id	sid	tid	token	lemma	pos
fcis-30144	1	1	frontiers	frontier	NOUN
fcis-30144	1	2	in	in	ADP
fcis-30144	1	3	computing	computing	NOUN
fcis-30144	1	4	and	and	CCONJ
fcis-30144	1	5	intelligent	intelligent	ADJ
fcis-30144	1	6	systems	system	NOUN
fcis-30144	1	7	issn	issn	VERB
fcis-30144	1	8	:	:	PUNCT
fcis-30144	1	9	2832	2832	NUM
fcis-30144	1	10	-	-	SYM
fcis-30144	1	11	6024	6024	NUM
fcis-30144	1	12	|	|	NOUN
fcis-30144	1	13	vol	vol	NOUN
fcis-30144	1	14	.	.	PROPN
fcis-30144	2	1	11	11	NUM
fcis-30144	2	2	,	,	PUNCT
fcis-30144	2	3	no	no	INTJ
fcis-30144	2	4	.	.	NOUN
fcis-30144	2	5	3	3	NUM
fcis-30144	2	6	,	,	PUNCT
fcis-30144	2	7	2025	2025	NUM
fcis-30144	2	8	91	91	NUM
fcis-30144	2	9	design	design	NOUN
fcis-30144	2	10	of	of	ADP
fcis-30144	2	11	an	an	DET
fcis-30144	2	12	llm	llm	ADV
fcis-30144	2	13	-	-	PUNCT
fcis-30144	2	14	driven	drive	VERB
fcis-30144	2	15	personalized	personalized	ADJ
fcis-30144	2	16	learning	learn	VERB
fcis-30144	2	17	resource	resource	NOUN
fcis-30144	2	18	recommendation	recommendation	NOUN
fcis-30144	2	19	system	system	NOUN
fcis-30144	2	20	-a	-a	PUNCT
fcis-30144	2	21	comparative	comparative	ADJ
fcis-30144	2	22	study	study	NOUN
fcis-30144	2	23	zhiyuan	zhiyuan	PROPN
fcis-30144	2	24	ma	ma	PROPN
fcis-30144	2	25	,	,	PUNCT
fcis-30144	2	26	jie	jie	PROPN
fcis-30144	2	27	wu	wu	PROPN
fcis-30144	2	28	school	school	NOUN
fcis-30144	2	29	of	of	ADP
fcis-30144	2	30	computer	computer	NOUN
fcis-30144	2	31	science	science	NOUN
fcis-30144	2	32	and	and	CCONJ
fcis-30144	2	33	software	software	NOUN
fcis-30144	2	34	engineering	engineering	NOUN
fcis-30144	2	35	,	,	PUNCT
fcis-30144	2	36	university	university	NOUN
fcis-30144	2	37	of	of	ADP
fcis-30144	2	38	science	science	NOUN
fcis-30144	2	39	and	and	CCONJ
fcis-30144	2	40	technology	technology	NOUN
fcis-30144	2	41	liaoning	liaoning	NOUN
fcis-30144	2	42	,	,	PUNCT
fcis-30144	2	43	anshan	anshan	PROPN
fcis-30144	2	44	liaoning	liaoning	NOUN
fcis-30144	2	45	,	,	PUNCT
fcis-30144	2	46	114051	114051	NUM
fcis-30144	2	47	,	,	PUNCT
fcis-30144	2	48	china	china	PROPN
fcis-30144	2	49	abstract	abstract	PROPN
fcis-30144	2	50	:	:	PUNCT
fcis-30144	2	51	recently	recently	ADV
fcis-30144	2	52	,	,	PUNCT
fcis-30144	2	53	the	the	DET
fcis-30144	2	54	demand	demand	NOUN
fcis-30144	2	55	for	for	ADP
fcis-30144	2	56	personalized	personalized	ADJ
fcis-30144	2	57	learning	learning	NOUN
fcis-30144	2	58	resources	resource	NOUN
fcis-30144	2	59	has	have	AUX
fcis-30144	2	60	increased	increase	VERB
fcis-30144	2	61	substantially	substantially	ADV
fcis-30144	2	62	.	.	PUNCT
fcis-30144	3	1	traditional	traditional	ADJ
fcis-30144	3	2	recommendation	recommendation	NOUN
fcis-30144	3	3	algorithms	algorithm	NOUN
fcis-30144	3	4	,	,	PUNCT
fcis-30144	3	5	such	such	ADJ
fcis-30144	3	6	as	as	ADP
fcis-30144	3	7	collaborative	collaborative	ADJ
fcis-30144	3	8	filtering	filtering	NOUN
fcis-30144	3	9	(	(	PUNCT
fcis-30144	3	10	cf	cf	NOUN
fcis-30144	3	11	)	)	PUNCT
fcis-30144	3	12	,	,	PUNCT
fcis-30144	3	13	often	often	ADV
fcis-30144	3	14	struggle	struggle	VERB
fcis-30144	3	15	with	with	ADP
fcis-30144	3	16	cold	cold	ADJ
fcis-30144	3	17	-	-	PUNCT
fcis-30144	3	18	start	start	NOUN
fcis-30144	3	19	scenarios	scenario	NOUN
fcis-30144	3	20	and	and	CCONJ
fcis-30144	3	21	data	datum	NOUN
fcis-30144	3	22	sparsity	sparsity	NOUN
fcis-30144	3	23	,	,	PUNCT
fcis-30144	3	24	limiting	limit	VERB
fcis-30144	3	25	their	their	PRON
fcis-30144	3	26	applicability	applicability	NOUN
fcis-30144	3	27	in	in	ADP
fcis-30144	3	28	new	new	ADJ
fcis-30144	3	29	platforms	platform	NOUN
fcis-30144	3	30	.	.	PUNCT
fcis-30144	4	1	in	in	ADP
fcis-30144	4	2	order	order	NOUN
fcis-30144	4	3	to	to	PART
fcis-30144	4	4	address	address	VERB
fcis-30144	4	5	these	these	DET
fcis-30144	4	6	challenges	challenge	NOUN
fcis-30144	4	7	,	,	PUNCT
fcis-30144	4	8	this	this	DET
fcis-30144	4	9	study	study	NOUN
fcis-30144	4	10	proposes	propose	VERB
fcis-30144	4	11	a	a	DET
fcis-30144	4	12	personalized	personalized	ADJ
fcis-30144	4	13	learning	learning	NOUN
fcis-30144	4	14	recommendation	recommendation	NOUN
fcis-30144	4	15	system	system	NOUN
fcis-30144	4	16	based	base	VERB
fcis-30144	4	17	on	on	ADP
fcis-30144	4	18	large	large	ADJ
fcis-30144	4	19	language	language	NOUN
fcis-30144	4	20	models	model	NOUN
fcis-30144	4	21	(	(	PUNCT
fcis-30144	4	22	llms	llm	NOUN
fcis-30144	4	23	)	)	PUNCT
fcis-30144	4	24	,	,	PUNCT
fcis-30144	4	25	which	which	PRON
fcis-30144	4	26	use	use	VERB
fcis-30144	4	27	their	their	PRON
fcis-30144	4	28	advanced	advanced	ADJ
fcis-30144	4	29	understanding	understanding	NOUN
fcis-30144	4	30	capabilities	capability	NOUN
fcis-30144	4	31	to	to	PART
fcis-30144	4	32	analyze	analyze	VERB
fcis-30144	4	33	user	user	NOUN
fcis-30144	4	34	intent	intent	NOUN
fcis-30144	4	35	and	and	CCONJ
fcis-30144	4	36	generate	generate	VERB
fcis-30144	4	37	recommendations	recommendation	NOUN
fcis-30144	4	38	.	.	PUNCT
fcis-30144	5	1	the	the	DET
fcis-30144	5	2	system	system	NOUN
fcis-30144	5	3	architecture	architecture	NOUN
fcis-30144	5	4	employs	employ	VERB
fcis-30144	5	5	the	the	DET
fcis-30144	5	6	spring	spring	NOUN
fcis-30144	5	7	boot	boot	NOUN
fcis-30144	5	8	and	and	CCONJ
fcis-30144	5	9	vue	vue	PROPN
fcis-30144	5	10	frameworks	framework	NOUN
fcis-30144	5	11	for	for	ADP
fcis-30144	5	12	efficient	efficient	ADJ
fcis-30144	5	13	frontend	frontend	NOUN
fcis-30144	5	14	-	-	PUNCT
fcis-30144	5	15	backend	backend	NOUN
fcis-30144	5	16	development	development	NOUN
fcis-30144	5	17	,	,	PUNCT
fcis-30144	5	18	while	while	SCONJ
fcis-30144	5	19	the	the	DET
fcis-30144	5	20	langchain	langchain	NOUN
fcis-30144	5	21	framework	framework	NOUN
fcis-30144	5	22	on	on	ADP
fcis-30144	5	23	llm	llm	PROPN
fcis-30144	5	24	interactions	interaction	NOUN
fcis-30144	5	25	.	.	PUNCT
fcis-30144	6	1	the	the	DET
fcis-30144	6	2	integration	integration	NOUN
fcis-30144	6	3	of	of	ADP
fcis-30144	6	4	fine	fine	ADV
fcis-30144	6	5	-	-	PUNCT
fcis-30144	6	6	tuned	tune	VERB
fcis-30144	6	7	prompts	prompt	NOUN
fcis-30144	6	8	with	with	ADP
fcis-30144	6	9	user	user	NOUN
fcis-30144	6	10	-	-	PUNCT
fcis-30144	6	11	generated	generate	VERB
fcis-30144	6	12	tags	tag	NOUN
fcis-30144	6	13	and	and	CCONJ
fcis-30144	6	14	historical	historical	ADJ
fcis-30144	6	15	learning	learning	NOUN
fcis-30144	6	16	data	datum	NOUN
fcis-30144	6	17	enables	enable	VERB
fcis-30144	6	18	the	the	DET
fcis-30144	6	19	platform	platform	NOUN
fcis-30144	6	20	to	to	PART
fcis-30144	6	21	dynamically	dynamically	ADV
fcis-30144	6	22	generate	generate	VERB
fcis-30144	6	23	recommendations	recommendation	NOUN
fcis-30144	6	24	through	through	ADP
fcis-30144	6	25	apis	apis	NOUN
fcis-30144	6	26	of	of	ADP
fcis-30144	6	27	llms	llm	NOUN
fcis-30144	6	28	,	,	PUNCT
fcis-30144	6	29	such	such	ADJ
fcis-30144	6	30	as	as	ADP
fcis-30144	6	31	chatgpt	chatgpt	NOUN
fcis-30144	6	32	and	and	CCONJ
fcis-30144	6	33	deepseek	deepseek	ADJ
fcis-30144	6	34	.	.	PUNCT
fcis-30144	7	1	this	this	DET
fcis-30144	7	2	approach	approach	NOUN
fcis-30144	7	3	effectively	effectively	ADV
fcis-30144	7	4	addresses	address	VERB
fcis-30144	7	5	the	the	DET
fcis-30144	7	6	issue	issue	NOUN
fcis-30144	7	7	of	of	ADP
fcis-30144	7	8	suboptimal	suboptimal	ADJ
fcis-30144	7	9	recommendation	recommendation	NOUN
fcis-30144	7	10	accuracy	accuracy	NOUN
fcis-30144	7	11	caused	cause	VERB
fcis-30144	7	12	by	by	ADP
fcis-30144	7	13	data	datum	NOUN
fcis-30144	7	14	sparsity	sparsity	NOUN
fcis-30144	7	15	within	within	ADP
fcis-30144	7	16	the	the	DET
fcis-30144	7	17	platform	platform	NOUN
fcis-30144	7	18	.	.	PUNCT
fcis-30144	8	1	however	however	ADV
fcis-30144	8	2	,	,	PUNCT
fcis-30144	8	3	limitations	limitation	NOUN
fcis-30144	8	4	such	such	ADJ
fcis-30144	8	5	as	as	ADP
fcis-30144	8	6	hallucination	hallucination	NOUN
fcis-30144	8	7	phenomena	phenomenon	NOUN
fcis-30144	8	8	and	and	CCONJ
fcis-30144	8	9	api	api	NOUN
fcis-30144	8	10	cost	cost	NOUN
fcis-30144	8	11	scalability	scalability	NOUN
fcis-30144	8	12	necessitate	necessitate	ADJ
fcis-30144	8	13	further	further	ADJ
fcis-30144	8	14	optimization	optimization	NOUN
fcis-30144	8	15	.	.	PUNCT
fcis-30144	9	1	it	it	PRON
fcis-30144	9	2	is	be	AUX
fcis-30144	9	3	evident	evident	ADJ
fcis-30144	9	4	that	that	SCONJ
fcis-30144	9	5	the	the	DET
fcis-30144	9	6	platform	platform	NOUN
fcis-30144	9	7	will	will	AUX
fcis-30144	9	8	require	require	VERB
fcis-30144	9	9	continuous	continuous	ADJ
fcis-30144	9	10	optimisation	optimisation	NOUN
fcis-30144	9	11	in	in	ADP
fcis-30144	9	12	the	the	DET
fcis-30144	9	13	future	future	NOUN
fcis-30144	9	14	.	.	PUNCT
fcis-30144	10	1	keywords	keyword	NOUN
fcis-30144	10	2	:	:	PUNCT
fcis-30144	10	3	recommendation	recommendation	NOUN
fcis-30144	10	4	system	system	NOUN
fcis-30144	10	5	;	;	PUNCT
fcis-30144	10	6	large	large	ADJ
fcis-30144	10	7	language	language	NOUN
fcis-30144	10	8	model	model	NOUN
fcis-30144	10	9	;	;	PUNCT
fcis-30144	10	10	langchain	langchain	NOUN
fcis-30144	10	11	framework	framework	NOUN
fcis-30144	10	12	.	.	PUNCT
fcis-30144	11	1	1	1	X
fcis-30144	11	2	.	.	X
fcis-30144	11	3	introduction	introduction	NOUN
fcis-30144	11	4	the	the	DET
fcis-30144	11	5	continuous	continuous	ADJ
fcis-30144	11	6	growth	growth	NOUN
fcis-30144	11	7	of	of	ADP
fcis-30144	11	8	the	the	DET
fcis-30144	11	9	online	online	ADJ
fcis-30144	11	10	education	education	NOUN
fcis-30144	11	11	industry	industry	NOUN
fcis-30144	11	12	has	have	AUX
fcis-30144	11	13	precipitated	precipitate	VERB
fcis-30144	11	14	a	a	DET
fcis-30144	11	15	surge	surge	NOUN
fcis-30144	11	16	in	in	ADP
fcis-30144	11	17	demand	demand	NOUN
fcis-30144	11	18	for	for	ADP
fcis-30144	11	19	high	high	ADJ
fcis-30144	11	20	-	-	PUNCT
fcis-30144	11	21	quality	quality	NOUN
fcis-30144	11	22	educational	educational	ADJ
fcis-30144	11	23	resources	resource	NOUN
fcis-30144	11	24	among	among	ADP
fcis-30144	11	25	university	university	NOUN
fcis-30144	11	26	students	student	NOUN
fcis-30144	11	27	.	.	PUNCT
fcis-30144	12	1	in	in	ADP
fcis-30144	12	2	this	this	DET
fcis-30144	12	3	context	context	NOUN
fcis-30144	12	4	,	,	PUNCT
fcis-30144	12	5	the	the	DET
fcis-30144	12	6	concept	concept	NOUN
fcis-30144	12	7	of	of	ADP
fcis-30144	12	8	personalized	personalized	ADJ
fcis-30144	12	9	learning	learning	NOUN
fcis-30144	12	10	has	have	AUX
fcis-30144	12	11	emerged	emerge	VERB
fcis-30144	12	12	as	as	ADP
fcis-30144	12	13	a	a	DET
fcis-30144	12	14	pivotal	pivotal	ADJ
fcis-30144	12	15	research	research	NOUN
fcis-30144	12	16	domain	domain	NOUN
fcis-30144	12	17	in	in	ADP
fcis-30144	12	18	educational	educational	ADJ
fcis-30144	12	19	technology	technology	NOUN
fcis-30144	12	20	,	,	PUNCT
fcis-30144	12	21	attracting	attract	VERB
fcis-30144	12	22	considerable	considerable	ADJ
fcis-30144	12	23	attention	attention	NOUN
fcis-30144	12	24	from	from	ADP
fcis-30144	12	25	both	both	CCONJ
fcis-30144	12	26	academic	academic	ADJ
fcis-30144	12	27	and	and	CCONJ
fcis-30144	12	28	industrial	industrial	ADJ
fcis-30144	12	29	communities	community	NOUN
fcis-30144	12	30	.	.	PUNCT
fcis-30144	13	1	it	it	PRON
fcis-30144	13	2	is	be	AUX
fcis-30144	13	3	evident	evident	ADJ
fcis-30144	13	4	that	that	SCONJ
fcis-30144	13	5	online	online	ADJ
fcis-30144	13	6	education	education	NOUN
fcis-30144	13	7	websites	website	NOUN
fcis-30144	13	8	such	such	ADJ
fcis-30144	13	9	as	as	ADP
fcis-30144	13	10	mooc	mooc	PROPN
fcis-30144	13	11	and	and	CCONJ
fcis-30144	13	12	coursera	coursera	NOUN
fcis-30144	13	13	have	have	AUX
fcis-30144	13	14	recently	recently	ADV
fcis-30144	13	15	begun	begin	VERB
fcis-30144	13	16	to	to	PART
fcis-30144	13	17	place	place	VERB
fcis-30144	13	18	a	a	DET
fcis-30144	13	19	greater	great	ADJ
fcis-30144	13	20	emphasis	emphasis	NOUN
fcis-30144	13	21	on	on	ADP
fcis-30144	13	22	personalized	personalized	ADJ
fcis-30144	13	23	learning	learning	NOUN
fcis-30144	13	24	.	.	PUNCT
fcis-30144	14	1	however	however	ADV
fcis-30144	14	2	,	,	PUNCT
