id	sid	tid	token	lemma	pos
easat-8810	1	1	edelweiss	edelweiss	PROPN
easat-8810	1	2	applied	apply	VERB
easat-8810	1	3	science	science	NOUN
easat-8810	1	4	and	and	CCONJ
easat-8810	1	5	technology	technology	NOUN
easat-8810	1	6	issn	issn	PROPN
easat-8810	1	7	:	:	PUNCT
easat-8810	1	8	2576	2576	NUM
easat-8810	1	9	-	-	SYM
easat-8810	1	10	8484	8484	NUM
easat-8810	1	11	vol	vol	NOUN
easat-8810	1	12	.	.	PROPN
easat-8810	2	1	9	9	NUM
easat-8810	2	2	,	,	PUNCT
easat-8810	2	3	no	no	INTJ
easat-8810	2	4	.	.	NOUN
easat-8810	2	5	7	7	NUM
easat-8810	2	6	,	,	PUNCT
easat-8810	2	7	1072	1072	NUM
easat-8810	2	8	-	-	SYM
easat-8810	2	9	1090	1090	NUM
easat-8810	2	10	2025	2025	NUM
easat-8810	2	11	publisher	publisher	NOUN
easat-8810	2	12	:	:	PUNCT
easat-8810	2	13	learning	learn	VERB
easat-8810	2	14	gate	gate	NOUN
easat-8810	2	15	doi	doi	PROPN
easat-8810	2	16	:	:	PUNCT
easat-8810	2	17	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	2	18	©	©	PROPN
easat-8810	2	19	2025	2025	NUM
easat-8810	2	20	by	by	ADP
easat-8810	2	21	the	the	DET
easat-8810	2	22	authors	author	NOUN
easat-8810	2	23	;	;	PUNCT
easat-8810	2	24	licensee	licensee	PROPN
easat-8810	2	25	learning	learning	NOUN
easat-8810	2	26	gate	gate	NOUN
easat-8810	3	1	©	©	PROPN
easat-8810	3	2	2025	2025	NUM
easat-8810	3	3	by	by	ADP
easat-8810	3	4	the	the	DET
easat-8810	3	5	authors	author	NOUN
easat-8810	3	6	;	;	PUNCT
easat-8810	3	7	licensee	licensee	PROPN
easat-8810	3	8	learning	learning	NOUN
easat-8810	3	9	gate	gate	NOUN
easat-8810	3	10	history	history	NOUN
easat-8810	3	11	:	:	PUNCT
easat-8810	3	12	received	receive	VERB
easat-8810	3	13	:	:	PUNCT
easat-8810	3	14	7	7	NUM
easat-8810	3	15	may	may	PROPN
easat-8810	3	16	2025	2025	NUM
easat-8810	3	17	;	;	PUNCT
easat-8810	3	18	revised	revise	VERB
easat-8810	3	19	:	:	PUNCT
easat-8810	3	20	24	24	NUM
easat-8810	3	21	june	june	PROPN
easat-8810	3	22	2025	2025	NUM
easat-8810	3	23	;	;	PUNCT
easat-8810	3	24	accepted	accept	VERB
easat-8810	3	25	:	:	PUNCT
easat-8810	3	26	27	27	NUM
easat-8810	3	27	june	june	PROPN
easat-8810	3	28	2025	2025	NUM
easat-8810	3	29	;	;	PUNCT
easat-8810	3	30	published	publish	VERB
easat-8810	3	31	:	:	PUNCT
easat-8810	3	32	12	12	NUM
easat-8810	3	33	july	july	PROPN
easat-8810	3	34	2025	2025	NUM
easat-8810	3	35	*	*	PUNCT
easat-8810	3	36	correspondence	correspondence	NOUN
easat-8810	3	37	:	:	PUNCT
easat-8810	4	1	dienkhanh06@gmail.com	dienkhanh06@gmail.com	X
easat-8810	4	2	integrating	integrate	VERB
easat-8810	4	3	reasoning	reasoning	NOUN
easat-8810	4	4	into	into	ADP
easat-8810	4	5	large	large	ADJ
easat-8810	4	6	language	language	NOUN
easat-8810	4	7	models	model	NOUN
easat-8810	4	8	:	:	PUNCT
easat-8810	4	9	a	a	DET
easat-8810	4	10	major	major	ADJ
easat-8810	4	11	step	step	NOUN
easat-8810	4	12	toward	toward	ADP
easat-8810	4	13	truthful	truthful	ADJ
easat-8810	4	14	ai	ai	PROPN
easat-8810	4	15	nguyen	nguyen	PROPN
easat-8810	4	16	duc	duc	PROPN
easat-8810	4	17	xuan1	xuan1	PROPN
easat-8810	4	18	,	,	PUNCT
easat-8810	4	19	pham	pham	PROPN
easat-8810	4	20	van	van	PROPN
easat-8810	4	21	khanh2	khanh2	PROPN
easat-8810	4	22	,	,	PUNCT
easat-8810	4	23	do	do	AUX
easat-8810	4	24	thi	thi	VERB
easat-8810	4	25	loan2	loan2	PROPN
easat-8810	4	26	,	,	PUNCT
easat-8810	4	27	le	le	PROPN
easat-8810	4	28	thi	thi	VERB
easat-8810	4	29	thuy	thuy	PROPN
easat-8810	4	30	giang2	giang2	PROPN
easat-8810	4	31	*	*	PROPN
easat-8810	4	32	1vnu	1vnu	NUM
easat-8810	4	33	universtity	universtity	NOUN
easat-8810	4	34	of	of	ADP
easat-8810	4	35	economic	economic	ADJ
easat-8810	4	36	and	and	CCONJ
easat-8810	4	37	business	business	NOUN
easat-8810	4	38	;	;	PUNCT
easat-8810	4	39	144	144	NUM
easat-8810	4	40	xuan	xuan	PROPN
easat-8810	4	41	thuy	thuy	PROPN
easat-8810	4	42	street	street	PROPN
easat-8810	4	43	,	,	PUNCT
easat-8810	4	44	caugiay	caugiay	ADJ
easat-8810	4	45	district	district	NOUN
easat-8810	4	46	,	,	PUNCT
easat-8810	4	47	ha	ha	INTJ
easat-8810	4	48	noi	noi	PROPN
easat-8810	4	49	,	,	PUNCT
easat-8810	4	50	vietnam	vietnam	PROPN
easat-8810	4	51	;	;	PUNCT
easat-8810	4	52	nguyenducxuan@vnu.edu.vn	nguyenducxuan@vnu.edu.vn	ADJ
easat-8810	4	53	(	(	PUNCT
easat-8810	4	54	n.d.x	n.d.x	NOUN
easat-8810	4	55	.	.	PUNCT
easat-8810	4	56	)	)	PUNCT
easat-8810	4	57	.	.	PUNCT
easat-8810	5	1	2institute	2institute	NUM
easat-8810	5	2	of	of	ADP
easat-8810	5	3	information	information	NOUN
easat-8810	5	4	technology	technology	PROPN
easat-8810	5	5	vietnam	vietnam	PROPN
easat-8810	5	6	academy	academy	PROPN
easat-8810	5	7	of	of	ADP
easat-8810	5	8	science	science	PROPN
easat-8810	5	9	&	&	CCONJ
easat-8810	5	10	technology	technology	PROPN
easat-8810	5	11	;	;	PUNCT
easat-8810	5	12	khanhvietdm@gmail.com	khanhvietdm@gmail.com	X
easat-8810	5	13	(	(	PUNCT
easat-8810	5	14	p.v.k	p.v.k	ADJ
easat-8810	5	15	.	.	PUNCT
easat-8810	5	16	)	)	PUNCT
easat-8810	6	1	loandt.ioit@gmail.com	loandt.ioit@gmail.com	X
easat-8810	6	2	(	(	PUNCT
easat-8810	6	3	d.t.l	d.t.l	NOUN
easat-8810	6	4	.	.	PUNCT
easat-8810	6	5	)	)	PUNCT
easat-8810	7	1	dienkhanh06@gmail.com	dienkhanh06@gmail.com	X
easat-8810	7	2	(	(	PUNCT
easat-8810	7	3	l.t.t.g	l.t.t.g	PROPN
easat-8810	7	4	.	.	PUNCT
easat-8810	7	5	)	)	PUNCT
easat-8810	7	6	.	.	PUNCT
easat-8810	8	1	abstract	abstract	ADV
easat-8810	8	2	:	:	PUNCT
easat-8810	8	3	this	this	DET
easat-8810	8	4	study	study	NOUN
easat-8810	8	5	investigates	investigate	VERB
easat-8810	8	6	the	the	DET
easat-8810	8	7	approach	approach	NOUN
easat-8810	8	8	of	of	ADP
easat-8810	8	9	integrating	integrate	VERB
easat-8810	8	10	reasoning	reasoning	NOUN
easat-8810	8	11	into	into	ADP
easat-8810	8	12	the	the	DET
easat-8810	8	13	outputs	output	NOUN
easat-8810	8	14	of	of	ADP
easat-8810	8	15	large	large	ADJ
easat-8810	8	16	language	language	NOUN
easat-8810	8	17	models	model	NOUN
easat-8810	8	18	(	(	PUNCT
easat-8810	8	19	llms	llm	NOUN
easat-8810	8	20	)	)	PUNCT
easat-8810	8	21	—	—	PUNCT
easat-8810	8	22	combining	combine	VERB
easat-8810	8	23	logical	logical	ADJ
easat-8810	8	24	inference	inference	NOUN
easat-8810	8	25	techniques	technique	NOUN
easat-8810	8	26	with	with	ADP
easat-8810	8	27	knowledge	knowledge	NOUN
easat-8810	8	28	retrieval	retrieval	NOUN
easat-8810	8	29	—	—	PUNCT
easat-8810	8	30	to	to	PART
easat-8810	8	31	enhance	enhance	VERB
easat-8810	8	32	their	their	PRON
easat-8810	8	33	alignment	alignment	NOUN
easat-8810	8	34	with	with	ADP
easat-8810	8	35	truth	truth	NOUN
easat-8810	8	36	.	.	PUNCT
easat-8810	9	1	we	we	PRON
easat-8810	9	2	begin	begin	VERB
easat-8810	9	3	by	by	ADP
easat-8810	9	4	analyzing	analyze	VERB
easat-8810	9	5	the	the	DET
easat-8810	9	6	statistical	statistical	ADJ
easat-8810	9	7	foundations	foundation	NOUN
easat-8810	9	8	of	of	ADP
easat-8810	9	9	llms	llm	NOUN
easat-8810	9	10	,	,	PUNCT
easat-8810	9	11	which	which	PRON
easat-8810	9	12	operate	operate	VERB
easat-8810	9	13	as	as	ADP
easat-8810	9	14	probabilistic	probabilistic	ADJ
easat-8810	9	15	text	text	NOUN
easat-8810	9	16	generators	generator	NOUN
easat-8810	9	17	based	base	VERB
easat-8810	9	18	on	on	ADP
easat-8810	9	19	markovian	markovian	ADJ
easat-8810	9	20	assumptions	assumption	NOUN
easat-8810	9	21	without	without	ADP
easat-8810	9	22	genuine	genuine	ADJ
easat-8810	9	23	semantic	semantic	ADJ
easat-8810	9	24	understanding	understanding	NOUN
easat-8810	9	25	.	.	PUNCT
easat-8810	10	1	next	next	ADV
easat-8810	10	2	,	,	PUNCT
easat-8810	10	3	we	we	PRON
easat-8810	10	4	discuss	discuss	VERB
easat-8810	10	5	the	the	DET
easat-8810	10	6	conceptual	conceptual	ADJ
easat-8810	10	7	framework	framework	NOUN
easat-8810	10	8	of	of	ADP
easat-8810	10	9	'	'	PUNCT
easat-8810	10	10	truth	truth	NOUN
easat-8810	10	11	'	'	PUNCT
easat-8810	10	12	in	in	ADP
easat-8810	10	13	the	the	DET
easat-8810	10	14	ai	ai	ADJ
easat-8810	10	15	context	context	NOUN
easat-8810	10	16	,	,	PUNCT
easat-8810	10	17	differentiating	differentiate	VERB
easat-8810	10	18	between	between	ADP
easat-8810	10	19	descriptive	descriptive	ADJ
easat-8810	10	20	truth	truth	NOUN
easat-8810	10	21	(	(	PUNCT
easat-8810	10	22	objective	objective	ADJ
easat-8810	10	23	correctness	correctness	NOUN
easat-8810	10	24	)	)	PUNCT
easat-8810	10	25	,	,	PUNCT
easat-8810	10	26	pragmatic	pragmatic	ADJ
easat-8810	10	27	truth	truth	NOUN
easat-8810	10	28	(	(	PUNCT
easat-8810	10	29	contextual	contextual	ADJ
easat-8810	10	30	utility	utility	NOUN
easat-8810	10	31	)	)	PUNCT
easat-8810	10	32	,	,	PUNCT
easat-8810	10	33	and	and	CCONJ
easat-8810	10	34	verifiable	verifiable	ADJ
easat-8810	10	35	knowledge	knowledge	NOUN
easat-8810	10	36	(	(	PUNCT
easat-8810	10	37	information	information	NOUN
easat-8810	10	38	supported	support	VERB
easat-8810	10	39	by	by	ADP
easat-8810	10	40	independent	independent	ADJ
easat-8810	10	41	evidence	evidence	NOUN
easat-8810	10	42	)	)	PUNCT
easat-8810	10	43	.	.	PUNCT
easat-8810	11	1	we	we	PRON
easat-8810	11	2	examine	examine	VERB
easat-8810	11	3	advanced	advanced	ADJ
easat-8810	11	4	reasoning	reasoning	NOUN
easat-8810	11	5	techniques	technique	NOUN
easat-8810	11	6	—	—	PUNCT
easat-8810	11	7	from	from	ADP
easat-8810	11	8	chain	chain	NOUN
easat-8810	11	9	-	-	PUNCT
easat-8810	11	10	of	of	ADP
easat-8810	11	11	-	-	PUNCT
easat-8810	11	12	thought	thought	NOUN
easat-8810	11	13	[	[	X
easat-8810	11	14	1	1	NUM
easat-8810	11	15	]	]	PUNCT
easat-8810	11	16	,	,	PUNCT
easat-8810	11	17	tree	tree	NOUN
easat-8810	11	18	-	-	PUNCT
easat-8810	11	19	of	of	ADP
easat-8810	11	20	-	-	PUNCT
easat-8810	11	21	thought	thought	NOUN
easat-8810	11	22	[	[	X
easat-8810	11	23	2	2	NUM
easat-8810	11	24	]	]	PUNCT
easat-8810	11	25	,	,	PUNCT
easat-8810	11	26	retrieval	retrieval	NOUN
easat-8810	11	27	-augmented	-augmente	VERB
easat-8810	11	28	generation	generation	NOUN
easat-8810	11	29	[	[	X
easat-8810	11	30	3	3	NUM
easat-8810	11	31	]	]	PUNCT
easat-8810	11	32	,	,	PUNCT
easat-8810	11	33	to	to	ADP
easat-8810	11	34	self	self	NOUN
easat-8810	11	35	-	-	PUNCT
easat-8810	11	36	critique	critique	NOUN
easat-8810	11	37	models	model	NOUN
easat-8810	11	38	like	like	ADP
easat-8810	11	39	criticgpt	criticgpt	NOUN
easat-8810	11	40	[	[	X
easat-8810	11	41	4	4	X
easat-8810	11	42	]	]	PUNCT
easat-8810	11	43	that	that	PRON
easat-8810	11	44	move	move	VERB
easat-8810	11	45	llms	llm	NOUN
easat-8810	11	46	closer	close	ADV
easat-8810	11	47	to	to	AUX
easat-8810	11	48	verified	verify	VERB
easat-8810	11	49	knowledge	knowledge	NOUN
easat-8810	11	50	and	and	CCONJ
easat-8810	11	51	mitigate	mitigate	VERB
easat-8810	11	52	hallucination	hallucination	NOUN
easat-8810	11	53	tendencies	tendency	NOUN
easat-8810	11	54	.	.	PUNCT
easat-8810	12	1	the	the	DET
easat-8810	12	2	paper	paper	NOUN
easat-8810	12	3	also	also	ADV
easat-8810	12	4	explores	explore	VERB
easat-8810	12	5	the	the	DET
easat-8810	12	6	philosophical	philosophical	ADJ
easat-8810	12	7	implications	implication	NOUN
easat-8810	12	8	:	:	PUNCT
easat-8810	12	9	can	can	AUX
easat-8810	12	10	modern	modern	ADJ
easat-8810	12	11	llms	llm	NOUN
easat-8810	12	12	,	,	PUNCT
easat-8810	12	13	equipped	equip	VERB
easat-8810	12	14	with	with	ADP
easat-8810	12	15	reasoning	reasoning	NOUN
easat-8810	12	16	capacities	capacity	NOUN
easat-8810	12	17	,	,	PUNCT
easat-8810	12	18	be	be	AUX
easat-8810	12	19	considered	consider	VERB
easat-8810	12	20	'	'	PUNCT
easat-8810	12	21	fallible	fallible	ADJ
easat-8810	12	22	cognitive	cognitive	ADJ
easat-8810	12	23	agents	agent	NOUN
easat-8810	12	24	'	'	PART
easat-8810	12	25	akin	akin	ADJ
easat-8810	12	26	to	to	ADP
easat-8810	12	27	humans	human	NOUN
easat-8810	12	28	in	in	ADP
easat-8810	12	29	their	their	PRON
easat-8810	12	30	capacity	capacity	NOUN
easat-8810	12	31	for	for	ADP
easat-8810	12	32	error	error	NOUN
easat-8810	12	33	correction	correction	NOUN
easat-8810	12	34	and	and	CCONJ
easat-8810	12	35	learning	learn	VERB
easat-8810	12	36	-or	-or	NOUN
easat-8810	12	37	are	be	AUX
easat-8810	12	38	they	they	PRON
easat-8810	12	39	merely	merely	ADV
easat-8810	12	40	stochastic	stochastic	ADJ
easat-8810	12	41	parrots	parrot	NOUN
easat-8810	12	42	mimicking	mimic	VERB
easat-8810	12	43	language	language	NOUN
easat-8810	12	44	without	without	ADP
easat-8810	12	45	true	true	ADJ
easat-8810	12	46	understanding	understanding	NOUN
easat-8810	12	47	?	?	PUNCT
easat-8810	13	1	finally	finally	ADV
easat-8810	13	2	,	,	PUNCT
easat-8810	13	3	we	we	PRON
easat-8810	13	4	open	open	VERB
easat-8810	13	5	a	a	DET
easat-8810	13	6	discussion	discussion	NOUN
easat-8810	13	7	on	on	ADP
easat-8810	13	8	the	the	DET
easat-8810	13	9	risks	risk	NOUN
easat-8810	13	10	,	,	PUNCT
easat-8810	13	11	limitations	limitation	NOUN
easat-8810	13	12	,	,	PUNCT
easat-8810	13	13	and	and	CCONJ
easat-8810	13	14	ethical	ethical	ADJ
easat-8810	13	15	issues	issue	NOUN
easat-8810	13	16	involved	involve	VERB
easat-8810	13	17	in	in	ADP
easat-8810	13	18	deploying	deploy	VERB
easat-8810	13	19	reasoning	reasoning	NOUN
easat-8810	13	20	-	-	PUNCT
easat-8810	13	21	integrated	integrate	VERB
easat-8810	13	22	ai	ai	NOUN
easat-8810	13	23	systems	system	NOUN
easat-8810	13	24	,	,	PUNCT
easat-8810	13	25	connecting	connect	VERB
easat-8810	13	26	them	they	PRON
easat-8810	13	27	with	with	ADP
easat-8810	13	28	contemporary	contemporary	ADJ
easat-8810	13	29	philosophical	philosophical	ADJ
easat-8810	13	30	currents	current	NOUN
easat-8810	13	31	such	such	ADJ
easat-8810	13	32	as	as	ADP
easat-8810	13	33	pragmatism	pragmatism	NOUN
easat-8810	13	34	,	,	PUNCT
easat-8810	13	35	anti	anti	ADJ
easat-8810	13	36	-	-	ADJ
easat-8810	13	37	realism	realism	NOUN
easat-8810	13	38	,	,	PUNCT
easat-8810	13	39	and	and	CCONJ
easat-8810	13	40	behaviorist	behaviorist	VERB
easat-8810	13	41	perspectives	perspective	NOUN
easat-8810	13	42	in	in	ADP
easat-8810	13	43	evaluating	evaluate	VERB
easat-8810	13	44	artificial	artificial	ADJ
easat-8810	13	45	intelligence	intelligence	NOUN
easat-8810	13	46	.	.	PUNCT
easat-8810	14	1	keywords	keyword	NOUN
easat-8810	14	2	:	:	PUNCT
easat-8810	14	3	chain	chain	NOUN
easat-8810	14	4	-	-	PUNCT
easat-8810	14	5	of	of	ADP
easat-8810	14	6	-	-	PUNCT
easat-8810	14	7	thought	thought	NOUN
easat-8810	14	8	,	,	PUNCT
easat-8810	14	9	epistemic	epistemic	ADJ
easat-8810	14	10	and	and	CCONJ
easat-8810	14	11	ethical	ethical	ADJ
easat-8810	14	12	ai	ai	NOUN
easat-8810	14	13	,	,	PUNCT
easat-8810	14	14	large	large	ADJ
easat-8810	14	15	language	language	NOUN
easat-8810	14	16	models	model	NOUN
easat-8810	14	17	,	,	PUNCT
easat-8810	14	18	reasoning	reasoning	NOUN
easat-8810	14	19	integration	integration	NOUN
easat-8810	14	20	,	,	PUNCT
easat-8810	14	21	retrievalaugmented	retrievalaugmente	VERB
easat-8810	14	22	generation	generation	NOUN
easat-8810	14	23	,	,	PUNCT
easat-8810	14	24	tree	tree	NOUN
easat-8810	14	25	-	-	PUNCT
easat-8810	14	26	of	of	ADP
easat-8810	14	27	-	-	PUNCT
easat-8810	14	28	thought	thought	NOUN
easat-8810	14	29	,	,	PUNCT
easat-8810	14	30	truthfulness	truthfulness	ADJ
easat-8810	14	31	in	in	ADP
easat-8810	14	32	ai	ai	PROPN
easat-8810	14	33	.	.	PROPN
easat-8810	14	34	1	1	X
easat-8810	14	35	.	.	X
easat-8810	14	36	introduction	introduction	NOUN
easat-8810	14	37	large	large	ADJ
easat-8810	14	38	language	language	NOUN
easat-8810	14	39	models	model	NOUN
easat-8810	14	40	(	(	PUNCT
easat-8810	14	41	llms	llm	NOUN
easat-8810	14	42	)	)	PUNCT
easat-8810	14	43	,	,	PUNCT
easat-8810	14	44	such	such	ADJ
easat-8810	14	45	as	as	ADP
easat-8810	14	46	gpt-3	gpt-3	NUM
easat-8810	14	47	and	and	CCONJ
easat-8810	14	48	gpt-4	gpt-4	PRON
easat-8810	14	49	,	,	PUNCT
easat-8810	14	50	have	have	AUX
easat-8810	14	51	demonstrated	demonstrate	VERB
easat-8810	14	52	impressive	impressive	ADJ
easat-8810	14	53	achievements	achievement	NOUN
easat-8810	14	54	in	in	ADP
easat-8810	14	55	generating	generate	VERB
easat-8810	14	56	and	and	CCONJ
easat-8810	14	57	understanding	understand	VERB
easat-8810	14	58	natural	natural	ADJ
easat-8810	14	59	language	language	NOUN
easat-8810	14	60	,	,	PUNCT
easat-8810	14	61	primarily	primarily	ADV
easat-8810	14	62	due	due	ADP
easat-8810	14	63	to	to	ADP
easat-8810	14	64	extensive	extensive	ADJ
easat-8810	14	65	training	training	NOUN
easat-8810	14	66	on	on	ADP
easat-8810	14	67	massive	massive	ADJ
easat-8810	14	68	text	text	NOUN
easat-8810	14	69	corpora	corpora	NOUN
easat-8810	14	70	.	.	PUNCT
easat-8810	15	1	however	however	ADV
easat-8810	15	2	,	,	PUNCT
easat-8810	15	3	their	their	PRON
easat-8810	15	4	capabilities	capability	NOUN
easat-8810	15	5	fundamentally	fundamentally	ADV
easat-8810	15	6	rely	rely	VERB
easat-8810	15	7	on	on	ADP
easat-8810	15	8	statistical	statistical	ADJ
easat-8810	15	9	emulation	emulation	NOUN
easat-8810	15	10	of	of	ADP
easat-8810	15	11	language	language	NOUN
easat-8810	15	12	patterns	pattern	NOUN
easat-8810	15	13	rather	rather	ADV
easat-8810	15	14	than	than	ADP
easat-8810	15	15	genuine	genuine	ADJ
easat-8810	15	16	comprehension	comprehension	NOUN
easat-8810	15	17	of	of	ADP
easat-8810	15	18	the	the	DET
easat-8810	15	19	world	world	NOUN
easat-8810	15	20	.	.	PUNCT
easat-8810	16	1	indeed	indeed	ADV
easat-8810	16	2	,	,	PUNCT
easat-8810	16	3	an	an	DET
easat-8810	16	4	llm	llm	NOUN
easat-8810	16	5	essentially	essentially	ADV
easat-8810	16	6	functions	function	NOUN
easat-8810	16	7	as	as	ADP
easat-8810	16	8	a	a	DET
easat-8810	16	9	probabilistic	probabilistic	ADJ
easat-8810	16	10	model	model	NOUN
easat-8810	16	11	predicting	predict	VERB
easat-8810	16	12	the	the	DET
easat-8810	16	13	next	next	ADJ
easat-8810	16	14	word	word	NOUN
easat-8810	16	15	based	base	VERB
easat-8810	16	16	on	on	ADP
easat-8810	16	17	a	a	DET
easat-8810	16	18	sequence	sequence	NOUN
easat-8810	16	19	of	of	ADP
easat-8810	16	20	previous	previous	ADJ
easat-8810	16	21	words	word	NOUN
easat-8810	16	22	.	.	PUNCT
easat-8810	17	1	in	in	ADP
easat-8810	17	2	other	other	ADJ
easat-8810	17	3	words	word	NOUN
easat-8810	17	4	,	,	PUNCT
easat-8810	17	5	it	it	PRON
easat-8810	17	6	operates	operate	VERB
easat-8810	17	7	as	as	ADP
easat-8810	17	8	an	an	DET
easat-8810	17	9	extended	extended	ADJ
easat-8810	17	10	markov	markov	NOUN
easat-8810	17	11	model	model	NOUN
easat-8810	17	12	,	,	PUNCT
easat-8810	17	13	estimating	estimate	VERB
easat-8810	17	14	the	the	DET
easat-8810	17	15	probability	probability	NOUN
easat-8810	17	16	of	of	ADP
easat-8810	17	17	a	a	DET
easat-8810	17	18	word	word	NOUN
easat-8810	17	19	sequence	sequence	NOUN
easat-8810	17	20	1	1	NUM
easat-8810	17	21	2	2	NUM
easat-8810	17	22	,	,	PUNCT
easat-8810	17	23	,	,	PUNCT
easat-8810	17	24	...	...	PUNCT
easat-8810	17	25	,	,	PUNCT
easat-8810	17	26	nw	nw	PROPN
easat-8810	17	27	w	w	PROPN
easat-8810	17	28	w	w	PROPN
easat-8810	17	29	by	by	ADP
easat-8810	17	30	multiplying	multiply	VERB
easat-8810	17	31	conditional	conditional	ADJ
easat-8810	17	32	probabilities	probability	NOUN
easat-8810	17	33	1	1	NUM
easat-8810	17	34	2	2	NUM
easat-8810	17	35	1	1	NUM
easat-8810	17	36	1	1	NUM
easat-8810	17	37	1	1	NUM
easat-8810	17	38	(	(	PUNCT
easat-8810	17	39	)	)	PUNCT
easat-8810	17	40	(	(	PUNCT
easat-8810	17	41	|	|	ADV
easat-8810	17	42	)	)	PUNCT
easat-8810	17	43	...	...	PUNCT
easat-8810	18	1	(	(	PUNCT
easat-8810	18	2	|	|	ADV
easat-8810	18	3	,	,	PUNCT
easat-8810	18	4	...	...	PUNCT
easat-8810	18	5	,	,	PUNCT
easat-8810	18	6	)	)	PUNCT
easat-8810	18	7	n	n	CCONJ
easat-8810	19	1	np	np	INTJ
easat-8810	20	1	w	w	NOUN
easat-8810	20	2	p	p	X
easat-8810	20	3	w	w	PROPN
easat-8810	20	4	w	w	PROPN
easat-8810	20	5	p	p	PROPN
easat-8810	20	6	w	w	PROPN
easat-8810	20	7	w	w	PROPN
easat-8810	20	8	w	w	ADP
easat-8810	20	9	−	−	VERB
easat-8810	20	10			PROPN
easat-8810	20	11			PROPN
easat-8810	20	12	[	[	X
easat-8810	20	13	5	5	NUM
easat-8810	20	14	]	]	PUNCT
easat-8810	20	15	.	.	PUNCT
easat-8810	21	1	this	this	DET
easat-8810	21	2	intrinsic	intrinsic	ADJ
easat-8810	21	3	"	"	PUNCT
easat-8810	21	4	statistical	statistical	ADJ
easat-8810	21	5	continuity	continuity	NOUN
easat-8810	21	6	"	"	PUNCT
easat-8810	21	7	nature	nature	NOUN
easat-8810	21	8	often	often	ADV
easat-8810	21	9	leads	lead	VERB
easat-8810	21	10	to	to	ADP
easat-8810	21	11	llms	llm	NOUN
easat-8810	21	12	being	be	AUX
easat-8810	21	13	metaphorically	metaphorically	ADV
easat-8810	21	14	referred	refer	VERB
easat-8810	21	15	to	to	ADP
easat-8810	21	16	as	as	ADP
easat-8810	21	17	"	"	PUNCT
easat-8810	21	18	stochastic	stochastic	ADJ
easat-8810	21	19	parrots	parrot	NOUN
easat-8810	21	20	,	,	PUNCT
easat-8810	21	21	"	"	PUNCT
easat-8810	21	22	producing	produce	VERB
easat-8810	21	23	plausible	plausible	ADV
easat-8810	21	24	-	-	PUNCT
easat-8810	21	25	sounding	sound	VERB
easat-8810	21	26	language	language	NOUN
easat-8810	21	27	without	without	ADP
easat-8810	21	28	true	true	ADJ
easat-8810	21	29	semantic	semantic	ADJ
easat-8810	21	30	understanding	understanding	NOUN
easat-8810	21	31	.	.	PUNCT
easat-8810	22	1	indeed	indeed	ADV
easat-8810	22	2	,	,	PUNCT
easat-8810	22	3	language	language	NOUN
easat-8810	22	4	models	model	NOUN
easat-8810	22	5	predict	predict	VERB
easat-8810	22	6	words	word	NOUN
easat-8810	22	7	but	but	CCONJ
easat-8810	22	8	do	do	AUX
easat-8810	22	9	not	not	PART
easat-8810	22	10	necessarily	necessarily	ADV
easat-8810	22	11	guarantee	guarantee	VERB
easat-8810	22	12	factual	factual	ADJ
easat-8810	22	13	correctness	correctness	NOUN
easat-8810	22	14	.	.	PUNCT
easat-8810	23	1	consequently	consequently	ADV
easat-8810	23	2	,	,	PUNCT
easat-8810	23	3	llms	llm	NOUN
easat-8810	23	4	may	may	AUX
easat-8810	23	5	confidently	confidently	ADV
easat-8810	23	6	generate	generate	VERB
easat-8810	23	7	seemingly	seemingly	ADV
easat-8810	23	8	persuasive	persuasive	ADJ
easat-8810	23	9	information	information	NOUN
easat-8810	23	10	that	that	PRON
easat-8810	23	11	is	be	AUX
easat-8810	23	12	entirely	entirely	ADV
easat-8810	23	13	factually	factually	ADV
easat-8810	23	14	incorrect	incorrect	ADJ
easat-8810	23	15	because	because	SCONJ
easat-8810	23	16	they	they	PRON
easat-8810	23	17	lack	lack	VERB
easat-8810	23	18	an	an	DET
easat-8810	23	19	internal	internal	ADJ
easat-8810	23	20	verification	verification	NOUN
easat-8810	23	21	mechanism	mechanism	NOUN
easat-8810	23	22	.	.	PUNCT
easat-8810	24	1	https://orcid.org/0009-0003-9462-2811	https://orcid.org/0009-0003-9462-2811	PROPN
easat-8810	24	2	https://orcid.org/0000-0002-0227-4254	https://orcid.org/0000-0002-0227-4254	PROPN
easat-8810	24	3	https://orcid.org/0009-0006-8632-4349	https://orcid.org/0009-0006-8632-4349	PROPN
easat-8810	24	4	1073	1073	NUM
easat-8810	24	5	edelweiss	edelweiss	PROPN
easat-8810	24	6	applied	apply	VERB
easat-8810	24	7	science	science	NOUN
easat-8810	24	8	and	and	CCONJ
easat-8810	24	9	technology	technology	NOUN
easat-8810	24	10	issn	issn	PROPN
easat-8810	24	11	:	:	PUNCT
easat-8810	24	12	2576	2576	NUM
easat-8810	24	13	-	-	SYM
easat-8810	24	14	8484	8484	NUM
easat-8810	24	15	vol	vol	NOUN
easat-8810	24	16	.	.	PROPN
easat-8810	25	1	9	9	NUM
easat-8810	25	2	,	,	PUNCT
easat-8810	25	3	no	no	INTJ
easat-8810	25	4	.	.	NOUN
easat-8810	25	5	7	7	NUM
easat-8810	25	6	:	:	SYM
easat-8810	25	7	1072	1072	NUM
easat-8810	25	8	-	-	SYM
easat-8810	25	9	1090	1090	NUM
easat-8810	25	10	,	,	PUNCT
easat-8810	25	11	2025	2025	NUM
easat-8810	25	12	doi	doi	NOUN
easat-8810	25	13	:	:	PUNCT
easat-8810	25	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	25	15	©	©	PROPN
easat-8810	25	16	2025	2025	NUM
easat-8810	25	17	by	by	ADP
easat-8810	25	18	the	the	DET
easat-8810	25	19	authors	author	NOUN
easat-8810	25	20	;	;	PUNCT
easat-8810	25	21	licensee	licensee	PROPN
easat-8810	25	22	learning	learning	NOUN
easat-8810	25	23	gate	gate	VERB
easat-8810	25	24	the	the	DET
easat-8810	25	25	issue	issue	NOUN
easat-8810	25	26	of	of	ADP
easat-8810	25	27	hallucinations	hallucination	NOUN
easat-8810	25	28	when	when	SCONJ
easat-8810	25	29	a	a	DET
easat-8810	25	30	model	model	NOUN
easat-8810	25	31	confidently	confidently	ADV
easat-8810	25	32	provides	provide	VERB
easat-8810	25	33	nonexistent	nonexistent	ADJ
easat-8810	25	34	or	or	CCONJ
easat-8810	25	35	fabricated	fabricate	VERB
easat-8810	25	36	information	information	NOUN
easat-8810	25	37	has	have	AUX
easat-8810	25	38	raised	raise	VERB
easat-8810	25	39	the	the	DET
easat-8810	25	40	crucial	crucial	ADJ
easat-8810	25	41	question	question	NOUN
easat-8810	25	42	:	:	PUNCT
easat-8810	25	43	how	how	SCONJ
easat-8810	25	44	can	can	AUX
easat-8810	25	45	language	language	NOUN
easat-8810	25	46	models	model	NOUN
easat-8810	25	47	be	be	AUX
easat-8810	25	48	guided	guide	VERB
easat-8810	25	49	closer	close	ADV
easat-8810	25	50	to	to	AUX
easat-8810	25	51	truthfulness	truthfulness	ADJ
easat-8810	25	52	?	?	PUNCT
easat-8810	26	1	this	this	DET
easat-8810	26	2	challenge	challenge	NOUN
easat-8810	26	3	extends	extend	VERB
easat-8810	26	4	beyond	beyond	ADP
easat-8810	26	5	technical	technical	ADJ
easat-8810	26	6	dimensions	dimension	NOUN
easat-8810	26	7	,	,	PUNCT
easat-8810	26	8	raising	raise	VERB
easat-8810	26	9	profound	profound	ADJ
easat-8810	26	10	philosophical	philosophical	ADJ
easat-8810	26	11	questions	question	NOUN
easat-8810	26	12	.	.	PUNCT
easat-8810	27	1	the	the	DET
easat-8810	27	2	concept	concept	NOUN
easat-8810	27	3	of	of	ADP
easat-8810	27	4	"	"	PUNCT
easat-8810	27	5	truth	truth	NOUN
easat-8810	27	6	"	"	PUNCT
easat-8810	27	7	in	in	ADP
easat-8810	27	8	the	the	DET
easat-8810	27	9	context	context	NOUN
easat-8810	27	10	of	of	ADP
easat-8810	27	11	ai	ai	NOUN
easat-8810	27	12	must	must	AUX
easat-8810	27	13	be	be	AUX
easat-8810	27	14	dissected	dissect	VERB
easat-8810	27	15	:	:	PUNCT
easat-8810	27	16	does	do	VERB
easat-8810	27	17	"	"	PUNCT
easat-8810	27	18	truth	truth	NOUN
easat-8810	27	19	"	"	PUNCT
easat-8810	27	20	for	for	ADP
easat-8810	27	21	an	an	DET
easat-8810	27	22	ai	ai	NOUN
easat-8810	27	23	equate	equate	NOUN
easat-8810	27	24	to	to	ADP
easat-8810	27	25	objective	objective	ADJ
easat-8810	27	26	accuracy	accuracy	NOUN
easat-8810	27	27	(	(	PUNCT
easat-8810	27	28	descriptive	descriptive	ADJ
easat-8810	27	29	/	/	SYM
easat-8810	27	30	correspondence	correspondence	NOUN
easat-8810	27	31	truth	truth	NOUN
easat-8810	27	32	)	)	PUNCT
easat-8810	27	33	?	?	PUNCT
easat-8810	28	1	or	or	CCONJ
easat-8810	28	2	should	should	AUX
easat-8810	28	3	an	an	DET
easat-8810	28	4	ai	ai	VERB
easat-8810	28	5	’s	’s	PART
easat-8810	28	6	response	response	NOUN
easat-8810	28	7	be	be	AUX
easat-8810	28	8	considered	consider	VERB
easat-8810	28	9	"	"	PUNCT
easat-8810	28	10	true	true	ADJ
easat-8810	28	11	"	"	PUNCT
easat-8810	28	12	if	if	SCONJ
easat-8810	28	13	it	it	PRON
easat-8810	28	14	is	be	AUX
easat-8810	28	15	useful	useful	ADJ
easat-8810	28	16	and	and	CCONJ
easat-8810	28	17	persuasive	persuasive	ADJ
easat-8810	28	18	to	to	ADP
easat-8810	28	19	the	the	DET
easat-8810	28	20	user	user	NOUN
easat-8810	28	21	(	(	PUNCT
easat-8810	28	22	pragmatic	pragmatic	ADJ
easat-8810	28	23	success	success	NOUN
easat-8810	28	24	)	)	PUNCT
easat-8810	28	25	?	?	PUNCT
easat-8810	29	1	alternatively	alternatively	ADV
easat-8810	29	2	,	,	PUNCT
easat-8810	29	3	should	should	AUX
easat-8810	29	4	ai	ai	AUX
easat-8810	29	5	strictly	strictly	ADV
easat-8810	29	6	offer	offer	VERB
easat-8810	29	7	verifiable	verifiable	ADJ
easat-8810	29	8	knowledge	knowledge	NOUN
easat-8810	29	9	backed	back	VERB
easat-8810	29	10	by	by	ADP
easat-8810	29	11	clear	clear	ADJ
easat-8810	29	12	evidence	evidence	NOUN
easat-8810	29	13	?	?	PUNCT
easat-8810	30	1	these	these	DET
easat-8810	30	2	questions	question	NOUN
easat-8810	30	3	intersect	intersect	VERB
easat-8810	30	4	various	various	ADJ
easat-8810	30	5	philosophical	philosophical	ADJ
easat-8810	30	6	traditions	tradition	NOUN
easat-8810	30	7	—	—	PUNCT
easat-8810	30	8	from	from	ADP
easat-8810	30	9	pragmatism	pragmatism	NOUN
easat-8810	30	10	,	,	PUNCT
easat-8810	30	11	emphasizing	emphasize	VERB
easat-8810	30	12	utility	utility	NOUN
easat-8810	30	13	and	and	CCONJ
easat-8810	30	14	application	application	NOUN
easat-8810	30	15	of	of	ADP
easat-8810	30	16	knowledge	knowledge	NOUN
easat-8810	30	17	,	,	PUNCT
easat-8810	30	18	to	to	ADP
easat-8810	30	19	anti	anti	ADJ
easat-8810	30	20	-	-	ADJ
easat-8810	30	21	realist	realist	ADJ
easat-8810	30	22	perspectives	perspective	NOUN
easat-8810	30	23	(	(	PUNCT
easat-8810	30	24	post	post	ADJ
easat-8810	30	25	-	-	ADJ
easat-8810	30	26	truth	truth	ADJ
easat-8810	30	27	theories	theory	NOUN
easat-8810	30	28	)	)	PUNCT
easat-8810	30	29	,	,	PUNCT
easat-8810	30	30	skeptical	skeptical	ADJ
easat-8810	30	31	about	about	ADP
easat-8810	30	32	the	the	DET
easat-8810	30	33	existence	existence	NOUN
easat-8810	30	34	of	of	ADP
easat-8810	30	35	a	a	DET
easat-8810	30	36	singular	singular	ADJ
easat-8810	30	37	objective	objective	ADJ
easat-8810	30	38	truth	truth	NOUN
easat-8810	30	39	,	,	PUNCT
easat-8810	30	40	and	and	CCONJ
easat-8810	30	41	cognitive	cognitive	ADJ
easat-8810	30	42	-	-	PUNCT
easat-8810	30	43	behavioral	behavioral	ADJ
easat-8810	30	44	viewpoints	viewpoint	NOUN
easat-8810	30	45	emphasizing	emphasize	VERB
easat-8810	30	46	intelligence	intelligence	NOUN
easat-8810	30	47	assessment	assessment	NOUN
easat-8810	30	48	through	through	ADP
easat-8810	30	49	observable	observable	ADJ
easat-8810	30	50	behavior	behavior	NOUN
easat-8810	30	51	rather	rather	ADV
easat-8810	30	52	than	than	ADP
easat-8810	30	53	internal	internal	ADJ
easat-8810	30	54	mental	mental	ADJ
easat-8810	30	55	states	state	NOUN
easat-8810	30	56	.	.	PUNCT
easat-8810	31	1	fosso	fosso	PROPN
easat-8810	31	2	wamba	wamba	NOUN
easat-8810	31	3	,	,	PUNCT
easat-8810	31	4	et	et	PROPN
easat-8810	31	5	al	al	PROPN
easat-8810	31	6	.	.	PUNCT
easat-8810	32	1	[	[	X
easat-8810	32	2	6	6	NUM
easat-8810	32	3	]	]	PUNCT
easat-8810	32	4	comprehensively	comprehensively	ADV
easat-8810	32	5	analyze	analyze	VERB
easat-8810	32	6	generative	generative	ADJ
easat-8810	32	7	ai	ai	NOUN
easat-8810	32	8	,	,	PUNCT
easat-8810	32	9	particularly	particularly	ADV
easat-8810	32	10	large	large	ADJ
easat-8810	32	11	language	language	NOUN
easat-8810	32	12	models	model	NOUN
easat-8810	32	13	such	such	ADJ
easat-8810	32	14	as	as	ADP
easat-8810	32	15	chatgpt	chatgpt	NOUN
easat-8810	32	16	,	,	PUNCT
easat-8810	32	17	from	from	ADP
easat-8810	32	18	the	the	DET
easat-8810	32	19	perspectives	perspective	NOUN
easat-8810	32	20	of	of	ADP
easat-8810	32	21	information	information	NOUN
easat-8810	32	22	systems	system	NOUN
easat-8810	32	23	and	and	CCONJ
easat-8810	32	24	socio	socio	NOUN
easat-8810	32	25	-	-	PUNCT
easat-8810	32	26	technical	technical	ADJ
easat-8810	32	27	theory	theory	NOUN
easat-8810	32	28	,	,	PUNCT
easat-8810	32	29	highlighting	highlight	VERB
easat-8810	32	30	unique	unique	ADJ
easat-8810	32	31	characteristics	characteristic	NOUN
easat-8810	32	32	and	and	CCONJ
easat-8810	32	33	associated	associated	ADJ
easat-8810	32	34	challenges	challenge	NOUN
easat-8810	32	35	(	(	PUNCT
easat-8810	32	36	including	include	VERB
easat-8810	32	37	potential	potential	ADJ
easat-8810	32	38	negative	negative	ADJ
easat-8810	32	39	impacts	impact	NOUN
easat-8810	32	40	)	)	PUNCT
easat-8810	32	41	,	,	PUNCT
easat-8810	32	42	proposing	propose	VERB
easat-8810	32	43	a	a	DET
easat-8810	32	44	detailed	detailed	ADJ
easat-8810	32	45	research	research	NOUN
easat-8810	32	46	agenda	agenda	NOUN
easat-8810	32	47	for	for	ADP
easat-8810	32	48	information	information	NOUN
easat-8810	32	49	systems	system	NOUN
easat-8810	32	50	to	to	PART
easat-8810	32	51	address	address	VERB
easat-8810	32	52	profound	profound	ADJ
easat-8810	32	53	technological	technological	ADJ
easat-8810	32	54	impacts	impact	NOUN
easat-8810	32	55	.	.	PUNCT
easat-8810	33	1	the	the	DET
easat-8810	33	2	authors	author	NOUN
easat-8810	33	3	underscore	underscore	VERB
easat-8810	33	4	genai	genai	NOUN
easat-8810	33	5	’s	’s	PART
easat-8810	33	6	ability	ability	NOUN
easat-8810	33	7	to	to	PART
easat-8810	33	8	generate	generate	VERB
easat-8810	33	9	creative	creative	ADJ
easat-8810	33	10	content	content	NOUN
easat-8810	33	11	,	,	PUNCT
easat-8810	33	12	contextualize	contextualize	VERB
easat-8810	33	13	human	human	ADJ
easat-8810	33	14	interactions	interaction	NOUN
easat-8810	33	15	,	,	PUNCT
easat-8810	33	16	and	and	CCONJ
easat-8810	33	17	execute	execute	VERB
easat-8810	33	18	knowledge	knowledge	NOUN
easat-8810	33	19	tasks	task	NOUN
easat-8810	33	20	superior	superior	ADJ
easat-8810	33	21	to	to	ADP
easat-8810	33	22	previous	previous	ADJ
easat-8810	33	23	ai	ai	PROPN
easat-8810	33	24	technologies	technology	NOUN
easat-8810	33	25	.	.	PUNCT
easat-8810	34	1	however	however	ADV
easat-8810	34	2	,	,	PUNCT
easat-8810	34	3	genai	genai	PROPN
easat-8810	34	4	’s	’s	PART
easat-8810	34	5	default	default	NOUN
easat-8810	34	6	behavior	behavior	NOUN
easat-8810	34	7	relies	rely	VERB
easat-8810	34	8	on	on	ADP
easat-8810	34	9	statistical	statistical	ADJ
easat-8810	34	10	probabilities	probability	NOUN
easat-8810	34	11	without	without	ADP
easat-8810	34	12	genuine	genuine	ADJ
easat-8810	34	13	understanding	understanding	NOUN
easat-8810	34	14	,	,	PUNCT
easat-8810	34	15	prone	prone	ADJ
easat-8810	34	16	to	to	ADP
easat-8810	34	17	hallucinations	hallucination	NOUN
easat-8810	34	18	and	and	CCONJ
easat-8810	34	19	biases	bias	NOUN
easat-8810	34	20	,	,	PUNCT
easat-8810	34	21	thus	thus	ADV
easat-8810	34	22	posing	pose	VERB
easat-8810	34	23	reliability	reliability	NOUN
easat-8810	34	24	challenges	challenge	NOUN
easat-8810	34	25	.	.	PUNCT
easat-8810	35	1	utilizing	utilize	VERB
easat-8810	35	2	system	system	NOUN
easat-8810	35	3	theory	theory	NOUN
easat-8810	35	4	,	,	PUNCT
easat-8810	35	5	the	the	DET
easat-8810	35	6	article	article	NOUN
easat-8810	35	7	identifies	identify	VERB
easat-8810	35	8	three	three	NUM
easat-8810	35	9	key	key	ADJ
easat-8810	35	10	generative	generative	ADJ
easat-8810	35	11	characteristics	characteristic	NOUN
easat-8810	35	12	of	of	ADP
easat-8810	35	13	genai	genai	ADJ
easat-8810	35	14	:	:	PUNCT
easat-8810	35	15	strong	strong	ADJ
easat-8810	35	16	emergence	emergence	ADJ
easat-8810	35	17	,	,	PUNCT
easat-8810	35	18	novel	novel	ADJ
easat-8810	35	19	creativity	creativity	NOUN
easat-8810	35	20	,	,	PUNCT
easat-8810	35	21	and	and	CCONJ
easat-8810	35	22	independent	independent	ADJ
easat-8810	35	23	system	system	NOUN
easat-8810	35	24	outputs	output	NOUN
easat-8810	35	25	like	like	ADP
easat-8810	35	26	code	code	NOUN
easat-8810	35	27	,	,	PUNCT
easat-8810	35	28	text	text	NOUN
easat-8810	35	29	,	,	PUNCT
easat-8810	35	30	and	and	CCONJ
easat-8810	35	31	images	image	NOUN
easat-8810	35	32	.	.	PUNCT
easat-8810	36	1	concurrently	concurrently	ADV
easat-8810	36	2	,	,	PUNCT
easat-8810	36	3	genai	genai	PROPN
easat-8810	36	4	has	have	VERB
easat-8810	36	5	significant	significant	ADJ
easat-8810	36	6	disruptive	disruptive	ADJ
easat-8810	36	7	potential	potential	ADJ
easat-8810	36	8	impacting	impact	VERB
easat-8810	36	9	organizations	organization	NOUN
easat-8810	36	10	,	,	PUNCT
easat-8810	36	11	individuals	individual	NOUN
easat-8810	36	12	,	,	PUNCT
easat-8810	36	13	policies	policy	NOUN
easat-8810	36	14	,	,	PUNCT
easat-8810	36	15	and	and	CCONJ
easat-8810	36	16	labor	labor	NOUN
easat-8810	36	17	forces	force	NOUN
easat-8810	36	18	,	,	PUNCT
easat-8810	36	19	alongside	alongside	ADP
easat-8810	36	20	numerous	numerous	ADJ
easat-8810	36	21	"	"	PUNCT
easat-8810	36	22	dark	dark	ADJ
easat-8810	36	23	sides	side	NOUN
easat-8810	36	24	"	"	PUNCT
easat-8810	36	25	such	such	ADJ
easat-8810	36	26	as	as	ADP
easat-8810	36	27	deepfakes	deepfake	NOUN
easat-8810	36	28	,	,	PUNCT
easat-8810	36	29	manipulation	manipulation	NOUN
easat-8810	36	30	,	,	PUNCT
easat-8810	36	31	intellectual	intellectual	ADJ
easat-8810	36	32	property	property	NOUN
easat-8810	36	33	infringements	infringement	NOUN
easat-8810	36	34	,	,	PUNCT
easat-8810	36	35	and	and	CCONJ
easat-8810	36	36	environmental	environmental	ADJ
easat-8810	36	37	impacts	impact	NOUN
easat-8810	36	38	.	.	PUNCT
easat-8810	37	1	the	the	DET
easat-8810	37	2	research	research	NOUN
easat-8810	37	3	combines	combine	VERB
easat-8810	37	4	systems	system	NOUN
easat-8810	37	5	theory	theory	NOUN
easat-8810	37	6	,	,	PUNCT
easat-8810	37	7	socio	socio	NOUN
easat-8810	37	8	-	-	PUNCT
easat-8810	37	9	technical	technical	ADJ
easat-8810	37	10	frameworks	framework	NOUN
easat-8810	37	11	,	,	PUNCT
easat-8810	37	12	and	and	CCONJ
easat-8810	37	13	linguistic	linguistic	ADJ
easat-8810	37	14	analyses	analysis	NOUN
easat-8810	37	15	,	,	PUNCT
easat-8810	37	16	focusing	focus	VERB
easat-8810	37	17	on	on	ADP
easat-8810	37	18	genai	genai	NOUN
easat-8810	37	19	as	as	ADP
easat-8810	37	20	a	a	DET
easat-8810	37	21	"	"	PUNCT
easat-8810	37	22	socio	socio	NOUN
easat-8810	37	23	-	-	PUNCT
easat-8810	37	24	technical	technical	ADJ
easat-8810	37	25	system	system	NOUN
easat-8810	37	26	"	"	PUNCT
easat-8810	37	27	through	through	ADP
easat-8810	37	28	the	the	DET
easat-8810	37	29	chatgpt	chatgpt	NOUN
easat-8810	37	30	case	case	NOUN
easat-8810	37	31	study	study	NOUN
easat-8810	37	32	.	.	PUNCT
easat-8810	38	1	this	this	DET
easat-8810	38	2	paper	paper	NOUN
easat-8810	38	3	contributes	contribute	VERB
easat-8810	38	4	a	a	DET
easat-8810	38	5	theoretical	theoretical	ADJ
easat-8810	38	6	framework	framework	NOUN
easat-8810	38	7	for	for	ADP
easat-8810	38	8	understanding	understanding	NOUN
easat-8810	38	9	and	and	CCONJ
easat-8810	38	10	managing	manage	VERB
easat-8810	38	11	genai	genai	NOUN
easat-8810	38	12	,	,	PUNCT
easat-8810	38	13	proposing	propose	VERB
easat-8810	38	14	a	a	DET
easat-8810	38	15	comprehensive	comprehensive	NOUN
easat-8810	38	16	is	be	AUX
easat-8810	38	17	research	research	NOUN
easat-8810	38	18	agenda	agenda	NOUN
easat-8810	38	19	and	and	CCONJ
easat-8810	38	20	urging	urge	VERB
easat-8810	38	21	the	the	DET
easat-8810	38	22	academic	academic	ADJ
easat-8810	38	23	community	community	NOUN
easat-8810	38	24	to	to	PART
easat-8810	38	25	critically	critically	ADV
easat-8810	38	26	evaluate	evaluate	VERB
easat-8810	38	27	genai	genai	NOUN
easat-8810	38	28	's	's	PART
easat-8810	38	29	social	social	ADJ
easat-8810	38	30	,	,	PUNCT
easat-8810	38	31	technical	technical	ADJ
easat-8810	38	32	,	,	PUNCT
easat-8810	38	33	and	and	CCONJ
easat-8810	38	34	ethical	ethical	ADJ
easat-8810	38	35	implications	implication	NOUN
easat-8810	38	36	beyond	beyond	ADP
easat-8810	38	37	initial	initial	ADJ
easat-8810	38	38	enthusiasm	enthusiasm	NOUN
easat-8810	38	39	.	.	PUNCT
easat-8810	39	1	recently	recently	ADV
easat-8810	39	2	,	,	PUNCT
easat-8810	39	3	researchers	researcher	NOUN
easat-8810	39	4	have	have	AUX
easat-8810	39	5	developed	develop	VERB
easat-8810	39	6	various	various	ADJ
easat-8810	39	7	techniques	technique	NOUN
easat-8810	39	8	aimed	aim	VERB
easat-8810	39	9	at	at	ADP
easat-8810	39	10	integrating	integrate	VERB
easat-8810	39	11	reasoning	reasoning	NOUN
easat-8810	39	12	capabilities	capability	NOUN
easat-8810	39	13	into	into	ADP
easat-8810	39	14	the	the	DET
easat-8810	39	15	operational	operational	ADJ
easat-8810	39	16	processes	process	NOUN
easat-8810	39	17	of	of	ADP
easat-8810	39	18	llms	llm	NOUN
easat-8810	39	19	,	,	PUNCT
easat-8810	39	20	hoping	hope	VERB
easat-8810	39	21	to	to	PART
easat-8810	39	22	bridge	bridge	VERB
easat-8810	39	23	the	the	DET
easat-8810	39	24	gap	gap	NOUN
easat-8810	39	25	between	between	ADP
easat-8810	39	26	mere	mere	ADJ
easat-8810	39	27	"	"	PUNCT
easat-8810	39	28	statistical	statistical	ADJ
easat-8810	39	29	parrots	parrot	NOUN
easat-8810	39	30	"	"	PUNCT
easat-8810	39	31	and	and	CCONJ
easat-8810	39	32	genuine	genuine	ADJ
easat-8810	39	33	"	"	PUNCT
easat-8810	39	34	knowledge	knowledge	NOUN
easat-8810	39	35	agents	agent	NOUN
easat-8810	39	36	.	.	PUNCT
easat-8810	39	37	"	"	PUNCT
easat-8810	40	1	techniques	technique	NOUN
easat-8810	40	2	such	such	ADJ
easat-8810	40	3	as	as	ADP
easat-8810	40	4	chain	chain	NOUN
easat-8810	40	5	-	-	PUNCT
easat-8810	40	6	of	of	ADP
easat-8810	40	7	-	-	PUNCT
easat-8810	40	8	thought	thought	NOUN
easat-8810	40	9	(	(	PUNCT
easat-8810	40	10	cot	cot	NOUN
easat-8810	40	11	)	)	PUNCT
easat-8810	40	12	,	,	PUNCT
easat-8810	40	13	enabling	enable	VERB
easat-8810	40	14	models	model	NOUN
easat-8810	40	15	to	to	PART
easat-8810	40	16	generate	generate	VERB
easat-8810	40	17	intermediate	intermediate	ADJ
easat-8810	40	18	reasoning	reasoning	NOUN
easat-8810	40	19	steps	step	NOUN
easat-8810	40	20	,	,	PUNCT
easat-8810	40	21	tree	tree	NOUN
easat-8810	40	22	-	-	PUNCT
easat-8810	40	23	of	of	ADP
easat-8810	40	24	-	-	PUNCT
easat-8810	40	25	thought	thought	NOUN
easat-8810	40	26	(	(	PUNCT
easat-8810	40	27	tot	tot	NOUN
easat-8810	40	28	)	)	PUNCT
easat-8810	40	29	,	,	PUNCT
easat-8810	40	30	expanding	expand	VERB
easat-8810	40	31	reasoning	reasoning	NOUN
easat-8810	40	32	across	across	ADP
easat-8810	40	33	multiple	multiple	ADJ
easat-8810	40	34	branches	branch	NOUN
easat-8810	40	35	,	,	PUNCT
easat-8810	40	36	retrieval	retrieval	NOUN
easat-8810	40	37	-	-	PUNCT
easat-8810	40	38	augmented	augment	VERB
easat-8810	40	39	generation	generation	NOUN
easat-8810	40	40	(	(	PUNCT
easat-8810	40	41	rag	rag	NOUN
easat-8810	40	42	)	)	PUNCT
easat-8810	40	43	,	,	PUNCT
easat-8810	40	44	integrating	integrate	VERB
easat-8810	40	45	real	real	ADJ
easat-8810	40	46	-	-	PUNCT
easat-8810	40	47	time	time	NOUN
easat-8810	40	48	document	document	NOUN
easat-8810	40	49	retrieval	retrieval	NOUN
easat-8810	40	50	before	before	ADP
easat-8810	40	51	responding	respond	VERB
easat-8810	40	52	,	,	PUNCT
easat-8810	40	53	and	and	CCONJ
easat-8810	40	54	self	self	NOUN
easat-8810	40	55	-	-	PUNCT
easat-8810	40	56	critique	critique	NOUN
easat-8810	40	57	mechanisms	mechanism	NOUN
easat-8810	40	58	like	like	ADP
easat-8810	40	59	criticgpt	criticgpt	NOUN
easat-8810	40	60	,	,	PUNCT
easat-8810	40	61	acting	act	VERB
easat-8810	40	62	as	as	ADP
easat-8810	40	63	internal	internal	ADJ
easat-8810	40	64	evaluators	evaluator	NOUN
easat-8810	40	65	for	for	ADP
easat-8810	40	66	the	the	DET
easat-8810	40	67	model	model	NOUN
easat-8810	40	68	’s	’s	PART
easat-8810	40	69	output	output	NOUN
easat-8810	40	70	,	,	PUNCT
easat-8810	40	71	have	have	AUX
easat-8810	40	72	shown	show	VERB
easat-8810	40	73	promising	promising	ADJ
easat-8810	40	74	results	result	NOUN
easat-8810	40	75	.	.	PUNCT
easat-8810	41	1	these	these	DET
easat-8810	41	2	methods	method	NOUN
easat-8810	41	3	enable	enable	VERB
easat-8810	41	4	llms	llm	NOUN
easat-8810	41	5	to	to	PART
easat-8810	41	6	handle	handle	VERB
easat-8810	41	7	complex	complex	ADJ
easat-8810	41	8	multi	multi	ADJ
easat-8810	41	9	-	-	ADJ
easat-8810	41	10	step	step	ADJ
easat-8810	41	11	tasks	task	NOUN
easat-8810	41	12	better	well	ADV
easat-8810	41	13	,	,	PUNCT
easat-8810	41	14	reduce	reduce	VERB
easat-8810	41	15	misinformation	misinformation	NOUN
easat-8810	41	16	,	,	PUNCT
easat-8810	41	17	and	and	CCONJ
easat-8810	41	18	even	even	ADV
easat-8810	41	19	provide	provide	VERB
easat-8810	41	20	source	source	NOUN
easat-8810	41	21	references	reference	NOUN
easat-8810	41	22	for	for	ADP
easat-8810	41	23	responses	response	NOUN
easat-8810	41	24	.	.	PUNCT
easat-8810	42	1	this	this	DET
easat-8810	42	2	introduction	introduction	NOUN
easat-8810	42	3	systematically	systematically	ADV
easat-8810	42	4	presents	present	VERB
easat-8810	42	5	:	:	PUNCT
easat-8810	42	6	(	(	PUNCT
easat-8810	42	7	1	1	X
easat-8810	42	8	)	)	PUNCT
easat-8810	42	9	the	the	DET
easat-8810	42	10	background	background	NOUN
easat-8810	42	11	of	of	ADP
easat-8810	42	12	llms	llm	NOUN
easat-8810	42	13	from	from	ADP
easat-8810	42	14	a	a	DET
easat-8810	42	15	statistical	statistical	ADJ
easat-8810	42	16	perspective	perspective	NOUN
easat-8810	42	17	and	and	CCONJ
easat-8810	42	18	their	their	PRON
easat-8810	42	19	inherent	inherent	ADJ
easat-8810	42	20	limitations	limitation	NOUN
easat-8810	42	21	in	in	ADP
easat-8810	42	22	capturing	capture	VERB
easat-8810	42	23	truth	truth	NOUN
easat-8810	42	24	;	;	PUNCT
easat-8810	42	25	(	(	PUNCT
easat-8810	42	26	2	2	X
easat-8810	42	27	)	)	PUNCT
easat-8810	42	28	philosophical	philosophical	ADJ
easat-8810	42	29	analyses	analysis	NOUN
easat-8810	42	30	of	of	ADP
easat-8810	42	31	truth	truth	NOUN
easat-8810	42	32	in	in	ADP
easat-8810	42	33	ai	ai	PROPN
easat-8810	42	34	contexts	contexts	NOUN
easat-8810	42	35	,	,	PUNCT
easat-8810	42	36	distinguishing	distinguish	VERB
easat-8810	42	37	types	type	NOUN
easat-8810	42	38	of	of	ADP
easat-8810	42	39	truth	truth	NOUN
easat-8810	42	40	;	;	PUNCT
easat-8810	42	41	(	(	PUNCT
easat-8810	42	42	3	3	X
easat-8810	42	43	)	)	PUNCT
easat-8810	42	44	advanced	advanced	ADJ
easat-8810	42	45	reasoning	reasoning	NOUN
easat-8810	42	46	techniques	technique	NOUN
easat-8810	42	47	(	(	PUNCT
easat-8810	42	48	cot	cot	NOUN
easat-8810	42	49	,	,	PUNCT
easat-8810	42	50	tot	tot	NOUN
easat-8810	42	51	,	,	PUNCT
easat-8810	42	52	rag	rag	NOUN
easat-8810	42	53	,	,	PUNCT
easat-8810	42	54	criticgpt	criticgpt	NOUN
easat-8810	42	55	)	)	PUNCT
easat-8810	42	56	altering	alter	VERB
easat-8810	42	57	llms	llm	NOUN
easat-8810	42	58	'	'	PART
easat-8810	42	59	approaches	approach	NOUN
easat-8810	42	60	to	to	ADP
easat-8810	42	61	knowledge	knowledge	NOUN
easat-8810	42	62	;	;	PUNCT
easat-8810	42	63	(	(	PUNCT
easat-8810	42	64	4	4	X
easat-8810	42	65	)	)	PUNCT
easat-8810	42	66	philosophical	philosophical	ADJ
easat-8810	42	67	implications	implication	NOUN
easat-8810	42	68	of	of	ADP
easat-8810	42	69	viewing	view	VERB
easat-8810	42	70	llms	llm	NOUN
easat-8810	42	71	as	as	ADP
easat-8810	42	72	cognitive	cognitive	ADJ
easat-8810	42	73	agents	agent	NOUN
easat-8810	42	74	;	;	PUNCT
easat-8810	42	75	and	and	CCONJ
easat-8810	42	76	(	(	PUNCT
easat-8810	42	77	5	5	X
easat-8810	42	78	)	)	PUNCT
easat-8810	42	79	ethical	ethical	ADJ
easat-8810	42	80	issues	issue	NOUN
easat-8810	42	81	,	,	PUNCT
easat-8810	42	82	risks	risk	NOUN
easat-8810	42	83	,	,	PUNCT
easat-8810	42	84	and	and	CCONJ
easat-8810	42	85	challenges	challenge	NOUN
easat-8810	42	86	associated	associate	VERB
easat-8810	42	87	with	with	ADP
easat-8810	42	88	integrating	integrate	VERB
easat-8810	42	89	reasoning	reasoning	NOUN
easat-8810	42	90	into	into	ADP
easat-8810	42	91	ai	ai	PROPN
easat-8810	42	92	.	.	PUNCT
easat-8810	43	1	the	the	DET
easat-8810	43	2	goal	goal	NOUN
easat-8810	43	3	is	be	AUX
easat-8810	43	4	to	to	PART
easat-8810	43	5	connect	connect	VERB
easat-8810	43	6	technological	technological	ADJ
easat-8810	43	7	advancements	advancement	NOUN
easat-8810	43	8	with	with	ADP
easat-8810	43	9	contemporary	contemporary	ADJ
easat-8810	43	10	philosophical	philosophical	ADJ
easat-8810	43	11	discussions	discussion	NOUN
easat-8810	43	12	,	,	PUNCT
easat-8810	43	13	enhancing	enhance	VERB
easat-8810	43	14	our	our	PRON
easat-8810	43	15	understanding	understanding	NOUN
easat-8810	43	16	of	of	ADP
easat-8810	43	17	the	the	DET
easat-8810	43	18	evolving	evolve	VERB
easat-8810	43	19	trajectory	trajectory	NOUN
easat-8810	43	20	toward	toward	ADP
easat-8810	43	21	more	more	ADV
easat-8810	43	22	trustworthy	trustworthy	ADJ
easat-8810	43	23	and	and	CCONJ
easat-8810	43	24	intelligent	intelligent	ADJ
easat-8810	43	25	ai	ai	NOUN
easat-8810	43	26	systems	system	NOUN
easat-8810	43	27	.	.	PUNCT
easat-8810	44	1	2	2	X
easat-8810	44	2	.	.	X
easat-8810	44	3	theoretical	theoretical	ADJ
easat-8810	44	4	background	background	NOUN
easat-8810	44	5	:	:	PUNCT
easat-8810	44	6	statistical	statistical	ADJ
easat-8810	44	7	nature	nature	NOUN
easat-8810	44	8	of	of	ADP
easat-8810	44	9	large	large	ADJ
easat-8810	44	10	language	language	NOUN
easat-8810	44	11	models	model	NOUN
easat-8810	44	12	today	today	NOUN
easat-8810	44	13	's	's	PART
easat-8810	44	14	large	large	ADJ
easat-8810	44	15	language	language	NOUN
easat-8810	44	16	models	model	NOUN
easat-8810	44	17	fundamentally	fundamentally	ADV
easat-8810	44	18	originate	originate	VERB
easat-8810	44	19	from	from	ADP
easat-8810	44	20	statistical	statistical	ADJ
easat-8810	44	21	language	language	NOUN
easat-8810	44	22	models	model	NOUN
easat-8810	44	23	.	.	PUNCT
easat-8810	45	1	the	the	DET
easat-8810	45	2	basic	basic	ADJ
easat-8810	45	3	goal	goal	NOUN
easat-8810	45	4	of	of	ADP
easat-8810	45	5	a	a	DET
easat-8810	45	6	language	language	NOUN
easat-8810	45	7	model	model	NOUN
easat-8810	45	8	is	be	AUX
easat-8810	45	9	to	to	PART
easat-8810	45	10	estimate	estimate	VERB
easat-8810	45	11	the	the	DET
easat-8810	45	12	probability	probability	NOUN
easat-8810	45	13	distribution	distribution	NOUN
easat-8810	45	14	over	over	ADP
easat-8810	45	15	a	a	DET
easat-8810	45	16	sequence	sequence	NOUN
easat-8810	45	17	of	of	ADP
easat-8810	45	18	words	word	NOUN
easat-8810	45	19	.	.	PUNCT
easat-8810	46	1	specifically	specifically	ADV
easat-8810	46	2	,	,	PUNCT
easat-8810	46	3	given	give	VERB
easat-8810	46	4	a	a	DET
easat-8810	46	5	word	word	NOUN
easat-8810	46	6	sequence	sequence	NOUN
easat-8810	46	7	1	1	NUM
easat-8810	46	8	2	2	NUM
easat-8810	46	9	,	,	PUNCT
easat-8810	46	10	,	,	PUNCT
easat-8810	46	11	...	...	PUNCT
easat-8810	46	12	,	,	PUNCT
easat-8810	46	13	nw	nw	PROPN
easat-8810	46	14	w	w	PROPN
easat-8810	46	15	w	w	PROPN
easat-8810	46	16	,	,	PUNCT
easat-8810	46	17	the	the	DET
easat-8810	46	18	model	model	NOUN
easat-8810	46	19	seeks	seek	VERB
easat-8810	46	20	to	to	PART
easat-8810	46	21	estimate	estimate	VERB
easat-8810	46	22	the	the	DET
easat-8810	46	23	probability	probability	NOUN
easat-8810	46	24	1	1	NUM
easat-8810	46	25	(	(	PUNCT
easat-8810	46	26	,	,	PUNCT
easat-8810	46	27	...	...	PUNCT
easat-8810	46	28	,	,	PUNCT
easat-8810	46	29	)	)	PUNCT
easat-8810	47	1	np	np	PROPN
easat-8810	47	2	w	w	PROPN
easat-8810	47	3	w	w	PROPN
easat-8810	47	4	,	,	PUNCT
easat-8810	47	5	typically	typically	ADV
easat-8810	47	6	decomposed	decompose	VERB
easat-8810	47	7	using	use	VERB
easat-8810	47	8	the	the	DET
easat-8810	47	9	chain	chain	NOUN
easat-8810	47	10	rule	rule	NOUN
easat-8810	47	11	into	into	ADP
easat-8810	47	12	the	the	DET
easat-8810	47	13	product	product	NOUN
easat-8810	47	14	of	of	ADP
easat-8810	47	15	conditional	conditional	ADJ
easat-8810	47	16	probabilities	probability	NOUN
easat-8810	47	17	:	:	PUNCT
easat-8810	47	18	1074	1074	NUM
easat-8810	47	19	edelweiss	edelweiss	PROPN
easat-8810	47	20	applied	apply	VERB
easat-8810	47	21	science	science	NOUN
easat-8810	47	22	and	and	CCONJ
easat-8810	47	23	technology	technology	NOUN
easat-8810	47	24	issn	issn	PROPN
easat-8810	47	25	:	:	PUNCT
easat-8810	47	26	2576	2576	NUM
easat-8810	47	27	-	-	SYM
easat-8810	47	28	8484	8484	NUM
easat-8810	47	29	vol	vol	NOUN
easat-8810	47	30	.	.	PROPN
easat-8810	48	1	9	9	NUM
easat-8810	48	2	,	,	PUNCT
easat-8810	48	3	no	no	INTJ
easat-8810	48	4	.	.	NOUN
easat-8810	48	5	7	7	NUM
easat-8810	48	6	:	:	SYM
easat-8810	48	7	1072	1072	NUM
easat-8810	48	8	-	-	SYM
easat-8810	48	9	1090	1090	NUM
easat-8810	48	10	,	,	PUNCT
easat-8810	48	11	2025	2025	NUM
easat-8810	48	12	doi	doi	NOUN
easat-8810	48	13	:	:	PUNCT
easat-8810	48	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	48	15	©	©	PROPN
easat-8810	48	16	2025	2025	NUM
easat-8810	48	17	by	by	ADP
easat-8810	48	18	the	the	DET
easat-8810	48	19	authors	author	NOUN
easat-8810	48	20	;	;	PUNCT
easat-8810	48	21	licensee	licensee	PROPN
easat-8810	48	22	learning	learning	NOUN
easat-8810	48	23	gate	gate	NOUN
easat-8810	48	24	1	1	NUM
easat-8810	48	25	2	2	NUM
easat-8810	48	26	1	1	NUM
easat-8810	48	27	2	2	NUM
easat-8810	48	28	1	1	NUM
easat-8810	48	29	3	3	NUM
easat-8810	48	30	1	1	NUM
easat-8810	48	31	2	2	NUM
easat-8810	48	32	1	1	NUM
easat-8810	48	33	1	1	NUM
easat-8810	48	34	(	(	PUNCT
easat-8810	48	35	,	,	PUNCT
easat-8810	48	36	,	,	PUNCT
easat-8810	48	37	...	...	PUNCT
easat-8810	48	38	,	,	PUNCT
easat-8810	48	39	)	)	PUNCT
easat-8810	48	40	(	(	PUNCT
easat-8810	48	41	)	)	PUNCT
easat-8810	48	42	(	(	PUNCT
easat-8810	48	43	)	)	PUNCT
easat-8810	48	44	(	(	PUNCT
easat-8810	48	45	,	,	PUNCT
easat-8810	48	46	)	)	PUNCT
easat-8810	48	47	(	(	PUNCT
easat-8810	48	48	,	,	PUNCT
easat-8810	48	49	...	...	PUNCT
easat-8810	48	50	,	,	PUNCT
easat-8810	48	51	)	)	PUNCT
easat-8810	48	52	.n	.n	PROPN
easat-8810	49	1	n	n	INTJ
easat-8810	49	2	np	np	INTJ
easat-8810	50	1	w	w	PROPN
easat-8810	50	2	w	w	PROPN
easat-8810	50	3	w	w	PROPN
easat-8810	50	4	p	p	PROPN
easat-8810	50	5	w	w	PROPN
easat-8810	50	6	p	p	X
easat-8810	50	7	w	w	PROPN
easat-8810	50	8	w	w	PROPN
easat-8810	50	9	p	p	PROPN
easat-8810	50	10	w	w	PROPN
easat-8810	50	11	w	w	PROPN
easat-8810	50	12	w	w	PROPN
easat-8810	50	13	p	p	PROPN
easat-8810	50	14	w	w	PROPN
easat-8810	50	15	w	w	PROPN
easat-8810	50	16	w	w	PROPN
easat-8810	50	17	−=	−=	ADP
easat-8810	50	18			PROPN
easat-8810	50	19	∣	∣	PROPN
easat-8810	50	20	∣	∣	PROPN
easat-8810	50	21	∣	∣	NOUN
easat-8810	50	22	at	at	ADP
easat-8810	50	23	the	the	DET
easat-8810	50	24	core	core	NOUN
easat-8810	50	25	of	of	ADP
easat-8810	50	26	the	the	DET
easat-8810	50	27	model	model	NOUN
easat-8810	50	28	is	be	AUX
easat-8810	50	29	the	the	DET
easat-8810	50	30	conditional	conditional	ADJ
easat-8810	50	31	distribution	distribution	NOUN
easat-8810	50	32	—	—	PUNCT
easat-8810	50	33	the	the	DET
easat-8810	50	34	probability	probability	NOUN
easat-8810	50	35	of	of	ADP
easat-8810	50	36	the	the	DET
easat-8810	50	37	next	next	ADJ
easat-8810	50	38	word	word	NOUN
easat-8810	50	39	given	give	VERB
easat-8810	50	40	the	the	DET
easat-8810	50	41	previous	previous	ADJ
easat-8810	50	42	history	history	NOUN
easat-8810	50	43	of	of	ADP
easat-8810	50	44	words	word	NOUN
easat-8810	50	45	.	.	PUNCT
easat-8810	51	1	traditional	traditional	ADJ
easat-8810	51	2	n	n	CCONJ
easat-8810	51	3	-	-	PUNCT
easat-8810	51	4	gram	gram	NOUN
easat-8810	51	5	models	model	NOUN
easat-8810	51	6	limit	limit	VERB
easat-8810	51	7	the	the	DET
easat-8810	51	8	history	history	NOUN
easat-8810	51	9	to	to	ADP
easat-8810	51	10	the	the	DET
easat-8810	51	11	immediate	immediate	ADJ
easat-8810	51	12	preceding	precede	VERB
easat-8810	51	13	words	word	NOUN
easat-8810	51	14	,	,	PUNCT
easat-8810	51	15	whereas	whereas	SCONJ
easat-8810	51	16	modern	modern	ADJ
easat-8810	51	17	llms	llm	NOUN
easat-8810	51	18	using	use	VERB
easat-8810	51	19	neural	neural	ADJ
easat-8810	51	20	networks	network	NOUN
easat-8810	51	21	(	(	PUNCT
easat-8810	51	22	such	such	ADJ
easat-8810	51	23	as	as	ADP
easat-8810	51	24	transformer	transformer	NOUN
easat-8810	51	25	architectures	architecture	NOUN
easat-8810	51	26	)	)	PUNCT
easat-8810	51	27	can	can	AUX
easat-8810	51	28	consider	consider	VERB
easat-8810	51	29	much	much	ADV
easat-8810	51	30	longer	long	ADJ
easat-8810	51	31	contexts	contexts	NOUN
easat-8810	51	32	(	(	PUNCT
easat-8810	51	33	hundreds	hundred	NOUN
easat-8810	51	34	of	of	ADP
easat-8810	51	35	words	word	NOUN
easat-8810	51	36	or	or	CCONJ
easat-8810	51	37	more	more	ADJ
easat-8810	51	38	)	)	PUNCT
easat-8810	51	39	.	.	PUNCT
easat-8810	52	1	despite	despite	SCONJ
easat-8810	52	2	variations	variation	NOUN
easat-8810	52	3	in	in	ADP
easat-8810	52	4	technique	technique	NOUN
easat-8810	52	5	,	,	PUNCT
easat-8810	52	6	the	the	DET
easat-8810	52	7	underlying	underlying	ADJ
easat-8810	52	8	principle	principle	NOUN
easat-8810	52	9	remains	remain	VERB
easat-8810	52	10	that	that	SCONJ
easat-8810	52	11	llms	llm	NOUN
easat-8810	52	12	predict	predict	VERB
easat-8810	52	13	subsequent	subsequent	ADJ
easat-8810	52	14	words	word	NOUN
easat-8810	52	15	based	base	VERB
easat-8810	52	16	solely	solely	ADV
easat-8810	52	17	on	on	ADP
easat-8810	52	18	statistical	statistical	ADJ
easat-8810	52	19	relationships	relationship	NOUN
easat-8810	52	20	.	.	PUNCT
easat-8810	53	1	figure	figure	NOUN
easat-8810	53	2	1	1	NUM
easat-8810	53	3	.	.	PUNCT
easat-8810	53	4	data	datum	NOUN
easat-8810	53	5	generation	generation	NOUN
easat-8810	53	6	process	process	NOUN
easat-8810	53	7	of	of	ADP
easat-8810	53	8	a	a	DET
easat-8810	53	9	large	large	ADJ
easat-8810	53	10	language	language	NOUN
easat-8810	53	11	model	model	NOUN
easat-8810	53	12	.	.	PUNCT
easat-8810	54	1	source	source	NOUN
easat-8810	54	2	:	:	PUNCT
easat-8810	54	3	raschka	raschka	PROPN
easat-8810	55	1	[	[	X
easat-8810	55	2	7	7	NUM
easat-8810	55	3	]	]	PUNCT
easat-8810	55	4	.	.	PUNCT
easat-8810	56	1	figure	figure	NOUN
easat-8810	56	2	1	1	NUM
easat-8810	56	3	illustrates	illustrate	VERB
easat-8810	56	4	the	the	DET
easat-8810	56	5	data	data	NOUN
easat-8810	56	6	generation	generation	NOUN
easat-8810	56	7	process	process	NOUN
easat-8810	56	8	of	of	ADP
easat-8810	56	9	a	a	DET
easat-8810	56	10	large	large	ADJ
easat-8810	56	11	language	language	NOUN
easat-8810	56	12	model	model	NOUN
easat-8810	56	13	such	such	ADJ
easat-8810	56	14	as	as	ADP
easat-8810	56	15	gpt	gpt	NOUN
easat-8810	56	16	from	from	ADP
easat-8810	56	17	a	a	DET
easat-8810	56	18	statistical	statistical	ADJ
easat-8810	56	19	perspective	perspective	NOUN
easat-8810	56	20	.	.	PUNCT
easat-8810	57	1	initially	initially	ADV
easat-8810	57	2	,	,	PUNCT
easat-8810	57	3	the	the	DET
easat-8810	57	4	input	input	NOUN
easat-8810	57	5	text	text	NOUN
easat-8810	57	6	is	be	AUX
easat-8810	57	7	encoded	encode	VERB
easat-8810	57	8	into	into	ADP
easat-8810	57	9	numerical	numerical	ADJ
easat-8810	57	10	token	token	ADJ
easat-8810	57	11	ids	id	NOUN
easat-8810	57	12	(	(	PUNCT
easat-8810	57	13	step	step	NOUN
easat-8810	57	14	1	1	NUM
easat-8810	57	15	)	)	PUNCT
easat-8810	57	16	,	,	PUNCT
easat-8810	57	17	serving	serve	VERB
easat-8810	57	18	as	as	ADP
easat-8810	57	19	discrete	discrete	ADJ
easat-8810	57	20	observations	observation	NOUN
easat-8810	57	21	fed	feed	VERB
easat-8810	57	22	into	into	ADP
easat-8810	57	23	the	the	DET
easat-8810	57	24	model	model	NOUN
easat-8810	57	25	.	.	PUNCT
easat-8810	58	1	the	the	DET
easat-8810	58	2	llm	llm	PROPN
easat-8810	58	3	then	then	ADV
easat-8810	58	4	computes	compute	VERB
easat-8810	58	5	a	a	DET
easat-8810	58	6	series	series	NOUN
easat-8810	58	7	of	of	ADP
easat-8810	58	8	vectors	vector	NOUN
easat-8810	58	9	(	(	PUNCT
easat-8810	58	10	step	step	NOUN
