	DET
easat-7709	60	24	multimedia	multimedia	NOUN
easat-7709	60	25	approaches	approach	NOUN
easat-7709	60	26	developed	develop	VERB
easat-7709	60	27	for	for	ADP
easat-7709	60	28	screenplays	screenplay	NOUN
easat-7709	60	29	and	and	CCONJ
easat-7709	60	30	video	video	NOUN
easat-7709	60	31	.	.	PUNCT
easat-7709	61	1	labatut	labatut	ADJ
easat-7709	61	2	and	and	CCONJ
easat-7709	61	3	bost	bost	VERB
easat-7709	61	4	[	[	X
easat-7709	61	5	1	1	X
easat-7709	61	6	]	]	PUNCT
easat-7709	61	7	highlights	highlight	NOUN
easat-7709	61	8	that	that	PRON
easat-7709	61	9	different	different	ADJ
easat-7709	61	10	narrative	narrative	NOUN
easat-7709	61	11	media	medium	NOUN
easat-7709	61	12	(	(	PUNCT
easat-7709	61	13	novels	novel	NOUN
easat-7709	61	14	,	,	PUNCT
easat-7709	61	15	movies	movie	NOUN
easat-7709	61	16	,	,	PUNCT
easat-7709	61	17	tv	tv	NOUN
easat-7709	61	18	series	series	NOUN
easat-7709	61	19	)	)	PUNCT
easat-7709	61	20	require	require	VERB
easat-7709	61	21	tailored	tailor	VERB
easat-7709	61	22	extraction	extraction	NOUN
easat-7709	61	23	steps	step	NOUN
easat-7709	61	24	,	,	PUNCT
easat-7709	61	25	yet	yet	CCONJ
easat-7709	61	26	there	there	PRON
easat-7709	61	27	has	have	AUX
easat-7709	61	28	been	be	AUX
easat-7709	61	29	no	no	DET
easat-7709	61	30	unified	unified	ADJ
easat-7709	61	31	evaluation	evaluation	NOUN
easat-7709	61	32	of	of	ADP
easat-7709	61	33	how	how	SCONJ
easat-7709	61	34	these	these	DET
easat-7709	61	35	differences	difference	NOUN
easat-7709	61	36	affect	affect	VERB
easat-7709	61	37	the	the	DET
easat-7709	61	38	resulting	result	VERB
easat-7709	61	39	character	character	NOUN
easat-7709	61	40	networks	network	NOUN
easat-7709	61	41	.	.	PUNCT
easat-7709	62	1	in	in	ADP
easat-7709	62	2	other	other	ADJ
easat-7709	62	3	words	word	NOUN
easat-7709	62	4	,	,	PUNCT
easat-7709	62	5	no	no	DET
easat-7709	62	6	prior	prior	ADJ
easat-7709	62	7	work	work	NOUN
easat-7709	62	8	has	have	AUX
easat-7709	62	9	systematically	systematically	ADV
easat-7709	62	10	contrasted	contrast	VERB
easat-7709	62	11	how	how	SCONJ
easat-7709	62	12	character	character	NOUN
easat-7709	62	13	relationship	relationship	NOUN
easat-7709	62	14	algorithms	algorithm	NOUN
easat-7709	62	15	perform	perform	VERB
easat-7709	62	16	on	on	ADP
easat-7709	62	17	prose	prose	ADJ
easat-7709	62	18	fiction	fiction	NOUN
easat-7709	62	19	versus	versus	ADP
easat-7709	62	20	on	on	ADP
easat-7709	62	21	screenplay	screenplay	NOUN
easat-7709	62	22	-	-	PUNCT
easat-7709	62	23	based	base	VERB
easat-7709	62	24	stories	story	NOUN
easat-7709	62	25	.	.	PUNCT
easat-7709	63	1	a	a	DET
easat-7709	63	2	recent	recent	ADJ
easat-7709	63	3	3385	3385	NUM
easat-7709	63	4	edelweiss	edelweiss	PROPN
easat-7709	63	5	applied	apply	VERB
easat-7709	63	6	science	science	NOUN
easat-7709	63	7	and	and	CCONJ
easat-7709	63	8	technology	technology	NOUN
easat-7709	63	9	issn	issn	PROPN
easat-7709	63	10	:	:	PUNCT
easat-7709	63	11	2576	2576	NUM
easat-7709	63	12	-	-	SYM
easat-7709	63	13	8484	8484	NUM
easat-7709	63	14	vol	vol	NOUN
easat-7709	63	15	.	.	PROPN
easat-7709	64	1	9	9	NUM
easat-7709	64	2	,	,	PUNCT
easat-7709	64	3	no	no	INTJ
easat-7709	64	4	.	.	NOUN
easat-7709	64	5	5	5	NUM
easat-7709	64	6	:	:	SYM
easat-7709	64	7	3383	3383	NUM
easat-7709	64	8	-	-	SYM
easat-7709	64	9	3396	3396	NUM
easat-7709	64	10	,	,	PUNCT
easat-7709	64	11	2025	2025	NUM
easat-7709	64	12	doi	doi	NOUN
easat-7709	64	13	:	:	PUNCT
easat-7709	64	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	64	15	©	©	ADP
easat-7709	64	16	2025	2025	NUM
easat-7709	64	17	by	by	ADP
easat-7709	64	18	the	the	DET
easat-7709	64	19	authors	author	NOUN
easat-7709	64	20	;	;	PUNCT
easat-7709	64	21	licensee	licensee	PROPN
easat-7709	64	22	learning	learning	NOUN
easat-7709	64	23	gate	gate	NOUN
easat-7709	64	24	exploratory	exploratory	ADJ
easat-7709	64	25	study	study	NOUN
easat-7709	64	26	by	by	ADP
easat-7709	64	27	yang	yang	PROPN
easat-7709	64	28	and	and	CCONJ
easat-7709	64	29	zainal	zainal	PROPN
easat-7709	64	30	abidin	abidin	PROPN
easat-7709	65	1	[	[	X
easat-7709	65	2	10	10	NUM
easat-7709	65	3	]	]	PUNCT
easat-7709	65	4	attempted	attempt	VERB
easat-7709	65	5	a	a	DET
easat-7709	65	6	cross	cross	ADJ
easat-7709	65	7	-	-	ADJ
easat-7709	65	8	medium	medium	ADJ
easat-7709	65	9	comparison	comparison	NOUN
easat-7709	65	10	,	,	PUNCT
easat-7709	65	11	analyzing	analyze	VERB
easat-7709	65	12	one	one	NUM
easat-7709	65	13	classic	classic	ADJ
easat-7709	65	14	novel	novel	NOUN
easat-7709	65	15	(	(	PUNCT
easat-7709	65	16	jane	jane	PROPN
easat-7709	65	17	austen	austen	PROPN
easat-7709	65	18	’s	’s	PROPN
easat-7709	65	19	emma	emma	PROPN
easat-7709	65	20	)	)	PUNCT
easat-7709	65	21	and	and	CCONJ
easat-7709	65	22	one	one	NUM
easat-7709	65	23	television	television	NOUN
easat-7709	65	24	series	series	NOUN
easat-7709	65	25	(	(	PUNCT
easat-7709	65	26	friends	friend	NOUN
easat-7709	65	27	)	)	PUNCT
easat-7709	65	28	.	.	PUNCT
easat-7709	66	1	their	their	PRON
easat-7709	66	2	findings	finding	NOUN
easat-7709	66	3	suggested	suggest	VERB
easat-7709	66	4	some	some	DET
easat-7709	66	5	qualitative	qualitative	ADJ
easat-7709	66	6	differences	difference	NOUN
easat-7709	66	7	in	in	ADP
easat-7709	66	8	relationship	relationship	NOUN
easat-7709	66	9	patterns	pattern	NOUN
easat-7709	66	10	and	and	CCONJ
easat-7709	66	11	the	the	DET
easat-7709	66	12	tools	tool	NOUN
easat-7709	66	13	required	require	VERB
easat-7709	66	14	(	(	PUNCT
easat-7709	66	15	e.g.	e.g.	ADV
easat-7709	66	16	,	,	PUNCT
easat-7709	66	17	text	text	NOUN
easat-7709	66	18	-	-	PUNCT
easat-7709	66	19	based	base	VERB
easat-7709	66	20	nlp	nlp	NOUN
easat-7709	66	21	for	for	ADP
easat-7709	66	22	the	the	DET
easat-7709	66	23	novel	novel	NOUN
easat-7709	66	24	vs.	vs.	ADP
easat-7709	66	25	multimodal	multimodal	NOUN
easat-7709	66	26	analysis	analysis	NOUN
easat-7709	66	27	for	for	ADP
easat-7709	66	28	the	the	DET
easat-7709	66	29	tv	tv	NOUN
easat-7709	66	30	show)esp.as	show)esp.as	NOUN
easat-7709	66	31	-	-	PUNCT
easat-7709	66	32	pub.comesp.as	pub.comesp.as	NOUN
easat-7709	66	33	-	-	PUNCT
easat-7709	66	34	pub.com	pub.com	NOUN
easat-7709	66	35	.	.	PUNCT
easat-7709	67	1	however	however	ADV
easat-7709	67	2	,	,	PUNCT
easat-7709	67	3	that	that	DET
easat-7709	67	4	study	study	NOUN
easat-7709	67	5	was	be	AUX
easat-7709	67	6	limited	limit	VERB
easat-7709	67	7	in	in	ADP
easat-7709	67	8	scope	scope	NOUN
easat-7709	67	9	to	to	ADP
easat-7709	67	10	a	a	DET
easat-7709	67	11	single	single	ADJ
easat-7709	67	12	example	example	NOUN
easat-7709	67	13	of	of	ADP
easat-7709	67	14	each	each	DET
easat-7709	67	15	medium	medium	NOUN
easat-7709	67	16	and	and	CCONJ
easat-7709	67	17	did	do	AUX
easat-7709	67	18	not	not	PART
easat-7709	67	19	propose	propose	VERB
easat-7709	67	20	a	a	DET
easat-7709	67	21	generalized	generalized	ADJ
easat-7709	67	22	framework	framework	NOUN
easat-7709	67	23	.	.	PUNCT
easat-7709	68	1	there	there	PRON
easat-7709	68	2	remains	remain	VERB
easat-7709	68	3	a	a	DET
easat-7709	68	4	clear	clear	ADJ
easat-7709	68	5	gap	gap	NOUN
easat-7709	68	6	in	in	ADP
easat-7709	68	7	the	the	DET
easat-7709	68	8	literature	literature	NOUN
easat-7709	68	9	for	for	ADP
easat-7709	68	10	a	a	DET
easat-7709	68	11	comprehensive	comprehensive	ADJ
easat-7709	68	12	,	,	PUNCT
easat-7709	68	13	algorithmic	algorithmic	ADJ
easat-7709	68	14	comparison	comparison	NOUN
easat-7709	68	15	of	of	ADP
easat-7709	68	16	character	character	NOUN
easat-7709	68	17	relationship	relationship	NOUN
easat-7709	68	18	modeling	model	VERB
easat-7709	68	19	techniques	technique	NOUN
easat-7709	68	20	across	across	ADP
easat-7709	68	21	novels	novel	NOUN
easat-7709	68	22	and	and	CCONJ
easat-7709	68	23	television	television	NOUN
easat-7709	68	24	dramas	drama	NOUN
easat-7709	68	25	.	.	PUNCT
easat-7709	69	1	addressing	address	VERB
easat-7709	69	2	this	this	DET
easat-7709	69	3	gap	gap	NOUN
easat-7709	69	4	is	be	AUX
easat-7709	69	5	important	important	ADJ
easat-7709	69	6	for	for	ADP
easat-7709	69	7	both	both	DET
easat-7709	69	8	theory	theory	NOUN
easat-7709	69	9	and	and	CCONJ
easat-7709	69	10	application	application	NOUN
easat-7709	69	11	:	:	PUNCT
easat-7709	69	12	it	it	PRON
easat-7709	69	13	can	can	AUX
easat-7709	69	14	reveal	reveal	VERB
easat-7709	69	15	how	how	SCONJ
easat-7709	69	16	storytelling	storytelling	NOUN
easat-7709	69	17	strategies	strategy	NOUN
easat-7709	69	18	differ	differ	VERB
easat-7709	69	19	between	between	ADP
easat-7709	69	20	written	write	VERB
easat-7709	69	21	and	and	CCONJ
easat-7709	69	22	audiovisual	audiovisual	ADJ
easat-7709	69	23	narratives	narrative	NOUN
easat-7709	69	24	,	,	PUNCT
easat-7709	69	25	and	and	CCONJ
easat-7709	69	26	it	it	PRON
easat-7709	69	27	can	can	AUX
easat-7709	69	28	guide	guide	VERB
easat-7709	69	29	the	the	DET
easat-7709	69	30	development	development	NOUN
easat-7709	69	31	of	of	ADP
easat-7709	69	32	robust	robust	ADJ
easat-7709	69	33	character	character	NOUN
easat-7709	69	34	analysis	analysis	NOUN
easat-7709	69	35	tools	tool	NOUN
easat-7709	69	36	that	that	PRON
easat-7709	69	37	work	work	VERB
easat-7709	69	38	across	across	ADP
easat-7709	69	39	media	medium	NOUN
easat-7709	69	40	.	.	PUNCT
easat-7709	70	1	this	this	DET
easat-7709	70	2	comparative	comparative	ADJ
easat-7709	70	3	study	study	NOUN
easat-7709	70	4	is	be	AUX
easat-7709	70	5	the	the	DET
easat-7709	70	6	first	first	ADJ
easat-7709	70	7	to	to	PART
easat-7709	70	8	systematically	systematically	ADV
easat-7709	70	9	evaluate	evaluate	VERB
easat-7709	70	10	character	character	NOUN
easat-7709	70	11	relationship	relationship	NOUN
easat-7709	70	12	extraction	extraction	NOUN
easat-7709	70	13	and	and	CCONJ
easat-7709	70	14	network	network	NOUN
easat-7709	70	15	properties	property	NOUN
easat-7709	70	16	in	in	ADP
easat-7709	70	17	novels	novel	NOUN
easat-7709	70	18	versus	versus	ADP
easat-7709	70	19	tv	tv	NOUN
easat-7709	70	20	dramas	drama	NOUN
easat-7709	70	21	,	,	PUNCT
easat-7709	70	22	using	use	VERB
easat-7709	70	23	a	a	DET
easat-7709	70	24	consistent	consistent	ADJ
easat-7709	70	25	methodology	methodology	NOUN
easat-7709	70	26	on	on	ADP
easat-7709	70	27	multiple	multiple	ADJ
easat-7709	70	28	works	work	NOUN
easat-7709	70	29	from	from	ADP
easat-7709	70	30	each	each	DET
easat-7709	70	31	domain	domain	NOUN
easat-7709	70	32	.	.	PUNCT
easat-7709	71	1	by	by	ADP
easat-7709	71	2	doing	do	VERB
easat-7709	71	3	so	so	ADV
easat-7709	71	4	,	,	PUNCT
easat-7709	71	5	we	we	PRON
easat-7709	71	6	aim	aim	VERB
easat-7709	71	7	to	to	PART
easat-7709	71	8	bridge	bridge	VERB
easat-7709	71	9	the	the	DET
easat-7709	71	10	research	research	NOUN
easat-7709	71	11	communities	community	NOUN
easat-7709	71	12	of	of	ADP
easat-7709	71	13	literary	literary	ADJ
easat-7709	71	14	network	network	NOUN
easat-7709	71	15	analysis	analysis	NOUN
easat-7709	71	16	and	and	CCONJ
easat-7709	71	17	multimedia	multimedia	NOUN
easat-7709	71	18	narrative	narrative	NOUN
easat-7709	71	19	analysis	analysis	NOUN
easat-7709	71	20	,	,	PUNCT
easat-7709	71	21	and	and	CCONJ
easat-7709	71	22	to	to	PART
easat-7709	71	23	answer	answer	VERB
easat-7709	71	24	critical	critical	ADJ
easat-7709	71	25	questions	question	NOUN
easat-7709	71	26	about	about	ADP
easat-7709	71	27	the	the	DET
easat-7709	71	28	generality	generality	NOUN
easat-7709	71	29	of	of	ADP
easat-7709	71	30	character	character	NOUN
easat-7709	71	31	relationship	relationship	NOUN
easat-7709	71	32	modeling	model	VERB
easat-7709	71	33	techniques	technique	NOUN
easat-7709	71	34	.	.	PUNCT
easat-7709	72	1	in	in	ADP
easat-7709	72	2	summary	summary	NOUN
easat-7709	72	3	,	,	PUNCT
easat-7709	72	4	this	this	DET
easat-7709	72	5	paper	paper	NOUN
easat-7709	72	6	makes	make	VERB
easat-7709	72	7	the	the	DET
easat-7709	72	8	following	follow	VERB
easat-7709	72	9	key	key	ADJ
easat-7709	72	10	contributions	contribution	NOUN
easat-7709	72	11	:	:	PUNCT
easat-7709	72	12	•	•	NUM
easat-7709	72	13	unified	unify	VERB
easat-7709	72	14	framework	framework	NOUN
easat-7709	72	15	:	:	PUNCT
easat-7709	72	16	we	we	PRON
easat-7709	72	17	propose	propose	VERB
easat-7709	72	18	a	a	DET
easat-7709	72	19	unified	unified	ADJ
easat-7709	72	20	computational	computational	ADJ
easat-7709	72	21	framework	framework	NOUN
easat-7709	72	22	for	for	ADP
easat-7709	72	23	character	character	NOUN
easat-7709	72	24	relationship	relationship	NOUN
easat-7709	72	25	modeling	modeling	NOUN
easat-7709	72	26	that	that	PRON
easat-7709	72	27	integrates	integrate	VERB
easat-7709	72	28	nlp	nlp	NOUN
easat-7709	72	29	-	-	PUNCT
easat-7709	72	30	based	base	VERB
easat-7709	72	31	techniques	technique	NOUN
easat-7709	72	32	for	for	ADP
easat-7709	72	33	novels	novel	NOUN
easat-7709	72	34	with	with	ADP
easat-7709	72	35	multimodal	multimodal	NOUN
easat-7709	72	36	analysis	analysis	NOUN
easat-7709	72	37	techniques	technique	NOUN
easat-7709	72	38	for	for	ADP
easat-7709	72	39	television	television	NOUN
easat-7709	72	40	drama	drama	NOUN
easat-7709	72	41	scripts	script	NOUN
easat-7709	72	42	.	.	PUNCT
easat-7709	73	1	this	this	DET
easat-7709	73	2	framework	framework	NOUN
easat-7709	73	3	defines	define	VERB
easat-7709	73	4	common	common	ADJ
easat-7709	73	5	representations	representation	NOUN
easat-7709	73	6	(	(	PUNCT
easat-7709	73	7	character	character	NOUN
easat-7709	73	8	graphs	graph	NOUN
easat-7709	73	9	)	)	PUNCT
easat-7709	73	10	and	and	CCONJ
easat-7709	73	11	comparable	comparable	ADJ
easat-7709	73	12	metrics	metric	NOUN
easat-7709	73	13	for	for	ADP
easat-7709	73	14	both	both	DET
easat-7709	73	15	domains	domain	NOUN
easat-7709	73	16	.	.	PUNCT
easat-7709	74	1	•	•	NUM
easat-7709	74	2	comparative	comparative	ADJ
easat-7709	74	3	algorithmic	algorithmic	ADJ
easat-7709	74	4	analysis	analysis	NOUN
easat-7709	74	5	:	:	PUNCT
easat-7709	74	6	we	we	PRON
easat-7709	74	7	conduct	conduct	VERB
easat-7709	74	8	the	the	DET
easat-7709	74	9	first	first	ADJ
easat-7709	74	10	systematic	systematic	ADJ
easat-7709	74	11	comparison	comparison	NOUN
easat-7709	74	12	of	of	ADP
easat-7709	74	13	character	character	NOUN
easat-7709	74	14	network	network	NOUN
easat-7709	74	15	extraction	extraction	NOUN
easat-7709	74	16	algorithms	algorithm	NOUN
easat-7709	74	17	across	across	ADP
easat-7709	74	18	the	the	DET
easat-7709	74	19	two	two	NUM
easat-7709	74	20	narrative	narrative	NOUN
easat-7709	74	21	media	medium	NOUN
easat-7709	74	22	.	.	PUNCT
easat-7709	75	1	using	use	VERB
easat-7709	75	2	a	a	DET
easat-7709	75	3	benchmark	benchmark	NOUN
easat-7709	75	4	set	set	NOUN
easat-7709	75	5	of	of	ADP
easat-7709	75	6	novels	novel	NOUN
easat-7709	75	7	and	and	CCONJ
easat-7709	75	8	tv	tv	NOUN
easat-7709	75	9	drama	drama	NOUN
easat-7709	75	10	scripts	script	NOUN
easat-7709	75	11	,	,	PUNCT
easat-7709	75	12	we	we	PRON
easat-7709	75	13	evaluate	evaluate	VERB
easat-7709	75	14	performance	performance	NOUN
easat-7709	75	15	on	on	ADP
easat-7709	75	16	character	character	NOUN
easat-7709	75	17	identification	identification	NOUN
easat-7709	75	18	,	,	PUNCT
easat-7709	75	19	relationship	relationship	NOUN
easat-7709	75	20	extraction	extraction	NOUN
easat-7709	75	21	,	,	PUNCT
easat-7709	75	22	and	and	CCONJ
easat-7709	75	23	network	network	NOUN
easat-7709	75	24	construction	construction	NOUN
easat-7709	75	25	,	,	PUNCT
easat-7709	75	26	highlighting	highlight	VERB
easat-7709	75	27	domain	domain	NOUN
easat-7709	75	28	-	-	PUNCT
easat-7709	75	29	specific	specific	ADJ
easat-7709	75	30	challenges	challenge	NOUN
easat-7709	75	31	(	(	PUNCT
easat-7709	75	32	e.g.	e.g.	ADV
easat-7709	75	33	,	,	PUNCT
easat-7709	75	34	implicit	implicit	ADJ
easat-7709	75	35	relations	relation	NOUN
easat-7709	75	36	in	in	ADP
easat-7709	75	37	text	text	NOUN
easat-7709	75	38	vs.	vs.	CCONJ
easat-7709	75	39	scene	scene	NOUN
easat-7709	75	40	-	-	PUNCT
easat-7709	75	41	based	base	VERB
easat-7709	75	42	interactions	interaction	NOUN
easat-7709	75	43	on	on	ADP
easat-7709	75	44	screen	screen	NOUN
easat-7709	75	45	)	)	PUNCT
easat-7709	75	46	.	.	PUNCT
easat-7709	76	1	•	•	NUM
easat-7709	76	2	cross	cross	ADJ
easat-7709	76	3	-	-	ADJ
easat-7709	76	4	domain	domain	ADJ
easat-7709	76	5	network	network	NOUN
easat-7709	76	6	characterization	characterization	NOUN
easat-7709	76	7	:	:	PUNCT
easat-7709	76	8	we	we	PRON
easat-7709	76	9	analyze	analyze	VERB
easat-7709	76	10	and	and	CCONJ
easat-7709	76	11	compare	compare	VERB
easat-7709	76	12	the	the	DET
easat-7709	76	13	structural	structural	ADJ
easat-7709	76	14	properties	property	NOUN
easat-7709	76	15	of	of	ADP
easat-7709	76	16	character	character	NOUN
easat-7709	76	17	networks	network	NOUN
easat-7709	76	18	derived	derive	VERB
easat-7709	76	19	from	from	ADP
easat-7709	76	20	novels	novel	NOUN
easat-7709	76	21	and	and	CCONJ
easat-7709	76	22	tv	tv	NOUN
easat-7709	76	23	dramas	drama	NOUN
easat-7709	76	24	.	.	PUNCT
easat-7709	77	1	the	the	DET
easat-7709	77	2	study	study	NOUN
easat-7709	77	3	uncovers	uncover	VERB
easat-7709	77	4	key	key	ADJ
easat-7709	77	5	differences	difference	NOUN
easat-7709	77	6	in	in	ADP
easat-7709	77	7	network	network	NOUN
easat-7709	77	8	density	density	NOUN
easat-7709	77	9	,	,	PUNCT
easat-7709	77	10	centrality	centrality	NOUN
easat-7709	77	11	distribution	distribution	NOUN
easat-7709	77	12	,	,	PUNCT
easat-7709	77	13	and	and	CCONJ
easat-7709	77	14	community	community	NOUN
easat-7709	77	15	structure	structure	NOUN
easat-7709	77	16	between	between	ADP
easat-7709	77	17	literary	literary	ADJ
easat-7709	77	18	and	and	CCONJ
easat-7709	77	19	screen	screen	NOUN
easat-7709	77	20	narratives	narrative	NOUN
easat-7709	77	21	,	,	PUNCT
easat-7709	77	22	offering	offer	VERB
easat-7709	77	23	new	new	ADJ
easat-7709	77	24	insights	insight	NOUN
easat-7709	77	25	into	into	ADP
easat-7709	77	26	how	how	SCONJ
easat-7709	77	27	character	character	NOUN
easat-7709	77	28	relationships	relationship	NOUN
easat-7709	77	29	are	be	AUX
easat-7709	77	30	presented	present	VERB
easat-7709	77	31	in	in	ADP
easat-7709	77	32	prose	prose	NOUN
easat-7709	77	33	versus	versus	ADP
easat-7709	77	34	audiovisual	audiovisual	ADJ
easat-7709	77	35	storytelling	storytelling	NOUN
easat-7709	77	36	.	.	PUNCT
easat-7709	78	1	•	•	NUM
easat-7709	78	2	guidelines	guideline	NOUN
easat-7709	78	3	for	for	ADP
easat-7709	78	4	multi	multi	ADJ
easat-7709	78	5	-	-	ADJ
easat-7709	78	6	domain	domain	ADJ
easat-7709	78	7	narrative	narrative	NOUN
easat-7709	78	8	analysis	analysis	NOUN
easat-7709	78	9	:	:	PUNCT
easat-7709	78	10	based	base	VERB
easat-7709	78	11	on	on	ADP
easat-7709	78	12	our	our	PRON
easat-7709	78	13	findings	finding	NOUN
easat-7709	78	14	,	,	PUNCT
easat-7709	78	15	we	we	PRON
easat-7709	78	16	outline	outline	VERB
easat-7709	78	17	best	good	ADJ
easat-7709	78	18	practices	practice	NOUN
easat-7709	78	19	and	and	CCONJ
easat-7709	78	20	recommendations	recommendation	NOUN
easat-7709	78	21	for	for	ADP
easat-7709	78	22	modeling	model	VERB
easat-7709	78	23	character	character	NOUN
easat-7709	78	24	relationships	relationship	NOUN
easat-7709	78	25	in	in	ADP
easat-7709	78	26	a	a	DET
easat-7709	78	27	cross	cross	ADJ
easat-7709	78	28	-	-	ADJ
easat-7709	78	29	domain	domain	ADJ
easat-7709	78	30	context	context	NOUN
easat-7709	78	31	.	.	PUNCT
easat-7709	79	1	we	we	PRON
easat-7709	79	2	discuss	discuss	VERB
easat-7709	79	3	how	how	SCONJ
easat-7709	79	4	techniques	technique	NOUN
easat-7709	79	5	from	from	ADP
easat-7709	79	6	one	one	NUM
easat-7709	79	7	domain	domain	NOUN
easat-7709	79	8	can	can	AUX
easat-7709	79	9	inform	inform	VERB
easat-7709	79	10	the	the	DET
easat-7709	79	11	other	other	ADJ
easat-7709	79	12	(	(	PUNCT
easat-7709	79	13	for	for	ADP
easat-7709	79	14	example	example	NOUN
easat-7709	79	15	,	,	PUNCT
easat-7709	79	16	applying	apply	VERB
easat-7709	79	17	sentiment	sentiment	NOUN
easat-7709	79	18	analysis	analysis	NOUN
easat-7709	79	19	from	from	ADP
easat-7709	79	20	literary	literary	ADJ
easat-7709	79	21	studies	study	NOUN
easat-7709	79	22	to	to	PART
easat-7709	79	23	script	script	VERB
easat-7709	79	24	dialogue	dialogue	NOUN
easat-7709	79	25	,	,	PUNCT
easat-7709	79	26	or	or	CCONJ
easat-7709	79	27	using	use	VERB
easat-7709	79	28	scene	scene	NOUN
easat-7709	79	29	segmentation	segmentation	NOUN
easat-7709	79	30	approaches	approach	NOUN
easat-7709	79	31	from	from	ADP
easat-7709	79	32	film	film	NOUN
easat-7709	79	33	analysis	analysis	NOUN
easat-7709	79	34	in	in	ADP
easat-7709	79	35	long	long	ADJ
easat-7709	79	36	novel	novel	ADJ
easat-7709	79	37	chapters	chapter	NOUN
easat-7709	79	38	)	)	PUNCT
easat-7709	79	39	and	and	CCONJ
easat-7709	79	40	identify	identify	VERB
easat-7709	79	41	open	open	ADJ
easat-7709	79	42	challenges	challenge	NOUN
easat-7709	79	43	for	for	ADP
easat-7709	79	44	future	future	ADJ
easat-7709	79	45	research	research	NOUN
easat-7709	79	46	in	in	ADP
easat-7709	79	47	narrative	narrative	NOUN
easat-7709	79	48	network	network	NOUN
easat-7709	79	49	modeling	modeling	NOUN
easat-7709	79	50	.	.	PUNCT
easat-7709	80	1	2	2	X
easat-7709	80	2	.	.	X
easat-7709	80	3	related	relate	VERB
easat-7709	80	4	work	work	NOUN
easat-7709	80	5	2.1	2.1	NUM
easat-7709	80	6	.	.	PUNCT
easat-7709	81	1	character	character	NOUN
easat-7709	81	2	networks	network	NOUN
easat-7709	81	3	and	and	CCONJ
easat-7709	81	4	relationship	relationship	NOUN
easat-7709	81	5	extraction	extraction	NOUN
easat-7709	81	6	in	in	ADP
easat-7709	81	7	narratives	narrative	NOUN
easat-7709	81	8	early	early	ADJ
easat-7709	81	9	research	research	NOUN
easat-7709	81	10	on	on	ADP
easat-7709	81	11	literary	literary	ADJ
easat-7709	81	12	narratives	narrative	NOUN
easat-7709	81	13	focused	focus	VERB
easat-7709	81	14	on	on	ADP
easat-7709	81	15	extracting	extract	VERB
easat-7709	81	16	character	character	NOUN
easat-7709	81	17	networks	network	NOUN
easat-7709	81	18	–	–	PUNCT
easat-7709	81	19	graphs	graph	NOUN
easat-7709	81	20	where	where	SCONJ
easat-7709	81	21	nodes	node	NOUN
easat-7709	81	22	are	be	AUX
easat-7709	81	23	characters	character	NOUN
easat-7709	81	24	and	and	CCONJ
easat-7709	81	25	edges	edge	NOUN
easat-7709	81	26	represent	represent	VERB
easat-7709	81	27	interactions	interaction	NOUN
easat-7709	81	28	or	or	CCONJ
easat-7709	81	29	relationships	relationship	NOUN
easat-7709	81	30	in	in	ADP
easat-7709	81	31	the	the	DET
easat-7709	81	32	story	story	NOUN
easat-7709	81	33	.	.	PUNCT
easat-7709	82	1	a	a	DET
easat-7709	82	2	common	common	ADJ
easat-7709	82	3	approach	approach	NOUN
easat-7709	82	4	is	be	AUX
easat-7709	82	5	to	to	PART
easat-7709	82	6	identify	identify	VERB
easat-7709	82	7	characters	character	NOUN
easat-7709	82	8	via	via	ADP
easat-7709	82	9	named	name	VERB
easat-7709	82	10	entity	entity	NOUN
easat-7709	82	11	recognition	recognition	NOUN
easat-7709	82	12	and	and	CCONJ
easat-7709	82	13	coreference	coreference	NOUN
easat-7709	82	14	resolution	resolution	NOUN
easat-7709	82	15	,	,	PUNCT
easat-7709	82	16	then	then	ADV
easat-7709	82	17	connect	connect	VERB
easat-7709	82	18	characters	character	NOUN
easat-7709	82	19	who	who	PRON
easat-7709	82	20	co	co	VERB
easat-7709	82	21	-	-	VERB
easat-7709	82	22	occur	occur	VERB
easat-7709	82	23	in	in	ADP
easat-7709	82	24	scenes	scene	NOUN
easat-7709	82	25	or	or	CCONJ
easat-7709	82	26	dialogues	dialogue	NOUN
easat-7709	82	27	.	.	PUNCT
easat-7709	83	1	this	this	PRON
easat-7709	83	2	yields	yield	VERB
easat-7709	83	3	a	a	DET
easat-7709	83	4	social	social	ADJ
easat-7709	83	5	network	network	NOUN
easat-7709	83	6	of	of	ADP
easat-7709	83	7	the	the	DET
easat-7709	83	8	story	story	NOUN
easat-7709	83	9	’s	’s	PART
easat-7709	83	10	characters	character	NOUN
easat-7709	83	11	that	that	PRON
easat-7709	83	12	can	can	AUX
easat-7709	83	13	support	support	VERB
easat-7709	83	14	tasks	task	NOUN
easat-7709	83	15	like	like	ADP
easat-7709	83	16	summarization	summarization	NOUN
easat-7709	83	17	or	or	CCONJ
easat-7709	83	18	role	role	NOUN
easat-7709	83	19	detection	detection	NOUN
easat-7709	83	20	.	.	PUNCT
easat-7709	84	1	such	such	ADJ
easat-7709	84	2	methods	method	NOUN
easat-7709	84	3	have	have	AUX
easat-7709	84	4	been	be	AUX
easat-7709	84	5	applied	apply	VERB
easat-7709	84	6	to	to	ADP
easat-7709	84	7	novels	novel	NOUN
easat-7709	84	8	,	,	PUNCT
easat-7709	84	9	short	short	ADJ
easat-7709	84	10	stories	story	NOUN
easat-7709	84	11	,	,	PUNCT
easat-7709	84	12	and	and	CCONJ
easat-7709	84	13	plays	play	NOUN
easat-7709	84	14	,	,	PUNCT
easat-7709	84	15	revealing	reveal	VERB
easat-7709	84	16	meaningful	meaningful	ADJ
easat-7709	84	17	patterns	pattern	NOUN
easat-7709	84	18	of	of	ADP
easat-7709	84	19	interactions	interaction	NOUN
easat-7709	84	20	.	.	PUNCT
easat-7709	85	1	however	however	ADV
easat-7709	85	2	,	,	PUNCT
easat-7709	85	3	co	co	NOUN
easat-7709	85	4	-	-	NOUN
easat-7709	85	5	occurrence	occurrence	NOUN
easat-7709	85	6	-	-	PUNCT
easat-7709	85	7	based	base	VERB
easat-7709	85	8	networks	network	NOUN
easat-7709	85	9	are	be	AUX
easat-7709	85	10	inherently	inherently	ADV
easat-7709	85	11	limited	limited	ADJ
easat-7709	85	12	:	:	PUNCT
easat-7709	85	13	they	they	PRON
easat-7709	85	14	treat	treat	VERB
easat-7709	85	15	all	all	DET
easat-7709	85	16	interactions	interaction	NOUN
easat-7709	85	17	as	as	ADP
easat-7709	85	18	untyped	untyped	ADJ
easat-7709	85	19	edges	edge	NOUN
easat-7709	85	20	and	and	CCONJ
easat-7709	85	21	often	often	ADV
easat-7709	85	22	ignore	ignore	VERB
easat-7709	85	23	the	the	DET
easat-7709	85	24	narrative	narrative	ADJ
easat-7709	85	25	context	context	NOUN
easat-7709	85	26	or	or	CCONJ
easat-7709	85	27	evolution	evolution	NOUN
easat-7709	85	28	of	of	ADP
easat-7709	85	29	relationships	relationship	NOUN
easat-7709	85	30	over	over	ADP
easat-7709	85	31	time	time	NOUN
easat-7709	85	32	.	.	PUNCT
easat-7709	86	1	as	as	SCONJ
easat-7709	86	2	noted	note	VERB
easat-7709	86	3	in	in	ADP
easat-7709	86	4	a	a	DET
easat-7709	86	5	comprehensive	comprehensive	ADJ
easat-7709	86	6	survey	survey	NOUN
easat-7709	86	7	by	by	ADP
easat-7709	86	8	labatut	labatut	PROPN
easat-7709	86	9	and	and	CCONJ
easat-7709	86	10	bost	bost	VERB
easat-7709	86	11	[	[	X
easat-7709	86	12	1	1	NUM
easat-7709	86	13	]	]	X
easat-7709	86	14	works	work	NOUN
easat-7709	86	15	of	of	ADP
easat-7709	86	16	fiction	fiction	NOUN
easat-7709	86	17	pose	pose	VERB
easat-7709	86	18	challenges	challenge	NOUN
easat-7709	86	19	(	(	PUNCT
easat-7709	86	20	e.g.	e.g.	ADV
easat-7709	86	21	ambiguous	ambiguous	ADJ
easat-7709	86	22	aliases	alias	NOUN
easat-7709	86	23	,	,	PUNCT
easat-7709	86	24	varied	varied	ADJ
easat-7709	86	25	writing	writing	NOUN
easat-7709	86	26	styles	style	NOUN
easat-7709	86	27	)	)	PUNCT
easat-7709	86	28	that	that	PRON
easat-7709	86	29	complicate	complicate	VERB
easat-7709	86	30	automatic	automatic	ADJ
easat-7709	86	31	network	network	NOUN
easat-7709	86	32	extraction	extraction	NOUN
easat-7709	86	33	,	,	PUNCT
easat-7709	86	34	leaving	leave	VERB
easat-7709	86	35	issues	issue	NOUN
easat-7709	86	36	like	like	ADP
easat-7709	86	37	relationship	relationship	NOUN
easat-7709	86	38	dynamics	dynamic	NOUN
easat-7709	86	39	and	and	CCONJ
easat-7709	86	40	implicit	implicit	ADJ
easat-7709	86	41	interactions	interaction	NOUN
easat-7709	86	42	only	only	ADV
easat-7709	86	43	partially	partially	ADV
easat-7709	86	44	solved	solve	VERB
easat-7709	86	45	[	[	X
easat-7709	86	46	1	1	NUM
easat-7709	86	47	]	]	PUNCT
easat-7709	86	48	.	.	PUNCT
easat-7709	87	1	our	our	PRON
easat-7709	87	2	work	work	NOUN
easat-7709	87	3	addresses	address	VERB
easat-7709	87	4	these	these	DET
easat-7709	87	5	gaps	gap	NOUN
easat-7709	87	6	by	by	ADP
easat-7709	87	7	incorporating	incorporate	VERB
easat-7709	87	8	richer	rich	ADJ
easat-7709	87	9	context	context	NOUN
easat-7709	87	10	and	and	CCONJ
easat-7709	87	11	focusing	focus	VERB
easat-7709	87	12	on	on	ADP
easat-7709	87	13	how	how	SCONJ
easat-7709	87	14	relationships	relationship	NOUN
easat-7709	87	15	develop	develop	VERB
easat-7709	87	16	in	in	ADP
easat-7709	87	17	different	different	ADJ
easat-7709	87	18	media	medium	NOUN
easat-7709	87	19	.	.	PUNCT
easat-7709	88	1	https://esp.as-pub.com/index.php/esp/article/download/2511/1293#:~:text=character%20relationships%20,qualitative%20and	https://esp.as-pub.com/index.php/esp/article/download/2511/1293#:~:text=character%20relationships%20,qualitative%20and	NOUN
easat-7709	88	2	https://esp.as-pub.com/index.php/esp/article/download/2511/1293#:~:text=predominantly%20on%20narrative%20language%20and,for%20creating%20accurate%20analytical%20models	https://esp.as-pub.com/index.php/esp/article/download/2511/1293#:~:text=predominantly%20on%20narrative%20language%20and,for%20creating%20accurate%20analytical%20model	NOUN
easat-7709	88	3	3386	3386	NUM
easat-7709	88	4	edelweiss	edelweiss	PROPN
easat-7709	88	5	applied	apply	VERB
easat-7709	88	6	science	science	NOUN
easat-7709	88	7	and	and	CCONJ
easat-7709	88	8	technology	technology	NOUN
easat-7709	88	9	issn	issn	PROPN
easat-7709	88	10	:	:	PUNCT
easat-7709	88	11	2576	2576	NUM
easat-7709	88	12	-	-	SYM
easat-7709	88	13	8484	8484	NUM
easat-7709	88	14	vol	vol	NOUN
easat-7709	88	15	.	.	PROPN
easat-7709	89	1	9	9	NUM
easat-7709	89	2	,	,	PUNCT
easat-7709	89	3	no	no	INTJ
easat-7709	89	4	.	.	NOUN
easat-7709	89	5	5	5	NUM
easat-7709	89	6	:	:	SYM
easat-7709	89	7	3383	3383	NUM
easat-7709	89	8	-	-	SYM
easat-7709	89	9	3396	3396	NUM
easat-7709	89	10	,	,	PUNCT
easat-7709	89	11	2025	2025	NUM
easat-7709	89	12	doi	doi	NOUN
easat-7709	89	13	:	:	PUNCT
easat-7709	89	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	89	15	©	©	ADP
easat-7709	89	16	2025	2025	NUM
easat-7709	89	17	by	by	ADP
easat-7709	89	18	the	the	DET
easat-7709	89	19	authors	author	NOUN
easat-7709	89	20	;	;	PUNCT
easat-7709	89	21	licensee	licensee	PROPN
easat-7709	89	22	learning	learning	NOUN
easat-7709	89	23	gate	gate	VERB
easat-7709	89	24	a	a	DET
easat-7709	89	25	key	key	ADJ
easat-7709	89	26	challenge	challenge	NOUN
easat-7709	89	27	for	for	ADP
easat-7709	89	28	narrative	narrative	NOUN
easat-7709	89	29	relationship	relationship	NOUN
easat-7709	89	30	extraction	extraction	NOUN
easat-7709	89	31	is	be	AUX
easat-7709	89	32	identifying	identify	VERB
easat-7709	89	33	who	who	PRON
easat-7709	89	34	is	be	AUX
easat-7709	89	35	interacting	interact	VERB
easat-7709	89	36	with	with	ADP
easat-7709	89	37	whom	whom	PRON
easat-7709	89	38	,	,	PUNCT
easat-7709	89	39	especially	especially	ADV
easat-7709	89	40	in	in	ADP
easat-7709	89	41	dialogues	dialogue	NOUN
easat-7709	89	42	.	.	PUNCT
easat-7709	90	1	early	early	ADJ
easat-7709	90	2	solutions	solution	NOUN
easat-7709	90	3	for	for	ADP
easat-7709	90	4	speaker	speaker	NOUN
easat-7709	90	5	attribution	attribution	NOUN
easat-7709	90	6	in	in	ADP
easat-7709	90	7	novels	novel	NOUN
easat-7709	90	8	were	be	AUX
easat-7709	90	9	rule	rule	NOUN
easat-7709	90	10	-	-	PUNCT
easat-7709	90	11	based	base	VERB
easat-7709	90	12	.	.	PUNCT
easat-7709	91	1	notably	notably	ADV
easat-7709	91	2	,	,	PUNCT
easat-7709	91	3	elson	elson	PROPN
easat-7709	91	4	and	and	CCONJ
easat-7709	91	5	mckeown	mckeown	PROPN
easat-7709	91	6	developed	develop	VERB
easat-7709	91	7	one	one	NUM
easat-7709	91	8	of	of	ADP
easat-7709	91	9	the	the	DET
easat-7709	91	10	first	first	ADJ
easat-7709	91	11	systems	system	NOUN
easat-7709	91	12	to	to	PART
easat-7709	91	13	automatically	automatically	ADV
easat-7709	91	14	identify	identify	VERB
easat-7709	91	15	which	which	DET
easat-7709	91	16	character	character	NOUN
easat-7709	91	17	is	be	AUX
easat-7709	91	18	speaking	speak	VERB
easat-7709	91	19	each	each	DET
easat-7709	91	20	quote	quote	NOUN
easat-7709	91	21	in	in	ADP
easat-7709	91	22	literary	literary	ADJ
easat-7709	91	23	text	text	NOUN
easat-7709	92	1	[	[	X
easat-7709	92	2	11	11	NUM
easat-7709	92	3	-	-	SYM
easat-7709	92	4	13	13	NUM
easat-7709	92	5	]	]	PUNCT
easat-7709	92	6	using	use	VERB
easat-7709	92	7	handcrafted	handcraft	VERB
easat-7709	92	8	rules	rule	NOUN
easat-7709	92	9	and	and	CCONJ
easat-7709	92	10	discourse	discourse	NOUN
easat-7709	92	11	cues	cue	NOUN
easat-7709	92	12	.	.	PUNCT
easat-7709	93	1	this	this	PRON
easat-7709	93	2	was	be	AUX
easat-7709	93	3	extended	extend	VERB
easat-7709	93	4	by	by	ADP
easat-7709	93	5	machine	machine	NOUN
easat-7709	93	6	learning	learning	NOUN
easat-7709	93	7	approaches	approach	NOUN
easat-7709	93	8	:	:	PUNCT
easat-7709	93	9	he	he	PRON
easat-7709	93	10	et	et	PROPN
easat-7709	93	11	al	al	PROPN
easat-7709	93	12	.	.	PROPN