fcis-30144	14	3	in	in	ADP
fcis-30144	14	4	the	the	DET
fcis-30144	14	5	face	face	NOUN
fcis-30144	14	6	of	of	ADP
fcis-30144	14	7	massive	massive	ADJ
fcis-30144	14	8	learning	learning	NOUN
fcis-30144	14	9	resources	resource	NOUN
fcis-30144	14	10	,	,	PUNCT
fcis-30144	14	11	plenty	plenty	NOUN
fcis-30144	14	12	of	of	ADP
fcis-30144	14	13	students	student	NOUN
fcis-30144	14	14	are	be	AUX
fcis-30144	14	15	difficult	difficult	ADJ
fcis-30144	14	16	to	to	PART
fcis-30144	14	17	quickly	quickly	ADV
fcis-30144	14	18	find	find	VERB
fcis-30144	14	19	suitable	suitable	ADJ
fcis-30144	14	20	materials	material	NOUN
fcis-30144	14	21	for	for	ADP
fcis-30144	14	22	themselves	themselves	PRON
fcis-30144	14	23	.	.	PUNCT
fcis-30144	15	1	therefore	therefore	ADV
fcis-30144	15	2	,	,	PUNCT
fcis-30144	15	3	it	it	PRON
fcis-30144	15	4	's	be	AUX
fcis-30144	15	5	necessary	necessary	ADJ
fcis-30144	15	6	and	and	CCONJ
fcis-30144	15	7	feasible	feasible	ADJ
fcis-30144	15	8	to	to	PART
fcis-30144	15	9	build	build	VERB
fcis-30144	15	10	an	an	DET
fcis-30144	15	11	online	online	ADJ
fcis-30144	15	12	study	study	NOUN
fcis-30144	15	13	platform	platform	NOUN
fcis-30144	15	14	which	which	PRON
fcis-30144	15	15	integrates	integrate	VERB
fcis-30144	15	16	various	various	ADJ
fcis-30144	15	17	high	high	ADJ
fcis-30144	15	18	-	-	PUNCT
fcis-30144	15	19	quality	quality	NOUN
fcis-30144	15	20	resources	resource	NOUN
fcis-30144	15	21	and	and	CCONJ
fcis-30144	15	22	is	be	AUX
fcis-30144	15	23	easy	easy	ADJ
fcis-30144	15	24	to	to	PART
fcis-30144	15	25	access	access	VERB
fcis-30144	15	26	and	and	CCONJ
fcis-30144	15	27	utilize	utilize	VERB
fcis-30144	15	28	.	.	PUNCT
fcis-30144	16	1	although	although	SCONJ
fcis-30144	16	2	the	the	DET
fcis-30144	16	3	research	research	NOUN
fcis-30144	16	4	of	of	ADP
fcis-30144	16	5	personalized	personalized	ADJ
fcis-30144	16	6	learning	learning	NOUN
fcis-30144	16	7	is	be	AUX
fcis-30144	16	8	deepening	deepen	VERB
fcis-30144	16	9	,	,	PUNCT
fcis-30144	16	10	many	many	ADJ
fcis-30144	16	11	learning	learning	NOUN
fcis-30144	16	12	platforms	platform	NOUN
fcis-30144	16	13	still	still	ADV
fcis-30144	16	14	face	face	VERB
fcis-30144	16	15	the	the	DET
fcis-30144	16	16	problem	problem	NOUN
fcis-30144	16	17	of	of	ADP
fcis-30144	16	18	insufficient	insufficient	ADJ
fcis-30144	16	19	accuracy	accuracy	NOUN
fcis-30144	16	20	and	and	CCONJ
fcis-30144	16	21	adaptability	adaptability	NOUN
fcis-30144	16	22	of	of	ADP
fcis-30144	16	23	recommendation	recommendation	NOUN
fcis-30144	16	24	systems	system	NOUN
fcis-30144	16	25	in	in	ADP
fcis-30144	16	26	practical	practical	ADJ
fcis-30144	16	27	applications	application	NOUN
fcis-30144	16	28	.	.	PUNCT
fcis-30144	17	1	this	this	DET
fcis-30144	17	2	study	study	NOUN
fcis-30144	17	3	posits	posit	NOUN
fcis-30144	17	4	that	that	SCONJ
fcis-30144	17	5	a	a	DET
fcis-30144	17	6	systematically	systematically	ADV
fcis-30144	17	7	optimized	optimize	VERB
fcis-30144	17	8	recommendation	recommendation	NOUN
fcis-30144	17	9	system	system	NOUN
fcis-30144	17	10	should	should	AUX
fcis-30144	17	11	be	be	AUX
fcis-30144	17	12	incorporated	incorporate	VERB
fcis-30144	17	13	as	as	ADP
fcis-30144	17	14	an	an	DET
fcis-30144	17	15	essential	essential	ADJ
fcis-30144	17	16	component	component	NOUN
fcis-30144	17	17	of	of	ADP
fcis-30144	17	18	contemporary	contemporary	ADJ
fcis-30144	17	19	learning	learning	NOUN
fcis-30144	17	20	platforms	platform	NOUN
fcis-30144	17	21	.	.	PUNCT
fcis-30144	18	1	motivated	motivate	VERB
fcis-30144	18	2	by	by	ADP
fcis-30144	18	3	this	this	DET
fcis-30144	18	4	proposition	proposition	NOUN
fcis-30144	18	5	,	,	PUNCT
fcis-30144	18	6	the	the	DET
fcis-30144	18	7	investigation	investigation	NOUN
fcis-30144	18	8	explores	explore	VERB
fcis-30144	18	9	the	the	DET
fcis-30144	18	10	technical	technical	ADJ
fcis-30144	18	11	feasibility	feasibility	NOUN
fcis-30144	18	12	of	of	ADP
fcis-30144	18	13	constructing	construct	VERB
fcis-30144	18	14	a	a	DET
fcis-30144	18	15	personalized	personalized	ADJ
fcis-30144	18	16	learning	learning	NOUN
fcis-30144	18	17	recommendation	recommendation	NOUN
fcis-30144	18	18	platform	platform	NOUN
fcis-30144	18	19	with	with	ADP
fcis-30144	18	20	large	large	ADJ
fcis-30144	18	21	language	language	NOUN
fcis-30144	18	22	models	model	NOUN
fcis-30144	18	23	(	(	PUNCT
fcis-30144	18	24	llms	llm	NOUN
fcis-30144	18	25	)	)	PUNCT
fcis-30144	18	26	.	.	PUNCT
fcis-30144	19	1	building	build	VERB
fcis-30144	19	2	on	on	ADP
fcis-30144	19	3	this	this	DET
fcis-30144	19	4	foundation	foundation	NOUN
fcis-30144	19	5	,	,	PUNCT
fcis-30144	19	6	this	this	DET
fcis-30144	19	7	study	study	NOUN
fcis-30144	19	8	aims	aim	VERB
fcis-30144	19	9	to	to	PART
fcis-30144	19	10	develop	develop	VERB
fcis-30144	19	11	a	a	DET
fcis-30144	19	12	personalized	personalized	ADJ
fcis-30144	19	13	learning	learning	NOUN
fcis-30144	19	14	recommendation	recommendation	NOUN
fcis-30144	19	15	platform	platform	NOUN
fcis-30144	19	16	based	base	VERB
fcis-30144	19	17	on	on	ADP
fcis-30144	19	18	the	the	DET
fcis-30144	19	19	spring	spring	NOUN
fcis-30144	19	20	boot	boot	NOUN
fcis-30144	19	21	and	and	CCONJ
fcis-30144	19	22	vue	vue	PROPN
fcis-30144	19	23	frameworks	framework	NOUN
fcis-30144	19	24	,	,	PUNCT
fcis-30144	19	25	with	with	ADP
fcis-30144	19	26	a	a	DET
fcis-30144	19	27	dual	dual	ADJ
fcis-30144	19	28	focus	focus	NOUN
fcis-30144	19	29	on	on	ADP
fcis-30144	19	30	enhancing	enhance	VERB
fcis-30144	19	31	recommendation	recommendation	NOUN
fcis-30144	19	32	accuracy	accuracy	NOUN
fcis-30144	19	33	and	and	CCONJ
fcis-30144	19	34	user	user	NOUN
fcis-30144	19	35	experience	experience	NOUN
fcis-30144	19	36	through	through	ADP
fcis-30144	19	37	analysis	analysis	NOUN
fcis-30144	19	38	of	of	ADP
fcis-30144	19	39	llm	llm	NOUN
fcis-30144	19	40	-	-	PUNCT
fcis-30144	19	41	based	base	VERB
fcis-30144	19	42	recommendation	recommendation	NOUN
fcis-30144	19	43	algorithms	algorithm	NOUN
fcis-30144	19	44	and	and	CCONJ
fcis-30144	19	45	conventional	conventional	ADJ
fcis-30144	19	46	collaborative	collaborative	ADJ
fcis-30144	19	47	filtering	filtering	NOUN
fcis-30144	19	48	approaches	approach	NOUN
fcis-30144	19	49	.	.	PUNCT
fcis-30144	20	1	in	in	ADP
fcis-30144	20	2	terms	term	NOUN
fcis-30144	20	3	of	of	ADP
fcis-30144	20	4	methodological	methodological	ADJ
fcis-30144	20	5	approach	approach	NOUN
fcis-30144	20	6	,	,	PUNCT
fcis-30144	20	7	this	this	DET
fcis-30144	20	8	learning	learning	NOUN
fcis-30144	20	9	platform	platform	NOUN
fcis-30144	20	10	employs	employ	VERB
fcis-30144	20	11	a	a	DET
fcis-30144	20	12	transformer	transformer	NOUN
fcis-30144	20	13	-	-	PUNCT
fcis-30144	20	14	based	base	VERB
fcis-30144	20	15	large	large	ADJ
fcis-30144	20	16	language	language	NOUN
fcis-30144	20	17	model	model	NOUN
fcis-30144	20	18	architecture	architecture	NOUN
fcis-30144	20	19	to	to	PART
fcis-30144	20	20	construct	construct	VERB
fcis-30144	20	21	a	a	DET
fcis-30144	20	22	dynamically	dynamically	ADV
fcis-30144	20	23	recommendation	recommendation	NOUN
fcis-30144	20	24	system	system	NOUN
fcis-30144	20	25	.	.	PUNCT
fcis-30144	21	1	experimental	experimental	ADJ
fcis-30144	21	2	demonstrate	demonstrate	NOUN
fcis-30144	21	3	that	that	SCONJ
fcis-30144	21	4	the	the	DET
fcis-30144	21	5	llm	llm	ADV
fcis-30144	21	6	-	-	PUNCT
fcis-30144	21	7	based	base	VERB
fcis-30144	21	8	recommendation	recommendation	NOUN
fcis-30144	21	9	algorithm	algorithm	NOUN
fcis-30144	21	10	significantly	significantly	ADV
fcis-30144	21	11	outperforms	outperform	VERB
fcis-30144	21	12	traditional	traditional	ADJ
fcis-30144	21	13	recommendation	recommendation	NOUN
fcis-30144	21	14	algorithms	algorithm	NOUN
fcis-30144	21	15	in	in	ADP
fcis-30144	21	16	certain	certain	ADJ
fcis-30144	21	17	domains	domain	NOUN
fcis-30144	21	18	,	,	PUNCT
fcis-30144	21	19	such	such	ADJ
fcis-30144	21	20	as	as	ADP
fcis-30144	21	21	cold	cold	ADJ
fcis-30144	21	22	-	-	PUNCT
fcis-30144	21	23	start	start	NOUN
fcis-30144	21	24	scenarios	scenario	NOUN
fcis-30144	21	25	.	.	PUNCT
fcis-30144	22	1	2	2	X
fcis-30144	22	2	.	.	X
fcis-30144	22	3	system	system	NOUN
fcis-30144	22	4	design	design	NOUN
fcis-30144	22	5	2.1	2.1	NUM
fcis-30144	22	6	.	.	PUNCT
fcis-30144	23	1	system	system	NOUN
fcis-30144	23	2	requirement	requirement	NOUN
fcis-30144	23	3	analysis	analysis	NOUN
fcis-30144	23	4	this	this	DET
fcis-30144	23	5	paper	paper	NOUN
fcis-30144	23	6	focuses	focus	VERB
fcis-30144	23	7	on	on	ADP
fcis-30144	23	8	college	college	NOUN
fcis-30144	23	9	students	student	NOUN
fcis-30144	23	10	as	as	ADP
fcis-30144	23	11	the	the	DET
fcis-30144	23	12	research	research	NOUN
fcis-30144	23	13	subjects	subject	NOUN
fcis-30144	23	14	,	,	PUNCT
fcis-30144	23	15	constructs	construct	VERB
fcis-30144	23	16	a	a	DET
fcis-30144	23	17	knowledge	knowledge	NOUN
fcis-30144	23	18	database	database	NOUN
fcis-30144	23	19	based	base	VERB
fcis-30144	23	20	on	on	ADP
fcis-30144	23	21	relevant	relevant	ADJ
fcis-30144	23	22	knowledge	knowledge	NOUN
fcis-30144	23	23	points	point	NOUN
fcis-30144	23	24	of	of	ADP
fcis-30144	23	25	computer	computer	NOUN
fcis-30144	23	26	science	science	NOUN
fcis-30144	23	27	students	student	NOUN
fcis-30144	23	28	,	,	PUNCT
fcis-30144	23	29	and	and	CCONJ
fcis-30144	23	30	designs	design	NOUN
fcis-30144	23	31	and	and	CCONJ
fcis-30144	23	32	implements	implement	VERB
fcis-30144	23	33	a	a	DET
fcis-30144	23	34	personalized	personalized	ADJ
fcis-30144	23	35	learning	learning	NOUN
fcis-30144	23	36	recommendation	recommendation	NOUN
fcis-30144	23	37	platform	platform	NOUN
fcis-30144	23	38	based	base	VERB
fcis-30144	23	39	on	on	ADP
fcis-30144	23	40	large	large	ADJ
fcis-30144	23	41	models	model	NOUN
fcis-30144	23	42	.	.	PUNCT
fcis-30144	24	1	from	from	ADP
fcis-30144	24	2	the	the	DET
fcis-30144	24	3	perspective	perspective	NOUN
fcis-30144	24	4	of	of	ADP
fcis-30144	24	5	college	college	NOUN
fcis-30144	24	6	students	student	NOUN
fcis-30144	24	7	,	,	PUNCT
fcis-30144	24	8	the	the	DET
fcis-30144	24	9	majority	majority	NOUN
fcis-30144	24	10	are	be	AUX
fcis-30144	24	11	confronted	confront	VERB
fcis-30144	24	12	with	with	ADP
fcis-30144	24	13	a	a	DET
fcis-30144	24	14	lack	lack	NOUN
fcis-30144	24	15	of	of	ADP
fcis-30144	24	16	clarity	clarity	NOUN
fcis-30144	24	17	in	in	ADP
fcis-30144	24	18	selecting	select	VERB
fcis-30144	24	19	suitable	suitable	ADJ
fcis-30144	24	20	courses	course	NOUN
fcis-30144	24	21	for	for	ADP
fcis-30144	24	22	themselves	themselves	PRON
fcis-30144	24	23	.	.	PUNCT
fcis-30144	25	1	to	to	PART
fcis-30144	25	2	solve	solve	VERB
fcis-30144	25	3	this	this	DET
fcis-30144	25	4	problem	problem	NOUN
fcis-30144	25	5	,	,	PUNCT
fcis-30144	25	6	this	this	DET
fcis-30144	25	7	recommendation	recommendation	NOUN
fcis-30144	25	8	system	system	NOUN
fcis-30144	25	9	needs	need	VERB
fcis-30144	25	10	to	to	PART
fcis-30144	25	11	determine	determine	VERB
fcis-30144	25	12	user	user	NOUN
fcis-30144	25	13	profiles	profile	NOUN
fcis-30144	25	14	with	with	ADP
fcis-30144	25	15	their	their	PRON
fcis-30144	25	16	feedback	feedback	NOUN
fcis-30144	25	17	and	and	CCONJ
fcis-30144	25	18	push	push	VERB
fcis-30144	25	19	learning	learn	VERB
fcis-30144	25	20	resources	resource	NOUN
fcis-30144	25	21	they	they	PRON
fcis-30144	25	22	would	would	AUX
fcis-30144	25	23	be	be	AUX
fcis-30144	25	24	interested	interested	ADJ
fcis-30144	25	25	in	in	ADP
fcis-30144	25	26	.	.	PUNCT
fcis-30144	26	1	furthermore	furthermore	ADV
fcis-30144	26	2	,	,	PUNCT
fcis-30144	26	3	when	when	SCONJ
fcis-30144	26	4	confronted	confront	VERB
fcis-30144	26	5	with	with	ADP
fcis-30144	26	6	voluminous	voluminous	ADJ
fcis-30144	26	7	learning	learning	NOUN
fcis-30144	26	8	resources	resource	NOUN
fcis-30144	26	9	,	,	PUNCT
fcis-30144	26	10	the	the	DET
fcis-30144	26	11	system	system	NOUN
fcis-30144	26	12	necessitates	necessitate	VERB
fcis-30144	26	13	structured	structured	ADJ
