id	sid	tid	token	lemma	pos
ajst-32558	1	1	136	136	NUM
ajst-32558	1	2	a	a	DET
ajst-32558	1	3	survey	survey	NOUN
ajst-32558	1	4	of	of	ADP
ajst-32558	1	5	personality	personality	NOUN
ajst-32558	1	6	customization	customization	NOUN
ajst-32558	1	7	techniques	technique	NOUN
ajst-32558	1	8	for	for	ADP
ajst-32558	1	9	large	large	ADJ
ajst-32558	1	10	language	language	NOUN
ajst-32558	1	11	models	model	NOUN
ajst-32558	1	12	:	:	PUNCT
ajst-32558	1	13	methods	method	NOUN
ajst-32558	1	14	,	,	PUNCT
ajst-32558	1	15	implementation	implementation	NOUN
ajst-32558	1	16	,	,	PUNCT
ajst-32558	1	17	and	and	CCONJ
ajst-32558	1	18	applications	application	NOUN
ajst-32558	1	19	cheng	cheng	PROPN
ajst-32558	1	20	jing	jing	PROPN
ajst-32558	1	21	tianjin	tianjin	PROPN
ajst-32558	1	22	no.1	no.1	PROPN
ajst-32558	1	23	high	high	ADJ
ajst-32558	1	24	school	school	NOUN
ajst-32558	1	25	,	,	PUNCT
ajst-32558	1	26	tianjin	tianjin	PROPN
ajst-32558	1	27	,	,	PUNCT
ajst-32558	1	28	300051	300051	NUM
ajst-32558	1	29	,	,	PUNCT
ajst-32558	1	30	china	china	PROPN
ajst-32558	1	31	18522951028@163.com	18522951028@163.com	X
ajst-32558	1	32	abstract	abstract	ADJ
ajst-32558	1	33	.	.	PUNCT
ajst-32558	2	1	while	while	SCONJ
ajst-32558	2	2	the	the	DET
ajst-32558	2	3	large	large	ADJ
ajst-32558	2	4	language	language	NOUN
ajst-32558	2	5	models	model	NOUN
ajst-32558	2	6	(	(	PUNCT
ajst-32558	2	7	llms	llm	NOUN
ajst-32558	2	8	)	)	PUNCT
ajst-32558	2	9	are	be	AUX
ajst-32558	2	10	developing	develop	VERB
ajst-32558	2	11	rapidly	rapidly	ADV
ajst-32558	2	12	,	,	PUNCT
ajst-32558	2	13	artificial	artificial	ADJ
ajst-32558	2	14	intelligence	intelligence	NOUN
ajst-32558	2	15	systems	system	NOUN
ajst-32558	2	16	have	have	AUX
ajst-32558	2	17	begun	begin	VERB
ajst-32558	2	18	to	to	PART
ajst-32558	2	19	present	present	VERB
ajst-32558	2	20	human	human	ADJ
ajst-32558	2	21	-	-	PUNCT
ajst-32558	2	22	like	like	ADJ
ajst-32558	2	23	personality	personality	NOUN
ajst-32558	2	24	features	feature	NOUN
ajst-32558	2	25	.	.	PUNCT
ajst-32558	3	1	consequently	consequently	ADV
ajst-32558	3	2	,	,	PUNCT
ajst-32558	3	3	"	"	PUNCT
ajst-32558	3	4	to	to	PART
ajst-32558	3	5	characterize	characterize	VERB
ajst-32558	3	6	an	an	DET
ajst-32558	3	7	ai	ai	NOUN
ajst-32558	3	8	system	system	NOUN
ajst-32558	3	9	proactively	proactively	ADV
ajst-32558	3	10	"	"	PUNCT
ajst-32558	3	11	has	have	AUX
ajst-32558	3	12	emerged	emerge	VERB
ajst-32558	3	13	as	as	ADP
ajst-32558	3	14	a	a	DET
ajst-32558	3	15	popular	popular	ADJ
ajst-32558	3	16	topic	topic	NOUN
ajst-32558	3	17	,	,	PUNCT
ajst-32558	3	18	capturing	capture	VERB
ajst-32558	3	19	public	public	ADJ
ajst-32558	3	20	interest	interest	NOUN
ajst-32558	3	21	.	.	PUNCT
ajst-32558	4	1	this	this	DET
ajst-32558	4	2	technology	technology	NOUN
ajst-32558	4	3	aims	aim	VERB
ajst-32558	4	4	to	to	PART
ajst-32558	4	5	pre	pre	VERB
ajst-32558	4	6	-	-	VERB
ajst-32558	4	7	set	set	VERB
ajst-32558	4	8	a	a	DET
ajst-32558	4	9	stable	stable	ADJ
ajst-32558	4	10	personality	personality	NOUN
ajst-32558	4	11	for	for	ADP
ajst-32558	4	12	ai	ai	VERB
ajst-32558	4	13	,	,	PUNCT
ajst-32558	4	14	so	so	ADV
ajst-32558	4	15	distinct	distinct	ADJ
ajst-32558	4	16	characters	character	NOUN
ajst-32558	4	17	ai	ai	VERB
ajst-32558	4	18	systems	system	NOUN
ajst-32558	4	19	can	can	AUX
ajst-32558	4	20	be	be	AUX
ajst-32558	4	21	precisely	precisely	ADV
ajst-32558	4	22	applied	apply	VERB
ajst-32558	4	23	in	in	ADP
ajst-32558	4	24	diverse	diverse	ADJ
ajst-32558	4	25	particular	particular	ADJ
ajst-32558	4	26	scenarios	scenario	NOUN
ajst-32558	4	27	.	.	PUNCT
ajst-32558	5	1	this	this	DET
ajst-32558	5	2	survey	survey	NOUN
ajst-32558	5	3	provides	provide	VERB
ajst-32558	5	4	a	a	DET
ajst-32558	5	5	comprehensive	comprehensive	ADJ
ajst-32558	5	6	overview	overview	NOUN
ajst-32558	5	7	for	for	ADP
ajst-32558	5	8	this	this	DET
ajst-32558	5	9	technique	technique	NOUN
ajst-32558	5	10	,	,	PUNCT
ajst-32558	5	11	consisting	consist	VERB
ajst-32558	5	12	of	of	ADP
ajst-32558	5	13	the	the	DET
ajst-32558	5	14	technical	technical	ADJ
ajst-32558	5	15	underpinnings	underpinning	NOUN
ajst-32558	5	16	,	,	PUNCT
ajst-32558	5	17	core	core	NOUN
ajst-32558	5	18	methods	method	NOUN
ajst-32558	5	19	,	,	PUNCT
ajst-32558	5	20	evaluation	evaluation	NOUN
ajst-32558	5	21	systems	system	NOUN
ajst-32558	5	22	,	,	PUNCT
ajst-32558	5	23	application	application	NOUN
ajst-32558	5	24	scenarios	scenario	NOUN
ajst-32558	5	25	,	,	PUNCT
ajst-32558	5	26	and	and	CCONJ
ajst-32558	5	27	future	future	ADJ
ajst-32558	5	28	challenges	challenge	NOUN
ajst-32558	5	29	of	of	ADP
ajst-32558	5	30	ai	ai	PRON
ajst-32558	5	31	personality	personality	NOUN
ajst-32558	5	32	configuration	configuration	NOUN
ajst-32558	5	33	.	.	PUNCT
ajst-32558	6	1	this	this	DET
ajst-32558	6	2	study	study	NOUN
ajst-32558	6	3	first	first	ADV
ajst-32558	6	4	dissects	dissect	VERB
ajst-32558	6	5	the	the	DET
ajst-32558	6	6	underlying	underlie	VERB
ajst-32558	6	7	technical	technical	ADJ
ajst-32558	6	8	pillars	pillar	NOUN
ajst-32558	6	9	,	,	PUNCT
ajst-32558	6	10	including	include	VERB
ajst-32558	6	11	the	the	DET
ajst-32558	6	12	transformer	transformer	NOUN
ajst-32558	6	13	architecture	architecture	NOUN
ajst-32558	6	14	,	,	PUNCT
ajst-32558	6	15	the	the	DET
ajst-32558	6	16	pre	pre	NOUN
ajst-32558	6	17	-	-	NOUN
ajst-32558	6	18	training	training	ADJ
ajst-32558	6	19	and	and	CCONJ
ajst-32558	6	20	fine	fine	ADV
ajst-32558	6	21	-	-	PUNCT
ajst-32558	6	22	tuning	tune	VERB
ajst-32558	6	23	paradigms	paradigm	NOUN
ajst-32558	6	24	,	,	PUNCT
ajst-32558	6	25	and	and	CCONJ
ajst-32558	6	26	parameter	parameter	NOUN
ajst-32558	6	27	-	-	PUNCT
ajst-32558	6	28	efficient	efficient	ADJ
ajst-32558	6	29	fine	fine	NOUN
ajst-32558	6	30	-	-	PUNCT
ajst-32558	6	31	tuning	tuning	NOUN
ajst-32558	6	32	(	(	PUNCT
ajst-32558	6	33	peft	peft	NOUN
ajst-32558	6	34	)	)	PUNCT
ajst-32558	6	35	techniques	technique	NOUN
ajst-32558	6	36	such	such	ADJ
ajst-32558	6	37	as	as	ADP
ajst-32558	6	38	qlora	qlora	PROPN
ajst-32558	6	39	.	.	PUNCT
ajst-32558	7	1	subsequently	subsequently	ADV
ajst-32558	7	2	,	,	PUNCT
ajst-32558	7	3	this	this	DET
ajst-32558	7	4	study	study	NOUN
ajst-32558	7	5	systematically	systematically	ADV
ajst-32558	7	6	categorizes	categorize	VERB
ajst-32558	7	7	and	and	CCONJ
ajst-32558	7	8	analyzes	analyze	VERB
ajst-32558	7	9	the	the	DET
ajst-32558	7	10	core	core	NOUN
ajst-32558	7	11	technical	technical	ADJ
ajst-32558	7	12	pathways	pathway	NOUN
ajst-32558	7	13	for	for	ADP
ajst-32558	7	14	personality	personality	NOUN
ajst-32558	7	15	shaping	shaping	NOUN
ajst-32558	7	16	,	,	PUNCT
ajst-32558	7	17	covering	cover	VERB
ajst-32558	7	18	data	data	NOUN
ajst-32558	7	19	-	-	PUNCT
ajst-32558	7	20	driven	drive	VERB
ajst-32558	7	21	methods	method	NOUN
ajst-32558	7	22	,	,	PUNCT
ajst-32558	7	23	parameter	parameter	NOUN
ajst-32558	7	24	control	control	NOUN
ajst-32558	7	25	methods	method	NOUN
ajst-32558	7	26	,	,	PUNCT
ajst-32558	7	27	and	and	CCONJ
ajst-32558	7	28	memory	memory	NOUN
ajst-32558	7	29	-	-	PUNCT
ajst-32558	7	30	augmented	augment	VERB
ajst-32558	7	31	architectures	architecture	NOUN
ajst-32558	7	32	.	.	PUNCT
ajst-32558	8	1	the	the	DET
ajst-32558	8	2	paper	paper	NOUN
ajst-32558	8	3	further	far	ADV
ajst-32558	8	4	introduces	introduce	VERB
ajst-32558	8	5	an	an	DET
ajst-32558	8	6	evaluation	evaluation	NOUN
ajst-32558	8	7	framework	framework	NOUN
ajst-32558	8	8	integrating	integrate	VERB
ajst-32558	8	9	psychometric	psychometric	ADJ
ajst-32558	8	10	scales	scale	NOUN
ajst-32558	8	11	and	and	CCONJ
ajst-32558	8	12	long	long	ADJ
ajst-32558	8	13	-	-	PUNCT
ajst-32558	8	14	term	term	NOUN
ajst-32558	8	15	memory	memory	NOUN
ajst-32558	8	16	validation	validation	NOUN
ajst-32558	8	17	,	,	PUNCT
ajst-32558	8	18	and	and	CCONJ
ajst-32558	8	19	explores	explore	VERB
ajst-32558	8	20	diverse	diverse	ADJ
ajst-32558	8	21	application	application	NOUN
ajst-32558	8	22	scenarios	scenario	NOUN
ajst-32558	8	23	ranging	range	VERB
ajst-32558	8	24	from	from	ADP
ajst-32558	8	25	various	various	ADJ
ajst-32558	8	26	professional	professional	ADJ
ajst-32558	8	27	fields	field	NOUN
ajst-32558	8	28	to	to	ADP
ajst-32558	8	29	entertainment	entertainment	NOUN
ajst-32558	8	30	and	and	CCONJ
ajst-32558	8	31	social	social	ADJ
ajst-32558	8	32	interaction	interaction	NOUN
ajst-32558	8	33	.	.	PUNCT
ajst-32558	9	1	finally	finally	ADV
ajst-32558	9	2	,	,	PUNCT
ajst-32558	9	3	this	this	DET
ajst-32558	9	4	study	study	NOUN
ajst-32558	9	5	discusses	discuss	VERB
ajst-32558	9	6	existing	exist	VERB
ajst-32558	9	7	technical	technical	ADJ
ajst-32558	9	8	barriers	barrier	NOUN
ajst-32558	9	9	and	and	CCONJ
ajst-32558	9	10	high	high	ADJ
ajst-32558	9	11	-	-	PUNCT
ajst-32558	9	12	potential	potential	ADJ
ajst-32558	9	13	future	future	ADJ
ajst-32558	9	14	research	research	NOUN
ajst-32558	9	15	frontiers	frontier	NOUN
ajst-32558	9	16	,	,	PUNCT
ajst-32558	9	17	such	such	ADJ
ajst-32558	9	18	as	as	ADP
ajst-32558	9	19	cognitive	cognitive	ADJ
ajst-32558	9	20	architecture	architecture	NOUN
ajst-32558	9	21	innovation	innovation	NOUN
ajst-32558	9	22	,	,	PUNCT
ajst-32558	9	23	dynamic	dynamic	ADJ
ajst-32558	9	24	trait	trait	NOUN
ajst-32558	9	25	adjustment	adjustment	NOUN
ajst-32558	9	26	,	,	PUNCT
ajst-32558	9	27	multimodal	multimodal	NOUN
ajst-32558	9	28	personality	personality	NOUN
ajst-32558	9	29	extension	extension	NOUN
ajst-32558	9	30	and	and	CCONJ
ajst-32558	9	31	ethical	ethical	ADJ
ajst-32558	9	32	considerations	consideration	NOUN
ajst-32558	9	33	.	.	PUNCT
ajst-32558	10	1	this	this	DET
ajst-32558	10	2	survey	survey	NOUN
ajst-32558	10	3	aims	aim	VERB
ajst-32558	10	4	to	to	PART
ajst-32558	10	5	provide	provide	VERB
ajst-32558	10	6	a	a	DET
ajst-32558	10	7	comprehensive	comprehensive	ADJ
ajst-32558	10	8	analysis	analysis	NOUN
ajst-32558	10	9	and	and	CCONJ
ajst-32558	10	10	a	a	DET
ajst-32558	10	11	clear	clear	ADJ
ajst-32558	10	12	reference	reference	NOUN
ajst-32558	10	13	for	for	ADP
ajst-32558	10	14	subsequent	subsequent	ADJ
ajst-32558	10	15	research	research	NOUN
ajst-32558	10	16	and	and	CCONJ
ajst-32558	10	17	practice	practice	NOUN
ajst-32558	10	18	in	in	ADP
ajst-32558	10	19	the	the	DET
ajst-32558	10	20	field	field	NOUN
ajst-32558	10	21	of	of	ADP
ajst-32558	10	22	ai	ai	ADJ
ajst-32558	10	23	personality	personality	NOUN
ajst-32558	10	24	configuration	configuration	NOUN
ajst-32558	10	25	.	.	PUNCT
ajst-32558	11	1	keywords	keyword	NOUN
ajst-32558	11	2	:	:	PUNCT
ajst-32558	11	3	large	large	ADJ
ajst-32558	11	4	language	language	NOUN
ajst-32558	11	5	models	model	NOUN
ajst-32558	11	6	;	;	PUNCT
ajst-32558	11	7	ai	ai	VERB
ajst-32558	11	8	personality	personality	NOUN
ajst-32558	11	9	;	;	PUNCT
ajst-32558	11	10	parameter	parameter	NOUN
ajst-32558	11	11	-	-	PUNCT
ajst-32558	11	12	efficient	efficient	ADJ
ajst-32558	11	13	fine	fine	NOUN
ajst-32558	11	14	-	-	PUNCT
ajst-32558	11	15	tuning	tuning	NOUN
ajst-32558	11	16	(	(	PUNCT
ajst-32558	11	17	peft	peft	PROPN
ajst-32558	11	18	)	)	PUNCT
ajst-32558	11	19	;	;	PUNCT
ajst-32558	11	20	persona	persona	NOUN
ajst-32558	11	21	vectors	vector	NOUN
ajst-32558	11	22	;	;	PUNCT
ajst-32558	11	23	memory	memory	NOUN
ajst-32558	11	24	augmentation	augmentation	NOUN
ajst-32558	11	25	.	.	PUNCT
ajst-32558	12	1	1	1	X
ajst-32558	12	2	.	.	X
ajst-32558	12	3	introduction	introduction	NOUN
ajst-32558	12	4	modern	modern	ADJ
ajst-32558	12	5	large	large	ADJ
ajst-32558	12	6	language	language	NOUN
ajst-32558	12	7	models	model	NOUN
ajst-32558	12	8	,	,	PUNCT
ajst-32558	12	9	with	with	ADP
ajst-32558	12	10	their	their	PRON
ajst-32558	12	11	billions	billion	NOUN
ajst-32558	12	12	or	or	CCONJ
ajst-32558	12	13	even	even	ADV
ajst-32558	12	14	hundreds	hundred	NOUN
ajst-32558	12	15	of	of	ADP
ajst-32558	12	16	billions	billion	NOUN
ajst-32558	12	17	of	of	ADP
ajst-32558	12	18	parameters	parameter	NOUN
ajst-32558	12	19	and	and	CCONJ
ajst-32558	12	20	massive	massive	ADJ
ajst-32558	12	21	training	training	NOUN
ajst-32558	12	22	corpora	corpora	NOUN
ajst-32558	12	23	,	,	PUNCT
ajst-32558	12	24	demonstrate	demonstrate	VERB
ajst-32558	12	25	remarkable	remarkable	ADJ
ajst-32558	12	26	capabilities	capability	NOUN
ajst-32558	12	27	in	in	ADP
ajst-32558	12	28	language	language	NOUN
ajst-32558	12	29	understanding	understanding	NOUN
ajst-32558	12	30	and	and	CCONJ
ajst-32558	12	31	generation	generation	NOUN
ajst-32558	12	32	.	.	PUNCT
ajst-32558	13	1	beyond	beyond	ADP
ajst-32558	13	2	mere	mere	ADJ
ajst-32558	13	3	functional	functional	ADJ
ajst-32558	13	4	proficiency	proficiency	NOUN
ajst-32558	13	5	,	,	PUNCT
ajst-32558	13	6	these	these	DET
ajst-32558	13	7	models	model	NOUN
ajst-32558	13	8	increasingly	increasingly	ADV
ajst-32558	13	9	exhibit	exhibit	VERB
ajst-32558	13	10	human	human	ADJ
ajst-32558	13	11	-	-	PUNCT
ajst-32558	13	12	like	like	ADJ
ajst-32558	13	13	personality	personality	NOUN
ajst-32558	13	14	traits	trait	NOUN
ajst-32558	13	15	and	and	CCONJ
ajst-32558	13	16	emotional	emotional	ADJ
ajst-32558	13	17	expressiveness	expressiveness	NOUN
ajst-32558	13	18	in	in	ADP
ajst-32558	13	19	interactions	interaction	NOUN
ajst-32558	13	20	with	with	ADP
ajst-32558	13	21	humans	human	NOUN
ajst-32558	13	22	[	[	X
ajst-32558	13	23	1	1	NUM
ajst-32558	13	24	]	]	PUNCT
ajst-32558	13	25	.	.	PUNCT
ajst-32558	14	1	this	this	DET
ajst-32558	14	2	trend	trend	NOUN
ajst-32558	14	3	marks	mark	VERB
ajst-32558	14	4	the	the	DET
ajst-32558	14	5	shift	shift	NOUN
ajst-32558	14	6	in	in	ADP
ajst-32558	14	7	the	the	DET
ajst-32558	14	8	role	role	NOUN
ajst-32558	14	9	of	of	ADP
ajst-32558	14	10	ai	ai	VERB
ajst-32558	14	11	from	from	ADP
ajst-32558	14	12	a	a	DET
ajst-32558	14	13	pure	pure	ADJ
ajst-32558	14	14	tool	tool	NOUN
ajst-32558	14	15	to	to	ADP
ajst-32558	14	16	a	a	DET
ajst-32558	14	17	personalized	personalized	ADJ
ajst-32558	14	18	companion	companion	NOUN
ajst-32558	14	19	.	.	PUNCT
ajst-32558	15	1	this	this	DET
ajst-32558	15	2	"	"	PUNCT
ajst-32558	15	3	personification	personification	NOUN
ajst-32558	15	4	"	"	PUNCT
ajst-32558	15	5	enables	enable	VERB
ajst-32558	15	6	ai	ai	VERB
ajst-32558	15	7	to	to	PART
ajst-32558	15	8	provide	provide	VERB
ajst-32558	15	9	more	more	ADV
ajst-32558	15	10	authentic	authentic	ADJ
ajst-32558	15	11	and	and	CCONJ
ajst-32558	15	12	engaging	engaging	ADJ
ajst-32558	15	13	experiences	experience	NOUN
ajst-32558	15	14	in	in	ADP
ajst-32558	15	15	various	various	ADJ
ajst-32558	15	16	domains	domain	NOUN
ajst-32558	15	17	requiring	require	VERB
ajst-32558	15	18	highly	highly	ADV
ajst-32558	15	19	natural	natural	ADJ
ajst-32558	15	20	interaction	interaction	NOUN
ajst-32558	15	21	,	,	PUNCT
ajst-32558	15	22	such	such	ADJ
ajst-32558	15	23	as	as	ADP
ajst-32558	15	24	customer	customer	NOUN
ajst-32558	15	25	service	service	NOUN
ajst-32558	15	26	,	,	PUNCT
ajst-32558	15	27	educational	educational	ADJ
ajst-32558	15	28	tutoring	tutoring	NOUN
ajst-32558	15	29	,	,	PUNCT
ajst-32558	15	30	psychological	psychological	ADJ
ajst-32558	15	31	companionship	companionship	NOUN
ajst-32558	15	32	,	,	PUNCT
ajst-32558	15	33	and	and	CCONJ
ajst-32558	15	34	entertainment	entertainment	NOUN
ajst-32558	15	35	.	.	PUNCT
ajst-32558	16	1	to	to	PART
ajst-32558	16	2	make	make	VERB
ajst-32558	16	3	ai	ai	VERB
ajst-32558	16	4	's	's	PART
ajst-32558	16	5	outputs	output	NOUN
ajst-32558	16	6	more	more	ADV
ajst-32558	16	7	authentic	authentic	ADJ
ajst-32558	16	8	,	,	PUNCT
ajst-32558	16	9	natural	natural	ADJ
ajst-32558	16	10	,	,	PUNCT
ajst-32558	16	11	and	and	CCONJ
ajst-32558	16	12	aligned	align	VERB
ajst-32558	16	13	with	with	ADP
ajst-32558	16	14	human	human	ADJ
ajst-32558	16	15	emotional	emotional	ADJ
ajst-32558	16	16	needs	need	NOUN
ajst-32558	16	17	,	,	PUNCT
ajst-32558	16	18	endowing	endow	VERB
ajst-32558	16	19	ai	ai	VERB
ajst-32558	16	20	with	with	ADP
ajst-32558	16	21	a	a	DET
ajst-32558	16	22	specific	specific	ADJ
ajst-32558	16	23	and	and	CCONJ
ajst-32558	16	24	stable	stable	ADJ
ajst-32558	16	25	personality	personality	NOUN
ajst-32558	16	26	is	be	AUX
ajst-32558	16	27	suggested	suggest	VERB
ajst-32558	16	28	to	to	PART
ajst-32558	16	29	be	be	AUX
ajst-32558	16	30	an	an	DET
ajst-32558	16	31	effective	effective	ADJ
ajst-32558	16	32	strategy	strategy	NOUN
ajst-32558	16	33	.	.	PUNCT
ajst-32558	17	1	therefore	therefore	ADV
ajst-32558	17	2	,	,	PUNCT
ajst-32558	17	3	"	"	PUNCT
ajst-32558	17	4	ai	ai	VERB
ajst-32558	17	5	personality	personality	NOUN
ajst-32558	17	6	customization	customization	NOUN
ajst-32558	17	7	"	"	PUNCT
ajst-32558	17	8	has	have	AUX
ajst-32558	17	9	become	become	VERB
ajst-32558	17	10	a	a	DET
ajst-32558	17	11	hotspot	hotspot	NOUN
ajst-32558	17	12	in	in	ADP
ajst-32558	17	13	current	current	ADJ
ajst-32558	17	14	research	research	NOUN
ajst-32558	17	15	.	.	PUNCT
ajst-32558	18	1	current	current	ADJ
ajst-32558	18	2	mainstream	mainstream	NOUN
ajst-32558	18	3	research	research	NOUN
ajst-32558	18	4	primarily	primarily	ADV
ajst-32558	18	5	focuses	focus	VERB
ajst-32558	18	6	on	on	ADP
ajst-32558	18	7	three	three	NUM
ajst-32558	18	8	dimensions	dimension	NOUN
ajst-32558	18	9	:	:	PUNCT
ajst-32558	18	10	how	how	SCONJ
ajst-32558	18	11	the	the	DET
ajst-32558	18	12	foundational	foundational	ADJ
ajst-32558	18	13	model	model	NOUN
ajst-32558	18	14	architecture	architecture	NOUN
ajst-32558	18	15	carries	carry	VERB
ajst-32558	18	16	personality	personality	NOUN
ajst-32558	18	17	traits	trait	NOUN
ajst-32558	18	18	,	,	PUNCT
ajst-32558	18	19	how	how	SCONJ
ajst-32558	18	20	fine	fine	ADJ
ajst-32558	18	21	-	-	PUNCT
ajst-32558	18	22	tuning	tune	VERB
ajst-32558	18	23	techniques	technique	NOUN
ajst-32558	18	24	implant	implant	ADJ
ajst-32558	18	25	specific	specific	ADJ
ajst-32558	18	26	personalities	personality	NOUN
ajst-32558	18	27	,	,	PUNCT
ajst-32558	18	28	and	and	CCONJ