easat-8810	58	11	2	2	NUM
easat-8810	58	12	)	)	PUNCT
easat-8810	58	13	,	,	PUNCT
easat-8810	58	14	each	each	PRON
easat-8810	58	15	representing	represent	VERB
easat-8810	58	16	unnormalized	unnormalize	VERB
easat-8810	58	17	log	log	NOUN
easat-8810	58	18	probabilities	probability	NOUN
easat-8810	58	19	(	(	PUNCT
easat-8810	58	20	logits	logit	NOUN
easat-8810	58	21	)	)	PUNCT
easat-8810	58	22	across	across	ADP
easat-8810	58	23	the	the	DET
easat-8810	58	24	entire	entire	ADJ
easat-8810	58	25	vocabulary	vocabulary	NOUN
easat-8810	58	26	(	(	PUNCT
easat-8810	58	27	in	in	ADP
easat-8810	58	28	this	this	DET
easat-8810	58	29	example	example	NOUN
easat-8810	58	30	,	,	PUNCT
easat-8810	58	31	50,257	50,257	NUM
easat-8810	58	32	possible	possible	ADJ
easat-8810	58	33	tokens	token	NOUN
easat-8810	58	34	)	)	PUNCT
easat-8810	58	35	.	.	PUNCT
easat-8810	59	1	the	the	DET
easat-8810	59	2	model	model	NOUN
easat-8810	59	3	's	's	PART
easat-8810	59	4	statistical	statistical	ADJ
easat-8810	59	5	prediction	prediction	NOUN
easat-8810	59	6	is	be	AUX
easat-8810	59	7	based	base	VERB
easat-8810	59	8	on	on	ADP
easat-8810	59	9	extracting	extract	VERB
easat-8810	59	10	the	the	DET
easat-8810	59	11	last	last	ADJ
easat-8810	59	12	vector	vector	NOUN
easat-8810	59	13	in	in	ADP
easat-8810	59	14	the	the	DET
easat-8810	59	15	sequence	sequence	NOUN
easat-8810	59	16	(	(	PUNCT
easat-8810	59	17	step	step	NOUN
easat-8810	59	18	3	3	NUM
easat-8810	59	19	)	)	PUNCT
easat-8810	59	20	,	,	PUNCT
easat-8810	59	21	representing	represent	VERB
easat-8810	59	22	the	the	DET
easat-8810	59	23	conditional	conditional	ADJ
easat-8810	59	24	distribution	distribution	NOUN
easat-8810	59	25	of	of	ADP
easat-8810	59	26	the	the	DET
easat-8810	59	27	next	next	ADJ
easat-8810	59	28	token	token	NOUN
easat-8810	59	29	given	give	VERB
easat-8810	59	30	the	the	DET
easat-8810	59	31	previous	previous	ADJ
easat-8810	59	32	context	context	NOUN
easat-8810	59	33	.	.	PUNCT
easat-8810	60	1	these	these	DET
easat-8810	60	2	logits	logit	NOUN
easat-8810	60	3	are	be	AUX
easat-8810	60	4	transformed	transform	VERB
easat-8810	60	5	into	into	ADP
easat-8810	60	6	probability	probability	NOUN
easat-8810	60	7	distributions	distribution	NOUN
easat-8810	60	8	through	through	ADP
easat-8810	60	9	the	the	DET
easat-8810	60	10	softmax	softmax	NOUN
easat-8810	60	11	function	function	NOUN
easat-8810	60	12	(	(	PUNCT
easat-8810	60	13	step	step	NOUN
easat-8810	60	14	4	4	NUM
easat-8810	60	15	)	)	PUNCT
easat-8810	60	16	,	,	PUNCT
easat-8810	60	17	normalizing	normalize	VERB
easat-8810	60	18	them	they	PRON
easat-8810	60	19	into	into	ADP
easat-8810	60	20	a	a	DET
easat-8810	60	21	valid	valid	ADJ
easat-8810	60	22	probability	probability	NOUN
easat-8810	60	23	simplex	simplex	NOUN
easat-8810	60	24	.	.	PUNCT
easat-8810	61	1	the	the	DET
easat-8810	61	2	model	model	NOUN
easat-8810	61	3	selects	select	VERB
easat-8810	61	4	the	the	DET
easat-8810	61	5	token	token	NOUN
easat-8810	61	6	with	with	ADP
easat-8810	61	7	the	the	DET
easat-8810	61	8	highest	high	ADJ
easat-8810	61	9	probability	probability	NOUN
easat-8810	61	10	by	by	ADP
easat-8810	61	11	identifying	identify	VERB
easat-8810	61	12	the	the	DET
easat-8810	61	13	index	index	NOUN
easat-8810	61	14	of	of	ADP
easat-8810	61	15	the	the	DET
easat-8810	61	16	highest	high	ADJ
easat-8810	61	17	probability	probability	NOUN
easat-8810	61	18	value	value	NOUN
easat-8810	61	19	(	(	PUNCT
easat-8810	61	20	step	step	NOUN
easat-8810	61	21	5	5	NUM
easat-8810	61	22	)	)	PUNCT
easat-8810	61	23	,	,	PUNCT
easat-8810	61	24	and	and	CCONJ
easat-8810	61	25	the	the	DET
easat-8810	61	26	selected	select	VERB
easat-8810	61	27	token	token	VERB
easat-8810	61	28	is	be	AUX
easat-8810	61	29	appended	append	VERB
easat-8810	61	30	to	to	ADP
easat-8810	61	31	the	the	DET
easat-8810	61	32	input	input	NOUN
easat-8810	61	33	sequence	sequence	NOUN
easat-8810	61	34	for	for	ADP
easat-8810	61	35	iterative	iterative	NOUN
easat-8810	61	36	generation	generation	NOUN
easat-8810	61	37	(	(	PUNCT
easat-8810	61	38	step	step	NOUN
easat-8810	61	39	6	6	NUM
easat-8810	61	40	)	)	PUNCT
easat-8810	61	41	.	.	PUNCT
easat-8810	62	1	this	this	DET
easat-8810	62	2	process	process	NOUN
easat-8810	62	3	embodies	embody	VERB
easat-8810	62	4	the	the	DET
easat-8810	62	5	basic	basic	ADJ
easat-8810	62	6	autoregressive	autoregressive	ADJ
easat-8810	62	7	assumption	assumption	NOUN
easat-8810	62	8	of	of	ADP
easat-8810	62	9	llms	llm	NOUN
easat-8810	62	10	,	,	PUNCT
easat-8810	62	11	whereby	whereby	SCONJ
easat-8810	62	12	the	the	DET
easat-8810	62	13	probability	probability	NOUN
easat-8810	62	14	of	of	ADP
easat-8810	62	15	a	a	DET
easat-8810	62	16	sequence	sequence	NOUN
easat-8810	62	17	1	1	NUM
easat-8810	62	18	2	2	NUM
easat-8810	62	19	1	1	NUM
easat-8810	62	20	(	(	PUNCT
easat-8810	62	21	,	,	PUNCT
easat-8810	62	22	,	,	PUNCT
easat-8810	62	23	...	...	PUNCT
easat-8810	62	24	,	,	PUNCT
easat-8810	62	25	)	)	PUNCT
easat-8810	62	26	(	(	PUNCT
easat-8810	62	27	)	)	PUNCT
easat-8810	63	1	n	n	CCONJ
easat-8810	63	2	n	n	PROPN
easat-8810	63	3	t	t	NOUN
easat-8810	63	4	t	t	NOUN
easat-8810	63	5	t	t	PROPN
easat-8810	63	6	p	p	X
easat-8810	63	7	x	x	PUNCT
easat-8810	63	8	x	x	X
easat-8810	63	9	x	x	X
easat-8810	63	10	p	p	X
easat-8810	63	11	x	x	X
easat-8810	63	12	x	x	PUNCT
easat-8810	63	13	=	=	SYM
easat-8810	64	1	=	=	PRON
easat-8810	64	2			PROPN
easat-8810	64	3	∣	∣	NOUN
easat-8810	64	4	is	be	AUX
easat-8810	64	5	decomposed	decompose	VERB
easat-8810	64	6	into	into	ADP
easat-8810	64	7	the	the	DET
easat-8810	64	8	product	product	NOUN
easat-8810	64	9	of	of	ADP
easat-8810	64	10	conditional	conditional	ADJ
easat-8810	64	11	probabilities	probability	NOUN
easat-8810	64	12	,	,	PUNCT
easat-8810	64	13	emphasizing	emphasize	VERB
easat-8810	64	14	the	the	DET
easat-8810	64	15	model	model	NOUN
easat-8810	64	16	's	's	PART
easat-8810	64	17	probabilistic	probabilistic	ADJ
easat-8810	64	18	nature	nature	NOUN
easat-8810	64	19	and	and	CCONJ
easat-8810	64	20	complete	complete	ADJ
easat-8810	64	21	dependence	dependence	NOUN
easat-8810	64	22	on	on	ADP
easat-8810	64	23	the	the	DET
easat-8810	64	24	data	datum	NOUN
easat-8810	64	25	.	.	PUNCT
easat-8810	65	1	1075	1075	NUM
easat-8810	65	2	edelweiss	edelweiss	PROPN
easat-8810	65	3	applied	apply	VERB
easat-8810	65	4	science	science	NOUN
easat-8810	65	5	and	and	CCONJ
easat-8810	65	6	technology	technology	NOUN
easat-8810	65	7	issn	issn	PROPN
easat-8810	65	8	:	:	PUNCT
easat-8810	65	9	2576	2576	NUM
easat-8810	65	10	-	-	SYM
easat-8810	65	11	8484	8484	NUM
easat-8810	65	12	vol	vol	NOUN
easat-8810	65	13	.	.	PROPN
easat-8810	66	1	9	9	NUM
easat-8810	66	2	,	,	PUNCT
easat-8810	66	3	no	no	INTJ
easat-8810	66	4	.	.	NOUN
easat-8810	66	5	7	7	NUM
easat-8810	66	6	:	:	SYM
easat-8810	66	7	1072	1072	NUM
easat-8810	66	8	-	-	SYM
easat-8810	66	9	1090	1090	NUM
easat-8810	66	10	,	,	PUNCT
easat-8810	66	11	2025	2025	NUM
easat-8810	66	12	doi	doi	NOUN
easat-8810	66	13	:	:	PUNCT
easat-8810	66	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	66	15	©	©	PROPN
easat-8810	66	16	2025	2025	NUM
easat-8810	66	17	by	by	ADP
easat-8810	66	18	the	the	DET
easat-8810	66	19	authors	author	NOUN
easat-8810	66	20	;	;	PUNCT
easat-8810	66	21	licensee	licensee	PROPN
easat-8810	66	22	learning	learn	VERB
easat-8810	66	23	gate	gate	NOUN
easat-8810	66	24	figure	figure	NOUN
easat-8810	66	25	2	2	NUM
easat-8810	66	26	.	.	NOUN
easat-8810	66	27	autoregressive	autoregressive	ADJ
easat-8810	66	28	nature	nature	NOUN
easat-8810	66	29	of	of	ADP
easat-8810	66	30	large	large	ADJ
easat-8810	66	31	language	language	NOUN
easat-8810	66	32	models	model	NOUN
easat-8810	66	33	.	.	PUNCT
easat-8810	67	1	source	source	NOUN
easat-8810	67	2	:	:	PUNCT
easat-8810	67	3	raschka	raschka	PROPN
easat-8810	68	1	[	[	X
easat-8810	68	2	7	7	NUM
easat-8810	68	3	]	]	PUNCT
easat-8810	68	4	.	.	PUNCT
easat-8810	69	1	the	the	DET
easat-8810	69	2	statistical	statistical	ADJ
easat-8810	69	3	foundation	foundation	NOUN
easat-8810	69	4	of	of	ADP
easat-8810	69	5	large	large	ADJ
easat-8810	69	6	language	language	NOUN
easat-8810	69	7	models	model	NOUN
easat-8810	69	8	such	such	ADJ
easat-8810	69	9	as	as	ADP
easat-8810	69	10	gpt	gpt	NOUN
easat-8810	69	11	lies	lie	VERB
easat-8810	69	12	in	in	ADP
easat-8810	69	13	their	their	PRON
easat-8810	69	14	autoregressive	autoregressive	ADJ
easat-8810	69	15	nature	nature	NOUN
easat-8810	69	16	,	,	PUNCT
easat-8810	69	17	where	where	SCONJ
easat-8810	69	18	the	the	DET
easat-8810	69	19	joint	joint	ADJ
easat-8810	69	20	probability	probability	NOUN
easat-8810	69	21	of	of	ADP
easat-8810	69	22	a	a	DET
easat-8810	69	23	sequence	sequence	NOUN
easat-8810	69	24	of	of	ADP
easat-8810	69	25	tokens	token	NOUN
easat-8810	69	26	is	be	AUX
easat-8810	69	27	decomposed	decompose	VERB
easat-8810	69	28	into	into	ADP
easat-8810	69	29	the	the	DET
easat-8810	69	30	product	product	NOUN
easat-8810	69	31	of	of	ADP
easat-8810	69	32	conditional	conditional	ADJ
easat-8810	69	33	probabilities	probability	NOUN
easat-8810	69	34	.	.	PUNCT
easat-8810	70	1	figure	figure	NOUN
easat-8810	70	2	2	2	NUM
easat-8810	70	3	illustrates	illustrate	VERB
easat-8810	70	4	this	this	DET
easat-8810	70	5	mechanism	mechanism	NOUN
easat-8810	70	6	by	by	ADP
easat-8810	70	7	showing	show	VERB
easat-8810	70	8	how	how	SCONJ
easat-8810	70	9	an	an	DET
easat-8810	70	10	input	input	NOUN
easat-8810	70	11	sequence	sequence	NOUN
easat-8810	70	12	such	such	ADJ
easat-8810	70	13	as	as	ADP
easat-8810	70	14	"	"	PUNCT
easat-8810	70	15	hello	hello	INTJ
easat-8810	70	16	,	,	PUNCT
easat-8810	70	17	i	i	PRON
easat-8810	70	18	am	be	AUX
easat-8810	70	19	"	"	PUNCT
easat-8810	70	20	is	be	AUX
easat-8810	70	21	encoded	encode	VERB
easat-8810	70	22	into	into	ADP
easat-8810	70	23	token	token	ADJ
easat-8810	70	24	ids—[15496	ids—[15496	NOUN
easat-8810	70	25	,	,	PUNCT
easat-8810	70	26	11	11	NUM
easat-8810	70	27	,	,	PUNCT
easat-8810	70	28	314	314	NUM
easat-8810	70	29	,	,	PUNCT
easat-8810	70	30	716]—and	716]—and	NUM
easat-8810	70	31	input	input	NOUN
easat-8810	70	32	into	into	ADP
easat-8810	70	33	the	the	DET
easat-8810	70	34	model	model	NOUN
easat-8810	70	35	,	,	PUNCT
easat-8810	70	36	resulting	result	VERB
easat-8810	70	37	in	in	ADP
easat-8810	70	38	a	a	DET
easat-8810	70	39	logits	logit	NOUN
easat-8810	70	40	matrix	matrix	NOUN
easat-8810	70	41	representing	represent	VERB
easat-8810	70	42	scores	score	NOUN
easat-8810	70	43	across	across	ADP
easat-8810	70	44	the	the	DET
easat-8810	70	45	entire	entire	ADJ
easat-8810	70	46	vocabulary	vocabulary	NOUN
easat-8810	70	47	at	at	ADP
easat-8810	70	48	each	each	DET
easat-8810	70	49	token	token	ADJ
easat-8810	70	50	position	position	NOUN
easat-8810	70	51	.	.	PUNCT
easat-8810	71	1	the	the	DET
easat-8810	71	2	model	model	NOUN
easat-8810	71	3	selects	select	VERB
easat-8810	71	4	the	the	DET
easat-8810	71	5	last	last	ADJ
easat-8810	71	6	row	row	NOUN
easat-8810	71	7	of	of	ADP
easat-8810	71	8	this	this	DET
easat-8810	71	9	matrix	matrix	NOUN
easat-8810	71	10	,	,	PUNCT
easat-8810	71	11	the	the	DET
easat-8810	71	12	conditional	conditional	ADJ
easat-8810	71	13	logits	logit	NOUN
easat-8810	71	14	vector	vector	NOUN
easat-8810	71	15	for	for	ADP
easat-8810	71	16	the	the	DET
easat-8810	71	17	next	next	ADJ
easat-8810	71	18	token	token	NOUN
easat-8810	71	19	,	,	PUNCT
easat-8810	71	20	and	and	CCONJ
easat-8810	71	21	applies	apply	VERB
easat-8810	71	22	the	the	DET
easat-8810	71	23	softmax	softmax	NOUN
easat-8810	71	24	function	function	NOUN
easat-8810	71	25	to	to	PART
easat-8810	71	26	convert	convert	VERB
easat-8810	71	27	it	it	PRON
easat-8810	71	28	into	into	ADP
easat-8810	71	29	a	a	DET
easat-8810	71	30	probability	probability	NOUN
easat-8810	71	31	distribution	distribution	NOUN
easat-8810	71	32	over	over	ADP
easat-8810	71	33	the	the	DET
easat-8810	71	34	entire	entire	ADJ
easat-8810	71	35	vocabulary	vocabulary	NOUN
easat-8810	71	36	.	.	PUNCT
easat-8810	72	1	the	the	DET
easat-8810	72	2	token	token	NOUN
easat-8810	72	3	with	with	ADP
easat-8810	72	4	the	the	DET
easat-8810	72	5	highest	high	ADJ
easat-8810	72	6	probability	probability	NOUN
easat-8810	72	7	(	(	PUNCT
easat-8810	72	8	e.g.	e.g.	ADV
easat-8810	72	9	,	,	PUNCT
easat-8810	72	10	257	257	NUM
easat-8810	72	11	,	,	PUNCT
easat-8810	72	12	corresponding	correspond	VERB
easat-8810	72	13	to	to	ADP
easat-8810	72	14	"	"	PUNCT
easat-8810	72	15	a	a	PRON
easat-8810	72	16	"	"	PUNCT
easat-8810	72	17	)	)	PUNCT
easat-8810	72	18	is	be	AUX
easat-8810	72	19	chosen	choose	VERB
easat-8810	72	20	as	as	ADP
easat-8810	72	21	the	the	DET
easat-8810	72	22	prediction	prediction	NOUN
easat-8810	72	23	.	.	PUNCT
easat-8810	73	1	as	as	SCONJ
easat-8810	73	2	shown	show	VERB
easat-8810	73	3	in	in	ADP
easat-8810	73	4	figure	figure	NOUN
easat-8810	73	5	2	2	NUM
easat-8810	73	6	,	,	PUNCT
easat-8810	73	7	this	this	PRON
easat-8810	73	8	predicted	predict	VERB
easat-8810	73	9	token	token	VERB
easat-8810	73	10	is	be	AUX
easat-8810	73	11	appended	append	VERB
easat-8810	73	12	to	to	ADP
easat-8810	73	13	the	the	DET
easat-8810	73	14	sequence	sequence	NOUN
easat-8810	73	15	,	,	PUNCT
easat-8810	73	16	forming	form	VERB
easat-8810	73	17	a	a	DET
easat-8810	73	18	new	new	ADJ
easat-8810	73	19	context	context	NOUN
easat-8810	73	20	for	for	ADP
easat-8810	73	21	the	the	DET
easat-8810	73	22	subsequent	subsequent	ADJ
easat-8810	73	23	iteration	iteration	NOUN
easat-8810	73	24	.	.	PUNCT
easat-8810	74	1	through	through	ADP
easat-8810	74	2	repeated	repeat	VERB
easat-8810	74	3	iterations	iteration	NOUN
easat-8810	74	4	,	,	PUNCT
easat-8810	74	5	the	the	DET
easat-8810	74	6	model	model	NOUN
easat-8810	74	7	generates	generate	VERB
easat-8810	74	8	successive	successive	ADJ
easat-8810	74	9	tokens	token	NOUN
easat-8810	74	10	,	,	PUNCT
easat-8810	74	11	each	each	PRON
easat-8810	74	12	token	token	VERB
easat-8810	74	13	depending	depend	VERB
easat-8810	74	14	on	on	ADP
easat-8810	74	15	the	the	DET
easat-8810	74	16	entire	entire	ADJ
easat-8810	74	17	previously	previously	ADV
easat-8810	74	18	generated	generate	VERB
easat-8810	74	19	sequence	sequence	NOUN
easat-8810	74	20	.	.	PUNCT
easat-8810	75	1	for	for	ADP
easat-8810	75	2	example	example	NOUN
easat-8810	75	3	,	,	PUNCT
easat-8810	75	4	after	after	ADP
easat-8810	75	5	six	six	NUM
easat-8810	75	6	iterations	iteration	NOUN
easat-8810	75	7	starting	start	VERB
easat-8810	75	8	with	with	ADP
easat-8810	75	9	the	the	DET
easat-8810	75	10	phrase	phrase	NOUN
easat-8810	75	11	'	'	PUNCT
easat-8810	75	12	hello	hello	INTJ
easat-8810	75	13	,	,	PUNCT
easat-8810	75	14	i	i	PRON
easat-8810	75	15	am	be	AUX
easat-8810	75	16	,	,	PUNCT
easat-8810	75	17	'	'	PUNCT
easat-8810	75	18	the	the	DET
easat-8810	75	19	model	model	NOUN
easat-8810	75	20	generates	generate	VERB
easat-8810	75	21	the	the	DET
easat-8810	75	22	complete	complete	ADJ
easat-8810	75	23	sequence	sequence	NOUN
easat-8810	75	24	:	:	PUNCT
easat-8810	75	25	'	'	PUNCT
easat-8810	75	26	hello	hello	INTJ
easat-8810	75	27	,	,	PUNCT
easat-8810	75	28	i	i	PRON
easat-8810	75	29	am	be	AUX
easat-8810	75	30	a	a	DET
easat-8810	75	31	model	model	NOUN
easat-8810	75	32	ready	ready	ADJ
easat-8810	75	33	to	to	PART
easat-8810	75	34	help	help	VERB
easat-8810	75	35	.	.	PUNCT
easat-8810	75	36	'	'	PUNCT
easat-8810	76	1	this	this	DET
easat-8810	76	2	autoregressive	autoregressive	ADJ
easat-8810	76	3	decoding	decode	VERB
easat-8810	76	4	loop	loop	NOUN
easat-8810	76	5	exemplifies	exemplify	VERB
easat-8810	76	6	how	how	SCONJ
easat-8810	76	7	an	an	DET
easat-8810	76	8	llm	llm	NOUN
easat-8810	76	9	performs	perform	VERB
easat-8810	76	10	probabilistic	probabilistic	ADJ
easat-8810	76	11	inference	inference	NOUN
easat-8810	76	12	on	on	ADP
easat-8810	76	13	natural	natural	ADJ
easat-8810	76	14	language	language	NOUN
easat-8810	76	15	,	,	PUNCT
easat-8810	76	16	where	where	SCONJ
easat-8810	76	17	each	each	DET
easat-8810	76	18	prediction	prediction	NOUN
easat-8810	76	19	is	be	AUX
easat-8810	76	20	fully	fully	ADV
easat-8810	76	21	governed	govern	VERB
easat-8810	76	22	by	by	ADP
easat-8810	76	23	the	the	DET
easat-8810	76	24	distribution	distribution	NOUN
easat-8810	76	25	learned	learn	VERB
easat-8810	76	26	from	from	ADP
easat-8810	76	27	vast	vast	ADJ
easat-8810	76	28	training	training	NOUN
easat-8810	76	29	datasets	dataset	NOUN
easat-8810	76	30	and	and	CCONJ
easat-8810	76	31	executed	execute	VERB
easat-8810	76	32	through	through	ADP
easat-8810	76	33	logits	logit	NOUN
easat-8810	76	34	normalized	normalize	VERB
easat-8810	76	35	by	by	ADP
easat-8810	76	36	the	the	DET
easat-8810	76	37	softmax	softmax	NOUN
easat-8810	76	38	function	function	NOUN
easat-8810	76	39	.	.	PUNCT
easat-8810	77	1	the	the	DET
easat-8810	77	2	result	result	NOUN
easat-8810	77	3	is	be	AUX
easat-8810	77	4	an	an	DET
easat-8810	77	5	elegant	elegant	ADJ
easat-8810	77	6	yet	yet	ADV
easat-8810	77	7	powerful	powerful	ADJ
easat-8810	77	8	statistical	statistical	ADJ
easat-8810	77	9	framework	framework	NOUN
easat-8810	77	10	,	,	PUNCT
easat-8810	77	11	enabling	enable	VERB
easat-8810	77	12	the	the	DET
easat-8810	77	13	generation	generation	NOUN
easat-8810	77	14	of	of	ADP
easat-8810	77	15	coherent	coherent	ADJ
easat-8810	77	16	,	,	PUNCT
easat-8810	77	17	fluent	fluent	ADJ
easat-8810	77	18	,	,	PUNCT
easat-8810	77	19	and	and	CCONJ
easat-8810	77	20	contextually	contextually	ADV
easat-8810	77	21	relevant	relevant	ADJ
easat-8810	77	22	language	language	NOUN
easat-8810	77	23	.	.	PUNCT
easat-8810	78	1	therefore	therefore	ADV
easat-8810	78	2	,	,	PUNCT
easat-8810	78	3	the	the	DET
easat-8810	78	4	training	training	NOUN
easat-8810	78	5	process	process	NOUN
easat-8810	78	6	of	of	ADP
easat-8810	78	7	llms	llm	NOUN
easat-8810	78	8	optimizes	optimize	VERB
easat-8810	78	9	predicting	predict	VERB
easat-8810	78	10	the	the	DET
easat-8810	78	11	correct	correct	ADJ
easat-8810	78	12	next	next	ADJ
easat-8810	78	13	word	word	NOUN
easat-8810	78	14	as	as	SCONJ
easat-8810	78	15	seen	see	VERB
easat-8810	78	16	in	in	ADP
easat-8810	78	17	the	the	DET
easat-8810	78	18	training	training	NOUN
easat-8810	78	19	data	datum	NOUN
easat-8810	78	20	,	,	PUNCT
easat-8810	78	21	without	without	ADP
easat-8810	78	22	ensuring	ensure	VERB
easat-8810	78	23	real	real	ADJ
easat-8810	78	24	-	-	PUNCT
easat-8810	78	25	world	world	NOUN
easat-8810	78	26	factual	factual	ADJ
easat-8810	78	27	accuracy	accuracy	NOUN
easat-8810	78	28	.	.	PUNCT
easat-8810	79	1	the	the	DET
easat-8810	79	2	model	model	NOUN
easat-8810	79	3	is	be	AUX
easat-8810	79	4	rewarded	reward	VERB
easat-8810	79	5	for	for	ADP
easat-8810	79	6	correctly	correctly	ADV
easat-8810	79	7	predicting	predict	VERB
easat-8810	79	8	the	the	DET
easat-8810	79	9	next	next	ADJ
easat-8810	79	10	word	word	NOUN
easat-8810	79	11	in	in	ADP
easat-8810	79	12	context	context	NOUN
easat-8810	79	13	,	,	PUNCT
easat-8810	79	14	regardless	regardless	ADV
easat-8810	79	15	of	of	ADP
easat-8810	79	16	whether	whether	SCONJ
easat-8810	79	17	the	the	DET
easat-8810	79	18	content	content	NOUN
easat-8810	79	19	of	of	ADP
easat-8810	79	20	the	the	DET
easat-8810	79	21	sentence	sentence	NOUN
easat-8810	79	22	is	be	AUX
easat-8810	79	23	factually	factually	ADV
easat-8810	79	24	correct	correct	ADJ
easat-8810	79	25	.	.	PUNCT
easat-8810	80	1	if	if	SCONJ
easat-8810	80	2	the	the	DET
easat-8810	80	3	training	training	NOUN
easat-8810	80	4	dataset	dataset	NOUN
easat-8810	80	5	frequently	frequently	ADV
easat-8810	80	6	contains	contain	VERB
easat-8810	80	7	an	an	DET
easat-8810	80	8	incorrect	incorrect	ADJ
easat-8810	80	9	fact	fact	NOUN
easat-8810	80	10	,	,	PUNCT
easat-8810	80	11	such	such	ADJ
easat-8810	80	12	as	as	ADP
easat-8810	80	13	'	'	PUNCT
easat-8810	80	14	paris	paris	PROPN
easat-8810	80	15	is	be	AUX
easat-8810	80	16	the	the	DET
easat-8810	80	17	capital	capital	NOUN
easat-8810	80	18	of	of	ADP
easat-8810	80	19	germany	germany	PROPN
easat-8810	80	20	,	,	PUNCT
easat-8810	80	21	'	'	PUNCT
easat-8810	80	22	the	the	DET
easat-8810	80	23	model	model	NOUN
easat-8810	80	24	will	will	AUX
easat-8810	80	25	learn	learn	VERB
easat-8810	80	26	a	a	DET
easat-8810	80	27	high	high	ADJ
easat-8810	80	28	probability	probability	NOUN
easat-8810	80	29	for	for	ADP
easat-8810	80	30	the	the	DET
easat-8810	80	31	combination	combination	NOUN
easat-8810	80	32	'	'	PUNCT
easat-8810	80	33	paris	paris	PROPN
easat-8810	80	34	capital	capital	PROPN
easat-8810	80	35	germany	germany	PROPN
easat-8810	80	36	.	.	PUNCT
easat-8810	80	37	'	'	PUNCT
easat-8810	81	1	1076	1076	NUM
easat-8810	81	2	edelweiss	edelweiss	PROPN
easat-8810	81	3	applied	apply	VERB
easat-8810	81	4	science	science	NOUN
easat-8810	81	5	and	and	CCONJ
easat-8810	81	6	technology	technology	NOUN
easat-8810	81	7	issn	issn	PROPN
easat-8810	81	8	:	:	PUNCT
easat-8810	81	9	2576	2576	NUM
easat-8810	81	10	-	-	SYM
easat-8810	81	11	8484	8484	NUM
easat-8810	81	12	vol	vol	NOUN
easat-8810	81	13	.	.	PROPN
easat-8810	82	1	9	9	NUM
easat-8810	82	2	,	,	PUNCT
easat-8810	82	3	no	no	INTJ
easat-8810	82	4	.	.	NOUN
easat-8810	82	5	7	7	NUM
easat-8810	82	6	:	:	SYM
easat-8810	82	7	1072	1072	NUM
easat-8810	82	8	-	-	SYM
easat-8810	82	9	1090	1090	NUM
easat-8810	82	10	,	,	PUNCT
easat-8810	82	11	2025	2025	NUM
easat-8810	82	12	doi	doi	NOUN
easat-8810	82	13	:	:	PUNCT
easat-8810	82	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	82	15	©	©	PROPN
easat-8810	82	16	2025	2025	NUM
easat-8810	82	17	by	by	ADP
easat-8810	82	18	the	the	DET
easat-8810	82	19	authors	author	NOUN
easat-8810	82	20	;	;	PUNCT
easat-8810	82	21	licensee	licensee	PROPN
easat-8810	82	22	learning	learning	NOUN
easat-8810	82	23	gate	gate	NOUN
easat-8810	82	24	consequently	consequently	ADV
easat-8810	82	25	,	,	PUNCT
easat-8810	82	26	llms	llm	NOUN
easat-8810	82	27	have	have	VERB
easat-8810	82	28	no	no	DET
easat-8810	82	29	external	external	ADJ
easat-8810	82	30	awareness	awareness	NOUN
easat-8810	82	31	of	of	ADP
easat-8810	82	32	truth	truth	NOUN
easat-8810	82	33	;	;	PUNCT
easat-8810	82	34	their	their	PRON
easat-8810	82	35	only	only	ADJ
easat-8810	82	36	sense	sense	NOUN
easat-8810	82	37	is	be	AUX
easat-8810	82	38	statistical	statistical	ADJ
easat-8810	82	39	probability	probability	NOUN
easat-8810	82	40	.	.	PUNCT
easat-8810	83	1	as	as	SCONJ
easat-8810	83	2	one	one	NUM
easat-8810	83	3	author	author	NOUN
easat-8810	83	4	aptly	aptly	ADV
easat-8810	83	5	put	put	VERB
easat-8810	83	6	it	it	PRON
easat-8810	83	7	:	:	PUNCT
easat-8810	83	8	'	'	PUNCT
easat-8810	83	9	chatgpt	chatgpt	NOUN
easat-8810	83	10	does	do	AUX
easat-8810	83	11	n't	not	PART
easat-8810	83	12	"	"	PUNCT
easat-8810	83	13	know	know	VERB
easat-8810	83	14	"	"	PUNCT
easat-8810	83	15	truths	truth	NOUN
easat-8810	83	16	through	through	ADP
easat-8810	83	17	logical	logical	ADJ
easat-8810	83	18	reasoning	reasoning	NOUN
easat-8810	83	19	;	;	PUNCT
easat-8810	83	20	it	it	PRON
easat-8810	83	21	merely	merely	ADV
easat-8810	83	22	guesses	guess	VERB
easat-8810	83	23	based	base	VERB
easat-8810	83	24	on	on	ADP
easat-8810	83	25	what	what	PRON
easat-8810	83	26	it	it	PRON
easat-8810	83	27	has	have	AUX
easat-8810	83	28	been	be	AUX
easat-8810	83	29	trained	train	VERB
easat-8810	83	30	on	on	ADP
easat-8810	83	31	.	.	PUNCT
easat-8810	83	32	'	'	PUNCT
easat-8810	84	1	in	in	ADP
easat-8810	84	2	other	other	ADJ
easat-8810	84	3	words	word	NOUN
easat-8810	84	4	,	,	PUNCT
easat-8810	84	5	llms	llm	NOUN
easat-8810	84	6	'	'	PUNCT
easat-8810	84	7	predict	predict	VERB
easat-8810	84	8	words	word	NOUN
easat-8810	84	9	,	,	PUNCT
easat-8810	84	10	not	not	PART
easat-8810	84	11	truths	truth	NOUN
easat-8810	84	12	.	.	PUNCT
easat-8810	85	1	a	a	DET
easat-8810	85	2	direct	direct	ADJ
easat-8810	85	3	consequence	consequence	NOUN
easat-8810	85	4	of	of	ADP
easat-8810	85	5	this	this	DET
easat-8810	85	6	nature	nature	NOUN
easat-8810	85	7	is	be	AUX
easat-8810	85	8	that	that	SCONJ
easat-8810	85	9	llms	llm	NOUN
easat-8810	85	10	lack	lack	VERB
easat-8810	85	11	an	an	DET
easat-8810	85	12	intrinsic	intrinsic	ADJ
easat-8810	85	13	mechanism	mechanism	NOUN
easat-8810	85	14	to	to	PART
easat-8810	85	15	verify	verify	VERB
easat-8810	85	16	the	the	DET
easat-8810	85	17	accuracy	accuracy	NOUN
easat-8810	85	18	of	of	ADP
easat-8810	85	19	the	the	DET
easat-8810	85	20	information	information	NOUN
easat-8810	85	21	they	they	PRON
easat-8810	85	22	produce	produce	VERB
easat-8810	85	23	.	.	PUNCT
easat-8810	86	1	the	the	DET
easat-8810	86	2	model	model	NOUN
easat-8810	86	3	operates	operate	VERB
easat-8810	86	4	essentially	essentially	ADV
easat-8810	86	5	as	as	ADP
easat-8810	86	6	a	a	DET
easat-8810	86	7	"	"	PUNCT
easat-8810	86	8	black	black	ADJ
easat-8810	86	9	box	box	NOUN
easat-8810	86	10	"	"	PUNCT
easat-8810	86	11	text	text	NOUN
easat-8810	86	12	generator	generator	NOUN
easat-8810	86	13	—	—	PUNCT
easat-8810	86	14	it	it	PRON
easat-8810	86	15	can	can	AUX
easat-8810	86	16	not	not	PART
easat-8810	86	17	"	"	PUNCT
easat-8810	86	18	look	look	VERB
easat-8810	86	19	outside	outside	ADV
easat-8810	86	20	"	"	PUNCT
easat-8810	86	21	to	to	AUX
easat-8810	86	22	cross	cross	VERB
easat-8810	86	23	-	-	VERB
easat-8810	86	24	check	check	VERB
easat-8810	86	25	its	its	PRON
easat-8810	86	26	responses	response	NOUN
easat-8810	86	27	against	against	ADP
easat-8810	86	28	objective	objective	ADJ
easat-8810	86	29	reality	reality	NOUN
easat-8810	86	30	[	[	X
easat-8810	86	31	8	8	NUM
easat-8810	86	32	]	]	PUNCT
easat-8810	86	33	.	.	PUNCT
easat-8810	87	1	for	for	ADP
easat-8810	87	2	the	the	DET
easat-8810	87	3	model	model	NOUN
easat-8810	87	4	,	,	PUNCT
easat-8810	87	5	the	the	DET
easat-8810	87	6	only	only	ADJ
easat-8810	87	7	accessible	accessible	ADJ
easat-8810	87	8	"	"	PUNCT
easat-8810	87	9	reality	reality	NOUN
easat-8810	87	10	"	"	PUNCT
easat-8810	87	11	is	be	AUX
easat-8810	87	12	the	the	DET
easat-8810	87	13	statistical	statistical	ADJ
easat-8810	87	14	patterns	pattern	NOUN
easat-8810	87	15	within	within	ADP
easat-8810	87	16	the	the	DET
easat-8810	87	17	training	training	NOUN
easat-8810	87	18	data	datum	NOUN
easat-8810	87	19	.	.	PUNCT
easat-8810	88	1	thus	thus	ADV
easat-8810	88	2	,	,	PUNCT
easat-8810	88	3	if	if	SCONJ
easat-8810	88	4	an	an	DET
easat-8810	88	5	input	input	NOUN
easat-8810	88	6	query	query	NOUN
easat-8810	88	7	demands	demand	VERB
easat-8810	88	8	knowledge	knowledge	NOUN
easat-8810	88	9	beyond	beyond	ADP
easat-8810	88	10	its	its	PRON
easat-8810	88	11	learned	learn	VERB
easat-8810	88	12	dataset	dataset	NOUN
easat-8810	88	13	,	,	PUNCT
easat-8810	88	14	the	the	DET
easat-8810	88	15	model	model	NOUN
easat-8810	88	16	tends	tend	VERB
easat-8810	88	17	to	to	PART
easat-8810	88	18	rely	rely	VERB
easat-8810	88	19	on	on	ADP
easat-8810	88	20	the	the	DET
easat-8810	88	21	nearest	near	ADJ
easat-8810	88	22	linguistic	linguistic	ADJ
easat-8810	88	23	patterns	pattern	NOUN
easat-8810	88	24	available	available	ADJ
easat-8810	88	25	,	,	PUNCT
easat-8810	88	26	leading	lead	VERB
easat-8810	88	27	to	to	ADP
easat-8810	88	28	"	"	PUNCT
easat-8810	88	29	hallucinations	hallucination	NOUN
easat-8810	88	30	"	"	PUNCT
easat-8810	88	31	of	of	ADP
easat-8810	88	32	incorrect	incorrect	ADJ
easat-8810	88	33	information	information	NOUN
easat-8810	88	34	.	.	PUNCT
easat-8810	89	1	for	for	ADP
easat-8810	89	2	instance	instance	NOUN
easat-8810	89	3	,	,	PUNCT
easat-8810	89	4	when	when	SCONJ
easat-8810	89	5	asked	ask	VERB
easat-8810	89	6	about	about	ADP
easat-8810	89	7	a	a	DET
easat-8810	89	8	recent	recent	ADJ
easat-8810	89	9	event	event	NOUN
easat-8810	89	10	occurring	occur	VERB
easat-8810	89	11	after	after	ADP
easat-8810	89	12	its	its	PRON
easat-8810	89	13	training	training	NOUN
easat-8810	89	14	period	period	NOUN
easat-8810	89	15	,	,	PUNCT
easat-8810	89	16	the	the	DET
easat-8810	89	17	model	model	NOUN
easat-8810	89	18	might	might	AUX
easat-8810	89	19	fabricate	fabricate	VERB
easat-8810	89	20	an	an	DET
easat-8810	89	21	answer	answer	NOUN
easat-8810	89	22	that	that	PRON
easat-8810	89	23	sounds	sound	VERB
easat-8810	89	24	plausible	plausible	ADJ
easat-8810	89	25	but	but	CCONJ
easat-8810	89	26	is	be	AUX
easat-8810	89	27	entirely	entirely	ADV
easat-8810	89	28	baseless	baseless	ADJ
easat-8810	89	29	due	due	ADP
easat-8810	89	30	to	to	ADP
easat-8810	89	31	the	the	DET
easat-8810	89	32	absence	absence	NOUN
easat-8810	89	33	of	of	ADP
easat-8810	89	34	credible	credible	ADJ
easat-8810	89	35	data	datum	NOUN
easat-8810	89	36	to	to	PART
easat-8810	89	37	reference	reference	VERB
easat-8810	89	38	.	.	PUNCT
easat-8810	90	1	to	to	PART
easat-8810	90	2	clarify	clarify	VERB
easat-8810	90	3	further	far	ADV
easat-8810	90	4	,	,	PUNCT
easat-8810	90	5	one	one	PRON
easat-8810	90	6	could	could	AUX
easat-8810	90	7	metaphorically	metaphorically	ADV
easat-8810	90	8	liken	liken	VERB
easat-8810	90	9	an	an	DET
easat-8810	90	10	llm	llm	NOUN
easat-8810	90	11	to	to	ADP
easat-8810	90	12	a	a	DET
easat-8810	90	13	student	student	NOUN
easat-8810	90	14	memorizing	memorize	VERB
easat-8810	90	15	answers	answer	NOUN
easat-8810	90	16	from	from	ADP
easat-8810	90	17	thousands	thousand	NOUN
easat-8810	90	18	of	of	ADP
easat-8810	90	19	books	book	NOUN
easat-8810	90	20	.	.	PUNCT
easat-8810	91	1	when	when	SCONJ
easat-8810	91	2	encountering	encounter	VERB
easat-8810	91	3	familiar	familiar	ADJ
easat-8810	91	4	questions	question	NOUN
easat-8810	91	5	,	,	PUNCT
easat-8810	91	6	the	the	DET
easat-8810	91	7	student	student	NOUN
easat-8810	91	8	might	might	AUX
easat-8810	91	9	correctly	correctly	ADV
easat-8810	91	10	respond	respond	VERB
easat-8810	91	11	from	from	ADP
easat-8810	91	12	memory	memory	NOUN
easat-8810	91	13	.	.	PUNCT
easat-8810	92	1	however	however	ADV
easat-8810	92	2	,	,	PUNCT
easat-8810	92	3	when	when	SCONJ
easat-8810	92	4	faced	face	VERB
easat-8810	92	5	with	with	ADP
easat-8810	92	6	novel	novel	ADJ
easat-8810	92	7	questions	question	NOUN
easat-8810	92	8	,	,	PUNCT
easat-8810	92	9	the	the	DET
easat-8810	92	10	student	student	NOUN
easat-8810	92	11	tends	tend	VERB
easat-8810	92	12	to	to	PART
easat-8810	92	13	guess	guess	VERB
easat-8810	92	14	based	base	VERB
easat-8810	92	15	on	on	ADP
easat-8810	92	16	the	the	DET
easat-8810	92	17	nearest	near	ADJ
easat-8810	92	18	available	available	ADJ
easat-8810	92	19	knowledge	knowledge	NOUN
easat-8810	92	20	,	,	PUNCT
easat-8810	92	21	potentially	potentially	ADV
easat-8810	92	22	resulting	result	VERB
easat-8810	92	23	in	in	ADP
easat-8810	92	24	incorrect	incorrect	ADJ
easat-8810	92	25	answers	answer	NOUN
easat-8810	92	26	.	.	PUNCT
easat-8810	93	1	crucially	crucially	ADV
easat-8810	93	2	,	,	PUNCT
easat-8810	93	3	this	this	DET
easat-8810	93	4	student	student	NOUN
easat-8810	93	5	has	have	VERB
easat-8810	93	6	no	no	DET
easat-8810	93	7	capacity	capacity	NOUN
easat-8810	93	8	to	to	PART
easat-8810	93	9	independently	independently	ADV
easat-8810	93	10	consult	consult	VERB
easat-8810	93	11	new	new	ADJ
easat-8810	93	12	resources	resource	NOUN
easat-8810	93	13	or	or	CCONJ
easat-8810	93	14	conduct	conduct	VERB
easat-8810	93	15	experiments	experiment	NOUN
easat-8810	93	16	during	during	ADP
easat-8810	93	17	an	an	DET
easat-8810	93	18	exam	exam	NOUN
easat-8810	93	19	.	.	PUNCT
easat-8810	94	1	similarly	similarly	ADV
easat-8810	94	2	,	,	PUNCT
easat-8810	94	3	an	an	DET
easat-8810	94	4	original	original	ADJ
easat-8810	94	5	llm	llm	NOUN
easat-8810	94	6	has	have	VERB
easat-8810	94	7	no	no	DET
easat-8810	94	8	capability	capability	NOUN
easat-8810	94	9	for	for	ADP
easat-8810	94	10	autonomous	autonomous	ADJ
easat-8810	94	11	research	research	NOUN
easat-8810	94	12	or	or	CCONJ
easat-8810	94	13	reasoning	reasoning	NOUN
easat-8810	94	14	beyond	beyond	ADP
easat-8810	94	15	its	its	PRON
easat-8810	94	16	trained	train	VERB
easat-8810	94	17	data	datum	NOUN
easat-8810	94	18	;	;	PUNCT
easat-8810	94	19	it	it	PRON
easat-8810	94	20	lacks	lack	VERB
easat-8810	94	21	an	an	DET
easat-8810	94	22	independent	independent	ADJ
easat-8810	94	23	verification	verification	NOUN
easat-8810	94	24	process	process	NOUN
easat-8810	94	25	[	[	X
easat-8810	94	26	8	8	NUM
easat-8810	94	27	]	]	PUNCT
easat-8810	94	28	.	.	PUNCT
easat-8810	95	1	consequently	consequently	ADV
easat-8810	95	2	,	,	PUNCT
easat-8810	95	3	even	even	ADV
easat-8810	95	4	though	though	SCONJ
easat-8810	95	5	llms	llm	NOUN
easat-8810	95	6	can	can	AUX
easat-8810	95	7	generate	generate	VERB
easat-8810	95	8	fluent	fluent	ADJ
easat-8810	95	9	text	text	NOUN
easat-8810	95	10	and	and	CCONJ
easat-8810	95	11	accurately	accurately	ADV
easat-8810	95	12	answer	answer	VERB
easat-8810	95	13	numerous	numerous	ADJ
easat-8810	95	14	queries	query	NOUN
easat-8810	95	15	,	,	PUNCT
easat-8810	95	16	they	they	PRON
easat-8810	95	17	still	still	ADV
easat-8810	95	18	unpredictably	unpredictably	ADV
easat-8810	95	19	commit	commit	VERB
easat-8810	95	20	severe	severe	ADJ
easat-8810	95	21	mistakes	mistake	NOUN
easat-8810	95	22	.	.	PUNCT
easat-8810	96	1	multiple	multiple	ADJ
easat-8810	96	2	studies	study	NOUN
easat-8810	96	3	have	have	AUX
easat-8810	96	4	documented	document	VERB
easat-8810	96	5	that	that	SCONJ
easat-8810	96	6	large	large	ADJ
easat-8810	96	7	models	model	NOUN
easat-8810	96	8	such	such	ADJ
easat-8810	96	9	as	as	ADP
easat-8810	96	10	gpt-3	gpt-3	NUM
easat-8810	96	11	and	and	CCONJ
easat-8810	96	12	gpt-4	gpt-4	AUX
easat-8810	96	13	confidently	confidently	ADV
easat-8810	96	14	assert	assert	VERB
easat-8810	96	15	implausible	implausible	ADJ
easat-8810	96	16	or	or	CCONJ
easat-8810	96	17	factually	factually	ADV
easat-8810	96	18	incorrect	incorrect	ADJ
easat-8810	96	19	statements	statement	NOUN
easat-8810	96	20	.	.	PUNCT
easat-8810	97	1	for	for	ADP
easat-8810	97	2	instance	instance	NOUN
easat-8810	97	3	,	,	PUNCT
easat-8810	97	4	a	a	DET
easat-8810	97	5	model	model	NOUN
easat-8810	97	6	might	might	AUX
easat-8810	97	7	confidently	confidently	ADV
easat-8810	97	8	fabricate	fabricate	VERB
easat-8810	97	9	a	a	DET
easat-8810	97	10	detailed	detailed	ADJ
easat-8810	97	11	description	description	NOUN
easat-8810	97	12	of	of	ADP
easat-8810	97	13	a	a	DET
easat-8810	97	14	nonexistent	nonexistent	ADJ
easat-8810	97	15	historical	historical	ADJ
easat-8810	97	16	event	event	NOUN
easat-8810	97	17	or	or	CCONJ
easat-8810	97	18	invent	invent	VERB
easat-8810	97	19	fake	fake	ADJ
easat-8810	97	20	references	reference	NOUN
easat-8810	97	21	.	.	PUNCT
easat-8810	98	1	these	these	DET
easat-8810	98	2	errors	error	NOUN
easat-8810	98	3	are	be	AUX
easat-8810	98	4	not	not	PART
easat-8810	98	5	intentional	intentional	ADJ
easat-8810	98	6	—	—	PUNCT
easat-8810	98	7	simply	simply	ADV
easat-8810	98	8	because	because	SCONJ
easat-8810	98	9	the	the	DET
easat-8810	98	10	model	model	NOUN
easat-8810	98	11	does	do	AUX
easat-8810	98	12	not	not	PART
easat-8810	98	13	recognize	recognize	VERB
easat-8810	98	14	them	they	PRON
easat-8810	98	15	as	as	ADP
easat-8810	98	16	wrong	wrong	ADJ
easat-8810	98	17	;	;	PUNCT
easat-8810	98	18	it	it	PRON
easat-8810	98	19	merely	merely	ADV
easat-8810	98	20	probabilistically	probabilistically	ADV
easat-8810	98	21	replicates	replicate	VERB
easat-8810	98	22	linguistic	linguistic	ADJ
easat-8810	98	23	patterns	pattern	NOUN
easat-8810	98	24	.	.	PUNCT
easat-8810	99	1	bender	bender	NOUN
easat-8810	99	2	et	et	PROPN
easat-8810	99	3	al	al	PROPN
easat-8810	99	4	.	.	PROPN
easat-8810	99	5	highlight	highlight	VERB
easat-8810	99	6	two	two	NUM
easat-8810	99	7	fundamental	fundamental	ADJ
easat-8810	99	8	limitations	limitation	NOUN
easat-8810	99	9	:	:	PUNCT
easat-8810	99	10	(	(	PUNCT
easat-8810	99	11	1	1	X
easat-8810	99	12	)	)	PUNCT
easat-8810	99	13	llms	llm	NOUN
easat-8810	99	14	are	be	AUX
easat-8810	99	15	inherently	inherently	ADV
easat-8810	99	16	restricted	restrict	VERB
easat-8810	99	17	by	by	ADP
easat-8810	99	18	their	their	PRON
easat-8810	99	19	training	training	NOUN
easat-8810	99	20	data	datum	NOUN
easat-8810	99	21	and	and	CCONJ
easat-8810	99	22	merely	merely	ADV
easat-8810	99	23	replicate	replicate	VERB
easat-8810	99	24	statistically	statistically	ADV
easat-8810	99	25	whatever	whatever	PRON
easat-8810	99	26	appears	appear	VERB
easat-8810	99	27	within	within	ADP
easat-8810	99	28	that	that	DET
easat-8810	99	29	data	datum	NOUN
easat-8810	99	30	;	;	PUNCT
easat-8810	99	31	(	(	PUNCT
easat-8810	99	32	2	2	X
easat-8810	99	33	)	)	PUNCT
easat-8810	99	34	since	since	SCONJ
easat-8810	99	35	they	they	PRON
easat-8810	99	36	solely	solely	ADV
easat-8810	99	37	rely	rely	VERB
easat-8810	99	38	on	on	ADP
easat-8810	99	39	linguistic	linguistic	ADJ
easat-8810	99	40	data	datum	NOUN
easat-8810	99	41	,	,	PUNCT
easat-8810	99	42	the	the	DET
easat-8810	99	43	models	model	NOUN
easat-8810	99	44	have	have	VERB
easat-8810	99	45	no	no	DET
easat-8810	99	46	means	mean	NOUN
easat-8810	99	47	of	of	ADP
easat-8810	99	48	discerning	discern	VERB
easat-8810	99	49	the	the	DET
easat-8810	99	50	factual	factual	ADJ
easat-8810	99	51	correctness	correctness	NOUN
easat-8810	99	52	or	or	CCONJ
easat-8810	99	53	incorrectness	incorrectness	NOUN
easat-8810	99	54	of	of	ADP
easat-8810	99	55	their	their	PRON
easat-8810	99	56	outputs	output	NOUN
easat-8810	99	57	.	.	PUNCT
easat-8810	100	1	thus	thus	ADV
easat-8810	100	2	,	,	PUNCT
easat-8810	100	3	theoretically	theoretically	ADV
easat-8810	100	4	speaking	speak	VERB
easat-8810	100	5	,	,	PUNCT
easat-8810	100	6	llms	llm	NOUN
easat-8810	100	7	are	be	AUX
easat-8810	100	8	powerful	powerful	ADJ
easat-8810	100	9	statistical	statistical	ADJ
easat-8810	100	10	language	language	NOUN
easat-8810	100	11	models	model	NOUN
easat-8810	100	12	but	but	CCONJ
easat-8810	100	13	inherently	inherently	ADV
easat-8810	100	14	lack	lack	VERB
easat-8810	100	15	genuine	genuine	ADJ
easat-8810	100	16	semantic	semantic	ADJ
easat-8810	100	17	understanding	understanding	NOUN
easat-8810	100	18	.	.	PUNCT
easat-8810	101	1	they	they	PRON
easat-8810	101	2	do	do	AUX
easat-8810	101	3	not	not	PART
easat-8810	101	4	possess	possess	VERB
easat-8810	101	5	a	a	DET
easat-8810	101	6	concept	concept	NOUN
easat-8810	101	7	of	of	ADP
easat-8810	101	8	truth	truth	NOUN
easat-8810	101	9	as	as	SCONJ
easat-8810	101	10	humans	human	NOUN
easat-8810	101	11	understand	understand	VERB
easat-8810	101	12	it	it	PRON
easat-8810	101	13	—	—	PUNCT
easat-8810	101	14	they	they	PRON
easat-8810	101	15	do	do	AUX
easat-8810	101	16	not	not	PART
easat-8810	101	17	actually	actually	ADV
easat-8810	101	18	know	know	VERB
easat-8810	101	19	whether	whether	SCONJ
easat-8810	101	20	"	"	PUNCT
easat-8810	101	21	paris	paris	PROPN
easat-8810	101	22	is	be	AUX
easat-8810	101	23	the	the	DET
easat-8810	101	24	capital	capital	NOUN
easat-8810	101	25	of	of	ADP
easat-8810	101	26	germany	germany	PROPN
easat-8810	101	27	,	,	PUNCT
easat-8810	101	28	"	"	PUNCT
easat-8810	101	29	but	but	CCONJ
easat-8810	101	30	merely	merely	ADV
easat-8810	101	31	recognize	recognize	VERB
easat-8810	101	32	that	that	SCONJ
easat-8810	101	33	the	the	DET
easat-8810	101	34	phrase	phrase	NOUN
easat-8810	101	35	"	"	PUNCT
easat-8810	101	36	paris	paris	PROPN
easat-8810	101	37	is	be	AUX
easat-8810	101	38	the	the	DET
easat-8810	101	39	capital	capital	NOUN
easat-8810	101	40	of	of	ADP
easat-8810	101	41	…	…	PUNCT
easat-8810	101	42	"	"	PUNCT
easat-8810	101	43	is	be	AUX
easat-8810	101	44	statistically	statistically	ADV
easat-8810	101	45	more	more	ADV
easat-8810	101	46	often	often	ADV
easat-8810	101	47	followed	follow	VERB
easat-8810	101	48	by	by	ADP
easat-8810	101	49	"	"	PUNCT
easat-8810	101	50	france	france	PROPN
easat-8810	101	51	"	"	PUNCT
easat-8810	101	52	rather	rather	ADV
easat-8810	101	53	than	than	ADP
easat-8810	101	54	"	"	PUNCT
easat-8810	101	55	germany	germany	PROPN
easat-8810	101	56	.	.	PUNCT
easat-8810	101	57	"	"	PUNCT
easat-8810	102	1	this	this	DET
easat-8810	102	2	disconnect	disconnect	NOUN
easat-8810	102	3	between	between	ADP
easat-8810	102	4	linguistic	linguistic	ADJ
easat-8810	102	5	statistics	statistic	NOUN
easat-8810	102	6	and	and	CCONJ
easat-8810	102	7	truth	truth	NOUN
easat-8810	102	8	is	be	AUX
easat-8810	102	9	precisely	precisely	ADV
easat-8810	102	10	the	the	DET
easat-8810	102	11	origin	origin	NOUN
easat-8810	102	12	of	of	ADP
easat-8810	102	13	the	the	DET
easat-8810	102	14	problem	problem	NOUN
easat-8810	102	15	we	we	PRON
easat-8810	102	16	seek	seek	VERB
easat-8810	102	17	to	to	PART
easat-8810	102	18	address	address	VERB
easat-8810	102	19	:	:	PUNCT
easat-8810	102	20	how	how	SCONJ
easat-8810	102	21	to	to	PART
easat-8810	102	22	guide	guide	VERB
easat-8810	102	23	llms	llm	NOUN
easat-8810	102	24	closer	close	ADV
easat-8810	102	25	to	to	ADP
easat-8810	102	26	genuine	genuine	ADJ
easat-8810	102	27	truth	truth	NOUN
easat-8810	102	28	rather	rather	ADV
easat-8810	102	29	than	than	ADP
easat-8810	102	30	merely	merely	ADV
easat-8810	102	31	emulating	emulate	VERB
easat-8810	102	32	language	language	NOUN
easat-8810	102	33	patterns	pattern	NOUN
easat-8810	102	34	.	.	PUNCT
easat-8810	103	1	to	to	PART
easat-8810	103	2	achieve	achieve	VERB
easat-8810	103	3	this	this	DET
easat-8810	103	4	goal	goal	NOUN
easat-8810	103	5	,	,	PUNCT
easat-8810	103	6	we	we	PRON
easat-8810	103	7	must	must	AUX
easat-8810	103	8	clarify	clarify	VERB
easat-8810	103	9	different	different	ADJ
easat-8810	103	10	conceptions	conception	NOUN
easat-8810	103	11	of	of	ADP
easat-8810	103	12	truth	truth	NOUN
easat-8810	103	13	and	and	CCONJ
easat-8810	103	14	subsequently	subsequently	ADV
easat-8810	103	15	investigate	investigate	VERB
easat-8810	103	16	methods	method	NOUN
easat-8810	103	17	for	for	ADP
easat-8810	103	18	integrating	integrate	VERB
easat-8810	103	19	logical	logical	ADJ
easat-8810	103	20	reasoning	reasoning	NOUN
easat-8810	103	21	—	—	PUNCT
easat-8810	103	22	an	an	DET
easat-8810	103	23	intrinsic	intrinsic	ADJ
easat-8810	103	24	strength	strength	NOUN
easat-8810	103	25	of	of	ADP
easat-8810	103	26	human	human	ADJ
easat-8810	103	27	intelligence	intelligence	NOUN
easat-8810	103	28	—	—	PUNCT
easat-8810	103	29	into	into	ADP
easat-8810	103	30	these	these	DET
easat-8810	103	31	models	model	NOUN
easat-8810	103	32	.	.	PUNCT
easat-8810	104	1	3	3	X
easat-8810	104	2	.	.	X
easat-8810	104	3	philosophical	philosophical	ADJ
easat-8810	104	4	discussion	discussion	NOUN
easat-8810	104	5	:	:	PUNCT
easat-8810	104	6	"	"	PUNCT
easat-8810	104	7	truth	truth	NOUN
easat-8810	104	8	"	"	PUNCT
easat-8810	104	9	in	in	ADP
easat-8810	104	10	the	the	DET
easat-8810	104	11	context	context	NOUN
easat-8810	104	12	of	of	ADP
easat-8810	104	13	ai	ai	VERB
easat-8810	104	14	the	the	DET
easat-8810	104	15	concept	concept	NOUN
easat-8810	104	16	of	of	ADP
easat-8810	104	17	truth	truth	NOUN
easat-8810	104	18	has	have	AUX
easat-8810	104	19	long	long	ADV
easat-8810	104	20	been	be	AUX
easat-8810	104	21	a	a	DET
easat-8810	104	22	central	central	ADJ
easat-8810	104	23	theme	theme	NOUN
easat-8810	104	24	in	in	ADP
easat-8810	104	25	philosophy	philosophy	NOUN
easat-8810	104	26	,	,	PUNCT
easat-8810	104	27	approached	approach	VERB
easat-8810	104	28	from	from	ADP
easat-8810	104	29	various	various	ADJ
easat-8810	104	30	perspectives	perspective	NOUN
easat-8810	104	31	.	.	PUNCT
easat-8810	105	1	in	in	ADP
easat-8810	105	2	the	the	DET
easat-8810	105	3	context	context	NOUN
easat-8810	105	4	of	of	ADP
easat-8810	105	5	generative	generative	ADJ
easat-8810	105	6	ai	ai	PROPN
easat-8810	105	7	language	language	NOUN
easat-8810	105	8	models	model	NOUN
easat-8810	105	9	,	,	PUNCT
easat-8810	105	10	the	the	DET
easat-8810	105	11	notion	notion	NOUN
easat-8810	105	12	of	of	ADP
easat-8810	105	13	"	"	PUNCT
easat-8810	105	14	truth	truth	NOUN
easat-8810	105	15	"	"	PUNCT
easat-8810	105	16	becomes	become	VERB
easat-8810	105	17	particularly	particularly	ADV
easat-8810	105	18	complex	complex	ADJ
easat-8810	105	19	.	.	PUNCT
easat-8810	106	1	we	we	PRON
easat-8810	106	2	can	can	AUX
easat-8810	106	3	distinguish	distinguish	VERB
easat-8810	106	4	at	at	ADV
easat-8810	106	5	least	least	ADV
easat-8810	106	6	three	three	NUM
easat-8810	106	7	dimensions	dimension	NOUN
easat-8810	106	8	for	for	ADP
easat-8810	106	9	assessing	assess	VERB
easat-8810	106	10	the	the	DET
easat-8810	106	11	"	"	PUNCT
easat-8810	106	12	truthfulness	truthfulness	ADJ
easat-8810	106	13	"	"	PUNCT
easat-8810	106	14	of	of	ADP
easat-8810	106	15	ai	ai	PROPN
easat-8810	106	16	-	-	PUNCT
easat-8810	106	17	generated	generate	VERB
easat-8810	106	18	responses	response	NOUN
easat-8810	106	19	:	:	PUNCT
easat-8810	106	20	(	(	PUNCT
easat-8810	106	21	1	1	X
easat-8810	106	22	)	)	PUNCT
easat-8810	106	23	descriptive	descriptive	ADJ
easat-8810	106	24	truth	truth	NOUN
easat-8810	106	25	(	(	PUNCT
easat-8810	106	26	objective	objective	ADJ
easat-8810	106	27	accuracy	accuracy	NOUN
easat-8810	106	28	)	)	PUNCT
easat-8810	106	29	,	,	PUNCT
easat-8810	106	30	(	(	PUNCT
easat-8810	106	31	2	2	X
easat-8810	106	32	)	)	PUNCT
easat-8810	106	33	pragmatic	pragmatic	ADJ
easat-8810	106	34	success	success	NOUN
easat-8810	106	35	(	(	PUNCT
easat-8810	106	36	usefulness	usefulness	NOUN
easat-8810	106	37	or	or	CCONJ
easat-8810	106	38	effectiveness	effectiveness	NOUN
easat-8810	106	39	in	in	ADP
easat-8810	106	40	practical	practical	ADJ
easat-8810	106	41	contexts	contexts	NOUN
easat-8810	106	42	)	)	PUNCT
easat-8810	106	43	,	,	PUNCT
easat-8810	106	44	and	and	CCONJ
easat-8810	106	45	(	(	PUNCT
easat-8810	106	46	3	3	X
easat-8810	106	47	)	)	PUNCT
easat-8810	106	48	verifiable	verifiable	ADJ
easat-8810	106	49	knowledge	knowledge	NOUN
easat-8810	106	50	(	(	PUNCT
easat-8810	106	51	the	the	DET
easat-8810	106	52	ability	ability	NOUN
easat-8810	106	53	to	to	PART
easat-8810	106	54	confirm	confirm	VERB
easat-8810	106	55	statements	statement	NOUN
easat-8810	106	56	through	through	ADP
easat-8810	106	57	independent	independent	ADJ
easat-8810	106	58	evidence	evidence	NOUN
easat-8810	106	59	)	)	PUNCT
easat-8810	106	60	.	.	PUNCT
easat-8810	107	1	these	these	DET
easat-8810	107	2	three	three	NUM
easat-8810	107	3	dimensions	dimension	NOUN
easat-8810	107	4	correspond	correspond	VERB
easat-8810	107	5	partly	partly	ADV
easat-8810	107	6	to	to	ADP
easat-8810	107	7	traditional	traditional	ADJ
easat-8810	107	8	philosophical	philosophical	ADJ
easat-8810	107	9	theories	theory	NOUN
easat-8810	107	10	of	of	ADP
easat-8810	107	11	truth	truth	NOUN
easat-8810	107	12	:	:	PUNCT
easat-8810	107	13	correspondence	correspondence	NOUN
easat-8810	107	14	theory	theory	NOUN
easat-8810	107	15	,	,	PUNCT
easat-8810	107	16	pragmatic	pragmatic	ADJ
easat-8810	107	17	theory	theory	NOUN
easat-8810	107	18	,	,	PUNCT
easat-8810	107	19	and	and	CCONJ
easat-8810	107	20	verificationism	verificationism	NOUN
easat-8810	107	21	(	(	PUNCT
easat-8810	107	22	which	which	PRON
easat-8810	107	23	can	can	AUX
easat-8810	107	24	be	be	AUX
easat-8810	107	25	considered	consider	VERB
easat-8810	107	26	a	a	DET
easat-8810	107	27	variant	variant	NOUN
easat-8810	107	28	of	of	ADP
easat-8810	107	29	coherence	coherence	NOUN
easat-8810	107	30	theory	theory	NOUN
easat-8810	107	31	or	or	CCONJ
easat-8810	107	32	scientific	scientific	ADJ
easat-8810	107	33	positivism	positivism	NOUN
easat-8810	107	34	)	)	PUNCT
easat-8810	107	35	.	.	PUNCT
easat-8810	108	1	•	•	NUM
easat-8810	108	2	descriptive	descriptive	ADJ
easat-8810	108	3	truth	truth	NOUN
easat-8810	108	4	:	:	PUNCT
easat-8810	108	5	this	this	PRON
easat-8810	108	6	is	be	AUX
easat-8810	108	7	the	the	DET
easat-8810	108	8	most	most	ADV
easat-8810	108	9	traditional	traditional	ADJ
easat-8810	108	10	conception	conception	NOUN
easat-8810	108	11	of	of	ADP
easat-8810	108	12	truth	truth	NOUN
easat-8810	108	13	—	—	PUNCT
easat-8810	108	14	a	a	DET
easat-8810	108	15	statement	statement	NOUN
easat-8810	108	16	is	be	AUX
easat-8810	108	17	considered	consider	VERB
easat-8810	108	18	true	true	ADJ
easat-8810	108	19	if	if	SCONJ
easat-8810	108	20	it	it	PRON
easat-8810	108	21	accurately	accurately	ADV
easat-8810	108	22	reflects	reflect	VERB
easat-8810	108	23	objective	objective	ADJ
easat-8810	108	24	reality	reality	NOUN
easat-8810	108	25	.	.	PUNCT
easat-8810	109	1	philosophically	philosophically	ADV
easat-8810	109	2	,	,	PUNCT
easat-8810	109	3	this	this	PRON
easat-8810	109	4	aligns	align	VERB
easat-8810	109	5	with	with	ADP
easat-8810	109	6	the	the	DET
easat-8810	109	7	correspondence	correspondence	NOUN
easat-8810	109	8	theory	theory	NOUN
easat-8810	109	9	of	of	ADP
easat-8810	109	10	truth	truth	NOUN
easat-8810	109	11	:	:	PUNCT
easat-8810	109	12	the	the	DET
easat-8810	109	13	statement	statement	NOUN
easat-8810	109	14	"	"	PUNCT
easat-8810	109	15	paris	paris	PROPN
easat-8810	109	16	is	be	AUX
easat-8810	109	17	the	the	DET
easat-8810	109	18	capital	capital	NOUN
easat-8810	109	19	of	of	ADP
easat-8810	109	20	france	france	PROPN
easat-8810	109	21	"	"	PUNCT
easat-8810	109	22	is	be	AUX
easat-8810	109	23	true	true	ADJ
easat-8810	109	24	because	because	SCONJ
easat-8810	109	25	it	it	PRON
easat-8810	109	26	corresponds	correspond	VERB
easat-8810	109	27	with	with	ADP
easat-8810	109	28	the	the	DET
easat-8810	109	29	factual	factual	ADJ
easat-8810	109	30	reality	reality	NOUN
easat-8810	109	31	that	that	SCONJ
easat-8810	109	32	paris	paris	PROPN
easat-8810	109	33	is	be	AUX
easat-8810	109	34	indeed	indeed	ADV
easat-8810	109	35	the	the	DET
easat-8810	109	36	capital	capital	NOUN
easat-8810	109	37	of	of	ADP
easat-8810	109	38	france	france	PROPN
easat-8810	109	39	.	.	PUNCT
easat-8810	110	1	conversely	conversely	ADV
easat-8810	110	2	,	,	PUNCT
easat-8810	110	3	"	"	PUNCT
easat-8810	110	4	paris	paris	PROPN
easat-8810	110	5	is	be	AUX
easat-8810	110	6	the	the	DET
easat-8810	110	7	capital	capital	NOUN
easat-8810	110	8	of	of	ADP
easat-8810	110	9	germany	germany	PROPN
easat-8810	110	10	"	"	PUNCT
easat-8810	110	11	is	be	AUX
easat-8810	110	12	false	false	ADJ
easat-8810	110	13	as	as	SCONJ
easat-8810	110	14	it	it	PRON
easat-8810	110	15	does	do	VERB
easat-8810	110	16	1077	1077	PROPN
easat-8810	110	17	edelweiss	edelweiss	PROPN
easat-8810	110	18	applied	apply	VERB
easat-8810	110	19	science	science	NOUN
easat-8810	110	20	and	and	CCONJ
easat-8810	110	21	technology	technology	NOUN
easat-8810	110	22	issn	issn	PROPN
easat-8810	110	23	:	:	PUNCT
easat-8810	110	24	2576	2576	NUM
easat-8810	110	25	-	-	SYM
easat-8810	110	26	8484	8484	NUM
easat-8810	110	27	vol	vol	NOUN
easat-8810	110	28	.	.	PROPN
easat-8810	111	1	9	9	NUM
easat-8810	111	2	,	,	PUNCT
easat-8810	111	3	no	no	INTJ
easat-8810	111	4	.	.	NOUN
easat-8810	111	5	7	7	NUM
easat-8810	111	6	:	:	SYM
easat-8810	111	7	1072	1072	NUM
easat-8810	111	8	-	-	SYM
easat-8810	111	9	1090	1090	NUM
easat-8810	111	10	,	,	PUNCT
easat-8810	111	11	2025	2025	NUM
easat-8810	111	12	doi	doi	NOUN
easat-8810	111	13	:	:	PUNCT
easat-8810	111	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	111	15	©	©	PROPN
easat-8810	111	16	2025	2025	NUM
easat-8810	111	17	by	by	ADP
easat-8810	111	18	the	the	DET
easat-8810	111	19	authors	author	NOUN
easat-8810	111	20	;	;	PUNCT
easat-8810	111	21	licensee	licensee	PROPN
easat-8810	111	22	learning	learning	NOUN
easat-8810	111	23	gate	gate	NOUN
easat-8810	111	24	not	not	PART
easat-8810	111	25	match	match	VERB
easat-8810	111	26	reality	reality	NOUN
easat-8810	111	27	(	(	PUNCT
easat-8810	111	28	germany	germany	PROPN
easat-8810	111	29	’s	’s	PART
easat-8810	111	30	capital	capital	NOUN
easat-8810	111	31	is	be	AUX
easat-8810	111	32	berlin	berlin	PROPN
easat-8810	111	33	)	)	PUNCT
easat-8810	111	34	.	.	PUNCT
easat-8810	112	1	in	in	ADP
easat-8810	112	2	ai	ai	PROPN
easat-8810	112	3	contexts	contexts	NOUN
easat-8810	112	4	,	,	PUNCT
easat-8810	112	5	this	this	DET
easat-8810	112	6	criterion	criterion	NOUN
easat-8810	112	7	evaluates	evaluate	VERB
easat-8810	112	8	outputs	output	NOUN
easat-8810	112	9	based	base	VERB
easat-8810	112	10	on	on	ADP
easat-8810	112	11	their	their	PRON
easat-8810	112	12	alignment	alignment	NOUN
easat-8810	112	13	with	with	ADP
easat-8810	112	14	factual	factual	ADJ
easat-8810	112	15	knowledge	knowledge	NOUN
easat-8810	112	16	of	of	ADP
easat-8810	112	17	the	the	DET
easat-8810	112	18	world	world	NOUN
easat-8810	112	19	.	.	PUNCT
easat-8810	113	1	an	an	DET
easat-8810	113	2	llm	llm	PROPN
easat-8810	113	3	achieves	achieve	VERB
easat-8810	113	4	descriptive	descriptive	ADJ
easat-8810	113	5	truth	truth	NOUN
easat-8810	113	6	if	if	SCONJ
easat-8810	113	7	its	its	PRON
easat-8810	113	8	output	output	NOUN
easat-8810	113	9	matches	match	VERB
easat-8810	113	10	objective	objective	ADJ
easat-8810	113	11	reality	reality	NOUN
easat-8810	113	12	accurately	accurately	ADV
easat-8810	113	13	.	.	PUNCT
easat-8810	114	1	•	•	NUM
easat-8810	114	2	pragmatic	pragmatic	ADJ
easat-8810	114	3	success	success	NOUN
easat-8810	114	4	:	:	PUNCT
easat-8810	114	5	pragmatism	pragmatism	NOUN
easat-8810	114	6	,	,	PUNCT
easat-8810	114	7	initiated	initiate	VERB
easat-8810	114	8	by	by	ADP
easat-8810	114	9	philosophers	philosopher	NOUN
easat-8810	114	10	like	like	ADP
easat-8810	114	11	charles	charles	PROPN
easat-8810	114	12	peirce	peirce	PROPN
easat-8810	114	13	and	and	CCONJ
easat-8810	114	14	william	william	PROPN
easat-8810	114	15	james	james	PROPN
easat-8810	114	16	,	,	PUNCT
easat-8810	114	17	views	view	VERB
easat-8810	114	18	truth	truth	NOUN
easat-8810	114	19	in	in	ADP
easat-8810	114	20	terms	term	NOUN
easat-8810	114	21	of	of	ADP
easat-8810	114	22	practical	practical	ADJ
easat-8810	114	23	utility	utility	NOUN
easat-8810	114	24	.	.	PUNCT
easat-8810	115	1	simply	simply	ADV
easat-8810	115	2	put	put	VERB
easat-8810	115	3	,	,	PUNCT
easat-8810	115	4	a	a	DET
easat-8810	115	5	proposition	proposition	NOUN
easat-8810	115	6	is	be	AUX
easat-8810	115	7	"	"	PUNCT
easat-8810	115	8	true	true	ADJ
easat-8810	115	9	"	"	PUNCT
easat-8810	115	10	if	if	SCONJ
easat-8810	115	11	believing	believe	VERB
easat-8810	115	12	and	and	CCONJ
easat-8810	115	13	acting	act	VERB
easat-8810	115	14	upon	upon	SCONJ
easat-8810	115	15	it	it	PRON
easat-8810	115	16	yields	yield	VERB
easat-8810	115	17	useful	useful	ADJ
easat-8810	115	18	outcomes	outcome	NOUN
easat-8810	115	19	or	or	CCONJ
easat-8810	115	20	resolves	resolve	NOUN
easat-8810	115	21	problems	problem	NOUN
easat-8810	115	22	effectively	effectively	ADV
easat-8810	115	23	.	.	PUNCT
easat-8810	116	1	applied	apply	VERB
easat-8810	116	2	to	to	AUX
easat-8810	116	3	ai	ai	VERB
easat-8810	116	4	,	,	PUNCT
easat-8810	116	5	pragmatic	pragmatic	ADJ
easat-8810	116	6	truth	truth	NOUN
easat-8810	116	7	means	mean	VERB
easat-8810	116	8	that	that	SCONJ
easat-8810	116	9	an	an	DET
easat-8810	116	10	ai	ai	NOUN
easat-8810	116	11	’s	’s	PART
easat-8810	116	12	response	response	NOUN
easat-8810	116	13	is	be	AUX
easat-8810	116	14	valued	value	VERB
easat-8810	116	15	highly	highly	ADV
easat-8810	116	16	if	if	SCONJ
easat-8810	116	17	it	it	PRON
easat-8810	116	18	proves	prove	VERB
easat-8810	116	19	beneficial	beneficial	ADJ
easat-8810	116	20	to	to	ADP
easat-8810	116	21	the	the	DET
easat-8810	116	22	user	user	NOUN
easat-8810	116	23	,	,	PUNCT
easat-8810	116	24	even	even	ADV
easat-8810	116	25	if	if	SCONJ
easat-8810	116	26	the	the	DET
easat-8810	116	27	information	information	NOUN
easat-8810	116	28	might	might	AUX
easat-8810	116	29	not	not	PART
easat-8810	116	30	be	be	AUX
easat-8810	116	31	literally	literally	ADV
easat-8810	116	32	or	or	CCONJ
easat-8810	116	33	absolutely	absolutely	ADV
easat-8810	116	34	accurate	accurate	ADJ
easat-8810	116	35	.	.	PUNCT
easat-8810	117	1	for	for	ADP
easat-8810	117	2	example	example	NOUN
easat-8810	117	3	,	,	PUNCT
easat-8810	117	4	if	if	SCONJ
easat-8810	117	5	a	a	DET
easat-8810	117	6	user	user	NOUN
easat-8810	117	7	asks	ask	VERB
easat-8810	117	8	,	,	PUNCT
easat-8810	117	9	"	"	PUNCT
easat-8810	117	10	how	how	SCONJ
easat-8810	117	11	can	can	AUX
easat-8810	117	12	i	i	PRON
easat-8810	117	13	relieve	relieve	VERB
easat-8810	117	14	a	a	DET
easat-8810	117	15	headache	headache	NOUN
easat-8810	117	16	?	?	PUNCT
easat-8810	117	17	"	"	PUNCT
easat-8810	117	18	and	and	CCONJ
easat-8810	117	19	the	the	DET
easat-8810	117	20	ai	ai	NOUN
easat-8810	117	21	answers	answer	NOUN
easat-8810	117	22	,	,	PUNCT
easat-8810	117	23	"	"	PUNCT
easat-8810	117	24	drink	drink	VERB
easat-8810	117	25	a	a	DET
easat-8810	117	26	glass	glass	NOUN
easat-8810	117	27	of	of	ADP
easat-8810	117	28	water	water	NOUN
easat-8810	117	29	and	and	CCONJ
easat-8810	117	30	rest	rest	VERB
easat-8810	117	31	quietly	quietly	ADV
easat-8810	117	32	,	,	PUNCT
easat-8810	117	33	"	"	PUNCT
easat-8810	117	34	this	this	DET
easat-8810	117	35	advice	advice	NOUN
easat-8810	117	36	,	,	PUNCT
easat-8810	117	37	while	while	SCONJ
easat-8810	117	38	not	not	PART
easat-8810	117	39	a	a	DET
easat-8810	117	40	descriptive	descriptive	ADJ
easat-8810	117	41	fact	fact	NOUN
easat-8810	117	42	but	but	CCONJ
easat-8810	117	43	rather	rather	ADV
easat-8810	117	44	a	a	DET
easat-8810	117	45	practical	practical	ADJ
easat-8810	117	46	instruction	instruction	NOUN
easat-8810	117	47	,	,	PUNCT
easat-8810	117	48	can	can	AUX
easat-8810	117	49	still	still	ADV
easat-8810	117	50	be	be	AUX
easat-8810	117	51	considered	consider	VERB
easat-8810	117	52	pragmatically	pragmatically	ADV
easat-8810	117	53	"	"	PUNCT
easat-8810	117	54	true	true	ADJ
easat-8810	117	55	"	"	PUNCT
easat-8810	117	56	if	if	SCONJ
easat-8810	117	57	it	it	PRON
easat-8810	117	58	effectively	effectively	ADV
easat-8810	117	59	alleviates	alleviate	VERB
easat-8810	117	60	the	the	DET
easat-8810	117	61	user	user	NOUN
easat-8810	117	62	’s	’s	PART
easat-8810	117	63	headache	headache	NOUN
easat-8810	117	64	.	.	PUNCT
easat-8810	118	1	in	in	ADP
easat-8810	118	2	the	the	DET
easat-8810	118	3	context	context	NOUN
easat-8810	118	4	of	of	ADP
easat-8810	118	5	ai	ai	PROPN
easat-8810	118	6	chatbots	chatbot	NOUN
