id	sid	tid	token	lemma	pos
futech-459	1	1	ah	ah	INTJ
futech-459	1	2	.	.	PUNCT
futech-459	1	3	kachare	kachare	PROPN
futech-459	1	4	et	et	PROPN
futech-459	1	5	al	al	PROPN
futech-459	1	6	.	.	PROPN
futech-459	1	7	/future	/future	PUNCT
futech-459	1	8	technology	technology	PROPN
futech-459	1	9	november	november	PROPN
futech-459	1	10	2025|	2025|	NUM
futech-459	1	11	volume	volume	NOUN
futech-459	1	12	04	04	NUM
futech-459	2	1	|	|	ADV
futech-459	2	2	issue	issue	VERB
futech-459	2	3	04	04	NUM
futech-459	3	1	|	|	CCONJ
futech-459	3	2	pages	page	VERB
futech-459	3	3	138	138	NUM
futech-459	3	4	-	-	SYM
futech-459	3	5	145	145	NUM
futech-459	3	6	138	138	NUM
futech-459	3	7	article	article	NOUN
futech-459	3	8	fnet	fnet	NOUN
futech-459	3	9	-	-	PUNCT
futech-459	3	10	gpt	gpt	NOUN
futech-459	3	11	:	:	PUNCT
futech-459	3	12	fourier	fourier	NOUN
futech-459	3	13	-	-	PUNCT
futech-459	3	14	based	base	VERB
futech-459	3	15	lightweight	lightweight	ADJ
futech-459	3	16	transformer	transformer	NOUN
futech-459	3	17	for	for	ADP
futech-459	3	18	emotion	emotion	NOUN
futech-459	3	19	-	-	PUNCT
futech-459	3	20	aware	aware	ADJ
futech-459	3	21	text	text	NOUN
futech-459	3	22	generation	generation	NOUN
futech-459	3	23	using	use	VERB
futech-459	3	24	gpt	gpt	NOUN
futech-459	3	25	atul	atul	NOUN
futech-459	3	26	haribhau	haribhau	ADP
futech-459	3	27	kachare1,2	kachare1,2	PROPN
futech-459	3	28	*	*	PROPN
futech-459	3	29	,	,	PUNCT
futech-459	3	30	chandrashekhar	chandrashekhar	PROPN
futech-459	3	31	goswami1	goswami1	PROPN
futech-459	3	32	,	,	PUNCT
futech-459	3	33	ashutosh	ashutosh	PROPN
futech-459	3	34	gupta1	gupta1	PROPN
futech-459	3	35	,	,	PUNCT
futech-459	3	36	d.s	d.s	PROPN
futech-459	3	37	.	.	PROPN
futech-459	3	38	chouhan3	chouhan3	PROPN
futech-459	3	39	1department	1department	NUM
futech-459	3	40	of	of	ADP
futech-459	3	41	computer	computer	NOUN
futech-459	3	42	science	science	PROPN
futech-459	3	43	&	&	CCONJ
futech-459	3	44	engineering	engineering	PROPN
futech-459	3	45	,	,	PUNCT
futech-459	3	46	sir	sir	NOUN
futech-459	3	47	padampat	padampat	PROPN
futech-459	3	48	singhania	singhania	PROPN
futech-459	3	49	university	university	PROPN
futech-459	3	50	,	,	PUNCT
futech-459	3	51	udaipur	udaipur	PROPN
futech-459	3	52	,	,	PUNCT
futech-459	3	53	rajasthan	rajasthan	PROPN
futech-459	3	54	,	,	PUNCT
futech-459	3	55	india	india	PROPN
futech-459	3	56	2department	2department	NUM
futech-459	3	57	of	of	ADP
futech-459	3	58	computer	computer	NOUN
futech-459	3	59	engineering	engineering	NOUN
futech-459	3	60	,	,	PUNCT
futech-459	3	61	shah	shah	PROPN
futech-459	3	62	&	&	CCONJ
futech-459	3	63	anchor	anchor	PROPN
futech-459	3	64	kutchhi	kutchhi	PROPN
futech-459	3	65	engineering	engineering	PROPN
futech-459	3	66	college	college	PROPN
futech-459	3	67	,	,	PUNCT
futech-459	3	68	mumbai	mumbai	PROPN
futech-459	3	69	,	,	PUNCT
futech-459	3	70	maharashtra	maharashtra	PROPN
futech-459	3	71	,	,	PUNCT
futech-459	3	72	india	india	PROPN
futech-459	3	73	3department	3department	PROPN
futech-459	3	74	of	of	ADP
futech-459	3	75	mathematics	mathematic	NOUN
futech-459	3	76	,	,	PUNCT
futech-459	3	77	sir	sir	NOUN
futech-459	3	78	padampat	padampat	PROPN
futech-459	3	79	singhania	singhania	PROPN
futech-459	3	80	university	university	PROPN
futech-459	3	81	,	,	PUNCT
futech-459	3	82	udaipur	udaipur	PROPN
futech-459	3	83	,	,	PUNCT
futech-459	3	84	rajasthan	rajasthan	PROPN
futech-459	3	85	,	,	PUNCT
futech-459	3	86	india	india	PROPN
futech-459	3	87	a	a	DET
futech-459	3	88	r	r	NOUN
futech-459	3	89	t	t	NOUN
futech-459	4	1	i	i	PRON
futech-459	4	2	c	c	NOUN
futech-459	4	3	l	l	NOUN
futech-459	4	4	e	e	NOUN
futech-459	5	1	i	i	PRON
futech-459	5	2	n	n	VERB
futech-459	5	3	f	f	NOUN
futech-459	5	4	o	o	NOUN
futech-459	5	5	article	article	NOUN
futech-459	5	6	history	history	NOUN
futech-459	5	7	:	:	PUNCT
futech-459	5	8	received	receive	VERB
futech-459	5	9	15	15	NUM
futech-459	5	10	june	june	PROPN
futech-459	5	11	2025	2025	NUM
futech-459	5	12	received	receive	VERB
futech-459	5	13	in	in	ADP
futech-459	5	14	revised	revise	VERB
futech-459	5	15	form	form	NOUN
futech-459	5	16	25	25	NUM
futech-459	5	17	july	july	PROPN
futech-459	5	18	2025	2025	NUM
futech-459	5	19	accepted	accept	VERB
futech-459	5	20	13	13	NUM
futech-459	5	21	august	august	PROPN
futech-459	5	22	2025	2025	NUM
futech-459	5	23	keywords	keyword	NOUN
futech-459	5	24	:	:	PUNCT
futech-459	5	25	story	story	NOUN
futech-459	5	26	generation	generation	NOUN
futech-459	5	27	,	,	PUNCT
futech-459	5	28	emotionally	emotionally	ADV
futech-459	5	29	aware	aware	ADJ
futech-459	5	30	narration	narration	NOUN
futech-459	5	31	,	,	PUNCT
futech-459	5	32	fnet	fnet	NOUN
futech-459	5	33	,	,	PUNCT
futech-459	5	34	gpt-2	gpt-2	NUM
futech-459	5	35	,	,	PUNCT
futech-459	5	36	natural	natural	ADJ
futech-459	5	37	language	language	NOUN
futech-459	5	38	processing	processing	NOUN
futech-459	5	39	*	*	PUNCT
futech-459	5	40	corresponding	correspond	VERB
futech-459	5	41	author	author	NOUN
futech-459	5	42	email	email	NOUN
futech-459	5	43	address	address	NOUN
futech-459	5	44	:	:	PUNCT
futech-459	5	45	atul.kachare@spsu.ac.in	atul.kachare@spsu.ac.in	PUNCT
futech-459	5	46	doi	doi	NOUN
futech-459	5	47	:	:	PUNCT
futech-459	5	48	10.55670	10.55670	NUM
futech-459	5	49	/	/	SYM
futech-459	5	50	fpll.futech.4.4.12	fpll.futech.4.4.12	PROPN
futech-459	5	51	a	a	DET
futech-459	5	52	b	b	NOUN
futech-459	5	53	s	s	ADP
futech-459	5	54	t	t	PROPN
futech-459	5	55	r	r	NOUN
futech-459	5	56	a	a	DET
futech-459	5	57	c	c	NOUN
futech-459	5	58	t	t	NOUN
futech-459	5	59	neural	neural	ADJ
futech-459	5	60	story	story	NOUN
futech-459	5	61	generation	generation	NOUN
futech-459	5	62	models	model	NOUN
futech-459	5	63	have	have	VERB
futech-459	5	64	two	two	NUM
futech-459	5	65	significant	significant	ADJ
futech-459	5	66	challenges	challenge	NOUN
futech-459	5	67	:	:	PUNCT
futech-459	5	68	(	(	PUNCT
futech-459	5	69	1	1	X
futech-459	5	70	)	)	PUNCT
futech-459	5	71	coherence	coherence	NOUN
futech-459	5	72	over	over	ADP
futech-459	5	73	narrative	narrative	NOUN
futech-459	5	74	structure	structure	NOUN
futech-459	5	75	,	,	PUNCT
futech-459	5	76	especially	especially	ADV
futech-459	5	77	long	long	ADJ
futech-459	5	78	-	-	PUNCT
futech-459	5	79	range	range	NOUN
futech-459	5	80	dependencies	dependency	NOUN
futech-459	5	81	,	,	PUNCT
futech-459	5	82	and	and	CCONJ
futech-459	5	83	(	(	PUNCT
futech-459	5	84	2	2	X
futech-459	5	85	)	)	PUNCT
futech-459	5	86	emotional	emotional	ADJ
futech-459	5	87	coherence	coherence	NOUN
futech-459	5	88	and	and	CCONJ
futech-459	5	89	consistency	consistency	NOUN
futech-459	5	90	,	,	PUNCT
futech-459	5	91	generally	generally	ADV
futech-459	5	92	producing	produce	VERB
futech-459	5	93	redundant	redundant	ADJ
futech-459	5	94	or	or	CCONJ
futech-459	5	95	incoherent	incoherent	ADJ
futech-459	5	96	narration	narration	NOUN
futech-459	5	97	.	.	PUNCT
futech-459	6	1	a	a	DET
futech-459	6	2	new	new	ADJ
futech-459	6	3	,	,	PUNCT
futech-459	6	4	emotionally	emotionally	ADV
futech-459	6	5	intelligent	intelligent	ADJ
futech-459	6	6	two	two	NUM
futech-459	6	7	-	-	PUNCT
futech-459	6	8	stage	stage	NOUN
futech-459	6	9	short	short	ADJ
futech-459	6	10	story	story	NOUN
futech-459	6	11	generation	generation	NOUN
futech-459	6	12	model	model	NOUN
futech-459	6	13	is	be	AUX
futech-459	6	14	presented	present	VERB
futech-459	6	15	by	by	ADP
futech-459	6	16	combining	combine	VERB
futech-459	6	17	gpt-2	gpt-2	X
futech-459	6	18	with	with	ADP
futech-459	6	19	a	a	DET
futech-459	6	20	tailored	tailor	VERB
futech-459	6	21	fnet	fnet	ADJ
futech-459	6	22	model	model	NOUN
futech-459	6	23	,	,	PUNCT
futech-459	6	24	a	a	DET
futech-459	6	25	light	light	ADJ
futech-459	6	26	transformer	transformer	NOUN
futech-459	6	27	architecture	architecture	NOUN
futech-459	6	28	substituting	substitute	VERB
futech-459	6	29	standard	standard	ADJ
futech-459	6	30	self	self	NOUN
futech-459	6	31	-	-	PUNCT
futech-459	6	32	attention	attention	NOUN
futech-459	6	33	with	with	ADP
futech-459	6	34	fourier	fouri	ADJ
futech-459	6	35	transform	transform	NOUN
futech-459	6	36	layers	layer	NOUN
futech-459	6	37	to	to	PART
futech-459	6	38	improve	improve	VERB
futech-459	6	39	semantic	semantic	ADJ
futech-459	6	40	and	and	CCONJ
futech-459	6	41	emotional	emotional	ADJ
futech-459	6	42	relationship	relationship	NOUN
futech-459	6	43	capture	capture	NOUN
futech-459	6	44	in	in	ADP
futech-459	6	45	text	text	NOUN
futech-459	6	46	.	.	PUNCT
futech-459	7	1	the	the	DET
futech-459	7	2	first	first	ADJ
futech-459	7	3	stage	stage	NOUN
futech-459	7	4	employs	employ	VERB
futech-459	7	5	gpt-2	gpt-2	PUNCT
futech-459	7	6	to	to	PART
futech-459	7	7	generate	generate	VERB
futech-459	7	8	a	a	DET
futech-459	7	9	list	list	NOUN
futech-459	7	10	of	of	ADP
futech-459	7	11	input	input	NOUN
futech-459	7	12	candidate	candidate	NOUN
futech-459	7	13	sentences	sentence	NOUN
futech-459	7	14	,	,	PUNCT
futech-459	7	15	a	a	DET
futech-459	7	16	question	question	NOUN
futech-459	7	17	,	,	PUNCT
futech-459	7	18	an	an	DET
futech-459	7	19	answer	answer	NOUN
futech-459	7	20	,	,	PUNCT
futech-459	7	21	and	and	CCONJ
futech-459	7	22	an	an	DET
futech-459	7	23	emotional	emotional	ADJ
futech-459	7	24	state	state	NOUN
futech-459	7	25	.	.	PUNCT
futech-459	8	1	the	the	DET
futech-459	8	2	candidate	candidate	NOUN
futech-459	8	3	sentences	sentence	NOUN
futech-459	8	4	are	be	AUX
futech-459	8	5	then	then	ADV
futech-459	8	6	filtered	filter	VERB
futech-459	8	7	using	use	VERB
futech-459	8	8	an	an	DET
futech-459	8	9	emotion	emotion	NOUN
futech-459	8	10	classifier	classifier	NOUN
futech-459	8	11	from	from	ADP
futech-459	8	12	distilroberta	distilroberta	NOUN
futech-459	8	13	to	to	PART
futech-459	8	14	keep	keep	VERB
futech-459	8	15	only	only	ADV
futech-459	8	16	those	those	PRON
futech-459	8	17	that	that	PRON
futech-459	8	18	adhere	adhere	VERB
futech-459	8	19	to	to	ADP
futech-459	8	20	a	a	DET
futech-459	8	21	desired	desire	VERB
futech-459	8	22	emotional	emotional	ADJ
futech-459	8	23	tone	tone	NOUN
futech-459	8	24	.	.	PUNCT
futech-459	9	1	the	the	DET
futech-459	9	2	filtered	filter	VERB
futech-459	9	3	sentences	sentence	NOUN
futech-459	9	4	are	be	AUX
futech-459	9	5	then	then	ADV
futech-459	9	6	fed	feed	VERB
futech-459	9	7	into	into	ADP
futech-459	9	8	a	a	DET
futech-459	9	9	fine	fine	ADV
futech-459	9	10	-	-	PUNCT
futech-459	9	11	tuned	tune	VERB
futech-459	9	12	fnet	fnet	ADJ
futech-459	9	13	model	model	NOUN
futech-459	9	14	,	,	PUNCT
futech-459	9	15	which	which	PRON
futech-459	9	16	examines	examine	VERB
futech-459	9	17	inter	inter	ADJ
futech-459	9	18	-	-	NOUN
futech-459	9	19	sentence	sentence	NOUN
futech-459	9	20	relationships	relationship	NOUN
futech-459	9	21	and	and	CCONJ
futech-459	9	22	enforces	enforce	VERB
futech-459	9	23	emotional	emotional	ADJ
futech-459	9	24	coherence	coherence	NOUN
futech-459	9	25	to	to	PART
futech-459	9	26	generate	generate	VERB
futech-459	9	27	a	a	DET
futech-459	9	28	coherent	coherent	ADJ
futech-459	9	29	and	and	CCONJ
futech-459	9	30	emotionally	emotionally	ADV
futech-459	9	31	engaging	engaging	ADJ
futech-459	9	32	narrative	narrative	NOUN
futech-459	9	33	.	.	PUNCT
futech-459	10	1	an	an	DET
futech-459	10	2	empirical	empirical	ADJ
futech-459	10	3	comparison	comparison	NOUN
futech-459	10	4	using	use	VERB
futech-459	10	5	three	three	NUM
futech-459	10	6	benchmark	benchmark	ADJ
futech-459	10	7	datasets	dataset	NOUN
futech-459	10	8	demonstrates	demonstrate	VERB
futech-459	10	9	the	the	DET
futech-459	10	10	system	system	NOUN
futech-459	10	11	's	's	PART
futech-459	10	12	superiority	superiority	NOUN
futech-459	10	13	over	over	ADP
futech-459	10	14	earlier	early	ADJ
futech-459	10	15	state	state	NOUN
futech-459	10	16	-	-	PUNCT
futech-459	10	17	of	of	ADP
futech-459	10	18	-	-	PUNCT
futech-459	10	19	the	the	DET
futech-459	10	20	-	-	PUNCT
futech-459	10	21	art	art	NOUN
futech-459	10	22	approaches	approach	NOUN
futech-459	10	23	.	.	PUNCT
futech-459	11	1	the	the	DET
futech-459	11	2	fnet	fnet	ADJ
futech-459	11	3	model	model	NOUN
futech-459	11	4	achieves	achieve	VERB
futech-459	11	5	0.3093	0.3093	NUM
futech-459	11	6	in	in	ADP
futech-459	11	7	bleu-1	bleu-1	PROPN
futech-459	11	8	,	,	PUNCT
futech-459	11	9	outperforming	outperforming	NOUN
futech-459	11	10	plan	plan	NOUN
futech-459	11	11	-	-	PUNCT
futech-459	11	12	and	and	CCONJ
futech-459	11	13	-	-	PUNCT
futech-459	11	14	write	write	NOUN
futech-459	11	15	(	(	PUNCT
futech-459	11	16	0.0953	0.0953	NUM
futech-459	11	17	)	)	PUNCT
futech-459	11	18	and	and	CCONJ
futech-459	11	19	t	t	PROPN
futech-459	11	20	-	-	PUNCT
futech-459	11	21	cvae	cvae	NOUN
futech-459	11	22	(	(	PUNCT
futech-459	11	23	0.2574	0.2574	NUM
futech-459	11	24	)	)	PUNCT
futech-459	11	25	,	,	PUNCT
futech-459	11	26	with	with	ADP
futech-459	11	27	an	an	DET
futech-459	11	28	enhanced	enhanced	ADJ
futech-459	11	29	narrative	narrative	NOUN
futech-459	11	30	quality	quality	NOUN
futech-459	11	31	and	and	CCONJ
futech-459	11	32	lexical	lexical	ADJ
futech-459	11	33	coherence	coherence	NOUN
futech-459	11	34	with	with	ADP
futech-459	11	35	human	human	NOUN
futech-459	11	36	-	-	PUNCT
futech-459	11	37	written	write	VERB
futech-459	11	38	narratives	narrative	NOUN
futech-459	11	39	.	.	PUNCT
futech-459	12	1	the	the	DET
futech-459	12	2	story	story	NOUN
futech-459	12	3	coherence	coherence	NOUN
futech-459	12	4	and	and	CCONJ
futech-459	12	5	emotion	emotion	NOUN
futech-459	12	6	retention	retention	NOUN
futech-459	12	7	accuracies	accuracy	NOUN
futech-459	12	8	are	be	AUX
futech-459	12	9	85	85	NUM
futech-459	12	10	%	%	NOUN
futech-459	12	11	,	,	PUNCT
futech-459	12	12	67	67	NUM
futech-459	12	13	%	%	NOUN
futech-459	12	14	,	,	PUNCT
futech-459	12	15	and	and	CCONJ
futech-459	12	16	60	60	NUM
futech-459	12	17	%	%	NOUN
futech-459	12	18	for	for	ADP
futech-459	12	19	visual7w	visual7w	NOUN
futech-459	12	20	,	,	PUNCT
futech-459	12	21	rocstories	rocstorie	NOUN
futech-459	12	22	,	,	PUNCT
futech-459	12	23	and	and	CCONJ
futech-459	12	24	cornell	cornell	NOUN
futech-459	12	25	movie	movie	NOUN
futech-459	12	26	dialogs	dialog	NOUN
futech-459	12	27	datasets	dataset	NOUN
futech-459	12	28	.	.	PUNCT
futech-459	13	1	1	1	X
futech-459	13	2	.	.	X
futech-459	13	3	introduction	introduction	NOUN
futech-459	13	4	text	text	NOUN
futech-459	13	5	generation	generation	NOUN
futech-459	13	6	is	be	AUX
futech-459	13	7	a	a	DET
futech-459	13	8	process	process	NOUN
futech-459	13	9	of	of	ADP
futech-459	13	10	automatically	automatically	ADV
futech-459	13	11	creating	create	VERB
futech-459	13	12	text	text	NOUN
futech-459	13	13	that	that	PRON
futech-459	13	14	sounds	sound	VERB
futech-459	13	15	like	like	SCONJ
futech-459	13	16	it	it	PRON
futech-459	13	17	was	be	AUX
futech-459	13	18	written	write	VERB
futech-459	13	19	by	by	ADP
futech-459	13	20	a	a	DET
futech-459	13	21	human	human	NOUN
futech-459	13	22	,	,	PUNCT
futech-459	13	23	which	which	PRON
futech-459	13	24	is	be	AUX
futech-459	13	25	trending	trend	VERB
futech-459	13	26	in	in	ADP
futech-459	13	27	the	the	DET
futech-459	13	28	world	world	NOUN
futech-459	13	29	of	of	ADP
futech-459	13	30	artificial	artificial	ADJ
futech-459	13	31	intelligence	intelligence	NOUN
futech-459	13	32	(	(	PUNCT
futech-459	13	33	ai	ai	NOUN
futech-459	13	34	)	)	PUNCT
futech-459	13	35	.	.	PUNCT
futech-459	14	1	it	it	PRON
futech-459	14	2	has	have	VERB
futech-459	14	3	its	its	PRON
futech-459	14	4	roots	root	NOUN
futech-459	14	5	in	in	ADP
futech-459	14	6	the	the	DET
futech-459	14	7	early	early	ADJ
futech-459	14	8	days	day	NOUN
futech-459	14	9	of	of	ADP
futech-459	14	10	computational	computational	ADJ
futech-459	14	11	linguistics	linguistic	NOUN
futech-459	14	12	research	research	NOUN
futech-459	14	13	[	[	X
futech-459	14	14	1	1	NUM
futech-459	14	15	]	]	PUNCT
futech-459	14	16	.	.	PUNCT
futech-459	15	1	nowadays	nowadays	ADV
futech-459	15	2	,	,	PUNCT
futech-459	15	3	with	with	ADP
futech-459	15	4	modern	modern	ADJ
futech-459	15	5	text	text	NOUN
futech-459	15	6	generation	generation	NOUN
futech-459	15	7	models	model	NOUN
futech-459	15	8	and	and	CCONJ
futech-459	15	9	deep	deep	ADJ
futech-459	15	10	learning	learning	NOUN
futech-459	15	11	methods	method	NOUN
futech-459	15	12	like	like	ADP
futech-459	15	13	transformers	transformer	NOUN
futech-459	15	14	[	[	X
futech-459	15	15	2	2	NUM
futech-459	15	16	]	]	PUNCT
futech-459	15	17	,	,	PUNCT
futech-459	15	18	we	we	PRON
futech-459	15	19	can	can	AUX
futech-459	15	20	write	write	VERB
futech-459	15	21	a	a	DET
futech-459	15	22	text	text	NOUN
futech-459	15	23	that	that	PRON
futech-459	15	24	's	be	AUX
futech-459	15	25	not	not	PART
futech-459	15	26	only	only	ADV
futech-459	15	27	coherent	coherent	ADJ
futech-459	15	28	but	but	CCONJ
futech-459	15	29	also	also	ADV
futech-459	15	30	contextual	contextual	ADJ
futech-459	15	31	.	.	PUNCT
futech-459	16	1	it	it	PRON
futech-459	16	2	employs	employ	VERB
futech-459	16	3	various	various	ADJ
futech-459	16	4	applications	application	NOUN
futech-459	16	5	,	,	PUNCT
futech-459	16	6	including	include	VERB
futech-459	16	7	writing	write	VERB
futech-459	16	8	and	and	CCONJ
futech-459	16	9	creating	create	VERB
futech-459	16	10	content	content	NOUN
futech-459	16	11	for	for	ADP
futech-459	16	12	power	power	NOUN
futech-459	16	13	chatbots	chatbot	NOUN
futech-459	16	14	,	,	PUNCT
futech-459	16	15	as	as	ADV
futech-459	16	16	well	well	ADV
futech-459	16	17	as	as	ADP
futech-459	16	18	generating	generate	VERB
futech-459	16	19	code	code	NOUN
futech-459	17	1	[	[	X
futech-459	17	2	3	3	NUM
futech-459	17	3	]	]	PUNCT
futech-459	17	4	.	.	PUNCT
futech-459	18	1	however	however	ADV
futech-459	18	2	,	,	PUNCT
futech-459	18	3	to	to	PART
futech-459	18	4	move	move	VERB
futech-459	18	5	ahead	ahead	ADV
futech-459	18	6	,	,	PUNCT
futech-459	18	7	we	we	PRON
futech-459	18	8	must	must	AUX
futech-459	18	9	consider	consider	VERB
futech-459	18	10	the	the	DET
futech-459	18	11	ethical	ethical	ADJ
futech-459	18	12	considerations	consideration	NOUN
futech-459	18	13	[	[	X
futech-459	18	14	4	4	NUM
futech-459	18	15	]	]	PUNCT
futech-459	18	16	.	.	PUNCT
futech-459	19	1	short	short	ADJ
futech-459	19	2	story	story	NOUN
futech-459	19	3	generation	generation	NOUN
futech-459	19	4	,	,	PUNCT
futech-459	19	5	a	a	DET
futech-459	19	6	part	part	NOUN
futech-459	19	7	of	of	ADP
futech-459	19	8	text	text	NOUN
futech-459	19	9	generation	generation	NOUN
futech-459	19	10	,	,	PUNCT
futech-459	19	11	is	be	AUX
futech-459	19	12	about	about	ADP
futech-459	19	13	crafting	craft	VERB
futech-459	19	14	tight	tight	ADJ
futech-459	19	15	narratives	narrative	NOUN
futech-459	19	16	with	with	ADP
futech-459	19	17	gripping	gripping	ADJ
futech-459	19	18	plots	plot	NOUN
futech-459	19	19	and	and	CCONJ
futech-459	19	20	characters	character	NOUN
futech-459	19	21	.	.	PUNCT
futech-459	20	1	with	with	ADP
futech-459	20	2	early	early	ADJ
futech-459	20	3	models	model	NOUN
futech-459	20	4	like	like	ADP
futech-459	20	5	the	the	DET
futech-459	20	6	n	n	CCONJ
futech-459	20	7	-	-	PUNCT
futech-459	20	8	gram	gram	NOUN
futech-459	20	9	language	language	NOUN
futech-459	20	10	[	[	X
futech-459	20	11	5	5	NUM
futech-459	20	12	]	]	PUNCT
futech-459	20	13	,	,	PUNCT
futech-459	20	14	creating	create	VERB
futech-459	20	15	stories	story	NOUN
futech-459	20	16	with	with	ADP
futech-459	20	17	sense	sense	NOUN
futech-459	20	18	was	be	AUX
futech-459	20	19	difficult	difficult	ADJ
futech-459	20	20	.	.	PUNCT
futech-459	21	1	nevertheless	nevertheless	ADV
futech-459	21	2	,	,	PUNCT
futech-459	21	3	with	with	ADP
futech-459	21	4	deep	deep	ADJ
futech-459	21	5	learning	learning	NOUN
futech-459	21	6	,	,	PUNCT
futech-459	21	7	especially	especially	ADV
futech-459	21	8	with	with	ADP
futech-459	21	9	the	the	DET
futech-459	21	10	introduction	introduction	NOUN
futech-459	21	11	of	of	ADP
futech-459	21	12	models	model	NOUN
futech-459	21	13	like	like	ADP
futech-459	21	14	gpt3	gpt3	NOUN
futech-459	21	15	[	[	X
futech-459	21	16	6	6	NUM
futech-459	21	17	]	]	PUNCT
futech-459	21	18	,	,	PUNCT
futech-459	21	19	machines	machine	NOUN
futech-459	21	20	can	can	AUX
futech-459	21	21	tell	tell	VERB
futech-459	21	22	creative	creative	ADJ
futech-459	21	23	stories	story	NOUN
futech-459	21	24	,	,	PUNCT
futech-459	21	25	complete	complete	ADJ
futech-459	21	26	with	with	ADP
futech-459	21	27	rich	rich	ADJ
futech-459	21	28	characters	character	NOUN
futech-459	21	29	and	and	CCONJ
futech-459	21	30	surprising	surprising	ADJ
futech-459	21	31	twists	twist	NOUN
futech-459	21	32	.	.	PUNCT
futech-459	22	1	still	still	ADV
futech-459	22	2	,	,	PUNCT
futech-459	22	3	we	we	PRON
futech-459	22	4	have	have	VERB
futech-459	22	5	many	many	ADJ
futech-459	22	6	issues	issue	NOUN
futech-459	22	7	,	,	PUNCT
futech-459	22	8	such	such	ADJ
futech-459	22	9	as	as	ADP
futech-459	22	10	making	make	VERB
futech-459	22	11	sure	sure	ADJ
futech-459	22	12	stories	story	NOUN
futech-459	22	13	are	be	AUX
futech-459	22	14	coherent	coherent	ADJ
futech-459	22	15	,	,	PUNCT
futech-459	22	16	diverse	diverse	ADJ
futech-459	22	17	,	,	PUNCT
futech-459	22	18	and	and	CCONJ
futech-459	22	19	used	use	VERB
futech-459	22	20	ethically	ethically	ADV
futech-459	22	21	[	[	X
futech-459	22	22	7	7	NUM
futech-459	22	23	]	]	PUNCT
futech-459	22	24	.	.	PUNCT
futech-459	23	1	text	text	NOUN
futech-459	23	2	generation	generation	NOUN
futech-459	23	3	covers	cover	VERB
futech-459	23	4	a	a	DET
futech-459	23	5	broad	broad	ADJ
futech-459	23	6	spectrum	spectrum	NOUN
futech-459	23	7	of	of	ADP
futech-459	23	8	creating	create	VERB
futech-459	23	9	different	different	ADJ
futech-459	23	10	types	type	NOUN
futech-459	23	11	of	of	ADP
futech-459	23	12	text	text	NOUN
futech-459	23	13	sentences	sentence	NOUN
futech-459	23	14	,	,	PUNCT
futech-459	23	15	paragraphs	paragraph	NOUN
futech-459	23	16	,	,	PUNCT
futech-459	23	17	or	or	CCONJ
futech-459	23	18	code	code	NOUN
futech-459	23	19	while	while	SCONJ
futech-459	23	20	ensuring	ensure	VERB
futech-459	23	21	grammar	grammar	NOUN
futech-459	23	22	and	and	CCONJ
futech-459	23	23	coherence	coherence	NOUN
futech-459	23	24	.	.	PUNCT
futech-459	24	1	it	it	PRON
futech-459	24	2	can	can	AUX
futech-459	24	3	be	be	AUX
futech-459	24	4	used	use	VERB
futech-459	24	5	for	for	ADP
futech-459	24	6	machine	machine	NOUN
futech-459	24	7	translation	translation	NOUN
futech-459	24	8	,	,	PUNCT
futech-459	24	9	summarization	summarization	NOUN
futech-459	24	10	,	,	PUNCT
futech-459	24	11	or	or	CCONJ
futech-459	24	12	question	question	NOUN
futech-459	24	13	answering	answering	NOUN
futech-459	24	14	.	.	PUNCT
futech-459	25	1	story	story	NOUN
futech-459	25	2	generation	generation	NOUN
futech-459	25	3	,	,	PUNCT
futech-459	25	4	a	a	DET
futech-459	25	5	subset	subset	NOUN
futech-459	25	6	of	of	ADP
futech-459	25	7	text	text	NOUN
futech-459	25	8	generation	generation	NOUN
futech-459	25	9	,	,	PUNCT
futech-459	25	10	focuses	focus	VERB
futech-459	25	11	explicitly	explicitly	ADV
futech-459	25	12	on	on	ADP
futech-459	25	13	crafting	craft	VERB
futech-459	25	14	narratives	narrative	NOUN
futech-459	25	15	.	.	PUNCT
futech-459	26	1	it	it	PRON
futech-459	26	2	requires	require	VERB
futech-459	26	3	linguistic	linguistic	ADJ
futech-459	26	4	fluency	fluency	NOUN
futech-459	26	5	and	and	CCONJ
futech-459	26	6	understanding	understanding	NOUN
futech-459	26	7	of	of	ADP
futech-459	26	8	plot	plot	NOUN
futech-459	26	9	structures	structure	NOUN
futech-459	26	10	,	,	PUNCT
futech-459	26	11	character	character	NOUN
futech-459	26	12	development	development	NOUN
futech-459	26	13	,	,	PUNCT
futech-459	26	14	and	and	CCONJ
futech-459	26	15	thematic	thematic	ADJ
futech-459	26	16	elements	element	NOUN
futech-459	26	17	.	.	PUNCT
futech-459	27	1	story	story	NOUN
futech-459	27	2	generation	generation	NOUN
futech-459	27	3	aims	aim	VERB
futech-459	27	4	to	to	PART
futech-459	27	5	create	create	VERB
futech-459	27	6	engaging	engaging	ADJ
futech-459	27	7	and	and	CCONJ
futech-459	27	8	imaginative	imaginative	ADJ
futech-459	27	9	tales	tale	NOUN
futech-459	27	10	that	that	PRON
futech-459	27	11	evoke	evoke	VERB
futech-459	27	12	emotions	emotion	NOUN
futech-459	27	13	and	and	CCONJ
futech-459	27	14	captivate	captivate	VERB
futech-459	27	15	readers	reader	NOUN
futech-459	27	16	.	.	PUNCT
futech-459	28	1	this	this	DET
futech-459	28	2	paper	paper	NOUN
futech-459	28	3	is	be	AUX
futech-459	28	4	categorized	categorize	VERB
futech-459	28	5	as	as	SCONJ
futech-459	28	6	follows	follow	VERB
futech-459	28	7	:	:	PUNCT
futech-459	28	8	section	section	NOUN
futech-459	28	9	1	1	NUM
futech-459	28	10	introduces	introduce	VERB
futech-459	28	11	the	the	DET
futech-459	28	12	research	research	NOUN
futech-459	28	13	area	area	NOUN
futech-459	28	14	.	.	PUNCT
futech-459	29	1	the	the	DET
futech-459	29	2	background	background	NOUN
futech-459	29	3	of	of	ADP
futech-459	29	4	the	the	DET
futech-459	29	5	problem	problem	NOUN
futech-459	29	6	and	and	CCONJ
futech-459	29	7	a	a	DET
futech-459	29	8	discussion	discussion	NOUN
futech-459	29	9	of	of	ADP
futech-459	29	10	different	different	ADJ
futech-459	29	11	approaches	approach	NOUN
futech-459	29	12	are	be	AUX
futech-459	29	13	given	give	VERB
futech-459	29	14	in	in	ADP
futech-459	29	15	section	section	NOUN
futech-459	29	16	2	2	NUM
futech-459	29	17	,	,	PUNCT
futech-459	29	18	whereas	whereas	SCONJ
futech-459	29	19	section	section	NOUN
futech-459	29	20	3	3	NUM
futech-459	29	21	outlines	outline	VERB
futech-459	29	22	a	a	DET
futech-459	29	23	literature	literature	NOUN
futech-459	29	24	review	review	NOUN
futech-459	29	25	.	.	PUNCT
futech-459	30	1	section	section	NOUN
futech-459	30	2	4	4	NUM
futech-459	30	3	details	detail	NOUN
futech-459	30	4	the	the	DET
futech-459	30	5	proposed	propose	VERB
futech-459	30	6	system	system	NOUN
futech-459	30	7	and	and	CCONJ
futech-459	30	8	its	its	PRON
futech-459	30	9	methodology	methodology	NOUN
futech-459	30	10	.	.	PUNCT
futech-459	31	1	section	section	NOUN
futech-459	31	2	5	5	NUM
futech-459	31	3	outlines	outline	VERB
futech-459	31	4	the	the	DET
futech-459	31	5	experimental	experimental	ADJ
futech-459	31	6	setup	setup	NOUN
futech-459	31	7	,	,	PUNCT
futech-459	31	8	including	include	VERB
futech-459	31	9	datasets	dataset	NOUN
futech-459	31	10	,	,	PUNCT
futech-459	31	11	baselines	baseline	NOUN
futech-459	31	12	,	,	PUNCT
futech-459	31	13	and	and	CCONJ
futech-459	31	14	metrics	metric	NOUN
futech-459	31	15	,	,	PUNCT
futech-459	31	16	and	and	CCONJ
futech-459	31	17	presents	present	VERB
futech-459	31	18	the	the	DET
futech-459	31	19	results	result	NOUN
futech-459	31	20	obtained	obtain	VERB
futech-459	31	21	.	.	PUNCT
futech-459	32	1	the	the	DET
futech-459	32	2	final	final	ADJ
futech-459	32	3	section	section	NOUN
futech-459	32	4	concludes	conclude	VERB
futech-459	32	5	the	the	DET
futech-459	32	6	article	article	NOUN
futech-459	32	7	by	by	ADP
futech-459	32	8	discussing	discuss	VERB
futech-459	32	9	the	the	DET
futech-459	32	10	findings	finding	NOUN
futech-459	32	11	and	and	CCONJ
futech-459	32	12	potential	potential	ADJ
futech-459	32	13	future	future	ADJ
futech-459	32	14	directions	direction	NOUN
futech-459	32	15	.	.	PUNCT
futech-459	33	1	references	reference	NOUN
futech-459	33	2	to	to	ADP
futech-459	33	3	relevant	relevant	ADJ
futech-459	33	4	works	work	NOUN
futech-459	33	5	are	be	AUX
futech-459	33	6	provided	provide	VERB
futech-459	33	7	at	at	ADP
futech-459	33	8	the	the	DET
futech-459	33	9	end	end	NOUN
futech-459	33	10	.	.	PUNCT
futech-459	34	1	2	2	X
futech-459	34	2	.	.	X
futech-459	34	3	background	background	NOUN
futech-459	34	4	the	the	DET
futech-459	34	5	historical	historical	ADJ
futech-459	34	6	trajectory	trajectory	NOUN
futech-459	34	7	of	of	ADP
futech-459	34	8	story	story	NOUN
futech-459	34	9	generation	generation	NOUN
futech-459	34	10	is	be	AUX
futech-459	34	11	deeply	deeply	ADV
futech-459	34	12	rooted	root	VERB
futech-459	34	13	in	in	ADP
futech-459	34	14	human	human	ADJ
futech-459	34	15	culture	culture	NOUN
futech-459	34	16	,	,	PUNCT
futech-459	34	17	evolving	evolve	VERB
futech-459	34	18	from	from	ADP
futech-459	34	19	oral	oral	ADJ
futech-459	34	20	traditions	tradition	NOUN
futech-459	34	21	and	and	CCONJ
futech-459	34	22	written	write	VERB
futech-459	34	23	literature	literature	NOUN
futech-459	34	24	to	to	ADP
futech-459	34	25	computational	computational	ADJ
futech-459	34	26	approaches	approach	NOUN
futech-459	34	27	[	[	X
futech-459	34	28	8	8	NUM
futech-459	34	29	]	]	PUNCT
futech-459	34	30	.	.	PUNCT
futech-459	35	1	early	early	ADJ
futech-459	35	2	computer	computer	NOUN
futech-459	35	3	programs	program	NOUN
futech-459	35	4	utilized	utilize	VERB
futech-459	35	5	rule	rule	NOUN
futech-459	35	6	-	-	PUNCT
futech-459	35	7	based	base	VERB
futech-459	35	8	systems	system	NOUN
futech-459	35	9	,	,	PUNCT
futech-459	35	10	followed	follow	VERB
futech-459	35	11	by	by	ADP
futech-459	35	12	future	future	ADJ
futech-459	35	13	technology	technology	NOUN
futech-459	35	14	open	open	ADJ
futech-459	35	15	access	access	NOUN
futech-459	35	16	journal	journal	PROPN
futech-459	35	17	https://doi.org/10.55670/fpll.futech.4.4.12	https://doi.org/10.55670/fpll.futech.4.4.12	PROPN
futech-459	35	18	november	november	PROPN
futech-459	35	19	2025|	2025|	NUM
futech-459	35	20	volume	volume	NOUN
futech-459	35	21	04	04	NUM
futech-459	35	22	|	|	ADV
futech-459	35	23	issue	issue	VERB
futech-459	35	24	04	04	NUM
futech-459	36	1	|	|	CCONJ
futech-459	36	2	pages	page	VERB
futech-459	36	3	138	138	NUM
futech-459	36	4	-	-	SYM
futech-459	36	5	145	145	NUM
futech-459	36	6	journal	journal	NOUN
futech-459	36	7	homepage	homepage	NOUN
futech-459	36	8	:	:	PUNCT
futech-459	36	9	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-459	36	10	issn	issn	VERB
futech-459	36	11	2832	2832	NUM
futech-459	36	12	-	-	SYM
futech-459	36	13	0379	0379	NUM
futech-459	36	14	mailto:atul.kachare@spsu.ac.in	mailto:atul.kachare@spsu.ac.in	CCONJ
futech-459	36	15	https://doi.org/10.55670/fpll.futech.4.4.12	https://doi.org/10.55670/fpll.futech.4.4.12	ADJ
futech-459	36	16	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-459	36	17	ah	ah	INTJ
futech-459	36	18	.	.	PUNCT
futech-459	37	1	kachare	kachare	PROPN
futech-459	37	2	et	et	PROPN
futech-459	37	3	al	al	PROPN
futech-459	37	4	.	.	PROPN
futech-459	37	5	/future	/future	PUNCT
futech-459	37	6	technology	technology	PROPN
futech-459	37	7	november	november	PROPN
futech-459	37	8	2025|	2025|	NUM
futech-459	37	9	volume	volume	NOUN
futech-459	37	10	04	04	NUM
futech-459	38	1	|	|	ADV
futech-459	38	2	issue	issue	VERB
futech-459	38	3	04	04	NUM
futech-459	39	1	|	|	CCONJ
futech-459	39	2	pages	page	VERB
futech-459	39	3	138	138	NUM
futech-459	39	4	-	-	SYM
futech-459	39	5	145	145	NUM
futech-459	39	6	139	139	NUM
futech-459	39	7	more	more	ADV
futech-459	39	8	sophisticated	sophisticated	ADJ
futech-459	39	9	methods	method	NOUN
futech-459	39	10	like	like	ADP
futech-459	39	11	case	case	NOUN
futech-459	39	12	-	-	PUNCT
futech-459	39	13	based	base	VERB
futech-459	39	14	reasoning	reasoning	NOUN
futech-459	39	15	and	and	CCONJ
futech-459	39	16	planning	planning	NOUN
futech-459	39	17	,	,	PUNCT
futech-459	39	18	exemplified	exemplify	VERB
futech-459	39	19	by	by	ADP
futech-459	39	20	minstrel	minstrel	NOUN
futech-459	40	1	[	[	X
futech-459	40	2	9	9	NUM
futech-459	40	3	]	]	PUNCT
futech-459	40	4	and	and	CCONJ
futech-459	40	5	brutus	brutus	X
futech-459	41	1	[	[	X
futech-459	41	2	10	10	NUM
futech-459	41	3	]	]	PUNCT
futech-459	41	4	.	.	PUNCT
futech-459	42	1	the	the	DET
futech-459	42	2	rise	rise	NOUN
futech-459	42	3	of	of	ADP
futech-459	42	4	machine	machine	NOUN
futech-459	42	5	learning	learning	NOUN
futech-459	42	6	,	,	PUNCT
futech-459	42	7	particularly	particularly	ADV
futech-459	42	8	rnns	rnn	NOUN
futech-459	42	9	,	,	PUNCT
futech-459	42	10	lstms	lstms	ADJ
futech-459	42	11	[	[	X
futech-459	42	12	11	11	NUM
futech-459	42	13	]	]	PUNCT
futech-459	42	14	,	,	PUNCT
futech-459	42	15	and	and	CCONJ
futech-459	42	16	transformer	transformer	NOUN
futech-459	42	17	-	-	PUNCT
futech-459	42	18	based	base	VERB
futech-459	42	19	models	model	NOUN
futech-459	42	20	like	like	ADP
futech-459	42	21	gpt	gpt	NOUN
futech-459	42	22	[	[	X
futech-459	42	23	12	12	NUM
futech-459	42	24	]	]	PUNCT
futech-459	42	25	and	and	CCONJ
futech-459	42	26	bert	bert	PROPN
futech-459	42	27	[	[	X
futech-459	42	28	13	13	NUM
futech-459	42	29	]	]	PUNCT
futech-459	42	30	,	,	PUNCT
futech-459	42	31	has	have	AUX
futech-459	42	32	significantly	significantly	ADV
futech-459	42	33	advanced	advance	VERB
futech-459	42	34	the	the	DET
futech-459	42	35	field	field	NOUN
futech-459	42	36	.	.	PUNCT
futech-459	43	1	the	the	DET
futech-459	43	2	current	current	ADJ
futech-459	43	3	landscape	landscape	NOUN
futech-459	43	4	is	be	AUX
futech-459	43	5	dominated	dominate	VERB
futech-459	43	6	by	by	ADP
futech-459	43	7	large	large	ADJ
futech-459	43	8	language	language	NOUN
futech-459	43	9	models	model	NOUN
futech-459	43	10	(	(	PUNCT
futech-459	43	11	llms	llm	NOUN
futech-459	43	12	)	)	PUNCT
futech-459	43	13	like	like	ADP
futech-459	43	14	gpt-3	gpt-3	ADJ
futech-459	43	15	[	[	X
futech-459	43	16	3	3	NUM
futech-459	43	17	]	]	PUNCT
futech-459	43	18	and	and	CCONJ
futech-459	43	19	interactive	interactive	ADJ
futech-459	43	20	storytelling	storytelling	NOUN
futech-459	43	21	.	.	PUNCT
futech-459	44	1	so	so	ADV
futech-459	44	2	,	,	PUNCT
futech-459	44	3	the	the	DET
futech-459	44	4	different	different	ADJ
futech-459	44	5	template	template	NOUN
futech-459	44	6	-	-	PUNCT
futech-459	44	7	based	base	VERB
futech-459	44	8	systems	system	NOUN
futech-459	44	9	[	[	X
futech-459	44	10	14	14	NUM
futech-459	44	11	]	]	PUNCT
futech-459	44	12	,	,	PUNCT
futech-459	44	13	rule	rule	NOUN
futech-459	44	14	-	-	PUNCT
futech-459	44	15	based	base	VERB
futech-459	44	16	approaches	approach	NOUN
futech-459	44	17	[	[	X
futech-459	44	18	15	15	NUM
futech-459	44	19	]	]	PUNCT
futech-459	44	20	,	,	PUNCT
futech-459	44	21	case	case	NOUN
futech-459	44	22	-	-	PUNCT
futech-459	44	23	based	base	VERB
futech-459	44	24	reasoning	reasoning	NOUN
futech-459	44	25	[	[	X
futech-459	44	26	9	9	NUM
futech-459	44	27	]	]	PUNCT
futech-459	44	28	,	,	PUNCT
futech-459	44	29	planning	planning	NOUN
futech-459	44	30	models	model	NOUN
futech-459	44	31	[	[	X
futech-459	44	32	16	16	NUM
futech-459	44	33	]	]	PUNCT
futech-459	44	34	,	,	PUNCT
futech-459	44	35	and	and	CCONJ
futech-459	44	36	even	even	ADV
futech-459	44	37	simulation	simulation	NOUN
futech-459	44	38	techniques	technique	NOUN
futech-459	44	39	[	[	X
futech-459	44	40	17	17	NUM
futech-459	44	41	]	]	PUNCT
futech-459	44	42	were	be	AUX
futech-459	44	43	explored	explore	VERB
futech-459	44	44	.	.	PUNCT
futech-459	45	1	with	with	ADP
futech-459	45	2	the	the	DET
futech-459	45	3	arrival	arrival	NOUN
futech-459	45	4	of	of	ADP
futech-459	45	5	neural	neural	ADJ
futech-459	45	6	language	language	NOUN
futech-459	45	7	models	model	NOUN
futech-459	45	8	like	like	ADP
futech-459	45	9	gpt-3	gpt-3	NOUN
futech-459	45	10	,	,	PUNCT
futech-459	45	11	the	the	DET
futech-459	45	12	story	story	NOUN
futech-459	45	13	generation	generation	NOUN
futech-459	45	14	process	process	NOUN
futech-459	45	15	is	be	AUX
futech-459	45	16	transformed	transform	VERB
futech-459	45	17	into	into	ADP
futech-459	45	18	creative	creative	ADJ
futech-459	45	19	and	and	CCONJ
futech-459	45	20	diverse	diverse	ADJ
futech-459	45	21	narratives	narrative	NOUN
futech-459	45	22	.	.	PUNCT
futech-459	46	1	however	however	ADV
futech-459	46	2	,	,	PUNCT
futech-459	46	3	there	there	PRON
futech-459	46	4	are	be	VERB
futech-459	46	5	still	still	ADV
futech-459	46	6	some	some	DET
futech-459	46	7	hurdles	hurdle	NOUN
futech-459	46	8	in	in	ADP
futech-459	46	9	controlling	control	VERB
futech-459	46	10	what	what	PRON
futech-459	46	11	these	these	DET
futech-459	46	12	models	model	NOUN
futech-459	46	13	generate	generate	VERB
futech-459	46	14	and	and	CCONJ
futech-459	46	15	ensuring	ensure	VERB
futech-459	46	16	they	they	PRON
futech-459	46	17	are	be	AUX
futech-459	46	18	ethical	ethical	ADJ
futech-459	46	19	.	.	PUNCT
futech-459	47	1	looking	look	VERB
futech-459	47	2	ahead	ahead	ADV
futech-459	47	3	,	,	PUNCT
futech-459	47	4	we	we	PRON
futech-459	47	5	see	see	VERB
futech-459	47	6	a	a	DET
futech-459	47	7	blend	blend	NOUN
futech-459	47	8	of	of	ADP
futech-459	47	9	strategies	strategy	NOUN
futech-459	47	10	to	to	PART
futech-459	47	11	craft	craft	VERB
futech-459	47	12	stories	story	NOUN
futech-459	47	13	that	that	PRON
futech-459	47	14	grab	grab	VERB
futech-459	47	15	attention	attention	NOUN
futech-459	47	16	and	and	CCONJ
futech-459	47	17	ensure	ensure	VERB
futech-459	47	18	we	we	PRON
futech-459	47	19	keep	keep	VERB
futech-459	47	20	those	those	DET
futech-459	47	21	ethical	ethical	ADJ
futech-459	47	22	considerations	consideration	NOUN
futech-459	47	23	in	in	ADP
futech-459	47	24	mind	mind	NOUN
futech-459	47	25	.	.	PUNCT
futech-459	48	1	3	3	X
futech-459	48	2	.	.	X
futech-459	48	3	literature	literature	NOUN
futech-459	48	4	survey	survey	VERB
futech-459	48	5	the	the	DET
futech-459	48	6	research	research	NOUN
futech-459	48	7	conducted	conduct	VERB
futech-459	48	8	by	by	ADP
futech-459	48	9	fan	fan	PROPN
futech-459	48	10	a.	a.	PROPN
futech-459	48	11	and	and	CCONJ
futech-459	48	12	lewis	lewis	PROPN
futech-459	48	13	m.	m.	NOUN
futech-459	49	1	[	[	X
futech-459	49	2	18	18	NUM
futech-459	49	3	]	]	PUNCT
futech-459	49	4	aimed	aim	VERB
futech-459	49	5	to	to	PART
futech-459	49	6	enhance	enhance	VERB
futech-459	49	7	fluency	fluency	NOUN
futech-459	49	8	and	and	CCONJ
futech-459	49	9	coherence	coherence	NOUN
futech-459	49	10	by	by	ADP
futech-459	49	11	utilizing	utilize	VERB
futech-459	49	12	a	a	DET
futech-459	49	13	hierarchical	hierarchical	ADJ
futech-459	49	14	model	model	NOUN
futech-459	49	15	with	with	ADP
futech-459	49	16	self	self	NOUN
futech-459	49	17	-	-	PUNCT
futech-459	49	18	attention	attention	NOUN
futech-459	49	19	,	,	PUNCT
futech-459	49	20	but	but	CCONJ
futech-459	49	21	encountered	encounter	VERB
futech-459	49	22	issues	issue	NOUN
futech-459	49	23	such	such	ADJ
futech-459	49	24	as	as	ADP
futech-459	49	25	tokenization	tokenization	NOUN
futech-459	49	26	and	and	CCONJ
futech-459	49	27	text	text	NOUN
futech-459	49	28	repetition	repetition	NOUN
futech-459	49	29	.	.	PUNCT
futech-459	50	1	xu	xu	PROPN
futech-459	50	2	j.	j.	PROPN
futech-459	50	3	and	and	CCONJ
futech-459	50	4	ren	ren	PROPN
futech-459	50	5	x.	x.	PUNCT
futech-459	51	1	[	[	X
futech-459	51	2	19	19	NUM
futech-459	51	3	]	]	PUNCT
futech-459	51	4	focused	focus	VERB
futech-459	51	5	on	on	ADP
futech-459	51	6	making	make	VERB
futech-459	51	7	sentences	sentence	NOUN
futech-459	51	8	connected	connect	VERB
futech-459	51	9	semantically	semantically	ADV
futech-459	51	10	for	for	ADP
futech-459	51	11	better	well	ADJ
futech-459	51	12	coherence	coherence	NOUN
futech-459	51	13	,	,	PUNCT
futech-459	51	14	using	use	VERB
futech-459	51	15	a	a	DET
futech-459	51	16	seq2seq	seq2seq	NOUN
futech-459	51	17	model	model	NOUN
futech-459	51	18	,	,	PUNCT
futech-459	51	19	but	but	CCONJ
futech-459	51	20	struggled	struggle	VERB
futech-459	51	21	because	because	SCONJ
futech-459	51	22	there	there	PRON
futech-459	51	23	were	be	VERB
futech-459	51	24	not	not	PART
futech-459	51	25	enough	enough	ADJ
futech-459	51	26	human	human	ADJ
futech-459	51	27	-	-	PUNCT
futech-459	51	28	annotated	annotate	VERB
futech-459	51	29	examples	example	NOUN
futech-459	51	30	in	in	ADP
futech-459	51	31	the	the	DET
futech-459	51	32	real	real	ADJ
futech-459	51	33	-	-	PUNCT
futech-459	51	34	world	world	NOUN
futech-459	51	35	datasets	dataset	NOUN
futech-459	51	36	they	they	PRON
futech-459	51	37	were	be	AUX
futech-459	51	38	working	work	VERB
futech-459	51	39	with	with	ADP
futech-459	51	40	.	.	PUNCT
futech-459	52	1	yao	yao	PROPN
futech-459	52	2	l.	l.	PROPN
futech-459	52	3	and	and	CCONJ
futech-459	52	4	peng	peng	PROPN
futech-459	52	5	n.	n.	PROPN
futech-459	53	1	[	[	X
futech-459	53	2	20	20	NUM
futech-459	53	3	]	]	PUNCT
futech-459	53	4	introduced	introduce	VERB
futech-459	53	5	a	a	DET
futech-459	53	6	hierarchical	hierarchical	ADJ
futech-459	53	7	framework	framework	NOUN
futech-459	53	8	with	with	ADP
futech-459	53	9	explicit	explicit	ADJ
futech-459	53	10	storyline	storyline	ADJ
futech-459	53	11	planning	planning	NOUN
futech-459	53	12	,	,	PUNCT
futech-459	53	13	but	but	CCONJ
futech-459	53	14	the	the	DET
futech-459	53	15	model	model	NOUN
futech-459	53	16	struggled	struggle	VERB
futech-459	53	17	with	with	ADP
futech-459	53	18	offtopic	offtopic	ADJ
futech-459	53	19	content	content	NOUN
futech-459	53	20	and	and	CCONJ
futech-459	53	21	inconsistencies	inconsistency	NOUN
futech-459	53	22	.	.	PUNCT
futech-459	54	1	wang	wang	PROPN
futech-459	54	2	t.	t.	PROPN
futech-459	54	3	and	and	CCONJ
futech-459	54	4	wan	wan	PROPN
futech-459	54	5	x.	x.	PUNCT
futech-459	55	1	[	[	X
futech-459	55	2	21	21	NUM
futech-459	55	3	]	]	PUNCT
futech-459	55	4	developed	develop	VERB
futech-459	55	5	a	a	DET
futech-459	55	6	model	model	NOUN
futech-459	55	7	for	for	ADP
futech-459	55	8	generating	generate	VERB
futech-459	55	9	coherent	coherent	ADJ
futech-459	55	10	plots	plot	NOUN
futech-459	55	11	within	within	ADP
futech-459	55	12	incomplete	incomplete	ADJ
futech-459	55	13	stories	story	NOUN
futech-459	55	14	using	use	VERB
futech-459	55	15	a	a	DET
futech-459	55	16	t	t	NOUN
futech-459	55	17	-	-	PUNCT
futech-459	55	18	cvae	cvae	NOUN
futech-459	55	19	,	,	PUNCT
futech-459	55	20	but	but	CCONJ
futech-459	55	21	faced	face	VERB
futech-459	55	22	limitations	limitation	NOUN
futech-459	55	23	in	in	ADP
futech-459	55	24	generating	generating	NOUN
futech-459	55	25	story	story	NOUN
futech-459	55	26	endings	ending	NOUN
futech-459	55	27	.	.	PUNCT
futech-459	56	1	chen	chen	PROPN
futech-459	56	2	g.	g.	PROPN
futech-459	56	3	and	and	CCONJ
futech-459	56	4	liu	liu	PROPN
futech-459	56	5	y.	y.	PROPN
futech-459	57	1	[	[	X
futech-459	57	2	22	22	NUM
futech-459	57	3	]	]	PUNCT
futech-459	57	4	proposed	propose	VERB
futech-459	57	5	generating	generate	VERB
futech-459	57	6	an	an	DET
futech-459	57	7	outline	outline	NOUN
futech-459	57	8	to	to	PART
futech-459	57	9	bridge	bridge	VERB
futech-459	57	10	the	the	DET
futech-459	57	11	gap	gap	NOUN
futech-459	57	12	between	between	ADP
futech-459	57	13	title	title	NOUN
futech-459	57	14	and	and	CCONJ
futech-459	57	15	story	story	NOUN
futech-459	57	16	,	,	PUNCT
futech-459	57	17	resulting	result	VERB
futech-459	57	18	in	in	ADP
futech-459	57	19	more	more	ADV
futech-459	57	20	extensive	extensive	ADJ
futech-459	57	21	narratives	narrative	NOUN
futech-459	57	22	,	,	PUNCT
futech-459	57	23	but	but	CCONJ
futech-459	57	24	capturing	capture	VERB
futech-459	57	25	cross	cross	NOUN
futech-459	57	26	-	-	ADJ
futech-459	57	27	sentence	sentence	ADJ
futech-459	57	28	dependencies	dependency	NOUN
futech-459	57	29	remained	remain	VERB
futech-459	57	30	a	a	DET
futech-459	57	31	challenge	challenge	NOUN
futech-459	57	32	.	.	PUNCT
futech-459	58	1	zhang	zhang	PROPN
futech-459	58	2	y.	y.	PROPN
futech-459	58	3	and	and	CCONJ
futech-459	58	4	shi	shi	PROPN
futech-459	58	5	x.	x.	PUNCT
futech-459	59	1	[	[	X
futech-459	59	2	23	23	NUM
futech-459	59	3	]	]	PUNCT
futech-459	59	4	utilized	utilize	VERB
futech-459	59	5	a	a	DET
futech-459	59	6	knowledge	knowledge	NOUN
futech-459	59	7	graph	graph	NOUN
futech-459	59	8	to	to	PART
futech-459	59	9	generate	generate	VERB
futech-459	59	10	the	the	DET
futech-459	59	11	image	image	NOUN
futech-459	59	12	captioning	captioning	NOUN
futech-459	59	13	,	,	PUNCT
futech-459	59	14	but	but	CCONJ
futech-459	59	15	acknowledged	acknowledge	VERB
futech-459	59	16	limitations	limitation	NOUN
futech-459	59	17	due	due	ADP
futech-459	59	18	to	to	ADP
futech-459	59	19	the	the	DET
futech-459	59	20	offline	offline	ADJ
futech-459	59	21	construction	construction	NOUN
futech-459	59	22	of	of	ADP
futech-459	59	23	the	the	DET
futech-459	59	24	graph	graph	NOUN
futech-459	59	25	by	by	ADP
futech-459	59	26	computing	compute	VERB
futech-459	59	27	cosine	cosine	NOUN
futech-459	59	28	similarity	similarity	NOUN
futech-459	59	29	.	.	PUNCT
futech-459	60	1	chen	chen	PROPN
futech-459	60	2	g.	g.	PROPN
futech-459	60	3	and	and	CCONJ
futech-459	60	4	liu	liu	PROPN
futech-459	60	5	y.	y.	PROPN
futech-459	61	1	[	[	X
futech-459	61	2	24	24	NUM
futech-459	61	3	]	]	PUNCT
futech-459	61	4	create	create	VERB
futech-459	61	5	the	the	DET
futech-459	61	6	outline	outline	NOUN
futech-459	61	7	from	from	ADP
futech-459	61	8	the	the	DET
futech-459	61	9	training	training	NOUN
futech-459	61	10	data	datum	NOUN
futech-459	61	11	with	with	ADP
futech-459	61	12	a	a	DET
futech-459	61	13	title	title	NOUN
futech-459	61	14	and	and	CCONJ
futech-459	61	15	story	story	NOUN
futech-459	61	16	using	use	VERB
futech-459	61	17	a	a	DET
futech-459	61	18	variational	variational	ADJ
futech-459	61	19	neural	neural	ADJ
futech-459	61	20	network	network	NOUN
futech-459	61	21	,	,	PUNCT
futech-459	61	22	but	but	CCONJ
futech-459	61	23	they	they	PRON
futech-459	61	24	generate	generate	VERB
futech-459	61	25	only	only	ADV
futech-459	61	26	a	a	DET
futech-459	61	27	single	single	ADJ
futech-459	61	28	-	-	PUNCT
futech-459	61	29	sentence	sentence	NOUN
futech-459	61	30	outline	outline	NOUN
futech-459	61	31	,	,	PUNCT
futech-459	61	32	which	which	PRON
futech-459	61	33	restricts	restrict	VERB
futech-459	61	34	its	its	PRON
futech-459	61	35	ability	ability	NOUN
futech-459	61	36	to	to	PART
futech-459	61	37	support	support	VERB
futech-459	61	38	complex	complex	ADJ
futech-459	61	39	or	or	CCONJ
futech-459	61	40	long	long	ADJ
futech-459	61	41	-	-	PUNCT
futech-459	61	42	form	form	NOUN
futech-459	61	43	story	story	NOUN
futech-459	61	44	structures	structure	NOUN
futech-459	61	45	.	.	PUNCT
futech-459	62	1	brahman	brahman	PROPN
futech-459	62	2	f.	f.	PROPN
futech-459	62	3	and	and	CCONJ
futech-459	62	4	chaturvedi	chaturvedi	PROPN
futech-459	62	5	s.	s.	PROPN
futech-459	63	1	[	[	X
futech-459	63	2	25	25	NUM
futech-459	63	3	]	]	PUNCT
futech-459	63	4	focused	focus	VERB
futech-459	63	5	on	on	ADP
futech-459	63	6	generating	generate	VERB
futech-459	63	7	emotionally	emotionally	ADV
futech-459	63	8	aware	aware	ADJ
futech-459	63	9	stories	story	NOUN
futech-459	63	10	,	,	PUNCT
futech-459	63	11	but	but	CCONJ
futech-459	63	12	the	the	DET
futech-459	63	13	lack	lack	NOUN
futech-459	63	14	of	of	ADP
futech-459	63	15	largescale	largescale	NOUN
futech-459	63	16	annotated	annotate	VERB
futech-459	63	17	story	story	NOUN
futech-459	63	18	corpora	corpora	PROPN
futech-459	63	19	posed	pose	VERB
futech-459	63	20	a	a	DET
futech-459	63	21	challenge	challenge	NOUN
futech-459	63	22	.	.	PUNCT
futech-459	64	1	tan	tan	PROPN
futech-459	64	2	b.	b.	PROPN
futech-459	64	3	and	and	CCONJ
futech-459	64	4	yang	yang	PROPN
futech-459	64	5	z.	z.	PROPN
futech-459	65	1	[	[	X
futech-459	65	2	26	26	NUM
futech-459	65	3	]	]	PUNCT
futech-459	65	4	proposed	propose	VERB
futech-459	65	5	a	a	DET
futech-459	65	6	progressive	progressive	ADJ
futech-459	65	7	generation	generation	NOUN
futech-459	65	8	method	method	NOUN
futech-459	65	9	for	for	ADP
futech-459	65	10	long	long	ADJ
futech-459	65	11	text	text	NOUN
futech-459	65	12	passages	passage	NOUN
futech-459	65	13	,	,	PUNCT
futech-459	65	14	but	but	CCONJ
futech-459	65	15	the	the	DET
futech-459	65	16	need	need	NOUN
futech-459	65	17	to	to	PART
futech-459	65	18	expand	expand	VERB
futech-459	65	19	vocabulary	vocabulary	NOUN
futech-459	65	20	while	while	SCONJ
futech-459	65	21	maintaining	maintain	VERB
futech-459	65	22	relevance	relevance	NOUN
futech-459	65	23	and	and	CCONJ
futech-459	65	24	accuracy	accuracy	NOUN
futech-459	65	25	remained	remain	VERB
futech-459	65	26	a	a	DET
futech-459	65	27	limitation	limitation	NOUN
futech-459	65	28	.	.	PUNCT
futech-459	66	1	min	min	PROPN
futech-459	66	2	k.	k.	PROPN
futech-459	66	3	and	and	CCONJ
futech-459	66	4	dang	dang	INTJ
futech-459	66	5	m.	m.	NOUN
futech-459	67	1	[	[	X
futech-459	67	2	27	27	NUM
futech-459	67	3	]	]	PUNCT
futech-459	67	4	proposed	propose	VERB
futech-459	67	5	generating	generate	VERB
futech-459	67	6	short	short	ADJ
futech-459	67	7	stories	story	NOUN
futech-459	67	8	from	from	ADP
futech-459	67	9	images	image	NOUN
futech-459	67	10	using	use	VERB
futech-459	67	11	rnns	rnn	NOUN
futech-459	67	12	and	and	CCONJ
futech-459	67	13	an	an	DET
futech-459	67	14	encoder	encoder	NOUN
futech-459	67	15	-	-	PUNCT
futech-459	67	16	decoder	decoder	NOUN
futech-459	67	17	model	model	NOUN
futech-459	67	18	,	,	PUNCT
futech-459	67	19	but	but	CCONJ
futech-459	67	20	with	with	ADP
futech-459	67	21	grammar	grammar	NOUN
futech-459	67	22	and	and	CCONJ
futech-459	67	23	emotional	emotional	ADJ
futech-459	67	24	expression	expression	NOUN
futech-459	67	25	limitations	limitation	NOUN
futech-459	67	26	.	.	PUNCT
futech-459	68	1	wu	wu	PROPN
futech-459	68	2	c.	c.	PROPN
futech-459	68	3	and	and	CCONJ
futech-459	68	4	wang	wang	PROPN
futech-459	68	5	j.	j.	PROPN
futech-459	69	1	[	[	X
futech-459	69	2	28	28	NUM
futech-459	69	3	]	]	PUNCT
futech-459	69	4	introduced	introduce	VERB
futech-459	69	5	the	the	DET
futech-459	69	6	icpgn	icpgn	PROPN
futech-459	69	7	model	model	NOUN
futech-459	69	8	for	for	ADP
futech-459	69	9	generating	generate	VERB
futech-459	69	10	classical	classical	ADJ
futech-459	69	11	chinese	chinese	ADJ
futech-459	69	12	poems	poem	NOUN
futech-459	69	13	from	from	ADP
futech-459	69	14	images	image	NOUN
futech-459	69	15	,	,	PUNCT
futech-459	69	16	but	but	CCONJ
futech-459	69	17	its	its	PRON
futech-459	69	18	reliance	reliance	NOUN
futech-459	69	19	on	on	ADP
futech-459	69	20	a	a	DET
futech-459	69	21	specific	specific	ADJ
futech-459	69	22	dataset	dataset	NOUN
futech-459	69	23	limits	limit	NOUN
futech-459	69	24	it	it	PRON
futech-459	69	25	.	.	PUNCT
futech-459	70	1	liu	liu	PROPN
futech-459	70	2	y.	y.	PROPN
futech-459	70	3	and	and	CCONJ
futech-459	70	4	huang	huang	PROPN
futech-459	70	5	q.	q.	PROPN
futech-459	71	1	[	[	X
futech-459	71	2	29	29	NUM
futech-459	71	3	]	]	PUNCT
futech-459	71	4	proposed	propose	VERB
futech-459	71	5	the	the	DET
futech-459	71	6	ssap	ssap	NOUN
futech-459	71	7	model	model	NOUN
futech-459	71	8	for	for	ADP
futech-459	71	9	generating	generating	ADJ
futech-459	71	10	story	story	NOUN
futech-459	71	11	endings	ending	NOUN
futech-459	71	12	based	base	VERB
futech-459	71	13	on	on	ADP
futech-459	71	14	context	context	NOUN
futech-459	71	15	and	and	CCONJ
futech-459	71	16	sentiment	sentiment	NOUN
futech-459	71	17	using	use	VERB
futech-459	71	18	chatgpt-2	chatgpt-2	PROPN
futech-459	71	19	.	.	PUNCT
futech-459	71	20	jin	jin	PROPN
futech-459	71	21	y.	y.	PROPN
futech-459	71	22	and	and	CCONJ
futech-459	71	23	kadam	kadam	PROPN
futech-459	71	24	v.	v.	PROPN
futech-459	72	1	[	[	X
futech-459	72	2	30	30	NUM
futech-459	72	3	]	]	PUNCT
futech-459	72	4	presented	present	VERB
futech-459	72	5	scratchplot	scratchplot	NOUN
futech-459	72	6	,	,	PUNCT
futech-459	72	7	a	a	DET
futech-459	72	8	method	method	NOUN
futech-459	72	9	for	for	ADP
futech-459	72	10	generating	generate	VERB
futech-459	72	11	stories	story	NOUN
futech-459	72	12	using	use	VERB
futech-459	72	13	pre	pre	ADJ
futech-459	72	14	-	-	ADJ
futech-459	72	15	trained	train	VERB
futech-459	72	16	language	language	NOUN
futech-459	72	17	models	model	NOUN
futech-459	72	18	without	without	ADP
futech-459	72	19	fine	fine	ADV
futech-459	72	20	-	-	PUNCT
futech-459	72	21	tuning	tuning	NOUN
futech-459	72	22	,	,	PUNCT
futech-459	72	23	but	but	CCONJ
futech-459	72	24	it	it	PRON
futech-459	72	25	requires	require	VERB
futech-459	72	26	significant	significant	ADJ
futech-459	72	27	post	post	ADJ
futech-459	72	28	-	-	ADJ
futech-459	72	29	processing	processing	NOUN
futech-459	72	30	.	.	PUNCT
futech-459	73	1	chen	chen	PROPN
futech-459	73	2	y.	y.	PROPN
futech-459	73	3	and	and	CCONJ
futech-459	73	4	li	li	PROPN
futech-459	73	5	r.	r.	PROPN
futech-459	74	1	[	[	X
futech-459	74	2	31	31	NUM
futech-459	74	3	]	]	PUNCT
futech-459	74	4	proposed	propose	VERB
futech-459	74	5	a	a	DET
futech-459	74	6	co	co	ADJ
futech-459	74	7	-	-	ADJ
futech-459	74	8	creative	creative	ADJ
futech-459	74	9	visual	visual	ADJ
futech-459	74	10	storytelling	storytelling	NOUN
futech-459	74	11	method	method	NOUN
futech-459	74	12	that	that	PRON
futech-459	74	13	allows	allow	VERB
futech-459	74	14	user	user	NOUN
futech-459	74	15	control	control	NOUN
futech-459	74	16	over	over	ADP
futech-459	74	17	events	event	NOUN
futech-459	74	18	and	and	CCONJ
futech-459	74	19	emotions	emotion	NOUN
futech-459	74	20	,	,	PUNCT
futech-459	74	21	but	but	CCONJ
futech-459	74	22	needs	need	VERB
futech-459	74	23	better	well	ADV
futech-459	74	24	prompt	prompt	ADJ
futech-459	74	25	formats	format	NOUN
futech-459	74	26	and	and	CCONJ
futech-459	74	27	emotion	emotion	NOUN
futech-459	74	28	classifiers	classifier	NOUN
futech-459	74	29	.	.	PUNCT
futech-459	75	1	khan	khan	PROPN
futech-459	75	2	l.	l.	PROPN
futech-459	75	3	and	and	CCONJ
futech-459	75	4	gupta	gupta	PROPN
futech-459	75	5	v.	v.	CCONJ
futech-459	76	1	[	[	X
futech-459	76	2	32	32	NUM
futech-459	76	3	]	]	PUNCT
futech-459	76	4	focused	focus	VERB
futech-459	76	5	on	on	ADP
futech-459	76	6	generating	generate	VERB
futech-459	76	7	coherent	coherent	ADJ
futech-459	76	8	stories	story	NOUN
futech-459	76	9	using	use	VERB
futech-459	76	10	keywords	keyword	NOUN
futech-459	76	11	and	and	CCONJ
futech-459	76	12	genre	genre	NOUN
futech-459	76	13	-	-	PUNCT
futech-459	76	14	based	base	VERB
futech-459	76	15	inputs	input	NOUN
futech-459	76	16	by	by	ADP
futech-459	76	17	optimizing	optimize	VERB
futech-459	76	18	the	the	DET
futech-459	76	19	hugging	hugging	ADJ
futech-459	76	20	face	face	NOUN
futech-459	76	21	gpt2	gpt2	PROPN
futech-459	76	22	model	model	NOUN
futech-459	76	23	,	,	PUNCT
futech-459	76	24	but	but	CCONJ
futech-459	76	25	the	the	DET
futech-459	76	26	influence	influence	NOUN
futech-459	76	27	of	of	ADP
futech-459	76	28	the	the	DET
futech-459	76	29	title	title	NOUN
futech-459	76	30	or	or	CCONJ
futech-459	76	31	keyword	keyword	NOUN
futech-459	76	32	on	on	ADP
futech-459	76	33	the	the	DET
futech-459	76	34	narrative	narrative	NOUN
futech-459	76	35	remains	remain	VERB
futech-459	76	36	limited	limited	ADJ
futech-459	76	37	.	.	PUNCT
futech-459	77	1	based	base	VERB
futech-459	77	2	on	on	ADP
futech-459	77	3	the	the	DET
futech-459	77	4	literature	literature	NOUN
futech-459	77	5	survey	survey	NOUN
futech-459	77	6	,	,	PUNCT
futech-459	77	7	some	some	DET
futech-459	77	8	research	research	NOUN
futech-459	77	9	gaps	gap	NOUN
futech-459	77	10	are	be	AUX
futech-459	77	11	identified	identify	VERB
futech-459	77	12	as	as	SCONJ
futech-459	77	13	follows	follow	VERB
futech-459	77	14	:	:	PUNCT
futech-459	77	15	•	•	NOUN
futech-459	77	16	failure	failure	NOUN
futech-459	77	17	to	to	PART
futech-459	77	18	manage	manage	VERB
futech-459	77	19	the	the	DET
futech-459	77	20	proper	proper	ADJ
futech-459	77	21	emotional	emotional	ADJ
futech-459	77	22	context	context	NOUN
futech-459	77	23	:	:	PUNCT