fcis-30144	26	14	annotation	annotation	NOUN
fcis-30144	26	15	and	and	CCONJ
fcis-30144	26	16	hierarchical	hierarchical	ADJ
fcis-30144	26	17	categorization	categorization	NOUN
fcis-30144	26	18	.	.	PUNCT
fcis-30144	27	1	during	during	ADP
fcis-30144	27	2	the	the	DET
fcis-30144	27	3	initial	initial	ADJ
fcis-30144	27	4	system	system	NOUN
fcis-30144	27	5	deployment	deployment	NOUN
fcis-30144	27	6	phase	phase	NOUN
fcis-30144	27	7	,	,	PUNCT
fcis-30144	27	8	manual	manual	ADJ
fcis-30144	27	9	annotation	annotation	NOUN
fcis-30144	27	10	can	can	AUX
fcis-30144	27	11	be	be	AUX
fcis-30144	27	12	employed	employ	VERB
fcis-30144	27	13	to	to	PART
fcis-30144	27	14	establish	establish	VERB
fcis-30144	27	15	primary	primary	ADJ
fcis-30144	27	16	classification	classification	NOUN
fcis-30144	27	17	schemata	schemata	NOUN
fcis-30144	27	18	.	.	PUNCT
fcis-30144	28	1	upon	upon	SCONJ
fcis-30144	28	2	reaching	reach	VERB
fcis-30144	28	3	critical	critical	ADJ
fcis-30144	28	4	data	datum	NOUN
fcis-30144	28	5	thresholds	threshold	NOUN
fcis-30144	28	6	,	,	PUNCT
fcis-30144	28	7	these	these	DET
fcis-30144	28	8	structured	structured	ADJ
fcis-30144	28	9	knowledge	knowledge	NOUN
fcis-30144	28	10	units	unit	NOUN
fcis-30144	28	11	should	should	AUX
fcis-30144	28	12	be	be	AUX
fcis-30144	28	13	organized	organize	VERB
fcis-30144	28	14	into	into	ADP
fcis-30144	28	15	table	table	NOUN
fcis-30144	28	16	formats	format	NOUN
fcis-30144	28	17	for	for	ADP
fcis-30144	28	18	processing	process	VERB
fcis-30144	28	19	through	through	ADP
fcis-30144	28	20	large	large	ADJ
fcis-30144	28	21	language	language	NOUN
fcis-30144	28	22	models	model	NOUN
fcis-30144	28	23	.	.	PUNCT
fcis-30144	29	1	therefore	therefore	ADV
fcis-30144	29	2	,	,	PUNCT
fcis-30144	29	3	the	the	DET
fcis-30144	29	4	system	system	NOUN
fcis-30144	29	5	architecture	architecture	NOUN
fcis-30144	29	6	should	should	AUX
fcis-30144	29	7	be	be	AUX
fcis-30144	29	8	divided	divide	VERB
fcis-30144	29	9	into	into	ADP
fcis-30144	29	10	student	student	NOUN
fcis-30144	29	11	users	user	NOUN
fcis-30144	29	12	and	and	CCONJ
fcis-30144	29	13	administrator	administrator	NOUN
fcis-30144	29	14	users	user	NOUN
fcis-30144	29	15	.	.	PUNCT
fcis-30144	30	1	for	for	ADP
fcis-30144	30	2	learner	learner	NOUN
fcis-30144	30	3	-	-	PUNCT
fcis-30144	30	4	end	end	NOUN
fcis-30144	30	5	implementation	implementation	NOUN
fcis-30144	30	6	,	,	PUNCT
fcis-30144	30	7	user	user	NOUN
fcis-30144	30	8	interfaces	interface	NOUN
fcis-30144	30	9	should	should	AUX
fcis-30144	30	10	be	be	AUX
fcis-30144	30	11	provisioned	provision	VERB
fcis-30144	30	12	with	with	ADP
fcis-30144	30	13	some	some	DET
fcis-30144	30	14	crud	crud	NOUN
fcis-30144	30	15	(	(	PUNCT
fcis-30144	30	16	create	create	VERB
fcis-30144	30	17	,	,	PUNCT
fcis-30144	30	18	read	read	NOUN
fcis-30144	30	19	,	,	PUNCT
fcis-30144	30	20	update	update	NOUN
fcis-30144	30	21	,	,	PUNCT
fcis-30144	30	22	delete	delete	ADJ
fcis-30144	30	23	)	)	PUNCT
fcis-30144	30	24	operations	operation	NOUN
fcis-30144	30	25	for	for	ADP
fcis-30144	30	26	course	course	NOUN
fcis-30144	30	27	management	management	NOUN
fcis-30144	30	28	,	,	PUNCT
fcis-30144	30	29	complemented	complement	VERB
fcis-30144	30	30	by	by	ADP
fcis-30144	30	31	other	other	ADJ
fcis-30144	30	32	learning	learning	NOUN
fcis-30144	30	33	features	feature	NOUN
fcis-30144	30	34	including	include	VERB
fcis-30144	30	35	course	course	NOUN
fcis-30144	30	36	evaluation	evaluation	NOUN
fcis-30144	30	37	,	,	PUNCT
fcis-30144	30	38	bookmarking	bookmarking	NOUN
fcis-30144	30	39	,	,	PUNCT
fcis-30144	30	40	and	and	CCONJ
fcis-30144	30	41	commenting	comment	VERB
fcis-30144	30	42	functionalities	functionality	NOUN
fcis-30144	30	43	.	.	PUNCT
fcis-30144	31	1	administrators	administrator	NOUN
fcis-30144	31	2	are	be	AUX
fcis-30144	31	3	able	able	ADJ
fcis-30144	31	4	to	to	PART
fcis-30144	31	5	operate	operate	VERB
fcis-30144	31	6	the	the	DET
fcis-30144	31	7	majority	majority	NOUN
fcis-30144	31	8	of	of	ADP
fcis-30144	31	9	objects	object	NOUN
fcis-30144	31	10	in	in	ADP
fcis-30144	31	11	the	the	DET
fcis-30144	31	12	system	system	NOUN
fcis-30144	31	13	,	,	PUNCT
fcis-30144	31	14	including	include	VERB
fcis-30144	31	15	those	those	PRON
fcis-30144	31	16	pertaining	pertain	VERB
fcis-30144	31	17	to	to	ADP
fcis-30144	31	18	student	student	NOUN
fcis-30144	31	19	management	management	NOUN
fcis-30144	31	20	,	,	PUNCT
fcis-30144	31	21	course	course	VERB
fcis-30144	31	22	information	information	NOUN
fcis-30144	31	23	management	management	NOUN
fcis-30144	31	24	,	,	PUNCT
fcis-30144	31	25	course	course	NOUN
fcis-30144	31	26	comment	comment	NOUN
fcis-30144	31	27	management	management	NOUN
fcis-30144	31	28	,	,	PUNCT
fcis-30144	31	29	administrator	administrator	NOUN
fcis-30144	31	30	user	user	NOUN
fcis-30144	31	31	management	management	NOUN
fcis-30144	31	32	,	,	PUNCT
fcis-30144	31	33	course	course	NOUN
fcis-30144	31	34	order	order	NOUN
fcis-30144	31	35	management	management	NOUN
fcis-30144	31	36	,	,	PUNCT
fcis-30144	31	37	and	and	CCONJ
fcis-30144	31	38	personalised	personalised	ADJ
fcis-30144	31	39	learning	learn	VERB
fcis-30144	31	40	analysis	analysis	NOUN
fcis-30144	31	41	.	.	PUNCT
fcis-30144	32	1	92	92	NUM
fcis-30144	32	2	to	to	PART
fcis-30144	32	3	better	well	ADV
fcis-30144	32	4	achieve	achieve	VERB
fcis-30144	32	5	the	the	DET
fcis-30144	32	6	aforementioned	aforementioned	ADJ
fcis-30144	32	7	operations	operation	NOUN
fcis-30144	32	8	,	,	PUNCT
fcis-30144	32	9	the	the	DET
fcis-30144	32	10	system	system	NOUN
fcis-30144	32	11	architecture	architecture	NOUN
fcis-30144	32	12	implements	implement	VERB
fcis-30144	32	13	a	a	DET
fcis-30144	32	14	b	b	NOUN
fcis-30144	32	15	/	/	SYM
fcis-30144	32	16	s(browser	s(browser	NOUN
fcis-30144	32	17	-	-	PUNCT
fcis-30144	32	18	server	server	NOUN
fcis-30144	32	19	)	)	PUNCT
fcis-30144	32	20	architecture	architecture	NOUN
fcis-30144	32	21	.	.	PUNCT
fcis-30144	33	1	and	and	CCONJ
fcis-30144	33	2	the	the	DET
fcis-30144	33	3	backend	backend	NOUN
fcis-30144	33	4	infrastructure	infrastructure	NOUN
fcis-30144	33	5	uses	use	VERB
fcis-30144	33	6	spring	spring	NOUN
fcis-30144	33	7	boot	boot	NOUN
fcis-30144	33	8	framework	framework	NOUN
fcis-30144	33	9	with	with	ADP
fcis-30144	33	10	maven	maven	NOUN
fcis-30144	33	11	-	-	PUNCT
fcis-30144	33	12	based	base	VERB
fcis-30144	33	13	dependency	dependency	NOUN
fcis-30144	33	14	management	management	NOUN
fcis-30144	33	15	for	for	ADP
fcis-30144	33	16	modular	modular	ADJ
fcis-30144	33	17	component	component	NOUN
fcis-30144	33	18	integration	integration	NOUN
fcis-30144	33	19	and	and	CCONJ
fcis-30144	33	20	version	version	NOUN
fcis-30144	33	21	control	control	NOUN
fcis-30144	33	22	.	.	PUNCT
fcis-30144	34	1	frontend	frontend	NOUN
fcis-30144	34	2	implementation	implementation	NOUN
fcis-30144	34	3	combines	combine	VERB
fcis-30144	34	4	fundamental	fundamental	ADJ
fcis-30144	34	5	web	web	NOUN
fcis-30144	34	6	technologies	technology	NOUN
fcis-30144	34	7	(	(	PUNCT
fcis-30144	34	8	html5	html5	PROPN
fcis-30144	34	9	,	,	PUNCT
fcis-30144	34	10	css3	css3	NOUN
fcis-30144	34	11	,	,	PUNCT
fcis-30144	34	12	ecmascript	ecmascript	NOUN
fcis-30144	34	13	2020	2020	NUM
fcis-30144	34	14	)	)	PUNCT
fcis-30144	34	15	with	with	ADP
fcis-30144	34	16	vue3	vue3	PROPN
fcis-30144	34	17	and	and	CCONJ
fcis-30144	34	18	elementui	elementui	ADJ
fcis-30144	34	19	component	component	NOUN
fcis-30144	34	20	library	library	NOUN
fcis-30144	34	21	for	for	ADP
fcis-30144	34	22	rapid	rapid	ADJ
fcis-30144	34	23	interface	interface	NOUN
fcis-30144	34	24	prototyping	prototyping	NOUN
fcis-30144	34	25	.	.	PUNCT
fcis-30144	35	1	the	the	DET
fcis-30144	35	2	persistence	persistence	NOUN
fcis-30144	35	3	layer	layer	NOUN
fcis-30144	35	4	employs	employ	VERB
fcis-30144	35	5	mysql	mysql	NOUN
fcis-30144	35	6	relational	relational	ADJ
fcis-30144	35	7	database	database	NOUN
fcis-30144	35	8	configured	configure	VERB
fcis-30144	35	9	with	with	ADP
fcis-30144	35	10	navicat	navicat	PROPN
fcis-30144	35	11	premium	premium	NOUN
fcis-30144	35	12	's	's	PART
fcis-30144	35	13	visual	visual	ADJ
fcis-30144	35	14	administration	administration	NOUN
fcis-30144	35	15	toolkit	toolkit	NOUN
fcis-30144	35	16	(	(	PUNCT
fcis-30144	35	17	premiumsoft	premiumsoft	NOUN
fcis-30144	35	18	,	,	PUNCT
fcis-30144	35	19	2022	2022	NUM
fcis-30144	35	20	)	)	PUNCT
fcis-30144	35	21	for	for	ADP
fcis-30144	35	22	schema	schema	NOUN
fcis-30144	35	23	optimization	optimization	NOUN
fcis-30144	35	24	.	.	PUNCT
fcis-30144	36	1	the	the	DET
fcis-30144	36	2	development	development	NOUN
fcis-30144	36	3	environment	environment	NOUN
fcis-30144	36	4	is	be	AUX
fcis-30144	36	5	based	base	VERB
fcis-30144	36	6	on	on	ADP
fcis-30144	36	7	intellij	intellij	PROPN
fcis-30144	36	8	idea	idea	NOUN
fcis-30144	36	9	,	,	PUNCT
fcis-30144	36	10	selected	select	VERB
fcis-30144	36	11	for	for	ADP
fcis-30144	36	12	its	its	PRON
fcis-30144	36	13	native	native	ADJ
fcis-30144	36	14	support	support	NOUN
fcis-30144	36	15	of	of	ADP
fcis-30144	36	16	spring	spring	NOUN
fcis-30144	36	17	boot	boot	NOUN
fcis-30144	36	18	application	application	NOUN
fcis-30144	36	19	profiling	profiling	NOUN
fcis-30144	36	20	,	,	PUNCT
fcis-30144	36	21	mysql	mysql	NOUN
fcis-30144	36	22	connectivity	connectivity	NOUN
fcis-30144	36	23	via	via	ADP
fcis-30144	36	24	database	database	NOUN
fcis-30144	36	25	navigator	navigator	NOUN
fcis-30144	36	26	plugin	plugin	NOUN
fcis-30144	36	27	,	,	PUNCT
fcis-30144	36	28	and	and	CCONJ
fcis-30144	36	29	tomcat	tomcat	NOUN
fcis-30144	36	30	server	server	NOUN
fcis-30144	36	31	integration	integration	NOUN
fcis-30144	36	32	.	.	PUNCT
fcis-30144	37	1	lastly	lastly	ADV
fcis-30144	37	2	,	,	PUNCT
fcis-30144	37	3	in	in	ADP
fcis-30144	37	4	the	the	DET
fcis-30144	37	5	recommendation	recommendation	NOUN
fcis-30144	37	6	system	system	NOUN
fcis-30144	37	7	,	,	PUNCT
fcis-30144	37	8	python	python	PROPN
fcis-30144	37	9	is	be	AUX
fcis-30144	37	10	used	use	VERB
fcis-30144	37	11	to	to	PART
fcis-30144	37	12	access	access	VERB
fcis-30144	37	13	large	large	ADJ
fcis-30144	37	14	llm	llm	NOUN
fcis-30144	37	15	and	and	CCONJ
fcis-30144	37	16	perform	perform	VERB
fcis-30144	37	17	data	datum	NOUN
fcis-30144	37	18	handling	handling	NOUN
fcis-30144	37	19	operations	operation	NOUN
fcis-30144	37	20	.	.	PUNCT
fcis-30144	38	1	2.2	2.2	NUM
fcis-30144	38	2	.	.	PUNCT
fcis-30144	38	3	functional	functional	ADJ
fcis-30144	38	4	requirement	requirement	NOUN
fcis-30144	38	5	analysis	analysis	NOUN
fcis-30144	38	6	the	the	DET
fcis-30144	38	7	architecture	architecture	NOUN
fcis-30144	38	8	of	of	ADP
fcis-30144	38	9	the	the	DET
fcis-30144	38	10	system	system	NOUN
fcis-30144	38	11	is	be	AUX
fcis-30144	38	12	fundamentally	fundamentally	ADV
fcis-30144	38	13	divided	divide	VERB
fcis-30144	38	14	into	into	ADP
fcis-30144	38	15	two	two	NUM
fcis-30144	38	16	primary	primary	ADJ
fcis-30144	38	17	modules	module	NOUN
fcis-30144	38	18	:	:	PUNCT
fcis-30144	38	19	the	the	DET
fcis-30144	38	20	front	front	ADJ
fcis-30144	38	21	-	-	PUNCT
fcis-30144	38	22	end	end	NOUN
fcis-30144	38	23	student	student	NOUN
fcis-30144	38	24	user	user	NOUN
fcis-30144	38	25	module	module	NOUN
fcis-30144	38	26	and	and	CCONJ
fcis-30144	38	27	the	the	DET
fcis-30144	38	28	back	back	ADJ
fcis-30144	38	29	-	-	PUNCT
fcis-30144	38	30	end	end	NOUN
fcis-30144	38	31	administrator	administrator	NOUN
fcis-30144	38	32	module	module	NOUN
fcis-30144	38	33	,	,	PUNCT
fcis-30144	38	34	as	as	SCONJ
fcis-30144	38	35	illustrated	illustrate	VERB
fcis-30144	38	36	in	in	ADP
fcis-30144	38	37	figure	figure	NOUN
fcis-30144	38	38	1	1	NUM
fcis-30144	38	39	below	below	ADV
fcis-30144	38	40	.	.	PUNCT
fcis-30144	39	1	figure	figure	NOUN
fcis-30144	39	2	1	1	NUM
fcis-30144	39	3	.	.	PUNCT
fcis-30144	40	1	the	the	DET
fcis-30144	40	2	primary	primary	ADJ
fcis-30144	40	3	functional	functional	ADJ