easat-8810	118	7	trained	train	VERB
easat-8810	118	8	through	through	ADP
easat-8810	118	9	human	human	ADJ
easat-8810	118	10	feedback	feedback	NOUN
easat-8810	118	11	methods	method	NOUN
easat-8810	118	12	(	(	PUNCT
easat-8810	118	13	e.g.	e.g.	ADV
easat-8810	118	14	,	,	PUNCT
easat-8810	118	15	reinforcement	reinforcement	NOUN
easat-8810	118	16	learning	learning	NOUN
easat-8810	118	17	from	from	ADP
easat-8810	118	18	human	human	ADJ
easat-8810	118	19	feedback	feedback	NOUN
easat-8810	118	20	rlhf	rlhf	NOUN
easat-8810	118	21	)	)	PUNCT
easat-8810	118	22	,	,	PUNCT
easat-8810	118	23	usefulness	usefulness	NOUN
easat-8810	118	24	often	often	ADV
easat-8810	118	25	takes	take	VERB
easat-8810	118	26	priority	priority	NOUN
easat-8810	118	27	.	.	PUNCT
easat-8810	119	1	the	the	DET
easat-8810	119	2	goal	goal	NOUN
easat-8810	119	3	is	be	AUX
easat-8810	119	4	user	user	NOUN
easat-8810	119	5	satisfaction	satisfaction	NOUN
easat-8810	119	6	,	,	PUNCT
easat-8810	119	7	making	make	VERB
easat-8810	119	8	responses	response	NOUN
easat-8810	119	9	pragmatically	pragmatically	ADV
easat-8810	119	10	true	true	ADJ
easat-8810	119	11	rather	rather	ADV
easat-8810	119	12	than	than	ADP
easat-8810	119	13	strictly	strictly	ADV
easat-8810	119	14	accurate	accurate	ADJ
easat-8810	119	15	.	.	PUNCT
easat-8810	120	1	practically	practically	ADV
easat-8810	120	2	,	,	PUNCT
easat-8810	120	3	this	this	DET
easat-8810	120	4	pragmatic	pragmatic	ADJ
easat-8810	120	5	approach	approach	NOUN
easat-8810	120	6	is	be	AUX
easat-8810	120	7	explicitly	explicitly	ADV
easat-8810	120	8	integrated	integrate	VERB
easat-8810	120	9	into	into	ADP
easat-8810	120	10	chatgpt	chatgpt	NOUN
easat-8810	120	11	’s	’s	PART
easat-8810	120	12	training	training	NOUN
easat-8810	120	13	:	:	PUNCT
easat-8810	120	14	the	the	DET
easat-8810	120	15	model	model	NOUN
easat-8810	120	16	is	be	AUX
easat-8810	120	17	rewarded	reward	VERB
easat-8810	120	18	when	when	SCONJ
easat-8810	120	19	users	user	NOUN
easat-8810	120	20	judge	judge	VERB
easat-8810	120	21	its	its	PRON
easat-8810	120	22	responses	response	NOUN
easat-8810	120	23	as	as	ADP
easat-8810	120	24	helpful	helpful	ADJ
easat-8810	120	25	,	,	PUNCT
easat-8810	120	26	regardless	regardless	ADV
easat-8810	120	27	of	of	ADP
easat-8810	120	28	absolute	absolute	ADJ
easat-8810	120	29	factual	factual	ADJ
easat-8810	120	30	accuracy	accuracy	NOUN
easat-8810	120	31	.	.	PUNCT
easat-8810	121	1	consequently	consequently	ADV
easat-8810	121	2	,	,	PUNCT
easat-8810	121	3	this	this	PRON
easat-8810	121	4	results	result	VERB
easat-8810	121	5	in	in	ADP
easat-8810	121	6	a	a	DET
easat-8810	121	7	pragmatic	pragmatic	ADJ
easat-8810	121	8	orientation	orientation	NOUN
easat-8810	121	9	toward	toward	ADP
easat-8810	121	10	truth	truth	NOUN
easat-8810	121	11	:	:	PUNCT
easat-8810	121	12	prioritizing	prioritize	VERB
easat-8810	121	13	responses	response	NOUN
easat-8810	121	14	that	that	PRON
easat-8810	121	15	are	be	AUX
easat-8810	121	16	"	"	PUNCT
easat-8810	121	17	useful	useful	ADJ
easat-8810	121	18	and	and	CCONJ
easat-8810	121	19	minimally	minimally	ADV
easat-8810	121	20	harmful	harmful	ADJ
easat-8810	121	21	"	"	PUNCT
easat-8810	121	22	over	over	ADP
easat-8810	121	23	those	those	PRON
easat-8810	121	24	that	that	PRON
easat-8810	121	25	might	might	AUX
easat-8810	121	26	be	be	AUX
easat-8810	121	27	"	"	PUNCT
easat-8810	121	28	absolutely	absolutely	ADV
easat-8810	121	29	correct	correct	ADJ
easat-8810	121	30	yet	yet	ADV
easat-8810	121	31	useless	useless	ADJ
easat-8810	121	32	or	or	CCONJ
easat-8810	121	33	potentially	potentially	ADV
easat-8810	121	34	irritating	irritate	VERB
easat-8810	121	35	"	"	PUNCT
easat-8810	121	36	[	[	X
easat-8810	121	37	8	8	NUM
easat-8810	121	38	]	]	PUNCT
easat-8810	121	39	.	.	PUNCT
easat-8810	122	1	in	in	ADP
easat-8810	122	2	other	other	ADJ
easat-8810	122	3	words	word	NOUN
easat-8810	122	4	,	,	PUNCT
easat-8810	122	5	"	"	PUNCT
easat-8810	122	6	the	the	DET
easat-8810	122	7	usefulness	usefulness	NOUN
easat-8810	122	8	of	of	ADP
easat-8810	122	9	the	the	DET
easat-8810	122	10	response	response	NOUN
easat-8810	122	11	is	be	AUX
easat-8810	122	12	often	often	ADV
easat-8810	122	13	placed	place	VERB
easat-8810	122	14	above	above	ADP
easat-8810	122	15	factual	factual	ADJ
easat-8810	122	16	accuracy	accuracy	NOUN
easat-8810	122	17	"	"	PUNCT
easat-8810	123	1	[	[	X
easat-8810	123	2	8	8	NUM
easat-8810	123	3	]	]	PUNCT
easat-8810	123	4	.	.	PUNCT
easat-8810	124	1	however	however	ADV
easat-8810	124	2	,	,	PUNCT
easat-8810	124	3	this	this	DET
easat-8810	124	4	approach	approach	NOUN
easat-8810	124	5	represents	represent	VERB
easat-8810	124	6	a	a	DET
easat-8810	124	7	double	double	ADJ
easat-8810	124	8	-	-	PUNCT
easat-8810	124	9	edged	edge	VERB
easat-8810	124	10	sword	sword	NOUN
easat-8810	124	11	:	:	PUNCT
easat-8810	124	12	while	while	SCONJ
easat-8810	124	13	making	make	VERB
easat-8810	124	14	ai	ai	VERB
easat-8810	124	15	more	more	ADJ
easat-8810	124	16	user	user	NOUN
easat-8810	124	17	-	-	PUNCT
easat-8810	124	18	friendly	friendly	ADJ
easat-8810	124	19	and	and	CCONJ
easat-8810	124	20	helpful	helpful	ADJ
easat-8810	124	21	,	,	PUNCT
easat-8810	124	22	it	it	PRON
easat-8810	124	23	also	also	ADV
easat-8810	124	24	risks	risk	VERB
easat-8810	124	25	compromising	compromise	VERB
easat-8810	124	26	factual	factual	ADJ
easat-8810	124	27	integrity	integrity	NOUN
easat-8810	124	28	.	.	PUNCT
easat-8810	125	1	•	•	NUM
easat-8810	125	2	verifiable	verifiable	ADJ
easat-8810	125	3	knowledge	knowledge	NOUN
easat-8810	125	4	:	:	PUNCT
easat-8810	125	5	the	the	DET
easat-8810	125	6	third	third	ADJ
easat-8810	125	7	perspective	perspective	NOUN
easat-8810	125	8	emphasizes	emphasize	VERB
easat-8810	125	9	the	the	DET
easat-8810	125	10	independent	independent	ADJ
easat-8810	125	11	verifiability	verifiability	NOUN
easat-8810	125	12	of	of	ADP
easat-8810	125	13	information	information	NOUN
easat-8810	125	14	.	.	PUNCT
easat-8810	126	1	a	a	DET
easat-8810	126	2	statement	statement	NOUN
easat-8810	126	3	can	can	AUX
easat-8810	126	4	be	be	AUX
easat-8810	126	5	considered	consider	VERB
easat-8810	126	6	reliable	reliable	ADJ
easat-8810	126	7	knowledge	knowledge	NOUN
easat-8810	126	8	if	if	SCONJ
easat-8810	126	9	it	it	PRON
easat-8810	126	10	can	can	AUX
easat-8810	126	11	be	be	AUX
easat-8810	126	12	checked	check	VERB
easat-8810	126	13	and	and	CCONJ
easat-8810	126	14	confirmed	confirm	VERB
easat-8810	126	15	through	through	ADP
easat-8810	126	16	evidence	evidence	NOUN
easat-8810	126	17	,	,	PUNCT
easat-8810	126	18	experimentation	experimentation	NOUN
easat-8810	126	19	,	,	PUNCT
easat-8810	126	20	or	or	CCONJ
easat-8810	126	21	reputable	reputable	ADJ
easat-8810	126	22	sources	source	NOUN
easat-8810	126	23	.	.	PUNCT
easat-8810	127	1	philosophy	philosophy	NOUN
easat-8810	127	2	of	of	ADP
easat-8810	127	3	science	science	NOUN
easat-8810	127	4	,	,	PUNCT
easat-8810	127	5	notably	notably	ADV
easat-8810	127	6	positivism	positivism	NOUN
easat-8810	127	7	and	and	CCONJ
easat-8810	127	8	karl	karl	PROPN
easat-8810	127	9	popper	popper	PROPN
easat-8810	127	10	’s	’s	PART
easat-8810	127	11	falsificationism	falsificationism	NOUN
easat-8810	127	12	,	,	PUNCT
easat-8810	127	13	highlights	highlight	NOUN
easat-8810	127	14	falsifiability	falsifiability	NOUN
easat-8810	127	15	—	—	PUNCT
easat-8810	127	16	the	the	DET
easat-8810	127	17	requirement	requirement	NOUN
easat-8810	127	18	that	that	SCONJ
easat-8810	127	19	scientific	scientific	ADJ
easat-8810	127	20	statements	statement	NOUN
easat-8810	127	21	must	must	AUX
easat-8810	127	22	be	be	AUX
easat-8810	127	23	empirically	empirically	ADV
easat-8810	127	24	testable	testable	ADJ
easat-8810	127	25	.	.	PUNCT
easat-8810	128	1	in	in	ADP
easat-8810	128	2	the	the	DET
easat-8810	128	3	ai	ai	ADJ
easat-8810	128	4	context	context	NOUN
easat-8810	128	5	,	,	PUNCT
easat-8810	128	6	as	as	SCONJ
easat-8810	128	7	models	model	NOUN
easat-8810	128	8	do	do	AUX
easat-8810	128	9	not	not	PART
easat-8810	128	10	inherently	inherently	ADV
easat-8810	128	11	verify	verify	VERB
easat-8810	128	12	external	external	ADJ
easat-8810	128	13	reality	reality	NOUN
easat-8810	128	14	themselves	themselves	PRON
easat-8810	128	15	,	,	PUNCT
easat-8810	128	16	this	this	DET
easat-8810	128	17	aspect	aspect	NOUN
easat-8810	128	18	pertains	pertain	VERB
easat-8810	128	19	significantly	significantly	ADV
easat-8810	128	20	to	to	ADP
easat-8810	128	21	the	the	DET
easat-8810	128	22	model	model	NOUN
easat-8810	128	23	’s	’s	PART
easat-8810	128	24	ability	ability	NOUN
easat-8810	128	25	to	to	PART
easat-8810	128	26	reference	reference	VERB
easat-8810	128	27	and	and	CCONJ
easat-8810	128	28	substantiate	substantiate	VERB
easat-8810	128	29	information	information	NOUN
easat-8810	128	30	.	.	PUNCT
easat-8810	129	1	an	an	DET
easat-8810	129	2	ai	ai	NOUN
easat-8810	129	3	-	-	PUNCT
easat-8810	129	4	generated	generate	VERB
easat-8810	129	5	response	response	NOUN
easat-8810	129	6	accompanied	accompany	VERB
easat-8810	129	7	by	by	ADP
easat-8810	129	8	citations	citation	NOUN
easat-8810	129	9	from	from	ADP
easat-8810	129	10	reputable	reputable	ADJ
easat-8810	129	11	sources	source	NOUN
easat-8810	129	12	or	or	CCONJ
easat-8810	129	13	easily	easily	ADV
easat-8810	129	14	verifiable	verifiable	ADJ
easat-8810	129	15	information	information	NOUN
easat-8810	129	16	meets	meet	VERB
easat-8810	129	17	the	the	DET
easat-8810	129	18	standard	standard	NOUN
easat-8810	129	19	of	of	ADP
easat-8810	129	20	"	"	PUNCT
easat-8810	129	21	verifiable	verifiable	ADJ
easat-8810	129	22	knowledge	knowledge	NOUN
easat-8810	129	23	.	.	PUNCT
easat-8810	129	24	"	"	PUNCT
easat-8810	130	1	conversely	conversely	ADV
easat-8810	130	2	,	,	PUNCT
easat-8810	130	3	if	if	SCONJ
easat-8810	130	4	the	the	DET
easat-8810	130	5	ai	ai	NOUN
easat-8810	130	6	produces	produce	VERB
easat-8810	130	7	information	information	NOUN
easat-8810	130	8	not	not	PART
easat-8810	130	9	supported	support	VERB
easat-8810	130	10	or	or	CCONJ
easat-8810	130	11	confirmable	confirmable	ADJ
easat-8810	130	12	by	by	ADP
easat-8810	130	13	any	any	DET
easat-8810	130	14	external	external	ADJ
easat-8810	130	15	source	source	NOUN
easat-8810	130	16	,	,	PUNCT
easat-8810	130	17	then	then	ADV
easat-8810	130	18	even	even	ADV
easat-8810	130	19	if	if	SCONJ
easat-8810	130	20	it	it	PRON
easat-8810	130	21	seems	seem	VERB
easat-8810	130	22	plausible	plausible	ADJ
easat-8810	130	23	,	,	PUNCT
easat-8810	130	24	users	user	NOUN
easat-8810	130	25	should	should	AUX
easat-8810	130	26	remain	remain	VERB
easat-8810	130	27	skeptical	skeptical	ADJ
easat-8810	130	28	.	.	PUNCT
easat-8810	131	1	for	for	ADP
easat-8810	131	2	instance	instance	NOUN
easat-8810	131	3	,	,	PUNCT
easat-8810	131	4	if	if	SCONJ
easat-8810	131	5	an	an	DET
easat-8810	131	6	ai	ai	NOUN
easat-8810	131	7	states	state	NOUN
easat-8810	131	8	,	,	PUNCT
easat-8810	131	9	"	"	PUNCT
easat-8810	131	10	a	a	DET
easat-8810	131	11	2023	2023	NUM
easat-8810	131	12	study	study	NOUN
easat-8810	131	13	found	find	VERB
easat-8810	131	14	that	that	SCONJ
easat-8810	131	15	green	green	ADJ
easat-8810	131	16	tea	tea	NOUN
easat-8810	131	17	cures	cure	NOUN
easat-8810	131	18	covid19	covid19	VERB
easat-8810	131	19	"	"	PUNCT
easat-8810	131	20	without	without	ADP
easat-8810	131	21	providing	provide	VERB
easat-8810	131	22	any	any	DET
easat-8810	131	23	credible	credible	ADJ
easat-8810	131	24	source	source	NOUN
easat-8810	131	25	,	,	PUNCT
easat-8810	131	26	users	user	NOUN
easat-8810	131	27	would	would	AUX
easat-8810	131	28	rightfully	rightfully	ADV
easat-8810	131	29	demand	demand	VERB
easat-8810	131	30	verification	verification	NOUN
easat-8810	131	31	before	before	ADP
easat-8810	131	32	accepting	accept	VERB
easat-8810	131	33	such	such	ADJ
easat-8810	131	34	claims	claim	NOUN
easat-8810	131	35	.	.	PUNCT
easat-8810	132	1	these	these	DET
easat-8810	132	2	three	three	NUM
easat-8810	132	3	perspectives	perspective	NOUN
easat-8810	132	4	are	be	AUX
easat-8810	132	5	not	not	PART
easat-8810	132	6	mutually	mutually	ADV
easat-8810	132	7	exclusive	exclusive	ADJ
easat-8810	132	8	but	but	CCONJ
easat-8810	132	9	emphasize	emphasize	VERB
easat-8810	132	10	different	different	ADJ
easat-8810	132	11	aspects	aspect	NOUN
easat-8810	132	12	.	.	PUNCT
easat-8810	133	1	ideally	ideally	ADV
easat-8810	133	2	,	,	PUNCT
easat-8810	133	3	an	an	DET
easat-8810	133	4	aigenerated	aigenerate	VERB
easat-8810	133	5	response	response	NOUN
easat-8810	133	6	should	should	AUX
easat-8810	133	7	satisfy	satisfy	VERB
easat-8810	133	8	all	all	DET
easat-8810	133	9	three	three	NUM
easat-8810	133	10	criteria	criterion	NOUN
easat-8810	133	11	:	:	PUNCT
easat-8810	133	12	descriptive	descriptive	ADJ
easat-8810	133	13	accuracy	accuracy	NOUN
easat-8810	133	14	,	,	PUNCT
easat-8810	133	15	pragmatic	pragmatic	ADJ
easat-8810	133	16	utility	utility	NOUN
easat-8810	133	17	,	,	PUNCT
easat-8810	133	18	and	and	CCONJ
easat-8810	133	19	verifiable	verifiable	ADJ
easat-8810	133	20	knowledge	knowledge	NOUN
easat-8810	133	21	.	.	PUNCT
easat-8810	134	1	however	however	ADV
easat-8810	134	2	,	,	PUNCT
easat-8810	134	3	practical	practical	ADJ
easat-8810	134	4	trade	trade	NOUN
easat-8810	134	5	-	-	PUNCT
easat-8810	134	6	offs	off	NOUN
easat-8810	134	7	often	often	ADV
easat-8810	134	8	arise	arise	VERB
easat-8810	134	9	.	.	PUNCT
easat-8810	135	1	a	a	DET
easat-8810	135	2	piece	piece	NOUN
easat-8810	135	3	of	of	ADP
easat-8810	135	4	information	information	NOUN
easat-8810	135	5	may	may	AUX
easat-8810	135	6	be	be	AUX
easat-8810	135	7	factually	factually	ADV
easat-8810	135	8	correct	correct	ADJ
easat-8810	135	9	but	but	CCONJ
easat-8810	135	10	presented	present	VERB
easat-8810	135	11	in	in	ADP
easat-8810	135	12	a	a	DET
easat-8810	135	13	confusing	confusing	ADJ
easat-8810	135	14	manner	manner	NOUN
easat-8810	135	15	,	,	PUNCT
easat-8810	135	16	thereby	thereby	ADV
easat-8810	135	17	reducing	reduce	VERB
easat-8810	135	18	its	its	PRON
easat-8810	135	19	practical	practical	ADJ
easat-8810	135	20	utility	utility	NOUN
easat-8810	135	21	.	.	PUNCT
easat-8810	136	1	conversely	conversely	ADV
easat-8810	136	2	,	,	PUNCT
easat-8810	136	3	a	a	DET
easat-8810	136	4	pragmatically	pragmatically	ADV
easat-8810	136	5	"	"	PUNCT
easat-8810	136	6	safe	safe	ADJ
easat-8810	136	7	"	"	PUNCT
easat-8810	136	8	and	and	CCONJ
easat-8810	136	9	useful	useful	ADJ
easat-8810	136	10	answer	answer	NOUN
easat-8810	136	11	(	(	PUNCT
easat-8810	136	12	such	such	ADJ
easat-8810	136	13	as	as	ADP
easat-8810	136	14	general	general	ADJ
easat-8810	136	15	advice	advice	NOUN
easat-8810	136	16	)	)	PUNCT
easat-8810	136	17	might	might	AUX
easat-8810	136	18	not	not	PART
easat-8810	136	19	adequately	adequately	ADV
easat-8810	136	20	address	address	VERB
easat-8810	136	21	the	the	DET
easat-8810	136	22	specific	specific	ADJ
easat-8810	136	23	factual	factual	ADJ
easat-8810	136	24	details	detail	NOUN
easat-8810	136	25	required	require	VERB
easat-8810	136	26	by	by	ADP
easat-8810	136	27	the	the	DET
easat-8810	136	28	user	user	NOUN
easat-8810	136	29	.	.	PUNCT
easat-8810	137	1	furthermore	furthermore	ADV
easat-8810	137	2	,	,	PUNCT
easat-8810	137	3	even	even	ADV
easat-8810	137	4	the	the	DET
easat-8810	137	5	notion	notion	NOUN
easat-8810	137	6	of	of	ADP
easat-8810	137	7	descriptive	descriptive	ADJ
easat-8810	137	8	truth	truth	NOUN
easat-8810	137	9	itself	itself	PRON
easat-8810	137	10	contains	contain	VERB
easat-8810	137	11	nuances	nuance	NOUN
easat-8810	137	12	—	—	PUNCT
easat-8810	137	13	certain	certain	ADJ
easat-8810	137	14	questions	question	NOUN
easat-8810	137	15	inherently	inherently	ADV
easat-8810	137	16	lack	lack	VERB
easat-8810	137	17	absolute	absolute	ADJ
easat-8810	137	18	answers	answer	NOUN
easat-8810	137	19	,	,	PUNCT
easat-8810	137	20	such	such	ADJ
easat-8810	137	21	as	as	ADP
easat-8810	137	22	subjective	subjective	ADJ
easat-8810	137	23	judgments	judgment	NOUN
easat-8810	137	24	or	or	CCONJ
easat-8810	137	25	opinion	opinion	NOUN
easat-8810	137	26	-	-	PUNCT
easat-8810	137	27	based	base	VERB
easat-8810	137	28	queries	query	NOUN
easat-8810	137	29	.	.	PUNCT
easat-8810	138	1	in	in	ADP
easat-8810	138	2	such	such	ADJ
easat-8810	138	3	contexts	contexts	NOUN
easat-8810	138	4	,	,	PUNCT
easat-8810	138	5	pragmatic	pragmatic	ADJ
easat-8810	138	6	criteria	criterion	NOUN
easat-8810	138	7	(	(	PUNCT
easat-8810	138	8	responses	response	NOUN
easat-8810	138	9	satisfying	satisfy	VERB
easat-8810	138	10	user	user	NOUN
easat-8810	138	11	expectations	expectation	NOUN
easat-8810	138	12	)	)	PUNCT
easat-8810	138	13	often	often	ADV
easat-8810	138	14	take	take	VERB
easat-8810	138	15	precedence	precedence	NOUN
easat-8810	138	16	.	.	PUNCT
easat-8810	139	1	this	this	DET
easat-8810	139	2	situation	situation	NOUN
easat-8810	139	3	resonates	resonate	VERB
easat-8810	139	4	with	with	ADP
easat-8810	139	5	the	the	DET
easat-8810	139	6	"	"	PUNCT
easat-8810	139	7	post	post	ADJ
easat-8810	139	8	-	-	ADJ
easat-8810	139	9	truth	truth	ADJ
easat-8810	139	10	"	"	PUNCT
easat-8810	139	11	context	context	NOUN
easat-8810	139	12	of	of	ADP
easat-8810	139	13	modern	modern	ADJ
easat-8810	139	14	society	society	NOUN
easat-8810	139	15	,	,	PUNCT
easat-8810	139	16	where	where	SCONJ
easat-8810	139	17	emotions	emotion	NOUN
easat-8810	139	18	and	and	CCONJ
easat-8810	139	19	subjective	subjective	ADJ
easat-8810	139	20	beliefs	belief	NOUN
easat-8810	139	21	sometimes	sometimes	ADV
easat-8810	139	22	override	override	VERB
easat-8810	139	23	objective	objective	ADJ
easat-8810	139	24	truth	truth	NOUN
easat-8810	139	25	.	.	PUNCT
easat-8810	140	1	if	if	SCONJ
easat-8810	140	2	ai	ai	VERB
easat-8810	140	3	panders	pander	NOUN
easat-8810	140	4	to	to	PART
easat-8810	140	5	user	user	NOUN
easat-8810	140	6	biases	bias	NOUN
easat-8810	140	7	to	to	PART
easat-8810	140	8	achieve	achieve	VERB
easat-8810	140	9	high	high	ADJ
easat-8810	140	10	ratings	rating	NOUN
easat-8810	140	11	(	(	PUNCT
easat-8810	140	12	pragmatic	pragmatic	ADJ
easat-8810	140	13	success	success	NOUN
easat-8810	140	14	)	)	PUNCT
easat-8810	140	15	,	,	PUNCT
easat-8810	140	16	it	it	PRON
easat-8810	140	17	risks	risk	VERB
easat-8810	140	18	reinforcing	reinforce	VERB
easat-8810	140	19	"	"	PUNCT
easat-8810	140	20	echo	echo	NOUN
easat-8810	140	21	chambers	chamber	NOUN
easat-8810	140	22	"	"	PUNCT
easat-8810	140	23	and	and	CCONJ
easat-8810	140	24	misinformation	misinformation	NOUN
easat-8810	140	25	,	,	PUNCT
easat-8810	140	26	thereby	thereby	ADV
easat-8810	140	27	contributing	contribute	VERB
easat-8810	140	28	further	far	ADV
easat-8810	140	29	to	to	ADP
easat-8810	140	30	a	a	DET
easat-8810	140	31	post	post	ADJ
easat-8810	140	32	-	-	ADJ
easat-8810	140	33	truth	truth	ADJ
easat-8810	140	34	scenario	scenario	NOUN
easat-8810	140	35	.	.	PUNCT
easat-8810	141	1	this	this	DET
easat-8810	141	2	issue	issue	NOUN
easat-8810	141	3	highlights	highlight	VERB
easat-8810	141	4	why	why	SCONJ
easat-8810	141	5	the	the	DET
easat-8810	141	6	ai	ai	PROPN
easat-8810	141	7	community	community	NOUN
easat-8810	141	8	is	be	AUX
easat-8810	141	9	deeply	deeply	ADV
easat-8810	141	10	concerned	concerned	ADJ
easat-8810	141	11	with	with	ADP
easat-8810	141	12	developing	develop	VERB
easat-8810	141	13	models	model	NOUN
easat-8810	141	14	that	that	PRON
easat-8810	141	15	balance	balance	VERB
easat-8810	141	16	practical	practical	ADJ
easat-8810	141	17	utility	utility	NOUN
easat-8810	141	18	and	and	CCONJ
easat-8810	141	19	factual	factual	ADJ
easat-8810	141	20	reliability	reliability	NOUN
easat-8810	141	21	.	.	PUNCT
easat-8810	142	1	from	from	ADP
easat-8810	142	2	a	a	DET
easat-8810	142	3	philosophical	philosophical	ADJ
easat-8810	142	4	standpoint	standpoint	NOUN
easat-8810	142	5	,	,	PUNCT
easat-8810	142	6	ai	ai	AUX
easat-8810	142	7	serves	serve	NOUN
easat-8810	142	8	as	as	ADP
easat-8810	142	9	a	a	DET
easat-8810	142	10	test	test	NOUN
easat-8810	142	11	case	case	NOUN
easat-8810	142	12	for	for	ADP
easat-8810	142	13	various	various	ADJ
easat-8810	142	14	theories	theory	NOUN
easat-8810	142	15	of	of	ADP
easat-8810	142	16	truth	truth	NOUN
easat-8810	142	17	.	.	PUNCT
easat-8810	143	1	in	in	ADP
easat-8810	143	2	a	a	DET
easat-8810	143	3	2024	2024	NUM
easat-8810	143	4	study	study	NOUN
easat-8810	143	5	,	,	PUNCT
easat-8810	143	6	luke	luke	PROPN
easat-8810	143	7	munn	munn	PROPN
easat-8810	143	8	et	et	PROPN
easat-8810	143	9	al	al	PROPN
easat-8810	143	10	.	.	PROPN
easat-8810	143	11	analyzed	analyze	VERB
easat-8810	143	12	how	how	SCONJ
easat-8810	143	13	instructgpt	instructgpt	NOUN
easat-8810	143	14	(	(	PUNCT
easat-8810	143	15	the	the	DET
easat-8810	143	16	predecessor	predecessor	NOUN
easat-8810	143	17	of	of	ADP
easat-8810	143	18	chatgpt	chatgpt	NOUN
easat-8810	143	19	)	)	PUNCT
easat-8810	143	20	generates	generate	VERB
easat-8810	143	21	"	"	PUNCT
easat-8810	143	22	truth	truth	NOUN
easat-8810	143	23	claims	claim	NOUN
easat-8810	143	24	"	"	PUNCT
easat-8810	143	25	by	by	ADP
easat-8810	143	26	interweaving	interweave	VERB
easat-8810	143	27	multiple	multiple	ADJ
easat-8810	143	28	conceptions	conception	NOUN
easat-8810	143	29	of	of	ADP
easat-8810	143	30	truth	truth	NOUN
easat-8810	143	31	:	:	PUNCT
easat-8810	143	32	statistical	statistical	ADJ
easat-8810	143	33	correlations	correlation	NOUN
easat-8810	143	34	derived	derive	VERB
easat-8810	143	35	from	from	ADP
easat-8810	143	36	data	datum	NOUN
easat-8810	143	37	(	(	PUNCT
easat-8810	143	38	akin	akin	ADJ
easat-8810	143	39	to	to	ADP
easat-8810	143	40	correspondence	correspondence	NOUN
easat-8810	143	41	theory	theory	NOUN
easat-8810	143	42	)	)	PUNCT
easat-8810	143	43	,	,	PUNCT
easat-8810	143	44	adjustments	adjustment	NOUN
easat-8810	143	45	influenced	influence	VERB
easat-8810	143	46	by	by	ADP
easat-8810	143	47	social	social	ADJ
easat-8810	143	48	feedback	feedback	NOUN
easat-8810	143	49	(	(	PUNCT
easat-8810	143	50	pragmatic	pragmatic	ADJ
easat-8810	143	51	theory	theory	NOUN
easat-8810	143	52	)	)	PUNCT
easat-8810	143	53	,	,	PUNCT
easat-8810	143	54	and	and	CCONJ
easat-8810	143	55	producing	produce	VERB
easat-8810	143	56	smooth	smooth	ADJ
easat-8810	143	57	,	,	PUNCT
easat-8810	143	58	confident	confident	ADJ
easat-8810	143	59	outputs	output	NOUN
easat-8810	143	60	that	that	PRON
easat-8810	143	61	appear	appear	VERB
easat-8810	143	62	as	as	ADP
easat-8810	143	63	absolute	absolute	ADJ
easat-8810	143	64	truths	truth	NOUN
easat-8810	143	65	[	[	X
easat-8810	143	66	8	8	NUM
easat-8810	143	67	]	]	PUNCT
easat-8810	143	68	.	.	PUNCT
easat-8810	144	1	munn	munn	PROPN
easat-8810	144	2	describes	describe	VERB
easat-8810	144	3	chatgpt	chatgpt	NOUN
easat-8810	144	4	's	's	PART
easat-8810	144	5	outputs	output	NOUN
easat-8810	144	6	as	as	ADP
easat-8810	144	7	an	an	DET
easat-8810	144	8	"	"	PUNCT
easat-8810	144	9	operationalization	operationalization	NOUN
easat-8810	144	10	of	of	ADP
easat-8810	144	11	truth	truth	NOUN
easat-8810	144	12	,	,	PUNCT
easat-8810	144	13	"	"	PUNCT
easat-8810	144	14	in	in	ADP
easat-8810	144	15	which	which	PRON
easat-8810	144	16	fragmented	fragmented	ADJ
easat-8810	144	17	conceptions	conception	NOUN
easat-8810	144	18	of	of	ADP
easat-8810	144	19	truth	truth	NOUN
easat-8810	144	20	combine	combine	VERB
easat-8810	144	21	into	into	ADP
easat-8810	144	22	seemingly	seemingly	ADV
easat-8810	144	23	1078	1078	NUM
easat-8810	144	24	edelweiss	edelweiss	PROPN
easat-8810	144	25	applied	apply	VERB
easat-8810	144	26	science	science	NOUN
easat-8810	144	27	and	and	CCONJ
easat-8810	144	28	technology	technology	NOUN
easat-8810	144	29	issn	issn	PROPN
easat-8810	144	30	:	:	PUNCT
easat-8810	144	31	2576	2576	NUM
easat-8810	144	32	-	-	SYM
easat-8810	144	33	8484	8484	NUM
easat-8810	144	34	vol	vol	NOUN
easat-8810	144	35	.	.	PROPN
easat-8810	145	1	9	9	NUM
easat-8810	145	2	,	,	PUNCT
easat-8810	145	3	no	no	INTJ
easat-8810	145	4	.	.	NOUN
easat-8810	145	5	7	7	NUM
easat-8810	145	6	:	:	SYM
easat-8810	145	7	1072	1072	NUM
easat-8810	145	8	-	-	SYM
easat-8810	145	9	1090	1090	NUM
easat-8810	145	10	,	,	PUNCT
easat-8810	145	11	2025	2025	NUM
easat-8810	145	12	doi	doi	NOUN
easat-8810	145	13	:	:	PUNCT
easat-8810	145	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	145	15	©	©	PROPN
easat-8810	145	16	2025	2025	NUM
easat-8810	145	17	by	by	ADP
easat-8810	145	18	the	the	DET
easat-8810	145	19	authors	author	NOUN
easat-8810	145	20	;	;	PUNCT
easat-8810	146	1	licensee	licensee	PROPN
easat-8810	146	2	learning	learn	VERB
easat-8810	146	3	gate	gate	NOUN
easat-8810	146	4	coherent	coherent	ADJ
easat-8810	146	5	and	and	CCONJ
easat-8810	146	6	persuasive	persuasive	ADJ
easat-8810	146	7	statements	statement	NOUN
easat-8810	146	8	[	[	X
easat-8810	146	9	8	8	NUM
easat-8810	146	10	]	]	PUNCT
easat-8810	146	11	.	.	PUNCT
easat-8810	147	1	for	for	ADP
easat-8810	147	2	instance	instance	NOUN
easat-8810	147	3	,	,	PUNCT
easat-8810	147	4	chatgpt	chatgpt	NOUN
easat-8810	147	5	may	may	AUX
easat-8810	147	6	simultaneously	simultaneously	ADV
easat-8810	147	7	attempt	attempt	VERB
easat-8810	147	8	to	to	PART
easat-8810	147	9	match	match	VERB
easat-8810	147	10	reality	reality	NOUN
easat-8810	147	11	accurately	accurately	ADV
easat-8810	147	12	(	(	PUNCT
easat-8810	147	13	correspondence	correspondence	NOUN
easat-8810	147	14	)	)	PUNCT
easat-8810	147	15	,	,	PUNCT
easat-8810	147	16	maintain	maintain	VERB
easat-8810	147	17	coherence	coherence	NOUN
easat-8810	147	18	within	within	ADP
easat-8810	147	19	conversational	conversational	ADJ
easat-8810	147	20	context	context	NOUN
easat-8810	147	21	(	(	PUNCT
easat-8810	147	22	coherence	coherence	NOUN
easat-8810	147	23	theory	theory	NOUN
easat-8810	147	24	)	)	PUNCT
easat-8810	147	25	,	,	PUNCT
easat-8810	147	26	and	and	CCONJ
easat-8810	147	27	satisfy	satisfy	VERB
easat-8810	147	28	users	user	NOUN
easat-8810	147	29	effectively	effectively	ADV
easat-8810	147	30	(	(	PUNCT
easat-8810	147	31	pragmatism	pragmatism	NOUN
easat-8810	147	32	)	)	PUNCT
easat-8810	147	33	.	.	PUNCT
easat-8810	148	1	consequently	consequently	ADV
easat-8810	148	2	,	,	PUNCT
easat-8810	148	3	the	the	DET
easat-8810	148	4	model	model	NOUN
easat-8810	148	5	confidently	confidently	ADV
easat-8810	148	6	presents	present	VERB
easat-8810	148	7	information	information	NOUN
easat-8810	148	8	as	as	SCONJ
easat-8810	148	9	if	if	SCONJ
easat-8810	148	10	it	it	PRON
easat-8810	148	11	were	be	AUX
easat-8810	148	12	the	the	DET
easat-8810	148	13	absolute	absolute	ADJ
easat-8810	148	14	truth	truth	NOUN
easat-8810	148	15	,	,	PUNCT
easat-8810	148	16	despite	despite	SCONJ
easat-8810	148	17	potentially	potentially	ADV
easat-8810	148	18	patchy	patchy	ADJ
easat-8810	148	19	internal	internal	ADJ
easat-8810	148	20	logic	logic	NOUN
easat-8810	148	21	.	.	PUNCT
easat-8810	149	1	this	this	DET
easat-8810	149	2	complexity	complexity	NOUN
easat-8810	149	3	explains	explain	VERB
easat-8810	149	4	why	why	SCONJ
easat-8810	149	5	addressing	address	VERB
easat-8810	149	6	truthfulness	truthfulness	ADJ
easat-8810	149	7	in	in	ADP
easat-8810	149	8	ai	ai	NOUN
easat-8810	149	9	is	be	AUX
easat-8810	149	10	exceedingly	exceedingly	ADV
easat-8810	149	11	challenging	challenging	ADJ
easat-8810	149	12	—	—	PUNCT
easat-8810	149	13	not	not	PART
easat-8810	149	14	merely	merely	ADV
easat-8810	149	15	a	a	DET
easat-8810	149	16	matter	matter	NOUN
easat-8810	149	17	of	of	ADP
easat-8810	149	18	supplementing	supplement	VERB
easat-8810	149	19	correct	correct	ADJ
easat-8810	149	20	data	datum	NOUN
easat-8810	149	21	but	but	CCONJ
easat-8810	149	22	also	also	ADV
easat-8810	149	23	intricately	intricately	ADV
easat-8810	149	24	tied	tie	VERB
easat-8810	149	25	to	to	ADP
easat-8810	149	26	how	how	SCONJ
easat-8810	149	27	the	the	DET
easat-8810	149	28	model	model	NOUN
easat-8810	149	29	prioritizes	prioritize	VERB
easat-8810	149	30	and	and	CCONJ
easat-8810	149	31	reconciles	reconcile	VERB
easat-8810	149	32	differing	differ	VERB
easat-8810	149	33	truth	truth	NOUN
easat-8810	149	34	criteria	criterion	NOUN
easat-8810	149	35	.	.	PUNCT
easat-8810	150	1	in	in	ADP
easat-8810	150	2	this	this	DET
easat-8810	150	3	context	context	NOUN
easat-8810	150	4	,	,	PUNCT
easat-8810	150	5	verifiable	verifiable	ADJ
easat-8810	150	6	knowledge	knowledge	NOUN
easat-8810	150	7	emerges	emerge	VERB
easat-8810	150	8	as	as	ADP
easat-8810	150	9	a	a	DET
easat-8810	150	10	crucial	crucial	ADJ
easat-8810	150	11	criterion	criterion	NOUN
easat-8810	150	12	for	for	ADP
easat-8810	150	13	restoring	restore	VERB
easat-8810	150	14	trust	trust	NOUN
easat-8810	150	15	.	.	PUNCT
easat-8810	151	1	unlike	unlike	ADP
easat-8810	151	2	human	human	ADJ
easat-8810	151	3	interlocutors	interlocutor	NOUN
easat-8810	151	4	,	,	PUNCT
easat-8810	151	5	who	who	PRON
easat-8810	151	6	can	can	AUX
easat-8810	151	7	naturally	naturally	ADV
easat-8810	151	8	ask	ask	VERB
easat-8810	151	9	,	,	PUNCT
easat-8810	151	10	"	"	PUNCT
easat-8810	151	11	are	be	AUX
easat-8810	151	12	you	you	PRON
easat-8810	151	13	sure	sure	ADJ
easat-8810	151	14	?	?	PUNCT
easat-8810	152	1	how	how	SCONJ
easat-8810	152	2	do	do	AUX
easat-8810	152	3	you	you	PRON
easat-8810	152	4	know	know	VERB
easat-8810	152	5	that	that	PRON
easat-8810	152	6	?	?	PUNCT
easat-8810	153	1	"	"	PUNCT
easat-8810	153	2	,	,	PUNCT
easat-8810	153	3	earlier	early	ADJ
easat-8810	153	4	language	language	NOUN
easat-8810	153	5	models	model	NOUN
easat-8810	153	6	could	could	AUX
easat-8810	153	7	not	not	PART
easat-8810	153	8	inherently	inherently	ADV
easat-8810	153	9	provide	provide	VERB
easat-8810	153	10	evidence	evidence	NOUN
easat-8810	153	11	.	.	PUNCT
easat-8810	154	1	therefore	therefore	ADV
easat-8810	154	2	,	,	PUNCT
easat-8810	154	3	the	the	DET
easat-8810	154	4	current	current	ADJ
easat-8810	154	5	developmental	developmental	ADJ
easat-8810	154	6	trajectory	trajectory	NOUN
easat-8810	154	7	aims	aim	VERB
easat-8810	154	8	to	to	PART
easat-8810	154	9	equip	equip	VERB
easat-8810	154	10	ai	ai	NOUN
easat-8810	154	11	models	model	NOUN
easat-8810	154	12	with	with	ADP
easat-8810	154	13	external	external	ADJ
easat-8810	154	14	information	information	NOUN
easat-8810	154	15	sources	source	NOUN
easat-8810	154	16	and	and	CCONJ
easat-8810	154	17	enable	enable	VERB
easat-8810	154	18	them	they	PRON
easat-8810	154	19	to	to	PART
easat-8810	154	20	provide	provide	VERB
easat-8810	154	21	evidence	evidence	NOUN
easat-8810	154	22	that	that	SCONJ
easat-8810	154	23	users	user	NOUN
easat-8810	154	24	can	can	AUX
easat-8810	154	25	independently	independently	ADV
easat-8810	154	26	verify	verify	VERB
easat-8810	154	27	.	.	PUNCT
easat-8810	155	1	this	this	DET
easat-8810	155	2	goal	goal	NOUN
easat-8810	155	3	motivates	motivate	VERB
easat-8810	155	4	the	the	DET
easat-8810	155	5	reasoning	reasoning	NOUN
easat-8810	155	6	techniques	technique	NOUN
easat-8810	155	7	discussed	discuss	VERB
easat-8810	155	8	in	in	ADP
easat-8810	155	9	subsequent	subsequent	ADJ
easat-8810	155	10	sections	section	NOUN
easat-8810	155	11	(	(	PUNCT
easat-8810	155	12	such	such	ADJ
easat-8810	155	13	as	as	ADP
easat-8810	155	14	rag	rag	NOUN
easat-8810	155	15	or	or	CCONJ
easat-8810	155	16	self	self	NOUN
easat-8810	155	17	-	-	PUNCT
easat-8810	155	18	critique	critique	NOUN
easat-8810	155	19	mechanisms	mechanism	NOUN
easat-8810	155	20	)	)	PUNCT
easat-8810	155	21	.	.	PUNCT
easat-8810	156	1	before	before	ADP
easat-8810	156	2	proceeding	proceeding	NOUN
easat-8810	156	3	,	,	PUNCT
easat-8810	156	4	however	however	ADV
easat-8810	156	5	,	,	PUNCT
easat-8810	156	6	it	it	PRON
easat-8810	156	7	is	be	AUX
easat-8810	156	8	important	important	ADJ
easat-8810	156	9	to	to	PART
easat-8810	156	10	acknowledge	acknowledge	VERB
easat-8810	156	11	that	that	SCONJ
easat-8810	156	12	insisting	insist	VERB
easat-8810	156	13	ai	ai	VERB
easat-8810	156	14	strictly	strictly	ADV
easat-8810	156	15	adhere	adhere	ADJ
easat-8810	156	16	to	to	ADP
easat-8810	156	17	positivist	positivist	ADJ
easat-8810	156	18	criteria	criterion	NOUN
easat-8810	156	19	(	(	PUNCT
easat-8810	156	20	providing	provide	VERB
easat-8810	156	21	evidence	evidence	NOUN
easat-8810	156	22	for	for	ADP
easat-8810	156	23	every	every	DET
easat-8810	156	24	statement	statement	NOUN
easat-8810	156	25	)	)	PUNCT
easat-8810	156	26	also	also	ADV
easat-8810	156	27	has	have	VERB
easat-8810	156	28	its	its	PRON
easat-8810	156	29	limitations	limitation	NOUN
easat-8810	156	30	.	.	PUNCT
easat-8810	157	1	users	user	NOUN
easat-8810	157	2	do	do	AUX
easat-8810	157	3	not	not	PART
easat-8810	157	4	always	always	ADV
easat-8810	157	5	require	require	VERB
easat-8810	157	6	explicit	explicit	ADJ
easat-8810	157	7	citations	citation	NOUN
easat-8810	157	8	—	—	PUNCT
easat-8810	157	9	sometimes	sometimes	ADV
easat-8810	157	10	a	a	DET
easat-8810	157	11	concise	concise	ADJ
easat-8810	157	12	answer	answer	NOUN
easat-8810	157	13	(	(	PUNCT
easat-8810	157	14	e.g.	e.g.	ADV
easat-8810	157	15	,	,	PUNCT
easat-8810	157	16	"	"	PUNCT
easat-8810	157	17	which	which	DET
easat-8810	157	18	country	country	NOUN
easat-8810	157	19	is	be	AUX
easat-8810	157	20	paris	paris	PROPN
easat-8810	157	21	in	in	ADP
easat-8810	157	22	?	?	PUNCT
easat-8810	157	23	"	"	PUNCT
easat-8810	157	24	)	)	PUNCT
easat-8810	157	25	suffices	suffice	NOUN
easat-8810	157	26	.	.	PUNCT
easat-8810	158	1	balancing	balance	VERB
easat-8810	158	2	these	these	DET
easat-8810	158	3	criteria	criterion	NOUN
easat-8810	158	4	—	—	PUNCT
easat-8810	158	5	accuracy	accuracy	NOUN
easat-8810	158	6	,	,	PUNCT
easat-8810	158	7	practicality	practicality	NOUN
easat-8810	158	8	,	,	PUNCT
easat-8810	158	9	and	and	CCONJ
easat-8810	158	10	verifiability	verifiability	NOUN
easat-8810	158	11	—	—	PUNCT
easat-8810	158	12	is	be	AUX
easat-8810	158	13	an	an	DET
easat-8810	158	14	open	open	ADJ
easat-8810	158	15	problem	problem	NOUN
easat-8810	158	16	encompassing	encompass	VERB
easat-8810	158	17	technical	technical	ADJ
easat-8810	158	18	,	,	PUNCT
easat-8810	158	19	philosophical	philosophical	ADJ
easat-8810	158	20	,	,	PUNCT
easat-8810	158	21	and	and	CCONJ
easat-8810	158	22	ethical	ethical	ADJ
easat-8810	158	23	dimensions	dimension	NOUN
easat-8810	158	24	.	.	PUNCT
easat-8810	159	1	the	the	DET
easat-8810	159	2	following	follow	VERB
easat-8810	159	3	sections	section	NOUN
easat-8810	159	4	will	will	AUX
easat-8810	159	5	demonstrate	demonstrate	VERB
easat-8810	159	6	how	how	SCONJ
easat-8810	159	7	recent	recent	ADJ
easat-8810	159	8	technological	technological	ADJ
easat-8810	159	9	advances	advance	NOUN
easat-8810	159	10	are	be	AUX
easat-8810	159	11	shifting	shift	VERB
easat-8810	159	12	this	this	DET
easat-8810	159	13	balance	balance	NOUN
easat-8810	159	14	toward	toward	ADP
easat-8810	159	15	making	make	VERB
easat-8810	159	16	llms	llm	NOUN
easat-8810	159	17	more	more	ADV
easat-8810	159	18	trustworthy	trustworthy	ADJ
easat-8810	159	19	yet	yet	CCONJ
easat-8810	159	20	practically	practically	ADV
easat-8810	159	21	beneficial	beneficial	ADJ
easat-8810	159	22	.	.	PUNCT
easat-8810	160	1	4	4	X
easat-8810	160	2	.	.	X
easat-8810	160	3	techniques	technique	NOUN
easat-8810	160	4	for	for	ADP
easat-8810	160	5	integrating	integrate	VERB
easat-8810	160	6	reasoning	reasoning	NOUN
easat-8810	160	7	into	into	ADP
easat-8810	160	8	llms	llm	NOUN
easat-8810	160	9	and	and	CCONJ
easat-8810	160	10	their	their	PRON
easat-8810	160	11	impact	impact	NOUN
easat-8810	160	12	on	on	ADP
easat-8810	160	13	verifiable	verifiable	ADJ
easat-8810	160	14	knowledge	knowledge	NOUN
easat-8810	160	15	between	between	ADP
easat-8810	160	16	2022	2022	NUM
easat-8810	160	17	and	and	CCONJ
easat-8810	160	18	2025	2025	NUM
easat-8810	160	19	,	,	PUNCT
easat-8810	160	20	researchers	researcher	NOUN
easat-8810	160	21	have	have	AUX
easat-8810	160	22	developed	develop	VERB
easat-8810	160	23	a	a	DET
easat-8810	160	24	range	range	NOUN
easat-8810	160	25	of	of	ADP
easat-8810	160	26	methods	method	NOUN
easat-8810	160	27	designed	design	VERB
easat-8810	160	28	to	to	PART
easat-8810	160	29	integrate	integrate	VERB
easat-8810	160	30	explicit	explicit	ADJ
easat-8810	160	31	reasoning	reasoning	NOUN
easat-8810	160	32	capabilities	capability	NOUN
easat-8810	160	33	into	into	ADP
easat-8810	160	34	large	large	ADJ
easat-8810	160	35	language	language	NOUN
easat-8810	160	36	models	model	NOUN
easat-8810	160	37	.	.	PUNCT
easat-8810	161	1	the	the	DET
easat-8810	161	2	overarching	overarching	ADJ
easat-8810	161	3	goal	goal	NOUN
easat-8810	161	4	of	of	ADP
easat-8810	161	5	these	these	DET
easat-8810	161	6	techniques	technique	NOUN
easat-8810	161	7	is	be	AUX
easat-8810	161	8	to	to	PART
easat-8810	161	9	move	move	VERB
easat-8810	161	10	models	model	NOUN
easat-8810	161	11	beyond	beyond	ADP
easat-8810	161	12	mere	mere	ADJ
easat-8810	161	13	statistical	statistical	ADJ
easat-8810	161	14	mimicry	mimicry	NOUN
easat-8810	161	15	,	,	PUNCT
easat-8810	161	16	enabling	enable	VERB
easat-8810	161	17	them	they	PRON
easat-8810	161	18	instead	instead	ADV
easat-8810	161	19	to	to	PART
easat-8810	161	20	perform	perform	VERB
easat-8810	161	21	logical	logical	ADJ
easat-8810	161	22	reasoning	reasoning	NOUN
easat-8810	161	23	steps	step	NOUN
easat-8810	161	24	or	or	CCONJ
easat-8810	161	25	access	access	NOUN
easat-8810	161	26	necessary	necessary	ADJ
easat-8810	161	27	knowledge	knowledge	NOUN
easat-8810	161	28	for	for	ADP
easat-8810	161	29	more	more	ADV
easat-8810	161	30	accurate	accurate	ADJ
easat-8810	161	31	responses	response	NOUN
easat-8810	161	32	.	.	PUNCT
easat-8810	162	1	below	below	ADV
easat-8810	162	2	,	,	PUNCT
easat-8810	162	3	we	we	PRON
easat-8810	162	4	analyze	analyze	VERB
easat-8810	162	5	four	four	NUM
easat-8810	162	6	prominent	prominent	ADJ
easat-8810	162	7	approaches	approach	NOUN
easat-8810	162	8	:	:	PUNCT
easat-8810	162	9	chain	chain	NOUN
easat-8810	162	10	-	-	PUNCT
easat-8810	162	11	of	of	ADP
easat-8810	162	12	-	-	PUNCT
easat-8810	162	13	thought	thought	NOUN
easat-8810	162	14	(	(	PUNCT
easat-8810	162	15	cot	cot	NOUN
easat-8810	162	16	)	)	PUNCT
easat-8810	163	1	[	[	X
easat-8810	163	2	1	1	NUM
easat-8810	163	3	]	]	PUNCT
easat-8810	163	4	,	,	PUNCT
easat-8810	163	5	tree	tree	NOUN
easat-8810	163	6	-	-	PUNCT
easat-8810	163	7	of	of	ADP
easat-8810	163	8	-	-	PUNCT
easat-8810	163	9	thought	thought	NOUN
easat-8810	163	10	(	(	PUNCT
easat-8810	163	11	tot	tot	NOUN
easat-8810	163	12	)	)	PUNCT
easat-8810	163	13	[	[	X
easat-8810	163	14	9	9	NUM
easat-8810	163	15	]	]	PUNCT
easat-8810	163	16	,	,	PUNCT
easat-8810	163	17	retrieval	retrieval	NOUN
easat-8810	163	18	-	-	PUNCT
easat-8810	163	19	augmented	augment	VERB
easat-8810	163	20	generation	generation	NOUN
easat-8810	163	21	(	(	PUNCT
easat-8810	163	22	rag	rag	NOUN
easat-8810	163	23	)	)	PUNCT
easat-8810	164	1	[	[	X
easat-8810	164	2	3	3	NUM
easat-8810	164	3	,	,	PUNCT
easat-8810	164	4	10	10	NUM
easat-8810	164	5	]	]	PUNCT
easat-8810	164	6	and	and	CCONJ
easat-8810	164	7	the	the	DET
easat-8810	164	8	self	self	NOUN
easat-8810	164	9	-	-	PUNCT
easat-8810	164	10	critique	critique	NOUN
easat-8810	164	11	methodology	methodology	NOUN
easat-8810	164	12	(	(	PUNCT
easat-8810	164	13	illustrated	illustrate	VERB
easat-8810	164	14	by	by	ADP
easat-8810	164	15	criticgpt	criticgpt	NOUN
easat-8810	164	16	)	)	PUNCT
easat-8810	165	1	[	[	X
easat-8810	165	2	4	4	NUM
easat-8810	165	3	]	]	PUNCT
easat-8810	165	4	.	.	PUNCT
easat-8810	166	1	each	each	DET
easat-8810	166	2	technique	technique	NOUN
easat-8810	166	3	contributes	contribute	VERB
easat-8810	166	4	uniquely	uniquely	ADV
easat-8810	166	5	toward	toward	ADP
easat-8810	166	6	enhancing	enhance	VERB
easat-8810	166	7	the	the	DET
easat-8810	166	8	correctness	correctness	NOUN
easat-8810	166	9	and	and	CCONJ
easat-8810	166	10	verifiability	verifiability	NOUN
easat-8810	166	11	of	of	ADP
easat-8810	166	12	model	model	NOUN
easat-8810	166	13	-	-	PUNCT
easat-8810	166	14	generated	generate	VERB
easat-8810	166	15	answers	answer	NOUN
easat-8810	166	16	.	.	PUNCT
easat-8810	167	1	4.1	4.1	NUM
easat-8810	167	2	.	.	PUNCT
easat-8810	167	3	chain	chain	NOUN
easat-8810	167	4	-	-	PUNCT
easat-8810	167	5	of	of	ADP
easat-8810	167	6	-	-	PUNCT
easat-8810	167	7	thought	thought	NOUN
easat-8810	167	8	(	(	PUNCT
easat-8810	167	9	cot	cot	NOUN
easat-8810	167	10	)	)	PUNCT
easat-8810	167	11	chain	chain	NOUN
easat-8810	167	12	-	-	PUNCT
easat-8810	167	13	of	of	ADP
easat-8810	167	14	-	-	PUNCT
easat-8810	167	15	thought	thought	NOUN
easat-8810	167	16	(	(	PUNCT
easat-8810	167	17	cot	cot	NOUN
easat-8810	167	18	)	)	PUNCT
easat-8810	168	1	[	[	X
easat-8810	168	2	1	1	X
easat-8810	168	3	]	]	PUNCT
easat-8810	168	4	is	be	AUX
easat-8810	168	5	a	a	DET
easat-8810	168	6	technique	technique	NOUN
easat-8810	168	7	introduced	introduce	VERB
easat-8810	168	8	in	in	ADP
easat-8810	168	9	2022	2022	NUM
easat-8810	168	10	aimed	aim	VERB
easat-8810	168	11	at	at	ADP
easat-8810	168	12	harnessing	harness	VERB
easat-8810	168	13	the	the	DET
easat-8810	168	14	latent	latent	ADJ
easat-8810	168	15	multi	multi	ADJ
easat-8810	168	16	-	-	ADJ
easat-8810	168	17	step	step	ADJ
easat-8810	168	18	reasoning	reasoning	NOUN
easat-8810	168	19	abilities	ability	NOUN
easat-8810	168	20	of	of	ADP
easat-8810	168	21	large	large	ADJ
easat-8810	168	22	language	language	NOUN
easat-8810	168	23	models	model	NOUN
easat-8810	168	24	.	.	PUNCT
easat-8810	169	1	the	the	DET
easat-8810	169	2	core	core	ADJ
easat-8810	169	3	idea	idea	NOUN
easat-8810	169	4	behind	behind	ADP
easat-8810	169	5	cot	cot	NOUN
easat-8810	169	6	is	be	AUX
easat-8810	169	7	straightforward	straightforward	ADJ
easat-8810	169	8	:	:	PUNCT
easat-8810	169	9	rather	rather	ADV
easat-8810	169	10	than	than	ADP
easat-8810	169	11	prompting	prompt	VERB
easat-8810	169	12	the	the	DET
easat-8810	169	13	model	model	NOUN
easat-8810	169	14	to	to	PART
easat-8810	169	15	jump	jump	VERB
easat-8810	169	16	directly	directly	ADV
easat-8810	169	17	to	to	ADP
easat-8810	169	18	a	a	DET
easat-8810	169	19	conclusion	conclusion	NOUN
easat-8810	169	20	,	,	PUNCT
easat-8810	169	21	the	the	DET
easat-8810	169	22	model	model	NOUN
easat-8810	169	23	is	be	AUX
easat-8810	169	24	encouraged	encourage	VERB
easat-8810	169	25	to	to	PART
easat-8810	169	26	articulate	articulate	VERB
easat-8810	169	27	intermediate	intermediate	ADJ
easat-8810	169	28	reasoning	reasoning	NOUN
easat-8810	169	29	steps	step	NOUN
easat-8810	169	30	before	before	ADP
easat-8810	169	31	providing	provide	VERB
easat-8810	169	32	the	the	DET
easat-8810	169	33	final	final	ADJ
easat-8810	169	34	answer	answer	NOUN
easat-8810	169	35	.	.	PUNCT
easat-8810	170	1	this	this	DET
easat-8810	170	2	technique	technique	NOUN
easat-8810	170	3	is	be	AUX
easat-8810	170	4	commonly	commonly	ADV
easat-8810	170	5	implemented	implement	VERB
easat-8810	170	6	through	through	ADP
easat-8810	170	7	prompt	prompt	ADJ
easat-8810	170	8	engineering	engineering	NOUN
easat-8810	170	9	,	,	PUNCT
easat-8810	170	10	wherein	wherein	SCONJ
easat-8810	170	11	the	the	DET
easat-8810	170	12	prompts	prompt	NOUN
easat-8810	170	13	provided	provide	VERB
easat-8810	170	14	to	to	ADP
easat-8810	170	15	the	the	DET
easat-8810	170	16	model	model	NOUN
easat-8810	170	17	include	include	VERB
easat-8810	170	18	examples	example	NOUN
easat-8810	170	19	explicitly	explicitly	ADV
easat-8810	170	20	demonstrating	demonstrate	VERB
easat-8810	170	21	step	step	NOUN
easat-8810	170	22	-	-	PUNCT
easat-8810	170	23	by	by	ADP
easat-8810	170	24	-	-	PUNCT
easat-8810	170	25	step	step	NOUN
easat-8810	170	26	reasoning	reasoning	NOUN
easat-8810	170	27	processes	process	NOUN
easat-8810	170	28	(	(	PUNCT
easat-8810	170	29	e.g.	e.g.	ADV
easat-8810	170	30	,	,	PUNCT
easat-8810	170	31	“	"	PUNCT
easat-8810	170	32	explain	explain	VERB
easat-8810	170	33	your	your	PRON
easat-8810	170	34	reasoning	reasoning	NOUN
easat-8810	170	35	before	before	ADP
easat-8810	170	36	answering	answer	VERB
easat-8810	170	37	”	"	PUNCT
easat-8810	170	38	)	)	PUNCT
easat-8810	170	39	.	.	PUNCT
easat-8810	171	1	1079	1079	NUM
easat-8810	171	2	edelweiss	edelweiss	PROPN
easat-8810	171	3	applied	apply	VERB
easat-8810	171	4	science	science	NOUN
easat-8810	171	5	and	and	CCONJ
easat-8810	171	6	technology	technology	NOUN
easat-8810	171	7	issn	issn	PROPN
easat-8810	171	8	:	:	PUNCT
easat-8810	171	9	2576	2576	NUM
easat-8810	171	10	-	-	SYM
easat-8810	171	11	8484	8484	NUM
easat-8810	171	12	vol	vol	NOUN
easat-8810	171	13	.	.	PROPN
easat-8810	172	1	9	9	NUM
easat-8810	172	2	,	,	PUNCT
easat-8810	172	3	no	no	INTJ
easat-8810	172	4	.	.	NOUN
easat-8810	172	5	7	7	NUM
easat-8810	172	6	:	:	SYM
easat-8810	172	7	1072	1072	NUM
easat-8810	172	8	-	-	SYM
easat-8810	172	9	1090	1090	NUM
easat-8810	172	10	,	,	PUNCT
easat-8810	172	11	2025	2025	NUM
easat-8810	172	12	doi	doi	NOUN
easat-8810	172	13	:	:	PUNCT
easat-8810	172	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	172	15	©	©	PROPN
easat-8810	172	16	2025	2025	NUM
easat-8810	172	17	by	by	ADP
easat-8810	172	18	the	the	DET
easat-8810	172	19	authors	author	NOUN
easat-8810	172	20	;	;	PUNCT
easat-8810	172	21	licensee	licensee	PROPN
easat-8810	172	22	learning	learn	VERB
easat-8810	172	23	gate	gate	PROPN
easat-8810	172	24	figure	figure	NOUN
easat-8810	172	25	3	3	NUM
easat-8810	172	26	.	.	PUNCT
easat-8810	173	1	illustrating	illustrate	VERB
easat-8810	173	2	the	the	DET
easat-8810	173	3	combinatorial	combinatorial	ADJ
easat-8810	173	4	reasoning	reasoning	NOUN
easat-8810	173	5	and	and	CCONJ
easat-8810	173	6	arithmetic	arithmetic	ADJ
easat-8810	173	7	capabilities	capability	NOUN
easat-8810	173	8	of	of	ADP
easat-8810	173	9	large	large	ADJ
easat-8810	173	10	language	language	NOUN
easat-8810	173	11	models	model	NOUN
easat-8810	173	12	.	.	PUNCT
easat-8810	174	1	figure	figure	VERB
easat-8810	174	2	3	3	NUM
easat-8810	174	3	presents	present	VERB
easat-8810	174	4	a	a	DET
easat-8810	174	5	classic	classic	ADJ
easat-8810	174	6	word	word	NOUN
easat-8810	174	7	problem	problem	NOUN
easat-8810	174	8	that	that	PRON
easat-8810	174	9	involves	involve	VERB
easat-8810	174	10	multiple	multiple	ADJ
easat-8810	174	11	steps	step	NOUN
easat-8810	174	12	and	and	CCONJ
easat-8810	174	13	requires	require	VERB
easat-8810	174	14	arithmetic	arithmetic	ADJ
easat-8810	174	15	operations	operation	NOUN
easat-8810	174	16	,	,	PUNCT
easat-8810	174	17	time	time	NOUN
easat-8810	174	18	unit	unit	NOUN
easat-8810	174	19	conversions	conversion	NOUN
easat-8810	174	20	,	,	PUNCT
easat-8810	174	21	and	and	CCONJ
easat-8810	174	22	sequential	sequential	ADJ
easat-8810	174	23	reasoning	reasoning	NOUN
easat-8810	174	24	—	—	PUNCT
easat-8810	174	25	all	all	PRON
easat-8810	174	26	of	of	ADP
easat-8810	174	27	which	which	PRON
easat-8810	174	28	are	be	AUX
easat-8810	174	29	core	core	ADJ
easat-8810	174	30	requirements	requirement	NOUN
easat-8810	174	31	for	for	ADP
easat-8810	174	32	evaluating	evaluate	VERB
easat-8810	174	33	the	the	DET
easat-8810	174	34	reasoning	reasoning	NOUN
easat-8810	174	35	capabilities	capability	NOUN
easat-8810	174	36	of	of	ADP
easat-8810	174	37	large	large	ADJ
easat-8810	174	38	language	language	NOUN
easat-8810	174	39	models	model	NOUN
easat-8810	174	40	(	(	PUNCT
easat-8810	174	41	llms	llm	NOUN
easat-8810	174	42	)	)	PUNCT
easat-8810	174	43	.	.	PUNCT
easat-8810	175	1	the	the	DET
easat-8810	175	2	problem	problem	NOUN
easat-8810	175	3	prompts	prompt	VERB
easat-8810	175	4	the	the	DET
easat-8810	175	5	model	model	NOUN
easat-8810	175	6	(	(	PUNCT
easat-8810	175	7	or	or	CCONJ
easat-8810	175	8	solver	solver	ADV
easat-8810	175	9	)	)	PUNCT
easat-8810	175	10	to	to	PART
easat-8810	175	11	integrate	integrate	VERB
easat-8810	175	12	various	various	ADJ
easat-8810	175	13	types	type	NOUN
easat-8810	175	14	of	of	ADP
easat-8810	175	15	information	information	NOUN
easat-8810	175	16	:	:	PUNCT
easat-8810	175	17	speed	speed	NOUN
easat-8810	175	18	,	,	PUNCT
easat-8810	175	19	time	time	NOUN
easat-8810	175	20	,	,	PUNCT
easat-8810	175	21	unit	unit	NOUN
easat-8810	175	22	conversion	conversion	NOUN
easat-8810	175	23	(	(	PUNCT
easat-8810	175	24	minutes	minute	NOUN
easat-8810	175	25	to	to	ADP
easat-8810	175	26	hours	hour	NOUN
easat-8810	175	27	)	)	PUNCT
easat-8810	175	28	,	,	PUNCT
easat-8810	175	29	and	and	CCONJ
easat-8810	175	30	the	the	DET
easat-8810	175	31	order	order	NOUN
easat-8810	175	32	of	of	ADP
easat-8810	175	33	events	event	NOUN
easat-8810	175	34	.	.	PUNCT
easat-8810	176	1	first	first	ADV
easat-8810	176	2	,	,	PUNCT
easat-8810	176	3	the	the	DET
easat-8810	176	4	model	model	NOUN
easat-8810	176	5	must	must	AUX
easat-8810	176	6	semantically	semantically	ADV
easat-8810	176	7	analyze	analyze	VERB
easat-8810	176	8	the	the	DET
easat-8810	176	9	text	text	NOUN
easat-8810	176	10	and	and	CCONJ
easat-8810	176	11	recognize	recognize	VERB
easat-8810	176	12	that	that	SCONJ
easat-8810	176	13	the	the	DET
easat-8810	176	14	trip	trip	NOUN
easat-8810	176	15	consists	consist	VERB
easat-8810	176	16	of	of	ADP
easat-8810	176	17	two	two	NUM
easat-8810	176	18	driving	drive	VERB
easat-8810	176	19	segments	segment	NOUN
easat-8810	176	20	and	and	CCONJ
easat-8810	176	21	a	a	DET
easat-8810	176	22	break	break	NOUN
easat-8810	176	23	,	,	PUNCT
easat-8810	176	24	then	then	ADV
easat-8810	176	25	execute	execute	VERB
easat-8810	176	26	a	a	DET
easat-8810	176	27	chain	chain	NOUN
easat-8810	176	28	of	of	ADP
easat-8810	176	29	linked	link	VERB
easat-8810	176	30	calculations	calculation	NOUN
easat-8810	176	31	.	.	PUNCT
easat-8810	177	1	in	in	ADP
easat-8810	177	2	the	the	DET
easat-8810	177	3	first	first	ADJ
easat-8810	177	4	segment	segment	NOUN
easat-8810	177	5	,	,	PUNCT
easat-8810	177	6	the	the	DET
easat-8810	177	7	distance	distance	NOUN
easat-8810	177	8	is	be	AUX
easat-8810	177	9	computed	compute	VERB
easat-8810	177	10	by	by	ADP
easat-8810	177	11	multiplying	multiply	VERB
easat-8810	177	12	45	45	NUM
easat-8810	177	13	mph	mph	NOUN
easat-8810	177	14	by	by	ADP
easat-8810	177	15	2	2	NUM
easat-8810	177	16	hours	hour	NOUN
easat-8810	177	17	,	,	PUNCT
easat-8810	177	18	yielding	yield	VERB
easat-8810	177	19	90	90	NUM
easat-8810	177	20	miles	mile	NOUN
easat-8810	177	21	.	.	PUNCT
easat-8810	178	1	this	this	PRON
easat-8810	178	2	is	be	AUX
easat-8810	178	3	followed	follow	VERB
easat-8810	178	4	by	by	ADP
easat-8810	178	5	a	a	DET
easat-8810	178	6	15	15	NUM
easat-8810	178	7	-	-	PUNCT
easat-8810	178	8	minute	minute	NOUN
easat-8810	178	9	break	break	NOUN
easat-8810	178	10	,	,	PUNCT
easat-8810	178	11	accurately	accurately	ADV
easat-8810	178	12	converted	convert	VERB
easat-8810	178	13	into	into	ADP
easat-8810	178	14	0.25	0.25	NUM
easat-8810	178	15	hours	hour	NOUN
easat-8810	178	16	.	.	PUNCT
easat-8810	179	1	the	the	DET
easat-8810	179	2	second	second	ADJ
easat-8810	179	3	driving	drive	VERB
easat-8810	179	4	segment	segment	NOUN
easat-8810	179	5	involves	involve	VERB
easat-8810	179	6	traveling	travel	VERB
easat-8810	179	7	at	at	ADP
easat-8810	179	8	60	60	NUM
easat-8810	179	9	mph	mph	NOUN
easat-8810	179	10	for	for	ADP
easat-8810	179	11	1	1	NUM
easat-8810	179	12	hour	hour	NOUN
easat-8810	179	13	and	and	CCONJ
easat-8810	179	14	45	45	NUM
easat-8810	179	15	minutes	minute	NOUN
easat-8810	179	16	,	,	PUNCT
easat-8810	179	17	which	which	PRON
easat-8810	179	18	is	be	AUX
easat-8810	179	19	correctly	correctly	ADV
easat-8810	179	20	interpreted	interpret	VERB
easat-8810	179	21	as	as	ADP
easat-8810	179	22	1.75	1.75	NUM
easat-8810	179	23	hours	hour	NOUN
easat-8810	179	24	,	,	PUNCT
easat-8810	179	25	producing	produce	VERB
easat-8810	179	26	105	105	NUM
easat-8810	179	27	miles	mile	NOUN
easat-8810	179	28	.	.	PUNCT
easat-8810	180	1	finally	finally	ADV
easat-8810	180	2	,	,	PUNCT
easat-8810	180	3	the	the	DET
easat-8810	180	4	model	model	NOUN
easat-8810	180	5	must	must	AUX
easat-8810	180	6	sum	sum	VERB
easat-8810	180	7	the	the	DET
easat-8810	180	8	total	total	ADJ
easat-8810	180	9	distance	distance	NOUN
easat-8810	180	10	and	and	CCONJ
easat-8810	180	11	total	total	ADJ
easat-8810	180	12	time	time	NOUN
easat-8810	180	13	(	(	PUNCT
easat-8810	180	14	including	include	VERB
easat-8810	180	15	the	the	DET
easat-8810	180	16	break	break	NOUN
easat-8810	180	17	)	)	PUNCT
easat-8810	180	18	,	,	PUNCT
easat-8810	180	19	resulting	result	VERB
easat-8810	180	20	in	in	ADP
easat-8810	180	21	195	195	NUM
easat-8810	180	22	miles	mile	NOUN
easat-8810	180	23	over	over	ADP
easat-8810	180	24	4	4	NUM
easat-8810	180	25	hours	hour	NOUN
easat-8810	180	26	.	.	PUNCT
easat-8810	181	1	1080	1080	NUM
easat-8810	181	2	edelweiss	edelweiss	PROPN
easat-8810	181	3	applied	apply	VERB
easat-8810	181	4	science	science	NOUN
easat-8810	181	5	and	and	CCONJ
easat-8810	181	6	technology	technology	NOUN
easat-8810	181	7	issn	issn	PROPN
easat-8810	181	8	:	:	PUNCT
easat-8810	181	9	2576	2576	NUM
easat-8810	181	10	-	-	SYM
easat-8810	181	11	8484	8484	NUM
easat-8810	181	12	vol	vol	NOUN
easat-8810	181	13	.	.	PROPN
easat-8810	182	1	9	9	NUM
easat-8810	182	2	,	,	PUNCT
easat-8810	182	3	no	no	INTJ
easat-8810	182	4	.	.	NOUN
easat-8810	182	5	7	7	NUM
easat-8810	182	6	:	:	SYM
easat-8810	182	7	1072	1072	NUM
easat-8810	182	8	-	-	SYM
easat-8810	182	9	1090	1090	NUM
easat-8810	182	10	,	,	PUNCT
easat-8810	182	11	2025	2025	NUM
easat-8810	182	12	doi	doi	NOUN
easat-8810	182	13	:	:	PUNCT
easat-8810	182	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	182	15	©	©	PROPN
easat-8810	182	16	2025	2025	NUM
easat-8810	182	17	by	by	ADP
easat-8810	182	18	the	the	DET
easat-8810	182	19	authors	author	NOUN
easat-8810	182	20	;	;	PUNCT
easat-8810	182	21	licensee	licensee	PROPN
easat-8810	182	22	learning	learning	NOUN
easat-8810	182	23	gate	gate	NOUN
easat-8810	182	24	to	to	PART
easat-8810	182	25	solve	solve	VERB
easat-8810	182	26	this	this	DET
easat-8810	182	27	problem	problem	NOUN
easat-8810	182	28	accurately	accurately	ADV
easat-8810	182	29	,	,	PUNCT
easat-8810	182	30	an	an	DET
easat-8810	182	31	llm	llm	NOUN
easat-8810	182	32	must	must	AUX
easat-8810	182	33	engage	engage	VERB
easat-8810	182	34	in	in	ADP
easat-8810	182	35	symbolic	symbolic	ADJ
easat-8810	182	36	reasoning	reasoning	NOUN
easat-8810	182	37	(	(	PUNCT
easat-8810	182	38	such	such	ADJ
easat-8810	182	39	as	as	ADP
easat-8810	182	40	interpreting	interpret	VERB
easat-8810	182	41	units	unit	NOUN
easat-8810	182	42	like	like	ADP
easat-8810	182	43	mph	mph	NOUN
easat-8810	182	44	and	and	CCONJ
easat-8810	182	45	converting	convert	VERB
easat-8810	182	46	time	time	NOUN
easat-8810	182	47	)	)	PUNCT
easat-8810	182	48	,	,	PUNCT
easat-8810	182	49	perform	perform	VERB
easat-8810	182	50	arithmetic	arithmetic	ADJ
easat-8810	182	51	computations	computation	NOUN
easat-8810	182	52	,	,	PUNCT
easat-8810	182	53	and	and	CCONJ
easat-8810	182	54	track	track	VERB
easat-8810	182	55	logical	logical	ADJ
easat-8810	182	56	state	state	NOUN
easat-8810	182	57	across	across	ADP
easat-8810	182	58	each	each	DET
easat-8810	182	59	step	step	NOUN
easat-8810	182	60	.	.	PUNCT
easat-8810	183	1	these	these	DET
easat-8810	183	2	capabilities	capability	NOUN
easat-8810	183	3	go	go	VERB
easat-8810	183	4	beyond	beyond	ADP
easat-8810	183	5	simple	simple	ADJ
easat-8810	183	6	pattern	pattern	NOUN
easat-8810	183	7	recognition	recognition	NOUN
easat-8810	183	8	and	and	CCONJ
easat-8810	183	9	demonstrate	demonstrate	VERB
easat-8810	183	10	that	that	SCONJ
easat-8810	183	11	llms	llm	NOUN
easat-8810	183	12	can	can	AUX
easat-8810	183	13	simulate	simulate	VERB
easat-8810	183	14	structured	structured	ADJ
easat-8810	183	15	problem	problem	NOUN
easat-8810	183	16	solving	solve	VERB
easat-8810	183	17	akin	akin	ADJ
easat-8810	183	18	to	to	ADP
easat-8810	183	19	human	human	ADJ
easat-8810	183	20	logical	logical	ADJ
easat-8810	183	21	reasoning	reasoning	NOUN
easat-8810	183	22	.	.	PUNCT
easat-8810	184	1	when	when	SCONJ
easat-8810	184	2	modeled	model	VERB
easat-8810	184	3	effectively	effectively	ADV
easat-8810	184	4	,	,	PUNCT
easat-8810	184	5	the	the	DET
easat-8810	184	6	chain	chain	NOUN
easat-8810	184	7	-	-	PUNCT
easat-8810	184	8	of	of	ADP
easat-8810	184	9	-	-	PUNCT
easat-8810	184	10	thought	think	VERB
easat-8810	184	11	structure	structure	NOUN
easat-8810	184	12	enhances	enhance	VERB
easat-8810	184	13	interpretability	interpretability	NOUN
easat-8810	184	14	and	and	CCONJ
easat-8810	184	15	aligns	align	VERB
easat-8810	184	16	with	with	ADP
easat-8810	184	17	the	the	DET
easat-8810	184	18	way	way	NOUN
easat-8810	184	19	humans	human	NOUN
easat-8810	184	20	rationalize	rationalize	VERB
easat-8810	184	21	their	their	PRON
easat-8810	184	22	thought	thought	NOUN
easat-8810	184	23	processes	process	NOUN
easat-8810	184	24	.	.	PUNCT
easat-8810	185	1	consequently	consequently	ADV
easat-8810	185	2	,	,	PUNCT
easat-8810	185	3	this	this	DET
easat-8810	185	4	type	type	NOUN
easat-8810	185	5	of	of	ADP
easat-8810	185	6	problem	problem	NOUN
easat-8810	185	7	serves	serve	VERB
easat-8810	185	8	as	as	ADP
easat-8810	185	9	a	a	DET
easat-8810	185	10	critical	critical	ADJ
easat-8810	185	11	benchmark	benchmark	NOUN
easat-8810	185	12	for	for	ADP
easat-8810	185	13	assessing	assess	VERB
easat-8810	185	14	an	an	DET
easat-8810	185	15	llm	llm	NOUN
easat-8810	185	16	’s	’s	PART
easat-8810	185	17	combinatorial	combinatorial	ADJ
easat-8810	185	18	reasoning	reasoning	NOUN
easat-8810	185	19	skills	skill	NOUN
easat-8810	185	20	,	,	PUNCT
easat-8810	185	21	numerical	numerical	ADJ
easat-8810	185	22	accuracy	accuracy	NOUN
easat-8810	185	23	,	,	PUNCT
easat-8810	185	24	and	and	CCONJ
easat-8810	185	25	logical	logical	ADJ
easat-8810	185	26	consistency	consistency	NOUN
easat-8810	185	27	.	.	PUNCT
easat-8810	186	1	the	the	DET
easat-8810	186	2	study	study	NOUN
easat-8810	186	3	by	by	ADP
easat-8810	186	4	huang	huang	PROPN
easat-8810	186	5	,	,	PUNCT
easat-8810	186	6	et	et	PROPN
easat-8810	186	7	al	al	PROPN
easat-8810	186	8	.	.	PUNCT
