id	sid	tid	token	lemma	pos
cana-6281	1	1	communications	communication	NOUN
cana-6281	1	2	on	on	ADP
cana-6281	1	3	applied	apply	VERB
cana-6281	1	4	nonlinear	nonlinear	ADJ
cana-6281	1	5	analysis	analysis	NOUN
cana-6281	1	6	issn	issn	NOUN
cana-6281	1	7	:	:	PUNCT
cana-6281	1	8	1074	1074	NUM
cana-6281	1	9	-	-	PUNCT
cana-6281	1	10	133x	133x	NUM
cana-6281	1	11	vol	vol	VERB
cana-6281	1	12	32	32	NUM
cana-6281	1	13	no	no	NOUN
cana-6281	1	14	.	.	PUNCT
cana-6281	2	1	10s	10	NOUN
cana-6281	2	2	(	(	PUNCT
cana-6281	2	3	2025	2025	NUM
cana-6281	2	4	)	)	PUNCT
cana-6281	2	5	3680	3680	NUM
cana-6281	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6281	2	7	annual	annual	ADJ
cana-6281	2	8	report	report	NOUN
cana-6281	2	9	summarizer	summarizer	NOUN
cana-6281	2	10	:	:	PUNCT
cana-6281	2	11	rag	rag	NOUN
cana-6281	2	12	based	base	VERB
cana-6281	2	13	summarizer	summarizer	NOUN
cana-6281	2	14	1dr	1dr	NOUN
cana-6281	2	15	.	.	PUNCT
cana-6281	3	1	jayasudha	jayasudha	NOUN
cana-6281	3	2	subburaj	subburaj	VERB
cana-6281	3	3	,	,	PUNCT
cana-6281	3	4	2abinanthan	2abinanthan	NUM
cana-6281	3	5	k	k	NOUN
cana-6281	3	6	,	,	PUNCT
cana-6281	3	7	3dhanush	3dhanush	NUM
cana-6281	3	8	s	s	NOUN
cana-6281	3	9	,	,	PUNCT
cana-6281	3	10	4gopalakrishnan	4gopalakrishnan	NUM
cana-6281	3	11	m	m	NOUN
cana-6281	3	12	,	,	PUNCT
cana-6281	3	13	5ramana	5ramana	NUM
cana-6281	3	14	sri	sri	NOUN
cana-6281	3	15	s	s	PART
cana-6281	3	16	1professor	1professor	NUM
cana-6281	3	17	,	,	PUNCT
cana-6281	3	18	sri	sri	PROPN
cana-6281	3	19	krishna	krishna	PROPN
cana-6281	3	20	college	college	PROPN
cana-6281	3	21	of	of	ADP
cana-6281	3	22	engineering	engineering	NOUN
cana-6281	3	23	and	and	CCONJ
cana-6281	3	24	technology	technology	NOUN
cana-6281	3	25	2,3,4,5student	2,3,4,5student	NUM
cana-6281	3	26	,	,	PUNCT
cana-6281	3	27	sri	sri	PROPN
cana-6281	3	28	krishna	krishna	PROPN
cana-6281	3	29	college	college	PROPN
cana-6281	3	30	of	of	ADP
cana-6281	3	31	engineering	engineering	NOUN
cana-6281	3	32	and	and	CCONJ
cana-6281	3	33	technology	technology	NOUN
cana-6281	3	34	article	article	NOUN
cana-6281	3	35	history	history	NOUN
cana-6281	3	36	:	:	PUNCT
cana-6281	4	1	received:04/09/2025	received:04/09/2025	ADJ
cana-6281	4	2	revised:03/10/2025	revised:03/10/2025	PROPN
cana-6281	4	3	accepted:27/11/2025	accepted:27/11/2025	PROPN
cana-6281	4	4	abstract	abstract	NOUN
cana-6281	4	5	:	:	PUNCT
cana-6281	4	6	introduction	introduction	NOUN
cana-6281	4	7	:	:	PUNCT
cana-6281	4	8	--annual	--annual	PUNCT
cana-6281	4	9	reports	report	NOUN
cana-6281	4	10	are	be	AUX
cana-6281	4	11	complicated	complicated	ADJ
cana-6281	4	12	,	,	PUNCT
cana-6281	4	13	voluminous	voluminous	ADJ
cana-6281	4	14	documents	document	NOUN
cana-6281	4	15	that	that	PRON
cana-6281	4	16	summarize	summarize	VERB
cana-6281	4	17	the	the	DET
cana-6281	4	18	financial	financial	ADJ
cana-6281	4	19	performance	performance	NOUN
cana-6281	4	20	,	,	PUNCT
cana-6281	4	21	governance	governance	NOUN
cana-6281	4	22	structure	structure	NOUN
cana-6281	4	23	and	and	CCONJ
cana-6281	4	24	strategic	strategic	ADJ
cana-6281	4	25	outlook	outlook	NOUN
cana-6281	4	26	of	of	ADP
cana-6281	4	27	a	a	DET
cana-6281	4	28	company	company	NOUN
cana-6281	4	29	.	.	PUNCT
cana-6281	5	1	manual	manual	ADJ
cana-6281	5	2	analysis	analysis	NOUN
cana-6281	5	3	is	be	AUX
cana-6281	5	4	time	time	NOUN
cana-6281	5	5	-	-	PUNCT
cana-6281	5	6	consuming	consume	VERB
cana-6281	5	7	and	and	CCONJ
cana-6281	5	8	overwhelming	overwhelming	ADJ
cana-6281	5	9	due	due	ADP
cana-6281	5	10	to	to	ADP
cana-6281	5	11	their	their	PRON
cana-6281	5	12	size	size	NOUN
cana-6281	5	13	and	and	CCONJ
cana-6281	5	14	technical	technical	ADJ
cana-6281	5	15	density	density	NOUN
cana-6281	5	16	.	.	PUNCT
cana-6281	6	1	advances	advance	NOUN
cana-6281	6	2	in	in	ADP
cana-6281	6	3	large	large	ADJ
cana-6281	6	4	language	language	NOUN
cana-6281	6	5	models	model	NOUN
cana-6281	6	6	(	(	PUNCT
cana-6281	6	7	llms	llm	NOUN
cana-6281	6	8	)	)	PUNCT
cana-6281	6	9	and	and	CCONJ
cana-6281	6	10	generative	generative	ADJ
cana-6281	6	11	ai	ai	VERB
cana-6281	6	12	enable	enable	ADJ
cana-6281	6	13	automated	automated	ADJ
cana-6281	6	14	interpretation	interpretation	NOUN
cana-6281	6	15	of	of	ADP
cana-6281	6	16	such	such	ADJ
cana-6281	6	17	documents	document	NOUN
cana-6281	6	18	.	.	PUNCT
cana-6281	7	1	retrieval	retrieval	NOUN
cana-6281	7	2	-	-	PUNCT
cana-6281	7	3	augmented	augment	VERB
cana-6281	7	4	generation	generation	NOUN
cana-6281	7	5	(	(	PUNCT
cana-6281	7	6	rag	rag	NOUN
cana-6281	7	7	)	)	PUNCT
cana-6281	7	8	strengthens	strengthen	VERB
cana-6281	7	9	contextual	contextual	ADJ
cana-6281	7	10	accuracy	accuracy	NOUN
cana-6281	7	11	by	by	ADP
cana-6281	7	12	grounding	ground	VERB
cana-6281	7	13	generated	generate	VERB
cana-6281	7	14	text	text	NOUN
cana-6281	7	15	in	in	ADP
cana-6281	7	16	retrieved	retrieve	VERB
cana-6281	7	17	evidence	evidence	NOUN
cana-6281	7	18	.	.	PUNCT
cana-6281	8	1	the	the	DET
cana-6281	8	2	annual	annual	ADJ
cana-6281	8	3	report	report	NOUN
cana-6281	8	4	summarizer	summarizer	NOUN
cana-6281	8	5	(	(	PUNCT
cana-6281	8	6	ars	ars	PROPN
cana-6281	8	7	)	)	PUNCT
cana-6281	8	8	addresses	address	NOUN
cana-6281	8	9	these	these	DET
cana-6281	8	10	challenges	challenge	NOUN
cana-6281	8	11	using	use	VERB
cana-6281	8	12	semantic	semantic	ADJ
cana-6281	8	13	retrieval	retrieval	NOUN
cana-6281	8	14	,	,	PUNCT
cana-6281	8	15	section	section	NOUN
cana-6281	8	16	-	-	PUNCT
cana-6281	8	17	level	level	NOUN
cana-6281	8	18	summarization	summarization	NOUN
cana-6281	8	19	and	and	CCONJ
cana-6281	8	20	accessibility	accessibility	NOUN
cana-6281	8	21	features	feature	VERB
cana-6281	8	22	such	such	ADJ
cana-6281	8	23	as	as	ADP
cana-6281	8	24	multilingual	multilingual	ADJ
cana-6281	8	25	translation	translation	NOUN
cana-6281	8	26	and	and	CCONJ
cana-6281	8	27	text	text	NOUN
cana-6281	8	28	-	-	PUNCT
cana-6281	8	29	to	to	ADP
cana-6281	8	30	-	-	PUNCT
cana-6281	8	31	speech	speech	NOUN
cana-6281	8	32	.	.	PUNCT
cana-6281	9	1	objectives	objective	NOUN
cana-6281	9	2	:	:	PUNCT
cana-6281	9	3	demonstrate	demonstrate	VERB
cana-6281	9	4	the	the	DET
cana-6281	9	5	ars	ar	NOUN
cana-6281	9	6	architecture	architecture	NOUN
cana-6281	9	7	,	,	PUNCT
cana-6281	9	8	including	include	VERB
cana-6281	9	9	pdf	pdf	NOUN
cana-6281	9	10	preprocessing	preprocessing	NOUN
cana-6281	9	11	,	,	PUNCT
cana-6281	9	12	vector	vector	NOUN
cana-6281	9	13	storage	storage	NOUN
cana-6281	9	14	and	and	CCONJ
cana-6281	9	15	rag	rag	NOUN
cana-6281	9	16	summarization	summarization	NOUN
cana-6281	9	17	.	.	PUNCT
cana-6281	10	1	evaluate	evaluate	VERB
cana-6281	10	2	contextual	contextual	ADJ
cana-6281	10	3	accuracy	accuracy	NOUN
cana-6281	10	4	and	and	CCONJ
cana-6281	10	5	comprehensibility	comprehensibility	NOUN
cana-6281	10	6	of	of	ADP
cana-6281	10	7	summaries	summary	NOUN
cana-6281	10	8	using	use	VERB
cana-6281	10	9	llm	llm	NOUN
cana-6281	10	10	-	-	PUNCT
cana-6281	10	11	based	base	VERB
cana-6281	10	12	tools	tool	NOUN
cana-6281	10	13	such	such	ADJ
cana-6281	10	14	as	as	ADP
cana-6281	10	15	g	g	NOUN
cana-6281	10	16	-	-	PUNCT
cana-6281	10	17	eval	eval	NOUN
cana-6281	10	18	and	and	CCONJ
cana-6281	10	19	rouge	rouge	NOUN
cana-6281	10	20	.	.	PUNCT
cana-6281	11	1	generate	generate	VERB
cana-6281	11	2	section	section	NOUN
cana-6281	11	3	-	-	PUNCT
cana-6281	11	4	wise	wise	ADJ
cana-6281	11	5	human	human	ADJ
cana-6281	11	6	-	-	PUNCT
cana-6281	11	7	like	like	ADJ
cana-6281	11	8	summaries	summary	NOUN
cana-6281	11	9	for	for	ADP
cana-6281	11	10	real	real	ADJ
cana-6281	11	11	annual	annual	ADJ
cana-6281	11	12	reports	report	NOUN
cana-6281	11	13	.	.	PUNCT
cana-6281	12	1	highlight	highlight	VERB
cana-6281	12	2	the	the	DET
cana-6281	12	3	impact	impact	NOUN
cana-6281	12	4	of	of	ADP
cana-6281	12	5	ars	ar	NOUN
cana-6281	12	6	on	on	ADP
cana-6281	12	7	financial	financial	ADJ
cana-6281	12	8	literacy	literacy	NOUN
cana-6281	12	9	,	,	PUNCT
cana-6281	12	10	research	research	NOUN
cana-6281	12	11	and	and	CCONJ
cana-6281	12	12	analytical	analytical	ADJ
cana-6281	12	13	efficiency	efficiency	NOUN
cana-6281	12	14	.	.	PUNCT
cana-6281	13	1	methods	method	NOUN