ajst-32558	18	29	how	how	SCONJ
ajst-32558	18	30	evaluation	evaluation	NOUN
ajst-32558	18	31	systems	system	NOUN
ajst-32558	18	32	quantify	quantify	VERB
ajst-32558	18	33	personality	personality	NOUN
ajst-32558	18	34	consistency	consistency	NOUN
ajst-32558	18	35	.	.	PUNCT
ajst-32558	19	1	numerous	numerous	ADJ
ajst-32558	19	2	relevant	relevant	ADJ
ajst-32558	19	3	technologies	technology	NOUN
ajst-32558	19	4	have	have	AUX
ajst-32558	19	5	been	be	AUX
ajst-32558	19	6	developed	develop	VERB
ajst-32558	19	7	,	,	PUNCT
ajst-32558	19	8	but	but	CCONJ
ajst-32558	19	9	due	due	ADP
ajst-32558	19	10	to	to	ADP
ajst-32558	19	11	the	the	DET
ajst-32558	19	12	field	field	NOUN
ajst-32558	19	13	's	's	PART
ajst-32558	19	14	rapid	rapid	ADJ
ajst-32558	19	15	evolution	evolution	NOUN
ajst-32558	19	16	,	,	PUNCT
ajst-32558	19	17	a	a	DET
ajst-32558	19	18	systematic	systematic	ADJ
ajst-32558	19	19	and	and	CCONJ
ajst-32558	19	20	holistic	holistic	ADJ
ajst-32558	19	21	summary	summary	NOUN
ajst-32558	19	22	is	be	AUX
ajst-32558	19	23	inevitably	inevitably	ADV
ajst-32558	19	24	lacking	lack	VERB
ajst-32558	19	25	.	.	PUNCT
ajst-32558	20	1	this	this	DET
ajst-32558	20	2	survey	survey	NOUN
ajst-32558	20	3	aims	aim	VERB
ajst-32558	20	4	to	to	PART
ajst-32558	20	5	fill	fill	VERB
ajst-32558	20	6	this	this	DET
ajst-32558	20	7	gap	gap	NOUN
ajst-32558	20	8	by	by	ADP
ajst-32558	20	9	providing	provide	VERB
ajst-32558	20	10	a	a	DET
ajst-32558	20	11	comprehensive	comprehensive	ADJ
ajst-32558	20	12	overview	overview	NOUN
ajst-32558	20	13	of	of	ADP
ajst-32558	20	14	ai	ai	PRON
ajst-32558	20	15	personality	personality	NOUN
ajst-32558	20	16	configuration	configuration	NOUN
ajst-32558	20	17	technologies	technology	NOUN
ajst-32558	20	18	.	.	PUNCT
ajst-32558	21	1	this	this	DET
ajst-32558	21	2	study	study	NOUN
ajst-32558	21	3	will	will	AUX
ajst-32558	21	4	systematically	systematically	ADV
ajst-32558	21	5	analyze	analyze	VERB
ajst-32558	21	6	its	its	PRON
ajst-32558	21	7	technical	technical	ADJ
ajst-32558	21	8	framework	framework	NOUN
ajst-32558	21	9	(	(	PUNCT
ajst-32558	21	10	in	in	ADP
ajst-32558	21	11	section	section	NOUN
ajst-32558	21	12	2	2	NUM
ajst-32558	21	13	,	,	PUNCT
ajst-32558	21	14	consisted	consist	VERB
ajst-32558	21	15	the	the	DET
ajst-32558	21	16	transformer	transformer	NOUN
ajst-32558	21	17	model	model	NOUN
ajst-32558	21	18	,	,	PUNCT
ajst-32558	21	19	pre	pre	ADJ
ajst-32558	21	20	-	-	ADJ
ajst-32558	21	21	training	training	ADJ
ajst-32558	21	22	,	,	PUNCT
ajst-32558	21	23	fine	fine	ADV
ajst-32558	21	24	-	-	PUNCT
ajst-32558	21	25	tuning	tune	VERB
ajst-32558	21	26	techniques	technique	NOUN
ajst-32558	21	27	)	)	PUNCT
ajst-32558	21	28	,	,	PUNCT
ajst-32558	21	29	implementation	implementation	NOUN
ajst-32558	21	30	paths	path	NOUN
ajst-32558	21	31	(	(	PUNCT
ajst-32558	21	32	in	in	ADP
ajst-32558	21	33	section	section	NOUN
ajst-32558	21	34	3	3	NUM
ajst-32558	21	35	,	,	PUNCT
ajst-32558	21	36	consisted	consist	VERB
ajst-32558	21	37	three	three	NUM
ajst-32558	21	38	core	core	NOUN
ajst-32558	21	39	techniques	technique	NOUN
ajst-32558	21	40	for	for	ADP
ajst-32558	21	41	customizing	customize	VERB
ajst-32558	21	42	ai	ai	VERB
ajst-32558	21	43	’s	’s	PART
ajst-32558	21	44	personality	personality	NOUN
ajst-32558	21	45	more	more	ADV
ajst-32558	21	46	specifically	specifically	ADV
ajst-32558	21	47	)	)	PUNCT
ajst-32558	21	48	,	,	PUNCT
ajst-32558	21	49	and	and	CCONJ
ajst-32558	21	50	application	application	NOUN
ajst-32558	21	51	challenges	challenge	NOUN
ajst-32558	21	52	(	(	PUNCT
ajst-32558	21	53	in	in	ADP
ajst-32558	21	54	section	section	NOUN
ajst-32558	21	55	6	6	NUM
ajst-32558	21	56	)	)	PUNCT
ajst-32558	21	57	,	,	PUNCT
ajst-32558	21	58	striving	strive	VERB
ajst-32558	21	59	to	to	PART
ajst-32558	21	60	deliver	deliver	VERB
ajst-32558	21	61	a	a	DET
ajst-32558	21	62	panoramic	panoramic	ADJ
ajst-32558	21	63	analysis	analysis	NOUN
ajst-32558	21	64	.	.	PUNCT
ajst-32558	22	1	137	137	NUM
ajst-32558	22	2	2	2	NUM
ajst-32558	22	3	.	.	PUNCT
ajst-32558	22	4	technical	technical	PROPN
ajst-32558	22	5	foundation	foundation	PROPN
ajst-32558	22	6	:	:	PUNCT
ajst-32558	22	7	the	the	DET
ajst-32558	22	8	underlying	underlie	VERB
ajst-32558	22	9	architecture	architecture	NOUN
ajst-32558	22	10	and	and	CCONJ
ajst-32558	22	11	source	source	NOUN
ajst-32558	22	12	of	of	ADP
ajst-32558	22	13	capabilities	capability	NOUN
ajst-32558	22	14	for	for	ADP
ajst-32558	22	15	personality	personality	NOUN
ajst-32558	22	16	customization	customization	NOUN
ajst-32558	22	17	to	to	PART
ajst-32558	22	18	be	be	AUX
ajst-32558	22	19	endowed	endow	VERB
ajst-32558	22	20	with	with	ADP
ajst-32558	22	21	and	and	CCONJ
ajst-32558	22	22	stably	stably	ADV
ajst-32558	22	23	express	express	VERB
ajst-32558	22	24	specific	specific	ADJ
ajst-32558	22	25	personalities	personality	NOUN
ajst-32558	22	26	,	,	PUNCT
ajst-32558	22	27	llm	llm	PROPN
ajst-32558	22	28	has	have	VERB
ajst-32558	22	29	several	several	ADJ
ajst-32558	22	30	basic	basic	ADJ
ajst-32558	22	31	technologies	technology	NOUN
ajst-32558	22	32	,	,	PUNCT
ajst-32558	22	33	which	which	PRON
ajst-32558	22	34	are	be	AUX
ajst-32558	22	35	respectively	respectively	ADV
ajst-32558	22	36	the	the	DET
ajst-32558	22	37	transformer	transformer	NOUN
ajst-32558	22	38	-	-	PUNCT
ajst-32558	22	39	based	base	VERB
ajst-32558	22	40	model	model	NOUN
ajst-32558	22	41	architecture	architecture	NOUN
ajst-32558	22	42	and	and	CCONJ
ajst-32558	22	43	its	its	PRON
ajst-32558	22	44	multi	multi	ADJ
ajst-32558	22	45	-	-	ADJ
ajst-32558	22	46	stage	stage	ADJ
ajst-32558	22	47	training	training	NOUN
ajst-32558	22	48	pipeline	pipeline	NOUN
ajst-32558	22	49	.	.	PUNCT
ajst-32558	23	1	these	these	DET
ajst-32558	23	2	technologies	technology	NOUN
ajst-32558	23	3	collectively	collectively	ADV
ajst-32558	23	4	form	form	VERB
ajst-32558	23	5	the	the	DET
ajst-32558	23	6	model	model	NOUN
ajst-32558	23	7	’s	’s	PART
ajst-32558	23	8	nascent	nascent	ADJ
ajst-32558	23	9	personality	personality	NOUN
ajst-32558	23	10	,	,	PUNCT
ajst-32558	23	11	which	which	PRON
ajst-32558	23	12	enabling	enable	VERB
ajst-32558	23	13	the	the	DET
ajst-32558	23	14	model	model	NOUN
ajst-32558	23	15	to	to	PART
ajst-32558	23	16	have	have	VERB
ajst-32558	23	17	the	the	DET
ajst-32558	23	18	ability	ability	NOUN
ajst-32558	23	19	of	of	ADP
ajst-32558	23	20	making	make	VERB
ajst-32558	23	21	basic	basic	ADJ
ajst-32558	23	22	judgement	judgement	NOUN
ajst-32558	23	23	.	.	PUNCT
ajst-32558	24	1	besides	besides	SCONJ
ajst-32558	24	2	,	,	PUNCT
ajst-32558	24	3	the	the	DET
ajst-32558	24	4	relationship	relationship	NOUN
ajst-32558	24	5	between	between	ADP
ajst-32558	24	6	these	these	DET
ajst-32558	24	7	techniques	technique	NOUN
ajst-32558	24	8	can	can	AUX
ajst-32558	24	9	be	be	AUX
ajst-32558	24	10	conceptualized	conceptualize	VERB
ajst-32558	24	11	hierarchically	hierarchically	ADV
ajst-32558	24	12	:	:	PUNCT
ajst-32558	24	13	the	the	DET
ajst-32558	24	14	transformer	transformer	NOUN
ajst-32558	24	15	provides	provide	VERB
ajst-32558	24	16	the	the	DET
ajst-32558	24	17	fundamental	fundamental	ADJ
ajst-32558	24	18	computational	computational	ADJ
ajst-32558	24	19	substrate	substrate	NOUN
ajst-32558	24	20	(	(	PUNCT
ajst-32558	24	21	the	the	DET
ajst-32558	24	22	"	"	PUNCT
ajst-32558	24	23	hardware	hardware	NOUN
ajst-32558	24	24	"	"	PUNCT
ajst-32558	24	25	)	)	PUNCT
ajst-32558	24	26	,	,	PUNCT
ajst-32558	24	27	pre	pre	ADJ
ajst-32558	24	28	-	-	ADJ
ajst-32558	24	29	training	training	NOUN
ajst-32558	24	30	fills	fill	VERB
ajst-32558	24	31	it	it	PRON
ajst-32558	24	32	with	with	ADP
ajst-32558	24	33	a	a	DET
ajst-32558	24	34	vast	vast	ADJ
ajst-32558	24	35	repository	repository	NOUN
ajst-32558	24	36	of	of	ADP
ajst-32558	24	37	knowledge	knowledge	NOUN
ajst-32558	24	38	and	and	CCONJ
ajst-32558	24	39	linguistic	linguistic	ADJ
ajst-32558	24	40	patterns	pattern	NOUN
ajst-32558	24	41	(	(	PUNCT
ajst-32558	24	42	the	the	DET
ajst-32558	24	43	"	"	PUNCT
ajst-32558	24	44	raw	raw	ADJ
ajst-32558	24	45	material	material	NOUN
ajst-32558	24	46	"	"	PUNCT
ajst-32558	24	47	)	)	PUNCT
ajst-32558	24	48	,	,	PUNCT
ajst-32558	24	49	and	and	CCONJ
ajst-32558	24	50	fine	fine	ADV
ajst-32558	24	51	-	-	PUNCT
ajst-32558	24	52	tuning	tune	VERB
ajst-32558	24	53	sculpts	sculpt	NOUN
ajst-32558	24	54	this	this	DET
ajst-32558	24	55	raw	raw	ADJ
ajst-32558	24	56	potential	potential	NOUN
ajst-32558	24	57	into	into	ADP
ajst-32558	24	58	a	a	DET
ajst-32558	24	59	specific	specific	ADJ
ajst-32558	24	60	,	,	PUNCT
ajst-32558	24	61	stable	stable	ADJ
ajst-32558	24	62	personality	personality	NOUN
ajst-32558	24	63	(	(	PUNCT
ajst-32558	24	64	the	the	DET
ajst-32558	24	65	"	"	PUNCT
ajst-32558	24	66	shaping	shaping	NOUN
ajst-32558	24	67	tool	tool	NOUN
ajst-32558	24	68	"	"	PUNCT
ajst-32558	24	69	)	)	PUNCT
ajst-32558	24	70	.	.	PUNCT
ajst-32558	25	1	2.1	2.1	NUM
ajst-32558	25	2	transformer	transformer	NOUN
ajst-32558	25	3	architecture	architecture	NOUN
ajst-32558	25	4	:	:	PUNCT
ajst-32558	25	5	the	the	DET
ajst-32558	25	6	cornerstone	cornerstone	NOUN
ajst-32558	25	7	of	of	ADP
ajst-32558	25	8	personality	personality	NOUN
ajst-32558	25	9	understanding	understand	VERB
ajst-32558	25	10	the	the	DET
ajst-32558	25	11	transformer	transformer	NOUN
ajst-32558	25	12	architecture	architecture	NOUN
ajst-32558	25	13	,	,	PUNCT
ajst-32558	25	14	particularly	particularly	ADV
ajst-32558	25	15	its	its	PRON
ajst-32558	25	16	self	self	NOUN
ajst-32558	25	17	-	-	PUNCT
ajst-32558	25	18	attention	attention	NOUN
ajst-32558	25	19	mechanism	mechanism	NOUN
ajst-32558	25	20	,	,	PUNCT
ajst-32558	25	21	is	be	AUX
ajst-32558	25	22	the	the	DET
ajst-32558	25	23	prerequisite	prerequisite	NOUN
ajst-32558	25	24	for	for	ADP
ajst-32558	25	25	enabling	enable	VERB
ajst-32558	25	26	personality	personality	NOUN
ajst-32558	25	27	customization	customization	NOUN
ajst-32558	25	28	.	.	PUNCT
ajst-32558	26	1	this	this	DET
ajst-32558	26	2	mechanism	mechanism	NOUN
ajst-32558	26	3	processes	process	VERB
ajst-32558	26	4	all	all	DET
ajst-32558	26	5	information	information	NOUN
ajst-32558	26	6	in	in	ADP
ajst-32558	26	7	an	an	DET
ajst-32558	26	8	input	input	NOUN
ajst-32558	26	9	sequence	sequence	NOUN
ajst-32558	26	10	in	in	ADP
ajst-32558	26	11	parallel	parallel	NOUN
ajst-32558	26	12	and	and	CCONJ
ajst-32558	26	13	simultaneously	simultaneously	ADV
ajst-32558	26	14	,	,	PUNCT
ajst-32558	26	15	without	without	ADP
ajst-32558	26	16	overlooking	overlook	VERB
ajst-32558	26	17	distant	distant	ADJ
ajst-32558	26	18	details	detail	NOUN
ajst-32558	26	19	.	.	PUNCT
ajst-32558	27	1	this	this	DET
ajst-32558	27	2	characteristic	characteristic	NOUN
ajst-32558	27	3	allows	allow	VERB
ajst-32558	27	4	the	the	DET
ajst-32558	27	5	transformer	transformer	NOUN
ajst-32558	27	6	to	to	PART
ajst-32558	27	7	accurately	accurately	ADV
ajst-32558	27	8	capture	capture	VERB
ajst-32558	27	9	emotional	emotional	ADJ
ajst-32558	27	10	tendencies	tendency	NOUN
ajst-32558	27	11	and	and	CCONJ
ajst-32558	27	12	stylistic	stylistic	ADJ
ajst-32558	27	13	correlations	correlation	NOUN
ajst-32558	27	14	within	within	ADP
ajst-32558	27	15	long	long	ADJ
ajst-32558	27	16	-	-	PUNCT
ajst-32558	27	17	range	range	NOUN
ajst-32558	27	18	contexts	contexts	NOUN
ajst-32558	27	19	.	.	PUNCT
ajst-32558	28	1	for	for	ADP
ajst-32558	28	2	instance	instance	NOUN
ajst-32558	28	3	,	,	PUNCT
ajst-32558	28	4	when	when	SCONJ
ajst-32558	28	5	using	use	VERB
ajst-32558	28	6	prompt	prompt	ADJ
ajst-32558	28	7	engineering	engineering	NOUN
ajst-32558	28	8	to	to	PART
ajst-32558	28	9	set	set	VERB
ajst-32558	28	10	a	a	DET
ajst-32558	28	11	personality	personality	NOUN
ajst-32558	28	12	,	,	PUNCT
ajst-32558	28	13	the	the	DET
ajst-32558	28	14	transformer	transformer	NOUN
ajst-32558	28	15	analyzes	analyze	VERB
ajst-32558	28	16	all	all	DET
ajst-32558	28	17	instructions	instruction	NOUN
ajst-32558	28	18	simultaneously	simultaneously	ADV
ajst-32558	28	19	,	,	PUNCT
ajst-32558	28	20	enabling	enable	VERB
ajst-32558	28	21	it	it	PRON
ajst-32558	28	22	to	to	PART
ajst-32558	28	23	understand	understand	VERB
ajst-32558	28	24	and	and	CCONJ
ajst-32558	28	25	execute	execute	VERB
ajst-32558	28	26	the	the	DET
ajst-32558	28	27	role	role	NOUN
ajst-32558	28	28	-	-	PUNCT
ajst-32558	28	29	setting	set	VERB
ajst-32558	28	30	more	more	ADV
ajst-32558	28	31	completely	completely	ADV
ajst-32558	28	32	and	and	CCONJ
ajst-32558	28	33	accurately	accurately	ADV
ajst-32558	28	34	than	than	ADP
ajst-32558	28	35	sequential	sequential	ADJ
ajst-32558	28	36	models	model	NOUN
ajst-32558	28	37	like	like	ADP
ajst-32558	28	38	rnns	rnn	NOUN
ajst-32558	28	39	.	.	PUNCT
ajst-32558	29	1	during	during	ADP
ajst-32558	29	2	user	user	NOUN
ajst-32558	29	3	interaction	interaction	NOUN
ajst-32558	29	4	,	,	PUNCT
ajst-32558	29	5	it	it	PRON
ajst-32558	29	6	does	do	AUX
ajst-32558	29	7	not	not	PART
ajst-32558	29	8	forget	forget	VERB
ajst-32558	29	9	key	key	ADJ
ajst-32558	29	10	information	information	NOUN
ajst-32558	29	11	from	from	ADP
ajst-32558	29	12	the	the	DET
ajst-32558	29	13	beginning	beginning	NOUN
ajst-32558	29	14	of	of	ADP
ajst-32558	29	15	the	the	DET
ajst-32558	29	16	conversation	conversation	NOUN
ajst-32558	29	17	,	,	PUNCT
ajst-32558	29	18	ensuring	ensure	VERB
ajst-32558	29	19	outputs	output	NOUN
ajst-32558	29	20	consistently	consistently	ADV
ajst-32558	29	21	align	align	VERB
ajst-32558	29	22	with	with	ADP
ajst-32558	29	23	the	the	DET
ajst-32558	29	24	preset	preset	ADJ
ajst-32558	29	25	personality	personality	NOUN
ajst-32558	29	26	tone	tone	NOUN
ajst-32558	29	27	.	.	PUNCT
ajst-32558	30	1	it	it	PRON
ajst-32558	30	2	can	can	AUX
ajst-32558	30	3	be	be	AUX
ajst-32558	30	4	said	say	VERB
ajst-32558	30	5	that	that	SCONJ
ajst-32558	30	6	the	the	DET
ajst-32558	30	7	self	self	NOUN
ajst-32558	30	8	-	-	PUNCT
ajst-32558	30	9	attention	attention	NOUN
ajst-32558	30	10	mechanism	mechanism	NOUN
ajst-32558	30	11	is	be	AUX
ajst-32558	30	12	the	the	DET
ajst-32558	30	13	foundation	foundation	NOUN
ajst-32558	30	14	upon	upon	SCONJ
ajst-32558	30	15	which	which	PRON
ajst-32558	30	16	all	all	DET
ajst-32558	30	17	personality	personality	NOUN
ajst-32558	30	18	-	-	PUNCT
ajst-32558	30	19	shaping	shape	VERB
ajst-32558	30	20	techniques	technique	NOUN
ajst-32558	30	21	can	can	AUX
ajst-32558	30	22	stably	stably	ADV
ajst-32558	30	23	take	take	VERB
ajst-32558	30	24	effect	effect	NOUN
ajst-32558	30	25	.	.	PUNCT
ajst-32558	31	1	today	today	NOUN
ajst-32558	31	2	,	,	PUNCT
ajst-32558	31	3	transformer	transformer	NOUN
ajst-32558	31	4	models	model	NOUN
ajst-32558	31	5	can	can	AUX
ajst-32558	31	6	support	support	VERB
ajst-32558	31	7	context	context	NOUN
ajst-32558	31	8	windows	window	NOUN
ajst-32558	31	9	of	of	ADP
ajst-32558	31	10	up	up	ADP
ajst-32558	31	11	to	to	PART
ajst-32558	31	12	128k	128k	PROPN
ajst-32558	31	13	tokens	token	NOUN
ajst-32558	31	14	or	or	CCONJ
ajst-32558	31	15	more	more	ADJ
ajst-32558	31	16	,	,	PUNCT
ajst-32558	31	17	while	while	SCONJ
ajst-32558	31	18	research	research	NOUN
ajst-32558	31	19	like	like	ADP
ajst-32558	31	20	longnet	longnet	NOUN
ajst-32558	31	21	aims	aim	VERB
ajst-32558	31	22	to	to	PART
ajst-32558	31	23	extend	extend	VERB
ajst-32558	31	24	context	context	NOUN
ajst-32558	31	25	length	length	NOUN
ajst-32558	31	26	to	to	ADP
ajst-32558	31	27	billions	billion	NOUN
ajst-32558	31	28	of	of	ADP
ajst-32558	31	29	tokens	token	NOUN
ajst-32558	32	1	[	[	X
ajst-32558	32	2	2	2	NUM
ajst-32558	32	3	]	]	PUNCT
ajst-32558	32	4	,	,	PUNCT
ajst-32558	32	5	offering	offer	VERB
ajst-32558	32	6	the	the	DET
ajst-32558	32	7	potential	potential	NOUN
ajst-32558	32	8	for	for	ADP
ajst-32558	32	9	models	model	NOUN
ajst-32558	32	10	to	to	PART
ajst-32558	32	11	maintain	maintain	VERB
ajst-32558	32	12	highly	highly	ADV
ajst-32558	32	13	consistent	consistent	ADJ
ajst-32558	32	14	personality	personality	NOUN
ajst-32558	32	15	expression	expression	NOUN
ajst-32558	32	16	across	across	ADP
ajst-32558	32	17	conversations	conversation	NOUN
ajst-32558	32	18	.	.	PUNCT
ajst-32558	33	1	2.2	2.2	NUM
ajst-32558	33	2	pre	pre	ADJ
ajst-32558	33	3	-	-	NOUN
ajst-32558	33	4	training	training	NOUN
ajst-32558	33	5	:	:	PUNCT
ajst-32558	33	6	the	the	DET
ajst-32558	33	7	"	"	PUNCT
ajst-32558	33	8	raw	raw	ADJ
ajst-32558	33	9	material	material	NOUN
ajst-32558	33	10	library	library	NOUN
ajst-32558	33	11	"	"	PUNCT
ajst-32558	33	12	for	for	ADP
ajst-32558	33	13	personality	personality	NOUN
ajst-32558	33	14	during	during	ADP
ajst-32558	33	15	the	the	DET
ajst-32558	33	16	pre	pre	ADJ
ajst-32558	33	17	-	-	ADJ
ajst-32558	33	18	training	training	ADJ
ajst-32558	33	19	phase	phase	NOUN
ajst-32558	33	20	,	,	PUNCT
ajst-32558	33	21	the	the	DET
ajst-32558	33	22	model	model	NOUN
ajst-32558	33	23	learns	learn	VERB
ajst-32558	33	24	the	the	DET
ajst-32558	33	25	statistical	statistical	ADJ
ajst-32558	33	26	patterns	pattern	NOUN
ajst-32558	33	27	of	of	ADP
ajst-32558	33	28	language	language	NOUN
ajst-32558	33	29	and	and	CCONJ
ajst-32558	33	30	world	world	NOUN
ajst-32558	33	31	knowledge	knowledge	NOUN
ajst-32558	33	32	from	from	ADP
ajst-32558	33	33	trillions	trillion	NOUN
ajst-32558	33	34	of	of	ADP
ajst-32558	33	35	tokens	token	NOUN
ajst-32558	33	36	of	of	ADP
ajst-32558	33	37	massive	massive	ADJ
ajst-32558	33	38	text	text	NOUN
ajst-32558	33	39	corpora	corpora	NOUN
ajst-32558	33	40	.	.	PUNCT
ajst-32558	34	1	while	while	SCONJ
ajst-32558	34	2	this	this	DET
ajst-32558	34	3	process	process	NOUN
ajst-32558	34	4	does	do	AUX
ajst-32558	34	5	not	not	PART
ajst-32558	34	6	directly	directly	ADV
ajst-32558	34	7	shape	shape	VERB
ajst-32558	34	8	a	a	DET
ajst-32558	34	9	specific	specific	ADJ
ajst-32558	34	10	personality	personality	NOUN
ajst-32558	34	11	,	,	PUNCT