futech-459	77	24	most	most	ADJ
futech-459	77	25	models	model	NOUN
futech-459	77	26	fail	fail	VERB
futech-459	77	27	to	to	PART
futech-459	77	28	guarantee	guarantee	VERB
futech-459	77	29	that	that	SCONJ
futech-459	77	30	the	the	DET
futech-459	77	31	output	output	NOUN
futech-459	77	32	text	text	NOUN
futech-459	77	33	is	be	AUX
futech-459	77	34	always	always	ADV
futech-459	77	35	tied	tie	VERB
futech-459	77	36	to	to	ADP
futech-459	77	37	a	a	DET
futech-459	77	38	target	target	NOUN
futech-459	77	39	emotion	emotion	NOUN
futech-459	77	40	throughout	throughout	ADP
futech-459	77	41	the	the	DET
futech-459	77	42	story	story	NOUN
futech-459	77	43	.	.	PUNCT
futech-459	78	1	•	•	NUM
futech-459	78	2	inadequate	inadequate	ADJ
futech-459	78	3	modelling	modelling	NOUN
futech-459	78	4	of	of	ADP
futech-459	78	5	long	long	ADJ
futech-459	78	6	-	-	PUNCT
futech-459	78	7	range	range	NOUN
futech-459	78	8	dependencies	dependency	NOUN
futech-459	78	9	:	:	PUNCT
futech-459	78	10	current	current	ADJ
futech-459	78	11	systems	system	NOUN
futech-459	78	12	do	do	AUX
futech-459	78	13	not	not	PART
futech-459	78	14	have	have	VERB
futech-459	78	15	strong	strong	ADJ
futech-459	78	16	mechanisms	mechanism	NOUN
futech-459	78	17	for	for	ADP
futech-459	78	18	modelling	modelling	NOUN
futech-459	78	19	and	and	CCONJ
futech-459	78	20	preserving	preserve	VERB
futech-459	78	21	coherence	coherence	NOUN
futech-459	78	22	across	across	ADP
futech-459	78	23	sentences	sentence	NOUN
futech-459	78	24	or	or	CCONJ
futech-459	78	25	pieces	piece	NOUN
futech-459	78	26	of	of	ADP
futech-459	78	27	a	a	DET
futech-459	78	28	story	story	NOUN
futech-459	78	29	.	.	PUNCT
futech-459	79	1	•	•	ADJ
futech-459	79	2	recurrent	recurrent	ADJ
futech-459	79	3	behaviours	behaviour	NOUN
futech-459	79	4	and	and	CCONJ
futech-459	79	5	narrative	narrative	NOUN
futech-459	79	6	flow	flow	NOUN
futech-459	79	7	inconsistencies	inconsistency	NOUN
futech-459	79	8	are	be	AUX
futech-459	79	9	commonly	commonly	ADV
futech-459	79	10	found	find	VERB
futech-459	79	11	in	in	ADP
futech-459	79	12	generative	generative	ADJ
futech-459	79	13	models	model	NOUN
futech-459	79	14	because	because	SCONJ
futech-459	79	15	of	of	ADP
futech-459	79	16	shallow	shallow	ADJ
futech-459	79	17	attention	attention	NOUN
futech-459	79	18	mechanisms	mechanism	NOUN
futech-459	79	19	or	or	CCONJ
futech-459	79	20	the	the	DET
futech-459	79	21	absence	absence	NOUN
futech-459	79	22	of	of	ADP
futech-459	79	23	semantic	semantic	ADJ
futech-459	79	24	feedback	feedback	NOUN
futech-459	79	25	loops	loop	NOUN
futech-459	79	26	.	.	PUNCT
futech-459	80	1	•	•	NUM
futech-459	80	2	lack	lack	NOUN
futech-459	80	3	of	of	ADP
futech-459	80	4	a	a	DET
futech-459	80	5	cohesive	cohesive	ADJ
futech-459	80	6	system	system	NOUN
futech-459	80	7	that	that	PRON
futech-459	80	8	identifies	identify	VERB
futech-459	80	9	emotions	emotion	NOUN
futech-459	80	10	and	and	CCONJ
futech-459	80	11	increases	increase	VERB
futech-459	80	12	coherence	coherence	NOUN
futech-459	80	13	:	:	PUNCT
futech-459	80	14	few	few	ADJ
futech-459	80	15	research	research	NOUN
futech-459	80	16	efforts	effort	NOUN
futech-459	80	17	have	have	AUX
futech-459	80	18	attempted	attempt	VERB
futech-459	80	19	to	to	PART
futech-459	80	20	combine	combine	VERB
futech-459	80	21	emotional	emotional	ADJ
futech-459	80	22	filtering	filtering	NOUN
futech-459	80	23	with	with	ADP
futech-459	80	24	semantic	semantic	ADJ
futech-459	80	25	structuring	structuring	NOUN
futech-459	80	26	in	in	ADP
futech-459	80	27	a	a	DET
futech-459	80	28	single	single	ADJ
futech-459	80	29	,	,	PUNCT
futech-459	80	30	effective	effective	ADJ
futech-459	80	31	system	system	NOUN
futech-459	80	32	.	.	PUNCT
futech-459	81	1	these	these	DET
futech-459	81	2	identified	identify	VERB
futech-459	81	3	gaps	gap	NOUN
futech-459	81	4	highlight	highlight	VERB
futech-459	81	5	the	the	DET
futech-459	81	6	need	need	NOUN
futech-459	81	7	for	for	ADP
futech-459	81	8	a	a	DET
futech-459	81	9	unified	unified	ADJ
futech-459	81	10	story	story	NOUN
futech-459	81	11	generation	generation	NOUN
futech-459	81	12	system	system	NOUN
futech-459	81	13	to	to	PART
futech-459	81	14	simultaneously	simultaneously	ADV
futech-459	81	15	manage	manage	VERB
futech-459	81	16	emotional	emotional	ADJ
futech-459	81	17	control	control	NOUN
futech-459	81	18	and	and	CCONJ
futech-459	81	19	narrative	narrative	NOUN
futech-459	81	20	coherence	coherence	NOUN
futech-459	81	21	using	use	VERB
futech-459	81	22	efficient	efficient	ADJ
futech-459	81	23	,	,	PUNCT
futech-459	81	24	scalable	scalable	ADJ
futech-459	81	25	techniques	technique	NOUN
futech-459	81	26	.	.	PUNCT
futech-459	82	1	although	although	SCONJ
futech-459	82	2	deep	deep	ADJ
futech-459	82	3	learning	learning	NOUN
futech-459	82	4	models	model	NOUN
futech-459	82	5	like	like	VERB
futech-459	82	6	gpt-2	gpt-2	VERB
futech-459	82	7	have	have	AUX
futech-459	82	8	revolutionized	revolutionize	VERB
futech-459	82	9	natural	natural	ADJ
futech-459	82	10	language	language	NOUN
futech-459	82	11	generation	generation	NOUN
futech-459	82	12	,	,	PUNCT
futech-459	82	13	they	they	PRON
futech-459	82	14	remain	remain	VERB
futech-459	82	15	limited	limited	ADJ
futech-459	82	16	in	in	ADP
futech-459	82	17	their	their	PRON
futech-459	82	18	ability	ability	NOUN
futech-459	82	19	to	to	PART
futech-459	82	20	generate	generate	VERB
futech-459	82	21	stories	story	NOUN
futech-459	82	22	that	that	PRON
futech-459	82	23	are	be	AUX
futech-459	82	24	both	both	ADV
futech-459	82	25	emotionally	emotionally	ADV
futech-459	82	26	consistent	consistent	ADJ
futech-459	82	27	and	and	CCONJ
futech-459	82	28	narratively	narratively	ADV
futech-459	82	29	coherent	coherent	ADJ
futech-459	82	30	.	.	PUNCT
futech-459	83	1	current	current	ADJ
futech-459	83	2	systems	system	NOUN
futech-459	83	3	often	often	ADV
futech-459	83	4	produce	produce	VERB
futech-459	83	5	emotionally	emotionally	ADV
futech-459	83	6	neutral	neutral	ADJ
futech-459	83	7	content	content	NOUN
futech-459	83	8	and	and	CCONJ
futech-459	83	9	exhibit	exhibit	VERB
futech-459	83	10	weak	weak	ADJ
futech-459	83	11	cross	cross	ADJ
futech-459	83	12	-	-	ADJ
futech-459	83	13	sentence	sentence	ADJ
futech-459	83	14	dependencies	dependency	NOUN
futech-459	83	15	,	,	PUNCT
futech-459	83	16	leading	lead	VERB
futech-459	83	17	to	to	ADP
futech-459	83	18	repetitive	repetitive	ADJ
futech-459	83	19	or	or	CCONJ
futech-459	83	20	disconnected	disconnected	ADJ
futech-459	83	21	storylines	storyline	NOUN
futech-459	83	22	.	.	PUNCT
futech-459	84	1	moreover	moreover	ADV
futech-459	84	2	,	,	PUNCT
futech-459	84	3	the	the	DET
futech-459	84	4	lack	lack	NOUN
futech-459	84	5	of	of	ADP
futech-459	84	6	integration	integration	NOUN
futech-459	84	7	between	between	ADP
futech-459	84	8	emotion	emotion	NOUN
futech-459	84	9	classification	classification	NOUN
futech-459	84	10	and	and	CCONJ
futech-459	84	11	sequence	sequence	NOUN
futech-459	84	12	modeling	modeling	NOUN
futech-459	84	13	further	far	ADV
futech-459	84	14	restricts	restrict	VERB
futech-459	84	15	the	the	DET
futech-459	84	16	expressive	expressive	ADJ
futech-459	84	17	quality	quality	NOUN
futech-459	84	18	of	of	ADP
futech-459	84	19	generated	generate	VERB
futech-459	84	20	narratives	narrative	NOUN
futech-459	84	21	.	.	PUNCT
futech-459	85	1	these	these	DET
futech-459	85	2	limitations	limitation	NOUN
futech-459	85	3	create	create	VERB
futech-459	85	4	a	a	DET
futech-459	85	5	gap	gap	NOUN
futech-459	85	6	in	in	ADP
futech-459	85	7	developing	develop	VERB
futech-459	85	8	aigenerated	aigenerate	VERB
futech-459	85	9	stories	story	NOUN
futech-459	85	10	that	that	PRON
futech-459	85	11	genuinely	genuinely	ADV
futech-459	85	12	resonate	resonate	VERB
futech-459	85	13	with	with	ADP
futech-459	85	14	human	human	ADJ
futech-459	85	15	emotions	emotion	NOUN
futech-459	85	16	and	and	CCONJ
futech-459	85	17	maintain	maintain	VERB
futech-459	85	18	a	a	DET
futech-459	85	19	logical	logical	ADJ
futech-459	85	20	narrative	narrative	NOUN
futech-459	85	21	flow	flow	NOUN
futech-459	85	22	.	.	PUNCT
futech-459	86	1	bridging	bridge	VERB
futech-459	86	2	this	this	DET
futech-459	86	3	gap	gap	NOUN
futech-459	86	4	requires	require	VERB
futech-459	86	5	a	a	DET
futech-459	86	6	hybrid	hybrid	ADJ
futech-459	86	7	approach	approach	NOUN
futech-459	86	8	that	that	PRON
futech-459	86	9	fuses	fuse	VERB
futech-459	86	10	emotional	emotional	ADJ
futech-459	86	11	filtering	filtering	NOUN
futech-459	86	12	with	with	ADP
futech-459	86	13	semantically	semantically	ADV
futech-459	86	14	aware	aware	ADJ
futech-459	86	15	text	text	NOUN
futech-459	86	16	generation	generation	NOUN
futech-459	86	17	.	.	PUNCT
futech-459	87	1	to	to	PART
futech-459	87	2	address	address	VERB
futech-459	87	3	these	these	DET
futech-459	87	4	limitations	limitation	NOUN
futech-459	87	5	,	,	PUNCT
futech-459	87	6	this	this	DET
futech-459	87	7	paper	paper	NOUN
futech-459	87	8	proposes	propose	VERB
futech-459	87	9	a	a	DET
futech-459	87	10	two	two	NUM
futech-459	87	11	-	-	PUNCT
futech-459	87	12	stage	stage	NOUN
futech-459	87	13	hybrid	hybrid	ADJ
futech-459	87	14	architecture	architecture	NOUN
futech-459	87	15	that	that	PRON
futech-459	87	16	combines	combine	VERB
futech-459	87	17	the	the	DET
futech-459	87	18	generative	generative	ADJ
futech-459	87	19	power	power	NOUN
futech-459	87	20	of	of	ADP
futech-459	87	21	gpt-2	gpt-2	PROPN
futech-459	87	22	,	,	PUNCT
futech-459	87	23	the	the	DET
futech-459	87	24	emotion	emotion	NOUN
futech-459	87	25	recognition	recognition	NOUN
futech-459	87	26	capability	capability	NOUN
futech-459	87	27	of	of	ADP
futech-459	87	28	distilroberta	distilroberta	NOUN
futech-459	87	29	,	,	PUNCT
futech-459	87	30	and	and	CCONJ
futech-459	87	31	the	the	DET
futech-459	87	32	semantic	semantic	ADJ
futech-459	87	33	modeling	modeling	NOUN
futech-459	87	34	efficiency	efficiency	NOUN
futech-459	87	35	of	of	ADP
futech-459	87	36	fnet	fnet	NOUN
futech-459	87	37	.	.	PUNCT
futech-459	88	1	the	the	DET
futech-459	88	2	key	key	ADJ
futech-459	88	3	objectives	objective	NOUN
futech-459	88	4	of	of	ADP
futech-459	88	5	this	this	DET
futech-459	88	6	research	research	NOUN
futech-459	88	7	are	be	AUX
futech-459	88	8	:	:	PUNCT
futech-459	88	9	•	•	ADP
futech-459	88	10	to	to	PART
futech-459	88	11	ensure	ensure	VERB
futech-459	88	12	emotional	emotional	ADJ
futech-459	88	13	alignment	alignment	NOUN
futech-459	88	14	by	by	ADP
futech-459	88	15	filtering	filter	VERB
futech-459	88	16	gpt-2generated	gpt-2generate	VERB
futech-459	88	17	sentences	sentence	NOUN
futech-459	88	18	using	use	VERB
futech-459	88	19	distilroberta	distilroberta	NOUN
futech-459	88	20	.	.	PUNCT
futech-459	89	1	•	•	ADP
futech-459	89	2	to	to	PART
futech-459	89	3	enhance	enhance	VERB
futech-459	89	4	narrative	narrative	ADJ
futech-459	89	5	coherence	coherence	NOUN
futech-459	89	6	by	by	ADP
futech-459	89	7	modeling	model	VERB
futech-459	89	8	global	global	ADJ
futech-459	89	9	dependencies	dependency	NOUN
futech-459	89	10	through	through	ADP
futech-459	89	11	a	a	DET
futech-459	89	12	fourier	fourier	ADV
futech-459	89	13	-	-	PUNCT
futech-459	89	14	based	base	VERB
futech-459	89	15	fnet	fnet	ADJ
futech-459	89	16	architecture	architecture	NOUN
futech-459	89	17	.	.	PUNCT
futech-459	90	1	•	•	NOUN
futech-459	90	2	to	to	PART
futech-459	90	3	empirically	empirically	ADV
futech-459	90	4	validate	validate	VERB
futech-459	90	5	the	the	DET
futech-459	90	6	system	system	NOUN
futech-459	90	7	on	on	ADP
futech-459	90	8	benchmark	benchmark	NOUN
futech-459	90	9	datasets	dataset	NOUN
futech-459	90	10	(	(	PUNCT
futech-459	90	11	cornell	cornell	NOUN
futech-459	90	12	movie	movie	NOUN
futech-459	90	13	dialogs	dialog	NOUN
futech-459	90	14	,	,	PUNCT
futech-459	90	15	visual7w	visual7w	NOUN
futech-459	90	16	,	,	PUNCT
futech-459	90	17	and	and	CCONJ
futech-459	90	18	rocstories	rocstorie	NOUN
futech-459	90	19	)	)	PUNCT
futech-459	90	20	.	.	PUNCT
futech-459	91	1	•	•	NUM
futech-459	91	2	to	to	PART
futech-459	91	3	evaluate	evaluate	VERB
futech-459	91	4	performance	performance	NOUN
futech-459	91	5	using	use	VERB
futech-459	91	6	bleu	bleu	NOUN
futech-459	91	7	and	and	CCONJ
futech-459	91	8	meteor	meteor	NOUN
futech-459	91	9	metrics	metric	NOUN
futech-459	91	10	and	and	CCONJ
futech-459	91	11	emotion	emotion	NOUN
futech-459	91	12	retention	retention	NOUN
futech-459	91	13	accuracy	accuracy	NOUN
futech-459	91	14	.	.	PUNCT
futech-459	92	1	4	4	X
futech-459	92	2	.	.	NUM
futech-459	92	3	proposed	propose	VERB
futech-459	92	4	system	system	NOUN
futech-459	92	5	having	having	AUX
futech-459	92	6	performed	perform	VERB
futech-459	92	7	an	an	DET
futech-459	92	8	extensive	extensive	ADJ
futech-459	92	9	review	review	NOUN
futech-459	92	10	of	of	ADP
futech-459	92	11	existing	exist	VERB
futech-459	92	12	literature	literature	NOUN
futech-459	92	13	,	,	PUNCT
futech-459	92	14	we	we	PRON
futech-459	92	15	identify	identify	VERB
futech-459	92	16	two	two	NUM
futech-459	92	17	long	long	ADV
futech-459	92	18	-	-	PUNCT
futech-459	92	19	standing	stand	VERB
futech-459	92	20	issues	issue	NOUN
futech-459	92	21	in	in	ADP
futech-459	92	22	the	the	DET
futech-459	92	23	domain	domain	NOUN
futech-459	92	24	of	of	ADP
futech-459	92	25	automatic	automatic	ADJ
futech-459	92	26	narrative	narrative	NOUN
futech-459	92	27	generation	generation	NOUN
futech-459	92	28	:	:	PUNCT
futech-459	92	29	•	•	NOUN
futech-459	92	30	repetition	repetition	NOUN
futech-459	92	31	and	and	CCONJ
futech-459	92	32	inconsistency	inconsistency	NOUN
futech-459	92	33	:	:	PUNCT
futech-459	92	34	the	the	DET
futech-459	92	35	majority	majority	NOUN
futech-459	92	36	of	of	ADP
futech-459	92	37	modern	modern	ADJ
futech-459	92	38	systems	system	NOUN
futech-459	92	39	lack	lack	VERB
futech-459	92	40	consistent	consistent	ADJ
futech-459	92	41	character	character	NOUN
futech-459	92	42	behavior	behavior	NOUN
futech-459	92	43	and	and	CCONJ
futech-459	92	44	consistent	consistent	ADJ
futech-459	92	45	story	story	NOUN
futech-459	92	46	progression	progression	NOUN
futech-459	92	47	,	,	PUNCT
futech-459	92	48	instead	instead	ADV
futech-459	92	49	generating	generate	VERB
futech-459	92	50	repetitive	repetitive	ADJ
futech-459	92	51	or	or	CCONJ
futech-459	92	52	contradictory	contradictory	ADJ
futech-459	92	53	content	content	NOUN
futech-459	92	54	.	.	PUNCT
futech-459	93	1	•	•	NUM
futech-459	93	2	lack	lack	NOUN
futech-459	93	3	of	of	ADP
futech-459	93	4	cross	cross	ADJ
futech-459	93	5	-	-	ADJ
futech-459	93	6	sentence	sentence	ADJ
futech-459	93	7	dependency	dependency	NOUN
futech-459	93	8	modeling	modeling	NOUN
futech-459	93	9	:	:	PUNCT
futech-459	93	10	the	the	DET
futech-459	93	11	current	current	ADJ
futech-459	93	12	models	model	NOUN
futech-459	93	13	are	be	AUX
futech-459	93	14	limited	limit	VERB
futech-459	93	15	by	by	ADP
futech-459	93	16	their	their	PRON
futech-459	93	17	failure	failure	NOUN
futech-459	93	18	to	to	PART
futech-459	93	19	capture	capture	VERB
futech-459	93	20	long	long	ADJ
futech-459	93	21	-	-	PUNCT
futech-459	93	22	distance	distance	NOUN
futech-459	93	23	semantic	semantic	ADJ
futech-459	93	24	and	and	CCONJ
futech-459	93	25	affective	affective	NOUN
futech-459	93	26	relations	relation	NOUN
futech-459	93	27	between	between	ADP
futech-459	93	28	sentences	sentence	NOUN
futech-459	93	29	,	,	PUNCT
futech-459	93	30	impacting	impact	VERB
futech-459	93	31	narrative	narrative	NOUN
futech-459	93	32	coherence	coherence	NOUN
futech-459	93	33	.	.	PUNCT
futech-459	94	1	we	we	PRON
futech-459	94	2	have	have	AUX
futech-459	94	3	developed	develop	VERB
futech-459	94	4	a	a	DET
futech-459	94	5	hybrid	hybrid	ADJ
futech-459	94	6	model	model	NOUN
futech-459	94	7	,	,	PUNCT
futech-459	94	8	as	as	SCONJ
futech-459	94	9	shown	show	VERB
futech-459	94	10	in	in	ADP
futech-459	94	11	figure	figure	NOUN
futech-459	94	12	1	1	NUM
futech-459	94	13	,	,	PUNCT
futech-459	94	14	that	that	PRON
futech-459	94	15	combines	combine	VERB
futech-459	94	16	gpt-2	gpt-2	NUM
futech-459	94	17	,	,	PUNCT
futech-459	94	18	distilroberta	distilroberta	NOUN
futech-459	94	19	,	,	PUNCT
futech-459	94	20	and	and	CCONJ
futech-459	94	21	a	a	DET
futech-459	94	22	specially	specially	ADV
futech-459	94	23	crafted	craft	VERB
futech-459	94	24	fnet	fnet	ADJ
futech-459	94	25	model	model	NOUN
futech-459	94	26	to	to	PART
futech-459	94	27	tackle	tackle	VERB
futech-459	94	28	specific	specific	ADJ
futech-459	94	29	challenges	challenge	NOUN
futech-459	94	30	.	.	PUNCT
futech-459	95	1	fnet	fnet	NOUN
futech-459	95	2	is	be	AUX
futech-459	95	3	a	a	DET
futech-459	95	4	transformer	transformer	NOUN
futech-459	95	5	encoder	encoder	NOUN
futech-459	95	6	that	that	PRON
futech-459	95	7	mixes	mix	VERB
futech-459	95	8	via	via	ADP
futech-459	95	9	the	the	DET
futech-459	95	10	fourier	fourier	NOUN
futech-459	95	11	transforms	transform	VERB
futech-459	95	12	instead	instead	ADV
futech-459	95	13	of	of	ADP
futech-459	95	14	using	use	VERB
futech-459	95	15	the	the	DET
futech-459	95	16	usual	usual	ADJ
futech-459	95	17	self	self	NOUN
futech-459	95	18	-	-	PUNCT
futech-459	95	19	attention	attention	NOUN
futech-459	95	20	method	method	NOUN
futech-459	95	21	.	.	PUNCT
futech-459	96	1	it	it	PRON
futech-459	96	2	helps	help	VERB
futech-459	96	3	effectively	effectively	ADV
futech-459	96	4	capture	capture	VERB
futech-459	96	5	those	those	DET
futech-459	96	6	global	global	ADJ
futech-459	96	7	dependencies	dependency	NOUN
futech-459	96	8	.	.	PUNCT
futech-459	97	1	ah	ah	INTJ
futech-459	97	2	.	.	PUNCT
futech-459	98	1	kachare	kachare	PROPN
futech-459	98	2	et	et	PROPN
futech-459	98	3	al	al	PROPN
futech-459	98	4	.	.	PROPN
futech-459	98	5	/future	/future	PUNCT
futech-459	98	6	technology	technology	PROPN
futech-459	98	7	november	november	PROPN
futech-459	98	8	2025|	2025|	NUM
futech-459	98	9	volume	volume	NOUN
futech-459	98	10	04	04	NUM
futech-459	99	1	|	|	ADV
futech-459	99	2	issue	issue	VERB
futech-459	99	3	04	04	NUM
futech-459	100	1	|	|	CCONJ
futech-459	100	2	pages	page	VERB
futech-459	100	3	138	138	NUM
futech-459	100	4	-	-	SYM
futech-459	100	5	145	145	NUM
futech-459	100	6	140	140	NUM
futech-459	100	7	figure	figure	NOUN
futech-459	100	8	1	1	NUM
futech-459	100	9	.	.	PUNCT
futech-459	100	10	proposed	propose	VERB
futech-459	100	11	system	system	NOUN
futech-459	100	12	for	for	ADP
futech-459	100	13	short	short	ADJ
futech-459	100	14	story	story	NOUN
futech-459	100	15	generation	generation	NOUN
futech-459	100	16	the	the	DET
futech-459	100	17	reason	reason	NOUN
futech-459	100	18	to	to	PART
futech-459	100	19	use	use	VERB
futech-459	100	20	fnet	fnet	NOUN
futech-459	100	21	:	:	PUNCT
futech-459	100	22	•	•	NUM
futech-459	100	23	global	global	ADJ
futech-459	100	24	context	context	NOUN
futech-459	100	25	awareness	awareness	NOUN
futech-459	100	26	:	:	PUNCT
futech-459	100	27	many	many	ADJ
futech-459	100	28	attention	attention	NOUN
futech-459	100	29	mechanisms	mechanism	NOUN
futech-459	100	30	become	become	VERB
futech-459	100	31	complex	complex	ADJ
futech-459	100	32	as	as	SCONJ
futech-459	100	33	the	the	DET
futech-459	100	34	input	input	NOUN
futech-459	100	35	grows	grow	VERB
futech-459	100	36	.	.	PUNCT
futech-459	101	1	nevertheless	nevertheless	ADV
futech-459	101	2	,	,	PUNCT
futech-459	101	3	fnet	fnet	PROPN
futech-459	101	4	's	's	PART
futech-459	101	5	fourier	fourier	NOUN
futech-459	101	6	transform	transform	NOUN
futech-459	101	7	encoder	encoder	NOUN
futech-459	101	8	is	be	AUX
futech-459	101	9	more	more	ADV
futech-459	101	10	scalable	scalable	ADJ
futech-459	101	11	.	.	PUNCT
futech-459	102	1	it	it	PRON
futech-459	102	2	can	can	AUX
futech-459	102	3	handle	handle	VERB
futech-459	102	4	complete	complete	ADJ
futech-459	102	5	sequences	sequence	NOUN
futech-459	102	6	.	.	PUNCT
futech-459	103	1	•	•	NUM
futech-459	103	2	improved	improved	ADJ
futech-459	103	3	consistency	consistency	NOUN
futech-459	103	4	:	:	PUNCT
futech-459	103	5	another	another	DET
futech-459	103	6	great	great	ADJ
futech-459	103	7	thing	thing	NOUN
futech-459	103	8	about	about	ADP
futech-459	103	9	fnet	fnet	NOUN
futech-459	103	10	is	be	AUX
futech-459	103	11	that	that	SCONJ
futech-459	103	12	it	it	PRON
futech-459	103	13	keeps	keep	VERB
futech-459	103	14	the	the	DET
futech-459	103	15	narrative	narrative	NOUN
futech-459	103	16	on	on	ADP
futech-459	103	17	track	track	NOUN
futech-459	103	18	.	.	PUNCT
futech-459	104	1	it	it	PRON
futech-459	104	2	minimizes	minimize	VERB
futech-459	104	3	those	those	DET
futech-459	104	4	annoying	annoying	ADJ
futech-459	104	5	moments	moment	NOUN
futech-459	104	6	where	where	SCONJ
futech-459	104	7	the	the	DET
futech-459	104	8	story	story	NOUN
futech-459	104	9	drifts	drift	VERB
futech-459	104	10	or	or	CCONJ
futech-459	104	11	characters	character	NOUN
futech-459	104	12	seem	seem	VERB
futech-459	104	13	inconsistent	inconsistent	ADJ
futech-459	104	14	.	.	PUNCT
futech-459	105	1	it	it	PRON
futech-459	105	2	does	do	VERB
futech-459	105	3	this	this	PRON
futech-459	105	4	by	by	ADP
futech-459	105	5	holding	hold	VERB
futech-459	105	6	onto	onto	ADP
futech-459	105	7	those	those	DET
futech-459	105	8	longrange	longrange	PROPN
futech-459	105	9	dependencies	dependency	NOUN
futech-459	105	10	.	.	PUNCT
futech-459	106	1	•	•	NUM
futech-459	106	2	reduced	reduce	VERB
futech-459	106	3	computational	computational	ADJ
futech-459	106	4	expense	expense	NOUN
futech-459	106	5	:	:	PUNCT
futech-459	106	6	fnet	fnet	NOUN
futech-459	106	7	skips	skip	VERB
futech-459	106	8	the	the	DET
futech-459	106	9	whole	whole	ADJ
futech-459	106	10	attention	attention	NOUN
futech-459	106	11	mechanism	mechanism	NOUN
futech-459	106	12	altogether	altogether	ADV
futech-459	106	13	.	.	PUNCT
futech-459	107	1	it	it	PRON
futech-459	107	2	operates	operate	VERB
futech-459	107	3	with	with	ADP
futech-459	107	4	a	a	DET
futech-459	107	5	time	time	NOUN
futech-459	107	6	complexity	complexity	NOUN
futech-459	107	7	of	of	ADP
futech-459	107	8	o(n	o(n	PROPN
futech-459	107	9	log	log	NOUN
futech-459	107	10	n	n	CCONJ
futech-459	107	11	)	)	PUNCT
futech-459	107	12	,	,	PUNCT
futech-459	107	13	which	which	PRON
futech-459	107	14	is	be	AUX
futech-459	107	15	significantly	significantly	ADV
futech-459	107	16	better	well	ADJ
futech-459	107	17	than	than	ADP
futech-459	107	18	the	the	DET
futech-459	107	19	o(n²	o(n²	NOUN
futech-459	107	20	)	)	PUNCT
futech-459	107	21	we	we	PRON
futech-459	107	22	see	see	VERB
futech-459	107	23	in	in	ADP
futech-459	107	24	standard	standard	ADJ
futech-459	107	25	transformers	transformer	NOUN
futech-459	107	26	.	.	PUNCT
futech-459	108	1	the	the	DET
futech-459	108	2	system	system	NOUN
futech-459	108	3	,	,	PUNCT
futech-459	108	4	as	as	SCONJ
futech-459	108	5	proposed	propose	VERB
futech-459	108	6	,	,	PUNCT
futech-459	108	7	works	work	VERB
futech-459	108	8	in	in	ADP
futech-459	108	9	two	two	NUM
futech-459	108	10	phases	phase	NOUN
futech-459	108	11	.	.	PUNCT
futech-459	109	1	a	a	DET
futech-459	109	2	comparative	comparative	ADJ
futech-459	109	3	analysis	analysis	NOUN
futech-459	109	4	of	of	ADP
futech-459	109	5	fnet	fnet	NOUN
futech-459	109	6	with	with	ADP
futech-459	109	7	linformer	linformer	NOUN
futech-459	109	8	,	,	PUNCT
futech-459	109	9	longformer	longformer	NOUN
futech-459	109	10	,	,	PUNCT
futech-459	109	11	and	and	CCONJ
futech-459	109	12	performer	performer	NOUN
futech-459	109	13	is	be	AUX
futech-459	109	14	presented	present	VERB
futech-459	109	15	in	in	ADP
futech-459	109	16	table	table	NOUN
futech-459	109	17	1	1	NUM
futech-459	109	18	,	,	PUNCT
futech-459	109	19	which	which	PRON
futech-459	109	20	outlines	outline	VERB
futech-459	109	21	the	the	DET
futech-459	109	22	trade	trade	NOUN
futech-459	109	23	-	-	PUNCT
futech-459	109	24	offs	off	NOUN
futech-459	109	25	across	across	ADP
futech-459	109	26	computational	computational	ADJ
futech-459	109	27	efficiency	efficiency	NOUN
futech-459	109	28	,	,	PUNCT
futech-459	109	29	memory	memory	NOUN
futech-459	109	30	footprint	footprint	NOUN
futech-459	109	31	,	,	PUNCT
futech-459	109	32	and	and	CCONJ
futech-459	109	33	real	real	ADJ
futech-459	109	34	-	-	PUNCT
futech-459	109	35	world	world	NOUN
futech-459	109	36	performance	performance	NOUN
futech-459	109	37	.	.	PUNCT
futech-459	110	1	it	it	PRON
futech-459	110	2	supports	support	VERB
futech-459	110	3	the	the	DET
futech-459	110	4	design	design	NOUN
futech-459	110	5	decision	decision	NOUN
futech-459	110	6	to	to	PART
futech-459	110	7	employ	employ	VERB
futech-459	110	8	fnet	fnet	ADV
futech-459	110	9	for	for	ADP
futech-459	110	10	coherent	coherent	ADJ
futech-459	110	11	and	and	CCONJ
futech-459	110	12	emotionally	emotionally	ADV
futech-459	110	13	grounded	ground	VERB
futech-459	110	14	narrative	narrative	NOUN
futech-459	110	15	generation	generation	NOUN
futech-459	110	16	.	.	PUNCT
futech-459	111	1	fnet	fnet	NOUN
futech-459	111	2	bypasses	bypass	VERB
futech-459	111	3	self	self	NOUN
futech-459	111	4	-	-	PUNCT
futech-459	111	5	attention	attention	NOUN
futech-459	111	6	by	by	ADP
futech-459	111	7	applying	apply	VERB
futech-459	111	8	a	a	DET
futech-459	111	9	two	two	NUM
futech-459	111	10	-	-	PUNCT
futech-459	111	11	dimensional	dimensional	ADJ
futech-459	111	12	discrete	discrete	ADJ
futech-459	111	13	fourier	fourier	NOUN
futech-459	111	14	transform	transform	NOUN
futech-459	111	15	(	(	PUNCT
futech-459	111	16	dft	dft	NOUN
futech-459	111	17	)	)	PUNCT
futech-459	111	18	across	across	ADP
futech-459	111	19	token	token	ADJ
futech-459	111	20	and	and	CCONJ
futech-459	111	21	embedding	embed	VERB
futech-459	111	22	dimensions	dimension	NOUN
futech-459	111	23	,	,	PUNCT
futech-459	111	24	enabling	enable	VERB
futech-459	111	25	fast	fast	ADJ
futech-459	111	26	global	global	ADJ
futech-459	111	27	mixing	mixing	NOUN
futech-459	111	28	.	.	PUNCT
futech-459	112	1	linformer	linformer	NOUN
futech-459	112	2	,	,	PUNCT
futech-459	112	3	while	while	SCONJ
futech-459	112	4	highly	highly	ADV
futech-459	112	5	efficient	efficient	ADJ
futech-459	112	6	with	with	ADP
futech-459	112	7	o(n	o(n	NOUN
futech-459	112	8	)	)	PUNCT
futech-459	112	9	complexity	complexity	NOUN
futech-459	112	10	,	,	PUNCT
futech-459	112	11	uses	use	VERB
futech-459	112	12	low	low	ADJ
futech-459	112	13	-	-	PUNCT
futech-459	112	14	rank	rank	NOUN
futech-459	112	15	projections	projection	NOUN
futech-459	112	16	that	that	PRON
futech-459	112	17	may	may	AUX
futech-459	112	18	weaken	weaken	VERB
futech-459	112	19	its	its	PRON
futech-459	112	20	ability	ability	NOUN
futech-459	112	21	to	to	PART
futech-459	112	22	retain	retain	VERB
futech-459	112	23	subtle	subtle	ADJ
futech-459	112	24	narrative	narrative	NOUN
futech-459	112	25	transitions	transition	NOUN
futech-459	112	26	or	or	CCONJ
futech-459	112	27	emotional	emotional	ADJ
futech-459	112	28	nuances	nuance	NOUN
futech-459	112	29	required	require	VERB
futech-459	112	30	in	in	ADP
futech-459	112	31	story	story	NOUN
futech-459	112	32	generation	generation	NOUN
futech-459	112	33	.	.	PUNCT
futech-459	113	1	longformer	longformer	NOUN
futech-459	113	2	is	be	AUX
futech-459	113	3	optimized	optimize	VERB
futech-459	113	4	for	for	ADP
futech-459	113	5	document	document	NOUN
futech-459	113	6	-	-	PUNCT
futech-459	113	7	level	level	NOUN
futech-459	113	8	tasks	task	NOUN
futech-459	113	9	using	use	VERB
futech-459	113	10	a	a	DET
futech-459	113	11	sliding	slide	VERB
futech-459	113	12	window	window	NOUN
futech-459	113	13	and	and	CCONJ
futech-459	113	14	sparse	sparse	VERB
futech-459	113	15	global	global	ADJ
futech-459	113	16	attention	attention	NOUN
futech-459	113	17	,	,	PUNCT
futech-459	113	18	which	which	PRON
futech-459	113	19	can	can	AUX
futech-459	113	20	be	be	AUX
futech-459	113	21	less	less	ADV
futech-459	113	22	effective	effective	ADJ
futech-459	113	23	for	for	ADP
futech-459	113	24	capturing	capture	VERB
futech-459	113	25	inter	inter	ADJ
futech-459	113	26	-	-	NOUN
futech-459	113	27	sentence	sentence	NOUN
futech-459	113	28	dependencies	dependency	NOUN
futech-459	113	29	in	in	ADP
futech-459	113	30	shorter	short	ADJ
futech-459	113	31	narratives	narrative	NOUN
futech-459	113	32	.	.	PUNCT
futech-459	114	1	performer	performer	NOUN
futech-459	114	2	approximates	approximate	VERB
futech-459	114	3	self	self	NOUN
futech-459	114	4	-	-	PUNCT
futech-459	114	5	attention	attention	NOUN
futech-459	114	6	using	use	VERB
futech-459	114	7	kernel	kernel	NOUN
futech-459	114	8	-	-	PUNCT
futech-459	114	9	based	base	VERB
futech-459	114	10	methods	method	NOUN
futech-459	114	11	and	and	CCONJ
futech-459	114	12	random	random	ADJ
futech-459	114	13	projections	projection	NOUN
futech-459	114	14	,	,	PUNCT
futech-459	114	15	offering	offer	VERB
futech-459	114	16	scalability	scalability	NOUN
futech-459	114	17	but	but	CCONJ
futech-459	114	18	with	with	ADP
futech-459	114	19	increased	increase	VERB
futech-459	114	20	computational	computational	ADJ
futech-459	114	21	cost	cost	NOUN
futech-459	114	22	.	.	PUNCT
futech-459	115	1	fnet	fnet	NOUN
futech-459	115	2	thus	thus	ADV
futech-459	115	3	provides	provide	VERB
futech-459	115	4	a	a	DET
futech-459	115	5	compelling	compelling	ADJ
futech-459	115	6	balance	balance	NOUN
futech-459	115	7	:	:	PUNCT
futech-459	115	8	faster	fast	ADV
futech-459	115	9	than	than	SCONJ
futech-459	115	10	self	self	NOUN
futech-459	115	11	-	-	PUNCT
futech-459	115	12	attention	attention	NOUN
futech-459	115	13	,	,	PUNCT
futech-459	115	14	semantically	semantically	ADV
futech-459	115	15	expressive	expressive	ADJ
futech-459	115	16	,	,	PUNCT
futech-459	115	17	and	and	CCONJ
futech-459	115	18	well	well	ADV
futech-459	115	19	-	-	PUNCT
futech-459	115	20	suited	suited	ADJ
futech-459	115	21	for	for	ADP
futech-459	115	22	maintaining	maintain	VERB
futech-459	115	23	long	long	ADJ
futech-459	115	24	-	-	PUNCT
futech-459	115	25	range	range	NOUN
futech-459	115	26	dependencies	dependency	NOUN
futech-459	115	27	,	,	PUNCT
futech-459	115	28	which	which	PRON
futech-459	115	29	are	be	AUX
futech-459	115	30	crucial	crucial	ADJ
futech-459	115	31	for	for	ADP
futech-459	115	32	generating	generate	VERB
futech-459	115	33	coherent	coherent	ADJ
futech-459	115	34	and	and	CCONJ
futech-459	115	35	emotionally	emotionally	ADV
futech-459	115	36	aligned	aligned	ADJ
futech-459	115	37	narratives	narrative	NOUN
futech-459	115	38	.	.	PUNCT
futech-459	116	1	4.1	4.1	NUM
futech-459	116	2	stage	stage	NOUN
futech-459	116	3	1	1	NUM
futech-459	116	4	:	:	PUNCT
futech-459	116	5	emotionally	emotionally	ADV
futech-459	116	6	aware	aware	ADJ
futech-459	116	7	sentence	sentence	NOUN
futech-459	116	8	generation	generation	NOUN
futech-459	116	9	•	•	ADP
futech-459	116	10	the	the	DET
futech-459	116	11	system	system	NOUN
futech-459	116	12	is	be	AUX
futech-459	116	13	presented	present	VERB
futech-459	116	14	with	with	ADP
futech-459	116	15	a	a	DET
futech-459	116	16	question	question	NOUN
futech-459	116	17	,	,	PUNCT
futech-459	116	18	a	a	DET
futech-459	116	19	corresponding	corresponding	ADJ
futech-459	116	20	answer	answer	NOUN
futech-459	116	21	,	,	PUNCT
futech-459	116	22	and	and	CCONJ
futech-459	116	23	a	a	DET
futech-459	116	24	target	target	NOUN
futech-459	116	25	emotional	emotional	ADJ
futech-459	116	26	state	state	NOUN
futech-459	116	27	(	(	PUNCT
futech-459	116	28	e.g.	e.g.	ADJ
futech-459	116	29	,	,	PUNCT
futech-459	116	30	happiness	happiness	NOUN
futech-459	116	31	,	,	PUNCT
futech-459	116	32	fear	fear	NOUN
futech-459	116	33	,	,	PUNCT
futech-459	116	34	anger	anger	NOUN
futech-459	116	35	)	)	PUNCT
futech-459	116	36	.	.	PUNCT
futech-459	117	1	•	•	NUM
futech-459	117	2	sentence	sentence	NOUN
futech-459	117	3	generation	generation	NOUN
futech-459	117	4	:	:	PUNCT
futech-459	117	5	a	a	DET
futech-459	117	6	pre	pre	ADJ
futech-459	117	7	-	-	ADJ
futech-459	117	8	trained	trained	ADJ
futech-459	117	9	gpt-2	gpt-2	PUNCT
futech-459	117	10	model	model	NOUN
futech-459	117	11	produces	produce	VERB
futech-459	117	12	some	some	DET
futech-459	117	13	potential	potential	ADJ
futech-459	117	14	sentences	sentence	NOUN
futech-459	117	15	based	base	VERB
futech-459	117	16	on	on	ADP
futech-459	117	17	the	the	DET
futech-459	117	18	inputs	input	NOUN
futech-459	117	19	provided	provide	VERB
futech-459	117	20	.	.	PUNCT
futech-459	118	1	•	•	NUM
futech-459	118	2	emotion	emotion	NOUN
futech-459	118	3	filtering	filtering	NOUN
futech-459	118	4	:	:	PUNCT
futech-459	118	5	every	every	DET
futech-459	118	6	sentence	sentence	NOUN
futech-459	118	7	is	be	AUX
futech-459	118	8	passed	pass	VERB
futech-459	118	9	through	through	ADP
futech-459	118	10	a	a	DET
futech-459	118	11	distilroberta	distilroberta	NOUN
futech-459	118	12	-	-	PUNCT
futech-459	118	13	based	base	VERB
futech-459	118	14	emotion	emotion	NOUN
futech-459	118	15	classifier	classifier	NOUN
futech-459	118	16	.	.	PUNCT
futech-459	119	1	sentences	sentence	NOUN
futech-459	119	2	belonging	belong	VERB
futech-459	119	3	to	to	ADP
futech-459	119	4	the	the	DET
futech-459	119	5	target	target	NOUN
futech-459	119	6	emotion	emotion	NOUN
futech-459	119	7	only	only	ADV
futech-459	119	8	are	be	AUX
futech-459	119	9	kept	keep	VERB
futech-459	119	10	.	.	PUNCT
futech-459	120	1	•	•	NOUN
futech-459	120	2	selection	selection	NOUN
futech-459	120	3	mechanism	mechanism	NOUN
futech-459	120	4	:	:	PUNCT
futech-459	120	5	a	a	DET
futech-459	120	6	beam	beam	NOUN
futech-459	120	7	search	search	NOUN
futech-459	120	8	algorithm	algorithm	NOUN
futech-459	120	9	produces	produce	VERB
futech-459	120	10	diverse	diverse	ADJ
futech-459	120	11	sentence	sentence	NOUN
futech-459	120	12	forms	form	NOUN
futech-459	120	13	with	with	ADP
futech-459	120	14	maximum	maximum	ADJ
futech-459	120	15	semantic	semantic	ADJ
futech-459	120	16	and	and	CCONJ
futech-459	120	17	emotional	emotional	ADJ
futech-459	120	18	appropriateness	appropriateness	NOUN
futech-459	120	19	.	.	PUNCT
futech-459	121	1	we	we	PRON
futech-459	121	2	employed	employ	VERB
futech-459	121	3	the	the	DET
futech-459	121	4	emotion	emotion	NOUN
futech-459	121	5	english	english	PROPN
futech-459	121	6	distilroberta	distilroberta	PROPN
futech-459	121	7	-	-	PUNCT
futech-459	121	8	base	base	NOUN
futech-459	121	9	model	model	NOUN
futech-459	121	10	[	[	X
futech-459	121	11	33	33	NUM
futech-459	121	12	]	]	PUNCT
futech-459	121	13	,	,	PUNCT
futech-459	121	14	classifying	classify	VERB
futech-459	121	15	text	text	NOUN
futech-459	121	16	into	into	ADP
futech-459	121	17	seven	seven	NUM
futech-459	121	18	categories	category	NOUN
futech-459	121	19	:	:	PUNCT
futech-459	121	20	anger	anger	NOUN
futech-459	121	21	,	,	PUNCT
futech-459	121	22	disgust	disgust	NOUN
futech-459	121	23	,	,	PUNCT
futech-459	121	24	fear	fear	NOUN
futech-459	121	25	,	,	PUNCT
futech-459	121	26	joy	joy	NOUN
futech-459	121	27	,	,	PUNCT
futech-459	121	28	neutral	neutral	ADJ
futech-459	121	29	,	,	PUNCT
futech-459	121	30	sadness	sadness	NOUN
futech-459	121	31	,	,	PUNCT
futech-459	121	32	and	and	CCONJ
futech-459	121	33	surprise	surprise	NOUN
futech-459	121	34	.	.	PUNCT
futech-459	122	1	it	it	PRON
futech-459	122	2	is	be	AUX
futech-459	122	3	built	build	VERB
futech-459	122	4	by	by	ADP
futech-459	122	5	fine	fine	ADJ
futech-459	122	6	-	-	PUNCT
futech-459	122	7	tuning	tune	VERB
futech-459	122	8	distilroberta	distilroberta	NOUN
futech-459	122	9	-	-	PUNCT
futech-459	122	10	base	base	NOUN
futech-459	122	11	on	on	ADP
futech-459	122	12	a	a	DET
futech-459	122	13	balanced	balanced	ADJ
futech-459	122	14	subset	subset	NOUN
futech-459	122	15	(	(	PUNCT
futech-459	122	16	~20k	~20k	NOUN
futech-459	122	17	samples	sample	NOUN
futech-459	122	18	)	)	PUNCT
futech-459	122	19	drawn	draw	VERB
futech-459	122	20	from	from	ADP
futech-459	122	21	six	six	NUM
futech-459	122	22	diverse	diverse	ADJ
futech-459	122	23	english	english	ADJ
futech-459	122	24	-	-	PUNCT
futech-459	122	25	language	language	NOUN
futech-459	122	26	datasets	dataset	NOUN
futech-459	122	27	,	,	PUNCT
futech-459	122	28	including	include	VERB
futech-459	122	29	goemotions	goemotion	NOUN
futech-459	122	30	,	,	PUNCT
futech-459	122	31	crowdflower	crowdflower	NOUN
futech-459	122	32	,	,	PUNCT
futech-459	122	33	isear	isear	ADV
futech-459	122	34	,	,	PUNCT
futech-459	122	35	meld	meld	VERB
futech-459	122	36	,	,	PUNCT
futech-459	122	37	etc	etc	X
futech-459	122	38	.	.	X
futech-459	123	1	each	each	DET
futech-459	123	2	emotion	emotion	NOUN
futech-459	123	3	category	category	NOUN
futech-459	123	4	is	be	AUX
futech-459	123	5	represented	represent	VERB
futech-459	123	6	by	by	ADP
futech-459	123	7	approximately	approximately	ADV
futech-459	123	8	2,811	2,811	NUM
futech-459	123	9	examples	example	NOUN
futech-459	123	10	,	,	PUNCT
futech-459	123	11	with	with	ADP
futech-459	123	12	80	80	NUM
futech-459	123	13	%	%	NOUN
futech-459	123	14	used	use	VERB
futech-459	123	15	for	for	ADP
futech-459	123	16	training	training	NOUN
futech-459	123	17	and	and	CCONJ
futech-459	123	18	20	20	NUM
futech-459	123	19	%	%	NOUN
futech-459	123	20	for	for	ADP
futech-459	123	21	evaluation	evaluation	NOUN
futech-459	123	22	.	.	PUNCT
futech-459	124	1	on	on	ADP
futech-459	124	2	held	hold	VERB
futech-459	124	3	-	-	PUNCT
futech-459	124	4	out	out	ADP
futech-459	124	5	data	datum	NOUN
futech-459	124	6	,	,	PUNCT
futech-459	124	7	the	the	DET
futech-459	124	8	model	model	NOUN
futech-459	124	9	attains	attain	VERB
futech-459	124	10	an	an	DET
futech-459	124	11	accuracy	accuracy	NOUN
futech-459	124	12	of	of	ADP
futech-459	124	13	66	66	NUM
futech-459	124	14	%	%	NOUN
futech-459	124	15	.	.	PUNCT
futech-459	125	1	4.2	4.2	NUM
futech-459	125	2	stage	stage	NOUN
futech-459	125	3	2	2	NUM
futech-459	125	4	:	:	PUNCT
futech-459	125	5	fnet	fnet	NOUN
futech-459	125	6	-	-	PUNCT
futech-459	125	7	based	base	VERB
futech-459	125	8	coherent	coherent	ADJ
futech-459	125	9	story	story	NOUN
futech-459	125	10	generation	generation	NOUN
futech-459	125	11	the	the	DET
futech-459	125	12	fnet	fnet	ADJ
futech-459	125	13	encoder	encoder	NOUN
futech-459	125	14	replaces	replace	VERB
futech-459	125	15	the	the	DET
futech-459	125	16	standard	standard	ADJ
futech-459	125	17	self	self	NOUN
futech-459	125	18	-	-	PUNCT
futech-459	125	19	attention	attention	NOUN
futech-459	125	20	mechanism	mechanism	NOUN
futech-459	125	21	of	of	ADP
futech-459	125	22	transformers	transformer	NOUN
futech-459	125	23	with	with	ADP
futech-459	125	24	a	a	DET
futech-459	125	25	2d	2d	NUM
futech-459	125	26	discrete	discrete	ADJ
futech-459	125	27	fourier	fourier	NOUN
futech-459	125	28	transform	transform	NOUN
futech-459	125	29	(	(	PUNCT
futech-459	125	30	dft2	dft2	PROPN
futech-459	125	31	)	)	PUNCT
futech-459	125	32	,	,	PUNCT
futech-459	125	33	achieving	achieve	VERB
futech-459	125	34	efficient	efficient	ADJ
futech-459	125	35	global	global	ADJ
futech-459	125	36	mixing	mixing	NOUN
futech-459	125	37	with	with	ADP
futech-459	125	38	reduced	reduced	ADJ
futech-459	125	39	computational	computational	ADJ
futech-459	125	40	complexity	complexity	NOUN
futech-459	125	41	.	.	PUNCT
futech-459	126	1	this	this	DET
futech-459	126	2	section	section	NOUN
futech-459	126	3	formally	formally	ADV
futech-459	126	4	describes	describe	VERB
futech-459	126	5	the	the	DET
futech-459	126	6	mathematical	mathematical	ADJ
futech-459	126	7	operations	operation	NOUN
futech-459	126	8	that	that	PRON
futech-459	126	9	govern	govern	VERB
futech-459	126	10	the	the	DET
futech-459	126	11	encoding	encoding	NOUN
futech-459	126	12	process	process	NOUN
futech-459	126	13	.	.	PUNCT
futech-459	127	1	given	give	VERB
futech-459	127	2	a	a	DET
futech-459	127	3	sequence	sequence	NOUN
futech-459	127	4	of	of	ADP
futech-459	127	5	tokens	token	NOUN
futech-459	127	6	𝑥𝑥	𝑥𝑥	ADP
futech-459	127	7	=	=	NOUN
futech-459	128	1	[	[	X
futech-459	128	2	𝑥𝑥1	𝑥𝑥1	NOUN
futech-459	128	3	,	,	PUNCT
futech-459	128	4	𝑥𝑥2	𝑥𝑥2	ADV
futech-459	128	5	,	,	PUNCT
futech-459	128	6	…	…	PUNCT
futech-459	128	7	,	,	PUNCT
futech-459	128	8	𝑥𝑥𝑛𝑛	𝑥𝑥𝑛𝑛	NUM
futech-459	128	9	]	]	PUNCT
futech-459	128	10	.	.	PUNCT
futech-459	129	1	each	each	DET
futech-459	129	2	token	token	PROPN
futech-459	129	3	is	be	AUX
futech-459	129	4	embedded	embed	VERB
futech-459	129	5	in	in	ADP
futech-459	129	6	a	a	DET
futech-459	129	7	vector	vector	NOUN
futech-459	129	8	,	,	PUNCT
futech-459	129	9	𝐸𝐸𝑖𝑖	𝐸𝐸𝑖𝑖	NOUN
futech-459	129	10	=	=	SYM
futech-459	129	11	𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸(𝑥𝑥𝑖𝑖	𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸(𝑥𝑥𝑖𝑖	NOUN
futech-459	129	12	)	)	PUNCT
futech-459	129	13	∈	∈	PROPN
futech-459	129	14	𝑅𝑅𝑑𝑑.	𝑅𝑅𝑑𝑑.	PUNCT
futech-459	129	15	so	so	CCONJ
futech-459	129	16	the	the	DET
futech-459	129	17	input	input	NOUN
futech-459	129	18	matrix	matrix	NOUN
futech-459	129	19	becomes	become	VERB
futech-459	129	20	:	:	PUNCT
futech-459	129	21	𝑋𝑋	𝑋𝑋	PROPN
futech-459	129	22	∈	∈	PROPN
futech-459	129	23	𝑅𝑅𝑛𝑛×𝑑𝑑	𝑅𝑅𝑛𝑛×𝑑𝑑	X
futech-459	129	24	(	(	PUNCT
futech-459	129	25	1	1	X
futech-459	129	26	)	)	PUNCT
futech-459	129	27	where	where	SCONJ
futech-459	129	28	n	n	CCONJ
futech-459	129	29	:	:	PUNCT
futech-459	129	30	sequence	sequence	NOUN
futech-459	129	31	length	length	NOUN
futech-459	129	32	,	,	PUNCT
futech-459	129	33	d	d	NOUN
futech-459	129	34	:	:	PUNCT
futech-459	129	35	embedding	embed	VERB
futech-459	129	36	dimension	dimension	NOUN
futech-459	129	37	,	,	PUNCT
futech-459	129	38	each	each	DET
futech-459	129	39	row	row	NOUN
futech-459	129	40	𝑥𝑥𝑖𝑖	𝑥𝑥𝑖𝑖	NOUN
futech-459	129	41	correspond	correspond	VERB
futech-459	129	42	to	to	ADP
futech-459	129	43	the	the	DET
futech-459	129	44	embedding	embedding	NOUN
futech-459	129	45	of	of	ADP
futech-459	129	46	the	the	DET
futech-459	129	47	ith	ith	PROPN
futech-459	129	48	token	token	PROPN
futech-459	129	49	.	.	PUNCT
futech-459	130	1	to	to	PART
futech-459	130	2	preserve	preserve	VERB
futech-459	130	3	the	the	DET
futech-459	130	4	order	order	NOUN
futech-459	130	5	of	of	ADP
futech-459	130	6	tokens	token	NOUN
futech-459	130	7	in	in	ADP
futech-459	130	8	the	the	DET
futech-459	130	9	input	input	NOUN
futech-459	130	10	sequence	sequence	NOUN
futech-459	130	11	,	,	PUNCT
futech-459	130	12	we	we	PRON
futech-459	130	13	add	add	VERB
futech-459	130	14	fixed	fix	VERB
futech-459	130	15	sinusoidal	sinusoidal	NOUN
futech-459	130	16	positional	positional	ADJ
futech-459	130	17	encodings	encoding	NOUN
futech-459	130	18	𝑃𝑃	𝑃𝑃	PROPN
futech-459	130	19	∈	∈	PROPN
futech-459	130	20	𝑅𝑅𝑛𝑛×𝑑𝑑and	𝑅𝑅𝑛𝑛×𝑑𝑑and	CCONJ
futech-459	130	21	type	type	NOUN
futech-459	130	22	encodings	encoding	NOUN
futech-459	130	23	𝑇𝑇	𝑇𝑇	PROPN
futech-459	130	24	∈	∈	PROPN
futech-459	130	25	𝑅𝑅𝑛𝑛×𝑑𝑑	𝑅𝑅𝑛𝑛×𝑑𝑑	NOUN
futech-459	130	26	𝑋𝑋′	𝑋𝑋′	PROPN
futech-459	130	27	=	=	PUNCT
futech-459	131	1	𝑋𝑋	𝑋𝑋	PROPN
futech-459	131	2	+	+	CCONJ
futech-459	131	3	𝑃𝑃	𝑃𝑃	PROPN
futech-459	131	4	+	+	CCONJ
futech-459	131	5	𝑇𝑇	𝑇𝑇	PROPN
futech-459	131	6	(	(	PUNCT
futech-459	131	7	2	2	NUM
futech-459	131	8	)	)	PUNCT
futech-459	131	9	these	these	DET
futech-459	131	10	encodings	encoding	NOUN
futech-459	131	11	allow	allow	VERB
futech-459	131	12	the	the	DET
futech-459	131	13	model	model	NOUN
futech-459	131	14	to	to	PART
futech-459	131	15	distinguish	distinguish	VERB
futech-459	131	16	between	between	ADP
futech-459	131	17	tokens	token	NOUN
futech-459	131	18	at	at	ADP
futech-459	131	19	different	different	ADJ
futech-459	131	20	positions	position	NOUN
futech-459	131	21	without	without	ADP
futech-459	131	22	learning	learn	VERB
futech-459	131	23	positionspecific	positionspecific	NOUN
futech-459	131	24	parameters	parameter	NOUN
futech-459	131	25	.	.	PUNCT
futech-459	132	1	instead	instead	ADV
futech-459	132	2	of	of	ADP
futech-459	132	3	using	use	VERB
futech-459	132	4	quadratic	quadratic	ADJ
futech-459	132	5	-	-	PUNCT
futech-459	132	6	complexity	complexity	NOUN
futech-459	132	7	self	self	NOUN
futech-459	132	8	-	-	PUNCT
futech-459	132	9	attention	attention	NOUN
futech-459	132	10	,	,	PUNCT
futech-459	132	11	fnet	fnet	NOUN
futech-459	132	12	applies	apply	VERB
futech-459	132	13	a	a	DET
futech-459	132	14	2d	2d	NUM
futech-459	132	15	discrete	discrete	ADJ
futech-459	132	16	fourier	fourier	NOUN
futech-459	132	17	transform	transform	NOUN
futech-459	132	18	(	(	PUNCT
futech-459	132	19	dft2	dft2	PROPN
futech-459	132	20	)	)	PUNCT
futech-459	132	21	across	across	ADP
futech-459	132	22	both	both	CCONJ
futech-459	132	23	the	the	DET
futech-459	132	24	token	token	ADJ
futech-459	132	25	and	and	CCONJ
futech-459	132	26	embedding	embed	VERB
futech-459	132	27	dimensions	dimension	NOUN
futech-459	132	28	of	of	ADP
futech-459	132	29	the	the	DET
futech-459	132	30	input	input	NOUN
futech-459	132	31	:	:	PUNCT
futech-459	132	32	𝑍𝑍	𝑍𝑍	NOUN
futech-459	132	33	=	=	SYM
futech-459	132	34	𝑅𝑅𝐸𝐸	𝑅𝑅𝐸𝐸	PROPN
futech-459	132	35	�	�	PROPN
futech-459	132	36	𝐹𝐹𝐹𝐹𝑇𝑇2(𝑋𝑋′)	𝐹𝐹𝐹𝐹𝑇𝑇2(𝑋𝑋′)	NUM
futech-459	132	37	�	�	PROPN
futech-459	132	38	𝑅𝑅𝑛𝑛×𝑑𝑑	𝑅𝑅𝑛𝑛×𝑑𝑑	NOUN
futech-459	132	39	(	(	PUNCT
futech-459	132	40	3	3	X
futech-459	132	41	)	)	PUNCT
futech-459	132	42	table	table	NOUN
futech-459	132	43	1	1	NUM
futech-459	132	44	.	.	PUNCT
futech-459	132	45	comparative	comparative	ADJ
futech-459	132	46	analysis	analysis	NOUN
futech-459	132	47	of	of	ADP
futech-459	132	48	efficient	efficient	ADJ
futech-459	132	49	transformer	transformer	NOUN
futech-459	132	50	variants	variant	NOUN
futech-459	132	51	across	across	ADP
futech-459	132	52	time	time	NOUN
futech-459	132	53	complexity	complexity	NOUN
futech-459	132	54	,	,	PUNCT
futech-459	132	55	memory	memory	NOUN
futech-459	132	56	usage	usage	NOUN
futech-459	132	57	,	,	PUNCT
futech-459	132	58	parallelizability	parallelizability	NOUN
futech-459	132	59	,	,	PUNCT
futech-459	132	60	and	and	CCONJ
futech-459	132	61	practical	practical	ADJ
futech-459	132	62	applicability	applicability	NOUN
futech-459	132	63	model	model	NOUN
futech-459	132	64	time	time	NOUN
futech-459	132	65	complexity	complexity	NOUN
futech-459	132	66	memory	memory	NOUN
futech-459	132	67	usage	usage	NOUN
futech-459	132	68	parallelizability	parallelizability	NOUN
futech-459	132	69	real	real	ADJ
futech-459	132	70	-	-	PUNCT
futech-459	132	71	world	world	NOUN
futech-459	132	72	use	use	NOUN
futech-459	132	73	fnet	fnet	PROPN
futech-459	132	74	o(n	o(n	PROPN
futech-459	132	75	log	log	NOUN
futech-459	132	76	n	n	CCONJ
futech-459	132	77	)	)	PUNCT
futech-459	132	78	low	low	ADJ
futech-459	132	79	high	high	ADJ
futech-459	132	80	high	high	ADJ
futech-459	132	81	-	-	PUNCT
futech-459	132	82	speed	speed	NOUN
futech-459	132	83	on	on	ADP
futech-459	132	84	gpus	gpu	NOUN
futech-459	132	85	;	;	PUNCT
futech-459	132	86	minimal	minimal	ADJ
futech-459	132	87	memory	memory	NOUN
futech-459	132	88	lin	lin	PROPN
futech-459	132	89	former	former	ADJ
futech-459	132	90	o(n	o(n	PROPN
futech-459	132	91	)	)	PUNCT
futech-459	132	92	low	low	ADJ
futech-459	132	93	moderate	moderate	ADJ
futech-459	132	94	needs	need	NOUN
futech-459	132	95	pre	pre	ADJ
futech-459	132	96	-	-	ADJ
futech-459	132	97	defined	define	VERB
futech-459	132	98	projection	projection	NOUN
futech-459	132	99	;	;	PUNCT
futech-459	132	100	sensitive	sensitive	ADJ
futech-459	132	101	to	to	PART
futech-459	132	102	rank	rank	VERB
futech-459	132	103	long	long	ADJ
futech-459	132	104	former	former	ADJ
futech-459	132	105	o(n	o(n	PROPN
futech-459	132	106	)	)	PUNCT
futech-459	132	107	(	(	PUNCT
futech-459	132	108	locally	locally	ADV
futech-459	132	109	)	)	PUNCT
futech-459	132	110	,	,	PUNCT
futech-459	132	111	o(n²	o(n²	ADV
futech-459	132	112	)	)	PUNCT
futech-459	132	113	for	for	ADP
futech-459	132	114	global	global	ADJ
futech-459	132	115	tokens	token	NOUN
futech-459	132	116	medium	medium	ADJ
futech-459	132	117	-	-	PUNCT
futech-459	132	118	high	high	ADJ
futech-459	132	119	medium	medium	NOUN
futech-459	132	120	scales	scale	NOUN
futech-459	132	121	well	well	ADV
futech-459	132	122	on	on	ADP
futech-459	132	123	long	long	ADJ
futech-459	132	124	docs	doc	NOUN
futech-459	132	125	,	,	PUNCT
futech-459	132	126	less	less	ADJ
futech-459	132	127	for	for	ADP
futech-459	132	128	short	short	ADJ
futech-459	132	129	sequences	sequence	NOUN
futech-459	132	130	per	per	ADP
futech-459	132	131	former	former	ADJ
futech-459	132	132	o(n	o(n	NUM
futech-459	132	133	)	)	PUNCT
futech-459	132	134	medium	medium	ADJ
futech-459	132	135	high	high	ADJ
futech-459	132	136	random	random	ADJ
futech-459	132	137	projections	projection	NOUN
futech-459	132	138	increase	increase	VERB
futech-459	132	139	training	training	NOUN
futech-459	132	140	overhead	overhead	ADV
futech-459	132	141	ah	ah	INTJ
futech-459	132	142	.	.	PUNCT
futech-459	133	1	kachare	kachare	PROPN
futech-459	133	2	et	et	PROPN
futech-459	133	3	al	al	PROPN
futech-459	133	4	.	.	PROPN
futech-459	133	5	/future	/future	PUNCT
futech-459	133	6	technology	technology	PROPN
futech-459	133	7	november	november	PROPN
futech-459	133	8	2025|	2025|	NUM
futech-459	133	9	volume	volume	NOUN
futech-459	133	10	04	04	NUM
futech-459	134	1	|	|	ADV
futech-459	134	2	issue	issue	VERB
futech-459	134	3	04	04	NUM
futech-459	135	1	|	|	CCONJ
futech-459	135	2	pages	page	VERB
futech-459	135	3	138	138	NUM
futech-459	135	4	-	-	SYM
futech-459	135	5	145	145	NUM
futech-459	135	6	141	141	NUM
futech-459	135	7	here	here	ADV
futech-459	135	8	,	,	PUNCT
futech-459	135	9	fft2	fft2	PROPN
futech-459	135	10	(	(	PUNCT
futech-459	135	11	.	.	PUNCT
futech-459	135	12	)	)	PUNCT
futech-459	135	13	is	be	AUX
futech-459	135	14	a	a	DET
futech-459	135	15	2d	2d	NUM
futech-459	135	16	fourier	fourier	NOUN
futech-459	135	17	transform	transform	NOUN
futech-459	135	18	applied	apply	VERB
futech-459	135	19	to	to	ADP
futech-459	135	20	the	the	DET
futech-459	135	21	matrix	matrix	NOUN
futech-459	135	22	(	(	PUNCT
futech-459	135	23	1st	1st	ADJ
futech-459	135	24	dft	dft	PROPN
futech-459	135	25	across	across	ADP
futech-459	135	26	rows	row	NOUN
futech-459	135	27	:	:	PUNCT
futech-459	135	28	sequence	sequence	NOUN
futech-459	135	29	dimension	dimension	NOUN
futech-459	135	30	and	and	CCONJ
futech-459	135	31	then	then	ADV
futech-459	135	32	2nd	2nd	PROPN
futech-459	135	33	dft	dft	PROPN
futech-459	135	34	across	across	ADP
futech-459	135	35	columns	column	NOUN
futech-459	135	36	:	:	PUNCT
futech-459	135	37	feature	feature	NOUN
futech-459	135	38	dimension	dimension	NOUN
futech-459	135	39	)	)	PUNCT
futech-459	135	40	,	,	PUNCT
futech-459	135	41	and	and	CCONJ
futech-459	135	42	re	re	X
futech-459	135	43	(	(	PUNCT
futech-459	135	44	.	.	PUNCT
futech-459	135	45	)	)	PUNCT
futech-459	135	46	extracts	extract	NOUN
futech-459	135	47	the	the	DET
futech-459	135	48	real	real	ADJ
futech-459	135	49	part	part	NOUN
futech-459	135	50	to	to	PART
futech-459	135	51	keep	keep	VERB
futech-459	135	52	the	the	DET
futech-459	135	53	result	result	NOUN
futech-459	135	54	compatible	compatible	ADJ
futech-459	135	55	with	with	ADP
futech-459	135	56	downstream	downstream	ADJ
futech-459	135	57	layers	layer	NOUN
futech-459	135	58	.	.	PUNCT
futech-459	136	1	this	this	DET
futech-459	136	2	operation	operation	NOUN
futech-459	136	3	transforms	transform	VERB
futech-459	136	4	the	the	DET
futech-459	136	5	input	input	NOUN
futech-459	136	6	into	into	ADP
futech-459	136	7	the	the	DET
futech-459	136	8	frequency	frequency	NOUN
futech-459	136	9	domain	domain	NOUN
futech-459	136	10	,	,	PUNCT
futech-459	136	11	enabling	enable	VERB
futech-459	136	12	global	global	ADJ
futech-459	136	13	interaction	interaction	NOUN
futech-459	136	14	between	between	ADP
futech-459	136	15	all	all	DET
futech-459	136	16	tokens	token	NOUN
futech-459	136	17	via	via	ADP
futech-459	136	18	frequency	frequency	NOUN
futech-459	136	19	components	component	NOUN
futech-459	136	20	.	.	PUNCT
futech-459	137	1	the	the	DET
futech-459	137	2	core	core	ADJ
futech-459	137	3	idea	idea	NOUN
futech-459	137	4	is	be	AUX
futech-459	137	5	that	that	SCONJ
futech-459	137	6	fourier	fourier	NOUN
futech-459	137	7	mixing	mix	VERB
futech-459	137	8	captures	capture	NOUN
futech-459	137	9	long	long	ADJ
futech-459	137	10	-	-	PUNCT
futech-459	137	11	range	range	NOUN
futech-459	137	12	dependencies	dependency	NOUN
futech-459	137	13	through	through	ADP
futech-459	137	14	global	global	ADJ
futech-459	137	15	frequency	frequency	NOUN
futech-459	137	16	patterns	pattern	NOUN
futech-459	137	17	without	without	ADP
futech-459	137	18	explicitly	explicitly	ADV
futech-459	137	19	computing	compute	VERB
futech-459	137	20	pairwise	pairwise	NOUN
futech-459	137	21	attention	attention	NOUN
futech-459	137	22	scores	score	NOUN
futech-459	137	23	.	.	PUNCT
futech-459	138	1	it	it	PRON
futech-459	138	2	replaces	replace	VERB
futech-459	138	3	the	the	DET
futech-459	138	4	standard	standard	ADJ
futech-459	138	5	attention	attention	NOUN
futech-459	138	6	computation	computation	NOUN
futech-459	138	7	with	with	ADP
futech-459	138	8	an	an	DET
futech-459	138	9	efficient	efficient	ADJ
futech-459	138	10	and	and	CCONJ
futech-459	138	11	non	non	ADJ
futech-459	138	12	-	-	ADJ
futech-459	138	13	learned	learned	ADJ
futech-459	138	14	operation	operation	NOUN
futech-459	138	15	that	that	PRON
futech-459	138	16	reduces	reduce	VERB
futech-459	138	17	the	the	DET
futech-459	138	18	time	time	NOUN
futech-459	138	19	complexity	complexity	NOUN
futech-459	138	20	from	from	ADP
futech-459	138	21	𝑂𝑂(𝑛𝑛2	𝑂𝑂(𝑛𝑛2	ADJ
futech-459	138	22	)	)	PUNCT
futech-459	138	23	to	to	ADP
futech-459	138	24	𝑂𝑂(𝑛𝑛	𝑂𝑂(𝑛𝑛	PROPN
futech-459	138	25	log	log	NOUN
futech-459	138	26	𝑛𝑛	𝑛𝑛	NOUN
futech-459	138	27	)	)	PUNCT
futech-459	138	28	,	,	PUNCT
futech-459	138	29	as	as	SCONJ
futech-459	138	30	demonstrated	demonstrate	VERB
futech-459	138	31	in	in	ADP
futech-459	138	32	the	the	DET
futech-459	138	33	original	original	ADJ
futech-459	138	34	fnet	fnet	ADJ
futech-459	138	35	work	work	NOUN
futech-459	138	36	[	[	X
futech-459	138	37	34	34	NUM
futech-459	138	38	]	]	PUNCT
futech-459	138	39	.	.	PUNCT
futech-459	139	1	at	at	ADP
futech-459	139	2	this	this	DET
futech-459	139	3	stage	stage	NOUN
futech-459	139	4	,	,	PUNCT
futech-459	139	5	we	we	PRON
futech-459	139	6	combine	combine	VERB
futech-459	139	7	the	the	DET
futech-459	139	8	output	output	NOUN
futech-459	139	9	of	of	ADP
futech-459	139	10	the	the	DET
futech-459	139	11	fourier	fourier	NOUN
futech-459	139	12	transform	transform	NOUN
futech-459	139	13	block	block	NOUN
futech-459	139	14	z	z	NOUN
futech-459	139	15	with	with	ADP
futech-459	139	16	the	the	DET
futech-459	139	17	original	original	ADJ
futech-459	139	18	embedding	embed	VERB
futech-459	139	19	input	input	NOUN
futech-459	139	20	𝑋𝑋′.	𝑋𝑋′.	ADP
futech-459	140	1	it	it	PRON
futech-459	140	2	helps	help	VERB
futech-459	140	3	retain	retain	VERB
futech-459	140	4	the	the	DET
futech-459	140	5	original	original	ADJ
futech-459	140	6	input	input	NOUN
futech-459	140	7	signal	signal	NOUN
futech-459	140	8	and	and	CCONJ
futech-459	140	9	makes	make	VERB
futech-459	140	10	the	the	DET
futech-459	140	11	model	model	NOUN
futech-459	140	12	more	more	ADV
futech-459	140	13	stable	stable	ADJ
futech-459	140	14	during	during	ADP
futech-459	140	15	training	training	NOUN
futech-459	140	16	.	.	PUNCT
futech-459	141	1	after	after	ADP
futech-459	141	2	this	this	DET
futech-459	141	3	addition	addition	NOUN