cana-6281	13	2	:	:	PUNCT
cana-6281	13	3	the	the	DET
cana-6281	13	4	ars	ar	NOUN
cana-6281	13	5	system	system	NOUN
cana-6281	13	6	integrates	integrate	VERB
cana-6281	13	7	pdf	pdf	NOUN
cana-6281	13	8	text	text	NOUN
cana-6281	13	9	extraction	extraction	NOUN
cana-6281	13	10	,	,	PUNCT
cana-6281	13	11	cleaning	cleaning	NOUN
cana-6281	13	12	,	,	PUNCT
cana-6281	13	13	segmentation	segmentation	NOUN
cana-6281	13	14	,	,	PUNCT
cana-6281	13	15	embedding	embed	VERB
cana-6281	13	16	generation	generation	NOUN
cana-6281	13	17	,	,	PUNCT
cana-6281	13	18	semantic	semantic	ADJ
cana-6281	13	19	retrieval	retrieval	NOUN
cana-6281	13	20	and	and	CCONJ
cana-6281	13	21	llm	llm	ADV
cana-6281	13	22	-	-	PUNCT
cana-6281	13	23	based	base	VERB
cana-6281	13	24	summarization	summarization	NOUN
cana-6281	13	25	.	.	PUNCT
cana-6281	14	1	text	text	NOUN
cana-6281	14	2	is	be	AUX
cana-6281	14	3	converted	convert	VERB
cana-6281	14	4	into	into	ADP
cana-6281	14	5	vector	vector	NOUN
cana-6281	14	6	embeddings	embedding	NOUN
cana-6281	14	7	for	for	ADP
cana-6281	14	8	retrieval	retrieval	NOUN
cana-6281	14	9	using	use	VERB
cana-6281	14	10	cosine	cosine	NOUN
cana-6281	14	11	similarity	similarity	NOUN
cana-6281	14	12	.	.	PUNCT
cana-6281	15	1	the	the	DET
cana-6281	15	2	rag	rag	NOUN
cana-6281	15	3	module	module	NOUN
cana-6281	15	4	retrieves	retrieve	VERB
cana-6281	15	5	relevant	relevant	ADJ
cana-6281	15	6	chunks	chunk	NOUN
cana-6281	15	7	and	and	CCONJ
cana-6281	15	8	generates	generate	VERB
cana-6281	15	9	summaries	summary	NOUN
cana-6281	15	10	through	through	ADP
cana-6281	15	11	context	context	NOUN
cana-6281	15	12	-	-	PUNCT
cana-6281	15	13	aware	aware	ADJ
cana-6281	15	14	prompting	prompting	NOUN
cana-6281	15	15	.	.	PUNCT
cana-6281	16	1	the	the	DET
cana-6281	16	2	system	system	NOUN
cana-6281	16	3	includes	include	VERB
cana-6281	16	4	modules	module	NOUN
cana-6281	16	5	for	for	ADP
cana-6281	16	6	user	user	NOUN
cana-6281	16	7	input	input	NOUN
cana-6281	16	8	,	,	PUNCT
cana-6281	16	9	preprocessing	preprocessing	NOUN
cana-6281	16	10	,	,	PUNCT
cana-6281	16	11	embeddings	embedding	NOUN
cana-6281	16	12	,	,	PUNCT
cana-6281	16	13	summarization	summarization	NOUN
cana-6281	16	14	and	and	CCONJ
cana-6281	16	15	output	output	NOUN
cana-6281	16	16	delivery	delivery	NOUN
cana-6281	16	17	with	with	ADP
cana-6281	16	18	multilingual	multilingual	ADJ
cana-6281	16	19	translation	translation	NOUN
cana-6281	16	20	and	and	CCONJ
cana-6281	16	21	text	text	NOUN
cana-6281	16	22	-	-	PUNCT
cana-6281	16	23	to	to	ADP
cana-6281	16	24	-	-	PUNCT
cana-6281	16	25	speech	speech	NOUN
cana-6281	16	26	.	.	PUNCT
cana-6281	17	1	results	result	NOUN
cana-6281	17	2	:	:	PUNCT
cana-6281	17	3	ars	ar	NOUN
cana-6281	17	4	accelerates	accelerate	VERB
cana-6281	17	5	interpretation	interpretation	NOUN
cana-6281	17	6	of	of	ADP
cana-6281	17	7	lengthy	lengthy	ADJ
cana-6281	17	8	financial	financial	ADJ
cana-6281	17	9	documents	document	NOUN
cana-6281	17	10	by	by	ADP
cana-6281	17	11	combining	combine	VERB
cana-6281	17	12	semantic	semantic	ADJ
cana-6281	17	13	retrieval	retrieval	NOUN
cana-6281	17	14	and	and	CCONJ
cana-6281	17	15	llm	llm	ADV
cana-6281	17	16	-	-	PUNCT
cana-6281	17	17	based	base	VERB
cana-6281	17	18	summarization	summarization	NOUN
cana-6281	17	19	.	.	PUNCT
cana-6281	18	1	it	it	PRON
cana-6281	18	2	improves	improve	VERB
cana-6281	18	3	clarity	clarity	NOUN
cana-6281	18	4	,	,	PUNCT
cana-6281	18	5	factual	factual	ADJ
cana-6281	18	6	consistency	consistency	NOUN
cana-6281	18	7	and	and	CCONJ
cana-6281	18	8	coherence	coherence	NOUN
cana-6281	18	9	of	of	ADP
cana-6281	18	10	generated	generate	VERB
cana-6281	18	11	summaries	summary	NOUN
cana-6281	18	12	.	.	PUNCT
cana-6281	19	1	evaluation	evaluation	NOUN
cana-6281	19	2	using	use	VERB
cana-6281	19	3	g	g	NOUN
cana-6281	19	4	-	-	PUNCT
cana-6281	19	5	eval	eval	NOUN
cana-6281	19	6	and	and	CCONJ
cana-6281	19	7	rouge	rouge	NOUN
cana-6281	19	8	supports	support	VERB
cana-6281	19	9	the	the	DET
cana-6281	19	10	system	system	NOUN
cana-6281	19	11	’s	’s	PART
cana-6281	19	12	contextual	contextual	ADJ
cana-6281	19	13	accuracy	accuracy	NOUN
cana-6281	19	14	.	.	PUNCT
cana-6281	20	1	ars	ar	NOUN
cana-6281	20	2	reduces	reduce	VERB
cana-6281	20	3	time	time	NOUN
cana-6281	20	4	and	and	CCONJ
cana-6281	20	5	cognitive	cognitive	ADJ
cana-6281	20	6	effort	effort	NOUN
cana-6281	20	7	while	while	SCONJ
cana-6281	20	8	enhancing	enhance	VERB
cana-6281	20	9	accessibility	accessibility	NOUN
cana-6281	20	10	for	for	ADP
cana-6281	20	11	analysts	analyst	NOUN
cana-6281	20	12	,	,	PUNCT
cana-6281	20	13	students	student	NOUN
cana-6281	20	14	and	and	CCONJ
cana-6281	20	15	researchers	researcher	NOUN
cana-6281	20	16	.	.	PUNCT
cana-6281	21	1	conclusions	conclusion	NOUN
cana-6281	21	2	:	:	PUNCT
cana-6281	21	3	ars	ar	NOUN
cana-6281	21	4	automates	automate	VERB
cana-6281	21	5	interpretation	interpretation	NOUN
cana-6281	21	6	of	of	ADP
cana-6281	21	7	complex	complex	ADJ
cana-6281	21	8	annual	annual	ADJ
cana-6281	21	9	reports	report	NOUN
cana-6281	21	10	using	use	VERB
cana-6281	21	11	retrievalaugmented	retrievalaugmente	VERB
cana-6281	21	12	generation	generation	NOUN
cana-6281	21	13	.	.	PUNCT
cana-6281	22	1	it	it	PRON
cana-6281	22	2	integrates	integrate	VERB
cana-6281	22	3	semantic	semantic	ADJ
cana-6281	22	4	retrieval	retrieval	NOUN
cana-6281	22	5	,	,	PUNCT
cana-6281	22	6	contextual	contextual	ADJ
cana-6281	22	7	summarization	summarization	NOUN
cana-6281	22	8	and	and	CCONJ
cana-6281	22	9	accessibility	accessibility	NOUN
cana-6281	22	10	features	feature	NOUN
cana-6281	22	11	.	.	PUNCT
cana-6281	23	1	while	while	SCONJ
cana-6281	23	2	limitations	limitation	NOUN
cana-6281	23	3	exist	exist	VERB
cana-6281	23	4	in	in	ADP
cana-6281	23	5	scalability	scalability	NOUN
cana-6281	23	6	,	,	PUNCT
cana-6281	23	7	numerical	numerical	ADJ
cana-6281	23	8	accuracy	accuracy	NOUN
cana-6281	23	9	and	and	CCONJ
cana-6281	23	10	domain	domain	NOUN
cana-6281	23	11	-	-	PUNCT
cana-6281	23	12	specific	specific	ADJ
cana-6281	23	13	adaptation	adaptation	NOUN
cana-6281	23	14	,	,	PUNCT
cana-6281	23	15	ars	ar	NOUN
cana-6281	23	16	demonstrates	demonstrate	VERB
cana-6281	23	17	strong	strong	ADJ
cana-6281	23	18	potential	potential	NOUN
cana-6281	23	19	as	as	ADP
cana-6281	23	20	a	a	DET
cana-6281	23	21	reliable	reliable	ADJ
cana-6281	23	22	framework	framework	NOUN
cana-6281	23	23	for	for	ADP
cana-6281	23	24	financial	financial	ADJ
cana-6281	23	25	analysis	analysis	NOUN
cana-6281	23	26	.	.	PUNCT
cana-6281	24	1	future	future	ADJ
cana-6281	24	2	improvements	improvement	NOUN
cana-6281	24	3	may	may	AUX
cana-6281	24	4	include	include	VERB
cana-6281	24	5	domain	domain	NOUN
cana-6281	24	6	-	-	PUNCT
cana-6281	24	7	specific	specific	ADJ
cana-6281	24	8	fine	fine	ADV
cana-6281	24	9	-	-	PUNCT
cana-6281	24	10	tuning	tuning	NOUN
cana-6281	24	11	and	and	CCONJ
cana-6281	24	12	multimodal	multimodal	NOUN
cana-6281	24	13	data	datum	NOUN
cana-6281	24	14	processing	processing	NOUN
cana-6281	24	15	.	.	PUNCT
cana-6281	25	1	keywords	keyword	NOUN
cana-6281	25	2	:	:	PUNCT
cana-6281	25	3	annual	annual	ADJ
cana-6281	25	4	report	report	NOUN
cana-6281	25	5	summarization	summarization	NOUN
cana-6281	25	6	,	,	PUNCT
cana-6281	25	7	retrieval	retrieval	NOUN
cana-6281	25	8	-	-	PUNCT
cana-6281	25	9	augmented	augment	VERB
cana-6281	25	10	generation	generation	NOUN
cana-6281	25	11	,	,	PUNCT
cana-6281	25	12	generative	generative	ADJ
cana-6281	25	13	ai	ai	PROPN
cana-6281	25	14	,	,	PUNCT
cana-6281	25	15	llms	llm	NOUN
cana-6281	25	16	,	,	PUNCT
cana-6281	25	17	financial	financial	ADJ
cana-6281	25	18	document	document	NOUN
cana-6281	25	19	analysis	analysis	NOUN
cana-6281	25	20	.	.	PUNCT
cana-6281	26	1	1	1	X
cana-6281	26	2	.	.	X
cana-6281	26	3	introduction	introduction	NOUN
cana-6281	26	4	the	the	DET
cana-6281	26	5	rapid	rapid	ADJ
cana-6281	26	6	rate	rate	NOUN
cana-6281	26	7	of	of	ADP
cana-6281	26	8	the	the	DET
cana-6281	26	9	evolution	evolution	NOUN
cana-6281	26	10	of	of	ADP
cana-6281	26	11	artificial	artificial	ADJ
cana-6281	26	12	intelligence	intelligence	NOUN
cana-6281	26	13	(	(	PUNCT