fcis-30144	40	4	modules	module	NOUN
fcis-30144	40	5	of	of	ADP
fcis-30144	40	6	the	the	DET
fcis-30144	40	7	system	system	NOUN
fcis-30144	40	8	2.2.1	2.2.1	NUM
fcis-30144	40	9	.	.	PUNCT
fcis-30144	41	1	frontend	frontend	NOUN
fcis-30144	41	2	student	student	NOUN
fcis-30144	41	3	user	user	NOUN
fcis-30144	41	4	module	module	NOUN
fcis-30144	41	5	user	user	NOUN
fcis-30144	41	6	login	login	NOUN
fcis-30144	41	7	and	and	CCONJ
fcis-30144	41	8	registration	registration	NOUN
fcis-30144	41	9	allows	allow	VERB
fcis-30144	41	10	users	user	NOUN
fcis-30144	41	11	to	to	PART
fcis-30144	41	12	register	register	VERB
fcis-30144	41	13	using	use	VERB
fcis-30144	41	14	their	their	PRON
fcis-30144	41	15	mobile	mobile	ADJ
fcis-30144	41	16	phone	phone	NOUN
fcis-30144	41	17	number	number	NOUN
fcis-30144	41	18	or	or	CCONJ
fcis-30144	41	19	email	email	NOUN
fcis-30144	41	20	address	address	NOUN
fcis-30144	41	21	.	.	PUNCT
fcis-30144	42	1	to	to	PART
fcis-30144	42	2	prevent	prevent	VERB
fcis-30144	42	3	a	a	DET
fcis-30144	42	4	batch	batch	NOUN
fcis-30144	42	5	of	of	ADP
fcis-30144	42	6	registrations	registration	NOUN
fcis-30144	42	7	by	by	ADP
fcis-30144	42	8	bots	bot	NOUN
fcis-30144	42	9	,	,	PUNCT
fcis-30144	42	10	a	a	DET
fcis-30144	42	11	captcha	captcha	NOUN
fcis-30144	42	12	is	be	AUX
fcis-30144	42	13	added	add	VERB
fcis-30144	42	14	,	,	PUNCT
fcis-30144	42	15	and	and	CCONJ
fcis-30144	42	16	account	account	NOUN
fcis-30144	42	17	passwords	password	NOUN
fcis-30144	42	18	are	be	AUX
fcis-30144	42	19	stored	store	VERB
fcis-30144	42	20	using	use	VERB
fcis-30144	42	21	base64	base64	NOUN
fcis-30144	42	22	encoding	encoding	NOUN
fcis-30144	42	23	.	.	PUNCT
fcis-30144	43	1	the	the	DET
fcis-30144	43	2	personal	personal	ADJ
fcis-30144	43	3	course	course	NOUN
fcis-30144	43	4	management	management	NOUN
fcis-30144	43	5	function	function	NOUN
fcis-30144	43	6	is	be	AUX
fcis-30144	43	7	divided	divide	VERB
fcis-30144	43	8	into	into	ADP
fcis-30144	43	9	several	several	ADJ
fcis-30144	43	10	functions	function	NOUN
fcis-30144	43	11	:	:	PUNCT
fcis-30144	43	12	search	search	NOUN
fcis-30144	43	13	,	,	PUNCT
fcis-30144	43	14	purchase	purchase	NOUN
fcis-30144	43	15	,	,	PUNCT
fcis-30144	43	16	study	study	NOUN
fcis-30144	43	17	,	,	PUNCT
fcis-30144	43	18	and	and	CCONJ
fcis-30144	43	19	course	course	NOUN
fcis-30144	43	20	drop	drop	NOUN
fcis-30144	43	21	.	.	PUNCT
fcis-30144	44	1	the	the	DET
fcis-30144	44	2	course	course	NOUN
fcis-30144	44	3	purchase	purchase	NOUN
fcis-30144	44	4	module	module	NOUN
fcis-30144	44	5	offers	offer	VERB
fcis-30144	44	6	comprehensive	comprehensive	ADJ
fcis-30144	44	7	course	course	NOUN
fcis-30144	44	8	details	detail	NOUN
fcis-30144	44	9	,	,	PUNCT
fcis-30144	44	10	including	include	VERB
fcis-30144	44	11	the	the	DET
fcis-30144	44	12	introduction	introduction	NOUN
fcis-30144	44	13	,	,	PUNCT
fcis-30144	44	14	duration	duration	NOUN
fcis-30144	44	15	,	,	PUNCT
fcis-30144	44	16	and	and	CCONJ
fcis-30144	44	17	syllabus	syllabus	NOUN
fcis-30144	44	18	,	,	PUNCT
fcis-30144	44	19	to	to	PART
fcis-30144	44	20	guide	guide	VERB
fcis-30144	44	21	users	user	NOUN
fcis-30144	44	22	'	'	PART
fcis-30144	44	23	purchasing	purchasing	NOUN
fcis-30144	44	24	decisions	decision	NOUN
fcis-30144	44	25	.	.	PUNCT
fcis-30144	45	1	the	the	DET
fcis-30144	45	2	course	course	NOUN
fcis-30144	45	3	search	search	NOUN
fcis-30144	45	4	function	function	NOUN
fcis-30144	45	5	supports	support	VERB
fcis-30144	45	6	both	both	CCONJ
fcis-30144	45	7	fuzzy	fuzzy	ADJ
fcis-30144	45	8	and	and	CCONJ
fcis-30144	45	9	exact	exact	ADJ
fcis-30144	45	10	searches	search	NOUN
fcis-30144	45	11	,	,	PUNCT
fcis-30144	45	12	enabling	enable	VERB
fcis-30144	45	13	users	user	NOUN
fcis-30144	45	14	to	to	PART
fcis-30144	45	15	find	find	VERB
fcis-30144	45	16	desired	desire	VERB
fcis-30144	45	17	courses	course	NOUN
fcis-30144	45	18	via	via	ADP
fcis-30144	45	19	keywords	keyword	NOUN
fcis-30144	45	20	.	.	PUNCT
fcis-30144	46	1	the	the	DET
fcis-30144	46	2	course	course	NOUN
fcis-30144	46	3	study	study	NOUN
fcis-30144	46	4	module	module	NOUN
fcis-30144	46	5	includes	include	VERB
fcis-30144	46	6	watching	watch	VERB
fcis-30144	46	7	courses	course	NOUN
fcis-30144	46	8	,	,	PUNCT
fcis-30144	46	9	writing	write	VERB
fcis-30144	46	10	reviews	review	NOUN
fcis-30144	46	11	,	,	PUNCT
fcis-30144	46	12	and	and	CCONJ
fcis-30144	46	13	adding	add	VERB
fcis-30144	46	14	courses	course	NOUN
fcis-30144	46	15	to	to	ADP
fcis-30144	46	16	favorites	favorite	NOUN
fcis-30144	46	17	.	.	PUNCT
fcis-30144	47	1	when	when	SCONJ
fcis-30144	47	2	a	a	DET
fcis-30144	47	3	user	user	NOUN
fcis-30144	47	4	requests	request	VERB
fcis-30144	47	5	to	to	PART
fcis-30144	47	6	drop	drop	VERB
fcis-30144	47	7	a	a	DET
fcis-30144	47	8	course	course	NOUN
fcis-30144	47	9	,	,	PUNCT
fcis-30144	47	10	the	the	DET
fcis-30144	47	11	system	system	NOUN
fcis-30144	47	12	properly	properly	ADV
fcis-30144	47	13	handles	handle	VERB
fcis-30144	47	14	the	the	DET
fcis-30144	47	15	order	order	NOUN
fcis-30144	47	16	,	,	PUNCT
fcis-30144	47	17	clearly	clearly	ADV
fcis-30144	47	18	informing	inform	VERB
fcis-30144	47	19	the	the	DET
fcis-30144	47	20	user	user	NOUN
fcis-30144	47	21	of	of	ADP
fcis-30144	47	22	refund	refund	NOUN
fcis-30144	47	23	rules	rule	NOUN
fcis-30144	47	24	and	and	CCONJ
fcis-30144	47	25	timelines	timeline	NOUN
fcis-30144	47	26	.	.	PUNCT
fcis-30144	48	1	2.2.2	2.2.2	X
fcis-30144	48	2	.	.	PUNCT
fcis-30144	48	3	personalized	personalize	VERB
fcis-30144	48	4	recommendation	recommendation	NOUN
fcis-30144	48	5	system	system	NOUN
fcis-30144	48	6	the	the	DET
fcis-30144	48	7	system	system	NOUN
fcis-30144	48	8	analyzes	analyze	VERB
fcis-30144	48	9	user	user	NOUN
fcis-30144	48	10	's	's	PART
fcis-30144	48	11	historical	historical	ADJ
fcis-30144	48	12	learning	learn	VERB
fcis-30144	48	13	data	datum	NOUN
fcis-30144	48	14	and	and	CCONJ
fcis-30144	48	15	the	the	DET
fcis-30144	48	16	tags	tag	NOUN
fcis-30144	48	17	selected	select	VERB
fcis-30144	48	18	by	by	ADP
fcis-30144	48	19	the	the	DET
fcis-30144	48	20	user	user	NOUN
fcis-30144	48	21	during	during	ADP
fcis-30144	48	22	registration	registration	NOUN
fcis-30144	48	23	,	,	PUNCT
fcis-30144	48	24	and	and	CCONJ
fcis-30144	48	25	combines	combine	VERB
fcis-30144	48	26	it	it	PRON
fcis-30144	48	27	with	with	ADP
fcis-30144	48	28	a	a	DET
fcis-30144	48	29	big	big	ADJ
fcis-30144	48	30	model	model	NOUN
fcis-30144	48	31	to	to	PART
fcis-30144	48	32	generate	generate	VERB
fcis-30144	48	33	a	a	DET
fcis-30144	48	34	personalized	personalized	ADJ
fcis-30144	48	35	learning	learn	VERB
fcis-30144	48	36	resource	resource	NOUN
fcis-30144	48	37	recommendation	recommendation	NOUN
fcis-30144	48	38	list	list	NOUN
fcis-30144	48	39	.	.	PUNCT
fcis-30144	49	1	users	user	NOUN
fcis-30144	49	2	can	can	AUX
fcis-30144	49	3	feedback	feedback	VERB
fcis-30144	49	4	their	their	PRON
fcis-30144	49	5	needs	need	NOUN
fcis-30144	49	6	to	to	ADP
fcis-30144	49	7	the	the	DET
fcis-30144	49	8	big	big	ADJ
fcis-30144	49	9	model	model	NOUN
fcis-30144	49	10	through	through	ADP
fcis-30144	49	11	the	the	DET
fcis-30144	49	12	chat	chat	NOUN
fcis-30144	49	13	module	module	NOUN
fcis-30144	49	14	,	,	PUNCT
fcis-30144	49	15	llm	llm	PROPN
fcis-30144	49	16	receives	receive	VERB
fcis-30144	49	17	the	the	DET
fcis-30144	49	18	user	user	NOUN
fcis-30144	49	19	information	information	NOUN
fcis-30144	49	20	and	and	CCONJ
fcis-30144	49	21	generates	generate	VERB
fcis-30144	49	22	a	a	DET
fcis-30144	49	23	list	list	NOUN
fcis-30144	49	24	of	of	ADP
fcis-30144	49	25	recommended	recommend	VERB
fcis-30144	49	26	learning	learn	VERB
fcis-30144	49	27	resources	resource	NOUN
fcis-30144	49	28	to	to	ADP
fcis-30144	49	29	the	the	DET
fcis-30144	49	30	system	system	NOUN
fcis-30144	49	31	,	,	PUNCT
fcis-30144	49	32	which	which	PRON
fcis-30144	49	33	receives	receive	VERB
fcis-30144	49	34	the	the	DET
fcis-30144	49	35	list	list	NOUN
fcis-30144	49	36	for	for	ADP
fcis-30144	49	37	visualization	visualization	NOUN
fcis-30144	49	38	and	and	CCONJ
fcis-30144	49	39	sends	send	VERB
fcis-30144	49	40	it	it	PRON
fcis-30144	49	41	to	to	ADP
fcis-30144	49	42	the	the	DET
fcis-30144	49	43	user	user	NOUN
fcis-30144	49	44	.	.	PUNCT
fcis-30144	50	1	2.2.3	2.2.3	NUM
fcis-30144	50	2	.	.	PUNCT
fcis-30144	50	3	backend	backend	NOUN
fcis-30144	50	4	administrator	administrator	NOUN
fcis-30144	50	5	module	module	NOUN
fcis-30144	50	6	the	the	DET
fcis-30144	50	7	administrator	administrator	NOUN
fcis-30144	50	8	mandates	mandate	VERB
fcis-30144	50	9	critical	critical	ADJ
fcis-30144	50	10	system	system	NOUN
fcis-30144	50	11	operations	operation	NOUN
fcis-30144	50	12	through	through	ADP
fcis-30144	50	13	privileged	privileged	ADJ
fcis-30144	50	14	account	account	NOUN
fcis-30144	50	15	permissions	permission	NOUN
fcis-30144	50	16	,	,	PUNCT
fcis-30144	50	17	including	include	VERB
fcis-30144	50	18	user	user	NOUN
fcis-30144	50	19	management	management	NOUN
fcis-30144	50	20	,	,	PUNCT
fcis-30144	50	21	course	course	VERB
fcis-30144	50	22	information	information	NOUN
fcis-30144	50	23	management	management	NOUN
fcis-30144	50	24	and	and	CCONJ
fcis-30144	50	25	course	course	NOUN
fcis-30144	50	26	order	order	NOUN
fcis-30144	50	27	management	management	NOUN
fcis-30144	50	28	.	.	PUNCT
fcis-30144	51	1	3	3	X
fcis-30144	51	2	.	.	X
fcis-30144	51	3	design	design	NOUN
fcis-30144	51	4	of	of	ADP
fcis-30144	51	5	the	the	DET
fcis-30144	51	6	recommendation	recommendation	NOUN
fcis-30144	51	7	module	module	NOUN
fcis-30144	51	8	3.1	3.1	NUM
fcis-30144	51	9	.	.	PUNCT
fcis-30144	52	1	an	an	DET
fcis-30144	52	2	analysis	analysis	NOUN
fcis-30144	52	3	of	of	ADP
fcis-30144	52	4	the	the	DET
fcis-30144	52	5	system	system	NOUN
fcis-30144	52	6	's	's	PART
fcis-30144	52	7	related	relate	VERB
fcis-30144	52	8	technologies	technology	NOUN
fcis-30144	52	9	3.1.1	3.1.1	NUM
fcis-30144	52	10	.	.	PUNCT
fcis-30144	53	1	construction	construction	NOUN
fcis-30144	53	2	with	with	ADP
fcis-30144	53	3	langchain	langchain	NOUN
fcis-30144	53	4	framework	framework	NOUN
fcis-30144	53	5	langchain	langchain	NOUN
fcis-30144	53	6	,	,	PUNCT
fcis-30144	53	7	a	a	DET
fcis-30144	53	8	framework	framework	NOUN
fcis-30144	53	9	for	for	ADP
fcis-30144	53	10	developing	develop	VERB
fcis-30144	53	11	applications	application	NOUN
fcis-30144	53	12	powered	power	VERB
fcis-30144	53	13	by	by	ADP
fcis-30144	53	14	large	large	ADJ
fcis-30144	53	15	language	language	NOUN
fcis-30144	53	16	model	model	NOUN
fcis-30144	53	17	(	(	PUNCT
fcis-30144	53	18	llm)[1	llm)[1	PROPN
fcis-30144	53	19	]	]	PUNCT
fcis-30144	53	20	,	,	PUNCT
fcis-30144	53	21	is	be	AUX
fcis-30144	53	22	favored	favor	VERB
fcis-30144	53	23	by	by	ADP
fcis-30144	53	24	lots	lot	NOUN
fcis-30144	53	25	of	of	ADP
fcis-30144	53	26	developers	developer	NOUN
fcis-30144	53	27	for	for	ADP
fcis-30144	53	28	its	its	PRON
fcis-30144	53	29	rich	rich	ADJ
fcis-30144	53	30	functionality	functionality	NOUN
fcis-30144	53	31	,	,	PUNCT
fcis-30144	53	32	highly	highly	ADV
fcis-30144	53	33	modular	modular	ADJ
fcis-30144	53	34	design	design	NOUN
fcis-30144	53	35	,	,	PUNCT
fcis-30144	53	36	and	and	CCONJ
fcis-30144	53	37	extensive	extensive	ADJ
fcis-30144	53	38	community	community	NOUN
fcis-30144	53	39	support	support	NOUN
fcis-30144	53	40	.	.	PUNCT
fcis-30144	54	1	it	it	PRON
fcis-30144	54	2	offers	offer	VERB
fcis-30144	54	3	a	a	DET
fcis-30144	54	4	suite	suite	NOUN
fcis-30144	54	5	of	of	ADP
fcis-30144	54	6	components	component	NOUN
fcis-30144	54	7	,	,	PUNCT
fcis-30144	54	8	interfaces	interface	NOUN
fcis-30144	54	9	,	,	PUNCT
fcis-30144	54	10	and	and	CCONJ
fcis-30144	54	11	tools	tool	NOUN
fcis-30144	54	12	that	that	PRON
fcis-30144	54	13	allow	allow	VERB
fcis-30144	54	14	for	for	ADP
fcis-30144	54	15	the	the	DET
fcis-30144	54	16	rapid	rapid	ADJ
fcis-30144	54	17	93	93	NUM
fcis-30144	54	18	development	development	NOUN