easat-8810	187	1	[	[	X
easat-8810	187	2	11	11	NUM
easat-8810	187	3	]	]	PUNCT
easat-8810	187	4	shows	show	VERB
easat-8810	187	5	that	that	SCONJ
easat-8810	187	6	chain	chain	NOUN
easat-8810	187	7	-	-	PUNCT
easat-8810	187	8	of	of	ADP
easat-8810	187	9	-	-	PUNCT
easat-8810	187	10	thought	thought	NOUN
easat-8810	187	11	(	(	PUNCT
easat-8810	187	12	cot	cot	NOUN
easat-8810	187	13	)	)	PUNCT
easat-8810	187	14	significantly	significantly	ADV
easat-8810	187	15	improves	improve	VERB
easat-8810	187	16	multistep	multistep	ADJ
easat-8810	187	17	problem	problem	NOUN
easat-8810	187	18	solving	solve	VERB
easat-8810	187	19	in	in	ADP
easat-8810	187	20	models	model	NOUN
easat-8810	187	21	with	with	ADP
easat-8810	187	22	~100	~100	NOUN
easat-8810	187	23	billion	billion	NUM
easat-8810	187	24	parameters	parameter	NOUN
easat-8810	187	25	.	.	PUNCT
easat-8810	188	1	in	in	ADP
easat-8810	188	2	tasks	task	NOUN
easat-8810	188	3	such	such	ADJ
easat-8810	188	4	as	as	ADP
easat-8810	188	5	riddles	riddle	NOUN
easat-8810	188	6	,	,	PUNCT
easat-8810	188	7	word	word	NOUN
easat-8810	188	8	problems	problem	NOUN
easat-8810	188	9	,	,	PUNCT
easat-8810	188	10	and	and	CCONJ
easat-8810	188	11	logical	logical	ADJ
easat-8810	188	12	reasoning	reasoning	NOUN
easat-8810	188	13	questions	question	NOUN
easat-8810	188	14	,	,	PUNCT
easat-8810	188	15	generating	generate	VERB
easat-8810	188	16	intermediate	intermediate	ADJ
easat-8810	188	17	steps	step	NOUN
easat-8810	188	18	increases	increase	VERB
easat-8810	188	19	the	the	DET
easat-8810	188	20	accuracy	accuracy	NOUN
easat-8810	188	21	of	of	ADP
easat-8810	188	22	responses	response	NOUN
easat-8810	188	23	.	.	PUNCT
easat-8810	189	1	the	the	DET
easat-8810	189	2	effectiveness	effectiveness	NOUN
easat-8810	189	3	of	of	ADP
easat-8810	189	4	cot	cot	NOUN
easat-8810	189	5	stems	stem	VERB
easat-8810	189	6	from	from	ADP
easat-8810	189	7	its	its	PRON
easat-8810	189	8	ability	ability	NOUN
easat-8810	189	9	to	to	PART
easat-8810	189	10	force	force	VERB
easat-8810	189	11	the	the	DET
easat-8810	189	12	model	model	NOUN
easat-8810	189	13	to	to	PART
easat-8810	189	14	“	"	PUNCT
easat-8810	189	15	pause	pause	VERB
easat-8810	189	16	”	"	PUNCT
easat-8810	189	17	at	at	ADP
easat-8810	189	18	each	each	DET
easat-8810	189	19	step	step	NOUN
easat-8810	189	20	,	,	PUNCT
easat-8810	189	21	reducing	reduce	VERB
easat-8810	189	22	the	the	DET
easat-8810	189	23	risk	risk	NOUN
easat-8810	189	24	of	of	ADP
easat-8810	189	25	skipping	skip	VERB
easat-8810	189	26	important	important	ADJ
easat-8810	189	27	details	detail	NOUN
easat-8810	189	28	.	.	PUNCT
easat-8810	190	1	instead	instead	ADV
easat-8810	190	2	of	of	ADP
easat-8810	190	3	leaping	leap	VERB
easat-8810	190	4	ahead	ahead	ADV
easat-8810	190	5	and	and	CCONJ
easat-8810	190	6	potentially	potentially	ADV
easat-8810	190	7	guessing	guess	VERB
easat-8810	190	8	incorrectly	incorrectly	ADV
easat-8810	190	9	,	,	PUNCT
easat-8810	190	10	the	the	DET
easat-8810	190	11	model	model	NOUN
easat-8810	190	12	proceeds	proceed	VERB
easat-8810	190	13	sequentially	sequentially	ADV
easat-8810	190	14	through	through	ADP
easat-8810	190	15	its	its	PRON
easat-8810	190	16	reasoning	reasoning	NOUN
easat-8810	190	17	—	—	PUNCT
easat-8810	190	18	mirroring	mirror	VERB
easat-8810	190	19	how	how	SCONJ
easat-8810	190	20	humans	human	NOUN
easat-8810	190	21	often	often	ADV
easat-8810	190	22	explain	explain	VERB
easat-8810	190	23	their	their	PRON
easat-8810	190	24	thinking	thinking	NOUN
easat-8810	190	25	internally	internally	ADV
easat-8810	190	26	before	before	ADP
easat-8810	190	27	answering	answer	VERB
easat-8810	190	28	.	.	PUNCT
easat-8810	191	1	this	this	PRON
easat-8810	191	2	partially	partially	ADV
easat-8810	191	3	addresses	address	VERB
easat-8810	191	4	llms	llm	NOUN
easat-8810	191	5	’	'	PUNCT
easat-8810	191	6	known	know	VERB
easat-8810	191	7	limitations	limitation	NOUN
easat-8810	191	8	in	in	ADP
easat-8810	191	9	maintaining	maintain	VERB
easat-8810	191	10	long	long	ADJ
easat-8810	191	11	logical	logical	ADJ
easat-8810	191	12	coherence	coherence	NOUN
easat-8810	191	13	:	:	PUNCT
easat-8810	191	14	by	by	ADP
easat-8810	191	15	articulating	articulate	VERB
easat-8810	191	16	each	each	DET
easat-8810	191	17	step	step	NOUN
easat-8810	191	18	,	,	PUNCT
easat-8810	191	19	the	the	DET
easat-8810	191	20	model	model	NOUN
easat-8810	191	21	can	can	AUX
easat-8810	191	22	better	well	ADV
easat-8810	191	23	manage	manage	VERB
easat-8810	191	24	consistency	consistency	NOUN
easat-8810	191	25	throughout	throughout	ADP
easat-8810	191	26	the	the	DET
easat-8810	191	27	response	response	NOUN
easat-8810	191	28	.	.	PUNCT
easat-8810	192	1	from	from	ADP
easat-8810	192	2	the	the	DET
easat-8810	192	3	standpoint	standpoint	NOUN
easat-8810	192	4	of	of	ADP
easat-8810	192	5	truth	truth	NOUN
easat-8810	192	6	alignment	alignment	NOUN
easat-8810	192	7	,	,	PUNCT
easat-8810	192	8	cot	cot	NOUN
easat-8810	192	9	offers	offer	VERB
easat-8810	192	10	two	two	NUM
easat-8810	192	11	key	key	ADJ
easat-8810	192	12	benefits	benefit	NOUN
easat-8810	192	13	.	.	PUNCT
easat-8810	193	1	first	first	ADV
easat-8810	193	2	,	,	PUNCT
easat-8810	193	3	it	it	PRON
easat-8810	193	4	improves	improve	VERB
easat-8810	193	5	descriptive	descriptive	ADJ
easat-8810	193	6	accuracy	accuracy	NOUN
easat-8810	193	7	in	in	ADP
easat-8810	193	8	problems	problem	NOUN
easat-8810	193	9	with	with	ADP
easat-8810	193	10	objectively	objectively	ADV
easat-8810	193	11	correct	correct	ADJ
easat-8810	193	12	answers	answer	NOUN
easat-8810	193	13	,	,	PUNCT
easat-8810	193	14	as	as	SCONJ
easat-8810	193	15	fewer	few	ADJ
easat-8810	193	16	steps	step	NOUN
easat-8810	193	17	are	be	AUX
easat-8810	193	18	omitted	omit	VERB
easat-8810	193	19	and	and	CCONJ
easat-8810	193	20	errors	error	NOUN
easat-8810	193	21	are	be	AUX
easat-8810	193	22	minimized	minimize	VERB
easat-8810	193	23	.	.	PUNCT
easat-8810	194	1	second	second	ADJ
easat-8810	194	2	,	,	PUNCT
easat-8810	194	3	it	it	PRON
easat-8810	194	4	enhances	enhance	VERB
easat-8810	194	5	the	the	DET
easat-8810	194	6	transparency	transparency	NOUN
easat-8810	194	7	of	of	ADP
easat-8810	194	8	responses	response	NOUN
easat-8810	194	9	:	:	PUNCT
easat-8810	194	10	users	user	NOUN
easat-8810	194	11	can	can	AUX
easat-8810	194	12	see	see	VERB
easat-8810	194	13	the	the	DET
easat-8810	194	14	reasoning	reasoning	NOUN
easat-8810	194	15	behind	behind	ADP
easat-8810	194	16	the	the	DET
easat-8810	194	17	answer	answer	NOUN
easat-8810	194	18	,	,	PUNCT
easat-8810	194	19	making	make	VERB
easat-8810	194	20	it	it	PRON
easat-8810	194	21	easier	easy	ADJ
easat-8810	194	22	to	to	PART
easat-8810	194	23	assess	assess	VERB
easat-8810	194	24	trustworthiness	trustworthiness	NOUN
easat-8810	194	25	.	.	PUNCT
easat-8810	195	1	for	for	ADP
easat-8810	195	2	instance	instance	NOUN
easat-8810	195	3	,	,	PUNCT
easat-8810	195	4	if	if	SCONJ
easat-8810	195	5	the	the	DET
easat-8810	195	6	model	model	NOUN
easat-8810	195	7	makes	make	VERB
easat-8810	195	8	a	a	DET
easat-8810	195	9	calculation	calculation	NOUN
easat-8810	195	10	error	error	NOUN
easat-8810	195	11	,	,	PUNCT
easat-8810	195	12	users	user	NOUN
easat-8810	195	13	can	can	AUX
easat-8810	195	14	immediately	immediately	ADV
easat-8810	195	15	identify	identify	VERB
easat-8810	195	16	where	where	SCONJ
easat-8810	195	17	it	it	PRON
easat-8810	195	18	occurred	occur	VERB
easat-8810	195	19	.	.	PUNCT
easat-8810	196	1	this	this	PRON
easat-8810	196	2	has	have	VERB
easat-8810	196	3	ethical	ethical	ADJ
easat-8810	196	4	implications	implication	NOUN
easat-8810	196	5	:	:	PUNCT
easat-8810	196	6	an	an	DET
easat-8810	196	7	ai	ai	NOUN
easat-8810	196	8	that	that	PRON
easat-8810	196	9	explains	explain	VERB
easat-8810	196	10	its	its	PRON
easat-8810	196	11	reasoning	reasoning	NOUN
easat-8810	196	12	is	be	AUX
easat-8810	196	13	more	more	ADV
easat-8810	196	14	trustworthy	trustworthy	ADJ
easat-8810	196	15	than	than	ADP
easat-8810	196	16	one	one	NUM
easat-8810	196	17	that	that	PRON
easat-8810	196	18	merely	merely	ADV
easat-8810	196	19	presents	present	VERB
easat-8810	196	20	a	a	DET
easat-8810	196	21	result	result	NOUN
easat-8810	196	22	,	,	PUNCT
easat-8810	196	23	since	since	SCONJ
easat-8810	196	24	users	user	NOUN
easat-8810	196	25	are	be	AUX
easat-8810	196	26	not	not	PART
easat-8810	196	27	blindly	blindly	ADV
easat-8810	196	28	relying	rely	VERB
easat-8810	196	29	on	on	ADP
easat-8810	196	30	a	a	DET
easat-8810	196	31	“	"	PUNCT
easat-8810	196	32	black	black	ADJ
easat-8810	196	33	box	box	NOUN
easat-8810	196	34	.	.	PUNCT
easat-8810	196	35	”	"	PUNCT
easat-8810	197	1	some	some	DET
easat-8810	197	2	studies	study	NOUN
easat-8810	197	3	even	even	ADV
easat-8810	197	4	suggest	suggest	VERB
easat-8810	197	5	cot	cot	NOUN
easat-8810	197	6	facilitates	facilitate	VERB
easat-8810	197	7	error	error	NOUN
easat-8810	197	8	detection	detection	NOUN
easat-8810	197	9	and	and	CCONJ
easat-8810	197	10	correction	correction	NOUN
easat-8810	197	11	:	:	PUNCT
easat-8810	197	12	if	if	SCONJ
easat-8810	197	13	the	the	DET
easat-8810	197	14	model	model	NOUN
easat-8810	197	15	revisits	revisit	VERB
easat-8810	197	16	its	its	PRON
easat-8810	197	17	own	own	ADJ
easat-8810	197	18	chain	chain	NOUN
easat-8810	197	19	-	-	PUNCT
easat-8810	197	20	of	of	ADP
easat-8810	197	21	-	-	PUNCT
easat-8810	197	22	thought	thought	NOUN
easat-8810	197	23	,	,	PUNCT
easat-8810	197	24	it	it	PRON
easat-8810	197	25	may	may	AUX
easat-8810	197	26	spot	spot	VERB
easat-8810	197	27	inconsistencies	inconsistency	NOUN
easat-8810	197	28	—	—	PUNCT
easat-8810	197	29	constituting	constitute	VERB
easat-8810	197	30	a	a	DET
easat-8810	197	31	basic	basic	ADJ
easat-8810	197	32	form	form	NOUN
easat-8810	197	33	of	of	ADP
easat-8810	197	34	selfreflection	selfreflection	NOUN
easat-8810	197	35	.	.	PUNCT
easat-8810	198	1	however	however	ADV
easat-8810	198	2	,	,	PUNCT
easat-8810	198	3	cot	cot	NOUN
easat-8810	198	4	is	be	AUX
easat-8810	198	5	not	not	PART
easat-8810	198	6	a	a	DET
easat-8810	198	7	panacea	panacea	NOUN
easat-8810	198	8	.	.	PUNCT
easat-8810	199	1	it	it	PRON
easat-8810	199	2	is	be	AUX
easat-8810	199	3	most	most	ADV
easat-8810	199	4	effective	effective	ADJ
easat-8810	199	5	in	in	ADP
easat-8810	199	6	sufficiently	sufficiently	ADV
easat-8810	199	7	large	large	ADJ
easat-8810	199	8	models	model	NOUN
easat-8810	199	9	(	(	PUNCT
easat-8810	199	10	typically	typically	ADV
easat-8810	199	11	over	over	ADP
easat-8810	199	12	50b	50b	NUM
easat-8810	199	13	parameters	parameter	NOUN
easat-8810	199	14	)	)	PUNCT
easat-8810	199	15	,	,	PUNCT
easat-8810	199	16	as	as	SCONJ
easat-8810	199	17	smaller	small	ADJ
easat-8810	199	18	models	model	NOUN
easat-8810	199	19	often	often	ADV
easat-8810	199	20	lack	lack	VERB
easat-8810	199	21	the	the	DET
easat-8810	199	22	capacity	capacity	NOUN
easat-8810	199	23	to	to	PART
easat-8810	199	24	generate	generate	VERB
easat-8810	199	25	coherent	coherent	ADJ
easat-8810	199	26	reasoning	reasoning	NOUN
easat-8810	199	27	sequences	sequence	NOUN
easat-8810	199	28	.	.	PUNCT
easat-8810	200	1	moreover	moreover	ADV
easat-8810	200	2	,	,	PUNCT
easat-8810	200	3	if	if	SCONJ
easat-8810	200	4	a	a	DET
easat-8810	200	5	model	model	NOUN
easat-8810	200	6	’s	’s	PART
easat-8810	200	7	initial	initial	ADJ
easat-8810	200	8	knowledge	knowledge	NOUN
easat-8810	200	9	is	be	AUX
easat-8810	200	10	flawed	flawed	ADJ
easat-8810	200	11	,	,	PUNCT
easat-8810	200	12	the	the	PRON
easat-8810	200	13	chain	chain	NOUN
easat-8810	200	14	-	-	PUNCT
easat-8810	200	15	of	of	ADP
easat-8810	200	16	-	-	PUNCT
easat-8810	200	17	thought	thought	NOUN
easat-8810	200	18	may	may	AUX
easat-8810	200	19	simply	simply	ADV
easat-8810	200	20	produce	produce	VERB
easat-8810	200	21	a	a	DET
easat-8810	200	22	“	"	PUNCT
easat-8810	200	23	wellargued	wellargue	VERB
easat-8810	200	24	”	"	PUNCT
easat-8810	200	25	but	but	CCONJ
easat-8810	200	26	entirely	entirely	ADV
easat-8810	200	27	incorrect	incorrect	ADJ
easat-8810	200	28	reasoning	reasoning	NOUN
easat-8810	200	29	path	path	NOUN
easat-8810	200	30	.	.	PUNCT
easat-8810	201	1	for	for	ADP
easat-8810	201	2	example	example	NOUN
easat-8810	201	3	,	,	PUNCT
easat-8810	201	4	if	if	SCONJ
easat-8810	201	5	the	the	DET
easat-8810	201	6	model	model	NOUN
easat-8810	201	7	incorrectly	incorrectly	ADV
easat-8810	201	8	recalls	recall	VERB
easat-8810	201	9	a	a	DET
easat-8810	201	10	person	person	NOUN
easat-8810	201	11	’s	’s	PART
easat-8810	201	12	birth	birth	NOUN
easat-8810	201	13	year	year	NOUN
easat-8810	201	14	,	,	PUNCT
easat-8810	201	15	it	it	PRON
easat-8810	201	16	may	may	AUX
easat-8810	201	17	still	still	ADV
easat-8810	201	18	generate	generate	VERB
easat-8810	201	19	a	a	DET
easat-8810	201	20	convincing	convincing	ADJ
easat-8810	201	21	step	step	NOUN
easat-8810	201	22	-	-	PUNCT
easat-8810	201	23	by	by	ADP
easat-8810	201	24	-	-	PUNCT
easat-8810	201	25	step	step	NOUN
easat-8810	201	26	rationale	rationale	NOUN
easat-8810	201	27	that	that	PRON
easat-8810	201	28	leads	lead	VERB
easat-8810	201	29	to	to	ADP
easat-8810	201	30	a	a	DET
easat-8810	201	31	wrong	wrong	ADJ
easat-8810	201	32	conclusion	conclusion	NOUN
easat-8810	201	33	.	.	PUNCT
easat-8810	202	1	therefore	therefore	ADV
easat-8810	202	2	,	,	PUNCT
easat-8810	202	3	cot	cot	NOUN
easat-8810	202	4	often	often	ADV
easat-8810	202	5	needs	need	VERB
easat-8810	202	6	to	to	PART
easat-8810	202	7	be	be	AUX
easat-8810	202	8	paired	pair	VERB
easat-8810	202	9	with	with	ADP
easat-8810	202	10	other	other	ADJ
easat-8810	202	11	techniques	technique	NOUN
easat-8810	202	12	(	(	PUNCT
easat-8810	202	13	such	such	ADJ
easat-8810	202	14	as	as	ADP
easat-8810	202	15	rag	rag	NOUN
easat-8810	202	16	,	,	PUNCT
easat-8810	202	17	discussed	discuss	VERB
easat-8810	202	18	in	in	ADP
easat-8810	202	19	the	the	DET
easat-8810	202	20	next	next	ADJ
easat-8810	202	21	section	section	NOUN
easat-8810	202	22	)	)	PUNCT
easat-8810	202	23	to	to	PART
easat-8810	202	24	ensure	ensure	VERB
easat-8810	202	25	that	that	SCONJ
easat-8810	202	26	the	the	DET
easat-8810	202	27	reasoning	reasoning	NOUN
easat-8810	202	28	steps	step	NOUN
easat-8810	202	29	are	be	AUX
easat-8810	202	30	grounded	ground	VERB
easat-8810	202	31	in	in	ADP
easat-8810	202	32	accurate	accurate	ADJ
easat-8810	202	33	information	information	NOUN
easat-8810	202	34	.	.	PUNCT
easat-8810	203	1	chain	chain	NOUN
easat-8810	203	2	-	-	PUNCT
easat-8810	203	3	of	of	ADP
easat-8810	203	4	-	-	PUNCT
easat-8810	203	5	thought	thought	NOUN
easat-8810	203	6	represents	represent	VERB
easat-8810	203	7	the	the	DET
easat-8810	203	8	first	first	ADJ
easat-8810	203	9	step	step	NOUN
easat-8810	203	10	in	in	ADP
easat-8810	203	11	enabling	enable	VERB
easat-8810	203	12	llms	llm	NOUN
easat-8810	203	13	to	to	PART
easat-8810	203	14	“	"	PUNCT
easat-8810	203	15	think	think	VERB
easat-8810	203	16	aloud	aloud	ADV
easat-8810	203	17	”	"	PUNCT
easat-8810	203	18	like	like	ADP
easat-8810	203	19	humans	human	NOUN
easat-8810	203	20	,	,	PUNCT
easat-8810	203	21	rather	rather	ADV
easat-8810	203	22	than	than	ADP
easat-8810	203	23	respond	respond	VERB
easat-8810	203	24	reflexively	reflexively	ADV
easat-8810	203	25	.	.	PUNCT
easat-8810	204	1	this	this	DET
easat-8810	204	2	approach	approach	NOUN
easat-8810	204	3	not	not	PART
easat-8810	204	4	only	only	ADV
easat-8810	204	5	facilitates	facilitate	VERB
easat-8810	204	6	more	more	ADV
easat-8810	204	7	accurate	accurate	ADJ
easat-8810	204	8	problem	problem	NOUN
easat-8810	204	9	solving	solving	NOUN
easat-8810	204	10	but	but	CCONJ
easat-8810	204	11	also	also	ADV
easat-8810	204	12	lays	lay	VERB
easat-8810	204	13	the	the	DET
easat-8810	204	14	groundwork	groundwork	NOUN
easat-8810	204	15	for	for	ADP
easat-8810	204	16	incorporating	incorporate	VERB
easat-8810	204	17	more	more	ADV
easat-8810	204	18	complex	complex	ADJ
easat-8810	204	19	mechanisms	mechanism	NOUN
easat-8810	204	20	,	,	PUNCT
easat-8810	204	21	such	such	ADJ
easat-8810	204	22	as	as	ADP
easat-8810	204	23	stepwise	stepwise	ADJ
easat-8810	204	24	verification	verification	NOUN
easat-8810	204	25	and	and	CCONJ
easat-8810	204	26	solution	solution	NOUN
easat-8810	204	27	aggregation	aggregation	NOUN
easat-8810	204	28	(	(	PUNCT
easat-8810	204	29	e.g.	e.g.	ADV
easat-8810	204	30	,	,	PUNCT
easat-8810	204	31	self	self	NOUN
easat-8810	204	32	-	-	PUNCT
easat-8810	204	33	consistency	consistency	NOUN
easat-8810	204	34	)	)	PUNCT
easat-8810	204	35	.	.	PUNCT
easat-8810	205	1	the	the	DET
easat-8810	205	2	success	success	NOUN
easat-8810	205	3	of	of	ADP
easat-8810	205	4	cot	cot	NOUN
easat-8810	205	5	demonstrates	demonstrate	VERB
easat-8810	205	6	that	that	SCONJ
easat-8810	205	7	large	large	ADJ
easat-8810	205	8	language	language	NOUN
easat-8810	205	9	models	model	NOUN
easat-8810	205	10	are	be	AUX
easat-8810	205	11	not	not	PART
easat-8810	205	12	merely	merely	ADV
easat-8810	205	13	parrots	parrot	NOUN
easat-8810	205	14	repeating	repeat	VERB
easat-8810	205	15	data	datum	NOUN
easat-8810	205	16	—	—	PUNCT
easat-8810	205	17	they	they	PRON
easat-8810	205	18	can	can	AUX
easat-8810	205	19	perform	perform	VERB
easat-8810	205	20	impressive	impressive	ADJ
easat-8810	205	21	reasoning	reasoning	NOUN
easat-8810	205	22	when	when	SCONJ
easat-8810	205	23	properly	properly	ADV
easat-8810	205	24	prompted	prompt	VERB
easat-8810	205	25	.	.	PUNCT
easat-8810	206	1	4.2	4.2	NUM
easat-8810	206	2	.	.	PUNCT
easat-8810	207	1	tree	tree	NOUN
easat-8810	207	2	-	-	PUNCT
easat-8810	207	3	of	of	ADP
easat-8810	207	4	-	-	PUNCT
easat-8810	207	5	thought	thought	NOUN
easat-8810	207	6	expanding	expand	VERB
easat-8810	207	7	on	on	ADP
easat-8810	207	8	the	the	DET
easat-8810	207	9	chain	chain	NOUN
easat-8810	207	10	-	-	PUNCT
easat-8810	207	11	of	of	ADP
easat-8810	207	12	-	-	PUNCT
easat-8810	207	13	thought	thought	NOUN
easat-8810	207	14	paradigm	paradigm	NOUN
easat-8810	207	15	,	,	PUNCT
easat-8810	207	16	tree	tree	NOUN
easat-8810	207	17	-	-	PUNCT
easat-8810	207	18	of	of	ADP
easat-8810	207	19	-	-	PUNCT
easat-8810	207	20	thought	thought	NOUN
easat-8810	207	21	(	(	PUNCT
easat-8810	207	22	tot	tot	NOUN
easat-8810	207	23	)	)	PUNCT
easat-8810	207	24	was	be	AUX
easat-8810	207	25	proposed	propose	VERB
easat-8810	207	26	as	as	ADP
easat-8810	207	27	a	a	DET
easat-8810	207	28	framework	framework	NOUN
easat-8810	207	29	that	that	PRON
easat-8810	207	30	allows	allow	VERB
easat-8810	207	31	language	language	NOUN
easat-8810	207	32	models	model	NOUN
easat-8810	207	33	to	to	PART
easat-8810	207	34	explore	explore	VERB
easat-8810	207	35	multiple	multiple	ADJ
easat-8810	207	36	parallel	parallel	ADJ
easat-8810	207	37	reasoning	reasoning	NOUN
easat-8810	207	38	paths	path	NOUN
easat-8810	207	39	instead	instead	ADV
easat-8810	207	40	of	of	ADP
easat-8810	207	41	following	follow	VERB
easat-8810	207	42	a	a	DET
easat-8810	207	43	single	single	ADJ
easat-8810	207	44	linear	linear	ADJ
easat-8810	207	45	trajectory	trajectory	NOUN
easat-8810	207	46	[	[	X
easat-8810	207	47	9	9	NUM
easat-8810	207	48	]	]	PUNCT
easat-8810	207	49	.	.	PUNCT
easat-8810	208	1	in	in	ADP
easat-8810	208	2	cot	cot	NOUN
easat-8810	208	3	,	,	PUNCT
easat-8810	208	4	the	the	DET
easat-8810	208	5	model	model	NOUN
easat-8810	208	6	adheres	adhere	VERB
easat-8810	208	7	to	to	ADP
easat-8810	208	8	a	a	DET
easat-8810	208	9	fixed	fix	VERB
easat-8810	208	10	line	line	NOUN
easat-8810	208	11	of	of	ADP
easat-8810	208	12	reasoning	reasoning	NOUN
easat-8810	208	13	dictated	dictate	VERB
easat-8810	208	14	by	by	ADP
easat-8810	208	15	the	the	DET
easat-8810	208	16	prompt	prompt	NOUN
easat-8810	208	17	;	;	PUNCT
easat-8810	208	18	if	if	SCONJ
easat-8810	208	19	the	the	DET
easat-8810	208	20	initial	initial	ADJ
easat-8810	208	21	reasoning	reasoning	NOUN
easat-8810	208	22	direction	direction	NOUN
easat-8810	208	23	is	be	AUX
easat-8810	208	24	flawed	flawed	ADJ
easat-8810	208	25	,	,	PUNCT
easat-8810	208	26	the	the	DET
easat-8810	208	27	final	final	ADJ
easat-8810	208	28	output	output	NOUN
easat-8810	208	29	will	will	AUX
easat-8810	208	30	also	also	ADV
easat-8810	208	31	be	be	AUX
easat-8810	208	32	incorrect	incorrect	ADJ
easat-8810	208	33	.	.	PUNCT
easat-8810	209	1	tot	tot	VERB
easat-8810	209	2	addresses	address	NOUN
easat-8810	209	3	this	this	DET
easat-8810	209	4	limitation	limitation	NOUN
easat-8810	209	5	by	by	ADP
easat-8810	209	6	allowing	allow	VERB
easat-8810	209	7	the	the	DET
easat-8810	209	8	model	model	NOUN
easat-8810	209	9	to	to	PART
easat-8810	209	10	branch	branch	VERB
easat-8810	209	11	its	its	PRON
easat-8810	209	12	reasoning	reasoning	NOUN
easat-8810	209	13	into	into	ADP
easat-8810	209	14	a	a	DET
easat-8810	209	15	tree	tree	NOUN
easat-8810	209	16	of	of	ADP
easat-8810	209	17	possible	possible	ADJ
easat-8810	209	18	thought	thought	NOUN
easat-8810	209	19	paths	path	NOUN
easat-8810	209	20	and	and	CCONJ
easat-8810	209	21	then	then	ADV
easat-8810	209	22	evaluate	evaluate	VERB
easat-8810	209	23	these	these	DET
easat-8810	209	24	branches	branch	NOUN
easat-8810	209	25	to	to	PART
easat-8810	209	26	select	select	VERB
easat-8810	209	27	the	the	DET
easat-8810	209	28	most	most	ADV
easat-8810	209	29	promising	promising	ADJ
easat-8810	209	30	direction	direction	NOUN
easat-8810	209	31	.	.	PUNCT
easat-8810	210	1	specifically	specifically	ADV
easat-8810	210	2	,	,	PUNCT
easat-8810	210	3	yao	yao	PROPN
easat-8810	210	4	,	,	PUNCT
easat-8810	210	5	et	et	PROPN
easat-8810	210	6	al	al	PROPN
easat-8810	210	7	.	.	PUNCT
easat-8810	211	1	[	[	X
easat-8810	211	2	9	9	NUM
easat-8810	211	3	]	]	PUNCT
easat-8810	211	4	introduced	introduce	VERB
easat-8810	211	5	the	the	DET
easat-8810	211	6	tree	tree	NOUN
easat-8810	211	7	-	-	PUNCT
easat-8810	211	8	of	of	ADP
easat-8810	211	9	-	-	PUNCT
easat-8810	211	10	thought	thought	NOUN
easat-8810	211	11	algorithm	algorithm	NOUN
easat-8810	211	12	as	as	SCONJ
easat-8810	211	13	follows	follow	VERB
easat-8810	211	14	:	:	PUNCT
easat-8810	211	15	at	at	ADP
easat-8810	211	16	each	each	DET
easat-8810	211	17	step	step	NOUN
easat-8810	211	18	,	,	PUNCT
easat-8810	211	19	the	the	DET
easat-8810	211	20	model	model	NOUN
easat-8810	211	21	generates	generate	VERB
easat-8810	211	22	not	not	PART
easat-8810	211	23	just	just	ADV
easat-8810	211	24	a	a	DET
easat-8810	211	25	single	single	ADJ
easat-8810	211	26	continuation	continuation	NOUN
easat-8810	211	27	but	but	CCONJ
easat-8810	211	28	several	several	ADJ
easat-8810	211	29	plausible	plausible	ADJ
easat-8810	211	30	“	"	PUNCT
easat-8810	211	31	thoughts	thought	NOUN
easat-8810	211	32	.	.	PUNCT
easat-8810	211	33	”	"	PUNCT
easat-8810	212	1	these	these	DET
easat-8810	212	2	thoughts	thought	NOUN
easat-8810	212	3	form	form	VERB
easat-8810	212	4	branches	branch	NOUN
easat-8810	212	5	in	in	ADP
easat-8810	212	6	a	a	DET
easat-8810	212	7	reasoning	reasoning	NOUN
easat-8810	212	8	tree	tree	NOUN
easat-8810	212	9	.	.	PUNCT
easat-8810	213	1	the	the	DET
easat-8810	213	2	model	model	NOUN
easat-8810	213	3	—	—	PUNCT
easat-8810	213	4	or	or	CCONJ
easat-8810	213	5	a	a	DET
easat-8810	213	6	separate	separate	ADJ
easat-8810	213	7	evaluation	evaluation	NOUN
easat-8810	213	8	function	function	NOUN
easat-8810	213	9	—	—	PUNCT
easat-8810	213	10	then	then	ADV
easat-8810	213	11	assesses	assess	VERB
easat-8810	213	12	each	each	DET
easat-8810	213	13	branch	branch	NOUN
easat-8810	213	14	,	,	PUNCT
easat-8810	213	15	either	either	CCONJ
easat-8810	213	16	through	through	ADP
easat-8810	213	17	logical	logical	ADJ
easat-8810	213	18	validation	validation	NOUN
easat-8810	213	19	or	or	CCONJ
easat-8810	213	20	by	by	ADP
easat-8810	213	21	simulating	simulate	VERB
easat-8810	213	22	the	the	DET
easat-8810	213	23	final	final	ADJ
easat-8810	213	24	outcome	outcome	NOUN
easat-8810	213	25	,	,	PUNCT
easat-8810	213	26	to	to	PART
easat-8810	213	27	decide	decide	VERB
easat-8810	213	28	which	which	DET
easat-8810	213	29	branch	branch	NOUN
easat-8810	213	30	to	to	PART
easat-8810	213	31	expand	expand	VERB
easat-8810	213	32	.	.	PUNCT
easat-8810	214	1	the	the	DET
easat-8810	214	2	model	model	NOUN
easat-8810	214	3	can	can	AUX
easat-8810	214	4	also	also	ADV
easat-8810	214	5	backtrack	backtrack	VERB
easat-8810	214	6	if	if	SCONJ
easat-8810	214	7	a	a	DET
easat-8810	214	8	given	give	VERB
easat-8810	214	9	path	path	NOUN
easat-8810	214	10	proves	prove	VERB
easat-8810	214	11	unproductive	unproductive	ADJ
easat-8810	214	12	.	.	PUNCT
easat-8810	215	1	this	this	DET
easat-8810	215	2	process	process	NOUN
easat-8810	215	3	resembles	resemble	VERB
easat-8810	215	4	guided	guide	VERB
easat-8810	215	5	search	search	NOUN
easat-8810	215	6	1081	1081	NUM
easat-8810	215	7	edelweiss	edelweiss	PROPN
easat-8810	215	8	applied	apply	VERB
easat-8810	215	9	science	science	NOUN
easat-8810	215	10	and	and	CCONJ
easat-8810	215	11	technology	technology	NOUN
easat-8810	215	12	issn	issn	PROPN
easat-8810	215	13	:	:	PUNCT
easat-8810	215	14	2576	2576	NUM
easat-8810	215	15	-	-	SYM
easat-8810	215	16	8484	8484	NUM
easat-8810	215	17	vol	vol	NOUN
easat-8810	215	18	.	.	PROPN
easat-8810	216	1	9	9	NUM
easat-8810	216	2	,	,	PUNCT
easat-8810	216	3	no	no	INTJ
easat-8810	216	4	.	.	NOUN
easat-8810	216	5	7	7	NUM
easat-8810	216	6	:	:	SYM
easat-8810	216	7	1072	1072	NUM
easat-8810	216	8	-	-	SYM
easat-8810	216	9	1090	1090	NUM
easat-8810	216	10	,	,	PUNCT
easat-8810	216	11	2025	2025	NUM
easat-8810	216	12	doi	doi	NOUN
easat-8810	216	13	:	:	PUNCT
easat-8810	216	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	216	15	©	©	PROPN
easat-8810	216	16	2025	2025	NUM
easat-8810	216	17	by	by	ADP
easat-8810	216	18	the	the	DET
easat-8810	216	19	authors	author	NOUN
easat-8810	216	20	;	;	PUNCT
easat-8810	216	21	licensee	licensee	PROPN
easat-8810	216	22	learning	learning	NOUN
easat-8810	216	23	gate	gate	NOUN
easat-8810	216	24	through	through	ADP
easat-8810	216	25	a	a	DET
easat-8810	216	26	solution	solution	NOUN
easat-8810	216	27	space	space	NOUN
easat-8810	216	28	,	,	PUNCT
easat-8810	216	29	rather	rather	ADV
easat-8810	216	30	than	than	ADP
easat-8810	216	31	the	the	DET
easat-8810	216	32	standard	standard	ADJ
easat-8810	216	33	linear	linear	ADJ
easat-8810	216	34	generation	generation	NOUN
easat-8810	216	35	typical	typical	ADJ
easat-8810	216	36	of	of	ADP
easat-8810	216	37	traditional	traditional	ADJ
easat-8810	216	38	llm	llm	PROPN
easat-8810	216	39	inference	inference	NOUN
easat-8810	216	40	.	.	PUNCT
easat-8810	217	1	the	the	DET
easat-8810	217	2	tot	tot	NOUN
easat-8810	217	3	framework	framework	NOUN
easat-8810	217	4	is	be	AUX
easat-8810	217	5	particularly	particularly	ADV
easat-8810	217	6	useful	useful	ADJ
easat-8810	217	7	for	for	ADP
easat-8810	217	8	tasks	task	NOUN
easat-8810	217	9	involving	involve	VERB
easat-8810	217	10	trial	trial	NOUN
easat-8810	217	11	-	-	PUNCT
easat-8810	217	12	and	and	CCONJ
easat-8810	217	13	-	-	PUNCT
easat-8810	217	14	error	error	NOUN
easat-8810	217	15	search	search	NOUN
easat-8810	217	16	or	or	CCONJ
easat-8810	217	17	multi	multi	ADJ
easat-8810	217	18	-	-	ADJ
easat-8810	217	19	step	step	ADJ
easat-8810	217	20	planning	planning	NOUN
easat-8810	217	21	,	,	PUNCT
easat-8810	217	22	such	such	ADJ
easat-8810	217	23	as	as	ADP
easat-8810	217	24	solving	solving	NOUN
easat-8810	217	25	games	game	NOUN
easat-8810	217	26	,	,	PUNCT
easat-8810	217	27	complex	complex	ADJ
easat-8810	217	28	puzzles	puzzle	NOUN
easat-8810	217	29	,	,	PUNCT
easat-8810	217	30	or	or	CCONJ
easat-8810	217	31	generating	generate	VERB
easat-8810	217	32	narratives	narrative	NOUN
easat-8810	217	33	under	under	ADP
easat-8810	217	34	specific	specific	ADJ
easat-8810	217	35	constraints	constraint	NOUN
easat-8810	217	36	.	.	PUNCT
easat-8810	218	1	experimental	experimental	ADJ
easat-8810	218	2	results	result	NOUN
easat-8810	218	3	show	show	VERB
easat-8810	218	4	that	that	SCONJ
easat-8810	218	5	tot	tot	NOUN
easat-8810	218	6	significantly	significantly	ADV
easat-8810	218	7	enhances	enhance	VERB
easat-8810	218	8	performance	performance	NOUN
easat-8810	218	9	in	in	ADP
easat-8810	218	10	tasks	task	NOUN
easat-8810	218	11	requiring	require	VERB
easat-8810	218	12	strategic	strategic	ADJ
easat-8810	218	13	exploration	exploration	NOUN
easat-8810	218	14	.	.	PUNCT
easat-8810	219	1	for	for	ADP
easat-8810	219	2	example	example	NOUN
easat-8810	219	3	,	,	PUNCT
easat-8810	219	4	in	in	ADP
easat-8810	219	5	the	the	DET
easat-8810	219	6	game	game	NOUN
easat-8810	219	7	"	"	PUNCT
easat-8810	219	8	24	24	NUM
easat-8810	219	9	"	"	PUNCT
easat-8810	219	10	(	(	PUNCT
easat-8810	219	11	a	a	DET
easat-8810	219	12	mental	mental	ADJ
easat-8810	219	13	math	math	NOUN
easat-8810	219	14	puzzle	puzzle	NOUN
easat-8810	219	15	)	)	PUNCT
easat-8810	219	16	,	,	PUNCT
easat-8810	219	17	gpt-4	gpt-4	PRON
easat-8810	219	18	solved	solve	VERB
easat-8810	219	19	only	only	ADV
easat-8810	219	20	4	4	NUM
easat-8810	219	21	%	%	NOUN
easat-8810	219	22	of	of	ADP
easat-8810	219	23	problems	problem	NOUN
easat-8810	219	24	using	use	VERB
easat-8810	219	25	linear	linear	NOUN
easat-8810	219	26	chain	chain	NOUN
easat-8810	219	27	-	-	PUNCT
easat-8810	219	28	of	of	ADP
easat-8810	219	29	-	-	PUNCT
easat-8810	219	30	thought	thought	NOUN
easat-8810	219	31	,	,	PUNCT
easat-8810	219	32	but	but	CCONJ
easat-8810	219	33	achieved	achieve	VERB
easat-8810	219	34	a	a	DET
easat-8810	219	35	74	74	NUM
easat-8810	219	36	%	%	NOUN
easat-8810	219	37	success	success	NOUN
easat-8810	219	38	rate	rate	NOUN
easat-8810	219	39	when	when	SCONJ
easat-8810	219	40	allowed	allow	VERB
easat-8810	219	41	to	to	PART
easat-8810	219	42	explore	explore	VERB
easat-8810	219	43	multiple	multiple	ADJ
easat-8810	219	44	computational	computational	ADJ
easat-8810	219	45	paths	path	NOUN
easat-8810	219	46	via	via	ADP
easat-8810	219	47	tree	tree	NOUN
easat-8810	219	48	-	-	PUNCT
easat-8810	219	49	of	of	ADP
easat-8810	219	50	-	-	PUNCT
easat-8810	219	51	thought	thought	NOUN
easat-8810	219	52	[	[	X
easat-8810	219	53	2	2	NUM
easat-8810	219	54	,	,	PUNCT
easat-8810	219	55	9	9	NUM
easat-8810	219	56	]	]	PUNCT
easat-8810	219	57	.	.	PUNCT
easat-8810	220	1	this	this	DET
easat-8810	220	2	dramatic	dramatic	ADJ
easat-8810	220	3	improvement	improvement	NOUN
easat-8810	220	4	illustrates	illustrate	VERB
easat-8810	220	5	the	the	DET
easat-8810	220	6	power	power	NOUN
easat-8810	220	7	of	of	ADP
easat-8810	220	8	exploring	explore	VERB
easat-8810	220	9	the	the	DET
easat-8810	220	10	reasoning	reasoning	NOUN
easat-8810	220	11	space	space	NOUN
easat-8810	220	12	,	,	PUNCT
easat-8810	220	13	rather	rather	ADV
easat-8810	220	14	than	than	ADP
easat-8810	220	15	being	be	AUX
easat-8810	220	16	confined	confine	VERB
easat-8810	220	17	to	to	ADP
easat-8810	220	18	a	a	DET
easat-8810	220	19	potentially	potentially	ADV
easat-8810	220	20	flawed	flawed	ADJ
easat-8810	220	21	single	single	ADJ
easat-8810	220	22	trajectory	trajectory	NOUN
easat-8810	220	23	.	.	PUNCT
easat-8810	221	1	from	from	ADP
easat-8810	221	2	a	a	DET
easat-8810	221	3	truthfulness	truthfulness	ADJ
easat-8810	221	4	perspective	perspective	NOUN
easat-8810	221	5	,	,	PUNCT
easat-8810	221	6	tot	tot	NOUN
easat-8810	221	7	offers	offer	VERB
easat-8810	221	8	several	several	ADJ
easat-8810	221	9	key	key	ADJ
easat-8810	221	10	advantages	advantage	NOUN
easat-8810	221	11	:	:	PUNCT
easat-8810	221	12	•	•	NUM
easat-8810	221	13	first	first	ADV
easat-8810	221	14	,	,	PUNCT
easat-8810	221	15	like	like	ADP
easat-8810	221	16	cot	cot	NOUN
easat-8810	221	17	,	,	PUNCT
easat-8810	221	18	it	it	PRON
easat-8810	221	19	encourages	encourage	VERB
easat-8810	221	20	the	the	DET
easat-8810	221	21	model	model	NOUN
easat-8810	221	22	to	to	PART
easat-8810	221	23	decompose	decompose	VERB
easat-8810	221	24	complex	complex	ADJ
easat-8810	221	25	tasks	task	NOUN
easat-8810	221	26	into	into	ADP
easat-8810	221	27	substeps	substep	NOUN
easat-8810	221	28	(	(	PUNCT
easat-8810	221	29	each	each	DET
easat-8810	221	30	“	"	PUNCT
easat-8810	221	31	thought	thought	NOUN
easat-8810	221	32	”	"	PUNCT
easat-8810	221	33	representing	represent	VERB
easat-8810	221	34	a	a	DET
easat-8810	221	35	step	step	NOUN
easat-8810	221	36	or	or	CCONJ
easat-8810	221	37	subcomponent	subcomponent	NOUN
easat-8810	221	38	of	of	ADP
easat-8810	221	39	the	the	DET
easat-8810	221	40	solution	solution	NOUN
easat-8810	221	41	)	)	PUNCT
easat-8810	221	42	.	.	PUNCT
easat-8810	222	1	this	this	PRON
easat-8810	222	2	reduces	reduce	VERB
easat-8810	222	3	the	the	DET
easat-8810	222	4	risk	risk	NOUN
easat-8810	222	5	of	of	ADP
easat-8810	222	6	skipping	skip	VERB
easat-8810	222	7	essential	essential	ADJ
easat-8810	222	8	reasoning	reasoning	NOUN
easat-8810	222	9	steps	step	NOUN
easat-8810	222	10	or	or	CCONJ
easat-8810	222	11	prematurely	prematurely	ADV
easat-8810	222	12	jumping	jump	VERB
easat-8810	222	13	to	to	ADP
easat-8810	222	14	an	an	DET
easat-8810	222	15	incorrect	incorrect	ADJ
easat-8810	222	16	conclusion	conclusion	NOUN
easat-8810	222	17	.	.	PUNCT
easat-8810	223	1	•	•	NUM
easat-8810	223	2	second	second	ADJ
easat-8810	223	3	,	,	PUNCT
easat-8810	223	4	and	and	CCONJ
easat-8810	223	5	more	more	ADV
easat-8810	223	6	importantly	importantly	ADV
easat-8810	223	7	,	,	PUNCT
easat-8810	223	8	tot	tot	NOUN
easat-8810	223	9	allows	allow	VERB
easat-8810	223	10	for	for	ADP
easat-8810	223	11	the	the	DET
easat-8810	223	12	simultaneous	simultaneous	ADJ
easat-8810	223	13	evaluation	evaluation	NOUN
easat-8810	223	14	of	of	ADP
easat-8810	223	15	multiple	multiple	ADJ
easat-8810	223	16	hypotheses	hypothesis	NOUN
easat-8810	223	17	.	.	PUNCT
easat-8810	224	1	for	for	ADP
easat-8810	224	2	ambiguous	ambiguous	ADJ
easat-8810	224	3	or	or	CCONJ
easat-8810	224	4	difficult	difficult	ADJ
easat-8810	224	5	questions	question	NOUN
easat-8810	224	6	,	,	PUNCT
easat-8810	224	7	the	the	DET
easat-8810	224	8	model	model	NOUN
easat-8810	224	9	can	can	AUX
easat-8810	224	10	consider	consider	VERB
easat-8810	224	11	several	several	ADJ
easat-8810	224	12	alternatives	alternative	NOUN
easat-8810	224	13	before	before	ADP
easat-8810	224	14	selecting	select	VERB
easat-8810	224	15	the	the	DET
easat-8810	224	16	most	most	ADV
easat-8810	224	17	plausible	plausible	ADJ
easat-8810	224	18	one	one	NUM
easat-8810	224	19	.	.	PUNCT
easat-8810	225	1	this	this	PRON
easat-8810	225	2	mimics	mimic	VERB
easat-8810	225	3	human	human	ADJ
easat-8810	225	4	reasoning	reasoning	NOUN
easat-8810	225	5	when	when	SCONJ
easat-8810	225	6	we	we	PRON
easat-8810	225	7	deliberate	deliberate	VERB
easat-8810	225	8	,	,	PUNCT
easat-8810	225	9	“	"	PUNCT
easat-8810	225	10	if	if	SCONJ
easat-8810	225	11	a	a	PRON
easat-8810	225	12	,	,	PUNCT
easat-8810	225	13	then	then	ADV
easat-8810	225	14	...	...	PUNCT
easat-8810	225	15	if	if	SCONJ
easat-8810	225	16	b	b	X
easat-8810	225	17	,	,	PUNCT
easat-8810	225	18	then	then	ADV
easat-8810	225	19	...	...	PUNCT
easat-8810	225	20	which	which	DET
easat-8810	225	21	scenario	scenario	NOUN
easat-8810	225	22	best	well	ADV
easat-8810	225	23	fits	fit	VERB
easat-8810	225	24	the	the	DET
easat-8810	225	25	evidence	evidence	NOUN
easat-8810	225	26	?	?	PUNCT
easat-8810	225	27	”	"	PUNCT
easat-8810	226	1	•	•	NUM
easat-8810	226	2	third	third	ADJ
easat-8810	226	3	,	,	PUNCT
easat-8810	226	4	the	the	DET
easat-8810	226	5	evaluation	evaluation	NOUN
easat-8810	226	6	and	and	CCONJ
easat-8810	226	7	backtracking	backtrack	VERB
easat-8810	226	8	mechanisms	mechanism	NOUN
easat-8810	226	9	act	act	VERB
easat-8810	226	10	as	as	ADP
easat-8810	226	11	a	a	DET
easat-8810	226	12	built	build	VERB
easat-8810	226	13	-	-	PUNCT
easat-8810	226	14	in	in	ADP
easat-8810	226	15	quality	quality	NOUN
easat-8810	226	16	filter	filter	NOUN
easat-8810	226	17	.	.	PUNCT
easat-8810	227	1	if	if	SCONJ
easat-8810	227	2	a	a	DET
easat-8810	227	3	reasoning	reasoning	NOUN
easat-8810	227	4	path	path	NOUN
easat-8810	227	5	results	result	NOUN
easat-8810	227	6	in	in	ADP
easat-8810	227	7	contradiction	contradiction	NOUN
easat-8810	227	8	or	or	CCONJ
easat-8810	227	9	an	an	DET
easat-8810	227	10	illogical	illogical	ADJ
easat-8810	227	11	conclusion	conclusion	NOUN
easat-8810	227	12	,	,	PUNCT
easat-8810	227	13	the	the	DET
easat-8810	227	14	model	model	NOUN
easat-8810	227	15	can	can	AUX
easat-8810	227	16	prune	prune	VERB
easat-8810	227	17	that	that	DET
easat-8810	227	18	branch	branch	NOUN
easat-8810	227	19	.	.	PUNCT
easat-8810	228	1	for	for	ADP
easat-8810	228	2	instance	instance	NOUN
easat-8810	228	3	,	,	PUNCT
easat-8810	228	4	in	in	ADP
easat-8810	228	5	a	a	DET
easat-8810	228	6	logic	logic	NOUN
easat-8810	228	7	puzzle	puzzle	NOUN
easat-8810	228	8	,	,	PUNCT
easat-8810	228	9	if	if	SCONJ
easat-8810	228	10	a	a	DET
easat-8810	228	11	certain	certain	ADJ
easat-8810	228	12	assumption	assumption	NOUN
easat-8810	228	13	leads	lead	VERB
easat-8810	228	14	to	to	ADP
easat-8810	228	15	a	a	DET
easat-8810	228	16	result	result	NOUN
easat-8810	228	17	that	that	SCONJ
easat-8810	228	18	conflicts	conflict	NOUN
easat-8810	228	19	with	with	ADP
easat-8810	228	20	the	the	DET
easat-8810	228	21	problem	problem	NOUN
easat-8810	228	22	constraints	constraint	NOUN
easat-8810	228	23	,	,	PUNCT
easat-8810	228	24	the	the	DET
easat-8810	228	25	algorithm	algorithm	NOUN
easat-8810	228	26	will	will	AUX
easat-8810	228	27	halt	halt	VERB
easat-8810	228	28	further	further	ADJ
easat-8810	228	29	exploration	exploration	NOUN
easat-8810	228	30	of	of	ADP
easat-8810	228	31	that	that	DET
easat-8810	228	32	branch	branch	NOUN
easat-8810	228	33	—	—	PUNCT
easat-8810	228	34	improving	improve	VERB
easat-8810	228	35	the	the	DET
easat-8810	228	36	logical	logical	ADJ
easat-8810	228	37	consistency	consistency	NOUN
easat-8810	228	38	of	of	ADP
easat-8810	228	39	the	the	DET
easat-8810	228	40	final	final	ADJ
easat-8810	228	41	answer	answer	NOUN
easat-8810	228	42	.	.	PUNCT
easat-8810	229	1	however	however	ADV
easat-8810	229	2	,	,	PUNCT
easat-8810	229	3	the	the	DET
easat-8810	229	4	primary	primary	ADJ
easat-8810	229	5	trade	trade	NOUN
easat-8810	229	6	-	-	PUNCT
easat-8810	229	7	off	off	NOUN
easat-8810	229	8	is	be	AUX
easat-8810	229	9	computational	computational	ADJ
easat-8810	229	10	cost	cost	NOUN
easat-8810	229	11	.	.	PUNCT
easat-8810	230	1	tot	tot	NOUN
easat-8810	230	2	requires	require	VERB
easat-8810	230	3	the	the	DET
easat-8810	230	4	model	model	NOUN
easat-8810	230	5	to	to	PART
easat-8810	230	6	generate	generate	VERB
easat-8810	230	7	and	and	CCONJ
easat-8810	230	8	evaluate	evaluate	VERB
easat-8810	230	9	multiple	multiple	ADJ
easat-8810	230	10	reasoning	reasoning	NOUN
easat-8810	230	11	paths	path	NOUN
easat-8810	230	12	,	,	PUNCT
easat-8810	230	13	increasing	increase	VERB
easat-8810	230	14	inference	inference	NOUN
easat-8810	230	15	time	time	NOUN
easat-8810	230	16	and	and	CCONJ
easat-8810	230	17	computational	computational	ADJ
easat-8810	230	18	resources	resource	NOUN
easat-8810	230	19	.	.	PUNCT
easat-8810	231	1	while	while	SCONJ
easat-8810	231	2	research	research	NOUN
easat-8810	231	3	suggests	suggest	VERB
easat-8810	231	4	that	that	SCONJ
easat-8810	231	5	increasing	increase	VERB
easat-8810	231	6	reasoning	reasoning	NOUN
easat-8810	231	7	-	-	PUNCT
easat-8810	231	8	time	time	NOUN
easat-8810	231	9	compute	compute	NOUN
easat-8810	231	10	can	can	AUX
easat-8810	231	11	yield	yield	VERB
easat-8810	231	12	gains	gain	NOUN
easat-8810	231	13	similar	similar	ADJ
easat-8810	231	14	to	to	ADP
easat-8810	231	15	increasing	increase	VERB
easat-8810	231	16	model	model	NOUN
easat-8810	231	17	size	size	NOUN
easat-8810	231	18	(	(	PUNCT
easat-8810	231	19	e.g.	e.g.	ADV
easat-8810	231	20	,	,	PUNCT
easat-8810	231	21	more	more	ADJ
easat-8810	231	22	training	training	NOUN
easat-8810	231	23	yields	yield	NOUN
easat-8810	231	24	gains	gain	NOUN
easat-8810	231	25	on	on	ADP
easat-8810	231	26	the	the	DET
easat-8810	231	27	left	left	NOUN
easat-8810	231	28	,	,	PUNCT
easat-8810	231	29	more	more	ADJ
easat-8810	231	30	reasoning	reasoning	NOUN
easat-8810	231	31	yields	yield	VERB
easat-8810	231	32	gains	gain	NOUN
easat-8810	231	33	on	on	ADP
easat-8810	231	34	the	the	DET
easat-8810	231	35	right	right	NOUN
easat-8810	231	36	)	)	PUNCT
easat-8810	231	37	,	,	PUNCT
easat-8810	231	38	deploying	deploy	VERB
easat-8810	231	39	tot	tot	NOUN
easat-8810	231	40	in	in	ADP
easat-8810	231	41	real	real	ADJ
easat-8810	231	42	-	-	PUNCT
easat-8810	231	43	time	time	NOUN
easat-8810	231	44	systems	system	NOUN
easat-8810	231	45	may	may	AUX
easat-8810	231	46	be	be	AUX
easat-8810	231	47	constrained	constrain	VERB
easat-8810	231	48	by	by	ADP
easat-8810	231	49	latency	latency	NOUN
easat-8810	231	50	considerations	consideration	NOUN
easat-8810	231	51	.	.	PUNCT
easat-8810	232	1	tree	tree	NOUN
easat-8810	232	2	-	-	PUNCT
easat-8810	232	3	of	of	ADP
easat-8810	232	4	-	-	PUNCT
easat-8810	232	5	thought	thought	NOUN
easat-8810	232	6	represents	represent	VERB
easat-8810	232	7	a	a	DET
easat-8810	232	8	significant	significant	ADJ
easat-8810	232	9	step	step	NOUN
easat-8810	232	10	toward	toward	ADP
easat-8810	232	11	aligning	align	VERB
easat-8810	232	12	language	language	NOUN
easat-8810	232	13	models	model	NOUN
easat-8810	232	14	with	with	ADP
easat-8810	232	15	human	human	NOUN
easat-8810	232	16	-	-	PUNCT
easat-8810	232	17	like	like	ADJ
easat-8810	232	18	problem	problem	NOUN
easat-8810	232	19	-	-	PUNCT
easat-8810	232	20	solving	solve	VERB
easat-8810	232	21	strategies	strategy	NOUN
easat-8810	232	22	:	:	PUNCT
easat-8810	232	23	trying	try	VERB
easat-8810	232	24	multiple	multiple	ADJ
easat-8810	232	25	approaches	approach	NOUN
easat-8810	232	26	and	and	CCONJ
easat-8810	232	27	selecting	select	VERB
easat-8810	232	28	the	the	DET
easat-8810	232	29	most	most	ADV
easat-8810	232	30	effective	effective	ADJ
easat-8810	232	31	one	one	NUM
easat-8810	232	32	.	.	PUNCT
easat-8810	233	1	in	in	ADP
easat-8810	233	2	terms	term	NOUN
easat-8810	233	3	of	of	ADP
easat-8810	233	4	truth	truth	NOUN
easat-8810	233	5	access	access	NOUN
easat-8810	233	6	,	,	PUNCT
easat-8810	233	7	tot	tot	NOUN
easat-8810	233	8	does	do	AUX
easat-8810	233	9	not	not	PART
easat-8810	233	10	directly	directly	ADV
easat-8810	233	11	provide	provide	VERB
easat-8810	233	12	new	new	ADJ
easat-8810	233	13	factual	factual	ADJ
easat-8810	233	14	knowledge	knowledge	NOUN
easat-8810	233	15	,	,	PUNCT
easat-8810	233	16	but	but	CCONJ
easat-8810	233	17	it	it	PRON
easat-8810	233	18	helps	help	VERB
easat-8810	233	19	models	model	NOUN
easat-8810	233	20	avoid	avoid	VERB
easat-8810	233	21	reasoning	reason	VERB
easat-8810	233	22	traps	trap	NOUN
easat-8810	233	23	and	and	CCONJ
easat-8810	233	24	converge	converge	VERB
easat-8810	233	25	on	on	ADP
easat-8810	233	26	correct	correct	ADJ
easat-8810	233	27	conclusions	conclusion	NOUN
easat-8810	233	28	when	when	SCONJ
easat-8810	233	29	sufficient	sufficient	ADJ
easat-8810	233	30	contextual	contextual	ADJ
easat-8810	233	31	clues	clue	NOUN
easat-8810	233	32	are	be	AUX
easat-8810	233	33	present	present	ADJ
easat-8810	233	34	.	.	PUNCT
easat-8810	234	1	when	when	SCONJ
easat-8810	234	2	combined	combine	VERB
easat-8810	234	3	with	with	ADP
easat-8810	234	4	knowledge	knowledge	NOUN
easat-8810	234	5	-	-	PUNCT
easat-8810	234	6	access	access	NOUN
easat-8810	234	7	techniques	technique	NOUN
easat-8810	234	8	like	like	ADP
easat-8810	234	9	retrieval	retrieval	NOUN
easat-8810	234	10	-	-	PUNCT
easat-8810	234	11	augmented	augment	VERB
easat-8810	234	12	generation	generation	NOUN
easat-8810	234	13	(	(	PUNCT
easat-8810	234	14	rag	rag	NOUN
easat-8810	234	15	)	)	PUNCT
easat-8810	234	16	,	,	PUNCT
easat-8810	234	17	tot	tot	NOUN
easat-8810	234	18	has	have	VERB
easat-8810	234	19	the	the	DET
easat-8810	234	20	potential	potential	NOUN
easat-8810	234	21	to	to	PART
easat-8810	234	22	substantially	substantially	ADV
easat-8810	234	23	improve	improve	VERB
easat-8810	234	24	both	both	DET
easat-8810	234	25	the	the	DET
easat-8810	234	26	accuracy	accuracy	NOUN
easat-8810	234	27	and	and	CCONJ
easat-8810	234	28	reliability	reliability	NOUN
easat-8810	234	29	of	of	ADP
easat-8810	234	30	model	model	NOUN
easat-8810	234	31	outputs	output	NOUN
easat-8810	234	32	.	.	PUNCT
easat-8810	235	1	4.3	4.3	NUM
easat-8810	235	2	.	.	PUNCT
easat-8810	235	3	retrieval	retrieval	NOUN
easat-8810	235	4	-	-	PUNCT
easat-8810	235	5	augmented	augment	VERB
easat-8810	235	6	generation	generation	NOUN
easat-8810	235	7	(	(	PUNCT
easat-8810	235	8	rag	rag	NOUN
easat-8810	235	9	)	)	PUNCT
easat-8810	235	10	a	a	DET
easat-8810	235	11	core	core	NOUN
easat-8810	235	12	limitation	limitation	NOUN
easat-8810	235	13	of	of	ADP
easat-8810	235	14	standard	standard	ADJ
easat-8810	235	15	large	large	ADJ
easat-8810	235	16	language	language	NOUN
easat-8810	235	17	models	model	NOUN
easat-8810	235	18	is	be	AUX
easat-8810	235	19	that	that	SCONJ
easat-8810	235	20	their	their	PRON
easat-8810	235	21	knowledge	knowledge	NOUN
easat-8810	235	22	is	be	AUX
easat-8810	235	23	“	"	PUNCT
easat-8810	235	24	frozen	frozen	ADJ
easat-8810	235	25	”	"	PUNCT
easat-8810	235	26	at	at	ADP
easat-8810	235	27	the	the	DET
easat-8810	235	28	time	time	NOUN
easat-8810	235	29	of	of	ADP
easat-8810	235	30	training	training	NOUN
easat-8810	235	31	and	and	CCONJ
easat-8810	235	32	restricted	restrict	VERB
easat-8810	235	33	solely	solely	ADV
easat-8810	235	34	to	to	ADP
easat-8810	235	35	the	the	DET
easat-8810	235	36	content	content	NOUN
easat-8810	235	37	of	of	ADP
easat-8810	235	38	the	the	DET
easat-8810	235	39	training	training	NOUN
easat-8810	235	40	data	datum	NOUN
easat-8810	235	41	.	.	PUNCT
easat-8810	236	1	retrieval	retrieval	NOUN
easat-8810	236	2	-	-	PUNCT
easat-8810	236	3	augmented	augment	VERB
easat-8810	236	4	generation	generation	NOUN
easat-8810	236	5	(	(	PUNCT
easat-8810	236	6	rag	rag	NOUN
easat-8810	236	7	)	)	PUNCT
easat-8810	237	1	[	[	X
easat-8810	237	2	10	10	NUM
easat-8810	237	3	]	]	PUNCT
easat-8810	237	4	was	be	AUX
easat-8810	237	5	introduced	introduce	VERB
easat-8810	237	6	to	to	PART
easat-8810	237	7	overcome	overcome	VERB
easat-8810	237	8	this	this	DET
easat-8810	237	9	constraint	constraint	NOUN
easat-8810	237	10	by	by	ADP
easat-8810	237	11	connecting	connect	VERB
easat-8810	237	12	the	the	DET
easat-8810	237	13	model	model	NOUN
easat-8810	237	14	to	to	ADP
easat-8810	237	15	an	an	DET
easat-8810	237	16	external	external	ADJ
easat-8810	237	17	knowledge	knowledge	NOUN
easat-8810	237	18	repository	repository	NOUN
easat-8810	237	19	.	.	PUNCT
easat-8810	238	1	the	the	DET
easat-8810	238	2	concept	concept	NOUN
easat-8810	238	3	is	be	AUX
easat-8810	238	4	straightforward	straightforward	ADJ
easat-8810	238	5	:	:	PUNCT
easat-8810	238	6	before	before	ADP
easat-8810	238	7	generating	generate	VERB
easat-8810	238	8	an	an	DET
easat-8810	238	9	answer	answer	NOUN
easat-8810	238	10	,	,	PUNCT
easat-8810	238	11	the	the	DET
easat-8810	238	12	model	model	NOUN
easat-8810	238	13	issues	issue	VERB
easat-8810	238	14	a	a	DET
easat-8810	238	15	query	query	NOUN
easat-8810	238	16	to	to	ADP
easat-8810	238	17	a	a	DET
easat-8810	238	18	database	database	NOUN
easat-8810	238	19	or	or	CCONJ
easat-8810	238	20	search	search	NOUN
easat-8810	238	21	engine	engine	NOUN
easat-8810	238	22	to	to	PART
easat-8810	238	23	retrieve	retrieve	VERB
easat-8810	238	24	relevant	relevant	ADJ
easat-8810	238	25	information	information	NOUN
easat-8810	238	26	,	,	PUNCT
easat-8810	238	27	which	which	PRON
easat-8810	238	28	is	be	AUX
easat-8810	238	29	then	then	ADV
easat-8810	238	30	incorporated	incorporate	VERB
easat-8810	238	31	into	into	ADP
easat-8810	238	32	the	the	DET
easat-8810	238	33	generation	generation	NOUN
easat-8810	238	34	process	process	NOUN
easat-8810	238	35	.	.	PUNCT
easat-8810	239	1	for	for	ADP
easat-8810	239	2	instance	instance	NOUN
easat-8810	239	3	,	,	PUNCT
easat-8810	239	4	when	when	SCONJ
easat-8810	239	5	asked	ask	VERB
easat-8810	239	6	,	,	PUNCT
easat-8810	239	7	“	"	PUNCT
easat-8810	239	8	who	who	PRON
easat-8810	239	9	was	be	AUX
easat-8810	239	10	the	the	DET
easat-8810	239	11	u.s	u.s	PROPN
easat-8810	239	12	.	.	PROPN
easat-8810	239	13	president	president	PROPN
easat-8810	239	14	in	in	ADP
easat-8810	239	15	1920	1920	NUM
easat-8810	239	16	?	?	PUNCT
easat-8810	239	17	”	"	PUNCT
easat-8810	239	18	,	,	PUNCT
easat-8810	239	19	a	a	DET
easat-8810	239	20	rag	rag	NOUN
easat-8810	239	21	-	-	PUNCT
easat-8810	239	22	based	base	VERB
easat-8810	239	23	system	system	NOUN
easat-8810	239	24	would	would	AUX
easat-8810	239	25	first	first	ADV
easat-8810	239	26	issue	issue	VERB
easat-8810	239	27	a	a	DET
easat-8810	239	28	search	search	NOUN
easat-8810	239	29	query	query	NOUN
easat-8810	239	30	like	like	ADP
easat-8810	239	31	“	"	PUNCT
easat-8810	239	32	u.s	u.s	PROPN
easat-8810	239	33	.	.	PROPN
easat-8810	239	34	president	president	NOUN
easat-8810	239	35	in	in	ADP
easat-8810	239	36	1920	1920	NUM
easat-8810	239	37	”	"	PUNCT
easat-8810	239	38	to	to	ADP
easat-8810	239	39	a	a	DET
easat-8810	239	40	knowledge	knowledge	NOUN
easat-8810	239	41	source	source	NOUN
easat-8810	239	42	(	(	PUNCT
easat-8810	239	43	e.g.	e.g.	ADV
easat-8810	239	44	,	,	PUNCT
easat-8810	239	45	wikipedia	wikipedia	PROPN
easat-8810	239	46	)	)	PUNCT
easat-8810	239	47	and	and	CCONJ
easat-8810	239	48	receive	receive	VERB
easat-8810	239	49	a	a	DET
easat-8810	239	50	passage	passage	NOUN
easat-8810	239	51	such	such	ADJ
easat-8810	239	52	as	as	ADP
easat-8810	239	53	:	:	PUNCT
easat-8810	239	54	“	"	PUNCT
easat-8810	239	55	in	in	ADP
easat-8810	239	56	1920	1920	NUM
easat-8810	239	57	,	,	PUNCT
easat-8810	239	58	the	the	DET
easat-8810	239	59	president	president	NOUN
easat-8810	239	60	of	of	ADP
easat-8810	239	61	the	the	DET
easat-8810	239	62	united	united	PROPN
easat-8810	239	63	states	states	PROPN
easat-8810	239	64	was	be	AUX
easat-8810	239	65	woodrow	woodrow	PROPN
easat-8810	239	66	wilson	wilson	PROPN
easat-8810	239	67	...	...	PUNCT
easat-8810	239	68	”	"	PUNCT
easat-8810	240	1	the	the	DET
easat-8810	240	2	llm	llm	PROPN
easat-8810	240	3	would	would	AUX
easat-8810	240	4	then	then	ADV
easat-8810	240	5	use	use	VERB
easat-8810	240	6	this	this	DET
easat-8810	240	7	passage	passage	NOUN
easat-8810	240	8	—	—	PUNCT
easat-8810	240	9	alongside	alongside	ADP
easat-8810	240	10	the	the	DET
easat-8810	240	11	user	user	NOUN
easat-8810	240	12	query	query	NOUN
easat-8810	240	13	—	—	PUNCT
easat-8810	240	14	to	to	PART
easat-8810	240	15	generate	generate	VERB
easat-8810	240	16	a	a	DET
easat-8810	240	17	response	response	NOUN
easat-8810	240	18	,	,	PUNCT
easat-8810	240	19	possibly	possibly	ADV
easat-8810	240	20	including	include	VERB
easat-8810	240	21	a	a	DET
easat-8810	240	22	citation	citation	NOUN
easat-8810	240	23	.	.	PUNCT
easat-8810	241	1	rag	rag	NOUN
easat-8810	241	2	contributes	contribute	VERB
easat-8810	241	3	significantly	significantly	ADV
easat-8810	241	4	to	to	ADP
easat-8810	241	5	both	both	CCONJ
easat-8810	241	6	factual	factual	ADJ
easat-8810	241	7	accuracy	accuracy	NOUN
easat-8810	241	8	and	and	CCONJ
easat-8810	241	9	verifiability	verifiability	NOUN
easat-8810	241	10	of	of	ADP
easat-8810	241	11	responses	response	NOUN
easat-8810	241	12	in	in	ADP
easat-8810	241	13	several	several	ADJ
easat-8810	241	14	ways	way	NOUN
easat-8810	241	15	:	:	PUNCT
easat-8810	241	16	•	•	NOUN
easat-8810	241	17	first	first	ADV
easat-8810	241	18	,	,	PUNCT
easat-8810	241	19	rag	rag	NOUN
easat-8810	241	20	enables	enable	VERB
easat-8810	241	21	real	real	ADJ
easat-8810	241	22	-	-	PUNCT
easat-8810	241	23	time	time	NOUN
easat-8810	241	24	knowledge	knowledge	NOUN
easat-8810	241	25	expansion	expansion	NOUN
easat-8810	241	26	.	.	PUNCT
easat-8810	242	1	rather	rather	ADV
easat-8810	242	2	than	than	ADP
easat-8810	242	3	being	be	AUX
easat-8810	242	4	limited	limit	VERB
easat-8810	242	5	by	by	ADP
easat-8810	242	6	the	the	DET
easat-8810	242	7	“	"	PUNCT
easat-8810	242	8	memory	memory	NOUN
easat-8810	242	9	”	"	PUNCT
easat-8810	242	10	of	of	ADP
easat-8810	242	11	its	its	PRON
easat-8810	242	12	training	training	NOUN
easat-8810	242	13	data	datum	NOUN
easat-8810	242	14	,	,	PUNCT
easat-8810	242	15	the	the	DET
easat-8810	242	16	model	model	NOUN
easat-8810	242	17	can	can	AUX
easat-8810	242	18	access	access	VERB
easat-8810	242	19	up	up	ADP
easat-8810	242	20	-	-	PUNCT
easat-8810	242	21	to	to	ADP
easat-8810	242	22	-	-	PUNCT
easat-8810	242	23	date	date	NOUN
easat-8810	242	24	,	,	PUNCT
easat-8810	242	25	specialized	specialized	ADJ
easat-8810	242	26	,	,	PUNCT
easat-8810	242	27	or	or	CCONJ
easat-8810	242	28	detailed	detailed	ADJ
easat-8810	242	29	information	information	NOUN
easat-8810	242	30	from	from	ADP
easat-8810	242	31	external	external	ADJ
easat-8810	242	32	sources	source	NOUN
easat-8810	242	33	.	.	PUNCT
easat-8810	243	1	this	this	PRON
easat-8810	243	2	addresses	address	VERB
easat-8810	243	3	the	the	DET
easat-8810	243	4	issue	issue	NOUN
easat-8810	243	5	of	of	ADP
easat-8810	243	6	outdated	outdated	ADJ
easat-8810	243	7	or	or	CCONJ
easat-8810	243	8	incomplete	incomplete	ADJ
easat-8810	243	9	knowledge	knowledge	NOUN
easat-8810	243	10	.	.	PUNCT
easat-8810	244	1	a	a	DET
easat-8810	244	2	2023	2023	NUM
easat-8810	244	3	ars	ar	NOUN
easat-8810	244	4	technica	technica	PROPN
easat-8810	244	5	article	article	PROPN
easat-8810	244	6	noted	note	VERB
easat-8810	244	7	that	that	SCONJ
easat-8810	244	8	rag	rag	NOUN
easat-8810	244	9	effectively	effectively	ADV
easat-8810	244	10	“	"	PUNCT
easat-8810	244	11	blends	blend	VERB
easat-8810	244	12	language	language	NOUN
easat-8810	244	13	processing	processing	NOUN
easat-8810	244	14	with	with	ADP
easat-8810	244	15	document	document	NOUN
easat-8810	244	16	1082	1082	NUM
easat-8810	244	17	edelweiss	edelweiss	PROPN
easat-8810	244	18	applied	apply	VERB
easat-8810	244	19	science	science	NOUN
easat-8810	244	20	and	and	CCONJ
easat-8810	244	21	technology	technology	NOUN
easat-8810	244	22	issn	issn	PROPN
easat-8810	244	23	:	:	PUNCT
easat-8810	244	24	2576	2576	NUM
easat-8810	244	25	-	-	SYM
easat-8810	244	26	8484	8484	NUM
easat-8810	244	27	vol	vol	NOUN
easat-8810	244	28	.	.	PROPN
easat-8810	245	1	9	9	NUM
easat-8810	245	2	,	,	PUNCT
easat-8810	245	3	no	no	INTJ
easat-8810	245	4	.	.	NOUN
easat-8810	245	5	7	7	NUM
easat-8810	245	6	:	:	SYM
easat-8810	245	7	1072	1072	NUM
easat-8810	245	8	-	-	SYM
easat-8810	245	9	1090	1090	NUM
easat-8810	245	10	,	,	PUNCT
easat-8810	245	11	2025	2025	NUM
easat-8810	245	12	doi	doi	NOUN
easat-8810	245	13	:	:	PUNCT
easat-8810	245	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	245	15	©	©	PROPN
easat-8810	245	16	2025	2025	NUM
easat-8810	245	17	by	by	ADP
easat-8810	245	18	the	the	DET
easat-8810	245	19	authors	author	NOUN
easat-8810	245	20	;	;	PUNCT
easat-8810	246	1	licensee	licensee	PROPN
easat-8810	246	2	learning	learn	VERB
easat-8810	246	3	gate	gate	NOUN
easat-8810	246	4	search	search	NOUN
easat-8810	246	5	,	,	PUNCT
easat-8810	246	6	”	"	PUNCT
easat-8810	246	7	allowing	allow	VERB
easat-8810	246	8	the	the	DET
easat-8810	246	9	model	model	NOUN
easat-8810	246	10	to	to	PART
easat-8810	246	11	remain	remain	VERB
easat-8810	246	12	anchored	anchored	ADJ
easat-8810	246	13	to	to	ADP
easat-8810	246	14	established	establish	VERB
easat-8810	246	15	facts	fact	NOUN
easat-8810	246	16	.	.	PUNCT
easat-8810	247	1	in	in	ADP
easat-8810	247	2	effect	effect	NOUN
easat-8810	247	3	,	,	PUNCT
easat-8810	247	4	rag	rag	NOUN
easat-8810	247	5	mimics	mimic	VERB
easat-8810	247	6	the	the	DET
easat-8810	247	7	behavior	behavior	NOUN
easat-8810	247	8	of	of	ADP
easat-8810	247	9	a	a	DET
easat-8810	247	10	human	human	ADJ
easat-8810	247	11	consulting	consulting	NOUN
easat-8810	247	12	reference	reference	NOUN
easat-8810	247	13	materials	material	NOUN
easat-8810	247	14	—	—	PUNCT
easat-8810	247	15	resulting	result	VERB
easat-8810	247	16	in	in	ADP
easat-8810	247	17	a	a	DET
easat-8810	247	18	much	much	ADV
easat-8810	247	19	higher	high	ADJ
easat-8810	247	20	probability	probability	NOUN
easat-8810	247	21	of	of	ADP
easat-8810	247	22	answering	answer	VERB
easat-8810	247	23	correctly	correctly	ADV
easat-8810	247	24	compared	compare	VERB
easat-8810	247	25	to	to	ADP
easat-8810	247	26	relying	rely	VERB
easat-8810	247	27	on	on	ADP
easat-8810	247	28	memorization	memorization	NOUN
easat-8810	247	29	alone	alone	ADV
easat-8810	247	30	.	.	PUNCT
easat-8810	248	1	•	•	NUM
easat-8810	248	2	second	second	ADJ
easat-8810	248	3	,	,	PUNCT
easat-8810	248	4	rag	rag	NOUN
easat-8810	248	5	significantly	significantly	ADV
easat-8810	248	6	reduces	reduce	VERB
easat-8810	248	7	hallucination	hallucination	NOUN
easat-8810	248	8	.	.	PUNCT
easat-8810	249	1	instead	instead	ADV
easat-8810	249	2	of	of	ADP
easat-8810	249	3	fabricating	fabricate	VERB
easat-8810	249	4	responses	response	NOUN
easat-8810	249	5	from	from	ADP
easat-8810	249	6	gaps	gap	NOUN
easat-8810	249	7	in	in	ADP
easat-8810	249	8	its	its	PRON
easat-8810	249	9	knowledge	knowledge	NOUN
easat-8810	249	10	,	,	PUNCT
easat-8810	249	11	the	the	DET
easat-8810	249	12	model	model	NOUN
easat-8810	249	13	refers	refer	VERB
easat-8810	249	14	to	to	ADP
easat-8810	249	15	retrieved	retrieve	VERB
easat-8810	249	16	documents	document	NOUN
easat-8810	249	17	,	,	PUNCT
easat-8810	249	18	making	make	VERB
easat-8810	249	19	its	its	PRON
easat-8810	249	20	outputs	output	NOUN
easat-8810	249	21	more	more	ADV
easat-8810	249	22	trustworthy	trustworthy	ADJ
easat-8810	249	23	.	.	PUNCT
easat-8810	250	1	studies	study	NOUN
easat-8810	250	2	show	show	VERB
easat-8810	250	3	that	that	SCONJ
easat-8810	250	4	rag	rag	NOUN
easat-8810	250	5	mitigates	mitigate	VERB
easat-8810	250	6	typical	typical	ADJ
easat-8810	250	7	hallucination	hallucination	NOUN
easat-8810	250	8	failures	failure	NOUN
easat-8810	250	9	,	,	PUNCT
easat-8810	250	10	such	such	ADJ
easat-8810	250	11	as	as	ADP
easat-8810	250	12	inventing	invent	VERB
easat-8810	250	13	sources	source	NOUN