easat-7709	94	1	formulated	formulated	ADJ
easat-7709	94	2	speaker	speaker	NOUN
easat-7709	94	3	identification	identification	NOUN
easat-7709	94	4	in	in	ADP
easat-7709	94	5	novels	novel	NOUN
easat-7709	94	6	as	as	ADP
easat-7709	94	7	a	a	DET
easat-7709	94	8	classification	classification	NOUN
easat-7709	94	9	task	task	NOUN
easat-7709	94	10	,	,	PUNCT
easat-7709	94	11	using	use	VERB
easat-7709	94	12	features	feature	NOUN
easat-7709	94	13	like	like	ADP
easat-7709	94	14	verb	verb	NOUN
easat-7709	94	15	tags	tag	NOUN
easat-7709	94	16	and	and	CCONJ
easat-7709	94	17	character	character	NOUN
easat-7709	94	18	mentions	mention	NOUN
easat-7709	94	19	to	to	PART
easat-7709	94	20	assign	assign	VERB
easat-7709	94	21	dialogue	dialogue	NOUN
easat-7709	94	22	lines	line	NOUN
easat-7709	94	23	to	to	ADP
easat-7709	94	24	the	the	DET
easat-7709	94	25	correct	correct	ADJ
easat-7709	94	26	character	character	NOUN
easat-7709	94	27	he	he	PRON
easat-7709	94	28	,	,	PUNCT
easat-7709	94	29	et	et	PROPN
easat-7709	94	30	al	al	PROPN
easat-7709	94	31	.	.	PUNCT
easat-7709	95	1	[	[	X
easat-7709	95	2	14	14	NUM
easat-7709	95	3	]	]	PUNCT
easat-7709	95	4	.	.	PUNCT
easat-7709	96	1	makazhanov	makazhanov	PROPN
easat-7709	96	2	,	,	PUNCT
easat-7709	96	3	et	et	PROPN
easat-7709	96	4	al	al	PROPN
easat-7709	96	5	.	.	PUNCT
easat-7709	97	1	[	[	X
easat-7709	97	2	15	15	NUM
easat-7709	97	3	]	]	PUNCT
easat-7709	97	4	combined	combine	VERB
easat-7709	97	5	these	these	DET
easat-7709	97	6	attribution	attribution	NOUN
easat-7709	97	7	techniques	technique	NOUN
easat-7709	97	8	with	with	ADP
easat-7709	97	9	detecting	detect	VERB
easat-7709	97	10	vocatives	vocative	NOUN
easat-7709	97	11	(	(	PUNCT
easat-7709	97	12	explicit	explicit	ADJ
easat-7709	97	13	address	address	NOUN
easat-7709	97	14	terms	term	NOUN
easat-7709	97	15	like	like	ADP
easat-7709	97	16	“	"	PUNCT
easat-7709	97	17	dr	dr	PROPN
easat-7709	97	18	.	.	PROPN
easat-7709	97	19	watson	watson	PROPN
easat-7709	97	20	,	,	PUNCT
easat-7709	97	21	...	...	PUNCT
easat-7709	97	22	”	"	PUNCT
easat-7709	97	23	)	)	PUNCT
easat-7709	97	24	to	to	PART
easat-7709	97	25	extract	extract	VERB
easat-7709	97	26	specific	specific	ADJ
easat-7709	97	27	familial	familial	ADJ
easat-7709	97	28	relationships	relationship	NOUN
easat-7709	97	29	from	from	ADP
easat-7709	97	30	novels	novel	NOUN
easat-7709	97	31	[	[	X
easat-7709	97	32	15	15	NUM
easat-7709	97	33	]	]	PUNCT
easat-7709	97	34	.	.	PUNCT
easat-7709	98	1	their	their	PRON
easat-7709	98	2	pipeline	pipeline	NOUN
easat-7709	98	3	could	could	AUX
easat-7709	98	4	infer	infer	VERB
easat-7709	98	5	parent	parent	NOUN
easat-7709	98	6	–	–	PUNCT
easat-7709	98	7	child	child	NOUN
easat-7709	98	8	or	or	CCONJ
easat-7709	98	9	sibling	sible	VERB
easat-7709	98	10	ties	tie	NOUN
easat-7709	98	11	by	by	ADP
easat-7709	98	12	spotting	spot	VERB
easat-7709	98	13	telltale	telltale	ADJ
easat-7709	98	14	address	address	NOUN
easat-7709	98	15	terms	term	NOUN
easat-7709	98	16	(	(	PUNCT
easat-7709	98	17	e.g.	e.g.	ADV
easat-7709	98	18	“	"	PUNCT
easat-7709	98	19	uncle	uncle	NOUN
easat-7709	98	20	”	"	PUNCT
easat-7709	98	21	,	,	PUNCT
easat-7709	98	22	“	"	PUNCT
easat-7709	98	23	mom	mom	NOUN
easat-7709	98	24	”	"	PUNCT
easat-7709	98	25	)	)	PUNCT
easat-7709	98	26	in	in	ADP
easat-7709	98	27	conversations	conversation	NOUN
easat-7709	98	28	.	.	PUNCT
easat-7709	99	1	these	these	DET
easat-7709	99	2	approaches	approach	NOUN
easat-7709	99	3	did	do	VERB
easat-7709	99	4	well	well	ADV
easat-7709	99	5	in	in	ADP
easat-7709	99	6	improving	improve	VERB
easat-7709	99	7	precision	precision	NOUN
easat-7709	99	8	of	of	ADP
easat-7709	99	9	character	character	NOUN
easat-7709	99	10	link	link	NOUN
easat-7709	99	11	extraction	extraction	NOUN
easat-7709	99	12	–	–	PUNCT
easat-7709	99	13	for	for	ADP
easat-7709	99	14	instance	instance	NOUN
easat-7709	99	15	,	,	PUNCT
easat-7709	99	16	reducing	reduce	VERB
easat-7709	99	17	false	false	ADJ
easat-7709	99	18	links	link	NOUN
easat-7709	99	19	by	by	ADP
easat-7709	99	20	ensuring	ensure	VERB
easat-7709	99	21	an	an	DET
easat-7709	99	22	utterance	utterance	NOUN
easat-7709	99	23	is	be	AUX
easat-7709	99	24	credited	credit	VERB
easat-7709	99	25	to	to	ADP
easat-7709	99	26	the	the	DET
easat-7709	99	27	right	right	ADJ
easat-7709	99	28	person	person	NOUN
easat-7709	99	29	before	before	ADP
easat-7709	99	30	drawing	draw	VERB
easat-7709	99	31	a	a	DET
easat-7709	99	32	relationship	relationship	NOUN
easat-7709	99	33	.	.	PUNCT
easat-7709	100	1	however	however	ADV
easat-7709	100	2	,	,	PUNCT
easat-7709	100	3	they	they	PRON
easat-7709	100	4	were	be	AUX
easat-7709	100	5	limited	limit	VERB
easat-7709	100	6	by	by	ADP
easat-7709	100	7	reliance	reliance	NOUN
easat-7709	100	8	on	on	ADP
easat-7709	100	9	labor	labor	NOUN
easat-7709	100	10	-	-	PUNCT
easat-7709	100	11	intensive	intensive	ADJ
easat-7709	100	12	rules	rule	NOUN
easat-7709	100	13	or	or	CCONJ
easat-7709	100	14	narrow	narrow	ADJ
easat-7709	100	15	relationship	relationship	NOUN
easat-7709	100	16	types	type	NOUN
easat-7709	100	17	.	.	PUNCT
easat-7709	101	1	recent	recent	ADJ
easat-7709	101	2	work	work	NOUN
easat-7709	101	3	has	have	AUX
easat-7709	101	4	therefore	therefore	ADV
easat-7709	101	5	turned	turn	VERB
easat-7709	101	6	to	to	ADP
easat-7709	101	7	neural	neural	ADJ
easat-7709	101	8	models	model	NOUN
easat-7709	101	9	:	:	PUNCT
easat-7709	101	10	cuesta	cuesta	NOUN
easat-7709	101	11	-	-	PUNCT
easat-7709	101	12	lazaro	lazaro	NOUN
easat-7709	101	13	,	,	PUNCT
easat-7709	101	14	et	et	PROPN
easat-7709	101	15	al	al	PROPN
easat-7709	101	16	.	.	PUNCT
easat-7709	102	1	[	[	X
easat-7709	102	2	16	16	NUM
easat-7709	102	3	]	]	PUNCT
easat-7709	102	4	introduced	introduce	VERB
easat-7709	102	5	a	a	DET
easat-7709	102	6	bert	bert	NOUN
easat-7709	102	7	-	-	PUNCT
easat-7709	102	8	based	base	VERB
easat-7709	102	9	model	model	NOUN
easat-7709	102	10	for	for	ADP
easat-7709	102	11	speaker	speaker	NOUN
easat-7709	102	12	-	-	PUNCT
easat-7709	102	13	to	to	ADP
easat-7709	102	14	-	-	PUNCT
easat-7709	102	15	utterance	utterance	NOUN
easat-7709	102	16	attribution	attribution	NOUN
easat-7709	102	17	in	in	ADP
easat-7709	102	18	novels	novel	NOUN
easat-7709	102	19	,	,	PUNCT
easat-7709	102	20	treating	treat	VERB
easat-7709	102	21	it	it	PRON
easat-7709	102	22	analogously	analogously	ADV
easat-7709	102	23	to	to	ADP
easat-7709	102	24	a	a	DET
easat-7709	102	25	dialogue	dialogue	NOUN
easat-7709	102	26	state	state	NOUN
easat-7709	102	27	tracking	tracking	NOUN
easat-7709	102	28	problem	problem	NOUN
easat-7709	102	29	[	[	X
easat-7709	102	30	16	16	NUM
easat-7709	102	31	]	]	PUNCT
easat-7709	102	32	.	.	PUNCT
easat-7709	103	1	their	their	PRON
easat-7709	103	2	system	system	NOUN
easat-7709	103	3	learns	learn	VERB
easat-7709	103	4	to	to	PART
easat-7709	103	5	assign	assign	VERB
easat-7709	103	6	each	each	DET
easat-7709	103	7	quote	quote	NOUN
easat-7709	103	8	in	in	ADP
easat-7709	103	9	the	the	DET
easat-7709	103	10	text	text	NOUN
easat-7709	103	11	to	to	ADP
easat-7709	103	12	a	a	DET
easat-7709	103	13	character	character	NOUN
easat-7709	103	14	by	by	ADP
easat-7709	103	15	leveraging	leverage	VERB
easat-7709	103	16	contextual	contextual	ADJ
easat-7709	103	17	language	language	NOUN
easat-7709	103	18	cues	cue	NOUN
easat-7709	103	19	,	,	PUNCT
easat-7709	103	20	significantly	significantly	ADV
easat-7709	103	21	outperforming	outperform	VERB
easat-7709	103	22	earlier	early	ADV
easat-7709	103	23	rulebased	rulebase	VERB
easat-7709	103	24	methods	method	NOUN
easat-7709	103	25	.	.	PUNCT
easat-7709	104	1	this	this	DET
easat-7709	104	2	attention	attention	NOUN
easat-7709	104	3	-	-	PUNCT
easat-7709	104	4	based	base	VERB
easat-7709	104	5	approach	approach	NOUN
easat-7709	104	6	handles	handle	VERB
easat-7709	104	7	implicit	implicit	ADJ
easat-7709	104	8	references	reference	NOUN
easat-7709	104	9	and	and	CCONJ
easat-7709	104	10	pronoun	pronoun	NOUN
easat-7709	104	11	coreference	coreference	NOUN
easat-7709	104	12	more	more	ADV
easat-7709	104	13	robustly	robustly	ADV
easat-7709	104	14	,	,	PUNCT
easat-7709	104	15	eliminating	eliminate	VERB
easat-7709	104	16	the	the	DET
easat-7709	104	17	need	need	NOUN
easat-7709	104	18	for	for	ADP
easat-7709	104	19	many	many	ADJ
easat-7709	104	20	hand	hand	NOUN
easat-7709	104	21	-	-	PUNCT
easat-7709	104	22	crafted	craft	VERB
easat-7709	104	23	rules	rule	NOUN
easat-7709	104	24	.	.	PUNCT
easat-7709	105	1	in	in	ADP
easat-7709	105	2	summary	summary	NOUN
easat-7709	105	3	,	,	PUNCT
easat-7709	105	4	prior	prior	ADJ
easat-7709	105	5	work	work	NOUN
easat-7709	105	6	on	on	ADP
easat-7709	105	7	text	text	NOUN
easat-7709	105	8	narratives	narrative	NOUN
easat-7709	105	9	provided	provide	VERB
easat-7709	105	10	solid	solid	ADJ
easat-7709	105	11	foundations	foundation	NOUN
easat-7709	105	12	–	–	PUNCT
easat-7709	105	13	from	from	ADP
easat-7709	105	14	network	network	NOUN
easat-7709	105	15	extraction	extraction	NOUN
easat-7709	105	16	to	to	PART
easat-7709	105	17	relationship	relationship	VERB
easat-7709	105	18	classification	classification	NOUN
easat-7709	105	19	and	and	CCONJ
easat-7709	105	20	speaker	speaker	NOUN
easat-7709	105	21	attribution	attribution	NOUN
easat-7709	105	22	–	–	PUNCT
easat-7709	105	23	but	but	CCONJ
easat-7709	105	24	primarily	primarily	ADV
easat-7709	105	25	within	within	ADP
easat-7709	105	26	the	the	DET
easat-7709	105	27	textual	textual	ADJ
easat-7709	105	28	modality	modality	NOUN
easat-7709	105	29	.	.	PUNCT
easat-7709	106	1	they	they	PRON
easat-7709	106	2	show	show	VERB
easat-7709	106	3	high	high	ADJ
easat-7709	106	4	accuracy	accuracy	NOUN
easat-7709	106	5	in	in	ADP
easat-7709	106	6	their	their	PRON
easat-7709	106	7	domains	domain	NOUN
easat-7709	106	8	,	,	PUNCT
easat-7709	106	9	yet	yet	ADV
easat-7709	106	10	do	do	AUX
easat-7709	106	11	not	not	PART
easat-7709	106	12	address	address	VERB
easat-7709	106	13	cross	cross	ADJ
easat-7709	106	14	-	-	ADJ
easat-7709	106	15	media	media	ADJ
easat-7709	106	16	differences	difference	NOUN
easat-7709	106	17	(	(	PUNCT
easat-7709	106	18	e.g.	e.g.	ADV
easat-7709	106	19	how	how	SCONJ
easat-7709	106	20	dialogues	dialogue	NOUN
easat-7709	106	21	and	and	CCONJ
easat-7709	106	22	interactions	interaction	NOUN
easat-7709	106	23	manifest	manifest	VERB
easat-7709	106	24	in	in	ADP
easat-7709	106	25	video	video	NOUN
easat-7709	106	26	vs	vs	ADP
easat-7709	106	27	text	text	NOUN
easat-7709	106	28	)	)	PUNCT
easat-7709	106	29	and	and	CCONJ
easat-7709	106	30	often	often	ADV
easat-7709	106	31	assume	assume	VERB
easat-7709	106	32	the	the	DET
easat-7709	106	33	presence	presence	NOUN
easat-7709	106	34	of	of	ADP
easat-7709	106	35	explicit	explicit	ADJ
easat-7709	106	36	textual	textual	ADJ
easat-7709	106	37	cues	cue	NOUN
easat-7709	106	38	.	.	PUNCT
easat-7709	107	1	our	our	PRON
easat-7709	107	2	research	research	NOUN
easat-7709	107	3	builds	build	VERB
easat-7709	107	4	on	on	ADP
easat-7709	107	5	their	their	PRON
easat-7709	107	6	strengths	strength	NOUN
easat-7709	107	7	(	(	PUNCT
easat-7709	107	8	network	network	NOUN
easat-7709	107	9	construction	construction	NOUN
easat-7709	107	10	,	,	PUNCT
easat-7709	107	11	dynamic	dynamic	ADJ
easat-7709	107	12	modeling	modeling	NOUN
easat-7709	107	13	,	,	PUNCT
easat-7709	107	14	neural	neural	ADJ
easat-7709	107	15	inference	inference	NOUN
easat-7709	107	16	)	)	PUNCT
easat-7709	107	17	while	while	SCONJ
easat-7709	107	18	targeting	target	VERB
easat-7709	107	19	the	the	DET
easat-7709	107	20	unexplored	unexplored	ADJ
easat-7709	107	21	gap	gap	NOUN
easat-7709	107	22	of	of	ADP
easat-7709	107	23	comparative	comparative	NOUN
easat-7709	107	24	,	,	PUNCT
easat-7709	107	25	algorithmic	algorithmic	ADJ
easat-7709	107	26	modeling	modeling	NOUN
easat-7709	107	27	across	across	ADP
easat-7709	107	28	written	write	VERB
easat-7709	107	29	and	and	CCONJ
easat-7709	107	30	audiovisual	audiovisual	ADJ
easat-7709	107	31	narratives	narrative	NOUN
easat-7709	107	32	.	.	PUNCT
easat-7709	108	1	2.2	2.2	NUM
easat-7709	108	2	.	.	PUNCT
easat-7709	108	3	multimodal	multimodal	NOUN
easat-7709	108	4	and	and	CCONJ
easat-7709	108	5	cross	cross	ADJ
easat-7709	108	6	-	-	ADJ
easat-7709	108	7	media	media	ADJ
easat-7709	108	8	character	character	NOUN
easat-7709	108	9	relationship	relationship	NOUN
easat-7709	108	10	modeling	modeling	NOUN
easat-7709	108	11	in	in	ADP
easat-7709	108	12	film	film	NOUN
easat-7709	108	13	and	and	CCONJ
easat-7709	108	14	television	television	NOUN
easat-7709	108	15	narratives	narrative	NOUN
easat-7709	108	16	,	,	PUNCT
easat-7709	108	17	character	character	NOUN
easat-7709	108	18	relationship	relationship	NOUN
easat-7709	108	19	modeling	modeling	NOUN
easat-7709	108	20	must	must	AUX
easat-7709	108	21	integrate	integrate	VERB
easat-7709	108	22	multiple	multiple	ADJ
easat-7709	108	23	modalities	modality	NOUN
easat-7709	108	24	–	–	PUNCT
easat-7709	108	25	typically	typically	ADV
easat-7709	108	26	video	video	NOUN
easat-7709	108	27	(	(	PUNCT
easat-7709	108	28	visual	visual	ADJ
easat-7709	108	29	appearances	appearance	NOUN
easat-7709	108	30	,	,	PUNCT
easat-7709	108	31	body	body	NOUN
easat-7709	108	32	language	language	NOUN
easat-7709	108	33	)	)	PUNCT
easat-7709	108	34	,	,	PUNCT
easat-7709	108	35	audio	audio	NOUN
easat-7709	108	36	(	(	PUNCT
easat-7709	108	37	speaker	speaker	NOUN
easat-7709	108	38	voice	voice	NOUN
easat-7709	108	39	)	)	PUNCT
easat-7709	108	40	,	,	PUNCT
easat-7709	108	41	and	and	CCONJ
easat-7709	108	42	text	text	NOUN
easat-7709	108	43	(	(	PUNCT
easat-7709	108	44	subtitles	subtitle	NOUN
easat-7709	108	45	or	or	CCONJ
easat-7709	108	46	scripts	script	NOUN
easat-7709	108	47	)	)	PUNCT
easat-7709	108	48	.	.	PUNCT
easat-7709	109	1	initial	initial	ADJ
easat-7709	109	2	efforts	effort	NOUN
easat-7709	109	3	in	in	ADP
easat-7709	109	4	this	this	DET
easat-7709	109	5	domain	domain	NOUN
easat-7709	109	6	focused	focus	VERB
easat-7709	109	7	on	on	ADP
easat-7709	109	8	identifying	identify	VERB
easat-7709	109	9	characters	character	NOUN
easat-7709	109	10	on	on	ADP
easat-7709	109	11	screen	screen	NOUN
easat-7709	109	12	and	and	CCONJ
easat-7709	109	13	aligning	align	VERB
easat-7709	109	14	them	they	PRON
easat-7709	109	15	with	with	ADP
easat-7709	109	16	their	their	PRON
easat-7709	109	17	names	name	NOUN
easat-7709	109	18	in	in	ADP
easat-7709	109	19	dialogue	dialogue	NOUN
easat-7709	109	20	.	.	PUNCT
easat-7709	110	1	for	for	ADP
easat-7709	110	2	instance	instance	NOUN
easat-7709	110	3	,	,	PUNCT
easat-7709	110	4	everingham	everingham	PROPN
easat-7709	110	5	et	et	PROPN
easat-7709	110	6	al	al	PROPN
easat-7709	110	7	.	.	PROPN
easat-7709	110	8	pioneered	pioneer	VERB
easat-7709	110	9	automatic	automatic	ADJ
easat-7709	110	10	face	face	NOUN
easat-7709	110	11	recognition	recognition	NOUN
easat-7709	110	12	in	in	ADP
easat-7709	110	13	tv	tv	NOUN
easat-7709	110	14	episodes	episode	NOUN
easat-7709	110	15	(	(	PUNCT
easat-7709	110	16	e.g.	e.g.	ADV
easat-7709	110	17	the	the	DET
easat-7709	110	18	buffy	buffy	PROPN
easat-7709	110	19	series	series	PROPN
easat-7709	110	20	)	)	PUNCT
easat-7709	110	21	to	to	PART
easat-7709	110	22	label	label	NOUN
easat-7709	110	23	characters	character	NOUN
easat-7709	110	24	,	,	PUNCT
easat-7709	110	25	by	by	ADP
easat-7709	110	26	matching	match	VERB
easat-7709	110	27	recurring	recur	VERB
easat-7709	110	28	face	face	NOUN
easat-7709	110	29	tracks	track	NOUN
easat-7709	110	30	with	with	ADP
easat-7709	110	31	names	name	NOUN
easat-7709	110	32	uttered	utter	VERB
easat-7709	110	33	in	in	ADP
easat-7709	110	34	the	the	DET
easat-7709	110	35	subtitlesweb.eecs.umich.eduweb.eecs.umich.edu	subtitlesweb.eecs.umich.eduweb.eecs.umich.edu	PROPN
easat-7709	110	36	.	.	PROPN
easat-7709	110	37	similarly	similarly	ADV
easat-7709	110	38	,	,	PUNCT
easat-7709	110	39	ramanathan	ramanathan	PROPN
easat-7709	110	40	et	et	PROPN
easat-7709	110	41	al	al	PROPN
easat-7709	110	42	.	.	PROPN
easat-7709	110	43	leveraged	leverage	VERB
easat-7709	110	44	coreference	coreference	NOUN
easat-7709	110	45	resolution	resolution	NOUN
easat-7709	110	46	on	on	ADP
easat-7709	110	47	movie	movie	NOUN
easat-7709	110	48	scripts	script	NOUN
easat-7709	110	49	to	to	PART
easat-7709	110	50	link	link	VERB
easat-7709	110	51	pronouns	pronoun	NOUN
easat-7709	110	52	like	like	ADP
easat-7709	110	53	“	"	PUNCT
easat-7709	110	54	he	he	PRON
easat-7709	110	55	”	"	PUNCT
easat-7709	110	56	or	or	CCONJ
easat-7709	110	57	“	"	PUNCT
easat-7709	110	58	she	she	PRON
easat-7709	110	59	”	"	PUNCT
easat-7709	110	60	to	to	ADP
easat-7709	110	61	specific	specific	ADJ
easat-7709	110	62	character	character	NOUN
easat-7709	110	63	faces	face	NOUN
easat-7709	110	64	on	on	ADP
easat-7709	110	65	screenweb.eecs.umich.edu	screenweb.eecs.umich.edu	PROPN
easat-7709	110	66	.	.	PUNCT
easat-7709	111	1	these	these	DET
easat-7709	111	2	early	early	ADJ
easat-7709	111	3	works	work	NOUN
easat-7709	111	4	laid	lay	VERB
easat-7709	111	5	the	the	DET
easat-7709	111	6	groundwork	groundwork	NOUN
easat-7709	111	7	for	for	ADP
easat-7709	111	8	multimodal	multimodal	NOUN
easat-7709	111	9	analysis	analysis	NOUN
easat-7709	111	10	,	,	PUNCT
easat-7709	111	11	successfully	successfully	ADV
easat-7709	111	12	tackling	tackle	VERB
easat-7709	111	13	the	the	DET
easat-7709	111	14	“	"	PUNCT
easat-7709	111	15	who	who	PRON
easat-7709	111	16	is	be	AUX
easat-7709	111	17	who	who	PRON
easat-7709	111	18	”	"	PUNCT
easat-7709	111	19	problem	problem	NOUN
easat-7709	111	20	in	in	ADP
easat-7709	111	21	video	video	NOUN
easat-7709	111	22	[	[	X
easat-7709	111	23	17	17	NUM
easat-7709	111	24	,	,	PUNCT
easat-7709	111	25	18	18	NUM
easat-7709	111	26	]	]	PUNCT
easat-7709	111	27	.	.	PUNCT
easat-7709	112	1	they	they	PRON
easat-7709	112	2	demonstrated	demonstrate	VERB
easat-7709	112	3	that	that	SCONJ
easat-7709	112	4	visual	visual	ADJ
easat-7709	112	5	and	and	CCONJ
easat-7709	112	6	textual	textual	ADJ
easat-7709	112	7	cues	cue	NOUN
easat-7709	112	8	can	can	AUX
easat-7709	112	9	be	be	AUX
easat-7709	112	10	combined	combine	VERB
easat-7709	112	11	:	:	PUNCT
easat-7709	112	12	e.g.	e.g.	ADV
easat-7709	112	13	detecting	detect	VERB
easat-7709	112	14	when	when	SCONJ
easat-7709	112	15	a	a	DET
easat-7709	112	16	character	character	NOUN
easat-7709	112	17	’s	’s	PART
easat-7709	112	18	face	face	NOUN
easat-7709	112	19	is	be	AUX
easat-7709	112	20	on	on	ADP
easat-7709	112	21	screen	screen	NOUN
easat-7709	112	22	as	as	SCONJ
easat-7709	112	23	their	their	PRON
easat-7709	112	24	name	name	NOUN
easat-7709	112	25	is	be	AUX
easat-7709	112	26	spoken	speak	VERB
easat-7709	112	27	,	,	PUNCT
easat-7709	112	28	to	to	PART
easat-7709	112	29	assign	assign	VERB
easat-7709	112	30	identities	identity	NOUN
easat-7709	112	31	.	.	PUNCT
easat-7709	113	1	however	however	ADV
easat-7709	113	2	,	,	PUNCT
easat-7709	113	3	these	these	DET
easat-7709	113	4	methods	method	NOUN
easat-7709	113	5	were	be	AUX
easat-7709	113	6	often	often	ADV
easat-7709	113	7	limited	limit	VERB
easat-7709	113	8	to	to	ADP
easat-7709	113	9	well	well	ADV
easat-7709	113	10	-	-	PUNCT
easat-7709	113	11	structured	structure	VERB
easat-7709	113	12	data	datum	NOUN
easat-7709	113	13	(	(	PUNCT
easat-7709	113	14	e.g.	e.g.	ADV
easat-7709	113	15	requiring	require	VERB
easat-7709	113	16	preexisting	preexist	VERB
easat-7709	113	17	scripts	script	NOUN
easat-7709	113	18	or	or	CCONJ
easat-7709	113	19	closed	closed	ADJ
easat-7709	113	20	captions	caption	NOUN
easat-7709	113	21	)	)	PUNCT
easat-7709	113	22	and	and	CCONJ
easat-7709	113	23	could	could	AUX
easat-7709	113	24	not	not	PART
easat-7709	113	25	directly	directly	ADV
easat-7709	113	26	infer	infer	VERB
easat-7709	113	27	higher	high	ADJ
easat-7709	113	28	-	-	PUNCT
easat-7709	113	29	level	level	NOUN
easat-7709	113	30	relationship	relationship	NOUN
easat-7709	113	31	properties	property	NOUN
easat-7709	113	32	beyond	beyond	ADP
easat-7709	113	33	co	co	NOUN
easat-7709	113	34	-	-	NOUN
easat-7709	113	35	presence	presence	NOUN
easat-7709	113	36	.	.	PUNCT
easat-7709	114	1	there	there	PRON
easat-7709	114	2	have	have	AUX
easat-7709	114	3	been	be	AUX
easat-7709	114	4	some	some	DET
easat-7709	114	5	initial	initial	ADJ
easat-7709	114	6	attempts	attempt	NOUN
easat-7709	114	7	to	to	PART
easat-7709	114	8	directly	directly	ADV
easat-7709	114	9	model	model	VERB
easat-7709	114	10	character	character	NOUN
easat-7709	114	11	relationships	relationship	NOUN
easat-7709	114	12	in	in	ADP
easat-7709	114	13	multimodal	multimodal	NOUN
easat-7709	114	14	narratives	narrative	NOUN
easat-7709	114	15	.	.	PUNCT
easat-7709	115	1	one	one	NUM
easat-7709	115	2	approach	approach	NOUN
easat-7709	115	3	is	be	AUX
easat-7709	115	4	to	to	PART
easat-7709	115	5	represent	represent	VERB
easat-7709	115	6	interactions	interaction	NOUN
easat-7709	115	7	in	in	ADP
easat-7709	115	8	films	film	NOUN
easat-7709	115	9	as	as	ADP
easat-7709	115	10	graphs	graph	NOUN
easat-7709	115	11	or	or	CCONJ
easat-7709	115	12	timelines	timeline	NOUN
easat-7709	115	13	–	–	PUNCT
easat-7709	115	14	e.g.	e.g.	ADV
easat-7709	115	15	tapaswi	tapaswi	NOUN
easat-7709	115	16	et	et	PROPN
easat-7709	115	17	al	al	PROPN
easat-7709	115	18	.	.	PROPN
easat-7709	115	19	’s	’s	PART
easat-7709	115	20	storygraphs	storygraph	NOUN
easat-7709	115	21	visualized	visualize	VERB
easat-7709	115	22	character	character	NOUN
easat-7709	115	23	co	co	NOUN
easat-7709	115	24	-	-	NOUN
easat-7709	115	25	occurrence	occurrence	NOUN
easat-7709	115	26	over	over	ADP
easat-7709	115	27	time	time	NOUN
easat-7709	115	28	in	in	ADP
easat-7709	115	29	tv	tv	NOUN
easat-7709	115	30	episodesweb.eecs.umich.edu	episodesweb.eecs.umich.edu	PROPN
easat-7709	115	31	,	,	PUNCT
easat-7709	115	32	effectively	effectively	ADV
easat-7709	115	33	creating	create	VERB
easat-7709	115	34	an	an	DET
easat-7709	115	35	interaction	interaction	NOUN
easat-7709	115	36	network	network	NOUN
easat-7709	115	37	from	from	ADP
easat-7709	115	38	video	video	NOUN
easat-7709	115	39	data	datum	NOUN
easat-7709	115	40	[	[	X
easat-7709	115	41	19	19	NUM
easat-7709	115	42	]	]	PUNCT
easat-7709	115	43	.	.	PUNCT
easat-7709	116	1	this	this	PRON
easat-7709	116	2	helped	helped	AUX
easat-7709	116	3	illustrate	illustrate	VERB
easat-7709	116	4	evolving	evolving	NOUN
easat-7709	116	5	group	group	NOUN
easat-7709	116	6	dynamics	dynamic	NOUN
easat-7709	116	7	(	(	PUNCT
easat-7709	116	8	who	who	PRON
easat-7709	116	9	shares	share	VERB
easat-7709	116	10	scenes	scene	NOUN
easat-7709	116	11	with	with	ADP
easat-7709	116	12	whom	whom	PRON
easat-7709	116	13	,	,	PUNCT
easat-7709	116	14	and	and	CCONJ
easat-7709	116	15	when	when	SCONJ
easat-7709	116	16	)	)	PUNCT
easat-7709	116	17	and	and	CCONJ
easat-7709	116	18	was	be	AUX
easat-7709	116	19	an	an	DET
easat-7709	116	20	early	early	ADJ
easat-7709	116	21	step	step	NOUN
easat-7709	116	22	toward	toward	ADP
easat-7709	116	23	quantitative	quantitative	ADJ
easat-7709	116	24	relationship	relationship	NOUN
easat-7709	116	25	analysis	analysis	NOUN
easat-7709	116	26	in	in	ADP
easat-7709	116	27	visual	visual	ADJ
easat-7709	116	28	media	medium	NOUN
easat-7709	116	29	.	.	PUNCT
easat-7709	117	1	however	however	ADV
easat-7709	117	2	,	,	PUNCT
easat-7709	117	3	such	such	ADJ
easat-7709	117	4	visualization	visualization	NOUN
easat-7709	117	5	techniques	technique	NOUN
easat-7709	117	6	did	do	AUX
easat-7709	117	7	not	not	PART
easat-7709	117	8	automatically	automatically	ADV
easat-7709	117	9	classify	classify	VERB
easat-7709	117	10	the	the	DET
easat-7709	117	11	type	type	NOUN
easat-7709	117	12	of	of	ADP
easat-7709	117	13	relationship	relationship	NOUN
easat-7709	117	14	.	.	PUNCT
easat-7709	118	1	recent	recent	ADJ
easat-7709	118	2	research	research	NOUN
easat-7709	118	3	has	have	AUX
easat-7709	118	4	started	start	VERB
easat-7709	118	5	to	to	PART
easat-7709	118	6	fill	fill	VERB
easat-7709	118	7	this	this	DET
easat-7709	118	8	gap	gap	NOUN
easat-7709	118	9	:	:	PUNCT
easat-7709	118	10	lu	lu	PROPN
easat-7709	118	11	et	et	PROPN
easat-7709	118	12	al	al	PROPN
easat-7709	118	13	.	.	PROPN
easat-7709	118	14	proposed	propose	VERB
easat-7709	118	15	a	a	DET
easat-7709	118	16	deep	deep	ADJ
easat-7709	118	17	video	video	NOUN
easat-7709	118	18	understanding	understanding	NOUN
easat-7709	118	19	system	system	NOUN
easat-7709	118	20	that	that	PRON
easat-7709	118	21	infers	infer	VERB
easat-7709	118	22	interpersonal	interpersonal	ADJ
easat-7709	118	23	relationship	relationship	NOUN
easat-7709	118	24	categories	category	NOUN
easat-7709	118	25	from	from	ADP
easat-7709	118	26	full	full	ADJ
easat-7709	118	27	-	-	PUNCT
easat-7709	118	28	length	length	NOUN
easat-7709	118	29	movies	movie	NOUN
easat-7709	118	30	by	by	ADP
easat-7709	118	31	combining	combine	VERB
easat-7709	118	32	multimodal	multimodal	NOUN
easat-7709	118	33	features	feature	NOUN
easat-7709	118	34	into	into	ADP
easat-7709	118	35	a	a	DET
easat-7709	118	36	graph	graph	NOUN
easat-7709	118	37	-	-	PUNCT
easat-7709	118	38	based	base	VERB
easat-7709	118	39	reasoning	reasoning	NOUN
easat-7709	118	40	model	model	NOUN
easat-7709	119	1	[	[	X
easat-7709	119	2	19	19	NUM
easat-7709	119	3	-	-	SYM
easat-7709	119	4	21	21	NUM
easat-7709	119	5	]	]	PUNCT
easat-7709	119	6	.	.	PUNCT
easat-7709	120	1	their	their	PRON
easat-7709	120	2	system	system	NOUN
easat-7709	120	3	extracts	extract	VERB
easat-7709	120	4	visual	visual	ADJ
easat-7709	120	5	features	feature	NOUN
easat-7709	120	6	(	(	PUNCT
easat-7709	120	7	e.g.	e.g.	ADV
easat-7709	120	8	characters	character	NOUN
easat-7709	120	9	appearing	appear	VERB
easat-7709	120	10	together	together	ADV
easat-7709	120	11	,	,	PUNCT
easat-7709	120	12	physical	physical	ADJ
easat-7709	120	13	proximity	proximity	NOUN
easat-7709	120	14	)	)	PUNCT
easat-7709	120	15	and	and	CCONJ
easat-7709	120	16	text	text	NOUN
easat-7709	120	17	features	feature	NOUN
easat-7709	120	18	from	from	ADP
easat-7709	120	19	subtitles	subtitle	NOUN
easat-7709	120	20	or	or	CCONJ
easat-7709	120	21	scripts	script	NOUN
easat-7709	120	22	,	,	PUNCT
easat-7709	120	23	then	then	ADV
easat-7709	120	24	applies	apply	VERB
easat-7709	120	25	a	a	DET
easat-7709	120	26	graph	graph	NOUN
easat-7709	120	27	neural	neural	ADJ
easat-7709	120	28	network	network	NOUN
easat-7709	120	29	to	to	PART
easat-7709	120	30	predict	predict	VERB
easat-7709	120	31	relationships	relationship	NOUN
easat-7709	120	32	(	(	PUNCT
easat-7709	120	33	for	for	ADP
easat-7709	120	34	example	example	NOUN
easat-7709	120	35	,	,	PUNCT
easat-7709	120	36	identifying	identify	VERB
easat-7709	120	37	family	family	NOUN
easat-7709	120	38	3387	3387	NUM
easat-7709	120	39	edelweiss	edelweiss	PROPN
easat-7709	120	40	applied	apply	VERB
easat-7709	120	41	science	science	NOUN
easat-7709	120	42	and	and	CCONJ
easat-7709	120	43	technology	technology	NOUN
easat-7709	120	44	issn	issn	PROPN
easat-7709	120	45	:	:	PUNCT
easat-7709	120	46	2576	2576	NUM
easat-7709	120	47	-	-	SYM
easat-7709	120	48	8484	8484	NUM
easat-7709	120	49	vol	vol	NOUN
easat-7709	120	50	.	.	PROPN
easat-7709	121	1	9	9	NUM
easat-7709	121	2	,	,	PUNCT
easat-7709	121	3	no	no	INTJ
easat-7709	121	4	.	.	NOUN
easat-7709	121	5	5	5	NUM
easat-7709	121	6	:	:	SYM
easat-7709	121	7	3383	3383	NUM
easat-7709	121	8	-	-	SYM
easat-7709	121	9	3396	3396	NUM
easat-7709	121	10	,	,	PUNCT
easat-7709	121	11	2025	2025	NUM
easat-7709	121	12	doi	doi	NOUN
easat-7709	121	13	:	:	PUNCT
easat-7709	121	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	121	15	©	©	ADP
easat-7709	121	16	2025	2025	NUM
easat-7709	121	17	by	by	ADP
easat-7709	121	18	the	the	DET
easat-7709	121	19	authors	author	NOUN
easat-7709	121	20	;	;	PUNCT
easat-7709	122	1	licensee	licensee	PROPN
easat-7709	122	2	learning	learn	VERB
easat-7709	122	3	gate	gate	NOUN
easat-7709	122	4	ties	tie	NOUN
easat-7709	122	5	or	or	CCONJ
easat-7709	122	6	romantic	romantic	ADJ
easat-7709	122	7	partnerships	partnership	NOUN
easat-7709	122	8	)	)	PUNCT
easat-7709	122	9	.	.	PUNCT
easat-7709	123	1	on	on	ADP
easat-7709	123	2	a	a	DET
easat-7709	123	3	high	high	ADJ
easat-7709	123	4	-	-	PUNCT
easat-7709	123	5	level	level	NOUN
easat-7709	123	6	video	video	NOUN
easat-7709	123	7	understanding	understand	VERB
easat-7709	123	8	benchmark	benchmark	NOUN
easat-7709	123	9	,	,	PUNCT
easat-7709	123	10	they	they	PRON
easat-7709	123	11	demonstrated	demonstrate	VERB
easat-7709	123	12	the	the	DET
easat-7709	123	13	feasibility	feasibility	NOUN
easat-7709	123	14	of	of	ADP
easat-7709	123	15	answering	answer	VERB
easat-7709	123	16	questions	question	NOUN
easat-7709	123	17	about	about	ADP
easat-7709	123	18	character	character	NOUN
easat-7709	123	19	relationships	relationship	NOUN
easat-7709	123	20	directly	directly	ADV
easat-7709	123	21	from	from	ADP
easat-7709	123	22	raw	raw	ADJ
easat-7709	123	23	video	video	NOUN
easat-7709	123	24	inputs	input	NOUN
easat-7709	123	25	,	,	PUNCT
easat-7709	123	26	though	though	SCONJ
easat-7709	123	27	with	with	ADP
easat-7709	123	28	moderate	moderate	ADJ
easat-7709	123	29	accuracy	accuracy	NOUN
easat-7709	123	30	(	(	PUNCT
easat-7709	123	31	around	around	ADV
easat-7709	123	32	53	53	NUM
easat-7709	123	33	%	%	NOUN
easat-7709	123	34	on	on	ADP
easat-7709	123	35	a	a	DET
easat-7709	123	36	challenging	challenging	ADJ
easat-7709	123	37	test	test	NOUN
easat-7709	123	38	)	)	PUNCT
easat-7709	123	39	.	.	PUNCT
easat-7709	124	1	this	this	PRON
easat-7709	124	2	indicates	indicate	VERB
easat-7709	124	3	that	that	SCONJ
easat-7709	124	4	while	while	SCONJ
easat-7709	124	5	multi	multi	ADJ
easat-7709	124	6	-	-	ADJ
easat-7709	124	7	modal	modal	ADJ
easat-7709	124	8	relationship	relationship	NOUN
easat-7709	124	9	extraction	extraction	NOUN
easat-7709	124	10	is	be	AUX
easat-7709	124	11	possible	possible	ADJ
easat-7709	124	12	,	,	PUNCT
easat-7709	124	13	it	it	PRON
easat-7709	124	14	remains	remain	VERB
easat-7709	124	15	a	a	DET
easat-7709	124	16	hard	hard	ADJ
easat-7709	124	17	problem	problem	NOUN
easat-7709	124	18	:	:	PUNCT
easat-7709	124	19	subtle	subtle	ADJ
easat-7709	124	20	relational	relational	ADJ
easat-7709	124	21	cues	cue	NOUN
easat-7709	124	22	(	(	PUNCT
easat-7709	124	23	tone	tone	NOUN
easat-7709	124	24	of	of	ADP
easat-7709	124	25	voice	voice	NOUN
easat-7709	124	26	,	,	PUNCT
easat-7709	124	27	background	background	NOUN
easat-7709	124	28	knowledge	knowledge	NOUN
easat-7709	124	29	,	,	PUNCT
easat-7709	124	30	narrative	narrative	ADJ
easat-7709	124	31	context	context	NOUN
easat-7709	124	32	)	)	PUNCT
easat-7709	124	33	are	be	AUX
easat-7709	124	34	often	often	ADV
easat-7709	124	35	lost	lose	VERB
easat-7709	124	36	or	or	CCONJ
easat-7709	124	37	hard	hard	ADJ
easat-7709	124	38	to	to	PART
easat-7709	124	39	interpret	interpret	VERB
easat-7709	124	40	by	by	ADP
easat-7709	124	41	automated	automate	VERB
easat-7709	124	42	systems	system	NOUN
easat-7709	124	43	.	.	PUNCT
easat-7709	125	1	furthermore	furthermore	ADV
easat-7709	125	2	,	,	PUNCT
easat-7709	125	3	most	most	ADJ
easat-7709	125	4	existing	exist	VERB
easat-7709	125	5	models	model	NOUN
easat-7709	125	6	are	be	AUX
easat-7709	125	7	specialized	specialize	VERB
easat-7709	125	8	to	to	ADP
easat-7709	125	9	a	a	DET
easat-7709	125	10	single	single	ADJ
easat-7709	125	11	medium	medium	NOUN
easat-7709	125	12	–	–	PUNCT
easat-7709	125	13	either	either	CCONJ
easat-7709	125	14	text	text	NOUN
easat-7709	125	15	or	or	CCONJ
easat-7709	125	16	audiovisual	audiovisual	ADJ
easat-7709	125	17	–	–	PUNCT
easat-7709	125	18	and	and	CCONJ
easat-7709	125	19	are	be	AUX
easat-7709	125	20	not	not	PART
easat-7709	125	21	easily	easily	ADV
easat-7709	125	22	transferable	transferable	ADJ
easat-7709	125	23	between	between	ADP
easat-7709	125	24	novels	novel	NOUN
easat-7709	125	25	and	and	CCONJ
easat-7709	125	26	tv	tv	NOUN
easat-7709	125	27	dramas	drama	NOUN
easat-7709	125	28	.	.	PUNCT
easat-7709	126	1	there	there	PRON
easat-7709	126	2	is	be	VERB
easat-7709	126	3	little	little	ADJ
easat-7709	126	4	prior	prior	ADJ
easat-7709	126	5	work	work	NOUN
easat-7709	126	6	directly	directly	ADV
easat-7709	126	7	comparing	compare	VERB
easat-7709	126	8	or	or	CCONJ
easat-7709	126	9	integrating	integrate	VERB
easat-7709	126	10	relationship	relationship	NOUN
easat-7709	126	11	modeling	modeling	NOUN
easat-7709	126	12	across	across	ADP
easat-7709	126	13	these	these	DET
easat-7709	126	14	media	medium	NOUN
easat-7709	126	15	.	.	PUNCT