fcis-30144	54	19	of	of	ADP
fcis-30144	54	20	llm	llm	PROPN
fcis-30144	54	21	based	base	VERB
fcis-30144	54	22	applications	application	NOUN
fcis-30144	54	23	.	.	PUNCT
fcis-30144	55	1	therefore	therefore	ADV
fcis-30144	55	2	,	,	PUNCT
fcis-30144	55	3	langchain	langchain	PROPN
fcis-30144	55	4	was	be	AUX
fcis-30144	55	5	chosen	choose	VERB
fcis-30144	55	6	as	as	ADP
fcis-30144	55	7	the	the	DET
fcis-30144	55	8	framework	framework	NOUN
fcis-30144	55	9	for	for	ADP
fcis-30144	55	10	building	build	VERB
fcis-30144	55	11	this	this	DET
fcis-30144	55	12	recommendation	recommendation	NOUN
fcis-30144	55	13	system	system	NOUN
fcis-30144	55	14	.	.	PUNCT
fcis-30144	56	1	leveraging	leverage	VERB
fcis-30144	56	2	its	its	PRON
fcis-30144	56	3	components	component	NOUN
fcis-30144	56	4	,	,	PUNCT
fcis-30144	56	5	we	we	PRON
fcis-30144	56	6	can	can	AUX
fcis-30144	56	7	quickly	quickly	ADV
fcis-30144	56	8	integrate	integrate	VERB
fcis-30144	56	9	the	the	DET
fcis-30144	56	10	designed	design	VERB
fcis-30144	56	11	prompts	prompt	NOUN
fcis-30144	56	12	with	with	ADP
fcis-30144	56	13	other	other	ADJ
fcis-30144	56	14	relevant	relevant	ADJ
fcis-30144	56	15	recommendation	recommendation	NOUN
fcis-30144	56	16	system	system	NOUN
fcis-30144	56	17	information	information	NOUN
fcis-30144	56	18	to	to	PART
fcis-30144	56	19	enable	enable	VERB
fcis-30144	56	20	llm	llm	PROPN
fcis-30144	56	21	generated	generate	VERB
fcis-30144	56	22	recommendations	recommendation	NOUN
fcis-30144	56	23	.	.	PUNCT
fcis-30144	57	1	3.1.2	3.1.2	X
fcis-30144	57	2	.	.	PUNCT
fcis-30144	57	3	processing	processing	NOUN
fcis-30144	57	4	user	user	NOUN
fcis-30144	57	5	data	datum	NOUN
fcis-30144	57	6	with	with	ADP
fcis-30144	57	7	embedding	embed	VERB
fcis-30144	57	8	in	in	ADP
fcis-30144	57	9	natural	natural	ADJ
fcis-30144	57	10	language	language	NOUN
fcis-30144	57	11	processing	processing	NOUN
fcis-30144	57	12	(	(	PUNCT
fcis-30144	57	13	nlp	nlp	NOUN
fcis-30144	57	14	)	)	PUNCT
fcis-30144	57	15	,	,	PUNCT
fcis-30144	57	16	“	"	PUNCT
fcis-30144	57	17	embedding	embed	VERB
fcis-30144	57	18	”	"	PUNCT
fcis-30144	57	19	is	be	AUX
fcis-30144	57	20	commonly	commonly	ADV
fcis-30144	57	21	used	use	VERB
fcis-30144	57	22	to	to	PART
fcis-30144	57	23	transform	transform	VERB
fcis-30144	57	24	textual	textual	ADJ
fcis-30144	57	25	data	datum	NOUN
fcis-30144	57	26	into	into	ADP
fcis-30144	57	27	vector	vector	NOUN
fcis-30144	57	28	form	form	NOUN
fcis-30144	57	29	,	,	PUNCT
fcis-30144	57	30	which	which	PRON
fcis-30144	57	31	can	can	AUX
fcis-30144	57	32	approximately	approximately	ADV
fcis-30144	57	33	reflect	reflect	VERB
fcis-30144	57	34	the	the	DET
fcis-30144	57	35	semantics	semantic	NOUN
fcis-30144	57	36	of	of	ADP
fcis-30144	57	37	the	the	DET
fcis-30144	57	38	text	text	NOUN
fcis-30144	57	39	.	.	PUNCT
fcis-30144	58	1	consequently	consequently	ADV
fcis-30144	58	2	,	,	PUNCT
fcis-30144	58	3	this	this	DET
fcis-30144	58	4	system	system	NOUN
fcis-30144	58	5	selected	select	VERB
fcis-30144	58	6	text2vec	text2vec	X
fcis-30144	58	7	[	[	X
fcis-30144	58	8	1	1	NUM
fcis-30144	58	9	]	]	PUNCT
fcis-30144	58	10	,	,	PUNCT
fcis-30144	58	11	an	an	DET
fcis-30144	58	12	open	open	ADJ
fcis-30144	58	13	source	source	NOUN
fcis-30144	58	14	project	project	NOUN
fcis-30144	58	15	,	,	PUNCT
fcis-30144	58	16	to	to	PART
fcis-30144	58	17	perform	perform	VERB
fcis-30144	58	18	text	text	NOUN
fcis-30144	58	19	similarity	similarity	NOUN
fcis-30144	58	20	calculations	calculation	NOUN
fcis-30144	58	21	.	.	PUNCT
fcis-30144	59	1	through	through	ADP
fcis-30144	59	2	its	its	PRON
fcis-30144	59	3	built	build	VERB
fcis-30144	59	4	in	in	ADP
fcis-30144	59	5	models	model	NOUN
fcis-30144	59	6	,	,	PUNCT
fcis-30144	59	7	such	such	ADJ
fcis-30144	59	8	as	as	ADP
fcis-30144	59	9	word2vec	word2vec	PRON
fcis-30144	59	10	and	and	CCONJ
fcis-30144	59	11	bert	bert	PROPN
fcis-30144	59	12	,	,	PUNCT
fcis-30144	59	13	it	it	PRON
fcis-30144	59	14	can	can	AUX
fcis-30144	59	15	efficiently	efficiently	ADV
fcis-30144	59	16	evaluate	evaluate	VERB
fcis-30144	59	17	the	the	DET
fcis-30144	59	18	semantics	semantic	NOUN
fcis-30144	59	19	and	and	CCONJ
fcis-30144	59	20	similarity	similarity	NOUN
fcis-30144	59	21	of	of	ADP
fcis-30144	59	22	texts	text	NOUN
fcis-30144	59	23	.	.	PUNCT
fcis-30144	60	1	3.1.3	3.1.3	X
fcis-30144	60	2	.	.	PUNCT
fcis-30144	60	3	leveraging	leverage	VERB
fcis-30144	60	4	existing	exist	VERB
fcis-30144	60	5	large	large	ADJ
fcis-30144	60	6	llms	llm	NOUN
fcis-30144	60	7	for	for	ADP
fcis-30144	60	8	processing	process	VERB
fcis-30144	60	9	with	with	ADP
fcis-30144	60	10	the	the	DET
fcis-30144	60	11	continuous	continuous	ADJ
fcis-30144	60	12	iteration	iteration	NOUN
fcis-30144	60	13	of	of	ADP
fcis-30144	60	14	llm	llm	PROPN
fcis-30144	60	15	in	in	ADP
fcis-30144	60	16	the	the	DET
fcis-30144	60	17	past	past	ADJ
fcis-30144	60	18	few	few	ADJ
fcis-30144	60	19	years	year	NOUN
fcis-30144	60	20	,	,	PUNCT
fcis-30144	60	21	the	the	DET
fcis-30144	60	22	mature	mature	ADJ
fcis-30144	60	23	llms	llm	NOUN
fcis-30144	60	24	on	on	ADP
fcis-30144	60	25	the	the	DET
fcis-30144	60	26	market	market	NOUN
fcis-30144	60	27	,	,	PUNCT
fcis-30144	60	28	such	such	ADJ
fcis-30144	60	29	as	as	ADP
fcis-30144	60	30	chatgpt-4o	chatgpt-4o	VERB
fcis-30144	60	31	,	,	PUNCT
fcis-30144	60	32	deepseek	deepseek	ADJ
fcis-30144	60	33	-	-	PUNCT
fcis-30144	60	34	r1	r1	NOUN
fcis-30144	60	35	,	,	PUNCT
fcis-30144	60	36	claude3.5	claude3.5	NOUN
fcis-30144	60	37	-	-	NOUN
fcis-30144	60	38	sonnet	sonnet	NOUN
fcis-30144	60	39	,	,	PUNCT
fcis-30144	60	40	are	be	AUX
fcis-30144	60	41	fully	fully	ADV
fcis-30144	60	42	capable	capable	ADJ
fcis-30144	60	43	of	of	ADP
fcis-30144	60	44	text	text	NOUN
fcis-30144	60	45	processing	processing	NOUN
fcis-30144	60	46	for	for	ADP
fcis-30144	60	47	some	some	DET
fcis-30144	60	48	professional	professional	ADJ
fcis-30144	60	49	applications	application	NOUN
fcis-30144	60	50	.	.	PUNCT
fcis-30144	61	1	therefore	therefore	ADV
fcis-30144	61	2	,	,	PUNCT
fcis-30144	61	3	this	this	DET
fcis-30144	61	4	system	system	NOUN
fcis-30144	61	5	accesses	access	VERB
fcis-30144	61	6	chatgpt.4o	chatgpt.4o	NOUN
fcis-30144	61	7	-	-	NOUN
fcis-30144	61	8	mini	mini	NOUN
fcis-30144	61	9	and	and	CCONJ
fcis-30144	61	10	deploys	deploy	VERB
fcis-30144	61	11	the	the	DET
fcis-30144	61	12	api	api	NOUN
fcis-30144	61	13	of	of	ADP
fcis-30144	61	14	deepseek	deepseek	ADJ
fcis-30144	61	15	-	-	PUNCT
fcis-30144	61	16	r1	r1	NOUN
fcis-30144	61	17	-	-	PUNCT
fcis-30144	61	18	671b	671b	NOUN
fcis-30144	61	19	to	to	PART
fcis-30144	61	20	realize	realize	VERB
fcis-30144	61	21	efficient	efficient	ADJ
fcis-30144	61	22	and	and	CCONJ
fcis-30144	61	23	accurate	accurate	ADJ
fcis-30144	61	24	text	text	NOUN
fcis-30144	61	25	processing	processing	NOUN
fcis-30144	61	26	.	.	PUNCT
fcis-30144	62	1	3.2	3.2	NUM
fcis-30144	62	2	.	.	PUNCT
fcis-30144	63	1	how	how	SCONJ
fcis-30144	63	2	to	to	PART
fcis-30144	63	3	integrate	integrate	VERB
fcis-30144	63	4	large	large	ADJ
fcis-30144	63	5	language	language	NOUN
fcis-30144	63	6	models	model	NOUN
fcis-30144	63	7	3.2.1	3.2.1	NUM
fcis-30144	63	8	.	.	PUNCT
fcis-30144	64	1	prompt	prompt	ADJ
fcis-30144	64	2	tuning	tuning	NOUN
fcis-30144	64	3	in	in	ADP
fcis-30144	64	4	recommendation	recommendation	NOUN
fcis-30144	64	5	systems	system	NOUN
fcis-30144	64	6	and	and	CCONJ
fcis-30144	64	7	llm	llm	PROPN
fcis-30144	64	8	applications	application	NOUN
fcis-30144	64	9	,	,	PUNCT
fcis-30144	64	10	"	"	PUNCT
fcis-30144	64	11	fine	fine	ADJ
fcis-30144	64	12	tuning	tuning	NOUN
fcis-30144	64	13	"	"	PUNCT
fcis-30144	64	14	and	and	CCONJ
fcis-30144	64	15	"	"	PUNCT
fcis-30144	64	16	prompt	prompt	ADJ
fcis-30144	64	17	tuning	tuning	NOUN
fcis-30144	64	18	"	"	PUNCT
fcis-30144	64	19	is	be	AUX
fcis-30144	64	20	essential	essential	ADJ
fcis-30144	64	21	to	to	PART
fcis-30144	64	22	enhance	enhance	VERB
fcis-30144	64	23	the	the	DET
fcis-30144	64	24	llm	llm	NOUN
fcis-30144	64	25	's	's	PART
fcis-30144	64	26	task	task	NOUN
fcis-30144	64	27	performing	perform	VERB
fcis-30144	64	28	ability.[2	ability.[2	ADV
fcis-30144	64	29	]	]	PUNCT
fcis-30144	64	30	since	since	SCONJ
fcis-30144	64	31	the	the	DET
fcis-30144	64	32	platform	platform	NOUN
fcis-30144	64	33	is	be	AUX
fcis-30144	64	34	implemented	implement	VERB
fcis-30144	64	35	by	by	ADP
fcis-30144	64	36	connecting	connect	VERB
fcis-30144	64	37	to	to	ADP
fcis-30144	64	38	existing	exist	VERB
fcis-30144	64	39	llms	llm	NOUN
fcis-30144	64	40	through	through	ADP
fcis-30144	64	41	an	an	DET
fcis-30144	64	42	api	api	NOUN
fcis-30144	64	43	for	for	ADP
fcis-30144	64	44	recommendations	recommendation	NOUN
fcis-30144	64	45	,	,	PUNCT
fcis-30144	64	46	"	"	PUNCT
fcis-30144	64	47	prompt	prompt	ADJ
fcis-30144	64	48	tuning	tuning	NOUN
fcis-30144	64	49	"	"	PUNCT
fcis-30144	64	50	is	be	AUX
fcis-30144	64	51	used	use	VERB
fcis-30144	64	52	to	to	ADP
fcis-30144	64	53	fine	fine	ADJ
fcis-30144	64	54	-	-	PUNCT
fcis-30144	64	55	tune	tune	NOUN
fcis-30144	64	56	the	the	DET
fcis-30144	64	57	llm	llm	NOUN
fcis-30144	64	58	.	.	PUNCT
fcis-30144	65	1	in	in	ADP
fcis-30144	65	2	this	this	DET
fcis-30144	65	3	platform	platform	NOUN
fcis-30144	65	4	,	,	PUNCT
fcis-30144	65	5	here	here	ADV
fcis-30144	65	6	's	be	AUX
fcis-30144	65	7	a	a	DET
fcis-30144	65	8	general	general	ADJ
fcis-30144	65	9	process	process	NOUN
fcis-30144	65	10	:	:	PUNCT
fcis-30144	65	11	firstly	firstly	ADV
fcis-30144	65	12	,	,	PUNCT
fcis-30144	65	13	manually	manually	ADV
fcis-30144	65	14	collecting	collect	VERB
fcis-30144	65	15	or	or	CCONJ
fcis-30144	65	16	creating	create	VERB
fcis-30144	65	17	several	several	ADJ
fcis-30144	65	18	task	task	NOUN
fcis-30144	65	19	examples	example	NOUN
fcis-30144	65	20	related	relate	VERB
fcis-30144	65	21	to	to	ADP
fcis-30144	65	22	the	the	DET
fcis-30144	65	23	recommended	recommend	VERB
fcis-30144	65	24	content	content	NOUN
fcis-30144	65	25	.	.	PUNCT
fcis-30144	66	1	testers	tester	NOUN
fcis-30144	66	2	optionally	optionally	ADV
fcis-30144	66	3	include	include	VERB
fcis-30144	66	4	recommendation	recommendation	NOUN
fcis-30144	66	5	logic	logic	NOUN
fcis-30144	66	6	or	or	CCONJ
fcis-30144	66	7	results	result	NOUN
fcis-30144	66	8	.	.	PUNCT
fcis-30144	67	1	and	and	CCONJ
fcis-30144	67	2	send	send	VERB
fcis-30144	67	3	these	these	DET
fcis-30144	67	4	examples	example	NOUN
fcis-30144	67	5	to	to	ADP
fcis-30144	67	6	the	the	DET
fcis-30144	67	7	llm	llm	PROPN
fcis-30144	67	8	for	for	ADP
fcis-30144	67	9	guidance	guidance	NOUN
fcis-30144	67	10	.	.	PUNCT
fcis-30144	68	1	after	after	SCONJ
fcis-30144	68	2	the	the	DET
fcis-30144	68	3	llm	llm	PROPN
fcis-30144	68	4	samples	sample	VERB
fcis-30144	68	5	its	its	PRON
fcis-30144	68	6	dataset	dataset	NOUN
fcis-30144	68	7	and	and	CCONJ
fcis-30144	68	8	outputs	output	NOUN
fcis-30144	68	9	results	result	NOUN
fcis-30144	68	10	,	,	PUNCT
fcis-30144	68	11	observe	observe	VERB
fcis-30144	68	12	the	the	DET
fcis-30144	68	13	outputs	output	NOUN
fcis-30144	68	14	for	for	ADP
fcis-30144	68	15	the	the	DET
fcis-30144	68	16	next	next	ADJ
fcis-30144	68	17	prompt	prompt	ADJ
fcis-30144	68	18	adjustment	adjustment	NOUN
fcis-30144	68	19	.	.	PUNCT
fcis-30144	69	1	secondly	secondly	ADV
fcis-30144	69	2	,	,	PUNCT
fcis-30144	69	3	the	the	DET
fcis-30144	69	4	system	system	NOUN
fcis-30144	69	5	designs	design	VERB
fcis-30144	69	6	an	an	DET
fcis-30144	69	7	appropriate	appropriate	ADJ
fcis-30144	69	8	prompt	prompt	NOUN
fcis-30144	69	9	and	and	CCONJ
fcis-30144	69	10	inputs	input	NOUN
fcis-30144	69	11	user	user	NOUN
fcis-30144	69	12	information	information	NOUN
fcis-30144	69	13	and	and	CCONJ
fcis-30144	69	14	context	context	NOUN
fcis-30144	69	15	as	as	SCONJ
fcis-30144	69	16	auxiliary	auxiliary	ADJ
fcis-30144	69	17	information	information	NOUN
fcis-30144	69	18	to	to	PART
fcis-30144	69	19	clarify	clarify	VERB
fcis-30144	69	20	the	the	DET