ajst-32558	34	12	it	it	PRON
ajst-32558	34	13	determines	determine	VERB
ajst-32558	34	14	the	the	DET
ajst-32558	34	15	bases	basis	NOUN
ajst-32558	34	16	and	and	CCONJ
ajst-32558	34	17	tendencies	tendency	NOUN
ajst-32558	34	18	of	of	ADP
ajst-32558	34	19	the	the	DET
ajst-32558	34	20	model	model	NOUN
ajst-32558	34	21	's	's	PART
ajst-32558	34	22	"	"	PUNCT
ajst-32558	34	23	raw	raw	ADJ
ajst-32558	34	24	personality	personality	NOUN
ajst-32558	34	25	.	.	PUNCT
ajst-32558	34	26	"	"	PUNCT
ajst-32558	35	1	the	the	DET
ajst-32558	35	2	source	source	NOUN
ajst-32558	35	3	,	,	PUNCT
ajst-32558	35	4	quality	quality	NOUN
ajst-32558	35	5	,	,	PUNCT
ajst-32558	35	6	and	and	CCONJ
ajst-32558	35	7	cultural	cultural	ADJ
ajst-32558	35	8	background	background	NOUN
ajst-32558	35	9	of	of	ADP
ajst-32558	35	10	the	the	DET
ajst-32558	35	11	training	training	NOUN
ajst-32558	35	12	data	datum	NOUN
ajst-32558	35	13	implicitly	implicitly	ADV
ajst-32558	35	14	instill	instill	VERB
ajst-32558	35	15	basic	basic	ADJ
ajst-32558	35	16	values	value	NOUN
ajst-32558	35	17	and	and	CCONJ
ajst-32558	35	18	language	language	NOUN
ajst-32558	35	19	style	style	NOUN
ajst-32558	35	20	preferences	preference	NOUN
ajst-32558	35	21	into	into	ADP
ajst-32558	35	22	the	the	DET
ajst-32558	35	23	model	model	NOUN
ajst-32558	35	24	.	.	PUNCT
ajst-32558	36	1	pre	pre	VERB
ajst-32558	36	2	-	-	NOUN
ajst-32558	36	3	training	training	NOUN
ajst-32558	36	4	can	can	AUX
ajst-32558	36	5	be	be	AUX
ajst-32558	36	6	seen	see	VERB
ajst-32558	36	7	as	as	ADP
ajst-32558	36	8	constructing	construct	VERB
ajst-32558	36	9	a	a	DET
ajst-32558	36	10	vast	vast	ADJ
ajst-32558	36	11	and	and	CCONJ
ajst-32558	36	12	rich	rich	ADJ
ajst-32558	36	13	"	"	PUNCT
ajst-32558	36	14	personality	personality	NOUN
ajst-32558	36	15	material	material	NOUN
ajst-32558	36	16	library	library	NOUN
ajst-32558	36	17	"	"	PUNCT
ajst-32558	36	18	for	for	ADP
ajst-32558	36	19	the	the	DET
ajst-32558	36	20	model	model	NOUN
ajst-32558	36	21	,	,	PUNCT
ajst-32558	36	22	equipping	equip	VERB
ajst-32558	36	23	it	it	PRON
ajst-32558	36	24	with	with	ADP
ajst-32558	36	25	the	the	DET
ajst-32558	36	26	potential	potential	NOUN
ajst-32558	36	27	to	to	PART
ajst-32558	36	28	play	play	VERB
ajst-32558	36	29	various	various	ADJ
ajst-32558	36	30	roles	role	NOUN
ajst-32558	36	31	,	,	PUNCT
ajst-32558	36	32	but	but	CCONJ
ajst-32558	36	33	its	its	PRON
ajst-32558	36	34	personality	personality	NOUN
ajst-32558	36	35	at	at	ADP
ajst-32558	36	36	this	this	DET
ajst-32558	36	37	stage	stage	NOUN
ajst-32558	36	38	is	be	AUX
ajst-32558	36	39	chaotic	chaotic	ADJ
ajst-32558	36	40	and	and	CCONJ
ajst-32558	36	41	unstable	unstable	ADJ
ajst-32558	36	42	.	.	PUNCT
ajst-32558	37	1	2.3	2.3	NUM
ajst-32558	37	2	fine	fine	ADV
ajst-32558	37	3	-	-	PUNCT
ajst-32558	37	4	tuning	tune	VERB
ajst-32558	37	5	techniques	technique	NOUN
ajst-32558	37	6	:	:	PUNCT
ajst-32558	37	7	the	the	DET
ajst-32558	37	8	fine	fine	ADJ
ajst-32558	37	9	sculpting	sculpting	NOUN
ajst-32558	37	10	of	of	ADP
ajst-32558	37	11	personality	personality	NOUN
ajst-32558	37	12	the	the	DET
ajst-32558	37	13	fine	fine	ADV
ajst-32558	37	14	-	-	PUNCT
ajst-32558	37	15	tuning	tune	VERB
ajst-32558	37	16	stage	stage	NOUN
ajst-32558	37	17	,	,	PUNCT
ajst-32558	37	18	particularly	particularly	ADV
ajst-32558	37	19	instruction	instruction	NOUN
ajst-32558	37	20	tuning	tuning	NOUN
ajst-32558	37	21	and	and	CCONJ
ajst-32558	37	22	reinforcement	reinforcement	NOUN
ajst-32558	37	23	learning	learning	NOUN
ajst-32558	37	24	from	from	ADP
ajst-32558	37	25	human	human	ADJ
ajst-32558	37	26	feedback	feedback	NOUN
ajst-32558	37	27	(	(	PUNCT
ajst-32558	37	28	rlhf	rlhf	NOUN
ajst-32558	37	29	)	)	PUNCT
ajst-32558	37	30	,	,	PUNCT
ajst-32558	37	31	is	be	AUX
ajst-32558	37	32	key	key	ADJ
ajst-32558	37	33	to	to	ADP
ajst-32558	37	34	transitioning	transition	VERB
ajst-32558	37	35	the	the	DET
ajst-32558	37	36	model	model	NOUN
ajst-32558	37	37	from	from	ADP
ajst-32558	37	38	a	a	DET
ajst-32558	37	39	"	"	PUNCT
ajst-32558	37	40	generalist	generalist	NOUN
ajst-32558	37	41	"	"	PUNCT
ajst-32558	37	42	to	to	ADP
ajst-32558	37	43	a	a	DET
ajst-32558	37	44	"	"	PUNCT
ajst-32558	37	45	specialist	specialist	NOUN
ajst-32558	37	46	"	"	PUNCT
ajst-32558	37	47	and	and	CCONJ
ajst-32558	37	48	forming	form	VERB
ajst-32558	37	49	a	a	DET
ajst-32558	37	50	stable	stable	ADJ
ajst-32558	37	51	personality	personality	NOUN
ajst-32558	37	52	.	.	PUNCT
ajst-32558	38	1	through	through	ADP
ajst-32558	38	2	rlhf	rlhf	NOUN
ajst-32558	38	3	,	,	PUNCT
ajst-32558	38	4	a	a	DET
ajst-32558	38	5	reward	reward	NOUN
ajst-32558	38	6	model	model	NOUN
ajst-32558	38	7	guides	guide	VERB
ajst-32558	38	8	the	the	DET
ajst-32558	38	9	generated	generate	VERB
ajst-32558	38	10	content	content	NOUN
ajst-32558	38	11	to	to	PART
ajst-32558	38	12	better	well	ADV
ajst-32558	38	13	align	align	VERB
ajst-32558	38	14	with	with	ADP
ajst-32558	38	15	human	human	ADJ
ajst-32558	38	16	preferences	preference	NOUN
ajst-32558	38	17	;	;	PUNCT
ajst-32558	38	18	for	for	ADP
ajst-32558	38	19	example	example	NOUN
ajst-32558	38	20	,	,	PUNCT
ajst-32558	38	21	penalizing	penalize	VERB
ajst-32558	38	22	aggressive	aggressive	ADJ
ajst-32558	38	23	replies	reply	NOUN
ajst-32558	38	24	to	to	PART
ajst-32558	38	25	enhance	enhance	VERB
ajst-32558	38	26	the	the	DET
ajst-32558	38	27	model	model	NOUN
ajst-32558	38	28	's	's	PART
ajst-32558	38	29	"	"	PUNCT
ajst-32558	38	30	agreeableness	agreeableness	NOUN
ajst-32558	38	31	"	"	PUNCT
ajst-32558	38	32	[	[	X
ajst-32558	38	33	3	3	NUM
ajst-32558	38	34	]	]	PUNCT
ajst-32558	38	35	.	.	PUNCT
ajst-32558	39	1	furthermore	furthermore	ADV
ajst-32558	39	2	,	,	PUNCT
ajst-32558	39	3	the	the	DET
ajst-32558	39	4	advent	advent	NOUN
ajst-32558	39	5	of	of	ADP
ajst-32558	39	6	parameter	parameter	NOUN
ajst-32558	39	7	-	-	PUNCT
ajst-32558	39	8	efficient	efficient	ADJ
ajst-32558	39	9	fine	fine	NOUN
ajst-32558	39	10	-	-	PUNCT
ajst-32558	39	11	tuning	tuning	NOUN
ajst-32558	39	12	(	(	PUNCT
ajst-32558	39	13	peft	peft	ADJ
ajst-32558	39	14	)	)	PUNCT
ajst-32558	39	15	techniques	technique	NOUN
ajst-32558	39	16	,	,	PUNCT
ajst-32558	39	17	such	such	ADJ
ajst-32558	39	18	as	as	ADP
ajst-32558	39	19	qlora	qlora	ADJ
ajst-32558	39	20	,	,	PUNCT
ajst-32558	39	21	has	have	AUX
ajst-32558	39	22	significantly	significantly	ADV
ajst-32558	39	23	lowered	lower	VERB
ajst-32558	39	24	the	the	DET
ajst-32558	39	25	barrier	barrier	NOUN
ajst-32558	39	26	to	to	ADP
ajst-32558	39	27	personality	personality	NOUN
ajst-32558	39	28	customization	customization	NOUN
ajst-32558	39	29	.	.	PUNCT
ajst-32558	40	1	qlora	qlora	PROPN
ajst-32558	40	2	,	,	PUNCT
ajst-32558	40	3	utilizing	utilize	VERB
ajst-32558	40	4	quantization	quantization	NOUN
ajst-32558	40	5	and	and	CCONJ
ajst-32558	40	6	low	low	ADJ
ajst-32558	40	7	-	-	PUNCT
ajst-32558	40	8	rank	rank	NOUN
ajst-32558	40	9	adaptation	adaptation	NOUN
ajst-32558	40	10	technologies	technology	NOUN
ajst-32558	40	11	,	,	PUNCT
ajst-32558	40	12	makes	make	VERB
ajst-32558	40	13	it	it	PRON
ajst-32558	40	14	possible	possible	ADJ
ajst-32558	40	15	to	to	ADP
ajst-32558	40	16	fine	fine	ADJ
ajst-32558	40	17	-	-	PUNCT
ajst-32558	40	18	tune	tune	NOUN
ajst-32558	40	19	a	a	DET
ajst-32558	40	20	70	70	NUM
ajst-32558	40	21	-	-	PUNCT
ajst-32558	40	22	billionparameter	billionparameter	ADJ
ajst-32558	40	23	model	model	NOUN
ajst-32558	40	24	on	on	ADP
ajst-32558	40	25	a	a	DET
ajst-32558	40	26	single	single	ADJ
ajst-32558	40	27	rtx	rtx	NOUN
ajst-32558	40	28	4090	4090	NUM
ajst-32558	40	29	(	(	PUNCT
ajst-32558	40	30	24	24	NUM
ajst-32558	40	31	gb	gb	NOUN
ajst-32558	40	32	)	)	PUNCT
ajst-32558	40	33	graphics	graphic	NOUN
ajst-32558	40	34	card	card	NOUN
ajst-32558	41	1	[	[	X
ajst-32558	41	2	4][5	4][5	X
ajst-32558	41	3	]	]	PUNCT
ajst-32558	41	4	,	,	PUNCT
ajst-32558	41	5	providing	provide	VERB
ajst-32558	41	6	researchers	researcher	NOUN
ajst-32558	41	7	with	with	ADP
ajst-32558	41	8	the	the	DET
ajst-32558	41	9	technical	technical	ADJ
ajst-32558	41	10	means	mean	NOUN
ajst-32558	41	11	to	to	PART
ajst-32558	41	12	experiment	experiment	VERB
ajst-32558	41	13	with	with	ADP
ajst-32558	41	14	multiple	multiple	ADJ
ajst-32558	41	15	personality	personality	NOUN
ajst-32558	41	16	prototypes	prototype	NOUN
ajst-32558	41	17	quickly	quickly	ADV
ajst-32558	41	18	and	and	CCONJ
ajst-32558	41	19	at	at	ADP
ajst-32558	41	20	low	low	ADJ
ajst-32558	41	21	cost	cost	NOUN
ajst-32558	41	22	.	.	PUNCT
ajst-32558	42	1	138	138	NUM
ajst-32558	42	2	3	3	NUM
ajst-32558	42	3	.	.	PUNCT
ajst-32558	42	4	core	core	NOUN
ajst-32558	42	5	techniques	technique	NOUN
ajst-32558	42	6	for	for	ADP
ajst-32558	42	7	personality	personality	NOUN
ajst-32558	42	8	shaping	shaping	NOUN
ajst-32558	42	9	:	:	PUNCT
ajst-32558	42	10	from	from	ADP
ajst-32558	42	11	foundational	foundational	ADJ
ajst-32558	42	12	capabilities	capability	NOUN
ajst-32558	42	13	to	to	ADP
ajst-32558	42	14	directed	direct	VERB
ajst-32558	42	15	control	control	NOUN
ajst-32558	42	16	after	after	ADP
ajst-32558	42	17	establishing	establish	VERB
ajst-32558	42	18	the	the	DET
ajst-32558	42	19	aforementioned	aforementioned	ADJ
ajst-32558	42	20	foundational	foundational	ADJ
ajst-32558	42	21	capabilities	capability	NOUN
ajst-32558	42	22	,	,	PUNCT
ajst-32558	42	23	researchers	researcher	NOUN
ajst-32558	42	24	have	have	AUX
ajst-32558	42	25	developed	develop	VERB
ajst-32558	42	26	a	a	DET
ajst-32558	42	27	series	series	NOUN
ajst-32558	42	28	of	of	ADP
ajst-32558	42	29	more	more	ADJ
ajst-32558	42	30	targeted	target	VERB
ajst-32558	42	31	core	core	NOUN
ajst-32558	42	32	techniques	technique	NOUN
ajst-32558	42	33	for	for	ADP
ajst-32558	42	34	personality	personality	NOUN
ajst-32558	42	35	shaping	shaping	NOUN
ajst-32558	42	36	.	.	PUNCT
ajst-32558	43	1	and	and	CCONJ
ajst-32558	43	2	this	this	DET
ajst-32558	43	3	study	study	NOUN
ajst-32558	43	4	lists	list	VERB
ajst-32558	43	5	three	three	NUM
ajst-32558	43	6	prominent	prominent	ADJ
ajst-32558	43	7	technologies	technology	NOUN
ajst-32558	43	8	in	in	ADP
ajst-32558	43	9	the	the	DET
ajst-32558	43	10	following	following	NOUN
ajst-32558	43	11	,	,	PUNCT
ajst-32558	43	12	which	which	PRON
ajst-32558	43	13	are	be	AUX
ajst-32558	43	14	respectively	respectively	ADV
ajst-32558	43	15	the	the	DET
ajst-32558	43	16	data	data	NOUN
ajst-32558	43	17	-	-	PUNCT
ajst-32558	43	18	driven	drive	VERB
ajst-32558	43	19	methods	method	NOUN
ajst-32558	43	20	,	,	PUNCT
ajst-32558	43	21	parameter	parameter	NOUN
ajst-32558	43	22	control	control	NOUN
ajst-32558	43	23	methods	method	NOUN
ajst-32558	43	24	,	,	PUNCT
ajst-32558	43	25	and	and	CCONJ
ajst-32558	43	26	the	the	DET
ajst-32558	43	27	memory	memory	NOUN
ajst-32558	43	28	augmentation	augmentation	NOUN
ajst-32558	43	29	.	.	PUNCT
ajst-32558	44	1	these	these	DET
ajst-32558	44	2	methods	method	NOUN
ajst-32558	44	3	aim	aim	VERB
ajst-32558	44	4	to	to	PART
ajst-32558	44	5	endow	endow	VERB
ajst-32558	44	6	and	and	CCONJ
ajst-32558	44	7	control	control	NOUN
ajst-32558	44	8	ai	ai	VERB
ajst-32558	44	9	personality	personality	NOUN
ajst-32558	44	10	more	more	ADV
ajst-32558	44	11	precisely	precisely	ADV
ajst-32558	44	12	,	,	PUNCT
ajst-32558	44	13	stably	stably	ADV
ajst-32558	44	14	,	,	PUNCT
ajst-32558	44	15	and	and	CCONJ
ajst-32558	44	16	persistently	persistently	ADV
ajst-32558	44	17	.	.	PUNCT
ajst-32558	45	1	3.1	3.1	NUM
ajst-32558	45	2	data	data	NOUN
ajst-32558	45	3	-	-	PUNCT
ajst-32558	45	4	driven	drive	VERB
ajst-32558	45	5	methods	method	NOUN
ajst-32558	45	6	:	:	PUNCT
ajst-32558	45	7	directed	direct	VERB
ajst-32558	45	8	cultivation	cultivation	NOUN
ajst-32558	45	9	based	base	VERB
ajst-32558	45	10	on	on	ADP
ajst-32558	45	11	personality	personality	NOUN
ajst-32558	45	12	corpora	corpora	VERB
ajst-32558	45	13	this	this	DET
ajst-32558	45	14	paragraph	paragraph	NOUN
ajst-32558	45	15	will	will	AUX
ajst-32558	45	16	talk	talk	VERB
ajst-32558	45	17	about	about	ADP
ajst-32558	45	18	the	the	DET
ajst-32558	45	19	data	data	NOUN
ajst-32558	45	20	-	-	PUNCT
ajst-32558	45	21	driven	drive	VERB
ajst-32558	45	22	methods	method	NOUN
ajst-32558	45	23	,	,	PUNCT
ajst-32558	45	24	whose	whose	DET
ajst-32558	45	25	core	core	NOUN
ajst-32558	45	26	is	be	AUX
ajst-32558	45	27	to	to	ADP
ajst-32558	45	28	fine	fine	ADJ
ajst-32558	45	29	-	-	PUNCT
ajst-32558	45	30	tune	tune	NOUN
ajst-32558	45	31	the	the	DET
ajst-32558	45	32	model	model	NOUN
ajst-32558	45	33	using	use	VERB
ajst-32558	45	34	datasets	dataset	NOUN
ajst-32558	45	35	labeled	label	VERB
ajst-32558	45	36	with	with	ADP
ajst-32558	45	37	personality	personality	NOUN
ajst-32558	45	38	tags	tag	NOUN
ajst-32558	45	39	,	,	PUNCT
ajst-32558	45	40	thereby	thereby	ADV
ajst-32558	45	41	"	"	PUNCT
ajst-32558	45	42	teaching	teach	VERB
ajst-32558	45	43	"	"	PUNCT
ajst-32558	45	44	the	the	DET
ajst-32558	45	45	model	model	NOUN
ajst-32558	45	46	specific	specific	ADJ
ajst-32558	45	47	expression	expression	NOUN
ajst-32558	45	48	patterns	pattern	NOUN
ajst-32558	45	49	.	.	PUNCT
ajst-32558	46	1	for	for	ADP
ajst-32558	46	2	instance	instance	NOUN
ajst-32558	46	3	,	,	PUNCT
ajst-32558	46	4	training	train	VERB
ajst-32558	46	5	a	a	DET
ajst-32558	46	6	model	model	NOUN
ajst-32558	46	7	on	on	ADP
ajst-32558	46	8	dialogue	dialogue	NOUN
ajst-32558	46	9	data	datum	NOUN
ajst-32558	46	10	annotated	annotate	VERB
ajst-32558	46	11	with	with	ADP
ajst-32558	46	12	mbti	mbti	PROPN
ajst-32558	46	13	personality	personality	NOUN
ajst-32558	46	14	types	type	NOUN
ajst-32558	46	15	(	(	PUNCT
ajst-32558	46	16	e.g.	e.g.	ADV
ajst-32558	46	17	,	,	PUNCT
ajst-32558	46	18	intp	intp	ADJ
ajst-32558	46	19	,	,	PUNCT
ajst-32558	46	20	esfj	esfj	NOUN
ajst-32558	46	21	)	)	PUNCT
ajst-32558	47	1	[	[	X
ajst-32558	47	2	6	6	NUM
ajst-32558	47	3	]	]	PUNCT
ajst-32558	47	4	can	can	AUX
ajst-32558	47	5	enable	enable	VERB
ajst-32558	47	6	it	it	PRON
ajst-32558	47	7	to	to	PART
ajst-32558	47	8	exhibit	exhibit	VERB
ajst-32558	47	9	thinking	think	VERB
ajst-32558	47	10	patterns	pattern	NOUN
ajst-32558	47	11	and	and	CCONJ
ajst-32558	47	12	language	language	NOUN
ajst-32558	47	13	styles	style	NOUN
ajst-32558	47	14	highly	highly	ADV
ajst-32558	47	15	consistent	consistent	ADJ
ajst-32558	47	16	with	with	ADP
ajst-32558	47	17	that	that	DET
ajst-32558	47	18	personality	personality	NOUN
ajst-32558	47	19	type	type	NOUN
ajst-32558	47	20	during	during	ADP
ajst-32558	47	21	conversations	conversation	NOUN
ajst-32558	47	22	.	.	PUNCT
ajst-32558	48	1	this	this	DET
ajst-32558	48	2	method	method	NOUN
ajst-32558	48	3	yields	yield	VERB
ajst-32558	48	4	stable	stable	ADJ
ajst-32558	48	5	results	result	NOUN
ajst-32558	48	6	but	but	CCONJ
ajst-32558	48	7	is	be	AUX
ajst-32558	48	8	highly	highly	ADV
ajst-32558	48	9	dependent	dependent	ADJ
ajst-32558	48	10	on	on	ADP
ajst-32558	48	11	large	large	ADJ
ajst-32558	48	12	-	-	PUNCT
ajst-32558	48	13	scale	scale	NOUN
ajst-32558	48	14	,	,	PUNCT
ajst-32558	48	15	high	high	ADJ
ajst-32558	48	16	-	-	PUNCT
ajst-32558	48	17	quality	quality	NOUN
ajst-32558	48	18	personality	personality	NOUN
ajst-32558	48	19	-	-	PUNCT
ajst-32558	48	20	annotated	annotate	VERB
ajst-32558	48	21	data	datum	NOUN
ajst-32558	48	22	.	.	PUNCT
ajst-32558	49	1	3.2	3.2	NUM
ajst-32558	49	2	parameter	parameter	NOUN
ajst-32558	49	3	control	control	NOUN
ajst-32558	49	4	methods	method	NOUN
ajst-32558	49	5	:	:	PUNCT
ajst-32558	49	6	the	the	DET
ajst-32558	49	7	"	"	PUNCT
ajst-32558	49	8	personality	personality	NOUN
ajst-32558	49	9	dials	dial	NOUN
ajst-32558	49	10	"	"	PUNCT
ajst-32558	49	11	within	within	ADP
ajst-32558	49	12	the	the	DET
ajst-32558	49	13	model	model	NOUN
ajst-32558	49	14	currently	currently	ADV
ajst-32558	49	15	,	,	PUNCT
ajst-32558	49	16	parameter	parameter	PROPN
ajst-32558	49	17	control	control	NOUN
ajst-32558	49	18	methods	method	NOUN
ajst-32558	49	19	serve	serve	VERB
ajst-32558	49	20	as	as	ADP
ajst-32558	49	21	a	a	DET
ajst-32558	49	22	key	key	ADJ
ajst-32558	49	23	technology	technology	NOUN
ajst-32558	49	24	for	for	ADP
ajst-32558	49	25	enhancing	enhance	VERB
ajst-32558	49	26	system	system	NOUN
ajst-32558	49	27	performance	performance	NOUN
ajst-32558	49	28	.	.	PUNCT
ajst-32558	50	1	these	these	DET
ajst-32558	50	2	techniques	technique	NOUN
ajst-32558	50	3	do	do	AUX
ajst-32558	50	4	not	not	PART
ajst-32558	50	5	rely	rely	VERB
ajst-32558	50	6	on	on	ADP
ajst-32558	50	7	retraining	retrain	VERB
ajst-32558	50	8	but	but	CCONJ
ajst-32558	50	9	directly	directly	ADV
ajst-32558	50	10	intervene	intervene	VERB
ajst-32558	50	11	in	in	ADP
ajst-32558	50	12	the	the	DET
ajst-32558	50	13	model	model	NOUN
ajst-32558	50	14	's	's	PART
ajst-32558	50	15	forward	forward	ADJ
ajst-32558	50	16	inference	inference	NOUN
ajst-32558	50	17	process	process	NOUN
ajst-32558	50	18	,	,	PUNCT
ajst-32558	50	19	enabling	enable	VERB
ajst-32558	50	20	real	real	ADJ
ajst-32558	50	21	-	-	PUNCT
ajst-32558	50	22	time	time	NOUN
ajst-32558	50	23	,	,	PUNCT
ajst-32558	50	24	fine	fine	ADV
ajst-32558	50	25	-	-	PUNCT
ajst-32558	50	26	grained	grain	VERB
ajst-32558	50	27	control	control	NOUN
ajst-32558	50	28	over	over	ADP
ajst-32558	50	29	personality	personality	NOUN
ajst-32558	50	30	.	.	PUNCT
ajst-32558	51	1	the	the	DET
ajst-32558	51	2	persona	persona	NOUN
ajst-32558	51	3	vectors	vector	NOUN
ajst-32558	51	4	may	may	AUX
ajst-32558	51	5	be	be	AUX
ajst-32558	51	6	introduced	introduce	VERB
ajst-32558	51	7	first	first	ADV
ajst-32558	51	8	.	.	PUNCT
ajst-32558	52	1	research	research	NOUN
ajst-32558	52	2	from	from	ADP
ajst-32558	52	3	anthropic	anthropic	NOUN
ajst-32558	52	4	discovered	discover	VERB
ajst-32558	52	5	that	that	SCONJ
ajst-32558	52	6	sparse	sparse	ADJ
ajst-32558	52	7	neural	neural	ADJ
ajst-32558	52	8	circuits	circuit	NOUN
ajst-32558	52	9	within	within	ADP