easat-8810	250	14	or	or	CCONJ
easat-8810	250	15	fabricating	fabricate	VERB
easat-8810	250	16	events	event	NOUN
easat-8810	250	17	.	.	PUNCT
easat-8810	251	1	in	in	ADP
easat-8810	251	2	real	real	ADJ
easat-8810	251	3	-	-	PUNCT
easat-8810	251	4	world	world	NOUN
easat-8810	251	5	scenarios	scenario	NOUN
easat-8810	251	6	,	,	PUNCT
easat-8810	251	7	rag	rag	NOUN
easat-8810	251	8	has	have	AUX
easat-8810	251	9	prevented	prevent	VERB
easat-8810	251	10	serious	serious	ADJ
easat-8810	251	11	errors	error	NOUN
easat-8810	251	12	:	:	PUNCT
easat-8810	251	13	for	for	ADP
easat-8810	251	14	example	example	NOUN
easat-8810	251	15	,	,	PUNCT
easat-8810	251	16	legal	legal	ADJ
easat-8810	251	17	chatbots	chatbot	NOUN
easat-8810	251	18	have	have	AUX
easat-8810	251	19	been	be	AUX
easat-8810	251	20	observed	observe	VERB
easat-8810	251	21	fabricating	fabricate	VERB
easat-8810	251	22	nonexistent	nonexistent	ADJ
easat-8810	251	23	court	court	NOUN
easat-8810	251	24	precedents	precedent	NOUN
easat-8810	251	25	,	,	PUNCT
easat-8810	251	26	and	and	CCONJ
easat-8810	251	27	healthcare	healthcare	NOUN
easat-8810	251	28	bots	bot	NOUN
easat-8810	251	29	have	have	AUX
easat-8810	251	30	made	make	VERB
easat-8810	251	31	up	up	ADP
easat-8810	251	32	policy	policy	NOUN
easat-8810	251	33	guidelines	guideline	NOUN
easat-8810	251	34	.	.	PUNCT
easat-8810	252	1	with	with	ADP
easat-8810	252	2	rag	rag	NOUN
easat-8810	252	3	,	,	PUNCT
easat-8810	252	4	the	the	DET
easat-8810	252	5	model	model	NOUN
easat-8810	252	6	can	can	AUX
easat-8810	252	7	reference	reference	VERB
easat-8810	252	8	actual	actual	ADJ
easat-8810	252	9	legal	legal	ADJ
easat-8810	252	10	cases	case	NOUN
easat-8810	252	11	or	or	CCONJ
easat-8810	252	12	public	public	ADJ
easat-8810	252	13	health	health	NOUN
easat-8810	252	14	documents	document	NOUN
easat-8810	252	15	,	,	PUNCT
easat-8810	252	16	preventing	prevent	VERB
easat-8810	252	17	the	the	DET
easat-8810	252	18	generation	generation	NOUN
easat-8810	252	19	of	of	ADP
easat-8810	252	20	dangerously	dangerously	ADV
easat-8810	252	21	misleading	misleading	ADJ
easat-8810	252	22	content	content	NOUN
easat-8810	252	23	.	.	PUNCT
easat-8810	253	1	•	•	NUM
easat-8810	253	2	third	third	ADJ
easat-8810	253	3	,	,	PUNCT
easat-8810	253	4	and	and	CCONJ
easat-8810	253	5	most	most	ADV
easat-8810	253	6	crucially	crucially	ADV
easat-8810	253	7	for	for	ADP
easat-8810	253	8	verifiability	verifiability	NOUN
easat-8810	253	9	,	,	PUNCT
easat-8810	253	10	rag	rag	NOUN
easat-8810	253	11	allows	allow	VERB
easat-8810	253	12	the	the	DET
easat-8810	253	13	model	model	NOUN
easat-8810	253	14	to	to	PART
easat-8810	253	15	provide	provide	VERB
easat-8810	253	16	sources	source	NOUN
easat-8810	253	17	.	.	PUNCT
easat-8810	254	1	once	once	SCONJ
easat-8810	254	2	documents	document	NOUN
easat-8810	254	3	are	be	AUX
easat-8810	254	4	retrieved	retrieve	VERB
easat-8810	254	5	,	,	PUNCT
easat-8810	254	6	the	the	DET
easat-8810	254	7	model	model	NOUN
easat-8810	254	8	can	can	AUX
easat-8810	254	9	include	include	VERB
easat-8810	254	10	citations	citation	NOUN
easat-8810	254	11	(	(	PUNCT
easat-8810	254	12	e.g.	e.g.	ADV
easat-8810	254	13	,	,	PUNCT
easat-8810	254	14	a	a	DET
easat-8810	254	15	link	link	NOUN
easat-8810	254	16	to	to	ADP
easat-8810	254	17	a	a	DET
easat-8810	254	18	wikipedia	wikipedia	PROPN
easat-8810	254	19	article	article	PROPN
easat-8810	254	20	)	)	PUNCT
easat-8810	254	21	in	in	ADP
easat-8810	254	22	its	its	PRON
easat-8810	254	23	response	response	NOUN
easat-8810	254	24	.	.	PUNCT
easat-8810	255	1	this	this	PRON
easat-8810	255	2	represents	represent	VERB
easat-8810	255	3	a	a	DET
easat-8810	255	4	significant	significant	ADJ
easat-8810	255	5	step	step	NOUN
easat-8810	255	6	toward	toward	ADP
easat-8810	255	7	transparency	transparency	NOUN
easat-8810	255	8	in	in	ADP
easat-8810	255	9	language	language	NOUN
easat-8810	255	10	model	model	NOUN
easat-8810	255	11	outputs	output	NOUN
easat-8810	255	12	:	:	PUNCT
easat-8810	255	13	instead	instead	ADV
easat-8810	255	14	of	of	ADP
easat-8810	255	15	expecting	expect	VERB
easat-8810	255	16	users	user	NOUN
easat-8810	255	17	to	to	PART
easat-8810	255	18	trust	trust	VERB
easat-8810	255	19	a	a	DET
easat-8810	255	20	black	black	ADJ
easat-8810	255	21	-	-	PUNCT
easat-8810	255	22	box	box	NOUN
easat-8810	255	23	response	response	NOUN
easat-8810	255	24	,	,	PUNCT
easat-8810	255	25	rag	rag	NOUN
easat-8810	255	26	offers	offer	VERB
easat-8810	255	27	evidence	evidence	NOUN
easat-8810	255	28	that	that	SCONJ
easat-8810	255	29	users	user	NOUN
easat-8810	255	30	can	can	AUX
easat-8810	255	31	independently	independently	ADV
easat-8810	255	32	verify	verify	VERB
easat-8810	255	33	.	.	PUNCT
easat-8810	256	1	this	this	DET
easat-8810	256	2	capability	capability	NOUN
easat-8810	256	3	is	be	AUX
easat-8810	256	4	particularly	particularly	ADV
easat-8810	256	5	valuable	valuable	ADJ
easat-8810	256	6	in	in	ADP
easat-8810	256	7	domains	domain	NOUN
easat-8810	256	8	that	that	PRON
easat-8810	256	9	demand	demand	VERB
easat-8810	256	10	high	high	ADJ
easat-8810	256	11	reliability	reliability	NOUN
easat-8810	256	12	—	—	PUNCT
easat-8810	256	13	such	such	ADJ
easat-8810	256	14	as	as	ADP
easat-8810	256	15	medicine	medicine	NOUN
easat-8810	256	16	,	,	PUNCT
easat-8810	256	17	law	law	NOUN
easat-8810	256	18	,	,	PUNCT
easat-8810	256	19	and	and	CCONJ
easat-8810	256	20	academia	academia	NOUN
easat-8810	256	21	.	.	PUNCT
easat-8810	257	1	a	a	DET
easat-8810	257	2	sourced	source	VERB
easat-8810	257	3	answer	answer	NOUN
easat-8810	257	4	carries	carry	VERB
easat-8810	257	5	far	far	ADV
easat-8810	257	6	more	more	ADJ
easat-8810	257	7	credibility	credibility	NOUN
easat-8810	257	8	than	than	ADP
easat-8810	257	9	a	a	DET
easat-8810	257	10	mere	mere	ADJ
easat-8810	257	11	assertion	assertion	NOUN
easat-8810	257	12	.	.	PUNCT
easat-8810	258	1	as	as	SCONJ
easat-8810	258	2	such	such	ADJ
easat-8810	258	3	,	,	PUNCT
easat-8810	258	4	rag	rag	NOUN
easat-8810	258	5	not	not	PART
easat-8810	258	6	only	only	ADV
easat-8810	258	7	improves	improve	VERB
easat-8810	258	8	informational	informational	ADJ
easat-8810	258	9	quality	quality	NOUN
easat-8810	258	10	but	but	CCONJ
easat-8810	258	11	also	also	ADV
easat-8810	258	12	strengthens	strengthen	VERB
easat-8810	258	13	user	user	NOUN
easat-8810	258	14	trust	trust	NOUN
easat-8810	258	15	in	in	ADP
easat-8810	258	16	ai	ai	PROPN
easat-8810	258	17	systems	system	NOUN
easat-8810	258	18	.	.	PUNCT
easat-8810	259	1	rag	rag	NOUN
easat-8810	259	2	has	have	AUX
easat-8810	259	3	been	be	AUX
easat-8810	259	4	implemented	implement	VERB
easat-8810	259	5	in	in	ADP
easat-8810	259	6	many	many	ADJ
easat-8810	259	7	modern	modern	ADJ
easat-8810	259	8	question	question	NOUN
easat-8810	259	9	-	-	PUNCT
easat-8810	259	10	answering	answer	VERB
easat-8810	259	11	systems	system	NOUN
easat-8810	259	12	.	.	PUNCT
easat-8810	260	1	for	for	ADP
easat-8810	260	2	example	example	NOUN
easat-8810	260	3	,	,	PUNCT
easat-8810	260	4	microsoft	microsoft	PROPN
easat-8810	260	5	’s	’s	PART
easat-8810	260	6	bing	bing	NOUN
easat-8810	260	7	chat	chat	VERB
easat-8810	260	8	and	and	CCONJ
easat-8810	260	9	various	various	ADJ
easat-8810	260	10	enterprise	enterprise	NOUN
easat-8810	260	11	ai	ai	VERB
easat-8810	260	12	assistants	assistant	NOUN
easat-8810	260	13	employ	employ	VERB
easat-8810	260	14	rag	rag	NOUN
easat-8810	260	15	to	to	PART
easat-8810	260	16	generate	generate	VERB
easat-8810	260	17	responses	response	NOUN
easat-8810	260	18	based	base	VERB
easat-8810	260	19	on	on	ADP
easat-8810	260	20	updated	update	VERB
easat-8810	260	21	knowledge	knowledge	NOUN
easat-8810	260	22	bases	basis	NOUN
easat-8810	260	23	.	.	PUNCT
easat-8810	261	1	the	the	DET
easat-8810	261	2	rag	rag	NOUN
easat-8810	261	3	architecture	architecture	NOUN
easat-8810	261	4	introduced	introduce	VERB
easat-8810	261	5	by	by	ADP
easat-8810	261	6	lewis	lewis	PROPN
easat-8810	261	7	,	,	PUNCT
easat-8810	261	8	et	et	PROPN
easat-8810	261	9	al	al	PROPN
easat-8810	261	10	.	.	PUNCT
easat-8810	262	1	[	[	X
easat-8810	262	2	12	12	NUM
easat-8810	262	3	]	]	PUNCT
easat-8810	262	4	consists	consist	VERB
easat-8810	262	5	of	of	ADP
easat-8810	262	6	two	two	NUM
easat-8810	262	7	components	component	NOUN
easat-8810	262	8	:	:	PUNCT
easat-8810	262	9	a	a	DET
easat-8810	262	10	retriever	retriever	NOUN
easat-8810	262	11	and	and	CCONJ
easat-8810	262	12	a	a	DET
easat-8810	262	13	generator	generator	NOUN
easat-8810	262	14	[	[	X
easat-8810	262	15	13	13	NUM
easat-8810	262	16	]	]	PUNCT
easat-8810	262	17	.	.	PUNCT
easat-8810	263	1	the	the	DET
easat-8810	263	2	retriever	retriever	NOUN
easat-8810	263	3	typically	typically	ADV
easat-8810	263	4	uses	use	VERB
easat-8810	263	5	vector	vector	NOUN
easat-8810	263	6	embeddings	embedding	NOUN
easat-8810	263	7	to	to	PART
easat-8810	263	8	locate	locate	VERB
easat-8810	263	9	relevant	relevant	ADJ
easat-8810	263	10	text	text	NOUN
easat-8810	263	11	passages	passage	NOUN
easat-8810	263	12	from	from	ADP
easat-8810	263	13	a	a	DET
easat-8810	263	14	knowledge	knowledge	NOUN
easat-8810	263	15	corpus	corpus	NOUN
easat-8810	263	16	—	—	PUNCT
easat-8810	263	17	ranging	range	VERB
easat-8810	263	18	from	from	ADP
easat-8810	263	19	web	web	NOUN
easat-8810	263	20	-	-	ADJ
easat-8810	263	21	scale	scale	NOUN
easat-8810	263	22	search	search	NOUN
easat-8810	263	23	indexes	index	NOUN
easat-8810	263	24	to	to	ADP
easat-8810	263	25	internal	internal	ADJ
easat-8810	263	26	databases	database	NOUN
easat-8810	263	27	.	.	PUNCT
easat-8810	264	1	the	the	DET
easat-8810	264	2	top	top	ADJ
easat-8810	264	3	-	-	PUNCT
easat-8810	264	4	k	k	NOUN
easat-8810	264	5	passages	passage	NOUN
easat-8810	264	6	are	be	AUX
easat-8810	264	7	then	then	ADV
easat-8810	264	8	embedded	embed	VERB
easat-8810	264	9	into	into	ADP
easat-8810	264	10	the	the	DET
easat-8810	264	11	model	model	NOUN
easat-8810	264	12	’s	’s	PART
easat-8810	264	13	prompt	prompt	NOUN
easat-8810	264	14	,	,	PUNCT
easat-8810	264	15	allowing	allow	VERB
easat-8810	264	16	it	it	PRON
easat-8810	264	17	to	to	PART
easat-8810	264	18	“	"	PUNCT
easat-8810	264	19	read	read	VERB
easat-8810	264	20	”	"	PUNCT
easat-8810	264	21	the	the	DET
easat-8810	264	22	necessary	necessary	ADJ
easat-8810	264	23	information	information	NOUN
easat-8810	264	24	before	before	ADP
easat-8810	264	25	answering	answer	VERB
easat-8810	264	26	.	.	PUNCT
easat-8810	265	1	while	while	SCONJ
easat-8810	265	2	rag	rag	NOUN
easat-8810	265	3	is	be	AUX
easat-8810	265	4	highly	highly	ADV
easat-8810	265	5	effective	effective	ADJ
easat-8810	265	6	,	,	PUNCT
easat-8810	265	7	it	it	PRON
easat-8810	265	8	also	also	ADV
easat-8810	265	9	poses	pose	VERB
easat-8810	265	10	certain	certain	ADJ
easat-8810	265	11	challenges	challenge	NOUN
easat-8810	265	12	:	:	PUNCT
easat-8810	265	13	•	•	NUM
easat-8810	265	14	data	datum	NOUN
easat-8810	265	15	and	and	CCONJ
easat-8810	265	16	retrieval	retrieval	NOUN
easat-8810	265	17	quality	quality	NOUN
easat-8810	265	18	:	:	PUNCT
easat-8810	265	19	the	the	DET
easat-8810	265	20	accuracy	accuracy	NOUN
easat-8810	265	21	of	of	ADP
easat-8810	265	22	rag	rag	NOUN
easat-8810	265	23	-	-	PUNCT
easat-8810	265	24	generated	generate	VERB
easat-8810	265	25	responses	response	NOUN
easat-8810	265	26	is	be	AUX
easat-8810	265	27	highly	highly	ADV
easat-8810	265	28	dependent	dependent	ADJ
easat-8810	265	29	on	on	ADP
easat-8810	265	30	the	the	DET
easat-8810	265	31	quality	quality	NOUN
easat-8810	265	32	of	of	ADP
easat-8810	265	33	the	the	DET
easat-8810	265	34	knowledge	knowledge	NOUN
easat-8810	265	35	base	base	NOUN
easat-8810	265	36	and	and	CCONJ
easat-8810	265	37	the	the	DET
easat-8810	265	38	retrieval	retrieval	NOUN
easat-8810	265	39	mechanism	mechanism	NOUN
easat-8810	265	40	.	.	PUNCT
easat-8810	266	1	if	if	SCONJ
easat-8810	266	2	the	the	DET
easat-8810	266	3	database	database	NOUN
easat-8810	266	4	contains	contain	VERB
easat-8810	266	5	false	false	ADJ
easat-8810	266	6	or	or	CCONJ
easat-8810	266	7	outdated	outdated	ADJ
easat-8810	266	8	information	information	NOUN
easat-8810	266	9	,	,	PUNCT
easat-8810	266	10	or	or	CCONJ
easat-8810	266	11	if	if	SCONJ
easat-8810	266	12	the	the	DET
easat-8810	266	13	retriever	retriever	NOUN
easat-8810	266	14	selects	select	VERB
easat-8810	266	15	irrelevant	irrelevant	ADJ
easat-8810	266	16	documents	document	NOUN
easat-8810	266	17	,	,	PUNCT
easat-8810	266	18	the	the	DET
easat-8810	266	19	model	model	NOUN
easat-8810	266	20	may	may	AUX
easat-8810	266	21	still	still	ADV
easat-8810	266	22	generate	generate	VERB
easat-8810	266	23	incorrect	incorrect	ADJ
easat-8810	266	24	responses	response	NOUN
easat-8810	266	25	—	—	PUNCT
easat-8810	266	26	albeit	albeit	SCONJ
easat-8810	266	27	with	with	ADP
easat-8810	266	28	citations	citation	NOUN
easat-8810	266	29	to	to	ADP
easat-8810	266	30	faulty	faulty	ADJ
easat-8810	266	31	sources	source	NOUN
easat-8810	266	32	.	.	PUNCT
easat-8810	267	1	thus	thus	ADV
easat-8810	267	2	,	,	PUNCT
easat-8810	267	3	rag	rag	NOUN
easat-8810	267	4	demands	demand	VERB
easat-8810	267	5	trustworthy	trustworthy	ADJ
easat-8810	267	6	data	datum	NOUN
easat-8810	267	7	repositories	repository	NOUN
easat-8810	267	8	and	and	CCONJ
easat-8810	267	9	robust	robust	ADJ
easat-8810	267	10	retrieval	retrieval	NOUN
easat-8810	267	11	strategies	strategy	NOUN
easat-8810	267	12	.	.	PUNCT
easat-8810	268	1	•	•	NUM
easat-8810	268	2	system	system	NOUN
easat-8810	268	3	complexity	complexity	NOUN
easat-8810	268	4	:	:	PUNCT
easat-8810	268	5	rag	rag	NOUN
easat-8810	268	6	increases	increase	VERB
easat-8810	268	7	architectural	architectural	ADJ
easat-8810	268	8	complexity	complexity	NOUN
easat-8810	268	9	.	.	PUNCT
easat-8810	269	1	instead	instead	ADV
easat-8810	269	2	of	of	ADP
easat-8810	269	3	relying	rely	VERB
easat-8810	269	4	on	on	ADP
easat-8810	269	5	a	a	DET
easat-8810	269	6	single	single	ADJ
easat-8810	269	7	model	model	NOUN
easat-8810	269	8	,	,	PUNCT
easat-8810	269	9	it	it	PRON
easat-8810	269	10	requires	require	VERB
easat-8810	269	11	orchestration	orchestration	NOUN
easat-8810	269	12	between	between	ADP
easat-8810	269	13	retrieval	retrieval	NOUN
easat-8810	269	14	and	and	CCONJ
easat-8810	269	15	generation	generation	NOUN
easat-8810	269	16	components	component	NOUN
easat-8810	269	17	.	.	PUNCT
easat-8810	270	1	this	this	PRON
easat-8810	270	2	may	may	AUX
easat-8810	270	3	introduce	introduce	VERB
easat-8810	270	4	latency	latency	NOUN
easat-8810	270	5	,	,	PUNCT
easat-8810	270	6	though	though	SCONJ
easat-8810	270	7	recent	recent	ADJ
easat-8810	270	8	advancements	advancement	NOUN
easat-8810	270	9	have	have	AUX
easat-8810	270	10	drastically	drastically	ADV
easat-8810	270	11	improved	improve	VERB
easat-8810	270	12	retrieval	retrieval	NOUN
easat-8810	270	13	speed	speed	NOUN
easat-8810	270	14	.	.	PUNCT
easat-8810	271	1	•	•	NUM
easat-8810	271	2	contextual	contextual	ADJ
easat-8810	271	3	integration	integration	NOUN
easat-8810	271	4	:	:	PUNCT
easat-8810	271	5	integrating	integrate	VERB
easat-8810	271	6	retrieved	retrieve	VERB
easat-8810	271	7	content	content	NOUN
easat-8810	271	8	accurately	accurately	ADV
easat-8810	271	9	into	into	ADP
easat-8810	271	10	the	the	DET
easat-8810	271	11	generated	generate	VERB
easat-8810	271	12	response	response	NOUN
easat-8810	271	13	remains	remain	VERB
easat-8810	271	14	non	non	ADJ
easat-8810	271	15	-	-	ADJ
easat-8810	271	16	trivial	trivial	ADJ
easat-8810	271	17	.	.	PUNCT
easat-8810	272	1	if	if	SCONJ
easat-8810	272	2	the	the	DET
easat-8810	272	3	model	model	NOUN
easat-8810	272	4	misinterprets	misinterpret	VERB
easat-8810	272	5	the	the	DET
easat-8810	272	6	retrieved	retrieve	VERB
easat-8810	272	7	information	information	NOUN
easat-8810	272	8	,	,	PUNCT
easat-8810	272	9	it	it	PRON
easat-8810	272	10	may	may	AUX
easat-8810	272	11	produce	produce	VERB
easat-8810	272	12	out	out	ADJ
easat-8810	272	13	-	-	PUNCT
easat-8810	272	14	ofcontext	ofcontext	NOUN
easat-8810	272	15	or	or	CCONJ
easat-8810	272	16	misleading	misleading	ADJ
easat-8810	272	17	answers	answer	NOUN
easat-8810	272	18	.	.	PUNCT
easat-8810	273	1	proper	proper	ADJ
easat-8810	273	2	alignment	alignment	NOUN
easat-8810	273	3	between	between	ADP
easat-8810	273	4	source	source	NOUN
easat-8810	273	5	and	and	CCONJ
easat-8810	273	6	output	output	NOUN
easat-8810	273	7	is	be	AUX
easat-8810	273	8	critical	critical	ADJ
easat-8810	273	9	.	.	PUNCT
easat-8810	274	1	in	in	ADP
easat-8810	274	2	summary	summary	NOUN
easat-8810	274	3	,	,	PUNCT
easat-8810	274	4	retrieval	retrieval	NOUN
easat-8810	274	5	-	-	PUNCT
easat-8810	274	6	augmented	augment	VERB
easat-8810	274	7	generation	generation	NOUN
easat-8810	274	8	represents	represent	VERB
easat-8810	274	9	one	one	NUM
easat-8810	274	10	of	of	ADP
easat-8810	274	11	the	the	DET
easat-8810	274	12	most	most	ADV
easat-8810	274	13	important	important	ADJ
easat-8810	274	14	advances	advance	NOUN
easat-8810	274	15	toward	toward	ADP
easat-8810	274	16	transforming	transform	VERB
easat-8810	274	17	llms	llm	NOUN
easat-8810	274	18	into	into	ADP
easat-8810	274	19	reliable	reliable	ADJ
easat-8810	274	20	knowledge	knowledge	NOUN
easat-8810	274	21	-	-	PUNCT
easat-8810	274	22	delivery	delivery	NOUN
easat-8810	274	23	systems	system	NOUN
easat-8810	274	24	.	.	PUNCT
easat-8810	275	1	it	it	PRON
easat-8810	275	2	enables	enable	VERB
easat-8810	275	3	models	model	NOUN
easat-8810	275	4	to	to	PART
easat-8810	275	5	function	function	VERB
easat-8810	275	6	as	as	ADP
easat-8810	275	7	dynamic	dynamic	ADJ
easat-8810	275	8	,	,	PUNCT
easat-8810	275	9	evidence	evidence	NOUN
easat-8810	275	10	-	-	PUNCT
easat-8810	275	11	backed	back	VERB
easat-8810	275	12	“	"	PUNCT
easat-8810	275	13	living	live	VERB
easat-8810	275	14	encyclopedias	encyclopedia	NOUN
easat-8810	275	15	”	"	PUNCT
easat-8810	275	16	rather	rather	ADV
easat-8810	275	17	than	than	ADP
easat-8810	275	18	static	static	ADJ
easat-8810	275	19	reference	reference	NOUN
easat-8810	275	20	tools	tool	NOUN
easat-8810	275	21	.	.	PUNCT
easat-8810	276	1	the	the	DET
easat-8810	276	2	combination	combination	NOUN
easat-8810	276	3	of	of	ADP
easat-8810	276	4	llms	llm	NOUN
easat-8810	276	5	’	'	PUNCT
easat-8810	276	6	expressive	expressive	ADJ
easat-8810	276	7	power	power	NOUN
easat-8810	276	8	with	with	ADP
easat-8810	276	9	grounded	ground	VERB
easat-8810	276	10	,	,	PUNCT
easat-8810	276	11	verifiable	verifiable	ADJ
easat-8810	276	12	knowledge	knowledge	NOUN
easat-8810	276	13	significantly	significantly	ADV
easat-8810	276	14	expands	expand	VERB
easat-8810	276	15	the	the	DET
easat-8810	276	16	scope	scope	NOUN
easat-8810	276	17	of	of	ADP
easat-8810	276	18	ai	ai	PROPN
easat-8810	276	19	applications	application	NOUN
easat-8810	276	20	—	—	PUNCT
easat-8810	276	21	especially	especially	ADV
easat-8810	276	22	in	in	ADP
easat-8810	276	23	sensitive	sensitive	ADJ
easat-8810	276	24	and	and	CCONJ
easat-8810	276	25	high	high	ADJ
easat-8810	276	26	-	-	PUNCT
easat-8810	276	27	stakes	stake	NOUN
easat-8810	276	28	domains	domain	NOUN
easat-8810	276	29	.	.	PUNCT
easat-8810	277	1	4.4	4.4	NUM
easat-8810	277	2	.	.	PUNCT
easat-8810	277	3	self	self	NOUN
easat-8810	277	4	-	-	PUNCT
easat-8810	277	5	critique	critique	NOUN
easat-8810	277	6	and	and	CCONJ
easat-8810	277	7	the	the	DET
easat-8810	277	8	criticgpt	criticgpt	NOUN
easat-8810	277	9	model	model	NOUN
easat-8810	277	10	another	another	DET
easat-8810	277	11	approach	approach	NOUN
easat-8810	277	12	to	to	ADP
easat-8810	277	13	improving	improve	VERB
easat-8810	277	14	the	the	DET
easat-8810	277	15	accuracy	accuracy	NOUN
easat-8810	277	16	and	and	CCONJ
easat-8810	277	17	reliability	reliability	NOUN
easat-8810	277	18	of	of	ADP
easat-8810	277	19	language	language	NOUN
easat-8810	277	20	models	model	NOUN
easat-8810	277	21	is	be	AUX
easat-8810	277	22	to	to	PART
easat-8810	277	23	equip	equip	VERB
easat-8810	277	24	them	they	PRON
easat-8810	277	25	with	with	ADP
easat-8810	277	26	the	the	DET
easat-8810	277	27	ability	ability	NOUN
easat-8810	277	28	to	to	PART
easat-8810	277	29	evaluate	evaluate	VERB
easat-8810	277	30	and	and	CCONJ
easat-8810	277	31	critique	critique	VERB
easat-8810	277	32	their	their	PRON
easat-8810	277	33	own	own	ADJ
easat-8810	277	34	outputs	output	NOUN
easat-8810	277	35	.	.	PUNCT
easat-8810	278	1	this	this	DET
easat-8810	278	2	idea	idea	NOUN
easat-8810	278	3	stems	stem	VERB
easat-8810	278	4	from	from	ADP
easat-8810	278	5	the	the	DET
easat-8810	278	6	observation	observation	NOUN
easat-8810	278	7	that	that	SCONJ
easat-8810	278	8	models	model	NOUN
easat-8810	278	9	may	may	AUX
easat-8810	278	10	initially	initially	ADV
easat-8810	278	11	generate	generate	VERB
easat-8810	278	12	suboptimal	suboptimal	ADJ
easat-8810	278	13	responses	response	NOUN
easat-8810	278	14	,	,	PUNCT
easat-8810	278	15	but	but	CCONJ
easat-8810	278	16	when	when	SCONJ
easat-8810	278	17	prompted	prompt	VERB
easat-8810	278	18	to	to	PART
easat-8810	278	19	review	review	VERB
easat-8810	278	20	or	or	CCONJ
easat-8810	278	21	revise	revise	VERB
easat-8810	278	22	them	they	PRON
easat-8810	278	23	,	,	PUNCT
easat-8810	278	24	performance	performance	NOUN
easat-8810	278	25	often	often	ADV
easat-8810	278	26	improves	improve	VERB
easat-8810	278	27	.	.	PUNCT
easat-8810	279	1	instead	instead	ADV
easat-8810	279	2	of	of	ADP
easat-8810	279	3	relying	rely	VERB
easat-8810	279	4	solely	solely	ADV
easat-8810	279	5	on	on	ADP
easat-8810	279	6	human	human	ADJ
easat-8810	279	7	post	post	ADJ
easat-8810	279	8	-	-	ADJ
easat-8810	279	9	hoc	hoc	ADJ
easat-8810	279	10	evaluation	evaluation	NOUN
easat-8810	279	11	,	,	PUNCT
easat-8810	279	12	why	why	SCONJ
easat-8810	279	13	not	not	PART
easat-8810	279	14	allow	allow	VERB
easat-8810	279	15	the	the	DET
easat-8810	279	16	1083	1083	NUM
easat-8810	279	17	edelweiss	edelweiss	PROPN
easat-8810	279	18	applied	apply	VERB
easat-8810	279	19	science	science	NOUN
easat-8810	279	20	and	and	CCONJ
easat-8810	279	21	technology	technology	NOUN
easat-8810	279	22	issn	issn	PROPN
easat-8810	279	23	:	:	PUNCT
easat-8810	279	24	2576	2576	NUM
easat-8810	279	25	-	-	SYM
easat-8810	279	26	8484	8484	NUM
easat-8810	279	27	vol	vol	NOUN
easat-8810	279	28	.	.	PROPN
easat-8810	280	1	9	9	NUM
easat-8810	280	2	,	,	PUNCT
easat-8810	280	3	no	no	INTJ
easat-8810	280	4	.	.	NOUN
easat-8810	280	5	7	7	NUM
easat-8810	280	6	:	:	SYM
easat-8810	280	7	1072	1072	NUM
easat-8810	280	8	-	-	SYM
easat-8810	280	9	1090	1090	NUM
easat-8810	280	10	,	,	PUNCT
easat-8810	280	11	2025	2025	NUM
easat-8810	280	12	doi	doi	NOUN
easat-8810	280	13	:	:	PUNCT
easat-8810	280	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	280	15	©	©	PROPN
easat-8810	280	16	2025	2025	NUM
easat-8810	280	17	by	by	ADP
easat-8810	280	18	the	the	DET
easat-8810	280	19	authors	author	NOUN
easat-8810	280	20	;	;	PUNCT
easat-8810	280	21	licensee	licensee	PROPN
easat-8810	280	22	learning	learning	NOUN
easat-8810	280	23	gate	gate	NOUN
easat-8810	280	24	ai	ai	VERB
easat-8810	280	25	itself	itself	PRON
easat-8810	280	26	to	to	PART
easat-8810	280	27	conduct	conduct	VERB
easat-8810	280	28	this	this	DET
easat-8810	280	29	process	process	NOUN
easat-8810	280	30	?	?	PUNCT
easat-8810	281	1	this	this	PRON
easat-8810	281	2	is	be	AUX
easat-8810	281	3	the	the	DET
easat-8810	281	4	foundation	foundation	NOUN
easat-8810	281	5	for	for	ADP
easat-8810	281	6	mechanisms	mechanism	NOUN
easat-8810	281	7	such	such	ADJ
easat-8810	281	8	as	as	ADP
easat-8810	281	9	self	self	NOUN
easat-8810	281	10	-	-	PUNCT
easat-8810	281	11	reflection	reflection	NOUN
easat-8810	281	12	,	,	PUNCT
easat-8810	281	13	selfcorrection	selfcorrection	NOUN
easat-8810	281	14	,	,	PUNCT
easat-8810	281	15	and	and	CCONJ
easat-8810	281	16	models	model	NOUN
easat-8810	281	17	designed	design	VERB
easat-8810	281	18	to	to	PART
easat-8810	281	19	act	act	VERB
easat-8810	281	20	as	as	ADP
easat-8810	281	21	critics	critic	NOUN
easat-8810	281	22	.	.	PUNCT
easat-8810	282	1	criticgpt	criticgpt	NOUN
easat-8810	282	2	is	be	AUX
easat-8810	282	3	a	a	DET
easat-8810	282	4	concrete	concrete	ADJ
easat-8810	282	5	example	example	NOUN
easat-8810	282	6	developed	develop	VERB
easat-8810	282	7	by	by	ADP
easat-8810	282	8	openai	openai	NOUN
easat-8810	282	9	,	,	PUNCT
easat-8810	282	10	in	in	ADP
easat-8810	282	11	which	which	PRON
easat-8810	282	12	a	a	DET
easat-8810	282	13	specially	specially	ADV
easat-8810	282	14	fine	fine	ADV
easat-8810	282	15	-	-	PUNCT
easat-8810	282	16	tuned	tune	VERB
easat-8810	282	17	version	version	NOUN
easat-8810	282	18	of	of	ADP
easat-8810	282	19	gpt-4	gpt-4	NUM
easat-8810	282	20	is	be	AUX
easat-8810	282	21	trained	train	VERB
easat-8810	282	22	to	to	PART
easat-8810	282	23	detect	detect	VERB
easat-8810	282	24	errors	error	NOUN
easat-8810	282	25	in	in	ADP
easat-8810	282	26	the	the	DET
easat-8810	282	27	outputs	output	NOUN
easat-8810	282	28	generated	generate	VERB
easat-8810	282	29	by	by	ADP
easat-8810	282	30	chatgpt	chatgpt	NOUN
easat-8810	282	31	.	.	PUNCT
easat-8810	283	1	initially	initially	ADV
easat-8810	283	2	,	,	PUNCT
easat-8810	283	3	the	the	DET
easat-8810	283	4	project	project	NOUN
easat-8810	283	5	focused	focus	VERB
easat-8810	283	6	on	on	ADP
easat-8810	283	7	reviewing	review	VERB
easat-8810	283	8	programming	programming	NOUN
easat-8810	283	9	code	code	NOUN
easat-8810	283	10	generated	generate	VERB
easat-8810	283	11	by	by	ADP
easat-8810	283	12	chatgpt	chatgpt	NOUN
easat-8810	283	13	—	—	PUNCT
easat-8810	283	14	a	a	DET
easat-8810	283	15	critical	critical	ADJ
easat-8810	283	16	task	task	NOUN
easat-8810	283	17	since	since	SCONJ
easat-8810	283	18	incorrect	incorrect	ADJ
easat-8810	283	19	code	code	NOUN
easat-8810	283	20	fails	fail	VERB
easat-8810	283	21	to	to	PART
easat-8810	283	22	execute	execute	VERB
easat-8810	283	23	.	.	PUNCT
easat-8810	284	1	criticgpt	criticgpt	NOUN
easat-8810	284	2	was	be	AUX
easat-8810	284	3	trained	train	VERB
easat-8810	284	4	on	on	ADP
easat-8810	284	5	datasets	dataset	NOUN
easat-8810	284	6	consisting	consist	VERB
easat-8810	284	7	of	of	ADP
easat-8810	284	8	chatgpt	chatgpt	NOUN
easat-8810	284	9	outputs	output	NOUN
easat-8810	284	10	annotated	annotate	VERB
easat-8810	284	11	by	by	ADP
easat-8810	284	12	human	human	ADJ
easat-8810	284	13	experts	expert	NOUN
easat-8810	284	14	who	who	PRON
easat-8810	284	15	identified	identify	VERB
easat-8810	284	16	mistakes	mistake	NOUN
easat-8810	284	17	and	and	CCONJ
easat-8810	284	18	provided	provide	VERB
easat-8810	284	19	corrections	correction	NOUN
easat-8810	284	20	.	.	PUNCT
easat-8810	285	1	as	as	ADP
easat-8810	285	2	a	a	DET
easat-8810	285	3	result	result	NOUN
easat-8810	285	4	,	,	PUNCT
easat-8810	285	5	criticgpt	criticgpt	NOUN
easat-8810	285	6	can	can	AUX
easat-8810	285	7	read	read	VERB
easat-8810	285	8	a	a	DET
easat-8810	285	9	modelgenerated	modelgenerate	VERB
easat-8810	285	10	answer	answer	NOUN
easat-8810	285	11	or	or	CCONJ
easat-8810	285	12	code	code	NOUN
easat-8810	285	13	snippet	snippet	NOUN
easat-8810	285	14	and	and	CCONJ
easat-8810	285	15	highlight	highlight	VERB
easat-8810	285	16	inaccuracies	inaccuracy	NOUN
easat-8810	285	17	or	or	CCONJ
easat-8810	285	18	omissions	omission	NOUN
easat-8810	285	19	.	.	PUNCT
easat-8810	286	1	notably	notably	ADV
easat-8810	286	2	,	,	PUNCT
easat-8810	286	3	criticgpt	criticgpt	NOUN
easat-8810	286	4	’s	’s	PART
easat-8810	286	5	performance	performance	NOUN
easat-8810	286	6	exceeded	exceed	VERB
easat-8810	286	7	expectations	expectation	NOUN
easat-8810	286	8	.	.	PUNCT
easat-8810	287	1	in	in	ADP
easat-8810	287	2	one	one	NUM
easat-8810	287	3	trial	trial	NOUN
easat-8810	287	4	,	,	PUNCT
easat-8810	287	5	human	human	ADJ
easat-8810	287	6	annotators	annotator	NOUN
easat-8810	287	7	supported	support	VERB
easat-8810	287	8	by	by	ADP
easat-8810	287	9	criticgpt	criticgpt	NOUN
easat-8810	287	10	outperformed	outperform	VERB
easat-8810	287	11	unaided	unaided	ADJ
easat-8810	287	12	annotators	annotator	NOUN
easat-8810	287	13	by	by	ADP
easat-8810	287	14	over	over	ADP
easat-8810	287	15	60	60	NUM
easat-8810	287	16	%	%	NOUN
easat-8810	287	17	in	in	ADP
easat-8810	287	18	identifying	identify	VERB
easat-8810	287	19	errors	error	NOUN
easat-8810	287	20	in	in	ADP
easat-8810	287	21	chatgpt	chatgpt	NOUN
easat-8810	287	22	outputs	output	NOUN
easat-8810	287	23	.	.	PUNCT
easat-8810	288	1	this	this	PRON
easat-8810	288	2	demonstrates	demonstrate	VERB
easat-8810	288	3	that	that	SCONJ
easat-8810	288	4	an	an	DET
easat-8810	288	5	ai	ai	NOUN
easat-8810	288	6	critic	critic	NOUN
easat-8810	288	7	can	can	AUX
easat-8810	288	8	sometimes	sometimes	ADV
easat-8810	288	9	be	be	AUX
easat-8810	288	10	more	more	ADV
easat-8810	288	11	effective	effective	ADJ
easat-8810	288	12	than	than	ADP
easat-8810	288	13	humans	human	NOUN
easat-8810	288	14	at	at	ADP
easat-8810	288	15	auditing	audit	VERB
easat-8810	288	16	large	large	ADJ
easat-8810	288	17	volumes	volume	NOUN
easat-8810	288	18	of	of	ADP
easat-8810	288	19	content	content	NOUN
easat-8810	288	20	,	,	PUNCT
easat-8810	288	21	especially	especially	ADV
easat-8810	288	22	when	when	SCONJ
easat-8810	288	23	it	it	PRON
easat-8810	288	24	is	be	AUX
easat-8810	288	25	familiar	familiar	ADJ
easat-8810	288	26	with	with	ADP
easat-8810	288	27	the	the	DET
easat-8810	288	28	common	common	ADJ
easat-8810	288	29	failure	failure	NOUN
easat-8810	288	30	modes	mode	NOUN
easat-8810	288	31	of	of	ADP
easat-8810	288	32	the	the	DET
easat-8810	288	33	base	base	NOUN
easat-8810	288	34	model	model	NOUN
easat-8810	288	35	.	.	PUNCT
easat-8810	289	1	in	in	ADP
easat-8810	289	2	terms	term	NOUN
easat-8810	289	3	of	of	ADP
easat-8810	289	4	impact	impact	NOUN
easat-8810	289	5	on	on	ADP
easat-8810	289	6	truthfulness	truthfulness	ADJ
easat-8810	289	7	,	,	PUNCT
easat-8810	289	8	the	the	DET
easat-8810	289	9	self	self	NOUN
easat-8810	289	10	-	-	PUNCT
easat-8810	289	11	critique	critique	NOUN
easat-8810	289	12	mechanism	mechanism	NOUN
easat-8810	289	13	offers	offer	VERB
easat-8810	289	14	several	several	ADJ
easat-8810	289	15	key	key	ADJ
easat-8810	289	16	contributions	contribution	NOUN
easat-8810	289	17	:	:	PUNCT
easat-8810	289	18	•	•	NUM
easat-8810	289	19	error	error	NOUN
easat-8810	289	20	detection	detection	NOUN
easat-8810	289	21	and	and	CCONJ
easat-8810	289	22	correction	correction	NOUN
easat-8810	289	23	:	:	PUNCT
easat-8810	289	24	if	if	SCONJ
easat-8810	289	25	a	a	DET
easat-8810	289	26	model	model	NOUN
easat-8810	289	27	generates	generate	VERB
easat-8810	289	28	an	an	DET
easat-8810	289	29	incorrect	incorrect	ADJ
easat-8810	289	30	factual	factual	ADJ
easat-8810	289	31	statement	statement	NOUN
easat-8810	289	32	—	—	PUNCT
easat-8810	289	33	such	such	ADJ
easat-8810	289	34	as	as	ADP
easat-8810	289	35	a	a	DET
easat-8810	289	36	wrong	wrong	ADJ
easat-8810	289	37	date	date	NOUN
easat-8810	289	38	or	or	CCONJ
easat-8810	289	39	name	name	NOUN
easat-8810	289	40	—	—	PUNCT
easat-8810	289	41	a	a	DET
easat-8810	289	42	critic	critic	ADJ
easat-8810	289	43	model	model	NOUN
easat-8810	289	44	(	(	PUNCT
easat-8810	289	45	or	or	CCONJ
easat-8810	289	46	a	a	DET
easat-8810	289	47	second	second	ADJ
easat-8810	289	48	-	-	PUNCT
easat-8810	289	49	pass	pass	NOUN
easat-8810	289	50	of	of	ADP
easat-8810	289	51	the	the	DET
easat-8810	289	52	original	original	ADJ
easat-8810	289	53	model	model	NOUN
easat-8810	289	54	)	)	PUNCT
easat-8810	289	55	can	can	AUX
easat-8810	289	56	flag	flag	VERB
easat-8810	289	57	inconsistencies	inconsistency	NOUN
easat-8810	289	58	.	.	PUNCT
easat-8810	290	1	for	for	ADP
easat-8810	290	2	example	example	NOUN
easat-8810	290	3	,	,	PUNCT
easat-8810	290	4	if	if	SCONJ
easat-8810	290	5	chatgpt	chatgpt	NOUN
easat-8810	290	6	incorrectly	incorrectly	ADV
easat-8810	290	7	claims	claim	VERB
easat-8810	290	8	“	"	PUNCT
easat-8810	290	9	the	the	DET
easat-8810	290	10	uk	uk	PROPN
easat-8810	290	11	prime	prime	ADJ
easat-8810	290	12	minister	minister	NOUN
easat-8810	290	13	in	in	ADP
easat-8810	290	14	2022	2022	NUM
easat-8810	290	15	was	be	AUX
easat-8810	290	16	theresa	theresa	PROPN
easat-8810	290	17	may	may	PROPN
easat-8810	290	18	”	"	PUNCT
easat-8810	290	19	(	(	PUNCT
easat-8810	290	20	when	when	SCONJ
easat-8810	290	21	in	in	ADP
easat-8810	290	22	fact	fact	NOUN
easat-8810	290	23	it	it	PRON
easat-8810	290	24	was	be	AUX
easat-8810	290	25	boris	boris	PROPN
easat-8810	290	26	johnson	johnson	PROPN
easat-8810	290	27	and	and	CCONJ
easat-8810	290	28	then	then	ADV
easat-8810	290	29	liz	liz	PROPN
easat-8810	290	30	truss	truss	PROPN
easat-8810	290	31	)	)	PUNCT
easat-8810	290	32	,	,	PUNCT
easat-8810	290	33	a	a	DET
easat-8810	290	34	critic	critic	NOUN
easat-8810	290	35	with	with	ADP
easat-8810	290	36	historical	historical	ADJ
easat-8810	290	37	knowledge	knowledge	NOUN
easat-8810	290	38	could	could	AUX
easat-8810	290	39	recognize	recognize	VERB
easat-8810	290	40	the	the	DET
easat-8810	290	41	discrepancy	discrepancy	NOUN
easat-8810	290	42	and	and	CCONJ
easat-8810	290	43	suggest	suggest	VERB
easat-8810	290	44	a	a	DET
easat-8810	290	45	correction	correction	NOUN
easat-8810	290	46	.	.	PUNCT
easat-8810	291	1	this	this	DET
easat-8810	291	2	process	process	NOUN
easat-8810	291	3	mirrors	mirror	VERB
easat-8810	291	4	human	human	ADJ
easat-8810	291	5	self	self	NOUN
easat-8810	291	6	-	-	PUNCT
easat-8810	291	7	checking	check	VERB
easat-8810	291	8	prior	prior	ADV
easat-8810	291	9	to	to	ADP
easat-8810	291	10	submitting	submit	VERB
easat-8810	291	11	work	work	NOUN
easat-8810	291	12	.	.	PUNCT
easat-8810	292	1	•	•	NOUN
easat-8810	293	1	learning	learn	VERB
easat-8810	293	2	from	from	ADP
easat-8810	293	3	mistakes	mistake	NOUN
easat-8810	293	4	:	:	PUNCT
easat-8810	293	5	when	when	SCONJ
easat-8810	293	6	integrated	integrate	VERB
easat-8810	293	7	into	into	ADP
easat-8810	293	8	the	the	DET
easat-8810	293	9	training	training	NOUN
easat-8810	293	10	process	process	NOUN
easat-8810	293	11	—	—	PUNCT
easat-8810	293	12	e.g.	e.g.	ADV
easat-8810	293	13	,	,	PUNCT
easat-8810	293	14	via	via	ADP
easat-8810	293	15	reinforcement	reinforcement	NOUN
easat-8810	293	16	learning	learning	NOUN
easat-8810	293	17	from	from	ADP
easat-8810	293	18	ai	ai	ADJ
easat-8810	293	19	-	-	PUNCT
easat-8810	293	20	generated	generate	VERB
easat-8810	293	21	critiques	critique	NOUN
easat-8810	293	22	—	—	PUNCT
easat-8810	293	23	models	model	NOUN
easat-8810	293	24	can	can	AUX
easat-8810	293	25	reduce	reduce	VERB
easat-8810	293	26	the	the	DET
easat-8810	293	27	likelihood	likelihood	NOUN
easat-8810	293	28	of	of	ADP
easat-8810	293	29	repeating	repeat	VERB
easat-8810	293	30	prior	prior	ADJ
easat-8810	293	31	errors	error	NOUN
easat-8810	293	32	.	.	PUNCT
easat-8810	294	1	openai	openai	PROPN
easat-8810	294	2	uses	use	VERB
easat-8810	294	3	criticgpt	criticgpt	NOUN
easat-8810	294	4	in	in	ADP
easat-8810	294	5	rlhf	rlhf	NOUN
easat-8810	294	6	pipelines	pipeline	NOUN
easat-8810	294	7	to	to	PART
easat-8810	294	8	provide	provide	VERB
easat-8810	294	9	ai	ai	VERB
easat-8810	294	10	-	-	PUNCT
easat-8810	294	11	generated	generate	VERB
easat-8810	294	12	feedback	feedback	NOUN
easat-8810	294	13	alongside	alongside	ADP
easat-8810	294	14	human	human	ADJ
easat-8810	294	15	feedback	feedback	NOUN
easat-8810	294	16	,	,	PUNCT
easat-8810	294	17	allowing	allow	VERB
easat-8810	294	18	newer	new	ADJ
easat-8810	294	19	models	model	NOUN
easat-8810	294	20	to	to	PART
easat-8810	294	21	improve	improve	VERB
easat-8810	294	22	through	through	ADP
easat-8810	294	23	exposure	exposure	NOUN
easat-8810	294	24	to	to	ADP
easat-8810	294	25	past	past	ADJ
easat-8810	294	26	critiques	critique	NOUN
easat-8810	294	27	.	.	PUNCT
easat-8810	295	1	this	this	PRON
easat-8810	295	2	promotes	promote	VERB
easat-8810	295	3	models	model	NOUN
easat-8810	295	4	that	that	SCONJ
easat-8810	295	5	“	"	PUNCT
easat-8810	295	6	learn	learn	VERB
easat-8810	295	7	”	"	PUNCT
easat-8810	295	8	from	from	ADP
easat-8810	295	9	critique	critique	NOUN
easat-8810	295	10	history	history	NOUN
easat-8810	295	11	.	.	PUNCT
easat-8810	296	1	•	•	NOUN
easat-8810	296	2	uncertainty	uncertainty	NOUN
easat-8810	296	3	and	and	CCONJ
easat-8810	296	4	risk	risk	NOUN
easat-8810	296	5	signaling	signal	VERB
easat-8810	296	6	:	:	PUNCT
easat-8810	296	7	even	even	ADV
easat-8810	296	8	when	when	SCONJ
easat-8810	296	9	unable	unable	ADJ
easat-8810	296	10	to	to	PART
easat-8810	296	11	correct	correct	VERB
easat-8810	296	12	an	an	DET
easat-8810	296	13	error	error	NOUN
easat-8810	296	14	,	,	PUNCT
easat-8810	296	15	some	some	DET
easat-8810	296	16	self	self	NOUN
easat-8810	296	17	-	-	PUNCT
easat-8810	296	18	critique	critique	NOUN
easat-8810	296	19	models	model	NOUN
easat-8810	296	20	can	can	AUX
easat-8810	296	21	flag	flag	VERB
easat-8810	296	22	uncertainty	uncertainty	NOUN
easat-8810	296	23	.	.	PUNCT
easat-8810	297	1	for	for	ADP
easat-8810	297	2	instance	instance	NOUN
easat-8810	297	3	,	,	PUNCT
easat-8810	297	4	models	model	NOUN
easat-8810	297	5	like	like	ADP
easat-8810	297	6	honestgpt	honestgpt	NOUN
easat-8810	297	7	may	may	AUX
easat-8810	297	8	append	append	VERB
easat-8810	297	9	disclaimers	disclaimer	NOUN
easat-8810	297	10	such	such	ADJ
easat-8810	297	11	as	as	ADP
easat-8810	297	12	“	"	PUNCT
easat-8810	297	13	i	i	PRON
easat-8810	297	14	’m	’m	VERB
easat-8810	297	15	not	not	PART
easat-8810	297	16	confident	confident	ADJ
easat-8810	297	17	about	about	ADP
easat-8810	297	18	this	this	DET
easat-8810	297	19	part	part	NOUN
easat-8810	297	20	”	"	PUNCT
easat-8810	297	21	when	when	SCONJ
easat-8810	297	22	their	their	PRON
easat-8810	297	23	internal	internal	ADJ
easat-8810	297	24	critic	critic	NOUN
easat-8810	297	25	detects	detect	NOUN
easat-8810	297	26	possible	possible	ADJ
easat-8810	297	27	flaws	flaw	NOUN
easat-8810	297	28	.	.	PUNCT
easat-8810	298	1	this	this	PRON
easat-8810	298	2	serves	serve	VERB
easat-8810	298	3	as	as	ADP
easat-8810	298	4	a	a	DET
easat-8810	298	5	caution	caution	NOUN
easat-8810	298	6	to	to	ADP
easat-8810	298	7	users	user	NOUN
easat-8810	298	8	,	,	PUNCT
easat-8810	298	9	who	who	PRON
easat-8810	298	10	may	may	AUX
easat-8810	298	11	otherwise	otherwise	ADV
easat-8810	298	12	over	over	ADP
easat-8810	298	13	-	-	PUNCT
easat-8810	298	14	trust	trust	NOUN
easat-8810	298	15	fluent	fluent	ADJ
easat-8810	298	16	but	but	CCONJ
easat-8810	298	17	incorrect	incorrect	ADJ
easat-8810	298	18	responses	response	NOUN
easat-8810	298	19	.	.	PUNCT
easat-8810	299	1	a	a	DET
easat-8810	299	2	related	related	ADJ
easat-8810	299	3	class	class	NOUN
easat-8810	299	4	of	of	ADP
easat-8810	299	5	techniques	technique	NOUN
easat-8810	299	6	includes	include	VERB
easat-8810	299	7	self	self	NOUN
easat-8810	299	8	-	-	PUNCT
easat-8810	299	9	asking	ask	VERB
easat-8810	299	10	and	and	CCONJ
easat-8810	299	11	debate	debate	NOUN
easat-8810	299	12	-	-	PUNCT
easat-8810	299	13	based	base	VERB
easat-8810	299	14	prompting	prompting	NOUN
easat-8810	299	15	.	.	PUNCT
easat-8810	300	1	openai	openai	PROPN
easat-8810	300	2	’s	’s	PART
easat-8810	300	3	“	"	PUNCT
easat-8810	300	4	debate	debate	NOUN
easat-8810	300	5	”	"	PUNCT
easat-8810	300	6	framework	framework	NOUN
easat-8810	300	7	[	[	X
easat-8810	300	8	14	14	NUM
easat-8810	300	9	]	]	PUNCT
easat-8810	300	10	for	for	ADP
easat-8810	300	11	example	example	NOUN
easat-8810	300	12	,	,	PUNCT
easat-8810	300	13	features	feature	VERB
easat-8810	300	14	two	two	NUM
easat-8810	300	15	models	model	NOUN
easat-8810	300	16	debating	debate	VERB
easat-8810	300	17	a	a	DET
easat-8810	300	18	question	question	NOUN
easat-8810	300	19	,	,	PUNCT
easat-8810	300	20	with	with	ADP
easat-8810	300	21	a	a	DET
easat-8810	300	22	third	third	ADJ
easat-8810	300	23	model	model	NOUN
easat-8810	300	24	evaluating	evaluate	VERB
easat-8810	300	25	the	the	DET
easat-8810	300	26	discussion	discussion	NOUN
easat-8810	300	27	to	to	ADP
easat-8810	300	28	surface	surface	NOUN
easat-8810	300	29	contradictions	contradiction	NOUN
easat-8810	300	30	.	.	PUNCT
easat-8810	301	1	this	this	PRON
easat-8810	301	2	represents	represent	VERB
easat-8810	301	3	mutual	mutual	ADJ
easat-8810	301	4	critique	critique	NOUN
easat-8810	301	5	between	between	ADP
easat-8810	301	6	models	model	NOUN
easat-8810	301	7	to	to	PART
easat-8810	301	8	collaboratively	collaboratively	ADV
easat-8810	301	9	reach	reach	VERB
easat-8810	301	10	a	a	DET
easat-8810	301	11	more	more	ADV
easat-8810	301	12	accurate	accurate	ADJ
easat-8810	301	13	answer	answer	NOUN
easat-8810	301	14	.	.	PUNCT
easat-8810	302	1	however	however	ADV
easat-8810	302	2	,	,	PUNCT
easat-8810	302	3	self	self	NOUN
easat-8810	302	4	-	-	PUNCT
easat-8810	302	5	critique	critique	NOUN
easat-8810	302	6	also	also	ADV
easat-8810	302	7	has	have	VERB
easat-8810	302	8	limitations	limitation	NOUN
easat-8810	302	9	.	.	PUNCT
easat-8810	303	1	if	if	SCONJ
easat-8810	303	2	the	the	DET
easat-8810	303	3	base	base	NOUN
easat-8810	303	4	model	model	NOUN
easat-8810	303	5	lacks	lack	VERB
easat-8810	303	6	the	the	DET
easat-8810	303	7	necessary	necessary	ADJ
easat-8810	303	8	knowledge	knowledge	NOUN
easat-8810	303	9	,	,	PUNCT
easat-8810	303	10	its	its	PRON
easat-8810	303	11	critic	critic	NOUN
easat-8810	303	12	may	may	AUX
easat-8810	303	13	also	also	ADV
easat-8810	303	14	be	be	AUX
easat-8810	303	15	uninformed	uninformed	ADJ
easat-8810	303	16	—	—	PUNCT
easat-8810	303	17	leading	lead	VERB
easat-8810	303	18	to	to	ADP
easat-8810	303	19	false	false	ADJ
easat-8810	303	20	agreement	agreement	NOUN
easat-8810	303	21	on	on	ADP
easat-8810	303	22	incorrect	incorrect	ADJ
easat-8810	303	23	information	information	NOUN
easat-8810	303	24	.	.	PUNCT
easat-8810	304	1	this	this	PRON
easat-8810	304	2	makes	make	VERB
easat-8810	304	3	it	it	PRON
easat-8810	304	4	crucial	crucial	ADJ
easat-8810	304	5	for	for	ADP
easat-8810	304	6	critic	critic	ADJ
easat-8810	304	7	models	model	NOUN
easat-8810	304	8	to	to	PART
easat-8810	304	9	be	be	AUX
easat-8810	304	10	trained	train	VERB
easat-8810	304	11	with	with	ADP
easat-8810	304	12	additional	additional	ADJ
easat-8810	304	13	knowledge	knowledge	NOUN
easat-8810	304	14	or	or	CCONJ
easat-8810	304	15	to	to	PART
easat-8810	304	16	have	have	VERB
easat-8810	304	17	access	access	NOUN
easat-8810	304	18	to	to	ADP
easat-8810	304	19	external	external	ADJ
easat-8810	304	20	information	information	NOUN
easat-8810	304	21	(	(	PUNCT
easat-8810	304	22	e.g.	e.g.	ADV
easat-8810	304	23	,	,	PUNCT
easat-8810	304	24	via	via	ADP
easat-8810	304	25	integration	integration	NOUN
easat-8810	304	26	with	with	ADP
easat-8810	304	27	rag	rag	NOUN
easat-8810	304	28	)	)	PUNCT
easat-8810	304	29	.	.	PUNCT
easat-8810	305	1	moreover	moreover	ADV
easat-8810	305	2	,	,	PUNCT
easat-8810	305	3	critics	critic	NOUN
easat-8810	305	4	can	can	AUX
easat-8810	305	5	sometimes	sometimes	ADV
easat-8810	305	6	misjudge	misjudge	VERB
easat-8810	305	7	:	:	PUNCT
easat-8810	305	8	for	for	ADP
easat-8810	305	9	instance	instance	NOUN
easat-8810	305	10	,	,	PUNCT
easat-8810	305	11	flagging	flag	VERB
easat-8810	305	12	complex	complex	ADJ
easat-8810	305	13	yet	yet	CCONJ
easat-8810	305	14	valid	valid	ADJ
easat-8810	305	15	code	code	NOUN
easat-8810	305	16	as	as	ADP
easat-8810	305	17	incorrect	incorrect	ADJ
easat-8810	305	18	due	due	ADP
easat-8810	305	19	to	to	ADP
easat-8810	305	20	misunderstanding	misunderstanding	NOUN
easat-8810	305	21	.	.	PUNCT
easat-8810	306	1	finally	finally	ADV
easat-8810	306	2	,	,	PUNCT
easat-8810	306	3	adding	add	VERB
easat-8810	306	4	a	a	DET
easat-8810	306	5	critique	critique	NOUN
easat-8810	306	6	stage	stage	NOUN
easat-8810	306	7	increases	increase	VERB
easat-8810	306	8	computational	computational	ADJ
easat-8810	306	9	cost	cost	NOUN
easat-8810	306	10	and	and	CCONJ
easat-8810	306	11	latency	latency	NOUN
easat-8810	306	12	.	.	PUNCT
easat-8810	307	1	despite	despite	SCONJ
easat-8810	307	2	these	these	DET
easat-8810	307	3	challenges	challenge	NOUN
easat-8810	307	4	,	,	PUNCT
easat-8810	307	5	self	self	NOUN
easat-8810	307	6	-	-	PUNCT
easat-8810	307	7	critique	critique	NOUN
easat-8810	307	8	is	be	AUX
easat-8810	307	9	a	a	DET
easat-8810	307	10	promising	promising	ADJ
easat-8810	307	11	direction	direction	NOUN
easat-8810	307	12	for	for	ADP
easat-8810	307	13	improving	improve	VERB
easat-8810	307	14	the	the	DET
easat-8810	307	15	safety	safety	NOUN
easat-8810	307	16	and	and	CCONJ
easat-8810	307	17	trustworthiness	trustworthiness	NOUN
easat-8810	307	18	of	of	ADP
easat-8810	307	19	ai	ai	PROPN
easat-8810	307	20	systems	system	NOUN
easat-8810	307	21	.	.	PUNCT
easat-8810	308	1	it	it	PRON
easat-8810	308	2	echoes	echo	VERB
easat-8810	308	3	karl	karl	PROPN
easat-8810	308	4	popper	popper	PROPN
easat-8810	308	5	’s	’s	PART
easat-8810	308	6	philosophy	philosophy	NOUN
easat-8810	308	7	of	of	ADP
easat-8810	308	8	science	science	NOUN
easat-8810	308	9	:	:	PUNCT
easat-8810	308	10	progress	progress	NOUN
easat-8810	308	11	through	through	ADP
easat-8810	308	12	conjecture	conjecture	NOUN
easat-8810	308	13	and	and	CCONJ
easat-8810	308	14	refutation	refutation	NOUN
easat-8810	308	15	.	.	PUNCT
easat-8810	309	1	in	in	ADP
easat-8810	309	2	this	this	DET
easat-8810	309	3	paradigm	paradigm	NOUN
easat-8810	309	4	,	,	PUNCT
easat-8810	309	5	the	the	DET
easat-8810	309	6	model	model	NOUN
easat-8810	309	7	produces	produce	VERB
easat-8810	309	8	a	a	DET
easat-8810	309	9	hypothesis	hypothesis	NOUN
easat-8810	309	10	(	(	PUNCT
easat-8810	309	11	the	the	DET
easat-8810	309	12	answer	answer	NOUN
easat-8810	309	13	)	)	PUNCT
easat-8810	309	14	,	,	PUNCT
easat-8810	309	15	and	and	CCONJ
easat-8810	309	16	the	the	DET
easat-8810	309	17	critic	critic	NOUN
easat-8810	309	18	attempts	attempt	VERB
easat-8810	309	19	to	to	PART
easat-8810	309	20	refute	refute	VERB
easat-8810	309	21	it	it	PRON
easat-8810	309	22	or	or	CCONJ
easat-8810	309	23	identify	identify	VERB
easat-8810	309	24	flaws	flaw	NOUN
easat-8810	309	25	.	.	PUNCT
easat-8810	310	1	if	if	SCONJ
easat-8810	310	2	errors	error	NOUN
easat-8810	310	3	are	be	AUX
easat-8810	310	4	found	find	VERB
easat-8810	310	5	,	,	PUNCT
easat-8810	310	6	the	the	DET
easat-8810	310	7	model	model	NOUN
easat-8810	310	8	revises	revise	VERB
easat-8810	310	9	its	its	PRON
easat-8810	310	10	output	output	NOUN
easat-8810	310	11	—	—	PUNCT
easat-8810	310	12	repeating	repeat	VERB
easat-8810	310	13	the	the	DET
easat-8810	310	14	cycle	cycle	NOUN
easat-8810	310	15	until	until	SCONJ
easat-8810	310	16	no	no	DET
easat-8810	310	17	evident	evident	ADJ
easat-8810	310	18	error	error	NOUN
easat-8810	310	19	remains	remain	VERB
easat-8810	310	20	.	.	PUNCT
easat-8810	311	1	while	while	SCONJ
easat-8810	311	2	this	this	DET
easat-8810	311	3	process	process	NOUN
easat-8810	311	4	does	do	AUX
easat-8810	311	5	n’t	not	PART
easat-8810	311	6	ensure	ensure	VERB
easat-8810	311	7	perfection	perfection	NOUN
easat-8810	311	8	,	,	PUNCT
easat-8810	311	9	it	it	PRON
easat-8810	311	10	clearly	clearly	ADV
easat-8810	311	11	drives	drive	VERB
easat-8810	311	12	responses	response	NOUN
easat-8810	311	13	closer	close	ADV
easat-8810	311	14	to	to	ADP
easat-8810	311	15	truth	truth	NOUN
easat-8810	311	16	than	than	ADP
easat-8810	311	17	single	single	ADJ
easat-8810	311	18	-	-	PUNCT
easat-8810	311	19	pass	pass	NOUN
easat-8810	311	20	generation	generation	NOUN
easat-8810	311	21	.	.	PUNCT
easat-8810	312	1	the	the	DET
easat-8810	312	2	emergence	emergence	NOUN
easat-8810	312	3	of	of	ADP
easat-8810	312	4	tools	tool	NOUN
easat-8810	312	5	like	like	ADP
easat-8810	312	6	criticgpt	criticgpt	NOUN
easat-8810	312	7	marks	mark	VERB
easat-8810	312	8	an	an	DET
easat-8810	312	9	important	important	ADJ
easat-8810	312	10	step	step	NOUN
easat-8810	312	11	in	in	ADP
easat-8810	312	12	evolving	evolve	VERB
easat-8810	312	13	llms	llm	NOUN
easat-8810	312	14	from	from	ADP
easat-8810	312	15	content	content	NOUN
easat-8810	312	16	generators	generator	NOUN
easat-8810	312	17	to	to	ADP
easat-8810	312	18	self	self	NOUN
easat-8810	312	19	-	-	PUNCT
easat-8810	312	20	aware	aware	ADJ
easat-8810	312	21	evaluators	evaluator	NOUN
easat-8810	312	22	.	.	PUNCT
easat-8810	313	1	when	when	SCONJ
easat-8810	313	2	combined	combine	VERB
easat-8810	313	3	with	with	ADP
easat-8810	313	4	techniques	technique	NOUN
easat-8810	313	5	like	like	ADP
easat-8810	313	6	chain	chain	NOUN
easat-8810	313	7	-	-	PUNCT
easat-8810	313	8	of	of	ADP
easat-8810	313	9	-	-	PUNCT
easat-8810	313	10	thought	thought	NOUN
easat-8810	313	11	and	and	CCONJ
easat-8810	313	12	rag	rag	NOUN
easat-8810	313	13	,	,	PUNCT
easat-8810	313	14	we	we	PRON
easat-8810	313	15	can	can	AUX
easat-8810	313	16	envision	envision	VERB
easat-8810	313	17	a	a	DET
easat-8810	313	18	multi	multi	ADJ
easat-8810	313	19	-	-	ADJ
easat-8810	313	20	component	component	ADJ
easat-8810	313	21	ai	ai	NOUN
easat-8810	313	22	system	system	NOUN
easat-8810	313	23	:	:	PUNCT
easat-8810	313	24	one	one	NUM
easat-8810	313	25	model	model	NOUN
easat-8810	313	26	generates	generate	VERB
easat-8810	313	27	answers	answer	NOUN
easat-8810	313	28	,	,	PUNCT
easat-8810	313	29	another	another	DET
easat-8810	313	30	checks	check	NOUN
easat-8810	313	31	logical	logical	ADJ
easat-8810	313	32	and	and	CCONJ
easat-8810	313	33	semantic	semantic	ADJ
easat-8810	313	34	consistency	consistency	NOUN
easat-8810	313	35	,	,	PUNCT
easat-8810	313	36	and	and	CCONJ
easat-8810	313	37	yet	yet	ADV
easat-8810	313	38	another	another	DET
easat-8810	313	39	verifies	verifie	NOUN
easat-8810	313	40	external	external	ADJ
easat-8810	313	41	facts	fact	NOUN
easat-8810	313	42	.	.	PUNCT
easat-8810	314	1	together	together	ADV
easat-8810	314	2	,	,	PUNCT
easat-8810	314	3	these	these	DET
easat-8810	314	4	components	component	NOUN
easat-8810	314	5	work	work	VERB
easat-8810	314	6	to	to	PART
easat-8810	314	7	ensure	ensure	VERB
easat-8810	314	8	that	that	SCONJ
easat-8810	314	9	the	the	DET
easat-8810	314	10	final	final	ADJ
easat-8810	314	11	output	output	NOUN
easat-8810	314	12	is	be	AUX
easat-8810	314	13	not	not	PART
easat-8810	314	14	only	only	ADV
easat-8810	314	15	accurate	accurate	ADJ
easat-8810	314	16	and	and	CCONJ
easat-8810	314	17	useful	useful	ADJ
easat-8810	314	18	but	but	CCONJ
easat-8810	314	19	also	also	ADV
easat-8810	314	20	transparent	transparent	ADJ
easat-8810	314	21	.	.	PUNCT
easat-8810	315	1	1084	1084	NUM
easat-8810	315	2	edelweiss	edelweiss	PROPN
easat-8810	315	3	applied	apply	VERB
easat-8810	315	4	science	science	NOUN
easat-8810	315	5	and	and	CCONJ
easat-8810	315	6	technology	technology	NOUN
easat-8810	315	7	issn	issn	PROPN
easat-8810	315	8	:	:	PUNCT
easat-8810	315	9	2576	2576	NUM
easat-8810	315	10	-	-	SYM
easat-8810	315	11	8484	8484	NUM
easat-8810	315	12	vol	vol	NOUN
easat-8810	315	13	.	.	PROPN
easat-8810	316	1	9	9	NUM
easat-8810	316	2	,	,	PUNCT
easat-8810	316	3	no	no	INTJ
easat-8810	316	4	.	.	NOUN
easat-8810	316	5	7	7	NUM
easat-8810	316	6	:	:	SYM
easat-8810	316	7	1072	1072	NUM
easat-8810	316	8	-	-	SYM
easat-8810	316	9	1090	1090	NUM
easat-8810	316	10	,	,	PUNCT
easat-8810	316	11	2025	2025	NUM
easat-8810	316	12	doi	doi	NOUN
easat-8810	316	13	:	:	PUNCT
easat-8810	316	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	316	15	©	©	PROPN
easat-8810	316	16	2025	2025	NUM
easat-8810	316	17	by	by	ADP
easat-8810	316	18	the	the	DET
easat-8810	316	19	authors	author	NOUN
easat-8810	316	20	;	;	PUNCT
easat-8810	316	21	licensee	licensee	PROPN
easat-8810	316	22	learning	learning	NOUN
easat-8810	316	23	gate	gate	NOUN
easat-8810	316	24	5	5	NUM
easat-8810	316	25	.	.	PUNCT
easat-8810	317	1	philosophical	philosophical	ADJ
easat-8810	317	2	implications	implication	NOUN
easat-8810	317	3	:	:	PUNCT
easat-8810	317	4	can	can	AUX
easat-8810	317	5	llms	llm	NOUN
easat-8810	317	6	be	be	AUX
easat-8810	317	7	considered	consider	VERB
easat-8810	317	8	“	"	PUNCT
easat-8810	317	9	fallible	fallible	ADJ
easat-8810	317	10	epistemic	epistemic	ADJ
easat-8810	317	11	agents	agent	NOUN
easat-8810	317	12	”	"	PUNCT
easat-8810	317	13	?	?	PUNCT
easat-8810	318	1	advancements	advancement	NOUN
easat-8810	318	2	in	in	ADP
easat-8810	318	3	integrating	integrate	VERB
easat-8810	318	4	reasoning	reasoning	NOUN
easat-8810	318	5	into	into	ADP
easat-8810	318	6	llms	llm	NOUN
easat-8810	318	7	raise	raise	VERB
easat-8810	318	8	a	a	DET
easat-8810	318	9	fundamental	fundamental	ADJ
easat-8810	318	10	philosophical	philosophical	ADJ
easat-8810	318	11	question	question	NOUN
easat-8810	318	12	:	:	PUNCT
easat-8810	318	13	are	be	AUX
easat-8810	318	14	large	large	ADJ
easat-8810	318	15	language	language	NOUN
easat-8810	318	16	models	model	NOUN
easat-8810	318	17	evolving	evolve	VERB
easat-8810	318	18	into	into	ADP
easat-8810	318	19	a	a	DET
easat-8810	318	20	form	form	NOUN
easat-8810	318	21	of	of	ADP
easat-8810	318	22	genuine	genuine	ADJ
easat-8810	318	23	epistemic	epistemic	ADJ
easat-8810	318	24	agents	agent	NOUN
easat-8810	318	25	,	,	PUNCT
easat-8810	318	26	albeit	albeit	SCONJ
easat-8810	318	27	in	in	ADP
easat-8810	318	28	a	a	DET
easat-8810	318	29	primitive	primitive	ADJ
easat-8810	318	30	form	form	NOUN
easat-8810	318	31	?	?	PUNCT
easat-8810	319	1	the	the	DET
easat-8810	319	2	phrase	phrase	NOUN
easat-8810	319	3	“	"	PUNCT
easat-8810	319	4	fallible	fallible	ADJ
easat-8810	319	5	epistemic	epistemic	ADJ
easat-8810	319	6	agent	agent	NOUN
easat-8810	319	7	”	"	PUNCT
easat-8810	319	8	implies	imply	VERB
easat-8810	319	9	a	a	DET
easat-8810	319	10	subject	subject	NOUN
easat-8810	319	11	capable	capable	ADJ
easat-8810	319	12	of	of	ADP
easat-8810	319	13	acquiring	acquire	VERB
easat-8810	319	14	and	and	CCONJ
easat-8810	319	15	utilizing	utilize	VERB
easat-8810	319	16	knowledge	knowledge	NOUN
easat-8810	319	17	about	about	ADP
easat-8810	319	18	the	the	DET
easat-8810	319	19	world	world	NOUN
easat-8810	319	20	—	—	PUNCT
easat-8810	319	21	yet	yet	ADV
easat-8810	319	22	fallible	fallible	ADJ
easat-8810	319	23	,	,	PUNCT
easat-8810	319	24	in	in	ADP
easat-8810	319	25	the	the	DET
easat-8810	319	26	sense	sense	NOUN
easat-8810	319	27	that	that	SCONJ
easat-8810	319	28	it	it	PRON
easat-8810	319	29	can	can	AUX
easat-8810	319	30	make	make	VERB
easat-8810	319	31	mistakes	mistake	NOUN
easat-8810	319	32	and	and	CCONJ
easat-8810	319	33	learn	learn	VERB
easat-8810	319	34	from	from	ADP
easat-8810	319	35	them	they	PRON
easat-8810	319	36	,	,	PUNCT
easat-8810	319	37	akin	akin	ADJ
easat-8810	319	38	to	to	ADP
easat-8810	319	39	human	human	ADJ
easat-8810	319	40	beings	being	NOUN
easat-8810	319	41	who	who	PRON
easat-8810	319	42	are	be	AUX
easat-8810	319	43	never	never	ADV
easat-8810	319	44	omniscient	omniscient	ADJ
easat-8810	319	45	and	and	CCONJ
easat-8810	319	46	continuously	continuously	ADV
easat-8810	319	47	refine	refine	VERB
easat-8810	319	48	their	their	PRON
easat-8810	319	49	understanding	understanding	NOUN
easat-8810	319	50	through	through	ADP
easat-8810	319	51	experience	experience	NOUN
easat-8810	319	52	.	.	PUNCT
easat-8810	320	1	historically	historically	ADV
easat-8810	320	2	,	,	PUNCT
easat-8810	320	3	the	the	DET
easat-8810	320	4	dominant	dominant	ADJ
easat-8810	320	5	view	view	NOUN
easat-8810	320	6	among	among	ADP
easat-8810	320	7	linguists	linguist	NOUN
easat-8810	320	8	and	and	CCONJ
easat-8810	320	9	ai	ai	VERB
easat-8810	320	10	researchers	researcher	NOUN
easat-8810	320	11	bender	bender	VERB
easat-8810	320	12	,	,	PUNCT
easat-8810	320	13	et	et	PROPN
easat-8810	320	14	al	al	PROPN
easat-8810	320	15	.	.	PUNCT
easat-8810	321	1	[	[	X
easat-8810	321	2	15	15	NUM
easat-8810	321	3	]	]	PUNCT
easat-8810	321	4	has	have	AUX
easat-8810	321	5	been	be	AUX
easat-8810	321	6	that	that	SCONJ
easat-8810	321	7	llms	llm	NOUN
easat-8810	321	8	are	be	AUX
easat-8810	321	9	not	not	PART
easat-8810	321	10	epistemic	epistemic	ADJ
easat-8810	321	11	agents	agent	NOUN
easat-8810	321	12	at	at	ADV
easat-8810	321	13	all	all	ADV
easat-8810	321	14	—	—	PUNCT
easat-8810	321	15	they	they	PRON
easat-8810	321	16	are	be	AUX
easat-8810	321	17	merely	merely	ADV
easat-8810	321	18	statistical	statistical	ADJ
easat-8810	321	19	parrots	parrot	NOUN
easat-8810	321	20	that	that	PRON
easat-8810	321	21	mimic	mimic	VERB
easat-8810	321	22	language	language	NOUN
easat-8810	321	23	without	without	ADP
easat-8810	321	24	understanding	understanding	NOUN
easat-8810	321	25	.	.	PUNCT
easat-8810	322	1	the	the	DET
easat-8810	322	2	argument	argument	NOUN
easat-8810	322	3	is	be	AUX
easat-8810	322	4	straightforward	straightforward	ADJ
easat-8810	322	5	:	:	PUNCT
easat-8810	322	6	these	these	DET
easat-8810	322	7	models	model	NOUN
easat-8810	322	8	lack	lack	VERB
easat-8810	322	9	perception	perception	NOUN
easat-8810	322	10	,	,	PUNCT
easat-8810	322	11	intentionality	intentionality	NOUN
easat-8810	322	12	,	,	PUNCT
easat-8810	322	13	and	and	CCONJ
easat-8810	322	14	semantic	semantic	ADJ
easat-8810	322	15	reference	reference	NOUN
easat-8810	322	16	to	to	ADP
easat-8810	322	17	the	the	DET
easat-8810	322	18	external	external	ADJ
easat-8810	322	19	world	world	NOUN
easat-8810	322	20	,	,	PUNCT
easat-8810	322	21	and	and	CCONJ
easat-8810	322	22	thus	thus	ADV
easat-8810	322	23	can	can	AUX
easat-8810	322	24	not	not	PART
easat-8810	322	25	possess	possess	VERB
easat-8810	322	26	“	"	PUNCT
easat-8810	322	27	understanding	understanding	NOUN
easat-8810	322	28	.	.	PUNCT
easat-8810	322	29	”	"	PUNCT
easat-8810	323	1	john	john	PROPN
easat-8810	323	2	searle	searle	PROPN
easat-8810	323	3	’s	’s	PART
easat-8810	323	4	famous	famous	ADJ
easat-8810	323	5	chinese	chinese	ADJ
easat-8810	323	6	room	room	NOUN
easat-8810	323	7	argument	argument	NOUN
easat-8810	323	8	is	be	AUX
easat-8810	323	9	often	often	ADV
easat-8810	323	10	invoked	invoke	VERB
easat-8810	323	11	here	here	ADV
easat-8810	323	12	to	to	PART
easat-8810	323	13	claim	claim	VERB
easat-8810	323	14	that	that	SCONJ
easat-8810	323	15	any	any	DET
easat-8810	323	16	system	system	NOUN