easat-7709	127	1	in	in	ADP
easat-7709	127	2	summary	summary	NOUN
easat-7709	127	3	,	,	PUNCT
easat-7709	127	4	prior	prior	ADJ
easat-7709	127	5	multimodal	multimodal	ADJ
easat-7709	127	6	studies	study	NOUN
easat-7709	127	7	have	have	AUX
easat-7709	127	8	excelled	excel	VERB
easat-7709	127	9	at	at	ADP
easat-7709	127	10	solving	solve	VERB
easat-7709	127	11	identification	identification	NOUN
easat-7709	127	12	and	and	CCONJ
easat-7709	127	13	co	co	NOUN
easat-7709	127	14	-	-	NOUN
easat-7709	127	15	occurrence	occurrence	ADJ
easat-7709	127	16	tasks	task	NOUN
easat-7709	127	17	in	in	ADP
easat-7709	127	18	video	video	NOUN
easat-7709	127	19	(	(	PUNCT
easat-7709	127	20	who	who	PRON
easat-7709	127	21	appears	appear	VERB
easat-7709	127	22	and	and	CCONJ
easat-7709	127	23	speaks	speak	VERB
easat-7709	127	24	when	when	SCONJ
easat-7709	127	25	)	)	PUNCT
easat-7709	127	26	,	,	PUNCT
easat-7709	127	27	and	and	CCONJ
easat-7709	127	28	are	be	AUX
easat-7709	127	29	making	make	VERB
easat-7709	127	30	progress	progress	NOUN
easat-7709	127	31	toward	toward	ADP
easat-7709	127	32	classifying	classify	VERB
easat-7709	127	33	relationship	relationship	NOUN
easat-7709	127	34	types	type	NOUN
easat-7709	127	35	using	use	VERB
easat-7709	127	36	both	both	CCONJ
easat-7709	127	37	visual	visual	ADJ
easat-7709	127	38	and	and	CCONJ
easat-7709	127	39	textual	textual	ADJ
easat-7709	127	40	cues	cue	NOUN
easat-7709	127	41	.	.	PUNCT
easat-7709	128	1	their	their	PRON
easat-7709	128	2	limitations	limitation	NOUN
easat-7709	128	3	include	include	VERB
easat-7709	128	4	reliance	reliance	NOUN
easat-7709	128	5	on	on	ADP
easat-7709	128	6	aligned	aligned	ADJ
easat-7709	128	7	subtitle	subtitle	NOUN
easat-7709	128	8	data	datum	NOUN
easat-7709	128	9	,	,	PUNCT
easat-7709	128	10	difficulty	difficulty	NOUN
easat-7709	128	11	scaling	scale	VERB
easat-7709	128	12	to	to	ADP
easat-7709	128	13	nuanced	nuanced	ADJ
easat-7709	128	14	relationship	relationship	NOUN
easat-7709	128	15	understanding	understanding	NOUN
easat-7709	128	16	,	,	PUNCT
easat-7709	128	17	and	and	CCONJ
easat-7709	128	18	the	the	DET
easat-7709	128	19	absence	absence	NOUN
easat-7709	128	20	of	of	ADP
easat-7709	128	21	a	a	DET
easat-7709	128	22	unified	unify	VERB
easat-7709	128	23	framework	framework	NOUN
easat-7709	128	24	to	to	PART
easat-7709	128	25	handle	handle	VERB
easat-7709	128	26	different	different	ADJ
easat-7709	128	27	narrative	narrative	NOUN
easat-7709	128	28	media	medium	NOUN
easat-7709	128	29	.	.	PUNCT
easat-7709	129	1	our	our	PRON
easat-7709	129	2	proposed	propose	VERB
easat-7709	129	3	study	study	NOUN
easat-7709	129	4	is	be	AUX
easat-7709	129	5	designed	design	VERB
easat-7709	129	6	to	to	PART
easat-7709	129	7	advance	advance	VERB
easat-7709	129	8	the	the	DET
easat-7709	129	9	state	state	NOUN
easat-7709	129	10	of	of	ADP
easat-7709	129	11	the	the	DET
easat-7709	129	12	art	art	NOUN
easat-7709	129	13	by	by	ADP
easat-7709	129	14	bridging	bridge	VERB
easat-7709	129	15	this	this	DET
easat-7709	129	16	divide	divide	NOUN
easat-7709	129	17	:	:	PUNCT
easat-7709	129	18	we	we	PRON
easat-7709	129	19	systematically	systematically	ADV
easat-7709	129	20	evaluate	evaluate	VERB
easat-7709	129	21	and	and	CCONJ
easat-7709	129	22	adapt	adapt	VERB
easat-7709	129	23	relationship	relationship	NOUN
easat-7709	129	24	extraction	extraction	NOUN
easat-7709	129	25	techniques	technique	NOUN
easat-7709	129	26	in	in	ADP
easat-7709	129	27	both	both	DET
easat-7709	129	28	novels	novel	NOUN
easat-7709	129	29	and	and	CCONJ
easat-7709	129	30	television	television	NOUN
easat-7709	129	31	dramas	drama	NOUN
easat-7709	129	32	,	,	PUNCT
easat-7709	129	33	leveraging	leverage	VERB
easat-7709	129	34	strengths	strength	NOUN
easat-7709	129	35	of	of	ADP
easat-7709	129	36	each	each	DET
easat-7709	129	37	modality	modality	NOUN
easat-7709	129	38	’s	’s	PART
easat-7709	129	39	approaches	approach	NOUN
easat-7709	129	40	and	and	CCONJ
easat-7709	129	41	addressing	address	VERB
easat-7709	129	42	the	the	DET
easat-7709	129	43	noted	note	VERB
easat-7709	129	44	shortcomings	shortcoming	NOUN
easat-7709	129	45	(	(	PUNCT
easat-7709	129	46	e.g.	e.g.	ADV
easat-7709	129	47	by	by	ADP
easat-7709	129	48	using	use	VERB
easat-7709	129	49	attention	attention	NOUN
easat-7709	129	50	mechanisms	mechanism	NOUN
easat-7709	129	51	to	to	PART
easat-7709	129	52	incorporate	incorporate	VERB
easat-7709	129	53	context	context	NOUN
easat-7709	129	54	,	,	PUNCT
easat-7709	129	55	and	and	CCONJ
easat-7709	129	56	by	by	ADP
easat-7709	129	57	creating	create	VERB
easat-7709	129	58	cross	cross	ADJ
easat-7709	129	59	-	-	ADJ
easat-7709	129	60	media	media	ADJ
easat-7709	129	61	representations	representation	NOUN
easat-7709	129	62	)	)	PUNCT
easat-7709	129	63	.	.	PUNCT
easat-7709	130	1	in	in	ADP
easat-7709	130	2	doing	do	VERB
easat-7709	130	3	so	so	ADV
easat-7709	130	4	,	,	PUNCT
easat-7709	130	5	we	we	PRON
easat-7709	130	6	aim	aim	VERB
easat-7709	130	7	to	to	PART
easat-7709	130	8	demonstrate	demonstrate	VERB
easat-7709	130	9	how	how	SCONJ
easat-7709	130	10	an	an	DET
easat-7709	130	11	algorithmic	algorithmic	ADJ
easat-7709	130	12	framework	framework	NOUN
easat-7709	130	13	can	can	AUX
easat-7709	130	14	generalize	generalize	VERB
easat-7709	130	15	relationship	relationship	NOUN
easat-7709	130	16	modeling	modeling	NOUN
easat-7709	130	17	from	from	ADP
easat-7709	130	18	text	text	NOUN
easat-7709	130	19	to	to	ADP
easat-7709	130	20	multimodal	multimodal	NOUN
easat-7709	130	21	stories	story	NOUN
easat-7709	130	22	,	,	PUNCT
easat-7709	130	23	providing	provide	VERB
easat-7709	130	24	deeper	deep	ADJ
easat-7709	130	25	insight	insight	NOUN
easat-7709	130	26	than	than	ADP
easat-7709	130	27	any	any	DET
easat-7709	130	28	single	single	ADJ
easat-7709	130	29	-	-	PUNCT
easat-7709	130	30	medium	medium	NOUN
easat-7709	130	31	analysis	analysis	NOUN
easat-7709	130	32	and	and	CCONJ
easat-7709	130	33	pushing	push	VERB
easat-7709	130	34	beyond	beyond	ADP
easat-7709	130	35	the	the	DET
easat-7709	130	36	constraints	constraint	NOUN
easat-7709	130	37	faced	face	VERB
easat-7709	130	38	by	by	ADP
easat-7709	130	39	earlier	early	ADJ
easat-7709	130	40	works	work	NOUN
easat-7709	130	41	.	.	PUNCT
easat-7709	131	1	3	3	X
easat-7709	131	2	.	.	X
easat-7709	131	3	framework	framework	NOUN
easat-7709	131	4	and	and	CCONJ
easat-7709	131	5	methodology	methodology	NOUN
easat-7709	131	6	3.1	3.1	NUM
easat-7709	131	7	.	.	PUNCT
easat-7709	131	8	proposed	propose	VERB
easat-7709	131	9	model	model	NOUN
easat-7709	131	10	:	:	PUNCT
easat-7709	131	11	rkgccba	rkgccba	NOUN
easat-7709	131	12	(	(	PUNCT
easat-7709	131	13	role	role	NOUN
easat-7709	131	14	knowledge	knowledge	NOUN
easat-7709	131	15	graph	graph	NOUN
easat-7709	131	16	correction	correction	NOUN
easat-7709	131	17	with	with	ADP
easat-7709	131	18	context	context	NOUN
easat-7709	131	19	-	-	PUNCT
easat-7709	131	20	block	block	NOUN
easat-7709	131	21	attention	attention	NOUN
easat-7709	131	22	)	)	PUNCT
easat-7709	131	23	figure	figure	NOUN
easat-7709	131	24	1	1	NUM
easat-7709	131	25	.	.	PUNCT
easat-7709	131	26	architecture	architecture	NOUN
easat-7709	131	27	of	of	ADP
easat-7709	131	28	the	the	DET
easat-7709	131	29	proposed	propose	VERB
easat-7709	131	30	rkgccba	rkgccba	PROPN
easat-7709	131	31	model	model	PROPN
easat-7709	131	32	pipeline	pipeline	PROPN
easat-7709	131	33	,	,	PUNCT
easat-7709	131	34	which	which	PRON
easat-7709	131	35	integrates	integrate	VERB
easat-7709	131	36	a	a	DET
easat-7709	131	37	context	context	NOUN
easat-7709	131	38	-	-	PUNCT
easat-7709	131	39	block	block	NOUN
easat-7709	131	40	attention	attention	NOUN
easat-7709	131	41	mechanism	mechanism	NOUN
easat-7709	131	42	with	with	ADP
easat-7709	131	43	a	a	DET
easat-7709	131	44	role	role	NOUN
easat-7709	131	45	knowledge	knowledge	NOUN
easat-7709	131	46	graph	graph	NOUN
easat-7709	131	47	for	for	ADP
easat-7709	131	48	relationship	relationship	NOUN
easat-7709	131	49	modeling	modeling	NOUN
easat-7709	131	50	.	.	PUNCT
easat-7709	132	1	our	our	PRON
easat-7709	132	2	proposed	propose	VERB
easat-7709	132	3	rkgccba	rkgccba	NOUN
easat-7709	132	4	model	model	NOUN
easat-7709	132	5	is	be	AUX
easat-7709	132	6	a	a	DET
easat-7709	132	7	novel	novel	ADJ
easat-7709	132	8	framework	framework	NOUN
easat-7709	132	9	that	that	PRON
easat-7709	132	10	combines	combine	VERB
easat-7709	132	11	a	a	DET
easat-7709	132	12	context	context	NOUN
easat-7709	132	13	-	-	PUNCT
easat-7709	132	14	based	base	VERB
easat-7709	132	15	attention	attention	NOUN
easat-7709	132	16	mechanism	mechanism	NOUN
easat-7709	132	17	with	with	ADP
easat-7709	132	18	external	external	ADJ
easat-7709	132	19	role	role	NOUN
easat-7709	132	20	knowledge	knowledge	NOUN
easat-7709	132	21	graph	graph	NOUN
easat-7709	132	22	information	information	NOUN
easat-7709	132	23	to	to	PART
easat-7709	132	24	more	more	ADV
easat-7709	132	25	accurately	accurately	ADV
easat-7709	132	26	model	model	VERB
easat-7709	132	27	character	character	NOUN
easat-7709	132	28	relationships	relationship	NOUN
easat-7709	132	29	.	.	PUNCT
easat-7709	133	1	the	the	DET
easat-7709	133	2	overall	overall	ADJ
easat-7709	133	3	workflow	workflow	NOUN
easat-7709	133	4	(	(	PUNCT
easat-7709	133	5	figure	figure	NOUN
easat-7709	133	6	1	1	NUM
easat-7709	133	7	)	)	PUNCT
easat-7709	133	8	proceeds	proceed	NOUN
easat-7709	133	9	in	in	ADP
easat-7709	133	10	several	several	ADJ
easat-7709	133	11	stages	stage	NOUN
easat-7709	133	12	.	.	PUNCT
easat-7709	134	1	first	first	ADV
easat-7709	134	2	,	,	PUNCT
easat-7709	134	3	the	the	DET
easat-7709	134	4	input	input	NOUN
easat-7709	134	5	narrative	narrative	NOUN
easat-7709	134	6	text	text	NOUN
easat-7709	134	7	(	(	PUNCT
easat-7709	134	8	e.g.	e.g.	ADV
easat-7709	134	9	a	a	DET
easat-7709	134	10	segment	segment	NOUN
easat-7709	134	11	of	of	ADP
easat-7709	134	12	a	a	DET
easat-7709	134	13	novel	novel	NOUN
easat-7709	134	14	or	or	CCONJ
easat-7709	134	15	script	script	NOUN
easat-7709	134	16	containing	contain	VERB
easat-7709	134	17	a	a	DET
easat-7709	134	18	dialogue	dialogue	NOUN
easat-7709	134	19	or	or	CCONJ
easat-7709	134	20	interaction	interaction	NOUN
easat-7709	134	21	)	)	PUNCT
easat-7709	134	22	is	be	AUX
easat-7709	134	23	encoded	encode	VERB
easat-7709	134	24	into	into	ADP
easat-7709	134	25	contextual	contextual	ADJ
easat-7709	134	26	token	token	VERB
easat-7709	134	27	representations	representation	NOUN
easat-7709	134	28	.	.	PUNCT
easat-7709	135	1	next	next	ADV
easat-7709	135	2	,	,	PUNCT
easat-7709	135	3	a	a	DET
easat-7709	135	4	context	context	NOUN
easat-7709	135	5	-	-	PUNCT
easat-7709	135	6	block	block	NOUN
easat-7709	135	7	attention	attention	NOUN
easat-7709	135	8	(	(	PUNCT
easat-7709	135	9	cba	cba	PROPN
easat-7709	135	10	)	)	PUNCT
easat-7709	135	11	module	module	NOUN
easat-7709	135	12	attends	attend	VERB
easat-7709	135	13	to	to	ADP
easat-7709	135	14	the	the	DET
easat-7709	135	15	sequence	sequence	NOUN
easat-7709	135	16	and	and	CCONJ
easat-7709	135	17	identifies	identify	VERB
easat-7709	135	18	a	a	DET
easat-7709	135	19	contiguous	contiguous	ADJ
easat-7709	135	20	span	span	NOUN
easat-7709	135	21	(	(	PUNCT
easat-7709	135	22	or	or	CCONJ
easat-7709	135	23	“	"	PUNCT
easat-7709	135	24	block	block	NOUN
easat-7709	135	25	”	"	PUNCT
easat-7709	135	26	)	)	PUNCT
easat-7709	135	27	of	of	ADP
easat-7709	135	28	tokens	token	NOUN
easat-7709	135	29	that	that	PRON
easat-7709	135	30	is	be	AUX
easat-7709	135	31	most	most	ADV
easat-7709	135	32	relevant	relevant	ADJ
easat-7709	135	33	to	to	ADP
easat-7709	135	34	the	the	DET
easat-7709	135	35	character	character	NOUN
easat-7709	135	36	relationship	relationship	NOUN
easat-7709	135	37	of	of	ADP
easat-7709	135	38	interest	interest	NOUN
easat-7709	135	39	(	(	PUNCT
easat-7709	135	40	for	for	ADP
easat-7709	135	41	instance	instance	NOUN
easat-7709	135	42	,	,	PUNCT
easat-7709	135	43	the	the	DET
easat-7709	135	44	span	span	NOUN
easat-7709	135	45	containing	contain	VERB
easat-7709	135	46	the	the	DET
easat-7709	135	47	name	name	NOUN
easat-7709	135	48	of	of	ADP
easat-7709	135	49	the	the	DET
easat-7709	135	50	speaking	speak	VERB
easat-7709	135	51	character	character	NOUN
easat-7709	135	52	in	in	ADP
easat-7709	135	53	a	a	DET
easat-7709	135	54	dialogue	dialogue	NOUN
easat-7709	135	55	)	)	PUNCT
easat-7709	135	56	.	.	PUNCT
easat-7709	136	1	this	this	PRON
easat-7709	136	2	produces	produce	VERB
easat-7709	136	3	an	an	DET
easat-7709	136	4	initial	initial	ADJ
easat-7709	136	5	probability	probability	NOUN
easat-7709	136	6	distribution	distribution	NOUN
easat-7709	136	7	over	over	ADP
easat-7709	136	8	candidate	candidate	NOUN
easat-7709	136	9	characters	character	NOUN
easat-7709	136	10	involved	involve	VERB
easat-7709	136	11	in	in	ADP
easat-7709	136	12	the	the	DET
easat-7709	136	13	interaction	interaction	NOUN
easat-7709	136	14	.	.	PUNCT
easat-7709	137	1	then	then	ADV
easat-7709	137	2	,	,	PUNCT
easat-7709	137	3	a	a	DET
easat-7709	137	4	role	role	NOUN
easat-7709	137	5	knowledge	knowledge	NOUN
easat-7709	137	6	graph	graph	NOUN
easat-7709	137	7	correction	correction	NOUN
easat-7709	137	8	(	(	PUNCT
easat-7709	137	9	rkgc	rkgc	NOUN
easat-7709	137	10	)	)	PUNCT
easat-7709	137	11	module	module	NOUN
easat-7709	137	12	incorporates	incorporate	VERB
easat-7709	137	13	prior	prior	ADJ
easat-7709	137	14	knowledge	knowledge	NOUN
easat-7709	137	15	from	from	ADP
easat-7709	137	16	a	a	DET
easat-7709	137	17	character	character	NOUN
easat-7709	137	18	knowledge	knowledge	NOUN
easat-7709	137	19	graph	graph	NOUN
easat-7709	137	20	to	to	PART
easat-7709	137	21	adjust	adjust	VERB
easat-7709	137	22	these	these	DET
easat-7709	137	23	probabilities	probability	NOUN
easat-7709	137	24	.	.	PUNCT
easat-7709	138	1	by	by	ADP
easat-7709	138	2	fusing	fuse	VERB
easat-7709	138	3	the	the	DET
easat-7709	138	4	context	context	NOUN
easat-7709	138	5	-	-	PUNCT
easat-7709	138	6	based	base	VERB
easat-7709	138	7	evidence	evidence	NOUN
easat-7709	138	8	with	with	ADP
easat-7709	138	9	knowledge	knowledge	NOUN
easat-7709	138	10	graph	graph	NOUN
easat-7709	138	11	cues	cue	NOUN
easat-7709	138	12	(	(	PUNCT
easat-7709	138	13	such	such	ADJ
easat-7709	138	14	as	as	ADP
easat-7709	138	15	known	know	VERB
easat-7709	138	16	familial	familial	ADJ
easat-7709	138	17	or	or	CCONJ
easat-7709	138	18	social	social	ADJ
easat-7709	138	19	ties	tie	NOUN
easat-7709	138	20	indicated	indicate	VERB
easat-7709	138	21	by	by	ADP
easat-7709	138	22	keywords	keyword	NOUN
easat-7709	138	23	in	in	ADP
easat-7709	138	24	the	the	DET
easat-7709	138	25	text	text	NOUN
easat-7709	138	26	)	)	PUNCT
easat-7709	138	27	,	,	PUNCT
easat-7709	138	28	this	this	DET
easat-7709	138	29	module	module	NOUN
easat-7709	138	30	corrects	correct	NOUN
easat-7709	138	31	potential	potential	ADJ
easat-7709	138	32	errors	error	NOUN
easat-7709	138	33	made	make	VERB
easat-7709	138	34	by	by	ADP
easat-7709	138	35	the	the	DET
easat-7709	138	36	purely	purely	ADV
easat-7709	138	37	context	context	NOUN
easat-7709	138	38	-	-	PUNCT
easat-7709	138	39	based	base	VERB
easat-7709	138	40	model	model	NOUN
easat-7709	138	41	.	.	PUNCT
easat-7709	139	1	finally	finally	ADV
easat-7709	139	2	,	,	PUNCT
easat-7709	139	3	the	the	DET
easat-7709	139	4	model	model	NOUN
easat-7709	139	5	outputs	output	VERB
easat-7709	139	6	a	a	DET
easat-7709	139	7	prediction	prediction	NOUN
easat-7709	139	8	for	for	ADP
easat-7709	139	9	the	the	DET
easat-7709	139	10	character	character	NOUN
easat-7709	139	11	relationship	relationship	NOUN
easat-7709	139	12	or	or	CCONJ
easat-7709	139	13	attribution	attribution	NOUN
easat-7709	139	14	in	in	ADP
easat-7709	139	15	question	question	NOUN
easat-7709	139	16	(	(	PUNCT
easat-7709	139	17	e.g.	e.g.	ADV
easat-7709	139	18	identifying	identify	VERB
easat-7709	139	19	who	who	PRON
easat-7709	139	20	is	be	AUX
easat-7709	139	21	speaking	speak	VERB
easat-7709	139	22	or	or	CCONJ
easat-7709	139	23	confirming	confirm	VERB
easat-7709	139	24	a	a	DET
easat-7709	139	25	relationship	relationship	NOUN
easat-7709	139	26	between	between	ADP
easat-7709	139	27	characters	character	NOUN
easat-7709	139	28	)	)	PUNCT
easat-7709	139	29	,	,	PUNCT
easat-7709	139	30	and	and	CCONJ
easat-7709	139	31	the	the	DET
easat-7709	139	32	parameters	parameter	NOUN
easat-7709	139	33	are	be	AUX
easat-7709	139	34	trained	train	VERB
easat-7709	139	35	end	end	NOUN
easat-7709	139	36	-	-	PUNCT
easat-7709	139	37	to	to	ADP
easat-7709	139	38	-	-	PUNCT
easat-7709	139	39	end	end	NOUN
easat-7709	139	40	with	with	ADP
easat-7709	139	41	a	a	DET
easat-7709	139	42	suitable	suitable	ADJ
easat-7709	139	43	loss	loss	NOUN
easat-7709	139	44	function	function	NOUN
easat-7709	139	45	.	.	PUNCT
easat-7709	140	1	we	we	PRON
easat-7709	140	2	detail	detail	VERB
easat-7709	140	3	each	each	DET
easat-7709	140	4	component	component	NOUN
easat-7709	140	5	of	of	ADP
easat-7709	140	6	the	the	DET
easat-7709	140	7	model	model	NOUN
easat-7709	140	8	below	below	ADV
easat-7709	140	9	,	,	PUNCT
easat-7709	140	10	with	with	ADP
easat-7709	140	11	formal	formal	ADJ
easat-7709	140	12	definitions	definition	NOUN
easat-7709	140	13	and	and	CCONJ
easat-7709	140	14	equations	equation	NOUN
easat-7709	140	15	.	.	PUNCT
easat-7709	141	1	3388	3388	NUM
easat-7709	141	2	edelweiss	edelweiss	PROPN
easat-7709	141	3	applied	apply	VERB
easat-7709	141	4	science	science	NOUN
easat-7709	141	5	and	and	CCONJ
easat-7709	141	6	technology	technology	NOUN
easat-7709	141	7	issn	issn	PROPN
easat-7709	141	8	:	:	PUNCT
easat-7709	141	9	2576	2576	NUM
easat-7709	141	10	-	-	SYM
easat-7709	141	11	8484	8484	NUM
easat-7709	141	12	vol	vol	NOUN
easat-7709	141	13	.	.	PROPN
easat-7709	142	1	9	9	NUM
easat-7709	142	2	,	,	PUNCT
easat-7709	142	3	no	no	INTJ
easat-7709	142	4	.	.	NOUN
easat-7709	142	5	5	5	NUM
easat-7709	142	6	:	:	SYM
easat-7709	142	7	3383	3383	NUM
easat-7709	142	8	-	-	SYM
easat-7709	142	9	3396	3396	NUM
easat-7709	142	10	,	,	PUNCT
easat-7709	142	11	2025	2025	NUM
easat-7709	142	12	doi	doi	NOUN
easat-7709	142	13	:	:	PUNCT
easat-7709	142	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	142	15	©	©	ADP
easat-7709	142	16	2025	2025	NUM
easat-7709	142	17	by	by	ADP
easat-7709	142	18	the	the	DET
easat-7709	142	19	authors	author	NOUN
easat-7709	142	20	;	;	PUNCT
easat-7709	142	21	licensee	licensee	PROPN
easat-7709	142	22	learning	learning	NOUN
easat-7709	142	23	gate	gate	NOUN
easat-7709	142	24	we	we	PRON
easat-7709	142	25	denote	denote	VERB
easat-7709	142	26	the	the	DET
easat-7709	142	27	input	input	NOUN
easat-7709	142	28	text	text	NOUN
easat-7709	142	29	sequence	sequence	NOUN
easat-7709	142	30	as	as	ADP
easat-7709	142	31	𝑋	𝑋	PROPN
easat-7709	142	32	,	,	PUNCT
easat-7709	142	33	which	which	PRON
easat-7709	142	34	may	may	AUX
easat-7709	142	35	consist	consist	VERB
easat-7709	142	36	of	of	ADP
easat-7709	142	37	a	a	DET
easat-7709	142	38	dialogue	dialogue	NOUN
easat-7709	142	39	quote	quote	INTJ
easat-7709	142	40	𝑄	𝑄	PROPN
easat-7709	142	41	(	(	PUNCT
easat-7709	142	42	e.g.	e.g.	ADV
easat-7709	142	43	a	a	DET
easat-7709	142	44	line	line	NOUN
easat-7709	142	45	of	of	ADP
easat-7709	142	46	speech	speech	NOUN
easat-7709	142	47	)	)	PUNCT
easat-7709	142	48	and	and	CCONJ
easat-7709	142	49	its	its	PRON
easat-7709	142	50	surrounding	surround	VERB
easat-7709	142	51	context	context	NOUN
easat-7709	142	52	𝐶	𝐶	PROPN
easat-7709	142	53	(	(	PUNCT
easat-7709	142	54	narrative	narrative	NOUN
easat-7709	142	55	sentences	sentence	NOUN
easat-7709	142	56	around	around	ADP
easat-7709	142	57	the	the	DET
easat-7709	142	58	quote	quote	NOUN
easat-7709	142	59	)	)	PUNCT
easat-7709	142	60	.	.	PUNCT
easat-7709	143	1	the	the	DET
easat-7709	143	2	first	first	ADJ
easat-7709	143	3	stage	stage	NOUN
easat-7709	143	4	of	of	ADP
easat-7709	143	5	rkgccba	rkgccba	NOUN
easat-7709	143	6	is	be	AUX
easat-7709	143	7	to	to	PART
easat-7709	143	8	transform	transform	VERB
easat-7709	143	9	this	this	DET
easat-7709	143	10	text	text	NOUN
easat-7709	143	11	into	into	ADP
easat-7709	143	12	a	a	DET
easat-7709	143	13	contextualized	contextualized	ADJ
easat-7709	143	14	vector	vector	NOUN
easat-7709	143	15	representation	representation	NOUN
easat-7709	143	16	.	.	PUNCT
easat-7709	144	1	we	we	PRON
easat-7709	144	2	employ	employ	VERB
easat-7709	144	3	a	a	DET
easat-7709	144	4	pretrained	pretraine	VERB
easat-7709	144	5	language	language	NOUN
easat-7709	144	6	model	model	NOUN
easat-7709	144	7	encoder	encoder	NOUN
easat-7709	144	8	(	(	PUNCT
easat-7709	144	9	in	in	ADP
easat-7709	144	10	our	our	PRON
easat-7709	144	11	implementation	implementation	NOUN
easat-7709	144	12	,	,	PUNCT
easat-7709	144	13	roberta	roberta	NOUN
easat-7709	144	14	-	-	PUNCT
easat-7709	144	15	base	base	NOUN
easat-7709	144	16	to	to	PART
easat-7709	144	17	encode	encode	VERB
easat-7709	144	18	the	the	DET
easat-7709	144	19	sequence	sequence	NOUN
easat-7709	144	20	:	:	PUNCT
easat-7709	144	21	where	where	SCONJ
easat-7709	144	22	𝐻	𝐻	PROPN
easat-7709	144	23	=	=	PUNCT
easat-7709	144	24	[	[	X
easat-7709	144	25	ℎ1	ℎ1	PROPN
easat-7709	144	26	,	,	PUNCT
easat-7709	144	27	ℎ2	ℎ2	NOUN
easat-7709	144	28	,	,	PUNCT
easat-7709	144	29	…	…	PUNCT
easat-7709	144	30	,	,	PUNCT
easat-7709	144	31	ℎ𝑛	ℎ𝑛	X
easat-7709	144	32	]	]	X
easat-7709	144	33	is	be	AUX
easat-7709	144	34	the	the	DET
easat-7709	144	35	matrix	matrix	NOUN
easat-7709	144	36	of	of	ADP
easat-7709	144	37	token	token	VERB
easat-7709	144	38	embeddings	embedding	NOUN
easat-7709	144	39	for	for	ADP
easat-7709	144	40	the	the	DET
easat-7709	144	41	𝑛	𝑛	DET
easat-7709	144	42	tokens	token	NOUN
easat-7709	144	43	in	in	ADP
easat-7709	144	44	the	the	DET
easat-7709	144	45	input	input	NOUN
easat-7709	144	46	.	.	PUNCT
easat-7709	145	1	each	each	DET
easat-7709	145	2	ℎ𝑖	ℎ𝑖	ADP
easat-7709	145	3	∈	∈	PROPN
easat-7709	146	1	ℝ𝑑	ℝ𝑑	PROPN
easat-7709	146	2	is	be	AUX
easat-7709	146	3	a	a	DET
easat-7709	146	4	𝑑-dimensional	𝑑-dimensional	ADJ
easat-7709	146	5	contextual	contextual	ADJ
easat-7709	146	6	representation	representation	NOUN
easat-7709	146	7	capturing	capture	VERB
easat-7709	146	8	the	the	DET
easat-7709	146	9	semantic	semantic	ADJ
easat-7709	146	10	and	and	CCONJ
easat-7709	146	11	syntactic	syntactic	ADJ
easat-7709	146	12	features	feature	NOUN
easat-7709	146	13	of	of	ADP
easat-7709	146	14	the	the	DET
easat-7709	146	15	𝑖-th	𝑖-th	PROPN
easat-7709	146	16	token	token	VERB
easat-7709	146	17	in	in	ADP
easat-7709	146	18	its	its	PRON
easat-7709	146	19	narrative	narrative	ADJ
easat-7709	146	20	context	context	NOUN
easat-7709	146	21	.	.	PUNCT
easat-7709	147	1	these	these	DET
easat-7709	147	2	embeddings	embedding	NOUN
easat-7709	147	3	incorporate	incorporate	VERB
easat-7709	147	4	both	both	CCONJ
easat-7709	147	5	the	the	DET
easat-7709	147	6	content	content	NOUN
easat-7709	147	7	of	of	ADP
easat-7709	147	8	the	the	DET
easat-7709	147	9	token	token	ADJ
easat-7709	147	10	(	(	PUNCT
easat-7709	147	11	e.g.	e.g.	ADV
easat-7709	147	12	word	word	NOUN
easat-7709	147	13	identity	identity	NOUN
easat-7709	147	14	)	)	PUNCT
easat-7709	147	15	and	and	CCONJ
easat-7709	147	16	its	its	PRON
easat-7709	147	17	context	context	NOUN
easat-7709	147	18	(	(	PUNCT
easat-7709	147	19	neighboring	neighboring	NOUN
easat-7709	147	20	words	word	NOUN
easat-7709	147	21	,	,	PUNCT
easat-7709	147	22	sentence	sentence	NOUN
easat-7709	147	23	,	,	PUNCT
easat-7709	147	24	etc	etc	X
easat-7709	147	25	.	.	X
easat-7709	147	26	)	)	PUNCT
easat-7709	147	27	,	,	PUNCT
easat-7709	147	28	enabling	enable	VERB
easat-7709	147	29	downstream	downstream	ADJ
easat-7709	147	30	components	component	NOUN
easat-7709	147	31	to	to	PART
easat-7709	147	32	reason	reason	NOUN
easat-7709	147	33	about	about	ADP
easat-7709	147	34	character	character	NOUN
easat-7709	147	35	mentions	mention	NOUN
easat-7709	147	36	in	in	ADP
easat-7709	147	37	light	light	NOUN
easat-7709	147	38	of	of	ADP
easat-7709	147	39	surrounding	surround	VERB
easat-7709	147	40	text	text	NOUN
easat-7709	147	41	.	.	PUNCT
easat-7709	148	1	formally	formally	ADV
easat-7709	148	2	,	,	PUNCT
easat-7709	148	3	the	the	DET
easat-7709	148	4	encoder	encoder	NOUN
easat-7709	148	5	may	may	AUX
easat-7709	148	6	be	be	AUX
easat-7709	148	7	a	a	DET
easat-7709	148	8	transformer	transformer	NOUN
easat-7709	148	9	-	-	PUNCT
easat-7709	148	10	based	base	VERB
easat-7709	148	11	model	model	NOUN
easat-7709	148	12	that	that	PRON
easat-7709	148	13	applies	apply	VERB
easat-7709	148	14	multiple	multiple	ADJ
easat-7709	148	15	self	self	NOUN
easat-7709	148	16	-	-	PUNCT
easat-7709	148	17	attention	attention	NOUN
easat-7709	148	18	layers	layer	NOUN
easat-7709	148	19	to	to	ADP
easat-7709	148	20	𝑋.	𝑋.	PROPN
easat-7709	148	21	we	we	PRON
easat-7709	148	22	can	can	AUX
easat-7709	148	23	write	write	VERB
easat-7709	148	24	the	the	DET
easat-7709	148	25	initial	initial	ADJ
easat-7709	148	26	token	token	VERB
easat-7709	148	27	embedding	embed	VERB
easat-7709	148	28	as	as	ADP
easat-7709	148	29	𝑒𝑖	𝑒𝑖	ADP
easat-7709	148	30	=	=	SYM
easat-7709	148	31	𝑊𝐸𝑥𝑖	𝑊𝐸𝑥𝑖	PROPN
easat-7709	148	32	for	for	ADP
easat-7709	148	33	token	token	ADJ
easat-7709	148	34	𝑥𝑖	𝑥𝑖	PROPN
easat-7709	148	35	(	(	PUNCT
easat-7709	148	36	using	use	VERB
easat-7709	148	37	a	a	DET
easat-7709	148	38	trainable	trainable	ADJ
easat-7709	148	39	embedding	embed	VERB
easat-7709	148	40	matrix	matrix	NOUN
easat-7709	148	41	𝑊𝐸	𝑊𝐸	NOUN
easat-7709	148	42	)	)	PUNCT
easat-7709	148	43	,	,	PUNCT
easat-7709	148	44	and	and	CCONJ
easat-7709	148	45	include	include	VERB
easat-7709	148	46	positional	positional	ADJ
easat-7709	148	47	encodings	encoding	NOUN
easat-7709	148	48	to	to	PART
easat-7709	148	49	retain	retain	VERB
easat-7709	148	50	word	word	NOUN
easat-7709	148	51	order	order	NOUN
easat-7709	148	52	.	.	PUNCT
easat-7709	149	1	the	the	DET
easat-7709	149	2	transformer	transformer	NOUN
easat-7709	149	3	then	then	ADV
easat-7709	149	4	updates	update	VERB
easat-7709	149	5	these	these	DET
easat-7709	149	6	embeddings	embedding	NOUN
easat-7709	149	7	through	through	ADP
easat-7709	149	8	self	self	NOUN
easat-7709	149	9	-	-	PUNCT
easat-7709	149	10	attention	attention	NOUN
easat-7709	149	11	and	and	CCONJ
easat-7709	149	12	feed	feed	NOUN
easat-7709	149	13	-	-	PUNCT
easat-7709	149	14	forward	forward	NOUN
easat-7709	149	15	sublayers	sublayer	NOUN
easat-7709	149	16	,	,	PUNCT
easat-7709	149	17	ultimately	ultimately	ADV
easat-7709	149	18	producing	produce	VERB
easat-7709	149	19	𝒉𝑖	𝒉𝑖	NOUN
easat-7709	149	20	at	at	ADP
easat-7709	149	21	its	its	PRON
easat-7709	149	22	final	final	ADJ
easat-7709	149	23	layer	layer	NOUN
easat-7709	149	24	.	.	PUNCT
easat-7709	150	1	for	for	ADP
easat-7709	150	2	brevity	brevity	NOUN
easat-7709	150	3	,	,	PUNCT
easat-7709	150	4	we	we	PRON
easat-7709	150	5	denote	denote	VERB
easat-7709	150	6	this	this	DET
easat-7709	150	7	entire	entire	ADJ
easat-7709	150	8	encoding	encoding	NOUN
easat-7709	150	9	process	process	NOUN
easat-7709	150	10	as	as	ADP
easat-7709	150	11	encoder(𝐶	encoder(𝐶	PROPN
easat-7709	150	12	,	,	PUNCT
easat-7709	150	13	𝑄	𝑄	PROPN
easat-7709	150	14	)	)	PUNCT
easat-7709	150	15	,	,	PUNCT
easat-7709	150	16	abstracting	abstract	VERB
easat-7709	150	17	the	the	DET
easat-7709	150	18	internal	internal	ADJ
easat-7709	150	19	layers	layer	NOUN
easat-7709	150	20	.	.	PUNCT
easat-7709	151	1	the	the	DET
easat-7709	151	2	result	result	NOUN
easat-7709	151	3	𝐻	𝐻	PROPN
easat-7709	151	4	will	will	AUX
easat-7709	151	5	serve	serve	VERB
easat-7709	151	6	as	as	ADP
easat-7709	151	7	input	input	NOUN
easat-7709	151	8	to	to	ADP
easat-7709	151	9	the	the	DET
easat-7709	151	10	context	context	NOUN
easat-7709	151	11	-	-	PUNCT
easat-7709	151	12	block	block	NOUN
easat-7709	151	13	attention	attention	NOUN
easat-7709	151	14	mechanism	mechanism	NOUN
easat-7709	151	15	.	.	PUNCT
easat-7709	152	1	3.2	3.2	NUM
easat-7709	152	2	.	.	PUNCT
easat-7709	153	1	role	role	NOUN
easat-7709	153	2	knowledge	knowledge	NOUN
easat-7709	153	3	graph	graph	NOUN
easat-7709	153	4	correction	correction	NOUN
easat-7709	153	5	module	module	NOUN
easat-7709	153	6	while	while	SCONJ
easat-7709	153	7	the	the	DET
easat-7709	153	8	context	context	NOUN
easat-7709	153	9	-	-	PUNCT
easat-7709	153	10	block	block	NOUN
easat-7709	153	11	attention	attention	NOUN
easat-7709	153	12	provides	provide	VERB
easat-7709	153	13	a	a	DET
easat-7709	153	14	data	data	NOUN
easat-7709	153	15	-	-	PUNCT
easat-7709	153	16	driven	drive	VERB
easat-7709	153	17	way	way	NOUN
easat-7709	153	18	to	to	PART
easat-7709	153	19	infer	infer	VERB
easat-7709	153	20	character	character	NOUN
easat-7709	153	21	relationships	relationship	NOUN
easat-7709	153	22	or	or	CCONJ
easat-7709	153	23	speaker	speaker	NOUN
easat-7709	153	24	identities	identity	NOUN
easat-7709	153	25	from	from	ADP
easat-7709	153	26	the	the	DET
easat-7709	153	27	local	local	ADJ
easat-7709	153	28	text	text	NOUN
easat-7709	153	29	,	,	PUNCT
easat-7709	153	30	it	it	PRON
easat-7709	153	31	can	can	AUX
easat-7709	153	32	still	still	ADV
easat-7709	153	33	err	err	VERB
easat-7709	153	34	in	in	ADP
easat-7709	153	35	cases	case	NOUN
easat-7709	153	36	of	of	ADP
easat-7709	153	37	ambiguous	ambiguous	ADJ
easat-7709	153	38	or	or	CCONJ
easat-7709	153	39	implicit	implicit	ADJ
easat-7709	153	40	context	context	NOUN
easat-7709	153	41	.	.	PUNCT
easat-7709	154	1	the	the	DET
easat-7709	154	2	role	role	NOUN
easat-7709	154	3	knowledge	knowledge	NOUN
easat-7709	154	4	graph	graph	NOUN
easat-7709	154	5	correction	correction	NOUN
easat-7709	154	6	(	(	PUNCT
easat-7709	154	7	rkgc	rkgc	NOUN
easat-7709	154	8	)	)	PUNCT
easat-7709	154	9	module	module	NOUN
easat-7709	154	10	addresses	address	NOUN
easat-7709	154	11	this	this	PRON
easat-7709	154	12	by	by	ADP
easat-7709	154	13	injecting	inject	VERB
easat-7709	154	14	prior	prior	ADJ
easat-7709	154	15	knowledge	knowledge	NOUN
easat-7709	154	16	about	about	ADP
easat-7709	154	17	the	the	DET
easat-7709	154	18	characters	character	NOUN
easat-7709	154	19	and	and	CCONJ
easat-7709	154	20	their	their	PRON
easat-7709	154	21	relationships	relationship	NOUN
easat-7709	154	22	.	.	PUNCT
easat-7709	155	1	we	we	PRON
easat-7709	155	2	construct	construct	VERB
easat-7709	155	3	a	a	DET
easat-7709	155	4	role	role	NOUN
easat-7709	155	5	knowledge	knowledge	NOUN
easat-7709	155	6	graph	graph	NOUN
easat-7709	155	7	(	(	PUNCT
easat-7709	155	8	rkg	rkg	NOUN
easat-7709	155	9	)	)	PUNCT
easat-7709	155	10	for	for	ADP
easat-7709	155	11	the	the	DET
easat-7709	155	12	narrative	narrative	NOUN
easat-7709	155	13	,	,	PUNCT
easat-7709	155	14	where	where	SCONJ
easat-7709	155	15	each	each	DET
easat-7709	155	16	node	node	NOUN
easat-7709	155	17	represents	represent	VERB
easat-7709	155	18	a	a	DET
easat-7709	155	19	character	character	NOUN
easat-7709	155	20	(	(	PUNCT
easat-7709	155	21	or	or	CCONJ
easat-7709	155	22	“	"	PUNCT
easat-7709	155	23	role	role	NOUN
easat-7709	155	24	”	"	PUNCT
easat-7709	155	25	)	)	PUNCT
easat-7709	155	26	and	and	CCONJ
easat-7709	155	27	edges	edge	NOUN
easat-7709	155	28	represent	represent	VERB
easat-7709	155	29	known	know	VERB
easat-7709	155	30	relationships	relationship	NOUN
easat-7709	155	31	between	between	ADP
easat-7709	155	32	characters	character	NOUN
easat-7709	155	33	(	(	PUNCT
easat-7709	155	34	such	such	ADJ
easat-7709	155	35	as	as	ADP
easat-7709	155	36	family	family	NOUN
easat-7709	155	37	ties	tie	NOUN
easat-7709	155	38	,	,	PUNCT
easat-7709	155	39	social	social	ADJ
easat-7709	155	40	connections	connection	NOUN
easat-7709	155	41	,	,	PUNCT
easat-7709	155	42	alliances	alliance	NOUN
easat-7709	155	43	,	,	PUNCT
easat-7709	155	44	etc	etc	X
easat-7709	155	45	.	.	X
easat-7709	155	46	)	)	PUNCT
easat-7709	155	47	.	.	PUNCT
easat-7709	156	1	each	each	DET
easat-7709	156	2	edge	edge	NOUN
easat-7709	156	3	may	may	AUX
easat-7709	156	4	carry	carry	VERB
easat-7709	156	5	a	a	DET
easat-7709	156	6	relation	relation	NOUN
easat-7709	156	7	type	type	NOUN
easat-7709	156	8	label	label	NOUN
easat-7709	156	9	(	(	PUNCT
easat-7709	156	10	e.g.	e.g.	ADV
easat-7709	156	11	siblings	sibling	NOUN
easat-7709	156	12	,	,	PUNCT
easat-7709	156	13	colleagues	colleague	NOUN
easat-7709	156	14	,	,	PUNCT
easat-7709	156	15	lovers	lover	NOUN
easat-7709	156	16	)	)	PUNCT
easat-7709	156	17	or	or	CCONJ
easat-7709	156	18	an	an	DET
easat-7709	156	19	attribute	attribute	NOUN
easat-7709	156	20	(	(	PUNCT
easat-7709	156	21	e.g.	e.g.	ADV
easat-7709	156	22	parent	parent	NOUN