ajst-32558	52	10	llms	llm	NOUN
ajst-32558	52	11	control	control	VERB
ajst-32558	52	12	different	different	ADJ
ajst-32558	52	13	personality	personality	NOUN
ajst-32558	52	14	traits	trait	NOUN
ajst-32558	52	15	[	[	X
ajst-32558	52	16	7	7	NUM
ajst-32558	52	17	]	]	PUNCT
ajst-32558	52	18	.	.	PUNCT
ajst-32558	53	1	through	through	ADP
ajst-32558	53	2	comparative	comparative	ADJ
ajst-32558	53	3	analysis	analysis	NOUN
ajst-32558	53	4	,	,	PUNCT
ajst-32558	53	5	vectors	vector	NOUN
ajst-32558	53	6	representing	represent	VERB
ajst-32558	53	7	specific	specific	ADJ
ajst-32558	53	8	tendencies	tendency	NOUN
ajst-32558	53	9	(	(	PUNCT
ajst-32558	53	10	e.g.	e.g.	ADV
ajst-32558	53	11	,	,	PUNCT
ajst-32558	53	12	"	"	PUNCT
ajst-32558	53	13	extraversion	extraversion	NOUN
ajst-32558	53	14	,	,	PUNCT
ajst-32558	53	15	"	"	PUNCT
ajst-32558	53	16	"	"	PUNCT
ajst-32558	53	17	openness	openness	NOUN
ajst-32558	53	18	"	"	PUNCT
ajst-32558	53	19	)	)	PUNCT
ajst-32558	53	20	can	can	AUX
ajst-32558	53	21	be	be	AUX
ajst-32558	53	22	extracted	extract	VERB
ajst-32558	53	23	.	.	PUNCT
ajst-32558	54	1	by	by	ADP
ajst-32558	54	2	injecting	inject	VERB
ajst-32558	54	3	this	this	DET
ajst-32558	54	4	vector	vector	NOUN
ajst-32558	54	5	into	into	ADP
ajst-32558	54	6	the	the	DET
ajst-32558	54	7	activations	activation	NOUN
ajst-32558	54	8	of	of	ADP
ajst-32558	54	9	the	the	DET
ajst-32558	54	10	feedforward	feedforward	NOUN
ajst-32558	54	11	network	network	NOUN
ajst-32558	54	12	(	(	PUNCT
ajst-32558	54	13	ffn	ffn	NOUN
ajst-32558	54	14	)	)	PUNCT
ajst-32558	54	15	during	during	ADP
ajst-32558	54	16	answer	answer	NOUN
ajst-32558	54	17	generation	generation	NOUN
ajst-32558	54	18	,	,	PUNCT
ajst-32558	54	19	specific	specific	ADJ
ajst-32558	54	20	personality	personality	NOUN
ajst-32558	54	21	traits	trait	NOUN
ajst-32558	54	22	can	can	AUX
ajst-32558	54	23	be	be	AUX
ajst-32558	54	24	enhanced	enhance	VERB
ajst-32558	54	25	or	or	CCONJ
ajst-32558	54	26	weakened	weaken	VERB
ajst-32558	54	27	in	in	ADP
ajst-32558	54	28	real	real	ADJ
ajst-32558	54	29	-	-	PUNCT
ajst-32558	54	30	time	time	NOUN
ajst-32558	54	31	,	,	PUNCT
ajst-32558	54	32	akin	akin	ADJ
ajst-32558	54	33	to	to	ADP
ajst-32558	54	34	turning	turn	VERB
ajst-32558	54	35	a	a	DET
ajst-32558	54	36	dial	dial	NOUN
ajst-32558	54	37	.	.	PUNCT
ajst-32558	55	1	and	and	CCONJ
ajst-32558	55	2	the	the	DET
ajst-32558	55	3	second	second	ADJ
ajst-32558	55	4	one	one	NOUN
ajst-32558	55	5	is	be	AUX
ajst-32558	55	6	the	the	DET
ajst-32558	55	7	reinforcement	reinforcement	NOUN
ajst-32558	55	8	learning	learning	NOUN
ajst-32558	55	9	control	control	NOUN
ajst-32558	55	10	.	.	PUNCT
ajst-32558	56	1	traditional	traditional	ADJ
ajst-32558	56	2	rlhf	rlhf	NOUN
ajst-32558	56	3	might	might	AUX
ajst-32558	56	4	compromise	compromise	VERB
ajst-32558	56	5	other	other	ADJ
ajst-32558	56	6	model	model	NOUN
ajst-32558	56	7	capabilities	capability	NOUN
ajst-32558	56	8	when	when	SCONJ
ajst-32558	56	9	optimizing	optimize	VERB
ajst-32558	56	10	for	for	ADP
ajst-32558	56	11	a	a	DET
ajst-32558	56	12	single	single	ADJ
ajst-32558	56	13	objective	objective	NOUN
ajst-32558	56	14	.	.	PUNCT
ajst-32558	57	1	advanced	advanced	ADJ
ajst-32558	57	2	algorithms	algorithm	NOUN
ajst-32558	57	3	like	like	ADP
ajst-32558	57	4	gfpo	gfpo	PROPN
ajst-32558	57	5	(	(	PUNCT
ajst-32558	57	6	group	group	NOUN
ajst-32558	57	7	filtered	filter	VERB
ajst-32558	57	8	policy	policy	NOUN
ajst-32558	57	9	optimization	optimization	NOUN
ajst-32558	57	10	)	)	PUNCT
ajst-32558	57	11	proposed	propose	VERB
ajst-32558	57	12	by	by	ADP
ajst-32558	57	13	microsoft	microsoft	PROPN
ajst-32558	58	1	[	[	X
ajst-32558	58	2	8	8	NUM
ajst-32558	58	3	]	]	PUNCT
ajst-32558	58	4	,	,	PUNCT
ajst-32558	58	5	by	by	ADP
ajst-32558	58	6	introducing	introduce	VERB
ajst-32558	58	7	more	more	ADV
ajst-32558	58	8	complex	complex	ADJ
ajst-32558	58	9	filtering	filtering	ADJ
ajst-32558	58	10	mechanisms	mechanism	NOUN
ajst-32558	58	11	during	during	ADP
ajst-32558	58	12	policy	policy	NOUN
ajst-32558	58	13	optimization	optimization	NOUN
ajst-32558	58	14	,	,	PUNCT
ajst-32558	58	15	can	can	AUX
ajst-32558	58	16	better	well	ADV
ajst-32558	58	17	maintain	maintain	VERB
ajst-32558	58	18	the	the	DET
ajst-32558	58	19	stability	stability	NOUN
ajst-32558	58	20	and	and	CCONJ
ajst-32558	58	21	diversity	diversity	NOUN
ajst-32558	58	22	of	of	ADP
ajst-32558	58	23	model	model	NOUN
ajst-32558	58	24	performance	performance	NOUN
ajst-32558	58	25	while	while	SCONJ
ajst-32558	58	26	reinforcing	reinforce	VERB
ajst-32558	58	27	specific	specific	ADJ
ajst-32558	58	28	personalities	personality	NOUN
ajst-32558	58	29	.	.	PUNCT
ajst-32558	59	1	3.3	3.3	NUM
ajst-32558	59	2	memory	memory	NOUN
ajst-32558	59	3	augmentation	augmentation	NOUN
ajst-32558	59	4	:	:	PUNCT
ajst-32558	59	5	maintaining	maintain	VERB
ajst-32558	59	6	long	long	ADJ
ajst-32558	59	7	-	-	PUNCT
ajst-32558	59	8	term	term	NOUN
ajst-32558	59	9	personality	personality	NOUN
ajst-32558	59	10	consistency	consistency	NOUN
ajst-32558	59	11	table	table	NOUN
ajst-32558	59	12	1	1	NUM
ajst-32558	59	13	.	.	PUNCT
ajst-32558	60	1	a	a	DET
ajst-32558	60	2	comparison	comparison	NOUN
ajst-32558	60	3	between	between	ADP
ajst-32558	60	4	three	three	NUM
ajst-32558	60	5	core	core	NOUN
ajst-32558	60	6	techniques	technique	NOUN
ajst-32558	60	7	technique	technique	NOUN
ajst-32558	60	8	advantages	advantage	NOUN
ajst-32558	60	9	disadvantages	disadvantage	VERB
ajst-32558	60	10	typical	typical	ADJ
ajst-32558	60	11	applications	application	NOUN
ajst-32558	60	12	relative	relative	ADJ
ajst-32558	60	13	cost	cost	NOUN
ajst-32558	60	14	data	data	NOUN
ajst-32558	60	15	-	-	PUNCT
ajst-32558	60	16	driven	drive	VERB
ajst-32558	60	17	stable	stable	ADJ
ajst-32558	60	18	,	,	PUNCT
ajst-32558	60	19	high	high	ADJ
ajst-32558	60	20	-	-	PUNCT
ajst-32558	60	21	quality	quality	NOUN
ajst-32558	60	22	results	result	NOUN
ajst-32558	60	23	;	;	PUNCT
ajst-32558	60	24	wellunderstood	wellunderstood	NOUN
ajst-32558	60	25	process	process	NOUN
ajst-32558	60	26	.	.	PUNCT
ajst-32558	61	1	requires	require	VERB
ajst-32558	61	2	large	large	ADJ
ajst-32558	61	3	,	,	PUNCT
ajst-32558	61	4	annotated	annotated	ADJ
ajst-32558	61	5	datasets	dataset	NOUN
ajst-32558	61	6	;	;	PUNCT
ajst-32558	61	7	risk	risk	NOUN
ajst-32558	61	8	of	of	ADP
ajst-32558	61	9	overfitting	overfitting	NOUN
ajst-32558	61	10	;	;	PUNCT
ajst-32558	61	11	less	less	ADV
ajst-32558	61	12	flexible	flexible	ADJ
ajst-32558	61	13	.	.	PUNCT
ajst-32558	62	1	creating	create	VERB
ajst-32558	62	2	predefined	predefine	VERB
ajst-32558	62	3	character	character	NOUN
ajst-32558	62	4	personas	persona	NOUN
ajst-32558	62	5	(	(	PUNCT
ajst-32558	62	6	e.g.	e.g.	ADV
ajst-32558	62	7	,	,	PUNCT
ajst-32558	62	8	customer	customer	NOUN
ajst-32558	62	9	service	service	NOUN
ajst-32558	62	10	agents	agent	NOUN
ajst-32558	62	11	)	)	PUNCT
ajst-32558	62	12	.	.	PUNCT
ajst-32558	63	1	high	high	ADJ
ajst-32558	63	2	(	(	PUNCT
ajst-32558	63	3	data	data	NOUN
ajst-32558	63	4	collection	collection	NOUN
ajst-32558	63	5	&	&	CCONJ
ajst-32558	63	6	training	training	NOUN
ajst-32558	63	7	)	)	PUNCT
ajst-32558	63	8	parameter	parameter	NOUN
ajst-32558	63	9	control	control	NOUN
ajst-32558	63	10	highly	highly	ADV
ajst-32558	63	11	flexible	flexible	ADJ
ajst-32558	63	12	;	;	PUNCT
ajst-32558	63	13	realtime	realtime	ADJ
ajst-32558	63	14	adjustment	adjustment	NOUN
ajst-32558	63	15	;	;	PUNCT
ajst-32558	63	16	no	no	DET
ajst-32558	63	17	retraining	retrain	VERB
ajst-32558	63	18	needed	need	VERB
ajst-32558	63	19	.	.	PUNCT
ajst-32558	64	1	can	can	AUX
ajst-32558	64	2	be	be	AUX
ajst-32558	64	3	less	less	ADV
ajst-32558	64	4	stable	stable	ADJ
ajst-32558	64	5	;	;	PUNCT
ajst-32558	64	6	requires	require	VERB
ajst-32558	64	7	deep	deep	ADJ
ajst-32558	64	8	model	model	NOUN
ajst-32558	64	9	understanding	understanding	NOUN
ajst-32558	64	10	;	;	PUNCT
ajst-32558	64	11	may	may	AUX
ajst-32558	64	12	affect	affect	VERB
ajst-32558	64	13	coherence	coherence	NOUN
ajst-32558	64	14	.	.	PUNCT
ajst-32558	65	1	dynamic	dynamic	ADJ
ajst-32558	65	2	personality	personality	NOUN
ajst-32558	65	3	adjustment	adjustment	NOUN
ajst-32558	65	4	in	in	ADP
ajst-32558	65	5	chatbots	chatbot	NOUN
ajst-32558	65	6	&	&	CCONJ
ajst-32558	65	7	interactive	interactive	ADJ
ajst-32558	65	8	npcs	npc	NOUN
ajst-32558	65	9	.	.	PUNCT
ajst-32558	66	1	low	low	ADJ
ajst-32558	66	2	(	(	PUNCT
ajst-32558	66	3	post	post	ADJ
ajst-32558	66	4	-	-	ADJ
ajst-32558	66	5	training	training	ADJ
ajst-32558	66	6	)	)	PUNCT
ajst-32558	66	7	memory	memory	NOUN
ajst-32558	66	8	augmentation	augmentation	NOUN
ajst-32558	66	9	excellent	excellent	ADJ
ajst-32558	66	10	long	long	ADJ
ajst-32558	66	11	-	-	PUNCT
ajst-32558	66	12	term	term	NOUN
ajst-32558	66	13	consistency	consistency	NOUN
ajst-32558	66	14	;	;	PUNCT
ajst-32558	66	15	decouples	decouple	VERB
ajst-32558	66	16	memory	memory	NOUN
ajst-32558	66	17	from	from	ADP
ajst-32558	66	18	model	model	NOUN
ajst-32558	66	19	params	param	NOUN
ajst-32558	66	20	.	.	PUNCT
ajst-32558	67	1	introduces	introduce	NOUN
ajst-32558	67	2	system	system	NOUN
ajst-32558	67	3	complexity	complexity	NOUN
ajst-32558	67	4	;	;	PUNCT
ajst-32558	67	5	requires	require	VERB
ajst-32558	67	6	efficient	efficient	ADJ
ajst-32558	67	7	retrieval	retrieval	NOUN
ajst-32558	67	8	;	;	PUNCT
ajst-32558	67	9	external	external	ADJ
ajst-32558	67	10	storage	storage	NOUN
ajst-32558	67	11	.	.	PUNCT
ajst-32558	68	1	dynamic	dynamic	ADJ
ajst-32558	68	2	personality	personality	NOUN
ajst-32558	68	3	adjustment	adjustment	NOUN
ajst-32558	68	4	in	in	ADP
ajst-32558	68	5	chatbots	chatbot	NOUN
ajst-32558	68	6	&	&	CCONJ
ajst-32558	68	7	interactive	interactive	ADJ
ajst-32558	68	8	npcs	npc	NOUN
ajst-32558	68	9	.	.	PUNCT
ajst-32558	69	1	medium	medium	ADJ
ajst-32558	69	2	(	(	PUNCT
ajst-32558	69	3	system	system	NOUN
ajst-32558	69	4	design	design	NOUN
ajst-32558	69	5	&	&	CCONJ
ajst-32558	69	6	storage	storage	NOUN
ajst-32558	69	7	)	)	PUNCT
ajst-32558	69	8	the	the	DET
ajst-32558	69	9	third	third	ADJ
ajst-32558	69	10	one	one	NUM
ajst-32558	69	11	,	,	PUNCT
ajst-32558	69	12	memory	memory	NOUN
ajst-32558	69	13	augmentation	augmentation	NOUN
ajst-32558	69	14	,	,	PUNCT
ajst-32558	69	15	a	a	DET
ajst-32558	69	16	technique	technique	NOUN
ajst-32558	69	17	remarkably	remarkably	ADV
ajst-32558	69	18	improving	improve	VERB
ajst-32558	69	19	ai	ai	PRON
ajst-32558	69	20	personality	personality	NOUN
ajst-32558	69	21	’s	’s	PART
ajst-32558	69	22	persistency	persistency	NOUN
ajst-32558	69	23	,	,	PUNCT
ajst-32558	69	24	enabling	enable	VERB
ajst-32558	69	25	ai	ai	AUX
ajst-32558	69	26	maintain	maintain	VERB
ajst-32558	69	27	stable	stable	ADJ
ajst-32558	69	28	persona	persona	NOUN
ajst-32558	69	29	during	during	ADP
ajst-32558	69	30	long	long	ADJ
ajst-32558	69	31	-	-	PUNCT
ajst-32558	69	32	term	term	NOUN
ajst-32558	69	33	interactions	interaction	NOUN
ajst-32558	69	34	with	with	ADP
ajst-32558	69	35	users	user	NOUN
ajst-32558	69	36	.	.	PUNCT
ajst-32558	70	1	this	this	DET
ajst-32558	70	2	method	method	NOUN
ajst-32558	70	3	establishes	establish	VERB
ajst-32558	70	4	an	an	DET
ajst-32558	70	5	external	external	ADJ
ajst-32558	70	6	memory	memory	NOUN
ajst-32558	70	7	bank	bank	NOUN
ajst-32558	70	8	for	for	ADP
ajst-32558	70	9	each	each	DET
ajst-32558	70	10	user	user	NOUN
ajst-32558	70	11	or	or	CCONJ
ajst-32558	70	12	dialogue	dialogue	NOUN
ajst-32558	70	13	session	session	NOUN
ajst-32558	70	14	,	,	PUNCT
ajst-32558	70	15	continuously	continuously	ADV
ajst-32558	70	16	recording	record	VERB
ajst-32558	70	17	key	key	ADJ
ajst-32558	70	18	personality	personality	NOUN
ajst-32558	70	19	settings	setting	NOUN
ajst-32558	70	20	,	,	PUNCT
ajst-32558	70	21	user	user	NOUN
ajst-32558	70	22	preferences	preference	NOUN
ajst-32558	70	23	,	,	PUNCT
ajst-32558	70	24	and	and	CCONJ
ajst-32558	70	25	important	important	ADJ
ajst-32558	70	26	historical	historical	ADJ
ajst-32558	70	27	interactions	interaction	NOUN
ajst-32558	70	28	[	[	X
ajst-32558	70	29	9	9	NUM
ajst-32558	70	30	]	]	PUNCT
ajst-32558	70	31	.	.	PUNCT
ajst-32558	71	1	during	during	ADP
ajst-32558	71	2	139	139	NUM
ajst-32558	71	3	each	each	DET
ajst-32558	71	4	conversation	conversation	NOUN
ajst-32558	71	5	,	,	PUNCT
ajst-32558	71	6	the	the	DET
ajst-32558	71	7	model	model	NOUN
ajst-32558	71	8	retrieves	retrieve	VERB
ajst-32558	71	9	relevant	relevant	ADJ
ajst-32558	71	10	memories	memory	NOUN
ajst-32558	71	11	as	as	ADP
ajst-32558	71	12	context	context	NOUN
ajst-32558	71	13	,	,	PUNCT
ajst-32558	71	14	ensuring	ensure	VERB
ajst-32558	71	15	its	its	PRON
ajst-32558	71	16	behavior	behavior	NOUN
ajst-32558	71	17	remains	remain	VERB
ajst-32558	71	18	consistent	consistent	ADJ
ajst-32558	71	19	with	with	ADP
ajst-32558	71	20	the	the	DET
ajst-32558	71	21	long	long	ADJ
ajst-32558	71	22	-	-	PUNCT
ajst-32558	71	23	term	term	NOUN
ajst-32558	71	24	personality	personality	NOUN
ajst-32558	71	25	setting	setting	NOUN
ajst-32558	71	26	,	,	PUNCT
ajst-32558	71	27	overcoming	overcome	VERB
ajst-32558	71	28	the	the	DET
ajst-32558	71	29	inherent	inherent	ADJ
ajst-32558	71	30	context	context	NOUN
ajst-32558	71	31	length	length	NOUN
ajst-32558	71	32	limitation	limitation	NOUN
ajst-32558	71	33	of	of	ADP
ajst-32558	71	34	the	the	DET
ajst-32558	71	35	model	model	NOUN
ajst-32558	71	36	itself	itself	PRON
ajst-32558	71	37	.	.	PUNCT
ajst-32558	72	1	for	for	ADP
ajst-32558	72	2	example	example	NOUN
ajst-32558	72	3	,	,	PUNCT
ajst-32558	72	4	macaron	macaron	PROPN
ajst-32558	72	5	ai	ai	PROPN
ajst-32558	72	6	's	's	PART
ajst-32558	72	7	agentic	agentic	ADJ
ajst-32558	72	8	memory	memory	NOUN
ajst-32558	72	9	technology	technology	NOUN
ajst-32558	72	10	is	be	AUX
ajst-32558	72	11	a	a	DET
ajst-32558	72	12	typical	typical	ADJ
ajst-32558	72	13	practice	practice	NOUN
ajst-32558	72	14	in	in	ADP
ajst-32558	72	15	this	this	DET
ajst-32558	72	16	area	area	NOUN
ajst-32558	72	17	.	.	PUNCT
ajst-32558	73	1	and	and	CCONJ
ajst-32558	73	2	to	to	PART
ajst-32558	73	3	offer	offer	VERB
ajst-32558	73	4	a	a	DET
ajst-32558	73	5	comprehensive	comprehensive	ADJ
ajst-32558	73	6	reference	reference	NOUN
ajst-32558	73	7	for	for	ADP
ajst-32558	73	8	these	these	DET
ajst-32558	73	9	three	three	NUM
ajst-32558	73	10	core	core	NOUN
ajst-32558	73	11	techniques	technique	NOUN
ajst-32558	73	12	described	describe	VERB
ajst-32558	73	13	above	above	ADV
ajst-32558	73	14	,	,	PUNCT
ajst-32558	73	15	here	here	ADV
ajst-32558	73	16	’s	’	VERB
ajst-32558	73	17	the	the	DET
ajst-32558	73	18	table	table	NOUN
ajst-32558	73	19	1	1	NUM
ajst-32558	73	20	illustrates	illustrate	VERB
ajst-32558	73	21	them	they	PRON
ajst-32558	73	22	in	in	ADP
ajst-32558	73	23	four	four	NUM
ajst-32558	73	24	aspects	aspect	NOUN
ajst-32558	73	25	(	(	PUNCT
ajst-32558	73	26	the	the	DET
ajst-32558	73	27	advantages	advantage	NOUN
ajst-32558	73	28	,	,	PUNCT
ajst-32558	73	29	disadvantages	disadvantage	NOUN
ajst-32558	73	30	,	,	PUNCT
ajst-32558	73	31	typical	typical	ADJ
ajst-32558	73	32	applications	application	NOUN
ajst-32558	73	33	and	and	CCONJ
ajst-32558	73	34	relative	relative	ADJ
ajst-32558	73	35	cost	cost	NOUN
ajst-32558	73	36	)	)	PUNCT
ajst-32558	73	37	.	.	PUNCT
ajst-32558	74	1	4	4	X
ajst-32558	74	2	.	.	X
ajst-32558	74	3	evaluation	evaluation	NOUN
ajst-32558	74	4	system	system	NOUN
ajst-32558	74	5	and	and	CCONJ
ajst-32558	74	6	verification	verification	NOUN
ajst-32558	74	7	framework	framework	NOUN
ajst-32558	74	8	scientifically	scientifically	ADV
ajst-32558	74	9	evaluating	evaluate	VERB
ajst-32558	74	10	the	the	DET
ajst-32558	74	11	consistency	consistency	NOUN
ajst-32558	74	12	and	and	CCONJ
ajst-32558	74	13	authenticity	authenticity	NOUN
ajst-32558	74	14	of	of	ADP
ajst-32558	74	15	an	an	DET
ajst-32558	74	16	ai	ai	NOUN
ajst-32558	74	17	's	's	PART
ajst-32558	74	18	personality	personality	NOUN
ajst-32558	74	19	requires	require	VERB
ajst-32558	74	20	integrating	integrate	VERB
ajst-32558	74	21	psychological	psychological	ADJ
ajst-32558	74	22	scales	scale	NOUN
ajst-32558	74	23	with	with	ADP
ajst-32558	74	24	computational	computational	ADJ
ajst-32558	74	25	objective	objective	ADJ
ajst-32558	74	26	metrics	metric	NOUN
ajst-32558	74	27	,	,	PUNCT
ajst-32558	74	28	forming	form	VERB
ajst-32558	74	29	a	a	DET
ajst-32558	74	30	multi	multi	ADJ
ajst-32558	74	31	-	-	ADJ
ajst-32558	74	32	dimensional	dimensional	ADJ
ajst-32558	74	33	verification	verification	NOUN
ajst-32558	74	34	framework	framework	NOUN
ajst-32558	74	35	.	.	PUNCT
ajst-32558	75	1	4.1	4.1	NUM
ajst-32558	75	2	psychometric	psychometric	ADJ
ajst-32558	75	3	scales	scale	NOUN
ajst-32558	75	4	adapted	adapt	VERB
ajst-32558	75	5	traditional	traditional	ADJ
ajst-32558	75	6	personality	personality	NOUN
ajst-32558	75	7	psychology	psychology	NOUN
ajst-32558	75	8	scales	scale	NOUN
ajst-32558	75	9	are	be	AUX
ajst-32558	75	10	used	use	VERB
ajst-32558	75	11	to	to	PART
ajst-32558	75	12	evaluate	evaluate	VERB
ajst-32558	75	13	ai	ai	NOUN
ajst-32558	75	14	models	model	NOUN
ajst-32558	75	15	.	.	PUNCT
ajst-32558	76	1	for	for	ADP
ajst-32558	76	2	instance	instance	NOUN
ajst-32558	76	3	,	,	PUNCT
ajst-32558	76	4	the	the	DET
ajst-32558	76	5	language	language	NOUN
ajst-32558	76	6	model	model	NOUN
ajst-32558	76	7	personality	personality	NOUN
ajst-32558	76	8	assessment	assessment	NOUN
ajst-32558	76	9	(	(	PUNCT
ajst-32558	76	10	lmlpa	lmlpa	ADJ
ajst-32558	76	11	)	)	PUNCT
ajst-32558	76	12	system	system	NOUN
ajst-32558	76	13	[	[	X
ajst-32558	76	14	10	10	NUM
ajst-32558	76	15	]	]	X
ajst-32558	76	16	uses	use	VERB
ajst-32558	76	17	specifically	specifically	ADV
ajst-32558	76	18	designed	design	VERB
ajst-32558	76	19	prompts	prompt	NOUN
ajst-32558	76	20	to	to	PART
ajst-32558	76	21	guide	guide	VERB
ajst-32558	76	22	the	the	DET