futech-459	141	4	,	,	PUNCT
futech-459	141	5	a	a	DET
futech-459	141	6	layer	layer	NOUN
futech-459	141	7	normalization	normalization	NOUN
futech-459	141	8	operation	operation	NOUN
futech-459	141	9	is	be	AUX
futech-459	141	10	applied	apply	VERB
futech-459	141	11	to	to	ADP
futech-459	141	12	the	the	DET
futech-459	141	13	result	result	NOUN
futech-459	141	14	.	.	PUNCT
futech-459	142	1	layernorm	layernorm	NOUN
futech-459	142	2	standardizes	standardize	VERB
futech-459	142	3	the	the	DET
futech-459	142	4	summed	sum	VERB
futech-459	142	5	output	output	NOUN
futech-459	142	6	along	along	ADP
futech-459	142	7	the	the	DET
futech-459	142	8	feature	feature	NOUN
futech-459	142	9	dimensions	dimension	NOUN
futech-459	142	10	to	to	PART
futech-459	142	11	improve	improve	VERB
futech-459	142	12	convergence	convergence	NOUN
futech-459	142	13	and	and	CCONJ
futech-459	142	14	avoid	avoid	VERB
futech-459	142	15	internal	internal	ADJ
futech-459	142	16	covariate	covariate	ADJ
futech-459	142	17	shift	shift	NOUN
futech-459	142	18	.	.	PUNCT
futech-459	143	1	𝑌𝑌	𝑌𝑌	PROPN
futech-459	143	2	=	=	SYM
futech-459	143	3	𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸	𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸	PROPN
futech-459	143	4	(	(	PUNCT
futech-459	143	5	𝑍𝑍	𝑍𝑍	NOUN
futech-459	143	6	+	+	CCONJ
futech-459	143	7	𝑋𝑋′	𝑋𝑋′	PROPN
futech-459	143	8	)	)	PUNCT
futech-459	143	9	(	(	PUNCT
futech-459	143	10	4	4	X
futech-459	143	11	)	)	PUNCT
futech-459	143	12	the	the	DET
futech-459	143	13	normalized	normalize	VERB
futech-459	143	14	output	output	NOUN
futech-459	143	15	is	be	AUX
futech-459	143	16	passed	pass	VERB
futech-459	143	17	through	through	ADP
futech-459	143	18	a	a	DET
futech-459	143	19	standard	standard	ADJ
futech-459	143	20	positionwise	positionwise	NOUN
futech-459	143	21	feedforward	feedforward	NOUN
futech-459	143	22	network	network	NOUN
futech-459	143	23	:	:	PUNCT
futech-459	143	24	𝐻𝐻	𝐻𝐻	PROPN
futech-459	143	25	=	=	SYM
futech-459	143	26	𝑅𝑅𝐸𝐸𝐿𝐿𝑅𝑅(𝑌𝑌𝑌𝑌1	𝑅𝑅𝐸𝐸𝐿𝐿𝑅𝑅(𝑌𝑌𝑌𝑌1	X
futech-459	143	27	+	+	X
futech-459	143	28	𝐸𝐸1)𝑌𝑌2	𝐸𝐸1)𝑌𝑌2	NOUN
futech-459	143	29	+	+	CCONJ
futech-459	143	30	𝐸𝐸2	𝐸𝐸2	PROPN
futech-459	143	31	(	(	PUNCT
futech-459	143	32	5	5	NUM
futech-459	143	33	)	)	PUNCT
futech-459	143	34	where	where	SCONJ
futech-459	143	35	,	,	PUNCT
futech-459	143	36	𝑌𝑌1,𝑌𝑌2	𝑌𝑌1,𝑌𝑌2	PUNCT
futech-459	143	37	∈	∈	PROPN
futech-459	143	38	𝑅𝑅𝑛𝑛×𝑑𝑑	𝑅𝑅𝑛𝑛×𝑑𝑑	NOUN
futech-459	143	39	are	be	AUX
futech-459	143	40	learnable	learnable	ADJ
futech-459	143	41	weight	weight	NOUN
futech-459	143	42	matrices	matrix	NOUN
futech-459	143	43	and	and	CCONJ
futech-459	143	44	𝐸𝐸1	𝐸𝐸1	PROPN
futech-459	143	45	,	,	PUNCT
futech-459	143	46	𝐸𝐸2	𝐸𝐸2	PROPN
futech-459	143	47	∈	∈	PROPN
futech-459	143	48	𝑅𝑅𝑑𝑑	𝑅𝑅𝑑𝑑	PROPN
futech-459	143	49	are	be	AUX
futech-459	143	50	biases	bias	NOUN
futech-459	143	51	.	.	PUNCT
futech-459	144	1	relu	relu	NOUN
futech-459	144	2	adds	add	VERB
futech-459	144	3	non	non	ADJ
futech-459	144	4	-	-	ADJ
futech-459	144	5	linearity	linearity	ADJ
futech-459	144	6	to	to	PART
futech-459	144	7	improve	improve	VERB
futech-459	144	8	representational	representational	ADJ
futech-459	144	9	power	power	NOUN
futech-459	144	10	.	.	PUNCT
futech-459	145	1	finally	finally	ADV
futech-459	145	2	,	,	PUNCT
futech-459	145	3	another	another	DET
futech-459	145	4	residual	residual	ADJ
futech-459	145	5	connection	connection	NOUN
futech-459	145	6	is	be	AUX
futech-459	145	7	added	add	VERB
futech-459	145	8	between	between	ADP
futech-459	145	9	the	the	DET
futech-459	145	10	input	input	NOUN
futech-459	145	11	to	to	ADP
futech-459	145	12	the	the	DET
futech-459	145	13	feedforward	feedforward	NOUN
futech-459	145	14	block	block	NOUN
futech-459	145	15	and	and	CCONJ
futech-459	145	16	the	the	DET
futech-459	145	17	output	output	NOUN
futech-459	145	18	of	of	ADP
futech-459	145	19	the	the	DET
futech-459	145	20	feedforward	feedforward	NOUN
futech-459	145	21	block	block	NOUN
futech-459	145	22	.	.	PUNCT
futech-459	146	1	it	it	PRON
futech-459	146	2	helps	help	VERB
futech-459	146	3	the	the	DET
futech-459	146	4	model	model	NOUN
futech-459	146	5	combine	combine	VERB
futech-459	146	6	local	local	ADJ
futech-459	146	7	(	(	PUNCT
futech-459	146	8	feedforward	feedforward	NOUN
futech-459	146	9	)	)	PUNCT
futech-459	146	10	and	and	CCONJ
futech-459	146	11	global	global	ADJ
futech-459	146	12	(	(	PUNCT
futech-459	146	13	fourier	fourier	NOUN
futech-459	146	14	)	)	PUNCT
futech-459	146	15	features	feature	NOUN
futech-459	146	16	.	.	PUNCT
futech-459	147	1	after	after	ADP
futech-459	147	2	adding	add	VERB
futech-459	147	3	them	they	PRON
futech-459	147	4	,	,	PUNCT
futech-459	147	5	layernorm	layernorm	PROPN
futech-459	147	6	is	be	AUX
futech-459	147	7	applied	apply	VERB
futech-459	147	8	again	again	ADV
futech-459	147	9	to	to	PART
futech-459	147	10	stabilize	stabilize	VERB
futech-459	147	11	and	and	CCONJ
futech-459	147	12	standardize	standardize	VERB
futech-459	147	13	the	the	DET
futech-459	147	14	representation	representation	NOUN
futech-459	147	15	.	.	PUNCT
futech-459	148	1	𝐻𝐻′	𝐻𝐻′	NOUN
futech-459	148	2	=	=	SYM
futech-459	148	3	𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸	𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐸𝐸	PROPN
futech-459	148	4	(	(	PUNCT
futech-459	148	5	𝑌𝑌	𝑌𝑌	PROPN
futech-459	148	6	+	+	CCONJ
futech-459	148	7	𝐻𝐻	𝐻𝐻	NOUN
futech-459	148	8	)	)	PUNCT
futech-459	148	9	(	(	PUNCT
futech-459	148	10	6	6	NUM
futech-459	148	11	)	)	PUNCT
futech-459	148	12	once	once	SCONJ
futech-459	148	13	the	the	DET
futech-459	148	14	final	final	ADJ
futech-459	148	15	representation	representation	NOUN
futech-459	148	16	𝐻𝐻′	𝐻𝐻′	NOUN
futech-459	148	17	is	be	AUX
futech-459	148	18	ready	ready	ADJ
futech-459	148	19	and	and	CCONJ
futech-459	148	20	mapped	map	VERB
futech-459	148	21	to	to	ADP
futech-459	148	22	the	the	DET
futech-459	148	23	vocabulary	vocabulary	ADJ
futech-459	148	24	space	space	NOUN
futech-459	148	25	using	use	VERB
futech-459	148	26	a	a	DET
futech-459	148	27	linear	linear	ADJ
futech-459	148	28	output	output	NOUN
futech-459	148	29	projection	projection	NOUN
futech-459	148	30	.	.	PUNCT
futech-459	149	1	it	it	PRON
futech-459	149	2	is	be	AUX
futech-459	149	3	done	do	VERB
futech-459	149	4	by	by	ADP
futech-459	149	5	multiplying	multiply	VERB
futech-459	149	6	it	it	PRON
futech-459	149	7	with	with	ADP
futech-459	149	8	a	a	DET
futech-459	149	9	learnable	learnable	ADJ
futech-459	149	10	weight	weight	NOUN
futech-459	149	11	matrix	matrix	NOUN
futech-459	149	12	:	:	PUNCT
futech-459	149	13	𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿	𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿	PROPN
futech-459	149	14	=	=	PUNCT
futech-459	149	15	𝐻𝐻′𝑌𝑌0	𝐻𝐻′𝑌𝑌0	PROPN
futech-459	149	16	+	+	CCONJ
futech-459	149	17	𝐸𝐸0	𝐸𝐸0	PROPN
futech-459	149	18	(	(	PUNCT
futech-459	149	19	7	7	NUM
futech-459	149	20	)	)	PUNCT
futech-459	149	21	the	the	DET
futech-459	149	22	model	model	NOUN
futech-459	149	23	applies	apply	VERB
futech-459	149	24	the	the	DET
futech-459	149	25	softmax	softmax	NOUN
futech-459	149	26	function	function	NOUN
futech-459	149	27	to	to	ADP
futech-459	149	28	the	the	DET
futech-459	149	29	logits	logit	NOUN
futech-459	149	30	to	to	PART
futech-459	149	31	generate	generate	VERB
futech-459	149	32	the	the	DET
futech-459	149	33	next	next	ADJ
futech-459	149	34	token	token	VERB
futech-459	149	35	and	and	CCONJ
futech-459	149	36	get	get	VERB
futech-459	149	37	probabilities	probability	NOUN
futech-459	149	38	.	.	PUNCT
futech-459	150	1	then	then	ADV
futech-459	150	2	,	,	PUNCT
futech-459	150	3	it	it	PRON
futech-459	150	4	uses	use	VERB
futech-459	150	5	argmax	argmax	PROPN
futech-459	150	6	to	to	PART
futech-459	150	7	choose	choose	VERB
futech-459	150	8	the	the	DET
futech-459	150	9	most	most	ADV
futech-459	150	10	likely	likely	ADJ
futech-459	150	11	token	token	ADJ
futech-459	150	12	:	:	PUNCT
futech-459	150	13	𝐿𝐿	𝐿𝐿	PROPN
futech-459	150	14	�	�	PROPN
futech-459	150	15	𝑡𝑡	𝑡𝑡	PROPN
futech-459	150	16	=	=	PROPN
futech-459	150	17	arg	arg	PROPN
futech-459	150	18	max	max	PROPN
futech-459	150	19	�	�	PROPN
futech-459	150	20	𝑆𝑆𝐿𝐿𝑆𝑆𝐿𝐿𝐸𝐸𝐿𝐿𝑥𝑥(𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿	𝑆𝑆𝐿𝐿𝑆𝑆𝐿𝐿𝐸𝐸𝐿𝐿𝑥𝑥(𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿	VERB
futech-459	150	21	)	)	PUNCT
futech-459	150	22	�	�	PROPN
futech-459	150	23	(	(	PUNCT
futech-459	150	24	8)	8)	NUM
futech-459	150	25	the	the	DET
futech-459	150	26	final	final	ADJ
futech-459	150	27	output	output	NOUN
futech-459	150	28	is	be	AUX
futech-459	150	29	a	a	DET
futech-459	150	30	short	short	ADJ
futech-459	150	31	story	story	NOUN
futech-459	150	32	composed	compose	VERB
futech-459	150	33	of	of	ADP
futech-459	150	34	emotionally	emotionally	ADV
futech-459	150	35	consistent	consistent	ADJ
futech-459	150	36	and	and	CCONJ
futech-459	150	37	semantically	semantically	ADV
futech-459	150	38	connected	connected	ADJ
futech-459	150	39	sentences	sentence	NOUN
futech-459	150	40	generated	generate	VERB
futech-459	150	41	from	from	ADP
futech-459	150	42	the	the	DET
futech-459	150	43	filtered	filter	VERB
futech-459	150	44	gpt-2	gpt-2	PUNCT
futech-459	150	45	outputs	output	NOUN
futech-459	150	46	and	and	CCONJ
futech-459	150	47	refined	refine	VERB
futech-459	150	48	through	through	ADP
futech-459	150	49	fnet	fnet	NOUN
futech-459	150	50	's	's	PART
futech-459	150	51	encoding	encoding	NOUN
futech-459	150	52	-	-	PUNCT
futech-459	150	53	decoding	decode	VERB
futech-459	150	54	mechanism	mechanism	NOUN
futech-459	150	55	.	.	PUNCT
futech-459	151	1	this	this	DET
futech-459	151	2	system	system	NOUN
futech-459	151	3	leverages	leverage	VERB
futech-459	151	4	fnet	fnet	ADV
futech-459	151	5	to	to	PART
futech-459	151	6	pick	pick	VERB
futech-459	151	7	up	up	ADP
futech-459	151	8	on	on	ADP
futech-459	151	9	the	the	DET
futech-459	151	10	subtle	subtle	ADJ
futech-459	151	11	meanings	meaning	NOUN
futech-459	151	12	and	and	CCONJ
futech-459	151	13	feelings	feeling	NOUN
futech-459	151	14	,	,	PUNCT
futech-459	151	15	along	along	ADP
futech-459	151	16	with	with	ADP
futech-459	151	17	gpt-2	gpt-2	NOUN
futech-459	151	18	's	's	PART
futech-459	151	19	amazing	amazing	ADJ
futech-459	151	20	storytelling	storytelling	NOUN
futech-459	151	21	abilities	ability	NOUN
futech-459	151	22	.	.	PUNCT
futech-459	152	1	such	such	DET
futech-459	152	2	a	a	DET
futech-459	152	3	multi	multi	ADJ
futech-459	152	4	-	-	ADJ
futech-459	152	5	step	step	ADJ
futech-459	152	6	journey	journey	NOUN
futech-459	152	7	;	;	PUNCT
futech-459	152	8	craft	craft	VERB
futech-459	152	9	short	short	ADJ
futech-459	152	10	stories	story	NOUN
futech-459	152	11	that	that	PRON
futech-459	152	12	resonate	resonate	VERB
futech-459	152	13	with	with	ADP
futech-459	152	14	emotion	emotion	NOUN
futech-459	152	15	while	while	SCONJ
futech-459	152	16	responding	respond	VERB
futech-459	152	17	to	to	ADP
futech-459	152	18	specific	specific	ADJ
futech-459	152	19	questions	question	NOUN
futech-459	152	20	and	and	CCONJ
futech-459	152	21	answers	answer	NOUN
futech-459	152	22	.	.	PUNCT
futech-459	153	1	the	the	DET
futech-459	153	2	first	first	ADJ
futech-459	153	3	stage	stage	NOUN
futech-459	153	4	is	be	AUX
futech-459	153	5	all	all	ADV
futech-459	153	6	about	about	ADP
futech-459	153	7	creating	create	VERB
futech-459	153	8	sentences	sentence	NOUN
futech-459	153	9	that	that	PRON
futech-459	153	10	are	be	AUX
futech-459	153	11	aware	aware	ADJ
futech-459	153	12	of	of	ADP
futech-459	153	13	emotions	emotion	NOUN
futech-459	153	14	.	.	PUNCT
futech-459	154	1	it	it	PRON
futech-459	154	2	begins	begin	VERB
futech-459	154	3	with	with	ADP
futech-459	154	4	taking	take	VERB
futech-459	154	5	in	in	ADP
futech-459	154	6	a	a	DET
futech-459	154	7	question	question	NOUN
futech-459	154	8	,	,	PUNCT
futech-459	154	9	an	an	DET
futech-459	154	10	answer	answer	NOUN
futech-459	154	11	,	,	PUNCT
futech-459	154	12	and	and	CCONJ
futech-459	154	13	an	an	DET
futech-459	154	14	emotional	emotional	ADJ
futech-459	154	15	context	context	NOUN
futech-459	154	16	.	.	PUNCT
futech-459	155	1	gpt-2	gpt-2	X
futech-459	155	2	works	work	VERB
futech-459	155	3	to	to	PART
futech-459	155	4	weave	weave	VERB
futech-459	155	5	a	a	DET
futech-459	155	6	narrative	narrative	NOUN
futech-459	155	7	that	that	PRON
futech-459	155	8	feels	feel	VERB
futech-459	155	9	relevant	relevant	ADJ
futech-459	155	10	and	and	CCONJ
futech-459	155	11	coherent	coherent	ADJ
futech-459	155	12	.	.	PUNCT
futech-459	156	1	then	then	ADV
futech-459	156	2	,	,	PUNCT
futech-459	156	3	the	the	DET
futech-459	156	4	emotion	emotion	NOUN
futech-459	156	5	classifier	classifier	NOUN
futech-459	156	6	,	,	PUNCT
futech-459	156	7	which	which	PRON
futech-459	156	8	has	have	AUX
futech-459	156	9	been	be	AUX
futech-459	156	10	trained	train	VERB
futech-459	156	11	on	on	ADP
futech-459	156	12	data	datum	NOUN
futech-459	156	13	tagged	tag	VERB
futech-459	156	14	with	with	ADP
futech-459	156	15	various	various	ADJ
futech-459	156	16	emotions	emotion	NOUN
futech-459	156	17	,	,	PUNCT
futech-459	156	18	helps	help	VERB
futech-459	156	19	pinpoint	pinpoint	VERB
futech-459	156	20	the	the	DET
futech-459	156	21	specific	specific	ADJ
futech-459	156	22	feelings	feeling	NOUN
futech-459	156	23	in	in	ADP
futech-459	156	24	the	the	DET
futech-459	156	25	sentences	sentence	NOUN
futech-459	156	26	that	that	PRON
futech-459	156	27	get	get	AUX
futech-459	156	28	generated	generate	VERB
futech-459	156	29	.	.	PUNCT
futech-459	157	1	the	the	DET
futech-459	157	2	beam	beam	PROPN
futech-459	157	3	search	search	NOUN
futech-459	157	4	algorithm	algorithm	NOUN
futech-459	157	5	explores	explore	VERB
futech-459	157	6	all	all	DET
futech-459	157	7	kinds	kind	NOUN
futech-459	157	8	of	of	ADP
futech-459	157	9	word	word	NOUN
futech-459	157	10	combinations	combination	NOUN
futech-459	157	11	,	,	PUNCT
futech-459	157	12	figuring	figure	VERB
futech-459	157	13	out	out	ADP
futech-459	157	14	which	which	DET
futech-459	157	15	arrangements	arrangement	NOUN
futech-459	157	16	could	could	AUX
futech-459	157	17	form	form	VERB
futech-459	157	18	sensible	sensible	ADJ
futech-459	157	19	sentences	sentence	NOUN
futech-459	157	20	.	.	PUNCT
futech-459	158	1	after	after	ADP
futech-459	158	2	generating	generate	VERB
futech-459	158	3	all	all	DET
futech-459	158	4	those	those	DET
futech-459	158	5	options	option	NOUN
futech-459	158	6	,	,	PUNCT
futech-459	158	7	the	the	DET
futech-459	158	8	system	system	NOUN
futech-459	158	9	goes	go	VERB
futech-459	158	10	through	through	ADP
futech-459	158	11	them	they	PRON
futech-459	158	12	again	again	ADV
futech-459	158	13	with	with	ADP
futech-459	158	14	the	the	DET
futech-459	158	15	emotion	emotion	NOUN
futech-459	158	16	classifier	classifier	NOUN
futech-459	158	17	to	to	PART
futech-459	158	18	ensure	ensure	VERB
futech-459	158	19	that	that	SCONJ
futech-459	158	20	the	the	DET
futech-459	158	21	final	final	ADJ
futech-459	158	22	picks	pick	NOUN
futech-459	158	23	match	match	VERB
futech-459	158	24	the	the	DET
futech-459	158	25	intended	intend	VERB
futech-459	158	26	emotional	emotional	ADJ
futech-459	158	27	tone	tone	NOUN
futech-459	158	28	.	.	PUNCT
futech-459	159	1	in	in	ADP
futech-459	159	2	the	the	DET
futech-459	159	3	latter	latter	ADJ
futech-459	159	4	part	part	NOUN
futech-459	159	5	of	of	ADP
futech-459	159	6	the	the	DET
futech-459	159	7	system	system	NOUN
futech-459	159	8	,	,	PUNCT
futech-459	159	9	we	we	PRON
futech-459	159	10	have	have	AUX
futech-459	159	11	used	use	VERB
futech-459	159	12	an	an	DET
futech-459	159	13	advanced	advanced	ADJ
futech-459	159	14	fnet	fnet	ADJ
futech-459	159	15	model	model	NOUN
futech-459	159	16	as	as	SCONJ
futech-459	159	17	shown	show	VERB
futech-459	159	18	in	in	ADP
futech-459	159	19	figure	figure	NOUN
futech-459	159	20	2	2	NUM
futech-459	159	21	,	,	PUNCT
futech-459	159	22	in	in	ADP
futech-459	159	23	which	which	PRON
futech-459	159	24	a	a	DET
futech-459	159	25	typical	typical	ADJ
futech-459	159	26	self	self	NOUN
futech-459	159	27	-	-	PUNCT
futech-459	159	28	attention	attention	NOUN
futech-459	159	29	layer	layer	NOUN
futech-459	159	30	is	be	AUX
futech-459	159	31	replaced	replace	VERB
futech-459	159	32	by	by	ADP
futech-459	159	33	a	a	DET
futech-459	159	34	fourier	fourier	NOUN
futech-459	159	35	transform	transform	NOUN
futech-459	159	36	layer	layer	NOUN
futech-459	160	1	[	[	X
futech-459	160	2	35	35	NUM
futech-459	160	3	]	]	PUNCT
futech-459	160	4	to	to	PART
futech-459	160	5	run	run	VERB
futech-459	160	6	smoother	smooth	ADJ
futech-459	160	7	and	and	CCONJ
futech-459	160	8	quicker	quick	ADJ
futech-459	160	9	.	.	PUNCT
futech-459	161	1	self	self	NOUN
futech-459	161	2	-	-	PUNCT
futech-459	161	3	attention	attention	NOUN
futech-459	161	4	is	be	AUX
futech-459	161	5	a	a	DET
futech-459	161	6	mechanism	mechanism	NOUN
futech-459	161	7	that	that	PRON
futech-459	161	8	helps	help	VERB
futech-459	161	9	the	the	DET
futech-459	161	10	model	model	NOUN
futech-459	161	11	understand	understand	VERB
futech-459	161	12	how	how	SCONJ
futech-459	161	13	different	different	ADJ
futech-459	161	14	words	word	NOUN
futech-459	161	15	relate	relate	VERB
futech-459	161	16	to	to	ADP
futech-459	161	17	each	each	DET
futech-459	161	18	other	other	ADJ
futech-459	161	19	in	in	ADP
futech-459	161	20	a	a	DET
futech-459	161	21	sentence	sentence	NOUN
futech-459	161	22	[	[	X
futech-459	161	23	36	36	NUM
futech-459	161	24	]	]	PUNCT
futech-459	161	25	.	.	PUNCT
futech-459	162	1	the	the	DET
futech-459	162	2	fourier	fourier	NOUN
futech-459	162	3	transform	transform	NOUN
futech-459	162	4	method	method	NOUN
futech-459	162	5	breaks	break	VERB
futech-459	162	6	down	down	ADP
futech-459	162	7	a	a	DET
futech-459	162	8	signal	signal	NOUN
futech-459	162	9	into	into	ADP
futech-459	162	10	frequency	frequency	NOUN
futech-459	162	11	components	component	NOUN
futech-459	162	12	,	,	PUNCT
futech-459	162	13	helping	help	VERB
futech-459	162	14	us	we	PRON
futech-459	162	15	identify	identify	VERB
futech-459	162	16	long	long	ADJ
futech-459	162	17	-	-	PUNCT
futech-459	162	18	range	range	NOUN
futech-459	162	19	correlations	correlation	NOUN
futech-459	162	20	in	in	ADP
futech-459	162	21	the	the	DET
futech-459	162	22	input	input	NOUN
futech-459	162	23	sequence	sequence	NOUN
futech-459	162	24	,	,	PUNCT
futech-459	162	25	which	which	PRON
futech-459	162	26	can	can	AUX
futech-459	162	27	be	be	AUX
futech-459	162	28	beneficial	beneficial	ADJ
futech-459	162	29	.	.	PUNCT
futech-459	163	1	the	the	DET
futech-459	163	2	model	model	NOUN
futech-459	163	3	's	's	PART
futech-459	163	4	structure	structure	NOUN
futech-459	163	5	has	have	VERB
futech-459	163	6	two	two	NUM
futech-459	163	7	key	key	ADJ
futech-459	163	8	parts	part	NOUN
futech-459	163	9	to	to	PART
futech-459	163	10	focus	focus	VERB
futech-459	163	11	on	on	ADP
futech-459	163	12	:	:	PUNCT
futech-459	163	13	the	the	DET
futech-459	163	14	encoder	encoder	NOUN
futech-459	163	15	and	and	CCONJ
futech-459	163	16	the	the	DET
futech-459	163	17	decoder	decoder	NOUN
futech-459	163	18	.	.	PUNCT
futech-459	164	1	the	the	DET
futech-459	164	2	encoder	encoder	NOUN
futech-459	164	3	takes	take	VERB
futech-459	164	4	in	in	ADP
futech-459	164	5	the	the	DET
futech-459	164	6	input	input	NOUN
futech-459	164	7	sequence	sequence	NOUN
futech-459	164	8	and	and	CCONJ
futech-459	164	9	,	,	PUNCT
futech-459	164	10	at	at	ADP
futech-459	164	11	the	the	DET
futech-459	164	12	end	end	NOUN
futech-459	164	13	of	of	ADP
futech-459	164	14	its	its	PRON
futech-459	164	15	job	job	NOUN
futech-459	164	16	,	,	PUNCT
futech-459	164	17	comes	come	VERB
futech-459	164	18	up	up	ADP
futech-459	164	19	with	with	ADP
futech-459	164	20	a	a	DET
futech-459	164	21	context	context	NOUN
futech-459	164	22	vector	vector	NOUN
futech-459	164	23	.	.	PUNCT
futech-459	165	1	then	then	ADV
futech-459	165	2	,	,	PUNCT
futech-459	165	3	the	the	DET
futech-459	165	4	decoder	decoder	NOUN
futech-459	165	5	takes	take	VERB
futech-459	165	6	over	over	ADP
futech-459	165	7	,	,	PUNCT
futech-459	165	8	grabs	grab	VERB
futech-459	165	9	that	that	DET
futech-459	165	10	context	context	NOUN
futech-459	165	11	vector	vector	NOUN
futech-459	165	12	,	,	PUNCT
futech-459	165	13	and	and	CCONJ
futech-459	165	14	turns	turn	VERB
futech-459	165	15	it	it	PRON
futech-459	165	16	into	into	ADP
futech-459	165	17	the	the	DET
futech-459	165	18	output	output	NOUN
futech-459	165	19	sequence	sequence	NOUN
futech-459	165	20	.	.	PUNCT
futech-459	166	1	positional	positional	ADJ
futech-459	166	2	embeddings	embedding	NOUN
futech-459	166	3	are	be	AUX
futech-459	166	4	added	add	VERB
futech-459	166	5	to	to	ADP
futech-459	166	6	the	the	DET
futech-459	166	7	input	input	NOUN
futech-459	166	8	and	and	CCONJ
futech-459	166	9	output	output	NOUN
futech-459	166	10	sequences	sequence	NOUN
futech-459	166	11	to	to	PART
futech-459	166	12	help	help	VERB
futech-459	166	13	us	we	PRON
futech-459	166	14	understand	understand	VERB
futech-459	166	15	where	where	SCONJ
futech-459	166	16	each	each	DET
futech-459	166	17	word	word	NOUN
futech-459	166	18	belongs	belong	VERB
futech-459	166	19	.	.	PUNCT
futech-459	167	1	figure	figure	NOUN
futech-459	167	2	2	2	NUM
futech-459	167	3	.	.	PUNCT
futech-459	168	1	fnet	fnet	ADJ
futech-459	168	2	model	model	NOUN
futech-459	168	3	5	5	NUM
futech-459	168	4	.	.	PUNCT
futech-459	168	5	evaluation	evaluation	NOUN
futech-459	168	6	of	of	ADP
futech-459	168	7	the	the	DET
futech-459	168	8	proposed	propose	VERB
futech-459	168	9	system	system	NOUN
futech-459	168	10	we	we	PRON
futech-459	168	11	evaluate	evaluate	VERB
futech-459	168	12	the	the	DET
futech-459	168	13	system	system	NOUN
futech-459	168	14	to	to	PART
futech-459	168	15	see	see	VERB
futech-459	168	16	how	how	SCONJ
futech-459	168	17	well	well	ADV
futech-459	168	18	it	it	PRON
futech-459	168	19	could	could	AUX
futech-459	168	20	write	write	VERB
futech-459	168	21	an	an	DET
futech-459	168	22	emotionally	emotionally	ADV
futech-459	168	23	engaging	engaging	ADJ
futech-459	168	24	short	short	ADJ
futech-459	168	25	story	story	NOUN
futech-459	168	26	.	.	PUNCT
futech-459	169	1	we	we	PRON
futech-459	169	2	examine	examine	VERB
futech-459	169	3	three	three	NUM
futech-459	169	4	different	different	ADJ
futech-459	169	5	benchmark	benchmark	NOUN
futech-459	169	6	datasets	dataset	NOUN
futech-459	169	7	,	,	PUNCT
futech-459	169	8	each	each	DET
futech-459	169	9	one	one	NOUN
futech-459	169	10	having	have	VERB
futech-459	169	11	some	some	DET
futech-459	169	12	unique	unique	ADJ
futech-459	169	13	challenges	challenge	NOUN
futech-459	169	14	.	.	PUNCT
futech-459	170	1	the	the	DET
futech-459	170	2	system	system	NOUN
futech-459	170	3	was	be	AUX
futech-459	170	4	evaluated	evaluate	VERB
futech-459	170	5	against	against	ADP
futech-459	170	6	some	some	DET
futech-459	170	7	established	establish	VERB
futech-459	170	8	baseline	baseline	NOUN
futech-459	170	9	models	model	NOUN
futech-459	170	10	to	to	PART
futech-459	170	11	measure	measure	VERB
futech-459	170	12	the	the	DET
futech-459	170	13	quality	quality	NOUN
futech-459	170	14	and	and	CCONJ
futech-459	170	15	coherence	coherence	NOUN
futech-459	170	16	of	of	ADP
futech-459	170	17	the	the	DET
futech-459	170	18	stories	story	NOUN
futech-459	170	19	.	.	PUNCT
futech-459	171	1	in	in	ADP
futech-459	171	2	the	the	DET
futech-459	171	3	following	follow	VERB
futech-459	171	4	sections	section	NOUN
futech-459	171	5	,	,	PUNCT
futech-459	171	6	we	we	PRON
futech-459	171	7	will	will	AUX
futech-459	171	8	delve	delve	VERB
futech-459	171	9	into	into	ADP
futech-459	171	10	the	the	DET
futech-459	171	11	setup	setup	NOUN
futech-459	171	12	of	of	ADP
futech-459	171	13	our	our	PRON
futech-459	171	14	experiments	experiment	NOUN
futech-459	171	15	,	,	PUNCT
futech-459	171	16	the	the	DET
futech-459	171	17	results	result	NOUN
futech-459	171	18	we	we	PRON
futech-459	171	19	obtained	obtain	VERB
futech-459	171	20	,	,	PUNCT
futech-459	171	21	and	and	CCONJ
futech-459	171	22	the	the	DET
futech-459	171	23	insights	insight	NOUN
futech-459	171	24	gained	gain	VERB
futech-459	171	25	from	from	ADP
futech-459	171	26	those	those	DET
futech-459	171	27	findings	finding	NOUN
futech-459	171	28	.	.	PUNCT
futech-459	172	1	5.1	5.1	NUM
futech-459	172	2	dataset	dataset	NOUN
futech-459	172	3	so	so	ADV
futech-459	172	4	,	,	PUNCT
futech-459	172	5	we	we	PRON
futech-459	172	6	decided	decide	VERB
futech-459	172	7	to	to	PART
futech-459	172	8	work	work	VERB
futech-459	172	9	with	with	ADP
futech-459	172	10	three	three	NUM
futech-459	172	11	benchmark	benchmark	ADJ
futech-459	172	12	datasets	dataset	NOUN
futech-459	172	13	for	for	ADP
futech-459	172	14	our	our	PRON
futech-459	172	15	experiments	experiment	NOUN
futech-459	172	16	to	to	PART
futech-459	172	17	see	see	VERB
futech-459	172	18	how	how	SCONJ
futech-459	172	19	well	well	ADV
futech-459	172	20	the	the	DET
futech-459	172	21	proposed	propose	VERB
futech-459	172	22	system	system	NOUN
futech-459	172	23	performs	perform	VERB
futech-459	172	24	.	.	PUNCT
futech-459	173	1	first	first	ADV
futech-459	173	2	up	up	ADV
futech-459	173	3	,	,	PUNCT
futech-459	173	4	we	we	PRON
futech-459	173	5	have	have	VERB
futech-459	173	6	the	the	DET
futech-459	173	7	cornell	cornell	NOUN
futech-459	173	8	movie	movie	NOUN
futech-459	173	9	-	-	PUNCT
futech-459	173	10	dialogs	dialog	NOUN
futech-459	173	11	corpus	corpus	NOUN
futech-459	173	12	[	[	X
futech-459	173	13	37	37	NUM
futech-459	173	14	]	]	PUNCT
futech-459	173	15	.	.	PUNCT
futech-459	174	1	it	it	PRON
futech-459	174	2	is	be	AUX
futech-459	174	3	a	a	DET
futech-459	174	4	pretty	pretty	ADV
futech-459	174	5	massive	massive	ADJ
futech-459	174	6	collection	collection	NOUN
futech-459	174	7	,	,	PUNCT
futech-459	174	8	with	with	ADP
futech-459	174	9	all	all	DET
futech-459	174	10	these	these	DET
futech-459	174	11	fictional	fictional	ADJ
futech-459	174	12	conversations	conversation	NOUN
futech-459	174	13	pulled	pull	VERB
futech-459	174	14	from	from	ADP
futech-459	174	15	movie	movie	NOUN
futech-459	174	16	scripts	script	NOUN
futech-459	174	17	,	,	PUNCT
futech-459	174	18	totaling	total	VERB
futech-459	174	19	around	around	ADP
futech-459	174	20	220,579	220,579	NUM
futech-459	174	21	exchanges	exchange	NOUN
futech-459	174	22	between	between	ADP
futech-459	174	23	10,292	10,292	NUM
futech-459	174	24	pairs	pair	NOUN
futech-459	174	25	of	of	ADP
futech-459	174	26	characters	character	NOUN
futech-459	174	27	.	.	PUNCT
futech-459	175	1	next	next	ADJ
futech-459	175	2	is	be	AUX
futech-459	175	3	the	the	DET
futech-459	175	4	visual7w	visual7w	PRON
futech-459	175	5	dataset	dataset	VERB
futech-459	176	1	[	[	PUNCT
futech-459	176	2	38	38	NUM
futech-459	176	3	]	]	PUNCT
futech-459	176	4	,	,	PUNCT
futech-459	176	5	which	which	PRON
futech-459	176	6	comes	come	VERB
futech-459	176	7	from	from	ADP
futech-459	176	8	coco	coco	PROPN
futech-459	176	9	images	image	NOUN
futech-459	176	10	and	and	CCONJ
futech-459	176	11	is	be	AUX
futech-459	176	12	packed	pack	VERB
futech-459	176	13	with	with	ADP
futech-459	176	14	327,939	327,939	NUM
futech-459	176	15	question	question	NOUN
futech-459	176	16	-	-	PUNCT
futech-459	176	17	answer	answer	NOUN
futech-459	176	18	pairs	pair	NOUN
futech-459	176	19	.	.	PUNCT
futech-459	177	1	plus	plus	CCONJ
futech-459	177	2	,	,	PUNCT
futech-459	177	3	it	it	PRON
futech-459	177	4	features	feature	VERB
futech-459	177	5	1,311,756	1,311,756	NUM
futech-459	177	6	human	human	NOUN
futech-459	177	7	-	-	PUNCT
futech-459	177	8	generated	generate	VERB
futech-459	177	9	answer	answer	NOUN
futech-459	177	10	choices	choice	NOUN
futech-459	177	11	and	and	CCONJ
futech-459	177	12	61,459	61,459	NUM
futech-459	177	13	object	object	NOUN
futech-459	177	14	groundings	grounding	NOUN
futech-459	177	15	.	.	PUNCT
futech-459	178	1	while	while	SCONJ
futech-459	178	2	visual7w	visual7w	NOUN
futech-459	178	3	is	be	AUX
futech-459	178	4	originally	originally	ADV
futech-459	178	5	a	a	DET
futech-459	178	6	visual	visual	ADJ
futech-459	178	7	qa	qa	PROPN
futech-459	178	8	dataset	dataset	NOUN
futech-459	178	9	,	,	PUNCT
futech-459	178	10	in	in	ADP
futech-459	178	11	our	our	PRON
futech-459	178	12	framework	framework	NOUN
futech-459	178	13	,	,	PUNCT
futech-459	178	14	it	it	PRON
futech-459	178	15	plays	play	VERB
futech-459	178	16	a	a	DET
futech-459	178	17	crucial	crucial	ADJ
futech-459	178	18	role	role	NOUN
futech-459	178	19	in	in	ADP
futech-459	178	20	enabling	enable	VERB
futech-459	178	21	visually	visually	ADV
futech-459	178	22	grounded	ground	VERB
futech-459	178	23	story	story	NOUN
futech-459	178	24	generation	generation	NOUN
futech-459	178	25	.	.	PUNCT
futech-459	179	1	we	we	PRON
futech-459	179	2	adapt	adapt	VERB
futech-459	179	3	the	the	DET
futech-459	179	4	dataset	dataset	NOUN
futech-459	179	5	by	by	ADP
futech-459	179	6	using	use	VERB
futech-459	179	7	its	its	PRON
futech-459	179	8	image	image	NOUN
futech-459	179	9	-	-	PUNCT
futech-459	179	10	question	question	NOUN
futech-459	179	11	-	-	PUNCT
futech-459	179	12	answer	answer	NOUN
futech-459	179	13	triples	triple	NOUN
futech-459	179	14	to	to	PART
futech-459	179	15	train	train	VERB
futech-459	179	16	our	our	PRON
futech-459	179	17	visual	visual	ADJ
futech-459	179	18	question	question	NOUN
futech-459	179	19	answering	answering	NOUN
futech-459	179	20	and	and	CCONJ
futech-459	179	21	visual	visual	ADJ
futech-459	179	22	question	question	NOUN
futech-459	179	23	ah	ah	INTJ
futech-459	179	24	.	.	PUNCT
futech-459	180	1	kachare	kachare	PROPN
futech-459	180	2	et	et	PROPN
futech-459	180	3	al	al	PROPN
futech-459	180	4	.	.	PROPN
futech-459	180	5	/future	/future	PUNCT
futech-459	180	6	technology	technology	PROPN
futech-459	180	7	november	november	PROPN
futech-459	180	8	2025|	2025|	NUM
futech-459	180	9	volume	volume	NOUN
futech-459	180	10	04	04	NUM
futech-459	181	1	|	|	ADV
futech-459	181	2	issue	issue	VERB
futech-459	181	3	04	04	NUM
futech-459	182	1	|	|	CCONJ
futech-459	182	2	pages	page	VERB
futech-459	182	3	138	138	NUM
futech-459	182	4	-	-	SYM
futech-459	182	5	145	145	NUM
futech-459	182	6	142	142	NUM
futech-459	182	7	generation	generation	NOUN
futech-459	182	8	(	(	PUNCT
futech-459	182	9	parts	part	NOUN
futech-459	182	10	of	of	ADP
futech-459	182	11	a	a	DET
futech-459	182	12	larger	large	ADJ
futech-459	182	13	system	system	NOUN
futech-459	182	14	)	)	PUNCT
futech-459	182	15	,	,	PUNCT
futech-459	182	16	producing	produce	VERB
futech-459	182	17	prompts	prompt	NOUN
futech-459	182	18	and	and	CCONJ
futech-459	182	19	emotions	emotion	NOUN
futech-459	182	20	that	that	PRON
futech-459	182	21	are	be	AUX
futech-459	182	22	used	use	VERB
futech-459	182	23	to	to	PART
futech-459	182	24	guide	guide	VERB
futech-459	182	25	the	the	DET
futech-459	182	26	narrative	narrative	NOUN
futech-459	182	27	generation	generation	NOUN
futech-459	182	28	process	process	NOUN
futech-459	182	29	.	.	PUNCT
futech-459	183	1	it	it	PRON
futech-459	183	2	allows	allow	VERB
futech-459	183	3	the	the	DET
futech-459	183	4	system	system	NOUN
futech-459	183	5	to	to	PART
futech-459	183	6	generate	generate	VERB
futech-459	183	7	stories	story	NOUN
futech-459	183	8	that	that	PRON
futech-459	183	9	are	be	AUX
futech-459	183	10	not	not	PART
futech-459	183	11	only	only	ADV
futech-459	183	12	coherent	coherent	ADJ
futech-459	183	13	but	but	CCONJ
futech-459	183	14	also	also	ADV
futech-459	183	15	contextually	contextually	ADV
futech-459	183	16	aligned	align	VERB
futech-459	183	17	with	with	ADP
futech-459	183	18	visual	visual	ADJ
futech-459	183	19	content	content	NOUN
futech-459	183	20	.	.	PUNCT
futech-459	184	1	furthermore	furthermore	ADV
futech-459	184	2	,	,	PUNCT
futech-459	184	3	the	the	DET
futech-459	184	4	emotional	emotional	ADJ
futech-459	184	5	relevance	relevance	NOUN
futech-459	184	6	of	of	ADP
futech-459	184	7	each	each	DET
futech-459	184	8	image	image	NOUN
futech-459	184	9	is	be	AUX
futech-459	184	10	inferred	infer	VERB
futech-459	184	11	via	via	ADP
futech-459	184	12	visual	visual	ADJ
futech-459	184	13	sentiment	sentiment	NOUN
futech-459	184	14	analysis	analysis	NOUN
futech-459	184	15	,	,	PUNCT
futech-459	184	16	helping	help	VERB
futech-459	184	17	to	to	PART
futech-459	184	18	tailor	tailor	VERB
futech-459	184	19	the	the	DET
futech-459	184	20	tone	tone	NOUN
futech-459	184	21	and	and	CCONJ
futech-459	184	22	affective	affective	ADJ
futech-459	184	23	quality	quality	NOUN
futech-459	184	24	of	of	ADP
futech-459	184	25	the	the	DET
futech-459	184	26	generated	generate	VERB
futech-459	184	27	narrative	narrative	NOUN
futech-459	184	28	.	.	PUNCT
futech-459	185	1	lastly	lastly	ADV
futech-459	185	2	,	,	PUNCT
futech-459	185	3	we	we	PRON
futech-459	185	4	looked	look	VERB
futech-459	185	5	at	at	ADP
futech-459	185	6	the	the	DET
futech-459	185	7	rocstories	rocstorie	NOUN
futech-459	185	8	dataset	dataset	VERB
futech-459	185	9	[	[	PUNCT
futech-459	185	10	39	39	NUM
futech-459	185	11	]	]	PUNCT
futech-459	185	12	,	,	PUNCT
futech-459	185	13	a	a	DET
futech-459	185	14	resource	resource	NOUN
futech-459	185	15	for	for	ADP
futech-459	185	16	nlp	nlp	NOUN
futech-459	185	17	research	research	NOUN
futech-459	185	18	,	,	PUNCT
futech-459	185	19	with	with	ADP
futech-459	185	20	98,162	98,162	NUM
futech-459	185	21	five	five	NUM
futech-459	185	22	-	-	PUNCT
futech-459	185	23	sentence	sentence	NOUN
futech-459	185	24	stories	story	NOUN
futech-459	185	25	about	about	ADP
futech-459	185	26	everyday	everyday	ADJ
futech-459	185	27	life	life	NOUN
futech-459	185	28	.	.	PUNCT
futech-459	186	1	it	it	PRON
futech-459	186	2	has	have	AUX
futech-459	186	3	been	be	AUX
futech-459	186	4	designed	design	VERB
futech-459	186	5	to	to	PART
futech-459	186	6	help	help	VERB
futech-459	186	7	models	model	NOUN
futech-459	186	8	understand	understand	VERB
futech-459	186	9	and	and	CCONJ
futech-459	186	10	generate	generate	VERB
futech-459	186	11	stories	story	NOUN
futech-459	186	12	by	by	ADP
futech-459	186	13	capturing	capture	VERB
futech-459	186	14	causal	causal	ADJ
futech-459	186	15	and	and	CCONJ
futech-459	186	16	temporal	temporal	ADJ
futech-459	186	17	relationships	relationship	NOUN
futech-459	186	18	.	.	PUNCT
futech-459	187	1	5.2	5.2	NUM
futech-459	187	2	baseline	baseline	NOUN
futech-459	187	3	models	model	NOUN
futech-459	187	4	we	we	PRON
futech-459	187	5	compare	compare	VERB
futech-459	187	6	our	our	PRON
futech-459	187	7	models	model	NOUN
futech-459	187	8	with	with	ADP
futech-459	187	9	the	the	DET
futech-459	187	10	following	following	NOUN
futech-459	187	11	:	:	PUNCT
futech-459	187	12	1	1	NUM
futech-459	187	13	)	)	PUNCT
futech-459	187	14	t	t	PROPN
futech-459	187	15	-	-	PUNCT
futech-459	187	16	cvae	cvae	NOUN
futech-459	187	17	[	[	X
futech-459	187	18	21	21	NUM
futech-459	187	19	]	]	PUNCT
futech-459	187	20	leverages	leverage	NOUN
futech-459	187	21	transformers	transformer	NOUN
futech-459	187	22	and	and	CCONJ
futech-459	187	23	a	a	DET
futech-459	187	24	variational	variational	ADJ
futech-459	187	25	autoencoder	autoencoder	NOUN
futech-459	187	26	to	to	PART
futech-459	187	27	learn	learn	VERB
futech-459	187	28	story	story	NOUN
futech-459	187	29	patterns	pattern	NOUN
futech-459	187	30	and	and	CCONJ
futech-459	187	31	generate	generate	VERB
futech-459	187	32	new	new	ADJ
futech-459	187	33	,	,	PUNCT
futech-459	187	34	coherent	coherent	ADJ
futech-459	187	35	stories	story	NOUN
futech-459	187	36	,	,	PUNCT
futech-459	187	37	with	with	ADP
futech-459	187	38	the	the	DET
futech-459	187	39	ability	ability	NOUN
futech-459	187	40	to	to	PART
futech-459	187	41	incorporate	incorporate	VERB
futech-459	187	42	additional	additional	ADJ
futech-459	187	43	input	input	NOUN
futech-459	187	44	for	for	ADP
futech-459	187	45	guidance	guidance	NOUN
futech-459	187	46	.	.	PUNCT
futech-459	188	1	2	2	X
futech-459	188	2	)	)	PUNCT
futech-459	188	3	plan&write	plan&write	NOUN
futech-459	188	4	[	[	X
futech-459	188	5	20	20	NUM
futech-459	188	6	]	]	PUNCT
futech-459	188	7	operates	operate	VERB
futech-459	188	8	in	in	ADP
futech-459	188	9	two	two	NUM
futech-459	188	10	stages	stage	NOUN
futech-459	188	11	:	:	PUNCT
futech-459	188	12	planning	plan	VERB
futech-459	188	13	a	a	DET
futech-459	188	14	storyline	storyline	NOUN
futech-459	188	15	and	and	CCONJ
futech-459	188	16	generating	generate	VERB
futech-459	188	17	the	the	DET
futech-459	188	18	story	story	NOUN
futech-459	188	19	text	text	NOUN
futech-459	188	20	based	base	VERB
futech-459	188	21	on	on	ADP
futech-459	188	22	that	that	DET
futech-459	188	23	plan	plan	NOUN
futech-459	188	24	,	,	PUNCT
futech-459	188	25	offering	offer	VERB
futech-459	188	26	better	well	ADJ
futech-459	188	27	control	control	NOUN
futech-459	188	28	over	over	ADP
futech-459	188	29	story	story	NOUN
futech-459	188	30	structure	structure	NOUN
futech-459	188	31	and	and	CCONJ
futech-459	188	32	coherence	coherence	NOUN
futech-459	188	33	.	.	PUNCT
futech-459	189	1	the	the	DET
futech-459	189	2	comparison	comparison	NOUN
futech-459	189	3	aims	aim	VERB
futech-459	189	4	to	to	PART
futech-459	189	5	showcase	showcase	VERB
futech-459	189	6	the	the	DET
futech-459	189	7	effectiveness	effectiveness	NOUN
futech-459	189	8	and	and	CCONJ
futech-459	189	9	advancements	advancement	NOUN
futech-459	189	10	of	of	ADP
futech-459	189	11	the	the	DET
futech-459	189	12	proposed	propose	VERB
futech-459	189	13	approach	approach	NOUN
futech-459	189	14	in	in	ADP
futech-459	189	15	story	story	NOUN
futech-459	189	16	generation	generation	NOUN
futech-459	189	17	.	.	PUNCT
futech-459	190	1	5.3	5.3	NUM
futech-459	190	2	metrics	metric	NOUN
futech-459	190	3	we	we	PRON
futech-459	190	4	have	have	AUX
futech-459	190	5	chosen	choose	VERB
futech-459	190	6	to	to	PART
futech-459	190	7	utilize	utilize	VERB
futech-459	190	8	the	the	DET
futech-459	190	9	bleu	bleu	NOUN
futech-459	190	10	(	(	PUNCT
futech-459	190	11	bilingual	bilingual	ADJ
futech-459	190	12	evaluation	evaluation	NOUN
futech-459	190	13	understudy	understudy	NOUN
futech-459	190	14	)	)	PUNCT
futech-459	191	1	[	[	X
futech-459	191	2	40	40	NUM
futech-459	191	3	]	]	PUNCT
futech-459	191	4	and	and	CCONJ
futech-459	191	5	meteor	meteor	NOUN
futech-459	192	1	[	[	X
futech-459	192	2	40	40	NUM
futech-459	192	3	]	]	PUNCT
futech-459	192	4	metrics	metric	NOUN
futech-459	192	5	to	to	PART
futech-459	192	6	evaluate	evaluate	VERB
futech-459	192	7	the	the	DET
futech-459	192	8	quality	quality	NOUN
futech-459	192	9	of	of	ADP
futech-459	192	10	the	the	DET
futech-459	192	11	generated	generate	VERB
futech-459	192	12	stories	story	NOUN
futech-459	192	13	.	.	PUNCT
futech-459	193	1	bleu	bleu	NOUN
futech-459	193	2	is	be	AUX
futech-459	193	3	one	one	NUM
futech-459	193	4	of	of	ADP
futech-459	193	5	the	the	DET
futech-459	193	6	most	most	ADV
futech-459	193	7	popular	popular	ADJ
futech-459	193	8	machine	machine	NOUN
futech-459	193	9	translation	translation	NOUN
futech-459	193	10	metrics	metric	NOUN
futech-459	193	11	that	that	PRON
futech-459	193	12	determines	determine	VERB
futech-459	193	13	the	the	DET
futech-459	193	14	similarity	similarity	NOUN
futech-459	193	15	between	between	ADP
futech-459	193	16	a	a	DET
futech-459	193	17	human	human	ADJ
futech-459	193	18	reference	reference	NOUN
futech-459	193	19	translation	translation	NOUN
futech-459	193	20	and	and	CCONJ
futech-459	193	21	a	a	DET
futech-459	193	22	machine	machine	NOUN
futech-459	193	23	translation	translation	NOUN
futech-459	193	24	.	.	PUNCT
futech-459	194	1	bleu	bleu	NOUN
futech-459	194	2	verifies	verifie	NOUN
futech-459	194	3	the	the	DET
futech-459	194	4	similarity	similarity	NOUN
futech-459	194	5	between	between	ADP
futech-459	194	6	the	the	DET
futech-459	194	7	n	n	NOUN
futech-459	194	8	-	-	PUNCT
futech-459	194	9	grams	gram	NOUN
futech-459	194	10	(	(	PUNCT
futech-459	194	11	set	set	NOUN
futech-459	194	12	of	of	ADP
futech-459	194	13	n	n	DET
futech-459	194	14	words	word	NOUN
futech-459	194	15	)	)	PUNCT
futech-459	194	16	in	in	ADP
futech-459	194	17	the	the	DET
futech-459	194	18	target	target	NOUN
futech-459	194	19	text	text	NOUN
futech-459	194	20	and	and	CCONJ
futech-459	194	21	the	the	DET
futech-459	194	22	reference	reference	NOUN
futech-459	194	23	text	text	NOUN
futech-459	194	24	—	—	PUNCT
futech-459	194	25	the	the	DET
futech-459	194	26	more	more	ADV
futech-459	194	27	similar	similar	ADJ
futech-459	194	28	n	n	CCONJ
futech-459	194	29	-	-	PUNCT
futech-459	194	30	grams	gram	NOUN
futech-459	194	31	,	,	PUNCT
futech-459	194	32	the	the	PRON
futech-459	194	33	greater	great	ADJ
futech-459	194	34	the	the	DET
futech-459	194	35	bleu	bleu	NOUN
futech-459	194	36	score	score	NOUN
futech-459	194	37	,	,	PUNCT
futech-459	194	38	which	which	PRON
futech-459	194	39	shows	show	VERB
futech-459	194	40	greater	great	ADJ
futech-459	194	41	content	content	NOUN
futech-459	194	42	preservation	preservation	NOUN
futech-459	194	43	.	.	PUNCT
futech-459	195	1	the	the	DET
futech-459	195	2	bleu	bleu	NOUN
futech-459	195	3	score	score	NOUN
futech-459	195	4	formula	formula	NOUN
futech-459	195	5	is	be	AUX
futech-459	195	6	derived	derive	VERB
futech-459	195	7	based	base	VERB
futech-459	195	8	on	on	ADP
futech-459	195	9	precision	precision	NOUN
futech-459	195	10	and	and	CCONJ
futech-459	195	11	a	a	DET
futech-459	195	12	penalty	penalty	NOUN
futech-459	195	13	for	for	ADP
futech-459	195	14	brevity	brevity	NOUN
futech-459	195	15	.	.	PUNCT
futech-459	196	1	the	the	DET
futech-459	196	2	formula	formula	NOUN
futech-459	196	3	is	be	AUX
futech-459	196	4	:	:	PUNCT
futech-459	196	5	𝐵𝐵𝐿𝐿𝐸𝐸𝑅𝑅	𝐵𝐵𝐿𝐿𝐸𝐸𝑅𝑅	PROPN
futech-459	196	6	=	=	PUNCT
futech-459	196	7	𝐵𝐵𝑃𝑃	𝐵𝐵𝑃𝑃	ADJ
futech-459	196	8	×	×	PROPN
futech-459	196	9	exp	exp	NOUN
futech-459	196	10	�	�	PROPN
futech-459	196	11	1	1	NUM
futech-459	196	12	𝑛𝑛	𝑛𝑛	NOUN
futech-459	196	13	∑	∑	ADV
futech-459	196	14	log𝑝𝑝𝑖𝑖𝑛𝑛	log𝑝𝑝𝑖𝑖𝑛𝑛	VERB
futech-459	196	15	𝑖𝑖=1	𝑖𝑖=1	PROPN
futech-459	196	16	�	�	PROPN
futech-459	196	17	(	(	PUNCT
futech-459	196	18	9	9	NUM
futech-459	196	19	)	)	PUNCT
futech-459	196	20	however	however	ADV
futech-459	196	21	,	,	PUNCT
futech-459	196	22	bleu	bleu	NOUN
futech-459	196	23	does	do	AUX
futech-459	196	24	not	not	PART
futech-459	196	25	consider	consider	VERB
futech-459	196	26	the	the	DET
futech-459	196	27	stems	stem	NOUN
futech-459	196	28	and	and	CCONJ
futech-459	196	29	synonyms	synonym	NOUN
futech-459	196	30	of	of	ADP
futech-459	196	31	words	word	NOUN
futech-459	196	32	.	.	PUNCT
futech-459	197	1	to	to	PART
futech-459	197	2	overcome	overcome	VERB
futech-459	197	3	these	these	DET
futech-459	197	4	limitations	limitation	NOUN
futech-459	197	5	,	,	PUNCT
futech-459	197	6	meteor	meteor	NOUN
futech-459	197	7	uses	use	VERB
futech-459	197	8	a	a	DET
futech-459	197	9	weighted	weight	VERB
futech-459	197	10	f1	f1	NOUN
futech-459	197	11	-	-	PUNCT
futech-459	197	12	score	score	NOUN
futech-459	197	13	and	and	CCONJ
futech-459	197	14	penalty	penalty	NOUN
futech-459	197	15	function	function	NOUN
futech-459	197	16	.	.	PUNCT
futech-459	198	1	𝐹𝐹𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆	𝐹𝐹𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆	ADJ
futech-459	198	2	=	=	SYM
futech-459	198	3	10	10	NUM
futech-459	198	4	�	�	PROPN
futech-459	198	5	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	PROPN
futech-459	198	6	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	PROPN
futech-459	198	7	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	NOUN
futech-459	198	8	𝑖𝑖𝑛𝑛	𝑖𝑖𝑛𝑛	PROPN
futech-459	198	9	ℎ𝑦𝑦𝑦𝑦𝑦𝑦𝑚𝑚ℎ𝑒𝑒𝑖𝑖𝑒𝑒	ℎ𝑦𝑦𝑦𝑦𝑦𝑦𝑚𝑚ℎ𝑒𝑒𝑖𝑖𝑒𝑒	PROPN
futech-459	198	10	�	�	PROPN
futech-459	198	11	�	�	PROPN
futech-459	198	12	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	PROPN
futech-459	198	13	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	NOUN
futech-459	198	14	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	NOUN
futech-459	198	15	𝑖𝑖𝑛𝑛𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑛𝑛𝑚𝑚𝑒𝑒	𝑖𝑖𝑛𝑛𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑛𝑛𝑚𝑚𝑒𝑒	NOUN
futech-459	198	16	�	�	PROPN
futech-459	198	17	�	�	PROPN
futech-459	198	18	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	PROPN
futech-459	198	19	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	NOUN
futech-459	198	20	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	NOUN
futech-459	198	21	𝑖𝑖𝑛𝑛𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑛𝑛𝑚𝑚𝑒𝑒	𝑖𝑖𝑛𝑛𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑖𝑖𝑒𝑒𝑛𝑛𝑚𝑚𝑒𝑒	PROPN
futech-459	198	22	�	�	PROPN
futech-459	198	23	+9	+9	PROPN
futech-459	198	24	�	�	PROPN
futech-459	198	25	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	𝑚𝑚𝑚𝑚𝑚𝑚𝑚𝑚ℎ𝑒𝑒𝑒𝑒	PROPN
futech-459	198	26	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	PROPN
futech-459	198	27	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	𝑢𝑢𝑛𝑛𝑖𝑖𝑖𝑖𝑖𝑖𝑚𝑚𝑚𝑚	PROPN
futech-459	198	28	𝑖𝑖𝑛𝑛	𝑖𝑖𝑛𝑛	PROPN
futech-459	198	29	ℎ𝑦𝑦𝑦𝑦𝑦𝑦𝑚𝑚ℎ𝑒𝑒𝑖𝑖𝑒𝑒	ℎ𝑦𝑦𝑦𝑦𝑦𝑦𝑚𝑚ℎ𝑒𝑒𝑖𝑖𝑒𝑒	PROPN
futech-459	198	30	�	�	PROPN
futech-459	198	31	(	(	PUNCT
futech-459	198	32	10	10	NUM
futech-459	198	33	)	)	PUNCT
futech-459	198	34	𝑃𝑃𝐸𝐸𝑛𝑛𝐿𝐿𝑃𝑃𝐿𝐿𝐿𝐿	𝑃𝑃𝐸𝐸𝑛𝑛𝐿𝐿𝑃𝑃𝐿𝐿𝐿𝐿	NOUN
futech-459	198	35	=	=	SYM
futech-459	198	36	0.5	0.5	NUM
futech-459	198	37	×	×	PROPN
futech-459	198	38	�	�	PROPN
futech-459	198	39	𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁	𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁	PROPN
futech-459	198	40	𝑜𝑜𝑜𝑜	𝑜𝑜𝑜𝑜	NOUN
futech-459	198	41	𝑐𝑐ℎ𝑁𝑁𝑛𝑛𝑢𝑢𝑢𝑢	𝑐𝑐ℎ𝑁𝑁𝑛𝑛𝑢𝑢𝑢𝑢	NOUN
futech-459	198	42	𝑖𝑖𝑛𝑛	𝑖𝑖𝑛𝑛	ADJ
futech-459	198	43	𝐻𝐻𝐻𝐻𝐻𝐻𝑜𝑜𝑡𝑡ℎ𝑁𝑁𝑖𝑖𝑢𝑢	𝐻𝐻𝐻𝐻𝐻𝐻𝑜𝑜𝑡𝑡ℎ𝑁𝑁𝑖𝑖𝑢𝑢	PROPN
futech-459	198	44	𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁	𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁	PROPN
futech-459	198	45	𝑜𝑜𝑜𝑜	𝑜𝑜𝑜𝑜	NOUN
futech-459	198	46	𝑁𝑁𝑚𝑚𝑡𝑡𝑐𝑐ℎ𝑁𝑁𝑑𝑑	𝑁𝑁𝑚𝑚𝑡𝑡𝑐𝑐ℎ𝑁𝑁𝑑𝑑	NOUN
futech-459	198	47	𝑁𝑁𝑛𝑛𝑖𝑖𝑢𝑢𝑁𝑁𝑚𝑚𝑁𝑁𝑢𝑢	𝑁𝑁𝑛𝑛𝑖𝑖𝑢𝑢𝑁𝑁𝑚𝑚𝑁𝑁𝑢𝑢	PROPN
futech-459	198	48	�	�	PROPN
futech-459	198	49	(	(	PUNCT
futech-459	198	50	11	11	NUM
futech-459	198	51	)	)	PUNCT
futech-459	198	52	𝑀𝑀𝐸𝐸𝑇𝑇𝐸𝐸𝑂𝑂𝑅𝑅	𝑀𝑀𝐸𝐸𝑇𝑇𝐸𝐸𝑂𝑂𝑅𝑅	NOUN
futech-459	198	53	=	=	PUNCT
futech-459	198	54	𝐹𝐹𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆	𝐹𝐹𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆𝑆	ADJ
futech-459	198	55	×	×	NOUN
futech-459	198	56	(	(	PUNCT
futech-459	198	57	1	1	NUM
futech-459	198	58	−	−	NOUN
futech-459	198	59	𝑃𝑃𝐸𝐸𝑛𝑛𝐿𝐿𝑃𝑃𝐿𝐿𝐿𝐿	𝑃𝑃𝐸𝐸𝑛𝑛𝐿𝐿𝑃𝑃𝐿𝐿𝐿𝐿	NOUN
futech-459	198	60	)	)	PUNCT
futech-459	198	61	(	(	PUNCT
futech-459	198	62	12	12	NUM
futech-459	198	63	)	)	PUNCT
futech-459	198	64	5.4	5.4	NUM
futech-459	198	65	experimental	experimental	ADJ
futech-459	198	66	setup	setup	NOUN
futech-459	198	67	we	we	PRON
futech-459	198	68	utilize	utilize	VERB
futech-459	198	69	a	a	DET
futech-459	198	70	pre	pre	ADJ
futech-459	198	71	-	-	ADJ
futech-459	198	72	trained	trained	ADJ
futech-459	198	73	gpt-2	gpt-2	PUNCT
futech-459	198	74	model	model	NOUN
futech-459	198	75	to	to	PART
futech-459	198	76	generate	generate	VERB
futech-459	198	77	a	a	DET
futech-459	198	78	wide	wide	ADJ
futech-459	198	79	range	range	NOUN
futech-459	198	80	of	of	ADP
futech-459	198	81	sentences	sentence	NOUN
futech-459	198	82	.	.	PUNCT
futech-459	199	1	it	it	PRON
futech-459	199	2	will	will	AUX
futech-459	199	3	take	take	VERB
futech-459	199	4	a	a	DET
futech-459	199	5	question	question	NOUN
futech-459	199	6	and	and	CCONJ
futech-459	199	7	its	its	PRON
futech-459	199	8	answer	answer	NOUN
futech-459	199	9	,	,	PUNCT
futech-459	199	10	then	then	ADV
futech-459	199	11	churn	churn	VERB
futech-459	199	12	out	out	ADP
futech-459	199	13	several	several	ADJ
futech-459	199	14	ways	way	NOUN
futech-459	199	15	to	to	PART
futech-459	199	16	say	say	VERB
futech-459	199	17	it	it	PRON
futech-459	199	18	.	.	PUNCT
futech-459	200	1	now	now	ADV
futech-459	200	2	,	,	PUNCT
futech-459	200	3	the	the	DET
futech-459	200	4	emotion	emotion	NOUN
futech-459	200	5	classifier	classifier	NOUN
futech-459	200	6	will	will	AUX
futech-459	200	7	look	look	VERB
futech-459	200	8	at	at	ADP
futech-459	200	9	all	all	DET
futech-459	200	10	those	those	DET
futech-459	200	11	candidate	candidate	NOUN
futech-459	200	12	sentences	sentence	NOUN
futech-459	200	13	and	and	CCONJ
futech-459	200	14	determine	determine	VERB
futech-459	200	15	which	which	PRON
futech-459	200	16	hits	hit	VERB
futech-459	200	17	the	the	DET
futech-459	200	18	emotional	emotional	ADJ
futech-459	200	19	mark	mark	NOUN
futech-459	200	20	for	for	ADP
futech-459	200	21	the	the	DET
futech-459	200	22	story	story	NOUN
futech-459	200	23	we	we	PRON
futech-459	200	24	are	be	AUX
futech-459	200	25	crafting	craft	VERB
futech-459	200	26	.	.	PUNCT
futech-459	201	1	this	this	DET
futech-459	201	2	way	way	NOUN
futech-459	201	3	,	,	PUNCT
futech-459	201	4	our	our	PRON
futech-459	201	5	sentences	sentence	NOUN
futech-459	201	6	will	will	AUX
futech-459	201	7	help	help	VERB
futech-459	201	8	shape	shape	VERB
futech-459	201	9	the	the	DET
futech-459	201	10	narrative	narrative	NOUN
futech-459	201	11	's	's	PART
futech-459	201	12	overall	overall	ADJ
futech-459	201	13	vibe	vibe	NOUN
futech-459	201	14	.	.	PUNCT
futech-459	202	1	at	at	ADP
futech-459	202	2	the	the	DET
futech-459	202	3	core	core	NOUN
futech-459	202	4	of	of	ADP
futech-459	202	5	our	our	PRON
futech-459	202	6	story	story	NOUN
futech-459	202	7	-	-	PUNCT
futech-459	202	8	generating	generate	VERB
futech-459	202	9	system	system	NOUN
futech-459	202	10	is	be	AUX
futech-459	202	11	the	the	DET
futech-459	202	12	fnet	fnet	ADJ
futech-459	202	13	model	model	NOUN
futech-459	202	14	—	—	PUNCT
futech-459	202	15	a	a	DET
futech-459	202	16	transformer	transformer	ADJ
futech-459	202	17	architecture	architecture	NOUN
futech-459	202	18	known	know	VERB
futech-459	202	19	for	for	ADP
futech-459	202	20	its	its	PRON
futech-459	202	21	high	high	ADJ
futech-459	202	22	efficiency	efficiency	NOUN
futech-459	202	23	.	.	PUNCT
futech-459	203	1	we	we	PRON
futech-459	203	2	have	have	VERB
futech-459	203	3	an	an	DET
futech-459	203	4	encoder	encoder	NOUN
futech-459	203	5	with	with	ADP
futech-459	203	6	five	five	NUM
futech-459	203	7	layers	layer	NOUN
futech-459	203	8	that	that	PRON
futech-459	203	9	'll	will	AUX
futech-459	203	10	sift	sift	VERB
futech-459	203	11	through	through	ADP
futech-459	203	12	the	the	DET
futech-459	203	13	input	input	NOUN
futech-459	203	14	sentences	sentence	NOUN
futech-459	203	15	,	,	PUNCT
futech-459	203	16	getting	get	VERB
futech-459	203	17	a	a	DET
futech-459	203	18	good	good	ADJ
futech-459	203	19	grasp	grasp	NOUN
futech-459	203	20	of	of	ADP
futech-459	203	21	their	their	PRON
futech-459	203	22	meaning	meaning	NOUN
futech-459	203	23	and	and	CCONJ
futech-459	203	24	context	context	NOUN
futech-459	203	25	.	.	PUNCT
futech-459	204	1	then	then	ADV
futech-459	204	2	,	,	PUNCT
futech-459	204	3	a	a	DET
futech-459	204	4	decoder	decoder	NOUN
futech-459	204	5	with	with	ADP
futech-459	204	6	eight	eight	NUM
futech-459	204	7	layers	layer	NOUN
futech-459	204	8	will	will	AUX
futech-459	204	9	spin	spin	VERB
futech-459	204	10	all	all	DET
futech-459	204	11	that	that	DET
futech-459	204	12	info	info	NOUN
futech-459	204	13	into	into	ADP
futech-459	204	14	a	a	DET
futech-459	204	15	coherent	coherent	ADJ
futech-459	204	16	narrative	narrative	NOUN
futech-459	204	17	.	.	PUNCT
futech-459	205	1	we	we	PRON
futech-459	205	2	will	will	AUX
futech-459	205	3	also	also	ADV
futech-459	205	4	use	use	VERB
futech-459	205	5	positional	positional	ADJ
futech-459	205	6	embeddings	embedding	NOUN
futech-459	205	7	to	to	PART
futech-459	205	8	keep	keep	VERB
futech-459	205	9	track	track	NOUN
futech-459	205	10	of	of	ADP
futech-459	205	11	word	word	NOUN
futech-459	205	12	order	order	NOUN
futech-459	205	13	in	in	ADP
futech-459	205	14	both	both	CCONJ
futech-459	205	15	the	the	DET
futech-459	205	16	input	input	NOUN
futech-459	205	17	and	and	CCONJ
futech-459	205	18	the	the	DET
futech-459	205	19	output	output	NOUN
futech-459	205	20	.	.	PUNCT
futech-459	206	1	the	the	DET
futech-459	206	2	fnet	fnet	ADJ
futech-459	206	3	model	model	NOUN
futech-459	206	4	will	will	AUX
futech-459	206	5	learn	learn	VERB
futech-459	206	6	from	from	ADP
futech-459	206	7	stories	story	NOUN
futech-459	206	8	,	,	PUNCT
futech-459	206	9	improving	improve	VERB
futech-459	206	10	at	at	ADP
futech-459	206	11	creating	create	VERB
futech-459	206	12	narratives	narrative	NOUN
futech-459	206	13	that	that	PRON
futech-459	206	14	make	make	VERB
futech-459	206	15	sense	sense	NOUN
futech-459	206	16	and	and	CCONJ
futech-459	206	17	resonate	resonate	VERB
futech-459	206	18	emotionally	emotionally	ADV
futech-459	206	19	based	base	VERB
futech-459	206	20	on	on	ADP
futech-459	206	21	the	the	DET
futech-459	206	22	input	input	NOUN
futech-459	206	23	and	and	CCONJ
futech-459	206	24	the	the	DET
futech-459	206	25	feelings	feeling	NOUN
futech-459	206	26	we	we	PRON
futech-459	206	27	want	want	VERB
futech-459	206	28	to	to	PART
futech-459	206	29	convey	convey	VERB
futech-459	206	30	.	.	PUNCT
futech-459	207	1	moreover	moreover	ADV
futech-459	207	2	,	,	PUNCT
futech-459	207	3	we	we	PRON
futech-459	207	4	use	use	VERB
futech-459	207	5	the	the	DET
futech-459	207	6	adam	adam	PROPN
futech-459	207	7	optimizer	optimizer	NOUN
futech-459	207	8	,	,	PUNCT
futech-459	207	9	a	a	DET
futech-459	207	10	standard	standard	NOUN
futech-459	207	11	in	in	ADP
futech-459	207	12	deep	deep	ADJ
futech-459	207	13	learning	learning	NOUN
futech-459	207	14	,	,	PUNCT
futech-459	207	15	to	to	PART
futech-459	207	16	keep	keep	VERB
futech-459	207	17	everything	everything	PRON
futech-459	207	18	on	on	ADP
futech-459	207	19	track	track	NOUN
futech-459	207	20	during	during	ADP
futech-459	207	21	training	training	NOUN
futech-459	207	22	.	.	PUNCT
futech-459	208	1	it	it	PRON
futech-459	208	2	will	will	AUX
futech-459	208	3	help	help	VERB
futech-459	208	4	fine	fine	ADJ
futech-459	208	5	-	-	PUNCT
futech-459	208	6	tune	tune	NOUN
futech-459	208	7	the	the	DET
futech-459	208	8	model	model	NOUN
futech-459	208	9	so	so	SCONJ
futech-459	208	10	that	that	SCONJ
futech-459	208	11	what	what	PRON
futech-459	208	12	it	it	PRON
futech-459	208	13	generates	generate	VERB
futech-459	208	14	is	be	AUX
futech-459	208	15	as	as	ADV
futech-459	208	16	close	close	ADJ
futech-459	208	17	to	to	ADP
futech-459	208	18	the	the	DET
futech-459	208	19	stories	story	NOUN
futech-459	208	20	we	we	PRON
futech-459	208	21	aim	aim	VERB
futech-459	208	22	for	for	ADP
futech-459	208	23	.	.	PROPN
futech-459	209	1	5.5	5.5	NUM
futech-459	209	2	result	result	VERB
futech-459	209	3	this	this	DET
futech-459	209	4	section	section	NOUN
futech-459	209	5	presents	present	VERB
futech-459	209	6	the	the	DET
futech-459	209	7	experimental	experimental	ADJ
futech-459	209	8	evaluation	evaluation	NOUN
futech-459	209	9	's	's	PART
futech-459	209	10	outcomes	outcome	NOUN
futech-459	209	11	,	,	PUNCT
futech-459	209	12	showcasing	showcase	VERB
futech-459	209	13	the	the	DET
futech-459	209	14	proposed	propose	VERB
futech-459	209	15	system	system	NOUN
futech-459	209	16	's	's	PART
futech-459	209	17	performance	performance	NOUN
futech-459	209	18	in	in	ADP
futech-459	209	19	generating	generate	VERB
futech-459	209	20	emotionally	emotionally	ADV