cana-6281	26	14	ai	ai	NOUN
cana-6281	26	15	)	)	PUNCT
cana-6281	26	16	and	and	CCONJ
cana-6281	26	17	natural	natural	ADJ
cana-6281	26	18	language	language	NOUN
cana-6281	26	19	processing	processing	NOUN
cana-6281	26	20	(	(	PUNCT
cana-6281	26	21	nlp	nlp	NOUN
cana-6281	26	22	)	)	PUNCT
cana-6281	26	23	has	have	AUX
cana-6281	26	24	transformed	transform	VERB
cana-6281	26	25	the	the	DET
cana-6281	26	26	process	process	NOUN
cana-6281	26	27	of	of	ADP
cana-6281	26	28	interaction	interaction	NOUN
cana-6281	26	29	of	of	ADP
cana-6281	26	30	human	human	ADJ
cana-6281	26	31	beings	being	NOUN
cana-6281	26	32	with	with	ADP
cana-6281	26	33	large	large	ADJ
cana-6281	26	34	amounts	amount	NOUN
cana-6281	26	35	of	of	ADP
cana-6281	26	36	textual	textual	ADJ
cana-6281	26	37	data	datum	NOUN
cana-6281	26	38	.	.	PUNCT
cana-6281	27	1	publication	publication	NOUN
cana-6281	27	2	of	of	ADP
cana-6281	27	3	annual	annual	ADJ
cana-6281	27	4	reports	report	NOUN
cana-6281	27	5	on	on	ADP
cana-6281	27	6	the	the	DET
cana-6281	27	7	electronic	electronic	ADJ
cana-6281	27	8	platform	platform	NOUN
cana-6281	27	9	in	in	ADP
cana-6281	27	10	the	the	DET
cana-6281	27	11	corporate	corporate	ADJ
cana-6281	27	12	and	and	CCONJ
cana-6281	27	13	financial	financial	ADJ
cana-6281	27	14	world	world	NOUN
cana-6281	27	15	has	have	AUX
cana-6281	27	16	led	lead	VERB
cana-6281	27	17	to	to	ADP
cana-6281	27	18	communications	communication	NOUN
cana-6281	27	19	on	on	ADP
cana-6281	27	20	applied	apply	VERB
cana-6281	27	21	nonlinear	nonlinear	ADJ
cana-6281	27	22	analysis	analysis	NOUN
cana-6281	27	23	issn	issn	NOUN
cana-6281	27	24	:	:	PUNCT
cana-6281	27	25	1074	1074	NUM
cana-6281	27	26	-	-	PUNCT
cana-6281	27	27	133x	133x	NUM
cana-6281	27	28	vol	vol	VERB
cana-6281	27	29	32	32	NUM
cana-6281	27	30	no	no	NOUN
cana-6281	27	31	.	.	PUNCT
cana-6281	28	1	10s	10	NOUN
cana-6281	28	2	(	(	PUNCT
cana-6281	28	3	2025	2025	NUM
cana-6281	28	4	)	)	PUNCT
cana-6281	28	5	3681	3681	NUM
cana-6281	28	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6281	29	1	the	the	DET
cana-6281	29	2	influx	influx	NOUN
cana-6281	29	3	of	of	ADP
cana-6281	29	4	information	information	NOUN
cana-6281	29	5	in	in	ADP
cana-6281	29	6	the	the	DET
cana-6281	29	7	public	public	NOUN
cana-6281	29	8	,	,	PUNCT
cana-6281	29	9	yet	yet	CCONJ
cana-6281	29	10	it	it	PRON
cana-6281	29	11	is	be	AUX
cana-6281	29	12	a	a	DET
cana-6281	29	13	very	very	ADV
cana-6281	29	14	complicated	complicated	ADJ
cana-6281	29	15	,	,	PUNCT
cana-6281	29	16	voluminous	voluminous	ADJ
cana-6281	29	17	,	,	PUNCT
cana-6281	29	18	and	and	CCONJ
cana-6281	29	19	cumbersome	cumbersome	ADJ
cana-6281	29	20	document	document	NOUN
cana-6281	29	21	that	that	PRON
cana-6281	29	22	is	be	AUX
cana-6281	29	23	not	not	PART
cana-6281	29	24	easy	easy	ADJ
cana-6281	29	25	to	to	PART
cana-6281	29	26	read	read	VERB
cana-6281	29	27	properly	properly	ADV
cana-6281	29	28	.	.	PUNCT
cana-6281	30	1	annual	annual	ADJ
cana-6281	30	2	reports	report	NOUN
cana-6281	30	3	which	which	PRON
cana-6281	30	4	are	be	AUX
cana-6281	30	5	summaries	summary	NOUN
cana-6281	30	6	of	of	ADP
cana-6281	30	7	a	a	DET
cana-6281	30	8	financial	financial	ADJ
cana-6281	30	9	performance	performance	NOUN
cana-6281	30	10	,	,	PUNCT
cana-6281	30	11	governance	governance	NOUN
cana-6281	30	12	structure	structure	NOUN
cana-6281	30	13	and	and	CCONJ
cana-6281	30	14	strategic	strategic	ADJ
cana-6281	30	15	outlook	outlook	NOUN
cana-6281	30	16	of	of	ADP
cana-6281	30	17	a	a	DET
cana-6281	30	18	company	company	NOUN
cana-6281	30	19	are	be	AUX
cana-6281	30	20	extremely	extremely	ADV
cana-6281	30	21	important	important	ADJ
cana-6281	30	22	to	to	ADP
cana-6281	30	23	their	their	PRON
cana-6281	30	24	investors	investor	NOUN
cana-6281	30	25	,	,	PUNCT
cana-6281	30	26	analysts	analyst	NOUN
cana-6281	30	27	and	and	CCONJ
cana-6281	30	28	researches	research	NOUN
cana-6281	30	29	.	.	PUNCT
cana-6281	31	1	however	however	ADV
cana-6281	31	2	,	,	PUNCT
cana-6281	31	3	manual	manual	ADJ
cana-6281	31	4	analysis	analysis	NOUN
cana-6281	31	5	is	be	AUX
cana-6281	31	6	a	a	DET
cana-6281	31	7	time	time	NOUN
cana-6281	31	8	-	-	PUNCT
cana-6281	31	9	consuming	consume	VERB
cana-6281	31	10	and	and	CCONJ
cana-6281	31	11	mindconsuming	mindconsume	VERB
cana-6281	31	12	process	process	NOUN
cana-6281	31	13	due	due	ADP
cana-6281	31	14	to	to	ADP
cana-6281	31	15	its	its	PRON
cana-6281	31	16	size	size	NOUN
cana-6281	31	17	and	and	CCONJ
cana-6281	31	18	technical	technical	ADJ
cana-6281	31	19	density	density	NOUN
cana-6281	31	20	and	and	CCONJ
cana-6281	31	21	therefore	therefore	ADV
cana-6281	31	22	it	it	PRON
cana-6281	31	23	is	be	AUX
cana-6281	31	24	easy	easy	ADJ
cana-6281	31	25	to	to	PART
cana-6281	31	26	become	become	VERB
cana-6281	31	27	information	information	NOUN
cana-6281	31	28	overloaded	overload	VERB
cana-6281	31	29	and	and	CCONJ
cana-6281	31	30	the	the	DET
cana-6281	31	31	accuracy	accuracy	NOUN
cana-6281	31	32	of	of	ADP
cana-6281	31	33	the	the	DET
cana-6281	31	34	analysis	analysis	NOUN
cana-6281	31	35	will	will	AUX
cana-6281	31	36	be	be	AUX
cana-6281	31	37	compromised	compromise	VERB
cana-6281	31	38	.	.	PUNCT
cana-6281	32	1	the	the	DET
cana-6281	32	2	recent	recent	ADJ
cana-6281	32	3	advances	advance	NOUN
cana-6281	32	4	in	in	ADP
cana-6281	32	5	the	the	DET
cana-6281	32	6	large	large	ADJ
cana-6281	32	7	language	language	NOUN
cana-6281	32	8	models	model	NOUN
cana-6281	32	9	(	(	PUNCT
cana-6281	32	10	llm	llm	NOUN
cana-6281	32	11	)	)	PUNCT
cana-6281	32	12	and	and	CCONJ
cana-6281	32	13	generative	generative	ADJ
cana-6281	32	14	ai	ai	VERB
cana-6281	32	15	have	have	AUX
cana-6281	32	16	opened	open	VERB
cana-6281	32	17	up	up	ADP
cana-6281	32	18	new	new	ADJ
cana-6281	32	19	opportunities	opportunity	NOUN
cana-6281	32	20	to	to	PART
cana-6281	32	21	use	use	VERB
cana-6281	32	22	such	such	ADJ
cana-6281	32	23	documents	document	NOUN
cana-6281	32	24	as	as	ADP
cana-6281	32	25	input	input	NOUN
cana-6281	32	26	toward	toward	ADP
cana-6281	32	27	automating	automate	VERB
cana-6281	32	28	its	its	PRON
cana-6281	32	29	interpretation	interpretation	NOUN
cana-6281	32	30	.	.	PUNCT
cana-6281	33	1	it	it	PRON
cana-6281	33	2	is	be	AUX
cana-6281	33	3	possible	possible	ADJ
cana-6281	33	4	to	to	PART
cana-6281	33	5	feed	feed	VERB
cana-6281	33	6	any	any	DET
cana-6281	33	7	form	form	NOUN
cana-6281	33	8	of	of	ADP
cana-6281	33	9	text	text	NOUN
cana-6281	33	10	into	into	ADP
cana-6281	33	11	generative	generative	ADJ
cana-6281	33	12	summarization	summarization	NOUN
cana-6281	33	13	systems	system	NOUN
cana-6281	33	14	,	,	PUNCT
cana-6281	33	15	learn	learn	VERB
cana-6281	33	16	financial	financial	ADJ
cana-6281	33	17	language	language	NOUN
cana-6281	33	18	,	,	PUNCT
cana-6281	33	19	and	and	CCONJ
cana-6281	33	20	summarize	summarize	VERB
cana-6281	33	21	it	it	PRON
cana-6281	33	22	in	in	ADP
cana-6281	33	23	a	a	DET
cana-6281	33	24	sensible	sensible	ADJ
cana-6281	33	25	and	and	CCONJ
cana-6281	33	26	section	section	NOUN
cana-6281	33	27	-	-	PUNCT
cana-6281	33	28	level	level	NOUN
cana-6281	33	29	fashion	fashion	NOUN
cana-6281	33	30	.	.	PUNCT
cana-6281	34	1	the	the	DET
cana-6281	34	2	reason	reason	NOUN
cana-6281	34	3	behind	behind	ADP
cana-6281	34	4	this	this	PRON
cana-6281	34	5	is	be	AUX
cana-6281	34	6	that	that	SCONJ
cana-6281	34	7	such	such	ADJ
cana-6281	34	8	systems	system	NOUN
cana-6281	34	9	would	would	AUX
cana-6281	34	10	allow	allow	VERB
cana-6281	34	11	the	the	DET
cana-6281	34	12	stakeholders	stakeholder	NOUN
cana-6281	34	13	to	to	PART
cana-6281	34	14	derive	derive	VERB
cana-6281	34	15	valuable	valuable	ADJ
cana-6281	34	16	information	information	NOUN
cana-6281	34	17	within	within	ADP
cana-6281	34	18	a	a	DET
cana-6281	34	19	minimum	minimum	NOUN
cana-6281	34	20	of	of	ADP
cana-6281	34	21	time	time	NOUN
cana-6281	34	22	by	by	ADP
cana-6281	34	23	focusing	focus	VERB
cana-6281	34	24	on	on	ADP
cana-6281	34	25	the	the	DET
cana-6281	34	26	most	most	ADV
cana-6281	34	27	significant	significant	ADJ
cana-6281	34	28	sections	section	NOUN
cana-6281	34	29	of	of	ADP
cana-6281	34	30	the	the	DET
cana-6281	34	31	document	document	NOUN