ajst-32558	76	23	model	model	NOUN
ajst-32558	76	24	through	through	ADP
ajst-32558	76	25	a	a	DET
ajst-32558	76	26	series	series	NOUN
ajst-32558	76	27	of	of	ADP
ajst-32558	76	28	situational	situational	ADJ
ajst-32558	76	29	questions	question	NOUN
ajst-32558	76	30	and	and	CCONJ
ajst-32558	76	31	answers	answer	NOUN
ajst-32558	76	32	.	.	PUNCT
ajst-32558	77	1	the	the	DET
ajst-32558	77	2	responses	response	NOUN
ajst-32558	77	3	are	be	AUX
ajst-32558	77	4	then	then	ADV
ajst-32558	77	5	scored	score	VERB
ajst-32558	77	6	against	against	ADP
ajst-32558	77	7	the	the	DET
ajst-32558	77	8	"	"	PUNCT
ajst-32558	77	9	big	big	ADJ
ajst-32558	77	10	five	five	NUM
ajst-32558	77	11	"	"	PUNCT
ajst-32558	77	12	personality	personality	NOUN
ajst-32558	77	13	model	model	NOUN
ajst-32558	77	14	(	(	PUNCT
ajst-32558	77	15	openness	openness	NOUN
ajst-32558	77	16	,	,	PUNCT
ajst-32558	77	17	conscientiousness	conscientiousness	NOUN
ajst-32558	77	18	,	,	PUNCT
ajst-32558	77	19	extraversion	extraversion	NOUN
ajst-32558	77	20	,	,	PUNCT
ajst-32558	77	21	agreeableness	agreeableness	NOUN
ajst-32558	77	22	,	,	PUNCT
ajst-32558	77	23	neuroticism	neuroticism	NOUN
ajst-32558	77	24	)	)	PUNCT
ajst-32558	77	25	,	,	PUNCT
ajst-32558	77	26	enabling	enable	VERB
ajst-32558	77	27	quantitative	quantitative	ADJ
ajst-32558	77	28	analysis	analysis	NOUN
ajst-32558	77	29	of	of	ADP
ajst-32558	77	30	the	the	DET
ajst-32558	77	31	ai	ai	NOUN
ajst-32558	77	32	's	's	PART
ajst-32558	77	33	personality	personality	NOUN
ajst-32558	77	34	.	.	PUNCT
ajst-32558	78	1	4.2	4.2	NUM
ajst-32558	78	2	long	long	ADJ
ajst-32558	78	3	-	-	PUNCT
ajst-32558	78	4	term	term	NOUN
ajst-32558	78	5	memory	memory	NOUN
ajst-32558	78	6	and	and	CCONJ
ajst-32558	78	7	consistency	consistency	NOUN
ajst-32558	78	8	verification	verification	NOUN
ajst-32558	78	9	assessing	assess	VERB
ajst-32558	78	10	the	the	DET
ajst-32558	78	11	stability	stability	NOUN
ajst-32558	78	12	of	of	ADP
ajst-32558	78	13	personality	personality	NOUN
ajst-32558	78	14	over	over	ADP
ajst-32558	78	15	long	long	ADJ
ajst-32558	78	16	-	-	PUNCT
ajst-32558	78	17	term	term	NOUN
ajst-32558	78	18	interactions	interaction	NOUN
ajst-32558	78	19	is	be	AUX
ajst-32558	78	20	crucial	crucial	ADJ
ajst-32558	78	21	.	.	PUNCT
ajst-32558	79	1	the	the	DET
ajst-32558	79	2	forgetting	forget	VERB
ajst-32558	79	3	curve	curve	NOUN
ajst-32558	79	4	test	test	NOUN
ajst-32558	79	5	[	[	X
ajst-32558	79	6	11	11	NUM
ajst-32558	79	7	]	]	PUNCT
ajst-32558	79	8	evaluates	evaluate	VERB
ajst-32558	79	9	the	the	DET
ajst-32558	79	10	coherence	coherence	NOUN
ajst-32558	79	11	of	of	ADP
ajst-32558	79	12	personality	personality	NOUN
ajst-32558	79	13	expression	expression	NOUN
ajst-32558	79	14	by	by	ADP
ajst-32558	79	15	querying	query	VERB
ajst-32558	79	16	the	the	DET
ajst-32558	79	17	model	model	NOUN
ajst-32558	79	18	about	about	ADP
ajst-32558	79	19	personality	personality	NOUN
ajst-32558	79	20	preferences	preference	NOUN
ajst-32558	79	21	or	or	CCONJ
ajst-32558	79	22	key	key	ADJ
ajst-32558	79	23	facts	fact	NOUN
ajst-32558	79	24	set	set	VERB
ajst-32558	79	25	in	in	ADP
ajst-32558	79	26	earlier	early	ADJ
ajst-32558	79	27	conversations	conversation	NOUN
ajst-32558	79	28	after	after	ADP
ajst-32558	79	29	different	different	ADJ
ajst-32558	79	30	time	time	NOUN
ajst-32558	79	31	intervals	interval	NOUN
ajst-32558	79	32	,	,	PUNCT
ajst-32558	79	33	thereby	thereby	ADV
ajst-32558	79	34	testing	test	VERB
ajst-32558	79	35	its	its	PRON
ajst-32558	79	36	long	long	ADJ
ajst-32558	79	37	-	-	PUNCT
ajst-32558	79	38	term	term	NOUN
ajst-32558	79	39	memory	memory	NOUN
ajst-32558	79	40	retention	retention	NOUN
ajst-32558	79	41	rate	rate	NOUN
ajst-32558	79	42	.	.	PUNCT
ajst-32558	80	1	5	5	X
ajst-32558	80	2	.	.	X
ajst-32558	80	3	application	application	NOUN
ajst-32558	80	4	scenarios	scenario	NOUN
ajst-32558	80	5	and	and	CCONJ
ajst-32558	80	6	typical	typical	ADJ
ajst-32558	80	7	cases	case	NOUN
ajst-32558	80	8	5.1	5.1	NUM
ajst-32558	80	9	professional	professional	ADJ
ajst-32558	80	10	roles	role	NOUN
ajst-32558	80	11	in	in	ADP
ajst-32558	80	12	vertical	vertical	ADJ
ajst-32558	80	13	domains	domain	NOUN
ajst-32558	80	14	in	in	ADP
ajst-32558	80	15	professional	professional	ADJ
ajst-32558	80	16	service	service	NOUN
ajst-32558	80	17	scenarios	scenario	NOUN
ajst-32558	80	18	,	,	PUNCT
ajst-32558	80	19	personality	personality	NOUN
ajst-32558	80	20	customization	customization	NOUN
ajst-32558	80	21	aims	aim	VERB
ajst-32558	80	22	to	to	PART
ajst-32558	80	23	enhance	enhance	VERB
ajst-32558	80	24	service	service	NOUN
ajst-32558	80	25	efficiency	efficiency	NOUN
ajst-32558	80	26	and	and	CCONJ
ajst-32558	80	27	user	user	NOUN
ajst-32558	80	28	experience	experience	NOUN
ajst-32558	80	29	.	.	PUNCT
ajst-32558	81	1	for	for	ADP
ajst-32558	81	2	example	example	NOUN
ajst-32558	81	3	,	,	PUNCT
ajst-32558	81	4	bank	bank	NOUN
ajst-32558	81	5	customer	customer	NOUN
ajst-32558	81	6	service	service	NOUN
ajst-32558	81	7	systems	system	NOUN
ajst-32558	81	8	employ	employ	VERB
ajst-32558	81	9	"	"	PUNCT
ajst-32558	81	10	meticulous	meticulous	ADJ
ajst-32558	81	11	"	"	PUNCT
ajst-32558	81	12	ais	ais	NOUN
ajst-32558	81	13	to	to	PART
ajst-32558	81	14	reduce	reduce	VERB
ajst-32558	81	15	hallucination	hallucination	NOUN
ajst-32558	81	16	rates	rate	NOUN
ajst-32558	81	17	and	and	CCONJ
ajst-32558	81	18	ensure	ensure	VERB
ajst-32558	81	19	reply	reply	NOUN
ajst-32558	81	20	accuracy	accuracy	NOUN
ajst-32558	81	21	;	;	PUNCT
ajst-32558	81	22	whereas	whereas	SCONJ
ajst-32558	81	23	medical	medical	ADJ
ajst-32558	81	24	consultation	consultation	NOUN
ajst-32558	81	25	assistants	assistant	NOUN
ajst-32558	81	26	adopt	adopt	VERB
ajst-32558	81	27	"	"	PUNCT
ajst-32558	81	28	empathetic	empathetic	ADJ
ajst-32558	81	29	"	"	PUNCT
ajst-32558	81	30	personalities	personality	NOUN
ajst-32558	81	31	,	,	PUNCT
ajst-32558	81	32	using	use	VERB
ajst-32558	81	33	a	a	DET
ajst-32558	81	34	gentle	gentle	ADJ
ajst-32558	81	35	tone	tone	NOUN
ajst-32558	81	36	to	to	PART
ajst-32558	81	37	enhance	enhance	VERB
ajst-32558	81	38	user	user	NOUN
ajst-32558	81	39	trust	trust	NOUN
ajst-32558	81	40	and	and	CCONJ
ajst-32558	81	41	comfort	comfort	NOUN
ajst-32558	81	42	.	.	PUNCT
ajst-32558	82	1	the	the	DET
ajst-32558	82	2	"	"	PUNCT
ajst-32558	82	3	automatic	automatic	ADJ
ajst-32558	82	4	/	/	SYM
ajst-32558	82	5	fast	fast	ADJ
ajst-32558	82	6	/	/	SYM
ajst-32558	82	7	deep	deep	ADJ
ajst-32558	82	8	thinking	thinking	NOUN
ajst-32558	82	9	"	"	PUNCT
ajst-32558	82	10	three	three	NUM
ajst-32558	82	11	-	-	PUNCT
ajst-32558	82	12	mode	mode	NOUN
ajst-32558	82	13	provided	provide	VERB
ajst-32558	82	14	by	by	ADP
ajst-32558	82	15	gpt-5	gpt-5	PUNCT
ajst-32558	82	16	enterprise	enterprise	NOUN
ajst-32558	82	17	edition	edition	NOUN
ajst-32558	82	18	essentially	essentially	ADV
ajst-32558	82	19	involves	involve	VERB
ajst-32558	82	20	switching	switch	VERB
ajst-32558	82	21	different	different	ADJ
ajst-32558	82	22	"	"	PUNCT
ajst-32558	82	23	work	work	NOUN
ajst-32558	82	24	personalities	personality	NOUN
ajst-32558	82	25	"	"	PUNCT
ajst-32558	82	26	for	for	ADP
ajst-32558	82	27	different	different	ADJ
ajst-32558	82	28	task	task	NOUN
ajst-32558	82	29	needs	need	VERB
ajst-32558	82	30	[	[	X
ajst-32558	82	31	12	12	NUM
ajst-32558	82	32	]	]	PUNCT
ajst-32558	82	33	.	.	PUNCT
ajst-32558	83	1	5.2	5.2	NUM
ajst-32558	83	2	entertainment	entertainment	NOUN
ajst-32558	83	3	and	and	CCONJ
ajst-32558	83	4	social	social	ADJ
ajst-32558	83	5	applications	application	NOUN
ajst-32558	83	6	in	in	ADP
ajst-32558	83	7	gaming	gaming	NOUN
ajst-32558	83	8	and	and	CCONJ
ajst-32558	83	9	virtual	virtual	ADJ
ajst-32558	83	10	social	social	ADJ
ajst-32558	83	11	interactions	interaction	NOUN
ajst-32558	83	12	,	,	PUNCT
ajst-32558	83	13	personality	personality	NOUN
ajst-32558	83	14	customization	customization	NOUN
ajst-32558	83	15	is	be	AUX
ajst-32558	83	16	core	core	ADJ
ajst-32558	83	17	to	to	ADP
ajst-32558	83	18	creating	create	VERB
ajst-32558	83	19	immersion	immersion	NOUN
ajst-32558	83	20	.	.	PUNCT
ajst-32558	84	1	research	research	NOUN
ajst-32558	84	2	indicates	indicate	VERB
ajst-32558	84	3	that	that	SCONJ
ajst-32558	84	4	analyzing	analyze	VERB
ajst-32558	84	5	players	player	NOUN
ajst-32558	84	6	'	'	PART
ajst-32558	84	7	in	in	ADP
ajst-32558	84	8	-	-	PUNCT
ajst-32558	84	9	game	game	NOUN
ajst-32558	84	10	spatial	spatial	ADJ
ajst-32558	84	11	customization	customization	NOUN
ajst-32558	84	12	behaviors	behavior	NOUN
ajst-32558	84	13	(	(	PUNCT
ajst-32558	84	14	like	like	ADP
ajst-32558	84	15	building	build	VERB
ajst-32558	84	16	layout	layout	NOUN
ajst-32558	84	17	and	and	CCONJ
ajst-32558	84	18	decoration	decoration	NOUN
ajst-32558	84	19	style	style	NOUN
ajst-32558	84	20	)	)	PUNCT
ajst-32558	84	21	can	can	AUX
ajst-32558	84	22	infer	infer	VERB
ajst-32558	84	23	their	their	PRON
ajst-32558	84	24	personality	personality	NOUN
ajst-32558	84	25	traits	trait	NOUN
ajst-32558	84	26	,	,	PUNCT
ajst-32558	84	27	thereby	thereby	ADV
ajst-32558	84	28	providing	provide	VERB
ajst-32558	84	29	a	a	DET
ajst-32558	84	30	theoretical	theoretical	ADJ
ajst-32558	84	31	basis	basis	NOUN
ajst-32558	84	32	for	for	ADP
ajst-32558	84	33	personalized	personalized	ADJ
ajst-32558	84	34	interaction	interaction	NOUN
ajst-32558	84	35	design	design	NOUN
ajst-32558	84	36	in	in	ADP
ajst-32558	84	37	social	social	ADJ
ajst-32558	84	38	games	game	NOUN
ajst-32558	85	1	[	[	X
ajst-32558	85	2	13	13	NUM
ajst-32558	85	3	]	]	PUNCT
ajst-32558	85	4	.	.	PUNCT
ajst-32558	86	1	further	far	ADV
ajst-32558	86	2	,	,	PUNCT
ajst-32558	86	3	research	research	NOUN
ajst-32558	86	4	has	have	AUX
ajst-32558	86	5	proposed	propose	VERB
ajst-32558	86	6	frameworks	framework	NOUN
ajst-32558	86	7	driven	drive	VERB
ajst-32558	86	8	by	by	ADP
ajst-32558	86	9	biosensor	biosensor	NOUN
ajst-32558	86	10	data	datum	NOUN
ajst-32558	86	11	,	,	PUNCT
ajst-32558	86	12	questionnaires	questionnaire	NOUN
ajst-32558	86	13	,	,	PUNCT
ajst-32558	86	14	and	and	CCONJ
ajst-32558	86	15	gameplay	gameplay	NOUN
ajst-32558	86	16	behavior	behavior	NOUN
ajst-32558	86	17	data	datum	NOUN
ajst-32558	86	18	to	to	PART
ajst-32558	86	19	adapt	adapt	VERB
ajst-32558	86	20	the	the	DET
ajst-32558	86	21	personality	personality	NOUN
ajst-32558	86	22	of	of	ADP
ajst-32558	86	23	nonplayer	nonplayer	ADJ
ajst-32558	86	24	characters	character	NOUN
ajst-32558	86	25	(	(	PUNCT
ajst-32558	86	26	npcs	npc	NOUN
ajst-32558	86	27	)	)	PUNCT
ajst-32558	86	28	,	,	PUNCT
ajst-32558	86	29	realizing	realize	VERB
ajst-32558	86	30	"	"	PUNCT
ajst-32558	86	31	companion	companion	NOUN
ajst-32558	86	32	npcs	npc	NOUN
ajst-32558	86	33	"	"	PUNCT
ajst-32558	86	34	that	that	PRON
ajst-32558	86	35	can	can	AUX
ajst-32558	86	36	grow	grow	VERB
ajst-32558	86	37	with	with	ADP
ajst-32558	86	38	the	the	DET
ajst-32558	86	39	player	player	NOUN
ajst-32558	86	40	,	,	PUNCT
ajst-32558	86	41	offering	offer	VERB
ajst-32558	86	42	a	a	DET
ajst-32558	86	43	technical	technical	ADJ
ajst-32558	86	44	prototype	prototype	NOUN
ajst-32558	86	45	for	for	ADP
ajst-32558	86	46	"	"	PUNCT
ajst-32558	86	47	lifelong	lifelong	ADJ
ajst-32558	86	48	companion	companion	NOUN
ajst-32558	86	49	ai	ai	VERB
ajst-32558	86	50	agents	agent	NOUN
ajst-32558	86	51	"	"	PUNCT
ajst-32558	86	52	[	[	X
ajst-32558	86	53	14	14	NUM
ajst-32558	86	54	]	]	SYM
ajst-32558	86	55	140	140	NUM
ajst-32558	86	56	6	6	NUM
ajst-32558	86	57	.	.	PUNCT
ajst-32558	86	58	challenges	challenge	NOUN
ajst-32558	86	59	and	and	CCONJ
ajst-32558	86	60	future	future	ADJ
ajst-32558	86	61	directions	direction	NOUN
ajst-32558	86	62	6.1	6.1	NUM
ajst-32558	86	63	existing	exist	VERB
ajst-32558	86	64	technical	technical	ADJ
ajst-32558	86	65	bottlenecks	bottleneck	NOUN
ajst-32558	86	66	first	first	ADV
ajst-32558	86	67	of	of	ADP
ajst-32558	86	68	all	all	PRON
ajst-32558	86	69	,	,	PUNCT
ajst-32558	86	70	the	the	DET
ajst-32558	86	71	personality	personality	NOUN
ajst-32558	86	72	conflict	conflict	NOUN
ajst-32558	86	73	and	and	CCONJ
ajst-32558	86	74	the	the	DET
ajst-32558	86	75	lack	lack	NOUN
ajst-32558	86	76	of	of	ADP
ajst-32558	86	77	decision	decision	NOUN
ajst-32558	86	78	weighting	weighting	NOUN
ajst-32558	86	79	is	be	AUX
ajst-32558	86	80	consistently	consistently	ADV
ajst-32558	86	81	a	a	DET
ajst-32558	86	82	big	big	ADJ
ajst-32558	86	83	barrier	barrier	NOUN
ajst-32558	86	84	for	for	ADP
ajst-32558	86	85	current	current	ADJ
ajst-32558	86	86	ai	ai	PROPN
ajst-32558	86	87	development	development	NOUN
ajst-32558	86	88	.	.	PUNCT
ajst-32558	87	1	when	when	SCONJ
ajst-32558	87	2	multiple	multiple	ADJ
ajst-32558	87	3	personality	personality	NOUN
ajst-32558	87	4	traits	trait	NOUN
ajst-32558	87	5	are	be	AUX
ajst-32558	87	6	reinforced	reinforce	VERB
ajst-32558	87	7	simultaneously	simultaneously	ADV
ajst-32558	87	8	,	,	PUNCT
ajst-32558	87	9	the	the	DET
ajst-32558	87	10	model	model	NOUN
ajst-32558	87	11	may	may	AUX
ajst-32558	87	12	fall	fall	VERB
ajst-32558	87	13	into	into	ADP
ajst-32558	87	14	internal	internal	ADJ
ajst-32558	87	15	contradictions	contradiction	NOUN
ajst-32558	87	16	,	,	PUNCT
ajst-32558	87	17	lacking	lack	VERB
ajst-32558	87	18	the	the	DET
ajst-32558	87	19	ability	ability	NOUN
ajst-32558	87	20	to	to	PART
ajst-32558	87	21	prioritize	prioritize	VERB
ajst-32558	87	22	different	different	ADJ
ajst-32558	87	23	traits	trait	NOUN
ajst-32558	87	24	in	in	ADP
ajst-32558	87	25	specific	specific	ADJ
ajst-32558	87	26	contexts	contexts	NOUN
ajst-32558	87	27	.	.	PUNCT
ajst-32558	88	1	the	the	DET
ajst-32558	88	2	second	second	ADJ
ajst-32558	88	3	problem	problem	NOUN
ajst-32558	88	4	is	be	AUX
ajst-32558	88	5	the	the	DET
ajst-32558	88	6	high	high	ADJ
ajst-32558	88	7	computational	computational	ADJ
ajst-32558	88	8	cost	cost	NOUN
ajst-32558	88	9	.	.	PUNCT
ajst-32558	89	1	maintaining	maintain	VERB
ajst-32558	89	2	long	long	ADJ
ajst-32558	89	3	-	-	PUNCT
ajst-32558	89	4	term	term	NOUN
ajst-32558	89	5	personality	personality	NOUN
ajst-32558	89	6	memories	memory	NOUN
ajst-32558	89	7	for	for	ADP
ajst-32558	89	8	large	large	ADJ
ajst-32558	89	9	-	-	PUNCT
ajst-32558	89	10	scale	scale	NOUN
ajst-32558	89	11	users	user	NOUN
ajst-32558	89	12	requires	require	VERB
ajst-32558	89	13	significant	significant	ADJ
ajst-32558	89	14	storage	storage	NOUN
ajst-32558	89	15	and	and	CCONJ
ajst-32558	89	16	computational	computational	ADJ
ajst-32558	89	17	overhead	overhead	NOUN
ajst-32558	89	18	.	.	PUNCT
ajst-32558	90	1	for	for	ADP
ajst-32558	90	2	instance	instance	NOUN
ajst-32558	90	3	,	,	PUNCT
ajst-32558	90	4	sustaining	sustain	VERB
ajst-32558	90	5	high	high	ADJ
ajst-32558	90	6	-	-	PUNCT
ajst-32558	90	7	quality	quality	NOUN
ajst-32558	90	8	long	long	ADJ
ajst-32558	90	9	-	-	PUNCT
ajst-32558	90	10	term	term	NOUN
ajst-32558	90	11	memory	memory	NOUN
ajst-32558	90	12	for	for	ADP
ajst-32558	90	13	1	1	NUM
ajst-32558	90	14	million	million	NUM
ajst-32558	90	15	users	user	NOUN
ajst-32558	90	16	might	might	AUX
ajst-32558	90	17	require	require	VERB
ajst-32558	90	18	the	the	DET
ajst-32558	90	19	computational	computational	ADJ
ajst-32558	90	20	power	power	NOUN
ajst-32558	90	21	of	of	ADP
ajst-32558	90	22	a	a	DET
ajst-32558	90	23	500	500	NUM
ajst-32558	90	24	+	+	NUM
ajst-32558	90	25	h100	h100	PROPN
ajst-32558	90	26	gpu	gpu	NOUN
ajst-32558	90	27	cluster	cluster	NOUN
ajst-32558	90	28	.	.	PUNCT
ajst-32558	91	1	6.2	6.2	NUM
ajst-32558	91	2	frontier	frontier	NOUN
ajst-32558	91	3	exploration	exploration	NOUN
ajst-32558	91	4	directions	direction	NOUN
ajst-32558	91	5	there	there	PRON
ajst-32558	91	6	are	be	VERB
ajst-32558	91	7	several	several	ADJ
ajst-32558	91	8	frontier	frontier	NOUN
ajst-32558	91	9	exploration	exploration	NOUN
ajst-32558	91	10	directions	direction	NOUN
ajst-32558	91	11	,	,	PUNCT
ajst-32558	91	12	aiming	aim	VERB
ajst-32558	91	13	to	to	PART
ajst-32558	91	14	develop	develop	VERB
ajst-32558	91	15	the	the	DET
ajst-32558	91	16	forms	form	NOUN
ajst-32558	91	17	of	of	ADP
ajst-32558	91	18	ai	ai	VERB
ajst-32558	91	19	’s	’s	PART
ajst-32558	91	20	personalities	personality	NOUN
ajst-32558	91	21	expressing	express	VERB
ajst-32558	91	22	.	.	PUNCT
ajst-32558	92	1	the	the	DET
ajst-32558	92	2	first	first	ADJ
ajst-32558	92	3	one	one	NOUN
ajst-32558	92	4	is	be	AUX
ajst-32558	92	5	the	the	DET
ajst-32558	92	6	cognitive	cognitive	ADJ
ajst-32558	92	7	architecture	architecture	NOUN
ajst-32558	92	8	innovation	innovation	NOUN
ajst-32558	92	9	for	for	ADP
ajst-32558	92	10	current	current	ADJ
ajst-32558	92	11	ai	ai	NOUN
ajst-32558	92	12	.	.	PUNCT
ajst-32558	93	1	future	future	ADJ
ajst-32558	93	2	research	research	NOUN
ajst-32558	93	3	will	will	AUX
ajst-32558	93	4	focus	focus	VERB
ajst-32558	93	5	on	on	ADP
ajst-32558	93	6	decoupling	decouple	VERB
ajst-32558	93	7	personality	personality	NOUN
ajst-32558	93	8	from	from	ADP
ajst-32558	93	9	commonsense	commonsense	NOUN
ajst-32558	93	10	/	/	SYM
ajst-32558	93	11	context	context	NOUN
ajst-32558	93	12	,	,	PUNCT
ajst-32558	93	13	avoiding	avoid	VERB
ajst-32558	93	14	inappropriate	inappropriate	ADJ
ajst-32558	93	15	behaviors	behavior	NOUN
ajst-32558	93	16	like	like	ADP
ajst-32558	93	17	an	an	DET
ajst-32558	93	18	"	"	PUNCT
ajst-32558	93	19	optimistic	optimistic	ADJ
ajst-32558	93	20	ai	ai	AUX
ajst-32558	93	21	still	still	ADV
ajst-32558	93	22	smiling	smile	VERB
ajst-32558	93	23	in	in	ADP
ajst-32558	93	24	a	a	DET
ajst-32558	93	25	tragic	tragic	ADJ
ajst-32558	93	26	scene	scene	NOUN
ajst-32558	93	27	,	,	PUNCT
ajst-32558	93	28	"	"	PUNCT
ajst-32558	93	29	and	and	CCONJ
ajst-32558	93	30	achieving	achieve	VERB
ajst-32558	93	31	more	more	ADV
ajst-32558	93	32	intelligent	intelligent	ADJ
ajst-32558	93	33	context	context	NOUN
ajst-32558	93	34	-	-	PUNCT