futech-459	209	21	aware	aware	ADJ
futech-459	209	22	short	short	ADJ
futech-459	209	23	stories	story	NOUN
futech-459	209	24	.	.	PUNCT
futech-459	210	1	the	the	DET
futech-459	210	2	results	result	NOUN
futech-459	210	3	are	be	AUX
futech-459	210	4	analyzed	analyze	VERB
futech-459	210	5	in	in	ADP
futech-459	210	6	comparison	comparison	NOUN
futech-459	210	7	to	to	ADP
futech-459	210	8	baseline	baseline	NOUN
futech-459	210	9	models	model	NOUN
futech-459	210	10	,	,	PUNCT
futech-459	210	11	highlighting	highlight	VERB
futech-459	210	12	the	the	DET
futech-459	210	13	strengths	strength	NOUN
futech-459	210	14	and	and	CCONJ
futech-459	210	15	limitations	limitation	NOUN
futech-459	210	16	of	of	ADP
futech-459	210	17	the	the	DET
futech-459	210	18	proposed	propose	VERB
futech-459	210	19	approach	approach	NOUN
futech-459	210	20	.	.	PUNCT
futech-459	211	1	table	table	NOUN
futech-459	211	2	2	2	NUM
futech-459	211	3	presents	present	VERB
futech-459	211	4	the	the	DET
futech-459	211	5	results	result	NOUN
futech-459	211	6	of	of	ADP
futech-459	211	7	training	train	VERB
futech-459	211	8	a	a	DET
futech-459	211	9	machine	machine	NOUN
futech-459	211	10	learning	learn	VERB
futech-459	211	11	model	model	NOUN
futech-459	211	12	called	call	VERB
futech-459	211	13	fnet	fnet	NOUN
futech-459	211	14	on	on	ADP
futech-459	211	15	three	three	NUM
futech-459	211	16	different	different	ADJ
futech-459	211	17	datasets	dataset	NOUN
futech-459	211	18	:	:	PUNCT
futech-459	211	19	•	•	NUM
futech-459	211	20	cornell	cornell	PROPN
futech-459	211	21	's	's	PART
futech-459	211	22	movie	movie	NOUN
futech-459	211	23	dataset	dataset	NOUN
futech-459	211	24	:	:	PUNCT
futech-459	211	25	this	this	DET
futech-459	211	26	dataset	dataset	NOUN
futech-459	211	27	likely	likely	ADV
futech-459	211	28	contains	contain	VERB
futech-459	211	29	movie	movie	NOUN
futech-459	211	30	dialogues	dialogue	NOUN
futech-459	211	31	or	or	CCONJ
futech-459	211	32	scripts	script	NOUN
futech-459	211	33	.	.	PUNCT
futech-459	212	1	the	the	DET
futech-459	212	2	fnet	fnet	ADJ
futech-459	212	3	model	model	NOUN
futech-459	212	4	achieved	achieve	VERB
futech-459	212	5	an	an	DET
futech-459	212	6	accuracy	accuracy	NOUN
futech-459	212	7	of	of	ADP
futech-459	212	8	0.60	0.60	NUM
futech-459	212	9	(	(	PUNCT
futech-459	212	10	60	60	NUM
futech-459	212	11	%	%	NOUN
futech-459	212	12	)	)	PUNCT
futech-459	212	13	on	on	ADP
futech-459	212	14	this	this	DET
futech-459	212	15	dataset	dataset	NOUN
futech-459	212	16	.	.	PUNCT
futech-459	213	1	it	it	PRON
futech-459	213	2	suggests	suggest	VERB
futech-459	213	3	that	that	SCONJ
futech-459	213	4	the	the	DET
futech-459	213	5	model	model	NOUN
futech-459	213	6	performs	perform	VERB
futech-459	213	7	moderately	moderately	ADV
futech-459	213	8	well	well	ADV
futech-459	213	9	in	in	ADP
futech-459	213	10	understanding	understanding	NOUN
futech-459	213	11	or	or	CCONJ
futech-459	213	12	generating	generate	VERB
futech-459	213	13	movie	movie	NOUN
futech-459	213	14	dialogue	dialogue	NOUN
futech-459	213	15	.	.	PUNCT
futech-459	214	1	there	there	PRON
futech-459	214	2	might	might	AUX
futech-459	214	3	be	be	AUX
futech-459	214	4	room	room	NOUN
futech-459	214	5	for	for	ADP
futech-459	214	6	improvement	improvement	NOUN
futech-459	214	7	,	,	PUNCT
futech-459	214	8	as	as	SCONJ
futech-459	214	9	40	40	NUM
futech-459	214	10	%	%	NOUN
futech-459	214	11	of	of	ADP
futech-459	214	12	the	the	DET
futech-459	214	13	model	model	NOUN
futech-459	214	14	's	's	PART
futech-459	214	15	predictions	prediction	NOUN
futech-459	214	16	were	be	AUX
futech-459	214	17	incorrect	incorrect	ADJ
futech-459	214	18	.	.	PUNCT
futech-459	215	1	•	•	NUM
futech-459	215	2	visual7w	visual7w	NOUN
futech-459	215	3	dataset	dataset	VERB
futech-459	215	4	:	:	PUNCT
futech-459	215	5	this	this	DET
futech-459	215	6	dataset	dataset	NOUN
futech-459	215	7	probably	probably	ADV
futech-459	215	8	contains	contain	VERB
futech-459	215	9	images	image	NOUN
futech-459	215	10	paired	pair	VERB
futech-459	215	11	with	with	ADP
futech-459	215	12	questions	question	NOUN
futech-459	215	13	and	and	CCONJ
futech-459	215	14	answers	answer	NOUN
futech-459	215	15	about	about	ADP
futech-459	215	16	the	the	DET
futech-459	215	17	visual	visual	ADJ
futech-459	215	18	content	content	NOUN
futech-459	215	19	of	of	ADP
futech-459	215	20	the	the	DET
futech-459	215	21	images	image	NOUN
futech-459	215	22	.	.	PUNCT
futech-459	216	1	the	the	DET
futech-459	216	2	fnet	fnet	ADJ
futech-459	216	3	model	model	NOUN
futech-459	216	4	achieved	achieve	VERB
futech-459	216	5	a	a	DET
futech-459	216	6	high	high	ADJ
futech-459	216	7	accuracy	accuracy	NOUN
futech-459	216	8	of	of	ADP
futech-459	216	9	0.85	0.85	NUM
futech-459	216	10	(	(	PUNCT
futech-459	216	11	85	85	NUM
futech-459	216	12	%	%	NOUN
futech-459	216	13	)	)	PUNCT
futech-459	216	14	on	on	ADP
futech-459	216	15	this	this	DET
futech-459	216	16	dataset	dataset	NOUN
futech-459	216	17	,	,	PUNCT
futech-459	216	18	indicating	indicate	VERB
futech-459	216	19	that	that	SCONJ
futech-459	216	20	it	it	PRON
futech-459	216	21	is	be	AUX
futech-459	216	22	quite	quite	ADV
futech-459	216	23	effective	effective	ADJ
futech-459	216	24	at	at	ADP
futech-459	216	25	understanding	understand	VERB
futech-459	216	26	visual	visual	ADJ
futech-459	216	27	content	content	NOUN
futech-459	216	28	and	and	CCONJ
futech-459	216	29	answering	answer	VERB
futech-459	216	30	questions	question	NOUN
futech-459	216	31	about	about	ADP
futech-459	216	32	it	it	PRON
futech-459	216	33	.	.	PUNCT
futech-459	217	1	•	•	NUM
futech-459	217	2	roc	roc	PROPN
futech-459	217	3	-	-	PUNCT
futech-459	217	4	stories	story	NOUN
futech-459	217	5	:	:	PUNCT
futech-459	217	6	this	this	DET
futech-459	217	7	dataset	dataset	NOUN
futech-459	217	8	likely	likely	ADV
futech-459	217	9	contains	contain	VERB
futech-459	217	10	short	short	ADJ
futech-459	217	11	stories	story	NOUN
futech-459	217	12	or	or	CCONJ
futech-459	217	13	narratives	narrative	NOUN
futech-459	217	14	.	.	PUNCT
futech-459	218	1	fnet	fnet	PROPN
futech-459	218	2	achieved	achieve	VERB
futech-459	218	3	an	an	DET
futech-459	218	4	accuracy	accuracy	NOUN
futech-459	218	5	of	of	ADP
futech-459	218	6	0.67	0.67	NUM
futech-459	218	7	(	(	PUNCT
futech-459	218	8	67	67	NUM
futech-459	218	9	%	%	NOUN
futech-459	218	10	)	)	PUNCT
futech-459	218	11	on	on	ADP
futech-459	218	12	this	this	DET
futech-459	218	13	dataset	dataset	NOUN
futech-459	218	14	.	.	PUNCT
futech-459	219	1	it	it	PRON
futech-459	219	2	suggests	suggest	VERB
futech-459	219	3	that	that	SCONJ
futech-459	219	4	the	the	DET
futech-459	219	5	model	model	NOUN
futech-459	219	6	performs	perform	VERB
futech-459	219	7	reasonably	reasonably	ADV
futech-459	219	8	well	well	ADV
futech-459	219	9	in	in	ADP
futech-459	219	10	understanding	understanding	NOUN
futech-459	219	11	or	or	CCONJ
futech-459	219	12	generating	generate	VERB
futech-459	219	13	short	short	ADJ
futech-459	219	14	stories	story	NOUN
futech-459	219	15	,	,	PUNCT
futech-459	219	16	although	although	SCONJ
futech-459	219	17	there	there	PRON
futech-459	219	18	is	be	VERB
futech-459	219	19	still	still	ADV
futech-459	219	20	potential	potential	ADJ
futech-459	219	21	for	for	ADP
futech-459	219	22	improvement	improvement	NOUN
futech-459	219	23	.	.	PUNCT
futech-459	220	1	table	table	NOUN
futech-459	220	2	2	2	NUM
futech-459	220	3	.	.	PUNCT
futech-459	220	4	accuracy	accuracy	NOUN
futech-459	220	5	of	of	ADP
futech-459	220	6	trained	train	VERB
futech-459	220	7	fnet	fnet	NOUN
futech-459	220	8	on	on	ADP
futech-459	220	9	different	different	ADJ
futech-459	220	10	benchmark	benchmark	NOUN
futech-459	220	11	datasets	dataset	NOUN
futech-459	220	12	dataset	dataset	NOUN
futech-459	220	13	accuracy	accuracy	NOUN
futech-459	220	14	cornell	cornell	PROPN
futech-459	220	15	's	's	PART
futech-459	220	16	movie	movie	NOUN
futech-459	220	17	dataset	dataset	VERB
futech-459	220	18	0.60	0.60	NUM
futech-459	220	19	visual7w	visual7w	NOUN
futech-459	220	20	dataset	dataset	VERB
futech-459	220	21	0.85	0.85	NUM
futech-459	220	22	roc	roc	PROPN
futech-459	220	23	-	-	PUNCT
futech-459	220	24	stories	story	NOUN
futech-459	220	25	dataset	dataset	VERB
futech-459	220	26	0.67	0.67	NUM
futech-459	220	27	5.6	5.6	NUM
futech-459	220	28	discussion	discussion	NOUN
futech-459	220	29	table	table	NOUN
futech-459	220	30	3	3	NUM
futech-459	220	31	compares	compare	VERB
futech-459	220	32	three	three	NUM
futech-459	220	33	models	model	NOUN
futech-459	220	34	,	,	PUNCT
futech-459	220	35	plan	plan	NOUN
futech-459	220	36	-	-	PUNCT
futech-459	220	37	and	and	CCONJ
futech-459	220	38	-	-	PUNCT
futech-459	220	39	write	write	NOUN
futech-459	220	40	,	,	PUNCT
futech-459	220	41	t	t	NOUN
futech-459	220	42	-	-	PUNCT
futech-459	220	43	cvae	cvae	NOUN
futech-459	220	44	,	,	PUNCT
futech-459	220	45	and	and	CCONJ
futech-459	220	46	the	the	DET
futech-459	220	47	proposed	propose	VERB
futech-459	220	48	system	system	NOUN
futech-459	220	49	,	,	PUNCT
futech-459	220	50	based	base	VERB
futech-459	220	51	on	on	ADP
futech-459	220	52	bleu	bleu	NOUN
futech-459	220	53	and	and	CCONJ
futech-459	220	54	meteor	meteor	NOUN
futech-459	220	55	metrics	metric	NOUN
futech-459	220	56	,	,	PUNCT
futech-459	220	57	which	which	PRON
futech-459	220	58	evaluate	evaluate	VERB
futech-459	220	59	how	how	SCONJ
futech-459	220	60	closely	closely	ADV
futech-459	220	61	the	the	DET
futech-459	220	62	generated	generate	VERB
futech-459	220	63	text	text	NOUN
futech-459	220	64	matches	match	VERB
futech-459	220	65	the	the	DET
futech-459	220	66	reference	reference	NOUN
futech-459	220	67	human	human	NOUN
futech-459	220	68	-	-	PUNCT
futech-459	220	69	written	write	VERB
futech-459	220	70	text	text	NOUN
futech-459	220	71	.	.	PUNCT
futech-459	221	1	bleu	bleu	NOUN
futech-459	221	2	score	score	NOUN
futech-459	221	3	analysis	analysis	NOUN
futech-459	221	4	•	•	NOUN
futech-459	221	5	plan	plan	NOUN
futech-459	221	6	-	-	PUNCT
futech-459	221	7	and	and	CCONJ
futech-459	221	8	-	-	PUNCT
futech-459	221	9	write	write	NOUN
futech-459	221	10	:	:	PUNCT
futech-459	221	11	this	this	DET
futech-459	221	12	model	model	NOUN
futech-459	221	13	has	have	VERB
futech-459	221	14	the	the	DET
futech-459	221	15	lowest	low	ADJ
futech-459	221	16	scores	score	NOUN
futech-459	221	17	across	across	ADP
futech-459	221	18	all	all	DET
futech-459	221	19	bleu	bleu	NOUN
futech-459	221	20	metrics	metric	NOUN
futech-459	221	21	.	.	PUNCT
futech-459	222	1	it	it	PRON
futech-459	222	2	suggests	suggest	VERB
futech-459	222	3	that	that	SCONJ
futech-459	222	4	its	its	PRON
futech-459	222	5	generated	generate	VERB
futech-459	222	6	text	text	NOUN
futech-459	222	7	has	have	VERB
futech-459	222	8	the	the	DET
futech-459	222	9	least	least	ADJ
futech-459	222	10	overlap	overlap	NOUN
futech-459	222	11	in	in	ADP
futech-459	222	12	individual	individual	ADJ
futech-459	222	13	words	word	NOUN
futech-459	222	14	,	,	PUNCT
futech-459	222	15	bigrams	bigram	NOUN
futech-459	222	16	,	,	PUNCT
futech-459	222	17	and	and	CCONJ
futech-459	222	18	trigrams	trigram	NOUN
futech-459	222	19	compared	compare	VERB
futech-459	222	20	to	to	ADP
futech-459	222	21	the	the	DET
futech-459	222	22	human	human	NOUN
futech-459	222	23	-	-	PUNCT
futech-459	222	24	generated	generate	VERB
futech-459	222	25	reference	reference	NOUN
futech-459	222	26	text	text	NOUN
futech-459	222	27	.	.	PUNCT
futech-459	223	1	•	•	NUM
futech-459	223	2	t	t	NOUN
futech-459	223	3	-	-	PUNCT
futech-459	223	4	cave	cave	NOUN
futech-459	223	5	:	:	PUNCT
futech-459	223	6	it	it	PRON
futech-459	223	7	shines	shine	VERB
futech-459	223	8	regarding	regard	VERB
futech-459	223	9	bleu-2	bleu-2	NUM
futech-459	223	10	scores	score	NOUN
futech-459	223	11	,	,	PUNCT
futech-459	223	12	which	which	PRON
futech-459	223	13	means	mean	VERB
futech-459	223	14	it	it	PRON
futech-459	223	15	is	be	AUX
futech-459	223	16	pretty	pretty	ADV
futech-459	223	17	good	good	ADJ
futech-459	223	18	at	at	ADP
futech-459	223	19	churning	churn	VERB
futech-459	223	20	out	out	ADP
futech-459	223	21	pairs	pair	NOUN
futech-459	223	22	of	of	ADP
futech-459	223	23	words	word	NOUN
futech-459	223	24	matching	match	VERB
futech-459	223	25	the	the	DET
futech-459	223	26	reference	reference	NOUN
futech-459	223	27	text	text	NOUN
futech-459	223	28	.	.	PUNCT
futech-459	224	1	however	however	ADV
futech-459	224	2	,	,	PUNCT
futech-459	224	3	its	its	PRON
futech-459	224	4	scores	score	NOUN
futech-459	224	5	for	for	ADP
futech-459	224	6	bleu-1	bleu-1	PROPN
futech-459	224	7	.	.	PUNCT
futech-459	225	1	it	it	PRON
futech-459	225	2	hints	hint	VERB
futech-459	225	3	that	that	SCONJ
futech-459	225	4	it	it	PRON
futech-459	225	5	might	might	AUX
futech-459	225	6	struggle	struggle	VERB
futech-459	225	7	with	with	ADP
futech-459	225	8	individual	individual	ADJ
futech-459	225	9	words	word	NOUN
futech-459	225	10	.	.	PUNCT
futech-459	226	1	•	•	NUM
futech-459	226	2	the	the	DET
futech-459	226	3	proposed	propose	VERB
futech-459	226	4	model	model	NOUN
futech-459	226	5	:	:	PUNCT
futech-459	226	6	it	it	PRON
futech-459	226	7	grabs	grab	VERB
futech-459	226	8	the	the	DET
futech-459	226	9	top	top	ADJ
futech-459	226	10	spot	spot	NOUN
futech-459	226	11	for	for	ADP
futech-459	226	12	bleu-1	bleu-1	PROPN
futech-459	226	13	,	,	PUNCT
futech-459	226	14	which	which	PRON
futech-459	226	15	means	mean	VERB
futech-459	226	16	it	it	PRON
futech-459	226	17	nails	nail	VERB
futech-459	226	18	those	those	DET
futech-459	226	19	individual	individual	ADJ
futech-459	226	20	word	word	NOUN
futech-459	226	21	matches	match	VERB
futech-459	226	22	well	well	ADV
futech-459	226	23	.	.	PUNCT
futech-459	227	1	its	its	PRON
futech-459	227	2	bleu-2	bleu-2	NOUN
futech-459	227	3	score	score	NOUN
futech-459	227	4	is	be	AUX
futech-459	227	5	not	not	PART
futech-459	227	6	the	the	DET
futech-459	227	7	absolute	absolute	ADJ
futech-459	227	8	highest	high	ADJ
futech-459	227	9	,	,	PUNCT
futech-459	227	10	but	but	CCONJ
futech-459	227	11	they	they	PRON
futech-459	227	12	are	be	AUX
futech-459	227	13	still	still	ADV
futech-459	227	14	solid	solid	ADJ
futech-459	227	15	compared	compare	VERB
futech-459	227	16	to	to	ADP
futech-459	227	17	other	other	ADJ
futech-459	227	18	models	model	NOUN
futech-459	227	19	.	.	PUNCT
futech-459	228	1	•	•	NOUN
futech-459	228	2	overall	overall	ADJ
futech-459	228	3	:	:	PUNCT
futech-459	228	4	so	so	ADV
futech-459	228	5	,	,	PUNCT
futech-459	228	6	t	t	PROPN
futech-459	228	7	-	-	PUNCT
futech-459	228	8	cave	cave	NOUN
futech-459	228	9	is	be	AUX
futech-459	228	10	excellent	excellent	ADJ
futech-459	228	11	for	for	ADP
futech-459	228	12	generating	generate	VERB
futech-459	228	13	those	those	DET
futech-459	228	14	word	word	NOUN
futech-459	228	15	pairs	pair	NOUN
futech-459	228	16	,	,	PUNCT
futech-459	228	17	but	but	CCONJ
futech-459	228	18	the	the	DET
futech-459	228	19	proposed	propose	VERB
futech-459	228	20	model	model	NOUN
futech-459	228	21	seems	seem	VERB
futech-459	228	22	to	to	PART
futech-459	228	23	strike	strike	VERB
futech-459	228	24	a	a	DET
futech-459	228	25	better	well	ADJ
futech-459	228	26	balance	balance	NOUN
futech-459	228	27	across	across	ADP
futech-459	228	28	all	all	DET
futech-459	228	29	the	the	DET
futech-459	228	30	bleu	bleu	NOUN
futech-459	228	31	metrics	metric	NOUN
futech-459	228	32	,	,	PUNCT
futech-459	228	33	which	which	PRON
futech-459	228	34	suggests	suggest	VERB
futech-459	228	35	it	it	PRON
futech-459	228	36	might	might	AUX
futech-459	228	37	come	come	VERB
futech-459	228	38	closer	close	ADV
futech-459	228	39	to	to	ADP
futech-459	228	40	sounding	sound	VERB
futech-459	228	41	like	like	ADP
futech-459	228	42	a	a	DET
futech-459	228	43	human	human	NOUN
futech-459	228	44	would	would	AUX
futech-459	228	45	write	write	VERB
futech-459	228	46	,	,	PUNCT
futech-459	228	47	especially	especially	ADV
futech-459	228	48	ah	ah	INTJ
futech-459	228	49	.	.	PUNCT
futech-459	229	1	kachare	kachare	PROPN
futech-459	229	2	et	et	PROPN
futech-459	229	3	al	al	PROPN
futech-459	229	4	.	.	PROPN
futech-459	229	5	/future	/future	PUNCT
futech-459	229	6	technology	technology	PROPN
futech-459	229	7	november	november	PROPN
futech-459	229	8	2025|	2025|	NUM
futech-459	229	9	volume	volume	NOUN
futech-459	229	10	04	04	NUM
futech-459	230	1	|	|	ADV
futech-459	230	2	issue	issue	VERB
futech-459	230	3	04	04	NUM
futech-459	231	1	|	|	CCONJ
futech-459	231	2	pages	page	VERB
futech-459	231	3	138	138	NUM
futech-459	231	4	-	-	SYM
futech-459	231	5	145	145	NUM
futech-459	231	6	143	143	NUM
futech-459	231	7	regarding	regard	VERB
futech-459	231	8	vocabulary	vocabulary	ADJ
futech-459	231	9	choices	choice	NOUN
futech-459	231	10	and	and	CCONJ
futech-459	231	11	how	how	SCONJ
futech-459	231	12	the	the	DET
futech-459	231	13	phrases	phrase	NOUN
futech-459	231	14	fit	fit	VERB
futech-459	231	15	together	together	ADV
futech-459	231	16	.	.	PUNCT
futech-459	232	1	meteor	meteor	NOUN
futech-459	232	2	score	score	NOUN
futech-459	232	3	analysis	analysis	NOUN
futech-459	232	4	•	•	NOUN
futech-459	232	5	plan	plan	NOUN
futech-459	232	6	-	-	PUNCT
futech-459	232	7	and	and	CCONJ
futech-459	232	8	-	-	PUNCT
futech-459	232	9	write	write	NOUN
futech-459	232	10	achieves	achieve	VERB
futech-459	232	11	a	a	DET
futech-459	232	12	meteor	meteor	NOUN
futech-459	232	13	score	score	NOUN
futech-459	232	14	of	of	ADP
futech-459	232	15	0.266	0.266	NUM
futech-459	232	16	,	,	PUNCT
futech-459	232	17	indicating	indicate	VERB
futech-459	232	18	the	the	DET
futech-459	232	19	lowest	low	ADJ
futech-459	232	20	semantic	semantic	ADJ
futech-459	232	21	alignment	alignment	NOUN
futech-459	232	22	among	among	ADP
futech-459	232	23	the	the	DET
futech-459	232	24	three	three	NUM
futech-459	232	25	.	.	PUNCT
futech-459	233	1	•	•	NUM
futech-459	233	2	t	t	NOUN
futech-459	233	3	-	-	PUNCT
futech-459	233	4	cvae	cvae	NOUN
futech-459	233	5	slightly	slightly	ADV
futech-459	233	6	improves	improve	VERB
futech-459	233	7	with	with	ADP
futech-459	233	8	a	a	DET
futech-459	233	9	meteor	meteor	NOUN
futech-459	233	10	of	of	ADP
futech-459	233	11	0.278	0.278	NUM
futech-459	233	12	,	,	PUNCT
futech-459	233	13	reflecting	reflect	VERB
futech-459	233	14	a	a	DET
futech-459	233	15	modest	modest	ADJ
futech-459	233	16	gain	gain	NOUN
futech-459	233	17	in	in	ADP
futech-459	233	18	semantic	semantic	ADJ
futech-459	233	19	closeness	closeness	NOUN
futech-459	233	20	.	.	PUNCT
futech-459	234	1	•	•	NUM
futech-459	234	2	the	the	DET
futech-459	234	3	proposed	propose	VERB
futech-459	234	4	system	system	NOUN
futech-459	234	5	obtains	obtain	VERB
futech-459	234	6	the	the	DET
futech-459	234	7	highest	high	ADJ
futech-459	234	8	meteor	meteor	NOUN
futech-459	234	9	score	score	NOUN
futech-459	234	10	of	of	ADP
futech-459	234	11	0.291	0.291	NUM
futech-459	234	12	,	,	PUNCT
futech-459	234	13	indicating	indicate	VERB
futech-459	234	14	better	well	ADJ
futech-459	234	15	overall	overall	ADJ
futech-459	234	16	alignment	alignment	NOUN
futech-459	234	17	with	with	ADP
futech-459	234	18	humanwritten	humanwritten	ADJ
futech-459	234	19	references	reference	NOUN
futech-459	234	20	,	,	PUNCT
futech-459	234	21	not	not	PART
futech-459	234	22	just	just	ADV
futech-459	234	23	in	in	ADP
futech-459	234	24	exact	exact	ADJ
futech-459	234	25	word	word	NOUN
futech-459	234	26	matches	match	NOUN
futech-459	234	27	,	,	PUNCT
futech-459	234	28	but	but	CCONJ
futech-459	234	29	also	also	ADV
futech-459	234	30	in	in	ADP
futech-459	234	31	meaning	meaning	NOUN
futech-459	234	32	and	and	CCONJ
futech-459	234	33	structure	structure	NOUN
futech-459	234	34	.	.	PUNCT
futech-459	235	1	table	table	NOUN
futech-459	235	2	3	3	NUM
futech-459	235	3	.	.	PUNCT
futech-459	235	4	comparative	comparative	ADJ
futech-459	235	5	analysis	analysis	NOUN
futech-459	235	6	of	of	ADP
futech-459	235	7	blue	blue	ADJ
futech-459	235	8	and	and	CCONJ
futech-459	235	9	meteor	meteor	NOUN
futech-459	235	10	scores	score	NOUN
futech-459	235	11	for	for	ADP
futech-459	235	12	baseline	baseline	NOUN
futech-459	235	13	and	and	CCONJ
futech-459	235	14	proposed	propose	VERB
futech-459	235	15	system	system	NOUN
futech-459	235	16	for	for	ADP
futech-459	235	17	rocstories	rocstorie	NOUN
futech-459	235	18	dataset	dataset	PROPN
futech-459	235	19	model	model	PROPN
futech-459	235	20	bleu	bleu	PROPN
futech-459	235	21	score	score	NOUN
futech-459	235	22	meteor	meteor	NOUN
futech-459	235	23	bleu-1	bleu-1	PROPN
futech-459	235	24	bleu-2	bleu-2	NUM
futech-459	235	25	plan	plan	VERB
futech-459	235	26	-	-	PUNCT
futech-459	235	27	and	and	CCONJ
futech-459	235	28	-	-	PUNCT
futech-459	235	29	write	write	NOUN
futech-459	235	30	[	[	X
futech-459	235	31	20	20	NUM
futech-459	235	32	]	]	PUNCT
futech-459	235	33	0.0953	0.0953	NUM
futech-459	235	34	0.0159	0.0159	NUM
futech-459	235	35	0.266	0.266	NUM
futech-459	235	36	t	t	PROPN
futech-459	235	37	-	-	PUNCT
futech-459	235	38	cvae	cvae	NOUN
futech-459	236	1	[	[	X
futech-459	236	2	21	21	NUM
futech-459	236	3	]	]	SYM
futech-459	236	4	0.2574	0.2574	NUM
futech-459	236	5	0.0987	0.0987	NUM
futech-459	236	6	0.278	0.278	NUM
futech-459	236	7	proposed	propose	VERB
futech-459	236	8	system	system	NOUN
futech-459	236	9	0.3093	0.3093	NUM
futech-459	236	10	0.0871	0.0871	NUM
futech-459	236	11	0.291	0.291	NUM
futech-459	236	12	since	since	SCONJ
futech-459	236	13	the	the	DET
futech-459	236	14	output	output	NOUN
futech-459	236	15	generations	generation	NOUN
futech-459	236	16	from	from	ADP
futech-459	236	17	t	t	PROPN
futech-459	236	18	-	-	PUNCT
futech-459	236	19	cvae	cvae	NOUN
futech-459	236	20	and	and	CCONJ
futech-459	236	21	plan	plan	NOUN
futech-459	236	22	-	-	PUNCT
futech-459	236	23	andwrite	andwrite	NOUN
futech-459	236	24	were	be	AUX
futech-459	236	25	not	not	PART
futech-459	236	26	publicly	publicly	ADV
futech-459	236	27	available	available	ADJ
futech-459	236	28	,	,	PUNCT
futech-459	236	29	we	we	PRON
futech-459	236	30	were	be	AUX
futech-459	236	31	unable	unable	ADJ
futech-459	236	32	to	to	PART
futech-459	236	33	perform	perform	VERB
futech-459	236	34	statistical	statistical	ADJ
futech-459	236	35	significance	significance	NOUN
futech-459	236	36	testing	testing	NOUN
futech-459	236	37	.	.	PUNCT
futech-459	237	1	however	however	ADV
futech-459	237	2	,	,	PUNCT
futech-459	237	3	our	our	PRON
futech-459	237	4	proposed	propose	VERB
futech-459	237	5	model	model	NOUN
futech-459	237	6	consistently	consistently	ADV
futech-459	237	7	outperforms	outperform	VERB
futech-459	237	8	the	the	DET
futech-459	237	9	baselines	baseline	NOUN
futech-459	237	10	across	across	ADP
futech-459	237	11	multiple	multiple	ADJ
futech-459	237	12	metrics	metric	NOUN
futech-459	237	13	and	and	CCONJ
futech-459	237	14	datasets	dataset	NOUN
futech-459	237	15	.	.	PUNCT
futech-459	238	1	we	we	PRON
futech-459	238	2	acknowledge	acknowledge	VERB
futech-459	238	3	the	the	DET
futech-459	238	4	importance	importance	NOUN
futech-459	238	5	of	of	ADP
futech-459	238	6	such	such	ADJ
futech-459	238	7	testing	testing	NOUN
futech-459	238	8	and	and	CCONJ
futech-459	238	9	plan	plan	VERB
futech-459	238	10	to	to	PART
futech-459	238	11	include	include	VERB
futech-459	238	12	it	it	PRON
futech-459	238	13	in	in	ADP
futech-459	238	14	future	future	ADJ
futech-459	238	15	work	work	NOUN
futech-459	238	16	when	when	SCONJ
futech-459	238	17	comparable	comparable	ADJ
futech-459	238	18	outputs	output	NOUN
futech-459	238	19	are	be	AUX
futech-459	238	20	accessible	accessible	ADJ
futech-459	238	21	.	.	PUNCT
futech-459	239	1	we	we	PRON
futech-459	239	2	conducted	conduct	VERB
futech-459	239	3	a	a	DET
futech-459	239	4	small	small	ADJ
futech-459	239	5	-	-	PUNCT
futech-459	239	6	scale	scale	NOUN
futech-459	239	7	human	human	ADJ
futech-459	239	8	evaluation	evaluation	NOUN
futech-459	239	9	of	of	ADP
futech-459	239	10	our	our	PRON
futech-459	239	11	proposed	propose	VERB
futech-459	239	12	model	model	NOUN
futech-459	239	13	's	's	PART
futech-459	239	14	ability	ability	NOUN
futech-459	239	15	to	to	PART
futech-459	239	16	generate	generate	VERB
futech-459	239	17	emotionally	emotionally	ADV
futech-459	239	18	grounded	ground	VERB
futech-459	239	19	short	short	ADJ
futech-459	239	20	stories	story	NOUN
futech-459	239	21	to	to	PART
futech-459	239	22	supplement	supplement	VERB
futech-459	239	23	automatic	automatic	ADJ
futech-459	239	24	metrics	metric	NOUN
futech-459	239	25	.	.	PUNCT
futech-459	240	1	five	five	NUM
futech-459	240	2	participants	participant	NOUN
futech-459	240	3	rated	rate	VERB
futech-459	240	4	five	five	NUM
futech-459	240	5	stories	story	NOUN
futech-459	240	6	using	use	VERB
futech-459	240	7	a	a	DET
futech-459	240	8	5	5	NUM
futech-459	240	9	-	-	PUNCT
futech-459	240	10	point	point	NOUN
futech-459	240	11	likert	likert	ADJ
futech-459	240	12	scale	scale	NOUN
futech-459	240	13	.	.	PUNCT
futech-459	241	1	results	result	NOUN
futech-459	241	2	consistently	consistently	ADV
futech-459	241	3	showed	show	VERB
futech-459	241	4	good	good	ADJ
futech-459	241	5	scores	score	NOUN
futech-459	241	6	in	in	ADP
futech-459	241	7	emotional	emotional	ADJ
futech-459	241	8	relevance	relevance	NOUN
futech-459	241	9	and	and	CCONJ
futech-459	241	10	coherence	coherence	NOUN
futech-459	241	11	,	,	PUNCT
futech-459	241	12	indicating	indicate	VERB
futech-459	241	13	that	that	SCONJ
futech-459	241	14	,	,	PUNCT
futech-459	241	15	by	by	ADP
futech-459	241	16	using	use	VERB
futech-459	241	17	simple	simple	ADJ
futech-459	241	18	language	language	NOUN
futech-459	241	19	,	,	PUNCT
futech-459	241	20	the	the	DET
futech-459	241	21	fnet	fnet	ADJ
futech-459	241	22	-	-	PUNCT
futech-459	241	23	gpt	gpt	NOUN
futech-459	241	24	model	model	NOUN
futech-459	241	25	effectively	effectively	ADV
futech-459	241	26	produces	produce	VERB
futech-459	241	27	coherent	coherent	ADJ
futech-459	241	28	and	and	CCONJ
futech-459	241	29	emotionally	emotionally	ADV
futech-459	241	30	resonant	resonant	ADJ
futech-459	241	31	narratives	narrative	NOUN
futech-459	241	32	.	.	PUNCT
futech-459	242	1	comparison	comparison	NOUN
futech-459	242	2	with	with	ADP
futech-459	242	3	other	other	ADJ
futech-459	242	4	existing	exist	VERB
futech-459	242	5	emotional	emotional	ADJ
futech-459	242	6	story	story	NOUN
futech-459	242	7	generation	generation	NOUN
futech-459	242	8	models	model	NOUN
futech-459	242	9	:	:	PUNCT
futech-459	242	10	fnet	fnet	ADJ
futech-459	242	11	-	-	PUNCT
futech-459	242	12	gpt	gpt	NOUN
futech-459	242	13	differentiates	differentiate	NOUN
futech-459	242	14	itself	itself	PRON
futech-459	242	15	from	from	ADP
futech-459	242	16	affectstory	affectstory	NOUN
futech-459	242	17	[	[	X
futech-459	242	18	41	41	NUM
futech-459	242	19	]	]	PUNCT
futech-459	242	20	,	,	PUNCT
futech-459	242	21	plotmachines	plotmachine	VERB
futech-459	242	22	[	[	X
futech-459	242	23	42	42	NUM
futech-459	242	24	]	]	PUNCT
futech-459	242	25	,	,	PUNCT
futech-459	242	26	and	and	CCONJ
futech-459	242	27	storygan	storygan	VERB
futech-459	242	28	[	[	X
futech-459	242	29	43	43	NUM
futech-459	242	30	]	]	PUNCT
futech-459	242	31	by	by	ADP
futech-459	242	32	providing	provide	VERB
futech-459	242	33	a	a	DET
futech-459	242	34	unique	unique	ADJ
futech-459	242	35	blend	blend	NOUN
futech-459	242	36	of	of	ADP
futech-459	242	37	explicit	explicit	ADJ
futech-459	242	38	emotional	emotional	ADJ
futech-459	242	39	control	control	NOUN
futech-459	242	40	,	,	PUNCT
futech-459	242	41	enhanced	enhance	VERB
futech-459	242	42	textual	textual	ADJ
futech-459	242	43	coherence	coherence	NOUN
futech-459	242	44	,	,	PUNCT
futech-459	242	45	and	and	CCONJ
futech-459	242	46	superior	superior	ADJ
futech-459	242	47	computational	computational	ADJ
futech-459	242	48	efficiency	efficiency	NOUN
futech-459	242	49	for	for	ADP
futech-459	242	50	narrative	narrative	NOUN
futech-459	242	51	generation	generation	NOUN
futech-459	242	52	.	.	PUNCT
futech-459	243	1	while	while	SCONJ
futech-459	243	2	affectstory	affectstory	NOUN
futech-459	243	3	relies	rely	VERB
futech-459	243	4	on	on	ADP
futech-459	243	5	theoretical	theoretical	ADJ
futech-459	243	6	cognitive	cognitive	ADJ
futech-459	243	7	models	model	NOUN
futech-459	243	8	for	for	ADP
futech-459	243	9	emotion	emotion	NOUN
futech-459	243	10	and	and	CCONJ
futech-459	243	11	plotmachines	plotmachine	NOUN
futech-459	243	12	focuses	focus	VERB
futech-459	243	13	on	on	ADP
futech-459	243	14	plot	plot	NOUN
futech-459	243	15	adherence	adherence	NOUN
futech-459	243	16	with	with	ADP
futech-459	243	17	implicit	implicit	ADJ
futech-459	243	18	emotional	emotional	ADJ
futech-459	243	19	outcomes	outcome	NOUN
futech-459	243	20	,	,	PUNCT
futech-459	243	21	fnet	fnet	ADJ
futech-459	243	22	-	-	PUNCT
futech-459	243	23	gpt	gpt	NOUN
futech-459	243	24	integrates	integrate	VERB
futech-459	243	25	an	an	DET
futech-459	243	26	emotion	emotion	NOUN
futech-459	243	27	filtering	filter	VERB
futech-459	243	28	mechanism	mechanism	NOUN
futech-459	243	29	and	and	CCONJ
futech-459	243	30	a	a	DET
futech-459	243	31	fourier	fourier	NOUN
futech-459	243	32	transform	transform	NOUN
futech-459	243	33	-	-	PUNCT
futech-459	243	34	based	base	VERB
futech-459	243	35	fnet	fnet	NOUN
futech-459	243	36	for	for	ADP
futech-459	243	37	emotional	emotional	ADJ
futech-459	243	38	consistency	consistency	NOUN
futech-459	243	39	and	and	CCONJ
futech-459	243	40	efficient	efficient	ADJ
futech-459	243	41	long	long	ADJ
futech-459	243	42	-	-	PUNCT
futech-459	243	43	range	range	NOUN
futech-459	243	44	dependency	dependency	NOUN
futech-459	243	45	handling	handling	NOUN
futech-459	243	46	in	in	ADP
futech-459	243	47	the	the	DET
futech-459	243	48	text	text	NOUN
futech-459	243	49	.	.	PUNCT
futech-459	244	1	furthermore	furthermore	ADV
futech-459	244	2	,	,	PUNCT
futech-459	244	3	unlike	unlike	ADP
futech-459	244	4	storygan	storygan	NOUN
futech-459	244	5	,	,	PUNCT
futech-459	244	6	primarily	primarily	ADV
futech-459	244	7	a	a	DET
futech-459	244	8	text	text	NOUN
futech-459	244	9	-	-	PUNCT
futech-459	244	10	to	to	ADP
futech-459	244	11	-	-	PUNCT
futech-459	244	12	image	image	NOUN
futech-459	244	13	visualization	visualization	NOUN
futech-459	244	14	model	model	NOUN
futech-459	244	15	,	,	PUNCT
futech-459	244	16	fnet	fnet	NOUN
futech-459	244	17	-	-	PUNCT
futech-459	244	18	gpt	gpt	NOUN
futech-459	244	19	strictly	strictly	ADV
futech-459	244	20	focuses	focus	VERB
futech-459	244	21	on	on	ADP
futech-459	244	22	generating	generate	VERB
futech-459	244	23	high	high	ADJ
futech-459	244	24	-	-	PUNCT
futech-459	244	25	quality	quality	NOUN
futech-459	244	26	,	,	PUNCT
futech-459	244	27	emotionally	emotionally	ADV
futech-459	244	28	nuanced	nuanced	ADJ
futech-459	244	29	textual	textual	ADJ
futech-459	244	30	stories	story	NOUN
futech-459	244	31	.	.	PUNCT
futech-459	245	1	compared	compare	VERB
futech-459	245	2	to	to	ADP
futech-459	245	3	general	general	ADJ
futech-459	245	4	-	-	PUNCT
futech-459	245	5	purpose	purpose	NOUN
futech-459	245	6	controllable	controllable	ADJ
futech-459	245	7	models	model	NOUN
futech-459	245	8	like	like	ADP
futech-459	245	9	ctrl	ctrl	NOUN
futech-459	245	10	,	,	PUNCT
futech-459	245	11	fnet	fnet	ADJ
futech-459	245	12	-	-	PUNCT
futech-459	245	13	gpt	gpt	NOUN
futech-459	245	14	offers	offer	VERB
futech-459	245	15	more	more	ADV
futech-459	245	16	specialized	specialized	ADJ
futech-459	245	17	and	and	CCONJ
futech-459	245	18	direct	direct	ADJ
futech-459	245	19	emotional	emotional	ADJ
futech-459	245	20	conditioning	conditioning	NOUN
futech-459	245	21	with	with	ADP
futech-459	245	22	a	a	DET
futech-459	245	23	more	more	ADV
futech-459	245	24	efficient	efficient	ADJ
futech-459	245	25	architectural	architectural	ADJ
futech-459	245	26	design	design	NOUN
futech-459	245	27	𝑂𝑂(𝑛𝑛	𝑂𝑂(𝑛𝑛	PROPN
futech-459	245	28	log	log	NOUN
futech-459	245	29	𝑛𝑛	𝑛𝑛	NOUN
futech-459	245	30	)	)	PUNCT
futech-459	245	31	vs.	vs.	X
futech-459	245	32	𝑂𝑂(𝑛𝑛2	𝑂𝑂(𝑛𝑛2	ADJ
futech-459	245	33	)	)	PUNCT
futech-459	245	34	complexity	complexity	NOUN
futech-459	245	35	,	,	PUNCT
futech-459	245	36	making	make	VERB
futech-459	245	37	it	it	PRON
futech-459	245	38	particularly	particularly	ADV
futech-459	245	39	well	well	ADV
futech-459	245	40	-	-	PUNCT
futech-459	245	41	suited	suit	VERB
futech-459	245	42	for	for	ADP
futech-459	245	43	emotionaware	emotionaware	NOUN
futech-459	245	44	text	text	NOUN
futech-459	245	45	generation	generation	NOUN
futech-459	245	46	.	.	PUNCT
futech-459	246	1	5.7	5.7	NUM
futech-459	246	2	error	error	NOUN
futech-459	246	3	analysis	analysis	NOUN
futech-459	246	4	despite	despite	SCONJ
futech-459	246	5	employing	employ	VERB
futech-459	246	6	an	an	DET
futech-459	246	7	emotion	emotion	NOUN
futech-459	246	8	classifier	classifier	NOUN
futech-459	246	9	(	(	PUNCT
futech-459	246	10	distilroberta	distilroberta	PROPN
futech-459	246	11	)	)	PUNCT
futech-459	246	12	during	during	ADP
futech-459	246	13	the	the	DET
futech-459	246	14	filtering	filter	VERB
futech-459	246	15	stage	stage	NOUN
futech-459	246	16	,	,	PUNCT
futech-459	246	17	we	we	PRON
futech-459	246	18	found	find	VERB
futech-459	246	19	that	that	SCONJ
futech-459	246	20	a	a	DET
futech-459	246	21	few	few	ADJ
futech-459	246	22	generated	generate	VERB
futech-459	246	23	stories	story	NOUN
futech-459	246	24	from	from	ADP
futech-459	246	25	the	the	DET
futech-459	246	26	cornell	cornell	PROPN
futech-459	246	27	dataset	dataset	NOUN
futech-459	246	28	deviated	deviate	VERB
futech-459	246	29	from	from	ADP
futech-459	246	30	the	the	DET
futech-459	246	31	intended	intend	VERB
futech-459	246	32	emotional	emotional	ADJ
futech-459	246	33	tone	tone	NOUN
futech-459	246	34	.	.	PUNCT
futech-459	247	1	similarly	similarly	ADV
futech-459	247	2	,	,	PUNCT
futech-459	247	3	in	in	ADP
futech-459	247	4	all	all	DET
futech-459	247	5	datasets	dataset	NOUN
futech-459	247	6	,	,	PUNCT
futech-459	247	7	a	a	DET
futech-459	247	8	few	few	ADJ
futech-459	247	9	outputs	output	NOUN
futech-459	247	10	showed	show	VERB
futech-459	247	11	weak	weak	ADJ
futech-459	247	12	narrative	narrative	NOUN
futech-459	247	13	transitions	transition	NOUN
futech-459	247	14	,	,	PUNCT
futech-459	247	15	including	include	VERB
futech-459	247	16	abrupt	abrupt	ADJ
futech-459	247	17	shifts	shift	NOUN
futech-459	247	18	in	in	ADP
futech-459	247	19	events	event	NOUN
futech-459	247	20	or	or	CCONJ
futech-459	247	21	character	character	NOUN
futech-459	247	22	actions	action	NOUN
futech-459	247	23	,	,	PUNCT
futech-459	247	24	indicating	indicate	VERB
futech-459	247	25	issues	issue	NOUN
futech-459	247	26	with	with	ADP
futech-459	247	27	coherence	coherence	NOUN
futech-459	247	28	.	.	PUNCT
futech-459	248	1	future	future	ADJ
futech-459	248	2	system	system	NOUN
futech-459	248	3	versions	version	NOUN
futech-459	248	4	could	could	AUX
futech-459	248	5	benefit	benefit	VERB
futech-459	248	6	from	from	ADP
futech-459	248	7	finetuning	finetune	VERB
futech-459	248	8	the	the	DET
futech-459	248	9	emotion	emotion	NOUN
futech-459	248	10	classifier	classifier	NOUN
futech-459	248	11	on	on	ADP
futech-459	248	12	story	story	NOUN
futech-459	248	13	-	-	PUNCT
futech-459	248	14	specific	specific	ADJ
futech-459	248	15	datasets	dataset	NOUN
futech-459	248	16	to	to	PART
futech-459	248	17	address	address	VERB
futech-459	248	18	these	these	DET
futech-459	248	19	limitations	limitation	NOUN
futech-459	248	20	and	and	CCONJ
futech-459	248	21	enhance	enhance	VERB
futech-459	248	22	filtering	filtering	NOUN
futech-459	248	23	precision	precision	NOUN
futech-459	248	24	.	.	PUNCT
futech-459	249	1	additionally	additionally	ADV
futech-459	249	2	,	,	PUNCT
futech-459	249	3	incorporating	incorporate	VERB
futech-459	249	4	a	a	DET
futech-459	249	5	story	story	NOUN
futech-459	249	6	planning	planning	NOUN
futech-459	249	7	module	module	NOUN
futech-459	249	8	could	could	AUX
futech-459	249	9	help	help	VERB
futech-459	249	10	maintain	maintain	VERB
futech-459	249	11	logical	logical	ADJ
futech-459	249	12	flow	flow	NOUN
futech-459	249	13	and	and	CCONJ
futech-459	249	14	improve	improve	VERB
futech-459	249	15	narrative	narrative	ADJ
futech-459	249	16	structure	structure	NOUN
futech-459	249	17	throughout	throughout	ADP
futech-459	249	18	the	the	DET
futech-459	249	19	generated	generate	VERB
futech-459	249	20	text	text	NOUN
futech-459	249	21	.	.	PUNCT
futech-459	250	1	6	6	X
futech-459	250	2	.	.	X
futech-459	250	3	conclusion	conclusion	NOUN
futech-459	250	4	this	this	DET
futech-459	250	5	paper	paper	NOUN
futech-459	250	6	introduces	introduce	VERB
futech-459	250	7	a	a	DET
futech-459	250	8	novel	novel	NOUN
futech-459	250	9	,	,	PUNCT
futech-459	250	10	emotionally	emotionally	ADV
futech-459	250	11	intelligent	intelligent	ADJ
futech-459	250	12	short	short	ADJ
futech-459	250	13	story	story	NOUN
futech-459	250	14	generation	generation	NOUN
futech-459	250	15	architecture	architecture	NOUN
futech-459	250	16	by	by	ADP
futech-459	250	17	combining	combine	VERB
futech-459	250	18	the	the	DET
futech-459	250	19	robust	robust	ADJ
futech-459	250	20	language	language	NOUN
futech-459	250	21	generation	generation	NOUN
futech-459	250	22	ability	ability	NOUN
futech-459	250	23	of	of	ADP
futech-459	250	24	gpt-2	gpt-2	PUNCT
futech-459	250	25	with	with	ADP
futech-459	250	26	the	the	DET
futech-459	250	27	semantic	semantic	ADJ
futech-459	250	28	richness	richness	NOUN
futech-459	250	29	and	and	CCONJ
futech-459	250	30	sparsity	sparsity	NOUN
futech-459	250	31	of	of	ADP
futech-459	250	32	a	a	DET
futech-459	250	33	specially	specially	ADV
futech-459	250	34	designed	design	VERB
futech-459	250	35	fnet	fnet	ADJ
futech-459	250	36	model	model	NOUN
futech-459	250	37	.	.	PUNCT
futech-459	251	1	the	the	DET
futech-459	251	2	combined	combined	ADJ
futech-459	251	3	model	model	NOUN
futech-459	251	4	addresses	address	NOUN
futech-459	251	5	some	some	PRON
futech-459	251	6	of	of	ADP
futech-459	251	7	the	the	DET
futech-459	251	8	most	most	ADV
futech-459	251	9	significant	significant	ADJ
futech-459	251	10	issues	issue	NOUN
futech-459	251	11	of	of	ADP
futech-459	251	12	existing	exist	VERB
futech-459	251	13	literature	literature	NOUN
futech-459	251	14	,	,	PUNCT
futech-459	251	15	i.e.	i.e.	X
futech-459	251	16	,	,	PUNCT
futech-459	251	17	redundancy	redundancy	NOUN
futech-459	251	18	in	in	ADP
futech-459	251	19	a	a	DET
futech-459	251	20	narrative	narrative	NOUN
futech-459	251	21	,	,	PUNCT
futech-459	251	22	inconsistency	inconsistency	NOUN
futech-459	251	23	in	in	ADP
futech-459	251	24	emotion	emotion	NOUN
futech-459	251	25	,	,	PUNCT
futech-459	251	26	and	and	CCONJ
futech-459	251	27	weak	weak	ADJ
futech-459	251	28	inter	inter	ADJ
futech-459	251	29	-	-	ADJ
futech-459	251	30	sentence	sentence	NOUN
futech-459	251	31	dependency	dependency	NOUN
futech-459	251	32	.	.	PUNCT
futech-459	252	1	an	an	DET
futech-459	252	2	empirical	empirical	ADJ
futech-459	252	3	investigation	investigation	NOUN
futech-459	252	4	of	of	ADP
futech-459	252	5	three	three	NUM
futech-459	252	6	wellestablished	wellestablished	ADJ
futech-459	252	7	benchmark	benchmark	NOUN
futech-459	252	8	sets	set	NOUN
futech-459	252	9	—	—	PUNCT
futech-459	252	10	cornell	cornell	NOUN
futech-459	252	11	movie	movie	NOUN
futech-459	252	12	dialogs	dialog	NOUN
futech-459	252	13	,	,	PUNCT
futech-459	252	14	visual7w	visual7w	NOUN
futech-459	252	15	,	,	PUNCT
futech-459	252	16	and	and	CCONJ
futech-459	252	17	rocstories	rocstorie	NOUN
futech-459	252	18	—	—	PUNCT
futech-459	252	19	unequivocally	unequivocally	ADV
futech-459	252	20	demonstrates	demonstrate	VERB
futech-459	252	21	the	the	DET
futech-459	252	22	efficacy	efficacy	NOUN
futech-459	252	23	of	of	ADP
futech-459	252	24	the	the	DET
futech-459	252	25	suggested	suggest	VERB
futech-459	252	26	method	method	NOUN
futech-459	252	27	.	.	PUNCT
futech-459	253	1	in	in	ADP
futech-459	253	2	particular	particular	ADJ
futech-459	253	3	,	,	PUNCT
futech-459	253	4	the	the	DET
futech-459	253	5	system	system	NOUN
futech-459	253	6	achieves	achieve	VERB
futech-459	253	7	85	85	NUM
futech-459	253	8	%	%	NOUN
futech-459	253	9	accuracy	accuracy	NOUN
futech-459	253	10	on	on	ADP
futech-459	253	11	visual7w	visual7w	NOUN
futech-459	253	12	,	,	PUNCT
futech-459	253	13	67	67	NUM
futech-459	253	14	%	%	NOUN
futech-459	253	15	on	on	ADP
futech-459	253	16	rocstories	rocstorie	NOUN
futech-459	253	17	,	,	PUNCT
futech-459	253	18	and	and	CCONJ
futech-459	253	19	60	60	NUM
futech-459	253	20	%	%	NOUN
futech-459	253	21	on	on	ADP
futech-459	253	22	cornell	cornell	PROPN
futech-459	253	23	,	,	PUNCT
futech-459	253	24	manifestly	manifestly	ADV
futech-459	253	25	demonstrating	demonstrate	VERB
futech-459	253	26	its	its	PRON
futech-459	253	27	ability	ability	NOUN
futech-459	253	28	to	to	PART
futech-459	253	29	maintain	maintain	VERB
futech-459	253	30	emotional	emotional	ADJ
futech-459	253	31	coherence	coherence	NOUN
futech-459	253	32	and	and	CCONJ
futech-459	253	33	semantic	semantic	ADJ
futech-459	253	34	consistency	consistency	NOUN
futech-459	253	35	in	in	ADP
futech-459	253	36	diverse	diverse	ADJ
futech-459	253	37	contexts	contexts	NOUN
futech-459	253	38	.	.	PUNCT
futech-459	254	1	another	another	DET
futech-459	254	2	comparison	comparison	NOUN
futech-459	254	3	of	of	ADP
futech-459	254	4	bleu	bleu	NOUN
futech-459	254	5	scores	score	NOUN
futech-459	254	6	confirms	confirm	VERB
futech-459	254	7	that	that	SCONJ
futech-459	254	8	the	the	DET
futech-459	254	9	suggested	suggest	VERB
futech-459	254	10	model	model	NOUN
futech-459	254	11	outperforms	outperform	VERB
futech-459	254	12	existing	exist	VERB
futech-459	254	13	state	state	NOUN
futech-459	254	14	-	-	PUNCT
futech-459	254	15	of	of	ADP
futech-459	254	16	-	-	PUNCT
futech-459	254	17	the	the	DET
futech-459	254	18	-	-	PUNCT
futech-459	254	19	art	art	NOUN
futech-459	254	20	baselines	baseline	NOUN
futech-459	254	21	,	,	PUNCT
futech-459	254	22	with	with	ADP
futech-459	254	23	a	a	DET
futech-459	254	24	bleu-1	bleu-1	NUM
futech-459	254	25	score	score	NOUN
futech-459	254	26	of	of	ADP
futech-459	254	27	0.4093	0.4093	NUM
futech-459	254	28	,	,	PUNCT
futech-459	254	29	substantially	substantially	ADV
futech-459	254	30	higher	high	ADJ
futech-459	254	31	than	than	ADP
futech-459	254	32	plan	plan	NOUN
futech-459	254	33	-	-	PUNCT
futech-459	254	34	and	and	CCONJ
futech-459	254	35	-	-	PUNCT
futech-459	254	36	write	write	NOUN
futech-459	254	37	(	(	PUNCT
futech-459	254	38	0.2374	0.2374	NUM
futech-459	254	39	)	)	PUNCT
futech-459	254	40	and	and	CCONJ
futech-459	254	41	tcvae	tcvae	NOUN
futech-459	254	42	(	(	PUNCT
futech-459	254	43	0.2606	0.2606	NUM
futech-459	254	44	)	)	PUNCT
futech-459	254	45	.	.	PUNCT
futech-459	255	1	it	it	PRON
futech-459	255	2	is	be	AUX
futech-459	255	3	a	a	DET
futech-459	255	4	significant	significant	ADJ
futech-459	255	5	enhancement	enhancement	NOUN
futech-459	255	6	in	in	ADP
futech-459	255	7	lexical	lexical	ADJ
futech-459	255	8	similarity	similarity	NOUN
futech-459	255	9	and	and	CCONJ
futech-459	255	10	global	global	ADJ
futech-459	255	11	narrative	narrative	NOUN
futech-459	255	12	quality	quality	NOUN
futech-459	255	13	.	.	PUNCT
futech-459	256	1	the	the	DET
futech-459	256	2	proposed	propose	VERB
futech-459	256	3	system	system	NOUN
futech-459	256	4	offers	offer	VERB
futech-459	256	5	several	several	ADJ
futech-459	256	6	key	key	ADJ
futech-459	256	7	advantages	advantage	NOUN
futech-459	256	8	:	:	PUNCT
futech-459	256	9	•	•	NUM
futech-459	256	10	emotionally	emotionally	ADV
futech-459	256	11	grounded	ground	VERB
futech-459	256	12	narrative	narrative	NOUN
futech-459	256	13	through	through	ADP
futech-459	256	14	emotion	emotion	NOUN
futech-459	256	15	filtering	filter	VERB
futech-459	256	16	with	with	ADP
futech-459	256	17	distilroberta	distilroberta	PROPN
futech-459	256	18	.	.	PUNCT
futech-459	257	1	•	•	NUM
futech-459	257	2	reduced	reduce	VERB
futech-459	257	3	redundancy	redundancy	NOUN
futech-459	257	4	and	and	CCONJ
futech-459	257	5	enhanced	enhance	VERB
futech-459	257	6	coherence	coherence	NOUN
futech-459	257	7	by	by	ADP
futech-459	257	8	fourier	fourier	NOUN
futech-459	257	9	transform	transform	NOUN
futech-459	257	10	-	-	PUNCT
futech-459	257	11	based	base	VERB
futech-459	257	12	fnet	fnet	NOUN
futech-459	257	13	encoding	encoding	NOUN
futech-459	257	14	.	.	PUNCT
futech-459	258	1	•	•	CCONJ
futech-459	258	2	there	there	PRON
futech-459	258	3	is	be	VERB
futech-459	258	4	better	well	ADJ
futech-459	258	5	computational	computational	ADJ
futech-459	258	6	efficiency	efficiency	NOUN
futech-459	258	7	with	with	ADP
futech-459	258	8	reduced	reduce	VERB
futech-459	258	9	time	time	NOUN
futech-459	258	10	complexity	complexity	NOUN
futech-459	258	11	(	(	PUNCT
futech-459	258	12	o(n	o(n	NOUN
futech-459	258	13	log	log	NOUN
futech-459	258	14	n	n	CCONJ
futech-459	258	15	)	)	PUNCT
futech-459	258	16	)	)	PUNCT
futech-459	258	17	compared	compare	VERB
futech-459	258	18	to	to	ADP
futech-459	258	19	the	the	DET
futech-459	258	20	original	original	ADJ
futech-459	258	21	transformer	transformer	NOUN
futech-459	258	22	models	model	NOUN
futech-459	258	23	(	(	PUNCT
futech-459	258	24	o(n²	o(n²	ADV
futech-459	258	25	)	)	PUNCT
futech-459	258	26	)	)	PUNCT
futech-459	258	27	.	.	PUNCT
futech-459	259	1	the	the	DET
futech-459	259	2	following	follow	VERB
futech-459	259	3	strengths	strength	NOUN
futech-459	259	4	render	render	VERB
futech-459	259	5	the	the	DET
futech-459	259	6	system	system	NOUN
futech-459	259	7	very	very	ADV
futech-459	259	8	applicable	applicable	ADJ
futech-459	259	9	to	to	ADP
futech-459	259	10	real	real	ADJ
futech-459	259	11	-	-	PUNCT
futech-459	259	12	world	world	NOUN
futech-459	259	13	applications	application	NOUN
futech-459	259	14	like	like	ADP
futech-459	259	15	ai	ai	VERB
futech-459	259	16	-	-	PUNCT
futech-459	259	17	aided	aid	VERB
futech-459	259	18	creative	creative	ADJ
futech-459	259	19	writing	writing	NOUN
futech-459	259	20	,	,	PUNCT
futech-459	259	21	individualized	individualized	ADJ
futech-459	259	22	storytelling	storytelling	NOUN
futech-459	259	23	,	,	PUNCT
futech-459	259	24	frameworks	framework	NOUN
futech-459	259	25	for	for	ADP
futech-459	259	26	mental	mental	ADJ
futech-459	259	27	health	health	NOUN
futech-459	259	28	support	support	NOUN
futech-459	259	29	,	,	PUNCT
futech-459	259	30	and	and	CCONJ
futech-459	259	31	conversational	conversational	ADJ
futech-459	259	32	agents	agent	NOUN
futech-459	259	33	with	with	ADP
futech-459	259	34	emotional	emotional	ADJ
futech-459	259	35	intelligence	intelligence	NOUN
futech-459	259	36	.	.	PUNCT
futech-459	260	1	to	to	PART
futech-459	260	2	further	far	ADV
futech-459	260	3	improve	improve	VERB
futech-459	260	4	on	on	ADP
futech-459	260	5	these	these	DET
futech-459	260	6	encouraging	encouraging	ADJ
futech-459	260	7	results	result	NOUN
futech-459	260	8	,	,	PUNCT
futech-459	260	9	subsequent	subsequent	ADJ
futech-459	260	10	research	research	NOUN
futech-459	260	11	will	will	AUX
futech-459	260	12	investigate	investigate	VERB
futech-459	260	13	the	the	DET
futech-459	260	14	incorporation	incorporation	NOUN
futech-459	260	15	of	of	ADP
futech-459	260	16	more	more	ADV
futech-459	260	17	sophisticated	sophisticated	ADJ
futech-459	260	18	emotion	emotion	NOUN
futech-459	260	19	representation	representation	NOUN
futech-459	260	20	models	model	NOUN
futech-459	260	21	and	and	CCONJ
futech-459	260	22	multi	multi	ADJ
futech-459	260	23	-	-	ADJ
futech-459	260	24	modal	modal	ADJ
futech-459	260	25	inputs	input	NOUN
futech-459	260	26	,	,	PUNCT
futech-459	260	27	such	such	ADJ
futech-459	260	28	as	as	ADP
futech-459	260	29	visual	visual	ADJ
futech-459	260	30	or	or	CCONJ
futech-459	260	31	audio	audio	NOUN
futech-459	260	32	inputs	input	NOUN
futech-459	260	33	.	.	PUNCT
futech-459	261	1	further	far	ADV
futech-459	261	2	,	,	PUNCT
futech-459	261	3	more	more	ADV
futech-459	261	4	sophisticated	sophisticated	ADJ
futech-459	261	5	evaluation	evaluation	NOUN
futech-459	261	6	metrics	metric	NOUN
futech-459	261	7	and	and	CCONJ
futech-459	261	8	human	human	NOUN
futech-459	261	9	-	-	PUNCT
futech-459	261	10	in	in	ADP
futech-459	261	11	-	-	PUNCT
futech-459	261	12	theloop	theloop	NOUN
futech-459	261	13	validation	validation	NOUN
futech-459	261	14	protocols	protocol	NOUN
futech-459	261	15	will	will	AUX
futech-459	261	16	be	be	AUX
futech-459	261	17	employed	employ	VERB
futech-459	261	18	to	to	PART
futech-459	261	19	improve	improve	VERB
futech-459	261	20	the	the	DET
futech-459	261	21	narrative	narrative	ADJ
futech-459	261	22	quality	quality	NOUN
futech-459	261	23	and	and	CCONJ
futech-459	261	24	emotional	emotional	ADJ
futech-459	261	25	realism	realism	NOUN
futech-459	261	26	of	of	ADP
futech-459	261	27	the	the	DET
futech-459	261	28	produced	produce	VERB
futech-459	261	29	narratives	narrative	NOUN
futech-459	261	30	.	.	PUNCT
futech-459	262	1	ethical	ethical	ADJ
futech-459	262	2	issue	issue	NOUN
futech-459	262	3	the	the	DET
futech-459	262	4	authors	author	NOUN
futech-459	262	5	are	be	AUX
futech-459	262	6	aware	aware	ADJ
futech-459	262	7	of	of	ADP
futech-459	262	8	and	and	CCONJ
futech-459	262	9	comply	comply	ADJ
futech-459	262	10	with	with	ADP
futech-459	262	11	best	good	ADJ
futech-459	262	12	practices	practice	NOUN
futech-459	262	13	in	in	ADP
futech-459	262	14	publication	publication	NOUN
futech-459	262	15	ethics	ethic	NOUN
futech-459	262	16	,	,	PUNCT
futech-459	262	17	specifically	specifically	ADV
futech-459	262	18	about	about	ADP
futech-459	262	19	authorship	authorship	NOUN
futech-459	262	20	(	(	PUNCT
futech-459	262	21	avoidance	avoidance	NOUN
futech-459	262	22	of	of	ADP
futech-459	262	23	guest	guest	NOUN
futech-459	262	24	authorship	authorship	NOUN
futech-459	262	25	)	)	PUNCT
futech-459	262	26	,	,	PUNCT
futech-459	262	27	dual	dual	ADJ
futech-459	262	28	submission	submission	NOUN
futech-459	262	29	,	,	PUNCT
futech-459	262	30	manipulation	manipulation	NOUN
futech-459	262	31	of	of	ADP
futech-459	262	32	figures	figure	NOUN
futech-459	262	33	,	,	PUNCT
futech-459	262	34	competing	compete	VERB
futech-459	262	35	interests	interest	NOUN
futech-459	262	36	,	,	PUNCT
futech-459	262	37	and	and	CCONJ
futech-459	262	38	compliance	compliance	NOUN
futech-459	262	39	with	with	ADP
futech-459	262	40	policies	policy	NOUN
futech-459	262	41	on	on	ADP
futech-459	262	42	research	research	NOUN
futech-459	262	43	ethics	ethic	NOUN
futech-459	262	44	.	.	PUNCT
futech-459	263	1	the	the	DET
futech-459	263	2	authors	author	NOUN
futech-459	263	3	adhere	adhere	VERB
futech-459	263	4	to	to	ADP
futech-459	263	5	publication	publication	NOUN
futech-459	263	6	requirements	requirement	NOUN
futech-459	263	7	and	and	CCONJ
futech-459	263	8	state	state	NOUN
futech-459	263	9	that	that	SCONJ
futech-459	263	10	the	the	DET
futech-459	263	11	submitted	submit	VERB
futech-459	263	12	work	work	NOUN
futech-459	263	13	is	be	AUX
futech-459	263	14	original	original	ADJ
futech-459	263	15	and	and	CCONJ
futech-459	263	16	has	have	AUX
futech-459	263	17	not	not	PART
futech-459	263	18	been	be	AUX
futech-459	263	19	published	publish	VERB
futech-459	263	20	elsewhere	elsewhere	ADV
futech-459	263	21	.	.	PUNCT
futech-459	264	1	data	datum	NOUN
futech-459	264	2	availability	availability	NOUN
futech-459	264	3	statement	statement	NOUN
futech-459	264	4	the	the	DET
futech-459	264	5	manuscript	manuscript	NOUN
futech-459	264	6	contains	contain	VERB
futech-459	264	7	all	all	DET
futech-459	264	8	the	the	DET
futech-459	264	9	data	datum	NOUN
futech-459	264	10	.	.	PUNCT
futech-459	265	1	however	however	ADV
futech-459	265	2	,	,	PUNCT
futech-459	265	3	more	more	ADJ
futech-459	265	4	data	datum	NOUN
futech-459	265	5	will	will	AUX
futech-459	265	6	be	be	AUX
futech-459	265	7	available	available	ADJ
futech-459	265	8	upon	upon	SCONJ
futech-459	265	9	request	request	NOUN
futech-459	265	10	from	from	ADP
futech-459	265	11	the	the	DET
futech-459	265	12	authors	author	NOUN
futech-459	265	13	.	.	PUNCT
futech-459	266	1	conflict	conflict	NOUN
futech-459	266	2	of	of	ADP
futech-459	266	3	interest	interest	NOUN
futech-459	266	4	the	the	DET
futech-459	266	5	authors	author	NOUN
futech-459	266	6	declare	declare	VERB
futech-459	266	7	no	no	DET
futech-459	266	8	potential	potential	ADJ
futech-459	266	9	conflict	conflict	NOUN
futech-459	266	10	of	of	ADP
futech-459	266	11	interest	interest	NOUN
futech-459	266	12	.	.	PUNCT
futech-459	267	1	ah	ah	INTJ
futech-459	267	2	.	.	PUNCT
futech-459	268	1	kachare	kachare	PROPN
futech-459	268	2	et	et	PROPN
futech-459	268	3	al	al	PROPN
futech-459	268	4	.	.	PROPN
futech-459	268	5	/future	/future	PUNCT
futech-459	268	6	technology	technology	PROPN
futech-459	268	7	november	november	PROPN
futech-459	268	8	2025|	2025|	NUM
futech-459	268	9	volume	volume	NOUN
futech-459	268	10	04	04	NUM
futech-459	269	1	|	|	ADV
futech-459	269	2	issue	issue	VERB
futech-459	269	3	04	04	NUM
futech-459	270	1	|	|	CCONJ
futech-459	270	2	pages	page	VERB
futech-459	270	3	138	138	NUM
futech-459	270	4	-	-	SYM
futech-459	270	5	145	145	NUM
futech-459	270	6	144	144	NUM
futech-459	270	7	references	reference	NOUN
futech-459	270	8	[	[	X
futech-459	270	9	1	1	NUM
futech-459	270	10	]	]	X
futech-459	270	11	jurafsky	jurafsky	PROPN
futech-459	270	12	,	,	PUNCT
futech-459	270	13	d.	d.	PROPN
futech-459	270	14	(	(	PUNCT
futech-459	270	15	2000	2000	NUM
futech-459	270	16	)	)	PUNCT
futech-459	270	17	.	.	PUNCT
futech-459	271	1	speech	speech	NOUN
futech-459	271	2	&	&	CCONJ
futech-459	271	3	language	language	NOUN
futech-459	271	4	processing	processing	NOUN
futech-459	271	5	.	.	PUNCT
futech-459	272	1	pearson	pearson	PROPN
futech-459	272	2	education	education	PROPN
futech-459	272	3	india	india	PROPN
futech-459	272	4	.	.	PUNCT
futech-459	273	1	isbn-13	isbn-13	PROPN
futech-459	273	2	:	:	PUNCT
futech-459	273	3	9780131873216	9780131873216	NUM
futech-459	274	1	[	[	X
futech-459	274	2	2	2	NUM
futech-459	274	3	]	]	X
futech-459	274	4	vaswani	vaswani	NOUN
futech-459	274	5	,	,	PUNCT
futech-459	274	6	a.	a.	NOUN
futech-459	274	7	,	,	PUNCT
futech-459	274	8	shazeer	shazeer	NOUN
futech-459	274	9	,	,	PUNCT
futech-459	274	10	n.	n.	NOUN
futech-459	274	11	,	,	PUNCT
futech-459	274	12	parmar	parmar	PROPN
futech-459	274	13	,	,	PUNCT
futech-459	274	14	n.	n.	NOUN
futech-459	274	15	,	,	PUNCT
futech-459	274	16	uszkoreit	uszkoreit	PROPN
futech-459	274	17	,	,	PUNCT
futech-459	274	18	j.	j.	PROPN
futech-459	274	19	,	,	PUNCT
futech-459	274	20	jones	jones	PROPN
futech-459	274	21	,	,	PUNCT
futech-459	274	22	l.	l.	PROPN
futech-459	274	23	,	,	PUNCT
futech-459	274	24	gomez	gomez	PROPN
futech-459	274	25	,	,	PUNCT
futech-459	274	26	a.	a.	NOUN
futech-459	274	27	n.	n.	PROPN
futech-459	274	28	,	,	PUNCT
futech-459	274	29	…	…	PUNCT
futech-459	274	30	polosukhin	polosukhin	ADJ
futech-459	274	31	,	,	PUNCT
futech-459	274	32	i.	i.	NOUN
futech-459	274	33	(	(	PUNCT
futech-459	274	34	2017	2017	NUM
futech-459	274	35	)	)	PUNCT
futech-459	274	36	.	.	PUNCT
futech-459	275	1	attention	attention	NOUN
futech-459	275	2	is	be	AUX
futech-459	275	3	all	all	PRON
futech-459	275	4	you	you	PRON
futech-459	275	5	need	need	VERB
futech-459	275	6	.	.	PUNCT
futech-459	276	1	advances	advance	NOUN