cana-6281	34	32	,	,	PUNCT
cana-6281	34	33	such	such	ADJ
cana-6281	34	34	as	as	ADP
cana-6281	34	35	the	the	DET
cana-6281	34	36	letter	letter	NOUN
cana-6281	34	37	of	of	ADP
cana-6281	34	38	the	the	DET
cana-6281	34	39	chairman	chairman	NOUN
cana-6281	34	40	,	,	PUNCT
cana-6281	34	41	a	a	DET
cana-6281	34	42	report	report	NOUN
cana-6281	34	43	of	of	ADP
cana-6281	34	44	the	the	DET
cana-6281	34	45	board	board	NOUN
cana-6281	34	46	,	,	PUNCT
cana-6281	34	47	and	and	CCONJ
cana-6281	34	48	financial	financial	ADJ
cana-6281	34	49	statements	statement	NOUN
cana-6281	34	50	.	.	PUNCT
cana-6281	35	1	the	the	DET
cana-6281	35	2	retrieval	retrieval	NOUN
cana-6281	35	3	-	-	PUNCT
cana-6281	35	4	augmented	augment	VERB
cana-6281	35	5	generation	generation	NOUN
cana-6281	35	6	(	(	PUNCT
cana-6281	35	7	rag	rag	NOUN
cana-6281	35	8	)	)	PUNCT
cana-6281	35	9	systems	system	NOUN
cana-6281	35	10	have	have	VERB
cana-6281	35	11	potential	potential	NOUN
cana-6281	35	12	as	as	ADP
cana-6281	35	13	a	a	DET
cana-6281	35	14	contextual	contextual	ADJ
cana-6281	35	15	summary	summary	NOUN
cana-6281	35	16	of	of	ADP
cana-6281	35	17	corporate	corporate	ADJ
cana-6281	35	18	texts	text	NOUN
cana-6281	35	19	using	use	VERB
cana-6281	35	20	a	a	DET
cana-6281	35	21	nlp	nlp	NOUN
cana-6281	35	22	-	-	PUNCT
cana-6281	35	23	based	base	VERB
cana-6281	35	24	approach	approach	NOUN
cana-6281	35	25	,	,	PUNCT
cana-6281	35	26	as	as	SCONJ
cana-6281	35	27	illustrated	illustrate	VERB
cana-6281	35	28	in	in	ADP
cana-6281	35	29	financial	financial	ADJ
cana-6281	35	30	nlp	nlp	NOUN
cana-6281	35	31	works	work	NOUN
cana-6281	35	32	,	,	PUNCT
cana-6281	35	33	e.g.	e.g.	ADV
cana-6281	35	34	prototype	prototype	NOUN
cana-6281	35	35	-	-	PUNCT
cana-6281	35	36	as	as	ADP
cana-6281	35	37	-	-	PUNCT
cana-6281	35	38	query	query	NOUN
cana-6281	35	39	rag	rag	NOUN
cana-6281	35	40	as	as	ADP
cana-6281	35	41	a	a	DET
cana-6281	35	42	framework	framework	NOUN
cana-6281	35	43	to	to	PART
cana-6281	35	44	summarise	summarise	VERB
cana-6281	35	45	financial	financial	ADJ
cana-6281	35	46	reports	report	NOUN
cana-6281	35	47	[	[	X
cana-6281	35	48	1	1	NUM
cana-6281	35	49	]	]	PUNCT
cana-6281	35	50	and	and	CCONJ
cana-6281	35	51	autogenerating	autogenerate	VERB
cana-6281	35	52	earnings	earning	NOUN
cana-6281	35	53	report	report	NOUN
cana-6281	35	54	analysis	analysis	NOUN
cana-6281	35	55	with	with	ADP
cana-6281	35	56	an	an	DET
cana-6281	35	57	augmented	augmented	ADJ
cana-6281	35	58	llm	llm	NOUN
cana-6281	35	59	[	[	X
cana-6281	35	60	4	4	NUM
cana-6281	35	61	]	]	PUNCT
cana-6281	35	62	.	.	PUNCT
cana-6281	36	1	other	other	ADJ
cana-6281	36	2	previous	previous	ADJ
cana-6281	36	3	summarization	summarization	NOUN
cana-6281	36	4	methods	method	NOUN
cana-6281	36	5	,	,	PUNCT
cana-6281	36	6	such	such	ADJ
cana-6281	36	7	as	as	ADP
cana-6281	36	8	extractive	extractive	ADJ
cana-6281	36	9	models	model	NOUN
cana-6281	36	10	,	,	PUNCT
cana-6281	36	11	n	n	CCONJ
cana-6281	36	12	-	-	PUNCT
cana-6281	36	13	gram	gram	NOUN
cana-6281	36	14	co	co	NOUN
cana-6281	36	15	-	-	NOUN
cana-6281	36	16	occurrence	occurrence	ADJ
cana-6281	36	17	score	score	NOUN
cana-6281	36	18	(	(	PUNCT
cana-6281	36	19	e.g.	e.g.	ADV
cana-6281	36	20	rouge	rouge	NOUN
cana-6281	36	21	[	[	X
cana-6281	36	22	5	5	NUM
cana-6281	36	23	]	]	PUNCT
cana-6281	36	24	)	)	PUNCT
cana-6281	36	25	were	be	AUX
cana-6281	36	26	more	more	ADV
cana-6281	36	27	focused	focused	ADJ
cana-6281	36	28	on	on	ADP
cana-6281	36	29	a	a	DET
cana-6281	36	30	surface	surface	NOUN
cana-6281	36	31	similarity	similarity	NOUN
cana-6281	36	32	and	and	CCONJ
cana-6281	36	33	had	have	VERB
cana-6281	36	34	little	little	ADJ
cana-6281	36	35	insight	insight	NOUN
cana-6281	36	36	into	into	ADP
cana-6281	36	37	the	the	DET
cana-6281	36	38	underlying	underlie	VERB
cana-6281	36	39	semantic	semantic	ADJ
cana-6281	36	40	information	information	NOUN
cana-6281	36	41	.	.	PUNCT
cana-6281	37	1	with	with	ADP
cana-6281	37	2	the	the	DET
cana-6281	37	3	introduction	introduction	NOUN
cana-6281	37	4	of	of	ADP
cana-6281	37	5	the	the	DET
cana-6281	37	6	rag	rag	NOUN
cana-6281	37	7	architectures	architecture	NOUN
cana-6281	37	8	,	,	PUNCT
cana-6281	37	9	one	one	PRON
cana-6281	37	10	can	can	AUX
cana-6281	37	11	now	now	ADV
cana-6281	37	12	combine	combine	VERB
cana-6281	37	13	both	both	DET
cana-6281	37	14	the	the	DET
cana-6281	37	15	information	information	NOUN
cana-6281	37	16	retrieval	retrieval	NOUN
cana-6281	37	17	with	with	ADP
cana-6281	37	18	the	the	DET
cana-6281	37	19	context	context	NOUN
cana-6281	37	20	-	-	PUNCT
cana-6281	37	21	based	base	VERB
cana-6281	37	22	text	text	NOUN
cana-6281	37	23	generation	generation	NOUN
cana-6281	37	24	,	,	PUNCT
cana-6281	37	25	and	and	CCONJ
cana-6281	37	26	this	this	PRON
cana-6281	37	27	makes	make	VERB
cana-6281	37	28	text	text	NOUN
cana-6281	37	29	generation	generation	NOUN
cana-6281	37	30	much	much	ADV
cana-6281	37	31	more	more	ADV
cana-6281	37	32	factual	factual	ADJ
cana-6281	37	33	and	and	CCONJ
cana-6281	37	34	contextual	contextual	ADJ
cana-6281	37	35	.	.	PUNCT
cana-6281	38	1	these	these	DET
cana-6281	38	2	hybrid	hybrid	ADJ
cana-6281	38	3	systems	system	NOUN
cana-6281	38	4	can	can	AUX
cana-6281	38	5	identify	identify	VERB
cana-6281	38	6	the	the	DET
cana-6281	38	7	right	right	ADJ
cana-6281	38	8	text	text	NOUN
cana-6281	38	9	snippets	snippet	NOUN
cana-6281	38	10	of	of	ADP
cana-6281	38	11	a	a	DET
cana-6281	38	12	vector	vector	NOUN
cana-6281	38	13	database	database	NOUN
cana-6281	38	14	,	,	PUNCT
cana-6281	38	15	preserving	preserve	VERB
cana-6281	38	16	the	the	DET
cana-6281	38	17	summaries	summary	NOUN
cana-6281	38	18	generated	generate	VERB
cana-6281	38	19	that	that	PRON
cana-6281	38	20	are	be	AUX
cana-6281	38	21	based	base	VERB
cana-6281	38	22	on	on	ADP
cana-6281	38	23	the	the	DET
cana-6281	38	24	source	source	NOUN
cana-6281	38	25	text	text	NOUN
cana-6281	38	26	,	,	PUNCT
cana-6281	38	27	which	which	PRON
cana-6281	38	28	is	be	AUX
cana-6281	38	29	also	also	ADV
cana-6281	38	30	used	use	VERB
cana-6281	38	31	in	in	ADP
cana-6281	38	32	recent	recent	ADJ
cana-6281	38	33	financial	financial	ADJ
cana-6281	38	34	llm	llm	PROPN
cana-6281	38	35	research	research	NOUN
cana-6281	38	36	[	[	X
cana-6281	38	37	2][3	2][3	NUM
cana-6281	38	38	]	]	X
cana-6281	38	39	.	.	PUNCT
cana-6281	39	1	nevertheless	nevertheless	ADV
cana-6281	39	2	,	,	PUNCT
cana-6281	39	3	there	there	PRON
cana-6281	39	4	are	be	VERB
cana-6281	39	5	challenges	challenge	NOUN
cana-6281	39	6	in	in	ADP
cana-6281	39	7	areas	area	NOUN
cana-6281	39	8	such	such	ADJ
cana-6281	39	9	as	as	ADP
cana-6281	39	10	layout	layout	NOUN
cana-6281	39	11	-	-	PUNCT
cana-6281	39	12	conscious	conscious	ADJ
cana-6281	39	13	parsing	parsing	NOUN
cana-6281	39	14	,	,	PUNCT
cana-6281	39	15	reduction	reduction	NOUN
cana-6281	39	16	of	of	ADP
cana-6281	39	17	hallucinations	hallucination	NOUN
cana-6281	39	18	and	and	CCONJ
cana-6281	39	19	multi	multi	ADJ
cana-6281	39	20	-	-	ADJ
cana-6281	39	21	section	section	ADJ
cana-6281	39	22	coherence	coherence	NOUN
cana-6281	39	23	particularly	particularly	ADV
cana-6281	39	24	when	when	SCONJ
cana-6281	39	25	applied	apply	VERB
cana-6281	39	26	to	to	ADP
cana-6281	39	27	structured	structured	ADJ
cana-6281	39	28	financial	financial	ADJ
cana-6281	39	29	disclosures	disclosure	NOUN
cana-6281	39	30	.	.	PUNCT
cana-6281	40	1	the	the	DET
cana-6281	40	2	article	article	NOUN
cana-6281	40	3	reveals	reveal	VERB
cana-6281	40	4	a	a	DET
cana-6281	40	5	smart	smart	ADJ
cana-6281	40	6	system	system	NOUN
cana-6281	40	7	,	,	PUNCT
cana-6281	40	8	annual	annual	ADJ
cana-6281	40	9	report	report	NOUN
cana-6281	40	10	summarizer	summarizer	NOUN
cana-6281	40	11	(	(	PUNCT
cana-6281	40	12	ars	ars	PROPN
cana-6281	40	13	)	)	PUNCT
cana-6281	40	14	,	,	PUNCT
cana-6281	40	15	which	which	PRON
cana-6281	40	16	addresses	address	VERB
cana-6281	40	17	these	these	DET
cana-6281	40	18	concerns	concern	NOUN
cana-6281	40	19	by	by	ADP
cana-6281	40	20	using	use	VERB
cana-6281	40	21	contextual	contextual	ADJ
cana-6281	40	22	retrieval	retrieval	NOUN
cana-6281	40	23	and	and	CCONJ
cana-6281	40	24	generation	generation	NOUN