ajst-32558	93	35	aware	aware	ADJ
ajst-32558	93	36	personality	personality	NOUN
ajst-32558	93	37	expression	expression	NOUN
ajst-32558	93	38	.	.	PUNCT
ajst-32558	94	1	additionally	additionally	ADV
ajst-32558	94	2	,	,	PUNCT
ajst-32558	94	3	ai	ai	VERB
ajst-32558	94	4	will	will	AUX
ajst-32558	94	5	do	do	VERB
ajst-32558	94	6	dynamic	dynamic	ADJ
ajst-32558	94	7	trait	trait	NOUN
ajst-32558	94	8	adjustment	adjustment	NOUN
ajst-32558	94	9	itself	itself	PRON
ajst-32558	94	10	in	in	ADP
ajst-32558	94	11	the	the	DET
ajst-32558	94	12	future	future	NOUN
ajst-32558	94	13	.	.	PUNCT
ajst-32558	95	1	explore	explore	VERB
ajst-32558	95	2	the	the	DET
ajst-32558	95	3	possibility	possibility	NOUN
ajst-32558	95	4	of	of	ADP
ajst-32558	95	5	adjusting	adjust	VERB
ajst-32558	95	6	ai	ai	PRON
ajst-32558	95	7	personality	personality	NOUN
ajst-32558	95	8	modes	mode	NOUN
ajst-32558	95	9	in	in	ADP
ajst-32558	95	10	real	real	ADJ
ajst-32558	95	11	-	-	PUNCT
ajst-32558	95	12	time	time	NOUN
ajst-32558	95	13	and	and	CCONJ
ajst-32558	95	14	smoothly	smoothly	ADV
ajst-32558	95	15	based	base	VERB
ajst-32558	95	16	on	on	ADP
ajst-32558	95	17	external	external	ADJ
ajst-32558	95	18	environments	environment	NOUN
ajst-32558	95	19	(	(	PUNCT
ajst-32558	95	20	e.g.	e.g.	ADV
ajst-32558	95	21	,	,	PUNCT
ajst-32558	95	22	circadian	circadian	ADJ
ajst-32558	95	23	rhythms	rhythm	NOUN
ajst-32558	95	24	)	)	PUNCT
ajst-32558	95	25	or	or	CCONJ
ajst-32558	95	26	user	user	NOUN
ajst-32558	95	27	states	state	NOUN
ajst-32558	95	28	,	,	PUNCT
ajst-32558	95	29	making	make	VERB
ajst-32558	95	30	interactions	interaction	NOUN
ajst-32558	95	31	more	more	ADV
ajst-32558	95	32	adaptive	adaptive	ADJ
ajst-32558	95	33	and	and	CCONJ
ajst-32558	95	34	natural	natural	ADJ
ajst-32558	95	35	.	.	PUNCT
ajst-32558	96	1	what	what	PRON
ajst-32558	96	2	’s	’	VERB
ajst-32558	96	3	more	more	ADJ
ajst-32558	96	4	,	,	PUNCT
ajst-32558	96	5	multimodal	multimodal	ADJ
ajst-32558	96	6	personality	personality	NOUN
ajst-32558	96	7	extension	extension	NOUN
ajst-32558	96	8	for	for	ADP
ajst-32558	96	9	ai	ai	NOUN
ajst-32558	96	10	could	could	AUX
ajst-32558	96	11	be	be	AUX
ajst-32558	96	12	expected	expect	VERB
ajst-32558	96	13	.	.	PUNCT
ajst-32558	97	1	when	when	SCONJ
ajst-32558	97	2	ai	ai	VERB
ajst-32558	97	3	possesses	possess	VERB
ajst-32558	97	4	a	a	DET
ajst-32558	97	5	physical	physical	ADJ
ajst-32558	97	6	embodiment	embodiment	NOUN
ajst-32558	97	7	(	(	PUNCT
ajst-32558	97	8	e.g.	e.g.	ADV
ajst-32558	97	9	,	,	PUNCT
ajst-32558	97	10	robots	robot	NOUN
ajst-32558	97	11	,	,	PUNCT
ajst-32558	97	12	virtual	virtual	ADJ
ajst-32558	97	13	avatars	avatar	NOUN
ajst-32558	97	14	)	)	PUNCT
ajst-32558	97	15	,	,	PUNCT
ajst-32558	97	16	its	its	PRON
ajst-32558	97	17	personality	personality	NOUN
ajst-32558	97	18	expression	expression	NOUN
ajst-32558	97	19	extends	extend	VERB
ajst-32558	97	20	from	from	ADP
ajst-32558	97	21	pure	pure	ADJ
ajst-32558	97	22	text	text	NOUN
ajst-32558	97	23	to	to	ADP
ajst-32558	97	24	multimodal	multimodal	ADJ
ajst-32558	97	25	channels	channel	NOUN
ajst-32558	97	26	like	like	ADP
ajst-32558	97	27	voice	voice	NOUN
ajst-32558	97	28	,	,	PUNCT
ajst-32558	97	29	facial	facial	ADJ
ajst-32558	97	30	expressions	expression	NOUN
ajst-32558	97	31	,	,	PUNCT
ajst-32558	97	32	and	and	CCONJ
ajst-32558	97	33	gestures	gesture	NOUN
ajst-32558	97	34	[	[	X
ajst-32558	97	35	15	15	NUM
ajst-32558	97	36	]	]	PUNCT
ajst-32558	97	37	.	.	PUNCT
ajst-32558	98	1	an	an	DET
ajst-32558	98	2	"	"	PUNCT
ajst-32558	98	3	optimistic	optimistic	ADJ
ajst-32558	98	4	"	"	PUNCT
ajst-32558	98	5	ai	ai	NOUN
ajst-32558	98	6	would	would	AUX
ajst-32558	98	7	not	not	PART
ajst-32558	98	8	only	only	ADV
ajst-32558	98	9	use	use	VERB
ajst-32558	98	10	positive	positive	ADJ
ajst-32558	98	11	text	text	NOUN
ajst-32558	98	12	but	but	CCONJ
ajst-32558	98	13	also	also	ADV
ajst-32558	98	14	have	have	VERB
ajst-32558	98	15	a	a	DET
ajst-32558	98	16	livelier	lively	ADJ
ajst-32558	98	17	vocal	vocal	ADJ
ajst-32558	98	18	tone	tone	NOUN
ajst-32558	98	19	and	and	CCONJ
ajst-32558	98	20	richer	rich	ADJ
ajst-32558	98	21	facial	facial	ADJ
ajst-32558	98	22	expressions	expression	NOUN
ajst-32558	98	23	.	.	PUNCT
ajst-32558	99	1	this	this	DET
ajst-32558	99	2	multimodal	multimodal	ADJ
ajst-32558	99	3	fusion	fusion	NOUN
ajst-32558	99	4	of	of	ADP
ajst-32558	99	5	personality	personality	NOUN
ajst-32558	99	6	expression	expression	NOUN
ajst-32558	99	7	can	can	AUX
ajst-32558	99	8	significantly	significantly	ADV
ajst-32558	99	9	enhance	enhance	VERB
ajst-32558	99	10	the	the	DET
ajst-32558	99	11	realism	realism	NOUN
ajst-32558	99	12	and	and	CCONJ
ajst-32558	99	13	immersion	immersion	NOUN
ajst-32558	99	14	of	of	ADP
ajst-32558	99	15	interaction	interaction	NOUN
ajst-32558	99	16	,	,	PUNCT
ajst-32558	99	17	representing	represent	VERB
ajst-32558	99	18	an	an	DET
ajst-32558	99	19	important	important	ADJ
ajst-32558	99	20	development	development	NOUN
ajst-32558	99	21	direction	direction	NOUN
ajst-32558	99	22	for	for	ADP
ajst-32558	99	23	personality	personality	NOUN
ajst-32558	99	24	customization	customization	NOUN
ajst-32558	99	25	technology	technology	NOUN
ajst-32558	99	26	in	in	ADP
ajst-32558	99	27	the	the	DET
ajst-32558	99	28	field	field	NOUN
ajst-32558	99	29	of	of	ADP
ajst-32558	99	30	embodied	embodied	ADJ
ajst-32558	99	31	intelligence	intelligence	NOUN
ajst-32558	99	32	.	.	PUNCT
ajst-32558	100	1	safety	safety	NOUN
ajst-32558	100	2	and	and	CCONJ
ajst-32558	100	3	ethical	ethical	ADJ
ajst-32558	100	4	framework	framework	NOUN
ajst-32558	100	5	are	be	AUX
ajst-32558	100	6	also	also	ADV
ajst-32558	100	7	being	be	AUX
ajst-32558	100	8	focused	focus	VERB
ajst-32558	100	9	on	on	ADP
ajst-32558	100	10	nowadays	nowadays	ADV
ajst-32558	100	11	.	.	PUNCT
ajst-32558	101	1	one	one	NUM
ajst-32558	101	2	of	of	ADP
ajst-32558	101	3	them	they	PRON
ajst-32558	101	4	is	be	AUX
ajst-32558	101	5	the	the	DET
ajst-32558	101	6	personality	personality	NOUN
ajst-32558	101	7	firewall	firewall	NOUN
ajst-32558	101	8	,	,	PUNCT
ajst-32558	101	9	establishing	establish	VERB
ajst-32558	101	10	mechanisms	mechanism	NOUN
ajst-32558	101	11	to	to	PART
ajst-32558	101	12	block	block	VERB
ajst-32558	101	13	dangerous	dangerous	ADJ
ajst-32558	101	14	combinations	combination	NOUN
ajst-32558	101	15	of	of	ADP
ajst-32558	101	16	personality	personality	NOUN
ajst-32558	101	17	traits	trait	NOUN
ajst-32558	101	18	(	(	PUNCT
ajst-32558	101	19	e.g.	e.g.	ADV
ajst-32558	101	20	,	,	PUNCT
ajst-32558	101	21	"	"	PUNCT
ajst-32558	101	22	high	high	ADJ
ajst-32558	101	23	aggressiveness	aggressiveness	NOUN
ajst-32558	101	24	"	"	PUNCT
ajst-32558	101	25	with	with	ADP
ajst-32558	101	26	"	"	PUNCT
ajst-32558	101	27	high	high	ADJ
ajst-32558	101	28	persuasiveness	persuasiveness	NOUN
ajst-32558	101	29	"	"	PUNCT
ajst-32558	101	30	)	)	PUNCT
ajst-32558	101	31	.	.	PUNCT
ajst-32558	102	1	in	in	ADP
ajst-32558	102	2	addition	addition	NOUN
ajst-32558	102	3	,	,	PUNCT
ajst-32558	102	4	transparency	transparency	NOUN
ajst-32558	102	5	labeling	labeling	NOUN
ajst-32558	102	6	is	be	AUX
ajst-32558	102	7	being	be	AUX
ajst-32558	102	8	requested	request	VERB
ajst-32558	102	9	and	and	CCONJ
ajst-32558	102	10	conducted	conduct	VERB
ajst-32558	102	11	currently	currently	ADV
ajst-32558	102	12	.	.	PUNCT
ajst-32558	103	1	following	follow	VERB
ajst-32558	103	2	proposals	proposal	NOUN
ajst-32558	103	3	from	from	ADP
ajst-32558	103	4	bodies	body	NOUN
ajst-32558	103	5	like	like	ADP
ajst-32558	103	6	the	the	DET
ajst-32558	103	7	eu	eu	PROPN
ajst-32558	103	8	,	,	PUNCT
ajst-32558	103	9	clearly	clearly	ADV
ajst-32558	103	10	label	label	VERB
ajst-32558	103	11	the	the	DET
ajst-32558	103	12	personality	personality	NOUN
ajst-32558	103	13	mode	mode	NOUN
ajst-32558	103	14	currently	currently	ADV
ajst-32558	103	15	in	in	ADP
ajst-32558	103	16	use	use	NOUN
ajst-32558	103	17	(	(	PUNCT
ajst-32558	103	18	e.g.	e.g.	ADV
ajst-32558	103	19	,	,	PUNCT
ajst-32558	103	20	"	"	PUNCT
ajst-32558	103	21	enfj	enfj	NOUN
ajst-32558	103	22	"	"	PUNCT
ajst-32558	103	23	)	)	PUNCT
ajst-32558	103	24	during	during	ADP
ajst-32558	103	25	ai	ai	ADJ
ajst-32558	103	26	interactions	interaction	NOUN
ajst-32558	103	27	to	to	PART
ajst-32558	103	28	ensure	ensure	VERB
ajst-32558	103	29	user	user	NOUN
ajst-32558	103	30	awareness	awareness	NOUN
ajst-32558	103	31	.	.	PUNCT
ajst-32558	104	1	the	the	DET
ajst-32558	104	2	scientific	scientific	NOUN
ajst-32558	104	3	of	of	ADP
ajst-32558	104	4	evaluation	evaluation	NOUN
ajst-32558	104	5	for	for	ADP
ajst-32558	104	6	ai	ai	NOUN
ajst-32558	104	7	has	have	VERB
ajst-32558	104	8	high	high	ADJ
ajst-32558	104	9	request	request	NOUN
ajst-32558	104	10	.	.	PUNCT
ajst-32558	105	1	firstly	firstly	ADV
ajst-32558	105	2	,	,	PUNCT
ajst-32558	105	3	physiological	physiological	ADJ
ajst-32558	105	4	signal	signal	NOUN
ajst-32558	105	5	feedback	feedback	NOUN
ajst-32558	105	6	is	be	AUX
ajst-32558	105	7	suggested	suggest	VERB
ajst-32558	105	8	to	to	PART
ajst-32558	105	9	be	be	AUX
ajst-32558	105	10	a	a	DET
ajst-32558	105	11	useful	useful	ADJ
ajst-32558	105	12	technology	technology	NOUN
ajst-32558	105	13	for	for	ADP
ajst-32558	105	14	more	more	ADV
ajst-32558	105	15	accurate	accurate	ADJ
ajst-32558	105	16	evaluation	evaluation	NOUN
ajst-32558	105	17	in	in	ADP
ajst-32558	105	18	the	the	DET
ajst-32558	105	19	future	future	NOUN
ajst-32558	105	20	.	.	PUNCT
ajst-32558	106	1	objectively	objectively	ADV
ajst-32558	106	2	assess	assess	VERB
ajst-32558	106	3	the	the	DET
ajst-32558	106	4	realism	realism	NOUN
ajst-32558	106	5	brought	bring	VERB
ajst-32558	106	6	by	by	ADP
ajst-32558	106	7	ai	ai	PRON
ajst-32558	106	8	affinity	affinity	NOUN
ajst-32558	106	9	by	by	ADP
ajst-32558	106	10	monitoring	monitor	VERB
ajst-32558	106	11	users	user	NOUN
ajst-32558	106	12	'	'	PART
ajst-32558	106	13	physiological	physiological	ADJ
ajst-32558	106	14	indicators	indicator	NOUN
ajst-32558	106	15	,	,	PUNCT
ajst-32558	106	16	such	such	ADJ
ajst-32558	106	17	as	as	ADP
ajst-32558	106	18	eeg	eeg	PROPN
ajst-32558	106	19	alpha	alpha	NOUN
ajst-32558	106	20	wave	wave	NOUN
ajst-32558	106	21	fluctuations	fluctuation	NOUN
ajst-32558	106	22	,	,	PUNCT
ajst-32558	106	23	during	during	ADP
ajst-32558	106	24	interaction	interaction	NOUN
ajst-32558	106	25	with	with	ADP
ajst-32558	106	26	ai	ai	PROPN
ajst-32558	106	27	.	.	PUNCT
ajst-32558	107	1	secondly	secondly	ADV
ajst-32558	107	2	,	,	PUNCT
ajst-32558	107	3	multimodal	multimodal	ADJ
ajst-32558	107	4	fusion	fusion	NOUN
ajst-32558	107	5	evaluation	evaluation	NOUN
ajst-32558	107	6	could	could	AUX
ajst-32558	107	7	also	also	ADV
ajst-32558	107	8	be	be	AUX
ajst-32558	107	9	used	use	VERB
ajst-32558	107	10	to	to	PART
ajst-32558	107	11	complete	complete	VERB
ajst-32558	107	12	this	this	DET
ajst-32558	107	13	task	task	NOUN
ajst-32558	107	14	.	.	PUNCT
ajst-32558	108	1	combine	combine	VERB
ajst-32558	108	2	voice	voice	NOUN
ajst-32558	108	3	tremor	tremor	PROPN
ajst-32558	108	4	detection	detection	NOUN
ajst-32558	108	5	,	,	PUNCT
ajst-32558	108	6	facial	facial	ADJ
ajst-32558	108	7	micro	micro	NOUN
ajst-32558	108	8	-	-	NOUN
ajst-32558	108	9	expression	expression	ADJ
ajst-32558	108	10	blood	blood	NOUN
ajst-32558	108	11	flow	flow	NOUN
ajst-32558	108	12	analysis	analysis	NOUN
ajst-32558	108	13	,	,	PUNCT
ajst-32558	108	14	etc	etc	X
ajst-32558	108	15	.	.	X
ajst-32558	108	16	,	,	PUNCT
ajst-32558	108	17	to	to	PART
ajst-32558	108	18	construct	construct	VERB
ajst-32558	108	19	a	a	DET
ajst-32558	108	20	three	three	NUM
ajst-32558	108	21	-	-	PUNCT
ajst-32558	108	22	dimensional	dimensional	ADJ
ajst-32558	108	23	,	,	PUNCT
ajst-32558	108	24	comprehensive	comprehensive	ADJ
ajst-32558	108	25	evaluation	evaluation	NOUN
ajst-32558	108	26	system	system	NOUN
ajst-32558	108	27	for	for	ADP
ajst-32558	108	28	personality	personality	NOUN
ajst-32558	108	29	performance	performance	NOUN
ajst-32558	108	30	.	.	PUNCT
ajst-32558	109	1	7	7	X
ajst-32558	109	2	.	.	X
ajst-32558	109	3	conclusion	conclusion	NOUN
ajst-32558	109	4	this	this	DET
ajst-32558	109	5	survey	survey	NOUN
ajst-32558	109	6	has	have	AUX
ajst-32558	109	7	systematically	systematically	ADV
ajst-32558	109	8	examined	examine	VERB
ajst-32558	109	9	the	the	DET
ajst-32558	109	10	burgeoning	burgeon	VERB
ajst-32558	109	11	field	field	NOUN
ajst-32558	109	12	of	of	ADP
ajst-32558	109	13	personality	personality	NOUN
ajst-32558	109	14	customization	customization	NOUN
ajst-32558	109	15	for	for	ADP
ajst-32558	109	16	large	large	ADJ
ajst-32558	109	17	language	language	NOUN
ajst-32558	109	18	models	model	NOUN
ajst-32558	109	19	(	(	PUNCT
ajst-32558	109	20	llms	llm	NOUN
ajst-32558	109	21	)	)	PUNCT
ajst-32558	109	22	,	,	PUNCT
ajst-32558	109	23	a	a	DET
ajst-32558	109	24	research	research	NOUN
ajst-32558	109	25	area	area	NOUN
ajst-32558	109	26	of	of	ADP
ajst-32558	109	27	shifting	shift	VERB
ajst-32558	109	28	ai	ai	VERB
ajst-32558	109	29	’s	’s	PART
ajst-32558	109	30	positions	position	NOUN
ajst-32558	109	31	from	from	ADP
ajst-32558	109	32	pure	pure	ADJ
ajst-32558	109	33	functional	functional	ADJ
ajst-32558	109	34	tools	tool	NOUN
ajst-32558	109	35	to	to	AUX
ajst-32558	109	36	personalized	personalize	VERB
ajst-32558	109	37	interactive	interactive	ADJ
ajst-32558	109	38	partners	partner	NOUN
ajst-32558	109	39	.	.	PUNCT
ajst-32558	110	1	while	while	SCONJ
ajst-32558	110	2	ai	ai	VERB
ajst-32558	110	3	system	system	NOUN
ajst-32558	110	4	is	be	AUX
ajst-32558	110	5	endowed	endow	VERB
ajst-32558	110	6	with	with	ADP
ajst-32558	110	7	a	a	DET
ajst-32558	110	8	specific	specific	ADJ
ajst-32558	110	9	personality	personality	NOUN
ajst-32558	110	10	,	,	PUNCT
ajst-32558	110	11	those	those	DET
ajst-32558	110	12	interactions	interaction	NOUN
ajst-32558	110	13	between	between	ADP
ajst-32558	110	14	ai	ai	PROPN
ajst-32558	110	15	and	and	CCONJ
ajst-32558	110	16	human	human	ADJ
ajst-32558	110	17	will	will	AUX
ajst-32558	110	18	be	be	AUX
ajst-32558	110	19	more	more	ADV
ajst-32558	110	20	engaged	engaged	ADJ
ajst-32558	110	21	and	and	CCONJ
ajst-32558	110	22	authentic	authentic	ADJ
ajst-32558	110	23	.	.	PUNCT
ajst-32558	111	1	simultaneously	simultaneously	ADV
ajst-32558	111	2	,	,	PUNCT
ajst-32558	111	3	ai	ai	VERB
ajst-32558	111	4	can	can	AUX
ajst-32558	111	5	be	be	AUX
ajst-32558	111	6	better	well	ADV
ajst-32558	111	7	applied	apply	VERB
ajst-32558	111	8	in	in	ADP
ajst-32558	111	9	diverse	diverse	ADJ
ajst-32558	111	10	domains	domain	NOUN
ajst-32558	111	11	such	such	ADJ
ajst-32558	111	12	as	as	ADP
ajst-32558	111	13	professional	professional	ADJ
ajst-32558	111	14	services	service	NOUN
ajst-32558	111	15	,	,	PUNCT
ajst-32558	111	16	entertainment	entertainment	NOUN
ajst-32558	111	17	,	,	PUNCT
ajst-32558	111	18	and	and	CCONJ
ajst-32558	111	19	social	social	ADJ
ajst-32558	111	20	companionship	companionship	NOUN
ajst-32558	111	21	.	.	PUNCT
ajst-32558	112	1	141	141	NUM
ajst-32558	112	2	to	to	PART
ajst-32558	112	3	comprehensively	comprehensively	ADV
ajst-32558	112	4	summarize	summarize	VERB
ajst-32558	112	5	the	the	DET
ajst-32558	112	6	technology	technology	NOUN
ajst-32558	112	7	of	of	ADP
ajst-32558	112	8	endowing	endow	VERB
ajst-32558	112	9	ai	ai	VERB
ajst-32558	112	10	with	with	ADP
ajst-32558	112	11	characters	character	NOUN
ajst-32558	112	12	,	,	PUNCT
ajst-32558	112	13	this	this	DET
ajst-32558	112	14	study	study	NOUN
ajst-32558	112	15	traced	trace	VERB
ajst-32558	112	16	the	the	DET
ajst-32558	112	17	technical	technical	ADJ
ajst-32558	112	18	foundation	foundation	NOUN
ajst-32558	112	19	of	of	ADP
ajst-32558	112	20	it	it	PRON
ajst-32558	112	21	first	first	ADV
ajst-32558	112	22	,	,	PUNCT
ajst-32558	112	23	beginning	begin	VERB
ajst-32558	112	24	with	with	ADP
ajst-32558	112	25	the	the	DET
ajst-32558	112	26	foundational	foundational	ADJ
ajst-32558	112	27	transformer	transformer	NOUN
ajst-32558	112	28	architecture	architecture	NOUN
ajst-32558	112	29	and	and	CCONJ
ajst-32558	112	30	its	its	PRON
ajst-32558	112	31	self	self	NOUN
ajst-32558	112	32	-	-	PUNCT
ajst-32558	112	33	attention	attention	NOUN
ajst-32558	112	34	mechanism	mechanism	NOUN
ajst-32558	112	35	,	,	PUNCT
ajst-32558	112	36	which	which	PRON
ajst-32558	112	37	provides	provide	VERB
ajst-32558	112	38	the	the	DET
ajst-32558	112	39	essential	essential	ADJ
ajst-32558	112	40	substrate	substrate	NOUN
ajst-32558	112	41	for	for	ADP
ajst-32558	112	42	contextual	contextual	ADJ
ajst-32558	112	43	understanding	understanding	NOUN
ajst-32558	112	44	and	and	CCONJ
ajst-32558	112	45	trait	trait	NOUN
ajst-32558	112	46	stability	stability	NOUN
ajst-32558	112	47	.	.	PUNCT
ajst-32558	113	1	the	the	DET
ajst-32558	113	2	review	review	NOUN
ajst-32558	113	3	detailed	detail	VERB
ajst-32558	113	4	how	how	SCONJ
ajst-32558	113	5	pre	pre	ADJ
ajst-32558	113	6	-	-	ADJ
ajst-32558	113	7	training	training	ADJ
ajst-32558	113	8	constructs	construct	NOUN
ajst-32558	113	9	a	a	DET
ajst-32558	113	10	vast	vast	ADJ
ajst-32558	113	11	"	"	PUNCT
ajst-32558	113	12	personality	personality	NOUN
ajst-32558	113	13	material	material	NOUN
ajst-32558	113	14	library	library	NOUN
ajst-32558	113	15	,	,	PUNCT
ajst-32558	113	16	"	"	PUNCT
ajst-32558	113	17	while	while	SCONJ
ajst-32558	113	18	fine	fine	ADV
ajst-32558	113	19	-	-	PUNCT
ajst-32558	113	20	tuning	tune	VERB
ajst-32558	113	21	techniques	technique	NOUN
ajst-32558	113	22	,	,	PUNCT
ajst-32558	113	23	particularly	particularly	ADV
ajst-32558	113	24	parameter	parameter	NOUN
ajst-32558	113	25	-	-	PUNCT
ajst-32558	113	26	efficient	efficient	ADJ
ajst-32558	113	27	fine	fine	NOUN
ajst-32558	113	28	-	-	PUNCT
ajst-32558	113	29	tuning	tuning	NOUN
ajst-32558	113	30	(	(	PUNCT
ajst-32558	113	31	peft	peft	NOUN
ajst-32558	113	32	)	)	PUNCT
ajst-32558	113	33	like	like	ADP