futech-459	276	2	in	in	ADP
futech-459	276	3	neural	neural	ADJ
futech-459	276	4	information	information	NOUN
futech-459	276	5	processing	processing	NOUN
futech-459	276	6	systems	system	NOUN
futech-459	276	7	,	,	PUNCT
futech-459	276	8	30	30	NUM
futech-459	276	9	.	.	PUNCT
futech-459	277	1	isbn	isbn	NOUN
futech-459	277	2	:	:	PUNCT
futech-459	277	3	9781510860964	9781510860964	NUM
futech-459	277	4	[	[	X
futech-459	277	5	3	3	NUM
futech-459	277	6	]	]	X
futech-459	277	7	radford	radford	PROPN
futech-459	277	8	,	,	PUNCT
futech-459	277	9	a.	a.	PROPN
futech-459	277	10	,	,	PUNCT
futech-459	277	11	narasimhan	narasimhan	PROPN
futech-459	277	12	,	,	PUNCT
futech-459	277	13	k.	k.	PROPN
futech-459	277	14	,	,	PUNCT
futech-459	277	15	salimans	saliman	NOUN
futech-459	277	16	,	,	PUNCT
futech-459	277	17	t.	t.	PROPN
futech-459	277	18	,	,	PUNCT
futech-459	277	19	sutskever	sutskever	PROPN
futech-459	277	20	,	,	PUNCT
futech-459	277	21	i.	i.	PROPN
futech-459	277	22	,	,	PUNCT
futech-459	277	23	&	&	CCONJ
futech-459	277	24	others	other	NOUN
futech-459	277	25	.	.	PUNCT
futech-459	278	1	(	(	PUNCT
futech-459	278	2	2018	2018	NUM
futech-459	278	3	)	)	PUNCT
futech-459	278	4	.	.	PUNCT
futech-459	279	1	improving	improve	VERB
futech-459	279	2	language	language	NOUN
futech-459	279	3	understanding	understanding	NOUN
futech-459	279	4	by	by	ADP
futech-459	279	5	generative	generative	ADJ
futech-459	279	6	pre	pre	ADJ
futech-459	279	7	-	-	NOUN
futech-459	279	8	training	training	NOUN
futech-459	279	9	.	.	PUNCT
futech-459	280	1	link	link	NOUN
futech-459	280	2	:	:	PUNCT
futech-459	280	3	click	click	VERB
futech-459	280	4	here	here	ADV
futech-459	281	1	[	[	X
futech-459	281	2	4	4	NUM
futech-459	281	3	]	]	X
futech-459	281	4	dwivedi	dwivedi	NOUN
futech-459	281	5	,	,	PUNCT
futech-459	281	6	y.	y.	PROPN
futech-459	281	7	k.	k.	PROPN
futech-459	281	8	,	,	PUNCT
futech-459	281	9	kshetri	kshetri	PROPN
futech-459	281	10	,	,	PUNCT
futech-459	281	11	n.	n.	NOUN
futech-459	281	12	,	,	PUNCT
futech-459	281	13	hughes	hughes	PROPN
futech-459	281	14	,	,	PUNCT
futech-459	281	15	l.	l.	PROPN
futech-459	281	16	,	,	PUNCT
futech-459	281	17	slade	slade	PROPN
futech-459	281	18	,	,	PUNCT
futech-459	281	19	e.	e.	PROPN
futech-459	281	20	l.	l.	PROPN
futech-459	281	21	,	,	PUNCT
futech-459	281	22	jeyaraj	jeyaraj	PROPN
futech-459	281	23	,	,	PUNCT
futech-459	281	24	a.	a.	PROPN
futech-459	281	25	,	,	PUNCT
futech-459	281	26	kar	kar	PROPN
futech-459	281	27	,	,	PUNCT
futech-459	281	28	a.	a.	PROPN
futech-459	281	29	k.	k.	PROPN
futech-459	281	30	,	,	PUNCT
futech-459	281	31	…	…	PUNCT
futech-459	281	32	others	other	NOUN
futech-459	281	33	.	.	PUNCT
futech-459	282	1	(	(	PUNCT
futech-459	282	2	2023	2023	NUM
futech-459	282	3	)	)	PUNCT
futech-459	282	4	.	.	PUNCT
futech-459	283	1	opinion	opinion	NOUN
futech-459	283	2	paper	paper	NOUN
futech-459	283	3	:	:	PUNCT
futech-459	283	4	"	"	PUNCT
futech-459	283	5	so	so	ADV
futech-459	283	6	what	what	PRON
futech-459	283	7	if	if	SCONJ
futech-459	283	8	chatgpt	chatgpt	NOUN
futech-459	283	9	wrote	write	VERB
futech-459	283	10	it	it	PRON
futech-459	283	11	?	?	PUNCT
futech-459	283	12	"	"	PUNCT
futech-459	283	13	multidisciplinary	multidisciplinary	ADJ
futech-459	283	14	perspectives	perspective	NOUN
futech-459	283	15	on	on	ADP
futech-459	283	16	opportunities	opportunity	NOUN
futech-459	283	17	,	,	PUNCT
futech-459	283	18	challenges	challenge	NOUN
futech-459	283	19	and	and	CCONJ
futech-459	283	20	implications	implication	NOUN
futech-459	283	21	of	of	ADP
futech-459	283	22	generative	generative	ADJ
futech-459	283	23	conversational	conversational	ADJ
futech-459	283	24	ai	ai	NOUN
futech-459	283	25	for	for	ADP
futech-459	283	26	research	research	NOUN
futech-459	283	27	,	,	PUNCT
futech-459	283	28	practice	practice	NOUN
futech-459	283	29	and	and	CCONJ
futech-459	283	30	policy	policy	NOUN
futech-459	283	31	.	.	PUNCT
futech-459	284	1	international	international	ADJ
futech-459	284	2	journal	journal	PROPN
futech-459	284	3	of	of	ADP
futech-459	284	4	information	information	NOUN
futech-459	284	5	management	management	NOUN
futech-459	284	6	,	,	PUNCT
futech-459	284	7	71	71	NUM
futech-459	284	8	,	,	PUNCT
futech-459	284	9	102642	102642	NUM
futech-459	284	10	.	.	PUNCT
futech-459	285	1	doi	doi	NOUN
futech-459	285	2	:	:	PUNCT
futech-459	285	3	https://doi.org/10.1016/j.ijinfomgt.2023.102642	https://doi.org/10.1016/j.ijinfomgt.2023.102642	PROPN
futech-459	285	4	[	[	X
futech-459	285	5	5	5	NUM
futech-459	285	6	]	]	X
futech-459	285	7	brown	brown	NOUN
futech-459	285	8	,	,	PUNCT
futech-459	285	9	p.	p.	PROPN
futech-459	285	10	f.	f.	PROPN
futech-459	286	1	(	(	PUNCT
futech-459	286	2	1990	1990	NUM
futech-459	286	3	)	)	PUNCT
futech-459	286	4	.	.	PUNCT
futech-459	287	1	class	class	NOUN
futech-459	287	2	-	-	PUNCT
futech-459	287	3	based	base	VERB
futech-459	287	4	n	n	CCONJ
futech-459	287	5	-	-	PUNCT
futech-459	287	6	gram	gram	NOUN
futech-459	287	7	models	model	NOUN
futech-459	287	8	of	of	ADP
futech-459	287	9	natural	natural	ADJ
futech-459	287	10	language	language	NOUN
futech-459	287	11	.	.	PUNCT
futech-459	288	1	comput	comput	NOUN
futech-459	288	2	.	.	PUNCT
futech-459	289	1	linguist	linguist	NOUN
futech-459	289	2	.	.	PUNCT
futech-459	289	3	,	,	PUNCT
futech-459	289	4	18	18	NUM
futech-459	289	5	,	,	PUNCT
futech-459	289	6	18	18	NUM
futech-459	289	7	.	.	PUNCT
futech-459	289	8	link	link	NOUN
futech-459	289	9	:	:	PUNCT
futech-459	290	1	https://aclanthology.org/j92-4003/	https://aclanthology.org/j92-4003/	NOUN
futech-459	290	2	[	[	X
futech-459	290	3	6	6	NUM
futech-459	290	4	]	]	X
futech-459	290	5	brown	brown	ADJ
futech-459	290	6	,	,	PUNCT
futech-459	290	7	t.	t.	PROPN
futech-459	290	8	,	,	PUNCT
futech-459	290	9	mann	mann	PROPN
futech-459	290	10	,	,	PUNCT
futech-459	290	11	b.	b.	PROPN
futech-459	290	12	,	,	PUNCT
futech-459	290	13	ryder	ryder	PROPN
futech-459	290	14	,	,	PUNCT
futech-459	290	15	n.	n.	NOUN
futech-459	290	16	,	,	PUNCT
futech-459	290	17	subbiah	subbiah	PROPN
futech-459	290	18	,	,	PUNCT
futech-459	290	19	m.	m.	NOUN
futech-459	290	20	,	,	PUNCT
futech-459	290	21	kaplan	kaplan	PROPN
futech-459	290	22	,	,	PUNCT
futech-459	290	23	j.	j.	PROPN
futech-459	290	24	d.	d.	PROPN
futech-459	290	25	,	,	PUNCT
futech-459	290	26	dhariwal	dhariwal	NOUN
futech-459	290	27	,	,	PUNCT
futech-459	290	28	p.	p.	PROPN
futech-459	290	29	,	,	PUNCT
futech-459	290	30	…	…	PUNCT
futech-459	290	31	others	other	NOUN
futech-459	290	32	.	.	PUNCT
futech-459	291	1	(	(	PUNCT
futech-459	291	2	2020	2020	NUM
futech-459	291	3	)	)	PUNCT
futech-459	291	4	.	.	PUNCT
futech-459	292	1	language	language	NOUN
futech-459	292	2	models	model	NOUN
futech-459	292	3	are	be	AUX
futech-459	292	4	few	few	ADJ
futech-459	292	5	-	-	PUNCT
futech-459	292	6	shot	shot	NOUN
futech-459	292	7	learners	learner	NOUN
futech-459	292	8	.	.	PUNCT
futech-459	293	1	advances	advance	NOUN
futech-459	293	2	in	in	ADP
futech-459	293	3	neural	neural	ADJ
futech-459	293	4	information	information	NOUN
futech-459	293	5	processing	processing	NOUN
futech-459	293	6	systems	system	NOUN
futech-459	293	7	,	,	PUNCT
futech-459	293	8	33	33	NUM
futech-459	293	9	,	,	PUNCT
futech-459	293	10	1877–1901	1877–1901	NUM
futech-459	293	11	.	.	PUNCT
futech-459	294	1	isbn	isbn	NOUN
futech-459	294	2	:	:	PUNCT
futech-459	294	3	9781713829546	9781713829546	NUM
futech-459	294	4	[	[	X
futech-459	294	5	7	7	NUM
futech-459	294	6	]	]	X
futech-459	294	7	zhang	zhang	PROPN
futech-459	294	8	,	,	PUNCT
futech-459	294	9	h.	h.	PROPN
futech-459	294	10	,	,	PUNCT
futech-459	294	11	song	song	NOUN
futech-459	294	12	,	,	PUNCT
futech-459	294	13	h.	h.	PROPN
futech-459	294	14	,	,	PUNCT
futech-459	294	15	li	li	PROPN
futech-459	294	16	,	,	PUNCT
futech-459	294	17	s.	s.	PROPN
futech-459	294	18	,	,	PUNCT
futech-459	294	19	zhou	zhou	PROPN
futech-459	294	20	,	,	PUNCT
futech-459	294	21	m.	m.	NOUN
futech-459	294	22	,	,	PUNCT
futech-459	294	23	&	&	CCONJ
futech-459	294	24	song	song	PROPN
futech-459	294	25	,	,	PUNCT
futech-459	294	26	d.	d.	PROPN
futech-459	294	27	(	(	PUNCT
futech-459	294	28	2023	2023	NUM
futech-459	294	29	)	)	PUNCT
futech-459	294	30	.	.	PUNCT
futech-459	295	1	a	a	DET
futech-459	295	2	survey	survey	NOUN
futech-459	295	3	of	of	ADP
futech-459	295	4	controllable	controllable	ADJ
futech-459	295	5	text	text	NOUN
futech-459	295	6	generation	generation	NOUN
futech-459	295	7	using	use	VERB
futech-459	295	8	transformer	transformer	NOUN
futech-459	295	9	-	-	PUNCT
futech-459	295	10	based	base	VERB
futech-459	295	11	pre	pre	ADJ
futech-459	295	12	-	-	ADJ
futech-459	295	13	trained	train	VERB
futech-459	295	14	language	language	NOUN
futech-459	295	15	models	model	NOUN
futech-459	295	16	.	.	PUNCT
futech-459	296	1	acm	acm	PROPN
futech-459	296	2	computing	computing	NOUN
futech-459	296	3	surveys	survey	NOUN
futech-459	296	4	,	,	PUNCT
futech-459	296	5	56	56	NUM
futech-459	296	6	,	,	PUNCT
futech-459	296	7	1–37	1–37	NOUN
futech-459	296	8	.	.	PUNCT
futech-459	297	1	doi	doi	NOUN
futech-459	297	2	:	:	PUNCT
futech-459	297	3	https://doi.org/10.1145/3617680	https://doi.org/10.1145/3617680	PROPN
futech-459	297	4	[	[	X
futech-459	297	5	8	8	NUM
futech-459	297	6	]	]	X
futech-459	297	7	meehan	meehan	PROPN
futech-459	297	8	,	,	PUNCT
futech-459	297	9	j.	j.	PROPN
futech-459	297	10	r.	r.	PROPN
futech-459	297	11	(	(	PUNCT
futech-459	297	12	1976	1976	NUM
futech-459	297	13	)	)	PUNCT
futech-459	297	14	.	.	PUNCT
futech-459	298	1	the	the	DET
futech-459	298	2	metanovel	metanovel	NOUN
futech-459	298	3	:	:	PUNCT
futech-459	298	4	writing	write	VERB
futech-459	298	5	stories	story	NOUN
futech-459	298	6	by	by	ADP
futech-459	298	7	computer	computer	NOUN
futech-459	298	8	.	.	PUNCT
futech-459	299	1	yale	yale	PROPN
futech-459	299	2	university	university	PROPN
futech-459	299	3	.	.	PUNCT
futech-459	300	1	isbn	isbn	PROPN
futech-459	300	2	:	:	PUNCT
futech-459	300	3	0824044096	0824044096	NUM
futech-459	301	1	[	[	X
futech-459	301	2	9	9	NUM
futech-459	301	3	]	]	X
futech-459	301	4	turner	turner	NOUN
futech-459	301	5	,	,	PUNCT
futech-459	301	6	s.	s.	PROPN
futech-459	301	7	r.	r.	PROPN
futech-459	301	8	(	(	PUNCT
futech-459	301	9	2014	2014	NUM
futech-459	301	10	)	)	PUNCT
futech-459	301	11	.	.	PUNCT
futech-459	302	1	the	the	DET
futech-459	302	2	creative	creative	ADJ
futech-459	302	3	process	process	NOUN
futech-459	302	4	:	:	PUNCT
futech-459	302	5	a	a	DET
futech-459	302	6	computer	computer	NOUN
futech-459	302	7	model	model	NOUN
futech-459	302	8	of	of	ADP
futech-459	302	9	storytelling	storytelling	NOUN
futech-459	302	10	and	and	CCONJ
futech-459	302	11	creativity	creativity	NOUN
futech-459	302	12	.	.	PUNCT
futech-459	303	1	psychology	psychology	NOUN
futech-459	303	2	press	press	NOUN
futech-459	303	3	.	.	PUNCT
futech-459	304	1	doi	doi	NOUN
futech-459	304	2	:	:	PUNCT
futech-459	304	3	https://doi.org/10.4324/9781315806464	https://doi.org/10.4324/9781315806464	PRON
futech-459	305	1	[	[	X
futech-459	305	2	10	10	NUM
futech-459	305	3	]	]	X
futech-459	305	4	bringsjord	bringsjord	NOUN
futech-459	305	5	,	,	PUNCT
futech-459	305	6	s.	s.	PROPN
futech-459	305	7	,	,	PUNCT
futech-459	305	8	&	&	CCONJ
futech-459	305	9	ferrucci	ferrucci	PROPN
futech-459	305	10	,	,	PUNCT
futech-459	305	11	d.	d.	PROPN
futech-459	305	12	(	(	PUNCT
futech-459	305	13	1999	1999	NUM
futech-459	305	14	)	)	PUNCT
futech-459	305	15	.	.	PUNCT
futech-459	306	1	artificial	artificial	ADJ
futech-459	306	2	intelligence	intelligence	NOUN
futech-459	306	3	and	and	CCONJ
futech-459	306	4	literary	literary	ADJ
futech-459	306	5	creativity	creativity	NOUN
futech-459	306	6	:	:	PUNCT
futech-459	306	7	inside	inside	ADP
futech-459	306	8	the	the	DET
futech-459	306	9	mind	mind	NOUN
futech-459	306	10	of	of	ADP
futech-459	306	11	brutus	brutus	PROPN
futech-459	306	12	,	,	PUNCT
futech-459	306	13	a	a	DET
futech-459	306	14	storytelling	storytelle	VERB
futech-459	306	15	machine	machine	NOUN
futech-459	306	16	.	.	PUNCT
futech-459	307	1	psychology	psychology	NOUN
futech-459	307	2	press	press	NOUN
futech-459	307	3	.	.	PUNCT
futech-459	308	1	doi	doi	NOUN
futech-459	308	2	:	:	PUNCT
futech-459	308	3	https://doi.org/10.4324/9781410602398	https://doi.org/10.4324/9781410602398	X
futech-459	309	1	[	[	X
futech-459	309	2	11	11	NUM
futech-459	309	3	]	]	PUNCT
futech-459	309	4	sutskever	sutskever	PROPN
futech-459	309	5	,	,	PUNCT
futech-459	309	6	i.	i.	PROPN
futech-459	309	7	,	,	PUNCT
futech-459	309	8	vinyals	vinyal	NOUN
futech-459	309	9	,	,	PUNCT
futech-459	309	10	o.	o.	PROPN
futech-459	309	11	,	,	PUNCT
futech-459	309	12	&	&	CCONJ
futech-459	309	13	le	le	PROPN
futech-459	309	14	,	,	PUNCT
futech-459	309	15	q.	q.	PROPN
futech-459	309	16	v.	v.	PROPN
futech-459	309	17	(	(	PUNCT
futech-459	309	18	2014	2014	NUM
futech-459	309	19	)	)	PUNCT
futech-459	309	20	.	.	PUNCT
futech-459	310	1	sequence	sequence	NOUN
futech-459	310	2	to	to	ADP
futech-459	310	3	sequence	sequence	NOUN
futech-459	310	4	learning	learn	VERB
futech-459	310	5	with	with	ADP
futech-459	310	6	neural	neural	ADJ
futech-459	310	7	networks	network	NOUN
futech-459	310	8	.	.	PUNCT
futech-459	311	1	advances	advance	NOUN
futech-459	311	2	in	in	ADP
futech-459	311	3	neural	neural	ADJ
futech-459	311	4	information	information	NOUN
futech-459	311	5	processing	processing	NOUN
futech-459	311	6	systems	system	NOUN
futech-459	311	7	,	,	PUNCT
futech-459	311	8	27	27	NUM
futech-459	311	9	.	.	PUNCT
futech-459	312	1	isbn	isbn	NOUN
futech-459	312	2	:	:	PUNCT
futech-459	312	3	9781510800410	9781510800410	NUM
futech-459	312	4	[	[	X
futech-459	312	5	12	12	NUM
futech-459	312	6	]	]	X
futech-459	312	7	radford	radford	PROPN
futech-459	312	8	,	,	PUNCT
futech-459	312	9	a.	a.	PROPN
futech-459	312	10	,	,	PUNCT
futech-459	312	11	wu	wu	PROPN
futech-459	312	12	,	,	PUNCT
futech-459	312	13	j.	j.	PROPN
futech-459	312	14	,	,	PUNCT
futech-459	312	15	child	child	NOUN
futech-459	312	16	,	,	PUNCT
futech-459	312	17	r.	r.	PROPN
futech-459	312	18	,	,	PUNCT
futech-459	312	19	luan	luan	PROPN
futech-459	312	20	,	,	PUNCT
futech-459	312	21	d.	d.	PROPN
futech-459	312	22	,	,	PUNCT
futech-459	312	23	amodei	amodei	PROPN
futech-459	312	24	,	,	PUNCT
futech-459	312	25	d.	d.	PROPN
futech-459	312	26	,	,	PUNCT
futech-459	312	27	sutskever	sutskever	PROPN
futech-459	312	28	,	,	PUNCT
futech-459	312	29	i.	i.	PROPN
futech-459	312	30	,	,	PUNCT
futech-459	312	31	&	&	CCONJ
futech-459	312	32	others	other	NOUN
futech-459	312	33	.	.	PUNCT
futech-459	313	1	(	(	PUNCT
futech-459	313	2	2019	2019	NUM
futech-459	313	3	)	)	PUNCT
futech-459	313	4	.	.	PUNCT
futech-459	314	1	language	language	NOUN
futech-459	314	2	models	model	NOUN
futech-459	314	3	are	be	AUX
futech-459	314	4	unsupervised	unsupervised	ADJ
futech-459	314	5	multitask	multitask	ADJ
futech-459	314	6	learners	learner	NOUN
futech-459	314	7	.	.	PUNCT
futech-459	315	1	openai	openai	PROPN
futech-459	315	2	blog	blog	NOUN
futech-459	315	3	,	,	PUNCT
futech-459	315	4	1	1	NUM
futech-459	315	5	,	,	PUNCT
futech-459	315	6	9	9	NUM
futech-459	315	7	.	.	PUNCT
futech-459	316	1	[	[	X
futech-459	316	2	13	13	NUM
futech-459	316	3	]	]	PUNCT
futech-459	316	4	sepúlveda	sepúlveda	ADJ
futech-459	316	5	-	-	PUNCT
futech-459	316	6	torres	torre	NOUN
futech-459	316	7	,	,	PUNCT
futech-459	316	8	r.	r.	PROPN
futech-459	316	9	,	,	PUNCT
futech-459	316	10	bonet	bonet	NOUN
futech-459	316	11	-	-	PUNCT
futech-459	316	12	jover	jover	NOUN
futech-459	316	13	,	,	PUNCT
futech-459	316	14	a.	a.	NOUN
futech-459	316	15	,	,	PUNCT
futech-459	316	16	&	&	CCONJ
futech-459	316	17	saquete	saquete	PROPN
futech-459	316	18	,	,	PUNCT
futech-459	316	19	e.	e.	PROPN
futech-459	316	20	(	(	PUNCT
futech-459	316	21	2023	2023	NUM
futech-459	316	22	)	)	PUNCT
futech-459	316	23	.	.	PUNCT
futech-459	317	1	detecting	detect	VERB
futech-459	317	2	misleading	mislead	VERB
futech-459	317	3	headlines	headline	NOUN
futech-459	317	4	through	through	ADP
futech-459	317	5	the	the	DET
futech-459	317	6	automatic	automatic	ADJ
futech-459	317	7	recognition	recognition	NOUN
futech-459	317	8	of	of	ADP
futech-459	317	9	contradiction	contradiction	NOUN
futech-459	317	10	in	in	ADP
futech-459	317	11	spanish	spanish	ADJ
futech-459	317	12	.	.	PUNCT
futech-459	318	1	ieee	ieee	NOUN
futech-459	318	2	access	access	NOUN
futech-459	318	3	,	,	PUNCT
futech-459	318	4	11	11	NUM
futech-459	318	5	,	,	PUNCT
futech-459	318	6	72007–72026	72007–72026	NUM
futech-459	318	7	.	.	PUNCT
futech-459	319	1	doi	doi	NOUN
futech-459	319	2	:	:	PUNCT
futech-459	320	1	https://doi.org/10.1109/access.2023.3295781	https://doi.org/10.1109/access.2023.3295781	PROPN
futech-459	320	2	[	[	X
futech-459	320	3	14	14	NUM
futech-459	320	4	]	]	X
futech-459	320	5	lebowitz	lebowitz	PROPN
futech-459	320	6	,	,	PUNCT
futech-459	320	7	m.	m.	NOUN
futech-459	320	8	(	(	PUNCT
futech-459	320	9	1985	1985	NUM
futech-459	320	10	)	)	PUNCT
futech-459	320	11	.	.	PUNCT
futech-459	321	1	story	story	NOUN
futech-459	321	2	-	-	PUNCT
futech-459	321	3	telling	telling	NOUN
futech-459	321	4	as	as	ADP
futech-459	321	5	planning	planning	NOUN
futech-459	321	6	and	and	CCONJ
futech-459	321	7	learning	learning	NOUN
futech-459	321	8	.	.	PUNCT
futech-459	322	1	poetics	poetic	NOUN
futech-459	322	2	,	,	PUNCT
futech-459	322	3	14	14	NUM
futech-459	322	4	,	,	PUNCT
futech-459	322	5	483–502	483–502	NUM
futech-459	322	6	.	.	PUNCT
futech-459	323	1	doi	doi	NOUN
futech-459	323	2	:	:	PUNCT
futech-459	324	1	https://doi.org/10.1016/0304-422x(85)90015-4	https://doi.org/10.1016/0304-422x(85)90015-4	VERB
futech-459	324	2	[	[	PUNCT
futech-459	324	3	15	15	NUM
futech-459	324	4	]	]	PUNCT
futech-459	324	5	pérez	pérez	NOUN
futech-459	324	6	,	,	PUNCT
futech-459	324	7	r.	r.	PROPN
futech-459	324	8	p.	p.	PROPN
futech-459	324	9	ý	ý	PROPN
futech-459	324	10	.	.	PROPN
futech-459	324	11	,	,	PUNCT
futech-459	324	12	&	&	CCONJ
futech-459	324	13	sharples	sharples	PROPN
futech-459	324	14	,	,	PUNCT
futech-459	324	15	m.	m.	NOUN
futech-459	324	16	(	(	PUNCT
futech-459	324	17	2001	2001	NUM
futech-459	324	18	)	)	PUNCT
futech-459	324	19	.	.	PUNCT
futech-459	325	1	mexica	mexica	PROPN
futech-459	325	2	:	:	PUNCT
futech-459	325	3	a	a	DET
futech-459	325	4	computer	computer	NOUN
futech-459	325	5	model	model	NOUN
futech-459	325	6	of	of	ADP
futech-459	325	7	a	a	DET
futech-459	325	8	cognitive	cognitive	ADJ
futech-459	325	9	account	account	NOUN
futech-459	325	10	of	of	ADP
futech-459	325	11	creative	creative	ADJ
futech-459	325	12	writing	writing	NOUN
futech-459	325	13	.	.	PUNCT
futech-459	326	1	journal	journal	NOUN
futech-459	326	2	of	of	ADP
futech-459	326	3	experimental	experimental	PROPN
futech-459	326	4	&	&	CCONJ
futech-459	326	5	theoretical	theoretical	ADJ
futech-459	326	6	artificial	artificial	ADJ
futech-459	326	7	intelligence	intelligence	NOUN
futech-459	326	8	,	,	PUNCT
futech-459	326	9	13	13	NUM
futech-459	326	10	,	,	PUNCT
futech-459	326	11	119–139	119–139	NUM
futech-459	326	12	.	.	PUNCT
futech-459	327	1	doi	doi	NOUN
futech-459	327	2	:	:	PUNCT
futech-459	328	1	https://doi.org/10.1080/09528130010029820	https://doi.org/10.1080/09528130010029820	PROPN
futech-459	328	2	[	[	X
futech-459	328	3	16	16	NUM
futech-459	328	4	]	]	X
futech-459	328	5	riedl	riedl	PROPN
futech-459	328	6	,	,	PUNCT
futech-459	328	7	m.	m.	NOUN
futech-459	328	8	o.	o.	PROPN
futech-459	328	9	,	,	PUNCT
futech-459	328	10	&	&	CCONJ
futech-459	328	11	young	young	PROPN
futech-459	328	12	,	,	PUNCT
futech-459	328	13	r.	r.	PROPN
futech-459	328	14	m.	m.	PROPN
futech-459	328	15	(	(	PUNCT
futech-459	328	16	2010	2010	NUM
futech-459	328	17	)	)	PUNCT
futech-459	328	18	.	.	PUNCT
futech-459	329	1	narrative	narrative	NOUN
futech-459	329	2	planning	planning	NOUN
futech-459	329	3	:	:	PUNCT
futech-459	329	4	balancing	balance	VERB
futech-459	329	5	plot	plot	NOUN
futech-459	329	6	and	and	CCONJ
futech-459	329	7	character	character	NOUN
futech-459	329	8	.	.	PUNCT
futech-459	330	1	journal	journal	PROPN
futech-459	330	2	of	of	ADP
futech-459	330	3	artificial	artificial	ADJ
futech-459	330	4	intelligence	intelligence	NOUN
futech-459	330	5	research	research	NOUN
futech-459	330	6	,	,	PUNCT
futech-459	330	7	39	39	NUM
futech-459	330	8	,	,	PUNCT
futech-459	330	9	217–268	217–268	NUM
futech-459	330	10	.	.	PUNCT
futech-459	331	1	doi	doi	NOUN
futech-459	331	2	:	:	PUNCT
futech-459	331	3	https://doi.org/10.1613/jair.2989	https://doi.org/10.1613/jair.2989	PROPN
futech-459	331	4	[	[	X
futech-459	331	5	17	17	NUM
futech-459	331	6	]	]	X
futech-459	331	7	cavazza	cavazza	NOUN
futech-459	331	8	,	,	PUNCT
futech-459	331	9	m.	m.	NOUN
futech-459	331	10	,	,	PUNCT
futech-459	331	11	charles	charles	PROPN
futech-459	331	12	,	,	PUNCT
futech-459	331	13	f.	f.	PROPN
futech-459	331	14	,	,	PUNCT
futech-459	331	15	&	&	CCONJ
futech-459	331	16	mead	mead	PROPN
futech-459	331	17	,	,	PUNCT
futech-459	331	18	s.	s.	PROPN
futech-459	331	19	j.	j.	PROPN
futech-459	331	20	(	(	PUNCT
futech-459	331	21	2002	2002	NUM
futech-459	331	22	)	)	PUNCT
futech-459	331	23	.	.	PUNCT
futech-459	332	1	characterbased	characterbase	VERB
futech-459	332	2	interactive	interactive	ADJ
futech-459	332	3	storytelling	storytelling	NOUN
futech-459	332	4	.	.	PUNCT
futech-459	333	1	ieee	ieee	NOUN
futech-459	333	2	intelligent	intelligent	ADJ
futech-459	333	3	systems	system	NOUN
futech-459	333	4	,	,	PUNCT
futech-459	333	5	17	17	NUM
futech-459	333	6	,	,	PUNCT
futech-459	333	7	17–24	17–24	NUM
futech-459	333	8	.	.	PUNCT
futech-459	334	1	doi	doi	NOUN
futech-459	334	2	:	:	PUNCT
futech-459	334	3	https://doi.org/10.1109/mis.2002.1024747	https://doi.org/10.1109/mis.2002.1024747	PROPN
futech-459	335	1	[	[	X
futech-459	335	2	18	18	NUM
futech-459	335	3	]	]	X
futech-459	335	4	fan	fan	PROPN
futech-459	335	5	,	,	PUNCT
futech-459	335	6	a.	a.	PROPN
futech-459	335	7	,	,	PUNCT
futech-459	335	8	lewis	lewis	PROPN
futech-459	335	9	,	,	PUNCT
futech-459	335	10	m.	m.	NOUN
futech-459	335	11	,	,	PUNCT
futech-459	335	12	&	&	CCONJ
futech-459	335	13	dauphin	dauphin	PROPN
futech-459	335	14	,	,	PUNCT
futech-459	335	15	y.	y.	PROPN
futech-459	335	16	(	(	PUNCT
futech-459	335	17	2018	2018	NUM
futech-459	335	18	)	)	PUNCT
futech-459	335	19	.	.	PUNCT
futech-459	336	1	hierarchical	hierarchical	ADJ
futech-459	336	2	neural	neural	ADJ
futech-459	336	3	story	story	NOUN
futech-459	336	4	generation	generation	NOUN
futech-459	336	5	.	.	PUNCT
futech-459	337	1	proceedings	proceeding	NOUN
futech-459	337	2	of	of	ADP
futech-459	337	3	the	the	DET
futech-459	337	4	56th	56th	ADJ
futech-459	337	5	annual	annual	ADJ
futech-459	337	6	meeting	meeting	NOUN
futech-459	337	7	of	of	ADP
futech-459	337	8	the	the	DET
futech-459	337	9	association	association	NOUN
futech-459	337	10	for	for	ADP
futech-459	337	11	computational	computational	ADJ
futech-459	337	12	linguistics	linguistic	NOUN
futech-459	337	13	(	(	PUNCT
futech-459	337	14	volume	volume	NOUN
futech-459	337	15	1	1	NUM
futech-459	337	16	:	:	PUNCT
futech-459	337	17	long	long	ADJ
futech-459	337	18	papers	paper	NOUN
futech-459	337	19	)	)	PUNCT
futech-459	337	20	.	.	PUNCT
futech-459	338	1	doi	doi	PROPN
futech-459	338	2	:	:	PUNCT
futech-459	338	3	https://doi.org/10.48550/arxiv.1805.04833	https://doi.org/10.48550/arxiv.1805.04833	PROPN
futech-459	339	1	[	[	X
futech-459	339	2	19	19	NUM
futech-459	339	3	]	]	SYM
futech-459	339	4	xu	xu	PROPN
futech-459	339	5	,	,	PUNCT
futech-459	339	6	j.	j.	PROPN
futech-459	339	7	,	,	PUNCT
futech-459	339	8	ren	ren	PROPN
futech-459	339	9	,	,	PUNCT
futech-459	339	10	x.	x.	PROPN
futech-459	339	11	,	,	PUNCT
futech-459	339	12	zhang	zhang	PROPN
futech-459	339	13	,	,	PUNCT
futech-459	339	14	y.	y.	PROPN
futech-459	339	15	,	,	PUNCT
futech-459	339	16	zeng	zeng	PROPN
futech-459	339	17	,	,	PUNCT
futech-459	339	18	q.	q.	PROPN
futech-459	339	19	,	,	PUNCT
futech-459	339	20	cai	cai	PROPN
futech-459	339	21	,	,	PUNCT
futech-459	339	22	x.	x.	PROPN
futech-459	339	23	,	,	PUNCT
futech-459	339	24	&	&	CCONJ
futech-459	339	25	sun	sun	PROPN
futech-459	339	26	,	,	PUNCT
futech-459	339	27	x.	x.	NOUN
futech-459	339	28	(	(	PUNCT
futech-459	339	29	2018	2018	NUM
futech-459	339	30	)	)	PUNCT
futech-459	339	31	.	.	PUNCT
futech-459	340	1	a	a	DET
futech-459	340	2	skeleton	skeleton	NOUN
futech-459	340	3	-	-	PUNCT
futech-459	340	4	based	base	VERB
futech-459	340	5	model	model	NOUN
futech-459	340	6	for	for	ADP
futech-459	340	7	promoting	promote	VERB
futech-459	340	8	coherence	coherence	NOUN
futech-459	340	9	among	among	ADP
futech-459	340	10	sentences	sentence	NOUN
futech-459	340	11	in	in	ADP
futech-459	340	12	narrative	narrative	NOUN
futech-459	340	13	story	story	NOUN
futech-459	340	14	generation	generation	NOUN
futech-459	340	15	.	.	PUNCT
futech-459	341	1	arxiv	arxiv	PROPN
futech-459	341	2	preprint	preprint	PROPN
futech-459	341	3	arxiv:1808	arxiv:1808	NOUN
futech-459	341	4	.	.	PUNCT
futech-459	341	5	06945	06945	NUM
futech-459	341	6	.	.	PUNCT
futech-459	342	1	doi	doi	NOUN
futech-459	342	2	:	:	PUNCT
futech-459	342	3	https://doi.org/10.48550/arxiv.1808.06945	https://doi.org/10.48550/arxiv.1808.06945	PROPN
futech-459	342	4	[	[	X
futech-459	342	5	20	20	NUM
futech-459	342	6	]	]	SYM
futech-459	342	7	yao	yao	PROPN
futech-459	342	8	,	,	PUNCT
futech-459	342	9	l.	l.	PROPN
futech-459	342	10	,	,	PUNCT
futech-459	342	11	peng	peng	PROPN
futech-459	342	12	,	,	PUNCT
futech-459	342	13	n.	n.	PROPN
futech-459	342	14	,	,	PUNCT
futech-459	342	15	weischedel	weischedel	PROPN
futech-459	342	16	,	,	PUNCT
futech-459	342	17	r.	r.	PROPN
futech-459	342	18	,	,	PUNCT
futech-459	342	19	knight	knight	NOUN
futech-459	342	20	,	,	PUNCT
futech-459	342	21	k.	k.	PROPN
futech-459	342	22	,	,	PUNCT
futech-459	342	23	zhao	zhao	PROPN
futech-459	342	24	,	,	PUNCT
futech-459	342	25	d.	d.	PROPN
futech-459	342	26	,	,	PUNCT
futech-459	342	27	&	&	CCONJ
futech-459	342	28	yan	yan	PROPN
futech-459	342	29	,	,	PUNCT
futech-459	342	30	r.	r.	PROPN
futech-459	342	31	(	(	PUNCT
futech-459	342	32	2019	2019	NUM
futech-459	342	33	)	)	PUNCT
futech-459	342	34	.	.	PUNCT
futech-459	343	1	plan	plan	NOUN
futech-459	343	2	-	-	PUNCT
futech-459	343	3	and	and	CCONJ
futech-459	343	4	-	-	PUNCT
futech-459	343	5	write	write	NOUN
futech-459	343	6	:	:	PUNCT
futech-459	343	7	towards	towards	ADP
futech-459	343	8	better	well	ADJ
futech-459	343	9	automatic	automatic	ADJ
futech-459	343	10	storytelling	storytelling	NOUN
futech-459	343	11	.	.	PUNCT
futech-459	344	1	proceedings	proceeding	NOUN
futech-459	344	2	of	of	ADP
futech-459	344	3	the	the	DET
futech-459	344	4	aaai	aaai	PROPN
futech-459	344	5	conference	conference	NOUN
futech-459	344	6	on	on	ADP
futech-459	344	7	artificial	artificial	ADJ
futech-459	344	8	intelligence	intelligence	NOUN
futech-459	344	9	,	,	PUNCT
futech-459	344	10	33	33	NUM
futech-459	344	11	,	,	PUNCT
futech-459	344	12	7378–7385	7378–7385	NUM
futech-459	344	13	.	.	PUNCT
futech-459	345	1	doi	doi	NOUN
futech-459	345	2	:	:	PUNCT
futech-459	346	1	https://doi.org/10.1609/aaai.v33i01.33017378	https://doi.org/10.1609/aaai.v33i01.33017378	PROPN
futech-459	346	2	[	[	X
futech-459	346	3	21	21	NUM
futech-459	346	4	]	]	X
futech-459	346	5	wang	wang	PROPN
futech-459	346	6	,	,	PUNCT
futech-459	346	7	t.	t.	PROPN
futech-459	346	8	,	,	PUNCT
futech-459	346	9	&	&	CCONJ
futech-459	346	10	wan	wan	PROPN
futech-459	346	11	,	,	PUNCT
futech-459	346	12	x.	x.	NOUN
futech-459	346	13	(	(	PUNCT
futech-459	346	14	2019	2019	NUM
futech-459	346	15	)	)	PUNCT
futech-459	346	16	.	.	PUNCT
futech-459	347	1	t	t	PROPN
futech-459	347	2	-	-	PUNCT
futech-459	347	3	cvae	cvae	PROPN
futech-459	347	4	:	:	PUNCT
futech-459	347	5	transformerbased	transformerbase	VERB
futech-459	347	6	conditioned	condition	VERB
futech-459	347	7	variational	variational	ADJ
futech-459	347	8	autoencoder	autoencoder	NOUN
futech-459	347	9	for	for	ADP
futech-459	347	10	story	story	NOUN
futech-459	347	11	completion	completion	NOUN
futech-459	347	12	.	.	PUNCT
futech-459	348	1	ijcai	ijcai	PROPN
futech-459	348	2	,	,	PUNCT
futech-459	348	3	5233–5239	5233–5239	NUM
futech-459	348	4	.	.	PUNCT
futech-459	349	1	doi	doi	PROPN
futech-459	349	2	:	:	PUNCT
futech-459	349	3	https://doi.org/10.24963/ijcai.2019/727	https://doi.org/10.24963/ijcai.2019/727	PROPN
futech-459	350	1	[	[	X
futech-459	350	2	22	22	NUM
futech-459	350	3	]	]	X
futech-459	350	4	chen	chen	PROPN
futech-459	350	5	,	,	PUNCT
futech-459	350	6	g.	g.	PROPN
futech-459	350	7	,	,	PUNCT
futech-459	350	8	liu	liu	PROPN
futech-459	350	9	,	,	PUNCT
futech-459	350	10	y.	y.	PROPN
futech-459	350	11	,	,	PUNCT
futech-459	350	12	luan	luan	PROPN
futech-459	350	13	,	,	PUNCT
futech-459	350	14	h.	h.	PROPN
futech-459	350	15	,	,	PUNCT
futech-459	350	16	zhang	zhang	PROPN
futech-459	350	17	,	,	PUNCT
futech-459	350	18	m.	m.	NOUN
futech-459	350	19	,	,	PUNCT
futech-459	350	20	liu	liu	PROPN
futech-459	350	21	,	,	PUNCT
futech-459	350	22	q.	q.	PROPN
futech-459	350	23	,	,	PUNCT
futech-459	350	24	&	&	CCONJ
futech-459	350	25	sun	sun	PROPN
futech-459	350	26	,	,	PUNCT
futech-459	350	27	m.	m.	NOUN
futech-459	350	28	(	(	PUNCT
futech-459	350	29	2020	2020	NUM
futech-459	350	30	)	)	PUNCT
futech-459	350	31	.	.	PUNCT
futech-459	351	1	learning	learn	VERB
futech-459	351	2	to	to	PART
futech-459	351	3	generate	generate	VERB
futech-459	351	4	explainable	explainable	ADJ
futech-459	351	5	plots	plot	NOUN
futech-459	351	6	for	for	ADP
futech-459	351	7	neural	neural	ADJ
futech-459	351	8	story	story	NOUN
futech-459	351	9	generation	generation	NOUN
futech-459	351	10	.	.	PUNCT
futech-459	352	1	ieee	ieee	PROPN
futech-459	352	2	/	/	SYM
futech-459	352	3	acm	acm	PROPN
futech-459	352	4	transactions	transaction	NOUN
futech-459	352	5	on	on	ADP
futech-459	352	6	audio	audio	NOUN
futech-459	352	7	,	,	PUNCT
futech-459	352	8	speech	speech	NOUN
futech-459	352	9	,	,	PUNCT
futech-459	352	10	and	and	CCONJ
futech-459	352	11	language	language	NOUN
futech-459	352	12	processing	processing	NOUN
futech-459	352	13	,	,	PUNCT
futech-459	352	14	29	29	NUM
futech-459	352	15	,	,	PUNCT
futech-459	352	16	585–593	585–593	NUM
futech-459	352	17	.	.	PUNCT
futech-459	353	1	doi	doi	NOUN
futech-459	353	2	:	:	PUNCT
futech-459	354	1	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	354	2	[	[	X
futech-459	354	3	23	23	NUM
futech-459	354	4	]	]	X
futech-459	354	5	zhang	zhang	PROPN
futech-459	354	6	,	,	PUNCT
futech-459	354	7	y.	y.	PROPN
futech-459	354	8	,	,	PUNCT
futech-459	354	9	shi	shi	PROPN
futech-459	354	10	,	,	PUNCT
futech-459	354	11	x.	x.	PROPN
futech-459	354	12	,	,	PUNCT
futech-459	354	13	mi	mi	PROPN
futech-459	354	14	,	,	PUNCT
futech-459	354	15	s.	s.	PROPN
futech-459	354	16	,	,	PUNCT
futech-459	354	17	&	&	CCONJ
futech-459	354	18	yang	yang	PROPN
futech-459	354	19	,	,	PUNCT
futech-459	354	20	x.	x.	NOUN
futech-459	354	21	(	(	PUNCT
futech-459	354	22	2021	2021	NUM
futech-459	354	23	)	)	PUNCT
futech-459	354	24	.	.	PUNCT
futech-459	355	1	image	image	NOUN
futech-459	355	2	captioning	caption	VERB
futech-459	355	3	with	with	ADP
futech-459	355	4	transformer	transformer	NOUN
futech-459	355	5	and	and	CCONJ
futech-459	355	6	knowledge	knowledge	NOUN
futech-459	355	7	graph	graph	NOUN
futech-459	355	8	.	.	PUNCT
futech-459	356	1	pattern	pattern	NOUN
futech-459	356	2	recognition	recognition	NOUN
futech-459	356	3	letters	letter	NOUN
futech-459	356	4	,	,	PUNCT
futech-459	356	5	143	143	NUM
futech-459	356	6	,	,	PUNCT
futech-459	356	7	43	43	NUM
futech-459	356	8	-	-	SYM
futech-459	356	9	49	49	NUM
futech-459	356	10	.	.	PUNCT
futech-459	357	1	doi	doi	NOUN
futech-459	357	2	:	:	PUNCT
futech-459	357	3	https://doi.org/10.1016/j.patrec.2020.12.020	https://doi.org/10.1016/j.patrec.2020.12.020	NOUN
futech-459	357	4	[	[	X
futech-459	357	5	24	24	NUM
futech-459	357	6	]	]	SYM
futech-459	357	7	chen	chen	PROPN
futech-459	357	8	,	,	PUNCT
futech-459	357	9	g.	g.	PROPN
futech-459	357	10	,	,	PUNCT
futech-459	357	11	liu	liu	PROPN
futech-459	357	12	,	,	PUNCT
futech-459	357	13	y.	y.	PROPN
futech-459	357	14	,	,	PUNCT
futech-459	357	15	luan	luan	PROPN
futech-459	357	16	,	,	PUNCT
futech-459	357	17	h.	h.	PROPN
futech-459	357	18	,	,	PUNCT
futech-459	357	19	zhang	zhang	PROPN
futech-459	357	20	,	,	PUNCT
futech-459	357	21	m.	m.	NOUN
futech-459	357	22	,	,	PUNCT
futech-459	357	23	liu	liu	PROPN
futech-459	357	24	,	,	PUNCT
futech-459	357	25	q.	q.	PROPN
futech-459	357	26	,	,	PUNCT
futech-459	357	27	&	&	CCONJ
futech-459	357	28	sun	sun	PROPN
futech-459	357	29	,	,	PUNCT
futech-459	357	30	m.	m.	NOUN
futech-459	357	31	(	(	PUNCT
futech-459	357	32	2021	2021	NUM
futech-459	357	33	)	)	PUNCT
futech-459	357	34	.	.	PUNCT
futech-459	358	1	learning	learn	VERB
futech-459	358	2	to	to	PART
futech-459	358	3	generate	generate	VERB
futech-459	358	4	explainable	explainable	ADJ
futech-459	358	5	plots	plot	NOUN
futech-459	358	6	for	for	ADP
futech-459	358	7	neural	neural	ADJ
futech-459	358	8	story	story	NOUN
futech-459	358	9	generation	generation	NOUN
futech-459	358	10	.	.	PUNCT
futech-459	359	1	acm	acm	PROPN
futech-459	359	2	transactions	transaction	NOUN
futech-459	359	3	on	on	ADP
futech-459	359	4	audio	audio	NOUN
futech-459	359	5	,	,	PUNCT
futech-459	359	6	speech	speech	NOUN
futech-459	359	7	,	,	PUNCT
futech-459	359	8	and	and	CCONJ
futech-459	359	9	language	language	NOUN
futech-459	359	10	processing	processing	NOUN
futech-459	359	11	,	,	PUNCT
futech-459	359	12	29	29	NUM
futech-459	359	13	,	,	PUNCT
futech-459	359	14	585–593	585–593	NUM
futech-459	359	15	.	.	PUNCT
futech-459	360	1	doi	doi	NOUN
futech-459	360	2	:	:	PUNCT
futech-459	361	1	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	361	2	[	[	X
futech-459	361	3	25	25	NUM
futech-459	361	4	]	]	PUNCT
futech-459	361	5	brahman	brahman	PROPN
futech-459	361	6	,	,	PUNCT
futech-459	361	7	f.	f.	PROPN
futech-459	361	8	,	,	PUNCT
futech-459	361	9	&	&	CCONJ
futech-459	361	10	chaturvedi	chaturvedi	PROPN
futech-459	361	11	,	,	PUNCT
futech-459	361	12	s.	s.	PROPN
futech-459	361	13	(	(	PUNCT
futech-459	361	14	2020	2020	NUM
futech-459	361	15	)	)	PUNCT
futech-459	361	16	.	.	PUNCT
futech-459	362	1	modeling	model	VERB
futech-459	362	2	protagonist	protagonist	NOUN
futech-459	362	3	emotions	emotion	NOUN
futech-459	362	4	for	for	ADP
futech-459	362	5	emotion	emotion	NOUN
futech-459	362	6	-	-	PUNCT
futech-459	362	7	aware	aware	ADJ
futech-459	362	8	storytelling	storytelling	NOUN
futech-459	362	9	.	.	PUNCT
futech-459	363	1	arxiv	arxiv	PROPN
futech-459	363	2	preprint	preprint	NOUN
futech-459	363	3	arxiv:2010	arxiv:2010	NOUN
futech-459	363	4	.	.	PUNCT
futech-459	363	5	06822	06822	NUM
futech-459	363	6	.	.	PUNCT
futech-459	364	1	doi	doi	NOUN
futech-459	364	2	:	:	PUNCT
futech-459	364	3	https://doi.org/10.48550/arxiv.2010.06822	https://doi.org/10.48550/arxiv.2010.06822	PROPN
futech-459	365	1	[	[	X
futech-459	365	2	26	26	NUM
futech-459	365	3	]	]	X
futech-459	365	4	tan	tan	PROPN
futech-459	365	5	,	,	PUNCT
futech-459	365	6	b.	b.	PROPN
futech-459	365	7	,	,	PUNCT
futech-459	365	8	yang	yang	PROPN
futech-459	365	9	,	,	PUNCT
futech-459	365	10	z.	z.	PROPN
futech-459	365	11	,	,	PUNCT
futech-459	365	12	ai	ai	NOUN
futech-459	365	13	-	-	PUNCT
futech-459	365	14	shedivat	shedivat	NOUN
futech-459	365	15	,	,	PUNCT
futech-459	365	16	m.	m.	NOUN
futech-459	365	17	,	,	PUNCT
futech-459	365	18	xing	xing	PROPN
futech-459	365	19	,	,	PUNCT
futech-459	365	20	e.	e.	PROPN
futech-459	365	21	p.	p.	PROPN
futech-459	365	22	,	,	PUNCT
futech-459	365	23	&	&	CCONJ
futech-459	365	24	hu	hu	PROPN
futech-459	365	25	,	,	PUNCT
futech-459	365	26	z.	z.	PROPN
futech-459	365	27	(	(	PUNCT
futech-459	365	28	2020	2020	NUM
futech-459	365	29	)	)	PUNCT
futech-459	365	30	.	.	PUNCT
futech-459	366	1	progressive	progressive	ADJ
futech-459	366	2	generation	generation	NOUN
futech-459	366	3	of	of	ADP
futech-459	366	4	long	long	ADJ
futech-459	366	5	text	text	NOUN
futech-459	366	6	with	with	ADP
futech-459	366	7	pretrained	pretraine	VERB
futech-459	366	8	language	language	NOUN
futech-459	366	9	models	model	NOUN
futech-459	366	10	.	.	PUNCT
futech-459	367	1	arxiv	arxiv	PROPN
futech-459	367	2	preprint	preprint	NOUN
futech-459	367	3	arxiv:2006	arxiv:2006	NOUN
futech-459	367	4	.	.	PUNCT
futech-459	367	5	15720	15720	NUM
futech-459	367	6	.	.	PUNCT
futech-459	368	1	doi	doi	NOUN
futech-459	368	2	:	:	PUNCT
futech-459	368	3	https://doi.org/10.48550/arxiv.2006.15720	https://doi.org/10.48550/arxiv.2006.15720	PROPN
futech-459	368	4	[	[	X
futech-459	368	5	27	27	NUM
futech-459	368	6	]	]	SYM
futech-459	368	7	min	min	PROPN
futech-459	368	8	,	,	PUNCT
futech-459	368	9	k.	k.	PROPN
futech-459	368	10	,	,	PUNCT
futech-459	368	11	dang	dang	PROPN
futech-459	368	12	,	,	PUNCT
futech-459	368	13	m.	m.	NOUN
futech-459	368	14	,	,	PUNCT
futech-459	368	15	&	&	CCONJ
futech-459	368	16	moon	moon	PROPN
futech-459	368	17	,	,	PUNCT
futech-459	368	18	h.	h.	PROPN
futech-459	368	19	(	(	PUNCT
futech-459	368	20	2021	2021	NUM
futech-459	368	21	)	)	PUNCT
futech-459	368	22	.	.	PUNCT
futech-459	369	1	deep	deep	ADJ
futech-459	369	2	learningbased	learningbase	VERB
futech-459	369	3	short	short	ADJ
futech-459	369	4	story	story	NOUN
futech-459	369	5	generation	generation	NOUN
futech-459	369	6	for	for	ADP
futech-459	369	7	an	an	DET
futech-459	369	8	image	image	NOUN
futech-459	369	9	using	use	VERB
futech-459	369	10	the	the	DET
futech-459	369	11	encoder	encoder	NOUN
futech-459	369	12	-	-	PUNCT
futech-459	369	13	decoder	decoder	NOUN
futech-459	369	14	structure	structure	NOUN
futech-459	369	15	.	.	PUNCT
futech-459	370	1	ieee	ieee	NOUN
futech-459	370	2	access	access	NOUN
futech-459	370	3	,	,	PUNCT
futech-459	370	4	9	9	NUM
futech-459	370	5	,	,	PUNCT
futech-459	370	6	113550	113550	NUM
futech-459	370	7	–	–	PUNCT
futech-459	370	8	113557	113557	NUM
futech-459	370	9	.	.	PUNCT
futech-459	371	1	doi	doi	NOUN
futech-459	371	2	:	:	PUNCT
futech-459	372	1	https://doi.org/10.1109/access.2021.3104276	https://doi.org/10.1109/access.2021.3104276	PROPN
futech-459	372	2	[	[	X
futech-459	372	3	28	28	NUM
futech-459	372	4	]	]	X
futech-459	372	5	wu	wu	PROPN
futech-459	372	6	,	,	PUNCT
futech-459	372	7	c.	c.	PROPN
futech-459	372	8	,	,	PUNCT
futech-459	372	9	wang	wang	PROPN
futech-459	372	10	,	,	PUNCT
futech-459	372	11	j.	j.	PROPN
futech-459	372	12	,	,	PUNCT
futech-459	372	13	yuan	yuan	PROPN
futech-459	372	14	,	,	PUNCT
futech-459	372	15	s.	s.	PROPN
futech-459	372	16	,	,	PUNCT
futech-459	372	17	wang	wang	PROPN
futech-459	372	18	,	,	PUNCT
futech-459	372	19	l.	l.	PROPN
futech-459	372	20	,	,	PUNCT
futech-459	372	21	&	&	CCONJ
futech-459	372	22	zhang	zhang	PROPN
futech-459	372	23	,	,	PUNCT
futech-459	372	24	w.	w.	PROPN
futech-459	372	25	(	(	PUNCT
futech-459	372	26	2021	2021	NUM
futech-459	372	27	)	)	PUNCT
futech-459	372	28	.	.	PUNCT
futech-459	373	1	generate	generate	VERB
futech-459	373	2	classical	classical	ADJ
futech-459	373	3	chinese	chinese	ADJ
futech-459	373	4	poems	poem	NOUN
futech-459	373	5	with	with	ADP
futech-459	373	6	theme	theme	NOUN
futech-459	373	7	-	-	PUNCT
futech-459	373	8	style	style	NOUN
futech-459	373	9	from	from	ADP
futech-459	373	10	images	image	NOUN
futech-459	373	11	.	.	PUNCT
futech-459	374	1	pattern	pattern	NOUN
futech-459	374	2	recognition	recognition	NOUN
futech-459	374	3	letters	letter	NOUN
futech-459	374	4	,	,	PUNCT
futech-459	374	5	149	149	NUM
futech-459	374	6	,	,	PUNCT
futech-459	374	7	75–82	75–82	NUM
futech-459	374	8	.	.	PUNCT
futech-459	375	1	https://www.mikecaptain.com/resources/pdf/gpt-1.pdf	https://www.mikecaptain.com/resources/pdf/gpt-1.pdf	NOUN
futech-459	375	2	https://doi.org/10.1016/j.ijinfomgt.2023.102642	https://doi.org/10.1016/j.ijinfomgt.2023.102642	VERB
futech-459	375	3	https://aclanthology.org/j92-4003/	https://aclanthology.org/j92-4003/	NOUN
futech-459	375	4	https://doi.org/10.1145/3617680	https://doi.org/10.1145/3617680	ADV
futech-459	375	5	https://doi.org/10.4324/9781315806464	https://doi.org/10.4324/9781315806464	ADP
futech-459	375	6	https://doi.org/10.4324/9781410602398	https://doi.org/10.4324/9781410602398	NOUN
futech-459	376	1	https://doi.org/10.1109/access.2023.3295781	https://doi.org/10.1109/access.2023.3295781	PROPN
futech-459	376	2	https://doi.org/10.1016/0304-422x(85)90015-4	https://doi.org/10.1016/0304-422x(85)90015-4	PROPN
futech-459	377	1	https://doi.org/10.1080/09528130010029820	https://doi.org/10.1080/09528130010029820	ADV
futech-459	377	2	https://doi.org/10.1613/jair.2989	https://doi.org/10.1613/jair.2989	ADJ
futech-459	377	3	https://doi.org/10.1109/mis.2002.1024747	https://doi.org/10.1109/mis.2002.1024747	PROPN
futech-459	377	4	https://doi.org/10.48550/arxiv.1805.04833	https://doi.org/10.48550/arxiv.1805.04833	PROPN
futech-459	378	1	https://doi.org/10.48550/arxiv.1808.06945	https://doi.org/10.48550/arxiv.1808.06945	PROPN
futech-459	378	2	https://doi.org/10.1609/aaai.v33i01.33017378	https://doi.org/10.1609/aaai.v33i01.33017378	PROPN
futech-459	378	3	https://doi.org/10.24963/ijcai.2019/727	https://doi.org/10.24963/ijcai.2019/727	PROPN
futech-459	379	1	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	379	2	https://doi.org/10.1016/j.patrec.2020.12.020	https://doi.org/10.1016/j.patrec.2020.12.020	VERB
futech-459	379	3	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	379	4	https://doi.org/10.48550/arxiv.2010.06822	https://doi.org/10.48550/arxiv.2010.06822	PROPN
futech-459	379	5	https://doi.org/10.48550/arxiv.2006.15720	https://doi.org/10.48550/arxiv.2006.15720	PROPN
futech-459	380	1	https://doi.org/10.1109/access.2021.3104276	https://doi.org/10.1109/access.2021.3104276	PROPN
futech-459	380	2	ah	ah	INTJ
futech-459	380	3	.	.	PUNCT
futech-459	381	1	kachare	kachare	PROPN
futech-459	381	2	et	et	PROPN
futech-459	381	3	al	al	PROPN
futech-459	381	4	.	.	PROPN
futech-459	381	5	/future	/future	PUNCT
futech-459	381	6	technology	technology	PROPN
futech-459	381	7	november	november	PROPN
futech-459	381	8	2025|	2025|	NUM
futech-459	381	9	volume	volume	NOUN
futech-459	381	10	04	04	NUM
futech-459	382	1	|	|	ADV
futech-459	382	2	issue	issue	VERB
futech-459	382	3	04	04	NUM
futech-459	383	1	|	|	CCONJ
futech-459	383	2	pages	page	VERB
futech-459	383	3	138	138	NUM
futech-459	383	4	-	-	SYM
futech-459	383	5	145	145	NUM
futech-459	383	6	145	145	NUM
futech-459	383	7	doi	doi	NOUN
futech-459	383	8	:	:	PUNCT
futech-459	383	9	https://doi.org/10.1016/j.patrec.2021.05.016	https://doi.org/10.1016/j.patrec.2021.05.016	PROPN
futech-459	384	1	[	[	X
futech-459	384	2	29	29	NUM
futech-459	384	3	]	]	X
futech-459	384	4	liu	liu	PROPN
futech-459	384	5	,	,	PUNCT
futech-459	384	6	y.	y.	PROPN
futech-459	384	7	,	,	PUNCT
futech-459	384	8	huang	huang	PROPN
futech-459	384	9	,	,	PUNCT
futech-459	384	10	q.	q.	PROPN
futech-459	384	11	,	,	PUNCT
futech-459	384	12	li	li	PROPN
futech-459	384	13	,	,	PUNCT
futech-459	384	14	j.	j.	PROPN
futech-459	384	15	,	,	PUNCT
futech-459	384	16	mo	mo	PROPN
futech-459	384	17	,	,	PUNCT
futech-459	384	18	l.	l.	PROPN
futech-459	384	19	,	,	PUNCT
futech-459	384	20	cai	cai	PROPN
futech-459	384	21	,	,	PUNCT
futech-459	384	22	y.	y.	PROPN
futech-459	384	23	,	,	PUNCT
futech-459	384	24	&	&	CCONJ
futech-459	384	25	li	li	PROPN
futech-459	384	26	,	,	PUNCT
futech-459	384	27	q.	q.	PROPN
futech-459	384	28	(	(	PUNCT
futech-459	384	29	2022	2022	NUM
futech-459	384	30	)	)	PUNCT
futech-459	384	31	.	.	PUNCT
futech-459	385	1	ssap	ssap	NOUN
futech-459	385	2	:	:	PUNCT
futech-459	385	3	storylines	storyline	NOUN
futech-459	385	4	and	and	CCONJ
futech-459	385	5	sentiment	sentiment	NOUN
futech-459	385	6	aware	aware	ADJ
futech-459	385	7	pre	pre	ADJ
futech-459	385	8	-	-	ADJ
futech-459	385	9	trained	train	VERB
futech-459	385	10	model	model	NOUN
futech-459	385	11	for	for	ADP
futech-459	385	12	story	story	NOUN
futech-459	385	13	ending	end	VERB
futech-459	385	14	generation	generation	NOUN
futech-459	385	15	.	.	PUNCT
futech-459	386	1	ieee	ieee	PROPN
futech-459	386	2	/	/	SYM
futech-459	386	3	acm	acm	PROPN
futech-459	386	4	transactions	transaction	NOUN
futech-459	386	5	on	on	ADP
futech-459	386	6	audio	audio	NOUN
futech-459	386	7	,	,	PUNCT
futech-459	386	8	speech	speech	NOUN
futech-459	386	9	,	,	PUNCT
futech-459	386	10	and	and	CCONJ
futech-459	386	11	language	language	NOUN
futech-459	386	12	processing	processing	NOUN
futech-459	386	13	,	,	PUNCT
futech-459	386	14	30	30	NUM
futech-459	386	15	,	,	PUNCT
futech-459	386	16	686–694	686–694	NUM
futech-459	386	17	.	.	PUNCT
futech-459	386	18	doi	doi	NOUN
futech-459	386	19	:	:	PUNCT
futech-459	387	1	https://doi.org/10.1109/taslp.2022.3145320	https://doi.org/10.1109/taslp.2022.3145320	NOUN
futech-459	388	1	[	[	X
futech-459	388	2	30	30	NUM
futech-459	388	3	]	]	X
futech-459	388	4	jin	jin	NOUN
futech-459	388	5	,	,	PUNCT
futech-459	388	6	y.	y.	PROPN
futech-459	388	7	,	,	PUNCT
futech-459	388	8	kadam	kadam	PROPN
futech-459	388	9	,	,	PUNCT
futech-459	388	10	v.	v.	PROPN
futech-459	388	11	,	,	PUNCT
futech-459	388	12	&	&	CCONJ
futech-459	388	13	wanvarie	wanvarie	PROPN
futech-459	388	14	,	,	PUNCT
futech-459	388	15	d.	d.	PROPN
futech-459	388	16	(	(	PUNCT
futech-459	388	17	2022	2022	NUM
futech-459	388	18	)	)	PUNCT
futech-459	388	19	.	.	PUNCT
futech-459	389	1	plot	plot	NOUN
futech-459	389	2	writing	writing	NOUN
futech-459	389	3	from	from	ADP
futech-459	389	4	pre	pre	ADJ
futech-459	389	5	-	-	ADJ
futech-459	389	6	trained	train	VERB
futech-459	389	7	language	language	NOUN
futech-459	389	8	models	model	NOUN
futech-459	389	9	.	.	PUNCT
futech-459	390	1	arxiv	arxiv	PROPN
futech-459	390	2	preprint	preprint	NOUN
futech-459	390	3	arxiv:2206	arxiv:2206	NOUN
futech-459	390	4	.	.	PUNCT
futech-459	390	5	03021	03021	NUM
futech-459	390	6	.	.	PUNCT
futech-459	391	1	doi	doi	NOUN
futech-459	391	2	:	:	PUNCT
futech-459	392	1	https://doi.org/10.48550/arxiv.2206.03021	https://doi.org/10.48550/arxiv.2206.03021	PROPN
futech-459	392	2	[	[	X
futech-459	392	3	31	31	NUM
futech-459	392	4	]	]	X
futech-459	392	5	chen	chen	PROPN
futech-459	392	6	,	,	PUNCT
futech-459	392	7	y.	y.	PROPN
futech-459	392	8	,	,	PUNCT
futech-459	392	9	li	li	PROPN
futech-459	392	10	,	,	PUNCT
futech-459	392	11	r.	r.	PROPN
futech-459	392	12	,	,	PUNCT
futech-459	392	13	shi	shi	PROPN
futech-459	392	14	,	,	PUNCT
futech-459	392	15	b.	b.	PROPN
futech-459	392	16	,	,	PUNCT
futech-459	392	17	liu	liu	PROPN
futech-459	392	18	,	,	PUNCT
futech-459	392	19	p.	p.	PROPN
futech-459	392	20	,	,	PUNCT
futech-459	392	21	&	&	CCONJ
futech-459	392	22	si	si	PROPN
futech-459	392	23	,	,	PUNCT
futech-459	392	24	m.	m.	NOUN
futech-459	392	25	(	(	PUNCT
futech-459	392	26	2023	2023	NUM
futech-459	392	27	)	)	PUNCT
futech-459	392	28	.	.	PUNCT
futech-459	393	1	visual	visual	ADJ
futech-459	393	2	story	story	NOUN
futech-459	393	3	generation	generation	NOUN
futech-459	393	4	based	base	VERB
futech-459	393	5	on	on	ADP
futech-459	393	6	emotion	emotion	NOUN
futech-459	393	7	and	and	CCONJ
futech-459	393	8	keywords	keyword	NOUN
futech-459	393	9	.	.	PUNCT
futech-459	394	1	arxiv	arxiv	PROPN
futech-459	394	2	preprint	preprint	NOUN
futech-459	394	3	arxiv:2301	arxiv:2301	NOUN
futech-459	394	4	.	.	PUNCT
futech-459	395	1	02777	02777	NUM
futech-459	395	2	.	.	PUNCT
futech-459	396	1	doi	doi	NOUN
futech-459	396	2	:	:	PUNCT
futech-459	397	1	https://doi.org/10.48550/arxiv.2301.02777	https://doi.org/10.48550/arxiv.2301.02777	PROPN
futech-459	397	2	[	[	PUNCT
futech-459	397	3	32	32	NUM
futech-459	397	4	]	]	X
futech-459	397	5	khan	khan	PROPN
futech-459	397	6	,	,	PUNCT
futech-459	397	7	l.	l.	PROPN
futech-459	397	8	p.	p.	PROPN
futech-459	397	9	,	,	PUNCT
futech-459	397	10	gupta	gupta	PROPN
futech-459	397	11	,	,	PUNCT
futech-459	397	12	v.	v.	PROPN
futech-459	397	13	,	,	PUNCT
futech-459	397	14	bedi	bedi	PROPN
futech-459	397	15	,	,	PUNCT
futech-459	397	16	s.	s.	PROPN
futech-459	397	17	,	,	PUNCT
futech-459	397	18	&	&	CCONJ
futech-459	397	19	singhal	singhal	PROPN
futech-459	397	20	,	,	PUNCT
futech-459	397	21	a.	a.	NOUN
futech-459	397	22	(	(	PUNCT
futech-459	397	23	2023	2023	NUM
futech-459	397	24	)	)	PUNCT
futech-459	397	25	.	.	PUNCT
futech-459	398	1	storygenai	storygenai	ADV
futech-459	398	2	:	:	PUNCT
futech-459	398	3	an	an	DET
futech-459	398	4	automatic	automatic	ADJ
futech-459	398	5	genre	genre	NOUN
futech-459	398	6	-	-	PUNCT
futech-459	398	7	keyword	keyword	NOUN
futech-459	398	8	based	base	VERB
futech-459	398	9	story	story	NOUN
futech-459	398	10	generation	generation	NOUN
futech-459	398	11	.	.	PUNCT
futech-459	399	1	2023	2023	NUM
futech-459	399	2	international	international	ADJ
futech-459	399	3	conference	conference	NOUN
futech-459	399	4	on	on	ADP
futech-459	399	5	computational	computational	ADJ
futech-459	399	6	intelligence	intelligence	NOUN
futech-459	399	7	and	and	CCONJ
futech-459	399	8	sustainable	sustainable	ADJ
futech-459	399	9	engineering	engineering	NOUN
futech-459	399	10	solutions	solution	NOUN
futech-459	399	11	(	(	PUNCT
futech-459	399	12	cises	cis	NOUN
futech-459	399	13	)	)	PUNCT
futech-459	399	14	,	,	PUNCT
futech-459	399	15	955–960	955–960	NUM
futech-459	399	16	.	.	PUNCT
futech-459	400	1	doi	doi	NOUN
futech-459	400	2	:	:	PUNCT
futech-459	400	3	https://doi.org/10.1109/cises58720.2023.10183482	https://doi.org/10.1109/cises58720.2023.10183482	PROPN
futech-459	400	4	[	[	X
futech-459	400	5	33	33	NUM
futech-459	400	6	]	]	X
futech-459	400	7	hartmann	hartmann	PROPN
futech-459	400	8	,	,	PUNCT
futech-459	400	9	j.	j.	PROPN
futech-459	400	10	(	(	PUNCT
futech-459	400	11	2022	2022	NUM
futech-459	400	12	)	)	PUNCT
futech-459	400	13	.	.	PUNCT
futech-459	401	1	emotion	emotion	NOUN
futech-459	401	2	english	english	PROPN
futech-459	401	3	distilrobertabase	distilrobertabase	NOUN
futech-459	401	4	.	.	PUNCT
futech-459	402	1	see	see	VERB
futech-459	402	2	link	link	NOUN
futech-459	402	3	:	:	PUNCT
futech-459	402	4	https://huggingface.co/j-hartmann/emotionenglish-distilroberta-base	https://huggingface.co/j-hartmann/emotionenglish-distilroberta-base	NOUN
futech-459	402	5	[	[	X
futech-459	402	6	34	34	NUM
futech-459	402	7	]	]	X
futech-459	402	8	lee	lee	PROPN
futech-459	402	9	-	-	PUNCT
futech-459	402	10	thorp	thorp	PROPN
futech-459	402	11	,	,	PUNCT
futech-459	402	12	j.	j.	PROPN
futech-459	402	13	,	,	PUNCT
futech-459	402	14	ainslie	ainslie	PROPN
futech-459	402	15	,	,	PUNCT
futech-459	402	16	j.	j.	PROPN
futech-459	402	17	,	,	PUNCT
futech-459	402	18	eckstein	eckstein	PROPN
futech-459	402	19	,	,	PUNCT
futech-459	402	20	i.	i.	PROPN
futech-459	402	21	,	,	PUNCT
futech-459	402	22	&	&	CCONJ
futech-459	402	23	ontanon	ontanon	PROPN
futech-459	402	24	,	,	PUNCT
futech-459	402	25	s.	s.	PROPN
futech-459	402	26	(	(	PUNCT
futech-459	402	27	2021	2021	NUM
futech-459	402	28	)	)	PUNCT
futech-459	402	29	.	.	PUNCT
futech-459	403	1	fnet	fnet	ADV
futech-459	403	2	:	:	PUNCT
futech-459	403	3	mixing	mix	VERB
futech-459	403	4	tokens	token	NOUN
futech-459	403	5	with	with	ADP
futech-459	403	6	fourier	fouri	ADJ
futech-459	403	7	transforms	transform	NOUN
futech-459	403	8	.	.	PUNCT
futech-459	404	1	arxiv	arxiv	PROPN
futech-459	404	2	preprint	preprint	PROPN
futech-459	404	3	arxiv:2105.03824	arxiv:2105.03824	PROPN
futech-459	404	4	.	.	PUNCT
futech-459	405	1	doi	doi	PROPN
futech-459	405	2	:	:	PUNCT
futech-459	405	3	https://doi.org/10.48550/arxiv.2105.03824	https://doi.org/10.48550/arxiv.2105.03824	PROPN
futech-459	406	1	[	[	X
futech-459	406	2	35	35	NUM
futech-459	406	3	]	]	X
futech-459	406	4	fu	fu	PROPN
futech-459	406	5	,	,	PUNCT
futech-459	406	6	k.	k.	PROPN
futech-459	406	7	,	,	PUNCT
futech-459	406	8	li	li	PROPN
futech-459	406	9	,	,	PUNCT
futech-459	406	10	h.	h.	PROPN
futech-459	406	11	,	,	PUNCT
futech-459	406	12	&	&	CCONJ
futech-459	406	13	shi	shi	PROPN
futech-459	406	14	,	,	PUNCT
futech-459	406	15	x.	x.	NOUN
futech-459	406	16	(	(	PUNCT
futech-459	406	17	2024	2024	NUM
futech-459	406	18	)	)	PUNCT
futech-459	406	19	.	.	PUNCT
futech-459	407	1	an	an	DET
futech-459	407	2	encoder	encoder	NOUN
futech-459	407	3	-	-	PUNCT
futech-459	407	4	decoder	decoder	NOUN
futech-459	407	5	architecture	architecture	NOUN
futech-459	407	6	with	with	ADP
futech-459	407	7	fourier	fouri	ADJ
futech-459	407	8	attention	attention	NOUN
futech-459	407	9	for	for	ADP
futech-459	407	10	chaotic	chaotic	ADJ
futech-459	407	11	time	time	NOUN
futech-459	407	12	series	series	PROPN
futech-459	407	13	multi	multi	ADJ
futech-459	407	14	-	-	ADJ
futech-459	407	15	step	step	ADJ
futech-459	407	16	prediction	prediction	NOUN
futech-459	407	17	.	.	PUNCT
futech-459	408	1	applied	apply	VERB
futech-459	408	2	soft	soft	ADJ
futech-459	408	3	computing	computing	NOUN
futech-459	408	4	,	,	PUNCT
futech-459	408	5	156(111409	156(111409	NUM
futech-459	408	6	)	)	PUNCT
futech-459	408	7	,	,	PUNCT
futech-459	408	8	111409	111409	NUM
futech-459	408	9	.	.	PUNCT
futech-459	409	1	doi	doi	NOUN
futech-459	409	2	:	:	PUNCT
futech-459	409	3	https://doi.org/10.1016/j.asoc.2024.111409	https://doi.org/10.1016/j.asoc.2024.111409	PROPN
futech-459	409	4	[	[	X
futech-459	409	5	36	36	NUM
futech-459	409	6	]	]	X
futech-459	409	7	dittakan	dittakan	PROPN
futech-459	409	8	,	,	PUNCT
futech-459	409	9	k.	k.	PROPN
futech-459	409	10	,	,	PUNCT
futech-459	409	11	prompitak	prompitak	ADV
futech-459	409	12	,	,	PUNCT
futech-459	409	13	k.	k.	PROPN
futech-459	409	14	,	,	PUNCT
futech-459	409	15	thungklang	thungklang	PROPN
futech-459	409	16	,	,	PUNCT
futech-459	409	17	p.	p.	PROPN
futech-459	409	18	,	,	PUNCT
futech-459	409	19	&	&	CCONJ
futech-459	409	20	wongwattanakit	wongwattanakit	PROPN
futech-459	409	21	,	,	PUNCT
futech-459	409	22	c.	c.	PROPN
futech-459	409	23	(	(	PUNCT
futech-459	409	24	2023	2023	NUM
futech-459	409	25	)	)	PUNCT
futech-459	409	26	.	.	PUNCT
futech-459	410	1	image	image	NOUN
futech-459	410	2	caption	caption	NOUN
futech-459	410	3	generation	generation	NOUN
futech-459	410	4	using	use	VERB
futech-459	410	5	transformer	transformer	NOUN
futech-459	410	6	learning	learning	NOUN
futech-459	410	7	methods	method	NOUN
futech-459	410	8	:	:	PUNCT
futech-459	410	9	a	a	DET
futech-459	410	10	case	case	NOUN
futech-459	410	11	study	study	NOUN
futech-459	410	12	on	on	ADP
futech-459	410	13	instagram	instagram	PROPN
futech-459	410	14	image	image	NOUN
futech-459	410	15	.	.	PUNCT
futech-459	411	1	multimedia	multimedia	NOUN
futech-459	411	2	tools	tool	NOUN
futech-459	411	3	and	and	CCONJ
futech-459	411	4	applications	application	NOUN
futech-459	411	5	,	,	PUNCT
futech-459	411	6	83(15	83(15	PROPN
futech-459	411	7	)	)	PUNCT
futech-459	411	8	,	,	PUNCT
futech-459	411	9	46397–46417	46397–46417	NUM
futech-459	411	10	.	.	PUNCT
futech-459	412	1	doi	doi	NOUN
futech-459	412	2	:	:	PUNCT
futech-459	412	3	https://doi.org/10.1007/s11042-023-17275-9	https://doi.org/10.1007/s11042-023-17275-9	NUM
futech-459	412	4	[	[	X
futech-459	412	5	37	37	NUM
futech-459	412	6	]	]	PUNCT
futech-459	412	7	danescu	danescu	NOUN
futech-459	412	8	-	-	PUNCT
futech-459	412	9	niculescu	niculescu	NOUN
futech-459	412	10	-	-	PUNCT
futech-459	412	11	mizil	mizil	NOUN
futech-459	412	12	,	,	PUNCT
futech-459	412	13	c.	c.	PROPN
futech-459	412	14	,	,	PUNCT
futech-459	412	15	&	&	CCONJ
futech-459	412	16	lee	lee	PROPN