easat-7709	156	23	-	-	PUNCT
easat-7709	156	24	of	of	ADP
easat-7709	156	25	)	)	PUNCT
easat-7709	156	26	.	.	PUNCT
easat-7709	157	1	this	this	DET
easat-7709	157	2	knowledge	knowledge	NOUN
easat-7709	157	3	graph	graph	NOUN
easat-7709	157	4	can	can	AUX
easat-7709	157	5	be	be	AUX
easat-7709	157	6	built	build	VERB
easat-7709	157	7	from	from	ADP
easat-7709	157	8	the	the	DET
easat-7709	157	9	entire	entire	ADJ
easat-7709	157	10	novel	novel	NOUN
easat-7709	157	11	or	or	CCONJ
easat-7709	157	12	series	series	NOUN
easat-7709	157	13	script	script	NOUN
easat-7709	157	14	using	use	VERB
easat-7709	157	15	a	a	DET
easat-7709	157	16	relation	relation	NOUN
easat-7709	157	17	extraction	extraction	NOUN
easat-7709	157	18	model	model	NOUN
easat-7709	157	19	–	–	PUNCT
easat-7709	157	20	for	for	ADP
easat-7709	157	21	instance	instance	NOUN
easat-7709	157	22	,	,	PUNCT
easat-7709	157	23	by	by	ADP
easat-7709	157	24	analyzing	analyze	VERB
easat-7709	157	25	the	the	DET
easat-7709	157	26	text	text	NOUN
easat-7709	157	27	for	for	ADP
easat-7709	157	28	explicit	explicit	ADJ
easat-7709	157	29	relationship	relationship	NOUN
easat-7709	157	30	statements	statement	NOUN
easat-7709	157	31	or	or	CCONJ
easat-7709	157	32	using	use	VERB
easat-7709	157	33	external	external	ADJ
easat-7709	157	34	resources	resource	NOUN
easat-7709	157	35	like	like	ADP
easat-7709	157	36	character	character	NOUN
easat-7709	157	37	lists	list	NOUN
easat-7709	157	38	and	and	CCONJ
easat-7709	157	39	wikis	wiki	NOUN
easat-7709	157	40	.	.	PUNCT
easat-7709	158	1	the	the	DET
easat-7709	158	2	rkg	rkg	NOUN
easat-7709	158	3	serves	serve	VERB
easat-7709	158	4	as	as	ADP
easat-7709	158	5	a	a	DET
easat-7709	158	6	source	source	NOUN
easat-7709	158	7	of	of	ADP
easat-7709	158	8	constraints	constraint	NOUN
easat-7709	158	9	and	and	CCONJ
easat-7709	158	10	priors	prior	NOUN
easat-7709	158	11	:	:	PUNCT
easat-7709	158	12	it	it	PRON
easat-7709	158	13	encodes	encode	VERB
easat-7709	158	14	factual	factual	ADJ
easat-7709	158	15	connections	connection	NOUN
easat-7709	158	16	that	that	PRON
easat-7709	158	17	can	can	AUX
easat-7709	158	18	help	help	VERB
easat-7709	158	19	the	the	DET
easat-7709	158	20	model	model	NOUN
easat-7709	158	21	avoid	avoid	VERB
easat-7709	158	22	implausible	implausible	ADJ
easat-7709	158	23	inferences	inference	NOUN
easat-7709	158	24	.	.	PUNCT
easat-7709	159	1	the	the	DET
easat-7709	159	2	correction	correction	NOUN
easat-7709	159	3	algorithm	algorithm	NOUN
easat-7709	159	4	proceeds	proceed	NOUN
easat-7709	159	5	as	as	SCONJ
easat-7709	159	6	follows	follow	VERB
easat-7709	159	7	.	.	PUNCT
easat-7709	160	1	given	give	VERB
easat-7709	160	2	the	the	DET
easat-7709	160	3	current	current	ADJ
easat-7709	160	4	context	context	NOUN
easat-7709	160	5	𝐶	𝐶	PROPN
easat-7709	160	6	(	(	PUNCT
easat-7709	160	7	and	and	CCONJ
easat-7709	160	8	quote	quote	INTJ
easat-7709	160	9	𝑄	𝑄	PRON
easat-7709	160	10	if	if	SCONJ
easat-7709	160	11	applicable	applicable	ADJ
easat-7709	160	12	)	)	PUNCT
easat-7709	160	13	,	,	PUNCT
easat-7709	160	14	we	we	PRON
easat-7709	160	15	first	first	ADV
easat-7709	160	16	identify	identify	VERB
easat-7709	160	17	which	which	PRON
easat-7709	160	18	characters	character	NOUN
easat-7709	160	19	are	be	AUX
easat-7709	160	20	present	present	ADJ
easat-7709	160	21	in	in	ADP
easat-7709	160	22	𝐶	𝐶	PROPN
easat-7709	160	23	(	(	PUNCT
easat-7709	160	24	e.g.	e.g.	ADV
easat-7709	160	25	by	by	ADP
easat-7709	160	26	recognizing	recognize	VERB
easat-7709	160	27	names	name	NOUN
easat-7709	160	28	in	in	ADP
easat-7709	160	29	the	the	DET
easat-7709	160	30	text	text	NOUN
easat-7709	160	31	)	)	PUNCT
easat-7709	160	32	.	.	PUNCT
easat-7709	161	1	let	let	VERB
easat-7709	161	2	𝒞𝐶	𝒞𝐶	PROPN
easat-7709	161	3	=	=	SYM
easat-7709	161	4	𝑐1	𝑐1	NOUN
easat-7709	161	5	,	,	PUNCT
easat-7709	161	6	𝑐2	𝑐2	NOUN
easat-7709	161	7	,	,	PUNCT
easat-7709	161	8	…	…	PUNCT
easat-7709	161	9	,	,	PUNCT
easat-7709	161	10	𝑐𝑚	𝑐𝑚	ADP
easat-7709	161	11	be	be	AUX
easat-7709	161	12	the	the	DET
easat-7709	161	13	set	set	NOUN
easat-7709	161	14	of	of	ADP
easat-7709	161	15	$	$	SYM
easat-7709	161	16	m$	m$	NOUN
easat-7709	161	17	candidate	candidate	NOUN
easat-7709	161	18	characters	character	NOUN
easat-7709	161	19	in	in	ADP
easat-7709	161	20	this	this	DET
easat-7709	161	21	context	context	NOUN
easat-7709	161	22	.	.	PUNCT
easat-7709	162	1	from	from	ADP
easat-7709	162	2	the	the	DET
easat-7709	162	3	global	global	ADJ
easat-7709	162	4	knowledge	knowledge	NOUN
easat-7709	162	5	graph	graph	NOUN
easat-7709	162	6	,	,	PUNCT
easat-7709	162	7	we	we	PRON
easat-7709	162	8	retrieve	retrieve	VERB
easat-7709	162	9	the	the	DET
easat-7709	162	10	subgraph	subgraph	NOUN
easat-7709	162	11	𝒢𝐶	𝒢𝐶	PROPN
easat-7709	162	12	induced	induce	VERB
easat-7709	162	13	by	by	ADP
easat-7709	162	14	𝒞𝐶	𝒞𝐶	PROPN
easat-7709	162	15	–	–	PUNCT
easat-7709	162	16	essentially	essentially	ADV
easat-7709	162	17	all	all	DET
easat-7709	162	18	known	know	VERB
easat-7709	162	19	relations	relation	NOUN
easat-7709	162	20	among	among	ADP
easat-7709	162	21	these	these	DET
easat-7709	162	22	$	$	SYM
easat-7709	162	23	m$	m$	NOUN
easat-7709	162	24	characters	character	NOUN
easat-7709	162	25	.	.	PUNCT
easat-7709	163	1	this	this	DET
easat-7709	163	2	auxiliary	auxiliary	ADJ
easat-7709	163	3	subgraph	subgraph	NOUN
easat-7709	163	4	𝒢𝐶contains	𝒢𝐶contains	PROPN
easat-7709	163	5	edges	edge	NOUN
easat-7709	163	6	(	(	PUNCT
easat-7709	163	7	relationships	relationship	NOUN
easat-7709	163	8	)	)	PUNCT
easat-7709	163	9	and	and	CCONJ
easat-7709	163	10	possibly	possibly	ADV
easat-7709	163	11	attributes	attribute	VERB
easat-7709	163	12	for	for	ADP
easat-7709	163	13	the	the	DET
easat-7709	163	14	characters	character	NOUN
easat-7709	163	15	in	in	ADP
easat-7709	163	16	the	the	DET
easat-7709	163	17	scene	scene	NOUN
easat-7709	163	18	.	.	PUNCT
easat-7709	164	1	next	next	ADV
easat-7709	164	2	,	,	PUNCT
easat-7709	164	3	we	we	PRON
easat-7709	164	4	examine	examine	VERB
easat-7709	164	5	the	the	DET
easat-7709	164	6	text	text	NOUN
easat-7709	164	7	q	q	NOUN
easat-7709	164	8	and	and	CCONJ
easat-7709	164	9	c	c	PROPN
easat-7709	164	10	for	for	ADP
easat-7709	164	11	any	any	DET
easat-7709	164	12	trigger	trigger	NOUN
easat-7709	164	13	words	word	NOUN
easat-7709	164	14	that	that	PRON
easat-7709	164	15	signal	signal	VERB
easat-7709	164	16	a	a	DET
easat-7709	164	17	relationship	relationship	NOUN
easat-7709	164	18	.	.	PUNCT
easat-7709	165	1	trigger	trigger	NOUN
easat-7709	165	2	words	word	NOUN
easat-7709	165	3	are	be	AUX
easat-7709	165	4	terms	term	NOUN
easat-7709	165	5	like	like	ADP
easat-7709	165	6	kinship	kinship	NOUN
easat-7709	165	7	words	word	NOUN
easat-7709	165	8	(	(	PUNCT
easat-7709	165	9	“	"	PUNCT
easat-7709	165	10	father	father	NOUN
easat-7709	165	11	”	"	PUNCT
easat-7709	165	12	,	,	PUNCT
easat-7709	165	13	“	"	PUNCT
easat-7709	165	14	sister	sister	NOUN
easat-7709	165	15	”	"	PUNCT
easat-7709	165	16	,	,	PUNCT
easat-7709	165	17	“	"	PUNCT
easat-7709	165	18	uncle	uncle	NOUN
easat-7709	165	19	”	"	PUNCT
easat-7709	165	20	)	)	PUNCT
easat-7709	165	21	,	,	PUNCT
easat-7709	165	22	titles	title	NOUN
easat-7709	165	23	(	(	PUNCT
easat-7709	165	24	“	"	PUNCT
easat-7709	165	25	doctor	doctor	NOUN
easat-7709	165	26	”	"	PUNCT
easat-7709	165	27	,	,	PUNCT
easat-7709	165	28	“	"	PUNCT
easat-7709	165	29	officer	officer	NOUN
easat-7709	165	30	”	"	PUNCT
easat-7709	165	31	)	)	PUNCT
easat-7709	165	32	,	,	PUNCT
easat-7709	165	33	nicknames	nickname	NOUN
easat-7709	165	34	,	,	PUNCT
easat-7709	165	35	or	or	CCONJ
easat-7709	165	36	pronouns	pronoun	NOUN
easat-7709	165	37	that	that	PRON
easat-7709	165	38	can	can	AUX
easat-7709	165	39	hint	hint	VERB
easat-7709	165	40	at	at	ADP
easat-7709	165	41	how	how	SCONJ
easat-7709	165	42	characters	character	NOUN
easat-7709	165	43	are	be	AUX
easat-7709	165	44	related	relate	VERB
easat-7709	165	45	or	or	CCONJ
easat-7709	165	46	who	who	PRON
easat-7709	165	47	might	might	AUX
easat-7709	165	48	be	be	AUX
easat-7709	165	49	talking	talk	VERB
easat-7709	165	50	to	to	ADP
easat-7709	165	51	whom	whom	PRON
easat-7709	165	52	.	.	PUNCT
easat-7709	166	1	for	for	ADP
easat-7709	166	2	example	example	NOUN
easat-7709	166	3	,	,	PUNCT
easat-7709	166	4	in	in	ADP
easat-7709	166	5	a	a	DET
easat-7709	166	6	dialogue	dialogue	NOUN
easat-7709	166	7	if	if	SCONJ
easat-7709	166	8	the	the	DET
easat-7709	166	9	quote	quote	NOUN
easat-7709	166	10	contains	contain	VERB
easat-7709	166	11	“	"	PUNCT
easat-7709	166	12	...	...	PUNCT
easat-7709	166	13	dad	dad	NOUN
easat-7709	166	14	,	,	PUNCT
easat-7709	166	15	where	where	SCONJ
easat-7709	166	16	are	be	AUX
easat-7709	166	17	you	you	PRON
easat-7709	166	18	?	?	PUNCT
easat-7709	166	19	...	...	PUNCT
easat-7709	166	20	”	"	PUNCT
easat-7709	166	21	,	,	PUNCT
easat-7709	166	22	the	the	DET
easat-7709	166	23	word	word	NOUN
easat-7709	166	24	“	"	PUNCT
easat-7709	166	25	dad	dad	NOUN
easat-7709	166	26	”	"	PUNCT
easat-7709	166	27	is	be	AUX
easat-7709	166	28	a	a	DET
easat-7709	166	29	trigger	trigger	NOUN
easat-7709	166	30	indicating	indicate	VERB
easat-7709	166	31	a	a	DET
easat-7709	166	32	parent	parent	NOUN
easat-7709	166	33	-	-	PUNCT
easat-7709	166	34	child	child	NOUN
easat-7709	166	35	relationship	relationship	NOUN
easat-7709	166	36	between	between	ADP
easat-7709	166	37	the	the	DET
easat-7709	166	38	speaker	speaker	NOUN
easat-7709	166	39	and	and	CCONJ
easat-7709	166	40	the	the	DET
easat-7709	166	41	addressee	addressee	NOUN
easat-7709	166	42	.	.	PUNCT
easat-7709	167	1	as	as	ADP
easat-7709	167	2	another	another	DET
easat-7709	167	3	example	example	NOUN
easat-7709	167	4	,	,	PUNCT
easat-7709	167	5	a	a	DET
easat-7709	167	6	phrase	phrase	NOUN
easat-7709	167	7	like	like	ADP
easat-7709	167	8	“	"	PUNCT
easat-7709	167	9	your	your	PRON
easat-7709	167	10	majesty	majesty	NOUN
easat-7709	167	11	”	"	PUNCT
easat-7709	167	12	indicates	indicate	VERB
easat-7709	167	13	the	the	DET
easat-7709	167	14	other	other	ADJ
easat-7709	167	15	character	character	NOUN
easat-7709	167	16	is	be	AUX
easat-7709	167	17	royalty	royalty	NOUN
easat-7709	167	18	,	,	PUNCT
easat-7709	167	19	which	which	PRON
easat-7709	167	20	might	might	AUX
easat-7709	167	21	narrow	narrow	VERB
easat-7709	167	22	down	down	ADP
easat-7709	167	23	the	the	DET
easat-7709	167	24	candidates	candidate	NOUN
easat-7709	167	25	.	.	PUNCT
easat-7709	168	1	3389	3389	NUM
easat-7709	168	2	edelweiss	edelweiss	PROPN
easat-7709	168	3	applied	apply	VERB
easat-7709	168	4	science	science	NOUN
easat-7709	168	5	and	and	CCONJ
easat-7709	168	6	technology	technology	NOUN
easat-7709	168	7	issn	issn	PROPN
easat-7709	168	8	:	:	PUNCT
easat-7709	168	9	2576	2576	NUM
easat-7709	168	10	-	-	SYM
easat-7709	168	11	8484	8484	NUM
easat-7709	168	12	vol	vol	NOUN
easat-7709	168	13	.	.	PROPN
easat-7709	169	1	9	9	NUM
easat-7709	169	2	,	,	PUNCT
easat-7709	169	3	no	no	INTJ
easat-7709	169	4	.	.	NOUN
easat-7709	169	5	5	5	NUM
easat-7709	169	6	:	:	SYM
easat-7709	169	7	3383	3383	NUM
easat-7709	169	8	-	-	SYM
easat-7709	169	9	3396	3396	NUM
easat-7709	169	10	,	,	PUNCT
easat-7709	169	11	2025	2025	NUM
easat-7709	169	12	doi	doi	NOUN
easat-7709	169	13	:	:	PUNCT
easat-7709	169	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	169	15	©	©	ADP
easat-7709	169	16	2025	2025	NUM
easat-7709	169	17	by	by	ADP
easat-7709	169	18	the	the	DET
easat-7709	169	19	authors	author	NOUN
easat-7709	169	20	;	;	PUNCT
easat-7709	169	21	licensee	licensee	PROPN
easat-7709	169	22	learning	learn	VERB
easat-7709	169	23	gate	gate	NOUN
easat-7709	169	24	figure	figure	NOUN
easat-7709	169	25	2	2	NUM
easat-7709	169	26	.	.	PUNCT
easat-7709	169	27	knowledge	knowledge	NOUN
easat-7709	169	28	graph	graph	NOUN
easat-7709	169	29	correction	correction	NOUN
easat-7709	169	30	mechanism	mechanism	NOUN
easat-7709	169	31	.	.	PUNCT
easat-7709	170	1	concretely	concretely	ADV
easat-7709	170	2	,	,	PUNCT
easat-7709	170	3	let	let	VERB
easat-7709	170	4	𝑃context	𝑃context	PROPN
easat-7709	170	5	=	=	PUNCT
easat-7709	170	6	𝑝1	𝑝1	PROPN
easat-7709	170	7	,	,	PUNCT
easat-7709	170	8	𝑝2	𝑝2	NOUN
easat-7709	170	9	,	,	PUNCT
easat-7709	170	10	…	…	PUNCT
easat-7709	170	11	,	,	PUNCT
easat-7709	170	12	𝑝𝑚	𝑝𝑚	PART
easat-7709	170	13	be	be	AUX
easat-7709	170	14	the	the	DET
easat-7709	170	15	probabilities	probability	NOUN
easat-7709	170	16	from	from	ADP
easat-7709	170	17	the	the	DET
easat-7709	170	18	cba	cba	NOUN
easat-7709	170	19	module	module	NOUN
easat-7709	170	20	for	for	ADP
easat-7709	170	21	the	the	DET
easat-7709	170	22	$	$	SYM
easat-7709	170	23	m$	m$	NOUN
easat-7709	170	24	candidate	candidate	NOUN
easat-7709	170	25	characters	character	NOUN
easat-7709	170	26	𝑐1	𝑐1	NOUN
easat-7709	170	27	,	,	PUNCT
easat-7709	170	28	…	…	PUNCT
easat-7709	170	29	,	,	PUNCT
easat-7709	170	30	𝑐𝑚.	𝑐𝑚.	PROPN
easat-7709	170	31	suppose	suppose	VERB
easat-7709	170	32	the	the	DET
easat-7709	170	33	knowledge	knowledge	NOUN
easat-7709	170	34	graph	graph	NOUN
easat-7709	170	35	+	+	CCONJ
easat-7709	170	36	trigger	trigger	NOUN
easat-7709	170	37	analysis	analysis	NOUN
easat-7709	170	38	identifies	identify	VERB
easat-7709	170	39	a	a	DET
easat-7709	170	40	particular	particular	ADJ
easat-7709	170	41	character	character	NOUN
easat-7709	170	42	𝑐𝑘	𝑐𝑘	NOUN
easat-7709	170	43	∈	∈	PROPN
easat-7709	170	44	𝒞𝐶	𝒞𝐶	PROPN
easat-7709	170	45	as	as	ADP
easat-7709	170	46	the	the	DET
easat-7709	170	47	one	one	NUM
easat-7709	170	48	most	most	ADV
easat-7709	170	49	likely	likely	ADJ
easat-7709	170	50	to	to	PART
easat-7709	170	51	be	be	AUX
easat-7709	170	52	correct	correct	ADJ
easat-7709	170	53	(	(	PUNCT
easat-7709	170	54	e.g.	e.g.	ADV
easat-7709	170	55	𝑐𝑘	𝑐𝑘	NOUN
easat-7709	170	56	is	be	AUX
easat-7709	170	57	connected	connect	VERB
easat-7709	170	58	to	to	ADP
easat-7709	170	59	another	another	DET
easat-7709	170	60	character	character	NOUN
easat-7709	170	61	in	in	ADP
easat-7709	170	62	a	a	DET
easat-7709	170	63	way	way	NOUN
easat-7709	170	64	that	that	PRON
easat-7709	170	65	matches	match	VERB
easat-7709	170	66	the	the	DET
easat-7709	170	67	trigger	trigger	NOUN
easat-7709	170	68	word	word	NOUN
easat-7709	170	69	)	)	PUNCT
easat-7709	170	70	.	.	PUNCT
easat-7709	171	1	we	we	PRON
easat-7709	171	2	denote	denote	VERB
easat-7709	171	3	by	by	ADP
easat-7709	171	4	𝑝𝐾𝐺	𝑝𝐾𝐺	NOUN
easat-7709	171	5	the	the	DET
easat-7709	171	6	model	model	NOUN
easat-7709	171	7	’s	’s	PART
easat-7709	171	8	current	current	ADJ
easat-7709	171	9	probability	probability	NOUN
easat-7709	171	10	for	for	ADP
easat-7709	171	11	that	that	DET
easat-7709	171	12	character	character	NOUN
easat-7709	171	13	𝑐𝑘.	𝑐𝑘.	VERB
easat-7709	171	14	we	we	PRON
easat-7709	171	15	introduce	introduce	VERB
easat-7709	171	16	a	a	DET
easat-7709	171	17	binary	binary	ADJ
easat-7709	171	18	indicator	indicator	PROPN
easat-7709	171	19	t	t	PROPN
easat-7709	171	20	which	which	PRON
easat-7709	171	21	is	be	AUX
easat-7709	171	22	1	1	NUM
easat-7709	171	23	if	if	SCONJ
easat-7709	171	24	a	a	DET
easat-7709	171	25	trigger	trigger	NOUN
easat-7709	171	26	word	word	NOUN
easat-7709	171	27	is	be	AUX
easat-7709	171	28	present	present	ADJ
easat-7709	171	29	,	,	PUNCT
easat-7709	171	30	and	and	CCONJ
easat-7709	171	31	0	0	NUM
easat-7709	171	32	otherwise	otherwise	ADV
easat-7709	171	33	the	the	DET
easat-7709	171	34	rkgc	rkgc	NOUN
easat-7709	171	35	module	module	NOUN
easat-7709	171	36	computes	compute	VERB
easat-7709	171	37	the	the	DET
easat-7709	171	38	corrected	correct	VERB
easat-7709	171	39	probability	probability	NOUN
easat-7709	171	40	$	$	SYM
easat-7709	171	41	p'_{kg	p'_{kg	NOUN
easat-7709	171	42	}	}	PUNCT
easat-7709	171	43	for	for	ADP
easat-7709	171	44	character	character	NOUN
easat-7709	171	45	𝑐𝑘	𝑐𝑘	NOUN
easat-7709	171	46	as	as	SCONJ
easat-7709	171	47	follows	follow	VERB
easat-7709	171	48	:	:	PUNCT
easat-7709	171	49	here	here	ADV
easat-7709	171	50	score	score	NOUN
easat-7709	171	51	is	be	AUX
easat-7709	171	52	the	the	DET
easat-7709	171	53	highest	high	ADJ
easat-7709	171	54	initial	initial	ADJ
easat-7709	171	55	probability	probability	NOUN
easat-7709	171	56	among	among	ADP
easat-7709	171	57	all	all	DET
easat-7709	171	58	candidates	candidate	NOUN
easat-7709	171	59	,	,	PUNCT
easat-7709	171	60	and	and	CCONJ
easat-7709	171	61	$	$	SYM
easat-7709	171	62	\alpha$	\alpha$	NOUN
easat-7709	171	63	is	be	AUX
easat-7709	171	64	a	a	DET
easat-7709	171	65	confidence	confidence	NOUN
easat-7709	171	66	threshold	threshold	NOUN
easat-7709	171	67	(	(	PUNCT
easat-7709	171	68	a	a	DET
easat-7709	171	69	hyperparameter	hyperparameter	NOUN
easat-7709	171	70	)	)	PUNCT
easat-7709	171	71	.	.	PUNCT
easat-7709	172	1	intuitively	intuitively	ADV
easat-7709	172	2	,	,	PUNCT
easat-7709	172	3	if	if	SCONJ
easat-7709	172	4	a	a	DET
easat-7709	172	5	trigger	trigger	NOUN
easat-7709	172	6	is	be	AUX
easat-7709	172	7	present	present	ADJ
easat-7709	172	8	and	and	CCONJ
easat-7709	172	9	the	the	DET
easat-7709	172	10	context	context	NOUN
easat-7709	172	11	-	-	PUNCT
easat-7709	172	12	based	base	VERB
easat-7709	172	13	model	model	NOUN
easat-7709	172	14	was	be	AUX
easat-7709	172	15	not	not	PART
easat-7709	172	16	very	very	ADV
easat-7709	172	17	confident	confident	ADJ
easat-7709	172	18	in	in	ADP
easat-7709	172	19	any	any	DET
easat-7709	172	20	single	single	ADJ
easat-7709	172	21	character	character	NOUN
easat-7709	172	22	(	(	PUNCT
easat-7709	172	23	the	the	DET
easat-7709	172	24	top	top	ADJ
easat-7709	172	25	probability	probability	NOUN
easat-7709	172	26	is	be	AUX
easat-7709	172	27	below	below	ADP
easat-7709	172	28	$	$	SYM
easat-7709	172	29	\alpha$	\alpha$	NUM
easat-7709	172	30	)	)	PUNCT
easat-7709	172	31	,	,	PUNCT
easat-7709	172	32	we	we	PRON
easat-7709	172	33	trust	trust	VERB
easat-7709	172	34	the	the	DET
easat-7709	172	35	knowledge	knowledge	NOUN
easat-7709	172	36	graph	graph	NOUN
easat-7709	172	37	cue	cue	NOUN
easat-7709	172	38	and	and	CCONJ
easat-7709	172	39	boost	boost	VERB
easat-7709	172	40	𝑐𝑘	𝑐𝑘	NOUN
easat-7709	172	41	’s	’s	PART
easat-7709	172	42	probability	probability	NOUN
easat-7709	172	43	to	to	ADP
easat-7709	172	44	𝑝	𝑝	PROPN
easat-7709	172	45	_	_	PRON
easat-7709	172	46	{	{	PUNCT
easat-7709	172	47	𝐾𝐺	𝐾𝐺	PROPN
easat-7709	172	48	}	}	PUNCT
easat-7709	172	49	′	′	NUM
easat-7709	173	1	=	=	PUNCT
easat-7709	173	2	𝑝	𝑝	SYM
easat-7709	173	3	_	_	PUNCT
easat-7709	173	4	{	{	PUNCT
easat-7709	173	5	𝐾𝐺	𝐾𝐺	PROPN
easat-7709	173	6	}	}	PUNCT
easat-7709	173	7	+	+	CCONJ
easat-7709	173	8	(	(	PUNCT
easat-7709	173	9	1	1	NUM
easat-7709	173	10	−	−	PROPN
easat-7709	173	11	𝑝	𝑝	SYM
easat-7709	173	12	_	_	PRON
easat-7709	173	13	{	{	PUNCT
easat-7709	173	14	𝐾𝐺	𝐾𝐺	PROPN
easat-7709	173	15	}	}	PUNCT
easat-7709	173	16	(	(	PUNCT
easat-7709	173	17	which	which	PRON
easat-7709	173	18	effectively	effectively	ADV
easat-7709	173	19	sets	set	VERB
easat-7709	173	20	𝑝′{𝐾𝐺	𝑝′{𝐾𝐺	PRON
easat-7709	173	21	}	}	PUNCT
easat-7709	173	22	=	=	SYM
easat-7709	173	23	1	1	NUM
easat-7709	173	24	,	,	PUNCT
easat-7709	173	25	then	then	ADV
easat-7709	173	26	later	later	ADV
easat-7709	173	27	we	we	PRON
easat-7709	173	28	will	will	AUX
easat-7709	173	29	re	re	VERB
easat-7709	173	30	-	-	VERB
easat-7709	173	31	normalize	normalize	VERB
easat-7709	173	32	the	the	DET
easat-7709	173	33	distribution	distribution	NOUN
easat-7709	173	34	)	)	PUNCT
easat-7709	173	35	.	.	PUNCT
easat-7709	174	1	in	in	ADP
easat-7709	174	2	the	the	DET
easat-7709	174	3	other	other	ADJ
easat-7709	174	4	cases	case	NOUN
easat-7709	174	5	(	(	PUNCT
easat-7709	174	6	no	no	DET
easat-7709	174	7	trigger	trigger	NOUN
easat-7709	174	8	,	,	PUNCT
easat-7709	174	9	or	or	CCONJ
easat-7709	174	10	the	the	DET
easat-7709	174	11	model	model	NOUN
easat-7709	174	12	was	be	AUX
easat-7709	174	13	already	already	ADV
easat-7709	174	14	confident	confident	ADJ
easat-7709	174	15	with	with	ADP
easat-7709	174	16	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	PROPN
easat-7709	174	17	≥	≥	NOUN
easat-7709	174	18	𝛼	𝛼	NOUN
easat-7709	174	19	)	)	PUNCT
easat-7709	174	20	,	,	PUNCT
easat-7709	174	21	we	we	PRON
easat-7709	174	22	leave	leave	VERB
easat-7709	174	23	the	the	DET
easat-7709	174	24	probabilities	probability	NOUN
easat-7709	174	25	as	as	ADP
easat-7709	174	26	-	-	PUNCT
easat-7709	174	27	is	be	AUX
easat-7709	174	28	(	(	PUNCT
easat-7709	174	29	or	or	CCONJ
easat-7709	174	30	equivalently	equivalently	ADV
easat-7709	174	31	𝑝′𝐾𝐺	𝑝′𝐾𝐺	PROPN
easat-7709	174	32	=	=	SYM
easat-7709	174	33	𝑝𝐾𝐺	𝑝𝐾𝐺	NOUN
easat-7709	174	34	)	)	PUNCT
easat-7709	174	35	.	.	PUNCT
easat-7709	175	1	after	after	ADP
easat-7709	175	2	this	this	DET
easat-7709	175	3	adjustment	adjustment	NOUN
easat-7709	175	4	for	for	ADP
easat-7709	175	5	the	the	DET
easat-7709	175	6	one	one	NUM
easat-7709	175	7	candidate	candidate	NOUN
easat-7709	175	8	𝑐𝑘	𝑐𝑘	NOUN
easat-7709	175	9	,	,	PUNCT
easat-7709	175	10	we	we	PRON
easat-7709	175	11	renormalize	renormalize	VERB
easat-7709	175	12	the	the	DET
easat-7709	175	13	probability	probability	NOUN
easat-7709	175	14	distribution	distribution	NOUN
easat-7709	175	15	across	across	ADP
easat-7709	175	16	all	all	DET
easat-7709	175	17	$	$	SYM
easat-7709	175	18	m$	m$	NOUN
easat-7709	175	19	candidates	candidate	NOUN
easat-7709	175	20	.	.	PUNCT
easat-7709	176	1	4	4	X
easat-7709	176	2	.	.	X
easat-7709	176	3	dataset	dataset	NOUN
easat-7709	176	4	and	and	CCONJ
easat-7709	176	5	experimental	experimental	ADJ
easat-7709	176	6	results	result	NOUN
easat-7709	176	7	4.1	4.1	NUM
easat-7709	176	8	.	.	PUNCT
easat-7709	177	1	dataset	dataset	NOUN
easat-7709	177	2	and	and	CCONJ
easat-7709	177	3	data	datum	NOUN
easat-7709	177	4	preprocessing	preprocesse	VERB
easat-7709	177	5	we	we	PRON
easat-7709	177	6	constructed	construct	VERB
easat-7709	177	7	two	two	NUM
easat-7709	177	8	datasets	dataset	NOUN
easat-7709	177	9	—	—	PUNCT
easat-7709	177	10	one	one	NUM
easat-7709	177	11	from	from	ADP
easat-7709	177	12	chinese	chinese	ADJ
easat-7709	177	13	novels	novel	NOUN
easat-7709	177	14	and	and	CCONJ
easat-7709	177	15	one	one	NUM
easat-7709	177	16	from	from	ADP
easat-7709	177	17	tv	tv	NOUN
easat-7709	177	18	drama	drama	NOUN
easat-7709	177	19	scripts	script	NOUN
easat-7709	177	20	—	—	PUNCT
easat-7709	177	21	to	to	PART
easat-7709	177	22	facilitate	facilitate	VERB
easat-7709	177	23	a	a	DET
easat-7709	177	24	comparative	comparative	ADJ
easat-7709	177	25	evaluation	evaluation	NOUN
easat-7709	177	26	of	of	ADP
easat-7709	177	27	character	character	NOUN
easat-7709	177	28	relationship	relationship	NOUN
easat-7709	177	29	extraction	extraction	NOUN
easat-7709	177	30	.	.	PUNCT
easat-7709	178	1	the	the	DET
easat-7709	178	2	novel	novel	ADJ
easat-7709	178	3	corpus	corpus	NOUN
easat-7709	178	4	consists	consist	VERB
easat-7709	178	5	of	of	ADP
easat-7709	178	6	narrative	narrative	NOUN
easat-7709	178	7	text	text	NOUN
easat-7709	178	8	from	from	ADP
easat-7709	178	9	popular	popular	ADJ
easat-7709	178	10	chinese	chinese	ADJ
easat-7709	178	11	literary	literary	ADJ
easat-7709	178	12	works	work	NOUN
easat-7709	178	13	,	,	PUNCT
easat-7709	178	14	while	while	SCONJ
easat-7709	178	15	the	the	DET
easat-7709	178	16	drama	drama	NOUN
easat-7709	178	17	corpus	corpus	NOUN
easat-7709	178	18	comprises	comprise	VERB
easat-7709	178	19	episode	episode	NOUN
easat-7709	178	20	scripts	script	NOUN
easat-7709	178	21	and	and	CCONJ
easat-7709	178	22	subtitles	subtitle	NOUN
easat-7709	178	23	from	from	ADP
easat-7709	178	24	corresponding	correspond	VERB
easat-7709	178	25	television	television	NOUN
easat-7709	178	26	adaptations	adaptation	NOUN
easat-7709	178	27	.	.	PUNCT
easat-7709	179	1	in	in	ADP
easat-7709	179	2	each	each	DET
easat-7709	179	3	dataset	dataset	NOUN
easat-7709	179	4	,	,	PUNCT
easat-7709	179	5	we	we	PRON
easat-7709	179	6	first	first	ADV
easat-7709	179	7	identified	identify	VERB
easat-7709	179	8	character	character	NOUN
easat-7709	179	9	entities	entity	NOUN
easat-7709	179	10	using	use	VERB
easat-7709	179	11	a	a	DET
easat-7709	179	12	combination	combination	NOUN
easat-7709	179	13	of	of	ADP
easat-7709	179	14	chinese	chinese	ADJ
easat-7709	179	15	natural	natural	ADJ
easat-7709	179	16	language	language	NOUN
easat-7709	179	17	processing	processing	NOUN
easat-7709	179	18	and	and	CCONJ
easat-7709	179	19	name	name	NOUN
easat-7709	179	20	dictionaries	dictionary	NOUN
easat-7709	179	21	,	,	PUNCT
easat-7709	179	22	isolating	isolate	VERB
easat-7709	179	23	all	all	DET
easat-7709	179	24	major	major	ADJ
easat-7709	179	25	and	and	CCONJ
easat-7709	179	26	minor	minor	ADJ
easat-7709	179	27	characters	character	NOUN
easat-7709	179	28	.	.	PUNCT
easat-7709	180	1	for	for	ADP
easat-7709	180	2	the	the	DET
easat-7709	180	3	novel	novel	ADJ
easat-7709	180	4	texts	text	NOUN
easat-7709	180	5	,	,	PUNCT
easat-7709	180	6	we	we	PRON
easat-7709	180	7	segmented	segment	VERB
easat-7709	180	8	chapters	chapter	NOUN
easat-7709	180	9	and	and	CCONJ
easat-7709	180	10	dialogues	dialogue	NOUN
easat-7709	180	11	,	,	PUNCT
easat-7709	180	12	then	then	ADV
easat-7709	180	13	applied	apply	VERB
easat-7709	180	14	cooccurrence	cooccurrence	NOUN
easat-7709	180	15	analysis	analysis	NOUN
easat-7709	180	16	to	to	PART
easat-7709	180	17	detect	detect	VERB
easat-7709	180	18	when	when	SCONJ
easat-7709	180	19	two	two	NUM
easat-7709	180	20	characters	character	NOUN
easat-7709	180	21	appear	appear	VERB
easat-7709	180	22	in	in	ADP
easat-7709	180	23	the	the	DET
easat-7709	180	24	same	same	ADJ
easat-7709	180	25	context	context	NOUN
easat-7709	180	26	(	(	PUNCT
easat-7709	180	27	e.g.	e.g.	ADV
easat-7709	180	28	within	within	ADP
easat-7709	180	29	the	the	DET
easat-7709	180	30	same	same	ADJ
easat-7709	180	31	scene	scene	NOUN
easat-7709	180	32	or	or	CCONJ
easat-7709	180	33	conversation	conversation	NOUN
easat-7709	180	34	)	)	PUNCT
easat-7709	180	35	.	.	PUNCT
easat-7709	181	1	co	co	NOUN
easat-7709	181	2	-	-	NOUN
easat-7709	181	3	occurrence	occurrence	ADJ
easat-7709	181	4	techniques	technique	NOUN
easat-7709	181	5	have	have	AUX
easat-7709	181	6	been	be	AUX
easat-7709	181	7	widely	widely	ADV
easat-7709	181	8	used	use	VERB
easat-7709	181	9	in	in	ADP
easat-7709	181	10	prior	prior	ADJ
easat-7709	181	11	studies	study	NOUN
easat-7709	181	12	to	to	PART
easat-7709	181	13	build	build	VERB
easat-7709	181	14	social	social	ADJ
easat-7709	181	15	networks	network	NOUN
easat-7709	181	16	from	from	ADP
easat-7709	181	17	novels	novel	NOUN
easat-7709	181	18	–	–	PUNCT
easat-7709	181	19	for	for	ADP
easat-7709	181	20	example	example	NOUN
easat-7709	181	21	,	,	PUNCT
easat-7709	181	22	researchers	researcher	NOUN
easat-7709	181	23	have	have	AUX
easat-7709	181	24	constructed	construct	VERB
easat-7709	181	25	character	character	NOUN
easat-7709	181	26	co	co	NOUN
easat-7709	181	27	-	-	NOUN
easat-7709	181	28	occurrence	occurrence	ADJ
easat-7709	181	29	matrices	matrix	NOUN
easat-7709	181	30	for	for	ADP
easat-7709	181	31	classics	classic	NOUN
easat-7709	181	32	like	like	ADP
easat-7709	181	33	romance	romance	NOUN
easat-7709	181	34	of	of	ADP
easat-7709	181	35	the	the	DET
easat-7709	181	36	three	three	NUM
easat-7709	181	37	kingdoms	kingdom	NOUN
easat-7709	181	38	to	to	PART
easat-7709	181	39	quantify	quantify	VERB
easat-7709	181	40	relationship	relationship	NOUN
easat-7709	181	41	strength	strength	NOUN
easat-7709	181	42	.	.	PUNCT
easat-7709	182	1	each	each	DET
easat-7709	182	2	pair	pair	NOUN
easat-7709	182	3	of	of	ADP
easat-7709	182	4	characters	character	NOUN
easat-7709	182	5	appearing	appear	VERB
easat-7709	182	6	together	together	ADV
easat-7709	182	7	was	be	AUX
easat-7709	182	8	recorded	record	VERB
easat-7709	182	9	as	as	ADP
easat-7709	182	10	an	an	DET
easat-7709	182	11	undirected	undirected	ADJ
easat-7709	182	12	link	link	NOUN
easat-7709	182	13	,	,	PUNCT
easat-7709	182	14	with	with	ADP
easat-7709	182	15	frequency	frequency	NOUN
easat-7709	182	16	as	as	ADP
easat-7709	182	17	the	the	DET
easat-7709	182	18	weight	weight	NOUN
easat-7709	182	19	indicating	indicate	VERB
easat-7709	182	20	interaction	interaction	NOUN
easat-7709	182	21	strength	strength	NOUN
easat-7709	182	22	.	.	PUNCT
easat-7709	183	1	3390	3390	NUM
easat-7709	183	2	edelweiss	edelweiss	PROPN
easat-7709	183	3	applied	apply	VERB
easat-7709	183	4	science	science	NOUN
easat-7709	183	5	and	and	CCONJ
easat-7709	183	6	technology	technology	NOUN
easat-7709	183	7	issn	issn	PROPN
easat-7709	183	8	:	:	PUNCT
easat-7709	183	9	2576	2576	NUM
easat-7709	183	10	-	-	SYM
easat-7709	183	11	8484	8484	NUM
easat-7709	183	12	vol	vol	NOUN
easat-7709	183	13	.	.	PROPN
easat-7709	184	1	9	9	NUM
easat-7709	184	2	,	,	PUNCT
easat-7709	184	3	no	no	INTJ
easat-7709	184	4	.	.	NOUN
easat-7709	184	5	5	5	NUM
easat-7709	184	6	:	:	SYM
easat-7709	184	7	3383	3383	NUM
easat-7709	184	8	-	-	SYM
easat-7709	184	9	3396	3396	NUM
easat-7709	184	10	,	,	PUNCT
easat-7709	184	11	2025	2025	NUM
easat-7709	184	12	doi	doi	NOUN
easat-7709	184	13	:	:	PUNCT
easat-7709	184	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	184	15	©	©	ADP
easat-7709	184	16	2025	2025	NUM
easat-7709	184	17	by	by	ADP
easat-7709	184	18	the	the	DET
easat-7709	184	19	authors	author	NOUN
easat-7709	184	20	;	;	PUNCT
easat-7709	184	21	licensee	licensee	PROPN
easat-7709	184	22	learning	learning	NOUN
easat-7709	184	23	gate	gate	NOUN
easat-7709	184	24	in	in	ADP
easat-7709	184	25	addition	addition	NOUN
easat-7709	184	26	to	to	ADP
easat-7709	184	27	implicit	implicit	ADJ
easat-7709	184	28	co	co	NOUN
easat-7709	184	29	-	-	ADJ
easat-7709	184	30	occurrence	occurrence	ADJ
easat-7709	184	31	links	link	NOUN
easat-7709	184	32	,	,	PUNCT
easat-7709	184	33	we	we	PRON
easat-7709	184	34	also	also	ADV
easat-7709	184	35	extracted	extract	VERB
easat-7709	184	36	explicit	explicit	ADJ
easat-7709	184	37	relationship	relationship	NOUN
easat-7709	184	38	mentions	mention	NOUN
easat-7709	184	39	to	to	PART
easat-7709	184	40	form	form	VERB
easat-7709	184	41	structured	structured	ADJ
easat-7709	184	42	triples	triple	NOUN
easat-7709	184	43	.	.	PUNCT
easat-7709	185	1	accurate	accurate	ADJ
easat-7709	185	2	extraction	extraction	NOUN
easat-7709	185	3	and	and	CCONJ
easat-7709	185	4	clear	clear	ADJ
easat-7709	185	5	representation	representation	NOUN
easat-7709	185	6	of	of	ADP
easat-7709	185	7	character	character	NOUN
easat-7709	185	8	relationships	relationship	NOUN
easat-7709	185	9	(	(	PUNCT
easat-7709	185	10	as	as	ADP
easat-7709	185	11	triples	triple	NOUN
easat-7709	185	12	of	of	ADP
easat-7709	185	13	the	the	DET
easat-7709	185	14	form	form	NOUN
easat-7709	185	15	character	character	NOUN
easat-7709	185	16	a	a	DET
easat-7709	185	17	–	–	PUNCT
easat-7709	185	18	relationship	relationship	NOUN
easat-7709	185	19	–	–	PUNCT
easat-7709	185	20	character	character	NOUN
easat-7709	185	21	b	b	X
easat-7709	185	22	)	)	PUNCT
easat-7709	185	23	is	be	AUX
easat-7709	185	24	crucial	crucial	ADJ
easat-7709	185	25	for	for	ADP
easat-7709	185	26	building	build	VERB
easat-7709	185	27	a	a	DET
easat-7709	185	28	character	character	NOUN
easat-7709	185	29	knowledge	knowledge	NOUN
easat-7709	185	30	graph	graph	NOUN
easat-7709	185	31	.	.	PUNCT
easat-7709	186	1	we	we	PRON
easat-7709	186	2	parsed	parse	VERB
easat-7709	186	3	the	the	DET
easat-7709	186	4	text	text	NOUN
easat-7709	186	5	for	for	ADP
easat-7709	186	6	kinship	kinship	NOUN
easat-7709	186	7	terms	term	NOUN
easat-7709	186	8	,	,	PUNCT
easat-7709	186	9	affiliation	affiliation	NOUN
easat-7709	186	10	labels	label	NOUN
easat-7709	186	11	,	,	PUNCT
easat-7709	186	12	or	or	CCONJ
easat-7709	186	13	other	other	ADJ
easat-7709	186	14	indicative	indicative	ADJ
easat-7709	186	15	phrases	phrase	NOUN
easat-7709	186	16	(	(	PUNCT
easat-7709	186	17	e.g.	e.g.	ADV
easat-7709	186	18	“	"	PUNCT
easat-7709	186	19	x	x	X
easat-7709	186	20	is	be	AUX
easat-7709	186	21	y	y	PROPN
easat-7709	186	22	’s	’s	PART
easat-7709	186	23	father	father	NOUN
easat-7709	186	24	”	"	PUNCT
easat-7709	186	25	or	or	CCONJ
easat-7709	186	26	“	"	PUNCT
easat-7709	186	27	x	x	PRON
easat-7709	186	28	thanked	thank	VERB
easat-7709	186	29	her	her	PRON
easat-7709	186	30	friend	friend	NOUN
easat-7709	186	31	y	y	NOUN
easat-7709	186	32	”	"	PUNCT
easat-7709	186	33	)	)	PUNCT
easat-7709	186	34	,	,	PUNCT
easat-7709	186	35	using	use	VERB
easat-7709	186	36	rule	rule	NOUN
easat-7709	186	37	-	-	PUNCT
easat-7709	186	38	based	base	VERB
easat-7709	186	39	patterns	pattern	NOUN
easat-7709	186	40	and	and	CCONJ
easat-7709	186	41	dependency	dependency	NOUN