ajst-32558	113	34	qlora	qlora	ADV
ajst-32558	113	35	,	,	PUNCT
ajst-32558	113	36	enable	enable	VERB
ajst-32558	113	37	efficient	efficient	ADJ
ajst-32558	113	38	and	and	CCONJ
ajst-32558	113	39	accessible	accessible	ADJ
ajst-32558	113	40	personality	personality	NOUN
ajst-32558	113	41	sculpting	sculpting	NOUN
ajst-32558	113	42	.	.	PUNCT
ajst-32558	114	1	beyond	beyond	ADP
ajst-32558	114	2	these	these	DET
ajst-32558	114	3	foundations	foundation	NOUN
ajst-32558	114	4	,	,	PUNCT
ajst-32558	114	5	this	this	DET
ajst-32558	114	6	essay	essay	NOUN
ajst-32558	114	7	categorized	categorize	VERB
ajst-32558	114	8	and	and	CCONJ
ajst-32558	114	9	analyzed	analyze	VERB
ajst-32558	114	10	core	core	NOUN
ajst-32558	114	11	personality	personality	NOUN
ajst-32558	114	12	-	-	PUNCT
ajst-32558	114	13	shaping	shape	VERB
ajst-32558	114	14	techniques	technique	NOUN
ajst-32558	114	15	into	into	ADP
ajst-32558	114	16	three	three	NUM
ajst-32558	114	17	main	main	ADJ
ajst-32558	114	18	pathways	pathway	NOUN
ajst-32558	114	19	:	:	PUNCT
ajst-32558	114	20	data	data	NOUN
ajst-32558	114	21	-	-	PUNCT
ajst-32558	114	22	driven	drive	VERB
ajst-32558	114	23	methods	method	NOUN
ajst-32558	114	24	for	for	ADP
ajst-32558	114	25	stable	stable	ADJ
ajst-32558	114	26	persona	persona	NOUN
ajst-32558	114	27	implantation	implantation	NOUN
ajst-32558	114	28	,	,	PUNCT
ajst-32558	114	29	parameter	parameter	NOUN
ajst-32558	114	30	control	control	NOUN
ajst-32558	114	31	methods	method	NOUN
ajst-32558	114	32	like	like	ADP
ajst-32558	114	33	persona	persona	NOUN
ajst-32558	114	34	vectors	vector	NOUN
ajst-32558	114	35	for	for	ADP
ajst-32558	114	36	realtime	realtime	NOUN
ajst-32558	114	37	trait	trait	NOUN
ajst-32558	114	38	adjustment	adjustment	NOUN
ajst-32558	114	39	,	,	PUNCT
ajst-32558	114	40	and	and	CCONJ
ajst-32558	114	41	memory	memory	NOUN
ajst-32558	114	42	-	-	PUNCT
ajst-32558	114	43	augmented	augment	VERB
ajst-32558	114	44	architectures	architecture	NOUN
ajst-32558	114	45	for	for	ADP
ajst-32558	114	46	ensuring	ensure	VERB
ajst-32558	114	47	long	long	ADJ
ajst-32558	114	48	-	-	PUNCT
ajst-32558	114	49	term	term	NOUN
ajst-32558	114	50	personality	personality	NOUN
ajst-32558	114	51	consistency	consistency	NOUN
ajst-32558	114	52	.	.	PUNCT
ajst-32558	115	1	furthermore	furthermore	ADV
ajst-32558	115	2	,	,	PUNCT
ajst-32558	115	3	the	the	DET
ajst-32558	115	4	survey	survey	NOUN
ajst-32558	115	5	introduced	introduce	VERB
ajst-32558	115	6	a	a	DET
ajst-32558	115	7	multidimensional	multidimensional	ADJ
ajst-32558	115	8	evaluation	evaluation	NOUN
ajst-32558	115	9	framework	framework	NOUN
ajst-32558	115	10	combining	combine	VERB
ajst-32558	115	11	psychometric	psychometric	ADJ
ajst-32558	115	12	scales	scale	NOUN
ajst-32558	115	13	and	and	CCONJ
ajst-32558	115	14	long	long	ADJ
ajst-32558	115	15	-	-	PUNCT
ajst-32558	115	16	term	term	NOUN
ajst-32558	115	17	consistency	consistency	NOUN
ajst-32558	115	18	verification	verification	NOUN
ajst-32558	115	19	,	,	PUNCT
ajst-32558	115	20	and	and	CCONJ
ajst-32558	115	21	explored	explore	VERB
ajst-32558	115	22	concrete	concrete	ADJ
ajst-32558	115	23	applications	application	NOUN
ajst-32558	115	24	alongside	alongside	ADP
ajst-32558	115	25	persistent	persistent	ADJ
ajst-32558	115	26	challenges	challenge	NOUN
ajst-32558	115	27	.	.	PUNCT
ajst-32558	116	1	the	the	DET
ajst-32558	116	2	implications	implication	NOUN
ajst-32558	116	3	of	of	ADP
ajst-32558	116	4	these	these	DET
ajst-32558	116	5	developments	development	NOUN
ajst-32558	116	6	are	be	AUX
ajst-32558	116	7	profound	profound	ADJ
ajst-32558	116	8	.	.	PUNCT
ajst-32558	117	1	they	they	PRON
ajst-32558	117	2	collectively	collectively	ADV
ajst-32558	117	3	enable	enable	VERB
ajst-32558	117	4	the	the	DET
ajst-32558	117	5	creation	creation	NOUN
ajst-32558	117	6	of	of	ADP
ajst-32558	117	7	ai	ai	PROPN
ajst-32558	117	8	systems	system	NOUN
ajst-32558	117	9	capable	capable	ADJ
ajst-32558	117	10	of	of	ADP
ajst-32558	117	11	serving	serve	VERB
ajst-32558	117	12	not	not	PART
ajst-32558	117	13	merely	merely	ADV
ajst-32558	117	14	as	as	ADP
ajst-32558	117	15	tools	tool	NOUN
ajst-32558	117	16	but	but	CCONJ
ajst-32558	117	17	as	as	ADV
ajst-32558	117	18	consistent	consistent	ADJ
ajst-32558	117	19	,	,	PUNCT
ajst-32558	117	20	context	context	NOUN
ajst-32558	117	21	-	-	PUNCT
ajst-32558	117	22	aware	aware	ADJ
ajst-32558	117	23	interaction	interaction	NOUN
ajst-32558	117	24	partners	partner	NOUN
ajst-32558	117	25	.	.	PUNCT
ajst-32558	118	1	this	this	PRON
ajst-32558	118	2	enhances	enhance	VERB
ajst-32558	118	3	user	user	NOUN
ajst-32558	118	4	experience	experience	NOUN
ajst-32558	118	5	,	,	PUNCT
ajst-32558	118	6	trust	trust	NOUN
ajst-32558	118	7	,	,	PUNCT
ajst-32558	118	8	and	and	CCONJ
ajst-32558	118	9	effectiveness	effectiveness	NOUN
ajst-32558	118	10	in	in	ADP
ajst-32558	118	11	applications	application	NOUN
ajst-32558	118	12	ranging	range	VERB
ajst-32558	118	13	from	from	ADP
ajst-32558	118	14	empathetic	empathetic	ADJ
ajst-32558	118	15	healthcare	healthcare	NOUN
ajst-32558	118	16	assistants	assistant	NOUN
ajst-32558	118	17	to	to	PART
ajst-32558	118	18	immersive	immersive	VERB
ajst-32558	118	19	game	game	NOUN
ajst-32558	118	20	characters	character	NOUN
ajst-32558	118	21	.	.	PUNCT
ajst-32558	119	1	however	however	ADV
ajst-32558	119	2	,	,	PUNCT
ajst-32558	119	3	this	this	DET
ajst-32558	119	4	survey	survey	NOUN
ajst-32558	119	5	also	also	ADV
ajst-32558	119	6	highlights	highlight	VERB
ajst-32558	119	7	several	several	ADJ
ajst-32558	119	8	limitations	limitation	NOUN
ajst-32558	119	9	of	of	ADP
ajst-32558	119	10	the	the	DET
ajst-32558	119	11	current	current	ADJ
ajst-32558	119	12	research	research	NOUN
ajst-32558	119	13	landscape	landscape	NOUN
ajst-32558	119	14	.	.	PUNCT
ajst-32558	120	1	these	these	PRON
ajst-32558	120	2	include	include	VERB
ajst-32558	120	3	a	a	DET
ajst-32558	120	4	scarcity	scarcity	NOUN
ajst-32558	120	5	of	of	ADP
ajst-32558	120	6	non	non	ADJ
ajst-32558	120	7	-	-	ADJ
ajst-32558	120	8	english	english	ADJ
ajst-32558	120	9	,	,	PUNCT
ajst-32558	120	10	large	large	ADJ
ajst-32558	120	11	-	-	PUNCT
ajst-32558	120	12	scale	scale	NOUN
ajst-32558	120	13	personality	personality	NOUN
ajst-32558	120	14	-	-	PUNCT
ajst-32558	120	15	annotated	annotate	VERB
ajst-32558	120	16	corpora	corpus	NOUN
ajst-32558	120	17	,	,	PUNCT
ajst-32558	120	18	immature	immature	ADJ
ajst-32558	120	19	mechanisms	mechanism	NOUN
ajst-32558	120	20	for	for	ADP
ajst-32558	120	21	resolving	resolve	VERB
ajst-32558	120	22	internal	internal	ADJ
ajst-32558	120	23	conflicts	conflict	NOUN
ajst-32558	120	24	between	between	ADP
ajst-32558	120	25	multiple	multiple	ADJ
ajst-32558	120	26	reinforced	reinforce	VERB
ajst-32558	120	27	traits	trait	NOUN
ajst-32558	120	28	,	,	PUNCT
ajst-32558	120	29	and	and	CCONJ
ajst-32558	120	30	the	the	DET
ajst-32558	120	31	substantial	substantial	ADJ
ajst-32558	120	32	computational	computational	ADJ
ajst-32558	120	33	overhead	overhead	NOUN
ajst-32558	120	34	associated	associate	VERB
ajst-32558	120	35	with	with	ADP
ajst-32558	120	36	maintaining	maintain	VERB
ajst-32558	120	37	long	long	ADJ
ajst-32558	120	38	-	-	PUNCT
ajst-32558	120	39	term	term	NOUN
ajst-32558	120	40	personality	personality	NOUN
ajst-32558	120	41	memories	memory	NOUN
ajst-32558	120	42	for	for	ADP
ajst-32558	120	43	large	large	ADJ
ajst-32558	120	44	user	user	NOUN
ajst-32558	120	45	bases	basis	NOUN
ajst-32558	120	46	.	.	PUNCT
ajst-32558	121	1	these	these	DET
ajst-32558	121	2	limitations	limitation	NOUN
ajst-32558	121	3	delineate	delineate	VERB
ajst-32558	121	4	clear	clear	ADJ
ajst-32558	121	5	directions	direction	NOUN
ajst-32558	121	6	for	for	ADP
ajst-32558	121	7	future	future	ADJ
ajst-32558	121	8	work	work	NOUN
ajst-32558	121	9	.	.	PUNCT
ajst-32558	122	1	the	the	DET
ajst-32558	122	2	core	core	NOUN
ajst-32558	122	3	challenge	challenge	NOUN
ajst-32558	122	4	evolves	evolve	VERB
ajst-32558	122	5	from	from	ADP
ajst-32558	122	6	the	the	DET
ajst-32558	122	7	technical	technical	ADJ
ajst-32558	122	8	question	question	NOUN
ajst-32558	122	9	of	of	ADP
ajst-32558	122	10	"	"	PUNCT
ajst-32558	122	11	how	how	SCONJ
ajst-32558	122	12	to	to	PART
ajst-32558	122	13	build	build	VERB
ajst-32558	122	14	"	"	PUNCT
ajst-32558	122	15	a	a	DET
ajst-32558	122	16	personality	personality	NOUN
ajst-32558	122	17	to	to	ADP
ajst-32558	122	18	the	the	DET
ajst-32558	122	19	more	more	ADV
ajst-32558	122	20	nuanced	nuanced	ADJ
ajst-32558	122	21	issues	issue	NOUN
ajst-32558	122	22	of	of	ADP
ajst-32558	122	23	"	"	PUNCT
ajst-32558	122	24	what	what	PRON
ajst-32558	122	25	kind	kind	NOUN
ajst-32558	122	26	of	of	ADP
ajst-32558	122	27	personality	personality	NOUN
ajst-32558	122	28	to	to	PART
ajst-32558	122	29	build	build	VERB
ajst-32558	122	30	"	"	PUNCT
ajst-32558	122	31	and	and	CCONJ
ajst-32558	122	32	ensuring	ensure	VERB
ajst-32558	122	33	it	it	PRON
ajst-32558	122	34	is	be	AUX
ajst-32558	122	35	safe	safe	ADJ
ajst-32558	122	36	,	,	PUNCT
ajst-32558	122	37	ethical	ethical	ADJ
ajst-32558	122	38	,	,	PUNCT
ajst-32558	122	39	and	and	CCONJ
ajst-32558	122	40	dynamically	dynamically	ADV
ajst-32558	122	41	appropriate	appropriate	ADJ
ajst-32558	122	42	to	to	PART
ajst-32558	122	43	context	context	VERB
ajst-32558	122	44	.	.	PUNCT
ajst-32558	123	1	addressing	address	VERB
ajst-32558	123	2	this	this	PRON
ajst-32558	123	3	will	will	AUX
ajst-32558	123	4	require	require	VERB
ajst-32558	123	5	sustained	sustained	ADJ
ajst-32558	123	6	interdisciplinary	interdisciplinary	ADJ
ajst-32558	123	7	collaboration	collaboration	NOUN
ajst-32558	123	8	.	.	PUNCT
ajst-32558	124	1	future	future	ADJ
ajst-32558	124	2	research	research	NOUN
ajst-32558	124	3	must	must	AUX
ajst-32558	124	4	focus	focus	VERB
ajst-32558	124	5	on	on	ADP
ajst-32558	124	6	developing	develop	VERB
ajst-32558	124	7	more	more	ADV
ajst-32558	124	8	sophisticated	sophisticated	ADJ
ajst-32558	124	9	cognitive	cognitive	ADJ
ajst-32558	124	10	architectures	architecture	NOUN
ajst-32558	124	11	,	,	PUNCT
ajst-32558	124	12	enabling	enable	VERB
ajst-32558	124	13	dynamic	dynamic	ADJ
ajst-32558	124	14	and	and	CCONJ
ajst-32558	124	15	multimodal	multimodal	ADJ
ajst-32558	124	16	personality	personality	NOUN
ajst-32558	124	17	expression	expression	NOUN
ajst-32558	124	18	,	,	PUNCT
ajst-32558	124	19	establishing	establish	VERB
ajst-32558	124	20	robust	robust	ADJ
ajst-32558	124	21	ethical	ethical	ADJ
ajst-32558	124	22	safeguards	safeguard	NOUN
ajst-32558	124	23	like	like	ADP
ajst-32558	124	24	personality	personality	NOUN
ajst-32558	124	25	firewalls	firewall	NOUN
ajst-32558	124	26	,	,	PUNCT
ajst-32558	124	27	and	and	CCONJ
ajst-32558	124	28	creating	create	VERB
ajst-32558	124	29	more	more	ADV
ajst-32558	124	30	scientific	scientific	ADJ
ajst-32558	124	31	,	,	PUNCT
ajst-32558	124	32	objective	objective	ADJ
ajst-32558	124	33	evaluation	evaluation	NOUN
ajst-32558	124	34	systems	system	NOUN
ajst-32558	124	35	.	.	PUNCT
ajst-32558	125	1	all	all	ADV
ajst-32558	125	2	in	in	ADV
ajst-32558	125	3	all	all	PRON
ajst-32558	125	4	,	,	PUNCT
ajst-32558	125	5	enforcing	enforce	VERB
ajst-32558	125	6	those	those	DET
ajst-32558	125	7	aspects	aspect	NOUN
ajst-32558	125	8	above	above	ADV
ajst-32558	125	9	collectively	collectively	ADV
ajst-32558	125	10	will	will	AUX
ajst-32558	125	11	ultimately	ultimately	ADV
ajst-32558	125	12	guide	guide	VERB
ajst-32558	125	13	the	the	DET
ajst-32558	125	14	responsible	responsible	ADJ
ajst-32558	125	15	and	and	CCONJ
ajst-32558	125	16	effective	effective	ADJ
ajst-32558	125	17	development	development	NOUN
ajst-32558	125	18	of	of	ADP
ajst-32558	125	19	personalized	personalized	ADJ
ajst-32558	125	20	ai	ai	NOUN
ajst-32558	125	21	.	.	PUNCT
ajst-32558	126	1	references	reference	NOUN
ajst-32558	126	2	[	[	X
ajst-32558	126	3	1	1	NUM
ajst-32558	126	4	]	]	X
ajst-32558	126	5	zhao	zhao	X
ajst-32558	126	6	,	,	PUNCT
ajst-32558	126	7	y.	y.	PROPN
ajst-32558	126	8	,	,	PUNCT
ajst-32558	126	9	huang	huang	PROPN
ajst-32558	126	10	,	,	PUNCT
ajst-32558	126	11	z.	z.	PROPN
ajst-32558	126	12	,	,	PUNCT
ajst-32558	126	13	seligman	seligman	NOUN
ajst-32558	126	14	,	,	PUNCT
ajst-32558	126	15	m.	m.	NOUN
ajst-32558	126	16	et	et	PROPN
ajst-32558	126	17	al	al	PROPN
ajst-32558	126	18	.	.	PROPN
ajst-32558	126	19	risk	risk	NOUN
ajst-32558	126	20	and	and	CCONJ
ajst-32558	126	21	prosocial	prosocial	ADJ
ajst-32558	126	22	behavioural	behavioural	ADJ
ajst-32558	126	23	cues	cue	NOUN
ajst-32558	126	24	elicit	elicit	VERB
ajst-32558	126	25	human	human	ADJ
ajst-32558	126	26	-	-	PUNCT
ajst-32558	126	27	like	like	ADJ
ajst-32558	126	28	response	response	NOUN
ajst-32558	126	29	patterns	pattern	NOUN
ajst-32558	126	30	from	from	ADP
ajst-32558	126	31	ai	ai	PROPN
ajst-32558	126	32	chatbots	chatbot	NOUN
ajst-32558	126	33	.	.	PUNCT
ajst-32558	127	1	sci	sci	PROPN
ajst-32558	127	2	rep	rep	PROPN
ajst-32558	127	3	14	14	NUM
ajst-32558	127	4	,	,	PUNCT
ajst-32558	127	5	7095	7095	NUM
ajst-32558	127	6	(	(	PUNCT
ajst-32558	127	7	2024	2024	NUM
ajst-32558	127	8	)	)	PUNCT
ajst-32558	127	9	.	.	PUNCT
ajst-32558	128	1	https://doi.org/10.1038/s41598-024-55949-y	https://doi.org/10.1038/s41598-024-55949-y	PROPN
ajst-32558	128	2	.	.	PUNCT
ajst-32558	129	1	[	[	X
ajst-32558	129	2	2	2	NUM
ajst-32558	129	3	]	]	X
ajst-32558	129	4	ding	ding	NOUN
ajst-32558	129	5	,	,	PUNCT
ajst-32558	129	6	j.	j.	PROPN
ajst-32558	129	7	,	,	PUNCT
ajst-32558	129	8	ma	ma	PROPN
ajst-32558	129	9	,	,	PUNCT
ajst-32558	129	10	s.	s.	PROPN
ajst-32558	129	11	,	,	PUNCT
ajst-32558	129	12	dong	dong	PROPN
ajst-32558	129	13	,	,	PUNCT
ajst-32558	129	14	l.	l.	PROPN
ajst-32558	129	15	,	,	PUNCT
ajst-32558	129	16	zhang	zhang	PROPN
ajst-32558	129	17	,	,	PUNCT
ajst-32558	129	18	x.	x.	PROPN
ajst-32558	129	19	,	,	PUNCT
ajst-32558	129	20	huang	huang	PROPN
ajst-32558	129	21	,	,	PUNCT
ajst-32558	129	22	s.	s.	PROPN
ajst-32558	129	23	,	,	PUNCT
ajst-32558	129	24	wang	wang	PROPN
ajst-32558	129	25	,	,	PUNCT
ajst-32558	129	26	w.	w.	PROPN
ajst-32558	129	27	,	,	PUNCT
ajst-32558	129	28	&	&	CCONJ
ajst-32558	129	29	wei	wei	PROPN
ajst-32558	129	30	,	,	PUNCT
ajst-32558	129	31	f.	f.	PROPN
ajst-32558	129	32	(	(	PUNCT
ajst-32558	129	33	2023	2023	NUM
ajst-32558	129	34	)	)	PUNCT
ajst-32558	129	35	.	.	PUNCT
ajst-32558	130	1	longnet	longnet	NOUN
ajst-32558	130	2	:	:	PUNCT
ajst-32558	130	3	scaling	scale	VERB
ajst-32558	130	4	transformers	transformer	NOUN
ajst-32558	130	5	to	to	ADP
ajst-32558	130	6	1,000,000,000	1,000,000,000	NUM
ajst-32558	130	7	tokens	token	NOUN
ajst-32558	130	8	.	.	PUNCT
ajst-32558	131	1	arxiv	arxiv	PROPN
ajst-32558	131	2	.	.	PUNCT
ajst-32558	132	1	https://doi.org/10.48550/arxiv.2307.02486	https://doi.org/10.48550/arxiv.2307.02486	PROPN
ajst-32558	132	2	.	.	PUNCT
ajst-32558	133	1	[	[	X
ajst-32558	133	2	3	3	NUM
ajst-32558	133	3	]	]	X
ajst-32558	133	4	bai	bai	PROPN
ajst-32558	133	5	,	,	PUNCT
ajst-32558	133	6	y.	y.	PROPN
ajst-32558	133	7	,	,	PUNCT
ajst-32558	133	8	jones	jones	PROPN
ajst-32558	133	9	,	,	PUNCT
ajst-32558	133	10	a.	a.	PROPN
ajst-32558	133	11	,	,	PUNCT
ajst-32558	133	12	ndousse	ndousse	PROPN
ajst-32558	133	13	,	,	PUNCT
ajst-32558	133	14	k.	k.	PROPN
ajst-32558	133	15	,	,	PUNCT
ajst-32558	133	16	askell	askell	INTJ
ajst-32558	133	17	,	,	PUNCT
ajst-32558	133	18	a.	a.	PROPN
ajst-32558	133	19	,	,	PUNCT
ajst-32558	133	20	chen	chen	PROPN
ajst-32558	133	21	,	,	PUNCT
ajst-32558	133	22	a.	a.	PROPN
ajst-32558	133	23	,	,	PUNCT
ajst-32558	133	24	dassarma	dassarma	NOUN
ajst-32558	133	25	,	,	PUNCT
ajst-32558	133	26	n.	n.	NOUN
ajst-32558	133	27	,	,	PUNCT
ajst-32558	133	28	drain	drain	NOUN
ajst-32558	133	29	,	,	PUNCT
ajst-32558	133	30	d.	d.	PROPN
ajst-32558	133	31	,	,	PUNCT
ajst-32558	133	32	fort	fort	PROPN
ajst-32558	133	33	,	,	PUNCT
ajst-32558	133	34	s.	s.	PROPN
ajst-32558	133	35	,	,	PUNCT
ajst-32558	133	36	ganguli	ganguli	PROPN
ajst-32558	133	37	,	,	PUNCT
ajst-32558	133	38	d.	d.	PROPN
ajst-32558	133	39	,	,	PUNCT
ajst-32558	133	40	henighan	henighan	PROPN
ajst-32558	133	41	,	,	PUNCT
ajst-32558	133	42	t.	t.	PROPN
ajst-32558	133	43	,	,	PUNCT
ajst-32558	133	44	joseph	joseph	PROPN
ajst-32558	133	45	,	,	PUNCT
ajst-32558	133	46	n.	n.	PROPN
ajst-32558	133	47	,	,	PUNCT
ajst-32558	133	48	kadavath	kadavath	PROPN
ajst-32558	133	49	,	,	PUNCT
ajst-32558	133	50	s.	s.	PROPN
ajst-32558	133	51	,	,	PUNCT
ajst-32558	133	52	kernion	kernion	PROPN
ajst-32558	133	53	,	,	PUNCT
ajst-32558	133	54	j.	j.	PROPN
ajst-32558	133	55	,	,	PUNCT
ajst-32558	133	56	conerly	conerly	ADV
ajst-32558	133	57	,	,	PUNCT
ajst-32558	133	58	t.	t.	PROPN
ajst-32558	133	59	,	,	PUNCT
ajst-32558	133	60	el	el	PROPN
ajst-32558	133	61	-	-	PUNCT
ajst-32558	133	62	showk	showk	PROPN
ajst-32558	133	63	,	,	PUNCT
ajst-32558	133	64	s.	s.	PROPN
ajst-32558	133	65	,	,	PUNCT
ajst-32558	133	66	elhage	elhage	NOUN
ajst-32558	133	67	,	,	PUNCT
ajst-32558	133	68	n.	n.	NOUN
ajst-32558	133	69	,	,	PUNCT
ajst-32558	133	70	hatfielddodds	hatfielddodd	NOUN
ajst-32558	133	71	,	,	PUNCT
ajst-32558	133	72	z.	z.	PROPN
ajst-32558	133	73	,	,	PUNCT
ajst-32558	133	74	hernandez	hernandez	PROPN
ajst-32558	133	75	,	,	PUNCT
ajst-32558	133	76	d.	d.	PROPN
ajst-32558	133	77	,	,	PUNCT
ajst-32558	133	78	hume	hume	PROPN
ajst-32558	133	79	,	,	PUNCT
ajst-32558	133	80	t.	t.	PROPN
ajst-32558	133	81	,	,	PUNCT
ajst-32558	133	82	…	…	PUNCT
ajst-32558	133	83	kaplan	kaplan	PROPN
ajst-32558	133	84	,	,	PUNCT
ajst-32558	133	85	j.	j.	PROPN
ajst-32558	133	86	(	(	PUNCT
ajst-32558	133	87	2022	2022	NUM
ajst-32558	133	88	)	)	PUNCT
ajst-32558	133	89	.	.	PUNCT
ajst-32558	134	1	training	train	VERB
ajst-32558	134	2	a	a	DET
ajst-32558	134	3	helpful	helpful	ADJ
ajst-32558	134	4	and	and	CCONJ
ajst-32558	134	5	harmless	harmless	ADJ
ajst-32558	134	6	assistant	assistant	NOUN