fcis-30144	69	21	specific	specific	ADJ
fcis-30144	69	22	task	task	NOUN
fcis-30144	69	23	of	of	ADP
fcis-30144	69	24	the	the	DET
fcis-30144	69	25	prompt	prompt	NOUN
fcis-30144	69	26	and	and	CCONJ
fcis-30144	69	27	the	the	DET
fcis-30144	69	28	specific	specific	ADJ
fcis-30144	69	29	recommendation	recommendation	NOUN
fcis-30144	69	30	target	target	NOUN
fcis-30144	69	31	.	.	PUNCT
fcis-30144	70	1	for	for	ADP
fcis-30144	70	2	example	example	NOUN
fcis-30144	70	3	,	,	PUNCT
fcis-30144	70	4	on	on	ADP
fcis-30144	70	5	a	a	DET
fcis-30144	70	6	learning	learning	NOUN
fcis-30144	70	7	platform	platform	NOUN
fcis-30144	70	8	,	,	PUNCT
fcis-30144	70	9	the	the	DET
fcis-30144	70	10	recommendation	recommendation	NOUN
fcis-30144	70	11	target	target	NOUN
fcis-30144	70	12	should	should	AUX
fcis-30144	70	13	focus	focus	VERB
fcis-30144	70	14	on	on	ADP
fcis-30144	70	15	courses	course	NOUN
fcis-30144	70	16	or	or	CCONJ
fcis-30144	70	17	learning	learn	VERB
fcis-30144	70	18	resources	resource	NOUN
fcis-30144	70	19	.	.	PUNCT
fcis-30144	71	1	after	after	ADP
fcis-30144	71	2	clarifying	clarify	VERB
fcis-30144	71	3	the	the	DET
fcis-30144	71	4	task	task	NOUN
fcis-30144	71	5	,	,	PUNCT
fcis-30144	71	6	the	the	DET
fcis-30144	71	7	system	system	NOUN
fcis-30144	71	8	defines	define	VERB
fcis-30144	71	9	it	it	PRON
fcis-30144	71	10	as	as	ADP
fcis-30144	71	11	a	a	DET
fcis-30144	71	12	sequence	sequence	NOUN
fcis-30144	71	13	to	to	ADP
fcis-30144	71	14	sequence	sequence	NOUN
fcis-30144	71	15	(	(	PUNCT
fcis-30144	71	16	seq2seq	seq2seq	NOUN
fcis-30144	71	17	)	)	PUNCT
fcis-30144	71	18	problem	problem	NOUN
fcis-30144	71	19	and	and	CCONJ
fcis-30144	71	20	start	start	VERB
fcis-30144	71	21	writing	write	VERB
fcis-30144	71	22	the	the	DET
fcis-30144	71	23	prompt	prompt	NOUN
fcis-30144	71	24	.	.	PUNCT
fcis-30144	72	1	when	when	SCONJ
fcis-30144	72	2	writing	write	VERB
fcis-30144	72	3	the	the	DET
fcis-30144	72	4	prompt	prompt	NOUN
fcis-30144	72	5	,	,	PUNCT
fcis-30144	72	6	the	the	DET
fcis-30144	72	7	system	system	NOUN
fcis-30144	72	8	use	use	VERB
fcis-30144	72	9	different	different	ADJ
fcis-30144	72	10	delimiters	delimiter	NOUN
fcis-30144	72	11	to	to	PART
fcis-30144	72	12	distinguish	distinguish	VERB
fcis-30144	72	13	user	user	NOUN
fcis-30144	72	14	information	information	NOUN
fcis-30144	72	15	,	,	PUNCT
fcis-30144	72	16	instruction	instruction	NOUN
fcis-30144	72	17	information	information	NOUN
fcis-30144	72	18	,	,	PUNCT
fcis-30144	72	19	and	and	CCONJ
fcis-30144	72	20	context	context	NOUN
fcis-30144	72	21	information	information	NOUN
fcis-30144	72	22	,	,	PUNCT
fcis-30144	72	23	and	and	CCONJ
fcis-30144	72	24	add	add	VERB
fcis-30144	72	25	sample	sample	NOUN
fcis-30144	72	26	examples	example	NOUN
fcis-30144	72	27	to	to	PART
fcis-30144	72	28	show	show	VERB
fcis-30144	72	29	the	the	DET
fcis-30144	72	30	correct	correct	ADJ
fcis-30144	72	31	output	output	NOUN
fcis-30144	72	32	format	format	NOUN
fcis-30144	72	33	to	to	ADP
fcis-30144	72	34	the	the	DET
fcis-30144	72	35	llm	llm	NOUN
fcis-30144	72	36	.	.	PUNCT
fcis-30144	73	1	when	when	SCONJ
fcis-30144	73	2	writing	write	VERB
fcis-30144	73	3	the	the	DET
fcis-30144	73	4	prompt	prompt	NOUN
fcis-30144	73	5	,	,	PUNCT
fcis-30144	73	6	different	different	ADJ
fcis-30144	73	7	separators	separator	NOUN
fcis-30144	73	8	are	be	AUX
fcis-30144	73	9	used	use	VERB
fcis-30144	73	10	to	to	PART
fcis-30144	73	11	differentiate	differentiate	VERB
fcis-30144	73	12	the	the	DET
fcis-30144	73	13	user	user	NOUN
fcis-30144	73	14	information	information	NOUN
fcis-30144	73	15	,	,	PUNCT
fcis-30144	73	16	instruction	instruction	NOUN
fcis-30144	73	17	information	information	NOUN
fcis-30144	73	18	and	and	CCONJ
fcis-30144	73	19	context	context	NOUN
fcis-30144	73	20	information	information	NOUN
fcis-30144	73	21	,	,	PUNCT
fcis-30144	73	22	and	and	CCONJ
fcis-30144	73	23	sample	sample	NOUN
fcis-30144	73	24	examples	example	NOUN
fcis-30144	73	25	are	be	AUX
fcis-30144	73	26	added	add	VERB
fcis-30144	73	27	to	to	PART
fcis-30144	73	28	show	show	VERB
fcis-30144	73	29	the	the	DET
fcis-30144	73	30	correct	correct	ADJ
fcis-30144	73	31	output	output	NOUN
fcis-30144	73	32	format	format	NOUN
fcis-30144	73	33	to	to	ADP
fcis-30144	73	34	the	the	DET
fcis-30144	73	35	llm	llm	NOUN
fcis-30144	73	36	.	.	PUNCT
fcis-30144	74	1	lastly	lastly	ADV
fcis-30144	74	2	,	,	PUNCT
fcis-30144	74	3	the	the	DET
fcis-30144	74	4	llm	llm	PROPN
fcis-30144	74	5	returns	return	VERB
fcis-30144	74	6	the	the	DET
fcis-30144	74	7	output	output	NOUN
fcis-30144	74	8	results	result	NOUN
fcis-30144	74	9	to	to	ADP
fcis-30144	74	10	the	the	DET
fcis-30144	74	11	system	system	NOUN
fcis-30144	74	12	in	in	ADP
fcis-30144	74	13	a	a	DET
fcis-30144	74	14	standardized	standardized	ADJ
fcis-30144	74	15	format	format	NOUN
fcis-30144	74	16	such	such	ADJ
fcis-30144	74	17	as	as	ADP
fcis-30144	74	18	json	json	NOUN
fcis-30144	74	19	,	,	PUNCT
fcis-30144	74	20	allowing	allow	VERB
fcis-30144	74	21	the	the	DET
fcis-30144	74	22	system	system	NOUN
fcis-30144	74	23	to	to	PART
fcis-30144	74	24	deliver	deliver	VERB
fcis-30144	74	25	the	the	DET
fcis-30144	74	26	results	result	NOUN
fcis-30144	74	27	to	to	ADP
fcis-30144	74	28	the	the	DET
fcis-30144	74	29	user	user	NOUN
fcis-30144	74	30	in	in	ADP
fcis-30144	74	31	a	a	DET
fcis-30144	74	32	specific	specific	ADJ
fcis-30144	74	33	format	format	NOUN
fcis-30144	74	34	.	.	PUNCT
fcis-30144	75	1	3.2.2	3.2.2	NUM
fcis-30144	75	2	.	.	PUNCT
fcis-30144	75	3	recommendation	recommendation	NOUN
fcis-30144	75	4	system	system	NOUN
fcis-30144	75	5	implementation	implementation	NOUN
fcis-30144	75	6	in	in	ADP
fcis-30144	75	7	the	the	DET
fcis-30144	75	8	implementation	implementation	NOUN
fcis-30144	75	9	,	,	PUNCT
fcis-30144	75	10	users	user	NOUN
fcis-30144	75	11	can	can	AUX
fcis-30144	75	12	provide	provide	VERB
fcis-30144	75	13	tags	tag	NOUN
fcis-30144	75	14	,	,	PUNCT
fcis-30144	75	15	typically	typically	ADV
fcis-30144	75	16	selected	select	VERB
fcis-30144	75	17	from	from	ADP
fcis-30144	75	18	a	a	DET
fcis-30144	75	19	sufficient	sufficient	ADJ
fcis-30144	75	20	number	number	NOUN
fcis-30144	75	21	provided	provide	VERB
fcis-30144	75	22	by	by	ADP
fcis-30144	75	23	the	the	DET
fcis-30144	75	24	system	system	NOUN
fcis-30144	75	25	,	,	PUNCT
fcis-30144	75	26	to	to	PART
fcis-30144	75	27	indicate	indicate	VERB
fcis-30144	75	28	their	their	PRON
fcis-30144	75	29	desired	desire	VERB
fcis-30144	75	30	learning	learning	NOUN
fcis-30144	75	31	content	content	NOUN
fcis-30144	75	32	.	.	PUNCT
fcis-30144	76	1	the	the	DET
fcis-30144	76	2	system	system	NOUN
fcis-30144	76	3	processes	process	VERB
fcis-30144	76	4	these	these	DET
fcis-30144	76	5	tags	tag	NOUN
fcis-30144	76	6	for	for	ADP
fcis-30144	76	7	prompt	prompt	ADJ
fcis-30144	76	8	generation	generation	NOUN
fcis-30144	76	9	and	and	CCONJ
fcis-30144	76	10	sends	send	VERB
fcis-30144	76	11	them	they	PRON
fcis-30144	76	12	to	to	ADP
fcis-30144	76	13	the	the	DET
fcis-30144	76	14	llm	llm	NOUN
fcis-30144	76	15	.	.	PUNCT
fcis-30144	77	1	the	the	DET
fcis-30144	77	2	llm	llm	PROPN
fcis-30144	77	3	then	then	ADV
fcis-30144	77	4	generates	generate	VERB
fcis-30144	77	5	a	a	DET
fcis-30144	77	6	user	user	NOUN
fcis-30144	77	7	profile	profile	NOUN
fcis-30144	77	8	based	base	VERB
fcis-30144	77	9	on	on	ADP
fcis-30144	77	10	the	the	DET
fcis-30144	77	11	prompt	prompt	NOUN
fcis-30144	77	12	,	,	PUNCT
fcis-30144	77	13	and	and	CCONJ
fcis-30144	77	14	outputs	output	NOUN
fcis-30144	77	15	learning	learn	VERB
fcis-30144	77	16	resources	resource	NOUN
fcis-30144	77	17	from	from	ADP
fcis-30144	77	18	the	the	DET
fcis-30144	77	19	existing	exist	VERB
fcis-30144	77	20	dataset	dataset	NOUN
fcis-30144	77	21	that	that	PRON
fcis-30144	77	22	may	may	AUX
fcis-30144	77	23	interest	interest	VERB
fcis-30144	77	24	the	the	DET
fcis-30144	77	25	current	current	ADJ
fcis-30144	77	26	user	user	NOUN
fcis-30144	77	27	,	,	PUNCT
fcis-30144	77	28	fulfilling	fulfil	VERB
fcis-30144	77	29	their	their	PRON
fcis-30144	77	30	needs	need	NOUN
fcis-30144	77	31	.	.	PUNCT
fcis-30144	78	1	figure	figure	NOUN
fcis-30144	78	2	2	2	NUM
fcis-30144	78	3	.	.	X
fcis-30144	79	1	flowchart	flowchart	NOUN
fcis-30144	79	2	of	of	ADP
fcis-30144	79	3	the	the	DET
fcis-30144	79	4	recommendation	recommendation	NOUN
fcis-30144	79	5	system	system	NOUN
fcis-30144	79	6	4	4	NUM
fcis-30144	79	7	.	.	PUNCT
fcis-30144	79	8	comparation	comparation	NOUN
fcis-30144	79	9	with	with	ADP
fcis-30144	79	10	traditional	traditional	ADJ
fcis-30144	79	11	recommendation	recommendation	NOUN
fcis-30144	79	12	algorithms	algorithm	NOUN
fcis-30144	79	13	compared	compare	VERB
fcis-30144	79	14	to	to	ADP
fcis-30144	79	15	traditional	traditional	ADJ
fcis-30144	79	16	recommendation	recommendation	NOUN
fcis-30144	79	17	algorithms	algorithm	NOUN
fcis-30144	79	18	,	,	PUNCT
fcis-30144	79	19	recommendation	recommendation	NOUN
fcis-30144	79	20	algorithms	algorithm	NOUN
fcis-30144	79	21	based	base	VERB
fcis-30144	79	22	on	on	ADP
fcis-30144	79	23	llms	llm	NOUN
fcis-30144	79	24	have	have	VERB
fcis-30144	79	25	unique	unique	ADJ
fcis-30144	79	26	advantages	advantage	NOUN
fcis-30144	79	27	and	and	CCONJ
fcis-30144	79	28	limitations	limitation	NOUN
fcis-30144	79	29	.	.	PUNCT
fcis-30144	80	1	traditional	traditional	ADJ
fcis-30144	80	2	recommendation	recommendation	NOUN
fcis-30144	80	3	algorithms	algorithm	NOUN
fcis-30144	80	4	,	,	PUNCT
fcis-30144	80	5	such	such	ADJ
fcis-30144	80	6	as	as	ADP
fcis-30144	80	7	itembased	itembased	ADJ
fcis-30144	80	8	collaborative	collaborative	ADJ
fcis-30144	80	9	filtering	filtering	NOUN
fcis-30144	80	10	(	(	PUNCT
fcis-30144	80	11	itemcf	itemcf	NOUN
fcis-30144	80	12	)	)	PUNCT
fcis-30144	80	13	and	and	CCONJ
fcis-30144	80	14	matrix	matrix	NOUN
fcis-30144	80	15	factorization	factorization	NOUN
fcis-30144	80	16	(	(	PUNCT
fcis-30144	80	17	mf	mf	X
fcis-30144	80	18	)	)	PUNCT
fcis-30144	80	19	,	,	PUNCT
fcis-30144	80	20	generate	generate	VERB
fcis-30144	80	21	recommendations	recommendation	NOUN
fcis-30144	80	22	by	by	ADP
fcis-30144	80	23	analyzing	analyze	VERB
fcis-30144	80	24	user	user	NOUN
fcis-30144	80	25	behavior	behavior	NOUN
fcis-30144	80	26	and	and	CCONJ
fcis-30144	80	27	item	item	NOUN
fcis-30144	80	28	feature	feature	NOUN
fcis-30144	80	29	data	datum	NOUN
fcis-30144	80	30	based	base	VERB
fcis-30144	80	31	on	on	ADP
fcis-30144	80	32	a	a	DET
fcis-30144	80	33	certain	certain	ADJ
fcis-30144	80	34	amount	amount	NOUN
fcis-30144	80	35	of	of	ADP
fcis-30144	80	36	data	datum	NOUN
fcis-30144	80	37	.	.	PUNCT
fcis-30144	81	1	these	these	DET
fcis-30144	81	2	algorithms	algorithm	NOUN
fcis-30144	81	3	perform	perform	VERB
fcis-30144	81	4	well	well	ADV
fcis-30144	81	5	when	when	SCONJ
fcis-30144	81	6	dealing	deal	VERB
fcis-30144	81	7	with	with	ADP
fcis-30144	81	8	large	large	ADJ
fcis-30144	81	9	amounts	amount	NOUN
fcis-30144	81	10	of	of	ADP
fcis-30144	81	11	data	datum	NOUN
fcis-30144	81	12	with	with	ADP
fcis-30144	81	13	clear	clear	ADJ
fcis-30144	81	14	user	user	NOUN
fcis-30144	81	15	or	or	CCONJ
fcis-30144	81	16	item	item	NOUN
fcis-30144	81	17	features	feature	NOUN
fcis-30144	81	18	,	,	PUNCT
fcis-30144	81	19	producing	produce	VERB
fcis-30144	81	20	satisfactory	satisfactory	ADJ
fcis-30144	81	21	recommendations	recommendation	NOUN
fcis-30144	81	22	.	.	PUNCT
fcis-30144	82	1	however	however	ADV
fcis-30144	82	2	,	,	PUNCT
fcis-30144	82	3	their	their	PRON
fcis-30144	82	4	accuracy	accuracy	NOUN
fcis-30144	82	5	suffers	suffer	VERB
fcis-30144	82	6	from	from	ADP
fcis-30144	82	7	significant	significant	ADJ
fcis-30144	82	8	degradation	degradation	NOUN
fcis-30144	82	9	in	in	ADP
fcis-30144	82	10	data	data	NOUN
fcis-30144	82	11	-	-	PUNCT
fcis-30144	82	12	scarce	scarce	NOUN
fcis-30144	82	13	scenarios	scenario	NOUN
fcis-30144	82	14	,	,	PUNCT
fcis-30144	82	15	particularly	particularly	ADV
fcis-30144	82	16	during	during	ADP