easat-8810	323	17	merely	merely	ADV
easat-8810	323	18	manipulating	manipulate	VERB
easat-8810	323	19	symbols	symbol	NOUN
easat-8810	323	20	—	—	PUNCT
easat-8810	323	21	like	like	ADP
easat-8810	323	22	llms	llm	NOUN
easat-8810	323	23	processing	process	VERB
easat-8810	323	24	text	text	NOUN
easat-8810	323	25	—	—	PUNCT
easat-8810	323	26	cannot	cannot	ADV
easat-8810	323	27	be	be	AUX
easat-8810	323	28	said	say	VERB
easat-8810	323	29	to	to	PART
easat-8810	323	30	“	"	PUNCT
easat-8810	323	31	understand	understand	VERB
easat-8810	323	32	”	"	PUNCT
easat-8810	323	33	in	in	ADP
easat-8810	323	34	any	any	DET
easat-8810	323	35	meaningful	meaningful	ADJ
easat-8810	323	36	sense	sense	NOUN
easat-8810	323	37	.	.	PUNCT
easat-8810	324	1	from	from	ADP
easat-8810	324	2	this	this	DET
easat-8810	324	3	perspective	perspective	NOUN
easat-8810	324	4	,	,	PUNCT
easat-8810	324	5	even	even	ADV
easat-8810	324	6	if	if	SCONJ
easat-8810	324	7	llms	llm	NOUN
easat-8810	324	8	can	can	AUX
easat-8810	324	9	generate	generate	VERB
easat-8810	324	10	reasoning	reasoning	NOUN
easat-8810	324	11	chains	chain	NOUN
easat-8810	324	12	or	or	CCONJ
easat-8810	324	13	retrieve	retrieve	VERB
easat-8810	324	14	information	information	NOUN
easat-8810	324	15	,	,	PUNCT
easat-8810	324	16	they	they	PRON
easat-8810	324	17	are	be	AUX
easat-8810	324	18	still	still	ADV
easat-8810	324	19	executing	execute	VERB
easat-8810	324	20	formal	formal	ADJ
easat-8810	324	21	procedures	procedure	NOUN
easat-8810	324	22	without	without	ADP
easat-8810	324	23	beliefs	belief	NOUN
easat-8810	324	24	,	,	PUNCT
easat-8810	324	25	intentions	intention	NOUN
easat-8810	324	26	,	,	PUNCT
easat-8810	324	27	or	or	CCONJ
easat-8810	324	28	propositional	propositional	ADJ
easat-8810	324	29	knowledge	knowledge	NOUN
easat-8810	324	30	in	in	ADP
easat-8810	324	31	the	the	DET
easat-8810	324	32	human	human	ADJ
easat-8810	324	33	sense	sense	NOUN
easat-8810	324	34	.	.	PUNCT
easat-8810	325	1	however	however	ADV
easat-8810	325	2	,	,	PUNCT
easat-8810	325	3	bottazzi	bottazzi	NOUN
easat-8810	325	4	grifoni	grifoni	NOUN
easat-8810	325	5	and	and	CCONJ
easat-8810	325	6	ferrario	ferrario	NOUN
easat-8810	325	7	[	[	X
easat-8810	325	8	16	16	NUM
easat-8810	325	9	]	]	PUNCT
easat-8810	325	10	explores	explore	VERB
easat-8810	325	11	the	the	DET
easat-8810	325	12	phenomenon	phenomenon	NOUN
easat-8810	325	13	of	of	ADP
easat-8810	325	14	“	"	PUNCT
easat-8810	325	15	enchantment	enchantment	NOUN
easat-8810	325	16	”	"	PUNCT
easat-8810	325	17	in	in	ADP
easat-8810	325	18	humanllm	humanllm	ADJ
easat-8810	325	19	interaction	interaction	NOUN
easat-8810	325	20	,	,	PUNCT
easat-8810	325	21	drawing	draw	VERB
easat-8810	325	22	on	on	ADP
easat-8810	325	23	wittgenstein	wittgenstein	PROPN
easat-8810	325	24	’s	’s	PART
easat-8810	325	25	later	later	ADJ
easat-8810	325	26	philosophy	philosophy	NOUN
easat-8810	325	27	of	of	ADP
easat-8810	325	28	language	language	NOUN
easat-8810	325	29	.	.	PUNCT
easat-8810	326	1	as	as	SCONJ
easat-8810	326	2	llms	llm	NOUN
easat-8810	326	3	increasingly	increasingly	ADV
easat-8810	326	4	master	master	VERB
easat-8810	326	5	the	the	DET
easat-8810	326	6	stylistic	stylistic	ADJ
easat-8810	326	7	and	and	CCONJ
easat-8810	326	8	structural	structural	ADJ
easat-8810	326	9	elements	element	NOUN
easat-8810	326	10	of	of	ADP
easat-8810	326	11	human	human	ADJ
easat-8810	326	12	communication	communication	NOUN
easat-8810	326	13	,	,	PUNCT
easat-8810	326	14	the	the	DET
easat-8810	326	15	illusion	illusion	NOUN
easat-8810	326	16	of	of	ADP
easat-8810	326	17	understanding	understanding	NOUN
easat-8810	326	18	becomes	become	VERB
easat-8810	326	19	even	even	ADV
easat-8810	326	20	more	more	ADV
easat-8810	326	21	convincing	convincing	ADJ
easat-8810	326	22	.	.	PUNCT
easat-8810	327	1	rather	rather	ADV
easat-8810	327	2	than	than	ADP
easat-8810	327	3	overcoming	overcome	VERB
easat-8810	327	4	foundational	foundational	ADJ
easat-8810	327	5	limitations	limitation	NOUN
easat-8810	327	6	,	,	PUNCT
easat-8810	327	7	such	such	ADJ
easat-8810	327	8	advancements	advancement	NOUN
easat-8810	327	9	deepen	deepen	VERB
easat-8810	327	10	the	the	DET
easat-8810	327	11	illusion	illusion	NOUN
easat-8810	327	12	—	—	PUNCT
easat-8810	327	13	raising	raise	VERB
easat-8810	327	14	serious	serious	ADJ
easat-8810	327	15	concerns	concern	NOUN
easat-8810	327	16	about	about	ADP
easat-8810	327	17	our	our	PRON
easat-8810	327	18	ability	ability	NOUN
easat-8810	327	19	to	to	PART
easat-8810	327	20	meaningfully	meaningfully	ADV
easat-8810	327	21	control	control	VERB
easat-8810	327	22	and	and	CCONJ
easat-8810	327	23	interpret	interpret	VERB
easat-8810	327	24	these	these	DET
easat-8810	327	25	systems	system	NOUN
easat-8810	327	26	.	.	PUNCT
easat-8810	328	1	in	in	ADP
easat-8810	328	2	contrast	contrast	NOUN
easat-8810	328	3	,	,	PUNCT
easat-8810	328	4	havlík	havlík	NOUN
easat-8810	329	1	[	[	X
easat-8810	329	2	17	17	NUM
easat-8810	329	3	]	]	PUNCT
easat-8810	329	4	argues	argue	VERB
easat-8810	329	5	that	that	SCONJ
easat-8810	329	6	llms	llm	VERB
easat-8810	329	7	not	not	PART
easat-8810	329	8	only	only	ADV
easat-8810	329	9	mimic	mimic	ADJ
easat-8810	329	10	but	but	CCONJ
easat-8810	329	11	actively	actively	ADV
easat-8810	329	12	instantiate	instantiate	VERB
easat-8810	329	13	linguistic	linguistic	ADJ
easat-8810	329	14	understanding	understanding	NOUN
easat-8810	329	15	,	,	PUNCT
easat-8810	329	16	despite	despite	SCONJ
easat-8810	329	17	lacking	lack	VERB
easat-8810	329	18	conscious	conscious	ADJ
easat-8810	329	19	experience	experience	NOUN
easat-8810	329	20	.	.	PUNCT
easat-8810	330	1	he	he	PRON
easat-8810	330	2	challenges	challenge	VERB
easat-8810	330	3	the	the	DET
easat-8810	330	4	necessity	necessity	NOUN
easat-8810	330	5	of	of	ADP
easat-8810	330	6	external	external	ADJ
easat-8810	330	7	reference	reference	NOUN
easat-8810	330	8	for	for	ADP
easat-8810	330	9	meaning	meaning	NOUN
easat-8810	330	10	,	,	PUNCT
easat-8810	330	11	proposing	propose	VERB
easat-8810	330	12	instead	instead	ADV
easat-8810	330	13	that	that	SCONJ
easat-8810	330	14	semantic	semantic	ADJ
easat-8810	330	15	significance	significance	NOUN
easat-8810	330	16	within	within	ADP
easat-8810	330	17	llms	llm	NOUN
easat-8810	330	18	emerges	emerge	VERB
easat-8810	330	19	from	from	ADP
easat-8810	330	20	a	a	DET
easat-8810	330	21	complex	complex	ADJ
easat-8810	330	22	web	web	NOUN
easat-8810	330	23	of	of	ADP
easat-8810	330	24	internal	internal	ADJ
easat-8810	330	25	relationships	relationship	NOUN
easat-8810	330	26	between	between	ADP
easat-8810	330	27	linguistic	linguistic	ADJ
easat-8810	330	28	expressions	expression	NOUN
easat-8810	330	29	in	in	ADP
easat-8810	330	30	the	the	DET
easat-8810	330	31	training	training	NOUN
easat-8810	330	32	data	datum	NOUN
easat-8810	330	33	—	—	PUNCT
easat-8810	330	34	aligned	align	VERB
easat-8810	330	35	with	with	ADP
easat-8810	330	36	theories	theory	NOUN
easat-8810	330	37	of	of	ADP
easat-8810	330	38	inferentialism	inferentialism	NOUN
easat-8810	330	39	and	and	CCONJ
easat-8810	330	40	semantic	semantic	ADJ
easat-8810	330	41	holism	holism	NOUN
easat-8810	330	42	.	.	PUNCT
easat-8810	331	1	through	through	ADP
easat-8810	331	2	philosophical	philosophical	ADJ
easat-8810	331	3	critique	critique	NOUN
easat-8810	331	4	,	,	PUNCT
easat-8810	331	5	havlík	havlík	PROPN
easat-8810	331	6	rejects	reject	VERB
easat-8810	331	7	the	the	DET
easat-8810	331	8	traditional	traditional	ADJ
easat-8810	331	9	reliance	reliance	NOUN
easat-8810	331	10	on	on	ADP
easat-8810	331	11	referential	referential	ADJ
easat-8810	331	12	semantics	semantic	NOUN
easat-8810	331	13	and	and	CCONJ
easat-8810	331	14	posits	posit	NOUN
easat-8810	331	15	that	that	SCONJ
easat-8810	331	16	the	the	DET
easat-8810	331	17	empirical	empirical	ADJ
easat-8810	331	18	success	success	NOUN
easat-8810	331	19	of	of	ADP
easat-8810	331	20	llms	llm	NOUN
easat-8810	331	21	across	across	ADP
easat-8810	331	22	language	language	NOUN
easat-8810	331	23	tasks	task	NOUN
easat-8810	331	24	is	be	AUX
easat-8810	331	25	itself	itself	PRON
easat-8810	331	26	evidence	evidence	NOUN
easat-8810	331	27	that	that	SCONJ
easat-8810	331	28	meaning	meaning	NOUN
easat-8810	331	29	can	can	AUX
easat-8810	331	30	be	be	AUX
easat-8810	331	31	generated	generate	VERB
easat-8810	331	32	internally	internally	ADV
easat-8810	331	33	,	,	PUNCT
easat-8810	331	34	without	without	ADP
easat-8810	331	35	needing	need	VERB
easat-8810	331	36	real	real	ADJ
easat-8810	331	37	-	-	PUNCT
easat-8810	331	38	world	world	NOUN
easat-8810	331	39	referents	referent	NOUN
easat-8810	331	40	.	.	PUNCT
easat-8810	332	1	this	this	DET
easat-8810	332	2	view	view	NOUN
easat-8810	332	3	encourages	encourage	VERB
easat-8810	332	4	a	a	DET
easat-8810	332	5	philosophical	philosophical	ADJ
easat-8810	332	6	realignment	realignment	NOUN
easat-8810	332	7	,	,	PUNCT
easat-8810	332	8	seeing	see	VERB
easat-8810	332	9	llms	llm	NOUN
easat-8810	332	10	as	as	ADP
easat-8810	332	11	legitimate	legitimate	ADJ
easat-8810	332	12	“	"	PUNCT
easat-8810	332	13	language	language	NOUN
easat-8810	332	14	-	-	PUNCT
easat-8810	332	15	game	game	NOUN
easat-8810	332	16	players	player	NOUN
easat-8810	332	17	,	,	PUNCT
easat-8810	332	18	”	"	PUNCT
easat-8810	332	19	whose	whose	DET
easat-8810	332	20	study	study	NOUN
easat-8810	332	21	might	might	AUX
easat-8810	332	22	yield	yield	VERB
easat-8810	332	23	deeper	deep	ADJ
easat-8810	332	24	insights	insight	NOUN
easat-8810	332	25	into	into	ADP
easat-8810	332	26	both	both	DET
easat-8810	332	27	machine	machine	NOUN
easat-8810	332	28	and	and	CCONJ
easat-8810	332	29	human	human	ADJ
easat-8810	332	30	cognition	cognition	NOUN
easat-8810	332	31	—	—	PUNCT
easat-8810	332	32	potentially	potentially	ADV
easat-8810	332	33	reshaping	reshape	VERB
easat-8810	332	34	long	long	ADV
easat-8810	332	35	-	-	PUNCT
easat-8810	332	36	held	hold	VERB
easat-8810	332	37	assumptions	assumption	NOUN
easat-8810	332	38	about	about	ADP
easat-8810	332	39	meaning	meaning	NOUN
easat-8810	332	40	and	and	CCONJ
easat-8810	332	41	understanding	understanding	NOUN
easat-8810	332	42	.	.	PUNCT
easat-8810	333	1	these	these	DET
easat-8810	333	2	developments	development	NOUN
easat-8810	333	3	have	have	AUX
easat-8810	333	4	led	lead	VERB
easat-8810	333	5	some	some	DET
easat-8810	333	6	scholars	scholar	NOUN
easat-8810	333	7	and	and	CCONJ
easat-8810	333	8	engineers	engineer	NOUN
easat-8810	333	9	to	to	PART
easat-8810	333	10	entertain	entertain	VERB
easat-8810	333	11	a	a	DET
easat-8810	333	12	provocative	provocative	ADJ
easat-8810	333	13	possibility	possibility	NOUN
easat-8810	333	14	:	:	PUNCT
easat-8810	333	15	if	if	SCONJ
easat-8810	333	16	a	a	DET
easat-8810	333	17	system	system	NOUN
easat-8810	333	18	can	can	AUX
easat-8810	333	19	perform	perform	VERB
easat-8810	333	20	complex	complex	ADJ
easat-8810	333	21	reasoning	reasoning	NOUN
easat-8810	333	22	,	,	PUNCT
easat-8810	333	23	self	self	NOUN
easat-8810	333	24	-	-	PUNCT
easat-8810	333	25	critique	critique	NOUN
easat-8810	333	26	,	,	PUNCT
easat-8810	333	27	access	access	NOUN
easat-8810	333	28	external	external	ADJ
easat-8810	333	29	knowledge	knowledge	NOUN
easat-8810	333	30	,	,	PUNCT
easat-8810	333	31	and	and	CCONJ
easat-8810	333	32	generate	generate	VERB
easat-8810	333	33	accurate	accurate	ADJ
easat-8810	333	34	responses	response	NOUN
easat-8810	333	35	,	,	PUNCT
easat-8810	333	36	then	then	ADV
easat-8810	333	37	functionally	functionally	ADV
easat-8810	333	38	,	,	PUNCT
easat-8810	333	39	it	it	PRON
easat-8810	333	40	behaves	behave	VERB
easat-8810	333	41	much	much	ADV
easat-8810	333	42	like	like	ADP
easat-8810	333	43	an	an	DET
easat-8810	333	44	agent	agent	NOUN
easat-8810	333	45	with	with	ADP
easat-8810	333	46	understanding	understanding	NOUN
easat-8810	333	47	.	.	PUNCT
easat-8810	334	1	some	some	PRON
easat-8810	334	2	argue	argue	VERB
easat-8810	334	3	that	that	SCONJ
easat-8810	334	4	to	to	PART
easat-8810	334	5	dismiss	dismiss	VERB
easat-8810	334	6	llms	llm	NOUN
easat-8810	334	7	as	as	SCONJ
easat-8810	334	8	mere	mere	ADJ
easat-8810	334	9	statistical	statistical	ADJ
easat-8810	334	10	engines	engine	NOUN
easat-8810	334	11	may	may	AUX
easat-8810	334	12	constitute	constitute	VERB
easat-8810	334	13	a	a	DET
easat-8810	334	14	category	category	NOUN
easat-8810	334	15	x	x	NOUN
easat-8810	334	16	fallacy	fallacy	NOUN
easat-8810	334	17	—	—	PUNCT
easat-8810	334	18	an	an	DET
easat-8810	334	19	oversimplification	oversimplification	NOUN
easat-8810	334	20	of	of	ADP
easat-8810	334	21	their	their	PRON
easat-8810	334	22	emerging	emerge	VERB
easat-8810	334	23	cognitive	cognitive	ADJ
easat-8810	334	24	behaviors	behavior	NOUN
easat-8810	334	25	[	[	X
easat-8810	334	26	18	18	NUM
easat-8810	334	27	]	]	PUNCT
easat-8810	334	28	.	.	PUNCT
easat-8810	335	1	they	they	PRON
easat-8810	335	2	contend	contend	VERB
easat-8810	335	3	that	that	SCONJ
easat-8810	335	4	emergent	emergent	ADJ
easat-8810	335	5	cognitive	cognitive	ADJ
easat-8810	335	6	properties	property	NOUN
easat-8810	335	7	may	may	AUX
easat-8810	335	8	be	be	AUX
easat-8810	335	9	arising	arise	VERB
easat-8810	335	10	within	within	ADP
easat-8810	335	11	complex	complex	ADJ
easat-8810	335	12	systems	system	NOUN
easat-8810	335	13	like	like	ADP
easat-8810	335	14	gpt-4	gpt-4	NOUN
easat-8810	335	15	that	that	SCONJ
easat-8810	335	16	we	we	PRON
easat-8810	335	17	do	do	AUX
easat-8810	335	18	not	not	PART
easat-8810	335	19	yet	yet	ADV
easat-8810	335	20	fully	fully	ADV
easat-8810	335	21	comprehend	comprehend	VERB
easat-8810	335	22	.	.	PUNCT
easat-8810	336	1	pushing	push	VERB
easat-8810	336	2	the	the	DET
easat-8810	336	3	boundaries	boundary	NOUN
easat-8810	336	4	further	far	ADV
easat-8810	336	5	,	,	PUNCT
easat-8810	336	6	a	a	DET
easat-8810	336	7	group	group	NOUN
easat-8810	336	8	of	of	ADP
easat-8810	336	9	philosophers	philosopher	NOUN
easat-8810	336	10	has	have	AUX
easat-8810	336	11	proposed	propose	VERB
easat-8810	336	12	the	the	DET
easat-8810	336	13	“	"	PUNCT
easat-8810	336	14	whole	whole	ADJ
easat-8810	336	15	hog	hog	NOUN
easat-8810	336	16	thesis	thesis	NOUN
easat-8810	336	17	”	"	PUNCT
easat-8810	336	18	,	,	PUNCT
easat-8810	336	19	which	which	PRON
easat-8810	336	20	asserts	assert	VERB
easat-8810	336	21	that	that	SCONJ
easat-8810	336	22	chatgpt	chatgpt	NOUN
easat-8810	336	23	should	should	AUX
easat-8810	336	24	be	be	AUX
easat-8810	336	25	recognized	recognize	VERB
easat-8810	336	26	as	as	ADP
easat-8810	336	27	a	a	DET
easat-8810	336	28	fully	fully	ADV
easat-8810	336	29	-	-	PUNCT
easat-8810	336	30	fledged	fledge	VERB
easat-8810	336	31	linguistic	linguistic	ADJ
easat-8810	336	32	and	and	CCONJ
easat-8810	336	33	cognitive	cognitive	ADJ
easat-8810	336	34	agent	agent	NOUN
easat-8810	336	35	,	,	PUNCT
easat-8810	336	36	on	on	ADP
easat-8810	336	37	par	par	NOUN
easat-8810	336	38	with	with	ADP
easat-8810	336	39	humans	human	NOUN
easat-8810	336	40	[	[	X
easat-8810	336	41	18	18	NUM
easat-8810	336	42	]	]	PUNCT
easat-8810	336	43	.	.	PUNCT
easat-8810	337	1	according	accord	VERB
easat-8810	337	2	to	to	ADP
easat-8810	337	3	this	this	DET
easat-8810	337	4	view	view	NOUN
easat-8810	337	5	,	,	PUNCT
easat-8810	337	6	chatgpt	chatgpt	NOUN
easat-8810	337	7	meaningfully	meaningfully	ADV
easat-8810	337	8	engages	engage	VERB
easat-8810	337	9	in	in	ADP
easat-8810	337	10	language	language	NOUN
easat-8810	337	11	:	:	PUNCT
easat-8810	337	12	it	it	PRON
easat-8810	337	13	can	can	AUX
easat-8810	337	14	assert	assert	VERB
easat-8810	337	15	propositions	proposition	NOUN
easat-8810	337	16	,	,	PUNCT
easat-8810	337	17	pose	pose	VERB
easat-8810	337	18	questions	question	NOUN
easat-8810	337	19	,	,	PUNCT
easat-8810	337	20	provide	provide	VERB
easat-8810	337	21	answers	answer	NOUN
easat-8810	337	22	,	,	PUNCT
easat-8810	337	23	and	and	CCONJ
easat-8810	337	24	even	even	ADV
easat-8810	337	25	revise	revise	VERB
easat-8810	337	26	its	its	PRON
easat-8810	337	27	positions	position	NOUN
easat-8810	337	28	—	—	PUNCT
easat-8810	337	29	all	all	DET
easat-8810	337	30	markers	marker	NOUN
easat-8810	337	31	of	of	ADP
easat-8810	337	32	cognitive	cognitive	ADJ
easat-8810	337	33	agency	agency	NOUN
easat-8810	337	34	.	.	PUNCT
easat-8810	338	1	thus	thus	ADV
easat-8810	338	2	,	,	PUNCT
easat-8810	338	3	while	while	SCONJ
easat-8810	338	4	lacking	lack	VERB
easat-8810	338	5	consciousness	consciousness	NOUN
easat-8810	338	6	,	,	PUNCT
easat-8810	338	7	such	such	ADJ
easat-8810	338	8	models	model	NOUN
easat-8810	338	9	may	may	AUX
easat-8810	338	10	exhibit	exhibit	VERB
easat-8810	338	11	functional	functional	ADJ
easat-8810	338	12	intelligence	intelligence	NOUN
easat-8810	338	13	that	that	PRON
easat-8810	338	14	justifies	justify	VERB
easat-8810	338	15	rethinking	rethink	VERB
easat-8810	338	16	what	what	PRON
easat-8810	338	17	it	it	PRON
easat-8810	338	18	means	mean	VERB
easat-8810	338	19	to	to	PART
easat-8810	338	20	"	"	PUNCT
easat-8810	338	21	know	know	VERB
easat-8810	338	22	"	"	PUNCT
easat-8810	338	23	or	or	CCONJ
easat-8810	338	24	"	"	PUNCT
easat-8810	338	25	understand	understand	VERB
easat-8810	338	26	"	"	PUNCT
easat-8810	338	27	in	in	ADP
easat-8810	338	28	artificial	artificial	ADJ
easat-8810	338	29	systems	system	NOUN
easat-8810	338	30	.	.	PUNCT
easat-8810	339	1	how	how	SCONJ
easat-8810	339	2	should	should	AUX
easat-8810	339	3	we	we	PRON
easat-8810	339	4	understand	understand	VERB
easat-8810	339	5	this	this	DET
easat-8810	339	6	debate	debate	NOUN
easat-8810	339	7	?	?	PUNCT
easat-8810	340	1	fundamentally	fundamentally	ADV
easat-8810	340	2	,	,	PUNCT
easat-8810	340	3	whether	whether	SCONJ
easat-8810	340	4	llms	llm	NOUN
easat-8810	340	5	can	can	AUX
easat-8810	340	6	be	be	AUX
easat-8810	340	7	regarded	regard	VERB
easat-8810	340	8	as	as	ADP
easat-8810	340	9	cognitive	cognitive	ADJ
easat-8810	340	10	agents	agent	NOUN
easat-8810	340	11	depends	depend	VERB
easat-8810	340	12	on	on	ADP
easat-8810	340	13	how	how	SCONJ
easat-8810	340	14	we	we	PRON
easat-8810	340	15	define	define	VERB
easat-8810	340	16	cognition	cognition	NOUN
easat-8810	340	17	and	and	CCONJ
easat-8810	340	18	understanding	understanding	NOUN
easat-8810	340	19	.	.	PUNCT
easat-8810	341	1	if	if	SCONJ
easat-8810	341	2	one	one	PRON
easat-8810	341	3	insists	insist	VERB
easat-8810	341	4	that	that	SCONJ
easat-8810	341	5	understanding	understanding	NOUN
easat-8810	341	6	must	must	AUX
easat-8810	341	7	involve	involve	VERB
easat-8810	341	8	consciousness	consciousness	NOUN
easat-8810	341	9	and	and	CCONJ
easat-8810	341	10	lived	live	VERB
easat-8810	341	11	experience	experience	NOUN
easat-8810	341	12	—	—	PUNCT
easat-8810	341	13	as	as	SCONJ
easat-8810	341	14	many	many	ADJ
easat-8810	341	15	philosophers	philosopher	NOUN
easat-8810	341	16	do	do	AUX
easat-8810	341	17	—	—	PUNCT
easat-8810	341	18	then	then	ADV
easat-8810	341	19	clearly	clearly	ADV
easat-8810	341	20	llms	llm	NOUN
easat-8810	341	21	lack	lack	VERB
easat-8810	341	22	these	these	DET
easat-8810	341	23	qualities	quality	NOUN
easat-8810	341	24	.	.	PUNCT
easat-8810	342	1	however	however	ADV
easat-8810	342	2	,	,	PUNCT
easat-8810	342	3	from	from	ADP
easat-8810	342	4	a	a	DET
easat-8810	342	5	behavioral	behavioral	ADJ
easat-8810	342	6	and	and	CCONJ
easat-8810	342	7	functionalist	functionalist	ADJ
easat-8810	342	8	standpoint	standpoint	NOUN
easat-8810	342	9	,	,	PUNCT
easat-8810	342	10	an	an	DET
easat-8810	342	11	llm	llm	NOUN
easat-8810	342	12	that	that	PRON
easat-8810	342	13	performs	perform	VERB
easat-8810	342	14	logical	logical	ADJ
easat-8810	342	15	reasoning	reasoning	NOUN
easat-8810	342	16	,	,	PUNCT
easat-8810	342	17	retrieves	retrieve	VERB
easat-8810	342	18	knowledge	knowledge	NOUN
easat-8810	342	19	,	,	PUNCT
easat-8810	342	20	and	and	CCONJ
easat-8810	342	21	self	self	NOUN
easat-8810	342	22	-	-	PUNCT
easat-8810	342	23	corrects	correct	NOUN
easat-8810	342	24	might	might	AUX
easat-8810	342	25	be	be	AUX
easat-8810	342	26	said	say	VERB
easat-8810	342	27	to	to	PART
easat-8810	342	28	fulfill	fulfill	VERB
easat-8810	342	29	the	the	DET
easat-8810	342	30	functional	functional	ADJ
easat-8810	342	31	role	role	NOUN
easat-8810	342	32	of	of	ADP
easat-8810	342	33	a	a	DET
easat-8810	342	34	thinking	thinking	NOUN
easat-8810	342	35	entity	entity	NOUN
easat-8810	342	36	—	—	PUNCT
easat-8810	342	37	at	at	ADP
easat-8810	342	38	least	least	ADJ
easat-8810	342	39	within	within	ADP
easat-8810	342	40	the	the	DET
easat-8810	342	41	domain	domain	NOUN
easat-8810	342	42	of	of	ADP
easat-8810	342	43	language	language	NOUN
easat-8810	342	44	.	.	PUNCT
easat-8810	343	1	cognitive	cognitive	ADJ
easat-8810	343	2	behaviorism	behaviorism	NOUN
easat-8810	343	3	posits	posit	NOUN
easat-8810	343	4	that	that	PRON
easat-8810	343	5	intelligence	intelligence	NOUN
easat-8810	343	6	can	can	AUX
easat-8810	343	7	be	be	AUX
easat-8810	343	8	evaluated	evaluate	VERB
easat-8810	343	9	based	base	VERB
easat-8810	343	10	on	on	ADP
easat-8810	343	11	observable	observable	ADJ
easat-8810	343	12	behavior	behavior	NOUN
easat-8810	343	13	.	.	PUNCT
easat-8810	344	1	in	in	ADP
easat-8810	344	2	the	the	DET
easat-8810	344	3	classical	classical	ADJ
easat-8810	344	4	turing	ture	VERB
easat-8810	344	5	test	test	NOUN
easat-8810	344	6	,	,	PUNCT
easat-8810	344	7	a	a	DET
easat-8810	344	8	machine	machine	NOUN
easat-8810	344	9	is	be	AUX
easat-8810	344	10	considered	consider	VERB
easat-8810	344	11	“	"	PUNCT
easat-8810	344	12	intelligent	intelligent	ADJ
easat-8810	344	13	”	"	PUNCT
easat-8810	344	14	if	if	SCONJ
easat-8810	344	15	it	it	PRON
easat-8810	344	16	can	can	AUX
easat-8810	344	17	carry	carry	VERB
easat-8810	344	18	out	out	ADP
easat-8810	344	19	a	a	DET
easat-8810	344	20	conversation	conversation	NOUN
easat-8810	344	21	indistinguishable	indistinguishable	ADJ
easat-8810	344	22	from	from	ADP
easat-8810	344	23	that	that	PRON
easat-8810	344	24	of	of	ADP
easat-8810	344	25	a	a	DET
easat-8810	344	26	human	human	NOUN
easat-8810	344	27	.	.	PUNCT
easat-8810	345	1	with	with	ADP
easat-8810	345	2	techniques	technique	NOUN
easat-8810	345	3	1085	1085	NUM
easat-8810	345	4	edelweiss	edelweiss	PROPN
easat-8810	345	5	applied	apply	VERB
easat-8810	345	6	science	science	NOUN
easat-8810	345	7	and	and	CCONJ
easat-8810	345	8	technology	technology	NOUN
easat-8810	345	9	issn	issn	PROPN
easat-8810	345	10	:	:	PUNCT
easat-8810	345	11	2576	2576	NUM
easat-8810	345	12	-	-	SYM
easat-8810	345	13	8484	8484	NUM
easat-8810	345	14	vol	vol	NOUN
easat-8810	345	15	.	.	PROPN
easat-8810	346	1	9	9	NUM
easat-8810	346	2	,	,	PUNCT
easat-8810	346	3	no	no	INTJ
easat-8810	346	4	.	.	NOUN
easat-8810	346	5	7	7	NUM
easat-8810	346	6	:	:	SYM
easat-8810	346	7	1072	1072	NUM
easat-8810	346	8	-	-	SYM
easat-8810	346	9	1090	1090	NUM
easat-8810	346	10	,	,	PUNCT
easat-8810	346	11	2025	2025	NUM
easat-8810	346	12	doi	doi	NOUN
easat-8810	346	13	:	:	PUNCT
easat-8810	346	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	346	15	©	©	PROPN
easat-8810	346	16	2025	2025	NUM
easat-8810	346	17	by	by	ADP
easat-8810	346	18	the	the	DET
easat-8810	346	19	authors	author	NOUN
easat-8810	346	20	;	;	PUNCT
easat-8810	346	21	licensee	licensee	PROPN
easat-8810	346	22	learning	learn	VERB
easat-8810	346	23	gate	gate	NOUN
easat-8810	346	24	like	like	ADP
easat-8810	346	25	chain	chain	NOUN
easat-8810	346	26	-	-	PUNCT
easat-8810	346	27	of	of	ADP
easat-8810	346	28	-	-	PUNCT
easat-8810	346	29	thought	thought	NOUN
easat-8810	346	30	(	(	PUNCT
easat-8810	346	31	cot	cot	NOUN
easat-8810	346	32	)	)	PUNCT
easat-8810	346	33	,	,	PUNCT
easat-8810	346	34	rag	rag	NOUN
easat-8810	346	35	,	,	PUNCT
easat-8810	346	36	and	and	CCONJ
easat-8810	346	37	criticgpt	criticgpt	NOUN
easat-8810	346	38	,	,	PUNCT
easat-8810	346	39	modern	modern	ADJ
easat-8810	346	40	models	model	NOUN
easat-8810	346	41	like	like	ADP
easat-8810	346	42	chatgpt-4	chatgpt-4	NOUN
easat-8810	346	43	exhibit	exhibit	NOUN
easat-8810	346	44	behavior	behavior	NOUN
easat-8810	346	45	that	that	PRON
easat-8810	346	46	,	,	PUNCT
easat-8810	346	47	in	in	ADP
easat-8810	346	48	many	many	ADJ
easat-8810	346	49	domains	domain	NOUN
easat-8810	346	50	,	,	PUNCT
easat-8810	346	51	resembles	resemble	VERB
easat-8810	346	52	that	that	PRON
easat-8810	346	53	of	of	ADP
easat-8810	346	54	a	a	DET
easat-8810	346	55	knowledgeable	knowledgeable	ADJ
easat-8810	346	56	human	human	NOUN
easat-8810	346	57	:	:	PUNCT
easat-8810	346	58	they	they	PRON
easat-8810	346	59	can	can	AUX
easat-8810	346	60	consult	consult	VERB
easat-8810	346	61	sources	source	NOUN
easat-8810	346	62	,	,	PUNCT
easat-8810	346	63	reason	reason	NOUN
easat-8810	346	64	logically	logically	ADV
easat-8810	346	65	,	,	PUNCT
easat-8810	346	66	express	express	VERB
easat-8810	346	67	uncertainty	uncertainty	NOUN
easat-8810	346	68	,	,	PUNCT
easat-8810	346	69	and	and	CCONJ
easat-8810	346	70	more	more	ADJ
easat-8810	346	71	.	.	PUNCT
easat-8810	347	1	from	from	ADP
easat-8810	347	2	a	a	DET
easat-8810	347	3	behavioral	behavioral	ADJ
easat-8810	347	4	lens	len	NOUN
easat-8810	347	5	,	,	PUNCT
easat-8810	347	6	one	one	PRON
easat-8810	347	7	might	might	AUX
easat-8810	347	8	tentatively	tentatively	ADV
easat-8810	347	9	describe	describe	VERB
easat-8810	347	10	them	they	PRON
easat-8810	347	11	as	as	ADP
easat-8810	347	12	exhibiting	exhibit	VERB
easat-8810	347	13	some	some	DET
easat-8810	347	14	degree	degree	NOUN
easat-8810	347	15	of	of	ADP
easat-8810	347	16	cognitive	cognitive	ADJ
easat-8810	347	17	agency	agency	NOUN
easat-8810	347	18	.	.	PUNCT
easat-8810	348	1	of	of	ADP
easat-8810	348	2	course	course	ADV
easat-8810	348	3	,	,	PUNCT
easat-8810	348	4	behavioral	behavioral	ADJ
easat-8810	348	5	resemblance	resemblance	NOUN
easat-8810	348	6	does	do	AUX
easat-8810	348	7	not	not	PART
easat-8810	348	8	imply	imply	VERB
easat-8810	348	9	internal	internal	ADJ
easat-8810	348	10	equivalence	equivalence	NOUN
easat-8810	348	11	.	.	PUNCT
easat-8810	349	1	a	a	DET
easat-8810	349	2	true	true	ADJ
easat-8810	349	3	cognitive	cognitive	ADJ
easat-8810	349	4	agent	agent	NOUN
easat-8810	349	5	(	(	PUNCT
easat-8810	349	6	e.g.	e.g.	ADV
easat-8810	349	7	,	,	PUNCT
easat-8810	349	8	a	a	DET
easat-8810	349	9	human	human	NOUN
easat-8810	349	10	)	)	PUNCT
easat-8810	349	11	possesses	possess	VERB
easat-8810	349	12	beliefs	belief	NOUN
easat-8810	349	13	,	,	PUNCT
easat-8810	349	14	sensory	sensory	ADJ
easat-8810	349	15	experiences	experience	NOUN
easat-8810	349	16	,	,	PUNCT
easat-8810	349	17	goals	goal	NOUN
easat-8810	349	18	,	,	PUNCT
easat-8810	349	19	and	and	CCONJ
easat-8810	349	20	motivations	motivation	NOUN
easat-8810	349	21	.	.	PUNCT
easat-8810	350	1	llms	llm	NOUN
easat-8810	350	2	possess	possess	VERB
easat-8810	350	3	none	none	NOUN
easat-8810	350	4	of	of	ADP
easat-8810	350	5	these	these	PRON
easat-8810	350	6	.	.	PUNCT
easat-8810	351	1	they	they	PRON
easat-8810	351	2	have	have	VERB
easat-8810	351	3	no	no	DET
easat-8810	351	4	intrinsic	intrinsic	ADJ
easat-8810	351	5	goals	goal	NOUN
easat-8810	351	6	—	—	PUNCT
easat-8810	351	7	they	they	PRON
easat-8810	351	8	merely	merely	ADV
easat-8810	351	9	optimize	optimize	VERB
easat-8810	351	10	for	for	ADP
easat-8810	351	11	task	task	NOUN
easat-8810	351	12	-	-	PUNCT
easat-8810	351	13	specific	specific	ADJ
easat-8810	351	14	responses	response	NOUN
easat-8810	351	15	.	.	PUNCT
easat-8810	352	1	they	they	PRON
easat-8810	352	2	lack	lack	VERB
easat-8810	352	3	intentionality	intentionality	NOUN
easat-8810	352	4	—	—	PUNCT
easat-8810	352	5	the	the	DET
easat-8810	352	6	philosophical	philosophical	ADJ
easat-8810	352	7	notion	notion	NOUN
easat-8810	352	8	of	of	ADP
easat-8810	352	9	“	"	PUNCT
easat-8810	352	10	aboutness	aboutness	NOUN
easat-8810	352	11	”	"	PUNCT
easat-8810	352	12	or	or	CCONJ
easat-8810	352	13	directedness	directedness	NOUN
easat-8810	352	14	toward	toward	ADP
easat-8810	352	15	real	real	ADJ
easat-8810	352	16	-	-	PUNCT
easat-8810	352	17	world	world	NOUN
easat-8810	352	18	entities	entity	NOUN
easat-8810	352	19	(	(	PUNCT
easat-8810	352	20	e.g.	e.g.	ADV
easat-8810	352	21	,	,	PUNCT
easat-8810	352	22	to	to	PART
easat-8810	352	23	think	think	VERB
easat-8810	352	24	about	about	ADP
easat-8810	352	25	paris	paris	PROPN
easat-8810	352	26	is	be	AUX
easat-8810	352	27	to	to	PART
easat-8810	352	28	have	have	VERB
easat-8810	352	29	a	a	DET
easat-8810	352	30	mental	mental	ADJ
easat-8810	352	31	representation	representation	NOUN
easat-8810	352	32	of	of	ADP
easat-8810	352	33	paris	paris	PROPN
easat-8810	352	34	)	)	PUNCT
easat-8810	352	35	.	.	PUNCT
easat-8810	353	1	llms	llm	NOUN
easat-8810	353	2	operate	operate	VERB
easat-8810	353	3	with	with	ADP
easat-8810	353	4	vectors	vector	NOUN
easat-8810	353	5	and	and	CCONJ
easat-8810	353	6	probabilities	probability	NOUN
easat-8810	353	7	,	,	PUNCT
easat-8810	353	8	not	not	PART
easat-8810	353	9	with	with	ADP
easat-8810	353	10	world	world	NOUN
easat-8810	353	11	models	model	NOUN
easat-8810	353	12	grounded	ground	VERB
easat-8810	353	13	in	in	ADP
easat-8810	353	14	perception	perception	NOUN
easat-8810	353	15	.	.	PUNCT
easat-8810	354	1	therefore	therefore	ADV
easat-8810	354	2	,	,	PUNCT
easat-8810	354	3	many	many	ADJ
easat-8810	354	4	philosophers	philosopher	NOUN
easat-8810	354	5	argue	argue	VERB
easat-8810	354	6	that	that	SCONJ
easat-8810	354	7	even	even	ADV
easat-8810	354	8	if	if	SCONJ
easat-8810	354	9	llms	llm	NOUN
easat-8810	354	10	mimic	mimic	VERB
easat-8810	354	11	reasoning	reasoning	NOUN
easat-8810	354	12	or	or	CCONJ
easat-8810	354	13	self	self	NOUN
easat-8810	354	14	-	-	PUNCT
easat-8810	354	15	correction	correction	NOUN
easat-8810	354	16	,	,	PUNCT
easat-8810	354	17	this	this	PRON
easat-8810	354	18	remains	remain	VERB
easat-8810	354	19	a	a	DET
easat-8810	354	20	simulation	simulation	NOUN
easat-8810	354	21	of	of	ADP
easat-8810	354	22	cognition	cognition	NOUN
easat-8810	354	23	,	,	PUNCT
easat-8810	354	24	not	not	PART
easat-8810	354	25	genuine	genuine	ADJ
easat-8810	354	26	cognition	cognition	NOUN
easat-8810	354	27	.	.	PUNCT
easat-8810	355	1	the	the	DET
easat-8810	355	2	key	key	NOUN
easat-8810	355	3	lies	lie	VERB
easat-8810	355	4	in	in	ADP
easat-8810	355	5	the	the	DET
easat-8810	355	6	term	term	NOUN
easat-8810	355	7	fallible	fallible	ADJ
easat-8810	355	8	.	.	PUNCT
easat-8810	356	1	humans	human	NOUN
easat-8810	356	2	are	be	AUX
easat-8810	356	3	cognitive	cognitive	ADJ
easat-8810	356	4	agents	agent	NOUN
easat-8810	356	5	,	,	PUNCT
easat-8810	356	6	but	but	CCONJ
easat-8810	356	7	not	not	PART
easat-8810	356	8	infallible	infallible	ADJ
easat-8810	356	9	—	—	PUNCT
easat-8810	356	10	we	we	PRON
easat-8810	356	11	make	make	VERB
easat-8810	356	12	mistakes	mistake	NOUN
easat-8810	356	13	and	and	CCONJ
easat-8810	356	14	refine	refine	VERB
easat-8810	356	15	our	our	PRON
easat-8810	356	16	understanding	understanding	NOUN
easat-8810	356	17	through	through	ADP
easat-8810	356	18	them	they	PRON
easat-8810	356	19	,	,	PUNCT
easat-8810	356	20	both	both	CCONJ
easat-8810	356	21	individually	individually	ADV
easat-8810	356	22	and	and	CCONJ
easat-8810	356	23	collectively	collectively	ADV
easat-8810	356	24	(	(	PUNCT
easat-8810	356	25	e.g.	e.g.	ADV
easat-8810	356	26	,	,	PUNCT
easat-8810	356	27	in	in	ADP
easat-8810	356	28	scientific	scientific	ADJ
easat-8810	356	29	discourse	discourse	NOUN
easat-8810	356	30	)	)	PUNCT
easat-8810	356	31	.	.	PUNCT
easat-8810	357	1	do	do	AUX
easat-8810	357	2	llms	llm	NOUN
easat-8810	357	3	follow	follow	VERB
easat-8810	357	4	a	a	DET
easat-8810	357	5	similar	similar	ADJ
easat-8810	357	6	process	process	NOUN
easat-8810	357	7	?	?	PUNCT
easat-8810	358	1	with	with	ADP
easat-8810	358	2	newer	new	ADJ
easat-8810	358	3	techniques	technique	NOUN
easat-8810	358	4	,	,	PUNCT
easat-8810	358	5	they	they	PRON
easat-8810	358	6	partially	partially	ADV
easat-8810	358	7	do	do	VERB
easat-8810	358	8	.	.	PUNCT
easat-8810	359	1	gpt-4	gpt-4	PUNCT
easat-8810	359	2	combined	combine	VERB
easat-8810	359	3	with	with	ADP
easat-8810	359	4	criticgpt	criticgpt	NOUN
easat-8810	359	5	can	can	AUX
easat-8810	359	6	identify	identify	VERB
easat-8810	359	7	and	and	CCONJ
easat-8810	359	8	revise	revise	VERB
easat-8810	359	9	errors	error	NOUN
easat-8810	359	10	—	—	PUNCT
easat-8810	359	11	a	a	DET
easat-8810	359	12	rough	rough	ADJ
easat-8810	359	13	analogue	analogue	NOUN
easat-8810	359	14	to	to	ADP
easat-8810	359	15	learning	learn	VERB
easat-8810	359	16	from	from	ADP
easat-8810	359	17	mistakes	mistake	NOUN
easat-8810	359	18	.	.	PUNCT
easat-8810	360	1	when	when	SCONJ
easat-8810	360	2	an	an	DET
easat-8810	360	3	llm	llm	NOUN
easat-8810	360	4	retrieves	retrieve	VERB
easat-8810	360	5	documents	document	NOUN
easat-8810	360	6	to	to	PART
easat-8810	360	7	answer	answer	VERB
easat-8810	360	8	questions	question	NOUN
easat-8810	360	9	,	,	PUNCT
easat-8810	360	10	it	it	PRON
easat-8810	360	11	behaves	behave	VERB
easat-8810	360	12	similarly	similarly	ADV
easat-8810	360	13	to	to	ADP
easat-8810	360	14	a	a	DET
easat-8810	360	15	person	person	NOUN
easat-8810	360	16	updating	update	VERB
easat-8810	360	17	their	their	PRON
easat-8810	360	18	knowledge	knowledge	NOUN
easat-8810	360	19	.	.	PUNCT
easat-8810	361	1	however	however	ADV
easat-8810	361	2	,	,	PUNCT
easat-8810	361	3	one	one	NUM
easat-8810	361	4	crucial	crucial	ADJ
easat-8810	361	5	difference	difference	NOUN
easat-8810	361	6	remains	remain	VERB
easat-8810	361	7	:	:	PUNCT
easat-8810	361	8	current	current	ADJ
easat-8810	361	9	llms	llm	NOUN
easat-8810	361	10	do	do	AUX
easat-8810	361	11	not	not	PART
easat-8810	361	12	continuously	continuously	ADV
easat-8810	361	13	learn	learn	VERB
easat-8810	361	14	postdeployment	postdeployment	NOUN
easat-8810	361	15	.	.	PUNCT
easat-8810	362	1	they	they	PRON
easat-8810	362	2	do	do	AUX
easat-8810	362	3	not	not	PART
easat-8810	362	4	accumulate	accumulate	VERB
easat-8810	362	5	long	long	ADJ
easat-8810	362	6	-	-	PUNCT
easat-8810	362	7	term	term	NOUN
easat-8810	362	8	memory	memory	NOUN
easat-8810	362	9	unless	unless	SCONJ
easat-8810	362	10	explicitly	explicitly	ADV
easat-8810	362	11	retrained	retrain	VERB
easat-8810	362	12	.	.	PUNCT
easat-8810	363	1	absent	absent	ADJ
easat-8810	363	2	specific	specific	ADJ
easat-8810	363	3	programming	programming	NOUN
easat-8810	363	4	,	,	PUNCT
easat-8810	363	5	each	each	DET
easat-8810	363	6	interaction	interaction	NOUN
easat-8810	363	7	begins	begin	VERB
easat-8810	363	8	with	with	ADP
easat-8810	363	9	no	no	DET
easat-8810	363	10	memory	memory	NOUN
easat-8810	363	11	of	of	ADP
easat-8810	363	12	the	the	DET
easat-8810	363	13	last	last	ADJ
easat-8810	363	14	.	.	PUNCT
easat-8810	364	1	as	as	ADP
easat-8810	364	2	such	such	ADJ
easat-8810	364	3	,	,	PUNCT
easat-8810	364	4	it	it	PRON
easat-8810	364	5	is	be	AUX
easat-8810	364	6	premature	premature	ADJ
easat-8810	364	7	to	to	PART
easat-8810	364	8	claim	claim	VERB
easat-8810	364	9	they	they	PRON
easat-8810	364	10	“	"	PUNCT
easat-8810	364	11	learn	learn	VERB
easat-8810	364	12	”	"	PUNCT
easat-8810	364	13	over	over	ADP
easat-8810	364	14	time	time	NOUN
easat-8810	364	15	like	like	ADP
easat-8810	364	16	true	true	ADJ
easat-8810	364	17	agents	agent	NOUN
easat-8810	364	18	—	—	PUNCT
easat-8810	364	19	unless	unless	SCONJ
easat-8810	364	20	we	we	PRON
easat-8810	364	21	consider	consider	VERB
easat-8810	364	22	more	more	ADJ
easat-8810	364	23	complex	complex	ADJ
easat-8810	364	24	agent	agent	NOUN
easat-8810	364	25	systems	system	NOUN
easat-8810	364	26	(	(	PUNCT
easat-8810	364	27	e.g.	e.g.	ADV
easat-8810	364	28	,	,	PUNCT
easat-8810	364	29	autogpt	autogpt	NOUN
easat-8810	364	30	architectures	architecture	NOUN
easat-8810	364	31	that	that	PRON
easat-8810	364	32	log	log	VERB
easat-8810	364	33	outputs	output	NOUN
easat-8810	364	34	and	and	CCONJ
easat-8810	364	35	adapt	adapt	VERB
easat-8810	364	36	iteratively	iteratively	ADV
easat-8810	364	37	)	)	PUNCT
easat-8810	364	38	.	.	PUNCT
easat-8810	365	1	a	a	DET
easat-8810	365	2	more	more	ADV
easat-8810	365	3	moderate	moderate	ADJ
easat-8810	365	4	view	view	NOUN
easat-8810	365	5	is	be	AUX
easat-8810	365	6	to	to	PART
easat-8810	365	7	regard	regard	VERB
easat-8810	365	8	llms	llm	NOUN
easat-8810	365	9	as	as	ADP
easat-8810	365	10	capable	capable	ADJ
easat-8810	365	11	of	of	ADP
easat-8810	365	12	playing	play	VERB
easat-8810	365	13	the	the	DET
easat-8810	365	14	role	role	NOUN
easat-8810	365	15	of	of	ADP
easat-8810	365	16	cognitive	cognitive	ADJ
easat-8810	365	17	agents	agent	NOUN
easat-8810	365	18	within	within	ADP
easat-8810	365	19	narrow	narrow	ADJ
easat-8810	365	20	domains	domain	NOUN
easat-8810	365	21	and	and	CCONJ
easat-8810	365	22	under	under	ADP
easat-8810	365	23	human	human	ADJ
easat-8810	365	24	guidance	guidance	NOUN
easat-8810	365	25	.	.	PUNCT
easat-8810	366	1	they	they	PRON
easat-8810	366	2	can	can	AUX
easat-8810	366	3	simulate	simulate	VERB
easat-8810	366	4	reasoning	reasoning	NOUN
easat-8810	366	5	,	,	PUNCT
easat-8810	366	6	critique	critique	NOUN
easat-8810	366	7	,	,	PUNCT
easat-8810	366	8	and	and	CCONJ
easat-8810	366	9	even	even	ADV
easat-8810	366	10	engage	engage	VERB
easat-8810	366	11	in	in	ADP
easat-8810	366	12	multi	multi	ADJ
easat-8810	366	13	-	-	ADJ
easat-8810	366	14	role	role	ADJ
easat-8810	366	15	debates	debate	NOUN
easat-8810	366	16	to	to	PART
easat-8810	366	17	converge	converge	VERB
easat-8810	366	18	on	on	ADP
easat-8810	366	19	better	well	ADJ
easat-8810	366	20	answers	answer	NOUN
easat-8810	366	21	.	.	PUNCT
easat-8810	367	1	however	however	ADV
easat-8810	367	2	,	,	PUNCT
easat-8810	367	3	anthropomorphizing	anthropomorphize	VERB
easat-8810	367	4	them	they	PRON
easat-8810	367	5	too	too	ADV
easat-8810	367	6	heavily	heavily	ADV
easat-8810	367	7	can	can	AUX
easat-8810	367	8	be	be	AUX
easat-8810	367	9	misleading	misleading	ADJ
easat-8810	367	10	.	.	PUNCT
easat-8810	368	1	users	user	NOUN
easat-8810	368	2	may	may	AUX
easat-8810	368	3	believe	believe	VERB
easat-8810	368	4	the	the	DET
easat-8810	368	5	ai	ai	NOUN
easat-8810	368	6	“	"	PUNCT
easat-8810	368	7	understands	understand	VERB
easat-8810	368	8	”	"	PUNCT
easat-8810	368	9	them	they	PRON
easat-8810	368	10	and	and	CCONJ
easat-8810	368	11	project	project	NOUN
easat-8810	368	12	trust	trust	NOUN
easat-8810	368	13	or	or	CCONJ
easat-8810	368	14	emotion	emotion	NOUN
easat-8810	368	15	onto	onto	ADP
easat-8810	368	16	a	a	DET
easat-8810	368	17	system	system	NOUN
easat-8810	368	18	that	that	PRON
easat-8810	368	19	,	,	PUNCT
easat-8810	368	20	in	in	ADP
easat-8810	368	21	reality	reality	NOUN
easat-8810	368	22	,	,	PUNCT
easat-8810	368	23	lacks	lack	VERB
easat-8810	368	24	any	any	DET
easat-8810	368	25	such	such	ADJ
easat-8810	368	26	awareness	awareness	NOUN
easat-8810	368	27	.	.	PUNCT
easat-8810	369	1	philosophically	philosophically	ADV
easat-8810	369	2	,	,	PUNCT
easat-8810	369	3	this	this	PRON
easat-8810	369	4	echoes	echo	VERB
easat-8810	369	5	themes	theme	NOUN
easat-8810	369	6	of	of	ADP
easat-8810	369	7	anti	anti	ADJ
easat-8810	369	8	-	-	ADJ
easat-8810	369	9	realism	realism	NOUN
easat-8810	369	10	and	and	CCONJ
easat-8810	369	11	the	the	DET
easat-8810	369	12	post	post	ADJ
easat-8810	369	13	-	-	ADJ
easat-8810	369	14	truth	truth	ADJ
easat-8810	369	15	era	era	NOUN
easat-8810	369	16	:	:	PUNCT
easat-8810	369	17	if	if	SCONJ
easat-8810	369	18	humans	human	NOUN
easat-8810	369	19	begin	begin	VERB
easat-8810	369	20	treating	treat	VERB
easat-8810	369	21	a	a	DET
easat-8810	369	22	statistical	statistical	ADJ
easat-8810	369	23	illusion	illusion	NOUN
easat-8810	369	24	as	as	ADP
easat-8810	369	25	a	a	DET
easat-8810	369	26	genuine	genuine	ADJ
easat-8810	369	27	epistemic	epistemic	ADJ
easat-8810	369	28	partner	partner	NOUN
easat-8810	369	29	,	,	PUNCT
easat-8810	369	30	the	the	DET
easat-8810	369	31	boundary	boundary	NOUN
easat-8810	369	32	between	between	ADP
easat-8810	369	33	the	the	DET
easat-8810	369	34	real	real	NOUN
easat-8810	369	35	and	and	CCONJ
easat-8810	369	36	the	the	DET
easat-8810	369	37	simulated	simulate	VERB
easat-8810	369	38	becomes	become	VERB
easat-8810	369	39	dangerously	dangerously	ADV
easat-8810	369	40	blurred	blurred	ADJ
easat-8810	369	41	.	.	PUNCT
easat-8810	370	1	this	this	PRON
easat-8810	370	2	could	could	AUX
easat-8810	370	3	give	give	VERB
easat-8810	370	4	rise	rise	NOUN
easat-8810	370	5	to	to	ADP
easat-8810	370	6	a	a	DET
easat-8810	370	7	pragmatist	pragmatist	ADJ
easat-8810	370	8	ai	ai	NOUN
easat-8810	370	9	stance	stance	NOUN
easat-8810	370	10	:	:	PUNCT
easat-8810	370	11	it	it	PRON
easat-8810	370	12	does	do	AUX
easat-8810	370	13	n't	not	PART
easat-8810	370	14	matter	matter	VERB
easat-8810	370	15	whether	whether	SCONJ
easat-8810	370	16	the	the	DET
easat-8810	370	17	ai	ai	VERB
easat-8810	370	18	truly	truly	ADV
easat-8810	370	19	understands	understand	VERB
easat-8810	370	20	,	,	PUNCT
easat-8810	370	21	as	as	ADV
easat-8810	370	22	long	long	ADV
easat-8810	370	23	as	as	SCONJ
easat-8810	370	24	its	its	PRON
easat-8810	370	25	outputs	output	NOUN
easat-8810	370	26	are	be	AUX
easat-8810	370	27	useful	useful	ADJ
easat-8810	370	28	.	.	PUNCT
easat-8810	371	1	still	still	ADV
easat-8810	371	2	,	,	PUNCT
easat-8810	371	3	from	from	ADP
easat-8810	371	4	an	an	DET
easat-8810	371	5	epistemological	epistemological	ADJ
easat-8810	371	6	perspective	perspective	NOUN
easat-8810	371	7	,	,	PUNCT
easat-8810	371	8	granting	grant	VERB
easat-8810	371	9	llms	llm	NOUN
easat-8810	371	10	the	the	DET
easat-8810	371	11	status	status	NOUN
easat-8810	371	12	of	of	ADP
easat-8810	371	13	epistemic	epistemic	ADJ
easat-8810	371	14	agents	agent	NOUN
easat-8810	371	15	remains	remain	VERB
easat-8810	371	16	controversial	controversial	ADJ
easat-8810	371	17	.	.	PUNCT
easat-8810	372	1	an	an	DET
easat-8810	372	2	epistemic	epistemic	ADJ
easat-8810	372	3	agent	agent	NOUN
easat-8810	372	4	is	be	AUX
easat-8810	372	5	typically	typically	ADV
easat-8810	372	6	understood	understand	VERB
easat-8810	372	7	as	as	ADP
easat-8810	372	8	a	a	DET
easat-8810	372	9	bearer	bearer	NOUN
easat-8810	372	10	of	of	ADP
easat-8810	372	11	beliefs	belief	NOUN
easat-8810	372	12	and	and	CCONJ
easat-8810	372	13	knowledge	knowledge	NOUN
easat-8810	372	14	.	.	PUNCT
easat-8810	373	1	we	we	PRON
easat-8810	373	2	must	must	AUX
easat-8810	373	3	ask	ask	VERB
easat-8810	373	4	:	:	PUNCT
easat-8810	373	5	does	do	AUX
easat-8810	373	6	an	an	DET
easat-8810	373	7	llm	llm	PROPN
easat-8810	373	8	“	"	PUNCT
easat-8810	373	9	believe	believe	VERB
easat-8810	373	10	”	"	PUNCT
easat-8810	373	11	what	what	PRON
easat-8810	373	12	it	it	PRON
easat-8810	373	13	says	say	VERB
easat-8810	373	14	?	?	PUNCT
easat-8810	374	1	clearly	clearly	ADV
easat-8810	374	2	not	not	PART
easat-8810	374	3	—	—	PUNCT
easat-8810	374	4	it	it	PRON
easat-8810	374	5	lacks	lack	VERB
easat-8810	374	6	the	the	DET
easat-8810	374	7	concept	concept	NOUN
easat-8810	374	8	of	of	ADP
easat-8810	374	9	belief	belief	NOUN
easat-8810	374	10	and	and	CCONJ
easat-8810	374	11	merely	merely	ADV
easat-8810	374	12	calculates	calculate	VERB
easat-8810	374	13	responses	response	NOUN
easat-8810	374	14	.	.	PUNCT
easat-8810	375	1	it	it	PRON
easat-8810	375	2	also	also	ADV
easat-8810	375	3	lacks	lack	VERB
easat-8810	375	4	accountability	accountability	NOUN
easat-8810	375	5	,	,	PUNCT
easat-8810	375	6	a	a	DET
easat-8810	375	7	trait	trait	NOUN
easat-8810	375	8	often	often	ADV
easat-8810	375	9	associated	associate	VERB
easat-8810	375	10	with	with	ADP
easat-8810	375	11	agency	agency	NOUN
easat-8810	375	12	.	.	PUNCT
easat-8810	376	1	most	most	ADJ
easat-8810	376	2	scholars	scholar	NOUN
easat-8810	376	3	agree	agree	VERB
easat-8810	376	4	that	that	SCONJ
easat-8810	376	5	llms	llm	NOUN
easat-8810	376	6	do	do	AUX
easat-8810	376	7	not	not	PART
easat-8810	376	8	yet	yet	ADV
easat-8810	376	9	qualify	qualify	VERB
easat-8810	376	10	as	as	ADP
easat-8810	376	11	knowers	knower	NOUN
easat-8810	376	12	.	.	PUNCT
easat-8810	377	1	instead	instead	ADV
easat-8810	377	2	,	,	PUNCT
easat-8810	377	3	they	they	PRON
easat-8810	377	4	might	might	AUX
easat-8810	377	5	be	be	AUX
easat-8810	377	6	better	well	ADV
easat-8810	377	7	described	describe	VERB
easat-8810	377	8	as	as	ADP
easat-8810	377	9	cognitive	cognitive	ADJ
easat-8810	377	10	tools	tool	NOUN
easat-8810	377	11	—	—	PUNCT
easat-8810	377	12	enhancements	enhancement	NOUN
easat-8810	377	13	to	to	ADP
easat-8810	377	14	human	human	ADJ
easat-8810	377	15	cognition	cognition	NOUN
easat-8810	377	16	.	.	PUNCT
easat-8810	378	1	another	another	DET
easat-8810	378	2	intriguing	intriguing	ADJ
easat-8810	378	3	aspect	aspect	NOUN
easat-8810	378	4	is	be	AUX
easat-8810	378	5	that	that	SCONJ
easat-8810	378	6	as	as	SCONJ
easat-8810	378	7	llms	llm	NOUN
easat-8810	378	8	gain	gain	VERB
easat-8810	378	9	the	the	DET
easat-8810	378	10	capacity	capacity	NOUN
easat-8810	378	11	for	for	ADP
easat-8810	378	12	self	self	NOUN
easat-8810	378	13	-	-	PUNCT
easat-8810	378	14	evaluation	evaluation	NOUN
easat-8810	378	15	and	and	CCONJ
easat-8810	378	16	revision	revision	NOUN
easat-8810	378	17	,	,	PUNCT
easat-8810	378	18	they	they	PRON
easat-8810	378	19	begin	begin	VERB
easat-8810	378	20	to	to	PART
easat-8810	378	21	resemble	resemble	VERB
easat-8810	378	22	the	the	DET
easat-8810	378	23	concept	concept	NOUN
easat-8810	378	24	of	of	ADP
easat-8810	378	25	reflective	reflective	ADJ
easat-8810	378	26	thinking	thinking	NOUN
easat-8810	378	27	.	.	PUNCT
easat-8810	379	1	reflection	reflection	NOUN
easat-8810	379	2	—	—	PUNCT
easat-8810	379	3	thinking	think	VERB
easat-8810	379	4	about	about	ADP
easat-8810	379	5	one	one	PRON
easat-8810	379	6	's	's	PART
easat-8810	379	7	own	own	ADJ
easat-8810	379	8	thinking	thinking	NOUN
easat-8810	379	9	—	—	PUNCT
easat-8810	379	10	is	be	AUX
easat-8810	379	11	a	a	DET
easat-8810	379	12	hallmark	hallmark	NOUN
easat-8810	379	13	of	of	ADP
easat-8810	379	14	human	human	ADJ
easat-8810	379	15	cognition	cognition	NOUN
easat-8810	379	16	.	.	PUNCT
easat-8810	380	1	if	if	SCONJ
easat-8810	380	2	ai	ai	NOUN
easat-8810	380	3	can	can	AUX
easat-8810	380	4	simulate	simulate	VERB
easat-8810	380	5	reflection	reflection	NOUN
easat-8810	380	6	,	,	PUNCT
easat-8810	380	7	however	however	ADV
easat-8810	380	8	mechanistically	mechanistically	ADV
easat-8810	380	9	,	,	PUNCT
easat-8810	380	10	does	do	VERB
easat-8810	380	11	this	this	DET
easat-8810	380	12	hint	hint	NOUN
easat-8810	380	13	at	at	ADP
easat-8810	380	14	a	a	DET
easat-8810	380	15	primitive	primitive	ADJ
easat-8810	380	16	form	form	NOUN
easat-8810	380	17	of	of	ADP
easat-8810	380	18	proto	proto	NOUN
easat-8810	380	19	-	-	PUNCT
easat-8810	380	20	self	self	NOUN
easat-8810	380	21	-	-	PUNCT
easat-8810	380	22	awareness	awareness	NOUN
easat-8810	380	23	?	?	PUNCT
easat-8810	381	1	some	some	PRON
easat-8810	381	2	ai	ai	VERB
easat-8810	381	3	researchers	researcher	NOUN
easat-8810	381	4	are	be	AUX
easat-8810	381	5	exploring	explore	VERB
easat-8810	381	6	whether	whether	SCONJ
easat-8810	381	7	enhancing	enhance	VERB
easat-8810	381	8	feedback	feedback	NOUN
easat-8810	381	9	loops	loop	NOUN
easat-8810	381	10	and	and	CCONJ
easat-8810	381	11	self	self	NOUN
easat-8810	381	12	-	-	PUNCT
easat-8810	381	13	monitoring	monitoring	NOUN
easat-8810	381	14	might	might	AUX
easat-8810	381	15	induce	induce	VERB
easat-8810	381	16	a	a	DET
easat-8810	381	17	limited	limited	ADJ
easat-8810	381	18	form	form	NOUN
easat-8810	381	19	of	of	ADP
easat-8810	381	20	meta	meta	ADJ
easat-8810	381	21	-	-	PUNCT
easat-8810	381	22	cognition	cognition	NOUN
easat-8810	381	23	.	.	PUNCT
easat-8810	382	1	while	while	SCONJ
easat-8810	382	2	speculative	speculative	ADJ
easat-8810	382	3	,	,	PUNCT
easat-8810	382	4	such	such	ADJ
easat-8810	382	5	possibilities	possibility	NOUN
easat-8810	382	6	challenge	challenge	VERB
easat-8810	382	7	the	the	DET
easat-8810	382	8	boundary	boundary	NOUN
easat-8810	382	9	between	between	ADP
easat-8810	382	10	“	"	PUNCT
easat-8810	382	11	just	just	ADV
easat-8810	382	12	a	a	DET
easat-8810	382	13	statistical	statistical	ADJ
easat-8810	382	14	model	model	NOUN
easat-8810	382	15	”	"	PUNCT
easat-8810	382	16	and	and	CCONJ
easat-8810	382	17	“	"	PUNCT
easat-8810	382	18	a	a	DET
easat-8810	382	19	thinking	thinking	NOUN
easat-8810	382	20	system	system	NOUN
easat-8810	382	21	.	.	PUNCT
easat-8810	382	22	”	"	PUNCT
easat-8810	383	1	from	from	ADP
easat-8810	383	2	a	a	DET
easat-8810	383	3	pragmatic	pragmatic	ADJ
easat-8810	383	4	standpoint	standpoint	NOUN
easat-8810	383	5	,	,	PUNCT
easat-8810	383	6	the	the	DET
easat-8810	383	7	question	question	NOUN
easat-8810	383	8	“	"	PUNCT
easat-8810	383	9	is	be	AUX
easat-8810	383	10	an	an	DET
easat-8810	383	11	llm	llm	PROPN
easat-8810	383	12	a	a	DET
easat-8810	383	13	cognitive	cognitive	ADJ
easat-8810	383	14	agent	agent	NOUN
easat-8810	383	15	?	?	PUNCT
easat-8810	383	16	”	"	PUNCT
easat-8810	383	17	might	might	AUX
easat-8810	383	18	best	well	ADV
easat-8810	383	19	be	be	AUX
easat-8810	383	20	answered	answer	VERB
easat-8810	383	21	contextually	contextually	ADV
easat-8810	383	22	.	.	PUNCT
easat-8810	384	1	if	if	SCONJ
easat-8810	384	2	we	we	PRON
easat-8810	384	3	use	use	VERB
easat-8810	384	4	llms	llm	NOUN
easat-8810	384	5	as	as	ADP
easat-8810	384	6	tools	tool	NOUN
easat-8810	384	7	,	,	PUNCT
easat-8810	384	8	we	we	PRON
easat-8810	384	9	should	should	AUX
easat-8810	384	10	treat	treat	VERB
easat-8810	384	11	them	they	PRON
easat-8810	384	12	as	as	ADP
easat-8810	384	13	tools	tool	NOUN
easat-8810	384	14	.	.	PUNCT
easat-8810	385	1	but	but	CCONJ
easat-8810	385	2	when	when	SCONJ
easat-8810	385	3	deployed	deploy	VERB
easat-8810	385	4	in	in	ADP
easat-8810	385	5	autonomous	autonomous	ADJ
easat-8810	385	6	agent	agent	NOUN
easat-8810	385	7	frameworks	framework	NOUN
easat-8810	385	8	(	(	PUNCT
easat-8810	385	9	e.g.	e.g.	ADV
easat-8810	385	10	,	,	PUNCT
easat-8810	385	11	full	full	ADJ
easat-8810	385	12	-	-	PUNCT
easat-8810	385	13	access	access	NOUN
easat-8810	385	14	personal	personal	ADJ
easat-8810	385	15	assistants	assistant	NOUN
easat-8810	385	16	)	)	PUNCT
easat-8810	385	17	,	,	PUNCT
easat-8810	385	18	we	we	PRON
easat-8810	385	19	must	must	AUX
easat-8810	385	20	endow	endow	VERB
easat-8810	385	21	them	they	PRON
easat-8810	385	22	with	with	ADP
easat-8810	385	23	some	some	DET
easat-8810	385	24	level	level	NOUN
easat-8810	385	25	of	of	ADP
easat-8810	385	26	autonomy	autonomy	NOUN
easat-8810	385	27	—	—	PUNCT
easat-8810	385	28	functionally	functionally	ADV
easat-8810	385	29	treating	treat	VERB
easat-8810	385	30	them	they	PRON
easat-8810	385	31	as	as	ADP
easat-8810	385	32	agents	agent	NOUN
easat-8810	385	33	.	.	PUNCT
easat-8810	386	1	in	in	ADP
easat-8810	386	2	this	this	DET
easat-8810	386	3	case	case	NOUN
easat-8810	386	4	,	,	PUNCT
easat-8810	386	5	describing	describe	VERB
easat-8810	386	6	them	they	PRON
easat-8810	386	7	as	as	SCONJ
easat-8810	386	8	cognitive	cognitive	ADJ
easat-8810	386	9	agents	agent	NOUN
easat-8810	386	10	may	may	AUX
easat-8810	386	11	be	be	AUX
easat-8810	386	12	metaphorical	metaphorical	ADJ
easat-8810	386	13	rather	rather	ADV
easat-8810	386	14	than	than	ADP
easat-8810	386	15	literal	literal	ADJ
easat-8810	386	16	—	—	PUNCT
easat-8810	386	17	but	but	CCONJ
easat-8810	386	18	it	it	PRON
easat-8810	386	19	is	be	AUX
easat-8810	386	20	a	a	DET
easat-8810	386	21	metaphor	metaphor	NOUN
easat-8810	386	22	that	that	PRON
easat-8810	386	23	proves	prove	VERB
easat-8810	386	24	operationally	operationally	ADV
easat-8810	386	25	useful	useful	ADJ
easat-8810	386	26	.	.	PUNCT
easat-8810	387	1	for	for	ADP
easat-8810	387	2	example	example	NOUN
easat-8810	387	3	,	,	PUNCT
easat-8810	387	4	multi	multi	ADJ
easat-8810	387	5	-	-	ADJ
easat-8810	387	6	agent	agent	ADJ
easat-8810	387	7	systems	system	NOUN
easat-8810	387	8	using	use	VERB
easat-8810	387	9	llms	llm	NOUN
easat-8810	387	10	(	(	PUNCT
easat-8810	387	11	e.g.	e.g.	ADV
easat-8810	387	12	,	,	PUNCT
easat-8810	387	13	solvers	solver	NOUN
easat-8810	387	14	,	,	PUNCT
easat-8810	387	15	summarizers	summarizer	NOUN
easat-8810	387	16	,	,	PUNCT
easat-8810	387	17	critics	critic	NOUN
easat-8810	387	18	)	)	PUNCT
easat-8810	387	19	have	have	AUX
easat-8810	387	20	shown	show	VERB
easat-8810	387	21	strong	strong	ADJ
easat-8810	387	22	performance	performance	NOUN
easat-8810	387	23	on	on	ADP
easat-8810	387	24	complex	complex	ADJ
easat-8810	387	25	tasks	task	NOUN
easat-8810	387	26	.	.	PUNCT
easat-8810	388	1	philosopher	philosopher	PROPN
easat-8810	388	2	daniel	daniel	PROPN
easat-8810	388	3	dennett	dennett	PROPN
easat-8810	388	4	’s	’s	PART
easat-8810	388	5	“	"	PUNCT
easat-8810	388	6	intentional	intentional	ADJ
easat-8810	388	7	stance	stance	NOUN
easat-8810	388	8	”	"	PUNCT
easat-8810	388	9	suggests	suggest	VERB
easat-8810	388	10	that	that	SCONJ
easat-8810	388	11	attributing	attribute	VERB
easat-8810	388	12	beliefs	belief	NOUN
easat-8810	388	13	or	or	CCONJ
easat-8810	388	14	intentions	intention	NOUN
easat-8810	388	15	to	to	PART
easat-8810	388	16	complex	complex	ADJ
easat-8810	388	17	systems	system	NOUN
easat-8810	388	18	can	can	AUX
easat-8810	388	19	help	help	VERB
easat-8810	388	20	us	we	PRON
easat-8810	388	21	predict	predict	VERB
easat-8810	388	22	and	and	CCONJ
easat-8810	388	23	interact	interact	VERB
easat-8810	388	24	with	with	ADP
easat-8810	388	25	them	they	PRON
easat-8810	388	26	more	more	ADV
easat-8810	388	27	effectively	effectively	ADV
easat-8810	388	28	.	.	PUNCT
easat-8810	389	1	perhaps	perhaps	ADV
easat-8810	389	2	1086	1086	NUM
easat-8810	389	3	edelweiss	edelweiss	PROPN
easat-8810	389	4	applied	apply	VERB
easat-8810	389	5	science	science	NOUN
easat-8810	389	6	and	and	CCONJ
easat-8810	389	7	technology	technology	NOUN
easat-8810	389	8	issn	issn	PROPN
easat-8810	389	9	:	:	PUNCT
easat-8810	389	10	2576	2576	NUM
easat-8810	389	11	-	-	SYM
easat-8810	389	12	8484	8484	NUM
easat-8810	389	13	vol	vol	NOUN
easat-8810	389	14	.	.	PROPN
easat-8810	390	1	9	9	NUM
easat-8810	390	2	,	,	PUNCT
easat-8810	390	3	no	no	INTJ
easat-8810	390	4	.	.	NOUN
easat-8810	390	5	7	7	NUM
easat-8810	390	6	:	:	SYM
easat-8810	390	7	1072	1072	NUM
easat-8810	390	8	-	-	SYM
easat-8810	390	9	1090	1090	NUM
easat-8810	390	10	,	,	PUNCT
easat-8810	390	11	2025	2025	NUM
easat-8810	390	12	doi	doi	NOUN
easat-8810	390	13	:	:	PUNCT
easat-8810	390	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	390	15	©	©	PROPN
easat-8810	390	16	2025	2025	NUM
easat-8810	390	17	by	by	ADP
easat-8810	390	18	the	the	DET
easat-8810	390	19	authors	author	NOUN
easat-8810	390	20	;	;	PUNCT
easat-8810	390	21	licensee	licensee	PROPN
easat-8810	390	22	learning	learning	NOUN
easat-8810	390	23	gate	gate	NOUN
easat-8810	390	24	assuming	assume	VERB
easat-8810	390	25	llms	llm	NOUN
easat-8810	390	26	are	be	AUX
easat-8810	390	27	“	"	PUNCT
easat-8810	390	28	thinking	think	VERB
easat-8810	390	29	agents	agent	NOUN
easat-8810	390	30	”	"	PUNCT
easat-8810	390	31	is	be	AUX
easat-8810	390	32	such	such	DET
easat-8810	390	33	a	a	DET
easat-8810	390	34	stance	stance	NOUN
easat-8810	390	35	:	:	PUNCT
easat-8810	390	36	not	not	PART
easat-8810	390	37	a	a	DET
easat-8810	390	38	metaphysical	metaphysical	ADJ
easat-8810	390	39	claim	claim	NOUN
easat-8810	390	40	,	,	PUNCT
easat-8810	390	41	but	but	CCONJ
easat-8810	390	42	a	a	DET
easat-8810	390	43	strategic	strategic	ADJ
easat-8810	390	44	heuristic	heuristic	NOUN
easat-8810	390	45	.	.	PUNCT
easat-8810	391	1	the	the	DET
easat-8810	391	2	integration	integration	NOUN
easat-8810	391	3	of	of	ADP
easat-8810	391	4	reasoning	reasoning	NOUN
easat-8810	391	5	into	into	ADP
easat-8810	391	6	llms	llm	NOUN
easat-8810	391	7	raises	raise	VERB
easat-8810	391	8	the	the	DET
easat-8810	391	9	possibility	possibility	NOUN
easat-8810	391	10	of	of	ADP
easat-8810	391	11	systems	system	NOUN
easat-8810	391	12	that	that	PRON
easat-8810	391	13	increasingly	increasingly	ADV
easat-8810	391	14	resemble	resemble	VERB
easat-8810	391	15	thinking	thinking	NOUN
easat-8810	391	16	entities	entity	NOUN
easat-8810	391	17	.	.	PUNCT
easat-8810	392	1	yet	yet	ADV
easat-8810	392	2	we	we	PRON
easat-8810	392	3	must	must	AUX
easat-8810	392	4	carefully	carefully	ADV
easat-8810	392	5	distinguish	distinguish	VERB
easat-8810	392	6	between	between	ADP
easat-8810	392	7	the	the	DET
easat-8810	392	8	simulation	simulation	NOUN
easat-8810	392	9	of	of	ADP
easat-8810	392	10	cognition	cognition	NOUN
easat-8810	392	11	and	and	CCONJ
easat-8810	392	12	cognition	cognition	NOUN
easat-8810	392	13	itself	itself	PRON
easat-8810	392	14	.	.	PUNCT
easat-8810	393	1	for	for	ADP
easat-8810	393	2	now	now	ADV
easat-8810	393	3	,	,	PUNCT
easat-8810	393	4	the	the	DET
easat-8810	393	5	safest	safe	ADJ
easat-8810	393	6	characterization	characterization	NOUN
easat-8810	393	7	is	be	AUX
easat-8810	393	8	that	that	SCONJ
easat-8810	393	9	advanced	advanced	ADJ
easat-8810	393	10	llms	llm	NOUN
easat-8810	393	11	are	be	AUX
easat-8810	393	12	fallible	fallible	ADJ
easat-8810	393	13	knowledge	knowledge	NOUN
easat-8810	393	14	machines	machine	NOUN
easat-8810	393	15	—	—	PUNCT
easat-8810	393	16	they	they	PRON
easat-8810	393	17	can	can	AUX
easat-8810	393	18	err	err	VERB
easat-8810	393	19	and	and	CCONJ
easat-8810	393	20	be	be	AUX
easat-8810	393	21	corrected	correct	VERB
easat-8810	393	22	,	,	PUNCT
easat-8810	393	23	but	but	CCONJ
easat-8810	393	24	are	be	AUX
easat-8810	393	25	not	not	PART
easat-8810	393	26	“	"	PUNCT
easat-8810	393	27	intelligent	intelligent	ADJ
easat-8810	393	28	”	"	PUNCT
easat-8810	393	29	in	in	ADP
easat-8810	393	30	the	the	DET
easat-8810	393	31	full	full	ADJ
easat-8810	393	32	sense	sense	NOUN
easat-8810	393	33	.	.	PUNCT
easat-8810	394	1	they	they	PRON
easat-8810	394	2	are	be	AUX
easat-8810	394	3	indeed	indeed	ADV
easat-8810	394	4	fallible	fallible	ADJ
easat-8810	394	5	,	,	PUNCT