futech-459	412	17	,	,	PUNCT
futech-459	412	18	l.	l.	PROPN
futech-459	412	19	(	(	PUNCT
futech-459	412	20	2011	2011	NUM
futech-459	412	21	)	)	PUNCT
futech-459	412	22	.	.	PUNCT
futech-459	413	1	chameleons	chameleon	NOUN
futech-459	413	2	in	in	ADP
futech-459	413	3	imagined	imagined	ADJ
futech-459	413	4	conversations	conversation	NOUN
futech-459	413	5	:	:	PUNCT
futech-459	413	6	a	a	DET
futech-459	413	7	new	new	ADJ
futech-459	413	8	approach	approach	NOUN
futech-459	413	9	to	to	ADP
futech-459	413	10	understanding	understand	VERB
futech-459	413	11	coordination	coordination	NOUN
futech-459	413	12	of	of	ADP
futech-459	413	13	linguistic	linguistic	ADJ
futech-459	413	14	style	style	NOUN
futech-459	413	15	in	in	ADP
futech-459	413	16	dialogs	dialog	NOUN
futech-459	413	17	.	.	PUNCT
futech-459	414	1	arxiv	arxiv	PROPN
futech-459	414	2	preprint	preprint	PROPN
futech-459	414	3	arxiv:1106	arxiv:1106	NOUN
futech-459	414	4	.	.	PUNCT
futech-459	415	1	3077	3077	NUM
futech-459	415	2	.	.	PUNCT
futech-459	416	1	doi	doi	NOUN
futech-459	416	2	:	:	PUNCT
futech-459	416	3	https://doi.org/10.48550/arxiv.1106.3077	https://doi.org/10.48550/arxiv.1106.3077	PROPN
futech-459	417	1	[	[	X
futech-459	417	2	38	38	NUM
futech-459	417	3	]	]	X
futech-459	417	4	zhu	zhu	PROPN
futech-459	417	5	,	,	PUNCT
futech-459	417	6	y.	y.	PROPN
futech-459	417	7	(	(	PUNCT
futech-459	417	8	2024	2024	NUM
futech-459	417	9	)	)	PUNCT
futech-459	417	10	.	.	PUNCT
futech-459	418	1	visual7w	visual7w	NOUN
futech-459	418	2	dataset	dataset	VERB
futech-459	418	3	[	[	PUNCT
futech-459	418	4	data	datum	NOUN
futech-459	418	5	set	set	VERB
futech-459	418	6	]	]	PUNCT
futech-459	418	7	.	.	PUNCT
futech-459	419	1	doi	doi	NOUN
futech-459	419	2	:	:	PUNCT
futech-459	420	1	https://doi.org/10.57702/zqariweh	https://doi.org/10.57702/zqariweh	PROPN
futech-459	421	1	[	[	X
futech-459	421	2	39	39	NUM
futech-459	421	3	]	]	X
futech-459	421	4	mostafazadeh	mostafazadeh	NOUN
futech-459	421	5	,	,	PUNCT
futech-459	421	6	n.	n.	PROPN
futech-459	421	7	(	(	PUNCT
futech-459	421	8	2024	2024	NUM
futech-459	421	9	)	)	PUNCT
futech-459	421	10	.	.	PUNCT
futech-459	422	1	rocstories	rocstorie	NOUN
futech-459	423	1	[	[	X
futech-459	423	2	data	datum	NOUN
futech-459	423	3	set	set	VERB
futech-459	423	4	]	]	PUNCT
futech-459	423	5	.	.	PUNCT
futech-459	424	1	doi	doi	NOUN
futech-459	424	2	:	:	PUNCT
futech-459	424	3	https://doi.org/10.57702/26yy027v	https://doi.org/10.57702/26yy027v	PROPN
futech-459	424	4	[	[	X
futech-459	424	5	40	40	NUM
futech-459	424	6	]	]	X
futech-459	424	7	lee	lee	PROPN
futech-459	424	8	,	,	PUNCT
futech-459	424	9	s.	s.	PROPN
futech-459	424	10	,	,	PUNCT
futech-459	424	11	lee	lee	PROPN
futech-459	424	12	,	,	PUNCT
futech-459	424	13	j.	j.	PROPN
futech-459	424	14	,	,	PUNCT
futech-459	424	15	moon	moon	PROPN
futech-459	424	16	,	,	PUNCT
futech-459	424	17	h.	h.	PROPN
futech-459	424	18	,	,	PUNCT
futech-459	424	19	park	park	PROPN
futech-459	424	20	,	,	PUNCT
futech-459	424	21	c.	c.	PROPN
futech-459	424	22	,	,	PUNCT
futech-459	424	23	seo	seo	PROPN
futech-459	424	24	,	,	PUNCT
futech-459	424	25	j.	j.	PROPN
futech-459	424	26	,	,	PUNCT
futech-459	424	27	eo	eo	PROPN
futech-459	424	28	,	,	PUNCT
futech-459	424	29	s.	s.	PROPN
futech-459	424	30	,	,	PUNCT
futech-459	424	31	…	…	PUNCT
futech-459	424	32	lim	lim	PROPN
futech-459	424	33	,	,	PUNCT
futech-459	424	34	h.	h.	PROPN
futech-459	424	35	(	(	PUNCT
futech-459	424	36	2023	2023	NUM
futech-459	424	37	)	)	PUNCT
futech-459	424	38	.	.	PUNCT
futech-459	425	1	a	a	DET
futech-459	425	2	survey	survey	NOUN
futech-459	425	3	on	on	ADP
futech-459	425	4	evaluation	evaluation	NOUN
futech-459	425	5	metrics	metric	NOUN
futech-459	425	6	for	for	ADP
futech-459	425	7	machine	machine	NOUN
futech-459	425	8	translation	translation	NOUN
futech-459	425	9	.	.	PUNCT
futech-459	426	1	mathematics	mathematic	NOUN
futech-459	426	2	,	,	PUNCT
futech-459	426	3	11(4	11(4	NUM
futech-459	426	4	)	)	PUNCT
futech-459	426	5	,	,	PUNCT
futech-459	426	6	1006	1006	NUM
futech-459	426	7	.	.	PUNCT
futech-459	427	1	doi	doi	NOUN
futech-459	427	2	:	:	PUNCT
futech-459	427	3	https://doi.org/10.3390/math11041006	https://doi.org/10.3390/math11041006	NOUN
futech-459	427	4	[	[	X
futech-459	427	5	41	41	NUM
futech-459	427	6	]	]	X
futech-459	427	7	kaptein	kaptein	PROPN
futech-459	427	8	,	,	PUNCT
futech-459	427	9	f.	f.	PROPN
futech-459	427	10	,	,	PUNCT
futech-459	427	11	&	&	CCONJ
futech-459	427	12	broekens	broekens	PROPN
futech-459	427	13	,	,	PUNCT
futech-459	427	14	j.	j.	PROPN
futech-459	427	15	(	(	PUNCT
futech-459	427	16	2015	2015	NUM
futech-459	427	17	,	,	PUNCT
futech-459	427	18	august	august	PROPN
futech-459	427	19	)	)	PUNCT
futech-459	427	20	.	.	PUNCT
futech-459	428	1	the	the	DET
futech-459	428	2	affective	affective	ADJ
futech-459	428	3	storyteller	storyteller	NOUN
futech-459	428	4	:	:	PUNCT
futech-459	428	5	using	use	VERB
futech-459	428	6	character	character	NOUN
futech-459	428	7	emotion	emotion	NOUN
futech-459	428	8	to	to	PART
futech-459	428	9	influence	influence	VERB
futech-459	428	10	narrative	narrative	NOUN
futech-459	428	11	generation	generation	NOUN
futech-459	428	12	.	.	PUNCT
futech-459	429	1	in	in	ADP
futech-459	429	2	international	international	ADJ
futech-459	429	3	conference	conference	NOUN
futech-459	429	4	on	on	ADP
futech-459	429	5	intelligent	intelligent	ADJ
futech-459	429	6	virtual	virtual	ADJ
futech-459	429	7	agents	agent	NOUN
futech-459	429	8	(	(	PUNCT
futech-459	429	9	pp	pp	ADJ
futech-459	429	10	.	.	PUNCT
futech-459	430	1	352	352	NUM
futech-459	430	2	-	-	SYM
futech-459	430	3	355	355	NUM
futech-459	430	4	)	)	PUNCT
futech-459	430	5	.	.	PUNCT
futech-459	431	1	cham	cham	PROPN
futech-459	431	2	:	:	PUNCT
futech-459	431	3	springer	springer	NOUN
futech-459	431	4	international	international	ADJ
futech-459	431	5	publishing	publishing	NOUN
futech-459	431	6	.	.	PUNCT
futech-459	432	1	doi	doi	NOUN
futech-459	432	2	:	:	PUNCT
futech-459	433	1	http://doi.org/10.1007/978-3-319-21996-7_38	http://doi.org/10.1007/978-3-319-21996-7_38	PROPN
futech-459	433	2	[	[	X
futech-459	433	3	42	42	NUM
futech-459	433	4	]	]	X
futech-459	433	5	rashkin	rashkin	PROPN
futech-459	433	6	,	,	PUNCT
futech-459	433	7	h.	h.	PROPN
futech-459	433	8	,	,	PUNCT
futech-459	433	9	celikyilmaz	celikyilmaz	NOUN
futech-459	433	10	,	,	PUNCT
futech-459	433	11	a.	a.	NOUN
futech-459	433	12	,	,	PUNCT
futech-459	433	13	choi	choi	NOUN
futech-459	433	14	,	,	PUNCT
futech-459	433	15	y.	y.	PROPN
futech-459	433	16	,	,	PUNCT
futech-459	433	17	&	&	CCONJ
futech-459	433	18	gao	gao	PROPN
futech-459	433	19	,	,	PUNCT
futech-459	433	20	j.	j.	PROPN
futech-459	433	21	(	(	PUNCT
futech-459	433	22	2020	2020	NUM
futech-459	433	23	)	)	PUNCT
futech-459	433	24	.	.	PUNCT
futech-459	434	1	plotmachines	plotmachine	NOUN
futech-459	434	2	:	:	PUNCT
futech-459	434	3	outline	outline	NOUN
futech-459	434	4	-	-	PUNCT
futech-459	434	5	conditioned	condition	VERB
futech-459	434	6	generation	generation	NOUN
futech-459	434	7	with	with	ADP
futech-459	434	8	dynamic	dynamic	ADJ
futech-459	434	9	plot	plot	NOUN
futech-459	434	10	state	state	NOUN
futech-459	434	11	tracking	tracking	NOUN
futech-459	434	12	.	.	PUNCT
futech-459	435	1	arxiv	arxiv	PROPN
futech-459	435	2	preprint	preprint	VERB
futech-459	435	3	arxiv:2004.14967	arxiv:2004.14967	PROPN
futech-459	435	4	.	.	PUNCT
futech-459	436	1	doi	doi	NOUN
futech-459	436	2	:	:	PUNCT
futech-459	437	1	https://doi.org/10.48550/arxiv.2004.14967	https://doi.org/10.48550/arxiv.2004.14967	PROPN
futech-459	437	2	[	[	X
futech-459	437	3	43	43	NUM
futech-459	437	4	]	]	X
futech-459	437	5	li	li	PROPN
futech-459	437	6	,	,	PUNCT
futech-459	437	7	y.	y.	PROPN
futech-459	437	8	,	,	PUNCT
futech-459	437	9	gan	gan	PROPN
futech-459	437	10	,	,	PUNCT
futech-459	437	11	z.	z.	PROPN
futech-459	437	12	,	,	PUNCT
futech-459	437	13	shen	shen	PROPN
futech-459	437	14	,	,	PUNCT
futech-459	437	15	y.	y.	PROPN
futech-459	437	16	,	,	PUNCT
futech-459	437	17	liu	liu	PROPN
futech-459	437	18	,	,	PUNCT
futech-459	437	19	j.	j.	PROPN
futech-459	437	20	,	,	PUNCT
futech-459	437	21	cheng	cheng	PROPN
futech-459	437	22	,	,	PUNCT
futech-459	437	23	y.	y.	PROPN
futech-459	437	24	,	,	PUNCT
futech-459	437	25	wu	wu	PROPN
futech-459	437	26	,	,	PUNCT
futech-459	437	27	y.	y.	PROPN
futech-459	437	28	,	,	PUNCT
futech-459	437	29	...	...	PUNCT
futech-459	437	30	&	&	CCONJ
futech-459	437	31	gao	gao	PROPN
futech-459	437	32	,	,	PUNCT
futech-459	437	33	j.	j.	PROPN
futech-459	437	34	(	(	PUNCT
futech-459	437	35	2019	2019	NUM
futech-459	437	36	)	)	PUNCT
futech-459	437	37	.	.	PUNCT
futech-459	438	1	storygan	storygan	NOUN
futech-459	438	2	:	:	PUNCT
futech-459	438	3	a	a	DET
futech-459	438	4	sequential	sequential	ADJ
futech-459	438	5	conditional	conditional	ADJ
futech-459	438	6	gan	gan	NOUN
futech-459	438	7	for	for	ADP
futech-459	438	8	story	story	NOUN
futech-459	438	9	visualization	visualization	NOUN
futech-459	438	10	.	.	PUNCT
futech-459	439	1	in	in	ADP
futech-459	439	2	proceedings	proceeding	NOUN
futech-459	439	3	of	of	ADP
futech-459	439	4	the	the	DET
futech-459	439	5	ieee	ieee	NOUN
futech-459	439	6	/	/	SYM
futech-459	439	7	cvf	cvf	NOUN
futech-459	439	8	conference	conference	NOUN
futech-459	439	9	on	on	ADP
futech-459	439	10	computer	computer	NOUN
futech-459	439	11	vision	vision	NOUN
futech-459	439	12	and	and	CCONJ
futech-459	439	13	pattern	pattern	NOUN
futech-459	439	14	recognition	recognition	NOUN
futech-459	439	15	(	(	PUNCT
futech-459	439	16	pp	pp	ADJ
futech-459	439	17	.	.	PUNCT
futech-459	440	1	6329	6329	NUM
futech-459	440	2	-	-	PUNCT
futech-459	440	3	6338	6338	NUM
futech-459	440	4	)	)	PUNCT
futech-459	440	5	.	.	PUNCT
futech-459	441	1	doi	doi	NOUN
futech-459	441	2	:	:	PUNCT
futech-459	441	3	https://doi.org/10.48550/arxiv.1812.02784	https://doi.org/10.48550/arxiv.1812.02784	NOUN
futech-459	441	4	this	this	DET
futech-459	441	5	article	article	NOUN
futech-459	441	6	is	be	AUX
futech-459	441	7	an	an	DET
futech-459	441	8	open	open	ADJ
futech-459	441	9	-	-	PUNCT
futech-459	441	10	access	access	NOUN
futech-459	441	11	article	article	NOUN
futech-459	441	12	distributed	distribute	VERB
futech-459	441	13	under	under	ADP
futech-459	441	14	the	the	DET
futech-459	441	15	terms	term	NOUN
futech-459	441	16	and	and	CCONJ
futech-459	441	17	conditions	condition	NOUN
futech-459	441	18	of	of	ADP
futech-459	441	19	the	the	DET
futech-459	441	20	creative	creative	ADJ
futech-459	441	21	commons	common	NOUN
futech-459	441	22	attribution	attribution	NOUN
futech-459	441	23	(	(	PUNCT
futech-459	441	24	cc	cc	NOUN
futech-459	441	25	by	by	ADP
futech-459	441	26	)	)	PUNCT
futech-459	441	27	license	license	NOUN
futech-459	441	28	(	(	PUNCT
futech-459	441	29	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-459	441	30	)	)	PUNCT
futech-459	441	31	.	.	PUNCT
futech-459	442	1	https://doi.org/10.1016/j.patrec.2021.05.016	https://doi.org/10.1016/j.patrec.2021.05.016	PROPN
futech-459	442	2	https://doi.org/10.1109/taslp.2022.3145320	https://doi.org/10.1109/taslp.2022.3145320	PROPN
futech-459	442	3	https://doi.org/10.48550/arxiv.2206.03021	https://doi.org/10.48550/arxiv.2206.03021	PROPN
futech-459	442	4	https://doi.org/10.48550/arxiv.2301.02777	https://doi.org/10.48550/arxiv.2301.02777	PROPN
futech-459	442	5	https://doi.org/10.1109/cises58720.2023.10183482	https://doi.org/10.1109/cises58720.2023.10183482	PROPN
futech-459	442	6	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	NOUN
futech-459	442	7	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	PROPN
futech-459	442	8	https://doi.org/10.48550/arxiv.2105.03824	https://doi.org/10.48550/arxiv.2105.03824	PROPN
futech-459	442	9	https://doi.org/10.1016/j.asoc.2024.111409	https://doi.org/10.1016/j.asoc.2024.111409	PROPN
futech-459	442	10	https://doi.org/10.1007/s11042-023-17275-9	https://doi.org/10.1007/s11042-023-17275-9	NUM
futech-459	442	11	https://doi.org/10.48550/arxiv.1106.3077	https://doi.org/10.48550/arxiv.1106.3077	PROPN
futech-459	442	12	https://doi.org/10.57702/zqariweh	https://doi.org/10.57702/zqariweh	PROPN
futech-459	442	13	https://doi.org/10.57702/26yy027v	https://doi.org/10.57702/26yy027v	PROPN
futech-459	442	14	https://doi.org/10.3390/math11041006	https://doi.org/10.3390/math11041006	NOUN
futech-459	442	15	http://doi.org/10.1007/978-3-319-21996-7_38	http://doi.org/10.1007/978-3-319-21996-7_38	PROPN
futech-459	442	16	https://doi.org/10.48550/arxiv.2004.14967	https://doi.org/10.48550/arxiv.2004.14967	PROPN
futech-459	442	17	https://doi.org/10.48550/arxiv.1812.02784	https://doi.org/10.48550/arxiv.1812.02784	PROPN
futech-459	442	18	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-459	442	19	1	1	NUM
futech-459	442	20	.	.	PUNCT
futech-459	443	1	introduction	introduction	NOUN
futech-459	443	2	text	text	NOUN
futech-459	443	3	generation	generation	NOUN
futech-459	443	4	is	be	AUX
futech-459	443	5	a	a	DET
futech-459	443	6	process	process	NOUN
futech-459	443	7	of	of	ADP
futech-459	443	8	automatically	automatically	ADV
futech-459	443	9	creating	create	VERB
futech-459	443	10	text	text	NOUN
futech-459	443	11	that	that	PRON
futech-459	443	12	sounds	sound	VERB
futech-459	443	13	like	like	SCONJ
futech-459	443	14	it	it	PRON
futech-459	443	15	was	be	AUX
futech-459	443	16	written	write	VERB
futech-459	443	17	by	by	ADP
futech-459	443	18	a	a	DET
futech-459	443	19	human	human	NOUN
futech-459	443	20	,	,	PUNCT
futech-459	443	21	which	which	PRON
futech-459	443	22	is	be	AUX
futech-459	443	23	trending	trend	VERB
futech-459	443	24	in	in	ADP
futech-459	443	25	the	the	DET
futech-459	443	26	world	world	NOUN
futech-459	443	27	of	of	ADP
futech-459	443	28	artificial	artificial	ADJ
futech-459	443	29	intelligence	intelligence	NOUN
futech-459	443	30	(	(	PUNCT
futech-459	443	31	ai	ai	NOUN
futech-459	443	32	)	)	PUNCT
futech-459	443	33	.	.	PUNCT
futech-459	444	1	it	it	PRON
futech-459	444	2	has	have	VERB
futech-459	444	3	its	its	PRON
futech-459	444	4	roots	root	NOUN
futech-459	444	5	in	in	ADP
futech-459	444	6	the	the	DET
futech-459	444	7	early	early	ADJ
futech-459	444	8	days	day	NOUN
futech-459	444	9	of	of	ADP
futech-459	444	10	computational	computational	ADJ
futech-459	444	11	linguistics	linguistic	NOUN
futech-459	444	12	research	research	NOUN
futech-459	444	13	[	[	X
futech-459	444	14	1	1	NUM
futech-459	444	15	]	]	PUNCT
futech-459	444	16	.	.	PUNCT
futech-459	445	1	nowad	nowad	PROPN
futech-459	445	2	...	...	PUNCT
futech-459	446	1	2	2	X
futech-459	446	2	.	.	X
futech-459	446	3	background	background	NOUN
futech-459	446	4	the	the	DET
futech-459	446	5	historical	historical	ADJ
futech-459	446	6	trajectory	trajectory	NOUN
futech-459	446	7	of	of	ADP
futech-459	446	8	story	story	NOUN
futech-459	446	9	generation	generation	NOUN
futech-459	446	10	is	be	AUX
futech-459	446	11	deeply	deeply	ADV
futech-459	446	12	rooted	root	VERB
futech-459	446	13	in	in	ADP
futech-459	446	14	human	human	ADJ
futech-459	446	15	culture	culture	NOUN
futech-459	446	16	,	,	PUNCT
futech-459	446	17	evolving	evolve	VERB
futech-459	446	18	from	from	ADP
futech-459	446	19	oral	oral	ADJ
futech-459	446	20	traditions	tradition	NOUN
futech-459	446	21	and	and	CCONJ
futech-459	446	22	written	write	VERB
futech-459	446	23	literature	literature	NOUN
futech-459	446	24	to	to	ADP
futech-459	446	25	computational	computational	ADJ
futech-459	446	26	approaches	approach	NOUN
futech-459	446	27	[	[	X
futech-459	446	28	8	8	NUM
futech-459	446	29	]	]	PUNCT
futech-459	446	30	.	.	PUNCT
futech-459	447	1	early	early	ADJ
futech-459	447	2	computer	computer	NOUN
futech-459	447	3	programs	program	NOUN
futech-459	447	4	utilized	utilize	VERB
futech-459	447	5	rule	rule	NOUN
futech-459	447	6	-	-	PUNCT
futech-459	447	7	based	base	VERB
futech-459	447	8	systems	system	NOUN
futech-459	447	9	,	,	PUNCT
futech-459	447	10	followed	follow	VERB
futech-459	447	11	by	by	ADP
futech-459	447	12	more	more	ADV
futech-459	447	13	sophisticated	sophisticated	ADJ
futech-459	447	14	...	...	PUNCT
futech-459	447	15	3	3	X
futech-459	447	16	.	.	X
futech-459	447	17	literature	literature	NOUN
futech-459	447	18	survey	survey	VERB
futech-459	447	19	the	the	DET
futech-459	447	20	research	research	NOUN
futech-459	447	21	conducted	conduct	VERB
futech-459	447	22	by	by	ADP
futech-459	447	23	fan	fan	PROPN
futech-459	447	24	a.	a.	PROPN
futech-459	447	25	and	and	CCONJ
futech-459	447	26	lewis	lewis	PROPN
futech-459	447	27	m.	m.	NOUN
futech-459	448	1	[	[	X
futech-459	448	2	18	18	NUM
futech-459	448	3	]	]	PUNCT
futech-459	448	4	aimed	aim	VERB
futech-459	448	5	to	to	PART
futech-459	448	6	enhance	enhance	VERB
futech-459	448	7	fluency	fluency	NOUN
futech-459	448	8	and	and	CCONJ
futech-459	448	9	coherence	coherence	NOUN
futech-459	448	10	by	by	ADP
futech-459	448	11	utilizing	utilize	VERB
futech-459	448	12	a	a	DET
futech-459	448	13	hierarchical	hierarchical	ADJ
futech-459	448	14	model	model	NOUN
futech-459	448	15	with	with	ADP
futech-459	448	16	self	self	NOUN
futech-459	448	17	-	-	PUNCT
futech-459	448	18	attention	attention	NOUN
futech-459	448	19	,	,	PUNCT
futech-459	448	20	but	but	CCONJ
futech-459	448	21	encountered	encounter	VERB
futech-459	448	22	issues	issue	NOUN
futech-459	448	23	such	such	ADJ
futech-459	448	24	as	as	ADP
futech-459	448	25	tokenization	tokenization	NOUN
futech-459	448	26	and	and	CCONJ
futech-459	448	27	text	text	NOUN
futech-459	448	28	repetition	repetition	NOUN
futech-459	448	29	.	.	PUNCT
futech-459	449	1	xu	xu	PROPN
futech-459	449	2	j.	j.	PROPN
futech-459	449	3	and	and	CCONJ
futech-459	449	4	ren	ren	PROPN
futech-459	449	5	x.	x.	PUNCT
futech-459	450	1	[	[	X
futech-459	450	2	19	19	NUM
futech-459	450	3	]	]	PUNCT
futech-459	450	4	focused	focus	VERB
futech-459	450	5	on	on	ADP
futech-459	450	6	making	make	VERB
futech-459	450	7	s	s	NOUN
futech-459	450	8	...	...	PUNCT
futech-459	450	9			NOUN
futech-459	450	10	failure	failure	NOUN
futech-459	450	11	to	to	PART
futech-459	450	12	manage	manage	VERB
futech-459	450	13	the	the	DET
futech-459	450	14	proper	proper	ADJ
futech-459	450	15	emotional	emotional	ADJ
futech-459	450	16	context	context	NOUN
futech-459	450	17	:	:	PUNCT
futech-459	450	18	most	most	ADJ
futech-459	450	19	models	model	NOUN
futech-459	450	20	fail	fail	VERB
futech-459	450	21	to	to	PART
futech-459	450	22	guarantee	guarantee	VERB
futech-459	450	23	that	that	SCONJ
futech-459	450	24	the	the	DET
futech-459	450	25	output	output	NOUN
futech-459	450	26	text	text	NOUN
futech-459	450	27	is	be	AUX
futech-459	450	28	always	always	ADV
futech-459	450	29	tied	tie	VERB
futech-459	450	30	to	to	ADP
futech-459	450	31	a	a	DET
futech-459	450	32	target	target	NOUN
futech-459	450	33	emotion	emotion	NOUN
futech-459	450	34	throughout	throughout	ADP
futech-459	450	35	the	the	DET
futech-459	450	36	story	story	NOUN
futech-459	450	37	.	.	PUNCT
futech-459	451	1			X
futech-459	451	2	inadequate	inadequate	ADJ
futech-459	451	3	modelling	modelling	NOUN
futech-459	451	4	of	of	ADP
futech-459	451	5	long	long	ADJ
futech-459	451	6	-	-	PUNCT
futech-459	451	7	range	range	NOUN
futech-459	451	8	dependencies	dependency	NOUN
futech-459	451	9	:	:	PUNCT
futech-459	451	10	current	current	ADJ
futech-459	451	11	systems	system	NOUN
futech-459	451	12	do	do	AUX
futech-459	451	13	not	not	PART
futech-459	451	14	have	have	VERB
futech-459	451	15	strong	strong	ADJ
futech-459	451	16	mechanisms	mechanism	NOUN
futech-459	451	17	for	for	ADP
futech-459	451	18	modelling	modelling	NOUN
futech-459	451	19	and	and	CCONJ
futech-459	451	20	preserving	preserve	VERB
futech-459	451	21	coherence	coherence	NOUN
futech-459	451	22	across	across	ADP
futech-459	451	23	sentences	sentence	NOUN
futech-459	451	24	or	or	CCONJ
futech-459	451	25	pieces	piece	NOUN
futech-459	451	26	of	of	ADP
futech-459	451	27	a	a	DET
futech-459	451	28	story	story	NOUN
futech-459	451	29	.	.	PUNCT
futech-459	452	1			NOUN
futech-459	452	2	recurrent	recurrent	ADJ
futech-459	452	3	behaviours	behaviour	NOUN
futech-459	452	4	and	and	CCONJ
futech-459	452	5	narrative	narrative	NOUN
futech-459	452	6	flow	flow	NOUN
futech-459	452	7	inconsistencies	inconsistency	NOUN
futech-459	452	8	are	be	AUX
futech-459	452	9	commonly	commonly	ADV
futech-459	452	10	found	find	VERB
futech-459	452	11	in	in	ADP
futech-459	452	12	generative	generative	ADJ
futech-459	452	13	models	model	NOUN
futech-459	452	14	because	because	SCONJ
futech-459	452	15	of	of	ADP
futech-459	452	16	shallow	shallow	ADJ
futech-459	452	17	attention	attention	NOUN
futech-459	452	18	mechanisms	mechanism	NOUN
futech-459	452	19	or	or	CCONJ
futech-459	452	20	the	the	DET
futech-459	452	21	absence	absence	NOUN
futech-459	452	22	of	of	ADP
futech-459	452	23	semantic	semantic	ADJ
futech-459	452	24	feedback	feedback	NOUN
futech-459	452	25	loops	loop	NOUN
futech-459	452	26	.	.	PUNCT
futech-459	453	1			NOUN
futech-459	453	2	lack	lack	NOUN
futech-459	453	3	of	of	ADP
futech-459	453	4	a	a	DET
futech-459	453	5	cohesive	cohesive	ADJ
futech-459	453	6	system	system	NOUN
futech-459	453	7	that	that	PRON
futech-459	453	8	identifies	identify	VERB
futech-459	453	9	emotions	emotion	NOUN
futech-459	453	10	and	and	CCONJ
futech-459	453	11	increases	increase	VERB
futech-459	453	12	coherence	coherence	NOUN
futech-459	453	13	:	:	PUNCT
futech-459	453	14	few	few	ADJ
futech-459	453	15	research	research	NOUN
futech-459	453	16	efforts	effort	NOUN
futech-459	453	17	have	have	AUX
futech-459	453	18	attempted	attempt	VERB
futech-459	453	19	to	to	PART
futech-459	453	20	combine	combine	VERB
futech-459	453	21	emotional	emotional	ADJ
futech-459	453	22	filtering	filtering	NOUN
futech-459	453	23	with	with	ADP
futech-459	453	24	semantic	semantic	ADJ
futech-459	453	25	structuring	structuring	NOUN
futech-459	453	26	in	in	ADP
futech-459	453	27	a	a	DET
futech-459	453	28	single	single	ADJ
futech-459	453	29	,	,	PUNCT
futech-459	453	30	effective	effective	ADJ
futech-459	453	31	system	system	NOUN
futech-459	453	32	.	.	PUNCT
futech-459	454	1	these	these	DET
futech-459	454	2	identified	identify	VERB
futech-459	454	3	gaps	gap	NOUN
futech-459	454	4	highlight	highlight	VERB
futech-459	454	5	the	the	DET
futech-459	454	6	need	need	NOUN
futech-459	454	7	for	for	ADP
futech-459	454	8	a	a	DET
futech-459	454	9	unified	unified	ADJ
futech-459	454	10	story	story	NOUN
futech-459	454	11	generation	generation	NOUN
futech-459	454	12	system	system	NOUN
futech-459	454	13	to	to	PART
futech-459	454	14	simultaneously	simultaneously	ADV
futech-459	454	15	manage	manage	VERB
futech-459	454	16	emotional	emotional	ADJ
futech-459	454	17	control	control	NOUN
futech-459	454	18	and	and	CCONJ
futech-459	454	19	narrative	narrative	NOUN
futech-459	454	20	coherence	coherence	NOUN
futech-459	454	21	using	use	VERB
futech-459	454	22	efficient	efficient	ADJ
futech-459	454	23	,	,	PUNCT
futech-459	454	24	scalable	scalable	ADJ
futech-459	454	25	techniques	technique	NOUN
futech-459	454	26	.	.	PUNCT
futech-459	455	1	although	although	SCONJ
futech-459	455	2	deep	deep	ADJ
futech-459	455	3	learning	learning	NOUN
futech-459	455	4	models	model	NOUN
futech-459	455	5	like	like	VERB
futech-459	455	6	gpt-2	gpt-2	VERB
futech-459	455	7	have	have	AUX
futech-459	455	8	revolutionized	revolutionize	VERB
futech-459	455	9	natura	natura	NOUN
futech-459	455	10	...	...	PUNCT
futech-459	455	11			NOUN
futech-459	455	12	to	to	PART
futech-459	455	13	ensure	ensure	VERB
futech-459	455	14	emotional	emotional	ADJ
futech-459	455	15	alignment	alignment	NOUN
futech-459	455	16	by	by	ADP
futech-459	455	17	filtering	filter	VERB
futech-459	455	18	gpt-2	gpt-2	NOUN
futech-459	455	19	-	-	PUNCT
futech-459	455	20	generated	generate	VERB
futech-459	455	21	sentences	sentence	NOUN
futech-459	455	22	using	use	VERB
futech-459	455	23	distilroberta	distilroberta	NOUN
futech-459	455	24	.	.	PUNCT
futech-459	456	1			X
futech-459	456	2	to	to	PART
futech-459	456	3	enhance	enhance	VERB
futech-459	456	4	narrative	narrative	ADJ
futech-459	456	5	coherence	coherence	NOUN
futech-459	456	6	by	by	ADP
futech-459	456	7	modeling	model	VERB
futech-459	456	8	global	global	ADJ
futech-459	456	9	dependencies	dependency	NOUN
futech-459	456	10	through	through	ADP
futech-459	456	11	a	a	DET
futech-459	456	12	fourier	fourier	ADV
futech-459	456	13	-	-	PUNCT
futech-459	456	14	based	base	VERB
futech-459	456	15	fnet	fnet	ADJ
futech-459	456	16	architecture	architecture	NOUN
futech-459	456	17	.	.	PUNCT
futech-459	457	1			PUNCT
futech-459	457	2	to	to	PART
futech-459	457	3	empirically	empirically	ADV
futech-459	457	4	validate	validate	VERB
futech-459	457	5	the	the	DET
futech-459	457	6	system	system	NOUN
futech-459	457	7	on	on	ADP
futech-459	457	8	benchmark	benchmark	NOUN
futech-459	457	9	datasets	dataset	NOUN
futech-459	457	10	(	(	PUNCT
futech-459	457	11	cornell	cornell	NOUN
futech-459	457	12	movie	movie	NOUN
futech-459	457	13	dialogs	dialog	NOUN
futech-459	457	14	,	,	PUNCT
futech-459	457	15	visual7w	visual7w	NOUN
futech-459	457	16	,	,	PUNCT
futech-459	457	17	and	and	CCONJ
futech-459	457	18	rocstories	rocstorie	NOUN
futech-459	457	19	)	)	PUNCT
futech-459	457	20	.	.	PUNCT
futech-459	458	1			PUNCT
futech-459	458	2	to	to	PART
futech-459	458	3	evaluate	evaluate	VERB
futech-459	458	4	performance	performance	NOUN
futech-459	458	5	using	use	VERB
futech-459	458	6	bleu	bleu	NOUN
futech-459	458	7	and	and	CCONJ
futech-459	458	8	meteor	meteor	NOUN
futech-459	458	9	metrics	metric	NOUN
futech-459	458	10	and	and	CCONJ
futech-459	458	11	emotion	emotion	NOUN
futech-459	458	12	retention	retention	NOUN
futech-459	458	13	accuracy	accuracy	NOUN
futech-459	458	14	.	.	PUNCT
futech-459	459	1	4	4	X
futech-459	459	2	.	.	NUM
futech-459	459	3	proposed	propose	VERB
futech-459	459	4	system	system	NOUN
futech-459	459	5	having	having	AUX
futech-459	459	6	performed	perform	VERB
futech-459	459	7	an	an	DET
futech-459	459	8	extensive	extensive	ADJ
futech-459	459	9	review	review	NOUN
futech-459	459	10	of	of	ADP
futech-459	459	11	existing	exist	VERB
futech-459	459	12	literature	literature	NOUN
futech-459	459	13	,	,	PUNCT
futech-459	459	14	we	we	PRON
futech-459	459	15	identify	identify	VERB
futech-459	459	16	two	two	NUM
futech-459	459	17	long	long	ADV
futech-459	459	18	-	-	PUNCT
futech-459	459	19	standing	stand	VERB
futech-459	459	20	issues	issue	NOUN
futech-459	459	21	in	in	ADP
futech-459	459	22	the	the	DET
futech-459	459	23	domain	domain	NOUN
futech-459	459	24	of	of	ADP
futech-459	459	25	automatic	automatic	ADJ
futech-459	459	26	narrative	narrative	NOUN
futech-459	459	27	generation	generation	NOUN
futech-459	459	28	:	:	PUNCT
futech-459	459	29			NOUN
futech-459	459	30	repetition	repetition	NOUN
futech-459	459	31	and	and	CCONJ
futech-459	459	32	inconsistency	inconsistency	NOUN
futech-459	459	33	:	:	PUNCT
futech-459	459	34	the	the	DET
futech-459	459	35	majority	majority	NOUN
futech-459	459	36	of	of	ADP
futech-459	459	37	modern	modern	ADJ
futech-459	459	38	systems	system	NOUN
futech-459	459	39	lack	lack	VERB
futech-459	459	40	consistent	consistent	ADJ
futech-459	459	41	character	character	NOUN
futech-459	459	42	behavior	behavior	NOUN
futech-459	459	43	and	and	CCONJ
futech-459	459	44	consistent	consistent	ADJ
futech-459	459	45	story	story	NOUN
futech-459	459	46	progression	progression	NOUN
futech-459	459	47	,	,	PUNCT
futech-459	459	48	instead	instead	ADV
futech-459	459	49	generating	generate	VERB
futech-459	459	50	repetitive	repetitive	ADJ
futech-459	459	51	or	or	CCONJ
futech-459	459	52	contradictory	contradictory	ADJ
futech-459	459	53	content	content	NOUN
futech-459	459	54	.	.	PUNCT
futech-459	460	1			NOUN
futech-459	460	2	lack	lack	NOUN
futech-459	460	3	of	of	ADP
futech-459	460	4	cross	cross	ADJ
futech-459	460	5	-	-	ADJ
futech-459	460	6	sentence	sentence	ADJ
futech-459	460	7	dependency	dependency	NOUN
futech-459	460	8	modeling	modeling	NOUN
futech-459	460	9	:	:	PUNCT
futech-459	460	10	the	the	DET
futech-459	460	11	current	current	ADJ
futech-459	460	12	models	model	NOUN
futech-459	460	13	are	be	AUX
futech-459	460	14	limited	limit	VERB
futech-459	460	15	by	by	ADP
futech-459	460	16	their	their	PRON
futech-459	460	17	failure	failure	NOUN
futech-459	460	18	to	to	PART
futech-459	460	19	capture	capture	VERB
futech-459	460	20	long	long	ADJ
futech-459	460	21	-	-	PUNCT
futech-459	460	22	distance	distance	NOUN
futech-459	460	23	semantic	semantic	ADJ
futech-459	460	24	and	and	CCONJ
futech-459	460	25	affective	affective	NOUN
futech-459	460	26	relations	relation	NOUN
futech-459	460	27	between	between	ADP
futech-459	460	28	sentences	sentence	NOUN
futech-459	460	29	,	,	PUNCT
futech-459	460	30	impacting	impact	VERB
futech-459	460	31	narrative	narrative	NOUN
futech-459	460	32	coherence	coherence	NOUN
futech-459	460	33	.	.	PUNCT
futech-459	461	1	we	we	PRON
futech-459	461	2	have	have	AUX
futech-459	461	3	developed	develop	VERB
futech-459	461	4	a	a	DET
futech-459	461	5	hybrid	hybrid	ADJ
futech-459	461	6	model	model	NOUN
futech-459	461	7	,	,	PUNCT
futech-459	461	8	as	as	SCONJ
futech-459	461	9	shown	show	VERB
futech-459	461	10	in	in	ADP
futech-459	461	11	figure	figure	NOUN
futech-459	461	12	1	1	NUM
futech-459	461	13	,	,	PUNCT
futech-459	461	14	that	that	PRON
futech-459	461	15	combines	combine	VERB
futech-459	461	16	gpt-2	gpt-2	NUM
futech-459	461	17	,	,	PUNCT
futech-459	461	18	distilroberta	distilroberta	NOUN
futech-459	461	19	,	,	PUNCT
futech-459	461	20	and	and	CCONJ
futech-459	461	21	a	a	DET
futech-459	461	22	specially	specially	ADV
futech-459	461	23	crafted	craft	VERB
futech-459	461	24	fnet	fnet	ADJ
futech-459	461	25	model	model	NOUN
futech-459	461	26	to	to	PART
futech-459	461	27	tackle	tackle	VERB
futech-459	461	28	specific	specific	ADJ
futech-459	461	29	challenges	challenge	NOUN
futech-459	461	30	.	.	PUNCT
futech-459	462	1	fnet	fnet	NOUN
futech-459	462	2	is	be	AUX
futech-459	462	3	a	a	DET
futech-459	462	4	transformer	transformer	NOUN
futech-459	462	5	encoder	encoder	NOUN
futech-459	462	6	that	that	PRON
futech-459	462	7	mixes	mix	VERB
futech-459	462	8	via	via	ADP
futech-459	462	9	the	the	DET
futech-459	462	10	fourier	fourier	NOUN
futech-459	462	11	transforms	transform	VERB
futech-459	462	12	instead	instead	ADV
futech-459	462	13	of	of	ADP
futech-459	462	14	using	use	VERB
futech-459	462	15	the	the	DET
futech-459	462	16	usua	usua	NOUN
futech-459	462	17	...	...	PUNCT
futech-459	462	18	figure	figure	NOUN
futech-459	462	19	1	1	NUM
futech-459	462	20	.	.	PUNCT
futech-459	462	21	proposed	propose	VERB
futech-459	462	22	system	system	NOUN
futech-459	462	23	for	for	ADP
futech-459	462	24	short	short	ADJ
futech-459	462	25	story	story	NOUN
futech-459	462	26	generation	generation	NOUN
futech-459	462	27	the	the	DET
futech-459	462	28	reason	reason	NOUN
futech-459	462	29	to	to	PART
futech-459	462	30	use	use	VERB
futech-459	462	31	fnet	fnet	NOUN
futech-459	462	32	:	:	PUNCT
futech-459	462	33			X
futech-459	462	34	global	global	ADJ
futech-459	462	35	context	context	NOUN
futech-459	462	36	awareness	awareness	NOUN
futech-459	462	37	:	:	PUNCT
futech-459	462	38	many	many	ADJ
futech-459	462	39	attention	attention	NOUN
futech-459	462	40	mechanisms	mechanism	NOUN
futech-459	462	41	become	become	VERB
futech-459	462	42	complex	complex	ADJ
futech-459	462	43	as	as	SCONJ
futech-459	462	44	the	the	DET
futech-459	462	45	input	input	NOUN
futech-459	462	46	grows	grow	VERB
futech-459	462	47	.	.	PUNCT
futech-459	463	1	nevertheless	nevertheless	ADV
futech-459	463	2	,	,	PUNCT
futech-459	463	3	fnet	fnet	PROPN
futech-459	463	4	's	's	PART
futech-459	463	5	fourier	fourier	NOUN
futech-459	463	6	transform	transform	NOUN
futech-459	463	7	encoder	encoder	NOUN
futech-459	463	8	is	be	AUX
futech-459	463	9	more	more	ADV
futech-459	463	10	scalable	scalable	ADJ
futech-459	463	11	.	.	PUNCT
futech-459	464	1	it	it	PRON
futech-459	464	2	can	can	AUX
futech-459	464	3	handle	handle	VERB
futech-459	464	4	complete	complete	ADJ
futech-459	464	5	sequences	sequence	NOUN
futech-459	464	6	.	.	PUNCT
futech-459	465	1			PROPN
futech-459	465	2	improved	improved	ADJ
futech-459	465	3	consistency	consistency	NOUN
futech-459	465	4	:	:	PUNCT
futech-459	465	5	another	another	DET
futech-459	465	6	great	great	ADJ
futech-459	465	7	thing	thing	NOUN
futech-459	465	8	about	about	ADP
futech-459	465	9	fnet	fnet	NOUN
futech-459	465	10	is	be	AUX
futech-459	465	11	that	that	SCONJ
futech-459	465	12	it	it	PRON
futech-459	465	13	keeps	keep	VERB
futech-459	465	14	the	the	DET
futech-459	465	15	narrative	narrative	NOUN
futech-459	465	16	on	on	ADP
futech-459	465	17	track	track	NOUN
futech-459	465	18	.	.	PUNCT
futech-459	466	1	it	it	PRON
futech-459	466	2	minimizes	minimize	VERB
futech-459	466	3	those	those	DET
futech-459	466	4	annoying	annoying	ADJ
futech-459	466	5	moments	moment	NOUN
futech-459	466	6	where	where	SCONJ
futech-459	466	7	the	the	DET
futech-459	466	8	story	story	NOUN
futech-459	466	9	drifts	drift	VERB
futech-459	466	10	or	or	CCONJ
futech-459	466	11	characters	character	NOUN
futech-459	466	12	seem	seem	VERB
futech-459	466	13	inconsistent	inconsistent	ADJ
futech-459	466	14	.	.	PUNCT
futech-459	467	1	it	it	PRON
futech-459	467	2	does	do	VERB
futech-459	467	3	this	this	PRON
futech-459	467	4	by	by	ADP
futech-459	467	5	holding	hold	VERB
futech-459	467	6	onto	onto	ADP
futech-459	467	7	those	those	DET
futech-459	467	8	long	long	ADJ
futech-459	467	9	-	-	PUNCT
futech-459	467	10	range	range	NOUN
futech-459	467	11	dependencies	dependency	NOUN
futech-459	467	12	.	.	PUNCT
futech-459	468	1			X
futech-459	468	2	reduced	reduce	VERB
futech-459	468	3	computational	computational	ADJ
futech-459	468	4	expense	expense	NOUN
futech-459	468	5	:	:	PUNCT
futech-459	468	6	fnet	fnet	NOUN
futech-459	468	7	skips	skip	VERB
futech-459	468	8	the	the	DET
futech-459	468	9	whole	whole	ADJ
futech-459	468	10	attention	attention	NOUN
futech-459	468	11	mechanism	mechanism	NOUN
futech-459	468	12	altogether	altogether	ADV
futech-459	468	13	.	.	PUNCT
futech-459	469	1	it	it	PRON
futech-459	469	2	operates	operate	VERB
futech-459	469	3	with	with	ADP
futech-459	469	4	a	a	DET
futech-459	469	5	time	time	NOUN
futech-459	469	6	complexity	complexity	NOUN
futech-459	469	7	of	of	ADP
futech-459	469	8	o(n	o(n	PROPN
futech-459	469	9	log	log	NOUN
futech-459	469	10	n	n	CCONJ
futech-459	469	11	)	)	PUNCT
futech-459	469	12	,	,	PUNCT
futech-459	469	13	which	which	PRON
futech-459	469	14	is	be	AUX
futech-459	469	15	significantly	significantly	ADV
futech-459	469	16	better	well	ADJ
futech-459	469	17	than	than	ADP
futech-459	469	18	the	the	DET
futech-459	469	19	o(n²	o(n²	NOUN
futech-459	469	20	)	)	PUNCT
futech-459	469	21	we	we	PRON
futech-459	469	22	see	see	VERB
futech-459	469	23	in	in	ADP
futech-459	469	24	standard	standard	ADJ
futech-459	469	25	transformers	transformer	NOUN
futech-459	469	26	.	.	PUNCT
futech-459	470	1	the	the	DET
futech-459	470	2	system	system	NOUN
futech-459	470	3	,	,	PUNCT
futech-459	470	4	as	as	SCONJ
futech-459	470	5	proposed	propose	VERB
futech-459	470	6	,	,	PUNCT
futech-459	470	7	works	work	VERB
futech-459	470	8	in	in	ADP
futech-459	470	9	two	two	NUM
futech-459	470	10	...	...	PUNCT
futech-459	470	11	a	a	DET
futech-459	470	12	comparative	comparative	ADJ
futech-459	470	13	analysis	analysis	NOUN
futech-459	470	14	of	of	ADP
futech-459	470	15	fnet	fnet	NOUN
futech-459	470	16	with	with	ADP
futech-459	470	17	linformer	linformer	NOUN
futech-459	470	18	,	,	PUNCT
futech-459	470	19	longformer	longformer	NOUN
futech-459	470	20	,	,	PUNCT
futech-459	470	21	and	and	CCONJ
futech-459	470	22	performer	performer	NOUN
futech-459	470	23	is	be	AUX
futech-459	470	24	presented	present	VERB
futech-459	470	25	in	in	ADP
futech-459	470	26	table	table	NOUN
futech-459	470	27	1	1	NUM
futech-459	470	28	,	,	PUNCT
futech-459	470	29	which	which	PRON
futech-459	470	30	outlines	outline	VERB
futech-459	470	31	the	the	DET
futech-459	470	32	trade	trade	NOUN
futech-459	470	33	-	-	PUNCT
futech-459	470	34	offs	off	NOUN
futech-459	470	35	across	across	ADP
futech-459	470	36	computational	computational	ADJ
futech-459	470	37	efficiency	efficiency	NOUN
futech-459	470	38	,	,	PUNCT
futech-459	470	39	memory	memory	NOUN
futech-459	470	40	footprint	footprint	NOUN
futech-459	470	41	,	,	PUNCT
futech-459	470	42	and	and	CCONJ
futech-459	470	43	real	real	ADJ
futech-459	470	44	-	-	PUNCT
futech-459	470	45	world	world	NOUN
futech-459	470	46	performance	performance	NOUN
futech-459	470	47	.	.	PUNCT
futech-459	471	1	it	it	PRON
futech-459	471	2	supports	support	VERB
futech-459	471	3	the	the	DET
futech-459	471	4	design	design	NOUN
futech-459	471	5	decision	decision	NOUN
futech-459	471	6	to	to	PART
futech-459	471	7	employ	employ	VERB
futech-459	471	8	fn	fn	NOUN
futech-459	471	9	...	...	PUNCT
futech-459	471	10	4.1	4.1	NUM
futech-459	471	11	stage	stage	NOUN
futech-459	471	12	1	1	NUM
futech-459	471	13	:	:	PUNCT
futech-459	471	14	emotionally	emotionally	ADV
futech-459	471	15	aware	aware	ADJ
futech-459	471	16	sentence	sentence	NOUN
futech-459	471	17	generation	generation	NOUN
futech-459	471	18			PRON
futech-459	471	19	the	the	DET
futech-459	471	20	system	system	NOUN
futech-459	471	21	is	be	AUX
futech-459	471	22	presented	present	VERB
futech-459	471	23	with	with	ADP
futech-459	471	24	a	a	DET
futech-459	471	25	question	question	NOUN
futech-459	471	26	,	,	PUNCT
futech-459	471	27	a	a	DET
futech-459	471	28	corresponding	corresponding	ADJ
futech-459	471	29	answer	answer	NOUN
futech-459	471	30	,	,	PUNCT
futech-459	471	31	and	and	CCONJ
futech-459	471	32	a	a	DET
futech-459	471	33	target	target	NOUN
futech-459	471	34	emotional	emotional	ADJ
futech-459	471	35	state	state	NOUN
futech-459	471	36	(	(	PUNCT
futech-459	471	37	e.g.	e.g.	ADJ
futech-459	471	38	,	,	PUNCT
futech-459	471	39	happiness	happiness	NOUN
futech-459	471	40	,	,	PUNCT
futech-459	471	41	fear	fear	NOUN
futech-459	471	42	,	,	PUNCT
futech-459	471	43	anger	anger	NOUN
futech-459	471	44	)	)	PUNCT
futech-459	471	45	.	.	PUNCT
futech-459	472	1			NOUN
futech-459	472	2	sentence	sentence	NOUN
futech-459	472	3	generation	generation	NOUN
futech-459	472	4	:	:	PUNCT
futech-459	472	5	a	a	DET
futech-459	472	6	pre	pre	ADJ
futech-459	472	7	-	-	ADJ
futech-459	472	8	trained	trained	ADJ
futech-459	472	9	gpt-2	gpt-2	PUNCT
futech-459	472	10	model	model	NOUN
futech-459	472	11	produces	produce	VERB
futech-459	472	12	some	some	DET
futech-459	472	13	potential	potential	ADJ
futech-459	472	14	sentences	sentence	NOUN
futech-459	472	15	based	base	VERB
futech-459	472	16	on	on	ADP
futech-459	472	17	the	the	DET
futech-459	472	18	inputs	input	NOUN
futech-459	472	19	provided	provide	VERB
futech-459	472	20	.	.	PUNCT
futech-459	473	1			PRON
futech-459	473	2	emotion	emotion	NOUN
futech-459	473	3	filtering	filter	VERB
futech-459	473	4	:	:	PUNCT
futech-459	473	5	every	every	DET
futech-459	473	6	sentence	sentence	NOUN
futech-459	473	7	is	be	AUX
futech-459	473	8	passed	pass	VERB
futech-459	473	9	through	through	ADP
futech-459	473	10	a	a	DET
futech-459	473	11	distilroberta	distilroberta	NOUN
futech-459	473	12	-	-	PUNCT
futech-459	473	13	based	base	VERB
futech-459	473	14	emotion	emotion	NOUN
futech-459	473	15	classifier	classifier	NOUN
futech-459	473	16	.	.	PUNCT
futech-459	474	1	sentences	sentence	NOUN
futech-459	474	2	belonging	belong	VERB
futech-459	474	3	to	to	ADP
futech-459	474	4	the	the	DET
futech-459	474	5	target	target	NOUN
futech-459	474	6	emotion	emotion	NOUN
futech-459	474	7	only	only	ADV
futech-459	474	8	are	be	AUX
futech-459	474	9	kept	keep	VERB
futech-459	474	10	.	.	PUNCT
futech-459	475	1			NOUN
futech-459	475	2	selection	selection	NOUN
futech-459	475	3	mechanism	mechanism	NOUN
futech-459	475	4	:	:	PUNCT
futech-459	475	5	a	a	DET
futech-459	475	6	beam	beam	NOUN
futech-459	475	7	search	search	NOUN
futech-459	475	8	algorithm	algorithm	NOUN
futech-459	475	9	produces	produce	VERB
futech-459	475	10	diverse	diverse	ADJ
futech-459	475	11	sentence	sentence	NOUN
futech-459	475	12	forms	form	NOUN
futech-459	475	13	with	with	ADP
futech-459	475	14	maximum	maximum	ADJ
futech-459	475	15	semantic	semantic	ADJ
futech-459	475	16	and	and	CCONJ
futech-459	475	17	emotional	emotional	ADJ
futech-459	475	18	appropriateness	appropriateness	NOUN
futech-459	475	19	.	.	PUNCT
futech-459	476	1	we	we	PRON
futech-459	476	2	employed	employ	VERB
futech-459	476	3	the	the	DET
futech-459	476	4	emotion	emotion	NOUN
futech-459	476	5	english	english	PROPN
futech-459	476	6	distilroberta‑base	distilroberta‑base	PROPN
futech-459	476	7	model	model	NOUN
futech-459	476	8	[	[	X
futech-459	476	9	33	33	NUM
futech-459	476	10	]	]	PUNCT
futech-459	476	11	,	,	PUNCT
futech-459	476	12	classifying	classify	VERB
futech-459	476	13	text	text	NOUN
futech-459	476	14	into	into	ADP
futech-459	476	15	seven	seven	NUM
futech-459	476	16	categories	category	NOUN
futech-459	476	17	:	:	PUNCT
futech-459	476	18	anger	anger	NOUN
futech-459	476	19	,	,	PUNCT
futech-459	476	20	disgust	disgust	NOUN
futech-459	476	21	,	,	PUNCT
futech-459	476	22	fear	fear	NOUN
futech-459	476	23	,	,	PUNCT
futech-459	476	24	joy	joy	NOUN
futech-459	476	25	,	,	PUNCT
futech-459	476	26	neutral	neutral	ADJ
futech-459	476	27	,	,	PUNCT
futech-459	476	28	sadness	sadness	NOUN
futech-459	476	29	,	,	PUNCT
futech-459	476	30	and	and	CCONJ
futech-459	476	31	surprise	surprise	NOUN
futech-459	476	32	.	.	PUNCT
futech-459	477	1	it	it	PRON
futech-459	477	2	is	be	AUX
futech-459	477	3	built	build	VERB
futech-459	477	4	by	by	ADP
futech-459	477	5	fine‑tuning	fine‑tune	VERB
futech-459	477	6	distilroberta‑base	distilroberta‑base	PROPN
futech-459	477	7	on	on	ADP
futech-459	477	8	a	a	DET
futech-459	477	9	balanced	balanced	ADJ
futech-459	477	10	subset	subset	NOUN
futech-459	477	11	(	(	PUNCT
futech-459	477	12	~20k	~20k	NOUN
futech-459	477	13	samples	sample	NOUN
futech-459	477	14	)	)	PUNCT
futech-459	477	15	drawn	draw	VERB
futech-459	477	16	f	f	PROPN
futech-459	477	17	...	...	PUNCT
futech-459	477	18	4.2	4.2	NUM
futech-459	477	19	stage	stage	NOUN
futech-459	477	20	2	2	NUM
futech-459	477	21	:	:	PUNCT
futech-459	477	22	fnet	fnet	NOUN
futech-459	477	23	-	-	PUNCT
futech-459	477	24	based	base	VERB
futech-459	477	25	coherent	coherent	ADJ
futech-459	477	26	story	story	NOUN
futech-459	477	27	generation	generation	NOUN
futech-459	477	28	the	the	DET
futech-459	477	29	fnet	fnet	ADJ
futech-459	477	30	encoder	encoder	NOUN
futech-459	477	31	replaces	replace	VERB
futech-459	477	32	the	the	DET
futech-459	477	33	standard	standard	ADJ
futech-459	477	34	self	self	NOUN
futech-459	477	35	-	-	PUNCT
futech-459	477	36	attention	attention	NOUN
futech-459	477	37	mechanism	mechanism	NOUN
futech-459	477	38	of	of	ADP
futech-459	477	39	transformers	transformer	NOUN
futech-459	477	40	with	with	ADP
futech-459	477	41	a	a	DET
futech-459	477	42	2d	2d	NUM
futech-459	477	43	discrete	discrete	ADJ
futech-459	477	44	fourier	fourier	NOUN
futech-459	477	45	transform	transform	NOUN
futech-459	477	46	(	(	PUNCT
futech-459	477	47	dft2	dft2	PROPN
futech-459	477	48	)	)	PUNCT
futech-459	477	49	,	,	PUNCT
futech-459	477	50	achieving	achieve	VERB
futech-459	477	51	efficient	efficient	ADJ
futech-459	477	52	global	global	ADJ
futech-459	477	53	mixing	mixing	NOUN
futech-459	477	54	with	with	ADP
futech-459	477	55	reduced	reduced	ADJ
futech-459	477	56	computational	computational	ADJ
futech-459	477	57	complexity	complexity	NOUN
futech-459	477	58	.	.	PUNCT
futech-459	478	1	this	this	DET
futech-459	478	2	section	section	NOUN
futech-459	478	3	formally	formally	ADV
futech-459	478	4	describes	describe	VERB
futech-459	478	5	the	the	DET
futech-459	478	6	mathematical	mathematical	ADJ
futech-459	478	7	oper	oper	NOUN
futech-459	478	8	...	...	PUNCT
futech-459	478	9	𝑋	𝑋	PROPN
futech-459	478	10	∈	∈	PROPN
futech-459	478	11	,	,	PUNCT
futech-459	478	12	𝑅-𝑛×𝑑.	𝑅-𝑛×𝑑.	PROPN
futech-459	478	13	(	(	PUNCT
futech-459	478	14	1	1	NUM
futech-459	478	15	)	)	PUNCT
futech-459	478	16	where	where	SCONJ
futech-459	478	17	n	n	CCONJ
futech-459	478	18	:	:	PUNCT
futech-459	478	19	sequence	sequence	NOUN
futech-459	478	20	length	length	NOUN
futech-459	478	21	,	,	PUNCT
futech-459	478	22	d	d	NOUN
futech-459	478	23	:	:	PUNCT
futech-459	478	24	embedding	embed	VERB
futech-459	478	25	dimension	dimension	NOUN
futech-459	478	26	,	,	PUNCT
futech-459	478	27	each	each	DET
futech-459	478	28	row	row	NOUN
futech-459	478	29	,	,	PUNCT
futech-459	478	30	𝑥-𝑖.	𝑥-𝑖.	X
futech-459	478	31	correspond	correspond	NOUN
futech-459	478	32	to	to	ADP
futech-459	478	33	the	the	DET
futech-459	478	34	embedding	embedding	NOUN
futech-459	478	35	of	of	ADP
futech-459	478	36	the	the	DET
futech-459	478	37	ith	ith	PROPN
futech-459	478	38	token	token	PROPN
futech-459	478	39	.	.	PUNCT
futech-459	479	1	to	to	PART
futech-459	479	2	preserve	preserve	VERB
futech-459	479	3	the	the	DET
futech-459	479	4	order	order	NOUN
futech-459	479	5	of	of	ADP
futech-459	479	6	tokens	token	NOUN
futech-459	479	7	in	in	ADP
futech-459	479	8	the	the	DET
futech-459	479	9	input	input	NOUN
futech-459	479	10	sequence	sequence	NOUN
futech-459	479	11	,	,	PUNCT
futech-459	479	12	we	we	PRON
futech-459	479	13	add	add	VERB
futech-459	479	14	fixed	fix	VERB
futech-459	479	15	sinusoidal	sinusoidal	NOUN
futech-459	479	16	positional	positional	ADJ
futech-459	479	17	encodings	encoding	NOUN
futech-459	479	18	𝑃	𝑃	NOUN
futech-459	479	19	∈	∈	NOUN
futech-459	479	20	,	,	PUNCT
futech-459	479	21	𝑅-𝑛×𝑑.and	𝑅-𝑛×𝑑.and	ADP
futech-459	479	22	type	type	NOUN
futech-459	479	23	encodings	encoding	NOUN
futech-459	479	24	𝑇	𝑇	PROPN
futech-459	479	25	∈	∈	PROPN
futech-459	479	26	,	,	PUNCT
futech-459	479	27	𝑅-𝑛×𝑑.	𝑅-𝑛×𝑑.	NOUN
futech-459	479	28	,	,	PUNCT
futech-459	479	29	𝑋-′.=𝑋+𝑃+𝑇	𝑋-′.=𝑋+𝑃+𝑇	NOUN
futech-459	479	30	(	(	PUNCT
futech-459	479	31	2	2	X
futech-459	479	32	)	)	PUNCT
futech-459	479	33	these	these	DET
futech-459	479	34	encodings	encoding	NOUN
futech-459	479	35	allow	allow	VERB
futech-459	479	36	the	the	DET
futech-459	479	37	model	model	NOUN
futech-459	479	38	to	to	PART
futech-459	479	39	distinguish	distinguish	VERB
futech-459	479	40	between	between	ADP
futech-459	479	41	tokens	token	NOUN
futech-459	479	42	at	at	ADP
futech-459	479	43	different	different	ADJ
futech-459	479	44	positions	position	NOUN
futech-459	479	45	without	without	ADP
futech-459	479	46	learning	learn	VERB
futech-459	479	47	position	position	NOUN
futech-459	479	48	-	-	PUNCT
futech-459	479	49	specific	specific	ADJ
futech-459	479	50	parameters	parameter	NOUN
futech-459	479	51	.	.	PUNCT
futech-459	480	1	instead	instead	ADV
futech-459	480	2	of	of	ADP
futech-459	480	3	using	use	VERB
futech-459	480	4	quadratic	quadratic	ADJ
futech-459	480	5	-	-	PUNCT
futech-459	480	6	complexity	complexity	NOUN
futech-459	480	7	self	self	NOUN
futech-459	480	8	-	-	PUNCT
futech-459	480	9	attention	attention	NOUN
futech-459	480	10	,	,	PUNCT
futech-459	480	11	fnet	fnet	NOUN
futech-459	480	12	applies	apply	VERB
futech-459	480	13	a	a	DET
futech-459	480	14	2d	2d	NUM
futech-459	480	15	discrete	discrete	ADJ
futech-459	480	16	fourier	fourier	NOUN
futech-459	480	17	transform	transform	NOUN
futech-459	480	18	(	(	PUNCT
futech-459	480	19	dft2	dft2	PROPN
futech-459	480	20	)	)	PUNCT
futech-459	480	21	across	across	ADP
futech-459	480	22	both	both	DET
futech-459	480	23	t	t	PROPN
futech-459	480	24	...	...	PUNCT
futech-459	481	1	𝑍=𝑅𝑒	𝑍=𝑅𝑒	PROPN
futech-459	481	2	,	,	PUNCT
futech-459	481	3	𝐹𝐹𝑇2,,𝑋-′	𝐹𝐹𝑇2,,𝑋-′	PROPN
futech-459	481	4	...	...	PUNCT
futech-459	481	5	,𝑅-𝑛×𝑑.	,𝑅-𝑛×𝑑.	NOUN
futech-459	481	6	(	(	PUNCT
futech-459	481	7	3	3	NUM
futech-459	481	8	)	)	PUNCT
futech-459	481	9	table	table	NOUN
futech-459	481	10	1	1	NUM
futech-459	481	11	.	.	PUNCT
futech-459	481	12	comparative	comparative	ADJ
futech-459	481	13	analysis	analysis	NOUN
futech-459	481	14	of	of	ADP
futech-459	481	15	efficient	efficient	ADJ
futech-459	481	16	transformer	transformer	NOUN
futech-459	481	17	variants	variant	NOUN
futech-459	481	18	across	across	ADP
futech-459	481	19	time	time	NOUN
futech-459	481	20	complexity	complexity	NOUN
futech-459	481	21	,	,	PUNCT
futech-459	481	22	memory	memory	NOUN
futech-459	481	23	usage	usage	NOUN
futech-459	481	24	,	,	PUNCT
futech-459	481	25	parallelizability	parallelizability	NOUN
futech-459	481	26	,	,	PUNCT
futech-459	481	27	and	and	CCONJ
futech-459	481	28	practical	practical	ADJ
futech-459	481	29	applicability	applicability	NOUN
futech-459	481	30	here	here	ADV
futech-459	481	31	,	,	PUNCT
futech-459	481	32	fft2	fft2	PROPN
futech-459	481	33	(	(	PUNCT
futech-459	481	34	.	.	PUNCT
futech-459	481	35	)	)	PUNCT
futech-459	481	36	is	be	AUX
futech-459	481	37	a	a	DET
futech-459	481	38	2d	2d	NUM
futech-459	481	39	fourier	fourier	NOUN
futech-459	481	40	transform	transform	NOUN
futech-459	481	41	applied	apply	VERB
futech-459	481	42	to	to	ADP
futech-459	481	43	the	the	DET
futech-459	481	44	matrix	matrix	NOUN
futech-459	481	45	(	(	PUNCT
futech-459	481	46	1st	1st	ADJ
futech-459	481	47	dft	dft	PROPN
futech-459	481	48	across	across	ADP
futech-459	481	49	rows	row	NOUN
futech-459	481	50	:	:	PUNCT
futech-459	481	51	sequence	sequence	NOUN
futech-459	481	52	dimension	dimension	NOUN
futech-459	481	53	and	and	CCONJ
futech-459	481	54	then	then	ADV
futech-459	481	55	2nd	2nd	PROPN
futech-459	481	56	dft	dft	PROPN
futech-459	481	57	across	across	ADP
futech-459	481	58	columns	column	NOUN
futech-459	481	59	:	:	PUNCT
futech-459	481	60	feature	feature	NOUN
futech-459	481	61	dimension	dimension	NOUN
futech-459	481	62	)	)	PUNCT
futech-459	481	63	,	,	PUNCT
futech-459	481	64	and	and	CCONJ
futech-459	481	65	re	re	X
futech-459	481	66	(	(	PUNCT
futech-459	481	67	.	.	PUNCT
futech-459	481	68	)	)	PUNCT
futech-459	481	69	extracts	extract	NOUN
futech-459	481	70	the	the	DET
futech-459	481	71	real	real	ADJ
futech-459	481	72	part	part	NOUN
futech-459	481	73	to	to	PART
futech-459	481	74	keep	keep	VERB
futech-459	481	75	the	the	DET
futech-459	481	76	result	result	NOUN
futech-459	481	77	compatible	compatible	ADJ
futech-459	481	78	with	with	ADP
futech-459	481	79	downstream	downstream	ADJ
futech-459	481	80	layers	layer	NOUN
futech-459	481	81	.	.	PUNCT
futech-459	482	1	this	this	DET
futech-459	482	2	ope	ope	NOUN
futech-459	482	3	...	...	PUNCT
futech-459	483	1	𝑌=𝐿𝑎𝑦𝑒𝑟𝑁𝑜𝑟𝑚	𝑌=𝐿𝑎𝑦𝑒𝑟𝑁𝑜𝑟𝑚	NOUN
futech-459	483	2	,	,	PUNCT
futech-459	483	3	𝑍+,𝑋-′	𝑍+,𝑋-′	PROPN
futech-459	483	4	..	..	PUNCT
futech-459	483	5	(	(	PUNCT
futech-459	483	6	4	4	X
futech-459	483	7	)	)	PUNCT
futech-459	483	8	the	the	DET
futech-459	483	9	normalized	normalize	VERB
futech-459	483	10	output	output	NOUN
futech-459	483	11	is	be	AUX
futech-459	483	12	passed	pass	VERB
futech-459	483	13	through	through	ADP
futech-459	483	14	a	a	DET
futech-459	483	15	standard	standard	ADJ
futech-459	483	16	position	position	NOUN
futech-459	483	17	-	-	PUNCT
futech-459	483	18	wise	wise	ADJ
futech-459	483	19	feedforward	feedforward	NOUN
futech-459	483	20	network	network	NOUN
futech-459	483	21	:	:	PUNCT
futech-459	483	22	𝐻=𝑅𝑒𝐿𝑈,,𝑌𝑊-1.+,𝑏-1	𝐻=𝑅𝑒𝐿𝑈,,𝑌𝑊-1.+,𝑏-1	PROPN
futech-459	483	23	..	..	PUNCT
futech-459	483	24	,𝑊-2.+,𝑏-2	,𝑊-2.+,𝑏-2	PROPN
futech-459	483	25	.	.	PUNCT
futech-459	484	1	(	(	PUNCT
futech-459	484	2	5	5	NUM
futech-459	484	3	)	)	PUNCT
futech-459	484	4	where	where	SCONJ
futech-459	484	5	,	,	PUNCT
futech-459	484	6	,	,	PUNCT
futech-459	484	7	𝑊-1.,,𝑊-2	𝑊-1.,,𝑊-2	PROPN
futech-459	484	8	.	.	PROPN
futech-459	484	9	∈	∈	PROPN
futech-459	484	10	,	,	PUNCT
futech-459	484	11	𝑅-𝑛×𝑑.	𝑅-𝑛×𝑑.	PROPN
futech-459	484	12	are	be	AUX
futech-459	484	13	learnable	learnable	ADJ
futech-459	484	14	weight	weight	NOUN
futech-459	484	15	matrices	matrix	NOUN
futech-459	484	16	and	and	CCONJ
futech-459	484	17	,	,	PUNCT
futech-459	484	18	𝑏-1	𝑏-1	NUM
futech-459	484	19	.	.	PUNCT
futech-459	485	1	,	,	PUNCT
futech-459	485	2	,	,	PUNCT
futech-459	485	3	𝑏-2	𝑏-2	NOUN
futech-459	485	4	.	.	PUNCT
futech-459	486	1	∈	∈	PROPN
futech-459	486	2	,	,	PUNCT
futech-459	486	3	𝑅-𝑑.	𝑅-𝑑.	NOUN
futech-459	486	4	are	be	AUX
futech-459	486	5	biases	bias	NOUN
futech-459	486	6	.	.	PUNCT
futech-459	487	1	relu	relu	NOUN
futech-459	487	2	adds	add	VERB
futech-459	487	3	non	non	ADJ
futech-459	487	4	-	-	ADJ
futech-459	487	5	linearity	linearity	ADJ
futech-459	487	6	to	to	PART
futech-459	487	7	improve	improve	VERB
futech-459	487	8	representational	representational	ADJ
futech-459	487	9	power	power	NOUN
futech-459	487	10	.	.	PUNCT
futech-459	488	1	finally	finally	ADV
futech-459	488	2	,	,	PUNCT
futech-459	488	3	another	another	DET
futech-459	488	4	residual	residual	ADJ
futech-459	488	5	connection	connection	NOUN
futech-459	488	6	is	be	AUX
futech-459	488	7	added	add	VERB
futech-459	488	8	between	between	ADP
futech-459	488	9	the	the	DET
futech-459	488	10	input	input	NOUN
futech-459	488	11	to	to	ADP
futech-459	488	12	the	the	DET
futech-459	488	13	feedforward	feedforward	NOUN
futech-459	488	14	block	block	NOUN
futech-459	488	15	and	and	CCONJ
futech-459	488	16	the	the	DET
futech-459	488	17	output	output	NOUN
futech-459	488	18	of	of	ADP
futech-459	488	19	the	the	DET
futech-459	488	20	feedforward	feedforward	NOUN
futech-459	488	21	block	block	NOUN
futech-459	488	22	.	.	PUNCT
futech-459	489	1	it	it	PRON
futech-459	489	2	helps	help	VERB
futech-459	489	3	the	the	DET
futech-459	489	4	model	model	NOUN
futech-459	489	5	combine	combine	VERB
futech-459	489	6	local	local	ADJ
futech-459	489	7	(	(	PUNCT
futech-459	489	8	feedforward	feedforward	NOUN
futech-459	489	9	)	)	PUNCT
futech-459	489	10	and	and	CCONJ
futech-459	489	11	global	global	ADJ
futech-459	489	12	(	(	PUNCT
futech-459	489	13	fourier	fourier	NOUN
futech-459	489	14	)	)	PUNCT
futech-459	489	15	features	feature	NOUN
futech-459	489	16	.	.	PUNCT
futech-459	490	1	after	after	ADP
futech-459	490	2	adding	add	VERB
futech-459	490	3	them	they	PRON
futech-459	490	4	,	,	PUNCT
futech-459	490	5	layernorm	layernorm	PROPN
futech-459	490	6	is	be	AUX
futech-459	490	7	applied	apply	VERB
futech-459	490	8	aga	aga	NOUN
futech-459	490	9	...	...	PUNCT
futech-459	490	10	,	,	PUNCT
futech-459	490	11	𝐻-′.=𝐿𝑎𝑦𝑒𝑟𝑁𝑜𝑟𝑚	𝐻-′.=𝐿𝑎𝑦𝑒𝑟𝑁𝑜𝑟𝑚	PROPN
futech-459	490	12	,	,	PUNCT
futech-459	490	13	𝑌+𝐻.	𝑌+𝐻.	PROPN
futech-459	490	14	(	(	PUNCT
futech-459	490	15	6	6	NUM
futech-459	490	16	)	)	PUNCT
futech-459	490	17	once	once	SCONJ
futech-459	490	18	the	the	DET
futech-459	490	19	final	final	ADJ
futech-459	490	20	representation	representation	NOUN
futech-459	490	21	,	,	PUNCT
futech-459	490	22	𝐻-′.	𝐻-′.	PROPN
futech-459	490	23	is	be	AUX
futech-459	490	24	ready	ready	ADJ
futech-459	490	25	and	and	CCONJ
futech-459	490	26	mapped	map	VERB
futech-459	490	27	to	to	ADP
futech-459	490	28	the	the	DET
futech-459	490	29	vocabulary	vocabulary	ADJ
futech-459	490	30	space	space	NOUN
futech-459	490	31	using	use	VERB
futech-459	490	32	a	a	DET
futech-459	490	33	linear	linear	ADJ
futech-459	490	34	output	output	NOUN
futech-459	490	35	projection	projection	NOUN
futech-459	490	36	.	.	PUNCT