cana-6281	40	25	of	of	ADP
cana-6281	40	26	summaries	summary	NOUN
cana-6281	40	27	according	accord	VERB
cana-6281	40	28	to	to	ADP
cana-6281	40	29	rag	rag	NOUN
cana-6281	40	30	.	.	PUNCT
cana-6281	41	1	the	the	DET
cana-6281	41	2	pdf	pdf	NOUN
cana-6281	41	3	annual	annual	ADJ
cana-6281	41	4	report	report	NOUN
cana-6281	41	5	process	process	NOUN
cana-6281	41	6	is	be	AUX
cana-6281	41	7	also	also	ADV
cana-6281	41	8	done	do	VERB
cana-6281	41	9	in	in	ADP
cana-6281	41	10	steps	step	NOUN
cana-6281	41	11	of	of	ADP
cana-6281	41	12	text	text	NOUN
cana-6281	41	13	extraction	extraction	NOUN
cana-6281	41	14	,	,	PUNCT
cana-6281	41	15	cleaning	cleaning	NOUN
cana-6281	41	16	,	,	PUNCT
cana-6281	41	17	semantic	semantic	ADJ
cana-6281	41	18	chunking	chunking	NOUN
cana-6281	41	19	and	and	CCONJ
cana-6281	41	20	embedding	embed	VERB
cana-6281	41	21	generation	generation	NOUN
cana-6281	41	22	process	process	NOUN
cana-6281	41	23	followed	follow	VERB
cana-6281	41	24	by	by	ADP
cana-6281	41	25	contextual	contextual	ADJ
cana-6281	41	26	query	query	NOUN
cana-6281	41	27	retrieval	retrieval	NOUN
cana-6281	41	28	and	and	CCONJ
cana-6281	41	29	summary	summary	NOUN
cana-6281	41	30	generation	generation	NOUN
cana-6281	41	31	process	process	NOUN
cana-6281	41	32	.	.	PUNCT
cana-6281	42	1	besides	besides	SCONJ
cana-6281	42	2	,	,	PUNCT
cana-6281	42	3	the	the	DET
cana-6281	42	4	aspect	aspect	NOUN
cana-6281	42	5	of	of	ADP
cana-6281	42	6	such	such	ADJ
cana-6281	42	7	accessibility	accessibility	NOUN
cana-6281	42	8	as	as	ADP
cana-6281	42	9	multilingual	multilingual	ADJ
cana-6281	42	10	translation	translation	NOUN
cana-6281	42	11	and	and	CCONJ
cana-6281	42	12	text	text	NOUN
cana-6281	42	13	-	-	PUNCT
cana-6281	42	14	to	to	ADP
cana-6281	42	15	-	-	PUNCT
cana-6281	42	16	speech	speech	NOUN
cana-6281	42	17	support	support	NOUN
cana-6281	42	18	give	give	VERB
cana-6281	42	19	the	the	DET
cana-6281	42	20	users	user	NOUN
cana-6281	42	21	the	the	DET
cana-6281	42	22	opportunity	opportunity	NOUN
cana-6281	42	23	to	to	PART
cana-6281	42	24	absorb	absorb	VERB
cana-6281	42	25	the	the	DET
cana-6281	42	26	insights	insight	NOUN
cana-6281	42	27	with	with	ADP
cana-6281	42	28	ease	ease	NOUN
cana-6281	42	29	due	due	ADP
cana-6281	42	30	to	to	ADP
cana-6281	42	31	the	the	DET
cana-6281	42	32	presence	presence	NOUN
cana-6281	42	33	of	of	ADP
cana-6281	42	34	language	language	NOUN
cana-6281	42	35	and	and	CCONJ
cana-6281	42	36	visual	visual	ADJ
cana-6281	42	37	barriers	barrier	NOUN
cana-6281	42	38	.	.	PUNCT
cana-6281	43	1	2	2	X
cana-6281	43	2	.	.	X
cana-6281	43	3	objectives	objective	VERB
cana-6281	43	4	the	the	DET
cana-6281	43	5	primary	primary	ADJ
cana-6281	43	6	research	research	NOUN
cana-6281	43	7	questions	question	NOUN
cana-6281	43	8	of	of	ADP
cana-6281	43	9	the	the	DET
cana-6281	43	10	study	study	NOUN
cana-6281	43	11	are	be	AUX
cana-6281	43	12	:	:	PUNCT
cana-6281	43	13	•	•	INTJ
cana-6281	43	14	to	to	PART
cana-6281	43	15	demonstrate	demonstrate	VERB
cana-6281	43	16	the	the	DET
cana-6281	43	17	architecture	architecture	NOUN
cana-6281	43	18	and	and	CCONJ
cana-6281	43	19	the	the	DET
cana-6281	43	20	procedure	procedure	NOUN
cana-6281	43	21	of	of	ADP
cana-6281	43	22	the	the	DET
cana-6281	43	23	ars	ar	NOUN
cana-6281	43	24	system	system	NOUN
cana-6281	43	25	with	with	ADP
cana-6281	43	26	pdf	pdf	NOUN
cana-6281	43	27	pre	pre	NOUN
cana-6281	43	28	-	-	NOUN
cana-6281	43	29	processing	processing	NOUN
cana-6281	43	30	,	,	PUNCT
cana-6281	43	31	the	the	DET
cana-6281	43	32	storage	storage	NOUN
cana-6281	43	33	of	of	ADP
cana-6281	43	34	vectors	vector	NOUN
cana-6281	43	35	and	and	CCONJ
cana-6281	43	36	the	the	DET
cana-6281	43	37	summarization	summarization	NOUN
cana-6281	43	38	of	of	ADP
cana-6281	43	39	the	the	DET
cana-6281	43	40	rag	rag	NOUN
cana-6281	43	41	.	.	PUNCT
cana-6281	44	1	•	•	NUM
cana-6281	44	2	on	on	ADP
cana-6281	44	3	the	the	DET
cana-6281	44	4	contextual	contextual	ADJ
cana-6281	44	5	accurateness	accurateness	NOUN
cana-6281	44	6	and	and	CCONJ
cana-6281	44	7	comprehensibility	comprehensibility	NOUN
cana-6281	44	8	of	of	ADP
cana-6281	44	9	generated	generate	VERB
cana-6281	44	10	summaries	summary	NOUN
cana-6281	44	11	by	by	ADP
cana-6281	44	12	comparing	compare	VERB
cana-6281	44	13	the	the	DET
cana-6281	44	14	generated	generate	VERB
cana-6281	44	15	summaries	summary	NOUN
cana-6281	44	16	with	with	ADP
cana-6281	44	17	the	the	DET
cana-6281	44	18	evaluator	evaluator	NOUN
cana-6281	44	19	using	use	VERB
cana-6281	44	20	the	the	DET
cana-6281	44	21	assessment	assessment	NOUN
cana-6281	44	22	system	system	NOUN
cana-6281	44	23	using	use	VERB
cana-6281	44	24	the	the	DET
cana-6281	44	25	llm	llm	NOUN
cana-6281	44	26	,	,	PUNCT
cana-6281	44	27	such	such	ADJ
cana-6281	44	28	as	as	ADP
cana-6281	44	29	g	g	NOUN
cana-6281	44	30	-	-	PUNCT
cana-6281	44	31	eval	eval	NOUN
cana-6281	45	1	[	[	X
cana-6281	45	2	3	3	NUM
cana-6281	45	3	]	]	PUNCT
cana-6281	45	4	and	and	CCONJ
cana-6281	45	5	quantitative	quantitative	ADJ
cana-6281	45	6	evaluation	evaluation	NOUN
cana-6281	45	7	tools	tool	NOUN
cana-6281	45	8	,	,	PUNCT
cana-6281	45	9	such	such	ADJ
cana-6281	45	10	as	as	ADP
cana-6281	45	11	rouge	rouge	NOUN
cana-6281	45	12	[	[	X
cana-6281	45	13	5	5	NUM
cana-6281	45	14	]	]	PUNCT
cana-6281	45	15	.	.	PUNCT
cana-6281	46	1	communications	communication	NOUN
cana-6281	46	2	on	on	ADP
cana-6281	46	3	applied	apply	VERB
cana-6281	46	4	nonlinear	nonlinear	ADJ
cana-6281	46	5	analysis	analysis	NOUN
cana-6281	46	6	issn	issn	NOUN
cana-6281	46	7	:	:	PUNCT
cana-6281	46	8	1074	1074	NUM
cana-6281	46	9	-	-	PUNCT
cana-6281	46	10	133x	133x	NUM
cana-6281	46	11	vol	vol	VERB
cana-6281	46	12	32	32	NUM
cana-6281	46	13	no	no	NOUN
cana-6281	46	14	.	.	PUNCT
cana-6281	47	1	10s	10	NOUN
cana-6281	47	2	(	(	PUNCT
cana-6281	47	3	2025	2025	NUM
cana-6281	47	4	)	)	PUNCT
cana-6281	47	5	3682	3682	NUM
cana-6281	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6281	47	7	•	•	NOUN
cana-6281	47	8	to	to	PART
cana-6281	47	9	demonstrate	demonstrate	VERB
cana-6281	47	10	the	the	DET
cana-6281	47	11	applicability	applicability	NOUN
cana-6281	47	12	of	of	ADP
cana-6281	47	13	ars	ar	NOUN
cana-6281	47	14	to	to	PART
cana-6281	47	15	generate	generate	VERB
cana-6281	47	16	section	section	NOUN
cana-6281	47	17	-	-	PUNCT
cana-6281	47	18	wise	wise	ADJ
cana-6281	47	19	human	human	ADJ
cana-6281	47	20	-	-	PUNCT
cana-6281	47	21	like	like	ADJ
cana-6281	47	22	summaries	summary	NOUN
cana-6281	47	23	using	use	VERB
cana-6281	47	24	the	the	DET
cana-6281	47	25	real	real	ADJ
cana-6281	47	26	life	life	NOUN
cana-6281	47	27	annual	annual	ADJ
cana-6281	47	28	reports	report	NOUN
cana-6281	47	29	.	.	PUNCT
cana-6281	48	1	•	•	NUM
cana-6281	48	2	to	to	PART
cana-6281	48	3	comment	comment	VERB
cana-6281	48	4	on	on	ADP
cana-6281	48	5	the	the	DET
cana-6281	48	6	implication	implication	NOUN
cana-6281	48	7	of	of	ADP
cana-6281	48	8	introducing	introduce	VERB
cana-6281	48	9	ars	ar	NOUN
cana-6281	48	10	into	into	ADP
cana-6281	48	11	the	the	DET
cana-6281	48	12	sphere	sphere	NOUN
cana-6281	48	13	of	of	ADP
cana-6281	48	14	financial	financial	ADJ
cana-6281	48	15	analysis	analysis	NOUN
cana-6281	48	16	,	,	PUNCT
cana-6281	48	17	research	research	NOUN
cana-6281	48	18	,	,	PUNCT
cana-6281	48	19	and	and	CCONJ
cana-6281	48	20	education	education	NOUN
cana-6281	48	21	,	,	PUNCT
cana-6281	48	22	one	one	PRON
cana-6281	48	23	needs	need	VERB
cana-6281	48	24	to	to	PART
cana-6281	48	25	pay	pay	VERB
cana-6281	48	26	attention	attention	NOUN
cana-6281	48	27	to	to	ADP
cana-6281	48	28	the	the	DET
cana-6281	48	29	fact	fact	NOUN
cana-6281	48	30	that	that	SCONJ
cana-6281	48	31	it	it	PRON
cana-6281	48	32	can	can	AUX
cana-6281	48	33	allow	allow	VERB
cana-6281	48	34	the	the	DET
cana-6281	48	35	levels	level	NOUN
cana-6281	48	36	of	of	ADP
cana-6281	48	37	financial	financial	ADJ
cana-6281	48	38	literacy	literacy	NOUN
cana-6281	48	39	to	to	PART
cana-6281	48	40	increase	increase	VERB
cana-6281	48	41	and	and	CCONJ
cana-6281	48	42	analytical	analytical	ADJ
cana-6281	48	43	work	work	NOUN
cana-6281	48	44	to	to	PART
cana-6281	48	45	be	be	AUX
cana-6281	48	46	less	less	ADV