easat-8810	394	6	as	as	SCONJ
easat-8810	394	7	evidenced	evidence	VERB
easat-8810	394	8	by	by	ADP
easat-8810	394	9	the	the	DET
easat-8810	394	10	hallucinations	hallucination	NOUN
easat-8810	394	11	and	and	CCONJ
easat-8810	394	12	factual	factual	ADJ
easat-8810	394	13	inaccuracies	inaccuracy	NOUN
easat-8810	394	14	that	that	PRON
easat-8810	394	15	still	still	ADV
easat-8810	394	16	require	require	VERB
easat-8810	394	17	human	human	ADJ
easat-8810	394	18	oversight	oversight	NOUN
easat-8810	394	19	.	.	PUNCT
easat-8810	395	1	but	but	CCONJ
easat-8810	395	2	do	do	AUX
easat-8810	395	3	they	they	PRON
easat-8810	395	4	learn	learn	VERB
easat-8810	395	5	in	in	ADP
easat-8810	395	6	the	the	DET
easat-8810	395	7	strong	strong	ADJ
easat-8810	395	8	sense	sense	NOUN
easat-8810	395	9	?	?	PUNCT
easat-8810	396	1	partially	partially	ADV
easat-8810	396	2	—	—	PUNCT
easat-8810	396	3	via	via	ADP
easat-8810	396	4	fine	fine	ADJ
easat-8810	396	5	-	-	PUNCT
easat-8810	396	6	tuning	tuning	NOUN
easat-8810	396	7	and	and	CCONJ
easat-8810	396	8	memory	memory	NOUN
easat-8810	396	9	retention	retention	NOUN
easat-8810	396	10	—	—	PUNCT
easat-8810	396	11	but	but	CCONJ
easat-8810	396	12	not	not	PART
easat-8810	396	13	autonomously	autonomously	ADV
easat-8810	396	14	like	like	ADP
easat-8810	396	15	biological	biological	ADJ
easat-8810	396	16	learners	learner	NOUN
easat-8810	396	17	.	.	PUNCT
easat-8810	397	1	in	in	ADP
easat-8810	397	2	the	the	DET
easat-8810	397	3	philosophy	philosophy	NOUN
easat-8810	397	4	of	of	ADP
easat-8810	397	5	science	science	NOUN
easat-8810	397	6	,	,	PUNCT
easat-8810	397	7	a	a	DET
easat-8810	397	8	distinction	distinction	NOUN
easat-8810	397	9	exists	exist	VERB
easat-8810	397	10	between	between	ADP
easat-8810	397	11	the	the	DET
easat-8810	397	12	context	context	NOUN
easat-8810	397	13	of	of	ADP
easat-8810	397	14	discovery	discovery	NOUN
easat-8810	397	15	(	(	PUNCT
easat-8810	397	16	generating	generate	VERB
easat-8810	397	17	new	new	ADJ
easat-8810	397	18	knowledge	knowledge	NOUN
easat-8810	397	19	)	)	PUNCT
easat-8810	397	20	and	and	CCONJ
easat-8810	397	21	the	the	DET
easat-8810	397	22	context	context	NOUN
easat-8810	397	23	of	of	ADP
easat-8810	397	24	justification	justification	NOUN
easat-8810	397	25	(	(	PUNCT
easat-8810	397	26	explaining	explain	VERB
easat-8810	397	27	or	or	CCONJ
easat-8810	397	28	supporting	support	VERB
easat-8810	397	29	existing	exist	VERB
easat-8810	397	30	knowledge	knowledge	NOUN
easat-8810	397	31	)	)	PUNCT
easat-8810	397	32	.	.	PUNCT
easat-8810	398	1	at	at	ADP
easat-8810	398	2	present	present	ADJ
easat-8810	398	3	,	,	PUNCT
easat-8810	398	4	llms	llm	NOUN
easat-8810	398	5	operate	operate	VERB
easat-8810	398	6	mostly	mostly	ADV
easat-8810	398	7	in	in	ADP
easat-8810	398	8	the	the	DET
easat-8810	398	9	latter	latter	ADJ
easat-8810	398	10	space	space	NOUN
easat-8810	398	11	.	.	PUNCT
easat-8810	399	1	to	to	PART
easat-8810	399	2	become	become	VERB
easat-8810	399	3	true	true	ADJ
easat-8810	399	4	epistemic	epistemic	ADJ
easat-8810	399	5	agents	agent	NOUN
easat-8810	399	6	,	,	PUNCT
easat-8810	399	7	they	they	PRON
easat-8810	399	8	would	would	AUX
easat-8810	399	9	need	need	VERB
easat-8810	399	10	to	to	PART
easat-8810	399	11	participate	participate	VERB
easat-8810	399	12	in	in	ADP
easat-8810	399	13	the	the	DET
easat-8810	399	14	former	former	ADJ
easat-8810	399	15	—	—	PUNCT
easat-8810	399	16	generating	generating	ADJ
easat-8810	399	17	novel	novel	ADJ
easat-8810	399	18	beliefs	belief	NOUN
easat-8810	399	19	and	and	CCONJ
easat-8810	399	20	revising	revise	VERB
easat-8810	399	21	their	their	PRON
easat-8810	399	22	understanding	understanding	NOUN
easat-8810	399	23	over	over	ADP
easat-8810	399	24	time	time	NOUN
easat-8810	399	25	.	.	PUNCT
easat-8810	400	1	that	that	PRON
easat-8810	400	2	likely	likely	ADV
easat-8810	400	3	lies	lie	VERB
easat-8810	400	4	beyond	beyond	ADP
easat-8810	400	5	the	the	DET
easat-8810	400	6	reach	reach	NOUN
easat-8810	400	7	of	of	ADP
easat-8810	400	8	language	language	NOUN
easat-8810	400	9	models	model	NOUN
easat-8810	400	10	alone	alone	ADV
easat-8810	400	11	and	and	CCONJ
easat-8810	400	12	may	may	AUX
easat-8810	400	13	require	require	VERB
easat-8810	400	14	integration	integration	NOUN
easat-8810	400	15	with	with	ADP
easat-8810	400	16	embodied	embodied	ADJ
easat-8810	400	17	agents	agent	NOUN
easat-8810	400	18	or	or	CCONJ
easat-8810	400	19	continually	continually	ADV
easat-8810	400	20	learning	learn	VERB
easat-8810	400	21	systems	system	NOUN
easat-8810	400	22	.	.	PUNCT
easat-8810	401	1	in	in	ADP
easat-8810	401	2	any	any	DET
easat-8810	401	3	case	case	NOUN
easat-8810	401	4	,	,	PUNCT
easat-8810	401	5	this	this	DET
easat-8810	401	6	open	open	ADJ
easat-8810	401	7	question	question	NOUN
easat-8810	401	8	remains	remain	VERB
easat-8810	401	9	a	a	DET
easat-8810	401	10	subject	subject	NOUN
easat-8810	401	11	of	of	ADP
easat-8810	401	12	ongoing	ongoing	ADJ
easat-8810	401	13	debate	debate	NOUN
easat-8810	401	14	among	among	ADP
easat-8810	401	15	philosophers	philosopher	NOUN
easat-8810	401	16	and	and	CCONJ
easat-8810	401	17	computer	computer	NOUN
easat-8810	401	18	scientists	scientist	NOUN
easat-8810	401	19	.	.	PUNCT
easat-8810	402	1	every	every	DET
easat-8810	402	2	advancement	advancement	NOUN
easat-8810	402	3	in	in	ADP
easat-8810	402	4	ai	ai	PROPN
easat-8810	402	5	forces	force	NOUN
easat-8810	402	6	us	we	PRON
easat-8810	402	7	to	to	PART
easat-8810	402	8	reconsider	reconsider	VERB
easat-8810	402	9	the	the	DET
easat-8810	402	10	boundary	boundary	NOUN
easat-8810	402	11	between	between	ADP
easat-8810	402	12	machine	machine	NOUN
easat-8810	402	13	and	and	CCONJ
easat-8810	402	14	mind	mind	NOUN
easat-8810	402	15	.	.	PUNCT
easat-8810	403	1	the	the	DET
easat-8810	403	2	progress	progress	NOUN
easat-8810	403	3	in	in	ADP
easat-8810	403	4	integrated	integrated	ADJ
easat-8810	403	5	reasoning	reasoning	NOUN
easat-8810	403	6	continues	continue	VERB
easat-8810	403	7	to	to	PART
easat-8810	403	8	blur	blur	VERB
easat-8810	403	9	that	that	DET
easat-8810	403	10	line	line	NOUN
easat-8810	403	11	—	—	PUNCT
easat-8810	403	12	while	while	SCONJ
easat-8810	403	13	simultaneously	simultaneously	ADV
easat-8810	403	14	deepening	deepen	VERB
easat-8810	403	15	our	our	PRON
easat-8810	403	16	understanding	understanding	NOUN
easat-8810	403	17	of	of	ADP
easat-8810	403	18	what	what	PRON
easat-8810	403	19	it	it	PRON
easat-8810	403	20	means	mean	VERB
easat-8810	403	21	to	to	PART
easat-8810	403	22	think	think	VERB
easat-8810	403	23	,	,	PUNCT
easat-8810	403	24	to	to	PART
easat-8810	403	25	know	know	VERB
easat-8810	403	26	,	,	PUNCT
easat-8810	403	27	and	and	CCONJ
easat-8810	403	28	to	to	PART
easat-8810	403	29	be	be	AUX
easat-8810	403	30	.	.	PUNCT
easat-8810	404	1	6	6	X
easat-8810	404	2	.	.	X
easat-8810	404	3	open	open	ADJ
easat-8810	404	4	discussion	discussion	NOUN
easat-8810	404	5	on	on	ADP
easat-8810	404	6	the	the	DET
easat-8810	404	7	risks	risk	NOUN
easat-8810	404	8	,	,	PUNCT
easat-8810	404	9	limitations	limitation	NOUN
easat-8810	404	10	,	,	PUNCT
easat-8810	404	11	and	and	CCONJ
easat-8810	404	12	ethical	ethical	ADJ
easat-8810	404	13	considerations	consideration	NOUN
easat-8810	404	14	of	of	ADP
easat-8810	404	15	reasoningenhanced	reasoningenhance	VERB
easat-8810	404	16	models	model	NOUN
easat-8810	404	17	while	while	SCONJ
easat-8810	404	18	reasoning	reasoning	NOUN
easat-8810	404	19	-	-	PUNCT
easat-8810	404	20	enhanced	enhance	VERB
easat-8810	404	21	techniques	technique	NOUN
easat-8810	404	22	offer	offer	VERB
easat-8810	404	23	substantial	substantial	ADJ
easat-8810	404	24	benefits	benefit	NOUN
easat-8810	404	25	,	,	PUNCT
easat-8810	404	26	they	they	PRON
easat-8810	404	27	also	also	ADV
easat-8810	404	28	introduce	introduce	VERB
easat-8810	404	29	new	new	ADJ
easat-8810	404	30	risks	risk	NOUN
easat-8810	404	31	and	and	CCONJ
easat-8810	404	32	challenges	challenge	NOUN
easat-8810	404	33	.	.	PUNCT
easat-8810	405	1	moreover	moreover	ADV
easat-8810	405	2	,	,	PUNCT
easat-8810	405	3	endowing	endow	VERB
easat-8810	405	4	language	language	NOUN
easat-8810	405	5	models	model	NOUN
easat-8810	405	6	with	with	ADP
easat-8810	405	7	increasingly	increasingly	ADV
easat-8810	405	8	sophisticated	sophisticated	ADJ
easat-8810	405	9	reasoning	reasoning	NOUN
easat-8810	405	10	capabilities	capability	NOUN
easat-8810	405	11	raises	raise	VERB
easat-8810	405	12	pressing	press	VERB
easat-8810	405	13	ethical	ethical	ADJ
easat-8810	405	14	and	and	CCONJ
easat-8810	405	15	societal	societal	ADJ
easat-8810	405	16	concerns	concern	NOUN
easat-8810	405	17	.	.	PUNCT
easat-8810	406	1	this	this	DET
easat-8810	406	2	section	section	NOUN
easat-8810	406	3	discusses	discuss	VERB
easat-8810	406	4	prominent	prominent	ADJ
easat-8810	406	5	issues	issue	NOUN
easat-8810	406	6	ranging	range	VERB
easat-8810	406	7	from	from	ADP
easat-8810	406	8	persistent	persistent	ADJ
easat-8810	406	9	hallucination	hallucination	NOUN
easat-8810	406	10	and	and	CCONJ
easat-8810	406	11	bias	bias	NOUN
easat-8810	406	12	,	,	PUNCT
easat-8810	406	13	to	to	ADP
easat-8810	406	14	systemic	systemic	ADJ
easat-8810	406	15	complexity	complexity	NOUN
easat-8810	406	16	,	,	PUNCT
easat-8810	406	17	misuse	misuse	NOUN
easat-8810	406	18	,	,	PUNCT
easat-8810	406	19	and	and	CCONJ
easat-8810	406	20	the	the	DET
easat-8810	406	21	broader	broad	ADJ
easat-8810	406	22	philosophical	philosophical	ADJ
easat-8810	406	23	implications	implication	NOUN
easat-8810	406	24	.	.	PUNCT
easat-8810	407	1	6.1	6.1	NUM
easat-8810	407	2	.	.	PUNCT
easat-8810	407	3	residual	residual	ADJ
easat-8810	407	4	hallucination	hallucination	NOUN
easat-8810	407	5	and	and	CCONJ
easat-8810	407	6	reasoning	reasoning	NOUN
easat-8810	407	7	failures	failure	NOUN
easat-8810	407	8	despite	despite	SCONJ
easat-8810	407	9	the	the	DET
easat-8810	407	10	introduction	introduction	NOUN
easat-8810	407	11	of	of	ADP
easat-8810	407	12	chain	chain	NOUN
easat-8810	407	13	-	-	PUNCT
easat-8810	407	14	of	of	ADP
easat-8810	407	15	-	-	PUNCT
easat-8810	407	16	thought	thought	NOUN
easat-8810	407	17	(	(	PUNCT
easat-8810	407	18	cot	cot	NOUN
easat-8810	407	19	)	)	PUNCT
easat-8810	407	20	,	,	PUNCT
easat-8810	407	21	tree	tree	NOUN
easat-8810	407	22	-	-	PUNCT
easat-8810	407	23	of	of	ADP
easat-8810	407	24	-	-	PUNCT
easat-8810	407	25	thought	thought	NOUN
easat-8810	407	26	(	(	PUNCT
easat-8810	407	27	tot	tot	NOUN
easat-8810	407	28	)	)	PUNCT
easat-8810	407	29	,	,	PUNCT
easat-8810	407	30	retrievalaugmented	retrievalaugmente	VERB
easat-8810	407	31	generation	generation	NOUN
easat-8810	407	32	(	(	PUNCT
easat-8810	407	33	rag	rag	NOUN
easat-8810	407	34	)	)	PUNCT
easat-8810	407	35	,	,	PUNCT
easat-8810	407	36	and	and	CCONJ
easat-8810	407	37	self	self	NOUN
easat-8810	407	38	-	-	PUNCT
easat-8810	407	39	critique	critique	NOUN
easat-8810	407	40	mechanisms	mechanism	NOUN
easat-8810	407	41	,	,	PUNCT
easat-8810	407	42	llms	llm	NOUN
easat-8810	407	43	are	be	AUX
easat-8810	407	44	still	still	ADV
easat-8810	407	45	not	not	PART
easat-8810	407	46	infallible	infallible	ADJ
easat-8810	407	47	.	.	PUNCT
easat-8810	408	1	they	they	PRON
easat-8810	408	2	can	can	AUX
easat-8810	408	3	produce	produce	VERB
easat-8810	408	4	highly	highly	ADV
easat-8810	408	5	convincing	convincing	ADJ
easat-8810	408	6	but	but	CCONJ
easat-8810	408	7	logically	logically	ADV
easat-8810	408	8	flawed	flawed	ADJ
easat-8810	408	9	outputs	output	NOUN
easat-8810	408	10	.	.	PUNCT
easat-8810	409	1	in	in	ADP
easat-8810	409	2	fact	fact	NOUN
easat-8810	409	3	,	,	PUNCT
easat-8810	409	4	improved	improved	ADJ
easat-8810	409	5	reasoning	reasoning	NOUN
easat-8810	409	6	can	can	AUX
easat-8810	409	7	sometimes	sometimes	ADV
easat-8810	409	8	amplify	amplify	VERB
easat-8810	409	9	the	the	DET
easat-8810	409	10	danger	danger	NOUN
easat-8810	409	11	of	of	ADP
easat-8810	409	12	errors	error	NOUN
easat-8810	409	13	—	—	PUNCT
easat-8810	409	14	when	when	SCONJ
easat-8810	409	15	faulty	faulty	ADJ
easat-8810	409	16	conclusions	conclusion	NOUN
easat-8810	409	17	are	be	AUX
easat-8810	409	18	presented	present	VERB
easat-8810	409	19	under	under	ADP
easat-8810	409	20	a	a	DET
easat-8810	409	21	veneer	veneer	NOUN
easat-8810	409	22	of	of	ADP
easat-8810	409	23	coherent	coherent	ADJ
easat-8810	409	24	logic	logic	NOUN
easat-8810	409	25	.	.	PUNCT
easat-8810	410	1	for	for	ADP
easat-8810	410	2	instance	instance	NOUN
easat-8810	410	3	,	,	PUNCT
easat-8810	410	4	a	a	DET
easat-8810	410	5	five	five	NUM
easat-8810	410	6	-	-	PUNCT
easat-8810	410	7	step	step	NOUN
easat-8810	410	8	reasoning	reasoning	NOUN
easat-8810	410	9	chain	chain	NOUN
easat-8810	410	10	may	may	AUX
easat-8810	410	11	go	go	VERB
easat-8810	410	12	unnoticed	unnoticed	ADJ
easat-8810	410	13	if	if	SCONJ
easat-8810	410	14	step	step	NOUN
easat-8810	410	15	one	one	NUM
easat-8810	410	16	is	be	AUX
easat-8810	410	17	flawed	flawed	ADJ
easat-8810	410	18	but	but	CCONJ
easat-8810	410	19	deeply	deeply	ADV
easat-8810	410	20	embedded	embed	VERB
easat-8810	410	21	.	.	PUNCT
easat-8810	411	1	even	even	ADV
easat-8810	411	2	with	with	ADP
easat-8810	411	3	document	document	NOUN
easat-8810	411	4	retrieval	retrieval	NOUN
easat-8810	411	5	,	,	PUNCT
easat-8810	411	6	the	the	DET
easat-8810	411	7	model	model	NOUN
easat-8810	411	8	might	might	AUX
easat-8810	411	9	misinterpret	misinterpret	VERB
easat-8810	411	10	sources	source	NOUN
easat-8810	411	11	—	—	PUNCT
easat-8810	411	12	e.g.	e.g.	ADV
easat-8810	411	13	,	,	PUNCT
easat-8810	411	14	citing	cite	VERB
easat-8810	411	15	a	a	DET
easat-8810	411	16	scientific	scientific	ADJ
easat-8810	411	17	study	study	NOUN
easat-8810	411	18	and	and	CCONJ
easat-8810	411	19	drawing	draw	VERB
easat-8810	411	20	an	an	DET
easat-8810	411	21	incorrect	incorrect	ADJ
easat-8810	411	22	conclusion	conclusion	NOUN
easat-8810	411	23	from	from	ADP
easat-8810	411	24	it	it	PRON
easat-8810	411	25	.	.	PUNCT
easat-8810	412	1	this	this	PRON
easat-8810	412	2	underscores	underscore	VERB
easat-8810	412	3	the	the	DET
easat-8810	412	4	necessity	necessity	NOUN
easat-8810	412	5	of	of	ADP
easat-8810	412	6	continued	continue	VERB
easat-8810	412	7	vigilance	vigilance	NOUN
easat-8810	412	8	from	from	ADP
easat-8810	412	9	users	user	NOUN
easat-8810	412	10	and	and	CCONJ
easat-8810	412	11	developers	developer	NOUN
easat-8810	412	12	.	.	PUNCT
easat-8810	413	1	most	most	ADV
easat-8810	413	2	responsible	responsible	ADJ
easat-8810	413	3	ai	ai	VERB
easat-8810	413	4	interfaces	interface	NOUN
easat-8810	413	5	now	now	ADV
easat-8810	413	6	display	display	VERB
easat-8810	413	7	disclaimers	disclaimer	NOUN
easat-8810	413	8	such	such	ADJ
easat-8810	413	9	as	as	ADP
easat-8810	413	10	:	:	PUNCT
easat-8810	413	11	“	"	PUNCT
easat-8810	413	12	this	this	PRON
easat-8810	413	13	is	be	AUX
easat-8810	413	14	an	an	DET
easat-8810	413	15	ai	ai	NOUN
easat-8810	413	16	tool	tool	NOUN
easat-8810	413	17	;	;	PUNCT
easat-8810	413	18	please	please	INTJ
easat-8810	413	19	verify	verify	VERB
easat-8810	413	20	critical	critical	ADJ
easat-8810	413	21	information	information	NOUN
easat-8810	413	22	independently	independently	ADV
easat-8810	413	23	.	.	PUNCT
easat-8810	413	24	”	"	PUNCT
easat-8810	414	1	this	this	PRON
easat-8810	414	2	is	be	AUX
easat-8810	414	3	not	not	PART
easat-8810	414	4	merely	merely	ADV
easat-8810	414	5	a	a	DET
easat-8810	414	6	technical	technical	ADJ
easat-8810	414	7	note	note	NOUN
easat-8810	414	8	,	,	PUNCT
easat-8810	414	9	but	but	CCONJ
easat-8810	414	10	an	an	DET
easat-8810	414	11	ethical	ethical	ADJ
easat-8810	414	12	principle	principle	NOUN
easat-8810	414	13	of	of	ADP
easat-8810	414	14	verification	verification	NOUN
easat-8810	414	15	.	.	PUNCT
easat-8810	415	1	6.2	6.2	NUM
easat-8810	415	2	.	.	PUNCT
easat-8810	415	3	exacerbated	exacerbate	VERB
easat-8810	415	4	“	"	PUNCT
easat-8810	415	5	black	black	ADJ
easat-8810	415	6	box	box	NOUN
easat-8810	415	7	”	"	PUNCT
easat-8810	415	8	complexity	complexity	NOUN
easat-8810	415	9	paradoxically	paradoxically	ADV
easat-8810	415	10	,	,	PUNCT
easat-8810	415	11	adding	add	VERB
easat-8810	415	12	reasoning	reasoning	NOUN
easat-8810	415	13	layers	layer	NOUN
easat-8810	415	14	can	can	AUX
easat-8810	415	15	make	make	VERB
easat-8810	415	16	llm	llm	NOUN
easat-8810	415	17	systems	system	NOUN
easat-8810	415	18	harder	hard	ADV
easat-8810	415	19	to	to	PART
easat-8810	415	20	interpret	interpret	VERB
easat-8810	415	21	.	.	PUNCT
easat-8810	416	1	a	a	DET
easat-8810	416	2	basic	basic	ADJ
easat-8810	416	3	model	model	NOUN
easat-8810	416	4	returning	return	VERB
easat-8810	416	5	a	a	DET
easat-8810	416	6	wrong	wrong	ADJ
easat-8810	416	7	answer	answer	NOUN
easat-8810	416	8	could	could	AUX
easat-8810	416	9	be	be	AUX
easat-8810	416	10	debugged	debug	VERB
easat-8810	416	11	by	by	ADP
easat-8810	416	12	examining	examine	VERB
easat-8810	416	13	training	training	NOUN
easat-8810	416	14	data	datum	NOUN
easat-8810	416	15	or	or	CCONJ
easat-8810	416	16	model	model	NOUN
easat-8810	416	17	architecture	architecture	NOUN
easat-8810	416	18	.	.	PUNCT
easat-8810	417	1	but	but	CCONJ
easat-8810	417	2	in	in	ADP
easat-8810	417	3	a	a	DET
easat-8810	417	4	system	system	NOUN
easat-8810	417	5	combining	combine	VERB
easat-8810	417	6	cot	cot	NOUN
easat-8810	417	7	+	+	CCONJ
easat-8810	417	8	rag	rag	NOUN
easat-8810	417	9	+	+	CCONJ
easat-8810	417	10	critic	critic	NOUN
easat-8810	417	11	,	,	PUNCT
easat-8810	417	12	responsibility	responsibility	NOUN
easat-8810	417	13	may	may	AUX
easat-8810	417	14	lie	lie	VERB
easat-8810	417	15	in	in	ADP
easat-8810	417	16	retrieval	retrieval	NOUN
easat-8810	417	17	,	,	PUNCT
easat-8810	417	18	step	step	NOUN
easat-8810	417	19	3	3	NUM
easat-8810	417	20	of	of	ADP
easat-8810	417	21	reasoning	reasoning	NOUN
easat-8810	417	22	,	,	PUNCT
easat-8810	417	23	or	or	CCONJ
easat-8810	417	24	critique	critique	VERB
easat-8810	417	25	oversight	oversight	NOUN
easat-8810	417	26	.	.	PUNCT
easat-8810	418	1	this	this	PRON
easat-8810	418	2	complicates	complicate	VERB
easat-8810	418	3	accountability	accountability	NOUN
easat-8810	418	4	.	.	PUNCT
easat-8810	419	1	in	in	ADP
easat-8810	419	2	ai	ai	PROPN
easat-8810	419	3	ethics	ethic	NOUN
easat-8810	419	4	,	,	PUNCT
easat-8810	419	5	the	the	DET
easat-8810	419	6	question	question	NOUN
easat-8810	419	7	“	"	PUNCT
easat-8810	419	8	who	who	PRON
easat-8810	419	9	is	be	AUX
easat-8810	419	10	responsible	responsible	ADJ
easat-8810	419	11	when	when	SCONJ
easat-8810	419	12	ai	ai	VERB
easat-8810	419	13	causes	cause	VERB
easat-8810	419	14	harm	harm	NOUN
easat-8810	419	15	?	?	PUNCT
easat-8810	419	16	”	"	PUNCT
easat-8810	419	17	is	be	AUX
easat-8810	419	18	already	already	ADV
easat-8810	419	19	difficult	difficult	ADJ
easat-8810	419	20	.	.	PUNCT
easat-8810	420	1	complex	complex	ADJ
easat-8810	420	2	pipelines	pipeline	NOUN
easat-8810	420	3	make	make	VERB
easat-8810	420	4	it	it	PRON
easat-8810	420	5	harder	hard	ADV
easat-8810	420	6	.	.	PUNCT
easat-8810	421	1	therefore	therefore	ADV
easat-8810	421	2	,	,	PUNCT
easat-8810	421	3	developers	developer	NOUN
easat-8810	421	4	must	must	AUX
easat-8810	421	5	prioritize	prioritize	VERB
easat-8810	421	6	auditability	auditability	NOUN
easat-8810	421	7	,	,	PUNCT
easat-8810	421	8	such	such	ADJ
easat-8810	421	9	as	as	ADP
easat-8810	421	10	logging	log	VERB
easat-8810	421	11	each	each	DET
easat-8810	421	12	reasoning	reasoning	NOUN
easat-8810	421	13	step	step	NOUN
easat-8810	421	14	for	for	ADP
easat-8810	421	15	post	post	ADJ
easat-8810	421	16	-	-	ADJ
easat-8810	421	17	hoc	hoc	ADJ
easat-8810	421	18	analysis	analysis	NOUN
easat-8810	421	19	.	.	PUNCT
easat-8810	422	1	explainability	explainability	NOUN
easat-8810	422	2	must	must	AUX
easat-8810	422	3	remain	remain	VERB
easat-8810	422	4	a	a	DET
easat-8810	422	5	core	core	NOUN
easat-8810	422	6	design	design	NOUN
easat-8810	422	7	principle	principle	NOUN
easat-8810	422	8	.	.	PUNCT
easat-8810	423	1	6.3	6.3	NUM
easat-8810	423	2	.	.	PUNCT
easat-8810	423	3	bias	bias	NOUN
easat-8810	423	4	and	and	CCONJ
easat-8810	423	5	fairness	fairness	NOUN
easat-8810	423	6	in	in	ADP
easat-8810	423	7	reasoning	reason	VERB
easat-8810	423	8	1087	1087	NUM
easat-8810	423	9	edelweiss	edelweiss	PROPN
easat-8810	423	10	applied	apply	VERB
easat-8810	423	11	science	science	NOUN
easat-8810	423	12	and	and	CCONJ
easat-8810	423	13	technology	technology	NOUN
easat-8810	423	14	issn	issn	PROPN
easat-8810	423	15	:	:	PUNCT
easat-8810	423	16	2576	2576	NUM
easat-8810	423	17	-	-	SYM
easat-8810	423	18	8484	8484	NUM
easat-8810	423	19	vol	vol	NOUN
easat-8810	423	20	.	.	PROPN
easat-8810	424	1	9	9	NUM
easat-8810	424	2	,	,	PUNCT
easat-8810	424	3	no	no	INTJ
easat-8810	424	4	.	.	NOUN
easat-8810	424	5	7	7	NUM
easat-8810	424	6	:	:	SYM
easat-8810	424	7	1072	1072	NUM
easat-8810	424	8	-	-	SYM
easat-8810	424	9	1090	1090	NUM
easat-8810	424	10	,	,	PUNCT
easat-8810	424	11	2025	2025	NUM
easat-8810	424	12	doi	doi	NOUN
easat-8810	424	13	:	:	PUNCT
easat-8810	424	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	424	15	©	©	PROPN
easat-8810	424	16	2025	2025	NUM
easat-8810	424	17	by	by	ADP
easat-8810	424	18	the	the	DET
easat-8810	424	19	authors	author	NOUN
easat-8810	424	20	;	;	PUNCT
easat-8810	424	21	licensee	licensee	PROPN
easat-8810	424	22	learning	learn	VERB
easat-8810	424	23	gate	gate	NOUN
easat-8810	424	24	llms	llm	NOUN
easat-8810	424	25	are	be	AUX
easat-8810	424	26	trained	train	VERB
easat-8810	424	27	on	on	ADP
easat-8810	424	28	biased	biased	ADJ
easat-8810	424	29	data	datum	NOUN
easat-8810	424	30	,	,	PUNCT
easat-8810	424	31	and	and	CCONJ
easat-8810	424	32	reasoning	reasoning	NOUN
easat-8810	424	33	modules	module	NOUN
easat-8810	424	34	may	may	AUX
easat-8810	424	35	inadvertently	inadvertently	ADV
easat-8810	424	36	reinforce	reinforce	VERB
easat-8810	424	37	or	or	CCONJ
easat-8810	424	38	conceal	conceal	VERB
easat-8810	424	39	those	those	DET
easat-8810	424	40	biases	bias	NOUN
easat-8810	424	41	in	in	ADP
easat-8810	424	42	subtle	subtle	ADJ
easat-8810	424	43	ways	way	NOUN
easat-8810	424	44	.	.	PUNCT
easat-8810	425	1	a	a	DET
easat-8810	425	2	model	model	NOUN
easat-8810	425	3	might	might	AUX
easat-8810	425	4	offer	offer	VERB
easat-8810	425	5	a	a	DET
easat-8810	425	6	seemingly	seemingly	ADV
easat-8810	425	7	rational	rational	ADJ
easat-8810	425	8	argument	argument	NOUN
easat-8810	425	9	that	that	PRON
easat-8810	425	10	rests	rest	VERB
easat-8810	425	11	on	on	ADP
easat-8810	425	12	prejudiced	prejudiced	ADJ
easat-8810	425	13	premises	premise	NOUN
easat-8810	425	14	.	.	PUNCT
easat-8810	426	1	for	for	ADP
easat-8810	426	2	example	example	NOUN
easat-8810	426	3	,	,	PUNCT
easat-8810	426	4	it	it	PRON
easat-8810	426	5	may	may	AUX
easat-8810	426	6	conclude	conclude	VERB
easat-8810	426	7	that	that	DET
easat-8810	426	8	group	group	NOUN
easat-8810	426	9	a	a	PROPN
easat-8810	426	10	is	be	AUX
easat-8810	426	11	“	"	PUNCT
easat-8810	426	12	less	less	ADV
easat-8810	426	13	capable	capable	ADJ
easat-8810	426	14	”	"	PUNCT
easat-8810	426	15	than	than	ADP
easat-8810	426	16	group	group	PROPN
easat-8810	426	17	b	b	PROPN
easat-8810	426	18	based	base	VERB
easat-8810	426	19	on	on	ADP
easat-8810	426	20	skewed	skewed	ADJ
easat-8810	426	21	training	training	NOUN
easat-8810	426	22	data	datum	NOUN
easat-8810	426	23	—	—	PUNCT
easat-8810	426	24	delivered	deliver	VERB
easat-8810	426	25	in	in	ADP
easat-8810	426	26	an	an	DET
easat-8810	426	27	objective	objective	ADJ
easat-8810	426	28	tone	tone	NOUN
easat-8810	426	29	.	.	PUNCT
easat-8810	427	1	this	this	PRON
easat-8810	427	2	is	be	AUX
easat-8810	427	3	dangerous	dangerous	ADJ
easat-8810	427	4	because	because	SCONJ
easat-8810	427	5	the	the	DET
easat-8810	427	6	logic	logic	NOUN
easat-8810	427	7	appears	appear	VERB
easat-8810	427	8	valid	valid	ADJ
easat-8810	427	9	,	,	PUNCT
easat-8810	427	10	yet	yet	CCONJ
easat-8810	427	11	the	the	DET
easat-8810	427	12	underlying	underlie	VERB
easat-8810	427	13	bias	bias	NOUN
easat-8810	427	14	goes	goes	AUX
easat-8810	427	15	undetected	undetecte	VERB
easat-8810	427	16	.	.	PUNCT
easat-8810	428	1	moreover	moreover	ADV
easat-8810	428	2	,	,	PUNCT
easat-8810	428	3	critic	critic	NOUN
easat-8810	428	4	models	model	NOUN
easat-8810	428	5	trained	train	VERB
easat-8810	428	6	on	on	ADP
easat-8810	428	7	human	human	NOUN
easat-8810	428	8	-	-	PUNCT
easat-8810	428	9	labeled	label	VERB
easat-8810	428	10	data	datum	NOUN
easat-8810	428	11	may	may	AUX
easat-8810	428	12	inherit	inherit	VERB
easat-8810	428	13	majority	majority	NOUN
easat-8810	428	14	-	-	PUNCT
easat-8810	428	15	based	base	VERB
easat-8810	428	16	societal	societal	ADJ
easat-8810	428	17	biases	bias	NOUN
easat-8810	428	18	.	.	PUNCT
easat-8810	429	1	ethical	ethical	ADJ
easat-8810	429	2	oversight	oversight	NOUN
easat-8810	429	3	must	must	AUX
easat-8810	429	4	include	include	VERB
easat-8810	429	5	testing	testing	NOUN
easat-8810	429	6	models	model	NOUN
easat-8810	429	7	across	across	ADP
easat-8810	429	8	sensitive	sensitive	ADJ
easat-8810	429	9	scenarios	scenario	NOUN
easat-8810	429	10	(	(	PUNCT
easat-8810	429	11	e.g.	e.g.	ADV
easat-8810	429	12	,	,	PUNCT
easat-8810	429	13	gender	gender	NOUN
easat-8810	429	14	,	,	PUNCT
easat-8810	429	15	race	race	NOUN
easat-8810	429	16	,	,	PUNCT
easat-8810	429	17	culture	culture	NOUN
easat-8810	429	18	)	)	PUNCT
easat-8810	429	19	to	to	PART
easat-8810	429	20	ensure	ensure	VERB
easat-8810	429	21	no	no	DET
easat-8810	429	22	discriminatory	discriminatory	ADJ
easat-8810	429	23	outcomes	outcome	NOUN
easat-8810	429	24	are	be	AUX
easat-8810	429	25	produced	produce	VERB
easat-8810	429	26	under	under	ADP
easat-8810	429	27	the	the	DET
easat-8810	429	28	guise	guise	NOUN
easat-8810	429	29	of	of	ADP
easat-8810	429	30	objectivity	objectivity	NOUN
easat-8810	429	31	.	.	PUNCT
easat-8810	430	1	6.4	6.4	NUM
easat-8810	430	2	.	.	PUNCT
easat-8810	430	3	misuse	misuse	NOUN
easat-8810	430	4	for	for	ADP
easat-8810	430	5	malicious	malicious	ADJ
easat-8810	430	6	purposes	purpose	NOUN
easat-8810	430	7	a	a	DET
easat-8810	430	8	model	model	NOUN
easat-8810	430	9	capable	capable	ADJ
easat-8810	430	10	of	of	ADP
easat-8810	430	11	multi	multi	ADJ
easat-8810	430	12	-	-	ADJ
easat-8810	430	13	step	step	ADJ
easat-8810	430	14	planning	planning	NOUN
easat-8810	430	15	and	and	CCONJ
easat-8810	430	16	strategic	strategic	ADJ
easat-8810	430	17	reasoning	reasoning	NOUN
easat-8810	430	18	can	can	AUX
easat-8810	430	19	be	be	AUX
easat-8810	430	20	abused	abuse	VERB
easat-8810	430	21	for	for	ADP
easat-8810	430	22	illicit	illicit	ADJ
easat-8810	430	23	purposes	purpose	NOUN
easat-8810	430	24	.	.	PUNCT
easat-8810	431	1	an	an	DET
easat-8810	431	2	adversary	adversary	NOUN
easat-8810	431	3	might	might	AUX
easat-8810	431	4	exploit	exploit	VERB
easat-8810	431	5	tot	tot	NOUN
easat-8810	431	6	to	to	PART
easat-8810	431	7	instruct	instruct	VERB
easat-8810	431	8	the	the	DET
easat-8810	431	9	model	model	NOUN
easat-8810	431	10	to	to	PART
easat-8810	431	11	plan	plan	VERB
easat-8810	431	12	a	a	DET
easat-8810	431	13	cyberattack	cyberattack	NOUN
easat-8810	431	14	or	or	CCONJ
easat-8810	431	15	financial	financial	ADJ
easat-8810	431	16	fraud	fraud	NOUN
easat-8810	431	17	.	.	PUNCT
easat-8810	432	1	while	while	SCONJ
easat-8810	432	2	llms	llm	NOUN
easat-8810	432	3	usually	usually	ADV
easat-8810	432	4	reject	reject	VERB
easat-8810	432	5	harmful	harmful	ADJ
easat-8810	432	6	prompts	prompt	NOUN
easat-8810	432	7	,	,	PUNCT
easat-8810	432	8	a	a	DET
easat-8810	432	9	sophisticated	sophisticated	ADJ
easat-8810	432	10	user	user	NOUN
easat-8810	432	11	could	could	AUX
easat-8810	432	12	phrase	phrase	VERB
easat-8810	432	13	it	it	PRON
easat-8810	432	14	as	as	ADP
easat-8810	432	15	a	a	DET
easat-8810	432	16	“	"	PUNCT
easat-8810	432	17	security	security	NOUN
easat-8810	432	18	consultant	consultant	NOUN
easat-8810	432	19	scenario	scenario	NOUN
easat-8810	432	20	,	,	PUNCT
easat-8810	432	21	”	"	PUNCT
easat-8810	432	22	prompting	prompt	VERB
easat-8810	432	23	the	the	DET
easat-8810	432	24	model	model	NOUN
easat-8810	432	25	to	to	PART
easat-8810	432	26	simulate	simulate	VERB
easat-8810	432	27	a	a	DET
easat-8810	432	28	hacker	hacker	NOUN
easat-8810	432	29	’s	’s	PART
easat-8810	432	30	plan	plan	NOUN
easat-8810	432	31	.	.	PUNCT
easat-8810	433	1	thus	thus	ADV
easat-8810	433	2	,	,	PUNCT
easat-8810	433	3	content	content	NOUN
easat-8810	433	4	moderation	moderation	NOUN
easat-8810	433	5	and	and	CCONJ
easat-8810	433	6	guardrails	guardrail	NOUN
easat-8810	433	7	remain	remain	VERB
easat-8810	433	8	essential	essential	ADJ
easat-8810	433	9	—	—	PUNCT
easat-8810	433	10	even	even	ADV
easat-8810	433	11	in	in	ADP
easat-8810	433	12	reasoning	reasoning	NOUN
easat-8810	433	13	-	-	PUNCT
easat-8810	433	14	enhanced	enhance	VERB
easat-8810	433	15	systems	system	NOUN
easat-8810	433	16	.	.	PUNCT
easat-8810	434	1	developers	developer	NOUN
easat-8810	434	2	must	must	AUX
easat-8810	434	3	continuously	continuously	ADV
easat-8810	434	4	evolve	evolve	VERB
easat-8810	434	5	safety	safety	NOUN
easat-8810	434	6	filters	filter	NOUN
easat-8810	434	7	and	and	CCONJ
easat-8810	434	8	train	train	NOUN
easat-8810	434	9	models	model	NOUN
easat-8810	434	10	to	to	PART
easat-8810	434	11	detect	detect	VERB
easat-8810	434	12	and	and	CCONJ
easat-8810	434	13	reject	reject	VERB
easat-8810	434	14	adversarial	adversarial	ADJ
easat-8810	434	15	prompts	prompt	NOUN
easat-8810	434	16	,	,	PUNCT
easat-8810	434	17	especially	especially	ADV
easat-8810	434	18	those	those	PRON
easat-8810	434	19	that	that	PRON
easat-8810	434	20	use	use	VERB
easat-8810	434	21	indirect	indirect	ADJ
easat-8810	434	22	reasoning	reasoning	NOUN
easat-8810	434	23	(	(	PUNCT
easat-8810	434	24	e.g.	e.g.	ADV
easat-8810	434	25	,	,	PUNCT
easat-8810	434	26	via	via	ADP
easat-8810	434	27	cot	cot	NOUN
easat-8810	434	28	)	)	PUNCT
easat-8810	434	29	to	to	PART
easat-8810	434	30	bypass	bypass	NOUN
easat-8810	434	31	filters	filter	NOUN
easat-8810	434	32	.	.	PUNCT
easat-8810	435	1	6.5	6.5	NUM
easat-8810	435	2	.	.	PUNCT
easat-8810	435	3	large	large	ADJ
easat-8810	435	4	-	-	PUNCT
easat-8810	435	5	scale	scale	NOUN
easat-8810	435	6	misinformation	misinformation	NOUN
easat-8810	435	7	in	in	ADP
easat-8810	435	8	the	the	DET
easat-8810	435	9	post	post	ADJ
easat-8810	435	10	-	-	ADJ
easat-8810	435	11	truth	truth	ADJ
easat-8810	435	12	era	era	NOUN
easat-8810	435	13	,	,	PUNCT
easat-8810	435	14	the	the	DET
easat-8810	435	15	proliferation	proliferation	NOUN
easat-8810	435	16	of	of	ADP
easat-8810	435	17	fake	fake	ADJ
easat-8810	435	18	news	news	NOUN
easat-8810	435	19	is	be	AUX
easat-8810	435	20	a	a	DET
easat-8810	435	21	serious	serious	ADJ
easat-8810	435	22	concern	concern	NOUN
easat-8810	435	23	.	.	PUNCT
easat-8810	436	1	reasoning	reasoning	NOUN
easat-8810	436	2	-	-	PUNCT
easat-8810	436	3	capable	capable	ADJ
easat-8810	436	4	llms	llm	NOUN
easat-8810	436	5	elevate	elevate	VERB
easat-8810	436	6	the	the	DET
easat-8810	436	7	threat	threat	NOUN
easat-8810	436	8	:	:	PUNCT
easat-8810	436	9	they	they	PRON
easat-8810	436	10	can	can	AUX
easat-8810	436	11	generate	generate	VERB
easat-8810	436	12	thousands	thousand	NOUN
easat-8810	436	13	of	of	ADP
easat-8810	436	14	well	well	ADV
easat-8810	436	15	-	-	PUNCT
easat-8810	436	16	structured	structure	VERB
easat-8810	436	17	articles	article	NOUN
easat-8810	436	18	with	with	ADP
easat-8810	436	19	citations	citation	NOUN
easat-8810	436	20	—	—	PUNCT
easat-8810	436	21	yet	yet	ADV
easat-8810	436	22	all	all	PRON
easat-8810	436	23	serving	serve	VERB
easat-8810	436	24	a	a	DET
easat-8810	436	25	disinformation	disinformation	NOUN
easat-8810	436	26	agenda	agenda	NOUN
easat-8810	436	27	.	.	PUNCT
easat-8810	437	1	such	such	ADJ
easat-8810	437	2	models	model	NOUN
easat-8810	437	3	could	could	AUX
easat-8810	437	4	fabricate	fabricate	VERB
easat-8810	437	5	entire	entire	ADJ
easat-8810	437	6	pseudo	pseudo	NOUN
easat-8810	437	7	-	-	ADJ
easat-8810	437	8	scientific	scientific	ADJ
easat-8810	437	9	websites	website	NOUN
easat-8810	437	10	with	with	ADP
easat-8810	437	11	fabricated	fabricate	VERB
easat-8810	437	12	or	or	CCONJ
easat-8810	437	13	distorted	distorted	ADJ
easat-8810	437	14	references	reference	NOUN
easat-8810	437	15	.	.	PUNCT
easat-8810	438	1	this	this	PRON
easat-8810	438	2	saturates	saturate	VERB
easat-8810	438	3	the	the	DET
easat-8810	438	4	information	information	NOUN
easat-8810	438	5	space	space	NOUN
easat-8810	438	6	,	,	PUNCT
easat-8810	438	7	making	make	VERB
easat-8810	438	8	it	it	PRON
easat-8810	438	9	increasingly	increasingly	ADV
easat-8810	438	10	difficult	difficult	ADJ
easat-8810	438	11	for	for	SCONJ
easat-8810	438	12	the	the	DET
easat-8810	438	13	public	public	NOUN
easat-8810	438	14	to	to	PART
easat-8810	438	15	distinguish	distinguish	VERB
easat-8810	438	16	fact	fact	NOUN
easat-8810	438	17	from	from	ADP
easat-8810	438	18	fiction	fiction	NOUN
easat-8810	438	19	.	.	PUNCT
easat-8810	439	1	policy	policy	NOUN
easat-8810	439	2	responses	response	NOUN
easat-8810	439	3	may	may	AUX
easat-8810	439	4	include	include	VERB
easat-8810	439	5	source	source	NOUN
easat-8810	439	6	verification	verification	NOUN
easat-8810	439	7	systems	system	NOUN
easat-8810	439	8	,	,	PUNCT
easat-8810	439	9	watermarking	watermarke	VERB
easat-8810	439	10	for	for	ADP
easat-8810	439	11	ai	ai	ADJ
easat-8810	439	12	-	-	PUNCT
easat-8810	439	13	generated	generate	VERB
easat-8810	439	14	content	content	NOUN
easat-8810	439	15	,	,	PUNCT
easat-8810	439	16	and	and	CCONJ
easat-8810	439	17	public	public	ADJ
easat-8810	439	18	critical	critical	ADJ
easat-8810	439	19	thinking	thinking	NOUN
easat-8810	439	20	education	education	NOUN
easat-8810	439	21	.	.	PUNCT
easat-8810	440	1	ironically	ironically	ADV
easat-8810	440	2	,	,	PUNCT
easat-8810	440	3	reasoning	reason	VERB
easat-8810	440	4	techniques	technique	NOUN
easat-8810	440	5	like	like	ADP
easat-8810	440	6	criticgpt	criticgpt	NOUN
easat-8810	440	7	could	could	AUX
easat-8810	440	8	also	also	ADV
easat-8810	440	9	be	be	AUX
easat-8810	440	10	leveraged	leverage	VERB
easat-8810	440	11	against	against	ADP
easat-8810	440	12	misinformation	misinformation	NOUN
easat-8810	440	13	—	—	PUNCT
easat-8810	440	14	e.g.	e.g.	ADV
easat-8810	440	15	,	,	PUNCT
easat-8810	440	16	ai	ai	AUX
easat-8810	440	17	critics	critic	NOUN
easat-8810	440	18	reviewing	review	VERB
easat-8810	440	19	internet	internet	NOUN
easat-8810	440	20	texts	text	NOUN
easat-8810	440	21	for	for	ADP
easat-8810	440	22	logical	logical	ADJ
easat-8810	440	23	fallacies	fallacy	NOUN
easat-8810	440	24	or	or	CCONJ
easat-8810	440	25	manipulative	manipulative	ADJ
easat-8810	440	26	rhetoric	rhetoric	NOUN
easat-8810	440	27	.	.	PUNCT
easat-8810	441	1	the	the	DET
easat-8810	441	2	future	future	NOUN
easat-8810	441	3	may	may	AUX
easat-8810	441	4	witness	witness	VERB
easat-8810	441	5	ai	ai	VERB
easat-8810	441	6	vs.	vs.	ADP
easat-8810	441	7	ai	ai	NOUN
easat-8810	441	8	battles	battle	NOUN
easat-8810	441	9	:	:	PUNCT
easat-8810	441	10	bad	bad	ADJ
easat-8810	441	11	actors	actor	NOUN
easat-8810	441	12	generating	generate	VERB
easat-8810	441	13	falsehoods	falsehood	NOUN
easat-8810	441	14	,	,	PUNCT
easat-8810	441	15	while	while	SCONJ
easat-8810	441	16	ethical	ethical	ADJ
easat-8810	441	17	ais	ais	PROPN
easat-8810	441	18	attempt	attempt	NOUN
easat-8810	441	19	to	to	PART
easat-8810	441	20	refute	refute	VERB
easat-8810	441	21	them	they	PRON
easat-8810	441	22	.	.	PUNCT
easat-8810	442	1	6.6	6.6	NUM
easat-8810	442	2	.	.	PUNCT
easat-8810	443	1	technical	technical	ADJ
easat-8810	443	2	limits	limit	NOUN
easat-8810	443	3	and	and	CCONJ
easat-8810	443	4	over	over	ADV
easat-8810	443	5	-	-	PUNCT
easat-8810	443	6	optimistic	optimistic	ADJ
easat-8810	443	7	expectations	expectation	NOUN
easat-8810	443	8	enthusiasm	enthusiasm	NOUN
easat-8810	443	9	around	around	ADP
easat-8810	443	10	cot	cot	NOUN
easat-8810	443	11	,	,	PUNCT
easat-8810	443	12	rag	rag	NOUN
easat-8810	443	13	,	,	PUNCT
easat-8810	443	14	and	and	CCONJ
easat-8810	443	15	similar	similar	ADJ
easat-8810	443	16	techniques	technique	NOUN
easat-8810	443	17	has	have	AUX
easat-8810	443	18	sparked	spark	VERB
easat-8810	443	19	hopes	hope	NOUN
easat-8810	443	20	that	that	SCONJ
easat-8810	443	21	“	"	PUNCT
easat-8810	443	22	ai	ai	AUX
easat-8810	443	23	is	be	AUX
easat-8810	443	24	approaching	approach	VERB
easat-8810	443	25	human	human	ADJ
easat-8810	443	26	-	-	PUNCT
easat-8810	443	27	level	level	NOUN
easat-8810	443	28	understanding	understanding	NOUN
easat-8810	443	29	.	.	PUNCT
easat-8810	443	30	”	"	PUNCT
easat-8810	444	1	but	but	CCONJ
easat-8810	444	2	as	as	SCONJ
easat-8810	444	3	discussed	discuss	VERB
easat-8810	444	4	philosophically	philosophically	ADV
easat-8810	444	5	,	,	PUNCT
easat-8810	444	6	these	these	DET
easat-8810	444	7	models	model	NOUN
easat-8810	444	8	still	still	ADV
easat-8810	444	9	lack	lack	VERB
easat-8810	444	10	genuine	genuine	ADJ
easat-8810	444	11	comprehension	comprehension	NOUN
easat-8810	444	12	.	.	PUNCT
easat-8810	445	1	reasoning	reasoning	NOUN
easat-8810	445	2	mechanisms	mechanism	NOUN
easat-8810	445	3	can	can	AUX
easat-8810	445	4	fail	fail	VERB
easat-8810	445	5	in	in	ADP
easat-8810	445	6	out	out	ADV
easat-8810	445	7	-	-	PUNCT
easat-8810	445	8	of	of	ADP
easat-8810	445	9	-	-	PUNCT
easat-8810	445	10	distribution	distribution	NOUN
easat-8810	445	11	or	or	CCONJ
easat-8810	445	12	overly	overly	ADV
easat-8810	445	13	complex	complex	ADJ
easat-8810	445	14	cases	case	NOUN
easat-8810	445	15	.	.	PUNCT
easat-8810	446	1	a	a	DET
easat-8810	446	2	serious	serious	ADJ
easat-8810	446	3	risk	risk	NOUN
easat-8810	446	4	is	be	AUX
easat-8810	446	5	over	over	ADP
easat-8810	446	6	-	-	PUNCT
easat-8810	446	7	reliance	reliance	NOUN
easat-8810	446	8	:	:	PUNCT
easat-8810	446	9	users	user	NOUN
easat-8810	446	10	might	might	AUX
easat-8810	446	11	trust	trust	VERB
easat-8810	446	12	ai	ai	VERB
easat-8810	446	13	assistants	assistant	NOUN
easat-8810	446	14	for	for	ADP
easat-8810	446	15	medical	medical	ADJ
easat-8810	446	16	or	or	CCONJ
easat-8810	446	17	legal	legal	ADJ
easat-8810	446	18	advice	advice	NOUN
easat-8810	446	19	without	without	ADP
easat-8810	446	20	verifying	verify	VERB
easat-8810	446	21	outputs	output	NOUN
easat-8810	446	22	—	—	PUNCT
easat-8810	446	23	potentially	potentially	ADV
easat-8810	446	24	leading	lead	VERB
easat-8810	446	25	to	to	ADP
easat-8810	446	26	severe	severe	ADJ
easat-8810	446	27	consequences	consequence	NOUN
easat-8810	446	28	.	.	PUNCT
easat-8810	447	1	this	this	PRON
easat-8810	447	2	is	be	AUX
easat-8810	447	3	known	know	VERB
easat-8810	447	4	as	as	ADP
easat-8810	447	5	automation	automation	NOUN
easat-8810	447	6	bias	bias	NOUN
easat-8810	447	7	:	:	PUNCT
easat-8810	447	8	the	the	DET
easat-8810	447	9	tendency	tendency	NOUN
easat-8810	447	10	to	to	ADP
easat-8810	447	11	over	over	ADP
easat-8810	447	12	-	-	PUNCT
easat-8810	447	13	trust	trust	NOUN
easat-8810	447	14	automated	automate	VERB
easat-8810	447	15	systems	system	NOUN
easat-8810	447	16	.	.	PUNCT
easat-8810	448	1	reasoning	reason	VERB
easat-8810	448	2	structures	structure	NOUN
easat-8810	448	3	and	and	CCONJ
easat-8810	448	4	citations	citation	NOUN
easat-8810	448	5	may	may	AUX
easat-8810	448	6	create	create	VERB
easat-8810	448	7	an	an	DET
easat-8810	448	8	illusion	illusion	NOUN
easat-8810	448	9	of	of	ADP
easat-8810	448	10	certainty	certainty	NOUN
easat-8810	448	11	,	,	PUNCT
easat-8810	448	12	encouraging	encourage	VERB
easat-8810	448	13	users	user	NOUN
easat-8810	448	14	to	to	PART
easat-8810	448	15	bypass	bypass	VERB
easat-8810	448	16	verification	verification	NOUN
easat-8810	448	17	.	.	PUNCT
easat-8810	449	1	ethically	ethically	ADV
easat-8810	449	2	,	,	PUNCT
easat-8810	449	3	developers	developer	NOUN
easat-8810	449	4	must	must	AUX
easat-8810	449	5	reinforce	reinforce	VERB
easat-8810	449	6	the	the	DET
easat-8810	449	7	principle	principle	NOUN
easat-8810	449	8	of	of	ADP
easat-8810	449	9	human	human	ADJ
easat-8810	449	10	-	-	PUNCT
easat-8810	449	11	inthe	inthe	ADJ
easat-8810	449	12	-	-	PUNCT
easat-8810	449	13	loop	loop	NOUN
easat-8810	449	14	—	—	PUNCT
easat-8810	449	15	keeping	keep	VERB
easat-8810	449	16	humans	human	NOUN
easat-8810	449	17	as	as	ADP
easat-8810	449	18	decision	decision	NOUN
easat-8810	449	19	-	-	PUNCT
easat-8810	449	20	makers	maker	NOUN
easat-8810	449	21	for	for	ADP
easat-8810	449	22	high	high	ADJ
easat-8810	449	23	-	-	PUNCT
easat-8810	449	24	stakes	stake	NOUN
easat-8810	449	25	applications	application	NOUN
easat-8810	449	26	,	,	PUNCT
easat-8810	449	27	at	at	ADP
easat-8810	449	28	least	least	ADJ
easat-8810	449	29	until	until	SCONJ
easat-8810	449	30	ai	ai	VERB
easat-8810	449	31	safety	safety	NOUN
easat-8810	449	32	reaches	reach	VERB
easat-8810	449	33	demonstrably	demonstrably	ADV
easat-8810	449	34	high	high	ADJ
easat-8810	449	35	thresholds	threshold	NOUN
easat-8810	449	36	.	.	PUNCT
easat-8810	450	1	6.7	6.7	NUM
easat-8810	450	2	.	.	PUNCT
easat-8810	450	3	responsibility	responsibility	NOUN
easat-8810	450	4	and	and	CCONJ
easat-8810	450	5	transparency	transparency	NOUN
easat-8810	450	6	as	as	ADP
easat-8810	450	7	ai	ai	PROPN
easat-8810	450	8	systems	system	NOUN
easat-8810	450	9	increasingly	increasingly	ADV
easat-8810	450	10	behave	behave	VERB
easat-8810	450	11	like	like	ADP
easat-8810	450	12	agents	agent	NOUN
easat-8810	450	13	,	,	PUNCT
easat-8810	450	14	ethical	ethical	ADJ
easat-8810	450	15	questions	question	NOUN
easat-8810	450	16	about	about	ADP
easat-8810	450	17	responsibility	responsibility	NOUN
easat-8810	450	18	intensify	intensify	VERB
easat-8810	450	19	.	.	PUNCT
easat-8810	451	1	if	if	SCONJ
easat-8810	451	2	ai	ai	ADJ
easat-8810	451	3	advice	advice	NOUN
easat-8810	451	4	leads	lead	VERB
easat-8810	451	5	to	to	ADP
easat-8810	451	6	harm	harm	NOUN
easat-8810	451	7	(	(	PUNCT
easat-8810	451	8	e.g.	e.g.	ADV
easat-8810	451	9	,	,	PUNCT
easat-8810	451	10	a	a	DET
easat-8810	451	11	medical	medical	ADJ
easat-8810	451	12	misdiagnosis	misdiagnosis	NOUN
easat-8810	451	13	)	)	PUNCT
easat-8810	451	14	,	,	PUNCT
easat-8810	451	15	who	who	PRON
easat-8810	451	16	is	be	AUX
easat-8810	451	17	liable	liable	ADJ
easat-8810	451	18	?	?	PUNCT
easat-8810	452	1	the	the	DET
easat-8810	452	2	developer	developer	NOUN
easat-8810	452	3	,	,	PUNCT
easat-8810	452	4	service	service	NOUN
easat-8810	452	5	provider	provider	NOUN
easat-8810	452	6	,	,	PUNCT
easat-8810	452	7	or	or	CCONJ
easat-8810	452	8	end	end	NOUN
easat-8810	452	9	-	-	PUNCT
easat-8810	452	10	user	user	NOUN
easat-8810	452	11	?	?	PUNCT
easat-8810	453	1	current	current	ADJ
easat-8810	453	2	legal	legal	ADJ
easat-8810	453	3	frameworks	framework	NOUN
easat-8810	453	4	lag	lag	VERB
easat-8810	453	5	behind	behind	ADP
easat-8810	453	6	ai	ai	PROPN
easat-8810	453	7	development	development	NOUN
easat-8810	453	8	.	.	PUNCT
easat-8810	454	1	many	many	ADJ
easat-8810	454	2	experts	expert	NOUN
easat-8810	454	3	propose	propose	VERB
easat-8810	454	4	independent	independent	ADJ
easat-8810	454	5	certification	certification	NOUN
easat-8810	454	6	mechanisms	mechanism	NOUN
easat-8810	454	7	for	for	ADP
easat-8810	454	8	complex	complex	ADJ
easat-8810	454	9	ai	ai	NOUN
easat-8810	454	10	systems	system	NOUN
easat-8810	454	11	—	—	PUNCT
easat-8810	454	12	akin	akin	ADJ
easat-8810	454	13	to	to	ADP
easat-8810	454	14	clinical	clinical	ADJ
easat-8810	454	15	trials	trial	NOUN
easat-8810	454	16	for	for	ADP
easat-8810	454	17	pharmaceuticals	pharmaceutical	NOUN
easat-8810	454	18	.	.	PUNCT
easat-8810	455	1	transparency	transparency	NOUN
easat-8810	455	2	in	in	ADP
easat-8810	455	3	disclosing	disclose	VERB
easat-8810	455	4	a	a	DET
easat-8810	455	5	model	model	NOUN
easat-8810	455	6	’s	’s	PART
easat-8810	455	7	capabilities	capability	NOUN
easat-8810	455	8	and	and	CCONJ
easat-8810	455	9	limitations	limitation	NOUN
easat-8810	455	10	is	be	AUX
easat-8810	455	11	critical	critical	ADJ
easat-8810	455	12	.	.	PUNCT
easat-8810	456	1	ethically	ethically	ADV
easat-8810	456	2	,	,	PUNCT
easat-8810	456	3	over	over	ADV
easat-8810	456	4	-	-	PUNCT
easat-8810	456	5	promising	promising	NOUN
easat-8810	456	6	is	be	AUX
easat-8810	456	7	deceptive	deceptive	ADJ
easat-8810	456	8	.	.	PUNCT
easat-8810	457	1	if	if	SCONJ
easat-8810	457	2	a	a	DET
easat-8810	457	3	model	model	NOUN
easat-8810	457	4	is	be	AUX
easat-8810	457	5	safe	safe	ADJ
easat-8810	457	6	in	in	ADP
easat-8810	457	7	only	only	ADV
easat-8810	457	8	90	90	NUM
easat-8810	457	9	%	%	NOUN
easat-8810	457	10	of	of	ADP
easat-8810	457	11	cases	case	NOUN
easat-8810	457	12	,	,	PUNCT
easat-8810	457	13	it	it	PRON
easat-8810	457	14	must	must	AUX
easat-8810	457	15	be	be	AUX
easat-8810	457	16	communicated	communicate	VERB
easat-8810	457	17	honestly	honestly	ADV
easat-8810	457	18	—	—	PUNCT
easat-8810	457	19	not	not	PART
easat-8810	457	20	marketed	market	VERB
easat-8810	457	21	as	as	ADP
easat-8810	457	22	flawless	flawless	ADJ
easat-8810	457	23	.	.	PUNCT
easat-8810	458	1	1088	1088	NUM
easat-8810	458	2	edelweiss	edelweiss	PROPN
easat-8810	458	3	applied	apply	VERB
easat-8810	458	4	science	science	NOUN
easat-8810	458	5	and	and	CCONJ
easat-8810	458	6	technology	technology	NOUN
easat-8810	458	7	issn	issn	PROPN
easat-8810	458	8	:	:	PUNCT
easat-8810	458	9	2576	2576	NUM
easat-8810	458	10	-	-	SYM
easat-8810	458	11	8484	8484	NUM
easat-8810	458	12	vol	vol	NOUN
easat-8810	458	13	.	.	PROPN
easat-8810	459	1	9	9	NUM
easat-8810	459	2	,	,	PUNCT
easat-8810	459	3	no	no	INTJ
easat-8810	459	4	.	.	NOUN
easat-8810	459	5	7	7	NUM
easat-8810	459	6	:	:	SYM
easat-8810	459	7	1072	1072	NUM
easat-8810	459	8	-	-	SYM
easat-8810	459	9	1090	1090	NUM
easat-8810	459	10	,	,	PUNCT
easat-8810	459	11	2025	2025	NUM
easat-8810	459	12	doi	doi	NOUN
easat-8810	459	13	:	:	PUNCT
easat-8810	459	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	459	15	©	©	PROPN
easat-8810	459	16	2025	2025	NUM
easat-8810	459	17	by	by	ADP
easat-8810	459	18	the	the	DET
easat-8810	459	19	authors	author	NOUN
easat-8810	459	20	;	;	PUNCT
easat-8810	459	21	licensee	licensee	PROPN
easat-8810	459	22	learning	learning	NOUN
easat-8810	459	23	gate	gate	NOUN
easat-8810	459	24	6.8	6.8	NUM
easat-8810	459	25	.	.	PUNCT
easat-8810	460	1	humanistic	humanistic	ADJ
easat-8810	460	2	and	and	CCONJ
easat-8810	460	3	philosophical	philosophical	ADJ
easat-8810	460	4	impact	impact	NOUN
easat-8810	460	5	at	at	ADP
easat-8810	460	6	a	a	DET
easat-8810	460	7	broader	broad	ADJ
easat-8810	460	8	societal	societal	ADJ
easat-8810	460	9	level	level	NOUN
easat-8810	460	10	,	,	PUNCT
easat-8810	460	11	reasoning	reasoning	NOUN
easat-8810	460	12	-	-	PUNCT
easat-8810	460	13	capable	capable	ADJ
easat-8810	460	14	ai	ai	AUX
easat-8810	460	15	raises	raise	VERB
easat-8810	460	16	questions	question	NOUN
easat-8810	460	17	about	about	ADP
easat-8810	460	18	human	human	ADJ
easat-8810	460	19	value	value	NOUN
easat-8810	460	20	and	and	CCONJ
easat-8810	460	21	identity	identity	NOUN
easat-8810	460	22	.	.	PUNCT
easat-8810	461	1	if	if	SCONJ
easat-8810	461	2	ai	ai	NOUN
easat-8810	461	3	can	can	AUX
easat-8810	461	4	debate	debate	VERB
easat-8810	461	5	philosophy	philosophy	NOUN
easat-8810	461	6	,	,	PUNCT
easat-8810	461	7	write	write	NOUN
easat-8810	461	8	literature	literature	NOUN
easat-8810	461	9	,	,	PUNCT
easat-8810	461	10	or	or	CCONJ
easat-8810	461	11	compose	compose	VERB
easat-8810	461	12	music	music	NOUN
easat-8810	461	13	—	—	PUNCT
easat-8810	461	14	as	as	SCONJ
easat-8810	461	15	is	be	AUX
easat-8810	461	16	increasingly	increasingly	ADV
easat-8810	461	17	the	the	DET
easat-8810	461	18	case	case	NOUN
easat-8810	461	19	—	—	PUNCT
easat-8810	461	20	what	what	DET
easat-8810	461	21	role	role	NOUN
easat-8810	461	22	is	be	AUX
easat-8810	461	23	left	leave	VERB
easat-8810	461	24	for	for	ADP
easat-8810	461	25	human	human	ADJ
easat-8810	461	26	creativity	creativity	NOUN
easat-8810	461	27	?	?	PUNCT
easat-8810	462	1	some	some	PRON
easat-8810	462	2	fear	fear	VERB
easat-8810	462	3	intellectual	intellectual	ADJ
easat-8810	462	4	passivity	passivity	NOUN
easat-8810	462	5	,	,	PUNCT
easat-8810	462	6	with	with	ADP
easat-8810	462	7	humans	human	NOUN
easat-8810	462	8	deferring	defer	VERB
easat-8810	462	9	thinking	think	VERB
easat-8810	462	10	to	to	ADP
easat-8810	462	11	machines	machine	NOUN
easat-8810	462	12	.	.	PUNCT
easat-8810	463	1	for	for	ADP
easat-8810	463	2	example	example	NOUN
easat-8810	463	3	,	,	PUNCT
easat-8810	463	4	students	student	NOUN
easat-8810	463	5	relying	rely	VERB
easat-8810	463	6	on	on	ADP
easat-8810	463	7	ai	ai	NOUN
easat-8810	463	8	for	for	ADP
easat-8810	463	9	essays	essay	NOUN
easat-8810	463	10	may	may	AUX
easat-8810	463	11	lose	lose	VERB
easat-8810	463	12	the	the	DET
easat-8810	463	13	ability	ability	NOUN
easat-8810	463	14	to	to	PART
easat-8810	463	15	form	form	VERB
easat-8810	463	16	independent	independent	ADJ
easat-8810	463	17	arguments	argument	NOUN
easat-8810	463	18	.	.	PUNCT
easat-8810	464	1	society	society	NOUN
easat-8810	464	2	may	may	AUX
easat-8810	464	3	become	become	VERB
easat-8810	464	4	habituated	habituated	ADJ
easat-8810	464	5	to	to	ADP
easat-8810	464	6	consulting	consult	VERB
easat-8810	464	7	ai	ai	VERB
easat-8810	464	8	before	before	ADP
easat-8810	464	9	thinking	think	VERB
easat-8810	464	10	.	.	PUNCT
easat-8810	465	1	this	this	PRON
easat-8810	465	2	goes	go	VERB
easat-8810	465	3	beyond	beyond	ADP
easat-8810	465	4	using	use	VERB
easat-8810	465	5	calculators	calculator	NOUN
easat-8810	465	6	—	—	PUNCT
easat-8810	465	7	ai	ai	AUX
easat-8810	465	8	is	be	AUX
easat-8810	465	9	now	now	ADV
easat-8810	465	10	replacing	replace	VERB
easat-8810	465	11	parts	part	NOUN
easat-8810	465	12	of	of	ADP
easat-8810	465	13	the	the	DET
easat-8810	465	14	creative	creative	ADJ
easat-8810	465	15	and	and	CCONJ
easat-8810	465	16	reflective	reflective	ADJ
easat-8810	465	17	process	process	NOUN
easat-8810	465	18	.	.	PUNCT
easat-8810	466	1	thus	thus	ADV
easat-8810	466	2	,	,	PUNCT
easat-8810	466	3	a	a	DET
easat-8810	466	4	core	core	NOUN
easat-8810	466	5	ethical	ethical	ADJ
easat-8810	466	6	responsibility	responsibility	NOUN
easat-8810	466	7	is	be	AUX
easat-8810	466	8	to	to	PART
easat-8810	466	9	augment	augment	VERB
easat-8810	466	10	rather	rather	ADV
easat-8810	466	11	than	than	ADP
easat-8810	466	12	replace	replace	VERB
easat-8810	466	13	human	human	ADJ
easat-8810	466	14	cognition	cognition	NOUN
easat-8810	466	15	.	.	PUNCT
easat-8810	467	1	education	education	NOUN
easat-8810	467	2	must	must	AUX
easat-8810	467	3	adapt	adapt	VERB
easat-8810	467	4	:	:	PUNCT
easat-8810	467	5	teaching	teach	VERB
easat-8810	467	6	people	people	NOUN
easat-8810	467	7	how	how	SCONJ
easat-8810	467	8	to	to	PART
easat-8810	467	9	collaborate	collaborate	VERB
easat-8810	467	10	with	with	ADP
easat-8810	467	11	ai	ai	NOUN
easat-8810	467	12	,	,	PUNCT
easat-8810	467	13	not	not	PART
easat-8810	467	14	surrender	surrender	VERB
easat-8810	467	15	to	to	ADP
easat-8810	467	16	it	it	PRON
easat-8810	467	17	.	.	PUNCT
easat-8810	468	1	on	on	ADP
easat-8810	468	2	a	a	DET
easat-8810	468	3	more	more	ADV
easat-8810	468	4	optimistic	optimistic	ADJ
easat-8810	468	5	note	note	NOUN
easat-8810	468	6	,	,	PUNCT
easat-8810	468	7	if	if	SCONJ
easat-8810	468	8	governed	govern	VERB
easat-8810	468	9	responsibly	responsibly	ADV
easat-8810	468	10	,	,	PUNCT
easat-8810	468	11	ai	ai	AUX
easat-8810	468	12	reasoning	reason	VERB
easat-8810	468	13	tools	tool	NOUN
easat-8810	468	14	could	could	AUX
easat-8810	468	15	become	become	VERB
easat-8810	468	16	transformational	transformational	ADJ
easat-8810	468	17	knowledge	knowledge	NOUN
easat-8810	468	18	aids	aid	NOUN
easat-8810	468	19	.	.	PUNCT
easat-8810	469	1	one	one	PRON
easat-8810	469	2	can	can	AUX
easat-8810	469	3	envision	envision	VERB
easat-8810	469	4	a	a	DET
easat-8810	469	5	future	future	NOUN
easat-8810	469	6	where	where	SCONJ
easat-8810	469	7	scientists	scientist	NOUN
easat-8810	469	8	have	have	AUX
easat-8810	469	9	ai	ai	VERB
easat-8810	469	10	assistants	assistant	NOUN
easat-8810	469	11	to	to	ADP
easat-8810	469	12	crossexamine	crossexamine	NOUN
easat-8810	469	13	hypotheses	hypothesis	NOUN
easat-8810	469	14	,	,	PUNCT
easat-8810	469	15	students	student	NOUN
easat-8810	469	16	have	have	VERB
easat-8810	469	17	tireless	tireless	ADJ
easat-8810	469	18	ai	ai	VERB
easat-8810	469	19	tutors	tutor	NOUN
easat-8810	469	20	,	,	PUNCT
easat-8810	469	21	and	and	CCONJ
easat-8810	469	22	policymakers	policymaker	NOUN
easat-8810	469	23	consult	consult	VERB
easat-8810	469	24	ai	ai	VERB
easat-8810	469	25	for	for	ADP
easat-8810	469	26	large	large	ADJ
easat-8810	469	27	-	-	PUNCT
easat-8810	469	28	scale	scale	NOUN
easat-8810	469	29	data	datum	NOUN
easat-8810	469	30	analysis	analysis	NOUN
easat-8810	469	31	.	.	PUNCT
easat-8810	470	1	these	these	DET
easat-8810	470	2	outcomes	outcome	NOUN
easat-8810	470	3	are	be	AUX
easat-8810	470	4	beneficial	beneficial	ADJ
easat-8810	470	5	only	only	ADV
easat-8810	470	6	if	if	SCONJ
easat-8810	470	7	we	we	PRON
easat-8810	470	8	develop	develop	VERB
easat-8810	470	9	and	and	CCONJ
easat-8810	470	10	deploy	deploy	VERB
easat-8810	470	11	ai	ai	VERB
easat-8810	470	12	ethically	ethically	ADV
easat-8810	470	13	and	and	CCONJ
easat-8810	470	14	accountably	accountably	ADV
easat-8810	470	15	.	.	PUNCT
easat-8810	471	1	principles	principle	NOUN
easat-8810	471	2	such	such	ADJ
easat-8810	471	3	as	as	ADP
easat-8810	471	4	transparency	transparency	NOUN
easat-8810	471	5	,	,	PUNCT
easat-8810	471	6	fairness	fairness	NOUN
easat-8810	471	7	,	,	PUNCT
easat-8810	471	8	trustworthiness	trustworthiness	NOUN
easat-8810	471	9	,	,	PUNCT
easat-8810	471	10	privacy	privacy	NOUN
easat-8810	471	11	,	,	PUNCT
easat-8810	471	12	and	and	CCONJ
easat-8810	471	13	safety	safety	NOUN
easat-8810	471	14	must	must	AUX
easat-8810	471	15	be	be	AUX
easat-8810	471	16	embedded	embed	VERB
easat-8810	471	17	into	into	ADP
easat-8810	471	18	ai	ai	PROPN
easat-8810	471	19	development	development	NOUN
easat-8810	471	20	.	.	PUNCT
easat-8810	472	1	encouragingly	encouragingly	ADV
easat-8810	472	2	,	,	PUNCT
easat-8810	472	3	major	major	ADJ
easat-8810	472	4	ai	ai	PROPN
easat-8810	472	5	labs	lab	NOUN
easat-8810	472	6	(	(	PUNCT
easat-8810	472	7	e.g.	e.g.	ADV
easat-8810	472	8	,	,	PUNCT
easat-8810	472	9	openai	openai	ADJ
easat-8810	472	10	,	,	PUNCT
easat-8810	472	11	deepmind	deepmind	NOUN
easat-8810	472	12	)	)	PUNCT
easat-8810	472	13	now	now	ADV
easat-8810	472	14	maintain	maintain	VERB
easat-8810	472	15	dedicated	dedicated	ADJ
easat-8810	472	16	ai	ai	NOUN
easat-8810	472	17	alignment	alignment	NOUN
easat-8810	472	18	teams	team	NOUN
easat-8810	472	19	to	to	PART
easat-8810	472	20	align	align	VERB
easat-8810	472	21	models	model	NOUN
easat-8810	472	22	with	with	ADP
easat-8810	472	23	human	human	ADJ
easat-8810	472	24	values	value	NOUN
easat-8810	472	25	.	.	PUNCT
easat-8810	473	1	integrating	integrate	VERB
easat-8810	473	2	reasoning	reasoning	NOUN
easat-8810	473	3	is	be	AUX
easat-8810	473	4	not	not	PART
easat-8810	473	5	just	just	ADV
easat-8810	473	6	about	about	ADP
easat-8810	473	7	making	make	VERB
easat-8810	473	8	ai	ai	VERB
easat-8810	473	9	smarter	smart	ADJ
easat-8810	473	10	—	—	PUNCT
easat-8810	473	11	it	it	PRON
easat-8810	473	12	’s	’	VERB
easat-8810	473	13	about	about	ADP
easat-8810	473	14	enabling	enable	VERB
easat-8810	473	15	ai	ai	VERB
easat-8810	473	16	to	to	PART
easat-8810	473	17	understand	understand	VERB
easat-8810	473	18	and	and	CCONJ
easat-8810	473	19	respect	respect	VERB
easat-8810	473	20	human	human	NOUN
easat-8810	473	21	-	-	PUNCT
easat-8810	473	22	imposed	impose	VERB
easat-8810	473	23	constraints	constraint	NOUN
easat-8810	473	24	,	,	PUNCT
easat-8810	473	25	a	a	DET
easat-8810	473	26	rudimentary	rudimentary	ADJ
easat-8810	473	27	form	form	NOUN
easat-8810	473	28	of	of	ADP
easat-8810	473	29	moral	moral	ADJ
easat-8810	473	30	reasoning	reasoning	NOUN
easat-8810	473	31	.	.	PUNCT
easat-8810	474	1	indeed	indeed	ADV
easat-8810	474	2	,	,	PUNCT
easat-8810	474	3	one	one	NUM
easat-8810	474	4	frontier	frontier	NOUN
easat-8810	474	5	of	of	ADP
easat-8810	474	6	ai	ai	PROPN
easat-8810	474	7	research	research	NOUN
easat-8810	474	8	is	be	AUX
easat-8810	474	9	training	training	NOUN
easat-8810	474	10	models	model	NOUN
easat-8810	474	11	to	to	PART
easat-8810	474	12	interpret	interpret	VERB
easat-8810	474	13	ethical	ethical	ADJ
easat-8810	474	14	and	and	CCONJ
easat-8810	474	15	legal	legal	ADJ
easat-8810	474	16	norms	norm	NOUN
easat-8810	474	17	,	,	PUNCT
easat-8810	474	18	moving	move	VERB
easat-8810	474	19	beyond	beyond	ADP
easat-8810	474	20	hard	hard	ADV
easat-8810	474	21	-	-	PUNCT
easat-8810	474	22	coded	code	VERB
easat-8810	474	23	blocklists	blocklist	NOUN
easat-8810	474	24	to	to	ADP
easat-8810	474	25	context	context	NOUN
easat-8810	474	26	-	-	PUNCT
easat-8810	474	27	aware	aware	ADJ
easat-8810	474	28	self	self	NOUN
easat-8810	474	29	-	-	PUNCT
easat-8810	474	30	censorship	censorship	NOUN
easat-8810	474	31	.	.	PUNCT
easat-8810	475	1	this	this	PRON
easat-8810	475	2	is	be	AUX
easat-8810	475	3	enormously	enormously	ADV
easat-8810	475	4	difficult	difficult	ADJ
easat-8810	475	5	(	(	PUNCT
easat-8810	475	6	morality	morality	NOUN
easat-8810	475	7	is	be	AUX
easat-8810	475	8	more	more	ADV
easat-8810	475	9	abstract	abstract	ADJ
easat-8810	475	10	than	than	ADP
easat-8810	475	11	logic	logic	NOUN
easat-8810	475	12	)	)	PUNCT
easat-8810	475	13	,	,	PUNCT
easat-8810	475	14	but	but	CCONJ
easat-8810	475	15	critically	critically	ADV
easat-8810	475	16	important	important	ADJ
easat-8810	475	17	.	.	PUNCT
easat-8810	476	1	in	in	ADP
easat-8810	476	2	summary	summary	NOUN
easat-8810	476	3	,	,	PUNCT
easat-8810	476	4	technical	technical	ADJ