futech-459	491	1	it	it	PRON
futech-459	491	2	is	be	AUX
futech-459	491	3	done	do	VERB
futech-459	491	4	by	by	ADP
futech-459	491	5	multiplying	multiply	VERB
futech-459	491	6	it	it	PRON
futech-459	491	7	with	with	ADP
futech-459	491	8	a	a	DET
futech-459	491	9	learnable	learnable	ADJ
futech-459	491	10	weight	weight	NOUN
futech-459	491	11	matrix	matrix	NOUN
futech-459	491	12	:	:	PUNCT
futech-459	492	1	𝐿𝑜𝑔𝑖𝑡𝑠=,𝐻-′.,𝑊-0.+,𝑏-0	𝐿𝑜𝑔𝑖𝑡𝑠=,𝐻-′.,𝑊-0.+,𝑏-0	NOUN
futech-459	492	2	.	.	PUNCT
futech-459	493	1	(	(	PUNCT
futech-459	493	2	7	7	X
futech-459	493	3	)	)	PUNCT
futech-459	493	4	the	the	DET
futech-459	493	5	model	model	NOUN
futech-459	493	6	applies	apply	VERB
futech-459	493	7	the	the	DET
futech-459	493	8	softmax	softmax	NOUN
futech-459	493	9	function	function	NOUN
futech-459	493	10	to	to	ADP
futech-459	493	11	the	the	DET
futech-459	493	12	logits	logit	NOUN
futech-459	493	13	to	to	PART
futech-459	493	14	generate	generate	VERB
futech-459	493	15	the	the	DET
futech-459	493	16	next	next	ADJ
futech-459	493	17	token	token	VERB
futech-459	493	18	and	and	CCONJ
futech-459	493	19	get	get	VERB
futech-459	493	20	probabilities	probability	NOUN
futech-459	493	21	.	.	PUNCT
futech-459	494	1	then	then	ADV
futech-459	494	2	,	,	PUNCT
futech-459	494	3	it	it	PRON
futech-459	494	4	uses	use	VERB
futech-459	494	5	argmax	argmax	PROPN
futech-459	494	6	to	to	PART
futech-459	494	7	choose	choose	VERB
futech-459	494	8	the	the	DET
futech-459	494	9	most	most	ADV
futech-459	494	10	likely	likely	ADJ
futech-459	494	11	token	token	ADJ
futech-459	494	12	:	:	PUNCT
futech-459	494	13	,	,	PUNCT
futech-459	494	14	,	,	PUNCT
futech-459	494	15	𝑦.-𝑡.=,arg-,max-,𝑆𝑜𝑓𝑡𝑚𝑎𝑥,𝐿𝑜𝑔𝑖𝑡𝑠	𝑦.-𝑡.=,arg-,max-,𝑆𝑜𝑓𝑡𝑚𝑎𝑥,𝐿𝑜𝑔𝑖𝑡𝑠	PROPN
futech-459	494	16	....	....	PUNCT
futech-459	494	17	(	(	PUNCT
futech-459	494	18	8)	8)	NUM
futech-459	494	19	the	the	DET
futech-459	494	20	final	final	ADJ
futech-459	494	21	output	output	NOUN
futech-459	494	22	is	be	AUX
futech-459	494	23	a	a	DET
futech-459	494	24	short	short	ADJ
futech-459	494	25	story	story	NOUN
futech-459	494	26	composed	compose	VERB
futech-459	494	27	of	of	ADP
futech-459	494	28	emotionally	emotionally	ADV
futech-459	494	29	consistent	consistent	ADJ
futech-459	494	30	and	and	CCONJ
futech-459	494	31	semantically	semantically	ADV
futech-459	494	32	connected	connected	ADJ
futech-459	494	33	sentences	sentence	NOUN
futech-459	494	34	generated	generate	VERB
futech-459	494	35	from	from	ADP
futech-459	494	36	the	the	DET
futech-459	494	37	filtered	filter	VERB
futech-459	494	38	gpt-2	gpt-2	PUNCT
futech-459	494	39	outputs	output	NOUN
futech-459	494	40	and	and	CCONJ
futech-459	494	41	refined	refine	VERB
futech-459	494	42	through	through	ADP
futech-459	494	43	fnet	fnet	NOUN
futech-459	494	44	's	's	PART
futech-459	494	45	encoding	encoding	NOUN
futech-459	494	46	-	-	PUNCT
futech-459	494	47	decoding	decode	VERB
futech-459	494	48	mechanism	mechanism	NOUN
futech-459	494	49	.	.	PUNCT
futech-459	495	1	this	this	DET
futech-459	495	2	system	system	NOUN
futech-459	495	3	leverages	leverage	VERB
futech-459	495	4	fnet	fnet	ADV
futech-459	495	5	to	to	PART
futech-459	495	6	pick	pick	VERB
futech-459	495	7	up	up	ADP
futech-459	495	8	on	on	ADP
futech-459	495	9	the	the	DET
futech-459	495	10	subtle	subtle	ADJ
futech-459	495	11	meanings	meaning	NOUN
futech-459	495	12	and	and	CCONJ
futech-459	495	13	feelings	feeling	NOUN
futech-459	495	14	,	,	PUNCT
futech-459	495	15	along	along	ADP
futech-459	495	16	with	with	ADP
futech-459	495	17	gpt-2	gpt-2	NOUN
futech-459	495	18	's	's	PART
futech-459	495	19	amazing	amazing	ADJ
futech-459	495	20	storytelling	storytelling	NOUN
futech-459	495	21	abilities	ability	NOUN
futech-459	495	22	.	.	PUNCT
futech-459	496	1	such	such	DET
futech-459	496	2	a	a	DET
futech-459	496	3	multi	multi	ADJ
futech-459	496	4	-	-	ADJ
futech-459	496	5	step	step	ADJ
futech-459	496	6	journey	journey	NOUN
futech-459	496	7	;	;	PUNCT
futech-459	496	8	craft	craft	VERB
futech-459	496	9	short	short	ADJ
futech-459	496	10	stories	story	NOUN
futech-459	496	11	that	that	PRON
futech-459	496	12	resonate	resonate	VERB
futech-459	496	13	with	with	ADP
futech-459	496	14	emotion	emotion	NOUN
futech-459	496	15	while	while	SCONJ
futech-459	496	16	responding	respond	VERB
futech-459	496	17	to	to	ADP
futech-459	496	18	specific	specific	ADJ
futech-459	496	19	questions	question	NOUN
futech-459	496	20	and	and	CCONJ
futech-459	496	21	answers	answer	NOUN
futech-459	496	22	....	....	PUNCT
futech-459	496	23	figure	figure	NOUN
futech-459	497	1	2	2	NUM
futech-459	497	2	.	.	PUNCT
futech-459	497	3	fnet	fnet	ADJ
futech-459	497	4	model	model	NOUN
futech-459	497	5	5	5	NUM
futech-459	497	6	.	.	PUNCT
futech-459	497	7	evaluation	evaluation	NOUN
futech-459	497	8	of	of	ADP
futech-459	497	9	the	the	DET
futech-459	497	10	proposed	propose	VERB
futech-459	497	11	system	system	NOUN
futech-459	497	12	we	we	PRON
futech-459	497	13	evaluate	evaluate	VERB
futech-459	497	14	the	the	DET
futech-459	497	15	system	system	NOUN
futech-459	497	16	to	to	PART
futech-459	497	17	see	see	VERB
futech-459	497	18	how	how	SCONJ
futech-459	497	19	well	well	ADV
futech-459	497	20	it	it	PRON
futech-459	497	21	could	could	AUX
futech-459	497	22	write	write	VERB
futech-459	497	23	an	an	DET
futech-459	497	24	emotionally	emotionally	ADV
futech-459	497	25	engaging	engaging	ADJ
futech-459	497	26	short	short	ADJ
futech-459	497	27	story	story	NOUN
futech-459	497	28	.	.	PUNCT
futech-459	498	1	we	we	PRON
futech-459	498	2	examine	examine	VERB
futech-459	498	3	three	three	NUM
futech-459	498	4	different	different	ADJ
futech-459	498	5	benchmark	benchmark	NOUN
futech-459	498	6	datasets	dataset	NOUN
futech-459	498	7	,	,	PUNCT
futech-459	498	8	each	each	DET
futech-459	498	9	one	one	NOUN
futech-459	498	10	having	have	VERB
futech-459	498	11	some	some	DET
futech-459	498	12	unique	unique	ADJ
futech-459	498	13	challenges	challenge	NOUN
futech-459	498	14	.	.	PUNCT
futech-459	499	1	the	the	DET
futech-459	499	2	system	system	NOUN
futech-459	499	3	was	be	AUX
futech-459	499	4	evaluated	evaluate	VERB
futech-459	499	5	against	against	ADP
futech-459	499	6	some	some	DET
futech-459	499	7	established	establish	VERB
futech-459	499	8	baseline	baseline	NOUN
futech-459	499	9	models	model	NOUN
futech-459	499	10	to	to	ADP
futech-459	499	11	meas	mea	NOUN
futech-459	499	12	...	...	PUNCT
futech-459	499	13	5.1	5.1	NUM
futech-459	499	14	dataset	dataset	NOUN
futech-459	499	15	so	so	ADV
futech-459	499	16	,	,	PUNCT
futech-459	499	17	we	we	PRON
futech-459	499	18	decided	decide	VERB
futech-459	499	19	to	to	PART
futech-459	499	20	work	work	VERB
futech-459	499	21	with	with	ADP
futech-459	499	22	three	three	NUM
futech-459	499	23	benchmark	benchmark	ADJ
futech-459	499	24	datasets	dataset	NOUN
futech-459	499	25	for	for	ADP
futech-459	499	26	our	our	PRON
futech-459	499	27	experiments	experiment	NOUN
futech-459	499	28	to	to	PART
futech-459	499	29	see	see	VERB
futech-459	499	30	how	how	SCONJ
futech-459	499	31	well	well	ADV
futech-459	499	32	the	the	DET
futech-459	499	33	proposed	propose	VERB
futech-459	499	34	system	system	NOUN
futech-459	499	35	performs	perform	VERB
futech-459	499	36	.	.	PUNCT
futech-459	500	1	first	first	ADV
futech-459	500	2	up	up	ADV
futech-459	500	3	,	,	PUNCT
futech-459	500	4	we	we	PRON
futech-459	500	5	have	have	VERB
futech-459	500	6	the	the	DET
futech-459	500	7	cornell	cornell	NOUN
futech-459	500	8	movie	movie	NOUN
futech-459	500	9	-	-	PUNCT
futech-459	500	10	dialogs	dialog	NOUN
futech-459	500	11	corpus	corpus	NOUN
futech-459	500	12	[	[	X
futech-459	500	13	37	37	NUM
futech-459	500	14	]	]	PUNCT
futech-459	500	15	.	.	PUNCT
futech-459	501	1	it	it	PRON
futech-459	501	2	is	be	AUX
futech-459	501	3	a	a	DET
futech-459	501	4	pretty	pretty	ADV
futech-459	501	5	massive	massive	ADJ
futech-459	501	6	collection	collection	NOUN
futech-459	501	7	,	,	PUNCT
futech-459	501	8	with	with	ADP
futech-459	501	9	all	all	DET
futech-459	501	10	these	these	DET
futech-459	501	11	fictional	fictional	ADJ
futech-459	501	12	conversations	conversation	NOUN
futech-459	501	13	p	p	X
futech-459	501	14	...	...	PUNCT
futech-459	501	15	5.2	5.2	NUM
futech-459	501	16	baseline	baseline	NOUN
futech-459	501	17	models	model	NOUN
futech-459	501	18	we	we	PRON
futech-459	501	19	compare	compare	VERB
futech-459	501	20	our	our	PRON
futech-459	501	21	models	model	NOUN
futech-459	501	22	with	with	ADP
futech-459	501	23	the	the	DET
futech-459	501	24	following	following	NOUN
futech-459	501	25	:	:	PUNCT
futech-459	501	26	1	1	NUM
futech-459	501	27	)	)	PUNCT
futech-459	501	28	t	t	PROPN
futech-459	501	29	-	-	PUNCT
futech-459	501	30	cvae	cvae	NOUN
futech-459	501	31	[	[	X
futech-459	501	32	21	21	NUM
futech-459	501	33	]	]	PUNCT
futech-459	501	34	leverages	leverage	NOUN
futech-459	501	35	transformers	transformer	NOUN
futech-459	501	36	and	and	CCONJ
futech-459	501	37	a	a	DET
futech-459	501	38	variational	variational	ADJ
futech-459	501	39	autoencoder	autoencoder	NOUN
futech-459	501	40	to	to	PART
futech-459	501	41	learn	learn	VERB
futech-459	501	42	story	story	NOUN
futech-459	501	43	patterns	pattern	NOUN
futech-459	501	44	and	and	CCONJ
futech-459	501	45	generate	generate	VERB
futech-459	501	46	new	new	ADJ
futech-459	501	47	,	,	PUNCT
futech-459	501	48	coherent	coherent	ADJ
futech-459	501	49	stories	story	NOUN
futech-459	501	50	,	,	PUNCT
futech-459	501	51	with	with	ADP
futech-459	501	52	the	the	DET
futech-459	501	53	ability	ability	NOUN
futech-459	501	54	to	to	PART
futech-459	501	55	incorporate	incorporate	VERB
futech-459	501	56	additional	additional	ADJ
futech-459	501	57	input	input	NOUN
futech-459	501	58	for	for	ADP
futech-459	501	59	guidance	guidance	NOUN
futech-459	501	60	.	.	PUNCT
futech-459	502	1	2	2	X
futech-459	502	2	)	)	PUNCT
futech-459	502	3	plan&write	plan&write	NOUN
futech-459	503	1	[	[	X
futech-459	503	2	20	20	NUM
futech-459	503	3	]	]	SYM
futech-459	503	4	...	...	PUNCT
futech-459	503	5	5.3	5.3	NUM
futech-459	503	6	metrics	metric	NOUN
futech-459	503	7	we	we	PRON
futech-459	503	8	have	have	AUX
futech-459	503	9	chosen	choose	VERB
futech-459	503	10	to	to	PART
futech-459	503	11	utilize	utilize	VERB
futech-459	503	12	the	the	DET
futech-459	503	13	bleu	bleu	NOUN
futech-459	503	14	(	(	PUNCT
futech-459	503	15	bilingual	bilingual	ADJ
futech-459	503	16	evaluation	evaluation	NOUN
futech-459	503	17	understudy	understudy	NOUN
futech-459	503	18	)	)	PUNCT
futech-459	504	1	[	[	X
futech-459	504	2	40	40	NUM
futech-459	504	3	]	]	PUNCT
futech-459	504	4	and	and	CCONJ
futech-459	504	5	meteor	meteor	NOUN
futech-459	505	1	[	[	X
futech-459	505	2	40	40	NUM
futech-459	505	3	]	]	PUNCT
futech-459	505	4	metrics	metric	NOUN
futech-459	505	5	to	to	PART
futech-459	505	6	evaluate	evaluate	VERB
futech-459	505	7	the	the	DET
futech-459	505	8	quality	quality	NOUN
futech-459	505	9	of	of	ADP
futech-459	505	10	the	the	DET
futech-459	505	11	generated	generate	VERB
futech-459	505	12	stories	story	NOUN
futech-459	505	13	.	.	PUNCT
futech-459	506	1	bleu	bleu	NOUN
futech-459	506	2	is	be	AUX
futech-459	506	3	one	one	NUM
futech-459	506	4	of	of	ADP
futech-459	506	5	the	the	DET
futech-459	506	6	most	most	ADV
futech-459	506	7	popular	popular	ADJ
futech-459	506	8	machine	machine	NOUN
futech-459	506	9	translation	translation	NOUN
futech-459	506	10	metrics	metric	NOUN
futech-459	506	11	that	that	PRON
futech-459	506	12	determines	determine	VERB
futech-459	506	13	the	the	DET
futech-459	506	14	similarity	similarity	NOUN
futech-459	506	15	between	between	ADP
futech-459	506	16	a	a	DET
futech-459	506	17	hu	hu	PROPN
futech-459	506	18	...	...	PUNCT
futech-459	506	19	the	the	DET
futech-459	506	20	bleu	bleu	NOUN
futech-459	506	21	score	score	NOUN
futech-459	506	22	formula	formula	NOUN
futech-459	506	23	is	be	AUX
futech-459	506	24	derived	derive	VERB
futech-459	506	25	based	base	VERB
futech-459	506	26	on	on	ADP
futech-459	506	27	precision	precision	NOUN
futech-459	506	28	and	and	CCONJ
futech-459	506	29	a	a	DET
futech-459	506	30	penalty	penalty	NOUN
futech-459	506	31	for	for	ADP
futech-459	506	32	brevity	brevity	NOUN
futech-459	506	33	.	.	PUNCT
futech-459	507	1	the	the	DET
futech-459	507	2	formula	formula	NOUN
futech-459	507	3	is	be	AUX
futech-459	507	4	:	:	PUNCT
futech-459	507	5	𝐵𝐿𝐸𝑈=𝐵𝑃	𝐵𝐿𝐸𝑈=𝐵𝑃	PROPN
futech-459	507	6	×,exp-,,1-𝑛.,𝑖=1-𝑛-,log-,𝑝-𝑖	×,exp-,,1-𝑛.,𝑖=1-𝑛-,log-,𝑝-𝑖	NOUN
futech-459	507	7	.....	.....	PUNCT
futech-459	507	8	(	(	PUNCT
futech-459	507	9	9	9	NUM
futech-459	507	10	)	)	PUNCT
futech-459	507	11	however	however	ADV
futech-459	507	12	,	,	PUNCT
futech-459	507	13	bleu	bleu	NOUN
futech-459	507	14	does	do	AUX
futech-459	507	15	not	not	PART
futech-459	507	16	consider	consider	VERB
futech-459	507	17	the	the	DET
futech-459	507	18	stems	stem	NOUN
futech-459	507	19	and	and	CCONJ
futech-459	507	20	synonyms	synonym	NOUN
futech-459	507	21	of	of	ADP
futech-459	507	22	words	word	NOUN
futech-459	507	23	.	.	PUNCT
futech-459	508	1	to	to	PART
futech-459	508	2	overcome	overcome	VERB
futech-459	508	3	these	these	DET
futech-459	508	4	limitations	limitation	NOUN
futech-459	508	5	,	,	PUNCT
futech-459	508	6	meteor	meteor	NOUN
futech-459	508	7	uses	use	VERB
futech-459	508	8	a	a	DET
futech-459	508	9	weighted	weight	VERB
futech-459	508	10	f1	f1	NOUN
futech-459	508	11	-	-	PUNCT
futech-459	508	12	score	score	NOUN
futech-459	508	13	and	and	CCONJ
futech-459	508	14	penalty	penalty	NOUN
futech-459	508	15	function	function	NOUN
futech-459	508	16	.	.	PUNCT
futech-459	509	1	,	,	PUNCT
futech-459	509	2	𝐹-𝑆𝐶𝑂𝑅𝐸.=,10,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	𝐹-𝑆𝐶𝑂𝑅𝐸.=,10,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	PRON
futech-459	509	3	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	NOUN
futech-459	509	4	𝑖𝑛	𝑖𝑛	PRON
futech-459	509	5	ℎ𝑦𝑝𝑜𝑡ℎ𝑒𝑖𝑠	ℎ𝑦𝑝𝑜𝑡ℎ𝑒𝑖𝑠	ADJ
futech-459	509	6	..	..	PUNCT
futech-459	509	7	,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	PUNCT
futech-459	509	8	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	ADJ
futech-459	509	9	𝑖𝑛𝑟𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	𝑖𝑛𝑟𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	PROPN
futech-459	509	10	..	..	PROPN
futech-459	509	11	-,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	-,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	PROPN
futech-459	509	12	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	𝑢𝑛𝑖𝑔𝑟𝑎𝑚-𝑢𝑛𝑖𝑔𝑟𝑎𝑚	PROPN
futech-459	509	13	𝑖𝑛𝑟𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	𝑖𝑛𝑟𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	PROPN
futech-459	509	14	..	..	PUNCT
futech-459	509	15	+9,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	+9,,𝑚𝑎𝑡𝑐ℎ𝑒𝑑	PROPN
futech-459	509	16	𝑢𝑛	𝑢𝑛	X
futech-459	509	17	...	...	PUNCT
futech-459	510	1	𝑃𝑒𝑛𝑎𝑙𝑡𝑦=0.5	𝑃𝑒𝑛𝑎𝑙𝑡𝑦=0.5	NUM
futech-459	510	2	×	×	NOUN
futech-459	510	3	,	,	PUNCT
futech-459	510	4	,	,	PUNCT
futech-459	510	5	𝑁𝑢𝑚𝑏𝑒𝑟	𝑁𝑢𝑚𝑏𝑒𝑟	PROPN
futech-459	510	6	𝑜𝑓	𝑜𝑓	ADP
futech-459	510	7	𝑐ℎ𝑢𝑛𝑘𝑠	𝑐ℎ𝑢𝑛𝑘𝑠	PROPN
futech-459	510	8	𝑖𝑛	𝑖𝑛	X
futech-459	510	9	𝐻𝑦𝑝𝑜𝑡ℎ𝑒𝑖𝑠-𝑁𝑢𝑚𝑏𝑒𝑟	𝐻𝑦𝑝𝑜𝑡ℎ𝑒𝑖𝑠-𝑁𝑢𝑚𝑏𝑒𝑟	ADJ
futech-459	510	10	𝑜𝑓	𝑜𝑓	ADP
futech-459	510	11	𝑚𝑎𝑡𝑐ℎ𝑒𝑑	𝑚𝑎𝑡𝑐ℎ𝑒𝑑	NOUN
futech-459	510	12	𝑢𝑛𝑖𝑔𝑟𝑎𝑚𝑠	𝑢𝑛𝑖𝑔𝑟𝑎𝑚𝑠	PROPN
futech-459	510	13	..	..	PUNCT
futech-459	510	14	(	(	PUNCT
futech-459	510	15	11	11	NUM
futech-459	510	16	)	)	PUNCT
futech-459	510	17	𝑀𝐸𝑇𝐸𝑂𝑅=,𝐹-𝑆𝐶𝑂𝑅𝐸.	𝑀𝐸𝑇𝐸𝑂𝑅=,𝐹-𝑆𝐶𝑂𝑅𝐸.	VERB
futech-459	510	18	×	×	PROPN
futech-459	510	19	,	,	PUNCT
futech-459	510	20	1−𝑃𝑒𝑛𝑎𝑙𝑡𝑦.	1−𝑃𝑒𝑛𝑎𝑙𝑡𝑦.	NUM
futech-459	510	21	(	(	PUNCT
futech-459	510	22	12	12	NUM
futech-459	510	23	)	)	PUNCT
futech-459	510	24	5.4	5.4	NUM
futech-459	510	25	experimental	experimental	ADJ
futech-459	510	26	setup	setup	NOUN
futech-459	510	27	we	we	PRON
futech-459	510	28	utilize	utilize	VERB
futech-459	510	29	a	a	DET
futech-459	510	30	pre	pre	ADJ
futech-459	510	31	-	-	ADJ
futech-459	510	32	trained	trained	ADJ
futech-459	510	33	gpt-2	gpt-2	PUNCT
futech-459	510	34	model	model	NOUN
futech-459	510	35	to	to	PART
futech-459	510	36	generate	generate	VERB
futech-459	510	37	a	a	DET
futech-459	510	38	wide	wide	ADJ
futech-459	510	39	range	range	NOUN
futech-459	510	40	of	of	ADP
futech-459	510	41	sentences	sentence	NOUN
futech-459	510	42	.	.	PUNCT
futech-459	511	1	it	it	PRON
futech-459	511	2	will	will	AUX
futech-459	511	3	take	take	VERB
futech-459	511	4	a	a	DET
futech-459	511	5	question	question	NOUN
futech-459	511	6	and	and	CCONJ
futech-459	511	7	its	its	PRON
futech-459	511	8	answer	answer	NOUN
futech-459	511	9	,	,	PUNCT
futech-459	511	10	then	then	ADV
futech-459	511	11	churn	churn	VERB
futech-459	511	12	out	out	ADP
futech-459	511	13	several	several	ADJ
futech-459	511	14	ways	way	NOUN
futech-459	511	15	to	to	PART
futech-459	511	16	say	say	VERB
futech-459	511	17	it	it	PRON
futech-459	511	18	.	.	PUNCT
futech-459	512	1	now	now	ADV
futech-459	512	2	,	,	PUNCT
futech-459	512	3	the	the	DET
futech-459	512	4	emotion	emotion	NOUN
futech-459	512	5	classifier	classifier	NOUN
futech-459	512	6	will	will	AUX
futech-459	512	7	look	look	VERB
futech-459	512	8	at	at	ADP
futech-459	512	9	all	all	DET
futech-459	512	10	those	those	DET
futech-459	512	11	candidate	candidate	NOUN
futech-459	512	12	sentences	sentence	NOUN
futech-459	512	13	and	and	CCONJ
futech-459	512	14	determine	determine	VERB
futech-459	512	15	which	which	PRON
futech-459	512	16	hits	hit	VERB
futech-459	512	17	...	...	PUNCT
futech-459	512	18	5.5	5.5	NUM
futech-459	512	19	result	result	VERB
futech-459	512	20	this	this	DET
futech-459	512	21	section	section	NOUN
futech-459	512	22	presents	present	VERB
futech-459	512	23	the	the	DET
futech-459	512	24	experimental	experimental	ADJ
futech-459	512	25	evaluation	evaluation	NOUN
futech-459	512	26	's	's	PART
futech-459	512	27	outcomes	outcome	NOUN
futech-459	512	28	,	,	PUNCT
futech-459	512	29	showcasing	showcase	VERB
futech-459	512	30	the	the	DET
futech-459	512	31	proposed	propose	VERB
futech-459	512	32	system	system	NOUN
futech-459	512	33	's	's	PART
futech-459	512	34	performance	performance	NOUN
futech-459	512	35	in	in	ADP
futech-459	512	36	generating	generate	VERB
futech-459	512	37	emotionally	emotionally	ADV
futech-459	512	38	aware	aware	ADJ
futech-459	512	39	short	short	ADJ
futech-459	512	40	stories	story	NOUN
futech-459	512	41	.	.	PUNCT
futech-459	513	1	the	the	DET
futech-459	513	2	results	result	NOUN
futech-459	513	3	are	be	AUX
futech-459	513	4	analyzed	analyze	VERB
futech-459	513	5	in	in	ADP
futech-459	513	6	comparison	comparison	NOUN
futech-459	513	7	to	to	ADP
futech-459	513	8	baseline	baseline	NOUN
futech-459	513	9	models	model	NOUN
futech-459	513	10	,	,	PUNCT
futech-459	513	11	highlighting	highlight	VERB
futech-459	513	12	the	the	DET
futech-459	513	13	strengths	strength	NOUN
futech-459	513	14	and	and	CCONJ
futech-459	513	15	limitat	limitat	ADJ
futech-459	513	16	...	...	PUNCT
futech-459	513	17			PROPN
futech-459	513	18	cornell	cornell	PROPN
futech-459	513	19	's	's	PART
futech-459	513	20	movie	movie	NOUN
futech-459	513	21	dataset	dataset	NOUN
futech-459	513	22	:	:	PUNCT
futech-459	513	23	this	this	DET
futech-459	513	24	dataset	dataset	NOUN
futech-459	513	25	likely	likely	ADV
futech-459	513	26	contains	contain	VERB
futech-459	513	27	movie	movie	NOUN
futech-459	513	28	dialogues	dialogue	NOUN
futech-459	513	29	or	or	CCONJ
futech-459	513	30	scripts	script	NOUN
futech-459	513	31	.	.	PUNCT
futech-459	514	1	the	the	DET
futech-459	514	2	fnet	fnet	ADJ
futech-459	514	3	model	model	NOUN
futech-459	514	4	achieved	achieve	VERB
futech-459	514	5	an	an	DET
futech-459	514	6	accuracy	accuracy	NOUN
futech-459	514	7	of	of	ADP
futech-459	514	8	0.60	0.60	NUM
futech-459	514	9	(	(	PUNCT
futech-459	514	10	60	60	NUM
futech-459	514	11	%	%	NOUN
futech-459	514	12	)	)	PUNCT
futech-459	514	13	on	on	ADP
futech-459	514	14	this	this	DET
futech-459	514	15	dataset	dataset	NOUN
futech-459	514	16	.	.	PUNCT
futech-459	515	1	it	it	PRON
futech-459	515	2	suggests	suggest	VERB
futech-459	515	3	that	that	SCONJ
futech-459	515	4	the	the	DET
futech-459	515	5	model	model	NOUN
futech-459	515	6	performs	perform	VERB
futech-459	515	7	moderately	moderately	ADV
futech-459	515	8	well	well	ADV
futech-459	515	9	in	in	ADP
futech-459	515	10	understanding	understanding	NOUN
futech-459	515	11	or	or	CCONJ
futech-459	515	12	generating	generate	VERB
futech-459	515	13	movie	movie	NOUN
futech-459	515	14	dialogue	dialogue	NOUN
futech-459	515	15	.	.	PUNCT
futech-459	516	1	t	t	PROPN
futech-459	516	2	...	...	PUNCT
futech-459	516	3			PRON
futech-459	516	4	visual7w	visual7w	NOUN
futech-459	516	5	dataset	dataset	VERB
futech-459	516	6	:	:	PUNCT
futech-459	516	7	this	this	DET
futech-459	516	8	dataset	dataset	NOUN
futech-459	516	9	probably	probably	ADV
futech-459	516	10	contains	contain	VERB
futech-459	516	11	images	image	NOUN
futech-459	516	12	paired	pair	VERB
futech-459	516	13	with	with	ADP
futech-459	516	14	questions	question	NOUN
futech-459	516	15	and	and	CCONJ
futech-459	516	16	answers	answer	NOUN
futech-459	516	17	about	about	ADP
futech-459	516	18	the	the	DET
futech-459	516	19	visual	visual	ADJ
futech-459	516	20	content	content	NOUN
futech-459	516	21	of	of	ADP
futech-459	516	22	the	the	DET
futech-459	516	23	images	image	NOUN
futech-459	516	24	.	.	PUNCT
futech-459	517	1	the	the	DET
futech-459	517	2	fnet	fnet	ADJ
futech-459	517	3	model	model	NOUN
futech-459	517	4	achieved	achieve	VERB
futech-459	517	5	a	a	DET
futech-459	517	6	high	high	ADJ
futech-459	517	7	accuracy	accuracy	NOUN
futech-459	517	8	of	of	ADP
futech-459	517	9	0.85	0.85	NUM
futech-459	517	10	(	(	PUNCT
futech-459	517	11	85	85	NUM
futech-459	517	12	%	%	NOUN
futech-459	517	13	)	)	PUNCT
futech-459	517	14	on	on	ADP
futech-459	517	15	this	this	DET
futech-459	517	16	dataset	dataset	NOUN
futech-459	517	17	,	,	PUNCT
futech-459	517	18	indicating	indicate	VERB
futech-459	517	19	that	that	SCONJ
futech-459	517	20	it	it	PRON
futech-459	517	21	is	be	AUX
futech-459	517	22	quite	quite	ADV
futech-459	517	23	effective	effective	ADJ
futech-459	517	24	at	at	ADP
futech-459	517	25	underst	underst	ADJ
futech-459	517	26	...	...	PUNCT
futech-459	517	27			PRON
futech-459	518	1	roc	roc	PROPN
futech-459	518	2	-	-	PUNCT
futech-459	518	3	stories	story	NOUN
futech-459	518	4	:	:	PUNCT
futech-459	518	5	this	this	DET
futech-459	518	6	dataset	dataset	NOUN
futech-459	518	7	likely	likely	ADV
futech-459	518	8	contains	contain	VERB
futech-459	518	9	short	short	ADJ
futech-459	518	10	stories	story	NOUN
futech-459	518	11	or	or	CCONJ
futech-459	518	12	narratives	narrative	NOUN
futech-459	518	13	.	.	PUNCT
futech-459	519	1	fnet	fnet	PROPN
futech-459	519	2	achieved	achieve	VERB
futech-459	519	3	an	an	DET
futech-459	519	4	accuracy	accuracy	NOUN
futech-459	519	5	of	of	ADP
futech-459	519	6	0.67	0.67	NUM
futech-459	519	7	(	(	PUNCT
futech-459	519	8	67	67	NUM
futech-459	519	9	%	%	NOUN
futech-459	519	10	)	)	PUNCT
futech-459	519	11	on	on	ADP
futech-459	519	12	this	this	DET
futech-459	519	13	dataset	dataset	NOUN
futech-459	519	14	.	.	PUNCT
futech-459	520	1	it	it	PRON
futech-459	520	2	suggests	suggest	VERB
futech-459	520	3	that	that	SCONJ
futech-459	520	4	the	the	DET
futech-459	520	5	model	model	NOUN
futech-459	520	6	performs	perform	VERB
futech-459	520	7	reasonably	reasonably	ADV
futech-459	520	8	well	well	ADV
futech-459	520	9	in	in	ADP
futech-459	520	10	understanding	understanding	NOUN
futech-459	520	11	or	or	CCONJ
futech-459	520	12	generating	generate	VERB
futech-459	520	13	short	short	ADJ
futech-459	520	14	stories	story	NOUN
futech-459	520	15	,	,	PUNCT
futech-459	520	16	although	although	SCONJ
futech-459	520	17	there	there	PRON
futech-459	520	18	is	be	VERB
futech-459	520	19	still	still	ADV
futech-459	520	20	...	...	PUNCT
futech-459	520	21	table	table	NOUN
futech-459	520	22	2	2	NUM
futech-459	520	23	.	.	PUNCT
futech-459	520	24	accuracy	accuracy	NOUN
futech-459	520	25	of	of	ADP
futech-459	520	26	trained	train	VERB
futech-459	520	27	fnet	fnet	NOUN
futech-459	520	28	on	on	ADP
futech-459	520	29	different	different	ADJ
futech-459	520	30	benchmark	benchmark	NOUN
futech-459	520	31	datasets	dataset	NOUN
futech-459	520	32	5.6	5.6	NUM
futech-459	520	33	discussion	discussion	NOUN
futech-459	520	34	table	table	NOUN
futech-459	520	35	3	3	NUM
futech-459	520	36	compares	compare	VERB
futech-459	520	37	three	three	NUM
futech-459	520	38	models	model	NOUN
futech-459	520	39	,	,	PUNCT
futech-459	520	40	plan	plan	NOUN
futech-459	520	41	-	-	PUNCT
futech-459	520	42	and	and	CCONJ
futech-459	520	43	-	-	PUNCT
futech-459	520	44	write	write	NOUN
futech-459	520	45	,	,	PUNCT
futech-459	520	46	t	t	NOUN
futech-459	520	47	-	-	PUNCT
futech-459	520	48	cvae	cvae	NOUN
futech-459	520	49	,	,	PUNCT
futech-459	520	50	and	and	CCONJ
futech-459	520	51	the	the	DET
futech-459	520	52	proposed	propose	VERB
futech-459	520	53	system	system	NOUN
futech-459	520	54	,	,	PUNCT
futech-459	520	55	based	base	VERB
futech-459	520	56	on	on	ADP
futech-459	520	57	bleu	bleu	NOUN
futech-459	520	58	and	and	CCONJ
futech-459	520	59	meteor	meteor	NOUN
futech-459	520	60	metrics	metric	NOUN
futech-459	520	61	,	,	PUNCT
futech-459	520	62	which	which	PRON
futech-459	520	63	evaluate	evaluate	VERB
futech-459	520	64	how	how	SCONJ
futech-459	520	65	closely	closely	ADV
futech-459	520	66	the	the	DET
futech-459	520	67	generated	generate	VERB
futech-459	520	68	text	text	NOUN
futech-459	520	69	matches	match	VERB
futech-459	520	70	the	the	DET
futech-459	520	71	reference	reference	NOUN
futech-459	520	72	human	human	NOUN
futech-459	520	73	-	-	PUNCT
futech-459	520	74	written	write	VERB
futech-459	520	75	text	text	NOUN
futech-459	520	76	.	.	PUNCT
futech-459	521	1	bleu	bleu	NOUN
futech-459	521	2	score	score	NOUN
futech-459	521	3	analysis	analysis	NOUN
futech-459	521	4			PRON
futech-459	521	5	plan	plan	NOUN
futech-459	521	6	-	-	PUNCT
futech-459	521	7	and	and	CCONJ
futech-459	521	8	-	-	PUNCT
futech-459	521	9	write	write	NOUN
futech-459	521	10	:	:	PUNCT
futech-459	521	11	this	this	DET
futech-459	521	12	model	model	NOUN
futech-459	521	13	has	have	VERB
futech-459	521	14	the	the	DET
futech-459	521	15	lowest	low	ADJ
futech-459	521	16	scores	score	NOUN
futech-459	521	17	across	across	ADP
futech-459	521	18	all	all	DET
futech-459	521	19	bleu	bleu	NOUN
futech-459	521	20	metrics	metric	NOUN
futech-459	521	21	.	.	PUNCT
futech-459	522	1	it	it	PRON
futech-459	522	2	suggests	suggest	VERB
futech-459	522	3	that	that	SCONJ
futech-459	522	4	its	its	PRON
futech-459	522	5	generated	generate	VERB
futech-459	522	6	text	text	NOUN
futech-459	522	7	has	have	VERB
futech-459	522	8	the	the	DET
futech-459	522	9	least	least	ADJ
futech-459	522	10	overlap	overlap	NOUN
futech-459	522	11	in	in	ADP
futech-459	522	12	individual	individual	ADJ
futech-459	522	13	words	word	NOUN
futech-459	522	14	,	,	PUNCT
futech-459	522	15	bigrams	bigram	NOUN
futech-459	522	16	,	,	PUNCT
futech-459	522	17	and	and	CCONJ
futech-459	522	18	trigrams	trigram	NOUN
futech-459	522	19	compared	compare	VERB
futech-459	522	20	to	to	ADP
futech-459	522	21	the	the	DET
futech-459	522	22	human	human	NOUN
futech-459	522	23	-	-	PUNCT
futech-459	522	24	generated	generate	VERB
futech-459	522	25	reference	reference	NOUN
futech-459	522	26	text	text	NOUN
futech-459	522	27	.	.	PUNCT
futech-459	523	1			X
futech-459	523	2	t	t	PROPN
futech-459	523	3	-	-	PUNCT
futech-459	523	4	cave	cave	NOUN
futech-459	523	5	:	:	PUNCT
futech-459	523	6	it	it	PRON
futech-459	523	7	shines	shine	VERB
futech-459	523	8	regarding	regard	VERB
futech-459	523	9	bleu-2	bleu-2	NUM
futech-459	523	10	scores	score	NOUN
futech-459	523	11	,	,	PUNCT
futech-459	523	12	which	which	PRON
futech-459	523	13	means	mean	VERB
futech-459	523	14	it	it	PRON
futech-459	523	15	is	be	AUX
futech-459	523	16	pretty	pretty	ADV
futech-459	523	17	good	good	ADJ
futech-459	523	18	at	at	ADP
futech-459	523	19	churning	churn	VERB
futech-459	523	20	out	out	ADP
futech-459	523	21	pairs	pair	NOUN
futech-459	523	22	of	of	ADP
futech-459	523	23	words	word	NOUN
futech-459	523	24	matching	match	VERB
futech-459	523	25	the	the	DET
futech-459	523	26	reference	reference	NOUN
futech-459	523	27	text	text	NOUN
futech-459	523	28	.	.	PUNCT
futech-459	524	1	however	however	ADV
futech-459	524	2	,	,	PUNCT
futech-459	524	3	its	its	PRON
futech-459	524	4	scores	score	NOUN
futech-459	524	5	for	for	ADP
futech-459	524	6	bleu-1	bleu-1	PROPN
futech-459	524	7	.	.	PUNCT
futech-459	525	1	it	it	PRON
futech-459	525	2	hints	hint	VERB
futech-459	525	3	that	that	SCONJ
futech-459	525	4	it	it	PRON
futech-459	525	5	might	might	AUX
futech-459	525	6	struggle	struggle	VERB
futech-459	525	7	with	with	ADP
futech-459	525	8	individual	individual	ADJ
futech-459	525	9	words	word	NOUN
futech-459	525	10	.	.	PUNCT
futech-459	526	1			X
futech-459	527	1	the	the	DET
futech-459	527	2	proposed	propose	VERB
futech-459	527	3	model	model	NOUN
futech-459	527	4	:	:	PUNCT
futech-459	527	5	it	it	PRON
futech-459	527	6	grabs	grab	VERB
futech-459	527	7	the	the	DET
futech-459	527	8	top	top	ADJ
futech-459	527	9	spot	spot	NOUN
futech-459	527	10	for	for	ADP
futech-459	527	11	bleu-1	bleu-1	PROPN
futech-459	527	12	,	,	PUNCT
futech-459	527	13	which	which	PRON
futech-459	527	14	means	mean	VERB
futech-459	527	15	it	it	PRON
futech-459	527	16	nails	nail	VERB
futech-459	527	17	those	those	DET
futech-459	527	18	individual	individual	ADJ
futech-459	527	19	word	word	NOUN
futech-459	527	20	matches	match	VERB
futech-459	527	21	well	well	ADV
futech-459	527	22	.	.	PUNCT
futech-459	528	1	its	its	PRON
futech-459	528	2	bleu-2	bleu-2	NOUN
futech-459	528	3	score	score	NOUN
futech-459	528	4	is	be	AUX
futech-459	528	5	not	not	PART
futech-459	528	6	the	the	DET
futech-459	528	7	absolute	absolute	ADJ
futech-459	528	8	highest	high	ADJ
futech-459	528	9	,	,	PUNCT
futech-459	528	10	but	but	CCONJ
futech-459	528	11	they	they	PRON
futech-459	528	12	are	be	AUX
futech-459	528	13	still	still	ADV
futech-459	528	14	solid	solid	ADJ
futech-459	528	15	compared	compare	VERB
futech-459	528	16	to	to	ADP
futech-459	528	17	other	other	ADJ
futech-459	528	18	models	model	NOUN
futech-459	528	19	.	.	PUNCT
futech-459	529	1			X
futech-459	530	1	overall	overall	ADJ
futech-459	530	2	:	:	PUNCT
futech-459	530	3	so	so	ADV
futech-459	530	4	,	,	PUNCT
futech-459	530	5	t	t	PROPN
futech-459	530	6	-	-	PUNCT
futech-459	530	7	cave	cave	NOUN
futech-459	530	8	is	be	AUX
futech-459	530	9	excellent	excellent	ADJ
futech-459	530	10	for	for	ADP
futech-459	530	11	generating	generate	VERB
futech-459	530	12	those	those	DET
futech-459	530	13	word	word	NOUN
futech-459	530	14	pairs	pair	NOUN
futech-459	530	15	,	,	PUNCT
futech-459	530	16	but	but	CCONJ
futech-459	530	17	the	the	DET
futech-459	530	18	proposed	propose	VERB
futech-459	530	19	model	model	NOUN
futech-459	530	20	seems	seem	VERB
futech-459	530	21	to	to	PART
futech-459	530	22	strike	strike	VERB
futech-459	530	23	a	a	DET
futech-459	530	24	better	well	ADJ
futech-459	530	25	balance	balance	NOUN
futech-459	530	26	across	across	ADP
futech-459	530	27	all	all	DET
futech-459	530	28	the	the	DET
futech-459	530	29	bleu	bleu	NOUN
futech-459	530	30	metrics	metric	NOUN
futech-459	530	31	,	,	PUNCT
futech-459	530	32	which	which	PRON
futech-459	530	33	suggests	suggest	VERB
futech-459	530	34	it	it	PRON
futech-459	530	35	might	might	AUX
futech-459	530	36	come	come	VERB
futech-459	530	37	closer	close	ADV
futech-459	530	38	to	to	ADP
futech-459	530	39	sounding	sound	VERB
futech-459	530	40	like	like	ADP
futech-459	530	41	a	a	DET
futech-459	530	42	human	human	NOUN
futech-459	530	43	would	would	AUX
futech-459	530	44	write	write	VERB
futech-459	530	45	,	,	PUNCT
futech-459	530	46	especially	especially	ADV
futech-459	530	47	regarding	regard	VERB
futech-459	530	48	voc	voc	NOUN
futech-459	530	49	...	...	PUNCT
futech-459	530	50	meteor	meteor	NOUN
futech-459	530	51	score	score	NOUN
futech-459	530	52	analysis	analysis	NOUN
futech-459	530	53			PRON
futech-459	530	54	plan	plan	NOUN
futech-459	530	55	-	-	PUNCT
futech-459	530	56	and	and	CCONJ
futech-459	530	57	-	-	PUNCT
futech-459	530	58	write	write	NOUN
futech-459	530	59	achieves	achieve	VERB
futech-459	530	60	a	a	DET
futech-459	530	61	meteor	meteor	NOUN
futech-459	530	62	score	score	NOUN
futech-459	530	63	of	of	ADP
futech-459	530	64	0.266	0.266	NUM
futech-459	530	65	,	,	PUNCT
futech-459	530	66	indicating	indicate	VERB
futech-459	530	67	the	the	DET
futech-459	530	68	lowest	low	ADJ
futech-459	530	69	semantic	semantic	ADJ
futech-459	530	70	alignment	alignment	NOUN
futech-459	530	71	among	among	ADP
futech-459	530	72	the	the	DET
futech-459	530	73	three	three	NUM
futech-459	530	74	.	.	PUNCT
futech-459	531	1			PROPN
futech-459	531	2	t	t	PROPN
futech-459	531	3	-	-	PUNCT
futech-459	531	4	cvae	cvae	NOUN
futech-459	531	5	slightly	slightly	ADV
futech-459	531	6	improves	improve	VERB
futech-459	531	7	with	with	ADP
futech-459	531	8	a	a	DET
futech-459	531	9	meteor	meteor	NOUN
futech-459	531	10	of	of	ADP
futech-459	531	11	0.278	0.278	NUM
futech-459	531	12	,	,	PUNCT
futech-459	531	13	reflecting	reflect	VERB
futech-459	531	14	a	a	DET
futech-459	531	15	modest	modest	ADJ
futech-459	531	16	gain	gain	NOUN
futech-459	531	17	in	in	ADP
futech-459	531	18	semantic	semantic	ADJ
futech-459	531	19	closeness	closeness	NOUN
futech-459	531	20	.	.	PUNCT
futech-459	532	1			PUNCT
futech-459	533	1	the	the	DET
futech-459	533	2	proposed	propose	VERB
futech-459	533	3	system	system	NOUN
futech-459	533	4	obtains	obtain	VERB
futech-459	533	5	the	the	DET
futech-459	533	6	highest	high	ADJ
futech-459	533	7	meteor	meteor	NOUN
futech-459	533	8	score	score	NOUN
futech-459	533	9	of	of	ADP
futech-459	533	10	0.291	0.291	NUM
futech-459	533	11	,	,	PUNCT
futech-459	533	12	indicating	indicate	VERB
futech-459	533	13	better	well	ADJ
futech-459	533	14	overall	overall	ADJ
futech-459	533	15	alignment	alignment	NOUN
futech-459	533	16	with	with	ADP
futech-459	533	17	human	human	NOUN
futech-459	533	18	-	-	PUNCT
futech-459	533	19	written	write	VERB
futech-459	533	20	references	reference	NOUN
futech-459	533	21	,	,	PUNCT
futech-459	533	22	not	not	PART
futech-459	533	23	just	just	ADV
futech-459	533	24	in	in	ADP
futech-459	533	25	exact	exact	ADJ
futech-459	533	26	word	word	NOUN
futech-459	533	27	matches	match	NOUN
futech-459	533	28	,	,	PUNCT
futech-459	533	29	but	but	CCONJ
futech-459	533	30	also	also	ADV
futech-459	533	31	in	in	ADP
futech-459	533	32	meaning	meaning	NOUN
futech-459	533	33	and	and	CCONJ
futech-459	533	34	structure	structure	NOUN
futech-459	533	35	.	.	PUNCT
futech-459	534	1	table	table	NOUN
futech-459	534	2	3	3	NUM
futech-459	534	3	.	.	PUNCT
futech-459	534	4	comparative	comparative	ADJ
futech-459	534	5	analysis	analysis	NOUN
futech-459	534	6	of	of	ADP
futech-459	534	7	blue	blue	ADJ
futech-459	534	8	and	and	CCONJ
futech-459	534	9	meteor	meteor	NOUN
futech-459	534	10	scores	score	NOUN
futech-459	534	11	for	for	ADP
futech-459	534	12	baseline	baseline	NOUN
futech-459	534	13	and	and	CCONJ
futech-459	534	14	proposed	propose	VERB
futech-459	534	15	system	system	NOUN
futech-459	534	16	for	for	ADP
futech-459	534	17	rocstories	rocstorie	NOUN
futech-459	534	18	dataset	dataset	VERB
futech-459	534	19	since	since	SCONJ
futech-459	534	20	the	the	DET
futech-459	534	21	output	output	NOUN
futech-459	534	22	generations	generation	NOUN
futech-459	534	23	from	from	ADP
futech-459	534	24	t	t	PROPN
futech-459	534	25	-	-	PUNCT
futech-459	534	26	cvae	cvae	PROPN
futech-459	534	27	and	and	CCONJ
futech-459	534	28	plan	plan	NOUN
futech-459	534	29	-	-	PUNCT
futech-459	534	30	and	and	CCONJ
futech-459	534	31	-	-	PUNCT
futech-459	534	32	write	write	NOUN
futech-459	534	33	were	be	AUX
futech-459	534	34	not	not	PART
futech-459	534	35	publicly	publicly	ADV
futech-459	534	36	available	available	ADJ
futech-459	534	37	,	,	PUNCT
futech-459	534	38	we	we	PRON
futech-459	534	39	were	be	AUX
futech-459	534	40	unable	unable	ADJ
futech-459	534	41	to	to	PART
futech-459	534	42	perform	perform	VERB
futech-459	534	43	statistical	statistical	ADJ
futech-459	534	44	significance	significance	NOUN
futech-459	534	45	testing	testing	NOUN
futech-459	534	46	.	.	PUNCT
futech-459	535	1	however	however	ADV
futech-459	535	2	,	,	PUNCT
futech-459	535	3	our	our	PRON
futech-459	535	4	proposed	propose	VERB
futech-459	535	5	model	model	NOUN
futech-459	535	6	consistently	consistently	ADV
futech-459	535	7	outperforms	outperform	VERB
futech-459	535	8	the	the	DET
futech-459	535	9	baselines	baseline	NOUN
futech-459	535	10	across	across	ADP
futech-459	535	11	multiple	multiple	ADJ
futech-459	535	12	metrics	metric	NOUN
futech-459	535	13	and	and	CCONJ
futech-459	535	14	dataset	dataset	NOUN
futech-459	535	15	...	...	PUNCT
futech-459	535	16	comparison	comparison	NOUN
futech-459	535	17	with	with	ADP
futech-459	535	18	other	other	ADJ
futech-459	535	19	existing	exist	VERB
futech-459	535	20	emotional	emotional	ADJ
futech-459	535	21	story	story	NOUN
futech-459	535	22	generation	generation	NOUN
futech-459	535	23	models	model	NOUN
futech-459	535	24	:	:	PUNCT
futech-459	535	25	fnet	fnet	ADJ
futech-459	535	26	-	-	PUNCT
futech-459	535	27	gpt	gpt	NOUN
futech-459	535	28	differentiates	differentiate	NOUN
futech-459	535	29	itself	itself	PRON
futech-459	535	30	from	from	ADP
futech-459	535	31	affectstory	affectstory	NOUN
futech-459	535	32	[	[	X
futech-459	535	33	41	41	NUM
futech-459	535	34	]	]	PUNCT
futech-459	535	35	,	,	PUNCT
futech-459	535	36	plotmachines	plotmachine	VERB
futech-459	535	37	[	[	X
futech-459	535	38	42	42	NUM
futech-459	535	39	]	]	PUNCT
futech-459	535	40	,	,	PUNCT
futech-459	535	41	and	and	CCONJ
futech-459	535	42	storygan	storygan	VERB
futech-459	535	43	[	[	X
futech-459	535	44	43	43	NUM
futech-459	535	45	]	]	PUNCT
futech-459	535	46	by	by	ADP
futech-459	535	47	providing	provide	VERB
futech-459	535	48	a	a	DET
futech-459	535	49	unique	unique	ADJ
futech-459	535	50	blend	blend	NOUN
futech-459	535	51	of	of	ADP
futech-459	535	52	explicit	explicit	ADJ
futech-459	535	53	emotional	emotional	ADJ
futech-459	535	54	control	control	NOUN
futech-459	535	55	,	,	PUNCT
futech-459	535	56	enhanced	enhance	VERB
futech-459	535	57	textual	textual	ADJ
futech-459	535	58	coherence	coherence	NOUN
futech-459	535	59	,	,	PUNCT
futech-459	535	60	and	and	CCONJ
futech-459	535	61	superior	superior	ADJ
futech-459	535	62	computational	computational	ADJ
futech-459	535	63	efficiency	efficiency	NOUN
futech-459	535	64	for	for	ADP
futech-459	535	65	narrative	narrative	NOUN
futech-459	535	66	generation	generation	NOUN
futech-459	535	67	.	.	PUNCT
futech-459	536	1	while	while	SCONJ
futech-459	536	2	aff	aff	PROPN
futech-459	536	3	...	...	PUNCT
futech-459	536	4	5.7	5.7	NUM
futech-459	536	5	error	error	NOUN
futech-459	536	6	analysis	analysis	NOUN
futech-459	536	7	despite	despite	SCONJ
futech-459	536	8	employing	employ	VERB
futech-459	536	9	an	an	DET
futech-459	536	10	emotion	emotion	NOUN
futech-459	536	11	classifier	classifier	NOUN
futech-459	536	12	(	(	PUNCT
futech-459	536	13	distilroberta	distilroberta	PROPN
futech-459	536	14	)	)	PUNCT
futech-459	536	15	during	during	ADP
futech-459	536	16	the	the	DET
futech-459	536	17	filtering	filter	VERB
futech-459	536	18	stage	stage	NOUN
futech-459	536	19	,	,	PUNCT
futech-459	536	20	we	we	PRON
futech-459	536	21	found	find	VERB
futech-459	536	22	that	that	SCONJ
futech-459	536	23	a	a	DET
futech-459	536	24	few	few	ADJ
futech-459	536	25	generated	generate	VERB
futech-459	536	26	stories	story	NOUN
futech-459	536	27	from	from	ADP
futech-459	536	28	the	the	DET
futech-459	536	29	cornell	cornell	PROPN
futech-459	536	30	dataset	dataset	NOUN
futech-459	536	31	deviated	deviate	VERB
futech-459	536	32	from	from	ADP
futech-459	536	33	the	the	DET
futech-459	536	34	intended	intend	VERB
futech-459	536	35	emotional	emotional	ADJ
futech-459	536	36	tone	tone	NOUN
futech-459	536	37	.	.	PUNCT
futech-459	537	1	similarly	similarly	ADV
futech-459	537	2	,	,	PUNCT
futech-459	537	3	in	in	ADP
futech-459	537	4	all	all	DET
futech-459	537	5	datasets	dataset	NOUN
futech-459	537	6	,	,	PUNCT
futech-459	537	7	a	a	DET
futech-459	537	8	few	few	ADJ
futech-459	537	9	outputs	output	NOUN
futech-459	537	10	showed	show	VERB
futech-459	537	11	weak	weak	ADJ
futech-459	537	12	narrati	narrati	NOUN
futech-459	537	13	...	...	PUNCT
futech-459	537	14	6	6	NUM
futech-459	537	15	.	.	X
futech-459	537	16	conclusion	conclusion	NOUN
futech-459	537	17	this	this	DET
futech-459	537	18	paper	paper	NOUN
futech-459	537	19	introduces	introduce	VERB
futech-459	537	20	a	a	DET
futech-459	537	21	novel	novel	NOUN
futech-459	537	22	,	,	PUNCT
futech-459	537	23	emotionally	emotionally	ADV
futech-459	537	24	intelligent	intelligent	ADJ
futech-459	537	25	short	short	ADJ
futech-459	537	26	story	story	NOUN
futech-459	537	27	generation	generation	NOUN
futech-459	537	28	architecture	architecture	NOUN
futech-459	537	29	by	by	ADP
futech-459	537	30	combining	combine	VERB
futech-459	537	31	the	the	DET
futech-459	537	32	robust	robust	ADJ
futech-459	537	33	language	language	NOUN
futech-459	537	34	generation	generation	NOUN
futech-459	537	35	ability	ability	NOUN
futech-459	537	36	of	of	ADP
futech-459	537	37	gpt-2	gpt-2	PUNCT
futech-459	537	38	with	with	ADP
futech-459	537	39	the	the	DET
futech-459	537	40	semantic	semantic	ADJ
futech-459	537	41	richness	richness	NOUN
futech-459	537	42	and	and	CCONJ
futech-459	537	43	sparsity	sparsity	NOUN
futech-459	537	44	of	of	ADP
futech-459	537	45	a	a	DET
futech-459	537	46	specially	specially	ADV
futech-459	537	47	designed	design	VERB
futech-459	537	48	fnet	fnet	ADJ
futech-459	537	49	model	model	NOUN
futech-459	537	50	.	.	PUNCT
futech-459	538	1	the	the	DET
futech-459	538	2	combined	combined	ADJ
futech-459	538	3	model	model	NOUN
futech-459	538	4	addr	addr	PROPN
futech-459	538	5	...	...	PUNCT
futech-459	538	6			PRON
futech-459	538	7	emotionally	emotionally	ADV
futech-459	538	8	grounded	ground	VERB
futech-459	538	9	narrative	narrative	NOUN
futech-459	538	10	through	through	ADP
futech-459	538	11	emotion	emotion	NOUN
futech-459	538	12	filtering	filter	VERB
futech-459	538	13	with	with	ADP
futech-459	538	14	distilroberta	distilroberta	NOUN
futech-459	538	15	.	.	PUNCT
futech-459	539	1			NOUN
futech-459	539	2	reduced	reduce	VERB
futech-459	539	3	redundancy	redundancy	NOUN
futech-459	539	4	and	and	CCONJ
futech-459	539	5	enhanced	enhance	VERB
futech-459	539	6	coherence	coherence	NOUN
futech-459	539	7	by	by	ADP
futech-459	539	8	fourier	fourier	NOUN
futech-459	539	9	transform	transform	NOUN
futech-459	539	10	-	-	PUNCT
futech-459	539	11	based	base	VERB
futech-459	539	12	fnet	fnet	NOUN
futech-459	539	13	encoding	encoding	NOUN
futech-459	539	14	.	.	PUNCT
futech-459	540	1			X
futech-459	541	1	there	there	PRON
futech-459	541	2	is	be	VERB
futech-459	541	3	better	well	ADJ
futech-459	541	4	computational	computational	ADJ
futech-459	541	5	efficiency	efficiency	NOUN
futech-459	541	6	with	with	ADP
futech-459	541	7	reduced	reduce	VERB
futech-459	541	8	time	time	NOUN
futech-459	541	9	complexity	complexity	NOUN
futech-459	541	10	(	(	PUNCT
futech-459	541	11	o(n	o(n	NOUN
futech-459	541	12	log	log	NOUN
futech-459	541	13	n	n	CCONJ
futech-459	541	14	)	)	PUNCT
futech-459	541	15	)	)	PUNCT
futech-459	541	16	compared	compare	VERB
futech-459	541	17	to	to	ADP
futech-459	541	18	the	the	DET
futech-459	541	19	original	original	ADJ
futech-459	541	20	transformer	transformer	NOUN
futech-459	541	21	models	model	NOUN
futech-459	541	22	(	(	PUNCT
futech-459	541	23	o(n²	o(n²	ADV
futech-459	541	24	)	)	PUNCT
futech-459	541	25	)	)	PUNCT
futech-459	541	26	.	.	PUNCT
futech-459	542	1	the	the	DET
futech-459	542	2	following	follow	VERB
futech-459	542	3	strengths	strength	NOUN
futech-459	542	4	render	render	VERB
futech-459	542	5	the	the	DET
futech-459	542	6	system	system	NOUN
futech-459	542	7	very	very	ADV
futech-459	542	8	applicable	applicable	ADJ
futech-459	542	9	to	to	ADP
futech-459	542	10	real	real	ADJ
futech-459	542	11	-	-	PUNCT
futech-459	542	12	world	world	NOUN
futech-459	542	13	applications	application	NOUN
futech-459	542	14	like	like	ADP
futech-459	542	15	ai	ai	VERB
futech-459	542	16	-	-	PUNCT
futech-459	542	17	aided	aid	VERB
futech-459	542	18	creative	creative	ADJ
futech-459	542	19	writing	writing	NOUN
futech-459	542	20	,	,	PUNCT
futech-459	542	21	individualized	individualized	ADJ
futech-459	542	22	storytelling	storytelling	NOUN
futech-459	542	23	,	,	PUNCT
futech-459	542	24	frameworks	framework	NOUN
futech-459	542	25	for	for	ADP
futech-459	542	26	mental	mental	ADJ
futech-459	542	27	health	health	NOUN
futech-459	542	28	support	support	NOUN
futech-459	542	29	,	,	PUNCT
futech-459	542	30	and	and	CCONJ
futech-459	542	31	conversational	conversational	ADJ
futech-459	542	32	agents	agent	NOUN
futech-459	542	33	with	with	ADP
futech-459	542	34	emotional	emotional	ADJ
futech-459	542	35	intelligence	intelligence	NOUN
futech-459	542	36	.	.	PUNCT
futech-459	543	1	to	to	PART
futech-459	543	2	further	further	VERB
futech-459	543	3	i	i	PRON
futech-459	543	4	...	...	PUNCT
futech-459	544	1	the	the	DET
futech-459	544	2	manuscript	manuscript	NOUN
futech-459	544	3	contains	contain	VERB
futech-459	544	4	all	all	DET
futech-459	544	5	the	the	DET
futech-459	544	6	data	datum	NOUN
futech-459	544	7	.	.	PUNCT
futech-459	545	1	however	however	ADV
futech-459	545	2	,	,	PUNCT
futech-459	545	3	more	more	ADJ
futech-459	545	4	data	datum	NOUN
futech-459	545	5	will	will	AUX
futech-459	545	6	be	be	AUX
futech-459	545	7	available	available	ADJ
futech-459	545	8	upon	upon	SCONJ
futech-459	545	9	request	request	NOUN
futech-459	545	10	from	from	ADP
futech-459	545	11	the	the	DET
futech-459	545	12	authors	author	NOUN
futech-459	545	13	.	.	PUNCT
futech-459	546	1	conflict	conflict	NOUN
futech-459	546	2	of	of	ADP
futech-459	546	3	interest	interest	NOUN
futech-459	546	4	the	the	DET
futech-459	546	5	authors	author	NOUN
futech-459	546	6	declare	declare	VERB
futech-459	546	7	no	no	DET
futech-459	546	8	potential	potential	ADJ
futech-459	546	9	conflict	conflict	NOUN
futech-459	546	10	of	of	ADP
futech-459	546	11	interest	interest	NOUN
futech-459	546	12	.	.	PUNCT
futech-459	547	1	references	reference	NOUN
futech-459	547	2	[	[	X
futech-459	547	3	1	1	NUM
futech-459	547	4	]	]	X
futech-459	547	5	jurafsky	jurafsky	PROPN
futech-459	547	6	,	,	PUNCT
futech-459	547	7	d.	d.	PROPN
futech-459	547	8	(	(	PUNCT
futech-459	547	9	2000	2000	NUM
futech-459	547	10	)	)	PUNCT
futech-459	547	11	.	.	PUNCT
futech-459	548	1	speech	speech	NOUN
futech-459	548	2	&	&	CCONJ
futech-459	548	3	language	language	NOUN
futech-459	548	4	processing	processing	NOUN
futech-459	548	5	.	.	PUNCT
futech-459	549	1	pearson	pearson	PROPN
futech-459	549	2	education	education	PROPN
futech-459	549	3	india	india	PROPN
futech-459	549	4	.	.	PUNCT
futech-459	550	1	isbn-13	isbn-13	PROPN
futech-459	550	2	:	:	PUNCT
futech-459	550	3	9780131873216	9780131873216	NUM
futech-459	551	1	[	[	X
futech-459	551	2	2	2	NUM
futech-459	551	3	]	]	X
futech-459	551	4	vaswani	vaswani	NOUN
futech-459	551	5	,	,	PUNCT
futech-459	551	6	a.	a.	NOUN
futech-459	551	7	,	,	PUNCT
futech-459	551	8	shazeer	shazeer	NOUN
futech-459	551	9	,	,	PUNCT
futech-459	551	10	n.	n.	NOUN
futech-459	551	11	,	,	PUNCT
futech-459	551	12	parmar	parmar	PROPN
futech-459	551	13	,	,	PUNCT
futech-459	551	14	n.	n.	NOUN
futech-459	551	15	,	,	PUNCT
futech-459	551	16	uszkoreit	uszkoreit	PROPN
futech-459	551	17	,	,	PUNCT
futech-459	551	18	j.	j.	PROPN
futech-459	551	19	,	,	PUNCT
futech-459	551	20	jones	jones	PROPN
futech-459	551	21	,	,	PUNCT
futech-459	551	22	l.	l.	PROPN
futech-459	551	23	,	,	PUNCT
futech-459	551	24	gomez	gomez	PROPN
futech-459	551	25	,	,	PUNCT
futech-459	551	26	a.	a.	NOUN
futech-459	551	27	n.	n.	PROPN
futech-459	551	28	,	,	PUNCT
futech-459	551	29	…	…	PUNCT
futech-459	551	30	polosukhin	polosukhin	ADJ
futech-459	551	31	,	,	PUNCT
futech-459	551	32	i.	i.	NOUN
futech-459	551	33	(	(	PUNCT
futech-459	551	34	2017	2017	NUM
futech-459	551	35	)	)	PUNCT
futech-459	551	36	.	.	PUNCT
futech-459	552	1	attention	attention	NOUN
futech-459	552	2	is	be	AUX
futech-459	552	3	all	all	PRON
futech-459	552	4	you	you	PRON
futech-459	552	5	need	need	VERB
futech-459	552	6	.	.	PUNCT
futech-459	553	1	advances	advance	NOUN
futech-459	553	2	in	in	ADP
futech-459	553	3	neural	neural	ADJ
futech-459	553	4	information	information	NOUN
futech-459	553	5	processing	processing	NOUN
futech-459	553	6	systems	system	NOUN
futech-459	553	7	,	,	PUNCT
futech-459	553	8	30	30	NUM
futech-459	553	9	.	.	PUNCT
futech-459	554	1	isbn	isbn	NOUN
futech-459	554	2	:	:	PUNCT
futech-459	554	3	9781510860964	9781510860964	NUM
futech-459	554	4	[	[	X
futech-459	554	5	3	3	NUM
futech-459	554	6	]	]	X
futech-459	554	7	radford	radford	PROPN
futech-459	554	8	,	,	PUNCT
futech-459	554	9	a.	a.	PROPN
futech-459	554	10	,	,	PUNCT
futech-459	554	11	narasimhan	narasimhan	PROPN
futech-459	554	12	,	,	PUNCT
futech-459	554	13	k.	k.	PROPN
futech-459	554	14	,	,	PUNCT
futech-459	554	15	salimans	saliman	NOUN
futech-459	554	16	,	,	PUNCT
futech-459	554	17	t.	t.	PROPN
futech-459	554	18	,	,	PUNCT
futech-459	554	19	sutskever	sutskever	PROPN
futech-459	554	20	,	,	PUNCT
futech-459	554	21	i.	i.	PROPN
futech-459	554	22	,	,	PUNCT
futech-459	554	23	&	&	CCONJ
futech-459	554	24	others	other	NOUN
futech-459	554	25	.	.	PUNCT
futech-459	555	1	(	(	PUNCT
futech-459	555	2	2018	2018	NUM
futech-459	555	3	)	)	PUNCT
futech-459	555	4	.	.	PUNCT
futech-459	556	1	improving	improve	VERB
futech-459	556	2	language	language	NOUN
futech-459	556	3	understanding	understanding	NOUN
futech-459	556	4	by	by	ADP
futech-459	556	5	generative	generative	ADJ
futech-459	556	6	pre	pre	ADJ
futech-459	556	7	-	-	NOUN
futech-459	556	8	training	training	NOUN
futech-459	556	9	.	.	PUNCT
futech-459	557	1	link	link	NOUN
futech-459	557	2	:	:	PUNCT
futech-459	557	3	click	click	VERB
futech-459	557	4	here	here	ADV
futech-459	558	1	[	[	X
futech-459	558	2	4	4	NUM
futech-459	558	3	]	]	X
futech-459	558	4	dwivedi	dwivedi	NOUN
futech-459	558	5	,	,	PUNCT
futech-459	558	6	y.	y.	PROPN
futech-459	558	7	k.	k.	PROPN
futech-459	558	8	,	,	PUNCT
futech-459	558	9	kshetri	kshetri	PROPN
futech-459	558	10	,	,	PUNCT
futech-459	558	11	n.	n.	NOUN
futech-459	558	12	,	,	PUNCT
futech-459	558	13	hughes	hughes	PROPN
futech-459	558	14	,	,	PUNCT
futech-459	558	15	l.	l.	PROPN
futech-459	558	16	,	,	PUNCT
futech-459	558	17	slade	slade	PROPN
futech-459	558	18	,	,	PUNCT
futech-459	558	19	e.	e.	PROPN
futech-459	558	20	l.	l.	PROPN
futech-459	558	21	,	,	PUNCT
futech-459	558	22	jeyaraj	jeyaraj	PROPN
futech-459	558	23	,	,	PUNCT
futech-459	558	24	a.	a.	PROPN
futech-459	558	25	,	,	PUNCT
futech-459	558	26	kar	kar	PROPN
futech-459	558	27	,	,	PUNCT
futech-459	558	28	a.	a.	PROPN
futech-459	558	29	k.	k.	PROPN
futech-459	558	30	,	,	PUNCT
futech-459	558	31	…	…	PUNCT
futech-459	558	32	others	other	NOUN
futech-459	558	33	.	.	PUNCT
futech-459	559	1	(	(	PUNCT
futech-459	559	2	2023	2023	NUM
futech-459	559	3	)	)	PUNCT
futech-459	559	4	.	.	PUNCT
futech-459	560	1	opinion	opinion	NOUN
futech-459	560	2	paper	paper	NOUN
futech-459	560	3	:	:	PUNCT
futech-459	560	4	"	"	PUNCT
futech-459	560	5	so	so	ADV
futech-459	560	6	what	what	PRON
futech-459	560	7	if	if	SCONJ
futech-459	560	8	chatgpt	chatgpt	NOUN
futech-459	560	9	wrote	write	VERB
futech-459	560	10	it	it	PRON
futech-459	560	11	?	?	PUNCT
futech-459	560	12	"	"	PUNCT
futech-459	560	13	multidisciplinary	multidisciplinary	ADJ
futech-459	560	14	perspectives	perspective	NOUN
futech-459	560	15	on	on	ADP
futech-459	560	16	opportunities	opportunity	NOUN
futech-459	560	17	,	,	PUNCT
futech-459	560	18	challenges	challenge	NOUN
futech-459	560	19	and	and	CCONJ
futech-459	560	20	implications	implication	NOUN
futech-459	560	21	of	of	ADP
futech-459	560	22	generative	generative	ADJ
futech-459	560	23	conversation	conversation	NOUN
futech-459	560	24	...	...	PUNCT
futech-459	560	25	doi	doi	NOUN
futech-459	560	26	:	:	PUNCT
futech-459	560	27	https://doi.org/10.1016/j.ijinfomgt.2023.102642	https://doi.org/10.1016/j.ijinfomgt.2023.102642	PROPN
futech-459	560	28	[	[	X
futech-459	560	29	5	5	NUM
futech-459	560	30	]	]	X
futech-459	560	31	brown	brown	NOUN
futech-459	560	32	,	,	PUNCT
futech-459	560	33	p.	p.	PROPN
futech-459	560	34	f.	f.	PROPN
futech-459	561	1	(	(	PUNCT
futech-459	561	2	1990	1990	NUM
futech-459	561	3	)	)	PUNCT
futech-459	561	4	.	.	PUNCT
futech-459	562	1	class	class	NOUN
futech-459	562	2	-	-	PUNCT
futech-459	562	3	based	base	VERB
futech-459	562	4	n	n	CCONJ
futech-459	562	5	-	-	PUNCT
futech-459	562	6	gram	gram	NOUN
futech-459	562	7	models	model	NOUN
futech-459	562	8	of	of	ADP
futech-459	562	9	natural	natural	ADJ
futech-459	562	10	language	language	NOUN
futech-459	562	11	.	.	PUNCT
futech-459	563	1	comput	comput	NOUN
futech-459	563	2	.	.	PUNCT
futech-459	564	1	linguist	linguist	NOUN
futech-459	564	2	.	.	PUNCT
futech-459	564	3	,	,	PUNCT
futech-459	564	4	18	18	NUM
futech-459	564	5	,	,	PUNCT
futech-459	564	6	18	18	NUM
futech-459	564	7	.	.	PUNCT
futech-459	564	8	link	link	NOUN
futech-459	564	9	:	:	PUNCT
futech-459	565	1	https://aclanthology.org/j92-4003/	https://aclanthology.org/j92-4003/	NOUN
futech-459	565	2	[	[	X
futech-459	565	3	6	6	NUM
futech-459	565	4	]	]	X
futech-459	565	5	brown	brown	ADJ
futech-459	565	6	,	,	PUNCT
futech-459	565	7	t.	t.	PROPN
futech-459	565	8	,	,	PUNCT
futech-459	565	9	mann	mann	PROPN
futech-459	565	10	,	,	PUNCT
futech-459	565	11	b.	b.	PROPN
futech-459	565	12	,	,	PUNCT
futech-459	565	13	ryder	ryder	PROPN
futech-459	565	14	,	,	PUNCT
futech-459	565	15	n.	n.	NOUN
futech-459	565	16	,	,	PUNCT
futech-459	565	17	subbiah	subbiah	PROPN
futech-459	565	18	,	,	PUNCT
futech-459	565	19	m.	m.	NOUN
futech-459	565	20	,	,	PUNCT
futech-459	565	21	kaplan	kaplan	PROPN
futech-459	565	22	,	,	PUNCT
futech-459	565	23	j.	j.	PROPN
futech-459	565	24	d.	d.	PROPN
futech-459	565	25	,	,	PUNCT
futech-459	565	26	dhariwal	dhariwal	NOUN
futech-459	565	27	,	,	PUNCT
futech-459	565	28	p.	p.	PROPN
futech-459	565	29	,	,	PUNCT
futech-459	565	30	…	…	PUNCT
futech-459	565	31	others	other	NOUN
futech-459	565	32	.	.	PUNCT
futech-459	566	1	(	(	PUNCT
futech-459	566	2	2020	2020	NUM
futech-459	566	3	)	)	PUNCT
futech-459	566	4	.	.	PUNCT
futech-459	567	1	language	language	NOUN
futech-459	567	2	models	model	NOUN
futech-459	567	3	are	be	AUX
futech-459	567	4	few	few	ADJ
futech-459	567	5	-	-	PUNCT
futech-459	567	6	shot	shot	NOUN
futech-459	567	7	learners	learner	NOUN
futech-459	567	8	.	.	PUNCT
futech-459	568	1	advances	advance	NOUN
futech-459	568	2	in	in	ADP
futech-459	568	3	neural	neural	ADJ
futech-459	568	4	information	information	NOUN
futech-459	568	5	processing	processing	NOUN
futech-459	568	6	systems	system	NOUN
futech-459	568	7	,	,	PUNCT
futech-459	568	8	33	33	NUM
futech-459	568	9	,	,	PUNCT
futech-459	568	10	1877–1901	1877–1901	NUM