cana-6281	48	47	complex	complex	ADJ
cana-6281	48	48	.	.	PUNCT
cana-6281	49	1	3	3	X
cana-6281	49	2	.	.	X
cana-6281	49	3	methods	method	NOUN
cana-6281	49	4	the	the	DET
cana-6281	49	5	smart	smart	ADJ
cana-6281	49	6	system	system	NOUN
cana-6281	49	7	is	be	AUX
cana-6281	49	8	annual	annual	ADJ
cana-6281	49	9	report	report	NOUN
cana-6281	49	10	summarizer	summarizer	NOUN
cana-6281	49	11	(	(	PUNCT
cana-6281	49	12	ars	ars	PROPN
cana-6281	49	13	)	)	PUNCT
cana-6281	49	14	,	,	PUNCT
cana-6281	49	15	which	which	PRON
cana-6281	49	16	will	will	AUX
cana-6281	49	17	enable	enable	VERB
cana-6281	49	18	the	the	DET
cana-6281	49	19	automatization	automatization	NOUN
cana-6281	49	20	of	of	ADP
cana-6281	49	21	the	the	DET
cana-6281	49	22	interpretation	interpretation	NOUN
cana-6281	49	23	of	of	ADP
cana-6281	49	24	expansive	expansive	ADJ
cana-6281	49	25	corporate	corporate	ADJ
cana-6281	49	26	annual	annual	ADJ
cana-6281	49	27	reports	report	NOUN
cana-6281	49	28	through	through	ADP
cana-6281	49	29	the	the	DET
cana-6281	49	30	presentation	presentation	NOUN
cana-6281	49	31	of	of	ADP
cana-6281	49	32	the	the	DET
cana-6281	49	33	summary	summary	NOUN
cana-6281	49	34	of	of	ADP
cana-6281	49	35	each	each	DET
cana-6281	49	36	section	section	NOUN
cana-6281	49	37	of	of	ADP
cana-6281	49	38	information	information	NOUN
cana-6281	49	39	as	as	ADV
cana-6281	49	40	well	well	ADV
cana-6281	49	41	as	as	ADP
cana-6281	49	42	the	the	DET
cana-6281	49	43	background	background	NOUN
cana-6281	49	44	of	of	ADP
cana-6281	49	45	the	the	DET
cana-6281	49	46	information	information	NOUN
cana-6281	49	47	in	in	ADP
cana-6281	49	48	a	a	DET
cana-6281	49	49	concise	concise	ADJ
cana-6281	49	50	form	form	NOUN
cana-6281	49	51	.	.	PUNCT
cana-6281	50	1	it	it	PRON
cana-6281	50	2	is	be	AUX
cana-6281	50	3	a	a	DET
cana-6281	50	4	technique	technique	NOUN
cana-6281	50	5	that	that	PRON
cana-6281	50	6	integrates	integrate	VERB
cana-6281	50	7	retrieval	retrieval	NOUN
cana-6281	50	8	-	-	PUNCT
cana-6281	50	9	augmented	augment	VERB
cana-6281	50	10	generation	generation	NOUN
cana-6281	50	11	(	(	PUNCT
cana-6281	50	12	rag	rag	NOUN
cana-6281	50	13	)	)	PUNCT
cana-6281	50	14	with	with	ADP
cana-6281	50	15	generative	generative	ADJ
cana-6281	50	16	ai	ai	VERB
cana-6281	50	17	that	that	PRON
cana-6281	50	18	enables	enable	VERB
cana-6281	50	19	the	the	DET
cana-6281	50	20	system	system	NOUN
cana-6281	50	21	that	that	PRON
cana-6281	50	22	can	can	AUX
cana-6281	50	23	access	access	VERB
cana-6281	50	24	the	the	DET
cana-6281	50	25	corresponding	correspond	VERB
cana-6281	50	26	pieces	piece	NOUN
cana-6281	50	27	of	of	ADP
cana-6281	50	28	the	the	DET
cana-6281	50	29	text	text	NOUN
cana-6281	50	30	and	and	CCONJ
cana-6281	50	31	generate	generate	VERB
cana-6281	50	32	the	the	DET
cana-6281	50	33	correct	correct	ADJ
cana-6281	50	34	and	and	CCONJ
cana-6281	50	35	human	human	ADJ
cana-6281	50	36	-	-	PUNCT
cana-6281	50	37	like	like	ADJ
cana-6281	50	38	summaries	summary	NOUN
cana-6281	50	39	.	.	PUNCT
cana-6281	51	1	the	the	DET
cana-6281	51	2	architecture	architecture	NOUN
cana-6281	51	3	of	of	ADP
cana-6281	51	4	ars	ar	NOUN
cana-6281	51	5	framework	framework	NOUN
cana-6281	51	6	is	be	AUX
cana-6281	51	7	developed	develop	VERB
cana-6281	51	8	based	base	VERB
cana-6281	51	9	on	on	ADP
cana-6281	51	10	scalable	scalable	ADJ
cana-6281	51	11	and	and	CCONJ
cana-6281	51	12	modular	modular	ADJ
cana-6281	51	13	pipeline	pipeline	NOUN
cana-6281	51	14	that	that	PRON
cana-6281	51	15	encourages	encourage	VERB
cana-6281	51	16	effective	effective	ADJ
cana-6281	51	17	document	document	NOUN
cana-6281	51	18	management	management	NOUN
cana-6281	51	19	,	,	PUNCT
cana-6281	51	20	contextual	contextual	ADJ
cana-6281	51	21	look	look	NOUN
cana-6281	51	22	-	-	PUNCT
cana-6281	51	23	up	up	NOUN
cana-6281	51	24	and	and	CCONJ
cana-6281	51	25	summary	summary	NOUN
cana-6281	51	26	generation	generation	NOUN
cana-6281	51	27	.	.	PUNCT
cana-6281	52	1	the	the	DET
cana-6281	52	2	standard	standard	ADJ
cana-6281	52	3	process	process	NOUN
cana-6281	52	4	begins	begin	VERB
cana-6281	52	5	with	with	ADP
cana-6281	52	6	the	the	DET
cana-6281	52	7	upload	upload	NOUN
cana-6281	52	8	of	of	ADP
cana-6281	52	9	an	an	DET
cana-6281	52	10	annual	annual	ADJ
cana-6281	52	11	report	report	NOUN
cana-6281	52	12	of	of	ADP
cana-6281	52	13	a	a	DET
cana-6281	52	14	company	company	NOUN
cana-6281	52	15	in	in	ADP
cana-6281	52	16	the	the	DET
cana-6281	52	17	pdf	pdf	NOUN
cana-6281	52	18	format	format	NOUN
cana-6281	52	19	and	and	CCONJ
cana-6281	52	20	then	then	ADV
cana-6281	52	21	continues	continue	VERB
cana-6281	52	22	through	through	ADP
cana-6281	52	23	a	a	DET
cana-6281	52	24	series	series	NOUN
cana-6281	52	25	of	of	ADP
cana-6281	52	26	central	central	ADJ
cana-6281	52	27	processing	processing	NOUN
cana-6281	52	28	layers	layer	NOUN
cana-6281	52	29	that	that	PRON
cana-6281	52	30	collaborate	collaborate	VERB
cana-6281	52	31	with	with	ADP
cana-6281	52	32	each	each	DET
cana-6281	52	33	other	other	ADJ
cana-6281	52	34	to	to	PART
cana-6281	52	35	give	give	VERB
cana-6281	52	36	the	the	DET
cana-6281	52	37	final	final	ADJ
cana-6281	52	38	output	output	NOUN
cana-6281	52	39	summary	summary	NOUN
cana-6281	52	40	.	.	PUNCT
cana-6281	53	1	modules	module	NOUN
cana-6281	53	2	include	include	VERB
cana-6281	53	3	the	the	DET
cana-6281	53	4	user	user	NOUN
cana-6281	53	5	input	input	NOUN
cana-6281	53	6	layer	layer	NOUN
cana-6281	53	7	,	,	PUNCT
cana-6281	53	8	preprocessing	preprocessing	NOUN
cana-6281	53	9	and	and	CCONJ
cana-6281	53	10	text	text	NOUN
cana-6281	53	11	segmentation	segmentation	NOUN
cana-6281	53	12	module	module	NOUN
cana-6281	53	13	,	,	PUNCT
cana-6281	53	14	embedding	embed	VERB
cana-6281	53	15	and	and	CCONJ
cana-6281	53	16	semantic	semantic	ADJ
cana-6281	53	17	retrieval	retrieval	NOUN
cana-6281	53	18	module	module	NOUN
cana-6281	53	19	,	,	PUNCT
cana-6281	53	20	summarization	summarization	NOUN
cana-6281	53	21	and	and	CCONJ
cana-6281	53	22	generation	generation	NOUN
cana-6281	53	23	module	module	NOUN
cana-6281	53	24	,	,	PUNCT
cana-6281	53	25	and	and	CCONJ
cana-6281	53	26	output	output	NOUN
cana-6281	53	27	and	and	CCONJ
cana-6281	53	28	accessibility	accessibility	NOUN
cana-6281	53	29	module	module	NOUN
cana-6281	53	30	.	.	PUNCT
cana-6281	54	1	the	the	DET
cana-6281	54	2	ars	ar	NOUN
cana-6281	54	3	system	system	NOUN
cana-6281	54	4	is	be	AUX
cana-6281	54	5	based	base	VERB
cana-6281	54	6	on	on	ADP
cana-6281	54	7	an	an	DET
cana-6281	54	8	idea	idea	NOUN
cana-6281	54	9	of	of	ADP
cana-6281	54	10	layered	layered	ADJ
cana-6281	54	11	integration	integration	NOUN
cana-6281	54	12	pipeline	pipeline	NOUN
cana-6281	54	13	where	where	SCONJ
cana-6281	54	14	the	the	DET
cana-6281	54	15	user	user	NOUN
cana-6281	54	16	uploads	upload	VERB
cana-6281	54	17	an	an	DET
cana-6281	54	18	annual	annual	ADJ
cana-6281	54	19	report	report	NOUN
cana-6281	54	20	,	,	PUNCT
cana-6281	54	21	preprocessing	preprocesse	VERB
cana-6281	54	22	separates	separate	VERB
cana-6281	54	23	text	text	NOUN
cana-6281	54	24	into	into	ADP
cana-6281	54	25	meaningful	meaningful	ADJ
cana-6281	54	26	paragraphs	paragraph	NOUN
cana-6281	54	27	,	,	PUNCT
cana-6281	54	28	chunks	chunk	NOUN
cana-6281	54	29	are	be	AUX
cana-6281	54	30	embedded	embed	VERB
cana-6281	54	31	and	and	CCONJ
cana-6281	54	32	stored	store	VERB
cana-6281	54	33	as	as	ADP
cana-6281	54	34	vectors	vector	NOUN
cana-6281	54	35	,	,	PUNCT
cana-6281	54	36	the	the	DET
cana-6281	54	37	rag	rag	NOUN
cana-6281	54	38	engine	engine	NOUN
cana-6281	54	39	retrieves	retrieve	VERB
cana-6281	54	40	relevant	relevant	ADJ
cana-6281	54	41	portions	portion	NOUN
cana-6281	54	42	,	,	PUNCT
cana-6281	54	43	and	and	CCONJ
cana-6281	54	44	the	the	DET
cana-6281	54	45	llm	llm	NOUN
cana-6281	54	46	generates	generate	VERB
cana-6281	54	47	summaries	summary	NOUN
cana-6281	54	48	,	,	PUNCT
cana-6281	54	49	followed	follow	VERB
cana-6281	54	50	by	by	ADP
cana-6281	54	51	translation	translation	NOUN
cana-6281	54	52	or	or	CCONJ
cana-6281	54	53	audio	audio	NOUN
cana-6281	54	54	conversion	conversion	NOUN
cana-6281	54	55	.	.	PUNCT
cana-6281	55	1	4	4	X