fcis-30144	82	17	cold	cold	ADJ
fcis-30144	82	18	-	-	PUNCT
fcis-30144	82	19	start	start	NOUN
fcis-30144	82	20	situations	situation	NOUN
fcis-30144	82	21	.	.	PUNCT
fcis-30144	83	1	in	in	ADP
fcis-30144	83	2	contrast	contrast	NOUN
fcis-30144	83	3	,	,	PUNCT
fcis-30144	83	4	llms	llm	NOUN
fcis-30144	83	5	pretrained	pretraine	VERB
fcis-30144	83	6	on	on	ADP
fcis-30144	83	7	massive	massive	ADJ
fcis-30144	83	8	corpora	corpora	PROPN
fcis-30144	83	9	exhibit	exhibit	NOUN
fcis-30144	83	10	superior	superior	ADJ
fcis-30144	83	11	coldstart	coldstart	ADJ
fcis-30144	83	12	capabilities	capability	NOUN
fcis-30144	83	13	through	through	ADP
fcis-30144	83	14	their	their	PRON
fcis-30144	83	15	inherent	inherent	ADJ
fcis-30144	83	16	comprehension	comprehension	NOUN
fcis-30144	83	17	of	of	ADP
fcis-30144	83	18	cross	cross	ADJ
fcis-30144	83	19	-	-	ADJ
fcis-30144	83	20	domain	domain	ADJ
fcis-30144	83	21	knowledge	knowledge	NOUN
fcis-30144	83	22	and	and	CCONJ
fcis-30144	83	23	contextual	contextual	ADJ
fcis-30144	83	24	semantic	semantic	ADJ
fcis-30144	83	25	relationships	relationship	NOUN
fcis-30144	83	26	.	.	PUNCT
fcis-30144	84	1	for	for	ADP
fcis-30144	84	2	instance	instance	NOUN
fcis-30144	84	3	,	,	PUNCT
fcis-30144	84	4	in	in	ADP
fcis-30144	84	5	this	this	DET
fcis-30144	84	6	learning	learning	NOUN
fcis-30144	84	7	platform	platform	NOUN
fcis-30144	84	8	implementations	implementation	NOUN
fcis-30144	84	9	,	,	PUNCT
fcis-30144	84	10	llm	llm	ADV
fcis-30144	84	11	-	-	PUNCT
fcis-30144	84	12	enhanced	enhance	VERB
fcis-30144	84	13	recommendation	recommendation	NOUN
fcis-30144	84	14	systems	system	NOUN
fcis-30144	84	15	can	can	AUX
fcis-30144	84	16	leverage	leverage	VERB
fcis-30144	84	17	minimal	minimal	ADJ
fcis-30144	84	18	user	user	NOUN
fcis-30144	84	19	-	-	PUNCT
fcis-30144	84	20	provided	provide	VERB
fcis-30144	84	21	tags	tag	NOUN
fcis-30144	84	22	collected	collect	VERB
fcis-30144	84	23	during	during	ADP
fcis-30144	84	24	initial	initial	ADJ
fcis-30144	84	25	onboarding	onboarding	NOUN
fcis-30144	84	26	processes	process	NOUN
fcis-30144	84	27	to	to	PART
fcis-30144	84	28	suggest	suggest	VERB
fcis-30144	84	29	personalized	personalized	ADJ
fcis-30144	84	30	learning	learn	VERB
fcis-30144	84	31	resources	resource	NOUN
fcis-30144	84	32	.	.	PUNCT
fcis-30144	85	1	this	this	DET
fcis-30144	85	2	capability	capability	NOUN
fcis-30144	85	3	substantially	substantially	ADV
fcis-30144	85	4	mitigates	mitigate	VERB
fcis-30144	85	5	data	data	NOUN
fcis-30144	85	6	sparsity	sparsity	NOUN
fcis-30144	85	7	challenges	challenge	NOUN
fcis-30144	85	8	faced	face	VERB
fcis-30144	85	9	by	by	ADP
fcis-30144	85	10	emerging	emerge	VERB
fcis-30144	85	11	platforms	platform	NOUN
fcis-30144	85	12	.	.	PUNCT
fcis-30144	86	1	in	in	ADP
fcis-30144	86	2	addition	addition	NOUN
fcis-30144	86	3	,	,	PUNCT
fcis-30144	86	4	large	large	ADJ
fcis-30144	86	5	language	language	NOUN
fcis-30144	86	6	models	model	NOUN
fcis-30144	86	7	,	,	PUNCT
fcis-30144	86	8	which	which	PRON
fcis-30144	86	9	require	require	VERB
fcis-30144	86	10	no	no	DET
fcis-30144	86	11	local	local	ADJ
fcis-30144	86	12	computational	computational	ADJ
fcis-30144	86	13	resources	resource	NOUN
fcis-30144	86	14	,	,	PUNCT
fcis-30144	86	15	can	can	AUX
fcis-30144	86	16	be	be	AUX
fcis-30144	86	17	deployed	deploy	VERB
fcis-30144	86	18	on	on	ADP
fcis-30144	86	19	virtually	virtually	ADV
fcis-30144	86	20	any	any	DET
fcis-30144	86	21	platform	platform	NOUN
fcis-30144	86	22	,	,	PUNCT
fcis-30144	86	23	ensuring	ensure	VERB
fcis-30144	86	24	a	a	DET
fcis-30144	86	25	broad	broad	ADJ
fcis-30144	86	26	deployment	deployment	NOUN
fcis-30144	86	27	scope	scope	NOUN
fcis-30144	86	28	.	.	PUNCT
fcis-30144	87	1	developers	developer	NOUN
fcis-30144	87	2	need	need	AUX
fcis-30144	87	3	not	not	PART
fcis-30144	87	4	consider	consider	VERB
fcis-30144	87	5	local	local	ADJ
fcis-30144	87	6	computational	computational	ADJ
fcis-30144	87	7	resources	resource	NOUN
fcis-30144	87	8	for	for	ADP
fcis-30144	87	9	training	training	NOUN
fcis-30144	87	10	and	and	CCONJ
fcis-30144	87	11	deploying	deploy	VERB
fcis-30144	87	12	recommendation	recommendation	NOUN
fcis-30144	87	13	models	model	NOUN
fcis-30144	87	14	,	,	PUNCT
fcis-30144	87	15	which	which	PRON
fcis-30144	87	16	reduces	reduce	VERB
fcis-30144	87	17	the	the	DET
fcis-30144	87	18	usage	usage	NOUN
fcis-30144	87	19	threshold	threshold	NOUN
fcis-30144	87	20	of	of	ADP
fcis-30144	87	21	recommendation	recommendation	NOUN
fcis-30144	87	22	platforms	platform	NOUN
fcis-30144	87	23	.	.	PUNCT
fcis-30144	88	1	moreover	moreover	ADV
fcis-30144	88	2	,	,	PUNCT
fcis-30144	88	3	llms	llm	NOUN
fcis-30144	88	4	can	can	AUX
fcis-30144	88	5	analyze	analyze	VERB
fcis-30144	88	6	user	user	NOUN
fcis-30144	88	7	needs	need	VERB
fcis-30144	88	8	through	through	ADP
fcis-30144	88	9	the	the	DET
fcis-30144	88	10	specific	specific	ADJ
fcis-30144	88	11	language	language	NOUN
fcis-30144	88	12	they	they	PRON
fcis-30144	88	13	input	input	VERB
fcis-30144	88	14	.	.	PUNCT
fcis-30144	89	1	users	user	NOUN
fcis-30144	89	2	can	can	AUX
fcis-30144	89	3	describe	describe	VERB
fcis-30144	89	4	their	their	PRON
fcis-30144	89	5	needs	need	NOUN
fcis-30144	89	6	in	in	ADP
fcis-30144	89	7	natural	natural	ADJ
fcis-30144	89	8	language	language	NOUN
fcis-30144	89	9	,	,	PUNCT
fcis-30144	89	10	which	which	PRON
fcis-30144	89	11	large	large	ADJ
fcis-30144	89	12	models	model	NOUN
fcis-30144	89	13	parse	parse	VERB
fcis-30144	89	14	to	to	PART
fcis-30144	89	15	more	more	ADV
fcis-30144	89	16	accurately	accurately	ADV
fcis-30144	89	17	grasp	grasp	VERB
fcis-30144	89	18	user	user	NOUN
fcis-30144	89	19	intent	intent	NOUN
fcis-30144	89	20	.	.	PUNCT
fcis-30144	90	1	this	this	PRON
fcis-30144	90	2	enables	enable	VERB
fcis-30144	90	3	the	the	DET
fcis-30144	90	4	provision	provision	NOUN
fcis-30144	90	5	of	of	ADP
fcis-30144	90	6	more	more	ADJ
fcis-30144	90	7	personalized	personalized	ADJ
fcis-30144	90	8	recommendation	recommendation	NOUN
fcis-30144	90	9	results	result	NOUN
fcis-30144	90	10	,	,	PUNCT
fcis-30144	90	11	enhancing	enhance	VERB
fcis-30144	90	12	the	the	DET
fcis-30144	90	13	user	user	NOUN
fcis-30144	90	14	experience	experience	NOUN
fcis-30144	90	15	.	.	PUNCT
fcis-30144	91	1	however	however	ADV
fcis-30144	91	2	,	,	PUNCT
fcis-30144	91	3	llms	llm	NOUN
fcis-30144	91	4	are	be	AUX
fcis-30144	91	5	still	still	ADV
fcis-30144	91	6	affected	affect	VERB
fcis-30144	91	7	by	by	ADP
fcis-30144	91	8	the	the	DET
fcis-30144	91	9	"	"	PUNCT
fcis-30144	91	10	hallucination	hallucination	NOUN
fcis-30144	91	11	phenomenon	phenomenon	NOUN
fcis-30144	91	12	"	"	PUNCT
fcis-30144	91	13	.	.	PUNCT
fcis-30144	92	1	this	this	DET
fcis-30144	92	2	significant	significant	ADJ
fcis-30144	92	3	drawback	drawback	NOUN
fcis-30144	92	4	directly	directly	ADV
fcis-30144	92	5	causes	cause	VERB
fcis-30144	92	6	llms	llm	NOUN
fcis-30144	92	7	to	to	PART
fcis-30144	92	8	sometimes	sometimes	ADV
fcis-30144	92	9	generate	generate	VERB
fcis-30144	92	10	incorrect	incorrect	ADJ
fcis-30144	92	11	recommendations	recommendation	NOUN
fcis-30144	92	12	,	,	PUNCT
fcis-30144	92	13	providing	provide	VERB
fcis-30144	92	14	users	user	NOUN
fcis-30144	92	15	with	with	ADP
fcis-30144	92	16	misleading	mislead	VERB
fcis-30144	92	17	information.[2	information.[2	NOUN
fcis-30144	92	18	]	]	PUNCT
fcis-30144	92	19	for	for	ADP
fcis-30144	92	20	example	example	NOUN
fcis-30144	92	21	,	,	PUNCT
fcis-30144	92	22	llms	llm	NOUN
fcis-30144	92	23	may	may	AUX
fcis-30144	92	24	generate	generate	VERB
fcis-30144	92	25	learning	learn	VERB
fcis-30144	92	26	resources	resource	NOUN
fcis-30144	92	27	that	that	PRON
fcis-30144	92	28	do	do	AUX
fcis-30144	92	29	not	not	PART
fcis-30144	92	30	exist	exist	VERB
fcis-30144	92	31	in	in	ADP
fcis-30144	92	32	the	the	DET
fcis-30144	92	33	database	database	NOUN
fcis-30144	92	34	or	or	CCONJ
fcis-30144	92	35	recommend	recommend	VERB
fcis-30144	92	36	resources	resource	NOUN
fcis-30144	92	37	that	that	PRON
fcis-30144	92	38	appear	appear	VERB
fcis-30144	92	39	relevant	relevant	ADJ
fcis-30144	92	40	to	to	ADP
fcis-30144	92	41	user	user	NOUN
fcis-30144	92	42	needs	need	NOUN
fcis-30144	92	43	but	but	CCONJ
fcis-30144	92	44	actually	actually	ADV
fcis-30144	92	45	do	do	AUX
fcis-30144	92	46	not	not	PART
fcis-30144	92	47	meet	meet	VERB
fcis-30144	92	48	their	their	PRON
fcis-30144	92	49	requirements	requirement	NOUN
fcis-30144	92	50	.	.	PUNCT
fcis-30144	93	1	in	in	ADP
fcis-30144	93	2	contrast	contrast	NOUN
fcis-30144	93	3	,	,	PUNCT
fcis-30144	93	4	existing	exist	VERB
fcis-30144	93	5	mature	mature	ADJ
fcis-30144	93	6	llms	llm	NOUN
fcis-30144	93	7	require	require	VERB
fcis-30144	93	8	api	api	NOUN
fcis-30144	93	9	invocation	invocation	NOUN
fcis-30144	93	10	,	,	PUNCT
fcis-30144	93	11	which	which	PRON
fcis-30144	93	12	incurs	incur	VERB
fcis-30144	93	13	cost	cost	NOUN
fcis-30144	93	14	overheads	overhead	NOUN
fcis-30144	93	15	,	,	PUNCT
fcis-30144	93	16	especially	especially	ADV
fcis-30144	93	17	when	when	SCONJ
fcis-30144	93	18	user	user	NOUN
fcis-30144	93	19	interaction	interaction	NOUN
fcis-30144	93	20	volume	volume	NOUN
fcis-30144	93	21	is	be	AUX
fcis-30144	93	22	large	large	ADJ
fcis-30144	93	23	,	,	PUNCT
fcis-30144	93	24	making	make	VERB
fcis-30144	93	25	the	the	DET
fcis-30144	93	26	invocation	invocation	NOUN
fcis-30144	93	27	cost	cost	NOUN
fcis-30144	93	28	substantial	substantial	ADJ
fcis-30144	93	29	.	.	PUNCT
fcis-30144	94	1	this	this	PRON
fcis-30144	94	2	is	be	AUX
fcis-30144	94	3	a	a	DET
fcis-30144	94	4	significant	significant	ADJ
fcis-30144	94	5	concern	concern	NOUN
fcis-30144	94	6	for	for	ADP
fcis-30144	94	7	small	small	ADJ
fcis-30144	94	8	and	and	CCONJ
fcis-30144	94	9	medium	medium	ADJ
fcis-30144	94	10	-	-	PUNCT
fcis-30144	94	11	sized	sized	ADJ
fcis-30144	94	12	platforms	platform	NOUN
fcis-30144	94	13	.	.	PUNCT
fcis-30144	95	1	in	in	ADP
fcis-30144	95	2	contrast	contrast	NOUN
fcis-30144	95	3	,	,	PUNCT
fcis-30144	95	4	traditional	traditional	ADJ
fcis-30144	95	5	recommendation	recommendation	NOUN
fcis-30144	95	6	algorithms	algorithm	NOUN
fcis-30144	95	7	such	such	ADJ
fcis-30144	95	8	as	as	ADP
fcis-30144	95	9	item	item	NOUN
fcis-30144	95	10	-	-	PUNCT
fcis-30144	95	11	cf	cf	NOUN
fcis-30144	95	12	and	and	CCONJ
fcis-30144	95	13	mf	mf	X
fcis-30144	95	14	,	,	PUNCT
fcis-30144	95	15	while	while	SCONJ
fcis-30144	95	16	requiring	require	VERB
fcis-30144	95	17	substantial	substantial	ADJ
fcis-30144	95	18	computational	computational	ADJ
fcis-30144	95	19	94	94	NUM
fcis-30144	95	20	resources	resource	NOUN
fcis-30144	95	21	and	and	CCONJ
fcis-30144	95	22	extensive	extensive	ADJ
fcis-30144	95	23	training	training	NOUN
fcis-30144	95	24	datasets	dataset	NOUN
fcis-30144	95	25	during	during	ADP
fcis-30144	95	26	the	the	DET
fcis-30144	95	27	model	model	NOUN
fcis-30144	95	28	initialization	initialization	NOUN
fcis-30144	95	29	phase	phase	NOUN
fcis-30144	95	30	,	,	PUNCT
fcis-30144	95	31	exhibit	exhibit	VERB
fcis-30144	95	32	negligible	negligible	ADJ
fcis-30144	95	33	marginal	marginal	ADJ
fcis-30144	95	34	costs	cost	NOUN
fcis-30144	95	35	in	in	ADP
fcis-30144	95	36	subsequent	subsequent	ADJ
fcis-30144	95	37	recommendation	recommendation	NOUN
fcis-30144	95	38	operations	operation	NOUN
fcis-30144	95	39	.	.	PUNCT
fcis-30144	96	1	this	this	DET
fcis-30144	96	2	characteristic	characteristic	ADJ
fcis-30144	96	3	emerges	emerge	VERB
fcis-30144	96	4	particularly	particularly	ADV
fcis-30144	96	5	during	during	ADP
fcis-30144	96	6	the	the	DET
fcis-30144	96	7	inference	inference	NOUN
fcis-30144	96	8	stage	stage	NOUN
fcis-30144	96	9	,	,	PUNCT
fcis-30144	96	10	where	where	SCONJ
fcis-30144	96	11	these	these	DET
fcis-30144	96	12	memory	memory	NOUN
fcis-30144	96	13	-	-	PUNCT
fcis-30144	96	14	based	base	VERB
fcis-30144	96	15	methods	method	NOUN
fcis-30144	96	16	primarily	primarily	ADV