ajst-32558	134	7	with	with	ADP
ajst-32558	134	8	reinforcement	reinforcement	NOUN
ajst-32558	134	9	learning	learning	NOUN
ajst-32558	134	10	from	from	ADP
ajst-32558	134	11	human	human	ADJ
ajst-32558	134	12	feedback	feedback	NOUN
ajst-32558	134	13	.	.	PUNCT
ajst-32558	135	1	arxiv	arxiv	NOUN
ajst-32558	135	2	.	.	PUNCT
ajst-32558	136	1	https://doi.org/10.48550/arxiv.2204.05862	https://doi.org/10.48550/arxiv.2204.05862	PROPN
ajst-32558	136	2	.	.	PUNCT
ajst-32558	137	1	[	[	X
ajst-32558	137	2	4	4	NUM
ajst-32558	137	3	]	]	X
ajst-32558	137	4	dettmers	dettmer	NOUN
ajst-32558	137	5	,	,	PUNCT
ajst-32558	137	6	t.	t.	PROPN
ajst-32558	137	7	,	,	PUNCT
ajst-32558	137	8	pagnoni	pagnoni	PROPN
ajst-32558	137	9	,	,	PUNCT
ajst-32558	137	10	a.	a.	NOUN
ajst-32558	137	11	,	,	PUNCT
ajst-32558	137	12	holtzman	holtzman	NOUN
ajst-32558	137	13	,	,	PUNCT
ajst-32558	137	14	a.	a.	NOUN
ajst-32558	137	15	,	,	PUNCT
ajst-32558	137	16	&	&	CCONJ
ajst-32558	137	17	zettlemoyer	zettlemoyer	NOUN
ajst-32558	137	18	,	,	PUNCT
ajst-32558	137	19	l.	l.	PROPN
ajst-32558	137	20	(	(	PUNCT
ajst-32558	137	21	2023	2023	NUM
ajst-32558	137	22	)	)	PUNCT
ajst-32558	137	23	.	.	PUNCT
ajst-32558	138	1	qlora	qlora	ADJ
ajst-32558	138	2	:	:	PUNCT
ajst-32558	138	3	efficient	efficient	ADJ
ajst-32558	138	4	finetuning	finetuning	NOUN
ajst-32558	138	5	of	of	ADP
ajst-32558	138	6	quantized	quantize	VERB
ajst-32558	138	7	llms	llm	NOUN
ajst-32558	138	8	.	.	PUNCT
ajst-32558	139	1	arxiv	arxiv	PROPN
ajst-32558	139	2	.	.	PUNCT
ajst-32558	140	1	https://doi.org/10.48550/arxiv.2305.14314	https://doi.org/10.48550/arxiv.2305.14314	PROPN
ajst-32558	140	2	.	.	PUNCT
ajst-32558	141	1	[	[	X
ajst-32558	141	2	5	5	NUM
ajst-32558	141	3	]	]	PUNCT
ajst-32558	141	4	answer.ai	answer.ai	NUM
ajst-32558	141	5	.	.	PUNCT
ajst-32558	142	1	(	(	PUNCT
ajst-32558	142	2	2023	2023	NUM
ajst-32558	142	3	)	)	PUNCT
ajst-32558	142	4	.	.	PUNCT
ajst-32558	143	1	*	*	PUNCT
ajst-32558	143	2	fsdp	fsdp	ADV
ajst-32558	143	3	-	-	PUNCT
ajst-32558	143	4	qlora	qlora	PROPN
ajst-32558	143	5	:	:	PUNCT
ajst-32558	143	6	scaling	scale	VERB
ajst-32558	143	7	qlora	qlora	NOUN
ajst-32558	143	8	to	to	ADP
ajst-32558	143	9	70b	70b	NOUN
ajst-32558	143	10	models	model	NOUN
ajst-32558	143	11	on	on	ADP
ajst-32558	143	12	consumer	consumer	NOUN
ajst-32558	143	13	gpus	gpu	NOUN
ajst-32558	143	14	*	*	PUNCT
ajst-32558	143	15	.	.	PUNCT
ajst-32558	144	1	github	github	PROPN
ajst-32558	144	2	repository	repository	PROPN
ajst-32558	144	3	.	.	PUNCT
ajst-32558	145	1	https://github.com/answer-ai/fsdp-qlora	https://github.com/answer-ai/fsdp-qlora	X
ajst-32558	145	2	.	.	PUNCT
ajst-32558	146	1	[	[	X
ajst-32558	146	2	6	6	NUM
ajst-32558	146	3	]	]	SYM
ajst-32558	146	4	tu	tu	PROPN
ajst-32558	146	5	,	,	PUNCT
ajst-32558	146	6	q.	q.	PROPN
ajst-32558	146	7	,	,	PUNCT
ajst-32558	146	8	chen	chen	PROPN
ajst-32558	146	9	,	,	PUNCT
ajst-32558	146	10	c.	c.	PROPN
ajst-32558	146	11	,	,	PUNCT
ajst-32558	146	12	li	li	PROPN
ajst-32558	146	13	,	,	PUNCT
ajst-32558	146	14	j.	j.	PROPN
ajst-32558	146	15	,	,	PUNCT
ajst-32558	146	16	li	li	PROPN
ajst-32558	146	17	,	,	PUNCT
ajst-32558	146	18	y.	y.	PROPN
ajst-32558	146	19	,	,	PUNCT
ajst-32558	146	20	zhou	zhou	PROPN
ajst-32558	146	21	,	,	PUNCT
ajst-32558	146	22	y.	y.	PROPN
ajst-32558	146	23	,	,	PUNCT
ajst-32558	146	24	&	&	CCONJ
ajst-32558	146	25	huang	huang	PROPN
ajst-32558	146	26	,	,	PUNCT
ajst-32558	146	27	x.	x.	NOUN
ajst-32558	146	28	(	(	PUNCT
ajst-32558	146	29	2023	2023	NUM
ajst-32558	146	30	)	)	PUNCT
ajst-32558	146	31	.	.	PUNCT
ajst-32558	147	1	characterchat	characterchat	PROPN
ajst-32558	147	2	:	:	PUNCT
ajst-32558	147	3	learning	learn	VERB
ajst-32558	147	4	towards	towards	ADP
ajst-32558	147	5	conversational	conversational	ADJ
ajst-32558	147	6	ai	ai	NOUN
ajst-32558	147	7	with	with	ADP
ajst-32558	147	8	personalized	personalized	ADJ
ajst-32558	147	9	social	social	ADJ
ajst-32558	147	10	support	support	NOUN
ajst-32558	147	11	.	.	PUNCT
ajst-32558	148	1	arxiv	arxiv	PROPN
ajst-32558	148	2	.	.	PUNCT
ajst-32558	149	1	https://doi.org/10.48550/arxiv.2308.10278	https://doi.org/10.48550/arxiv.2308.10278	PROPN
ajst-32558	149	2	.	.	PUNCT
ajst-32558	150	1	[	[	X
ajst-32558	150	2	7	7	NUM
ajst-32558	150	3	]	]	X
ajst-32558	150	4	chen	chen	PROPN
ajst-32558	150	5	,	,	PUNCT
ajst-32558	150	6	r.	r.	PROPN
ajst-32558	150	7	,	,	PUNCT
ajst-32558	150	8	arditi	arditi	ADV
ajst-32558	150	9	,	,	PUNCT
ajst-32558	150	10	a.	a.	PROPN
ajst-32558	150	11	,	,	PUNCT
ajst-32558	150	12	et	et	PROPN
ajst-32558	150	13	al	al	PROPN
ajst-32558	150	14	.	.	PROPN
ajst-32558	150	15	(	(	PUNCT
ajst-32558	150	16	2025	2025	NUM
ajst-32558	150	17	)	)	PUNCT
ajst-32558	150	18	.	.	PUNCT
ajst-32558	151	1	persona	persona	PROPN
ajst-32558	151	2	vectors	vector	NOUN
ajst-32558	151	3	:	:	PUNCT
ajst-32558	151	4	monitoring	monitor	VERB
ajst-32558	151	5	and	and	CCONJ
ajst-32558	151	6	controlling	control	VERB
ajst-32558	151	7	character	character	NOUN
ajst-32558	151	8	traits	trait	NOUN
ajst-32558	151	9	in	in	ADP
ajst-32558	151	10	language	language	NOUN
ajst-32558	151	11	models	model	NOUN
ajst-32558	151	12	.	.	PUNCT
ajst-32558	152	1	arxiv	arxiv	PROPN
ajst-32558	152	2	.	.	PUNCT
ajst-32558	153	1	https://doi.org/10.48550/arxiv.2501.21509	https://doi.org/10.48550/arxiv.2501.21509	NOUN
ajst-32558	153	2	.	.	PUNCT
ajst-32558	154	1	[	[	X
ajst-32558	154	2	8	8	NUM
ajst-32558	154	3	]	]	X
ajst-32558	154	4	shrivastava	shrivastava	PROPN
ajst-32558	154	5	,	,	PUNCT
ajst-32558	154	6	v.	v.	ADV
ajst-32558	154	7	,	,	PUNCT
ajst-32558	154	8	awadallah	awadallah	PROPN
ajst-32558	154	9	,	,	PUNCT
ajst-32558	154	10	a.	a.	PROPN
ajst-32558	154	11	h.	h.	PROPN
ajst-32558	154	12	,	,	PUNCT
ajst-32558	154	13	balachandran	balachandran	NOUN
ajst-32558	154	14	,	,	PUNCT
ajst-32558	154	15	v.	v.	ADV
ajst-32558	154	16	,	,	PUNCT
ajst-32558	154	17	&	&	CCONJ
ajst-32558	154	18	zhou	zhou	PROPN
ajst-32558	154	19	,	,	PUNCT
ajst-32558	154	20	y.	y.	PROPN
ajst-32558	154	21	(	(	PUNCT
ajst-32558	154	22	2025	2025	NUM
ajst-32558	154	23	)	)	PUNCT
ajst-32558	154	24	.	.	PUNCT
ajst-32558	155	1	sample	sample	NOUN
ajst-32558	155	2	more	more	ADJ
ajst-32558	155	3	to	to	PART
ajst-32558	155	4	think	think	VERB
ajst-32558	155	5	less	less	ADJ
ajst-32558	155	6	:	:	PUNCT
ajst-32558	155	7	group	group	NOUN
ajst-32558	155	8	filtered	filter	VERB
ajst-32558	155	9	policy	policy	NOUN
ajst-32558	155	10	optimization	optimization	NOUN
ajst-32558	155	11	for	for	ADP
ajst-32558	155	12	concise	concise	ADJ
ajst-32558	155	13	reasoning	reasoning	NOUN
ajst-32558	155	14	.	.	PUNCT
ajst-32558	156	1	arxiv	arxiv	PROPN
ajst-32558	156	2	.	.	PUNCT
ajst-32558	157	1	https://	https://	PROPN
ajst-32558	157	2	doi.org/	doi.org/	ADV
ajst-32558	157	3	10	10	NUM
ajst-32558	157	4	.	.	PUNCT
ajst-32558	158	1	48550/	48550/	NUM
ajst-32558	158	2	arxiv	arxiv	NOUN
ajst-32558	158	3	.	.	PUNCT
ajst-32558	159	1	2508	2508	NUM
ajst-32558	159	2	.	.	PUNCT
ajst-32558	160	1	09726	09726	NUM
ajst-32558	160	2	.	.	PUNCT
ajst-32558	161	1	142	142	NUM
ajst-32558	162	1	[	[	X
ajst-32558	162	2	9	9	NUM
ajst-32558	162	3	]	]	X
ajst-32558	162	4	zhang	zhang	PROPN
ajst-32558	162	5	,	,	PUNCT
ajst-32558	162	6	y.	y.	PROPN
ajst-32558	162	7	,	,	PUNCT
ajst-32558	162	8	li	li	PROPN
ajst-32558	162	9	,	,	PUNCT
ajst-32558	162	10	q.	q.	PROPN
ajst-32558	162	11	,	,	PUNCT
ajst-32558	162	12	wang	wang	PROPN
ajst-32558	162	13	,	,	PUNCT
ajst-32558	162	14	c.	c.	PROPN
ajst-32558	162	15	,	,	PUNCT
ajst-32558	162	16	&	&	CCONJ
ajst-32558	162	17	yu	yu	PROPN
ajst-32558	162	18	,	,	PUNCT
ajst-32558	162	19	d.	d.	PROPN
ajst-32558	162	20	(	(	PUNCT
ajst-32558	162	21	2025	2025	NUM
ajst-32558	162	22	)	)	PUNCT
ajst-32558	162	23	.	.	PUNCT
ajst-32558	163	1	memo	memo	NOUN
ajst-32558	163	2	:	:	PUNCT
ajst-32558	163	3	building	build	VERB
ajst-32558	163	4	production	production	NOUN
ajst-32558	163	5	-	-	PUNCT
ajst-32558	163	6	ready	ready	ADJ
ajst-32558	163	7	ai	ai	PROPN
ajst-32558	163	8	agents	agent	NOUN
ajst-32558	163	9	with	with	ADP
ajst-32558	163	10	scalable	scalable	ADJ
ajst-32558	163	11	long	long	ADJ
ajst-32558	163	12	-	-	PUNCT
ajst-32558	163	13	term	term	NOUN
ajst-32558	163	14	memory	memory	NOUN
ajst-32558	163	15	.	.	PUNCT
ajst-32558	164	1	arxiv	arxiv	PROPN
ajst-32558	164	2	.	.	PUNCT
ajst-32558	165	1	https://doi.org/10.48550/arxiv.2504.19413	https://doi.org/10.48550/arxiv.2504.19413	PROPN
ajst-32558	165	2	.	.	PUNCT
ajst-32558	166	1	[	[	X
ajst-32558	166	2	10	10	NUM
ajst-32558	166	3	]	]	X
ajst-32558	166	4	zheng	zheng	X
ajst-32558	166	5	,	,	PUNCT
ajst-32558	166	6	et	et	PROPN
ajst-32558	166	7	al	al	PROPN
ajst-32558	166	8	.	.	PUNCT
ajst-32558	166	9	(	(	PUNCT
ajst-32558	166	10	2024	2024	NUM
ajst-32558	166	11	)	)	PUNCT
ajst-32558	166	12	.	.	PUNCT
ajst-32558	167	1	language	language	NOUN
ajst-32558	167	2	model	model	NOUN
ajst-32558	167	3	linguistic	linguistic	ADJ
ajst-32558	167	4	personality	personality	NOUN
ajst-32558	167	5	assessment	assessment	NOUN
ajst-32558	167	6	(	(	PUNCT
ajst-32558	167	7	lmlpa	lmlpa	ADJ
ajst-32558	167	8	):	):	PUNCT
ajst-32558	167	9	a	a	DET
ajst-32558	167	10	big	big	ADJ
ajst-32558	167	11	five	five	NUM
ajst-32558	167	12	personality	personality	NOUN
ajst-32558	167	13	quantification	quantification	NOUN
ajst-32558	167	14	system	system	NOUN
ajst-32558	167	15	based	base	VERB
ajst-32558	167	16	on	on	ADP
ajst-32558	167	17	language	language	NOUN
ajst-32558	167	18	models	model	NOUN
ajst-32558	167	19	.	.	PUNCT
ajst-32558	168	1	arxiv	arxiv	PROPN
ajst-32558	168	2	.	.	PUNCT
ajst-32558	169	1	https://	https://	PROPN
ajst-32558	169	2	doi.org/	doi.org/	ADV
ajst-32558	169	3	10	10	NUM
ajst-32558	169	4	.	.	PUNCT
ajst-32558	170	1	48550/	48550/	NUM
ajst-32558	170	2	arxiv	arxiv	NOUN
ajst-32558	170	3	.	.	PUNCT
ajst-32558	171	1	2410.17632	2410.17632	NUM
ajst-32558	171	2	.	.	PUNCT
ajst-32558	172	1	[	[	X
ajst-32558	172	2	11	11	NUM
ajst-32558	172	3	]	]	X
ajst-32558	172	4	zheng	zheng	X
ajst-32558	172	5	,	,	PUNCT
ajst-32558	172	6	et	et	PROPN
ajst-32558	172	7	al	al	PROPN
ajst-32558	172	8	.	.	PROPN
ajst-32558	172	9	(	(	PUNCT
ajst-32558	172	10	2023	2023	NUM
ajst-32558	172	11	)	)	PUNCT
ajst-32558	172	12	.	.	PUNCT
ajst-32558	173	1	memorybank	memorybank	NOUN
ajst-32558	173	2	:	:	PUNCT
ajst-32558	173	3	enhancing	enhance	VERB
ajst-32558	173	4	large	large	ADJ
ajst-32558	173	5	language	language	NOUN
ajst-32558	173	6	models	model	NOUN
ajst-32558	173	7	with	with	ADP
ajst-32558	173	8	long	long	ADJ
ajst-32558	173	9	-	-	PUNCT
ajst-32558	173	10	term	term	NOUN
ajst-32558	173	11	memory	memory	NOUN
ajst-32558	173	12	.	.	PUNCT
ajst-32558	174	1	arxiv	arxiv	PROPN
ajst-32558	174	2	.	.	PUNCT
ajst-32558	175	1	https://doi.org/10.48550/arxiv.2305.10250	https://doi.org/10.48550/arxiv.2305.10250	PROPN
ajst-32558	175	2	.	.	PUNCT
ajst-32558	176	1	[	[	X
ajst-32558	176	2	12	12	NUM
ajst-32558	176	3	]	]	X
ajst-32558	176	4	dai	dai	PROPN
ajst-32558	176	5	,	,	PUNCT
ajst-32558	176	6	m.	m.	NOUN
ajst-32558	176	7	,	,	PUNCT
ajst-32558	176	8	yuan	yuan	PROPN
ajst-32558	176	9	,	,	PUNCT
ajst-32558	176	10	c.	c.	PROPN
ajst-32558	176	11	,	,	PUNCT
ajst-32558	176	12	&	&	CCONJ
ajst-32558	176	13	nie	nie	PROPN
ajst-32558	176	14	,	,	PUNCT
ajst-32558	176	15	x.	x.	NOUN
ajst-32558	176	16	(	(	PUNCT
ajst-32558	176	17	2024	2024	NUM
ajst-32558	176	18	)	)	PUNCT
ajst-32558	176	19	.	.	PUNCT
ajst-32558	177	1	managing	manage	VERB
ajst-32558	177	2	the	the	DET
ajst-32558	177	3	personality	personality	NOUN
ajst-32558	177	4	of	of	ADP
ajst-32558	177	5	npcs	npc	NOUN
ajst-32558	177	6	with	with	ADP
ajst-32558	177	7	your	your	PRON
ajst-32558	177	8	interactions	interaction	NOUN
ajst-32558	177	9	:	:	PUNCT
ajst-32558	177	10	a	a	DET
ajst-32558	177	11	game	game	NOUN
ajst-32558	177	12	design	design	NOUN
ajst-32558	177	13	system	system	NOUN
ajst-32558	177	14	based	base	VERB
ajst-32558	177	15	on	on	ADP
ajst-32558	177	16	large	large	ADJ
ajst-32558	177	17	language	language	NOUN
ajst-32558	177	18	models	model	NOUN
ajst-32558	177	19	.	.	PUNCT
ajst-32558	178	1	lecture	lecture	NOUN
ajst-32558	178	2	notes	note	NOUN
ajst-32558	178	3	in	in	ADP
ajst-32558	178	4	computer	computer	NOUN
ajst-32558	178	5	science	science	NOUN
ajst-32558	178	6	,	,	PUNCT
ajst-32558	178	7	13888	13888	NUM
ajst-32558	178	8	,	,	PUNCT
ajst-32558	178	9	245256	245256	NUM
ajst-32558	178	10	.	.	PUNCT
ajst-32558	179	1	https://doi.org/10.1007/978-3-031-60692-2_17	https://doi.org/10.1007/978-3-031-60692-2_17	X
ajst-32558	179	2	.	.	PUNCT
ajst-32558	180	1	[	[	X
ajst-32558	180	2	13	13	NUM
ajst-32558	180	3	]	]	SYM
ajst-32558	180	4	wohn	wohn	PROPN
ajst-32558	180	5	,	,	PUNCT
ajst-32558	180	6	d.	d.	PROPN
ajst-32558	180	7	y.	y.	PROPN
ajst-32558	180	8	,	,	PUNCT
ajst-32558	180	9	&	&	CCONJ
ajst-32558	180	10	wash	wash	PROPN
ajst-32558	180	11	,	,	PUNCT
ajst-32558	180	12	r.	r.	PROPN
ajst-32558	180	13	(	(	PUNCT
ajst-32558	180	14	2012	2012	NUM
ajst-32558	180	15	)	)	PUNCT
ajst-32558	180	16	.	.	PUNCT
ajst-32558	181	1	a	a	DET
ajst-32558	181	2	virtual	virtual	ADJ
ajst-32558	181	3	"	"	PUNCT
ajst-32558	181	4	room	room	NOUN
ajst-32558	181	5	"	"	PUNCT
ajst-32558	181	6	with	with	ADP
ajst-32558	181	7	a	a	DET
ajst-32558	181	8	cue	cue	NOUN
ajst-32558	181	9	:	:	PUNCT
ajst-32558	181	10	detecting	detect	VERB
ajst-32558	181	11	personality	personality	NOUN
ajst-32558	181	12	through	through	ADP
ajst-32558	181	13	spatial	spatial	ADJ
ajst-32558	181	14	customization	customization	NOUN
ajst-32558	181	15	in	in	ADP
ajst-32558	181	16	a	a	DET
ajst-32558	181	17	city	city	NOUN
ajst-32558	181	18	simulation	simulation	NOUN
ajst-32558	181	19	game	game	NOUN
ajst-32558	181	20	.	.	PUNCT
ajst-32558	182	1	computers	computer	NOUN
ajst-32558	182	2	in	in	ADP
ajst-32558	182	3	human	human	ADJ
ajst-32558	182	4	behavior	behavior	NOUN
ajst-32558	182	5	,	,	PUNCT
ajst-32558	182	6	29(1	29(1	NUM
ajst-32558	182	7	)	)	PUNCT
ajst-32558	182	8	,	,	PUNCT
ajst-32558	182	9	155	155	NUM
ajst-32558	182	10	-	-	SYM
ajst-32558	182	11	159	159	NUM
ajst-32558	182	12	.	.	PUNCT
ajst-32558	182	13	https	https	NOUN
ajst-32558	182	14	:	:	PUNCT
ajst-32558	182	15	//	//	NUM
ajst-32558	182	16	doi	doi	PROPN
ajst-32558	182	17	.	.	PUNCT
ajst-32558	183	1	org/	org/	PRON
ajst-32558	183	2	10.1016	10.1016	NUM
ajst-32558	183	3	/	/	SYM
ajst-32558	183	4	j.chb.2012.07.029	j.chb.2012.07.029	NOUN
ajst-32558	183	5	.	.	PUNCT
ajst-32558	184	1	[	[	X
ajst-32558	184	2	14	14	NUM
ajst-32558	184	3	]	]	X
ajst-32558	184	4	pretty	pretty	ADJ
ajst-32558	184	5	,	,	PUNCT
ajst-32558	184	6	e.	e.	PROPN
ajst-32558	184	7	j.	j.	PROPN
ajst-32558	184	8	,	,	PUNCT
ajst-32558	184	9	fayek	fayek	PROPN
ajst-32558	184	10	,	,	PUNCT
ajst-32558	184	11	h.	h.	PROPN
ajst-32558	184	12	m.	m.	PROPN
ajst-32558	184	13	,	,	PUNCT
ajst-32558	184	14	&	&	CCONJ
ajst-32558	184	15	zambetta	zambetta	PROPN
ajst-32558	184	16	,	,	PUNCT
ajst-32558	184	17	f.	f.	PROPN
ajst-32558	184	18	(	(	PUNCT
ajst-32558	184	19	2023	2023	NUM
ajst-32558	184	20	)	)	PUNCT
ajst-32558	184	21	.	.	PUNCT
ajst-32558	185	1	a	a	DET
ajst-32558	185	2	case	case	NOUN
ajst-32558	185	3	for	for	ADP
ajst-32558	185	4	personalized	personalized	ADJ
ajst-32558	185	5	non	non	ADJ
ajst-32558	185	6	-	-	ADJ
ajst-32558	185	7	player	player	ADJ
ajst-32558	185	8	character	character	NOUN
ajst-32558	185	9	companion	companion	NOUN
ajst-32558	185	10	design	design	NOUN
ajst-32558	185	11	.	.	PUNCT
ajst-32558	186	1	international	international	ADJ
ajst-32558	186	2	journal	journal	PROPN
ajst-32558	186	3	of	of	ADP
ajst-32558	186	4	human	human	ADJ
ajst-32558	186	5	–	–	PUNCT
ajst-32558	186	6	computer	computer	NOUN
ajst-32558	186	7	interaction	interaction	NOUN
ajst-32558	186	8	,	,	PUNCT
ajst-32558	186	9	40(12	40(12	NUM
ajst-32558	186	10	)	)	PUNCT
ajst-32558	186	11	3051	3051	NUM
ajst-32558	186	12	-	-	SYM
ajst-32558	186	13	3070	3070	NUM
ajst-32558	186	14	.	.	PUNCT
ajst-32558	187	1	https	https	NOUN
ajst-32558	187	2	:	:	PUNCT
ajst-32558	188	1	//doi	//doi	PROPN
ajst-32558	188	2	.	.	PUNCT
ajst-32558	189	1	org/	org/	PRON
ajst-32558	189	2	10.1080/10447318.2023.2181125	10.1080/10447318.2023.2181125	NUM
ajst-32558	189	3	.	.	PUNCT
ajst-32558	190	1	[	[	X
ajst-32558	190	2	15	15	NUM
ajst-32558	190	3	]	]	X
ajst-32558	190	4	sonlu	sonlu	NOUN
ajst-32558	190	5	,	,	PUNCT
ajst-32558	190	6	s.	s.	PROPN
ajst-32558	190	7	,	,	PUNCT
ajst-32558	190	8	güdükbay	güdükbay	PROPN
ajst-32558	190	9	,	,	PUNCT
ajst-32558	190	10	u.	u.	PROPN
ajst-32558	190	11	,	,	PUNCT
ajst-32558	190	12	&	&	CCONJ
ajst-32558	190	13	durupinar	durupinar	PROPN
ajst-32558	190	14	,	,	PUNCT
ajst-32558	190	15	f.	f.	PROPN
ajst-32558	190	16	(	(	PUNCT
ajst-32558	190	17	2021	2021	NUM
ajst-32558	190	18	)	)	PUNCT
ajst-32558	190	19	.	.	PUNCT
ajst-32558	191	1	a	a	DET
ajst-32558	191	2	conversational	conversational	ADJ
ajst-32558	191	3	agent	agent	NOUN
ajst-32558	191	4	framework	framework	NOUN
ajst-32558	191	5	with	with	ADP
ajst-32558	191	6	multi	multi	ADJ
ajst-32558	191	7	-	-	ADJ
ajst-32558	191	8	modal	modal	ADJ
ajst-32558	191	9	personality	personality	NOUN
ajst-32558	191	10	expression	expression	NOUN
ajst-32558	191	11	.	.	PUNCT
ajst-32558	192	1	acm	acm	NOUN
ajst-32558	192	2	transactions	transaction	NOUN
ajst-32558	192	3	on	on	ADP
ajst-32558	192	4	graphics	graphic	NOUN
ajst-32558	192	5	(	(	PUNCT
ajst-32558	192	6	tog	tog	NOUN
ajst-32558	192	7	)	)	PUNCT
ajst-32558	192	8	,	,	PUNCT
ajst-32558	192	9	*	*	NOUN
ajst-32558	192	10	40*(2	40*(2	NOUN
ajst-32558	192	11	)	)	PUNCT
ajst-32558	192	12	,	,	PUNCT
ajst-32558	192	13	article	article	NOUN
ajst-32558	192	14	15	15	NUM
ajst-32558	192	15	.	.	PUNCT
ajst-32558	193	1	https://	https://	PROPN
ajst-32558	193	2	doi	doi	PROPN
ajst-32558	193	3	.	.	PUNCT
ajst-32558	194	1	org/	org/	NOUN
ajst-32558	194	2	10.1145/3439795	10.1145/3439795	NUM
ajst-32558	194	3	.	.	PUNCT