cana-6281	55	2	.	.	NOUN
cana-6281	55	3	results	result	VERB
cana-6281	55	4	key	key	ADJ
cana-6281	55	5	implementation	implementation	NOUN
cana-6281	55	6	features	feature	VERB
cana-6281	55	7	•	•	NOUN
cana-6281	55	8	mandatory	mandatory	ADJ
cana-6281	55	9	terms	term	NOUN
cana-6281	55	10	&	&	CCONJ
cana-6281	55	11	conditions	condition	NOUN
cana-6281	55	12	acceptance	acceptance	NOUN
cana-6281	55	13	.	.	PUNCT
cana-6281	56	1	•	•	NUM
cana-6281	56	2	pymupdf	pymupdf	ADV
cana-6281	56	3	-	-	PUNCT
cana-6281	56	4	based	base	VERB
cana-6281	56	5	text	text	NOUN
cana-6281	56	6	extraction	extraction	NOUN
cana-6281	56	7	and	and	CCONJ
cana-6281	56	8	cleaning	cleaning	NOUN
cana-6281	56	9	.	.	PUNCT
cana-6281	57	1	•	•	NUM
cana-6281	57	2	rag	rag	NOUN
cana-6281	57	3	using	use	VERB
cana-6281	57	4	sentence	sentence	NOUN
cana-6281	57	5	transformers	transformer	NOUN
cana-6281	57	6	+	+	CCONJ
cana-6281	57	7	chroma	chroma	ADJ
cana-6281	57	8	db	db	PROPN
cana-6281	57	9	.	.	PROPN
cana-6281	57	10	•	•	NUM
cana-6281	57	11	gemini	gemini	NOUN
cana-6281	57	12	-	-	PUNCT
cana-6281	57	13	based	base	VERB
cana-6281	57	14	section	section	NOUN
cana-6281	57	15	-	-	PUNCT
cana-6281	57	16	wise	wise	ADJ
cana-6281	57	17	summarization	summarization	NOUN
cana-6281	57	18	.	.	PUNCT
cana-6281	58	1	•	•	NUM
cana-6281	58	2	streamlit	streamlit	NOUN
cana-6281	58	3	ui	ui	NOUN
cana-6281	58	4	for	for	ADP
cana-6281	58	5	summaries	summary	NOUN
cana-6281	58	6	.	.	PUNCT
cana-6281	59	1	•	•	NUM
cana-6281	59	2	environment	environment	NOUN
cana-6281	59	3	variables	variable	NOUN
cana-6281	59	4	for	for	ADP
cana-6281	59	5	secure	secure	ADJ
cana-6281	59	6	api	api	NOUN
cana-6281	59	7	handling	handling	NOUN
cana-6281	59	8	.	.	PUNCT
cana-6281	60	1	performance	performance	NOUN
cana-6281	60	2	metrics	metric	NOUN
cana-6281	60	3	1	1	NUM
cana-6281	60	4	.	.	PUNCT
cana-6281	60	5	summarization	summarization	NOUN
cana-6281	60	6	metrics	metric	NOUN
cana-6281	60	7	•	•	ADP
cana-6281	60	8	rouge-1	rouge-1	PROPN
cana-6281	60	9	,	,	PUNCT
cana-6281	60	10	rouge-2	rouge-2	PROPN
cana-6281	60	11	,	,	PUNCT
cana-6281	60	12	rouge	rouge	NOUN
cana-6281	60	13	-	-	PUNCT
cana-6281	60	14	l	l	NOUN
cana-6281	60	15	•	•	NOUN
cana-6281	60	16	bertscore	bertscore	NOUN
cana-6281	60	17	(	(	PUNCT
cana-6281	60	18	precision	precision	NOUN
cana-6281	60	19	,	,	PUNCT
cana-6281	60	20	recall	recall	NOUN
cana-6281	60	21	,	,	PUNCT
cana-6281	60	22	f1	f1	NOUN
cana-6281	60	23	)	)	PUNCT
cana-6281	60	24	•	•	NUM
cana-6281	60	25	llm	llm	PROPN
cana-6281	60	26	score	score	NOUN
cana-6281	60	27	for	for	ADP
cana-6281	60	28	coherence	coherence	NOUN
cana-6281	60	29	and	and	CCONJ
cana-6281	60	30	accuracy	accuracy	NOUN
cana-6281	60	31	communications	communication	NOUN
cana-6281	60	32	on	on	ADP
cana-6281	60	33	applied	apply	VERB
cana-6281	60	34	nonlinear	nonlinear	ADJ
cana-6281	60	35	analysis	analysis	NOUN
cana-6281	60	36	issn	issn	NOUN
cana-6281	60	37	:	:	PUNCT
cana-6281	60	38	1074	1074	NUM
cana-6281	60	39	-	-	PUNCT
cana-6281	60	40	133x	133x	NUM
cana-6281	60	41	vol	vol	VERB
cana-6281	60	42	32	32	NUM
cana-6281	60	43	no	no	NOUN
cana-6281	60	44	.	.	PUNCT
cana-6281	61	1	10s	10	NOUN
cana-6281	61	2	(	(	PUNCT
cana-6281	61	3	2025	2025	NUM
cana-6281	61	4	)	)	PUNCT
cana-6281	61	5	3683	3683	NUM
cana-6281	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6281	61	7	2	2	NUM
cana-6281	61	8	.	.	PUNCT
cana-6281	61	9	system	system	NOUN
cana-6281	61	10	performance	performance	NOUN
cana-6281	61	11	•	•	NOUN
cana-6281	61	12	processing	processing	NOUN
cana-6281	61	13	time	time	NOUN
cana-6281	61	14	:	:	PUNCT
cana-6281	61	15	<3	<3	X
cana-6281	61	16	minutes	minute	VERB
cana-6281	61	17	for	for	ADP
cana-6281	61	18	250	250	NUM
cana-6281	61	19	pages	page	NOUN
cana-6281	61	20	•	•	ADP
cana-6281	61	21	retrieval	retrieval	NOUN
cana-6281	61	22	accuracy	accuracy	NOUN
cana-6281	61	23	:	:	PUNCT
cana-6281	61	24	90–94	90–94	NUM
cana-6281	61	25	%	%	NOUN
cana-6281	61	26	5	5	NUM
cana-6281	61	27	.	.	PUNCT
cana-6281	61	28	discussion	discussion	NOUN
cana-6281	61	29	•	•	NOUN
cana-6281	61	30	scalability	scalability	NOUN
cana-6281	61	31	of	of	ADP
cana-6281	61	32	ars	ar	NOUN
cana-6281	61	33	is	be	AUX
cana-6281	61	34	a	a	DET
cana-6281	61	35	critical	critical	ADJ
cana-6281	61	36	problem	problem	NOUN
cana-6281	61	37	,	,	PUNCT
cana-6281	61	38	which	which	PRON
cana-6281	61	39	occurs	occur	VERB
cana-6281	61	40	in	in	ADP
cana-6281	61	41	the	the	DET
cana-6281	61	42	annual	annual	ADJ
cana-6281	61	43	report	report	NOUN
cana-6281	61	44	processing	processing	NOUN
cana-6281	61	45	,	,	PUNCT
cana-6281	61	46	which	which	PRON
cana-6281	61	47	is	be	AUX
cana-6281	61	48	long	long	ADJ
cana-6281	61	49	and	and	CCONJ
cana-6281	61	50	graphically	graphically	ADV
cana-6281	61	51	intensive	intensive	ADJ
cana-6281	61	52	.	.	PUNCT
cana-6281	62	1	size	size	NOUN
cana-6281	62	2	of	of	ADP
cana-6281	62	3	document	document	NOUN
cana-6281	62	4	and	and	CCONJ
cana-6281	62	5	token	token	VERB
cana-6281	62	6	limits	limit	NOUN
cana-6281	62	7	affect	affect	VERB
cana-6281	62	8	processing	processing	NOUN
cana-6281	62	9	,	,	PUNCT
cana-6281	62	10	and	and	CCONJ
cana-6281	62	11	embedding	embed	VERB
cana-6281	62	12	storage	storage	NOUN
cana-6281	62	13	overhead	overhead	ADJ
cana-6281	62	14	increases	increase	VERB
cana-6281	62	15	memory	memory	NOUN
cana-6281	62	16	usage	usage	NOUN
cana-6281	62	17	.	.	PUNCT
cana-6281	63	1	computation	computation	NOUN
cana-6281	63	2	costs	cost	NOUN
cana-6281	63	3	limit	limit	VERB
cana-6281	63	4	scalability	scalability	NOUN
cana-6281	63	5	to	to	ADP
cana-6281	63	6	real	real	ADJ
cana-6281	63	7	time	time	NOUN
cana-6281	63	8	or	or	CCONJ
cana-6281	63	9	enterprise	enterprise	NOUN
cana-6281	63	10	use	use	NOUN
cana-6281	63	11	.	.	PUNCT
cana-6281	64	1	•	•	NUM
cana-6281	64	2	rag	rag	NOUN
cana-6281	64	3	frameworks	framework	NOUN
cana-6281	64	4	assist	assist	VERB
cana-6281	64	5	in	in	ADP
cana-6281	64	6	minimizing	minimize	VERB
cana-6281	64	7	hallucinations	hallucination	NOUN
cana-6281	64	8	and	and	CCONJ
cana-6281	64	9	there	there	PRON
cana-6281	64	10	is	be	VERB
cana-6281	64	11	always	always	ADV
cana-6281	64	12	a	a	DET
cana-6281	64	13	struggle	struggle	NOUN
cana-6281	64	14	in	in	ADP
cana-6281	64	15	making	make	VERB
cana-6281	64	16	sure	sure	ADJ
cana-6281	64	17	that	that	SCONJ
cana-6281	64	18	the	the	DET
cana-6281	64	19	created	create	VERB
cana-6281	64	20	summaries	summary	NOUN
cana-6281	64	21	are	be	AUX
cana-6281	64	22	factual	factual	ADJ
cana-6281	64	23	.	.	PUNCT
cana-6281	65	1	numerical	numerical	ADJ
cana-6281	65	2	misinterpretation	misinterpretation	NOUN
cana-6281	65	3	,	,	PUNCT
cana-6281	65	4	context	context	NOUN
cana-6281	65	5	drift	drift	NOUN
cana-6281	65	6	,	,	PUNCT
cana-6281	65	7	and	and	CCONJ
cana-6281	65	8	factual	factual	ADJ
cana-6281	65	9	hallucination	hallucination	NOUN
cana-6281	65	10	remain	remain	VERB
cana-6281	65	11	challenges	challenge	NOUN
cana-6281	65	12	.	.	PUNCT
cana-6281	66	1	•	•	NUM
cana-6281	66	2	financial	financial	ADJ
cana-6281	66	3	domain	domain	NOUN
cana-6281	66	4	is	be	AUX
cana-6281	66	5	a	a	DET
cana-6281	66	6	particular	particular	ADJ
cana-6281	66	7	linguistic	linguistic	ADJ
cana-6281	66	8	and	and	CCONJ
cana-6281	66	9	contextual	contextual	ADJ
cana-6281	66	10	issue	issue	NOUN
cana-6281	66	11	that	that	PRON
cana-6281	66	12	is	be	AUX
cana-6281	66	13	difficult	difficult	ADJ
cana-6281	66	14	to	to	PART
cana-6281	66	15	make	make	VERB
cana-6281	66	16	the	the	DET
cana-6281	66	17	generic	generic	ADJ
cana-6281	66	18	llms	llm	NOUN
cana-6281	66	19	perceive	perceive	ADJ
cana-6281	66	20	.	.	PUNCT
cana-6281	67	1	terminology	terminology	NOUN
cana-6281	67	2	ambiguity	ambiguity	NOUN
cana-6281	67	3	,	,	PUNCT
cana-6281	67	4	table	table	NOUN
cana-6281	67	5	and	and	CCONJ
cana-6281	67	6	chart	chart	NOUN
cana-6281	67	7	interpretation	interpretation	NOUN
cana-6281	67	8	,	,	PUNCT
cana-6281	67	9	and	and	CCONJ
cana-6281	67	10	legal	legal	ADJ
cana-6281	67	11	sensitivity	sensitivity	NOUN
cana-6281	67	12	complicate	complicate	VERB
cana-6281	67	13	summarization	summarization	NOUN
cana-6281	67	14	.	.	PUNCT
cana-6281	68	1	•	•	NUM