easat-7709	186	42	parsing	parsing	NOUN
easat-7709	186	43	to	to	PART
easat-7709	186	44	identify	identify	VERB
easat-7709	186	45	relational	relational	ADJ
easat-7709	186	46	facts	fact	NOUN
easat-7709	186	47	.	.	PUNCT
easat-7709	187	1	each	each	DET
easat-7709	187	2	identified	identify	VERB
easat-7709	187	3	relation	relation	NOUN
easat-7709	187	4	was	be	AUX
easat-7709	187	5	added	add	VERB
easat-7709	187	6	as	as	ADP
easat-7709	187	7	a	a	DET
easat-7709	187	8	triple	triple	ADJ
easat-7709	187	9	(	(	PUNCT
easat-7709	187	10	subject	subject	NOUN
easat-7709	187	11	character	character	NOUN
easat-7709	187	12	,	,	PUNCT
easat-7709	187	13	relation	relation	NOUN
easat-7709	187	14	type	type	NOUN
easat-7709	187	15	,	,	PUNCT
easat-7709	187	16	object	object	NOUN
easat-7709	187	17	character	character	NOUN
easat-7709	187	18	)	)	PUNCT
easat-7709	187	19	.	.	PUNCT
easat-7709	188	1	for	for	ADP
easat-7709	188	2	the	the	DET
easat-7709	188	3	tv	tv	NOUN
easat-7709	188	4	drama	drama	NOUN
easat-7709	188	5	scripts	script	NOUN
easat-7709	188	6	,	,	PUNCT
easat-7709	188	7	a	a	DET
easat-7709	188	8	similar	similar	ADJ
easat-7709	188	9	approach	approach	NOUN
easat-7709	188	10	was	be	AUX
easat-7709	188	11	taken	take	VERB
easat-7709	188	12	:	:	PUNCT
easat-7709	188	13	we	we	PRON
easat-7709	188	14	utilized	utilize	VERB
easat-7709	188	15	the	the	DET
easat-7709	188	16	script	script	NOUN
easat-7709	188	17	’s	’s	PART
easat-7709	188	18	scene	scene	NOUN
easat-7709	188	19	and	and	CCONJ
easat-7709	188	20	dialogue	dialogue	NOUN
easat-7709	188	21	structure	structure	NOUN
easat-7709	188	22	to	to	PART
easat-7709	188	23	determine	determine	VERB
easat-7709	188	24	which	which	PRON
easat-7709	188	25	characters	character	NOUN
easat-7709	188	26	interact	interact	VERB
easat-7709	188	27	in	in	ADP
easat-7709	188	28	each	each	DET
easat-7709	188	29	episode	episode	NOUN
easat-7709	188	30	.	.	PUNCT
easat-7709	189	1	if	if	SCONJ
easat-7709	189	2	the	the	DET
easat-7709	189	3	screenplay	screenplay	NOUN
easat-7709	189	4	explicitly	explicitly	ADV
easat-7709	189	5	labels	label	VERB
easat-7709	189	6	speakers	speaker	NOUN
easat-7709	189	7	,	,	PUNCT
easat-7709	189	8	we	we	PRON
easat-7709	189	9	link	link	VERB
easat-7709	189	10	characters	character	NOUN
easat-7709	189	11	who	who	PRON
easat-7709	189	12	share	share	VERB
easat-7709	189	13	a	a	DET
easat-7709	189	14	scene	scene	NOUN
easat-7709	189	15	or	or	CCONJ
easat-7709	189	16	conversation	conversation	NOUN
easat-7709	189	17	.	.	PUNCT
easat-7709	190	1	even	even	ADV
easat-7709	190	2	without	without	ADP
easat-7709	190	3	speaker	speaker	NOUN
easat-7709	190	4	labels	label	NOUN
easat-7709	190	5	,	,	PUNCT
easat-7709	190	6	subtitle	subtitle	NOUN
easat-7709	190	7	timing	timing	NOUN
easat-7709	190	8	and	and	CCONJ
easat-7709	190	9	dialogue	dialogue	NOUN
easat-7709	190	10	exchanges	exchange	NOUN
easat-7709	190	11	can	can	AUX
easat-7709	190	12	reveal	reveal	VERB
easat-7709	190	13	which	which	PRON
easat-7709	190	14	characters	character	NOUN
easat-7709	190	15	are	be	AUX
easat-7709	190	16	conversing	converse	VERB
easat-7709	190	17	.	.	PUNCT
easat-7709	191	1	we	we	PRON
easat-7709	191	2	thus	thus	ADV
easat-7709	191	3	obtained	obtain	VERB
easat-7709	191	4	a	a	DET
easat-7709	191	5	set	set	NOUN
easat-7709	191	6	of	of	ADP
easat-7709	191	7	character	character	NOUN
easat-7709	191	8	pairs	pair	NOUN
easat-7709	191	9	per	per	ADP
easat-7709	191	10	episode	episode	NOUN
easat-7709	191	11	,	,	PUNCT
easat-7709	191	12	along	along	ADP
easat-7709	191	13	with	with	ADP
easat-7709	191	14	any	any	DET
easat-7709	191	15	explicitly	explicitly	ADV
easat-7709	191	16	stated	state	VERB
easat-7709	191	17	relations	relation	NOUN
easat-7709	191	18	(	(	PUNCT
easat-7709	191	19	for	for	ADP
easat-7709	191	20	instance	instance	NOUN
easat-7709	191	21	,	,	PUNCT
easat-7709	191	22	a	a	DET
easat-7709	191	23	subtitle	subtitle	NOUN
easat-7709	191	24	line	line	NOUN
easat-7709	191	25	like	like	ADP
easat-7709	191	26	“	"	PUNCT
easat-7709	191	27	big	big	ADJ
easat-7709	191	28	brother	brother	NOUN
easat-7709	191	29	”	"	PUNCT
easat-7709	191	30	could	could	AUX
easat-7709	191	31	trigger	trigger	VERB
easat-7709	191	32	a	a	DET
easat-7709	191	33	sibling	sible	VERB
easat-7709	191	34	relationship	relationship	NOUN
easat-7709	191	35	if	if	SCONJ
easat-7709	191	36	the	the	DET
easat-7709	191	37	addressed	address	VERB
easat-7709	191	38	character	character	NOUN
easat-7709	191	39	is	be	AUX
easat-7709	191	40	known	know	VERB
easat-7709	191	41	)	)	PUNCT
easat-7709	191	42	.	.	PUNCT
easat-7709	192	1	all	all	PRON
easat-7709	192	2	extracted	extract	VERB
easat-7709	192	3	character	character	NOUN
easat-7709	192	4	entities	entity	NOUN
easat-7709	192	5	,	,	PUNCT
easat-7709	192	6	cooccurrence	cooccurrence	NOUN
easat-7709	192	7	links	link	NOUN
easat-7709	192	8	,	,	PUNCT
easat-7709	192	9	and	and	CCONJ
easat-7709	192	10	relation	relation	NOUN
easat-7709	192	11	triples	triple	NOUN
easat-7709	192	12	were	be	AUX
easat-7709	192	13	integrated	integrate	VERB
easat-7709	192	14	to	to	PART
easat-7709	192	15	construct	construct	VERB
easat-7709	192	16	a	a	DET
easat-7709	192	17	character	character	NOUN
easat-7709	192	18	relationship	relationship	NOUN
easat-7709	192	19	network	network	NOUN
easat-7709	192	20	for	for	ADP
easat-7709	192	21	each	each	DET
easat-7709	192	22	story	story	NOUN
easat-7709	192	23	.	.	PUNCT
easat-7709	193	1	figure	figure	NOUN
easat-7709	193	2	3	3	NUM
easat-7709	193	3	.	.	PUNCT
easat-7709	193	4	character	character	NOUN
easat-7709	193	5	relationship	relationship	NOUN
easat-7709	193	6	network	network	NOUN
easat-7709	193	7	graph	graph	NOUN
easat-7709	193	8	example	example	NOUN
easat-7709	193	9	.	.	PUNCT
easat-7709	194	1	nodes	node	NOUN
easat-7709	194	2	represent	represent	VERB
easat-7709	194	3	characters	character	NOUN
easat-7709	194	4	(	(	PUNCT
easat-7709	194	5	color	color	NOUN
easat-7709	194	6	-	-	PUNCT
easat-7709	194	7	coded	code	VERB
easat-7709	194	8	by	by	ADP
easat-7709	194	9	narrative	narrative	NOUN
easat-7709	194	10	subgroup	subgroup	NOUN
easat-7709	194	11	or	or	CCONJ
easat-7709	194	12	community	community	NOUN
easat-7709	194	13	)	)	PUNCT
easat-7709	194	14	,	,	PUNCT
easat-7709	194	15	and	and	CCONJ
easat-7709	194	16	edges	edge	NOUN
easat-7709	194	17	represent	represent	VERB
easat-7709	194	18	relationships	relationship	NOUN
easat-7709	194	19	or	or	CCONJ
easat-7709	194	20	interactions	interaction	NOUN
easat-7709	194	21	.	.	PUNCT
easat-7709	195	1	solid	solid	ADJ
easat-7709	195	2	lines	line	NOUN
easat-7709	195	3	denote	denote	VERB
easat-7709	195	4	strong	strong	ADJ
easat-7709	195	5	intra	intra	ADJ
easat-7709	195	6	-	-	ADJ
easat-7709	195	7	group	group	NOUN
easat-7709	195	8	ties	tie	NOUN
easat-7709	195	9	(	(	PUNCT
easat-7709	195	10	frequent	frequent	ADJ
easat-7709	195	11	co	co	NOUN
easat-7709	195	12	-	-	NOUN
easat-7709	195	13	occurrence	occurrence	NOUN
easat-7709	195	14	or	or	CCONJ
easat-7709	195	15	confirmed	confirm	VERB
easat-7709	195	16	relations	relation	NOUN
easat-7709	195	17	)	)	PUNCT
easat-7709	195	18	,	,	PUNCT
easat-7709	195	19	while	while	SCONJ
easat-7709	195	20	dashed	dash	VERB
easat-7709	195	21	lines	line	NOUN
easat-7709	195	22	indicate	indicate	VERB
easat-7709	195	23	weaker	weak	ADJ
easat-7709	195	24	or	or	CCONJ
easat-7709	195	25	cross	cross	ADJ
easat-7709	195	26	-	-	NOUN
easat-7709	195	27	group	group	NOUN
easat-7709	195	28	connections	connection	NOUN
easat-7709	195	29	.	.	PUNCT
easat-7709	196	1	in	in	ADP
easat-7709	196	2	this	this	DET
easat-7709	196	3	illustrative	illustrative	ADJ
easat-7709	196	4	graph	graph	NOUN
easat-7709	196	5	,	,	PUNCT
easat-7709	196	6	two	two	NUM
easat-7709	196	7	clusters	cluster	NOUN
easat-7709	196	8	of	of	ADP
easat-7709	196	9	characters	character	NOUN
easat-7709	196	10	(	(	PUNCT
easat-7709	196	11	red	red	ADJ
easat-7709	196	12	vs.	vs.	ADP
easat-7709	196	13	teal	teal	NOUN
easat-7709	196	14	nodes	node	NOUN
easat-7709	196	15	)	)	PUNCT
easat-7709	196	16	are	be	AUX
easat-7709	196	17	densely	densely	ADV
easat-7709	196	18	connected	connect	VERB
easat-7709	196	19	internally	internally	ADV
easat-7709	196	20	,	,	PUNCT
easat-7709	196	21	reflecting	reflect	VERB
easat-7709	196	22	closeknit	closeknit	NOUN
easat-7709	196	23	interactions	interaction	NOUN
easat-7709	196	24	,	,	PUNCT
easat-7709	196	25	with	with	ADP
easat-7709	196	26	only	only	ADJ
easat-7709	196	27	sparse	sparse	ADJ
easat-7709	196	28	connections	connection	NOUN
easat-7709	196	29	between	between	ADP
easat-7709	196	30	the	the	DET
easat-7709	196	31	clusters	cluster	NOUN
easat-7709	196	32	.	.	PUNCT
easat-7709	197	1	this	this	DET
easat-7709	197	2	structure	structure	NOUN
easat-7709	197	3	exemplifies	exemplify	VERB
easat-7709	197	4	how	how	SCONJ
easat-7709	197	5	characters	character	NOUN
easat-7709	197	6	in	in	ADP
easat-7709	197	7	a	a	DET
easat-7709	197	8	story	story	NOUN
easat-7709	197	9	form	form	NOUN
easat-7709	197	10	community	community	NOUN
easat-7709	197	11	groupings	grouping	NOUN
easat-7709	197	12	(	(	PUNCT
easat-7709	197	13	families	family	NOUN
easat-7709	197	14	,	,	PUNCT
easat-7709	197	15	factions	faction	NOUN
easat-7709	197	16	,	,	PUNCT
easat-7709	197	17	etc	etc	X
easat-7709	197	18	.	.	X
easat-7709	197	19	)	)	PUNCT
easat-7709	197	20	with	with	ADP
easat-7709	197	21	limited	limited	ADJ
easat-7709	197	22	inter	inter	ADJ
easat-7709	197	23	-	-	ADJ
easat-7709	197	24	group	group	NOUN
easat-7709	197	25	relationships	relationship	NOUN
easat-7709	197	26	early	early	ADV
easat-7709	197	27	on	on	ADV
easat-7709	197	28	.	.	PUNCT
easat-7709	198	1	the	the	DET
easat-7709	198	2	network	network	NOUN
easat-7709	198	3	shown	show	VERB
easat-7709	198	4	in	in	ADP
easat-7709	198	5	figure	figure	NOUN
easat-7709	198	6	2	2	NUM
easat-7709	198	7	was	be	AUX
easat-7709	198	8	derived	derive	VERB
easat-7709	198	9	from	from	ADP
easat-7709	198	10	our	our	PRON
easat-7709	198	11	dataset	dataset	NOUN
easat-7709	198	12	and	and	CCONJ
easat-7709	198	13	demonstrates	demonstrate	VERB
easat-7709	198	14	the	the	DET
easat-7709	198	15	typical	typical	ADJ
easat-7709	198	16	output	output	NOUN
easat-7709	198	17	of	of	ADP
easat-7709	198	18	the	the	DET
easat-7709	198	19	preprocessing	preprocessing	NOUN
easat-7709	198	20	stage	stage	NOUN
easat-7709	198	21	:	:	PUNCT
easat-7709	198	22	a	a	DET
easat-7709	198	23	weighted	weight	VERB
easat-7709	198	24	graph	graph	NOUN
easat-7709	198	25	ready	ready	ADJ
easat-7709	198	26	for	for	ADP
easat-7709	198	27	analysis	analysis	NOUN
easat-7709	198	28	by	by	ADP
easat-7709	198	29	different	different	ADJ
easat-7709	198	30	extraction	extraction	NOUN
easat-7709	198	31	algorithms	algorithm	NOUN
easat-7709	198	32	.	.	PUNCT
easat-7709	199	1	4.2	4.2	NUM
easat-7709	199	2	.	.	PUNCT
easat-7709	200	1	experimental	experimental	ADJ
easat-7709	200	2	results	result	NOUN
easat-7709	200	3	and	and	CCONJ
easat-7709	200	4	analysis	analysis	NOUN
easat-7709	200	5	4.2.1	4.2.1	NUM
easat-7709	200	6	.	.	PUNCT
easat-7709	200	7	relationship	relationship	NOUN
easat-7709	200	8	extraction	extraction	NOUN
easat-7709	200	9	accuracy	accuracy	NOUN
easat-7709	200	10	we	we	PRON
easat-7709	200	11	first	first	ADV
easat-7709	200	12	compare	compare	VERB
easat-7709	200	13	the	the	DET
easat-7709	200	14	overall	overall	ADJ
easat-7709	200	15	accuracy	accuracy	NOUN
easat-7709	200	16	of	of	ADP
easat-7709	200	17	relationship	relationship	NOUN
easat-7709	200	18	extraction	extraction	NOUN
easat-7709	200	19	between	between	ADP
easat-7709	200	20	the	the	DET
easat-7709	200	21	baseline	baseline	NOUN
easat-7709	200	22	complexnetwork	complexnetwork	NOUN
easat-7709	200	23	method	method	NOUN
easat-7709	200	24	and	and	CCONJ
easat-7709	200	25	the	the	DET
easat-7709	200	26	proposed	propose	VERB
easat-7709	200	27	rkgccba	rkgccba	NOUN
easat-7709	200	28	method	method	NOUN
easat-7709	200	29	.	.	PUNCT
easat-7709	201	1	a	a	DET
easat-7709	201	2	direct	direct	ADJ
easat-7709	201	3	quantitative	quantitative	ADJ
easat-7709	201	4	evaluation	evaluation	NOUN
easat-7709	201	5	of	of	ADP
easat-7709	201	6	relationship	relationship	NOUN
easat-7709	201	7	“	"	PUNCT
easat-7709	201	8	accuracy	accuracy	NOUN
easat-7709	201	9	”	"	PUNCT
easat-7709	201	10	is	be	AUX
easat-7709	201	11	challenging	challenge	VERB
easat-7709	201	12	without	without	ADP
easat-7709	201	13	ground	ground	NOUN
easat-7709	201	14	-	-	PUNCT
easat-7709	201	15	truth	truth	NOUN
easat-7709	201	16	labels	label	NOUN
easat-7709	201	17	for	for	ADP
easat-7709	201	18	every	every	DET
easat-7709	201	19	possible	possible	ADJ
easat-7709	201	20	relationship	relationship	NOUN
easat-7709	201	21	.	.	PUNCT
easat-7709	202	1	instead	instead	ADV
easat-7709	202	2	,	,	PUNCT
easat-7709	202	3	we	we	PRON
easat-7709	202	4	gauge	gauge	VERB
easat-7709	202	5	3391	3391	NUM
easat-7709	202	6	edelweiss	edelweiss	PROPN
easat-7709	202	7	applied	apply	VERB
easat-7709	202	8	science	science	NOUN
easat-7709	202	9	and	and	CCONJ
easat-7709	202	10	technology	technology	NOUN
easat-7709	202	11	issn	issn	PROPN
easat-7709	202	12	:	:	PUNCT
easat-7709	202	13	2576	2576	NUM
easat-7709	202	14	-	-	SYM
easat-7709	202	15	8484	8484	NUM
easat-7709	202	16	vol	vol	NOUN
easat-7709	202	17	.	.	PROPN
easat-7709	203	1	9	9	NUM
easat-7709	203	2	,	,	PUNCT
easat-7709	203	3	no	no	INTJ
easat-7709	203	4	.	.	NOUN
easat-7709	203	5	5	5	NUM
easat-7709	203	6	:	:	SYM
easat-7709	203	7	3383	3383	NUM
easat-7709	203	8	-	-	SYM
easat-7709	203	9	3396	3396	NUM
easat-7709	203	10	,	,	PUNCT
easat-7709	203	11	2025	2025	NUM
easat-7709	203	12	doi	doi	NOUN
easat-7709	203	13	:	:	PUNCT
easat-7709	203	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	203	15	©	©	ADP
easat-7709	203	16	2025	2025	NUM
easat-7709	203	17	by	by	ADP
easat-7709	203	18	the	the	DET
easat-7709	203	19	authors	author	NOUN
easat-7709	203	20	;	;	PUNCT
easat-7709	204	1	licensee	licensee	PROPN
easat-7709	204	2	learning	learn	VERB
easat-7709	204	3	gate	gate	PROPN
easat-7709	204	4	accuracy	accuracy	NOUN
easat-7709	204	5	indirectly	indirectly	ADV
easat-7709	204	6	by	by	ADP
easat-7709	204	7	examining	examine	VERB
easat-7709	204	8	the	the	DET
easat-7709	204	9	completeness	completeness	NOUN
easat-7709	204	10	and	and	CCONJ
easat-7709	204	11	plausibility	plausibility	NOUN
easat-7709	204	12	of	of	ADP
easat-7709	204	13	the	the	DET
easat-7709	204	14	extracted	extract	VERB
easat-7709	204	15	character	character	NOUN
easat-7709	204	16	network	network	NOUN
easat-7709	204	17	.	.	PUNCT
easat-7709	205	1	one	one	NUM
easat-7709	205	2	indicator	indicator	NOUN
easat-7709	205	3	is	be	AUX
easat-7709	205	4	the	the	DET
easat-7709	205	5	degree	degree	NOUN
easat-7709	205	6	distribution	distribution	NOUN
easat-7709	205	7	of	of	ADP
easat-7709	205	8	the	the	DET
easat-7709	205	9	character	character	NOUN
easat-7709	205	10	network	network	NOUN
easat-7709	205	11	(	(	PUNCT
easat-7709	205	12	the	the	DET
easat-7709	205	13	number	number	NOUN
easat-7709	205	14	of	of	ADP
easat-7709	205	15	connections	connection	NOUN
easat-7709	205	16	per	per	ADP
easat-7709	205	17	character	character	NOUN
easat-7709	205	18	)	)	PUNCT
easat-7709	205	19	.	.	PUNCT
easat-7709	206	1	intuitively	intuitively	ADV
easat-7709	206	2	,	,	PUNCT
easat-7709	206	3	an	an	DET
easat-7709	206	4	algorithm	algorithm	NOUN
easat-7709	206	5	that	that	PRON
easat-7709	206	6	misses	miss	VERB
easat-7709	206	7	many	many	ADJ
easat-7709	206	8	relationships	relationship	NOUN
easat-7709	206	9	will	will	AUX
easat-7709	206	10	produce	produce	VERB
easat-7709	206	11	a	a	DET
easat-7709	206	12	network	network	NOUN
easat-7709	206	13	where	where	SCONJ
easat-7709	206	14	characters	character	NOUN
easat-7709	206	15	have	have	VERB
easat-7709	206	16	artificially	artificially	ADV
easat-7709	206	17	low	low	ADJ
easat-7709	206	18	degrees	degree	NOUN
easat-7709	206	19	(	(	PUNCT
easat-7709	206	20	missing	miss	VERB
easat-7709	206	21	links	link	NOUN
easat-7709	206	22	)	)	PUNCT
easat-7709	206	23	,	,	PUNCT
easat-7709	206	24	whereas	whereas	SCONJ
easat-7709	206	25	a	a	DET
easat-7709	206	26	more	more	ADV
easat-7709	206	27	accurate	accurate	ADJ
easat-7709	206	28	algorithm	algorithm	NOUN
easat-7709	206	29	will	will	AUX
easat-7709	206	30	yield	yield	VERB
easat-7709	206	31	a	a	DET
easat-7709	206	32	degree	degree	NOUN
easat-7709	206	33	distribution	distribution	NOUN
easat-7709	206	34	that	that	PRON
easat-7709	206	35	aligns	align	VERB
easat-7709	206	36	with	with	ADP
easat-7709	206	37	expectations	expectation	NOUN
easat-7709	206	38	from	from	ADP
easat-7709	206	39	the	the	DET
easat-7709	206	40	narrative	narrative	NOUN
easat-7709	206	41	(	(	PUNCT
easat-7709	206	42	e.g.	e.g.	ADV
easat-7709	206	43	main	main	ADJ
easat-7709	206	44	protagonists	protagonist	NOUN
easat-7709	206	45	should	should	AUX
easat-7709	206	46	have	have	VERB
easat-7709	206	47	higher	high	ADJ
easat-7709	206	48	degree	degree	NOUN
easat-7709	206	49	due	due	ADP
easat-7709	206	50	to	to	ADP
easat-7709	206	51	interacting	interact	VERB
easat-7709	206	52	with	with	ADP
easat-7709	206	53	many	many	ADJ
easat-7709	206	54	others	other	NOUN
easat-7709	206	55	)	)	PUNCT
easat-7709	206	56	.	.	PUNCT
easat-7709	207	1	figure	figure	VERB
easat-7709	207	2	4	4	NUM
easat-7709	207	3	.	.	NOUN
easat-7709	207	4	degree	degree	NOUN
easat-7709	207	5	distribution	distribution	NOUN
easat-7709	207	6	comparison	comparison	NOUN
easat-7709	207	7	.	.	PUNCT
easat-7709	208	1	the	the	DET
easat-7709	208	2	figure	figure	NOUN
easat-7709	208	3	compares	compare	VERB
easat-7709	208	4	the	the	DET
easat-7709	208	5	degree	degree	NOUN
easat-7709	208	6	distribution	distribution	NOUN
easat-7709	208	7	of	of	ADP
easat-7709	208	8	character	character	NOUN
easat-7709	208	9	networks	network	NOUN
easat-7709	208	10	extracted	extract	VERB
easat-7709	208	11	by	by	ADP
easat-7709	208	12	the	the	DET
easat-7709	208	13	baseline	baseline	NOUN
easat-7709	208	14	method	method	NOUN
easat-7709	208	15	(	(	PUNCT
easat-7709	208	16	gray	gray	ADJ
easat-7709	208	17	)	)	PUNCT
easat-7709	208	18	versus	versus	ADP
easat-7709	208	19	the	the	DET
easat-7709	208	20	rkgccba	rkgccba	NOUN
easat-7709	208	21	method	method	NOUN
easat-7709	208	22	(	(	PUNCT
easat-7709	208	23	blue	blue	ADJ
easat-7709	208	24	)	)	PUNCT
easat-7709	208	25	.	.	PUNCT
easat-7709	209	1	each	each	DET
easat-7709	209	2	bar	bar	NOUN
easat-7709	209	3	indicates	indicate	VERB
easat-7709	209	4	the	the	DET
easat-7709	209	5	number	number	NOUN
easat-7709	209	6	of	of	ADP
easat-7709	209	7	characters	character	NOUN
easat-7709	209	8	having	have	VERB
easat-7709	209	9	a	a	DET
easat-7709	209	10	given	give	VERB
easat-7709	209	11	degree	degree	NOUN
easat-7709	209	12	(	(	PUNCT
easat-7709	209	13	number	number	NOUN
easat-7709	209	14	of	of	ADP
easat-7709	209	15	connections	connection	NOUN
easat-7709	209	16	)	)	PUNCT
easat-7709	209	17	.	.	PUNCT
easat-7709	210	1	the	the	DET
easat-7709	210	2	baseline	baseline	PROPN
easat-7709	210	3	complex	complex	ADJ
easat-7709	210	4	network	network	NOUN
easat-7709	210	5	approach	approach	NOUN
easat-7709	210	6	produces	produce	VERB
easat-7709	210	7	a	a	DET
easat-7709	210	8	network	network	NOUN
easat-7709	210	9	where	where	SCONJ
easat-7709	210	10	no	no	DET
easat-7709	210	11	character	character	NOUN
easat-7709	210	12	has	have	VERB
easat-7709	210	13	more	more	ADJ
easat-7709	210	14	than	than	ADP
easat-7709	210	15	3	3	NUM
easat-7709	210	16	connections	connection	NOUN
easat-7709	210	17	,	,	PUNCT
easat-7709	210	18	reflecting	reflect	VERB
easat-7709	210	19	a	a	DET
easat-7709	210	20	sparser	sparse	ADJ
easat-7709	210	21	relationship	relationship	NOUN
easat-7709	210	22	graph	graph	NOUN
easat-7709	210	23	.	.	PUNCT
easat-7709	211	1	in	in	ADP
easat-7709	211	2	contrast	contrast	NOUN
easat-7709	211	3	,	,	PUNCT
easat-7709	211	4	the	the	DET
easat-7709	211	5	rkgccba	rkgccba	NOUN
easat-7709	211	6	-	-	PUNCT
easat-7709	211	7	extracted	extract	VERB
easat-7709	211	8	network	network	NOUN
easat-7709	211	9	includes	include	VERB
easat-7709	211	10	characters	character	NOUN
easat-7709	211	11	with	with	ADP
easat-7709	211	12	degree	degree	NOUN
easat-7709	211	13	4	4	NUM
easat-7709	211	14	and	and	CCONJ
easat-7709	211	15	even	even	ADV
easat-7709	211	16	6	6	NUM
easat-7709	211	17	,	,	PUNCT
easat-7709	211	18	indicating	indicate	VERB
easat-7709	211	19	that	that	SCONJ
easat-7709	211	20	the	the	DET
easat-7709	211	21	method	method	NOUN
easat-7709	211	22	captured	capture	VERB
easat-7709	211	23	additional	additional	ADJ
easat-7709	211	24	relationships	relationship	NOUN
easat-7709	211	25	involving	involve	VERB
easat-7709	211	26	key	key	ADJ
easat-7709	211	27	characters	character	NOUN
easat-7709	211	28	.	.	PUNCT
easat-7709	212	1	this	this	DET
easat-7709	212	2	shift	shift	NOUN
easat-7709	212	3	toward	toward	ADP
easat-7709	212	4	higher	high	ADJ
easat-7709	212	5	degrees	degree	NOUN
easat-7709	212	6	for	for	ADP
easat-7709	212	7	rkgccba	rkgccba	NOUN
easat-7709	212	8	suggests	suggest	VERB
easat-7709	212	9	it	it	PRON
easat-7709	212	10	retrieved	retrieve	VERB
easat-7709	212	11	more	more	ADV
easat-7709	212	12	complete	complete	ADJ
easat-7709	212	13	relationship	relationship	NOUN
easat-7709	212	14	information	information	NOUN
easat-7709	212	15	—	—	PUNCT
easat-7709	212	16	especially	especially	ADV
easat-7709	212	17	for	for	ADP
easat-7709	212	18	protagonists	protagonist	NOUN
easat-7709	212	19	—	—	PUNCT
easat-7709	212	20	than	than	ADP
easat-7709	212	21	the	the	DET
easat-7709	212	22	baseline	baseline	NOUN
easat-7709	212	23	.	.	PUNCT
easat-7709	213	1	qualitatively	qualitatively	ADV
easat-7709	213	2	,	,	PUNCT
easat-7709	213	3	the	the	DET
easat-7709	213	4	rkgccba	rkgccba	ADJ
easat-7709	213	5	network	network	NOUN
easat-7709	213	6	’s	’s	PART
easat-7709	213	7	degree	degree	NOUN
easat-7709	213	8	distribution	distribution	NOUN
easat-7709	213	9	aligns	align	VERB
easat-7709	213	10	better	well	ADV
easat-7709	213	11	with	with	ADP
easat-7709	213	12	the	the	DET
easat-7709	213	13	narrative	narrative	NOUN
easat-7709	213	14	’s	’s	PART
easat-7709	213	15	social	social	ADJ
easat-7709	213	16	structure	structure	NOUN
easat-7709	213	17	(	(	PUNCT
easat-7709	213	18	e.g.	e.g.	ADV
easat-7709	213	19	a	a	DET
easat-7709	213	20	main	main	ADJ
easat-7709	213	21	hero	hero	NOUN
easat-7709	213	22	connecting	connect	VERB
easat-7709	213	23	to	to	ADP
easat-7709	213	24	many	many	ADJ
easat-7709	213	25	others	other	NOUN
easat-7709	213	26	)	)	PUNCT
easat-7709	213	27	,	,	PUNCT
easat-7709	213	28	whereas	whereas	SCONJ
easat-7709	213	29	the	the	DET
easat-7709	213	30	baseline	baseline	NOUN
easat-7709	213	31	underestimates	underestimate	VERB
easat-7709	213	32	these	these	DET
easat-7709	213	33	connections	connection	NOUN
easat-7709	213	34	.	.	PUNCT
easat-7709	214	1	this	this	PRON
easat-7709	214	2	implies	imply	VERB
easat-7709	214	3	a	a	DET
easat-7709	214	4	higher	high	ADJ
easat-7709	214	5	recall	recall	NOUN
easat-7709	214	6	of	of	ADP
easat-7709	214	7	true	true	ADJ
easat-7709	214	8	relationships	relationship	NOUN
easat-7709	214	9	by	by	ADP
easat-7709	214	10	the	the	DET
easat-7709	214	11	rkgccba	rkgccba	PROPN
easat-7709	214	12	approach	approach	NOUN
easat-7709	214	13	,	,	PUNCT
easat-7709	214	14	thereby	thereby	ADV
easat-7709	214	15	improving	improve	VERB
easat-7709	214	16	the	the	DET
easat-7709	214	17	overall	overall	ADJ
easat-7709	214	18	accuracy	accuracy	NOUN
easat-7709	214	19	of	of	ADP
easat-7709	214	20	relationship	relationship	NOUN
easat-7709	214	21	extraction	extraction	NOUN
easat-7709	214	22	.	.	PUNCT
easat-7709	215	1	4.2.2	4.2.2	X
easat-7709	215	2	.	.	PUNCT
easat-7709	215	3	community	community	NOUN
easat-7709	215	4	detection	detection	NOUN
easat-7709	215	5	accuracy	accuracy	NOUN
easat-7709	215	6	an	an	DET
easat-7709	215	7	important	important	ADJ
easat-7709	215	8	aspect	aspect	NOUN
easat-7709	215	9	of	of	ADP
easat-7709	215	10	character	character	NOUN
easat-7709	215	11	relationship	relationship	NOUN
easat-7709	215	12	analysis	analysis	NOUN
easat-7709	215	13	is	be	AUX
easat-7709	215	14	whether	whether	SCONJ
easat-7709	215	15	the	the	DET
easat-7709	215	16	algorithm	algorithm	NOUN
easat-7709	215	17	correctly	correctly	ADV
easat-7709	215	18	discovers	discover	VERB
easat-7709	215	19	the	the	DET
easat-7709	215	20	natural	natural	ADJ
easat-7709	215	21	groupings	grouping	NOUN
easat-7709	215	22	of	of	ADP
easat-7709	215	23	characters	character	NOUN
easat-7709	215	24	(	(	PUNCT
easat-7709	215	25	communities	community	NOUN
easat-7709	215	26	)	)	PUNCT
easat-7709	215	27	present	present	ADJ
easat-7709	215	28	in	in	ADP
easat-7709	215	29	the	the	DET
easat-7709	215	30	story	story	NOUN
easat-7709	215	31	.	.	PUNCT
easat-7709	216	1	most	most	ADJ
easat-7709	216	2	novels	novel	NOUN
easat-7709	216	3	and	and	CCONJ
easat-7709	216	4	tv	tv	NOUN
easat-7709	216	5	dramas	drama	NOUN
easat-7709	216	6	3392	3392	NUM
easat-7709	216	7	edelweiss	edelweiss	PROPN
easat-7709	216	8	applied	apply	VERB
easat-7709	216	9	science	science	NOUN
easat-7709	216	10	and	and	CCONJ
easat-7709	216	11	technology	technology	NOUN
easat-7709	216	12	issn	issn	PROPN
easat-7709	216	13	:	:	PUNCT
easat-7709	216	14	2576	2576	NUM
easat-7709	216	15	-	-	SYM
easat-7709	216	16	8484	8484	NUM
easat-7709	216	17	vol	vol	NOUN
easat-7709	216	18	.	.	PROPN
easat-7709	217	1	9	9	NUM
easat-7709	217	2	,	,	PUNCT
easat-7709	217	3	no	no	INTJ
easat-7709	217	4	.	.	NOUN
easat-7709	217	5	5	5	NUM
easat-7709	217	6	:	:	SYM
easat-7709	217	7	3383	3383	NUM
easat-7709	217	8	-	-	SYM
easat-7709	217	9	3396	3396	NUM
easat-7709	217	10	,	,	PUNCT
easat-7709	217	11	2025	2025	NUM
easat-7709	217	12	doi	doi	NOUN
easat-7709	217	13	:	:	PUNCT
easat-7709	217	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	217	15	©	©	ADP
easat-7709	217	16	2025	2025	NUM
easat-7709	217	17	by	by	ADP
easat-7709	217	18	the	the	DET
easat-7709	217	19	authors	author	NOUN
easat-7709	217	20	;	;	PUNCT
easat-7709	217	21	licensee	licensee	PROPN
easat-7709	217	22	learning	learn	VERB
easat-7709	217	23	gate	gate	PROPN
easat-7709	217	24	feature	feature	NOUN
easat-7709	217	25	distinct	distinct	ADJ
easat-7709	217	26	communities	community	NOUN
easat-7709	217	27	–	–	PUNCT
easat-7709	217	28	for	for	ADP
easat-7709	217	29	example	example	NOUN
easat-7709	217	30	,	,	PUNCT
easat-7709	217	31	factions	faction	NOUN
easat-7709	217	32	in	in	ADP
easat-7709	217	33	a	a	DET
easat-7709	217	34	historical	historical	ADJ
easat-7709	217	35	novel	novel	NOUN
easat-7709	217	36	or	or	CCONJ
easat-7709	217	37	friend	friend	NOUN
easat-7709	217	38	groups	group	NOUN
easat-7709	217	39	in	in	ADP
easat-7709	217	40	a	a	DET
easat-7709	217	41	modern	modern	ADJ
easat-7709	217	42	drama	drama	NOUN
easat-7709	217	43	–	–	PUNCT
easat-7709	217	44	which	which	PRON
easat-7709	217	45	should	should	AUX
easat-7709	217	46	manifest	manifest	VERB
easat-7709	217	47	as	as	ADP
easat-7709	217	48	clusters	cluster	NOUN
easat-7709	217	49	in	in	ADP
easat-7709	217	50	the	the	DET
easat-7709	217	51	character	character	NOUN
easat-7709	217	52	network	network	NOUN
easat-7709	217	53	.	.	PUNCT
easat-7709	218	1	we	we	PRON
easat-7709	218	2	evaluated	evaluate	VERB
easat-7709	218	3	community	community	NOUN
easat-7709	218	4	detection	detection	NOUN
easat-7709	218	5	accuracy	accuracy	NOUN
easat-7709	218	6	by	by	ADP
easat-7709	218	7	comparing	compare	VERB
easat-7709	218	8	the	the	DET
easat-7709	218	9	communities	community	NOUN
easat-7709	218	10	detected	detect	VERB
easat-7709	218	11	in	in	ADP
easat-7709	218	12	the	the	DET
easat-7709	218	13	extracted	extract	VERB
easat-7709	218	14	networks	network	NOUN
easat-7709	218	15	to	to	ADP
easat-7709	218	16	ground	ground	NOUN
easat-7709	218	17	-	-	PUNCT
easat-7709	218	18	truth	truth	NOUN
easat-7709	218	19	groups	group	NOUN
easat-7709	218	20	known	know	VERB
easat-7709	218	21	from	from	ADP
easat-7709	218	22	the	the	DET
easat-7709	218	23	story	story	NOUN
easat-7709	218	24	(	(	PUNCT
easat-7709	218	25	based	base	VERB
easat-7709	218	26	on	on	ADP
easat-7709	218	27	human	human	ADJ
easat-7709	218	28	domain	domain	NOUN
easat-7709	218	29	knowledge	knowledge	NOUN
easat-7709	218	30	of	of	ADP
easat-7709	218	31	alliances	alliance	NOUN
easat-7709	218	32	,	,	PUNCT
easat-7709	218	33	family	family	NOUN
easat-7709	218	34	ties	tie	NOUN
easat-7709	218	35	,	,	PUNCT
easat-7709	218	36	etc	etc	X
easat-7709	218	37	.	.	X
easat-7709	218	38	)	)	PUNCT
easat-7709	218	39	.	.	PUNCT
easat-7709	219	1	we	we	PRON
easat-7709	219	2	measure	measure	VERB
easat-7709	219	3	this	this	PRON
easat-7709	219	4	using	use	VERB
easat-7709	219	5	normalized	normalize	VERB
easat-7709	219	6	mutual	mutual	ADJ
easat-7709	219	7	information	information	NOUN
easat-7709	219	8	(	(	PUNCT
easat-7709	219	9	nmi	nmi	PROPN
easat-7709	219	10	)	)	PUNCT
easat-7709	219	11	,	,	PUNCT
easat-7709	219	12	a	a	DET
easat-7709	219	13	standard	standard	ADJ
easat-7709	219	14	metric	metric	NOUN
easat-7709	219	15	for	for	ADP
easat-7709	219	16	comparing	compare	VERB
easat-7709	219	17	two	two	NUM
easat-7709	219	18	sets	set	NOUN
easat-7709	219	19	of	of	ADP
easat-7709	219	20	clusters	cluster	NOUN
easat-7709	219	21	.	.	PUNCT
easat-7709	220	1	nmi	nmi	PROPN
easat-7709	220	2	ranges	range	VERB
easat-7709	220	3	from	from	ADP
easat-7709	220	4	0	0	NUM
easat-7709	220	5	to	to	ADP
easat-7709	220	6	1	1	NUM
easat-7709	220	7	,	,	PUNCT
easat-7709	220	8	with	with	ADP
easat-7709	220	9	1	1	NUM
easat-7709	220	10	indicating	indicate	VERB
easat-7709	220	11	a	a	DET
easat-7709	220	12	perfect	perfect	ADJ
easat-7709	220	13	match	match	NOUN
easat-7709	220	14	between	between	ADP
easat-7709	220	15	the	the	DET
easat-7709	220	16	algorithm	algorithm	NOUN
easat-7709	220	17	’s	’s	PART
easat-7709	220	18	communities	community	NOUN
easat-7709	220	19	and	and	CCONJ
easat-7709	220	20	the	the	DET
easat-7709	220	21	true	true	ADJ
easat-7709	220	22	communities	community	NOUN
easat-7709	220	23	.	.	PUNCT
easat-7709	221	1	high	high	ADJ
easat-7709	221	2	nmi	nmi	PROPN
easat-7709	221	3	means	mean	VERB
easat-7709	221	4	the	the	DET
easat-7709	221	5	extracted	extract	VERB
easat-7709	221	6	network	network	NOUN
easat-7709	221	7	’s	’s	PART
easat-7709	221	8	structure	structure	NOUN
easat-7709	221	9	closely	closely	ADV
easat-7709	221	10	mirrors	mirror	VERB
easat-7709	221	11	the	the	DET
easat-7709	221	12	actual	actual	ADJ
easat-7709	221	13	character	character	NOUN
easat-7709	221	14	groupings	grouping	NOUN
easat-7709	221	15	in	in	ADP
easat-7709	221	16	the	the	DET
easat-7709	221	17	plot	plot	NOUN
easat-7709	221	18	.	.	PUNCT
easat-7709	222	1	figure	figure	NOUN
easat-7709	222	2	5	5	NUM
easat-7709	222	3	.	.	PUNCT
easat-7709	222	4	community	community	NOUN
easat-7709	222	5	detection	detection	NOUN
easat-7709	222	6	accuracy	accuracy	NOUN
easat-7709	222	7	(	(	PUNCT
easat-7709	222	8	nmi	nmi	PROPN
easat-7709	222	9	comparison	comparison	NOUN
easat-7709	222	10	)	)	PUNCT
easat-7709	222	11	.	.	PUNCT
easat-7709	223	1	this	this	DET
easat-7709	223	2	chart	chart	NOUN
easat-7709	223	3	reports	report	VERB
easat-7709	223	4	the	the	DET
easat-7709	223	5	nmi	nmi	PROPN
easat-7709	223	6	scores	score	NOUN
easat-7709	223	7	for	for	ADP
easat-7709	223	8	community	community	NOUN
easat-7709	223	9	detection	detection	NOUN
easat-7709	223	10	on	on	ADP
easat-7709	223	11	the	the	DET
easat-7709	223	12	character	character	NOUN
easat-7709	223	13	networks	network	NOUN
easat-7709	223	14	,	,	PUNCT
easat-7709	223	15	contrasting	contrast	VERB
easat-7709	223	16	the	the	DET
easat-7709	223	17	baseline	baseline	NOUN
easat-7709	223	18	and	and	CCONJ
easat-7709	223	19	proposed	propose	VERB
easat-7709	223	20	methods	method	NOUN
easat-7709	223	21	for	for	ADP
easat-7709	223	22	both	both	DET
easat-7709	223	23	novels	novel	NOUN
easat-7709	223	24	and	and	CCONJ
easat-7709	223	25	tv	tv	NOUN
easat-7709	223	26	dramas	drama	NOUN
easat-7709	223	27	.	.	PUNCT
easat-7709	224	1	for	for	ADP
easat-7709	224	2	the	the	DET
easat-7709	224	3	novel	novel	ADJ
easat-7709	224	4	dataset	dataset	NOUN
easat-7709	224	5	(	(	PUNCT
easat-7709	224	6	left	leave	VERB
easat-7709	224	7	pair	pair	NOUN
easat-7709	224	8	of	of	ADP
easat-7709	224	9	bars	bar	NOUN
easat-7709	224	10	)	)	PUNCT
easat-7709	224	11	,	,	PUNCT
easat-7709	224	12	the	the	DET
easat-7709	224	13	baseline	baseline	ADJ
easat-7709	224	14	co	co	NOUN
easat-7709	224	15	-	-	NOUN
easat-7709	224	16	occurrence	occurrence	ADJ