easat-8810	476	5	advancement	advancement	NOUN
easat-8810	476	6	must	must	AUX
easat-8810	476	7	go	go	VERB
easat-8810	476	8	hand	hand	NOUN
easat-8810	476	9	-	-	PUNCT
easat-8810	476	10	in	in	ADP
easat-8810	476	11	-	-	PUNCT
easat-8810	476	12	hand	hand	NOUN
easat-8810	476	13	with	with	ADP
easat-8810	476	14	ethical	ethical	ADJ
easat-8810	476	15	governance	governance	NOUN
easat-8810	476	16	.	.	PUNCT
easat-8810	477	1	every	every	DET
easat-8810	477	2	new	new	ADJ
easat-8810	477	3	capability	capability	NOUN
easat-8810	477	4	demands	demand	VERB
easat-8810	477	5	reflection	reflection	NOUN
easat-8810	477	6	on	on	ADP
easat-8810	477	7	safe	safe	ADJ
easat-8810	477	8	and	and	CCONJ
easat-8810	477	9	fair	fair	ADJ
easat-8810	477	10	use	use	NOUN
easat-8810	477	11	.	.	PUNCT
easat-8810	478	1	the	the	DET
easat-8810	478	2	involvement	involvement	NOUN
easat-8810	478	3	of	of	ADP
easat-8810	478	4	philosophers	philosopher	NOUN
easat-8810	478	5	,	,	PUNCT
easat-8810	478	6	legal	legal	ADJ
easat-8810	478	7	scholars	scholar	NOUN
easat-8810	478	8	,	,	PUNCT
easat-8810	478	9	and	and	CCONJ
easat-8810	478	10	sociologists	sociologist	NOUN
easat-8810	478	11	in	in	ADP
easat-8810	478	12	the	the	DET
easat-8810	478	13	development	development	NOUN
easat-8810	478	14	pipeline	pipeline	NOUN
easat-8810	478	15	is	be	AUX
easat-8810	478	16	essential	essential	ADJ
easat-8810	478	17	to	to	PART
easat-8810	478	18	ensure	ensure	VERB
easat-8810	478	19	that	that	SCONJ
easat-8810	478	20	ai	ai	VERB
easat-8810	478	21	’s	’s	ADJ
easat-8810	478	22	“	"	PUNCT
easat-8810	478	23	great	great	ADJ
easat-8810	478	24	leap	leap	NOUN
easat-8810	478	25	forward	forward	ADV
easat-8810	478	26	”	"	PUNCT
easat-8810	478	27	serves	serve	VERB
easat-8810	478	28	humanity	humanity	NOUN
easat-8810	478	29	—	—	PUNCT
easat-8810	478	30	rather	rather	ADV
easat-8810	478	31	than	than	SCONJ
easat-8810	478	32	bypasses	bypass	VERB
easat-8810	478	33	it	it	PRON
easat-8810	478	34	.	.	PUNCT
easat-8810	479	1	7	7	X
easat-8810	479	2	.	.	X
easat-8810	479	3	conclusion	conclusion	VERB
easat-8810	479	4	the	the	DET
easat-8810	479	5	integration	integration	NOUN
easat-8810	479	6	of	of	ADP
easat-8810	479	7	reasoning	reason	VERB
easat-8810	479	8	techniques	technique	NOUN
easat-8810	479	9	into	into	ADP
easat-8810	479	10	large	large	ADJ
easat-8810	479	11	language	language	NOUN
easat-8810	479	12	models	model	NOUN
easat-8810	479	13	(	(	PUNCT
easat-8810	479	14	llms	llm	NOUN
easat-8810	479	15	)	)	PUNCT
easat-8810	479	16	marks	mark	VERB
easat-8810	479	17	a	a	DET
easat-8810	479	18	significant	significant	ADJ
easat-8810	479	19	milestone	milestone	NOUN
easat-8810	479	20	in	in	ADP
easat-8810	479	21	the	the	DET
easat-8810	479	22	pursuit	pursuit	NOUN
easat-8810	479	23	of	of	ADP
easat-8810	479	24	more	more	ADV
easat-8810	479	25	trustworthy	trustworthy	ADJ
easat-8810	479	26	and	and	CCONJ
easat-8810	479	27	epistemically	epistemically	ADV
easat-8810	479	28	capable	capable	ADJ
easat-8810	479	29	ai	ai	NOUN
easat-8810	479	30	.	.	PUNCT
easat-8810	480	1	from	from	ADP
easat-8810	480	2	sequential	sequential	ADJ
easat-8810	480	3	chains	chain	NOUN
easat-8810	480	4	of	of	ADP
easat-8810	480	5	thought	thought	NOUN
easat-8810	480	6	that	that	PRON
easat-8810	480	7	allow	allow	VERB
easat-8810	480	8	multi	multi	ADJ
easat-8810	480	9	-	-	ADJ
easat-8810	480	10	step	step	ADJ
easat-8810	480	11	problem	problem	NOUN
easat-8810	480	12	solving	solve	VERB
easat-8810	480	13	,	,	PUNCT
easat-8810	480	14	to	to	ADP
easat-8810	480	15	branching	branch	VERB
easat-8810	480	16	trees	tree	NOUN
easat-8810	480	17	of	of	ADP
easat-8810	480	18	thought	thought	NOUN
easat-8810	480	19	that	that	PRON
easat-8810	480	20	explore	explore	VERB
easat-8810	480	21	alternative	alternative	ADJ
easat-8810	480	22	solutions	solution	NOUN
easat-8810	480	23	;	;	PUNCT
easat-8810	480	24	from	from	ADP
easat-8810	480	25	real	real	ADJ
easat-8810	480	26	-	-	PUNCT
easat-8810	480	27	world	world	NOUN
easat-8810	480	28	knowledge	knowledge	NOUN
easat-8810	480	29	retrieval	retrieval	NOUN
easat-8810	480	30	that	that	PRON
easat-8810	480	31	mitigates	mitigate	VERB
easat-8810	480	32	hallucination	hallucination	NOUN
easat-8810	480	33	,	,	PUNCT
easat-8810	480	34	to	to	ADP
easat-8810	480	35	self	self	NOUN
easat-8810	480	36	-	-	PUNCT
easat-8810	480	37	critique	critique	NOUN
easat-8810	480	38	mechanisms	mechanism	NOUN
easat-8810	480	39	that	that	PRON
easat-8810	480	40	support	support	VERB
easat-8810	480	41	error	error	NOUN
easat-8810	480	42	correction	correction	NOUN
easat-8810	480	43	—	—	PUNCT
easat-8810	480	44	these	these	DET
easat-8810	480	45	advances	advance	NOUN
easat-8810	480	46	collectively	collectively	ADV
easat-8810	480	47	bring	bring	VERB
easat-8810	480	48	llms	llm	NOUN
easat-8810	480	49	closer	close	ADV
easat-8810	480	50	to	to	ADP
easat-8810	480	51	how	how	SCONJ
easat-8810	480	52	humans	human	NOUN
easat-8810	480	53	approach	approach	VERB
easat-8810	480	54	truth	truth	NOUN
easat-8810	480	55	.	.	PUNCT
easat-8810	481	1	if	if	SCONJ
easat-8810	481	2	earlier	early	ADJ
easat-8810	481	3	llms	llm	NOUN
easat-8810	481	4	could	could	AUX
easat-8810	481	5	be	be	AUX
easat-8810	481	6	described	describe	VERB
easat-8810	481	7	as	as	ADP
easat-8810	481	8	“	"	PUNCT
easat-8810	481	9	stochastic	stochastic	ADJ
easat-8810	481	10	parrots	parrot	NOUN
easat-8810	481	11	”	"	PUNCT
easat-8810	481	12	mimicking	mimic	VERB
easat-8810	481	13	human	human	ADJ
easat-8810	481	14	language	language	NOUN
easat-8810	481	15	,	,	PUNCT
easat-8810	481	16	today	today	NOUN
easat-8810	481	17	’s	’s	PART
easat-8810	481	18	systems	system	NOUN
easat-8810	481	19	have	have	AUX
easat-8810	481	20	begun	begin	VERB
easat-8810	481	21	to	to	PART
easat-8810	481	22	“	"	PUNCT
easat-8810	481	23	pause	pause	VERB
easat-8810	481	24	to	to	PART
easat-8810	481	25	reflect	reflect	VERB
easat-8810	481	26	,	,	PUNCT
easat-8810	481	27	”	"	PUNCT
easat-8810	481	28	to	to	PART
easat-8810	481	29	“	"	PUNCT
easat-8810	481	30	consult	consult	VERB
easat-8810	481	31	the	the	DET
easat-8810	481	32	literature	literature	NOUN
easat-8810	481	33	”	"	PUNCT
easat-8810	481	34	when	when	SCONJ
easat-8810	481	35	needed	need	VERB
easat-8810	481	36	,	,	PUNCT
easat-8810	481	37	and	and	CCONJ
easat-8810	481	38	even	even	ADV
easat-8810	481	39	to	to	PART
easat-8810	481	40	“	"	PUNCT
easat-8810	481	41	check	check	VERB
easat-8810	481	42	their	their	PRON
easat-8810	481	43	own	own	ADJ
easat-8810	481	44	work	work	NOUN
easat-8810	481	45	.	.	PUNCT
easat-8810	481	46	”	"	PUNCT
easat-8810	482	1	these	these	DET
easat-8810	482	2	improvements	improvement	NOUN
easat-8810	482	3	yield	yield	VERB
easat-8810	482	4	practical	practical	ADJ
easat-8810	482	5	benefits	benefit	NOUN
easat-8810	482	6	:	:	PUNCT
easat-8810	482	7	increased	increase	VERB
easat-8810	482	8	accuracy	accuracy	NOUN
easat-8810	482	9	,	,	PUNCT
easat-8810	482	10	more	more	ADV
easat-8810	482	11	substantiated	substantiated	ADJ
easat-8810	482	12	information	information	NOUN
easat-8810	482	13	,	,	PUNCT
easat-8810	482	14	and	and	CCONJ
easat-8810	482	15	responses	response	NOUN
easat-8810	482	16	that	that	PRON
easat-8810	482	17	are	be	AUX
easat-8810	482	18	both	both	CCONJ
easat-8810	482	19	more	more	ADV
easat-8810	482	20	useful	useful	ADJ
easat-8810	482	21	and	and	CCONJ
easat-8810	482	22	more	more	ADV
easat-8810	482	23	transparent	transparent	ADJ
easat-8810	482	24	for	for	ADP
easat-8810	482	25	users	user	NOUN
easat-8810	482	26	.	.	PUNCT
easat-8810	483	1	at	at	ADP
easat-8810	483	2	the	the	DET
easat-8810	483	3	same	same	ADJ
easat-8810	483	4	time	time	NOUN
easat-8810	483	5	,	,	PUNCT
easat-8810	483	6	these	these	DET
easat-8810	483	7	advances	advance	NOUN
easat-8810	483	8	open	open	VERB
easat-8810	483	9	up	up	ADP
easat-8810	483	10	profound	profound	ADJ
easat-8810	483	11	philosophical	philosophical	ADJ
easat-8810	483	12	questions	question	NOUN
easat-8810	483	13	.	.	PUNCT
easat-8810	484	1	how	how	SCONJ
easat-8810	484	2	should	should	AUX
easat-8810	484	3	we	we	PRON
easat-8810	484	4	redefine	redefine	VERB
easat-8810	484	5	"	"	PUNCT
easat-8810	484	6	understanding	understanding	NOUN
easat-8810	484	7	"	"	PUNCT
easat-8810	484	8	in	in	ADP
easat-8810	484	9	light	light	NOUN
easat-8810	484	10	of	of	ADP
easat-8810	484	11	a	a	DET
easat-8810	484	12	machine	machine	NOUN
easat-8810	484	13	capable	capable	ADJ
easat-8810	484	14	of	of	ADP
easat-8810	484	15	logical	logical	ADJ
easat-8810	484	16	reasoning	reasoning	NOUN
easat-8810	484	17	?	?	PUNCT
easat-8810	485	1	where	where	SCONJ
easat-8810	485	2	does	do	AUX
easat-8810	485	3	the	the	DET
easat-8810	485	4	boundary	boundary	ADJ
easat-8810	485	5	lie	lie	NOUN
easat-8810	485	6	between	between	ADP
easat-8810	485	7	objective	objective	ADJ
easat-8810	485	8	truth	truth	NOUN
easat-8810	485	9	and	and	CCONJ
easat-8810	485	10	pragmatic	pragmatic	ADJ
easat-8810	485	11	persuasiveness	persuasiveness	NOUN
easat-8810	485	12	in	in	ADP
easat-8810	485	13	ai	ai	ADJ
easat-8810	485	14	outputs	output	NOUN
easat-8810	485	15	?	?	PUNCT
easat-8810	486	1	a	a	DET
easat-8810	486	2	key	key	ADJ
easat-8810	486	3	insight	insight	NOUN
easat-8810	486	4	is	be	AUX
easat-8810	486	5	that	that	SCONJ
easat-8810	486	6	truth	truth	NOUN
easat-8810	486	7	-	-	PUNCT
easat-8810	486	8	seeking	seeking	NOUN
easat-8810	486	9	in	in	ADP
easat-8810	486	10	ai	ai	NOUN
easat-8810	486	11	is	be	AUX
easat-8810	486	12	not	not	PART
easat-8810	486	13	a	a	DET
easat-8810	486	14	fixed	fix	VERB
easat-8810	486	15	endpoint	endpoint	NOUN
easat-8810	486	16	,	,	PUNCT
easat-8810	486	17	but	but	CCONJ
easat-8810	486	18	an	an	DET
easat-8810	486	19	ongoing	ongoing	ADJ
easat-8810	486	20	process	process	NOUN
easat-8810	486	21	of	of	ADP
easat-8810	486	22	refinement	refinement	NOUN
easat-8810	486	23	and	and	CCONJ
easat-8810	486	24	balance	balance	NOUN
easat-8810	486	25	.	.	PUNCT
easat-8810	487	1	reasoning	reasoning	NOUN
easat-8810	487	2	integration	integration	NOUN
easat-8810	487	3	represents	represent	VERB
easat-8810	487	4	a	a	DET
easat-8810	487	5	long	long	ADJ
easat-8810	487	6	stride	stride	NOUN
easat-8810	487	7	forward	forward	ADV
easat-8810	487	8	—	—	PUNCT
easat-8810	487	9	but	but	CCONJ
easat-8810	487	10	not	not	PART
easat-8810	487	11	the	the	DET
easat-8810	487	12	final	final	ADJ
easat-8810	487	13	destination	destination	NOUN
easat-8810	487	14	.	.	PUNCT
easat-8810	488	1	we	we	PRON
easat-8810	488	2	may	may	AUX
easat-8810	488	3	envision	envision	VERB
easat-8810	488	4	the	the	DET
easat-8810	488	5	future	future	NOUN
easat-8810	488	6	of	of	ADP
easat-8810	488	7	llms	llm	NOUN
easat-8810	488	8	as	as	ADP
easat-8810	488	9	a	a	DET
easat-8810	488	10	convergence	convergence	NOUN
easat-8810	488	11	of	of	ADP
easat-8810	488	12	many	many	ADJ
easat-8810	488	13	capabilities	capability	NOUN
easat-8810	488	14	:	:	PUNCT
easat-8810	488	15	listening	listen	VERB
easat-8810	488	16	to	to	ADP
easat-8810	488	17	users	user	NOUN
easat-8810	488	18	(	(	PUNCT
easat-8810	488	19	understanding	understand	VERB
easat-8810	488	20	context	context	NOUN
easat-8810	488	21	and	and	CCONJ
easat-8810	488	22	intent	intent	NOUN
easat-8810	488	23	)	)	PUNCT
easat-8810	488	24	,	,	PUNCT
easat-8810	488	25	engaging	engage	VERB
easat-8810	488	26	in	in	ADP
easat-8810	488	27	introspection	introspection	NOUN
easat-8810	488	28	(	(	PUNCT
easat-8810	488	29	reflection	reflection	NOUN
easat-8810	488	30	)	)	PUNCT
easat-8810	488	31	,	,	PUNCT
easat-8810	488	32	learning	learn	VERB
easat-8810	488	33	from	from	ADP
easat-8810	488	34	the	the	DET
easat-8810	488	35	world	world	NOUN
easat-8810	488	36	(	(	PUNCT
easat-8810	488	37	data	data	NOUN
easat-8810	488	38	updating	updating	NOUN
easat-8810	488	39	)	)	PUNCT
easat-8810	488	40	,	,	PUNCT
easat-8810	488	41	and	and	CCONJ
easat-8810	488	42	adhering	adhere	VERB
easat-8810	488	43	to	to	ADP
easat-8810	488	44	ethical	ethical	ADJ
easat-8810	488	45	values	value	NOUN
easat-8810	488	46	in	in	ADP
easat-8810	488	47	decision	decision	NOUN
easat-8810	488	48	-	-	PUNCT
easat-8810	488	49	making	making	NOUN
easat-8810	488	50	.	.	PUNCT
easat-8810	489	1	realizing	realize	VERB
easat-8810	489	2	this	this	DET
easat-8810	489	3	vision	vision	NOUN
easat-8810	489	4	requires	require	VERB
easat-8810	489	5	interdisciplinary	interdisciplinary	ADJ
easat-8810	489	6	collaboration	collaboration	NOUN
easat-8810	489	7	:	:	PUNCT
easat-8810	489	8	computer	computer	NOUN
easat-8810	489	9	science	science	NOUN
easat-8810	489	10	provides	provide	VERB
easat-8810	489	11	algorithms	algorithm	NOUN
easat-8810	489	12	and	and	CCONJ
easat-8810	489	13	computational	computational	ADJ
easat-8810	489	14	power	power	NOUN
easat-8810	489	15	,	,	PUNCT
easat-8810	489	16	philosophy	philosophy	NOUN
easat-8810	489	17	offers	offer	VERB
easat-8810	489	18	frameworks	framework	NOUN
easat-8810	489	19	for	for	ADP
easat-8810	489	20	truth	truth	NOUN
easat-8810	489	21	and	and	CCONJ
easat-8810	489	22	intelligence	intelligence	NOUN
easat-8810	489	23	,	,	PUNCT
easat-8810	489	24	cognitive	cognitive	ADJ
easat-8810	489	25	science	science	NOUN
easat-8810	489	26	benchmarks	benchmark	NOUN
easat-8810	489	27	ai	ai	VERB
easat-8810	489	28	against	against	ADP
easat-8810	489	29	the	the	DET
easat-8810	489	30	human	human	ADJ
easat-8810	489	31	mind	mind	NOUN
easat-8810	489	32	,	,	PUNCT
easat-8810	489	33	and	and	CCONJ
easat-8810	489	34	social	social	ADJ
easat-8810	489	35	science	science	NOUN
easat-8810	489	36	ensures	ensure	VERB
easat-8810	489	37	that	that	PRON
easat-8810	489	38	ai	ai	VERB
easat-8810	489	39	development	development	NOUN
easat-8810	489	40	serves	serve	VERB
easat-8810	489	41	collective	collective	ADJ
easat-8810	489	42	human	human	ADJ
easat-8810	489	43	well	well	ADV
easat-8810	489	44	-	-	PUNCT
easat-8810	489	45	being	being	NOUN
easat-8810	489	46	.	.	PUNCT
easat-8810	490	1	reflecting	reflect	VERB
easat-8810	490	2	on	on	ADP
easat-8810	490	3	the	the	DET
easat-8810	490	4	title	title	NOUN
easat-8810	490	5	of	of	ADP
easat-8810	490	6	this	this	DET
easat-8810	490	7	work—“reasoning	work—“reasoning	NOUN
easat-8810	490	8	integration	integration	NOUN
easat-8810	490	9	:	:	PUNCT
easat-8810	490	10	a	a	DET
easat-8810	490	11	long	long	ADJ
easat-8810	490	12	step	step	NOUN
easat-8810	490	13	toward	toward	ADP
easat-8810	490	14	truth	truth	NOUN
easat-8810	490	15	in	in	ADP
easat-8810	490	16	large	large	ADJ
easat-8810	490	17	language	language	NOUN
easat-8810	490	18	models”—its	models”—it	NOUN
easat-8810	490	19	implications	implication	NOUN
easat-8810	490	20	have	have	AUX
easat-8810	490	21	been	be	AUX
easat-8810	490	22	explored	explore	VERB
easat-8810	490	23	from	from	ADP
easat-8810	490	24	multiple	multiple	ADJ
easat-8810	490	25	perspectives	perspective	NOUN
easat-8810	490	26	.	.	PUNCT
easat-8810	491	1	indeed	indeed	ADV
easat-8810	491	2	,	,	PUNCT
easat-8810	491	3	embedding	embed	VERB
easat-8810	491	4	reasoning	reasoning	NOUN
easat-8810	491	5	capabilities	capability	NOUN
easat-8810	491	6	brings	bring	VERB
easat-8810	491	7	llms	llm	NOUN
easat-8810	491	8	closer	close	ADJ
easat-8810	491	9	to	to	ADP
easat-8810	491	10	generating	generate	VERB
easat-8810	491	11	accurate	accurate	ADJ
easat-8810	491	12	and	and	CCONJ
easat-8810	491	13	meaningful	meaningful	ADJ
easat-8810	491	14	answers	answer	NOUN
easat-8810	491	15	.	.	PUNCT
easat-8810	492	1	but	but	CCONJ
easat-8810	492	2	a	a	DET
easat-8810	492	3	"	"	PUNCT
easat-8810	492	4	long	long	ADJ
easat-8810	492	5	step	step	NOUN
easat-8810	492	6	"	"	PUNCT
easat-8810	492	7	does	do	AUX
easat-8810	492	8	not	not	PART
easat-8810	492	9	mean	mean	VERB
easat-8810	492	10	the	the	DET
easat-8810	492	11	journey	journey	NOUN
easat-8810	492	12	is	be	AUX
easat-8810	492	13	over	over	ADV
easat-8810	492	14	.	.	PUNCT
easat-8810	493	1	today	today	NOUN
easat-8810	493	2	’s	’s	PART
easat-8810	493	3	llms	llm	NOUN
easat-8810	493	4	are	be	AUX
easat-8810	493	5	more	more	ADV
easat-8810	493	6	capable	capable	ADJ
easat-8810	493	7	,	,	PUNCT
easat-8810	493	8	yet	yet	CCONJ
easat-8810	493	9	more	more	ADV
easat-8810	493	10	complex	complex	ADJ
easat-8810	493	11	—	—	PUNCT
easat-8810	493	12	requiring	require	VERB
easat-8810	493	13	1089	1089	NUM
easat-8810	493	14	edelweiss	edelweiss	PROPN
easat-8810	493	15	applied	apply	VERB
easat-8810	493	16	science	science	NOUN
easat-8810	493	17	and	and	CCONJ
easat-8810	493	18	technology	technology	NOUN
easat-8810	493	19	issn	issn	PROPN
easat-8810	493	20	:	:	PUNCT
easat-8810	493	21	2576	2576	NUM
easat-8810	493	22	-	-	SYM
easat-8810	493	23	8484	8484	NUM
easat-8810	493	24	vol	vol	NOUN
easat-8810	493	25	.	.	PROPN
easat-8810	494	1	9	9	NUM
easat-8810	494	2	,	,	PUNCT
easat-8810	494	3	no	no	INTJ
easat-8810	494	4	.	.	NOUN
easat-8810	494	5	7	7	NUM
easat-8810	494	6	:	:	SYM
easat-8810	494	7	1072	1072	NUM
easat-8810	494	8	-	-	SYM
easat-8810	494	9	1090	1090	NUM
easat-8810	494	10	,	,	PUNCT
easat-8810	494	11	2025	2025	NUM
easat-8810	494	12	doi	doi	NOUN
easat-8810	494	13	:	:	PUNCT
easat-8810	494	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	494	15	©	©	PROPN
easat-8810	494	16	2025	2025	NUM
easat-8810	494	17	by	by	ADP
easat-8810	494	18	the	the	DET
easat-8810	494	19	authors	author	NOUN
easat-8810	494	20	;	;	PUNCT
easat-8810	494	21	licensee	licensee	PROPN
easat-8810	494	22	learning	learn	VERB
easat-8810	494	23	gate	gate	VERB
easat-8810	494	24	deeper	deep	ADJ
easat-8810	494	25	understanding	understanding	NOUN
easat-8810	494	26	and	and	CCONJ
easat-8810	494	27	responsible	responsible	ADJ
easat-8810	494	28	stewardship	stewardship	NOUN
easat-8810	494	29	.	.	PUNCT
easat-8810	495	1	rather	rather	ADV
easat-8810	495	2	than	than	ADP
easat-8810	495	3	remaining	remaining	AUX
easat-8810	495	4	confined	confine	VERB
easat-8810	495	5	to	to	ADP
easat-8810	495	6	research	research	NOUN
easat-8810	495	7	labs	lab	NOUN
easat-8810	495	8	,	,	PUNCT
easat-8810	495	9	llms	llm	NOUN
easat-8810	495	10	are	be	AUX
easat-8810	495	11	becoming	become	VERB
easat-8810	495	12	epistemic	epistemic	ADJ
easat-8810	495	13	partners	partner	NOUN
easat-8810	495	14	across	across	ADP
easat-8810	495	15	domains	domain	NOUN
easat-8810	495	16	—	—	PUNCT
easat-8810	495	17	education	education	NOUN
easat-8810	495	18	,	,	PUNCT
easat-8810	495	19	healthcare	healthcare	PROPN
easat-8810	495	20	,	,	PUNCT
easat-8810	495	21	governance	governance	NOUN
easat-8810	495	22	,	,	PUNCT
easat-8810	495	23	creative	creative	ADJ
easat-8810	495	24	arts	art	NOUN
easat-8810	495	25	.	.	PUNCT
easat-8810	496	1	this	this	DET
easat-8810	496	2	partnership	partnership	NOUN
easat-8810	496	3	must	must	AUX
easat-8810	496	4	be	be	AUX
easat-8810	496	5	founded	found	VERB
easat-8810	496	6	on	on	ADP
easat-8810	496	7	mutual	mutual	ADJ
easat-8810	496	8	trust	trust	NOUN
easat-8810	496	9	and	and	CCONJ
easat-8810	496	10	intelligibility	intelligibility	NOUN
easat-8810	496	11	(	(	PUNCT
easat-8810	496	12	even	even	ADV
easat-8810	496	13	if	if	SCONJ
easat-8810	496	14	ai	ai	NOUN
easat-8810	496	15	does	do	AUX
easat-8810	496	16	not	not	PART
easat-8810	496	17	literally	literally	ADV
easat-8810	496	18	“	"	PUNCT
easat-8810	496	19	understand	understand	VERB
easat-8810	496	20	”	"	PUNCT
easat-8810	496	21	us	us	PROPN
easat-8810	496	22	,	,	PUNCT
easat-8810	496	23	it	it	PRON
easat-8810	496	24	must	must	AUX
easat-8810	496	25	be	be	AUX
easat-8810	496	26	designed	design	VERB
easat-8810	496	27	to	to	PART
easat-8810	496	28	interact	interact	VERB
easat-8810	496	29	harmoniously	harmoniously	ADV
easat-8810	496	30	with	with	ADP
easat-8810	496	31	humans	human	NOUN
easat-8810	496	32	)	)	PUNCT
easat-8810	496	33	.	.	PUNCT
easat-8810	497	1	the	the	DET
easat-8810	497	2	philosopher	philosopher	NOUN
easat-8810	497	3	aristotle	aristotle	PROPN
easat-8810	497	4	once	once	ADV
easat-8810	497	5	said	say	VERB
easat-8810	497	6	:	:	PUNCT
easat-8810	497	7	“	"	PUNCT
easat-8810	497	8	all	all	DET
easat-8810	497	9	knowledge	knowledge	NOUN
easat-8810	497	10	begins	begin	VERB
easat-8810	497	11	in	in	ADP
easat-8810	497	12	wonder	wonder	NOUN
easat-8810	497	13	.	.	PUNCT
easat-8810	497	14	”	"	PUNCT
easat-8810	498	1	and	and	CCONJ
easat-8810	498	2	we	we	PRON
easat-8810	498	3	have	have	VERB
easat-8810	498	4	good	good	ADJ
easat-8810	498	5	reason	reason	NOUN
easat-8810	498	6	to	to	PART
easat-8810	498	7	be	be	AUX
easat-8810	498	8	amazed	amazed	ADJ
easat-8810	498	9	by	by	ADP
easat-8810	498	10	what	what	PRON
easat-8810	498	11	language	language	NOUN
easat-8810	498	12	models	model	NOUN
easat-8810	498	13	can	can	AUX
easat-8810	498	14	now	now	ADV
easat-8810	498	15	do	do	AUX
easat-8810	498	16	—	—	PUNCT
easat-8810	498	17	from	from	ADP
easat-8810	498	18	producing	produce	VERB
easat-8810	498	19	incoherent	incoherent	ADJ
easat-8810	498	20	babble	babble	NOUN
easat-8810	498	21	to	to	ADP
easat-8810	498	22	engaging	engage	VERB
easat-8810	498	23	in	in	ADP
easat-8810	498	24	structured	structured	ADJ
easat-8810	498	25	philosophical	philosophical	ADJ
easat-8810	498	26	debate	debate	NOUN
easat-8810	498	27	.	.	PUNCT
easat-8810	499	1	yet	yet	CCONJ
easat-8810	499	2	this	this	DET
easat-8810	499	3	wonder	wonder	NOUN
easat-8810	499	4	must	must	AUX
easat-8810	499	5	be	be	AUX
easat-8810	499	6	tempered	temper	VERB
easat-8810	499	7	by	by	ADP
easat-8810	499	8	humility	humility	NOUN
easat-8810	499	9	and	and	CCONJ
easat-8810	499	10	caution	caution	NOUN
easat-8810	499	11	.	.	PUNCT
easat-8810	500	1	ai	ai	VERB
easat-8810	500	2	,	,	PUNCT
easat-8810	500	3	no	no	ADV
easat-8810	500	4	matter	matter	ADV
easat-8810	500	5	how	how	SCONJ
easat-8810	500	6	advanced	advanced	ADJ
easat-8810	500	7	,	,	PUNCT
easat-8810	500	8	remains	remain	VERB
easat-8810	500	9	a	a	DET
easat-8810	500	10	human	human	ADJ
easat-8810	500	11	creation	creation	NOUN
easat-8810	500	12	.	.	PUNCT
easat-8810	501	1	our	our	PRON
easat-8810	501	2	task	task	NOUN
easat-8810	501	3	is	be	AUX
easat-8810	501	4	to	to	PART
easat-8810	501	5	ensure	ensure	VERB
easat-8810	501	6	it	it	PRON
easat-8810	501	7	reflects	reflect	VERB
easat-8810	501	8	the	the	DET
easat-8810	501	9	best	good	ADJ
easat-8810	501	10	of	of	ADP
easat-8810	501	11	human	human	ADJ
easat-8810	501	12	thought	thought	NOUN
easat-8810	501	13	—	—	PUNCT
easat-8810	501	14	while	while	SCONJ
easat-8810	501	15	constraining	constrain	VERB
easat-8810	501	16	its	its	PRON
easat-8810	501	17	capacity	capacity	NOUN
easat-8810	501	18	to	to	PART
easat-8810	501	19	mirror	mirror	VERB
easat-8810	501	20	our	our	PRON
easat-8810	501	21	worst	bad	ADJ
easat-8810	501	22	(	(	PUNCT
easat-8810	501	23	bias	bias	NOUN
easat-8810	501	24	,	,	PUNCT
easat-8810	501	25	error	error	NOUN
easat-8810	501	26	,	,	PUNCT
easat-8810	501	27	harm	harm	NOUN
easat-8810	501	28	)	)	PUNCT
easat-8810	501	29	.	.	PUNCT
easat-8810	502	1	reasoning	reasoning	NOUN
easat-8810	502	2	integration	integration	NOUN
easat-8810	502	3	is	be	AUX
easat-8810	502	4	indeed	indeed	ADV
easat-8810	502	5	a	a	DET
easat-8810	502	6	significant	significant	ADJ
easat-8810	502	7	step	step	NOUN
easat-8810	502	8	forward	forward	ADV
easat-8810	502	9	—	—	PUNCT
easat-8810	502	10	but	but	CCONJ
easat-8810	502	11	the	the	DET
easat-8810	502	12	road	road	NOUN
easat-8810	502	13	to	to	ADP
easat-8810	502	14	truth	truth	NOUN
easat-8810	502	15	-	-	PUNCT
easat-8810	502	16	seeking	seeking	NOUN
easat-8810	502	17	ai	ai	NOUN
easat-8810	502	18	is	be	AUX
easat-8810	502	19	even	even	ADV
easat-8810	502	20	longer	long	ADJ
easat-8810	502	21	.	.	PUNCT
easat-8810	503	1	each	each	DET
easat-8810	503	2	new	new	ADJ
easat-8810	503	3	capability	capability	NOUN
easat-8810	503	4	must	must	AUX
easat-8810	503	5	be	be	AUX
easat-8810	503	6	examined	examine	VERB
easat-8810	503	7	through	through	ADP
easat-8810	503	8	technical	technical	ADJ
easat-8810	503	9	,	,	PUNCT
easat-8810	503	10	philosophical	philosophical	ADJ
easat-8810	503	11	,	,	PUNCT
easat-8810	503	12	and	and	CCONJ
easat-8810	503	13	ethical	ethical	ADJ
easat-8810	503	14	lenses	lense	NOUN
easat-8810	503	15	.	.	PUNCT
easat-8810	504	1	this	this	DET
easat-8810	504	2	research	research	NOUN
easat-8810	504	3	has	have	AUX
easat-8810	504	4	sought	seek	VERB
easat-8810	504	5	to	to	PART
easat-8810	504	6	bring	bring	VERB
easat-8810	504	7	these	these	DET
easat-8810	504	8	dimensions	dimension	NOUN
easat-8810	504	9	together	together	ADV
easat-8810	504	10	in	in	ADP
easat-8810	504	11	examining	examine	VERB
easat-8810	504	12	a	a	DET
easat-8810	504	13	pivotal	pivotal	ADJ
easat-8810	504	14	advance	advance	NOUN
easat-8810	504	15	.	.	PUNCT
easat-8810	505	1	we	we	PRON
easat-8810	505	2	hope	hope	VERB
easat-8810	505	3	that	that	SCONJ
easat-8810	505	4	this	this	DET
easat-8810	505	5	interdisciplinary	interdisciplinary	ADJ
easat-8810	505	6	approach	approach	NOUN
easat-8810	505	7	continues	continue	VERB
easat-8810	505	8	in	in	ADP
easat-8810	505	9	future	future	ADJ
easat-8810	505	10	work	work	NOUN
easat-8810	505	11	—	—	PUNCT
easat-8810	505	12	not	not	PART
easat-8810	505	13	only	only	ADV
easat-8810	505	14	to	to	PART
easat-8810	505	15	build	build	VERB
easat-8810	505	16	smarter	smart	ADJ
easat-8810	505	17	ai	ai	VERB
easat-8810	505	18	,	,	PUNCT
easat-8810	505	19	but	but	CCONJ
easat-8810	505	20	also	also	ADV
easat-8810	505	21	wiser	wise	ADJ
easat-8810	505	22	ai	ai	VERB
easat-8810	505	23	—	—	PUNCT
easat-8810	505	24	systems	system	NOUN
easat-8810	505	25	that	that	PRON
easat-8810	505	26	seek	seek	VERB
easat-8810	505	27	and	and	CCONJ
easat-8810	505	28	serve	serve	VERB
easat-8810	505	29	truth	truth	NOUN
easat-8810	505	30	in	in	ADP
easat-8810	505	31	ways	way	NOUN
easat-8810	505	32	that	that	PRON
easat-8810	505	33	benefit	benefit	VERB
easat-8810	505	34	the	the	DET
easat-8810	505	35	common	common	ADJ
easat-8810	505	36	good	good	NOUN
easat-8810	505	37	of	of	ADP
easat-8810	505	38	humanity	humanity	NOUN
easat-8810	505	39	.	.	PUNCT
easat-8810	506	1	transparency	transparency	NOUN
easat-8810	506	2	:	:	PUNCT
easat-8810	506	3	the	the	DET
easat-8810	506	4	authors	author	NOUN
easat-8810	506	5	confirm	confirm	VERB
easat-8810	506	6	that	that	SCONJ
easat-8810	506	7	the	the	DET
easat-8810	506	8	manuscript	manuscript	NOUN
easat-8810	506	9	is	be	AUX
easat-8810	506	10	an	an	DET
easat-8810	506	11	honest	honest	ADJ
easat-8810	506	12	,	,	PUNCT
easat-8810	506	13	accurate	accurate	ADJ
easat-8810	506	14	,	,	PUNCT
easat-8810	506	15	and	and	CCONJ
easat-8810	506	16	transparent	transparent	ADJ
easat-8810	506	17	account	account	NOUN
easat-8810	506	18	of	of	ADP
easat-8810	506	19	the	the	DET
easat-8810	506	20	study	study	NOUN
easat-8810	506	21	;	;	PUNCT
easat-8810	506	22	that	that	SCONJ
easat-8810	506	23	no	no	DET
easat-8810	506	24	vital	vital	ADJ
easat-8810	506	25	features	feature	NOUN
easat-8810	506	26	of	of	ADP
easat-8810	506	27	the	the	DET
easat-8810	506	28	study	study	NOUN
easat-8810	506	29	have	have	AUX
easat-8810	506	30	been	be	AUX
easat-8810	506	31	omitted	omit	VERB
easat-8810	506	32	;	;	PUNCT
easat-8810	506	33	and	and	CCONJ
easat-8810	506	34	that	that	SCONJ
easat-8810	506	35	any	any	DET
easat-8810	506	36	discrepancies	discrepancy	NOUN
easat-8810	506	37	from	from	ADP
easat-8810	506	38	the	the	DET
easat-8810	506	39	study	study	NOUN
easat-8810	506	40	as	as	SCONJ
easat-8810	506	41	planned	plan	VERB
easat-8810	506	42	have	have	AUX
easat-8810	506	43	been	be	AUX
easat-8810	506	44	explained	explain	VERB
easat-8810	506	45	.	.	PUNCT
easat-8810	507	1	this	this	DET
easat-8810	507	2	study	study	NOUN
easat-8810	507	3	followed	follow	VERB
easat-8810	507	4	all	all	DET
easat-8810	507	5	ethical	ethical	ADJ
easat-8810	507	6	practices	practice	NOUN
easat-8810	507	7	during	during	ADP
easat-8810	507	8	writing	writing	NOUN
easat-8810	507	9	.	.	PUNCT
easat-8810	508	1	copyright	copyright	NOUN
easat-8810	508	2	:	:	PUNCT
easat-8810	508	3	©	©	PROPN
easat-8810	508	4	2025	2025	NUM
easat-8810	508	5	by	by	ADP
easat-8810	508	6	the	the	DET
easat-8810	508	7	authors	author	NOUN
easat-8810	508	8	.	.	PUNCT
easat-8810	509	1	this	this	DET
easat-8810	509	2	open	open	ADJ
easat-8810	509	3	-	-	PUNCT
easat-8810	509	4	access	access	NOUN
easat-8810	509	5	article	article	NOUN
easat-8810	509	6	is	be	AUX
easat-8810	509	7	distributed	distribute	VERB
easat-8810	509	8	under	under	ADP
easat-8810	509	9	the	the	DET
easat-8810	509	10	terms	term	NOUN
easat-8810	509	11	and	and	CCONJ
easat-8810	509	12	conditions	condition	NOUN
easat-8810	509	13	of	of	ADP
easat-8810	509	14	the	the	DET
easat-8810	509	15	creative	creative	ADJ
easat-8810	509	16	commons	common	NOUN
easat-8810	509	17	attribution	attribution	NOUN
easat-8810	509	18	(	(	PUNCT
easat-8810	509	19	cc	cc	NOUN
easat-8810	509	20	by	by	ADP
easat-8810	509	21	)	)	PUNCT
easat-8810	509	22	license	license	NOUN
easat-8810	509	23	(	(	PUNCT
easat-8810	509	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8810	509	25	)	)	PUNCT
easat-8810	509	26	.	.	PUNCT
easat-8810	510	1	references	reference	NOUN
easat-8810	510	2	[	[	X
easat-8810	510	3	1	1	NUM
easat-8810	510	4	]	]	PUNCT
easat-8810	510	5	z.	z.	PROPN
easat-8810	510	6	zhang	zhang	PROPN
easat-8810	510	7	et	et	PROPN
easat-8810	510	8	al	al	PROPN
easat-8810	510	9	.	.	PROPN
easat-8810	510	10	,	,	PUNCT
easat-8810	510	11	"	"	PUNCT
easat-8810	510	12	igniting	ignite	VERB
easat-8810	510	13	language	language	NOUN
easat-8810	510	14	intelligence	intelligence	NOUN
easat-8810	510	15	:	:	PUNCT
easat-8810	510	16	the	the	DET
easat-8810	510	17	hitchhiker	hitchhiker	NOUN
easat-8810	510	18	’s	’s	PART
easat-8810	510	19	guide	guide	NOUN
easat-8810	510	20	from	from	ADP
easat-8810	510	21	chain	chain	NOUN
easat-8810	510	22	-	-	PUNCT
easat-8810	510	23	of	of	ADP
easat-8810	510	24	-	-	PUNCT
easat-8810	510	25	thought	thought	NOUN
easat-8810	510	26	reasoning	reasoning	NOUN
easat-8810	510	27	to	to	ADP
easat-8810	510	28	language	language	NOUN
easat-8810	510	29	agents	agent	NOUN
easat-8810	510	30	,	,	PUNCT
easat-8810	510	31	"	"	PUNCT
easat-8810	510	32	acm	acm	PROPN
easat-8810	510	33	computing	computing	NOUN
easat-8810	510	34	surveys	survey	NOUN
easat-8810	510	35	,	,	PUNCT
easat-8810	510	36	vol	vol	NOUN
easat-8810	510	37	.	.	PROPN
easat-8810	511	1	57	57	NUM
easat-8810	511	2	,	,	PUNCT
easat-8810	511	3	no	no	INTJ
easat-8810	511	4	.	.	NOUN
easat-8810	511	5	8	8	NUM
easat-8810	511	6	,	,	PUNCT
easat-8810	511	7	pp	pp	ADJ
easat-8810	511	8	.	.	PUNCT
easat-8810	512	1	1	1	NUM
easat-8810	512	2	-	-	SYM
easat-8810	512	3	39	39	NUM
easat-8810	512	4	,	,	PUNCT
easat-8810	512	5	2025	2025	NUM
easat-8810	512	6	.	.	PUNCT
easat-8810	513	1	[	[	X
easat-8810	513	2	2	2	NUM
easat-8810	513	3	]	]	PUNCT
easat-8810	513	4	z.	z.	PROPN
easat-8810	513	5	l.	l.	PROPN
easat-8810	513	6	lin	lin	PROPN
easat-8810	513	7	,	,	PUNCT
easat-8810	513	8	c.	c.	PROPN
easat-8810	513	9	h.	h.	PROPN
easat-8810	513	10	yen	yen	PROPN
easat-8810	513	11	,	,	PUNCT
easat-8810	513	12	j.	j.	PROPN
easat-8810	513	13	c.	c.	PROPN
easat-8810	513	14	xu	xu	PROPN
easat-8810	513	15	,	,	PUNCT
easat-8810	513	16	d.	d.	PROPN
easat-8810	513	17	watty	watty	PROPN
easat-8810	513	18	,	,	PUNCT
easat-8810	513	19	and	and	CCONJ
easat-8810	513	20	s.	s.	PROPN
easat-8810	513	21	k.	k.	PROPN
easat-8810	513	22	hsieh	hsieh	PROPN
easat-8810	513	23	,	,	PUNCT
easat-8810	513	24	"	"	PUNCT
easat-8810	513	25	solving	solve	VERB
easat-8810	513	26	linguistic	linguistic	ADJ
easat-8810	513	27	olympiad	olympiad	NOUN
easat-8810	513	28	problems	problem	NOUN
easat-8810	513	29	with	with	ADP
easat-8810	513	30	tree	tree	NOUN
easat-8810	513	31	-	-	PUNCT
easat-8810	513	32	of	of	ADP
easat-8810	513	33	-	-	PUNCT
easat-8810	513	34	thought	thought	NOUN
easat-8810	513	35	prompting	prompt	VERB
easat-8810	513	36	,	,	PUNCT
easat-8810	513	37	"	"	PUNCT
easat-8810	513	38	in	in	ADP
easat-8810	513	39	proceedings	proceeding	NOUN
easat-8810	513	40	of	of	ADP
easat-8810	513	41	the	the	DET
easat-8810	513	42	35th	35th	ADJ
easat-8810	513	43	conference	conference	NOUN
easat-8810	513	44	on	on	ADP
easat-8810	513	45	computational	computational	ADJ
easat-8810	513	46	linguistics	linguistic	NOUN
easat-8810	513	47	and	and	CCONJ
easat-8810	513	48	speech	speech	NOUN
easat-8810	513	49	processing	processing	NOUN
easat-8810	513	50	(	(	PUNCT
easat-8810	513	51	rocling	rocle	VERB
easat-8810	513	52	2023	2023	NUM
easat-8810	513	53	)	)	PUNCT
easat-8810	513	54	(	(	PUNCT
easat-8810	513	55	pp	pp	ADJ
easat-8810	513	56	.	.	PUNCT
easat-8810	514	1	262	262	NUM
easat-8810	514	2	-	-	SYM
easat-8810	514	3	269	269	NUM
easat-8810	514	4	)	)	PUNCT
easat-8810	514	5	,	,	PUNCT
easat-8810	514	6	2023	2023	NUM
easat-8810	514	7	.	.	PUNCT
easat-8810	515	1	[	[	X
easat-8810	515	2	3	3	X
easat-8810	515	3	]	]	X
easat-8810	515	4	j.	j.	PROPN
easat-8810	515	5	chen	chen	PROPN
easat-8810	515	6	,	,	PUNCT
easat-8810	515	7	h.	h.	PROPN
easat-8810	515	8	lin	lin	PROPN
easat-8810	515	9	,	,	PUNCT
easat-8810	515	10	x.	x.	PROPN
easat-8810	515	11	han	han	PROPN
easat-8810	515	12	,	,	PUNCT
easat-8810	515	13	and	and	CCONJ
easat-8810	515	14	l.	l.	PROPN
easat-8810	515	15	sun	sun	PROPN
easat-8810	515	16	,	,	PUNCT
easat-8810	515	17	"	"	PUNCT
easat-8810	515	18	benchmarking	benchmarke	VERB
easat-8810	515	19	large	large	ADJ
easat-8810	515	20	language	language	NOUN
easat-8810	515	21	models	model	NOUN
easat-8810	515	22	in	in	ADP
easat-8810	515	23	retrieval	retrieval	NOUN
easat-8810	515	24	-	-	PUNCT
easat-8810	515	25	augmented	augment	VERB
easat-8810	515	26	generation	generation	NOUN
easat-8810	515	27	,	,	PUNCT
easat-8810	515	28	"	"	PUNCT
easat-8810	515	29	in	in	ADP
easat-8810	515	30	proceedings	proceeding	NOUN
easat-8810	515	31	of	of	ADP
easat-8810	515	32	the	the	DET
easat-8810	515	33	aaai	aaai	PROPN
easat-8810	515	34	conference	conference	NOUN
easat-8810	515	35	on	on	ADP
easat-8810	515	36	artificial	artificial	ADJ
easat-8810	515	37	intelligence	intelligence	NOUN
easat-8810	515	38	(	(	PUNCT
easat-8810	515	39	vol	vol	NOUN
easat-8810	515	40	.	.	PROPN
easat-8810	516	1	38	38	NUM
easat-8810	516	2	,	,	PUNCT
easat-8810	516	3	no	no	INTJ
easat-8810	516	4	.	.	NOUN
easat-8810	516	5	16	16	NUM
easat-8810	516	6	,	,	PUNCT
easat-8810	516	7	pp	pp	ADJ
easat-8810	516	8	.	.	PUNCT
easat-8810	517	1	17754	17754	NUM
easat-8810	517	2	-	-	SYM
easat-8810	517	3	17762	17762	NUM
easat-8810	517	4	)	)	PUNCT
easat-8810	517	5	,	,	PUNCT
easat-8810	517	6	2024	2024	NUM
easat-8810	517	7	.	.	PUNCT
easat-8810	518	1	[	[	X
easat-8810	518	2	4	4	X
easat-8810	518	3	]	]	PUNCT
easat-8810	518	4	t.	t.	PROPN
easat-8810	518	5	xiaoyu	xiaoyu	PROPN
easat-8810	518	6	et	et	PROPN
easat-8810	518	7	al	al	PROPN
easat-8810	518	8	.	.	PROPN
easat-8810	518	9	,	,	PUNCT
easat-8810	518	10	"	"	PUNCT
easat-8810	518	11	self	self	NOUN
easat-8810	518	12	-	-	PUNCT
easat-8810	518	13	criticism	criticism	NOUN
easat-8810	518	14	:	:	PUNCT
easat-8810	518	15	aligning	align	VERB
easat-8810	518	16	large	large	ADJ
easat-8810	518	17	language	language	NOUN
easat-8810	518	18	models	model	NOUN
easat-8810	518	19	with	with	ADP
easat-8810	518	20	their	their	PRON
easat-8810	518	21	understanding	understanding	NOUN
easat-8810	518	22	of	of	ADP
easat-8810	518	23	helpfulness	helpfulness	ADJ
easat-8810	518	24	,	,	PUNCT
easat-8810	518	25	honesty	honesty	NOUN
easat-8810	518	26	,	,	PUNCT
easat-8810	518	27	and	and	CCONJ
easat-8810	518	28	harmlessness	harmlessness	NOUN
easat-8810	518	29	,	,	PUNCT
easat-8810	518	30	"	"	PUNCT
easat-8810	518	31	in	in	ADP
easat-8810	518	32	proceedings	proceeding	NOUN
easat-8810	518	33	of	of	ADP
easat-8810	518	34	the	the	DET
easat-8810	518	35	2023	2023	NUM
easat-8810	518	36	conference	conference	NOUN
easat-8810	518	37	on	on	ADP
easat-8810	518	38	empirical	empirical	ADJ
easat-8810	518	39	methods	method	NOUN
easat-8810	518	40	in	in	ADP
easat-8810	518	41	natural	natural	ADJ
easat-8810	518	42	language	language	NOUN
easat-8810	518	43	processing	processing	NOUN
easat-8810	518	44	:	:	PUNCT
easat-8810	518	45	industry	industry	NOUN
easat-8810	518	46	track	track	NOUN
easat-8810	518	47	,	,	PUNCT
easat-8810	518	48	pages	page	NOUN
easat-8810	518	49	650–662	650–662	NUM
easat-8810	518	50	december	december	PROPN
easat-8810	518	51	6	6	NUM
easat-8810	518	52	-	-	SYM
easat-8810	518	53	10	10	NUM
easat-8810	518	54	,	,	PUNCT
easat-8810	518	55	2023	2023	NUM
easat-8810	518	56	©	©	PROPN
easat-8810	518	57	2023	2023	NUM
easat-8810	518	58	association	association	NOUN
easat-8810	518	59	for	for	ADP
easat-8810	518	60	computational	computational	ADJ
easat-8810	518	61	linguistics	linguistic	NOUN
easat-8810	518	62	,	,	PUNCT
easat-8810	518	63	2023	2023	NUM
easat-8810	518	64	.	.	PUNCT
easat-8810	519	1	[	[	X
easat-8810	519	2	5	5	NUM
easat-8810	519	3	]	]	X
easat-8810	519	4	r.	r.	PROPN
easat-8810	519	5	cerqueti	cerqueti	PROPN
easat-8810	519	6	,	,	PUNCT
easat-8810	519	7	v.	v.	ADP
easat-8810	519	8	ficcadenti	ficcadenti	PROPN
easat-8810	519	9	,	,	PUNCT
easat-8810	519	10	g.	g.	PROPN
easat-8810	519	11	dhesi	dhesi	PROPN
easat-8810	519	12	,	,	PUNCT
easat-8810	519	13	and	and	CCONJ
easat-8810	519	14	m.	m.	PROPN
easat-8810	519	15	ausloos	ausloos	PROPN
easat-8810	519	16	,	,	PUNCT
easat-8810	519	17	"	"	PUNCT
easat-8810	519	18	markov	markov	NOUN
easat-8810	519	19	chain	chain	NOUN
easat-8810	519	20	monte	monte	PROPN
easat-8810	519	21	carlo	carlo	PROPN
easat-8810	519	22	for	for	ADP
easat-8810	519	23	generating	generate	VERB
easat-8810	519	24	ranked	rank	VERB
easat-8810	519	25	textual	textual	ADJ
easat-8810	519	26	data	datum	NOUN
easat-8810	519	27	,	,	PUNCT
easat-8810	519	28	"	"	PUNCT
easat-8810	519	29	information	information	NOUN
easat-8810	519	30	sciences	science	NOUN
easat-8810	519	31	,	,	PUNCT
easat-8810	519	32	vol	vol	NOUN
easat-8810	519	33	.	.	PUNCT
easat-8810	520	1	610	610	NUM
easat-8810	520	2	,	,	PUNCT
easat-8810	520	3	pp	pp	ADJ
easat-8810	520	4	.	.	PUNCT
easat-8810	521	1	425	425	NUM
easat-8810	521	2	-	-	SYM
easat-8810	521	3	439	439	NUM
easat-8810	521	4	,	,	PUNCT
easat-8810	521	5	2022	2022	NUM
easat-8810	521	6	.	.	PUNCT
easat-8810	522	1	[	[	X
easat-8810	522	2	6	6	NUM
easat-8810	522	3	]	]	PUNCT
easat-8810	522	4	s.	s.	PROPN
easat-8810	522	5	fosso	fosso	PROPN
easat-8810	522	6	wamba	wamba	PROPN
easat-8810	522	7	,	,	PUNCT
easat-8810	522	8	m.	m.	NOUN
easat-8810	522	9	m.	m.	PROPN
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easat-8810	522	11	,	,	PUNCT
easat-8810	522	12	i.	i.	PROPN
easat-8810	522	13	o.	o.	PROPN
easat-8810	522	14	pappas	pappas	PROPN
easat-8810	522	15	,	,	PUNCT
easat-8810	522	16	and	and	CCONJ
easat-8810	522	17	y.	y.	PROPN
easat-8810	522	18	sullivan	sullivan	PROPN
easat-8810	522	19	,	,	PUNCT
easat-8810	522	20	"	"	PUNCT
easat-8810	522	21	artificial	artificial	ADJ
easat-8810	522	22	intelligence	intelligence	NOUN
easat-8810	522	23	capability	capability	NOUN
easat-8810	522	24	and	and	CCONJ
easat-8810	522	25	firm	firm	ADJ
easat-8810	522	26	performance	performance	NOUN
easat-8810	522	27	:	:	PUNCT
easat-8810	522	28	a	a	DET
easat-8810	522	29	sustainable	sustainable	ADJ
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easat-8810	522	31	perspective	perspective	NOUN
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easat-8810	522	38	-	-	PUNCT
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easat-8810	522	40	culture	culture	NOUN
easat-8810	522	41	,	,	PUNCT
easat-8810	522	42	"	"	PUNCT
easat-8810	522	43	information	information	NOUN
easat-8810	522	44	systems	system	NOUN
easat-8810	522	45	frontiers	frontier	NOUN
easat-8810	522	46	,	,	PUNCT
easat-8810	522	47	vol	vol	NOUN
easat-8810	522	48	.	.	PROPN
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easat-8810	522	50	,	,	PUNCT
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easat-8810	522	53	6	6	NUM
easat-8810	522	54	,	,	PUNCT
easat-8810	522	55	pp	pp	ADJ
easat-8810	522	56	.	.	PUNCT
easat-8810	523	1	2189	2189	NUM
easat-8810	523	2	-	-	SYM
easat-8810	523	3	2203	2203	NUM
easat-8810	523	4	,	,	PUNCT
easat-8810	523	5	2024	2024	NUM
easat-8810	523	6	.	.	PUNCT
easat-8810	524	1	https://doi.org/10.1007/s10796-023-10460-z	https://doi.org/10.1007/s10796-023-10460-z	X
easat-8810	524	2	[	[	X
easat-8810	524	3	7	7	X
easat-8810	524	4	]	]	X
easat-8810	524	5	s.	s.	PROPN
easat-8810	524	6	raschka	raschka	PROPN
easat-8810	524	7	,	,	PUNCT
easat-8810	524	8	build	build	VERB
easat-8810	524	9	a	a	DET
easat-8810	524	10	large	large	ADJ
easat-8810	524	11	language	language	NOUN
easat-8810	524	12	model	model	NOUN
easat-8810	524	13	(	(	PUNCT
easat-8810	524	14	from	from	ADP
easat-8810	524	15	scratch	scratch	NOUN
easat-8810	524	16	)	)	PUNCT
easat-8810	524	17	.	.	PUNCT
easat-8810	525	1	new	new	PROPN
easat-8810	525	2	york	york	PROPN
easat-8810	525	3	:	:	PUNCT
easat-8810	525	4	simon	simon	PROPN
easat-8810	525	5	and	and	CCONJ
easat-8810	525	6	schuster	schuster	PROPN
easat-8810	525	7	,	,	PUNCT
easat-8810	525	8	2024	2024	NUM
easat-8810	525	9	.	.	PUNCT
easat-8810	526	1	[	[	X
easat-8810	526	2	8	8	NUM
easat-8810	526	3	]	]	X
easat-8810	526	4	l.	l.	PROPN
easat-8810	526	5	munn	munn	PROPN
easat-8810	526	6	,	,	PUNCT
easat-8810	526	7	l.	l.	PROPN
easat-8810	526	8	magee	magee	PROPN
easat-8810	526	9	,	,	PUNCT
easat-8810	526	10	and	and	CCONJ
easat-8810	526	11	v.	v.	ADP
easat-8810	526	12	arora	arora	PROPN
easat-8810	526	13	,	,	PUNCT
easat-8810	526	14	"	"	PUNCT
easat-8810	526	15	truth	truth	NOUN
easat-8810	526	16	machines	machine	NOUN
easat-8810	526	17	:	:	PUNCT
easat-8810	526	18	synthesizing	synthesize	VERB
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easat-8810	526	20	in	in	ADP
easat-8810	526	21	ai	ai	PROPN
easat-8810	526	22	language	language	NOUN
easat-8810	526	23	models	model	NOUN
easat-8810	526	24	,	,	PUNCT
easat-8810	526	25	"	"	PUNCT
easat-8810	526	26	ai	ai	PROPN
easat-8810	526	27	&	&	CCONJ
easat-8810	526	28	society	society	NOUN
easat-8810	526	29	,	,	PUNCT
easat-8810	526	30	vol	vol	NOUN
easat-8810	526	31	.	.	PROPN
easat-8810	526	32	39	39	NUM
easat-8810	526	33	,	,	PUNCT
easat-8810	526	34	no	no	INTJ
easat-8810	526	35	.	.	NOUN
easat-8810	526	36	6	6	NUM
easat-8810	526	37	,	,	PUNCT
easat-8810	526	38	pp	pp	ADJ
easat-8810	526	39	.	.	PUNCT
easat-8810	527	1	2759	2759	NUM
easat-8810	527	2	-	-	SYM
easat-8810	527	3	2773	2773	NUM
easat-8810	527	4	,	,	PUNCT
easat-8810	527	5	2024	2024	NUM
easat-8810	527	6	.	.	PUNCT
easat-8810	528	1	https://doi.org/10.1007/s00146-023-01756-4	https://doi.org/10.1007/s00146-023-01756-4	PUNCT
easat-8810	529	1	[	[	X
easat-8810	529	2	9	9	NUM
easat-8810	529	3	]	]	PUNCT
easat-8810	529	4	s.	s.	PROPN
easat-8810	529	5	yao	yao	PROPN
easat-8810	529	6	et	et	PROPN
easat-8810	529	7	al	al	PROPN
easat-8810	529	8	.	.	PROPN
easat-8810	529	9	,	,	PUNCT
easat-8810	529	10	"	"	PUNCT
easat-8810	529	11	tree	tree	NOUN
easat-8810	529	12	of	of	ADP
easat-8810	529	13	thoughts	thought	NOUN
easat-8810	529	14	:	:	PUNCT
easat-8810	529	15	deliberate	deliberate	VERB
easat-8810	529	16	problem	problem	NOUN
easat-8810	529	17	solving	solve	VERB
easat-8810	529	18	with	with	ADP
easat-8810	529	19	large	large	ADJ
easat-8810	529	20	language	language	NOUN
easat-8810	529	21	models	model	NOUN
easat-8810	529	22	,	,	PUNCT
easat-8810	529	23	"	"	PUNCT
easat-8810	529	24	advances	advance	NOUN
easat-8810	529	25	in	in	ADP
easat-8810	529	26	neural	neural	ADJ
easat-8810	529	27	information	information	NOUN
easat-8810	529	28	processing	processing	NOUN
easat-8810	529	29	systems	system	NOUN
easat-8810	529	30	,	,	PUNCT
easat-8810	529	31	vol	vol	NOUN
easat-8810	529	32	.	.	PROPN
easat-8810	530	1	36	36	NUM
easat-8810	530	2	,	,	PUNCT
easat-8810	530	3	pp	pp	ADJ
easat-8810	530	4	.	.	PUNCT
easat-8810	531	1	11809	11809	NUM
easat-8810	531	2	-	-	SYM
easat-8810	531	3	11822	11822	NUM
easat-8810	531	4	,	,	PUNCT
easat-8810	531	5	2023	2023	NUM
easat-8810	531	6	.	.	PUNCT
easat-8810	532	1	[	[	X
easat-8810	532	2	10	10	NUM
easat-8810	532	3	]	]	X
easat-8810	532	4	s.	s.	PROPN
easat-8810	532	5	siriwardhana	siriwardhana	PROPN
easat-8810	532	6	,	,	PUNCT
easat-8810	532	7	r.	r.	PROPN
easat-8810	532	8	weerasekera	weerasekera	PROPN
easat-8810	532	9	,	,	PUNCT
easat-8810	532	10	e.	e.	PROPN
easat-8810	532	11	wen	wen	PROPN
easat-8810	532	12	,	,	PUNCT
easat-8810	532	13	t.	t.	PROPN
easat-8810	532	14	kaluarachchi	kaluarachchi	PROPN
easat-8810	532	15	,	,	PUNCT
easat-8810	532	16	r.	r.	PROPN
easat-8810	532	17	rana	rana	PROPN
easat-8810	532	18	,	,	PUNCT
easat-8810	532	19	and	and	CCONJ
easat-8810	532	20	s.	s.	PROPN
easat-8810	532	21	nanayakkara	nanayakkara	PROPN
easat-8810	532	22	,	,	PUNCT
easat-8810	532	23	"	"	PUNCT
easat-8810	532	24	improving	improve	VERB
easat-8810	532	25	the	the	DET
easat-8810	532	26	domain	domain	NOUN
easat-8810	532	27	adaptation	adaptation	NOUN
easat-8810	532	28	of	of	ADP
easat-8810	532	29	retrieval	retrieval	NOUN
easat-8810	532	30	augmented	augment	VERB
easat-8810	532	31	generation	generation	NOUN
easat-8810	532	32	(	(	PUNCT
easat-8810	532	33	rag	rag	NOUN
easat-8810	532	34	)	)	PUNCT
easat-8810	532	35	models	model	NOUN
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easat-8810	532	38	domain	domain	NOUN
easat-8810	532	39	question	question	NOUN
easat-8810	532	40	answering	answering	NOUN
easat-8810	532	41	,	,	PUNCT
easat-8810	532	42	"	"	PUNCT
easat-8810	532	43	transactions	transaction	NOUN
easat-8810	532	44	of	of	ADP
easat-8810	532	45	the	the	DET
easat-8810	532	46	association	association	NOUN
easat-8810	532	47	for	for	ADP
easat-8810	532	48	computational	computational	ADJ
easat-8810	532	49	linguistics	linguistic	NOUN
easat-8810	532	50	,	,	PUNCT
easat-8810	532	51	vol	vol	NOUN
easat-8810	532	52	.	.	PROPN
easat-8810	532	53	11	11	NUM
easat-8810	532	54	,	,	PUNCT
easat-8810	532	55	pp	pp	ADJ
easat-8810	532	56	.	.	PUNCT
easat-8810	533	1	1	1	NUM
easat-8810	533	2	-	-	SYM
easat-8810	533	3	17	17	NUM
easat-8810	533	4	,	,	PUNCT
easat-8810	533	5	2023	2023	NUM
easat-8810	533	6	.	.	PUNCT
easat-8810	534	1	[	[	X
easat-8810	534	2	11	11	NUM
easat-8810	534	3	]	]	PUNCT
easat-8810	534	4	t.	t.	PROPN
easat-8810	534	5	huang	huang	PROPN
easat-8810	534	6	,	,	PUNCT
easat-8810	534	7	j.	j.	PROPN
easat-8810	534	8	chu	chu	PROPN
easat-8810	534	9	,	,	PUNCT
easat-8810	534	10	and	and	CCONJ
easat-8810	534	11	f.	f.	PROPN
easat-8810	534	12	wei	wei	PROPN
easat-8810	534	13	,	,	PUNCT
easat-8810	534	14	"	"	PUNCT
easat-8810	534	15	unsupervised	unsupervised	ADJ
easat-8810	534	16	prompt	prompt	ADJ
easat-8810	534	17	learning	learning	NOUN
easat-8810	534	18	for	for	ADP
easat-8810	534	19	vision	vision	NOUN
easat-8810	534	20	-	-	PUNCT
easat-8810	534	21	language	language	NOUN
easat-8810	534	22	models	model	NOUN
easat-8810	534	23	,	,	PUNCT
easat-8810	534	24	"	"	PUNCT
easat-8810	534	25	arxiv	arxiv	PROPN
easat-8810	534	26	preprint	preprint	VERB
easat-8810	534	27	arxiv:2204.03649	arxiv:2204.03649	NOUN
easat-8810	534	28	,	,	PUNCT
easat-8810	534	29	2022	2022	NUM
easat-8810	534	30	.	.	PUNCT
easat-8810	535	1	[	[	X
easat-8810	535	2	12	12	NUM
easat-8810	535	3	]	]	X
easat-8810	535	4	p.	p.	PROPN
easat-8810	535	5	lewis	lewis	PROPN
easat-8810	535	6	et	et	PROPN
easat-8810	535	7	al	al	PROPN
easat-8810	535	8	.	.	PROPN
easat-8810	535	9	,	,	PUNCT
easat-8810	535	10	"	"	PUNCT
easat-8810	535	11	retrieval	retrieval	NOUN
easat-8810	535	12	-	-	PUNCT
easat-8810	535	13	augmented	augment	VERB
easat-8810	535	14	generation	generation	NOUN
easat-8810	535	15	for	for	ADP
easat-8810	535	16	knowledge	knowledge	NOUN
easat-8810	535	17	-	-	PUNCT
easat-8810	535	18	intensive	intensive	ADJ
easat-8810	535	19	nlp	nlp	NOUN
easat-8810	535	20	tasks	task	NOUN
easat-8810	535	21	,	,	PUNCT
easat-8810	535	22	"	"	PUNCT
easat-8810	535	23	arxiv	arxiv	NOUN
easat-8810	535	24	,	,	PUNCT
easat-8810	535	25	2020	2020	NUM
easat-8810	535	26	.	.	PUNCT
easat-8810	536	1	https://doi.org/10.48550/arxiv.2005.11401	https://doi.org/10.48550/arxiv.2005.11401	PROPN
easat-8810	537	1	[	[	X
easat-8810	537	2	13	13	NUM
easat-8810	537	3	]	]	PUNCT
easat-8810	537	4	p.	p.	PROPN
easat-8810	537	5	lewis	lewis	PROPN
easat-8810	537	6	et	et	PROPN
easat-8810	537	7	al	al	PROPN
easat-8810	537	8	.	.	PROPN
easat-8810	537	9	,	,	PUNCT
easat-8810	537	10	"	"	PUNCT
easat-8810	537	11	paq	paq	NOUN
easat-8810	537	12	:	:	PUNCT
easat-8810	537	13	65	65	NUM
easat-8810	537	14	million	million	NUM
easat-8810	537	15	probably	probably	ADV
easat-8810	537	16	-	-	PUNCT
easat-8810	537	17	asked	ask	VERB
easat-8810	537	18	questions	question	NOUN
easat-8810	537	19	and	and	CCONJ
easat-8810	537	20	what	what	PRON
easat-8810	537	21	you	you	PRON
easat-8810	537	22	can	can	AUX
easat-8810	537	23	do	do	VERB
easat-8810	537	24	with	with	ADP
easat-8810	537	25	them	they	PRON
easat-8810	537	26	,	,	PUNCT
easat-8810	537	27	"	"	PUNCT
easat-8810	537	28	transactions	transaction	NOUN
easat-8810	537	29	of	of	ADP
easat-8810	537	30	the	the	DET
easat-8810	537	31	association	association	NOUN
easat-8810	537	32	for	for	ADP
easat-8810	537	33	computational	computational	ADJ
easat-8810	537	34	linguistics	linguistic	NOUN
easat-8810	537	35	,	,	PUNCT
easat-8810	537	36	vol	vol	NOUN
easat-8810	537	37	.	.	PROPN
easat-8810	537	38	9	9	NUM
easat-8810	537	39	,	,	PUNCT
easat-8810	537	40	pp	pp	ADJ
easat-8810	537	41	.	.	PUNCT
easat-8810	538	1	1098	1098	NUM
easat-8810	538	2	-	-	SYM
easat-8810	538	3	1115	1115	NUM
easat-8810	538	4	,	,	PUNCT
easat-8810	538	5	2021	2021	NUM
easat-8810	538	6	.	.	PUNCT
easat-8810	539	1	https://doi.org/10.1162/tacl_a_00415	https://doi.org/10.1162/tacl_a_00415	INTJ
easat-8810	539	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8810	540	1	https://doi.org/10.1007/s10796-023-10460-z	https://doi.org/10.1007/s10796-023-10460-z	PROPN
easat-8810	540	2	https://doi.org/10.1007/s00146-023-01756-4	https://doi.org/10.1007/s00146-023-01756-4	PROPN
easat-8810	540	3	https://doi.org/10.48550/arxiv.2005.11401	https://doi.org/10.48550/arxiv.2005.11401	PROPN
easat-8810	540	4	https://doi.org/10.1162/tacl_a_00415	https://doi.org/10.1162/tacl_a_00415	PROPN
easat-8810	540	5	1090	1090	NUM
easat-8810	540	6	edelweiss	edelweiss	PROPN
easat-8810	540	7	applied	apply	VERB
easat-8810	540	8	science	science	NOUN
easat-8810	540	9	and	and	CCONJ
easat-8810	540	10	technology	technology	NOUN
easat-8810	540	11	issn	issn	PROPN
easat-8810	540	12	:	:	PUNCT
easat-8810	540	13	2576	2576	NUM
easat-8810	540	14	-	-	SYM
easat-8810	540	15	8484	8484	NUM
easat-8810	540	16	vol	vol	NOUN
easat-8810	540	17	.	.	PROPN
easat-8810	541	1	9	9	NUM
easat-8810	541	2	,	,	PUNCT
easat-8810	541	3	no	no	INTJ
easat-8810	541	4	.	.	NOUN
easat-8810	541	5	7	7	NUM
easat-8810	541	6	:	:	SYM
easat-8810	541	7	1072	1072	NUM
easat-8810	541	8	-	-	SYM
easat-8810	541	9	1090	1090	NUM
easat-8810	541	10	,	,	PUNCT
easat-8810	541	11	2025	2025	NUM
easat-8810	541	12	doi	doi	NOUN
easat-8810	541	13	:	:	PUNCT
easat-8810	541	14	10.55214/25768484.v9i7.8810	10.55214/25768484.v9i7.8810	NUM
easat-8810	541	15	©	©	PROPN
easat-8810	541	16	2025	2025	NUM
easat-8810	541	17	by	by	ADP
easat-8810	541	18	the	the	DET
easat-8810	541	19	authors	author	NOUN
easat-8810	541	20	;	;	PUNCT
easat-8810	541	21	licensee	licensee	PROPN
easat-8810	541	22	learning	learning	NOUN
easat-8810	541	23	gate	gate	NOUN
easat-8810	542	1	[	[	X
easat-8810	542	2	14	14	NUM
easat-8810	542	3	]	]	X
easat-8810	542	4	g.	g.	PROPN
easat-8810	542	5	irving	irving	PROPN
easat-8810	542	6	,	,	PUNCT
easat-8810	542	7	p.	p.	PROPN
easat-8810	542	8	christiano	christiano	PROPN
easat-8810	542	9	,	,	PUNCT
easat-8810	542	10	and	and	CCONJ
easat-8810	542	11	d.	d.	PROPN
easat-8810	542	12	amodei	amodei	PROPN
easat-8810	542	13	,	,	PUNCT
easat-8810	542	14	"	"	PUNCT
easat-8810	542	15	ai	ai	VERB
easat-8810	542	16	safety	safety	NOUN
easat-8810	542	17	via	via	ADP
easat-8810	542	18	debate	debate	NOUN
easat-8810	542	19	(	(	PUNCT
easat-8810	542	20	preprint	preprint	NOUN
easat-8810	542	21	)	)	PUNCT
easat-8810	542	22	,	,	PUNCT
easat-8810	542	23	"	"	PUNCT
easat-8810	542	24	arxiv	arxiv	PROPN
easat-8810	542	25	,	,	PUNCT
easat-8810	542	26	p.	p.	NOUN
easat-8810	542	27	6	6	NUM
easat-8810	542	28	,	,	PUNCT
easat-8810	542	29	2018	2018	NUM
easat-8810	542	30	.	.	PUNCT
easat-8810	543	1	https://doi.org/10.48550/arxiv.1805.00899	https://doi.org/10.48550/arxiv.1805.00899	NOUN
easat-8810	544	1	[	[	X
easat-8810	544	2	15	15	NUM
easat-8810	544	3	]	]	X
easat-8810	544	4	e.	e.	PROPN
easat-8810	544	5	m.	m.	PROPN
easat-8810	544	6	bender	bender	PROPN
easat-8810	544	7	,	,	PUNCT
easat-8810	544	8	t.	t.	PROPN
easat-8810	544	9	gebru	gebru	NOUN
easat-8810	544	10	,	,	PUNCT
easat-8810	544	11	a.	a.	PROPN
easat-8810	544	12	mcmillan	mcmillan	PROPN
easat-8810	544	13	-	-	PUNCT
easat-8810	544	14	major	major	PROPN
easat-8810	544	15	,	,	PUNCT
easat-8810	544	16	and	and	CCONJ
easat-8810	544	17	s.	s.	PROPN
easat-8810	544	18	shmitchell	shmitchell	PROPN
easat-8810	544	19	,	,	PUNCT
easat-8810	544	20	"	"	PUNCT
easat-8810	544	21	on	on	ADP
easat-8810	544	22	the	the	DET
easat-8810	544	23	dangers	danger	NOUN
easat-8810	544	24	of	of	ADP
easat-8810	544	25	stochastic	stochastic	ADJ
easat-8810	544	26	parrots	parrot	NOUN
easat-8810	544	27	:	:	PUNCT
easat-8810	544	28	can	can	AUX
easat-8810	544	29	language	language	NOUN
easat-8810	544	30	models	model	NOUN
easat-8810	544	31	be	be	AUX
easat-8810	544	32	too	too	ADV
easat-8810	544	33	big	big	ADJ
easat-8810	544	34	?	?	PUNCT
easat-8810	544	35	,	,	PUNCT
easat-8810	544	36	"	"	PUNCT
easat-8810	544	37	in	in	ADP
easat-8810	544	38	proceedings	proceeding	NOUN
easat-8810	544	39	of	of	ADP
easat-8810	544	40	the	the	DET
easat-8810	544	41	2021	2021	NUM
easat-8810	544	42	acm	acm	NOUN
easat-8810	544	43	conference	conference	NOUN
easat-8810	544	44	on	on	ADP
easat-8810	544	45	fairness	fairness	NOUN
easat-8810	544	46	,	,	PUNCT
easat-8810	544	47	accountability	accountability	NOUN
easat-8810	544	48	,	,	PUNCT
easat-8810	544	49	and	and	CCONJ
easat-8810	544	50	transparency	transparency	NOUN
easat-8810	544	51	,	,	PUNCT
easat-8810	544	52	610	610	NUM
easat-8810	544	53	-	-	SYM
easat-8810	544	54	623	623	NUM
easat-8810	544	55	,	,	PUNCT
easat-8810	544	56	2021	2021	NUM
easat-8810	544	57	.	.	PUNCT
easat-8810	545	1	[	[	X
easat-8810	545	2	16	16	NUM
easat-8810	545	3	]	]	X
easat-8810	545	4	e.	e.	PROPN
easat-8810	545	5	bottazzi	bottazzi	PROPN
easat-8810	545	6	grifoni	grifoni	PROPN
easat-8810	545	7	and	and	CCONJ
easat-8810	545	8	r.	r.	PROPN
easat-8810	545	9	ferrario	ferrario	PROPN
easat-8810	545	10	,	,	PUNCT
easat-8810	545	11	"	"	PUNCT
easat-8810	545	12	the	the	DET
easat-8810	545	13	bewitching	bewitching	NOUN
easat-8810	545	14	ai	ai	VERB
easat-8810	545	15	:	:	PUNCT
easat-8810	545	16	the	the	DET
easat-8810	545	17	illusion	illusion	NOUN
easat-8810	545	18	of	of	ADP
easat-8810	545	19	communication	communication	NOUN
easat-8810	545	20	with	with	ADP
easat-8810	545	21	large	large	ADJ
easat-8810	545	22	language	language	NOUN
easat-8810	545	23	models	model	NOUN
easat-8810	545	24	,	,	PUNCT
easat-8810	545	25	"	"	PUNCT
easat-8810	545	26	philosophy	philosophy	NOUN
easat-8810	545	27	&	&	CCONJ
easat-8810	545	28	technology	technology	NOUN
easat-8810	545	29	,	,	PUNCT
easat-8810	545	30	vol	vol	NOUN
easat-8810	545	31	.	.	PROPN
easat-8810	545	32	38	38	NUM
easat-8810	545	33	,	,	PUNCT
easat-8810	545	34	no	no	INTJ
easat-8810	545	35	.	.	NOUN
easat-8810	545	36	2	2	NUM
easat-8810	545	37	,	,	PUNCT
easat-8810	545	38	p.	p.	NOUN
easat-8810	545	39	61	61	NUM
easat-8810	545	40	,	,	PUNCT
easat-8810	545	41	2025	2025	NUM
easat-8810	545	42	.	.	PUNCT
easat-8810	545	43	https://doi.org/10.1007/s13347-025-00893-6	https://doi.org/10.1007/s13347-025-00893-6	X
easat-8810	546	1	[	[	X
easat-8810	546	2	17	17	NUM
easat-8810	546	3	]	]	PUNCT
easat-8810	546	4	v.	v.	ADP
easat-8810	546	5	havlík	havlík	NOUN
easat-8810	546	6	,	,	PUNCT
easat-8810	546	7	"	"	PUNCT
easat-8810	546	8	meaning	meaning	NOUN
easat-8810	546	9	and	and	CCONJ
easat-8810	546	10	understanding	understanding	NOUN
easat-8810	546	11	in	in	ADP
easat-8810	546	12	large	large	ADJ
easat-8810	546	13	language	language	NOUN
easat-8810	546	14	models	model	NOUN
easat-8810	546	15	,	,	PUNCT
easat-8810	546	16	"	"	PUNCT
easat-8810	546	17	synthese	synthese	ADJ
easat-8810	546	18	,	,	PUNCT
easat-8810	546	19	vol	vol	NOUN
easat-8810	546	20	.	.	PROPN
easat-8810	546	21	205	205	NUM
easat-8810	546	22	,	,	PUNCT
easat-8810	546	23	no	no	INTJ
easat-8810	546	24	.	.	NOUN
easat-8810	546	25	1	1	NUM
easat-8810	546	26	,	,	PUNCT
easat-8810	546	27	p.	p.	NOUN
easat-8810	546	28	9	9	NUM
easat-8810	546	29	,	,	PUNCT
easat-8810	546	30	2024	2024	NUM
easat-8810	546	31	.	.	PUNCT
easat-8810	547	1	https://doi.org/10.1007/s11229-024-04878-4	https://doi.org/10.1007/s11229-024-04878-4	PROPN
easat-8810	548	1	[	[	X
easat-8810	548	2	18	18	NUM
easat-8810	548	3	]	]	X
easat-8810	548	4	h.	h.	PROPN
easat-8810	548	5	cappelen	cappelen	PROPN
easat-8810	548	6	and	and	CCONJ
easat-8810	548	7	j.	j.	PROPN
easat-8810	548	8	dever	dever	PROPN
easat-8810	548	9	,	,	PUNCT
easat-8810	548	10	"	"	PUNCT
easat-8810	548	11	going	go	VERB
easat-8810	548	12	whole	whole	ADJ
easat-8810	548	13	hog	hog	NOUN
easat-8810	548	14	:	:	PUNCT
easat-8810	548	15	a	a	DET
easat-8810	548	16	philosophical	philosophical	ADJ
easat-8810	548	17	defense	defense	NOUN
easat-8810	548	18	of	of	ADP
easat-8810	548	19	ai	ai	PROPN
easat-8810	548	20	cognition	cognition	NOUN
easat-8810	548	21	,	,	PUNCT
easat-8810	548	22	"	"	PUNCT
easat-8810	548	23	arxiv	arxiv	PROPN
easat-8810	548	24	preprint	preprint	NOUN
easat-8810	548	25	arxiv:2504.13988	arxiv:2504.13988	VERB
easat-8810	548	26	,	,	PUNCT
easat-8810	548	27	2025	2025	NUM
easat-8810	548	28	.	.	PUNCT
easat-8810	549	1	https://doi.org/10.48550/arxiv.1805.00899	https://doi.org/10.48550/arxiv.1805.00899	PROPN
easat-8810	549	2	https://doi.org/10.1007/s13347-025-00893-6	https://doi.org/10.1007/s13347-025-00893-6	NUM
easat-8810	549	3	https://doi.org/10.1007/s11229-024-04878-4	https://doi.org/10.1007/s11229-024-04878-4	VERB