cana-6281	68	2	evaluation	evaluation	NOUN
cana-6281	68	3	limitations	limitation	NOUN
cana-6281	68	4	include	include	VERB
cana-6281	68	5	metric	metric	ADJ
cana-6281	68	6	weaknesses	weakness	NOUN
cana-6281	68	7	,	,	PUNCT
cana-6281	68	8	subjective	subjective	ADJ
cana-6281	68	9	llm	llm	NOUN
cana-6281	68	10	evaluators	evaluator	NOUN
cana-6281	68	11	,	,	PUNCT
cana-6281	68	12	and	and	CCONJ
cana-6281	68	13	absence	absence	NOUN
cana-6281	68	14	of	of	ADP
cana-6281	68	15	standardized	standardized	ADJ
cana-6281	68	16	datasets	dataset	NOUN
cana-6281	68	17	.	.	PUNCT
cana-6281	69	1	translation	translation	NOUN
cana-6281	69	2	accuracy	accuracy	NOUN
cana-6281	69	3	,	,	PUNCT
cana-6281	69	4	text	text	NOUN
cana-6281	69	5	-	-	PUNCT
cana-6281	69	6	to	to	ADP
cana-6281	69	7	-	-	PUNCT
cana-6281	69	8	speech	speech	NOUN
cana-6281	69	9	issues	issue	NOUN
cana-6281	69	10	,	,	PUNCT
cana-6281	69	11	and	and	CCONJ
cana-6281	69	12	cross	cross	ADJ
cana-6281	69	13	-	-	ADJ
cana-6281	69	14	platform	platform	ADJ
cana-6281	69	15	deployment	deployment	NOUN
cana-6281	69	16	also	also	ADV
cana-6281	69	17	pose	pose	VERB
cana-6281	69	18	constraints	constraint	NOUN
cana-6281	69	19	.	.	PUNCT
cana-6281	70	1	•	•	NUM
cana-6281	70	2	cloud	cloud	NOUN
cana-6281	70	3	-	-	PUNCT
cana-6281	70	4	based	base	VERB
cana-6281	70	5	processing	processing	NOUN
cana-6281	70	6	risks	risk	NOUN
cana-6281	70	7	and	and	CCONJ
cana-6281	70	8	compliance	compliance	NOUN
cana-6281	70	9	concerns	concern	NOUN
cana-6281	70	10	affect	affect	VERB
cana-6281	70	11	data	datum	NOUN
cana-6281	70	12	privacy	privacy	NOUN
cana-6281	70	13	and	and	CCONJ
cana-6281	70	14	confidentiality	confidentiality	NOUN
cana-6281	70	15	.	.	PUNCT
cana-6281	71	1	refrences	refrence	VERB
cana-6281	72	1	[	[	X
cana-6281	72	2	1	1	NUM
cana-6281	72	3	]	]	PUNCT
cana-6281	72	4	anonymous	anonymous	ADJ
cana-6281	72	5	,	,	PUNCT
cana-6281	72	6	“	"	PUNCT
cana-6281	72	7	prototype	prototype	NOUN
cana-6281	72	8	-	-	PUNCT
cana-6281	72	9	as	as	ADP
cana-6281	72	10	-	-	PUNCT
cana-6281	72	11	query	query	NOUN
cana-6281	72	12	rag	rag	NOUN
cana-6281	72	13	for	for	ADP
cana-6281	72	14	financial	financial	ADJ
cana-6281	72	15	report	report	NOUN
cana-6281	72	16	summarisation	summarisation	NOUN
cana-6281	72	17	,	,	PUNCT
cana-6281	72	18	”	"	PUNCT
cana-6281	72	19	acl	acl	PROPN
cana-6281	72	20	conference	conference	NOUN
cana-6281	72	21	submission	submission	NOUN
cana-6281	72	22	,	,	PUNCT
cana-6281	72	23	2024	2024	NUM
cana-6281	72	24	.	.	PUNCT
cana-6281	73	1	[	[	X
cana-6281	73	2	2	2	NUM
cana-6281	73	3	]	]	PUNCT
cana-6281	73	4	x.	x.	PROPN
cana-6281	73	5	yang	yang	PROPN
cana-6281	73	6	,	,	PUNCT
cana-6281	73	7	s.	s.	PROPN
cana-6281	73	8	zang	zang	PROPN
cana-6281	73	9	,	,	PUNCT
cana-6281	73	10	y.	y.	PROPN
cana-6281	73	11	ren	ren	PROPN
cana-6281	73	12	,	,	PUNCT
cana-6281	73	13	d.	d.	PROPN
cana-6281	73	14	peng	peng	PROPN
cana-6281	73	15	,	,	PUNCT
cana-6281	73	16	and	and	CCONJ
cana-6281	73	17	z.	z.	PROPN
cana-6281	73	18	wen	wen	PROPN
cana-6281	73	19	,	,	PUNCT
cana-6281	73	20	“	"	PUNCT
cana-6281	73	21	evaluating	evaluate	VERB
cana-6281	73	22	large	large	ADJ
cana-6281	73	23	language	language	NOUN
cana-6281	73	24	models	model	NOUN
cana-6281	73	25	on	on	ADP
cana-6281	73	26	financial	financial	ADJ
cana-6281	73	27	report	report	NOUN
cana-6281	73	28	summarization	summarization	NOUN
cana-6281	73	29	:	:	PUNCT
cana-6281	73	30	an	an	DET
cana-6281	73	31	empirical	empirical	ADJ
cana-6281	73	32	study	study	NOUN
cana-6281	73	33	,	,	PUNCT
cana-6281	73	34	”	"	PUNCT
cana-6281	73	35	arxiv	arxiv	PROPN
cana-6281	73	36	preprint	preprint	NOUN
cana-6281	73	37	arxiv:2411.06852	arxiv:2411.06852	NOUN
cana-6281	73	38	,	,	PUNCT
cana-6281	73	39	2024	2024	NUM
cana-6281	73	40	.	.	PUNCT
cana-6281	74	1	[	[	X
cana-6281	74	2	3	3	X
cana-6281	74	3	]	]	X
cana-6281	74	4	y.	y.	PROPN
cana-6281	74	5	liu	liu	PROPN
cana-6281	74	6	,	,	PUNCT
cana-6281	74	7	a.	a.	NOUN
cana-6281	74	8	feng	feng	PROPN
cana-6281	74	9	,	,	PUNCT
cana-6281	74	10	t.	t.	PROPN
cana-6281	74	11	he	he	PROPN
cana-6281	74	12	,	,	PUNCT
cana-6281	74	13	w.	w.	PROPN
cana-6281	74	14	liu	liu	PROPN
cana-6281	74	15	,	,	PUNCT
cana-6281	74	16	and	and	CCONJ
cana-6281	74	17	p.	p.	NOUN
cana-6281	74	18	zhou	zhou	PROPN
cana-6281	74	19	,	,	PUNCT
cana-6281	74	20	“	"	PUNCT
cana-6281	74	21	g	g	NOUN
cana-6281	74	22	-	-	PUNCT
cana-6281	74	23	eval	eval	NOUN
cana-6281	74	24	:	:	PUNCT
cana-6281	74	25	nlg	nlg	NOUN
cana-6281	74	26	evaluation	evaluation	NOUN
cana-6281	74	27	using	use	VERB
cana-6281	74	28	gpt-4	gpt-4	NOUN
cana-6281	74	29	with	with	ADP
cana-6281	74	30	better	well	ADJ
cana-6281	74	31	human	human	ADJ
cana-6281	74	32	alignment	alignment	NOUN
cana-6281	74	33	,	,	PUNCT
cana-6281	74	34	”	"	PUNCT
cana-6281	74	35	arxiv	arxiv	PROPN
cana-6281	74	36	preprint	preprint	NOUN
cana-6281	74	37	arxiv:2303.16634	arxiv:2303.16634	NOUN
cana-6281	74	38	,	,	PUNCT
cana-6281	74	39	2023	2023	NUM
cana-6281	74	40	.	.	PUNCT
cana-6281	75	1	[	[	X
cana-6281	75	2	4	4	NUM
cana-6281	75	3	]	]	PUNCT
cana-6281	75	4	v.-d	v.-d	NOUN
cana-6281	75	5	.	.	PUNCT
cana-6281	76	1	le	le	X
cana-6281	76	2	,	,	PUNCT
cana-6281	76	3	“	"	PUNCT
cana-6281	76	4	auto	auto	NOUN
cana-6281	76	5	-	-	PUNCT
cana-6281	76	6	generating	generate	VERB
cana-6281	76	7	earnings	earning	NOUN
cana-6281	76	8	report	report	NOUN
cana-6281	76	9	analysis	analysis	NOUN
cana-6281	76	10	via	via	ADP
cana-6281	76	11	an	an	DET
cana-6281	76	12	augmented	augmented	ADJ
cana-6281	76	13	llm	llm	NOUN
cana-6281	76	14	,	,	PUNCT
cana-6281	76	15	”	"	PUNCT
cana-6281	76	16	arxiv	arxiv	PROPN
cana-6281	76	17	preprint	preprint	NOUN
cana-6281	76	18	arxiv:2412.08179	arxiv:2412.08179	NOUN
cana-6281	76	19	,	,	PUNCT
cana-6281	76	20	2024	2024	NUM
cana-6281	76	21	.	.	PUNCT
cana-6281	77	1	[	[	X
cana-6281	77	2	5	5	NUM
cana-6281	77	3	]	]	PUNCT
cana-6281	77	4	c.-y	c.-y	NOUN
cana-6281	77	5	.	.	PUNCT
cana-6281	78	1	lin	lin	PROPN
cana-6281	78	2	,	,	PUNCT
cana-6281	78	3	“	"	PUNCT
cana-6281	78	4	rouge	rouge	NOUN
cana-6281	78	5	:	:	PUNCT
cana-6281	78	6	a	a	DET
cana-6281	78	7	package	package	NOUN
cana-6281	78	8	for	for	ADP
cana-6281	78	9	automatic	automatic	ADJ
cana-6281	78	10	evaluation	evaluation	NOUN
cana-6281	78	11	of	of	ADP
cana-6281	78	12	summaries	summary	NOUN
cana-6281	78	13	,	,	PUNCT
cana-6281	78	14	”	"	PUNCT
cana-6281	78	15	proceedings	proceeding	NOUN
cana-6281	78	16	of	of	ADP
cana-6281	78	17	the	the	DET
cana-6281	78	18	workshop	workshop	NOUN
cana-6281	78	19	on	on	ADP
cana-6281	78	20	text	text	NOUN
cana-6281	78	21	summarization	summarization	NOUN
cana-6281	78	22	branches	branch	NOUN
cana-6281	78	23	out	out	ADP
cana-6281	78	24	,	,	PUNCT
cana-6281	78	25	2004	2004	NUM
cana-6281	78	26	.	.	PUNCT
cana-6281	79	1	[	[	X
cana-6281	79	2	6	6	NUM
cana-6281	79	3	]	]	PUNCT
cana-6281	79	4	j.	j.	PROPN
cana-6281	79	5	white	white	PROPN
cana-6281	79	6	et	et	PROPN
cana-6281	79	7	al	al	PROPN
cana-6281	79	8	.	.	PROPN
cana-6281	79	9	,	,	PUNCT
cana-6281	79	10	“	"	PUNCT
cana-6281	79	11	a	a	DET
cana-6281	79	12	prompt	prompt	ADJ
cana-6281	79	13	pattern	pattern	NOUN
cana-6281	79	14	catalog	catalog	NOUN
cana-6281	79	15	to	to	PART
cana-6281	79	16	enhance	enhance	VERB
cana-6281	79	17	prompt	prompt	ADJ
cana-6281	79	18	engineering	engineering	NOUN
cana-6281	79	19	with	with	ADP
cana-6281	79	20	chatgpt	chatgpt	NOUN
cana-6281	79	21	,	,	PUNCT
cana-6281	79	22	”	"	PUNCT
cana-6281	79	23	arxiv	arxiv	PROPN
cana-6281	79	24	preprint	preprint	NOUN
cana-6281	79	25	,	,	PUNCT
cana-6281	79	26	2023	2023	NUM
cana-6281	79	27	.	.	PUNCT
cana-6281	80	1	[	[	X
cana-6281	80	2	7	7	X
cana-6281	80	3	]	]	X
cana-6281	80	4	r.	r.	NOUN
cana-6281	80	5	angles	angle	NOUN
cana-6281	80	6	,	,	PUNCT
cana-6281	80	7	“	"	PUNCT
cana-6281	80	8	a	a	DET
cana-6281	80	9	comparison	comparison	NOUN
cana-6281	80	10	of	of	ADP
cana-6281	80	11	current	current	ADJ
cana-6281	80	12	graph	graph	NOUN
cana-6281	80	13	database	database	NOUN
cana-6281	80	14	models	model	NOUN
cana-6281	80	15	,	,	PUNCT
cana-6281	80	16	”	"	PUNCT
cana-6281	80	17	icdew	icdew	NOUN
cana-6281	80	18	,	,	PUNCT
cana-6281	80	19	2012	2012	NUM
cana-6281	80	20	.	.	PUNCT