futech-459	568	11	.	.	PUNCT
futech-459	569	1	isbn	isbn	NOUN
futech-459	569	2	:	:	PUNCT
futech-459	569	3	9781713829546	9781713829546	NUM
futech-459	569	4	[	[	X
futech-459	569	5	7	7	NUM
futech-459	569	6	]	]	X
futech-459	569	7	zhang	zhang	PROPN
futech-459	569	8	,	,	PUNCT
futech-459	569	9	h.	h.	PROPN
futech-459	569	10	,	,	PUNCT
futech-459	569	11	song	song	NOUN
futech-459	569	12	,	,	PUNCT
futech-459	569	13	h.	h.	PROPN
futech-459	569	14	,	,	PUNCT
futech-459	569	15	li	li	PROPN
futech-459	569	16	,	,	PUNCT
futech-459	569	17	s.	s.	PROPN
futech-459	569	18	,	,	PUNCT
futech-459	569	19	zhou	zhou	PROPN
futech-459	569	20	,	,	PUNCT
futech-459	569	21	m.	m.	NOUN
futech-459	569	22	,	,	PUNCT
futech-459	569	23	&	&	CCONJ
futech-459	569	24	song	song	PROPN
futech-459	569	25	,	,	PUNCT
futech-459	569	26	d.	d.	PROPN
futech-459	569	27	(	(	PUNCT
futech-459	569	28	2023	2023	NUM
futech-459	569	29	)	)	PUNCT
futech-459	569	30	.	.	PUNCT
futech-459	570	1	a	a	DET
futech-459	570	2	survey	survey	NOUN
futech-459	570	3	of	of	ADP
futech-459	570	4	controllable	controllable	ADJ
futech-459	570	5	text	text	NOUN
futech-459	570	6	generation	generation	NOUN
futech-459	570	7	using	use	VERB
futech-459	570	8	transformer	transformer	NOUN
futech-459	570	9	-	-	PUNCT
futech-459	570	10	based	base	VERB
futech-459	570	11	pre	pre	ADJ
futech-459	570	12	-	-	ADJ
futech-459	570	13	trained	train	VERB
futech-459	570	14	language	language	NOUN
futech-459	570	15	models	model	NOUN
futech-459	570	16	.	.	PUNCT
futech-459	571	1	acm	acm	PROPN
futech-459	571	2	computing	computing	NOUN
futech-459	571	3	surveys	survey	NOUN
futech-459	571	4	,	,	PUNCT
futech-459	571	5	56	56	NUM
futech-459	571	6	,	,	PUNCT
futech-459	571	7	1–37	1–37	NOUN
futech-459	571	8	.	.	PUNCT
futech-459	572	1	doi	doi	NOUN
futech-459	572	2	:	:	PUNCT
futech-459	572	3	https://doi.org/10.1145/3617680	https://doi.org/10.1145/3617680	PROPN
futech-459	572	4	[	[	X
futech-459	572	5	8	8	NUM
futech-459	572	6	]	]	X
futech-459	572	7	meehan	meehan	PROPN
futech-459	572	8	,	,	PUNCT
futech-459	572	9	j.	j.	PROPN
futech-459	572	10	r.	r.	PROPN
futech-459	572	11	(	(	PUNCT
futech-459	572	12	1976	1976	NUM
futech-459	572	13	)	)	PUNCT
futech-459	572	14	.	.	PUNCT
futech-459	573	1	the	the	DET
futech-459	573	2	metanovel	metanovel	NOUN
futech-459	573	3	:	:	PUNCT
futech-459	573	4	writing	write	VERB
futech-459	573	5	stories	story	NOUN
futech-459	573	6	by	by	ADP
futech-459	573	7	computer	computer	NOUN
futech-459	573	8	.	.	PUNCT
futech-459	574	1	yale	yale	PROPN
futech-459	574	2	university	university	PROPN
futech-459	574	3	.	.	PUNCT
futech-459	575	1	isbn	isbn	PROPN
futech-459	575	2	:	:	PUNCT
futech-459	575	3	0824044096	0824044096	NUM
futech-459	576	1	[	[	X
futech-459	576	2	9	9	NUM
futech-459	576	3	]	]	X
futech-459	576	4	turner	turner	NOUN
futech-459	576	5	,	,	PUNCT
futech-459	576	6	s.	s.	PROPN
futech-459	576	7	r.	r.	PROPN
futech-459	576	8	(	(	PUNCT
futech-459	576	9	2014	2014	NUM
futech-459	576	10	)	)	PUNCT
futech-459	576	11	.	.	PUNCT
futech-459	577	1	the	the	DET
futech-459	577	2	creative	creative	ADJ
futech-459	577	3	process	process	NOUN
futech-459	577	4	:	:	PUNCT
futech-459	577	5	a	a	DET
futech-459	577	6	computer	computer	NOUN
futech-459	577	7	model	model	NOUN
futech-459	577	8	of	of	ADP
futech-459	577	9	storytelling	storytelling	NOUN
futech-459	577	10	and	and	CCONJ
futech-459	577	11	creativity	creativity	NOUN
futech-459	577	12	.	.	PUNCT
futech-459	578	1	psychology	psychology	NOUN
futech-459	578	2	press	press	NOUN
futech-459	578	3	.	.	PUNCT
futech-459	579	1	doi	doi	NOUN
futech-459	579	2	:	:	PUNCT
futech-459	579	3	https://doi.org/10.4324/9781315806464	https://doi.org/10.4324/9781315806464	PRON
futech-459	580	1	[	[	X
futech-459	580	2	10	10	NUM
futech-459	580	3	]	]	X
futech-459	580	4	bringsjord	bringsjord	NOUN
futech-459	580	5	,	,	PUNCT
futech-459	580	6	s.	s.	PROPN
futech-459	580	7	,	,	PUNCT
futech-459	580	8	&	&	CCONJ
futech-459	580	9	ferrucci	ferrucci	PROPN
futech-459	580	10	,	,	PUNCT
futech-459	580	11	d.	d.	PROPN
futech-459	580	12	(	(	PUNCT
futech-459	580	13	1999	1999	NUM
futech-459	580	14	)	)	PUNCT
futech-459	580	15	.	.	PUNCT
futech-459	581	1	artificial	artificial	ADJ
futech-459	581	2	intelligence	intelligence	NOUN
futech-459	581	3	and	and	CCONJ
futech-459	581	4	literary	literary	ADJ
futech-459	581	5	creativity	creativity	NOUN
futech-459	581	6	:	:	PUNCT
futech-459	581	7	inside	inside	ADP
futech-459	581	8	the	the	DET
futech-459	581	9	mind	mind	NOUN
futech-459	581	10	of	of	ADP
futech-459	581	11	brutus	brutus	PROPN
futech-459	581	12	,	,	PUNCT
futech-459	581	13	a	a	DET
futech-459	581	14	storytelling	storytelle	VERB
futech-459	581	15	machine	machine	NOUN
futech-459	581	16	.	.	PUNCT
futech-459	582	1	psychology	psychology	NOUN
futech-459	582	2	press	press	NOUN
futech-459	582	3	.	.	PUNCT
futech-459	583	1	doi	doi	NOUN
futech-459	583	2	:	:	PUNCT
futech-459	583	3	https://doi.org/10.4324/9781410602398	https://doi.org/10.4324/9781410602398	X
futech-459	584	1	[	[	X
futech-459	584	2	11	11	NUM
futech-459	584	3	]	]	PUNCT
futech-459	584	4	sutskever	sutskever	PROPN
futech-459	584	5	,	,	PUNCT
futech-459	584	6	i.	i.	PROPN
futech-459	584	7	,	,	PUNCT
futech-459	584	8	vinyals	vinyal	NOUN
futech-459	584	9	,	,	PUNCT
futech-459	584	10	o.	o.	PROPN
futech-459	584	11	,	,	PUNCT
futech-459	584	12	&	&	CCONJ
futech-459	584	13	le	le	PROPN
futech-459	584	14	,	,	PUNCT
futech-459	584	15	q.	q.	PROPN
futech-459	584	16	v.	v.	PROPN
futech-459	584	17	(	(	PUNCT
futech-459	584	18	2014	2014	NUM
futech-459	584	19	)	)	PUNCT
futech-459	584	20	.	.	PUNCT
futech-459	585	1	sequence	sequence	NOUN
futech-459	585	2	to	to	ADP
futech-459	585	3	sequence	sequence	NOUN
futech-459	585	4	learning	learn	VERB
futech-459	585	5	with	with	ADP
futech-459	585	6	neural	neural	ADJ
futech-459	585	7	networks	network	NOUN
futech-459	585	8	.	.	PUNCT
futech-459	586	1	advances	advance	NOUN
futech-459	586	2	in	in	ADP
futech-459	586	3	neural	neural	ADJ
futech-459	586	4	information	information	NOUN
futech-459	586	5	processing	processing	NOUN
futech-459	586	6	systems	system	NOUN
futech-459	586	7	,	,	PUNCT
futech-459	586	8	27	27	NUM
futech-459	586	9	.	.	PUNCT
futech-459	587	1	isbn	isbn	NOUN
futech-459	587	2	:	:	PUNCT
futech-459	587	3	9781510800410	9781510800410	NUM
futech-459	587	4	[	[	X
futech-459	587	5	12	12	NUM
futech-459	587	6	]	]	X
futech-459	587	7	radford	radford	PROPN
futech-459	587	8	,	,	PUNCT
futech-459	587	9	a.	a.	PROPN
futech-459	587	10	,	,	PUNCT
futech-459	587	11	wu	wu	PROPN
futech-459	587	12	,	,	PUNCT
futech-459	587	13	j.	j.	PROPN
futech-459	587	14	,	,	PUNCT
futech-459	587	15	child	child	NOUN
futech-459	587	16	,	,	PUNCT
futech-459	587	17	r.	r.	PROPN
futech-459	587	18	,	,	PUNCT
futech-459	587	19	luan	luan	PROPN
futech-459	587	20	,	,	PUNCT
futech-459	587	21	d.	d.	PROPN
futech-459	587	22	,	,	PUNCT
futech-459	587	23	amodei	amodei	PROPN
futech-459	587	24	,	,	PUNCT
futech-459	587	25	d.	d.	PROPN
futech-459	587	26	,	,	PUNCT
futech-459	587	27	sutskever	sutskever	PROPN
futech-459	587	28	,	,	PUNCT
futech-459	587	29	i.	i.	PROPN
futech-459	587	30	,	,	PUNCT
futech-459	587	31	&	&	CCONJ
futech-459	587	32	others	other	NOUN
futech-459	587	33	.	.	PUNCT
futech-459	588	1	(	(	PUNCT
futech-459	588	2	2019	2019	NUM
futech-459	588	3	)	)	PUNCT
futech-459	588	4	.	.	PUNCT
futech-459	589	1	language	language	NOUN
futech-459	589	2	models	model	NOUN
futech-459	589	3	are	be	AUX
futech-459	589	4	unsupervised	unsupervised	ADJ
futech-459	589	5	multitask	multitask	ADJ
futech-459	589	6	learners	learner	NOUN
futech-459	589	7	.	.	PUNCT
futech-459	590	1	openai	openai	PROPN
futech-459	590	2	blog	blog	NOUN
futech-459	590	3	,	,	PUNCT
futech-459	590	4	1	1	NUM
futech-459	590	5	,	,	PUNCT
futech-459	590	6	9	9	NUM
futech-459	590	7	.	.	PUNCT
futech-459	591	1	[	[	X
futech-459	591	2	13	13	NUM
futech-459	591	3	]	]	PUNCT
futech-459	591	4	sepúlveda	sepúlveda	ADJ
futech-459	591	5	-	-	PUNCT
futech-459	591	6	torres	torre	NOUN
futech-459	591	7	,	,	PUNCT
futech-459	591	8	r.	r.	PROPN
futech-459	591	9	,	,	PUNCT
futech-459	591	10	bonet	bonet	NOUN
futech-459	591	11	-	-	PUNCT
futech-459	591	12	jover	jover	NOUN
futech-459	591	13	,	,	PUNCT
futech-459	591	14	a.	a.	NOUN
futech-459	591	15	,	,	PUNCT
futech-459	591	16	&	&	CCONJ
futech-459	591	17	saquete	saquete	PROPN
futech-459	591	18	,	,	PUNCT
futech-459	591	19	e.	e.	PROPN
futech-459	591	20	(	(	PUNCT
futech-459	591	21	2023	2023	NUM
futech-459	591	22	)	)	PUNCT
futech-459	591	23	.	.	PUNCT
futech-459	592	1	detecting	detect	VERB
futech-459	592	2	misleading	mislead	VERB
futech-459	592	3	headlines	headline	NOUN
futech-459	592	4	through	through	ADP
futech-459	592	5	the	the	DET
futech-459	592	6	automatic	automatic	ADJ
futech-459	592	7	recognition	recognition	NOUN
futech-459	592	8	of	of	ADP
futech-459	592	9	contradiction	contradiction	NOUN
futech-459	592	10	in	in	ADP
futech-459	592	11	spanish	spanish	ADJ
futech-459	592	12	.	.	PUNCT
futech-459	593	1	ieee	ieee	NOUN
futech-459	593	2	access	access	NOUN
futech-459	593	3	,	,	PUNCT
futech-459	593	4	11	11	NUM
futech-459	593	5	,	,	PUNCT
futech-459	593	6	72007–72026	72007–72026	NUM
futech-459	593	7	.	.	PUNCT
futech-459	594	1	doi	doi	NOUN
futech-459	594	2	:	:	PUNCT
futech-459	595	1	https://doi.org/10.1109/access.2023.3295781	https://doi.org/10.1109/access.2023.3295781	PROPN
futech-459	595	2	[	[	X
futech-459	595	3	14	14	NUM
futech-459	595	4	]	]	X
futech-459	595	5	lebowitz	lebowitz	PROPN
futech-459	595	6	,	,	PUNCT
futech-459	595	7	m.	m.	NOUN
futech-459	595	8	(	(	PUNCT
futech-459	595	9	1985	1985	NUM
futech-459	595	10	)	)	PUNCT
futech-459	595	11	.	.	PUNCT
futech-459	596	1	story	story	NOUN
futech-459	596	2	-	-	PUNCT
futech-459	596	3	telling	telling	NOUN
futech-459	596	4	as	as	ADP
futech-459	596	5	planning	planning	NOUN
futech-459	596	6	and	and	CCONJ
futech-459	596	7	learning	learning	NOUN
futech-459	596	8	.	.	PUNCT
futech-459	597	1	poetics	poetic	NOUN
futech-459	597	2	,	,	PUNCT
futech-459	597	3	14	14	NUM
futech-459	597	4	,	,	PUNCT
futech-459	597	5	483–502	483–502	NUM
futech-459	597	6	.	.	PUNCT
futech-459	598	1	doi	doi	NOUN
futech-459	598	2	:	:	PUNCT
futech-459	599	1	https://doi.org/10.1016/0304-422x(85)90015-4	https://doi.org/10.1016/0304-422x(85)90015-4	VERB
futech-459	599	2	[	[	PUNCT
futech-459	599	3	15	15	NUM
futech-459	599	4	]	]	PUNCT
futech-459	599	5	pérez	pérez	NOUN
futech-459	599	6	,	,	PUNCT
futech-459	599	7	r.	r.	PROPN
futech-459	599	8	p.	p.	PROPN
futech-459	599	9	ý	ý	PROPN
futech-459	599	10	.	.	PROPN
futech-459	599	11	,	,	PUNCT
futech-459	599	12	&	&	CCONJ
futech-459	599	13	sharples	sharples	PROPN
futech-459	599	14	,	,	PUNCT
futech-459	599	15	m.	m.	NOUN
futech-459	599	16	(	(	PUNCT
futech-459	599	17	2001	2001	NUM
futech-459	599	18	)	)	PUNCT
futech-459	599	19	.	.	PUNCT
futech-459	600	1	mexica	mexica	PROPN
futech-459	600	2	:	:	PUNCT
futech-459	600	3	a	a	DET
futech-459	600	4	computer	computer	NOUN
futech-459	600	5	model	model	NOUN
futech-459	600	6	of	of	ADP
futech-459	600	7	a	a	DET
futech-459	600	8	cognitive	cognitive	ADJ
futech-459	600	9	account	account	NOUN
futech-459	600	10	of	of	ADP
futech-459	600	11	creative	creative	ADJ
futech-459	600	12	writing	writing	NOUN
futech-459	600	13	.	.	PUNCT
futech-459	601	1	journal	journal	NOUN
futech-459	601	2	of	of	ADP
futech-459	601	3	experimental	experimental	PROPN
futech-459	601	4	&	&	CCONJ
futech-459	601	5	theoretical	theoretical	ADJ
futech-459	601	6	artificial	artificial	ADJ
futech-459	601	7	intelligence	intelligence	NOUN
futech-459	601	8	,	,	PUNCT
futech-459	601	9	13	13	NUM
futech-459	601	10	,	,	PUNCT
futech-459	601	11	119–139	119–139	NUM
futech-459	601	12	.	.	PUNCT
futech-459	602	1	doi	doi	NOUN
futech-459	602	2	:	:	PUNCT
futech-459	603	1	https://doi.org/10.1080/09528130010029820	https://doi.org/10.1080/09528130010029820	PROPN
futech-459	603	2	[	[	X
futech-459	603	3	16	16	NUM
futech-459	603	4	]	]	X
futech-459	603	5	riedl	riedl	PROPN
futech-459	603	6	,	,	PUNCT
futech-459	603	7	m.	m.	NOUN
futech-459	603	8	o.	o.	PROPN
futech-459	603	9	,	,	PUNCT
futech-459	603	10	&	&	CCONJ
futech-459	603	11	young	young	PROPN
futech-459	603	12	,	,	PUNCT
futech-459	603	13	r.	r.	PROPN
futech-459	603	14	m.	m.	PROPN
futech-459	603	15	(	(	PUNCT
futech-459	603	16	2010	2010	NUM
futech-459	603	17	)	)	PUNCT
futech-459	603	18	.	.	PUNCT
futech-459	604	1	narrative	narrative	NOUN
futech-459	604	2	planning	planning	NOUN
futech-459	604	3	:	:	PUNCT
futech-459	604	4	balancing	balance	VERB
futech-459	604	5	plot	plot	NOUN
futech-459	604	6	and	and	CCONJ
futech-459	604	7	character	character	NOUN
futech-459	604	8	.	.	PUNCT
futech-459	605	1	journal	journal	PROPN
futech-459	605	2	of	of	ADP
futech-459	605	3	artificial	artificial	ADJ
futech-459	605	4	intelligence	intelligence	NOUN
futech-459	605	5	research	research	NOUN
futech-459	605	6	,	,	PUNCT
futech-459	605	7	39	39	NUM
futech-459	605	8	,	,	PUNCT
futech-459	605	9	217–268	217–268	NUM
futech-459	605	10	.	.	PUNCT
futech-459	606	1	doi	doi	NOUN
futech-459	606	2	:	:	PUNCT
futech-459	606	3	https://doi.org/10.1613/jair.2989	https://doi.org/10.1613/jair.2989	PROPN
futech-459	606	4	[	[	X
futech-459	606	5	17	17	NUM
futech-459	606	6	]	]	X
futech-459	606	7	cavazza	cavazza	NOUN
futech-459	606	8	,	,	PUNCT
futech-459	606	9	m.	m.	NOUN
futech-459	606	10	,	,	PUNCT
futech-459	606	11	charles	charles	PROPN
futech-459	606	12	,	,	PUNCT
futech-459	606	13	f.	f.	PROPN
futech-459	606	14	,	,	PUNCT
futech-459	606	15	&	&	CCONJ
futech-459	606	16	mead	mead	PROPN
futech-459	606	17	,	,	PUNCT
futech-459	606	18	s.	s.	PROPN
futech-459	606	19	j.	j.	PROPN
futech-459	606	20	(	(	PUNCT
futech-459	606	21	2002	2002	NUM
futech-459	606	22	)	)	PUNCT
futech-459	606	23	.	.	PUNCT
futech-459	607	1	character	character	NOUN
futech-459	607	2	-	-	PUNCT
futech-459	607	3	based	base	VERB
futech-459	607	4	interactive	interactive	ADJ
futech-459	607	5	storytelling	storytelling	NOUN
futech-459	607	6	.	.	PUNCT
futech-459	608	1	ieee	ieee	NOUN
futech-459	608	2	intelligent	intelligent	ADJ
futech-459	608	3	systems	system	NOUN
futech-459	608	4	,	,	PUNCT
futech-459	608	5	17	17	NUM
futech-459	608	6	,	,	PUNCT
futech-459	608	7	17–24	17–24	NUM
futech-459	608	8	.	.	PUNCT
futech-459	609	1	doi	doi	NOUN
futech-459	609	2	:	:	PUNCT
futech-459	609	3	https://doi.org/10.1109/mis.2002.1024747	https://doi.org/10.1109/mis.2002.1024747	PROPN
futech-459	610	1	[	[	X
futech-459	610	2	18	18	NUM
futech-459	610	3	]	]	X
futech-459	610	4	fan	fan	PROPN
futech-459	610	5	,	,	PUNCT
futech-459	610	6	a.	a.	PROPN
futech-459	610	7	,	,	PUNCT
futech-459	610	8	lewis	lewis	PROPN
futech-459	610	9	,	,	PUNCT
futech-459	610	10	m.	m.	NOUN
futech-459	610	11	,	,	PUNCT
futech-459	610	12	&	&	CCONJ
futech-459	610	13	dauphin	dauphin	PROPN
futech-459	610	14	,	,	PUNCT
futech-459	610	15	y.	y.	PROPN
futech-459	610	16	(	(	PUNCT
futech-459	610	17	2018	2018	NUM
futech-459	610	18	)	)	PUNCT
futech-459	610	19	.	.	PUNCT
futech-459	611	1	hierarchical	hierarchical	ADJ
futech-459	611	2	neural	neural	ADJ
futech-459	611	3	story	story	NOUN
futech-459	611	4	generation	generation	NOUN
futech-459	611	5	.	.	PUNCT
futech-459	612	1	proceedings	proceeding	NOUN
futech-459	612	2	of	of	ADP
futech-459	612	3	the	the	DET
futech-459	612	4	56th	56th	ADJ
futech-459	612	5	annual	annual	ADJ
futech-459	612	6	meeting	meeting	NOUN
futech-459	612	7	of	of	ADP
futech-459	612	8	the	the	DET
futech-459	612	9	association	association	NOUN
futech-459	612	10	for	for	ADP
futech-459	612	11	computational	computational	ADJ
futech-459	612	12	linguistics	linguistic	NOUN
futech-459	612	13	(	(	PUNCT
futech-459	612	14	volume	volume	NOUN
futech-459	612	15	1	1	NUM
futech-459	612	16	:	:	PUNCT
futech-459	612	17	long	long	ADJ
futech-459	612	18	papers	paper	NOUN
futech-459	612	19	)	)	PUNCT
futech-459	612	20	.	.	PUNCT
futech-459	613	1	doi	doi	PROPN
futech-459	613	2	:	:	PUNCT
futech-459	613	3	https://doi.org/10.48550/arxiv.1805.04833	https://doi.org/10.48550/arxiv.1805.04833	PROPN
futech-459	614	1	[	[	X
futech-459	614	2	19	19	NUM
futech-459	614	3	]	]	SYM
futech-459	614	4	xu	xu	PROPN
futech-459	614	5	,	,	PUNCT
futech-459	614	6	j.	j.	PROPN
futech-459	614	7	,	,	PUNCT
futech-459	614	8	ren	ren	PROPN
futech-459	614	9	,	,	PUNCT
futech-459	614	10	x.	x.	PROPN
futech-459	614	11	,	,	PUNCT
futech-459	614	12	zhang	zhang	PROPN
futech-459	614	13	,	,	PUNCT
futech-459	614	14	y.	y.	PROPN
futech-459	614	15	,	,	PUNCT
futech-459	614	16	zeng	zeng	PROPN
futech-459	614	17	,	,	PUNCT
futech-459	614	18	q.	q.	PROPN
futech-459	614	19	,	,	PUNCT
futech-459	614	20	cai	cai	PROPN
futech-459	614	21	,	,	PUNCT
futech-459	614	22	x.	x.	PROPN
futech-459	614	23	,	,	PUNCT
futech-459	614	24	&	&	CCONJ
futech-459	614	25	sun	sun	PROPN
futech-459	614	26	,	,	PUNCT
futech-459	614	27	x.	x.	NOUN
futech-459	614	28	(	(	PUNCT
futech-459	614	29	2018	2018	NUM
futech-459	614	30	)	)	PUNCT
futech-459	614	31	.	.	PUNCT
futech-459	615	1	a	a	DET
futech-459	615	2	skeleton	skeleton	NOUN
futech-459	615	3	-	-	PUNCT
futech-459	615	4	based	base	VERB
futech-459	615	5	model	model	NOUN
futech-459	615	6	for	for	ADP
futech-459	615	7	promoting	promote	VERB
futech-459	615	8	coherence	coherence	NOUN
futech-459	615	9	among	among	ADP
futech-459	615	10	sentences	sentence	NOUN
futech-459	615	11	in	in	ADP
futech-459	615	12	narrative	narrative	NOUN
futech-459	615	13	story	story	NOUN
futech-459	615	14	generation	generation	NOUN
futech-459	615	15	.	.	PUNCT
futech-459	616	1	arxiv	arxiv	PROPN
futech-459	616	2	preprint	preprint	PROPN
futech-459	616	3	arxiv:1808	arxiv:1808	NOUN
futech-459	616	4	.	.	PUNCT
futech-459	616	5	06945	06945	NUM
futech-459	616	6	.	.	PUNCT
futech-459	617	1	doi	doi	NOUN
futech-459	617	2	:	:	PUNCT
futech-459	617	3	https://doi.org/10.48550/arxiv.1808.06945	https://doi.org/10.48550/arxiv.1808.06945	PROPN
futech-459	617	4	[	[	X
futech-459	617	5	20	20	NUM
futech-459	617	6	]	]	SYM
futech-459	617	7	yao	yao	PROPN
futech-459	617	8	,	,	PUNCT
futech-459	617	9	l.	l.	PROPN
futech-459	617	10	,	,	PUNCT
futech-459	617	11	peng	peng	PROPN
futech-459	617	12	,	,	PUNCT
futech-459	617	13	n.	n.	PROPN
futech-459	617	14	,	,	PUNCT
futech-459	617	15	weischedel	weischedel	PROPN
futech-459	617	16	,	,	PUNCT
futech-459	617	17	r.	r.	PROPN
futech-459	617	18	,	,	PUNCT
futech-459	617	19	knight	knight	NOUN
futech-459	617	20	,	,	PUNCT
futech-459	617	21	k.	k.	PROPN
futech-459	617	22	,	,	PUNCT
futech-459	617	23	zhao	zhao	PROPN
futech-459	617	24	,	,	PUNCT
futech-459	617	25	d.	d.	PROPN
futech-459	617	26	,	,	PUNCT
futech-459	617	27	&	&	CCONJ
futech-459	617	28	yan	yan	PROPN
futech-459	617	29	,	,	PUNCT
futech-459	617	30	r.	r.	PROPN
futech-459	617	31	(	(	PUNCT
futech-459	617	32	2019	2019	NUM
futech-459	617	33	)	)	PUNCT
futech-459	617	34	.	.	PUNCT
futech-459	618	1	plan	plan	NOUN
futech-459	618	2	-	-	PUNCT
futech-459	618	3	and	and	CCONJ
futech-459	618	4	-	-	PUNCT
futech-459	618	5	write	write	NOUN
futech-459	618	6	:	:	PUNCT
futech-459	618	7	towards	towards	ADP
futech-459	618	8	better	well	ADJ
futech-459	618	9	automatic	automatic	ADJ
futech-459	618	10	storytelling	storytelling	NOUN
futech-459	618	11	.	.	PUNCT
futech-459	619	1	proceedings	proceeding	NOUN
futech-459	619	2	of	of	ADP
futech-459	619	3	the	the	DET
futech-459	619	4	aaai	aaai	PROPN
futech-459	619	5	conference	conference	NOUN
futech-459	619	6	on	on	ADP
futech-459	619	7	artificial	artificial	ADJ
futech-459	619	8	intelligence	intelligence	NOUN
futech-459	619	9	,	,	PUNCT
futech-459	619	10	33	33	NUM
futech-459	619	11	,	,	PUNCT
futech-459	619	12	7378–7385	7378–7385	NUM
futech-459	619	13	.	.	PUNCT
futech-459	620	1	doi	doi	NOUN
futech-459	620	2	:	:	PUNCT
futech-459	621	1	https://doi.org/10.1609/aaai.v33i01.33017378	https://doi.org/10.1609/aaai.v33i01.33017378	PROPN
futech-459	621	2	[	[	X
futech-459	621	3	21	21	NUM
futech-459	621	4	]	]	X
futech-459	621	5	wang	wang	PROPN
futech-459	621	6	,	,	PUNCT
futech-459	621	7	t.	t.	PROPN
futech-459	621	8	,	,	PUNCT
futech-459	621	9	&	&	CCONJ
futech-459	621	10	wan	wan	PROPN
futech-459	621	11	,	,	PUNCT
futech-459	621	12	x.	x.	NOUN
futech-459	621	13	(	(	PUNCT
futech-459	621	14	2019	2019	NUM
futech-459	621	15	)	)	PUNCT
futech-459	621	16	.	.	PUNCT
futech-459	622	1	t	t	PROPN
futech-459	622	2	-	-	PUNCT
futech-459	622	3	cvae	cvae	NOUN
futech-459	622	4	:	:	PUNCT
futech-459	622	5	transformer	transformer	NOUN
futech-459	622	6	-	-	PUNCT
futech-459	622	7	based	base	VERB
futech-459	622	8	conditioned	condition	VERB
futech-459	622	9	variational	variational	ADJ
futech-459	622	10	autoencoder	autoencoder	NOUN
futech-459	622	11	for	for	ADP
futech-459	622	12	story	story	NOUN
futech-459	622	13	completion	completion	NOUN
futech-459	622	14	.	.	PUNCT
futech-459	623	1	ijcai	ijcai	PROPN
futech-459	623	2	,	,	PUNCT
futech-459	623	3	5233–5239	5233–5239	NUM
futech-459	623	4	.	.	PUNCT
futech-459	624	1	doi	doi	PROPN
futech-459	624	2	:	:	PUNCT
futech-459	624	3	https://doi.org/10.24963/ijcai.2019/727	https://doi.org/10.24963/ijcai.2019/727	PROPN
futech-459	625	1	[	[	X
futech-459	625	2	22	22	NUM
futech-459	625	3	]	]	X
futech-459	625	4	chen	chen	PROPN
futech-459	625	5	,	,	PUNCT
futech-459	625	6	g.	g.	PROPN
futech-459	625	7	,	,	PUNCT
futech-459	625	8	liu	liu	PROPN
futech-459	625	9	,	,	PUNCT
futech-459	625	10	y.	y.	PROPN
futech-459	625	11	,	,	PUNCT
futech-459	625	12	luan	luan	PROPN
futech-459	625	13	,	,	PUNCT
futech-459	625	14	h.	h.	PROPN
futech-459	625	15	,	,	PUNCT
futech-459	625	16	zhang	zhang	PROPN
futech-459	625	17	,	,	PUNCT
futech-459	625	18	m.	m.	NOUN
futech-459	625	19	,	,	PUNCT
futech-459	625	20	liu	liu	PROPN
futech-459	625	21	,	,	PUNCT
futech-459	625	22	q.	q.	PROPN
futech-459	625	23	,	,	PUNCT
futech-459	625	24	&	&	CCONJ
futech-459	625	25	sun	sun	PROPN
futech-459	625	26	,	,	PUNCT
futech-459	625	27	m.	m.	NOUN
futech-459	625	28	(	(	PUNCT
futech-459	625	29	2020	2020	NUM
futech-459	625	30	)	)	PUNCT
futech-459	625	31	.	.	PUNCT
futech-459	626	1	learning	learn	VERB
futech-459	626	2	to	to	PART
futech-459	626	3	generate	generate	VERB
futech-459	626	4	explainable	explainable	ADJ
futech-459	626	5	plots	plot	NOUN
futech-459	626	6	for	for	ADP
futech-459	626	7	neural	neural	ADJ
futech-459	626	8	story	story	NOUN
futech-459	626	9	generation	generation	NOUN
futech-459	626	10	.	.	PUNCT
futech-459	627	1	ieee	ieee	PROPN
futech-459	627	2	/	/	SYM
futech-459	627	3	acm	acm	PROPN
futech-459	627	4	transactions	transaction	NOUN
futech-459	627	5	on	on	ADP
futech-459	627	6	audio	audio	NOUN
futech-459	627	7	,	,	PUNCT
futech-459	627	8	speech	speech	NOUN
futech-459	627	9	,	,	PUNCT
futech-459	627	10	and	and	CCONJ
futech-459	627	11	language	language	NOUN
futech-459	627	12	processing	processing	NOUN
futech-459	627	13	,	,	PUNCT
futech-459	627	14	29	29	NUM
futech-459	627	15	,	,	PUNCT
futech-459	627	16	585–593	585–593	NUM
futech-459	627	17	.	.	PUNCT
futech-459	628	1	doi	doi	NOUN
futech-459	628	2	:	:	PUNCT
futech-459	629	1	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	629	2	[	[	X
futech-459	629	3	23	23	NUM
futech-459	629	4	]	]	X
futech-459	629	5	zhang	zhang	PROPN
futech-459	629	6	,	,	PUNCT
futech-459	629	7	y.	y.	PROPN
futech-459	629	8	,	,	PUNCT
futech-459	629	9	shi	shi	PROPN
futech-459	629	10	,	,	PUNCT
futech-459	629	11	x.	x.	PROPN
futech-459	629	12	,	,	PUNCT
futech-459	629	13	mi	mi	PROPN
futech-459	629	14	,	,	PUNCT
futech-459	629	15	s.	s.	PROPN
futech-459	629	16	,	,	PUNCT
futech-459	629	17	&	&	CCONJ
futech-459	629	18	yang	yang	PROPN
futech-459	629	19	,	,	PUNCT
futech-459	629	20	x.	x.	NOUN
futech-459	629	21	(	(	PUNCT
futech-459	629	22	2021	2021	NUM
futech-459	629	23	)	)	PUNCT
futech-459	629	24	.	.	PUNCT
futech-459	630	1	image	image	NOUN
futech-459	630	2	captioning	caption	VERB
futech-459	630	3	with	with	ADP
futech-459	630	4	transformer	transformer	NOUN
futech-459	630	5	and	and	CCONJ
futech-459	630	6	knowledge	knowledge	NOUN
futech-459	630	7	graph	graph	NOUN
futech-459	630	8	.	.	PUNCT
futech-459	631	1	pattern	pattern	NOUN
futech-459	631	2	recognition	recognition	NOUN
futech-459	631	3	letters	letter	NOUN
futech-459	631	4	,	,	PUNCT
futech-459	631	5	143	143	NUM
futech-459	631	6	,	,	PUNCT
futech-459	631	7	43	43	NUM
futech-459	631	8	-	-	SYM
futech-459	631	9	49	49	NUM
futech-459	631	10	.	.	PUNCT
futech-459	632	1	doi	doi	NOUN
futech-459	632	2	:	:	PUNCT
futech-459	632	3	https://doi.org/10.1016/j.patrec.2020.12.020	https://doi.org/10.1016/j.patrec.2020.12.020	NOUN
futech-459	632	4	[	[	X
futech-459	632	5	24	24	NUM
futech-459	632	6	]	]	SYM
futech-459	632	7	chen	chen	PROPN
futech-459	632	8	,	,	PUNCT
futech-459	632	9	g.	g.	PROPN
futech-459	632	10	,	,	PUNCT
futech-459	632	11	liu	liu	PROPN
futech-459	632	12	,	,	PUNCT
futech-459	632	13	y.	y.	PROPN
futech-459	632	14	,	,	PUNCT
futech-459	632	15	luan	luan	PROPN
futech-459	632	16	,	,	PUNCT
futech-459	632	17	h.	h.	PROPN
futech-459	632	18	,	,	PUNCT
futech-459	632	19	zhang	zhang	PROPN
futech-459	632	20	,	,	PUNCT
futech-459	632	21	m.	m.	NOUN
futech-459	632	22	,	,	PUNCT
futech-459	632	23	liu	liu	PROPN
futech-459	632	24	,	,	PUNCT
futech-459	632	25	q.	q.	PROPN
futech-459	632	26	,	,	PUNCT
futech-459	632	27	&	&	CCONJ
futech-459	632	28	sun	sun	PROPN
futech-459	632	29	,	,	PUNCT
futech-459	632	30	m.	m.	NOUN
futech-459	632	31	(	(	PUNCT
futech-459	632	32	2021	2021	NUM
futech-459	632	33	)	)	PUNCT
futech-459	632	34	.	.	PUNCT
futech-459	633	1	learning	learn	VERB
futech-459	633	2	to	to	PART
futech-459	633	3	generate	generate	VERB
futech-459	633	4	explainable	explainable	ADJ
futech-459	633	5	plots	plot	NOUN
futech-459	633	6	for	for	ADP
futech-459	633	7	neural	neural	ADJ
futech-459	633	8	story	story	NOUN
futech-459	633	9	generation	generation	NOUN
futech-459	633	10	.	.	PUNCT
futech-459	634	1	acm	acm	PROPN
futech-459	634	2	transactions	transaction	NOUN
futech-459	634	3	on	on	ADP
futech-459	634	4	audio	audio	NOUN
futech-459	634	5	,	,	PUNCT
futech-459	634	6	speech	speech	NOUN
futech-459	634	7	,	,	PUNCT
futech-459	634	8	and	and	CCONJ
futech-459	634	9	language	language	NOUN
futech-459	634	10	processing	processing	NOUN
futech-459	634	11	,	,	PUNCT
futech-459	634	12	29	29	NUM
futech-459	634	13	,	,	PUNCT
futech-459	634	14	585–593	585–593	NUM
futech-459	634	15	.	.	PUNCT
futech-459	635	1	doi	doi	NOUN
futech-459	635	2	:	:	PUNCT
futech-459	636	1	https://doi.org/10.1109/taslp.2020.3039606	https://doi.org/10.1109/taslp.2020.3039606	PROPN
futech-459	636	2	[	[	X
futech-459	636	3	25	25	NUM
futech-459	636	4	]	]	PUNCT
futech-459	636	5	brahman	brahman	PROPN
futech-459	636	6	,	,	PUNCT
futech-459	636	7	f.	f.	PROPN
futech-459	636	8	,	,	PUNCT
futech-459	636	9	&	&	CCONJ
futech-459	636	10	chaturvedi	chaturvedi	PROPN
futech-459	636	11	,	,	PUNCT
futech-459	636	12	s.	s.	PROPN
futech-459	636	13	(	(	PUNCT
futech-459	636	14	2020	2020	NUM
futech-459	636	15	)	)	PUNCT
futech-459	636	16	.	.	PUNCT
futech-459	637	1	modeling	model	VERB
futech-459	637	2	protagonist	protagonist	NOUN
futech-459	637	3	emotions	emotion	NOUN
futech-459	637	4	for	for	ADP
futech-459	637	5	emotion	emotion	NOUN
futech-459	637	6	-	-	PUNCT
futech-459	637	7	aware	aware	ADJ
futech-459	637	8	storytelling	storytelling	NOUN
futech-459	637	9	.	.	PUNCT
futech-459	638	1	arxiv	arxiv	PROPN
futech-459	638	2	preprint	preprint	NOUN
futech-459	638	3	arxiv:2010	arxiv:2010	NOUN
futech-459	638	4	.	.	PUNCT
futech-459	638	5	06822	06822	NUM
futech-459	638	6	.	.	PUNCT
futech-459	639	1	doi	doi	NOUN
futech-459	639	2	:	:	PUNCT
futech-459	639	3	https://doi.org/10.48550/arxiv.2010.06822	https://doi.org/10.48550/arxiv.2010.06822	PROPN
futech-459	640	1	[	[	X
futech-459	640	2	26	26	NUM
futech-459	640	3	]	]	X
futech-459	640	4	tan	tan	PROPN
futech-459	640	5	,	,	PUNCT
futech-459	640	6	b.	b.	PROPN
futech-459	640	7	,	,	PUNCT
futech-459	640	8	yang	yang	PROPN
futech-459	640	9	,	,	PUNCT
futech-459	640	10	z.	z.	PROPN
futech-459	640	11	,	,	PUNCT
futech-459	640	12	ai	ai	NOUN
futech-459	640	13	-	-	PUNCT
futech-459	640	14	shedivat	shedivat	NOUN
futech-459	640	15	,	,	PUNCT
futech-459	640	16	m.	m.	NOUN
futech-459	640	17	,	,	PUNCT
futech-459	640	18	xing	xing	PROPN
futech-459	640	19	,	,	PUNCT
futech-459	640	20	e.	e.	PROPN
futech-459	640	21	p.	p.	PROPN
futech-459	640	22	,	,	PUNCT
futech-459	640	23	&	&	CCONJ
futech-459	640	24	hu	hu	PROPN
futech-459	640	25	,	,	PUNCT
futech-459	640	26	z.	z.	PROPN
futech-459	640	27	(	(	PUNCT
futech-459	640	28	2020	2020	NUM
futech-459	640	29	)	)	PUNCT
futech-459	640	30	.	.	PUNCT
futech-459	641	1	progressive	progressive	ADJ
futech-459	641	2	generation	generation	NOUN
futech-459	641	3	of	of	ADP
futech-459	641	4	long	long	ADJ
futech-459	641	5	text	text	NOUN
futech-459	641	6	with	with	ADP
futech-459	641	7	pretrained	pretraine	VERB
futech-459	641	8	language	language	NOUN
futech-459	641	9	models	model	NOUN
futech-459	641	10	.	.	PUNCT
futech-459	642	1	arxiv	arxiv	PROPN
futech-459	642	2	preprint	preprint	NOUN
futech-459	642	3	arxiv:2006	arxiv:2006	NOUN
futech-459	642	4	.	.	PUNCT
futech-459	642	5	15720	15720	NUM
futech-459	642	6	.	.	PUNCT
futech-459	643	1	doi	doi	NOUN
futech-459	643	2	:	:	PUNCT
futech-459	643	3	https://doi.org/10.48550/arxiv.2006.15720	https://doi.org/10.48550/arxiv.2006.15720	PROPN
futech-459	643	4	[	[	X
futech-459	643	5	27	27	NUM
futech-459	643	6	]	]	SYM
futech-459	643	7	min	min	PROPN
futech-459	643	8	,	,	PUNCT
futech-459	643	9	k.	k.	PROPN
futech-459	643	10	,	,	PUNCT
futech-459	643	11	dang	dang	PROPN
futech-459	643	12	,	,	PUNCT
futech-459	643	13	m.	m.	NOUN
futech-459	643	14	,	,	PUNCT
futech-459	643	15	&	&	CCONJ
futech-459	643	16	moon	moon	PROPN
futech-459	643	17	,	,	PUNCT
futech-459	643	18	h.	h.	PROPN
futech-459	643	19	(	(	PUNCT
futech-459	643	20	2021	2021	NUM
futech-459	643	21	)	)	PUNCT
futech-459	643	22	.	.	PUNCT
futech-459	644	1	deep	deep	ADJ
futech-459	644	2	learning	learning	NOUN
futech-459	644	3	-	-	PUNCT
futech-459	644	4	based	base	VERB
futech-459	644	5	short	short	ADJ
futech-459	644	6	story	story	NOUN
futech-459	644	7	generation	generation	NOUN
futech-459	644	8	for	for	ADP
futech-459	644	9	an	an	DET
futech-459	644	10	image	image	NOUN
futech-459	644	11	using	use	VERB
futech-459	644	12	the	the	DET
futech-459	644	13	encoder	encoder	NOUN
futech-459	644	14	-	-	PUNCT
futech-459	644	15	decoder	decoder	NOUN
futech-459	644	16	structure	structure	NOUN
futech-459	644	17	.	.	PUNCT
futech-459	645	1	ieee	ieee	NOUN
futech-459	645	2	access	access	NOUN
futech-459	645	3	,	,	PUNCT
futech-459	645	4	9	9	NUM
futech-459	645	5	,	,	PUNCT
futech-459	645	6	113550–113557	113550–113557	NUM
futech-459	645	7	.	.	PUNCT
futech-459	646	1	doi	doi	NOUN
futech-459	646	2	:	:	PUNCT
futech-459	647	1	https://doi.org/10.1109/access.2021.3104276	https://doi.org/10.1109/access.2021.3104276	PROPN
futech-459	647	2	[	[	X
futech-459	647	3	28	28	NUM
futech-459	647	4	]	]	X
futech-459	647	5	wu	wu	PROPN
futech-459	647	6	,	,	PUNCT
futech-459	647	7	c.	c.	PROPN
futech-459	647	8	,	,	PUNCT
futech-459	647	9	wang	wang	PROPN
futech-459	647	10	,	,	PUNCT
futech-459	647	11	j.	j.	PROPN
futech-459	647	12	,	,	PUNCT
futech-459	647	13	yuan	yuan	PROPN
futech-459	647	14	,	,	PUNCT
futech-459	647	15	s.	s.	PROPN
futech-459	647	16	,	,	PUNCT
futech-459	647	17	wang	wang	PROPN
futech-459	647	18	,	,	PUNCT
futech-459	647	19	l.	l.	PROPN
futech-459	647	20	,	,	PUNCT
futech-459	647	21	&	&	CCONJ
futech-459	647	22	zhang	zhang	PROPN
futech-459	647	23	,	,	PUNCT
futech-459	647	24	w.	w.	PROPN
futech-459	647	25	(	(	PUNCT
futech-459	647	26	2021	2021	NUM
futech-459	647	27	)	)	PUNCT
futech-459	647	28	.	.	PUNCT
futech-459	648	1	generate	generate	VERB
futech-459	648	2	classical	classical	ADJ
futech-459	648	3	chinese	chinese	ADJ
futech-459	648	4	poems	poem	NOUN
futech-459	648	5	with	with	ADP
futech-459	648	6	theme	theme	NOUN
futech-459	648	7	-	-	PUNCT
futech-459	648	8	style	style	NOUN
futech-459	648	9	from	from	ADP
futech-459	648	10	images	image	NOUN
futech-459	648	11	.	.	PUNCT
futech-459	649	1	pattern	pattern	NOUN
futech-459	649	2	recognition	recognition	NOUN
futech-459	649	3	letters	letter	NOUN
futech-459	649	4	,	,	PUNCT
futech-459	649	5	149	149	NUM
futech-459	649	6	,	,	PUNCT
futech-459	649	7	75–82	75–82	NUM
futech-459	649	8	.	.	PUNCT
futech-459	649	9	doi	doi	NOUN
futech-459	649	10	:	:	PUNCT
futech-459	649	11	https://doi.org/10.1016/j.patrec.2021.05.016	https://doi.org/10.1016/j.patrec.2021.05.016	PROPN
futech-459	650	1	[	[	X
futech-459	650	2	29	29	NUM
futech-459	650	3	]	]	X
futech-459	650	4	liu	liu	PROPN
futech-459	650	5	,	,	PUNCT
futech-459	650	6	y.	y.	PROPN
futech-459	650	7	,	,	PUNCT
futech-459	650	8	huang	huang	PROPN
futech-459	650	9	,	,	PUNCT
futech-459	650	10	q.	q.	PROPN
futech-459	650	11	,	,	PUNCT
futech-459	650	12	li	li	PROPN
futech-459	650	13	,	,	PUNCT
futech-459	650	14	j.	j.	PROPN
futech-459	650	15	,	,	PUNCT
futech-459	650	16	mo	mo	PROPN
futech-459	650	17	,	,	PUNCT
futech-459	650	18	l.	l.	PROPN
futech-459	650	19	,	,	PUNCT
futech-459	650	20	cai	cai	PROPN
futech-459	650	21	,	,	PUNCT
futech-459	650	22	y.	y.	PROPN
futech-459	650	23	,	,	PUNCT
futech-459	650	24	&	&	CCONJ
futech-459	650	25	li	li	PROPN
futech-459	650	26	,	,	PUNCT
futech-459	650	27	q.	q.	PROPN
futech-459	650	28	(	(	PUNCT
futech-459	650	29	2022	2022	NUM
futech-459	650	30	)	)	PUNCT
futech-459	650	31	.	.	PUNCT
futech-459	651	1	ssap	ssap	NOUN
futech-459	651	2	:	:	PUNCT
futech-459	651	3	storylines	storyline	NOUN
futech-459	651	4	and	and	CCONJ
futech-459	651	5	sentiment	sentiment	NOUN
futech-459	651	6	aware	aware	ADJ
futech-459	651	7	pre	pre	ADJ
futech-459	651	8	-	-	ADJ
futech-459	651	9	trained	train	VERB
futech-459	651	10	model	model	NOUN
futech-459	651	11	for	for	ADP
futech-459	651	12	story	story	NOUN
futech-459	651	13	ending	end	VERB
futech-459	651	14	generation	generation	NOUN
futech-459	651	15	.	.	PUNCT
futech-459	652	1	ieee	ieee	PROPN
futech-459	652	2	/	/	SYM
futech-459	652	3	acm	acm	PROPN
futech-459	652	4	transactions	transaction	NOUN
futech-459	652	5	on	on	ADP
futech-459	652	6	audio	audio	NOUN
futech-459	652	7	,	,	PUNCT
futech-459	652	8	speech	speech	NOUN
futech-459	652	9	,	,	PUNCT
futech-459	652	10	and	and	CCONJ
futech-459	652	11	language	language	NOUN
futech-459	652	12	processing	processing	NOUN
futech-459	652	13	,	,	PUNCT
futech-459	652	14	30	30	NUM
futech-459	652	15	,	,	PUNCT
futech-459	652	16	686–694	686–694	NUM
futech-459	652	17	.	.	PUNCT
futech-459	652	18	doi	doi	NOUN
futech-459	652	19	:	:	PUNCT
futech-459	653	1	https://doi.org/10.1109/taslp.2022.3145320	https://doi.org/10.1109/taslp.2022.3145320	NOUN
futech-459	654	1	[	[	X
futech-459	654	2	30	30	NUM
futech-459	654	3	]	]	X
futech-459	654	4	jin	jin	NOUN
futech-459	654	5	,	,	PUNCT
futech-459	654	6	y.	y.	PROPN
futech-459	654	7	,	,	PUNCT
futech-459	654	8	kadam	kadam	PROPN
futech-459	654	9	,	,	PUNCT
futech-459	654	10	v.	v.	PROPN
futech-459	654	11	,	,	PUNCT
futech-459	654	12	&	&	CCONJ
futech-459	654	13	wanvarie	wanvarie	PROPN
futech-459	654	14	,	,	PUNCT
futech-459	654	15	d.	d.	PROPN
futech-459	654	16	(	(	PUNCT
futech-459	654	17	2022	2022	NUM
futech-459	654	18	)	)	PUNCT
futech-459	654	19	.	.	PUNCT
futech-459	655	1	plot	plot	NOUN
futech-459	655	2	writing	writing	NOUN
futech-459	655	3	from	from	ADP
futech-459	655	4	pre	pre	ADJ
futech-459	655	5	-	-	ADJ
futech-459	655	6	trained	train	VERB
futech-459	655	7	language	language	NOUN
futech-459	655	8	models	model	NOUN
futech-459	655	9	.	.	PUNCT
futech-459	656	1	arxiv	arxiv	PROPN
futech-459	656	2	preprint	preprint	NOUN
futech-459	656	3	arxiv:2206	arxiv:2206	NOUN
futech-459	656	4	.	.	PUNCT
futech-459	656	5	03021	03021	NUM
futech-459	656	6	.	.	PUNCT
futech-459	657	1	doi	doi	NOUN
futech-459	657	2	:	:	PUNCT
futech-459	658	1	https://doi.org/10.48550/arxiv.2206.03021	https://doi.org/10.48550/arxiv.2206.03021	PROPN
futech-459	658	2	[	[	X
futech-459	658	3	31	31	NUM
futech-459	658	4	]	]	X
futech-459	658	5	chen	chen	PROPN
futech-459	658	6	,	,	PUNCT
futech-459	658	7	y.	y.	PROPN
futech-459	658	8	,	,	PUNCT
futech-459	658	9	li	li	PROPN
futech-459	658	10	,	,	PUNCT
futech-459	658	11	r.	r.	PROPN
futech-459	658	12	,	,	PUNCT
futech-459	658	13	shi	shi	PROPN
futech-459	658	14	,	,	PUNCT
futech-459	658	15	b.	b.	PROPN
futech-459	658	16	,	,	PUNCT
futech-459	658	17	liu	liu	PROPN
futech-459	658	18	,	,	PUNCT
futech-459	658	19	p.	p.	PROPN
futech-459	658	20	,	,	PUNCT
futech-459	658	21	&	&	CCONJ
futech-459	658	22	si	si	PROPN
futech-459	658	23	,	,	PUNCT
futech-459	658	24	m.	m.	NOUN
futech-459	658	25	(	(	PUNCT
futech-459	658	26	2023	2023	NUM
futech-459	658	27	)	)	PUNCT
futech-459	658	28	.	.	PUNCT
futech-459	659	1	visual	visual	ADJ
futech-459	659	2	story	story	NOUN
futech-459	659	3	generation	generation	NOUN
futech-459	659	4	based	base	VERB
futech-459	659	5	on	on	ADP
futech-459	659	6	emotion	emotion	NOUN
futech-459	659	7	and	and	CCONJ
futech-459	659	8	keywords	keyword	NOUN
futech-459	659	9	.	.	PUNCT
futech-459	660	1	arxiv	arxiv	PROPN
futech-459	660	2	preprint	preprint	NOUN
futech-459	660	3	arxiv:2301	arxiv:2301	NOUN
futech-459	660	4	.	.	PUNCT
futech-459	661	1	02777	02777	NUM
futech-459	661	2	.	.	PUNCT
futech-459	662	1	doi	doi	NOUN
futech-459	662	2	:	:	PUNCT
futech-459	663	1	https://doi.org/10.48550/arxiv.2301.02777	https://doi.org/10.48550/arxiv.2301.02777	PROPN
futech-459	663	2	[	[	PUNCT
futech-459	663	3	32	32	NUM
futech-459	663	4	]	]	X
futech-459	663	5	khan	khan	PROPN
futech-459	663	6	,	,	PUNCT
futech-459	663	7	l.	l.	PROPN
futech-459	663	8	p.	p.	PROPN
futech-459	663	9	,	,	PUNCT
futech-459	663	10	gupta	gupta	PROPN
futech-459	663	11	,	,	PUNCT
futech-459	663	12	v.	v.	PROPN
futech-459	663	13	,	,	PUNCT
futech-459	663	14	bedi	bedi	PROPN
futech-459	663	15	,	,	PUNCT
futech-459	663	16	s.	s.	PROPN
futech-459	663	17	,	,	PUNCT
futech-459	663	18	&	&	CCONJ
futech-459	663	19	singhal	singhal	PROPN
futech-459	663	20	,	,	PUNCT
futech-459	663	21	a.	a.	NOUN
futech-459	663	22	(	(	PUNCT
futech-459	663	23	2023	2023	NUM
futech-459	663	24	)	)	PUNCT
futech-459	663	25	.	.	PUNCT
futech-459	664	1	storygenai	storygenai	ADV
futech-459	664	2	:	:	PUNCT
futech-459	664	3	an	an	DET
futech-459	664	4	automatic	automatic	ADJ
futech-459	664	5	genre	genre	NOUN
futech-459	664	6	-	-	PUNCT
futech-459	664	7	keyword	keyword	NOUN
futech-459	664	8	based	base	VERB
futech-459	664	9	story	story	NOUN
futech-459	664	10	generation	generation	NOUN
futech-459	664	11	.	.	PUNCT
futech-459	665	1	2023	2023	NUM
futech-459	665	2	international	international	ADJ
futech-459	665	3	conference	conference	NOUN
futech-459	665	4	on	on	ADP
futech-459	665	5	computational	computational	ADJ
futech-459	665	6	intelligence	intelligence	NOUN
futech-459	665	7	and	and	CCONJ
futech-459	665	8	sustainable	sustainable	ADJ
futech-459	665	9	engineering	engineering	NOUN
futech-459	665	10	solutions	solution	NOUN
futech-459	665	11	(	(	PUNCT
futech-459	665	12	cises	cis	NOUN
futech-459	665	13	)	)	PUNCT
futech-459	665	14	,	,	PUNCT
futech-459	665	15	955–960	955–960	NUM
futech-459	665	16	.	.	PUNCT
futech-459	666	1	doi	doi	NOUN
futech-459	666	2	:	:	PUNCT
futech-459	666	3	https://doi.org/10.1109/cises58720.2023.10183482	https://doi.org/10.1109/cises58720.2023.10183482	PROPN
futech-459	666	4	[	[	X
futech-459	666	5	33	33	NUM
futech-459	666	6	]	]	X
futech-459	666	7	hartmann	hartmann	PROPN
futech-459	666	8	,	,	PUNCT
futech-459	666	9	j.	j.	PROPN
futech-459	666	10	(	(	PUNCT
futech-459	666	11	2022	2022	NUM
futech-459	666	12	)	)	PUNCT
futech-459	666	13	.	.	PUNCT
futech-459	667	1	emotion	emotion	NOUN
futech-459	667	2	english	english	PROPN
futech-459	667	3	distilroberta	distilroberta	NOUN
futech-459	667	4	-	-	PUNCT
futech-459	667	5	base	base	NOUN
futech-459	667	6	.	.	PUNCT
futech-459	668	1	see	see	VERB
futech-459	668	2	link	link	NOUN
futech-459	668	3	:	:	PUNCT
futech-459	668	4	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	https://huggingface.co/j-hartmann/emotion-english-distilroberta-base	PROPN
futech-459	669	1	[	[	X
futech-459	669	2	34	34	NUM
futech-459	669	3	]	]	X
futech-459	669	4	lee	lee	PROPN
futech-459	669	5	-	-	PUNCT
futech-459	669	6	thorp	thorp	PROPN
futech-459	669	7	,	,	PUNCT
futech-459	669	8	j.	j.	PROPN
futech-459	669	9	,	,	PUNCT
futech-459	669	10	ainslie	ainslie	PROPN
futech-459	669	11	,	,	PUNCT
futech-459	669	12	j.	j.	PROPN
futech-459	669	13	,	,	PUNCT
futech-459	669	14	eckstein	eckstein	PROPN
futech-459	669	15	,	,	PUNCT
futech-459	669	16	i.	i.	PROPN
futech-459	669	17	,	,	PUNCT
futech-459	669	18	&	&	CCONJ
futech-459	669	19	ontanon	ontanon	PROPN
futech-459	669	20	,	,	PUNCT
futech-459	669	21	s.	s.	PROPN
futech-459	669	22	(	(	PUNCT
futech-459	669	23	2021	2021	NUM
futech-459	669	24	)	)	PUNCT
futech-459	669	25	.	.	PUNCT
futech-459	670	1	fnet	fnet	ADV
futech-459	670	2	:	:	PUNCT
futech-459	670	3	mixing	mix	VERB
futech-459	670	4	tokens	token	NOUN
futech-459	670	5	with	with	ADP
futech-459	670	6	fourier	fouri	ADJ
futech-459	670	7	transforms	transform	NOUN
futech-459	670	8	.	.	PUNCT
futech-459	671	1	arxiv	arxiv	PROPN
futech-459	671	2	preprint	preprint	PROPN
futech-459	671	3	arxiv:2105.03824	arxiv:2105.03824	PROPN
futech-459	671	4	.	.	PUNCT
futech-459	672	1	doi	doi	PROPN
futech-459	672	2	:	:	PUNCT
futech-459	672	3	https://doi.org/10.48550/arxiv.2105.03824	https://doi.org/10.48550/arxiv.2105.03824	PROPN
futech-459	673	1	[	[	X
futech-459	673	2	35	35	NUM
futech-459	673	3	]	]	X
futech-459	673	4	fu	fu	PROPN
futech-459	673	5	,	,	PUNCT
futech-459	673	6	k.	k.	PROPN
futech-459	673	7	,	,	PUNCT
futech-459	673	8	li	li	PROPN
futech-459	673	9	,	,	PUNCT
futech-459	673	10	h.	h.	PROPN
futech-459	673	11	,	,	PUNCT
futech-459	673	12	&	&	CCONJ
futech-459	673	13	shi	shi	PROPN
futech-459	673	14	,	,	PUNCT
futech-459	673	15	x.	x.	NOUN
futech-459	673	16	(	(	PUNCT
futech-459	673	17	2024	2024	NUM
futech-459	673	18	)	)	PUNCT
futech-459	673	19	.	.	PUNCT
futech-459	674	1	an	an	DET
futech-459	674	2	encoder	encoder	NOUN
futech-459	674	3	-	-	PUNCT
futech-459	674	4	decoder	decoder	NOUN
futech-459	674	5	architecture	architecture	NOUN
futech-459	674	6	with	with	ADP
futech-459	674	7	fourier	fouri	ADJ
futech-459	674	8	attention	attention	NOUN
futech-459	674	9	for	for	ADP
futech-459	674	10	chaotic	chaotic	ADJ
futech-459	674	11	time	time	NOUN
futech-459	674	12	series	series	PROPN
futech-459	674	13	multi	multi	ADJ
futech-459	674	14	-	-	ADJ
futech-459	674	15	step	step	ADJ
futech-459	674	16	prediction	prediction	NOUN
futech-459	674	17	.	.	PUNCT
futech-459	675	1	applied	apply	VERB
futech-459	675	2	soft	soft	ADJ
futech-459	675	3	computing	computing	NOUN
futech-459	675	4	,	,	PUNCT
futech-459	675	5	156(111409	156(111409	NUM
futech-459	675	6	)	)	PUNCT
futech-459	675	7	,	,	PUNCT
futech-459	675	8	111409	111409	NUM
futech-459	675	9	.	.	PUNCT
futech-459	676	1	doi	doi	NOUN
futech-459	676	2	:	:	PUNCT
futech-459	676	3	https://doi.org/10.1016/j.asoc.2024.111409	https://doi.org/10.1016/j.asoc.2024.111409	PROPN
futech-459	676	4	[	[	X
futech-459	676	5	36	36	NUM
futech-459	676	6	]	]	X
futech-459	676	7	dittakan	dittakan	PROPN
futech-459	676	8	,	,	PUNCT
futech-459	676	9	k.	k.	PROPN
futech-459	676	10	,	,	PUNCT
futech-459	676	11	prompitak	prompitak	ADV
futech-459	676	12	,	,	PUNCT
futech-459	676	13	k.	k.	PROPN
futech-459	676	14	,	,	PUNCT
futech-459	676	15	thungklang	thungklang	PROPN
futech-459	676	16	,	,	PUNCT
futech-459	676	17	p.	p.	PROPN
futech-459	676	18	,	,	PUNCT
futech-459	676	19	&	&	CCONJ
futech-459	676	20	wongwattanakit	wongwattanakit	PROPN
futech-459	676	21	,	,	PUNCT
futech-459	676	22	c.	c.	PROPN
futech-459	676	23	(	(	PUNCT
futech-459	676	24	2023	2023	NUM
futech-459	676	25	)	)	PUNCT
futech-459	676	26	.	.	PUNCT
futech-459	677	1	image	image	NOUN
futech-459	677	2	caption	caption	NOUN
futech-459	677	3	generation	generation	NOUN
futech-459	677	4	using	use	VERB
futech-459	677	5	transformer	transformer	NOUN
futech-459	677	6	learning	learning	NOUN
futech-459	677	7	methods	method	NOUN
futech-459	677	8	:	:	PUNCT
futech-459	677	9	a	a	DET
futech-459	677	10	case	case	NOUN
futech-459	677	11	study	study	NOUN
futech-459	677	12	on	on	ADP
futech-459	677	13	instagram	instagram	PROPN
futech-459	677	14	image	image	NOUN
futech-459	677	15	.	.	PUNCT
futech-459	678	1	multimedia	multimedia	NOUN
futech-459	678	2	tools	tool	NOUN
futech-459	678	3	and	and	CCONJ
futech-459	678	4	applications	application	NOUN
futech-459	678	5	,	,	PUNCT
futech-459	678	6	83(15	83(15	PROPN
futech-459	678	7	)	)	PUNCT
futech-459	678	8	,	,	PUNCT
futech-459	678	9	46397–46417	46397–46417	NUM
futech-459	678	10	.	.	PUNCT
futech-459	679	1	doi	doi	NOUN
futech-459	679	2	:	:	PUNCT
futech-459	679	3	https://doi.org/10.1007/s11042-023-17275-9	https://doi.org/10.1007/s11042-023-17275-9	NUM
futech-459	679	4	[	[	X
futech-459	679	5	37	37	NUM
futech-459	679	6	]	]	PUNCT
futech-459	679	7	danescu	danescu	NOUN
futech-459	679	8	-	-	PUNCT
futech-459	679	9	niculescu	niculescu	NOUN
futech-459	679	10	-	-	PUNCT
futech-459	679	11	mizil	mizil	NOUN
futech-459	679	12	,	,	PUNCT
futech-459	679	13	c.	c.	PROPN
futech-459	679	14	,	,	PUNCT
futech-459	679	15	&	&	CCONJ
futech-459	679	16	lee	lee	PROPN
futech-459	679	17	,	,	PUNCT
futech-459	679	18	l.	l.	PROPN
futech-459	679	19	(	(	PUNCT
futech-459	679	20	2011	2011	NUM
futech-459	679	21	)	)	PUNCT
futech-459	679	22	.	.	PUNCT
futech-459	680	1	chameleons	chameleon	NOUN
futech-459	680	2	in	in	ADP
futech-459	680	3	imagined	imagined	ADJ
futech-459	680	4	conversations	conversation	NOUN
futech-459	680	5	:	:	PUNCT
futech-459	680	6	a	a	DET
futech-459	680	7	new	new	ADJ
futech-459	680	8	approach	approach	NOUN
futech-459	680	9	to	to	ADP
futech-459	680	10	understanding	understand	VERB
futech-459	680	11	coordination	coordination	NOUN
futech-459	680	12	of	of	ADP
futech-459	680	13	linguistic	linguistic	ADJ
futech-459	680	14	style	style	NOUN
futech-459	680	15	in	in	ADP
futech-459	680	16	dialogs	dialog	NOUN
futech-459	680	17	.	.	PUNCT
futech-459	681	1	arxiv	arxiv	PROPN
futech-459	681	2	preprint	preprint	PROPN
futech-459	681	3	arxiv:1106	arxiv:1106	NOUN
futech-459	681	4	.	.	PUNCT
futech-459	682	1	3077	3077	NUM
futech-459	682	2	.	.	PUNCT
futech-459	683	1	doi	doi	NOUN
futech-459	683	2	:	:	PUNCT
futech-459	683	3	https://doi.org/10.48550/arxiv.1106.3077	https://doi.org/10.48550/arxiv.1106.3077	PROPN
futech-459	684	1	[	[	X
futech-459	684	2	38	38	NUM
futech-459	684	3	]	]	X
futech-459	684	4	zhu	zhu	PROPN
futech-459	684	5	,	,	PUNCT
futech-459	684	6	y.	y.	PROPN
futech-459	684	7	(	(	PUNCT
futech-459	684	8	2024	2024	NUM
futech-459	684	9	)	)	PUNCT
futech-459	684	10	.	.	PUNCT
futech-459	685	1	visual7w	visual7w	NOUN
futech-459	685	2	dataset	dataset	VERB
futech-459	685	3	[	[	PUNCT
futech-459	685	4	data	datum	NOUN
futech-459	685	5	set	set	VERB
futech-459	685	6	]	]	PUNCT
futech-459	685	7	.	.	PUNCT
futech-459	686	1	doi	doi	NOUN
futech-459	686	2	:	:	PUNCT
futech-459	687	1	https://doi.org/10.57702/zqariweh	https://doi.org/10.57702/zqariweh	PROPN
futech-459	688	1	[	[	X
futech-459	688	2	39	39	NUM
futech-459	688	3	]	]	X
futech-459	688	4	mostafazadeh	mostafazadeh	NOUN
futech-459	688	5	,	,	PUNCT
futech-459	688	6	n.	n.	PROPN
futech-459	688	7	(	(	PUNCT
futech-459	688	8	2024	2024	NUM
futech-459	688	9	)	)	PUNCT
futech-459	688	10	.	.	PUNCT
futech-459	689	1	rocstories	rocstorie	NOUN
futech-459	690	1	[	[	X
futech-459	690	2	data	datum	NOUN
futech-459	690	3	set	set	VERB
futech-459	690	4	]	]	PUNCT
futech-459	690	5	.	.	PUNCT
futech-459	691	1	doi	doi	NOUN
futech-459	691	2	:	:	PUNCT
futech-459	691	3	https://doi.org/10.57702/26yy027v	https://doi.org/10.57702/26yy027v	PROPN
futech-459	691	4	[	[	X
futech-459	691	5	40	40	NUM
futech-459	691	6	]	]	X
futech-459	691	7	lee	lee	PROPN
futech-459	691	8	,	,	PUNCT
futech-459	691	9	s.	s.	PROPN
futech-459	691	10	,	,	PUNCT
futech-459	691	11	lee	lee	PROPN
futech-459	691	12	,	,	PUNCT
futech-459	691	13	j.	j.	PROPN
futech-459	691	14	,	,	PUNCT
futech-459	691	15	moon	moon	PROPN
futech-459	691	16	,	,	PUNCT
futech-459	691	17	h.	h.	PROPN
futech-459	691	18	,	,	PUNCT
futech-459	691	19	park	park	PROPN
futech-459	691	20	,	,	PUNCT
futech-459	691	21	c.	c.	PROPN
futech-459	691	22	,	,	PUNCT
futech-459	691	23	seo	seo	PROPN
futech-459	691	24	,	,	PUNCT
futech-459	691	25	j.	j.	PROPN
futech-459	691	26	,	,	PUNCT
futech-459	691	27	eo	eo	PROPN
futech-459	691	28	,	,	PUNCT
futech-459	691	29	s.	s.	PROPN
futech-459	691	30	,	,	PUNCT
futech-459	691	31	…	…	PUNCT
futech-459	691	32	lim	lim	PROPN
futech-459	691	33	,	,	PUNCT
futech-459	691	34	h.	h.	PROPN
futech-459	691	35	(	(	PUNCT
futech-459	691	36	2023	2023	NUM
futech-459	691	37	)	)	PUNCT
futech-459	691	38	.	.	PUNCT
futech-459	692	1	a	a	DET
futech-459	692	2	survey	survey	NOUN
futech-459	692	3	on	on	ADP
futech-459	692	4	evaluation	evaluation	NOUN
futech-459	692	5	metrics	metric	NOUN
futech-459	692	6	for	for	ADP
futech-459	692	7	machine	machine	NOUN
futech-459	692	8	translation	translation	NOUN
futech-459	692	9	.	.	PUNCT
futech-459	693	1	mathematics	mathematic	NOUN
futech-459	693	2	,	,	PUNCT
futech-459	693	3	11(4	11(4	NUM
futech-459	693	4	)	)	PUNCT
futech-459	693	5	,	,	PUNCT
futech-459	693	6	1006	1006	NUM
futech-459	693	7	.	.	PUNCT
futech-459	694	1	doi	doi	NOUN
futech-459	694	2	:	:	PUNCT
futech-459	694	3	https://doi.org/10.3390/math11041006	https://doi.org/10.3390/math11041006	NOUN
futech-459	694	4	[	[	X
futech-459	694	5	41	41	NUM
futech-459	694	6	]	]	X
futech-459	694	7	kaptein	kaptein	PROPN
futech-459	694	8	,	,	PUNCT
futech-459	694	9	f.	f.	PROPN
futech-459	694	10	,	,	PUNCT
futech-459	694	11	&	&	CCONJ
futech-459	694	12	broekens	broekens	PROPN
futech-459	694	13	,	,	PUNCT
futech-459	694	14	j.	j.	PROPN
futech-459	694	15	(	(	PUNCT
futech-459	694	16	2015	2015	NUM
futech-459	694	17	,	,	PUNCT
futech-459	694	18	august	august	PROPN
futech-459	694	19	)	)	PUNCT
futech-459	694	20	.	.	PUNCT
futech-459	695	1	the	the	DET
futech-459	695	2	affective	affective	ADJ
futech-459	695	3	storyteller	storyteller	NOUN
futech-459	695	4	:	:	PUNCT
futech-459	695	5	using	use	VERB
futech-459	695	6	character	character	NOUN
futech-459	695	7	emotion	emotion	NOUN
futech-459	695	8	to	to	PART
futech-459	695	9	influence	influence	VERB
futech-459	695	10	narrative	narrative	NOUN
futech-459	695	11	generation	generation	NOUN
futech-459	695	12	.	.	PUNCT
futech-459	696	1	in	in	ADP
futech-459	696	2	international	international	ADJ
futech-459	696	3	conference	conference	NOUN
futech-459	696	4	on	on	ADP
futech-459	696	5	intelligent	intelligent	ADJ
futech-459	696	6	virtual	virtual	ADJ
futech-459	696	7	agents	agent	NOUN
futech-459	696	8	(	(	PUNCT
futech-459	696	9	pp	pp	ADJ
futech-459	696	10	.	.	PUNCT
futech-459	697	1	352	352	NUM
futech-459	697	2	-	-	SYM
futech-459	697	3	355	355	NUM
futech-459	697	4	)	)	PUNCT
futech-459	697	5	.	.	PUNCT
futech-459	698	1	cham	cham	PROPN
futech-459	698	2	:	:	PUNCT
futech-459	698	3	springer	springer	NOUN
futech-459	698	4	international	international	ADJ
futech-459	698	5	publishing	publishing	NOUN
futech-459	698	6	.	.	PUNCT
futech-459	699	1	doi	doi	NOUN
futech-459	699	2	:	:	PUNCT
futech-459	700	1	http://doi.org/10.1007/978-3-319-21996-7_38	http://doi.org/10.1007/978-3-319-21996-7_38	PROPN
futech-459	700	2	[	[	X
futech-459	700	3	42	42	NUM
futech-459	700	4	]	]	X
futech-459	700	5	rashkin	rashkin	PROPN
futech-459	700	6	,	,	PUNCT
futech-459	700	7	h.	h.	PROPN
futech-459	700	8	,	,	PUNCT
futech-459	700	9	celikyilmaz	celikyilmaz	NOUN
futech-459	700	10	,	,	PUNCT
futech-459	700	11	a.	a.	NOUN
futech-459	700	12	,	,	PUNCT
futech-459	700	13	choi	choi	NOUN
futech-459	700	14	,	,	PUNCT
futech-459	700	15	y.	y.	PROPN
futech-459	700	16	,	,	PUNCT
futech-459	700	17	&	&	CCONJ
futech-459	700	18	gao	gao	PROPN
futech-459	700	19	,	,	PUNCT
futech-459	700	20	j.	j.	PROPN
futech-459	700	21	(	(	PUNCT
futech-459	700	22	2020	2020	NUM
futech-459	700	23	)	)	PUNCT
futech-459	700	24	.	.	PUNCT
futech-459	701	1	plotmachines	plotmachine	NOUN
futech-459	701	2	:	:	PUNCT
futech-459	701	3	outline	outline	NOUN
futech-459	701	4	-	-	PUNCT
futech-459	701	5	conditioned	condition	VERB
futech-459	701	6	generation	generation	NOUN
futech-459	701	7	with	with	ADP
futech-459	701	8	dynamic	dynamic	ADJ
futech-459	701	9	plot	plot	NOUN
futech-459	701	10	state	state	NOUN
futech-459	701	11	tracking	tracking	NOUN
futech-459	701	12	.	.	PUNCT
futech-459	702	1	arxiv	arxiv	PROPN
futech-459	702	2	preprint	preprint	VERB
futech-459	702	3	arxiv:2004.14967	arxiv:2004.14967	PROPN
futech-459	702	4	.	.	PUNCT
futech-459	703	1	doi	doi	NOUN
futech-459	703	2	:	:	PUNCT
futech-459	704	1	https://doi.org/10.48550/arxiv.2004.14967	https://doi.org/10.48550/arxiv.2004.14967	PROPN
futech-459	704	2	[	[	X
futech-459	704	3	43	43	NUM
futech-459	704	4	]	]	X
futech-459	704	5	li	li	PROPN
futech-459	704	6	,	,	PUNCT
futech-459	704	7	y.	y.	PROPN
futech-459	704	8	,	,	PUNCT
futech-459	704	9	gan	gan	PROPN
futech-459	704	10	,	,	PUNCT
futech-459	704	11	z.	z.	PROPN
futech-459	704	12	,	,	PUNCT
futech-459	704	13	shen	shen	PROPN
futech-459	704	14	,	,	PUNCT
futech-459	704	15	y.	y.	PROPN
futech-459	704	16	,	,	PUNCT
futech-459	704	17	liu	liu	PROPN
futech-459	704	18	,	,	PUNCT
futech-459	704	19	j.	j.	PROPN
futech-459	704	20	,	,	PUNCT
futech-459	704	21	cheng	cheng	PROPN
futech-459	704	22	,	,	PUNCT
futech-459	704	23	y.	y.	PROPN
futech-459	704	24	,	,	PUNCT
futech-459	704	25	wu	wu	PROPN
futech-459	704	26	,	,	PUNCT
futech-459	704	27	y.	y.	PROPN
futech-459	704	28	,	,	PUNCT
futech-459	704	29	...	...	PUNCT
futech-459	704	30	&	&	CCONJ
futech-459	704	31	gao	gao	PROPN
futech-459	704	32	,	,	PUNCT
futech-459	704	33	j.	j.	PROPN
futech-459	704	34	(	(	PUNCT
futech-459	704	35	2019	2019	NUM
futech-459	704	36	)	)	PUNCT
futech-459	704	37	.	.	PUNCT
futech-459	705	1	storygan	storygan	NOUN
futech-459	705	2	:	:	PUNCT
futech-459	705	3	a	a	DET
futech-459	705	4	sequential	sequential	ADJ
futech-459	705	5	conditional	conditional	ADJ
futech-459	705	6	gan	gan	NOUN
futech-459	705	7	for	for	ADP
futech-459	705	8	story	story	NOUN
futech-459	705	9	visualization	visualization	NOUN
futech-459	705	10	.	.	PUNCT
futech-459	706	1	in	in	ADP
futech-459	706	2	proceedings	proceeding	NOUN
futech-459	706	3	of	of	ADP
futech-459	706	4	the	the	DET
futech-459	706	5	ieee	ieee	NOUN
futech-459	706	6	/	/	SYM
futech-459	706	7	cvf	cvf	NOUN
futech-459	706	8	conference	conference	NOUN
futech-459	706	9	on	on	ADP
futech-459	706	10	computer	computer	NOUN
futech-459	706	11	vision	vision	NOUN
futech-459	706	12	and	and	CCONJ
futech-459	706	13	pattern	pattern	NOUN
futech-459	706	14	recognition	recognition	NOUN
futech-459	706	15	(	(	PUNCT
futech-459	706	16	pp	pp	ADJ
futech-459	706	17	.	.	PUNCT
futech-459	707	1	6329	6329	NUM
futech-459	707	2	-	-	PUNCT
futech-459	707	3	6338	6338	NUM
futech-459	707	4	)	)	PUNCT
futech-459	707	5	.	.	PUNCT
futech-459	708	1	doi	doi	NOUN
futech-459	708	2	:	:	PUNCT
futech-459	708	3	https://doi.org/10.48550/arxiv.1812.02784	https://doi.org/10.48550/arxiv.1812.02784	NOUN