easat-7709	224	17	method	method	NOUN
easat-7709	224	18	achieves	achieve	VERB
easat-7709	224	19	a	a	DET
easat-7709	224	20	moderate	moderate	ADJ
easat-7709	224	21	nmi	nmi	PROPN
easat-7709	224	22	(	(	PUNCT
easat-7709	224	23	~0.60	~0.60	NUM
easat-7709	224	24	)	)	PUNCT
easat-7709	224	25	,	,	PUNCT
easat-7709	224	26	indicating	indicate	VERB
easat-7709	224	27	that	that	SCONJ
easat-7709	224	28	it	it	PRON
easat-7709	224	29	recovers	recover	VERB
easat-7709	224	30	some	some	PRON
easat-7709	224	31	of	of	ADP
easat-7709	224	32	the	the	DET
easat-7709	224	33	true	true	ADJ
easat-7709	224	34	communities	community	NOUN
easat-7709	224	35	but	but	CCONJ
easat-7709	224	36	misses	miss	VERB
easat-7709	224	37	others	other	NOUN
easat-7709	224	38	.	.	PUNCT
easat-7709	225	1	the	the	DET
easat-7709	225	2	proposed	propose	VERB
easat-7709	225	3	rkgccba	rkgccba	NOUN
easat-7709	225	4	method	method	NOUN
easat-7709	225	5	attains	attain	VERB
easat-7709	225	6	a	a	DET
easat-7709	225	7	higher	high	ADJ
easat-7709	225	8	nmi	nmi	NOUN
easat-7709	225	9	(	(	PUNCT
easat-7709	225	10	~0.75	~0.75	NOUN
easat-7709	225	11	)	)	PUNCT
easat-7709	225	12	for	for	ADP
easat-7709	225	13	novels	novel	NOUN
easat-7709	225	14	,	,	PUNCT
easat-7709	225	15	reflecting	reflect	VERB
easat-7709	225	16	a	a	DET
easat-7709	225	17	more	more	ADV
easat-7709	225	18	accurate	accurate	ADJ
easat-7709	225	19	community	community	NOUN
easat-7709	225	20	structure	structure	NOUN
easat-7709	225	21	—	—	PUNCT
easat-7709	225	22	likely	likely	ADJ
easat-7709	225	23	because	because	SCONJ
easat-7709	225	24	the	the	DET
easat-7709	225	25	additional	additional	ADJ
easat-7709	225	26	relationship	relationship	NOUN
easat-7709	225	27	information	information	NOUN
easat-7709	225	28	helps	help	VERB
easat-7709	225	29	link	link	VERB
easat-7709	225	30	characters	character	NOUN
easat-7709	225	31	who	who	PRON
easat-7709	225	32	truly	truly	ADV
easat-7709	225	33	belong	belong	VERB
easat-7709	225	34	together	together	ADV
easat-7709	225	35	in	in	ADP
easat-7709	225	36	the	the	DET
easat-7709	225	37	story	story	NOUN
easat-7709	225	38	.	.	PUNCT
easat-7709	226	1	a	a	DET
easat-7709	226	2	similar	similar	ADJ
easat-7709	226	3	trend	trend	NOUN
easat-7709	226	4	is	be	AUX
easat-7709	226	5	observed	observe	VERB
easat-7709	226	6	for	for	SCONJ
easat-7709	226	7	the	the	DET
easat-7709	226	8	tv	tv	NOUN
easat-7709	226	9	drama	drama	NOUN
easat-7709	226	10	dataset	dataset	NOUN
easat-7709	226	11	(	(	PUNCT
easat-7709	226	12	right	right	ADJ
easat-7709	226	13	pair	pair	NOUN
easat-7709	226	14	of	of	ADP
easat-7709	226	15	bars	bar	NOUN
easat-7709	226	16	):	):	PUNCT
easat-7709	226	17	the	the	DET
easat-7709	226	18	baseline	baseline	NOUN
easat-7709	226	19	yields	yield	VERB
easat-7709	226	20	a	a	DET
easat-7709	226	21	lower	low	ADJ
easat-7709	226	22	nmi	nmi	NOUN
easat-7709	226	23	(	(	PUNCT
easat-7709	226	24	~0.55	~0.55	NOUN
easat-7709	226	25	)	)	PUNCT
easat-7709	226	26	,	,	PUNCT
easat-7709	226	27	while	while	SCONJ
easat-7709	226	28	rkgccba	rkgccba	NOUN
easat-7709	226	29	improves	improve	VERB
easat-7709	226	30	it	it	PRON
easat-7709	226	31	to	to	ADP
easat-7709	226	32	around	around	ADP
easat-7709	226	33	0.68	0.68	NUM
easat-7709	226	34	.	.	PUNCT
easat-7709	227	1	the	the	DET
easat-7709	227	2	generally	generally	ADV
easat-7709	227	3	slightly	slightly	ADV
easat-7709	227	4	lower	low	ADJ
easat-7709	227	5	nmi	nmi	NOUN
easat-7709	227	6	values	value	NOUN
easat-7709	227	7	for	for	ADP
easat-7709	227	8	tv	tv	NOUN
easat-7709	227	9	dramas	drama	NOUN
easat-7709	227	10	(	(	PUNCT
easat-7709	227	11	compared	compare	VERB
easat-7709	227	12	to	to	ADP
easat-7709	227	13	novels	novel	NOUN
easat-7709	227	14	)	)	PUNCT
easat-7709	227	15	could	could	AUX
easat-7709	227	16	be	be	AUX
easat-7709	227	17	due	due	ADJ
easat-7709	227	18	to	to	ADP
easat-7709	227	19	the	the	DET
easat-7709	227	20	more	more	ADV
easat-7709	227	21	fragmented	fragmented	ADJ
easat-7709	227	22	nature	nature	NOUN
easat-7709	227	23	of	of	ADP
easat-7709	227	24	screenplay	screenplay	NOUN
easat-7709	227	25	interactions	interaction	NOUN
easat-7709	227	26	–	–	PUNCT
easat-7709	227	27	characters	character	NOUN
easat-7709	227	28	in	in	ADP
easat-7709	227	29	early	early	ADJ
easat-7709	227	30	episodes	episode	NOUN
easat-7709	227	31	may	may	AUX
easat-7709	227	32	appear	appear	VERB
easat-7709	227	33	in	in	ADP
easat-7709	227	34	disjoint	disjoint	NOUN
easat-7709	227	35	subplots	subplot	NOUN
easat-7709	227	36	–	–	PUNCT
easat-7709	227	37	making	make	VERB
easat-7709	227	38	community	community	NOUN
easat-7709	227	39	detection	detection	NOUN
easat-7709	227	40	harder	hard	ADV
easat-7709	227	41	.	.	PUNCT
easat-7709	228	1	nonetheless	nonetheless	ADV
easat-7709	228	2	,	,	PUNCT
easat-7709	228	3	rkgccba	rkgccba	VERB
easat-7709	228	4	consistently	consistently	ADV
easat-7709	228	5	outperforms	outperform	VERB
easat-7709	228	6	the	the	DET
easat-7709	228	7	baseline	baseline	NOUN
easat-7709	228	8	,	,	PUNCT
easat-7709	228	9	confirming	confirm	VERB
easat-7709	228	10	that	that	SCONJ
easat-7709	228	11	leveraging	leverage	VERB
easat-7709	228	12	the	the	DET
easat-7709	228	13	knowledge	knowledge	NOUN
easat-7709	228	14	-	-	PUNCT
easat-7709	228	15	enhanced	enhance	VERB
easat-7709	228	16	approach	approach	NOUN
easat-7709	228	17	leads	lead	VERB
easat-7709	228	18	to	to	ADP
easat-7709	228	19	communities	community	NOUN
easat-7709	228	20	that	that	PRON
easat-7709	228	21	better	well	ADV
easat-7709	228	22	match	match	VERB
easat-7709	228	23	the	the	DET
easat-7709	228	24	narrative	narrative	NOUN
easat-7709	228	25	’s	’s	PART
easat-7709	228	26	actual	actual	ADJ
easat-7709	228	27	character	character	NOUN
easat-7709	228	28	groupings	grouping	NOUN
easat-7709	228	29	.	.	PUNCT
easat-7709	229	1	4.2.3	4.2.3	X
easat-7709	229	2	.	.	PUNCT
easat-7709	229	3	subtitle	subtitle	NOUN
easat-7709	229	4	-	-	PUNCT
easat-7709	229	5	based	base	VERB
easat-7709	229	6	character	character	NOUN
easat-7709	229	7	pairing	pair	VERB
easat-7709	229	8	3393	3393	NUM
easat-7709	229	9	edelweiss	edelweiss	PROPN
easat-7709	229	10	applied	apply	VERB
easat-7709	229	11	science	science	NOUN
easat-7709	229	12	and	and	CCONJ
easat-7709	229	13	technology	technology	NOUN
easat-7709	229	14	issn	issn	PROPN
easat-7709	229	15	:	:	PUNCT
easat-7709	229	16	2576	2576	NUM
easat-7709	229	17	-	-	SYM
easat-7709	229	18	8484	8484	NUM
easat-7709	229	19	vol	vol	NOUN
easat-7709	229	20	.	.	PROPN
easat-7709	230	1	9	9	NUM
easat-7709	230	2	,	,	PUNCT
easat-7709	230	3	no	no	INTJ
easat-7709	230	4	.	.	NOUN
easat-7709	230	5	5	5	NUM
easat-7709	230	6	:	:	SYM
easat-7709	230	7	3383	3383	NUM
easat-7709	230	8	-	-	SYM
easat-7709	230	9	3396	3396	NUM
easat-7709	230	10	,	,	PUNCT
easat-7709	230	11	2025	2025	NUM
easat-7709	230	12	doi	doi	NOUN
easat-7709	230	13	:	:	PUNCT
easat-7709	230	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	230	15	©	©	ADP
easat-7709	230	16	2025	2025	NUM
easat-7709	230	17	by	by	ADP
easat-7709	230	18	the	the	DET
easat-7709	230	19	authors	author	NOUN
easat-7709	230	20	;	;	PUNCT
easat-7709	230	21	licensee	licensee	PROPN
easat-7709	230	22	learning	learning	NOUN
easat-7709	230	23	gate	gate	VERB
easat-7709	230	24	one	one	NUM
easat-7709	230	25	unique	unique	ADJ
easat-7709	230	26	challenge	challenge	NOUN
easat-7709	230	27	in	in	ADP
easat-7709	230	28	the	the	DET
easat-7709	230	29	tv	tv	NOUN
easat-7709	230	30	drama	drama	NOUN
easat-7709	230	31	data	datum	NOUN
easat-7709	230	32	is	be	AUX
easat-7709	230	33	identifying	identify	VERB
easat-7709	230	34	which	which	PRON
easat-7709	230	35	characters	character	NOUN
easat-7709	230	36	are	be	AUX
easat-7709	230	37	interacting	interact	VERB
easat-7709	230	38	in	in	ADP
easat-7709	230	39	each	each	DET
easat-7709	230	40	episode	episode	NOUN
easat-7709	230	41	solely	solely	ADV
easat-7709	230	42	from	from	ADP
easat-7709	230	43	subtitles	subtitle	NOUN
easat-7709	230	44	or	or	CCONJ
easat-7709	230	45	scripts	script	NOUN
easat-7709	230	46	.	.	PUNCT
easat-7709	231	1	in	in	ADP
easat-7709	231	2	a	a	DET
easat-7709	231	3	television	television	NOUN
easat-7709	231	4	screenplay	screenplay	NOUN
easat-7709	231	5	,	,	PUNCT
easat-7709	231	6	characters	character	NOUN
easat-7709	231	7	often	often	ADV
easat-7709	231	8	converse	converse	VERB
easat-7709	231	9	in	in	ADP
easat-7709	231	10	pairs	pair	NOUN
easat-7709	231	11	or	or	CCONJ
easat-7709	231	12	small	small	ADJ
easat-7709	231	13	groups	group	NOUN
easat-7709	231	14	,	,	PUNCT
easat-7709	231	15	and	and	CCONJ
easat-7709	231	16	correctly	correctly	ADV
easat-7709	231	17	pairing	pair	VERB
easat-7709	231	18	characters	character	NOUN
easat-7709	231	19	by	by	ADP
easat-7709	231	20	their	their	PRON
easat-7709	231	21	dialogue	dialogue	NOUN
easat-7709	231	22	turns	turn	VERB
easat-7709	231	23	is	be	AUX
easat-7709	231	24	crucial	crucial	ADJ
easat-7709	231	25	for	for	ADP
easat-7709	231	26	relationship	relationship	NOUN
easat-7709	231	27	extraction	extraction	NOUN
easat-7709	231	28	.	.	PUNCT
easat-7709	232	1	we	we	PRON
easat-7709	232	2	developed	develop	VERB
easat-7709	232	3	an	an	DET
easat-7709	232	4	evaluation	evaluation	NOUN
easat-7709	232	5	to	to	PART
easat-7709	232	6	measure	measure	VERB
easat-7709	232	7	how	how	SCONJ
easat-7709	232	8	accurately	accurately	ADV
easat-7709	232	9	each	each	DET
easat-7709	232	10	method	method	NOUN
easat-7709	232	11	pairs	pair	VERB
easat-7709	232	12	characters	character	NOUN
easat-7709	232	13	within	within	ADP
easat-7709	232	14	episodes	episode	NOUN
easat-7709	232	15	using	use	VERB
easat-7709	232	16	subtitle	subtitle	NOUN
easat-7709	232	17	cues	cue	NOUN
easat-7709	232	18	.	.	PUNCT
easat-7709	233	1	specifically	specifically	ADV
easat-7709	233	2	,	,	PUNCT
easat-7709	233	3	for	for	ADP
easat-7709	233	4	each	each	DET
easat-7709	233	5	episode	episode	NOUN
easat-7709	233	6	we	we	PRON
easat-7709	233	7	have	have	VERB
easat-7709	233	8	a	a	DET
easat-7709	233	9	ground	ground	NOUN
easat-7709	233	10	truth	truth	NOUN
easat-7709	233	11	list	list	NOUN
easat-7709	233	12	of	of	ADP
easat-7709	233	13	character	character	NOUN
easat-7709	233	14	pairs	pair	NOUN
easat-7709	233	15	who	who	PRON
easat-7709	233	16	directly	directly	ADV
easat-7709	233	17	interact	interact	VERB
easat-7709	233	18	(	(	PUNCT
easat-7709	233	19	derived	derive	VERB
easat-7709	233	20	from	from	ADP
easat-7709	233	21	the	the	DET
easat-7709	233	22	script	script	NOUN
easat-7709	233	23	and	and	CCONJ
easat-7709	233	24	scene	scene	NOUN
easat-7709	233	25	annotations	annotation	NOUN
easat-7709	233	26	)	)	PUNCT
easat-7709	233	27	.	.	PUNCT
easat-7709	234	1	using	use	VERB
easat-7709	234	2	only	only	ADV
easat-7709	234	3	subtitles	subtitle	NOUN
easat-7709	234	4	(	(	PUNCT
easat-7709	234	5	dialogue	dialogue	NOUN
easat-7709	234	6	lines	line	NOUN
easat-7709	234	7	)	)	PUNCT
easat-7709	234	8	as	as	ADP
easat-7709	234	9	input	input	NOUN
easat-7709	234	10	,	,	PUNCT
easat-7709	234	11	the	the	DET
easat-7709	234	12	algorithms	algorithm	NOUN
easat-7709	234	13	attempt	attempt	VERB
easat-7709	234	14	to	to	PART
easat-7709	234	15	recover	recover	VERB
easat-7709	234	16	these	these	DET
easat-7709	234	17	interacting	interact	VERB
easat-7709	234	18	pairs	pair	NOUN
easat-7709	234	19	.	.	PUNCT
easat-7709	235	1	we	we	PRON
easat-7709	235	2	calculate	calculate	VERB
easat-7709	235	3	an	an	DET
easat-7709	235	4	episode	episode	NOUN
easat-7709	235	5	-	-	PUNCT
easat-7709	235	6	level	level	NOUN
easat-7709	235	7	pairing	pairing	NOUN
easat-7709	235	8	accuracy	accuracy	NOUN
easat-7709	235	9	:	:	PUNCT
easat-7709	235	10	the	the	DET
easat-7709	235	11	proportion	proportion	NOUN
easat-7709	235	12	of	of	ADP
easat-7709	235	13	true	true	ADJ
easat-7709	235	14	interacting	interact	VERB
easat-7709	235	15	pairs	pair	NOUN
easat-7709	235	16	correctly	correctly	ADV
easat-7709	235	17	identified	identify	VERB
easat-7709	235	18	by	by	ADP
easat-7709	235	19	the	the	DET
easat-7709	235	20	algorithm	algorithm	NOUN
easat-7709	235	21	in	in	ADP
easat-7709	235	22	that	that	DET
easat-7709	235	23	episode	episode	NOUN
easat-7709	235	24	.	.	PUNCT
easat-7709	236	1	figure	figure	NOUN
easat-7709	236	2	6	6	NUM
easat-7709	236	3	episode	episode	NOUN
easat-7709	236	4	pairing	pairing	NOUN
easat-7709	236	5	accuracy	accuracy	NOUN
easat-7709	236	6	per	per	ADP
easat-7709	236	7	episode	episode	NOUN
easat-7709	236	8	.	.	PUNCT
easat-7709	237	1	the	the	DET
easat-7709	237	2	plot	plot	NOUN
easat-7709	237	3	shows	show	VERB
easat-7709	237	4	the	the	DET
easat-7709	237	5	character	character	NOUN
easat-7709	237	6	pairing	pairing	NOUN
easat-7709	237	7	accuracy	accuracy	NOUN
easat-7709	237	8	achieved	achieve	VERB
easat-7709	237	9	by	by	ADP
easat-7709	237	10	the	the	DET
easat-7709	237	11	proposed	propose	VERB
easat-7709	237	12	method	method	NOUN
easat-7709	237	13	across	across	ADP
easat-7709	237	14	episodes	episode	NOUN
easat-7709	237	15	(	(	PUNCT
easat-7709	237	16	blue	blue	ADJ
easat-7709	237	17	line	line	NOUN
easat-7709	237	18	)	)	PUNCT
easat-7709	237	19	.	.	PUNCT
easat-7709	238	1	episode	episode	NOUN
easat-7709	238	2	numbers	number	NOUN
easat-7709	238	3	are	be	AUX
easat-7709	238	4	on	on	ADP
easat-7709	238	5	the	the	DET
easat-7709	238	6	x	x	NOUN
easat-7709	238	7	-	-	NOUN
easat-7709	238	8	axis	axis	ADJ
easat-7709	238	9	,	,	PUNCT
easat-7709	238	10	and	and	CCONJ
easat-7709	238	11	the	the	DET
easat-7709	238	12	pairing	pair	VERB
easat-7709	238	13	identification	identification	NOUN
easat-7709	238	14	accuracy	accuracy	NOUN
easat-7709	238	15	is	be	AUX
easat-7709	238	16	on	on	ADP
easat-7709	238	17	the	the	DET
easat-7709	238	18	y	y	NOUN
easat-7709	238	19	-	-	PUNCT
easat-7709	238	20	axis	axis	NOUN
easat-7709	238	21	.	.	PUNCT
easat-7709	239	1	we	we	PRON
easat-7709	239	2	observe	observe	VERB
easat-7709	239	3	that	that	SCONJ
easat-7709	239	4	in	in	ADP
easat-7709	239	5	the	the	DET
easat-7709	239	6	initial	initial	ADJ
easat-7709	239	7	episodes	episode	NOUN
easat-7709	239	8	,	,	PUNCT
easat-7709	239	9	accuracy	accuracy	NOUN
easat-7709	239	10	is	be	AUX
easat-7709	239	11	modest	modest	ADJ
easat-7709	239	12	(	(	PUNCT
easat-7709	239	13	around	around	ADP
easat-7709	239	14	60	60	NUM
easat-7709	239	15	%	%	NOUN
easat-7709	239	16	)	)	PUNCT
easat-7709	239	17	,	,	PUNCT
easat-7709	239	18	likely	likely	ADJ
easat-7709	239	19	because	because	SCONJ
easat-7709	239	20	many	many	ADJ
easat-7709	239	21	characters	character	NOUN
easat-7709	239	22	are	be	AUX
easat-7709	239	23	just	just	ADV
easat-7709	239	24	being	be	AUX
easat-7709	239	25	introduced	introduce	VERB
easat-7709	239	26	and	and	CCONJ
easat-7709	239	27	the	the	DET
easat-7709	239	28	algorithm	algorithm	NOUN
easat-7709	239	29	has	have	AUX
easat-7709	239	30	limited	limit	VERB
easat-7709	239	31	context	context	NOUN
easat-7709	239	32	to	to	PART
easat-7709	239	33	link	link	VERB
easat-7709	239	34	them	they	PRON
easat-7709	239	35	.	.	PUNCT
easat-7709	240	1	as	as	SCONJ
easat-7709	240	2	the	the	DET
easat-7709	240	3	series	series	NOUN
easat-7709	240	4	progresses	progress	VERB
easat-7709	240	5	,	,	PUNCT
easat-7709	240	6	accuracy	accuracy	NOUN
easat-7709	240	7	improves	improve	VERB
easat-7709	240	8	steadily	steadily	ADV
easat-7709	240	9	,	,	PUNCT
easat-7709	240	10	stabilizing	stabilize	VERB
easat-7709	240	11	above	above	ADP
easat-7709	240	12	80	80	NUM
easat-7709	240	13	%	%	NOUN
easat-7709	240	14	in	in	ADP
easat-7709	240	15	later	later	ADJ
easat-7709	240	16	episodes	episode	NOUN
easat-7709	240	17	.	.	PUNCT
easat-7709	241	1	this	this	DET
easat-7709	241	2	upward	upward	ADJ
easat-7709	241	3	trend	trend	NOUN
easat-7709	241	4	suggests	suggest	VERB
easat-7709	241	5	that	that	SCONJ
easat-7709	241	6	once	once	SCONJ
easat-7709	241	7	the	the	DET
easat-7709	241	8	narrative	narrative	NOUN
easat-7709	241	9	establishes	establish	VERB
easat-7709	241	10	the	the	DET
easat-7709	241	11	main	main	ADJ
easat-7709	241	12	relationships	relationship	NOUN
easat-7709	241	13	(	(	PUNCT
easat-7709	241	14	by	by	ADP
easat-7709	241	15	mid	mid	NOUN
easat-7709	241	16	-	-	NOUN
easat-7709	241	17	season	season	NOUN
easat-7709	241	18	)	)	PUNCT
easat-7709	241	19	,	,	PUNCT
easat-7709	241	20	the	the	DET
easat-7709	241	21	subtitle	subtitle	NOUN
easat-7709	241	22	-	-	PUNCT
easat-7709	241	23	based	base	VERB
easat-7709	241	24	method	method	NOUN
easat-7709	241	25	can	can	AUX
easat-7709	241	26	more	more	ADV
easat-7709	241	27	reliably	reliably	ADV
easat-7709	241	28	pair	pair	VERB
easat-7709	241	29	characters	character	NOUN
easat-7709	241	30	in	in	ADP
easat-7709	241	31	conversations	conversation	NOUN
easat-7709	241	32	.	.	PUNCT
easat-7709	242	1	minor	minor	ADJ
easat-7709	242	2	fluctuations	fluctuation	NOUN
easat-7709	242	3	are	be	AUX
easat-7709	242	4	present	present	ADJ
easat-7709	242	5	–	–	PUNCT
easat-7709	242	6	for	for	ADP
easat-7709	242	7	example	example	NOUN
easat-7709	242	8	,	,	PUNCT
easat-7709	242	9	a	a	DET
easat-7709	242	10	slight	slight	ADJ
easat-7709	242	11	dip	dip	NOUN
easat-7709	242	12	around	around	ADP
easat-7709	242	13	episode	episode	NOUN
easat-7709	242	14	6–7	6–7	PROPN
easat-7709	242	15	coincides	coincide	VERB
easat-7709	242	16	with	with	ADP
easat-7709	242	17	a	a	DET
easat-7709	242	18	complex	complex	ADJ
easat-7709	242	19	subplot	subplot	NOUN
easat-7709	242	20	where	where	SCONJ
easat-7709	242	21	multiple	multiple	ADJ
easat-7709	242	22	characters	character	NOUN
easat-7709	242	23	enter	enter	VERB
easat-7709	242	24	,	,	PUNCT
easat-7709	242	25	temporarily	temporarily	ADV
easat-7709	242	26	confusing	confuse	VERB
easat-7709	242	27	the	the	DET
easat-7709	242	28	pairing	pair	VERB
easat-7709	242	29	algorithm	algorithm	NOUN
easat-7709	242	30	.	.	PUNCT
easat-7709	243	1	overall	overall	ADV
easat-7709	243	2	,	,	PUNCT
easat-7709	243	3	the	the	DET
easat-7709	243	4	high	high	ADJ
easat-7709	243	5	accuracy	accuracy	NOUN
easat-7709	243	6	in	in	ADP
easat-7709	243	7	later	later	ADJ
easat-7709	243	8	episodes	episode	NOUN
easat-7709	243	9	demonstrates	demonstrate	VERB
easat-7709	243	10	the	the	DET
easat-7709	243	11	effectiveness	effectiveness	NOUN
easat-7709	243	12	of	of	ADP
easat-7709	243	13	our	our	PRON
easat-7709	243	14	approach	approach	NOUN
easat-7709	243	15	in	in	ADP
easat-7709	243	16	leveraging	leverage	VERB
easat-7709	243	17	dialogue	dialogue	NOUN
easat-7709	243	18	context	context	NOUN
easat-7709	243	19	:	:	PUNCT
easat-7709	243	20	by	by	ADP
easat-7709	243	21	the	the	DET
easat-7709	243	22	climax	climax	NOUN
easat-7709	243	23	of	of	ADP
easat-7709	243	24	the	the	DET
easat-7709	243	25	drama	drama	NOUN
easat-7709	243	26	,	,	PUNCT
easat-7709	243	27	nearly	nearly	ADV
easat-7709	243	28	all	all	PRON
easat-7709	243	29	character	character	NOUN
easat-7709	243	30	interactions	interaction	NOUN
easat-7709	243	31	per	per	ADP
easat-7709	243	32	episode	episode	NOUN
easat-7709	243	33	are	be	AUX
easat-7709	243	34	correctly	correctly	ADV
easat-7709	243	35	identified	identify	VERB
easat-7709	243	36	.	.	PUNCT
easat-7709	244	1	this	this	DET
easat-7709	244	2	result	result	NOUN
easat-7709	244	3	highlights	highlight	NOUN
easat-7709	244	4	that	that	PRON
easat-7709	244	5	subtitle	subtitle	NOUN
easat-7709	244	6	dialogue	dialogue	NOUN
easat-7709	244	7	alone	alone	ADV
easat-7709	244	8	can	can	AUX
easat-7709	244	9	be	be	AUX
easat-7709	244	10	a	a	DET
easat-7709	244	11	powerful	powerful	ADJ
easat-7709	244	12	signal	signal	NOUN
easat-7709	244	13	for	for	ADP
easat-7709	244	14	relationship	relationship	NOUN
easat-7709	244	15	extraction	extraction	NOUN
easat-7709	244	16	,	,	PUNCT
easat-7709	244	17	especially	especially	ADV
easat-7709	244	18	when	when	SCONJ
easat-7709	244	19	augmented	augment	VERB
easat-7709	244	20	by	by	ADP
easat-7709	244	21	context	context	NOUN
easat-7709	244	22	(	(	PUNCT
easat-7709	244	23	as	as	SCONJ
easat-7709	244	24	our	our	PRON
easat-7709	244	25	rkgccba	rkgccba	NOUN
easat-7709	244	26	model	model	NOUN
easat-7709	244	27	does	do	AUX
easat-7709	244	28	)	)	PUNCT
easat-7709	244	29	,	,	PUNCT
easat-7709	244	30	reaching	reach	VERB
easat-7709	244	31	accuracy	accuracy	NOUN
easat-7709	244	32	comparable	comparable	ADJ
easat-7709	244	33	to	to	ADP
easat-7709	244	34	having	have	VERB
easat-7709	244	35	full	full	ADJ
easat-7709	244	36	scene	scene	NOUN
easat-7709	244	37	annotations	annotation	NOUN
easat-7709	244	38	.	.	PUNCT
easat-7709	245	1	4.2.4	4.2.4	X
easat-7709	245	2	.	.	PUNCT
easat-7709	246	1	network	network	NOUN
easat-7709	246	2	evolution	evolution	NOUN
easat-7709	246	3	across	across	ADP
easat-7709	246	4	episodes	episode	NOUN
easat-7709	246	5	narrative	narrative	NOUN
easat-7709	246	6	character	character	NOUN
easat-7709	246	7	networks	network	NOUN
easat-7709	246	8	are	be	AUX
easat-7709	246	9	not	not	PART
easat-7709	246	10	static	static	ADJ
easat-7709	246	11	–	–	PUNCT
easat-7709	246	12	they	they	PRON
easat-7709	246	13	evolve	evolve	VERB
easat-7709	246	14	over	over	ADP
easat-7709	246	15	time	time	NOUN
easat-7709	246	16	as	as	SCONJ
easat-7709	246	17	new	new	ADJ
easat-7709	246	18	characters	character	NOUN
easat-7709	246	19	are	be	AUX
easat-7709	246	20	introduced	introduce	VERB
easat-7709	246	21	and	and	CCONJ
easat-7709	246	22	relationships	relationship	NOUN
easat-7709	246	23	develop	develop	VERB
easat-7709	246	24	.	.	PUNCT
easat-7709	247	1	this	this	PRON
easat-7709	247	2	is	be	AUX
easat-7709	247	3	especially	especially	ADV
easat-7709	247	4	evident	evident	ADJ
easat-7709	247	5	in	in	ADP
easat-7709	247	6	tv	tv	NOUN
easat-7709	247	7	dramas	drama	NOUN
easat-7709	247	8	,	,	PUNCT
easat-7709	247	9	where	where	SCONJ
easat-7709	247	10	the	the	DET
easat-7709	247	11	story	story	NOUN
easat-7709	247	12	unfolds	unfold	VERB
easat-7709	247	13	episode	episode	NOUN
easat-7709	247	14	by	by	ADP
easat-7709	247	15	episode	episode	NOUN
easat-7709	247	16	.	.	PUNCT
easat-7709	248	1	to	to	PART
easat-7709	248	2	analyze	analyze	VERB
easat-7709	248	3	this	this	PRON
easat-7709	248	4	,	,	PUNCT
easat-7709	248	5	we	we	PRON
easat-7709	248	6	generated	generate	VERB
easat-7709	248	7	snapshots	snapshot	NOUN
easat-7709	248	8	of	of	ADP
easat-7709	248	9	the	the	DET
easat-7709	248	10	character	character	NOUN
easat-7709	248	11	relationship	relationship	NOUN
easat-7709	248	12	network	network	NOUN
easat-7709	248	13	at	at	ADP
easat-7709	248	14	different	different	ADJ
easat-7709	248	15	stages	stage	NOUN
easat-7709	248	16	of	of	ADP
easat-7709	248	17	the	the	DET
easat-7709	248	18	drama	drama	NOUN
easat-7709	248	19	and	and	CCONJ
easat-7709	248	20	observed	observe	VERB
easat-7709	248	21	how	how	SCONJ
easat-7709	248	22	the	the	DET
easat-7709	248	23	network	network	NOUN
easat-7709	248	24	’s	’s	PART
easat-7709	248	25	structure	structure	NOUN
easat-7709	248	26	changes	change	NOUN
easat-7709	248	27	.	.	PUNCT
easat-7709	249	1	in	in	ADP
easat-7709	249	2	early	early	ADJ
easat-7709	249	3	episodes	episode	NOUN
easat-7709	249	4	,	,	PUNCT
easat-7709	249	5	we	we	PRON
easat-7709	249	6	3394	3394	NUM
easat-7709	249	7	edelweiss	edelweiss	PROPN
easat-7709	249	8	applied	apply	VERB
easat-7709	249	9	science	science	NOUN
easat-7709	249	10	and	and	CCONJ
easat-7709	249	11	technology	technology	NOUN
easat-7709	249	12	issn	issn	PROPN
easat-7709	249	13	:	:	PUNCT
easat-7709	249	14	2576	2576	NUM
easat-7709	249	15	-	-	SYM
easat-7709	249	16	8484	8484	NUM
easat-7709	249	17	vol	vol	NOUN
easat-7709	249	18	.	.	PROPN
easat-7709	250	1	9	9	NUM
easat-7709	250	2	,	,	PUNCT
easat-7709	250	3	no	no	INTJ
easat-7709	250	4	.	.	NOUN
easat-7709	250	5	5	5	NUM
easat-7709	250	6	:	:	SYM
easat-7709	250	7	3383	3383	NUM
easat-7709	250	8	-	-	SYM
easat-7709	250	9	3396	3396	NUM
easat-7709	250	10	,	,	PUNCT
easat-7709	250	11	2025	2025	NUM
easat-7709	250	12	doi	doi	NOUN
easat-7709	250	13	:	:	PUNCT
easat-7709	250	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	250	15	©	©	ADP
easat-7709	250	16	2025	2025	NUM
easat-7709	250	17	by	by	ADP
easat-7709	250	18	the	the	DET
easat-7709	250	19	authors	author	NOUN
easat-7709	250	20	;	;	PUNCT
easat-7709	250	21	licensee	licensee	PROPN
easat-7709	250	22	learning	learn	VERB
easat-7709	250	23	gate	gate	NOUN
easat-7709	250	24	expect	expect	VERB
easat-7709	250	25	the	the	DET
easat-7709	250	26	network	network	NOUN
easat-7709	250	27	to	to	PART
easat-7709	250	28	be	be	AUX
easat-7709	250	29	fragmented	fragment	VERB
easat-7709	250	30	(	(	PUNCT
easat-7709	250	31	several	several	ADJ
easat-7709	250	32	small	small	ADJ
easat-7709	250	33	clusters	cluster	NOUN
easat-7709	250	34	corresponding	correspond	VERB
easat-7709	250	35	to	to	ADP
easat-7709	250	36	separate	separate	ADJ
easat-7709	250	37	story	story	NOUN
easat-7709	250	38	threads	thread	NOUN
easat-7709	250	39	or	or	CCONJ
easat-7709	250	40	character	character	NOUN
easat-7709	250	41	groups	group	NOUN
easat-7709	250	42	that	that	PRON
easat-7709	250	43	have	have	AUX
easat-7709	250	44	not	not	PART
easat-7709	250	45	yet	yet	ADV
easat-7709	250	46	met	meet	VERB
easat-7709	250	47	)	)	PUNCT
easat-7709	250	48	.	.	PUNCT
easat-7709	251	1	in	in	ADP
easat-7709	251	2	later	later	ADJ
easat-7709	251	3	episodes	episode	NOUN
easat-7709	251	4	,	,	PUNCT
easat-7709	251	5	as	as	SCONJ
easat-7709	251	6	storylines	storyline	NOUN
easat-7709	251	7	converge	converge	VERB
easat-7709	251	8	,	,	PUNCT
easat-7709	251	9	these	these	DET
easat-7709	251	10	clusters	cluster	NOUN
easat-7709	251	11	should	should	AUX
easat-7709	251	12	merge	merge	VERB
easat-7709	251	13	into	into	ADP
easat-7709	251	14	a	a	DET
easat-7709	251	15	larger	large	ADJ
easat-7709	251	16	connected	connected	ADJ
easat-7709	251	17	network	network	NOUN
easat-7709	251	18	.	.	PUNCT
easat-7709	252	1	we	we	PRON
easat-7709	252	2	visualized	visualize	VERB
easat-7709	252	3	network	network	NOUN
easat-7709	252	4	evolution	evolution	NOUN
easat-7709	252	5	using	use	VERB
easat-7709	252	6	our	our	PRON
easat-7709	252	7	extracted	extract	VERB
easat-7709	252	8	relationships	relationship	NOUN
easat-7709	252	9	at	at	ADP
easat-7709	252	10	three	three	NUM
easat-7709	252	11	points	point	NOUN
easat-7709	252	12	:	:	PUNCT
easat-7709	252	13	the	the	DET
easat-7709	252	14	beginning	beginning	NOUN
easat-7709	252	15	,	,	PUNCT
easat-7709	252	16	middle	middle	ADJ
easat-7709	252	17	,	,	PUNCT
easat-7709	252	18	and	and	CCONJ
easat-7709	252	19	end	end	NOUN
easat-7709	252	20	of	of	ADP
easat-7709	252	21	the	the	DET
easat-7709	252	22	series	series	NOUN
easat-7709	252	23	.	.	PUNCT
easat-7709	253	1	figure	figure	VERB
easat-7709	253	2	7	7	NUM
easat-7709	253	3	.	.	PUNCT
easat-7709	254	1	character	character	NOUN
easat-7709	254	2	network	network	NOUN
easat-7709	254	3	evolution	evolution	NOUN
easat-7709	254	4	over	over	ADP
easat-7709	254	5	episodes	episode	NOUN
easat-7709	254	6	.	.	PUNCT
easat-7709	255	1	the	the	DET
easat-7709	255	2	figure	figure	NOUN
easat-7709	255	3	provides	provide	VERB
easat-7709	255	4	three	three	NUM
easat-7709	255	5	network	network	NOUN
easat-7709	255	6	snapshots	snapshot	NOUN
easat-7709	255	7	from	from	ADP
easat-7709	255	8	a	a	DET
easat-7709	255	9	representative	representative	ADJ
easat-7709	255	10	tv	tv	NOUN
easat-7709	255	11	drama	drama	NOUN
easat-7709	255	12	:	:	PUNCT
easat-7709	255	13	episode	episode	NOUN
easat-7709	255	14	1	1	NUM
easat-7709	255	15	(	(	PUNCT
easat-7709	255	16	left	leave	VERB
easat-7709	255	17	,	,	PUNCT
easat-7709	255	18	blue	blue	ADJ
easat-7709	255	19	nodes	node	NOUN
easat-7709	255	20	)	)	PUNCT
easat-7709	255	21	,	,	PUNCT
easat-7709	255	22	episode	episode	NOUN
easat-7709	255	23	10	10	NUM
easat-7709	255	24	(	(	PUNCT
easat-7709	255	25	center	center	NOUN
easat-7709	255	26	,	,	PUNCT
easat-7709	255	27	green	green	ADJ
easat-7709	255	28	nodes	node	NOUN
easat-7709	255	29	)	)	PUNCT
easat-7709	255	30	,	,	PUNCT
easat-7709	255	31	and	and	CCONJ
easat-7709	255	32	episode	episode	NOUN
easat-7709	255	33	20	20	NUM
easat-7709	255	34	(	(	PUNCT
easat-7709	255	35	right	right	ADJ
easat-7709	255	36	,	,	PUNCT
easat-7709	255	37	red	red	ADJ
easat-7709	255	38	nodes	node	NOUN
easat-7709	255	39	)	)	PUNCT
easat-7709	255	40	.	.	PUNCT
easat-7709	256	1	each	each	DET
easat-7709	256	2	node	node	NOUN
easat-7709	256	3	is	be	AUX
easat-7709	256	4	a	a	DET
easat-7709	256	5	character	character	NOUN
easat-7709	256	6	,	,	PUNCT
easat-7709	256	7	and	and	CCONJ
easat-7709	256	8	edges	edge	NOUN
easat-7709	256	9	indicate	indicate	VERB
easat-7709	256	10	relationships	relationship	NOUN
easat-7709	256	11	or	or	CCONJ
easat-7709	256	12	interactions	interaction	NOUN
easat-7709	256	13	identified	identify	VERB
easat-7709	256	14	up	up	ADP
easat-7709	256	15	to	to	ADP
easat-7709	256	16	that	that	DET
easat-7709	256	17	episode	episode	NOUN
easat-7709	256	18	.	.	PUNCT
easat-7709	257	1	in	in	ADP
easat-7709	257	2	episode	episode	NOUN
easat-7709	257	3	1	1	NUM
easat-7709	257	4	,	,	PUNCT
easat-7709	257	5	the	the	DET
easat-7709	257	6	network	network	NOUN
easat-7709	257	7	consists	consist	VERB
easat-7709	257	8	of	of	ADP
easat-7709	257	9	multiple	multiple	ADJ
easat-7709	257	10	disjoint	disjoint	ADJ
easat-7709	257	11	sub	sub	NOUN
easat-7709	257	12	-	-	NOUN
easat-7709	257	13	networks	network	NOUN
easat-7709	257	14	–	–	PUNCT
easat-7709	257	15	for	for	ADP
easat-7709	257	16	example	example	NOUN
easat-7709	257	17	,	,	PUNCT
easat-7709	257	18	a	a	DET
easat-7709	257	19	trio	trio	NOUN
easat-7709	257	20	of	of	ADP
easat-7709	257	21	characters	character	NOUN
easat-7709	257	22	a	a	DET
easat-7709	257	23	–	–	PUNCT
easat-7709	257	24	b	b	NOUN
easat-7709	257	25	–	–	PUNCT
easat-7709	257	26	c	c	NOUN
easat-7709	257	27	forming	form	VERB
easat-7709	257	28	one	one	NUM
easat-7709	257	29	cluster	cluster	NOUN
easat-7709	257	30	,	,	PUNCT
easat-7709	257	31	a	a	DET
easat-7709	257	32	pair	pair	NOUN
easat-7709	257	33	d	d	NOUN
easat-7709	257	34	–	–	PUNCT
easat-7709	257	35	e	e	NOUN
easat-7709	257	36	in	in	ADP
easat-7709	257	37	another	another	PRON
easat-7709	257	38	,	,	PUNCT
easat-7709	257	39	and	and	CCONJ
easat-7709	257	40	others	other	NOUN
easat-7709	257	41	isolated	isolated	ADJ
easat-7709	257	42	(	(	PUNCT
easat-7709	257	43	node	node	NOUN
easat-7709	257	44	h	h	NOUN
easat-7709	257	45	)	)	PUNCT
easat-7709	257	46	.	.	PUNCT
easat-7709	258	1	this	this	PRON
easat-7709	258	2	reflects	reflect	VERB
easat-7709	258	3	the	the	DET
easat-7709	258	4	disparate	disparate	ADJ
easat-7709	258	5	introduction	introduction	NOUN
easat-7709	258	6	of	of	ADP
easat-7709	258	7	characters	character	NOUN
easat-7709	258	8	in	in	ADP
easat-7709	258	9	separate	separate	ADJ
easat-7709	258	10	contexts	contexts	NOUN
easat-7709	258	11	.	.	PUNCT
easat-7709	259	1	by	by	ADP
easat-7709	259	2	episode	episode	NOUN
easat-7709	259	3	10	10	NUM
easat-7709	259	4	,	,	PUNCT
easat-7709	259	5	we	we	PRON
easat-7709	259	6	see	see	VERB
easat-7709	259	7	the	the	DET
easat-7709	259	8	clusters	cluster	NOUN
easat-7709	259	9	growing	grow	VERB
easat-7709	259	10	and	and	CCONJ
easat-7709	259	11	beginning	begin	VERB
easat-7709	259	12	to	to	PART
easat-7709	259	13	connect	connect	VERB
easat-7709	259	14	:	:	PUNCT
easat-7709	259	15	characters	character	NOUN
easat-7709	259	16	a	a	DET
easat-7709	259	17	–	–	PUNCT
easat-7709	259	18	b	b	NOUN
easat-7709	259	19	–	–	PUNCT
easat-7709	259	20	c	c	NOUN
easat-7709	259	21	(	(	PUNCT
easat-7709	259	22	green	green	NOUN
easat-7709	259	23	)	)	PUNCT
easat-7709	259	24	have	have	AUX
easat-7709	259	25	now	now	ADV
easat-7709	259	26	linked	link	VERB
easat-7709	259	27	with	with	ADP
easat-7709	259	28	characters	character	NOUN
easat-7709	259	29	d	d	PROPN
easat-7709	259	30	–	–	PUNCT
easat-7709	259	31	e	e	NOUN
easat-7709	259	32	(	(	PUNCT
easat-7709	259	33	through	through	ADP
easat-7709	259	34	an	an	DET
easat-7709	259	35	edge	edge	NOUN
easat-7709	259	36	c	c	NOUN
easat-7709	259	37	–	–	PUNCT
easat-7709	259	38	d	d	NOUN
easat-7709	259	39	)	)	PUNCT
easat-7709	259	40	,	,	PUNCT
easat-7709	259	41	and	and	CCONJ
easat-7709	259	42	new	new	ADJ
easat-7709	259	43	characters	character	NOUN
easat-7709	259	44	(	(	PUNCT
easat-7709	259	45	such	such	ADJ
easat-7709	259	46	as	as	ADP
easat-7709	259	47	i	i	PRON
easat-7709	259	48	and	and	CCONJ
easat-7709	259	49	j	j	PROPN
easat-7709	259	50	)	)	PUNCT
easat-7709	259	51	have	have	AUX
easat-7709	259	52	formed	form	VERB
easat-7709	259	53	additional	additional	ADJ
easat-7709	259	54	links	link	NOUN
easat-7709	259	55	within	within	ADP
easat-7709	259	56	their	their	PRON
easat-7709	259	57	groups	group	NOUN