fcis-30144	96	17	rely	rely	VERB
fcis-30144	96	18	on	on	ADP
fcis-30144	96	19	precomputed	precompute	VERB
fcis-30144	96	20	embeddings	embedding	NOUN
fcis-30144	96	21	or	or	CCONJ
fcis-30144	96	22	similarity	similarity	NOUN
fcis-30144	96	23	matrices	matrix	NOUN
fcis-30144	96	24	rather	rather	ADV
fcis-30144	96	25	than	than	ADP
fcis-30144	96	26	requiring	require	VERB
fcis-30144	96	27	realtime	realtime	ADJ
fcis-30144	96	28	neural	neural	ADJ
fcis-30144	96	29	network	network	NOUN
fcis-30144	96	30	computations	computation	NOUN
fcis-30144	96	31	.	.	PUNCT
fcis-30144	97	1	another	another	DET
fcis-30144	97	2	aspect	aspect	NOUN
fcis-30144	97	3	to	to	PART
fcis-30144	97	4	consider	consider	VERB
fcis-30144	97	5	is	be	AUX
fcis-30144	97	6	the	the	DET
fcis-30144	97	7	uncontrollability	uncontrollability	NOUN
fcis-30144	97	8	of	of	ADP
fcis-30144	97	9	the	the	DET
fcis-30144	97	10	outputs	output	NOUN
fcis-30144	97	11	from	from	ADP
fcis-30144	97	12	large	large	ADJ
fcis-30144	97	13	models	model	NOUN
fcis-30144	97	14	.	.	PUNCT
fcis-30144	98	1	when	when	SCONJ
fcis-30144	98	2	aligning	align	VERB
fcis-30144	98	3	llms	llm	NOUN
fcis-30144	98	4	with	with	ADP
fcis-30144	98	5	recommendation	recommendation	NOUN
fcis-30144	98	6	objectives	objective	NOUN
fcis-30144	98	7	through	through	ADP
fcis-30144	98	8	parameter	parameter	NOUN
fcis-30144	98	9	-	-	PUNCT
fcis-30144	98	10	efficient	efficient	ADJ
fcis-30144	98	11	finetuning	finetuning	NOUN
fcis-30144	98	12	,	,	PUNCT
fcis-30144	98	13	practitioners	practitioner	NOUN
fcis-30144	98	14	must	must	AUX
fcis-30144	98	15	accept	accept	VERB
fcis-30144	98	16	a	a	DET
fcis-30144	98	17	partial	partial	ADJ
fcis-30144	98	18	compromise	compromise	NOUN
fcis-30144	98	19	of	of	ADP
fcis-30144	98	20	their	their	PRON
fcis-30144	98	21	general	general	ADJ
fcis-30144	98	22	-	-	PUNCT
fcis-30144	98	23	purpose	purpose	NOUN
fcis-30144	98	24	capabilities	capability	NOUN
fcis-30144	98	25	.	.	PUNCT
fcis-30144	99	1	5	5	X
fcis-30144	99	2	.	.	X
fcis-30144	99	3	conclusion	conclusion	NOUN
fcis-30144	99	4	the	the	DET
fcis-30144	99	5	personalized	personalized	ADJ
fcis-30144	99	6	recommendation	recommendation	NOUN
fcis-30144	99	7	system	system	NOUN
fcis-30144	99	8	integrated	integrate	VERB
fcis-30144	99	9	into	into	ADP
fcis-30144	99	10	this	this	DET
fcis-30144	99	11	learning	learning	NOUN
fcis-30144	99	12	platform	platform	NOUN
fcis-30144	99	13	leverages	leverage	NOUN
fcis-30144	99	14	llms	llm	NOUN
fcis-30144	99	15	to	to	PART
fcis-30144	99	16	achieve	achieve	VERB
fcis-30144	99	17	accurate	accurate	ADJ
fcis-30144	99	18	alignment	alignment	NOUN
fcis-30144	99	19	of	of	ADP
fcis-30144	99	20	educational	educational	ADJ
fcis-30144	99	21	resources	resource	NOUN
fcis-30144	99	22	.	.	PUNCT
fcis-30144	100	1	experiment	experiment	NOUN
fcis-30144	100	2	evaluations	evaluation	NOUN
fcis-30144	100	3	have	have	AUX
fcis-30144	100	4	demonstrated	demonstrate	VERB
fcis-30144	100	5	that	that	SCONJ
fcis-30144	100	6	llms	llm	NOUN
fcis-30144	100	7	exhibit	exhibit	VERB
fcis-30144	100	8	notable	notable	ADJ
fcis-30144	100	9	accuracy	accuracy	NOUN
fcis-30144	100	10	and	and	CCONJ
fcis-30144	100	11	reliability	reliability	NOUN
fcis-30144	100	12	in	in	ADP
fcis-30144	100	13	generating	generate	VERB
fcis-30144	100	14	recommendations	recommendation	NOUN
fcis-30144	100	15	,	,	PUNCT
fcis-30144	100	16	proving	prove	VERB
fcis-30144	100	17	competent	competent	ADJ
fcis-30144	100	18	for	for	ADP
fcis-30144	100	19	resource	resource	NOUN
fcis-30144	100	20	recommendation	recommendation	NOUN
fcis-30144	100	21	tasks	task	NOUN
fcis-30144	100	22	in	in	ADP
fcis-30144	100	23	most	most	ADJ
fcis-30144	100	24	operational	operational	ADJ
fcis-30144	100	25	scenarios	scenario	NOUN
fcis-30144	100	26	.	.	PUNCT
fcis-30144	101	1	however	however	ADV
fcis-30144	101	2	,	,	PUNCT
fcis-30144	101	3	while	while	SCONJ
fcis-30144	101	4	current	current	ADJ
fcis-30144	101	5	llm	llm	NOUN
fcis-30144	101	6	-	-	PUNCT
fcis-30144	101	7	based	base	VERB
fcis-30144	101	8	recommendation	recommendation	NOUN
fcis-30144	101	9	systems	system	NOUN
fcis-30144	101	10	demonstrate	demonstrate	VERB
fcis-30144	101	11	superior	superior	ADJ
fcis-30144	101	12	semantic	semantic	ADJ
fcis-30144	101	13	comprehension	comprehension	NOUN
fcis-30144	101	14	and	and	CCONJ
fcis-30144	101	15	cold	cold	ADJ
fcis-30144	101	16	-	-	PUNCT
fcis-30144	101	17	start	start	NOUN
fcis-30144	101	18	capabilities	capability	NOUN
fcis-30144	101	19	,	,	PUNCT
fcis-30144	101	20	they	they	PRON
fcis-30144	101	21	still	still	ADV
fcis-30144	101	22	confront	confront	VERB
fcis-30144	101	23	critical	critical	ADJ
fcis-30144	101	24	technical	technical	ADJ
fcis-30144	101	25	challenges	challenge	NOUN
fcis-30144	101	26	requiring	require	VERB
fcis-30144	101	27	resolution	resolution	NOUN
fcis-30144	101	28	.	.	PUNCT
fcis-30144	102	1	the	the	DET
fcis-30144	102	2	most	most	ADV
fcis-30144	102	3	significant	significant	ADJ
fcis-30144	102	4	issue	issue	NOUN
fcis-30144	102	5	is	be	AUX
fcis-30144	102	6	the	the	DET
fcis-30144	102	7	inherent	inherent	ADJ
fcis-30144	102	8	hallucination	hallucination	NOUN
fcis-30144	102	9	problem	problem	NOUN
fcis-30144	102	10	in	in	ADP
fcis-30144	102	11	llms	llm	NOUN
fcis-30144	102	12	,	,	PUNCT
fcis-30144	102	13	which	which	PRON
fcis-30144	102	14	directly	directly	ADV
fcis-30144	102	15	impacts	impact	VERB
fcis-30144	102	16	the	the	DET
fcis-30144	102	17	accuracy	accuracy	NOUN
fcis-30144	102	18	and	and	CCONJ
fcis-30144	102	19	the	the	DET
fcis-30144	102	20	reliability	reliability	NOUN
fcis-30144	102	21	of	of	ADP
fcis-30144	102	22	recommendations	recommendation	NOUN
fcis-30144	102	23	.	.	PUNCT
fcis-30144	103	1	conventional	conventional	ADJ
fcis-30144	103	2	strategies	strategy	NOUN
fcis-30144	103	3	typically	typically	ADV
fcis-30144	103	4	implement	implement	VERB
fcis-30144	103	5	multi	multi	ADJ
fcis-30144	103	6	-	-	ADJ
fcis-30144	103	7	constraint	constraint	ADJ
fcis-30144	103	8	injection	injection	NOUN
fcis-30144	103	9	through	through	ADP
fcis-30144	103	10	prompt	prompt	ADJ
fcis-30144	103	11	-	-	PUNCT
fcis-30144	103	12	tuning	tuning	NOUN
fcis-30144	103	13	,	,	PUNCT
fcis-30144	103	14	but	but	CCONJ
fcis-30144	103	15	this	this	DET
fcis-30144	103	16	approach	approach	NOUN
fcis-30144	103	17	notably	notably	ADV
fcis-30144	103	18	increases	increase	VERB
fcis-30144	103	19	request	request	VERB
fcis-30144	103	20	token	token	VERB
fcis-30144	103	21	consumption	consumption	NOUN
fcis-30144	103	22	,	,	PUNCT
fcis-30144	103	23	leading	lead	VERB
fcis-30144	103	24	to	to	ADP
fcis-30144	103	25	huge	huge	ADJ
fcis-30144	103	26	api	api	NOUN
fcis-30144	103	27	cost	cost	NOUN
fcis-30144	103	28	escalation	escalation	NOUN
fcis-30144	103	29	.	.	PUNCT
fcis-30144	104	1	future	future	ADJ
fcis-30144	104	2	iterations	iteration	NOUN
fcis-30144	104	3	of	of	ADP
fcis-30144	104	4	this	this	DET
fcis-30144	104	5	platform	platform	NOUN
fcis-30144	104	6	will	will	AUX
fcis-30144	104	7	systematic	systematic	ADJ
fcis-30144	104	8	optimizations	optimization	NOUN
fcis-30144	104	9	on	on	ADP
fcis-30144	104	10	these	these	DET
fcis-30144	104	11	technical	technical	ADJ
fcis-30144	104	12	limitations	limitation	NOUN
fcis-30144	104	13	.	.	PUNCT
fcis-30144	105	1	acknowledgments	acknowledgment	NOUN
fcis-30144	105	2	this	this	DET
fcis-30144	105	3	work	work	NOUN
fcis-30144	105	4	it	it	PRON
fcis-30144	105	5	was	be	AUX
fcis-30144	105	6	supported	support	VERB
fcis-30144	105	7	by	by	ADP
fcis-30144	105	8	national	national	ADJ
fcis-30144	105	9	college	college	PROPN
fcis-30144	105	10	students	student	NOUN
fcis-30144	105	11	'	'	PART
fcis-30144	105	12	innovation	innovation	NOUN
fcis-30144	105	13	and	and	CCONJ
fcis-30144	105	14	entrepreneurship	entrepreneurship	NOUN
fcis-30144	105	15	training	training	NOUN
fcis-30144	105	16	program	program	NOUN
fcis-30144	105	17	project	project	NOUN
fcis-30144	105	18	.	.	PUNCT
fcis-30144	106	1	references	reference	NOUN
fcis-30144	106	2	[	[	X
fcis-30144	106	3	1	1	NUM
fcis-30144	106	4	]	]	PUNCT
fcis-30144	106	5	zhang	zhang	PROPN
fcis-30144	106	6	xiyun	xiyun	PROPN
fcis-30144	106	7	,	,	PUNCT
fcis-30144	106	8	tan	tan	PROPN
fcis-30144	106	9	kun	kun	PROPN
fcis-30144	106	10	,	,	PUNCT
fcis-30144	106	11	ouyang	ouyang	PROPN
fcis-30144	106	12	taohui	taohui	PROPN
fcis-30144	106	13	,	,	PUNCT
fcis-30144	106	14	et	et	PROPN
fcis-30144	106	15	al	al	PROPN
fcis-30144	106	16	.	.	PROPN
fcis-30144	106	17	design	design	NOUN
fcis-30144	106	18	and	and	CCONJ
fcis-30144	106	19	implementation	implementation	NOUN
fcis-30144	106	20	of	of	ADP
fcis-30144	106	21	a	a	DET
fcis-30144	106	22	personalized	personalize	VERB
fcis-30144	106	23	exercise	exercise	NOUN
fcis-30144	106	24	recommendation	recommendation	NOUN
fcis-30144	106	25	system	system	NOUN
fcis-30144	106	26	based	base	VERB
fcis-30144	106	27	on	on	ADP
fcis-30144	106	28	large	large	ADJ
fcis-30144	106	29	language	language	NOUN
fcis-30144	106	30	models[j	models[j	PROPN
fcis-30144	106	31	]	]	PUNCT
fcis-30144	106	32	.	.	PUNCT
fcis-30144	107	1	digital	digital	ADJ
fcis-30144	107	2	technology	technology	NOUN
fcis-30144	107	3	and	and	CCONJ
fcis-30144	107	4	application,42(07	application,42(07	NUM
fcis-30144	107	5	)	)	PUNCT
fcis-30144	107	6	,	,	PUNCT
fcis-30144	107	7	32	32	NUM
fcis-30144	107	8	-	-	SYM
fcis-30144	107	9	34	34	NUM
fcis-30144	107	10	.	.	PUNCT
fcis-30144	108	1	[	[	X
fcis-30144	108	2	2	2	NUM
fcis-30144	108	3	]	]	PUNCT
fcis-30144	108	4	wang	wang	PROPN
fcis-30144	108	5	minghao	minghao	PROPN
fcis-30144	108	6	,	,	PUNCT
fcis-30144	108	7	yin	yin	PROPN
fcis-30144	108	8	tao	tao	PROPN
fcis-30144	108	9	,	,	PUNCT
fcis-30144	108	10	yang	yang	PROPN
fcis-30144	108	11	hongjie	hongjie	PROPN
fcis-30144	108	12	,	,	PUNCT
fcis-30144	108	13	et	et	PROPN
fcis-30144	108	14	al	al	PROPN
fcis-30144	108	15	.	.	PROPN
fcis-30144	108	16	development	development	NOUN
fcis-30144	108	17	and	and	CCONJ
fcis-30144	108	18	application	application	NOUN
fcis-30144	108	19	of	of	ADP
fcis-30144	108	20	knowledge	knowledge	NOUN
fcis-30144	108	21	graph	graph	NOUN
fcis-30144	108	22	and	and	CCONJ
fcis-30144	108	23	large	large	ADJ
fcis-30144	108	24	model	model	NOUN
fcis-30144	108	25	technologies	technology	NOUN
fcis-30144	108	26	[	[	X
fcis-30144	108	27	j	j	X
fcis-30144	108	28	]	]	X
fcis-30144	108	29	.	.	PUNCT
fcis-30144	109	1	cyber	cyber	PROPN
fcis-30144	109	2	security	security	NOUN
fcis-30144	109	3	and	and	CCONJ
fcis-30144	109	4	data	datum	NOUN
fcis-30144	109	5	governance	governance	NOUN
fcis-30144	109	6	2023	2023	NUM
fcis-30144	109	7	,	,	PUNCT
fcis-30144	109	8	42	42	NUM
fcis-30144	109	9	(	(	PUNCT
fcis-30144	109	10	s1):126	s1):126	NOUN
fcis-30144	109	11	-	-	PUNCT
fcis-30144	109	12	131	131	NUM
fcis-30144	109	13	.	.	PUNCT
fcis-30144	110	1	[	[	X
fcis-30144	110	2	3	3	NUM
fcis-30144	110	3	]	]	X
fcis-30144	110	4	wu	wu	PROPN
fcis-30144	110	5	guodong	guodong	PROPN
fcis-30144	110	6	,	,	PUNCT
fcis-30144	110	7	qin	qin	PROPN
fcis-30144	110	8	hui	hui	PROPN
fcis-30144	110	9	,	,	PUNCT
fcis-30144	110	10	hu	hu	PROPN
fcis-30144	110	11	quanxing	quanxe	VERB
fcis-30144	110	12	,	,	PUNCT
fcis-30144	111	1	et	et	PROPN
fcis-30144	111	2	al	al	PROPN
fcis-30144	111	3	.	.	PROPN
fcis-30144	111	4	research	research	NOUN
fcis-30144	111	5	on	on	ADP
fcis-30144	111	6	large	large	ADJ
fcis-30144	111	7	language	language	NOUN
fcis-30144	111	8	model	model	NOUN
fcis-30144	111	9	and	and	CCONJ
fcis-30144	111	10	its	its	PRON
fcis-30144	111	11	personalized	personalized	ADJ
fcis-30144	111	12	recommendation[j].caai	recommendation[j].caai	NOUN
fcis-30144	111	13	transactions	transaction	NOUN
fcis-30144	111	14	on	on	ADP
fcis-30144	111	15	intelligent	intelligent	ADJ
fcis-30144	111	16	systems,2024,19(06):1351	systems,2024,19(06):1351	NOUN
fcis-30144	111	17	-	-	PUNCT
fcis-30144	111	18	1365	1365	NUM
fcis-30144	111	19	.	.	PUNCT