easat-7709	259	58	.	.	PUNCT
easat-7709	260	1	the	the	DET
easat-7709	260	2	network	network	NOUN
easat-7709	260	3	is	be	AUX
easat-7709	260	4	still	still	ADV
easat-7709	260	5	not	not	PART
easat-7709	260	6	fully	fully	ADV
easat-7709	260	7	unified	unified	ADJ
easat-7709	260	8	,	,	PUNCT
easat-7709	260	9	but	but	CCONJ
easat-7709	260	10	the	the	DET
easat-7709	260	11	number	number	NOUN
easat-7709	260	12	of	of	ADP
easat-7709	260	13	components	component	NOUN
easat-7709	260	14	has	have	AUX
easat-7709	260	15	reduced	reduce	VERB
easat-7709	260	16	as	as	SCONJ
easat-7709	260	17	some	some	DET
easat-7709	260	18	storylines	storyline	NOUN
easat-7709	260	19	intersect	intersect	VERB
easat-7709	260	20	.	.	PUNCT
easat-7709	261	1	by	by	ADP
easat-7709	261	2	episode	episode	NOUN
easat-7709	261	3	20	20	NUM
easat-7709	261	4	(	(	PUNCT
easat-7709	261	5	near	near	ADP
easat-7709	261	6	the	the	DET
easat-7709	261	7	drama	drama	NOUN
easat-7709	261	8	’s	’s	PART
easat-7709	261	9	conclusion	conclusion	NOUN
easat-7709	261	10	)	)	PUNCT
easat-7709	261	11	,	,	PUNCT
easat-7709	261	12	almost	almost	ADV
easat-7709	261	13	all	all	PRON
easat-7709	261	14	characters	character	NOUN
easat-7709	261	15	(	(	PUNCT
easat-7709	261	16	red	red	ADJ
easat-7709	261	17	nodes	node	NOUN
easat-7709	261	18	)	)	PUNCT
easat-7709	261	19	are	be	AUX
easat-7709	261	20	connected	connect	VERB
easat-7709	261	21	in	in	ADP
easat-7709	261	22	a	a	DET
easat-7709	261	23	single	single	ADJ
easat-7709	261	24	large	large	ADJ
easat-7709	261	25	network	network	NOUN
easat-7709	261	26	.	.	PUNCT
easat-7709	262	1	the	the	DET
easat-7709	262	2	previously	previously	ADV
easat-7709	262	3	separate	separate	ADJ
easat-7709	262	4	clusters	cluster	NOUN
easat-7709	262	5	have	have	AUX
easat-7709	262	6	merged	merge	VERB
easat-7709	262	7	(	(	PUNCT
easat-7709	262	8	e.g.	e.g.	ADV
easat-7709	262	9	,	,	PUNCT
easat-7709	262	10	there	there	PRON
easat-7709	262	11	are	be	VERB
easat-7709	262	12	paths	path	NOUN
easat-7709	262	13	linking	link	VERB
easat-7709	262	14	a	a	DET
easat-7709	262	15	/	/	SYM
easat-7709	262	16	b	b	NOUN
easat-7709	262	17	/	/	SYM
easat-7709	262	18	c	c	NOUN
easat-7709	262	19	,	,	PUNCT
easat-7709	262	20	d	d	NOUN
easat-7709	262	21	/	/	SYM
easat-7709	262	22	e	e	NOUN
easat-7709	262	23	/	/	SYM
easat-7709	262	24	i	i	PROPN
easat-7709	262	25	,	,	PUNCT
easat-7709	262	26	and	and	CCONJ
easat-7709	262	27	f	f	X
easat-7709	262	28	/	/	SYM
easat-7709	262	29	g	g	PROPN
easat-7709	262	30	/	/	SYM
easat-7709	262	31	j	j	NOUN
easat-7709	262	32	groups	group	NOUN
easat-7709	262	33	all	all	ADV
easat-7709	262	34	together	together	ADV
easat-7709	262	35	)	)	PUNCT
easat-7709	262	36	,	,	PUNCT
easat-7709	262	37	and	and	CCONJ
easat-7709	262	38	even	even	ADV
easat-7709	262	39	initially	initially	ADV
easat-7709	262	40	isolated	isolate	VERB
easat-7709	262	41	characters	character	NOUN
easat-7709	262	42	like	like	ADP
easat-7709	262	43	h	h	NOUN
easat-7709	262	44	have	have	AUX
easat-7709	262	45	joined	join	VERB
easat-7709	262	46	the	the	DET
easat-7709	262	47	main	main	ADJ
easat-7709	262	48	network	network	NOUN
easat-7709	262	49	.	.	PUNCT
easat-7709	263	1	this	this	DET
easat-7709	263	2	evolution	evolution	NOUN
easat-7709	263	3	illustrates	illustrate	VERB
easat-7709	263	4	a	a	DET
easat-7709	263	5	common	common	ADJ
easat-7709	263	6	pattern	pattern	NOUN
easat-7709	263	7	in	in	ADP
easat-7709	263	8	structured	structured	ADJ
easat-7709	263	9	narratives	narrative	NOUN
easat-7709	263	10	:	:	PUNCT
easat-7709	263	11	early	early	ADJ
easat-7709	263	12	character	character	NOUN
easat-7709	263	13	groups	group	NOUN
easat-7709	263	14	gradually	gradually	ADV
easat-7709	263	15	converge	converge	VERB
easat-7709	263	16	through	through	ADP
easat-7709	263	17	plot	plot	NOUN
easat-7709	263	18	interactions	interaction	NOUN
easat-7709	263	19	,	,	PUNCT
easat-7709	263	20	resulting	result	VERB
easat-7709	263	21	in	in	ADP
easat-7709	263	22	a	a	DET
easat-7709	263	23	cohesive	cohesive	ADJ
easat-7709	263	24	social	social	ADJ
easat-7709	263	25	network	network	NOUN
easat-7709	263	26	by	by	ADP
easat-7709	263	27	the	the	DET
easat-7709	263	28	story	story	NOUN
easat-7709	263	29	’s	’s	PART
easat-7709	263	30	climax	climax	NOUN
easat-7709	263	31	.	.	PUNCT
easat-7709	264	1	our	our	PRON
easat-7709	264	2	extraction	extraction	NOUN
easat-7709	264	3	method	method	NOUN
easat-7709	264	4	successfully	successfully	ADV
easat-7709	264	5	captures	capture	VERB
easat-7709	264	6	this	this	DET
easat-7709	264	7	progression	progression	NOUN
easat-7709	264	8	,	,	PUNCT
easat-7709	264	9	as	as	SCONJ
easat-7709	264	10	evidenced	evidence	VERB
easat-7709	264	11	by	by	ADP
easat-7709	264	12	the	the	DET
easat-7709	264	13	increasing	increase	VERB
easat-7709	264	14	connectivity	connectivity	NOUN
easat-7709	264	15	over	over	ADP
easat-7709	264	16	episodes	episode	NOUN
easat-7709	264	17	.	.	PUNCT
easat-7709	265	1	such	such	ADJ
easat-7709	265	2	dynamic	dynamic	ADJ
easat-7709	265	3	network	network	NOUN
easat-7709	265	4	analysis	analysis	NOUN
easat-7709	265	5	can	can	AUX
easat-7709	265	6	provide	provide	VERB
easat-7709	265	7	insights	insight	NOUN
easat-7709	265	8	into	into	ADP
easat-7709	265	9	the	the	DET
easat-7709	265	10	pacing	pacing	NOUN
easat-7709	265	11	and	and	CCONJ
easat-7709	265	12	integration	integration	NOUN
easat-7709	265	13	of	of	ADP
easat-7709	265	14	story	story	NOUN
easat-7709	265	15	arcs	arc	NOUN
easat-7709	265	16	in	in	ADP
easat-7709	265	17	the	the	DET
easat-7709	265	18	drama	drama	NOUN
easat-7709	265	19	.	.	PUNCT
easat-7709	266	1	4.2.5	4.2.5	X
easat-7709	266	2	.	.	X
easat-7709	266	3	comparative	comparative	ADJ
easat-7709	266	4	structural	structural	ADJ
easat-7709	266	5	analysis	analysis	NOUN
easat-7709	266	6	finally	finally	ADV
easat-7709	266	7	,	,	PUNCT
easat-7709	266	8	we	we	PRON
easat-7709	266	9	compare	compare	VERB
easat-7709	266	10	the	the	DET
easat-7709	266	11	structural	structural	ADJ
easat-7709	266	12	properties	property	NOUN
easat-7709	266	13	of	of	ADP
easat-7709	266	14	the	the	DET
easat-7709	266	15	extracted	extract	VERB
easat-7709	266	16	character	character	NOUN
easat-7709	266	17	networks	network	NOUN
easat-7709	266	18	against	against	ADP
easat-7709	266	19	a	a	DET
easat-7709	266	20	realworld	realworld	PROPN
easat-7709	266	21	social	social	ADJ
easat-7709	266	22	network	network	NOUN
easat-7709	266	23	benchmark	benchmark	NOUN
easat-7709	266	24	to	to	PART
easat-7709	266	25	better	well	ADV
easat-7709	266	26	understand	understand	VERB
easat-7709	266	27	their	their	PRON
easat-7709	266	28	characteristics	characteristic	NOUN
easat-7709	266	29	.	.	PUNCT
easat-7709	267	1	we	we	PRON
easat-7709	267	2	use	use	VERB
easat-7709	267	3	a	a	DET
easat-7709	267	4	twitter	twitter	NOUN
easat-7709	267	5	“	"	PUNCT
easat-7709	267	6	user	user	NOUN
easat-7709	267	7	like	like	ADP
easat-7709	267	8	”	"	PUNCT
easat-7709	267	9	network	network	NOUN
easat-7709	267	10	as	as	ADP
easat-7709	267	11	a	a	DET
easat-7709	267	12	point	point	NOUN
easat-7709	267	13	of	of	ADP
easat-7709	267	14	comparison	comparison	NOUN
easat-7709	267	15	,	,	PUNCT
easat-7709	267	16	wherein	wherein	SCONJ
easat-7709	267	17	nodes	node	NOUN
easat-7709	267	18	are	be	AUX
easat-7709	267	19	social	social	ADJ
easat-7709	267	20	media	medium	NOUN
easat-7709	267	21	users	user	NOUN
easat-7709	267	22	and	and	CCONJ
easat-7709	267	23	an	an	DET
easat-7709	267	24	edge	edge	NOUN
easat-7709	267	25	between	between	ADP
easat-7709	267	26	two	two	NUM
easat-7709	267	27	users	user	NOUN
easat-7709	267	28	indicates	indicate	VERB
easat-7709	267	29	that	that	SCONJ
easat-7709	267	30	they	they	PRON
easat-7709	267	31	have	have	AUX
easat-7709	267	32	liked	like	VERB
easat-7709	267	33	the	the	DET
easat-7709	267	34	same	same	ADJ
easat-7709	267	35	tweet	tweet	NOUN
easat-7709	267	36	(	(	PUNCT
easat-7709	267	37	essentially	essentially	ADV
easat-7709	267	38	constructing	construct	VERB
easat-7709	267	39	a	a	DET
easat-7709	267	40	user	user	NOUN
easat-7709	267	41	–	–	PUNCT
easat-7709	267	42	user	user	NOUN
easat-7709	267	43	network	network	NOUN
easat-7709	267	44	based	base	VERB
easat-7709	267	45	on	on	ADP
easat-7709	267	46	common	common	ADJ
easat-7709	267	47	likes	like	NOUN
easat-7709	267	48	)	)	PUNCT
easat-7709	267	49	.	.	PUNCT
easat-7709	268	1	3395	3395	NUM
easat-7709	268	2	edelweiss	edelweiss	PROPN
easat-7709	268	3	applied	apply	VERB
easat-7709	268	4	science	science	NOUN
easat-7709	268	5	and	and	CCONJ
easat-7709	268	6	technology	technology	NOUN
easat-7709	268	7	issn	issn	PROPN
easat-7709	268	8	:	:	PUNCT
easat-7709	268	9	2576	2576	NUM
easat-7709	268	10	-	-	SYM
easat-7709	268	11	8484	8484	NUM
easat-7709	268	12	vol	vol	NOUN
easat-7709	268	13	.	.	PROPN
easat-7709	269	1	9	9	NUM
easat-7709	269	2	,	,	PUNCT
easat-7709	269	3	no	no	INTJ
easat-7709	269	4	.	.	NOUN
easat-7709	269	5	5	5	NUM
easat-7709	269	6	:	:	SYM
easat-7709	269	7	3383	3383	NUM
easat-7709	269	8	-	-	SYM
easat-7709	269	9	3396	3396	NUM
easat-7709	269	10	,	,	PUNCT
easat-7709	269	11	2025	2025	NUM
easat-7709	269	12	doi	doi	NOUN
easat-7709	269	13	:	:	PUNCT
easat-7709	269	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	269	15	©	©	ADP
easat-7709	269	16	2025	2025	NUM
easat-7709	269	17	by	by	ADP
easat-7709	269	18	the	the	DET
easat-7709	269	19	authors	author	NOUN
easat-7709	269	20	;	;	PUNCT
easat-7709	269	21	licensee	licensee	PROPN
easat-7709	269	22	learning	learn	VERB
easat-7709	269	23	gate	gate	PROPN
easat-7709	269	24	figure	figure	NOUN
easat-7709	269	25	8	8	NUM
easat-7709	269	26	.	.	PUNCT
easat-7709	270	1	twitter	twitter	NOUN
easat-7709	270	2	user	user	NOUN
easat-7709	270	3	“	"	PUNCT
easat-7709	270	4	like	like	ADP
easat-7709	270	5	”	"	PUNCT
easat-7709	270	6	network	network	NOUN
easat-7709	270	7	graph	graph	NOUN
easat-7709	270	8	.	.	PUNCT
easat-7709	271	1	this	this	DET
easat-7709	271	2	figure	figure	NOUN
easat-7709	271	3	(	(	PUNCT
easat-7709	271	4	adapted	adapt	VERB
easat-7709	271	5	from	from	ADP
easat-7709	271	6	prior	prior	ADJ
easat-7709	271	7	work	work	NOUN
easat-7709	271	8	on	on	ADP
easat-7709	271	9	social	social	ADJ
easat-7709	271	10	networks	network	NOUN
easat-7709	271	11	)	)	PUNCT
easat-7709	271	12	shows	show	VERB
easat-7709	271	13	the	the	DET
easat-7709	271	14	structure	structure	NOUN
easat-7709	271	15	of	of	ADP
easat-7709	271	16	a	a	DET
easat-7709	271	17	twitter	twitter	NOUN
easat-7709	271	18	user	user	NOUN
easat-7709	271	19	-	-	PUNCT
easat-7709	271	20	like	like	ADJ
easat-7709	271	21	network	network	NOUN
easat-7709	271	22	.	.	PUNCT
easat-7709	272	1	each	each	DET
easat-7709	272	2	node	node	NOUN
easat-7709	272	3	(	(	PUNCT
easat-7709	272	4	red	red	ADJ
easat-7709	272	5	or	or	CCONJ
easat-7709	272	6	green	green	ADJ
easat-7709	272	7	in	in	ADP
easat-7709	272	8	the	the	DET
easat-7709	272	9	visualization	visualization	NOUN
easat-7709	272	10	)	)	PUNCT
easat-7709	272	11	is	be	AUX
easat-7709	272	12	a	a	DET
easat-7709	272	13	user	user	NOUN
easat-7709	272	14	,	,	PUNCT
easat-7709	272	15	and	and	CCONJ
easat-7709	272	16	edges	edge	NOUN
easat-7709	272	17	represent	represent	VERB
easat-7709	272	18	connections	connection	NOUN
easat-7709	272	19	formed	form	VERB
easat-7709	272	20	when	when	SCONJ
easat-7709	272	21	two	two	NUM
easat-7709	272	22	users	user	NOUN
easat-7709	272	23	liked	like	VERB
easat-7709	272	24	the	the	DET
easat-7709	272	25	same	same	ADJ
easat-7709	272	26	tweet	tweet	NOUN
easat-7709	272	27	.	.	PUNCT
easat-7709	273	1	panel	panel	NOUN
easat-7709	273	2	(	(	PUNCT
easat-7709	273	3	a	a	X
easat-7709	273	4	)	)	PUNCT
easat-7709	273	5	depicts	depict	VERB
easat-7709	273	6	the	the	DET
easat-7709	273	7	original	original	ADJ
easat-7709	273	8	heterogeneous	heterogeneous	ADJ
easat-7709	273	9	network	network	NOUN
easat-7709	273	10	(	(	PUNCT
easat-7709	273	11	users	user	NOUN
easat-7709	273	12	and	and	CCONJ
easat-7709	273	13	tweets	tweet	NOUN
easat-7709	273	14	as	as	ADP
easat-7709	273	15	different	different	ADJ
easat-7709	273	16	node	node	ADJ
easat-7709	273	17	types	type	NOUN
easat-7709	273	18	)	)	PUNCT
easat-7709	273	19	,	,	PUNCT
easat-7709	273	20	and	and	CCONJ
easat-7709	273	21	panel	panel	NOUN
easat-7709	273	22	(	(	PUNCT
easat-7709	273	23	b	b	NOUN
easat-7709	273	24	)	)	PUNCT
easat-7709	273	25	shows	show	VERB
easat-7709	273	26	the	the	DET
easat-7709	273	27	derived	derive	VERB
easat-7709	273	28	homogeneous	homogeneous	ADJ
easat-7709	273	29	user	user	NOUN
easat-7709	273	30	–	–	PUNCT
easat-7709	273	31	user	user	NOUN
easat-7709	273	32	network	network	NOUN
easat-7709	273	33	after	after	ADP
easat-7709	273	34	projection	projection	NOUN
easat-7709	273	35	.	.	PUNCT
easat-7709	274	1	the	the	DET
easat-7709	274	2	twitter	twitter	NOUN
easat-7709	274	3	network	network	NOUN
easat-7709	274	4	is	be	AUX
easat-7709	274	5	much	much	ADV
easat-7709	274	6	larger	large	ADJ
easat-7709	274	7	and	and	CCONJ
easat-7709	274	8	denser	dense	ADJ
easat-7709	274	9	than	than	ADP
easat-7709	274	10	our	our	PRON
easat-7709	274	11	character	character	NOUN
easat-7709	274	12	networks	network	NOUN
easat-7709	274	13	,	,	PUNCT
easat-7709	274	14	exhibiting	exhibit	VERB
easat-7709	274	15	a	a	DET
easat-7709	274	16	typical	typical	ADJ
easat-7709	274	17	social	social	ADJ
easat-7709	274	18	network	network	NOUN
easat-7709	274	19	topology	topology	NOUN
easat-7709	274	20	:	:	PUNCT
easat-7709	274	21	one	one	NUM
easat-7709	274	22	giant	giant	ADJ
easat-7709	274	23	connected	connected	ADJ
easat-7709	274	24	component	component	NOUN
easat-7709	274	25	of	of	ADP
easat-7709	274	26	users	user	NOUN
easat-7709	274	27	with	with	ADP
easat-7709	274	28	many	many	ADJ
easat-7709	274	29	smaller	small	ADJ
easat-7709	274	30	isolated	isolated	ADJ
easat-7709	274	31	components	component	NOUN
easat-7709	274	32	.	.	PUNCT
easat-7709	275	1	the	the	DET
easat-7709	275	2	core	core	NOUN
easat-7709	275	3	of	of	ADP
easat-7709	275	4	the	the	DET
easat-7709	275	5	network	network	NOUN
easat-7709	275	6	(	(	PUNCT
easat-7709	275	7	panel	panel	NOUN
easat-7709	275	8	b	b	PROPN
easat-7709	275	9	,	,	PUNCT
easat-7709	275	10	green	green	ADJ
easat-7709	275	11	nodes	node	NOUN
easat-7709	275	12	)	)	PUNCT
easat-7709	275	13	forms	form	VERB
easat-7709	275	14	a	a	DET
easat-7709	275	15	tightly	tightly	ADV
easat-7709	275	16	knit	knit	VERB
easat-7709	275	17	cluster	cluster	NOUN
easat-7709	275	18	indicating	indicate	VERB
easat-7709	275	19	a	a	DET
easat-7709	275	20	community	community	NOUN
easat-7709	275	21	of	of	ADP
easat-7709	275	22	users	user	NOUN
easat-7709	275	23	with	with	ADP
easat-7709	275	24	extensive	extensive	ADJ
easat-7709	275	25	overlapping	overlap	VERB
easat-7709	275	26	interests	interest	NOUN
easat-7709	275	27	(	(	PUNCT
easat-7709	275	28	many	many	ADJ
easat-7709	275	29	shared	share	VERB
easat-7709	275	30	likes	like	NOUN
easat-7709	275	31	)	)	PUNCT
easat-7709	275	32	,	,	PUNCT
easat-7709	275	33	while	while	SCONJ
easat-7709	275	34	the	the	DET
easat-7709	275	35	periphery	periphery	NOUN
easat-7709	275	36	consists	consist	VERB
easat-7709	275	37	of	of	ADP
easat-7709	275	38	numerous	numerous	ADJ
easat-7709	275	39	minor	minor	ADJ
easat-7709	275	40	clusters	cluster	NOUN
easat-7709	275	41	or	or	CCONJ
easat-7709	275	42	singletons	singleton	NOUN
easat-7709	275	43	(	(	PUNCT
easat-7709	275	44	red	red	ADJ
easat-7709	275	45	nodes	node	NOUN
easat-7709	275	46	at	at	ADP
easat-7709	275	47	the	the	DET
easat-7709	275	48	fringe	fringe	NOUN
easat-7709	275	49	)	)	PUNCT
easat-7709	275	50	that	that	PRON
easat-7709	275	51	did	do	AUX
easat-7709	275	52	not	not	PART
easat-7709	275	53	connect	connect	VERB
easat-7709	275	54	strongly	strongly	ADV
easat-7709	275	55	into	into	ADP
easat-7709	275	56	the	the	DET
easat-7709	275	57	main	main	ADJ
easat-7709	275	58	group	group	NOUN
easat-7709	275	59	.	.	PUNCT
easat-7709	276	1	this	this	PRON
easat-7709	276	2	is	be	AUX
easat-7709	276	3	in	in	ADP
easat-7709	276	4	stark	stark	ADJ
easat-7709	276	5	contrast	contrast	NOUN
easat-7709	276	6	to	to	ADP
easat-7709	276	7	a	a	DET
easat-7709	276	8	narrative	narrative	NOUN
easat-7709	276	9	character	character	NOUN
easat-7709	276	10	network	network	NOUN
easat-7709	276	11	,	,	PUNCT
easat-7709	276	12	which	which	PRON
easat-7709	276	13	by	by	ADP
easat-7709	276	14	the	the	DET
easat-7709	276	15	end	end	NOUN
easat-7709	276	16	of	of	ADP
easat-7709	276	17	a	a	DET
easat-7709	276	18	story	story	NOUN
easat-7709	276	19	usually	usually	ADV
easat-7709	276	20	becomes	become	VERB
easat-7709	276	21	fully	fully	ADV
easat-7709	276	22	connected	connect	VERB
easat-7709	276	23	(	(	PUNCT
easat-7709	276	24	all	all	DET
easat-7709	276	25	main	main	ADJ
easat-7709	276	26	characters	character	NOUN
easat-7709	276	27	end	end	VERB
easat-7709	276	28	up	up	ADP
easat-7709	276	29	linked	link	VERB
easat-7709	276	30	in	in	ADP
easat-7709	276	31	one	one	NUM
easat-7709	276	32	component	component	NOUN
easat-7709	276	33	,	,	PUNCT
easat-7709	276	34	as	as	SCONJ
easat-7709	276	35	seen	see	VERB
easat-7709	276	36	in	in	ADP
easat-7709	276	37	figure	figure	NOUN
easat-7709	276	38	7	7	NUM
easat-7709	276	39	)	)	PUNCT
easat-7709	276	40	.	.	PUNCT
easat-7709	277	1	the	the	DET
easat-7709	277	2	twitter	twitter	NOUN
easat-7709	277	3	graph	graph	NOUN
easat-7709	277	4	’s	’s	PART
easat-7709	277	5	structure	structure	NOUN
easat-7709	277	6	underlines	underline	VERB
easat-7709	277	7	how	how	SCONJ
easat-7709	277	8	real	real	ADJ
easat-7709	277	9	social	social	ADJ
easat-7709	277	10	networks	network	NOUN
easat-7709	277	11	can	can	AUX
easat-7709	277	12	sustain	sustain	VERB
easat-7709	277	13	many	many	ADJ
easat-7709	277	14	disconnected	disconnected	ADJ
easat-7709	277	15	or	or	CCONJ
easat-7709	277	16	loosely	loosely	ADV
easat-7709	277	17	connected	connected	ADJ
easat-7709	277	18	nodes	node	NOUN
easat-7709	277	19	,	,	PUNCT
easat-7709	277	20	whereas	whereas	SCONJ
easat-7709	277	21	a	a	DET
easat-7709	277	22	well	well	ADV
easat-7709	277	23	-	-	PUNCT
easat-7709	277	24	crafted	craft	VERB
easat-7709	277	25	story	story	NOUN
easat-7709	277	26	tends	tend	VERB
easat-7709	277	27	to	to	PART
easat-7709	277	28	integrate	integrate	VERB
easat-7709	277	29	its	its	PRON
easat-7709	277	30	characters	character	NOUN
easat-7709	277	31	into	into	ADP
easat-7709	277	32	a	a	DET
easat-7709	277	33	single	single	ADJ
easat-7709	277	34	interconnected	interconnected	ADJ
easat-7709	277	35	web	web	NOUN
easat-7709	277	36	by	by	ADP
easat-7709	277	37	the	the	DET
easat-7709	277	38	finale	finale	NOUN
easat-7709	277	39	.	.	PUNCT
easat-7709	278	1	5	5	X
easat-7709	278	2	.	.	X
easat-7709	278	3	conclusion	conclusion	NOUN
easat-7709	278	4	in	in	ADP
easat-7709	278	5	summary	summary	NOUN
easat-7709	278	6	,	,	PUNCT
easat-7709	278	7	this	this	DET
easat-7709	278	8	comparative	comparative	ADJ
easat-7709	278	9	study	study	NOUN
easat-7709	278	10	presented	present	VERB
easat-7709	278	11	rkgccba	rkgccba	PROPN
easat-7709	278	12	,	,	PUNCT
easat-7709	278	13	a	a	DET
easat-7709	278	14	novel	novel	ADJ
easat-7709	278	15	model	model	NOUN
easat-7709	278	16	incorporating	incorporate	VERB
easat-7709	278	17	contextblock	contextblock	NOUN
easat-7709	278	18	attention	attention	NOUN
easat-7709	278	19	and	and	CCONJ
easat-7709	278	20	role	role	NOUN
easat-7709	278	21	knowledge	knowledge	NOUN
easat-7709	278	22	graph	graph	NOUN
easat-7709	278	23	-	-	PUNCT
easat-7709	278	24	based	base	VERB
easat-7709	278	25	correction	correction	NOUN
easat-7709	278	26	to	to	PART
easat-7709	278	27	effectively	effectively	ADV
easat-7709	278	28	model	model	VERB
easat-7709	278	29	character	character	NOUN
easat-7709	278	30	relationships	relationship	NOUN
easat-7709	278	31	in	in	ADP
easat-7709	278	32	narrative	narrative	NOUN
easat-7709	278	33	text	text	NOUN
easat-7709	278	34	.	.	PUNCT
easat-7709	279	1	the	the	DET
easat-7709	279	2	proposed	propose	VERB
easat-7709	279	3	approach	approach	NOUN
easat-7709	279	4	directly	directly	ADV
easat-7709	279	5	addressed	address	VERB
easat-7709	279	6	key	key	ADJ
easat-7709	279	7	challenges	challenge	NOUN
easat-7709	279	8	such	such	ADJ
easat-7709	279	9	as	as	ADP
easat-7709	279	10	context	context	NOUN
easat-7709	279	11	ambiguity	ambiguity	NOUN
easat-7709	279	12	and	and	CCONJ
easat-7709	279	13	implicit	implicit	ADJ
easat-7709	279	14	inter	inter	ADJ
easat-7709	279	15	-	-	ADJ
easat-7709	279	16	character	character	ADJ
easat-7709	279	17	references	reference	NOUN
easat-7709	279	18	in	in	ADP
easat-7709	279	19	novels	novel	NOUN
easat-7709	279	20	.	.	PUNCT
easat-7709	280	1	experimental	experimental	ADJ
easat-7709	280	2	evaluation	evaluation	NOUN
easat-7709	280	3	showed	show	VERB
easat-7709	280	4	that	that	SCONJ
easat-7709	280	5	rkgccba	rkgccba	NOUN
easat-7709	280	6	achieved	achieve	VERB
easat-7709	280	7	significantly	significantly	ADV
easat-7709	280	8	higher	high	ADJ
easat-7709	280	9	accuracy	accuracy	NOUN
easat-7709	280	10	in	in	ADP
easat-7709	280	11	dialogue	dialogue	NOUN
easat-7709	280	12	speaker	speaker	NOUN
easat-7709	280	13	identification	identification	NOUN
easat-7709	280	14	than	than	ADP
easat-7709	280	15	baseline	baseline	ADJ
easat-7709	280	16	methods	method	NOUN
easat-7709	280	17	on	on	ADP
easat-7709	280	18	both	both	CCONJ
easat-7709	280	19	novel	novel	NOUN
easat-7709	280	20	and	and	CCONJ
easat-7709	280	21	television	television	NOUN
easat-7709	280	22	script	script	NOUN
easat-7709	280	23	datasets	dataset	NOUN
easat-7709	280	24	.	.	PUNCT
easat-7709	281	1	the	the	DET
easat-7709	281	2	cross	cross	ADJ
easat-7709	281	3	-	-	ADJ
easat-7709	281	4	media	media	ADJ
easat-7709	281	5	analysis	analysis	NOUN
easat-7709	281	6	further	far	ADV
easat-7709	281	7	revealed	reveal	VERB
easat-7709	281	8	distinct	distinct	ADJ
easat-7709	281	9	narrative	narrative	NOUN
easat-7709	281	10	differences	difference	NOUN
easat-7709	281	11	:	:	PUNCT
easat-7709	281	12	novel	novel	ADJ
easat-7709	281	13	dialogues	dialogue	NOUN
easat-7709	281	14	often	often	ADV
easat-7709	281	15	require	require	VERB
easat-7709	281	16	implicit	implicit	ADJ
easat-7709	281	17	context	context	NOUN
easat-7709	281	18	resolution	resolution	NOUN
easat-7709	281	19	for	for	ADP
easat-7709	281	20	speaker	speaker	NOUN
easat-7709	281	21	attribution	attribution	NOUN
easat-7709	281	22	,	,	PUNCT
easat-7709	281	23	whereas	whereas	SCONJ
easat-7709	281	24	tv	tv	NOUN
easat-7709	281	25	scripts	script	NOUN
easat-7709	281	26	provide	provide	VERB
easat-7709	281	27	explicit	explicit	ADJ
easat-7709	281	28	speaker	speaker	NOUN
easat-7709	281	29	cues	cue	NOUN
easat-7709	281	30	;	;	PUNCT
easat-7709	281	31	nevertheless	nevertheless	ADV
easat-7709	281	32	,	,	PUNCT
easat-7709	281	33	rkgccba	rkgccba	PROPN
easat-7709	281	34	handled	handle	VERB
easat-7709	281	35	both	both	DET
easat-7709	281	36	formats	format	NOUN
easat-7709	281	37	effectively	effectively	ADV
easat-7709	281	38	,	,	PUNCT
easat-7709	281	39	underscoring	underscore	VERB
easat-7709	281	40	its	its	PRON
easat-7709	281	41	adaptability	adaptability	NOUN
easat-7709	281	42	across	across	ADP
easat-7709	281	43	storytelling	storytelle	VERB
easat-7709	281	44	media	medium	NOUN
easat-7709	281	45	.	.	PUNCT
easat-7709	282	1	for	for	ADP
easat-7709	282	2	future	future	ADJ
easat-7709	282	3	work	work	NOUN
easat-7709	282	4	,	,	PUNCT
easat-7709	282	5	we	we	PRON
easat-7709	282	6	plan	plan	VERB
easat-7709	282	7	to	to	PART
easat-7709	282	8	extend	extend	VERB
easat-7709	282	9	our	our	PRON
easat-7709	282	10	approach	approach	NOUN
easat-7709	282	11	to	to	ADP
easat-7709	282	12	other	other	ADJ
easat-7709	282	13	storytelling	storytelle	VERB
easat-7709	282	14	media	medium	NOUN
easat-7709	282	15	such	such	ADJ
easat-7709	282	16	as	as	ADP
easat-7709	282	17	film	film	NOUN
easat-7709	282	18	scripts	script	NOUN
easat-7709	282	19	and	and	CCONJ
easat-7709	282	20	graphic	graphic	ADJ
easat-7709	282	21	novels	novel	NOUN
easat-7709	282	22	.	.	PUNCT
easat-7709	283	1	this	this	PRON
easat-7709	283	2	will	will	AUX
easat-7709	283	3	allow	allow	VERB
easat-7709	283	4	us	we	PRON
easat-7709	283	5	to	to	PART
easat-7709	283	6	evaluate	evaluate	VERB
easat-7709	283	7	and	and	CCONJ
easat-7709	283	8	enhance	enhance	VERB
easat-7709	283	9	the	the	DET
easat-7709	283	10	model	model	NOUN
easat-7709	283	11	’s	’s	PART
easat-7709	283	12	effectiveness	effectiveness	NOUN
easat-7709	283	13	beyond	beyond	ADP
easat-7709	283	14	textual	textual	ADJ
easat-7709	283	15	narratives	narrative	NOUN
easat-7709	283	16	.	.	PUNCT
easat-7709	284	1	additionally	additionally	ADV
easat-7709	284	2	,	,	PUNCT
easat-7709	284	3	we	we	PRON
easat-7709	284	4	will	will	AUX
easat-7709	284	5	explore	explore	VERB
easat-7709	284	6	large	large	ADJ
easat-7709	284	7	-	-	PUNCT
easat-7709	284	8	scale	scale	NOUN
easat-7709	284	9	pretraining	pretraine	VERB
easat-7709	284	10	strategies	strategy	NOUN
easat-7709	284	11	(	(	PUNCT
easat-7709	284	12	e.g.	e.g.	ADV
easat-7709	284	13	,	,	PUNCT
easat-7709	284	14	training	training	NOUN
easat-7709	284	15	on	on	ADP
easat-7709	284	16	extensive	extensive	ADJ
easat-7709	284	17	narrative	narrative	NOUN
easat-7709	284	18	corpora	corpora	NOUN
easat-7709	284	19	or	or	CCONJ
easat-7709	284	20	employing	employ	VERB
easat-7709	284	21	advanced	advanced	ADJ
easat-7709	284	22	language	language	NOUN
easat-7709	284	23	models	model	NOUN
easat-7709	284	24	)	)	PUNCT
easat-7709	284	25	to	to	PART
easat-7709	284	26	further	far	ADV
easat-7709	284	27	enrich	enrich	VERB
easat-7709	284	28	the	the	DET
easat-7709	284	29	model	model	NOUN
easat-7709	284	30	’s	’s	PART
easat-7709	284	31	understanding	understanding	NOUN
easat-7709	284	32	of	of	ADP
easat-7709	284	33	complex	complex	ADJ
easat-7709	284	34	character	character	NOUN
easat-7709	284	35	interactions	interaction	NOUN
easat-7709	284	36	and	and	CCONJ
easat-7709	284	37	improve	improve	VERB
easat-7709	284	38	its	its	PRON
easat-7709	284	39	generalization	generalization	NOUN
easat-7709	284	40	to	to	ADP
easat-7709	284	41	diverse	diverse	ADJ
easat-7709	284	42	story	story	NOUN
easat-7709	284	43	domains	domain	NOUN
easat-7709	284	44	.	.	PUNCT
easat-7709	285	1	transparency	transparency	NOUN
easat-7709	285	2	:	:	PUNCT
easat-7709	285	3	the	the	DET
easat-7709	285	4	authors	author	NOUN
easat-7709	285	5	confirm	confirm	VERB
easat-7709	285	6	that	that	SCONJ
easat-7709	285	7	the	the	DET
easat-7709	285	8	manuscript	manuscript	NOUN
easat-7709	285	9	is	be	AUX
easat-7709	285	10	an	an	DET
easat-7709	285	11	honest	honest	ADJ
easat-7709	285	12	,	,	PUNCT
easat-7709	285	13	accurate	accurate	ADJ
easat-7709	285	14	,	,	PUNCT
easat-7709	285	15	and	and	CCONJ
easat-7709	285	16	transparent	transparent	ADJ
easat-7709	285	17	account	account	NOUN
easat-7709	285	18	of	of	ADP
easat-7709	285	19	the	the	DET
easat-7709	285	20	study	study	NOUN
easat-7709	285	21	;	;	PUNCT
easat-7709	285	22	that	that	SCONJ
easat-7709	285	23	no	no	DET
easat-7709	285	24	vital	vital	ADJ
easat-7709	285	25	features	feature	NOUN
easat-7709	285	26	of	of	ADP
easat-7709	285	27	the	the	DET
easat-7709	285	28	study	study	NOUN
easat-7709	285	29	have	have	AUX
easat-7709	285	30	been	be	AUX
easat-7709	285	31	omitted	omit	VERB
easat-7709	285	32	;	;	PUNCT
easat-7709	285	33	and	and	CCONJ
easat-7709	285	34	that	that	SCONJ
easat-7709	285	35	any	any	DET
easat-7709	285	36	discrepancies	discrepancy	NOUN
easat-7709	285	37	from	from	ADP
easat-7709	285	38	the	the	DET
easat-7709	285	39	study	study	NOUN
easat-7709	285	40	as	as	SCONJ
easat-7709	285	41	planned	plan	VERB
easat-7709	285	42	have	have	AUX
easat-7709	285	43	been	be	AUX
easat-7709	285	44	explained	explain	VERB
easat-7709	285	45	.	.	PUNCT
easat-7709	286	1	this	this	DET
easat-7709	286	2	study	study	NOUN
easat-7709	286	3	followed	follow	VERB
easat-7709	286	4	all	all	DET
easat-7709	286	5	ethical	ethical	ADJ
easat-7709	286	6	practices	practice	NOUN
easat-7709	286	7	during	during	ADP
easat-7709	286	8	writing	writing	NOUN
easat-7709	286	9	.	.	PUNCT
easat-7709	287	1	3396	3396	NUM
easat-7709	287	2	edelweiss	edelweiss	PROPN
easat-7709	287	3	applied	apply	VERB
easat-7709	287	4	science	science	NOUN
easat-7709	287	5	and	and	CCONJ
easat-7709	287	6	technology	technology	NOUN
easat-7709	287	7	issn	issn	PROPN
easat-7709	287	8	:	:	PUNCT
easat-7709	287	9	2576	2576	NUM
easat-7709	287	10	-	-	SYM
easat-7709	287	11	8484	8484	NUM
easat-7709	287	12	vol	vol	NOUN
easat-7709	287	13	.	.	PROPN
easat-7709	288	1	9	9	NUM
easat-7709	288	2	,	,	PUNCT
easat-7709	288	3	no	no	INTJ
easat-7709	288	4	.	.	NOUN
easat-7709	288	5	5	5	NUM
easat-7709	288	6	:	:	SYM
easat-7709	288	7	3383	3383	NUM
easat-7709	288	8	-	-	SYM
easat-7709	288	9	3396	3396	NUM
easat-7709	288	10	,	,	PUNCT
easat-7709	288	11	2025	2025	NUM
easat-7709	288	12	doi	doi	NOUN
easat-7709	288	13	:	:	PUNCT
easat-7709	288	14	10.55214/25768484.v9i5.7709	10.55214/25768484.v9i5.7709	NUM
easat-7709	288	15	©	©	ADP
easat-7709	288	16	2025	2025	NUM
easat-7709	288	17	by	by	ADP
easat-7709	288	18	the	the	DET
easat-7709	288	19	authors	author	NOUN
easat-7709	288	20	;	;	PUNCT
easat-7709	289	1	licensee	licensee	PROPN
easat-7709	289	2	learning	learn	VERB
easat-7709	289	3	gate	gate	NOUN
easat-7709	289	4	copyright	copyright	NOUN
easat-7709	289	5	:	:	PUNCT
easat-7709	289	6	©	©	PROPN
easat-7709	289	7	2025	2025	NUM
easat-7709	289	8	by	by	ADP
easat-7709	289	9	the	the	DET
easat-7709	289	10	authors	author	NOUN
easat-7709	289	11	.	.	PUNCT
easat-7709	290	1	this	this	DET
easat-7709	290	2	open	open	ADJ
easat-7709	290	3	-	-	PUNCT
easat-7709	290	4	access	access	NOUN
easat-7709	290	5	article	article	NOUN
easat-7709	290	6	is	be	AUX
easat-7709	290	7	distributed	distribute	VERB
easat-7709	290	8	under	under	ADP
easat-7709	290	9	the	the	DET
easat-7709	290	10	terms	term	NOUN
easat-7709	290	11	and	and	CCONJ
easat-7709	290	12	conditions	condition	NOUN
easat-7709	290	13	of	of	ADP
easat-7709	290	14	the	the	DET
easat-7709	290	15	creative	creative	ADJ
easat-7709	290	16	commons	common	NOUN
easat-7709	290	17	attribution	attribution	NOUN
easat-7709	290	18	(	(	PUNCT
easat-7709	290	19	cc	cc	NOUN
easat-7709	290	20	by	by	ADP
easat-7709	290	21	)	)	PUNCT
easat-7709	290	22	license	license	NOUN
easat-7709	290	23	(	(	PUNCT
easat-7709	290	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7709	290	25	)	)	PUNCT
easat-7709	290	26	.	.	PUNCT
easat-7709	291	1	references	reference	NOUN
easat-7709	291	2	[	[	X
easat-7709	291	3	1	1	X
easat-7709	291	4	]	]	PUNCT
easat-7709	291	5	v.	v.	CCONJ
easat-7709	291	6	labatut	labatut	PROPN
easat-7709	291	7	and	and	CCONJ
easat-7709	291	8	x.	x.	NOUN
easat-7709	291	9	bost	bost	PROPN
easat-7709	291	10	,	,	PUNCT
easat-7709	291	11	"	"	PUNCT
easat-7709	291	12	extraction	extraction	NOUN
easat-7709	291	13	and	and	CCONJ
easat-7709	291	14	analysis	analysis	NOUN
easat-7709	291	15	of	of	ADP
easat-7709	291	16	fictional	fictional	ADJ
easat-7709	291	17	character	character	NOUN
easat-7709	291	18	networks	network	NOUN
easat-7709	291	19	:	:	PUNCT
easat-7709	291	20	a	a	DET
easat-7709	291	21	survey	survey	NOUN
easat-7709	291	22	,	,	PUNCT
easat-7709	291	23	"	"	PUNCT
easat-7709	291	24	acm	acm	PROPN
easat-7709	291	25	computing	computing	NOUN
easat-7709	291	26	surveys	survey	NOUN
easat-7709	291	27	,	,	PUNCT
easat-7709	291	28	vol	vol	NOUN
easat-7709	291	29	.	.	PROPN
easat-7709	292	1	52	52	NUM
easat-7709	292	2	,	,	PUNCT
easat-7709	292	3	no	no	INTJ
easat-7709	292	4	.	.	NOUN
easat-7709	292	5	5	5	NUM
easat-7709	292	6	,	,	PUNCT
easat-7709	292	7	pp	pp	ADJ
easat-7709	292	8	.	.	PUNCT
easat-7709	293	1	1	1	NUM
easat-7709	293	2	-	-	SYM
easat-7709	293	3	40	40	NUM
easat-7709	293	4	,	,	PUNCT
easat-7709	293	5	2019	2019	NUM
easat-7709	293	6	.	.	PUNCT
easat-7709	294	1	[	[	X
easat-7709	294	2	2	2	NUM
easat-7709	294	3	]	]	PUNCT
easat-7709	294	4	c.-y	c.-y	NOUN
easat-7709	294	5	.	.	PUNCT
easat-7709	295	1	weng	weng	PROPN
easat-7709	295	2	,	,	PUNCT
easat-7709	295	3	w.-t	w.-t	PROPN
easat-7709	295	4	.	.	PUNCT
easat-7709	296	1	chu	chu	PROPN
easat-7709	296	2	,	,	PUNCT
easat-7709	296	3	and	and	CCONJ
easat-7709	296	4	j.-l	j.-l	PROPN
easat-7709	296	5	.	.	PUNCT
easat-7709	297	1	wu	wu	PROPN
easat-7709	297	2	,	,	PUNCT
easat-7709	297	3	"	"	PUNCT
easat-7709	297	4	rolenet	rolenet	NOUN
easat-7709	297	5	:	:	PUNCT
easat-7709	297	6	movie	movie	NOUN
easat-7709	297	7	analysis	analysis	NOUN
easat-7709	297	8	from	from	ADP
easat-7709	297	9	the	the	DET
easat-7709	297	10	perspective	perspective	NOUN
easat-7709	297	11	of	of	ADP
easat-7709	297	12	social	social	ADJ
easat-7709	297	13	networks	network	NOUN
easat-7709	297	14	,	,	PUNCT
easat-7709	297	15	"	"	PUNCT
easat-7709	297	16	ieee	ieee	NOUN
easat-7709	297	17	transactions	transaction	NOUN
easat-7709	297	18	on	on	ADP
easat-7709	297	19	multimedia	multimedia	NOUN
easat-7709	297	20	,	,	PUNCT
easat-7709	297	21	vol	vol	NOUN
easat-7709	297	22	.	.	PROPN
easat-7709	298	1	11	11	NUM
easat-7709	298	2	,	,	PUNCT
easat-7709	298	3	no	no	INTJ
easat-7709	298	4	.	.	NOUN
easat-7709	298	5	2	2	NUM
easat-7709	298	6	,	,	PUNCT
easat-7709	298	7	pp	pp	ADJ
easat-7709	298	8	.	.	PUNCT
easat-7709	299	1	256	256	NUM
easat-7709	299	2	-	-	SYM
easat-7709	299	3	271	271	NUM
easat-7709	299	4	,	,	PUNCT
easat-7709	299	5	2009	2009	NUM
easat-7709	299	6	.	.	PUNCT
easat-7709	300	1	[	[	X
easat-7709	300	2	3	3	X
easat-7709	300	3	]	]	PUNCT
easat-7709	300	4	d.	d.	PROPN
easat-7709	300	5	k.	k.	PROPN
easat-7709	300	6	elson	elson	PROPN
easat-7709	300	7	,	,	PUNCT
easat-7709	300	8	n.	n.	PROPN
easat-7709	300	9	dames	dame	NOUN
easat-7709	300	10	,	,	PUNCT
easat-7709	300	11	and	and	CCONJ
easat-7709	300	12	k.	k.	PROPN
easat-7709	300	13	r.	r.	PROPN
easat-7709	300	14	mckeown	mckeown	PROPN
easat-7709	300	15	,	,	PUNCT
easat-7709	300	16	"	"	PUNCT
easat-7709	300	17	extracting	extract	VERB
easat-7709	300	18	social	social	ADJ
easat-7709	300	19	networks	network	NOUN
easat-7709	300	20	from	from	ADP
easat-7709	300	21	literary	literary	ADJ
easat-7709	300	22	fiction	fiction	NOUN
easat-7709	300	23	,	,	PUNCT
easat-7709	300	24	"	"	PUNCT
easat-7709	300	25	in	in	ADP
easat-7709	300	26	proceedings	proceeding	NOUN
easat-7709	300	27	of	of	ADP
easat-7709	300	28	the	the	DET
easat-7709	300	29	48th	48th	ADJ
easat-7709	300	30	annual	annual	ADJ
easat-7709	300	31	meeting	meeting	NOUN
easat-7709	300	32	of	of	ADP
easat-7709	300	33	the	the	DET
easat-7709	300	34	association	association	NOUN
easat-7709	300	35	for	for	ADP
easat-7709	300	36	computational	computational	ADJ
easat-7709	300	37	linguistics	linguistic	NOUN
easat-7709	300	38	,	,	PUNCT
easat-7709	300	39	2010	2010	NUM
easat-7709	300	40	,	,	PUNCT
easat-7709	300	41	pp	pp	PROPN
easat-7709	300	42	.	.	PUNCT
easat-7709	300	43	1388–1397	1388–1397	NUM
easat-7709	300	44	.	.	PUNCT
easat-7709	301	1	[	[	X
easat-7709	301	2	4	4	NUM
easat-7709	301	3	]	]	PUNCT
easat-7709	301	4	a.	a.	NOUN
easat-7709	301	5	agarwal	agarwal	PROPN
easat-7709	301	6	,	,	PUNCT
easat-7709	301	7	a.	a.	NOUN
easat-7709	301	8	kotalwar	kotalwar	PROPN
easat-7709	301	9	,	,	PUNCT
easat-7709	301	10	and	and	CCONJ
easat-7709	301	11	o.	o.	PROPN
easat-7709	301	12	rambow	rambow	PROPN
easat-7709	301	13	,	,	PUNCT
easat-7709	301	14	"	"	PUNCT
easat-7709	301	15	automatic	automatic	ADJ
easat-7709	301	16	extraction	extraction	NOUN
easat-7709	301	17	of	of	ADP
easat-7709	301	18	social	social	ADJ
easat-7709	301	19	networks	network	NOUN
easat-7709	301	20	from	from	ADP
easat-7709	301	21	literary	literary	ADJ
easat-7709	301	22	text	text	NOUN
easat-7709	301	23	:	:	PUNCT
easat-7709	301	24	a	a	DET
easat-7709	301	25	case	case	NOUN
easat-7709	301	26	study	study	NOUN
easat-7709	301	27	on	on	ADP
easat-7709	301	28	alice	alice	PROPN
easat-7709	301	29	in	in	ADP
easat-7709	301	30	wonderland	wonderland	PROPN
easat-7709	301	31	,	,	PUNCT
easat-7709	301	32	"	"	PUNCT
easat-7709	301	33	proceedings	proceeding	NOUN
easat-7709	301	34	of	of	ADP
easat-7709	301	35	the	the	DET
easat-7709	301	36	6th	6th	ADJ
easat-7709	301	37	international	international	ADJ
easat-7709	301	38	joint	joint	ADJ
easat-7709	301	39	conference	conference	NOUN
easat-7709	301	40	on	on	ADP
easat-7709	301	41	natural	natural	ADJ
easat-7709	301	42	language	language	NOUN
easat-7709	301	43	processing	processing	NOUN
easat-7709	301	44	,	,	PUNCT
easat-7709	301	45	pp	pp	ADJ
easat-7709	301	46	.	.	PUNCT
easat-7709	301	47	197	197	NUM
easat-7709	301	48	–	–	PUNCT
easat-7709	301	49	205	205	NUM
easat-7709	301	50	,	,	PUNCT
easat-7709	301	51	2013	2013	NUM
easat-7709	301	52	.	.	PUNCT
easat-7709	302	1	[	[	X
easat-7709	302	2	5	5	NUM
easat-7709	302	3	]	]	PUNCT
easat-7709	302	4	m.	m.	NOUN
easat-7709	302	5	c.	c.	PROPN
easat-7709	302	6	waumans	wauman	VERB
easat-7709	302	7	,	,	PUNCT
easat-7709	302	8	t.	t.	PROPN
easat-7709	302	9	nicodème	nicodème	PROPN
easat-7709	302	10	,	,	PUNCT
easat-7709	302	11	and	and	CCONJ
easat-7709	302	12	h.	h.	PROPN
easat-7709	302	13	bersini	bersini	PROPN
easat-7709	302	14	,	,	PUNCT
easat-7709	302	15	"	"	PUNCT
easat-7709	302	16	topology	topology	NOUN
easat-7709	302	17	analysis	analysis	NOUN
easat-7709	302	18	of	of	ADP
easat-7709	302	19	social	social	ADJ
easat-7709	302	20	networks	network	NOUN
easat-7709	302	21	extracted	extract	VERB
easat-7709	302	22	from	from	ADP
easat-7709	302	23	literature	literature	NOUN
easat-7709	302	24	,	,	PUNCT
easat-7709	302	25	"	"	PUNCT
easat-7709	302	26	plos	plos	PROPN
easat-7709	302	27	one	one	NUM
easat-7709	302	28	,	,	PUNCT
easat-7709	302	29	vol	vol	NOUN
easat-7709	302	30	.	.	PROPN
easat-7709	303	1	10	10	NUM
easat-7709	303	2	,	,	PUNCT
easat-7709	303	3	no	no	INTJ
easat-7709	303	4	.	.	NOUN
easat-7709	303	5	6	6	NUM
easat-7709	303	6	,	,	PUNCT
easat-7709	303	7	p.	p.	PROPN
easat-7709	303	8	e0129753	e0129753	PROPN
easat-7709	303	9	,	,	PUNCT
easat-7709	303	10	2015	2015	NUM
easat-7709	303	11	.	.	PUNCT
easat-7709	304	1	[	[	X
easat-7709	304	2	6	6	NUM
easat-7709	304	3	]	]	PUNCT
easat-7709	304	4	m.	m.	NOUN
easat-7709	304	5	park	park	NOUN
easat-7709	304	6	,	,	PUNCT
easat-7709	304	7	s.	s.	PROPN
easat-7709	304	8	park	park	PROPN
easat-7709	304	9	,	,	PUNCT
easat-7709	304	10	and	and	CCONJ
easat-7709	304	11	h.	h.	PROPN
easat-7709	304	12	shin	shin	PROPN
easat-7709	304	13	,	,	PUNCT
easat-7709	304	14	"	"	PUNCT
easat-7709	304	15	literature	literature	NOUN
easat-7709	304	16	representation	representation	NOUN
easat-7709	304	17	using	use	VERB
easat-7709	304	18	character	character	NOUN
easat-7709	304	19	networks	network	NOUN
easat-7709	304	20	based	base	VERB
easat-7709	304	21	on	on	ADP
easat-7709	304	22	sentiment	sentiment	NOUN
easat-7709	304	23	analysis	analysis	NOUN
easat-7709	304	24	,	,	PUNCT
easat-7709	304	25	"	"	PUNCT
easat-7709	304	26	in	in	ADP
easat-7709	304	27	proceedings	proceeding	NOUN
easat-7709	304	28	of	of	ADP
easat-7709	304	29	the	the	DET
easat-7709	304	30	ieee	ieee	NOUN
easat-7709	304	31	international	international	PROPN
easat-7709	304	32	conference	conference	NOUN
easat-7709	304	33	on	on	ADP
easat-7709	304	34	big	big	ADJ
easat-7709	304	35	data	datum	NOUN
easat-7709	304	36	and	and	CCONJ
easat-7709	304	37	smart	smart	ADJ
easat-7709	304	38	computing	computing	NOUN
easat-7709	304	39	(	(	PUNCT
easat-7709	304	40	bigcomp	bigcomp	NOUN
easat-7709	304	41	)	)	PUNCT
easat-7709	304	42	,	,	PUNCT
easat-7709	304	43	2022	2022	NUM
easat-7709	304	44	.	.	PUNCT
easat-7709	305	1	[	[	X
easat-7709	305	2	7	7	X
easat-7709	305	3	]	]	X
easat-7709	305	4	c.	c.	PROPN
easat-7709	305	5	j.	j.	PROPN
easat-7709	305	6	nan	nan	PROPN
easat-7709	305	7	,	,	PUNCT
easat-7709	305	8	k.	k.	PROPN
easat-7709	305	9	m.	m.	PROPN
easat-7709	305	10	kim	kim	PROPN
easat-7709	305	11	,	,	PUNCT
easat-7709	305	12	and	and	CCONJ
easat-7709	305	13	b.	b.	PROPN
easat-7709	305	14	t.	t.	PROPN
easat-7709	305	15	zhang	zhang	PROPN
easat-7709	305	16	,	,	PUNCT
easat-7709	305	17	"	"	PUNCT
easat-7709	305	18	social	social	ADJ
easat-7709	305	19	network	network	NOUN
easat-7709	305	20	analysis	analysis	NOUN
easat-7709	305	21	of	of	ADP
easat-7709	305	22	tv	tv	NOUN
easat-7709	305	23	drama	drama	NOUN
easat-7709	305	24	characters	character	NOUN
easat-7709	305	25	via	via	ADP
easat-7709	305	26	deep	deep	ADJ
easat-7709	305	27	concept	concept	NOUN
easat-7709	305	28	hierarchies	hierarchy	NOUN
easat-7709	305	29	,	,	PUNCT
easat-7709	305	30	"	"	PUNCT
easat-7709	305	31	in	in	ADP
easat-7709	305	32	proceedings	proceeding	NOUN
easat-7709	305	33	of	of	ADP
easat-7709	305	34	the	the	DET
easat-7709	305	35	ieee	ieee	PROPN
easat-7709	305	36	/	/	SYM
easat-7709	305	37	acm	acm	PROPN
easat-7709	305	38	international	international	ADJ
easat-7709	305	39	conference	conference	NOUN
easat-7709	305	40	on	on	ADP
easat-7709	305	41	advances	advance	NOUN
easat-7709	305	42	in	in	ADP
easat-7709	305	43	social	social	ADJ
easat-7709	305	44	networks	network	NOUN
easat-7709	305	45	analysis	analysis	NOUN
easat-7709	305	46	and	and	CCONJ
easat-7709	305	47	mining	mining	NOUN
easat-7709	305	48	,	,	PUNCT
easat-7709	305	49	2015	2015	NUM
easat-7709	305	50	.	.	PUNCT
easat-7709	306	1	[	[	X
easat-7709	306	2	8	8	NUM
easat-7709	306	3	]	]	PUNCT
easat-7709	306	4	q.	q.	PROPN
easat-7709	306	5	d.	d.	PROPN
easat-7709	306	6	tran	tran	PROPN
easat-7709	306	7	,	,	PUNCT
easat-7709	306	8	d.	d.	PROPN
easat-7709	306	9	hwang	hwang	PROPN
easat-7709	306	10	,	,	PUNCT
easat-7709	306	11	o.-j	o.-j	PROPN
easat-7709	306	12	.	.	PUNCT
easat-7709	306	13	lee	lee	PROPN
easat-7709	306	14	,	,	PUNCT
easat-7709	306	15	and	and	CCONJ
easat-7709	306	16	j.	j.	PROPN
easat-7709	306	17	j.	j.	PROPN
easat-7709	306	18	jung	jung	PROPN
easat-7709	306	19	,	,	PUNCT
easat-7709	306	20	"	"	PUNCT
easat-7709	306	21	a	a	DET
easat-7709	306	22	novel	novel	ADJ
easat-7709	306	23	method	method	NOUN
easat-7709	306	24	for	for	ADP
easat-7709	306	25	extracting	extract	VERB
easat-7709	306	26	dynamic	dynamic	ADJ
easat-7709	306	27	character	character	NOUN
easat-7709	306	28	network	network	NOUN
easat-7709	306	29	from	from	ADP
easat-7709	306	30	movie	movie	NOUN
easat-7709	306	31	,	,	PUNCT
easat-7709	306	32	"	"	PUNCT
easat-7709	306	33	in	in	ADP
easat-7709	306	34	proceedings	proceeding	NOUN
easat-7709	306	35	of	of	ADP
easat-7709	306	36	the	the	DET
easat-7709	306	37	7th	7th	ADJ
easat-7709	306	38	international	international	ADJ
easat-7709	306	39	conference	conference	NOUN
easat-7709	306	40	on	on	ADP
easat-7709	306	41	big	big	ADJ
easat-7709	306	42	data	datum	NOUN
easat-7709	306	43	technologies	technology	NOUN
easat-7709	306	44	and	and	CCONJ
easat-7709	306	45	applications	application	NOUN
easat-7709	306	46	,	,	PUNCT
easat-7709	306	47	2016	2016	NUM
easat-7709	306	48	.	.	PUNCT
easat-7709	307	1	[	[	X
easat-7709	307	2	9	9	NUM
easat-7709	307	3	]	]	PUNCT
easat-7709	307	4	x.	x.	NOUN
easat-7709	307	5	bost	bost	PROPN
easat-7709	307	6	,	,	PUNCT
easat-7709	308	1	v.	v.	PROPN
easat-7709	308	2	labatut	labatut	PROPN
easat-7709	308	3	,	,	PUNCT
easat-7709	308	4	s.	s.	PROPN
easat-7709	308	5	gueye	gueye	PROPN
easat-7709	308	6	,	,	PUNCT
easat-7709	308	7	and	and	CCONJ
easat-7709	308	8	g.	g.	PROPN
easat-7709	308	9	linarès	linarès	PROPN
easat-7709	308	10	,	,	PUNCT
easat-7709	308	11	"	"	PUNCT
easat-7709	308	12	narrative	narrative	NOUN
easat-7709	308	13	smoothing	smoothing	NOUN
easat-7709	308	14	:	:	PUNCT
easat-7709	308	15	dynamic	dynamic	ADJ
easat-7709	308	16	conversational	conversational	ADJ
easat-7709	308	17	network	network	NOUN
easat-7709	308	18	for	for	ADP
easat-7709	308	19	the	the	DET
easat-7709	308	20	analysis	analysis	NOUN
easat-7709	308	21	of	of	ADP
easat-7709	308	22	tv	tv	NOUN
easat-7709	308	23	series	series	NOUN
easat-7709	308	24	plots	plot	NOUN
easat-7709	308	25	,	,	PUNCT
easat-7709	308	26	"	"	PUNCT
easat-7709	308	27	presented	present	VERB
easat-7709	308	28	at	at	ADP
easat-7709	308	29	the	the	DET
easat-7709	308	30	2016	2016	NUM
easat-7709	308	31	ieee	ieee	NOUN
easat-7709	308	32	/	/	SYM
easat-7709	308	33	acm	acm	PROPN
easat-7709	308	34	international	international	ADJ
easat-7709	308	35	conference	conference	NOUN
easat-7709	308	36	on	on	ADP
easat-7709	308	37	advances	advance	NOUN
easat-7709	308	38	in	in	ADP
easat-7709	308	39	social	social	ADJ
easat-7709	308	40	networks	network	NOUN
easat-7709	308	41	analysis	analysis	NOUN
easat-7709	308	42	and	and	CCONJ
easat-7709	308	43	mining	mining	NOUN
easat-7709	308	44	,	,	PUNCT
easat-7709	308	45	ieee	ieee	NOUN
easat-7709	308	46	,	,	PUNCT
easat-7709	308	47	2016	2016	NUM
easat-7709	308	48	.	.	PUNCT
easat-7709	309	1	[	[	X
easat-7709	309	2	10	10	NUM
easat-7709	309	3	]	]	PUNCT
easat-7709	309	4	x.	x.	NOUN
easat-7709	309	5	yang	yang	PROPN
easat-7709	309	6	and	and	CCONJ
easat-7709	309	7	a.	a.	PROPN
easat-7709	309	8	h.	h.	PROPN
easat-7709	309	9	b.	b.	PROPN
easat-7709	309	10	zainal	zainal	PROPN
easat-7709	309	11	abidin	abidin	PROPN
easat-7709	309	12	,	,	PUNCT
easat-7709	309	13	"	"	PUNCT
easat-7709	309	14	comparison	comparison	NOUN
easat-7709	309	15	of	of	ADP
easat-7709	309	16	novel	novel	ADJ
easat-7709	309	17	character	character	NOUN
easat-7709	309	18	relationship	relationship	NOUN
easat-7709	309	19	network	network	NOUN
easat-7709	309	20	mining	mining	NOUN
easat-7709	309	21	and	and	CCONJ
easat-7709	309	22	drama	drama	NOUN
easat-7709	309	23	character	character	NOUN
easat-7709	309	24	relationship	relationship	NOUN
easat-7709	309	25	shaping	shape	VERB
easat-7709	309	26	algorithms	algorithm	NOUN
easat-7709	309	27	,	,	PUNCT
easat-7709	309	28	"	"	PUNCT
easat-7709	309	29	environment	environment	NOUN
easat-7709	309	30	and	and	CCONJ
easat-7709	309	31	social	social	ADJ
easat-7709	309	32	psychology	psychology	NOUN
easat-7709	309	33	,	,	PUNCT
easat-7709	309	34	vol	vol	NOUN
easat-7709	309	35	.	.	NOUN
easat-7709	309	36	9	9	NUM
easat-7709	309	37	,	,	PUNCT
easat-7709	309	38	no	no	INTJ
easat-7709	309	39	.	.	NOUN
easat-7709	309	40	7	7	NUM
easat-7709	309	41	,	,	PUNCT
easat-7709	309	42	pp	pp	ADJ
easat-7709	309	43	.	.	PUNCT
easat-7709	310	1	1	1	NUM
easat-7709	310	2	-	-	SYM
easat-7709	310	3	10	10	NUM
easat-7709	310	4	,	,	PUNCT
easat-7709	310	5	2024	2024	NUM
easat-7709	310	6	.	.	PUNCT
easat-7709	311	1	[	[	X
easat-7709	311	2	11	11	NUM
easat-7709	311	3	]	]	PUNCT
easat-7709	311	4	m.	m.	NOUN
easat-7709	311	5	iyyer	iyyer	NOUN
easat-7709	311	6	,	,	PUNCT
easat-7709	311	7	a.	a.	NOUN
easat-7709	311	8	guha	guha	PROPN
easat-7709	311	9	,	,	PUNCT
easat-7709	311	10	s.	s.	PROPN
easat-7709	311	11	chaturvedi	chaturvedi	PROPN
easat-7709	311	12	,	,	PUNCT
easat-7709	311	13	j.	j.	PROPN
easat-7709	311	14	boyd	boyd	PROPN
easat-7709	311	15	-	-	PUNCT
easat-7709	311	16	graber	graber	PROPN
easat-7709	311	17	,	,	PUNCT
easat-7709	311	18	and	and	CCONJ
easat-7709	311	19	h.	h.	PROPN
easat-7709	311	20	daumé	daumé	PROPN
easat-7709	311	21	iii	iii	PROPN
easat-7709	311	22	,	,	PUNCT
easat-7709	311	23	"	"	PUNCT
easat-7709	311	24	feuding	feud	VERB
easat-7709	311	25	families	family	NOUN
easat-7709	311	26	and	and	CCONJ
easat-7709	311	27	former	former	ADJ
easat-7709	311	28	friends	friend	NOUN
easat-7709	311	29	:	:	PUNCT
easat-7709	311	30	unsupervised	unsupervised	ADJ
easat-7709	311	31	learning	learning	NOUN
easat-7709	311	32	for	for	ADP
easat-7709	311	33	dynamic	dynamic	ADJ
easat-7709	311	34	fictional	fictional	ADJ
easat-7709	311	35	relationships	relationship	NOUN
easat-7709	311	36	,	,	PUNCT
easat-7709	311	37	"	"	PUNCT
easat-7709	311	38	in	in	ADP
easat-7709	311	39	proceedings	proceeding	NOUN
easat-7709	311	40	of	of	ADP
easat-7709	311	41	the	the	DET
easat-7709	311	42	2016	2016	NUM
easat-7709	311	43	conference	conference	NOUN
easat-7709	311	44	of	of	ADP
easat-7709	311	45	the	the	DET
easat-7709	311	46	north	north	ADJ
easat-7709	311	47	american	american	ADJ
easat-7709	311	48	chapter	chapter	NOUN
easat-7709	311	49	of	of	ADP
easat-7709	311	50	the	the	DET
easat-7709	311	51	association	association	NOUN
easat-7709	311	52	for	for	ADP
easat-7709	311	53	computational	computational	ADJ
easat-7709	311	54	linguistics	linguistic	NOUN
easat-7709	311	55	:	:	PUNCT
easat-7709	311	56	human	human	ADJ
easat-7709	311	57	language	language	NOUN
easat-7709	311	58	technologies	technology	NOUN
easat-7709	311	59	,	,	PUNCT
easat-7709	311	60	2016	2016	NUM
easat-7709	311	61	,	,	PUNCT
easat-7709	311	62	pp	pp	ADJ
easat-7709	311	63	.	.	PUNCT
easat-7709	312	1	1534	1534	NUM
easat-7709	312	2	-	-	SYM
easat-7709	312	3	1544	1544	NUM
easat-7709	312	4	.	.	PUNCT
easat-7709	313	1	[	[	X
easat-7709	313	2	12	12	NUM
easat-7709	313	3	]	]	X
easat-7709	313	4	e.	e.	PROPN
easat-7709	313	5	kim	kim	PROPN
easat-7709	313	6	and	and	CCONJ
easat-7709	313	7	r.	r.	PROPN
easat-7709	313	8	klinger	klinger	PROPN
easat-7709	313	9	,	,	PUNCT
easat-7709	313	10	"	"	PUNCT
easat-7709	313	11	frowning	frown	VERB
easat-7709	313	12	frodo	frodo	NOUN
easat-7709	313	13	,	,	PUNCT
easat-7709	313	14	wincing	wince	VERB
easat-7709	313	15	leia	leia	NOUN
easat-7709	313	16	,	,	PUNCT
easat-7709	313	17	and	and	CCONJ
easat-7709	313	18	a	a	DET
easat-7709	313	19	seriously	seriously	ADV
easat-7709	313	20	great	great	ADJ
easat-7709	313	21	friendship	friendship	NOUN
easat-7709	313	22	:	:	PUNCT
easat-7709	313	23	learning	learn	VERB
easat-7709	313	24	to	to	PART
easat-7709	313	25	classify	classify	VERB
easat-7709	313	26	emotional	emotional	ADJ
easat-7709	313	27	relationships	relationship	NOUN
easat-7709	313	28	of	of	ADP
easat-7709	313	29	fictional	fictional	ADJ
easat-7709	313	30	characters	character	NOUN
easat-7709	313	31	,	,	PUNCT
easat-7709	313	32	"	"	PUNCT
easat-7709	313	33	in	in	ADP
easat-7709	313	34	proceedings	proceeding	NOUN
easat-7709	313	35	of	of	ADP
easat-7709	313	36	naacl	naacl	PROPN
easat-7709	313	37	2019	2019	NUM
easat-7709	313	38	,	,	PUNCT
easat-7709	313	39	2019	2019	NUM
easat-7709	313	40	.	.	PUNCT
easat-7709	314	1	[	[	X
easat-7709	314	2	13	13	NUM
easat-7709	314	3	]	]	X
easat-7709	314	4	d.	d.	PROPN
easat-7709	314	5	elson	elson	PROPN
easat-7709	314	6	and	and	CCONJ
easat-7709	314	7	k.	k.	PROPN
easat-7709	314	8	mckeown	mckeown	PROPN
easat-7709	314	9	,	,	PUNCT
easat-7709	314	10	"	"	PUNCT
easat-7709	314	11	automatic	automatic	ADJ
easat-7709	314	12	attribution	attribution	NOUN
easat-7709	314	13	of	of	ADP
easat-7709	314	14	quoted	quote	VERB
easat-7709	314	15	speech	speech	NOUN
easat-7709	314	16	in	in	ADP
easat-7709	314	17	literary	literary	ADJ
easat-7709	314	18	narrative	narrative	NOUN
easat-7709	314	19	,	,	PUNCT
easat-7709	314	20	"	"	PUNCT
easat-7709	314	21	in	in	ADP
easat-7709	314	22	proceedings	proceeding	NOUN
easat-7709	314	23	of	of	ADP
easat-7709	314	24	the	the	DET
easat-7709	314	25	aaai	aaai	PROPN
easat-7709	314	26	conference	conference	NOUN
easat-7709	314	27	on	on	ADP
easat-7709	314	28	artificial	artificial	ADJ
easat-7709	314	29	intelligence	intelligence	NOUN
easat-7709	314	30	,	,	PUNCT
easat-7709	314	31	2010	2010	NUM
easat-7709	314	32	,	,	PUNCT
easat-7709	314	33	vol	vol	NOUN
easat-7709	314	34	.	.	PROPN
easat-7709	314	35	24	24	NUM
easat-7709	314	36	,	,	PUNCT
easat-7709	314	37	no	no	INTJ
easat-7709	314	38	.	.	NOUN
easat-7709	314	39	1	1	NUM
easat-7709	314	40	,	,	PUNCT
easat-7709	314	41	pp	pp	ADJ
easat-7709	314	42	.	.	PUNCT
easat-7709	314	43	1013	1013	NUM
easat-7709	314	44	-	-	SYM
easat-7709	314	45	1019	1019	NUM
easat-7709	314	46	.	.	PUNCT
easat-7709	315	1	[	[	X
easat-7709	315	2	14	14	NUM
easat-7709	315	3	]	]	X
easat-7709	315	4	h.	h.	PROPN
easat-7709	315	5	he	he	PROPN
easat-7709	315	6	,	,	PUNCT
easat-7709	315	7	d.	d.	PROPN
easat-7709	315	8	barbosa	barbosa	PROPN
easat-7709	315	9	,	,	PUNCT
easat-7709	315	10	and	and	CCONJ
easat-7709	315	11	g.	g.	PROPN
easat-7709	315	12	kondrak	kondrak	PROPN
easat-7709	315	13	,	,	PUNCT
easat-7709	315	14	"	"	PUNCT
easat-7709	315	15	identification	identification	NOUN
easat-7709	315	16	of	of	ADP
easat-7709	315	17	speakers	speaker	NOUN
easat-7709	315	18	in	in	ADP
easat-7709	315	19	novels	novel	NOUN
easat-7709	315	20	,	,	PUNCT
easat-7709	315	21	"	"	PUNCT
easat-7709	315	22	in	in	ADP
easat-7709	315	23	proceedings	proceeding	NOUN
easat-7709	315	24	of	of	ADP
easat-7709	315	25	the	the	DET
easat-7709	315	26	51st	51st	ADJ
easat-7709	315	27	annual	annual	ADJ
easat-7709	315	28	meeting	meeting	NOUN
easat-7709	315	29	of	of	ADP
easat-7709	315	30	the	the	DET
easat-7709	315	31	association	association	NOUN
easat-7709	315	32	for	for	ADP
easat-7709	315	33	computational	computational	ADJ
easat-7709	315	34	linguistics	linguistic	NOUN
easat-7709	315	35	(	(	PUNCT
easat-7709	315	36	volume	volume	NOUN
easat-7709	315	37	1	1	NUM
easat-7709	315	38	:	:	PUNCT
easat-7709	315	39	long	long	ADJ
easat-7709	315	40	papers	paper	NOUN
easat-7709	315	41	)	)	PUNCT
easat-7709	315	42	,	,	PUNCT
easat-7709	315	43	2013	2013	NUM
easat-7709	315	44	,	,	PUNCT
easat-7709	315	45	pp	pp	ADJ
easat-7709	315	46	.	.	PUNCT
easat-7709	315	47	1312	1312	NUM
easat-7709	315	48	-	-	SYM
easat-7709	315	49	1320	1320	NUM
easat-7709	315	50	.	.	PUNCT
easat-7709	316	1	[	[	X
easat-7709	316	2	15	15	NUM
easat-7709	316	3	]	]	X
easat-7709	316	4	a.	a.	NOUN
easat-7709	316	5	makazhanov	makazhanov	PROPN
easat-7709	316	6	,	,	PUNCT
easat-7709	316	7	d.	d.	PROPN
easat-7709	316	8	barbosa	barbosa	PROPN
easat-7709	316	9	,	,	PUNCT
easat-7709	316	10	and	and	CCONJ
easat-7709	316	11	g.	g.	PROPN
easat-7709	316	12	kondrak	kondrak	PROPN
easat-7709	316	13	,	,	PUNCT
easat-7709	316	14	"	"	PUNCT
easat-7709	316	15	extracting	extract	VERB
easat-7709	316	16	family	family	NOUN
easat-7709	316	17	relationship	relationship	NOUN
easat-7709	316	18	networks	network	NOUN
easat-7709	316	19	from	from	ADP
easat-7709	316	20	novels	novel	NOUN
easat-7709	316	21	,	,	PUNCT
easat-7709	316	22	"	"	PUNCT
easat-7709	316	23	in	in	ADP
easat-7709	316	24	proceedings	proceeding	NOUN
easat-7709	316	25	of	of	ADP
easat-7709	316	26	the	the	DET
easat-7709	316	27	3rd	3rd	ADJ
easat-7709	316	28	workshop	workshop	NOUN
easat-7709	316	29	on	on	ADP
easat-7709	316	30	computational	computational	ADJ
easat-7709	316	31	linguistics	linguistic	NOUN
easat-7709	316	32	for	for	ADP
easat-7709	316	33	literature	literature	NOUN
easat-7709	316	34	,	,	PUNCT
easat-7709	316	35	acl	acl	PROPN
easat-7709	316	36	2014	2014	NUM
easat-7709	316	37	,	,	PUNCT
easat-7709	316	38	2014	2014	NUM
easat-7709	316	39	.	.	PUNCT
easat-7709	317	1	[	[	X
easat-7709	317	2	16	16	NUM
easat-7709	317	3	]	]	X
easat-7709	317	4	c.	c.	PROPN
easat-7709	317	5	cuesta	cuesta	PROPN
easat-7709	317	6	-	-	PUNCT
easat-7709	317	7	lazaro	lazaro	NOUN
easat-7709	317	8	,	,	PUNCT
easat-7709	317	9	a.	a.	NOUN
easat-7709	317	10	prasad	prasad	PROPN
easat-7709	317	11	,	,	PUNCT
easat-7709	317	12	and	and	CCONJ
easat-7709	317	13	t.	t.	NOUN
easat-7709	317	14	wood	wood	NOUN
easat-7709	317	15	,	,	PUNCT
easat-7709	317	16	"	"	PUNCT
easat-7709	317	17	what	what	PRON
easat-7709	317	18	does	do	AUX
easat-7709	317	19	the	the	DET
easat-7709	317	20	sea	sea	NOUN
easat-7709	317	21	say	say	VERB
easat-7709	317	22	to	to	ADP
easat-7709	317	23	the	the	DET
easat-7709	317	24	shore	shore	NOUN
easat-7709	317	25	?	?	PUNCT
easat-7709	318	1	a	a	DET
easat-7709	318	2	bert	bert	NOUN
easat-7709	318	3	based	base	VERB
easat-7709	318	4	dst	dst	PROPN
easat-7709	318	5	style	style	NOUN
easat-7709	318	6	approach	approach	NOUN
easat-7709	318	7	for	for	ADP
easat-7709	318	8	speaker	speaker	NOUN
easat-7709	318	9	to	to	ADP
easat-7709	318	10	dialogue	dialogue	NOUN
easat-7709	318	11	attribution	attribution	NOUN
easat-7709	318	12	in	in	ADP
easat-7709	318	13	novels	novel	NOUN
easat-7709	318	14	,	,	PUNCT
easat-7709	318	15	"	"	PUNCT
easat-7709	318	16	in	in	ADP
easat-7709	318	17	proceedings	proceeding	NOUN
easat-7709	318	18	of	of	ADP
easat-7709	318	19	the	the	DET
easat-7709	318	20	60th	60th	ADJ
easat-7709	318	21	annual	annual	ADJ
easat-7709	318	22	meeting	meeting	NOUN
easat-7709	318	23	of	of	ADP
easat-7709	318	24	the	the	DET
easat-7709	318	25	association	association	NOUN
easat-7709	318	26	for	for	ADP
easat-7709	318	27	computational	computational	ADJ
easat-7709	318	28	linguistics	linguistic	NOUN
easat-7709	318	29	(	(	PUNCT
easat-7709	318	30	volume	volume	NOUN
easat-7709	318	31	1	1	NUM
easat-7709	318	32	:	:	PUNCT
easat-7709	318	33	long	long	ADJ
easat-7709	318	34	papers	paper	NOUN
easat-7709	318	35	)	)	PUNCT
easat-7709	318	36	,	,	PUNCT
easat-7709	318	37	2022	2022	NUM
easat-7709	318	38	,	,	PUNCT
easat-7709	318	39	pp	pp	ADJ
easat-7709	318	40	.	.	PUNCT
easat-7709	319	1	5820	5820	NUM
easat-7709	319	2	-	-	SYM
easat-7709	319	3	5829	5829	NUM
easat-7709	319	4	.	.	PUNCT
easat-7709	320	1	[	[	X
easat-7709	320	2	17	17	NUM
easat-7709	320	3	]	]	PUNCT
easat-7709	320	4	m.	m.	NOUN
easat-7709	320	5	everingham	everingham	PROPN
easat-7709	320	6	,	,	PUNCT
easat-7709	320	7	j.	j.	PROPN
easat-7709	320	8	sivic	sivic	PROPN
easat-7709	320	9	,	,	PUNCT
easat-7709	320	10	and	and	CCONJ
easat-7709	320	11	a.	a.	NOUN
easat-7709	320	12	zisserman	zisserman	PROPN
easat-7709	320	13	,	,	PUNCT
easat-7709	320	14	"	"	PUNCT
easat-7709	320	15	hello	hello	INTJ
easat-7709	320	16	!	!	PUNCT
easat-7709	321	1	my	my	PRON
easat-7709	321	2	name	name	NOUN
easat-7709	321	3	is	be	AUX
easat-7709	321	4	...	...	PUNCT
easat-7709	321	5	buffy''--automatic	buffy''--automatic	ADJ
easat-7709	321	6	naming	naming	NOUN
easat-7709	321	7	of	of	ADP
easat-7709	321	8	characters	character	NOUN
easat-7709	321	9	in	in	ADP
easat-7709	321	10	tv	tv	NOUN
easat-7709	321	11	video	video	NOUN
easat-7709	321	12	,	,	PUNCT
easat-7709	321	13	"	"	PUNCT
easat-7709	321	14	in	in	ADP
easat-7709	321	15	proceedings	proceeding	NOUN
easat-7709	321	16	of	of	ADP
easat-7709	321	17	bmvc	bmvc	NOUN
easat-7709	321	18	2006	2006	NUM
easat-7709	321	19	,	,	PUNCT
easat-7709	321	20	2006	2006	NUM
easat-7709	321	21	,	,	PUNCT
easat-7709	321	22	vol	vol	NOUN
easat-7709	321	23	.	.	PROPN
easat-7709	322	1	2	2	NUM
easat-7709	322	2	,	,	PUNCT
easat-7709	322	3	no	no	INTJ
easat-7709	322	4	.	.	NOUN
easat-7709	323	1	4	4	NUM
easat-7709	323	2	:	:	PUNCT
easat-7709	323	3	citeseer	citeseer	NOUN
easat-7709	323	4	,	,	PUNCT
easat-7709	323	5	p.	p.	NOUN
easat-7709	323	6	6	6	NUM
easat-7709	323	7	.	.	PUNCT
easat-7709	324	1	[	[	X
easat-7709	324	2	18	18	NUM
easat-7709	324	3	]	]	PUNCT
easat-7709	324	4	v.	v.	CCONJ
easat-7709	324	5	ramanathan	ramanathan	PROPN
easat-7709	324	6	,	,	PUNCT
easat-7709	324	7	a.	a.	PROPN
easat-7709	324	8	joulin	joulin	PROPN
easat-7709	324	9	,	,	PUNCT
easat-7709	324	10	p.	p.	PROPN
easat-7709	324	11	liang	liang	PROPN
easat-7709	324	12	,	,	PUNCT
easat-7709	324	13	and	and	CCONJ
easat-7709	324	14	l.	l.	PROPN
easat-7709	324	15	fei	fei	PROPN
easat-7709	324	16	-	-	PUNCT
easat-7709	324	17	fei	fei	PROPN
easat-7709	324	18	,	,	PUNCT
easat-7709	324	19	"	"	PUNCT
easat-7709	324	20	linking	link	VERB
easat-7709	324	21	people	people	NOUN
easat-7709	324	22	in	in	ADP
easat-7709	324	23	videos	video	NOUN
easat-7709	324	24	with	with	ADP
easat-7709	324	25	“	"	PUNCT
easat-7709	324	26	their	their	PRON
easat-7709	324	27	”	"	PUNCT
easat-7709	324	28	names	name	NOUN
easat-7709	324	29	using	use	VERB
easat-7709	324	30	coreference	coreference	NOUN
easat-7709	324	31	resolution	resolution	NOUN
easat-7709	324	32	,	,	PUNCT
easat-7709	324	33	"	"	PUNCT
easat-7709	324	34	presented	present	VERB
easat-7709	324	35	at	at	ADP
easat-7709	324	36	the	the	DET
easat-7709	324	37	computer	computer	NOUN
easat-7709	324	38	vision	vision	NOUN
easat-7709	324	39	–	–	PUNCT
easat-7709	324	40	eccv	eccv	ADJ
easat-7709	324	41	2014	2014	NUM
easat-7709	324	42	:	:	PUNCT
easat-7709	324	43	13th	13th	ADJ
easat-7709	324	44	european	european	PROPN
easat-7709	324	45	conference	conference	PROPN
easat-7709	324	46	,	,	PUNCT
easat-7709	324	47	zurich	zurich	PROPN
easat-7709	324	48	,	,	PUNCT
easat-7709	324	49	switzerland	switzerland	PROPN
easat-7709	324	50	,	,	PUNCT
easat-7709	324	51	september	september	PROPN
easat-7709	324	52	6	6	NUM
easat-7709	324	53	-	-	SYM
easat-7709	324	54	12	12	NUM
easat-7709	324	55	,	,	PUNCT
easat-7709	324	56	2014	2014	NUM
easat-7709	324	57	,	,	PUNCT
easat-7709	324	58	proceedings	proceeding	NOUN
easat-7709	324	59	,	,	PUNCT
easat-7709	324	60	part	part	NOUN
easat-7709	324	61	i	i	PRON
easat-7709	324	62	13	13	NUM
easat-7709	324	63	,	,	PUNCT
easat-7709	324	64	2014	2014	NUM
easat-7709	324	65	.	.	PUNCT
easat-7709	325	1	[	[	X
easat-7709	325	2	19	19	NUM
easat-7709	325	3	]	]	PUNCT
easat-7709	325	4	m.	m.	NOUN
easat-7709	325	5	tapaswi	tapaswi	PROPN
easat-7709	325	6	,	,	PUNCT
easat-7709	325	7	m.	m.	NOUN
easat-7709	325	8	bauml	bauml	NOUN
easat-7709	325	9	,	,	PUNCT
easat-7709	325	10	and	and	CCONJ
easat-7709	325	11	r.	r.	PROPN
easat-7709	325	12	stiefelhagen	stiefelhagen	PROPN
easat-7709	325	13	,	,	PUNCT
easat-7709	325	14	"	"	PUNCT
easat-7709	325	15	storygraphs	storygraph	NOUN
easat-7709	325	16	:	:	PUNCT
easat-7709	325	17	visualizing	visualize	VERB
easat-7709	325	18	character	character	NOUN
easat-7709	325	19	interactions	interaction	NOUN
easat-7709	325	20	as	as	ADP
easat-7709	325	21	a	a	DET
easat-7709	325	22	timeline	timeline	NOUN
easat-7709	325	23	,	,	PUNCT
easat-7709	325	24	"	"	PUNCT
easat-7709	325	25	in	in	ADP
easat-7709	325	26	proceedings	proceeding	NOUN
easat-7709	325	27	of	of	ADP
easat-7709	325	28	the	the	DET
easat-7709	325	29	ieee	ieee	NOUN
easat-7709	325	30	conference	conference	NOUN
easat-7709	325	31	on	on	ADP
easat-7709	325	32	computer	computer	NOUN
easat-7709	325	33	vision	vision	NOUN
easat-7709	325	34	and	and	CCONJ
easat-7709	325	35	pattern	pattern	NOUN
easat-7709	325	36	recognition	recognition	NOUN
easat-7709	325	37	,	,	PUNCT
easat-7709	325	38	2014	2014	NUM
easat-7709	325	39	,	,	PUNCT
easat-7709	325	40	pp	pp	ADJ
easat-7709	325	41	.	.	PUNCT
easat-7709	326	1	827	827	NUM
easat-7709	326	2	-	-	SYM
easat-7709	326	3	834	834	NUM
easat-7709	326	4	.	.	PUNCT
easat-7709	327	1	[	[	X
easat-7709	327	2	20	20	NUM
easat-7709	327	3	]	]	X
easat-7709	327	4	y.	y.	PROPN
easat-7709	327	5	hu	hu	PROPN
easat-7709	327	6	,	,	PUNCT
easat-7709	327	7	j.	j.	PROPN
easat-7709	327	8	s.	s.	PROPN
easat-7709	327	9	ren	ren	PROPN
easat-7709	327	10	,	,	PUNCT
easat-7709	327	11	j.	j.	PROPN
easat-7709	327	12	dai	dai	PROPN
easat-7709	327	13	,	,	PUNCT
easat-7709	327	14	c.	c.	PROPN
easat-7709	327	15	yuan	yuan	PROPN
easat-7709	327	16	,	,	PUNCT
easat-7709	327	17	l.	l.	PROPN
easat-7709	327	18	xu	xu	PROPN
easat-7709	327	19	,	,	PUNCT
easat-7709	327	20	and	and	CCONJ
easat-7709	327	21	w.	w.	PROPN
easat-7709	327	22	wang	wang	PROPN
easat-7709	327	23	,	,	PUNCT
easat-7709	327	24	"	"	PUNCT
easat-7709	327	25	deep	deep	ADJ
easat-7709	327	26	multimodal	multimodal	NOUN
easat-7709	327	27	speaker	speaker	NOUN
easat-7709	327	28	naming	naming	NOUN
easat-7709	327	29	,	,	PUNCT
easat-7709	327	30	"	"	PUNCT
easat-7709	327	31	in	in	ADP
easat-7709	327	32	proceedings	proceeding	NOUN
easat-7709	327	33	of	of	ADP
easat-7709	327	34	the	the	DET
easat-7709	327	35	23rd	23rd	ADJ
easat-7709	327	36	acm	acm	PROPN
easat-7709	327	37	international	international	ADJ
easat-7709	327	38	conference	conference	NOUN
easat-7709	327	39	on	on	ADP
easat-7709	327	40	multimedia	multimedia	NOUN
easat-7709	327	41	,	,	PUNCT
easat-7709	327	42	2015	2015	NUM
easat-7709	327	43	,	,	PUNCT
easat-7709	327	44	pp	pp	ADJ
easat-7709	327	45	.	.	PUNCT
easat-7709	328	1	1107	1107	NUM
easat-7709	328	2	-	-	SYM
easat-7709	328	3	1110	1110	NUM
easat-7709	328	4	.	.	PUNCT
easat-7709	329	1	[	[	X
easat-7709	329	2	21	21	NUM
easat-7709	329	3	]	]	X
easat-7709	329	4	m.-l	m.-l	PROPN
easat-7709	329	5	.	.	PUNCT
easat-7709	330	1	haurilet	haurilet	PROPN
easat-7709	330	2	,	,	PUNCT
easat-7709	330	3	m.	m.	NOUN
easat-7709	330	4	tapaswi	tapaswi	PROPN
easat-7709	330	5	,	,	PUNCT
easat-7709	330	6	z.	z.	PROPN
easat-7709	330	7	al	al	PROPN
easat-7709	330	8	-	-	PUNCT
easat-7709	330	9	halah	halah	PROPN
easat-7709	330	10	,	,	PUNCT
easat-7709	330	11	and	and	CCONJ
easat-7709	330	12	r.	r.	PROPN
easat-7709	330	13	stiefelhagen	stiefelhagen	PROPN
easat-7709	330	14	,	,	PUNCT
easat-7709	330	15	"	"	PUNCT
easat-7709	330	16	naming	name	VERB
easat-7709	330	17	tv	tv	NOUN
easat-7709	330	18	characters	character	NOUN
easat-7709	330	19	by	by	ADP
easat-7709	330	20	watching	watch	VERB
easat-7709	330	21	and	and	CCONJ
easat-7709	330	22	analyzing	analyze	VERB
easat-7709	330	23	dialogs	dialog	NOUN
easat-7709	330	24	,	,	PUNCT
easat-7709	330	25	"	"	PUNCT
easat-7709	330	26	presented	present	VERB
easat-7709	330	27	at	at	ADP
easat-7709	330	28	the	the	DET
easat-7709	330	29	2016	2016	NUM
easat-7709	330	30	ieee	ieee	NOUN
easat-7709	330	31	winter	winter	NOUN
easat-7709	330	32	conference	conference	NOUN
easat-7709	330	33	on	on	ADP
easat-7709	330	34	applications	application	NOUN
easat-7709	330	35	of	of	ADP
easat-7709	330	36	computer	computer	NOUN
easat-7709	330	37	vision	vision	NOUN
easat-7709	330	38	(	(	PUNCT
easat-7709	330	39	wacv	wacv	NOUN
easat-7709	330	40	)	)	PUNCT
easat-7709	330	41	,	,	PUNCT
easat-7709	330	42	2016	2016	NUM
easat-7709	330	43	.	.	PUNCT
easat-7709	331	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN