id	sid	tid	token	lemma	pos
american_scientific_journal-12048	1	1	178	178	NUM
american_scientific_journal-12048	1	2	american	american	ADJ
american_scientific_journal-12048	1	3	academic	academic	ADJ
american_scientific_journal-12048	1	4	scientific	scientific	ADJ
american_scientific_journal-12048	1	5	research	research	NOUN
american_scientific_journal-12048	1	6	journal	journal	NOUN
american_scientific_journal-12048	1	7	for	for	ADP
american_scientific_journal-12048	1	8	engineering	engineering	NOUN
american_scientific_journal-12048	1	9	,	,	PUNCT
american_scientific_journal-12048	1	10	technology	technology	NOUN
american_scientific_journal-12048	1	11	,	,	PUNCT
american_scientific_journal-12048	1	12	and	and	CCONJ
american_scientific_journal-12048	1	13	sciences	sciences	PROPN
american_scientific_journal-12048	1	14	issn	issn	PROPN
american_scientific_journal-12048	1	15	(	(	PUNCT
american_scientific_journal-12048	1	16	print	print	NOUN
american_scientific_journal-12048	1	17	)	)	PUNCT
american_scientific_journal-12048	1	18	2313	2313	NUM
american_scientific_journal-12048	1	19	-	-	SYM
american_scientific_journal-12048	1	20	4410	4410	NUM
american_scientific_journal-12048	1	21	,	,	PUNCT
american_scientific_journal-12048	1	22	issn	issn	PROPN
american_scientific_journal-12048	1	23	(	(	PUNCT
american_scientific_journal-12048	1	24	online	online	ADJ
american_scientific_journal-12048	1	25	)	)	PUNCT
american_scientific_journal-12048	1	26	2313	2313	NUM
american_scientific_journal-12048	1	27	-	-	SYM
american_scientific_journal-12048	1	28	4402	4402	NUM
american_scientific_journal-12048	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12048	1	30	bridging	bridge	VERB
american_scientific_journal-12048	1	31	zero	zero	NUM
american_scientific_journal-12048	1	32	-	-	PUNCT
american_scientific_journal-12048	1	33	shot	shoot	VERB
american_scientific_journal-12048	1	34	and	and	CCONJ
american_scientific_journal-12048	1	35	fine	fine	ADV
american_scientific_journal-12048	1	36	-	-	PUNCT
american_scientific_journal-12048	1	37	tuned	tune	VERB
american_scientific_journal-12048	1	38	performance	performance	NOUN
american_scientific_journal-12048	1	39	in	in	ADP
american_scientific_journal-12048	1	40	text	text	NOUN
american_scientific_journal-12048	1	41	classification	classification	NOUN
american_scientific_journal-12048	1	42	through	through	ADP
american_scientific_journal-12048	1	43	retrieval	retrieval	NOUN
american_scientific_journal-12048	1	44	-	-	PUNCT
american_scientific_journal-12048	1	45	augmented	augment	VERB
american_scientific_journal-12048	1	46	prompting	prompt	VERB
american_scientific_journal-12048	1	47	olesia	olesia	PROPN
american_scientific_journal-12048	1	48	khrapunova	khrapunova	PROPN
american_scientific_journal-12048	1	49	*	*	PUNCT
american_scientific_journal-12048	1	50	senior	senior	ADJ
american_scientific_journal-12048	1	51	ai	ai	NOUN
american_scientific_journal-12048	1	52	,	,	PUNCT
american_scientific_journal-12048	1	53	ml	ml	ADP
american_scientific_journal-12048	1	54	engineer	engineer	NOUN
american_scientific_journal-12048	1	55	,	,	PUNCT
american_scientific_journal-12048	1	56	paris	paris	PROPN
american_scientific_journal-12048	1	57	,	,	PUNCT
american_scientific_journal-12048	1	58	france	france	PROPN
american_scientific_journal-12048	1	59	email	email	NOUN
american_scientific_journal-12048	1	60	:	:	PUNCT
american_scientific_journal-12048	1	61	khrapunova.ml@gmail.com	khrapunova.ml@gmail.com	PROPN
american_scientific_journal-12048	1	62	abstract	abstract	ADJ
american_scientific_journal-12048	1	63	large	large	ADJ
american_scientific_journal-12048	1	64	language	language	NOUN
american_scientific_journal-12048	1	65	models	model	NOUN
american_scientific_journal-12048	1	66	(	(	PUNCT
american_scientific_journal-12048	1	67	llms	llm	NOUN
american_scientific_journal-12048	1	68	)	)	PUNCT
american_scientific_journal-12048	1	69	have	have	AUX
american_scientific_journal-12048	1	70	shown	show	VERB
american_scientific_journal-12048	1	71	promise	promise	NOUN
american_scientific_journal-12048	1	72	in	in	ADP
american_scientific_journal-12048	1	73	zero	zero	NUM
american_scientific_journal-12048	1	74	-	-	PUNCT
american_scientific_journal-12048	1	75	shot	shoot	VERB
american_scientific_journal-12048	1	76	and	and	CCONJ
american_scientific_journal-12048	1	77	few	few	ADJ
american_scientific_journal-12048	1	78	-	-	PUNCT
american_scientific_journal-12048	1	79	shot	shot	NOUN
american_scientific_journal-12048	1	80	classification	classification	NOUN
american_scientific_journal-12048	1	81	.	.	PUNCT
american_scientific_journal-12048	2	1	yet	yet	ADV
american_scientific_journal-12048	2	2	,	,	PUNCT
american_scientific_journal-12048	2	3	their	their	PRON
american_scientific_journal-12048	2	4	performance	performance	NOUN
american_scientific_journal-12048	2	5	often	often	ADV
american_scientific_journal-12048	2	6	falls	fall	VERB
american_scientific_journal-12048	2	7	short	short	ADV
american_scientific_journal-12048	2	8	of	of	ADP
american_scientific_journal-12048	2	9	classic	classic	ADJ
american_scientific_journal-12048	2	10	fine	fine	ADV
american_scientific_journal-12048	2	11	-	-	PUNCT
american_scientific_journal-12048	2	12	tuned	tune	VERB
american_scientific_journal-12048	2	13	encoders	encoder	NOUN
american_scientific_journal-12048	2	14	,	,	PUNCT
american_scientific_journal-12048	2	15	especially	especially	ADV
american_scientific_journal-12048	2	16	in	in	ADP
american_scientific_journal-12048	2	17	fine	fine	ADV
american_scientific_journal-12048	2	18	-	-	PUNCT
american_scientific_journal-12048	2	19	grained	grain	VERB
american_scientific_journal-12048	2	20	or	or	CCONJ
american_scientific_journal-12048	2	21	domain	domain	NOUN
american_scientific_journal-12048	2	22	-	-	PUNCT
american_scientific_journal-12048	2	23	specific	specific	ADJ
american_scientific_journal-12048	2	24	settings	setting	NOUN
american_scientific_journal-12048	2	25	.	.	PUNCT
american_scientific_journal-12048	3	1	this	this	DET
american_scientific_journal-12048	3	2	study	study	NOUN
american_scientific_journal-12048	3	3	compares	compare	VERB
american_scientific_journal-12048	3	4	fine	fine	ADV
american_scientific_journal-12048	3	5	-	-	PUNCT
american_scientific_journal-12048	3	6	tuned	tune	VERB
american_scientific_journal-12048	3	7	bert	bert	NOUN
american_scientific_journal-12048	3	8	-	-	PUNCT
american_scientific_journal-12048	3	9	family	family	NOUN
american_scientific_journal-12048	3	10	models	model	NOUN
american_scientific_journal-12048	3	11	with	with	ADP
american_scientific_journal-12048	3	12	zero	zero	NUM
american_scientific_journal-12048	3	13	-	-	PUNCT
american_scientific_journal-12048	3	14	shot	shoot	VERB
american_scientific_journal-12048	3	15	and	and	CCONJ
american_scientific_journal-12048	3	16	few	few	ADJ
american_scientific_journal-12048	3	17	-	-	PUNCT
american_scientific_journal-12048	3	18	shot	shot	NOUN
american_scientific_journal-12048	3	19	prompting	prompting	NOUN
american_scientific_journal-12048	3	20	of	of	ADP
american_scientific_journal-12048	3	21	llms	llm	NOUN
american_scientific_journal-12048	3	22	(	(	PUNCT
american_scientific_journal-12048	3	23	gpt-4o	gpt-4o	ADJ
american_scientific_journal-12048	3	24	,	,	PUNCT
american_scientific_journal-12048	3	25	llama	llama	ADJ
american_scientific_journal-12048	3	26	3.3	3.3	NUM
american_scientific_journal-12048	3	27	70b	70b	NOUN
american_scientific_journal-12048	3	28	,	,	PUNCT
american_scientific_journal-12048	3	29	and	and	CCONJ
american_scientific_journal-12048	3	30	mistral	mistral	ADJ
american_scientific_journal-12048	3	31	small	small	ADJ
american_scientific_journal-12048	3	32	3	3	NUM
american_scientific_journal-12048	3	33	)	)	PUNCT
american_scientific_journal-12048	3	34	on	on	ADP
american_scientific_journal-12048	3	35	two	two	NUM
american_scientific_journal-12048	3	36	benchmarks	benchmark	NOUN
american_scientific_journal-12048	3	37	:	:	PUNCT
american_scientific_journal-12048	3	38	ag	ag	PROPN
american_scientific_journal-12048	3	39	news	news	PROPN
american_scientific_journal-12048	3	40	(	(	PUNCT
american_scientific_journal-12048	3	41	coarse	coarse	NOUN
american_scientific_journal-12048	3	42	-	-	PUNCT
american_scientific_journal-12048	3	43	grained	grain	VERB
american_scientific_journal-12048	3	44	topic	topic	NOUN
american_scientific_journal-12048	3	45	classification	classification	NOUN
american_scientific_journal-12048	3	46	)	)	PUNCT
american_scientific_journal-12048	3	47	and	and	CCONJ
american_scientific_journal-12048	3	48	banking77	banking77	NOUN
american_scientific_journal-12048	3	49	(	(	PUNCT
american_scientific_journal-12048	3	50	fine	fine	ADV
american_scientific_journal-12048	3	51	-	-	PUNCT
american_scientific_journal-12048	3	52	grained	grain	VERB
american_scientific_journal-12048	3	53	intent	intent	ADJ
american_scientific_journal-12048	3	54	classification	classification	NOUN
american_scientific_journal-12048	3	55	)	)	PUNCT
american_scientific_journal-12048	3	56	.	.	PUNCT
american_scientific_journal-12048	4	1	baseline	baseline	PROPN
american_scientific_journal-12048	4	2	results	result	NOUN
american_scientific_journal-12048	4	3	confirm	confirm	VERB
american_scientific_journal-12048	4	4	that	that	SCONJ
american_scientific_journal-12048	4	5	fine	fine	ADV
american_scientific_journal-12048	4	6	-	-	PUNCT
american_scientific_journal-12048	4	7	tuned	tune	VERB
american_scientific_journal-12048	4	8	models	model	NOUN
american_scientific_journal-12048	4	9	outperform	outperform	VERB
american_scientific_journal-12048	4	10	zero	zero	NUM
american_scientific_journal-12048	4	11	-	-	PUNCT
american_scientific_journal-12048	4	12	shot	shot	NOUN
american_scientific_journal-12048	4	13	llms	llm	NOUN
american_scientific_journal-12048	4	14	by	by	ADP
american_scientific_journal-12048	4	15	~10	~10	ADJ
american_scientific_journal-12048	4	16	-	-	ADJ
american_scientific_journal-12048	4	17	25	25	NUM
american_scientific_journal-12048	4	18	points	point	NOUN
american_scientific_journal-12048	4	19	in	in	ADP
american_scientific_journal-12048	4	20	accuracy	accuracy	NOUN
american_scientific_journal-12048	4	21	,	,	PUNCT
american_scientific_journal-12048	4	22	with	with	ADP
american_scientific_journal-12048	4	23	a	a	DET
american_scientific_journal-12048	4	24	larger	large	ADJ
american_scientific_journal-12048	4	25	gap	gap	NOUN
american_scientific_journal-12048	4	26	on	on	ADP
american_scientific_journal-12048	4	27	the	the	DET
american_scientific_journal-12048	4	28	fine	fine	ADV
american_scientific_journal-12048	4	29	-	-	PUNCT
american_scientific_journal-12048	4	30	grained	grain	VERB
american_scientific_journal-12048	4	31	task	task	NOUN
american_scientific_journal-12048	4	32	.	.	PUNCT
american_scientific_journal-12048	5	1	we	we	PRON
american_scientific_journal-12048	5	2	then	then	ADV
american_scientific_journal-12048	5	3	test	test	VERB
american_scientific_journal-12048	5	4	trainingfree	trainingfree	NOUN
american_scientific_journal-12048	5	5	methods	method	NOUN
american_scientific_journal-12048	5	6	to	to	PART
american_scientific_journal-12048	5	7	improve	improve	VERB
american_scientific_journal-12048	5	8	llm	llm	NOUN
american_scientific_journal-12048	5	9	performance	performance	NOUN
american_scientific_journal-12048	5	10	,	,	PUNCT
american_scientific_journal-12048	5	11	focusing	focus	VERB
american_scientific_journal-12048	5	12	on	on	ADP
american_scientific_journal-12048	5	13	retrieval	retrieval	NOUN
american_scientific_journal-12048	5	14	-	-	PUNCT
american_scientific_journal-12048	5	15	augmented	augment	VERB
american_scientific_journal-12048	5	16	few	few	ADJ
american_scientific_journal-12048	5	17	-	-	PUNCT
american_scientific_journal-12048	5	18	shot	shot	NOUN
american_scientific_journal-12048	5	19	prompting	prompting	NOUN
american_scientific_journal-12048	5	20	,	,	PUNCT
american_scientific_journal-12048	5	21	example	example	NOUN
american_scientific_journal-12048	5	22	ordering	ordering	NOUN
american_scientific_journal-12048	5	23	,	,	PUNCT
american_scientific_journal-12048	5	24	and	and	CCONJ
american_scientific_journal-12048	5	25	chain	chain	NOUN
american_scientific_journal-12048	5	26	-	-	PUNCT
american_scientific_journal-12048	5	27	of	of	ADP
american_scientific_journal-12048	5	28	-	-	PUNCT
american_scientific_journal-12048	5	29	thought	thought	NOUN
american_scientific_journal-12048	5	30	(	(	PUNCT
american_scientific_journal-12048	5	31	cot	cot	NOUN
american_scientific_journal-12048	5	32	)	)	PUNCT
american_scientific_journal-12048	5	33	reasoning	reasoning	NOUN
american_scientific_journal-12048	5	34	.	.	PUNCT
american_scientific_journal-12048	6	1	our	our	PRON
american_scientific_journal-12048	6	2	results	result	NOUN
american_scientific_journal-12048	6	3	show	show	VERB
american_scientific_journal-12048	6	4	that	that	SCONJ
american_scientific_journal-12048	6	5	retrieval	retrieval	NOUN
american_scientific_journal-12048	6	6	-	-	PUNCT
american_scientific_journal-12048	6	7	augmented	augment	VERB
american_scientific_journal-12048	6	8	prompting	prompt	VERB
american_scientific_journal-12048	6	9	consistently	consistently	ADV
american_scientific_journal-12048	6	10	boosts	boost	VERB
american_scientific_journal-12048	6	11	accuracy	accuracy	NOUN
american_scientific_journal-12048	6	12	,	,	PUNCT
american_scientific_journal-12048	6	13	especially	especially	ADV
american_scientific_journal-12048	6	14	on	on	ADP
american_scientific_journal-12048	6	15	the	the	DET
american_scientific_journal-12048	6	16	banking77	banking77	NOUN
american_scientific_journal-12048	6	17	dataset	dataset	VERB
american_scientific_journal-12048	6	18	with	with	ADP
american_scientific_journal-12048	6	19	many	many	ADJ
american_scientific_journal-12048	6	20	semantically	semantically	ADV
american_scientific_journal-12048	6	21	similar	similar	ADJ
american_scientific_journal-12048	6	22	examples	example	NOUN
american_scientific_journal-12048	6	23	,	,	PUNCT
american_scientific_journal-12048	6	24	where	where	SCONJ
american_scientific_journal-12048	6	25	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	6	26	even	even	ADV
american_scientific_journal-12048	6	27	slightly	slightly	ADV
american_scientific_journal-12048	6	28	surpasses	surpass	VERB
american_scientific_journal-12048	6	29	the	the	DET
american_scientific_journal-12048	6	30	best	good	ADJ
american_scientific_journal-12048	6	31	fine	fine	ADJ
american_scientific_journal-12048	6	32	-	-	PUNCT
american_scientific_journal-12048	6	33	tuned	tune	VERB
american_scientific_journal-12048	6	34	encoder	encoder	NOUN
american_scientific_journal-12048	6	35	.	.	PUNCT
american_scientific_journal-12048	7	1	ordering	order	VERB
american_scientific_journal-12048	7	2	demonstrations	demonstration	NOUN
american_scientific_journal-12048	7	3	from	from	ADP
american_scientific_journal-12048	7	4	least	least	ADJ
american_scientific_journal-12048	7	5	to	to	ADP
american_scientific_journal-12048	7	6	most	most	ADV
american_scientific_journal-12048	7	7	similar	similar	ADJ
american_scientific_journal-12048	7	8	further	far	ADV
american_scientific_journal-12048	7	9	improves	improve	VERB
american_scientific_journal-12048	7	10	accuracy	accuracy	NOUN
american_scientific_journal-12048	7	11	,	,	PUNCT
american_scientific_journal-12048	7	12	reflecting	reflect	VERB
american_scientific_journal-12048	7	13	the	the	DET
american_scientific_journal-12048	7	14	impact	impact	NOUN
american_scientific_journal-12048	7	15	of	of	ADP
american_scientific_journal-12048	7	16	recency	recency	NOUN
american_scientific_journal-12048	7	17	bias	bias	NOUN
american_scientific_journal-12048	7	18	in	in	ADP
american_scientific_journal-12048	7	19	in	in	ADP
american_scientific_journal-12048	7	20	-	-	PUNCT
american_scientific_journal-12048	7	21	context	context	NOUN
american_scientific_journal-12048	7	22	learning	learning	NOUN
american_scientific_journal-12048	7	23	.	.	PUNCT
american_scientific_journal-12048	8	1	by	by	ADP
american_scientific_journal-12048	8	2	contrast	contrast	NOUN
american_scientific_journal-12048	8	3	,	,	PUNCT
american_scientific_journal-12048	8	4	cot	cot	NOUN
american_scientific_journal-12048	8	5	prompting	prompt	VERB
american_scientific_journal-12048	8	6	decreases	decrease	NOUN
american_scientific_journal-12048	8	7	accuracy	accuracy	NOUN
american_scientific_journal-12048	8	8	,	,	PUNCT
american_scientific_journal-12048	8	9	suggesting	suggest	VERB
american_scientific_journal-12048	8	10	that	that	SCONJ
american_scientific_journal-12048	8	11	explanation	explanation	NOUN
american_scientific_journal-12048	8	12	-	-	PUNCT
american_scientific_journal-12048	8	13	based	base	VERB
american_scientific_journal-12048	8	14	prompting	prompting	NOUN
american_scientific_journal-12048	8	15	is	be	AUX
american_scientific_journal-12048	8	16	not	not	PART
american_scientific_journal-12048	8	17	universally	universally	ADV
american_scientific_journal-12048	8	18	helpful	helpful	ADJ
american_scientific_journal-12048	8	19	for	for	ADP
american_scientific_journal-12048	8	20	classification	classification	NOUN
american_scientific_journal-12048	8	21	.	.	PUNCT
american_scientific_journal-12048	9	1	these	these	DET
american_scientific_journal-12048	9	2	findings	finding	NOUN
american_scientific_journal-12048	9	3	demonstrate	demonstrate	VERB
american_scientific_journal-12048	9	4	that	that	SCONJ
american_scientific_journal-12048	9	5	careful	careful	ADJ
american_scientific_journal-12048	9	6	example	example	NOUN
american_scientific_journal-12048	9	7	selection	selection	NOUN
american_scientific_journal-12048	9	8	and	and	CCONJ
american_scientific_journal-12048	9	9	ordering	ordering	NOUN
american_scientific_journal-12048	9	10	can	can	AUX
american_scientific_journal-12048	9	11	substantially	substantially	ADV
american_scientific_journal-12048	9	12	narrow	narrow	VERB
american_scientific_journal-12048	9	13	the	the	DET
american_scientific_journal-12048	9	14	gap	gap	NOUN
american_scientific_journal-12048	9	15	between	between	ADP
american_scientific_journal-12048	9	16	zero	zero	NUM
american_scientific_journal-12048	9	17	-	-	PUNCT
american_scientific_journal-12048	9	18	shot	shot	NOUN
american_scientific_journal-12048	9	19	llms	llm	NOUN
american_scientific_journal-12048	9	20	and	and	CCONJ
american_scientific_journal-12048	9	21	fine	fine	ADV
american_scientific_journal-12048	9	22	-	-	PUNCT
american_scientific_journal-12048	9	23	tuned	tune	VERB
american_scientific_journal-12048	9	24	encoders	encoder	NOUN
american_scientific_journal-12048	9	25	,	,	PUNCT
american_scientific_journal-12048	9	26	offering	offer	VERB
american_scientific_journal-12048	9	27	a	a	DET
american_scientific_journal-12048	9	28	practical	practical	ADJ
american_scientific_journal-12048	9	29	,	,	PUNCT
american_scientific_journal-12048	9	30	training	training	NOUN
american_scientific_journal-12048	9	31	-	-	PUNCT
american_scientific_journal-12048	9	32	free	free	ADJ
american_scientific_journal-12048	9	33	alternative	alternative	NOUN
american_scientific_journal-12048	9	34	in	in	ADP
american_scientific_journal-12048	9	35	datascarce	datascarce	ADJ
american_scientific_journal-12048	9	36	scenarios	scenario	NOUN
american_scientific_journal-12048	9	37	.	.	PUNCT
american_scientific_journal-12048	10	1	keywords	keyword	NOUN
american_scientific_journal-12048	10	2	:	:	PUNCT
american_scientific_journal-12048	10	3	chain	chain	NOUN
american_scientific_journal-12048	10	4	-	-	PUNCT
american_scientific_journal-12048	10	5	of	of	ADP
american_scientific_journal-12048	10	6	-	-	PUNCT
american_scientific_journal-12048	10	7	thought	thought	NOUN
american_scientific_journal-12048	10	8	prompting	prompting	NOUN
american_scientific_journal-12048	10	9	;	;	PUNCT
american_scientific_journal-12048	10	10	in	in	ADP
american_scientific_journal-12048	10	11	-	-	PUNCT
american_scientific_journal-12048	10	12	context	context	NOUN
american_scientific_journal-12048	10	13	learning	learning	NOUN
american_scientific_journal-12048	10	14	;	;	PUNCT
american_scientific_journal-12048	10	15	large	large	ADJ
american_scientific_journal-12048	10	16	language	language	NOUN
american_scientific_journal-12048	10	17	models	model	NOUN
american_scientific_journal-12048	10	18	;	;	PUNCT
american_scientific_journal-12048	10	19	prompt	prompt	ADJ
american_scientific_journal-12048	10	20	engineering	engineering	NOUN
american_scientific_journal-12048	10	21	;	;	PUNCT
american_scientific_journal-12048	10	22	retrieval	retrieval	NOUN
american_scientific_journal-12048	10	23	-	-	PUNCT
american_scientific_journal-12048	10	24	augmented	augment	VERB
american_scientific_journal-12048	10	25	learning	learning	NOUN
american_scientific_journal-12048	10	26	;	;	PUNCT
american_scientific_journal-12048	10	27	text	text	NOUN
american_scientific_journal-12048	10	28	classification	classification	NOUN
american_scientific_journal-12048	10	29	;	;	PUNCT
american_scientific_journal-12048	10	30	transformer	transformer	NOUN
american_scientific_journal-12048	10	31	encoders	encoder	NOUN
american_scientific_journal-12048	10	32	;	;	PUNCT
american_scientific_journal-12048	10	33	zero	zero	NUM
american_scientific_journal-12048	10	34	-	-	PUNCT
american_scientific_journal-12048	10	35	shot	shot	NOUN
american_scientific_journal-12048	10	36	learning	learning	NOUN
american_scientific_journal-12048	10	37	.	.	PUNCT
american_scientific_journal-12048	11	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12048	11	2	received	receive	VERB
american_scientific_journal-12048	11	3	:	:	PUNCT
american_scientific_journal-12048	11	4	7/30/2025	7/30/2025	NUM
american_scientific_journal-12048	11	5	accepted	accept	VERB
american_scientific_journal-12048	11	6	:	:	PUNCT
american_scientific_journal-12048	11	7	9/30/2025	9/30/2025	NUM
american_scientific_journal-12048	11	8	published	publish	VERB
american_scientific_journal-12048	11	9	:	:	PUNCT
american_scientific_journal-12048	11	10	10/11/2025	10/11/2025	NUM
american_scientific_journal-12048	11	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12048	11	12	*	*	PUNCT
american_scientific_journal-12048	11	13	corresponding	correspond	VERB
american_scientific_journal-12048	11	14	author	author	NOUN
american_scientific_journal-12048	11	15	.	.	PUNCT
american_scientific_journal-12048	12	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12048	12	2	american	american	PROPN
american_scientific_journal-12048	12	3	academic	academic	PROPN
american_scientific_journal-12048	12	4	scientific	scientific	ADJ
american_scientific_journal-12048	12	5	research	research	NOUN
american_scientific_journal-12048	12	6	journal	journal	NOUN
american_scientific_journal-12048	12	7	for	for	ADP
american_scientific_journal-12048	12	8	engineering	engineering	NOUN
american_scientific_journal-12048	12	9	,	,	PUNCT
american_scientific_journal-12048	12	10	technology	technology	NOUN
american_scientific_journal-12048	12	11	,	,	PUNCT
american_scientific_journal-12048	12	12	and	and	CCONJ
american_scientific_journal-12048	12	13	sciences	science	NOUN
american_scientific_journal-12048	12	14	(	(	PUNCT
american_scientific_journal-12048	12	15	asrjets	asrjet	NOUN
american_scientific_journal-12048	12	16	)	)	PUNCT
american_scientific_journal-12048	12	17	volume	volume	NOUN
american_scientific_journal-12048	12	18	103	103	NUM
american_scientific_journal-12048	12	19	,	,	PUNCT
american_scientific_journal-12048	12	20	no	no	DET
american_scientific_journal-12048	12	21	1	1	NUM
american_scientific_journal-12048	12	22	,	,	PUNCT
american_scientific_journal-12048	12	23	pp	pp	ADV
american_scientific_journal-12048	12	24	178	178	NUM
american_scientific_journal-12048	12	25	-	-	SYM
american_scientific_journal-12048	12	26	194	194	NUM
american_scientific_journal-12048	12	27	179	179	NUM
american_scientific_journal-12048	12	28	1	1	NUM
american_scientific_journal-12048	12	29	.	.	PUNCT
american_scientific_journal-12048	13	1	introduction	introduction	NOUN
american_scientific_journal-12048	13	2	1.1	1.1	NUM
american_scientific_journal-12048	13	3	.	.	PUNCT
american_scientific_journal-12048	14	1	problem	problem	NOUN
american_scientific_journal-12048	14	2	description	description	NOUN
american_scientific_journal-12048	14	3	large	large	ADJ
american_scientific_journal-12048	14	4	language	language	NOUN
american_scientific_journal-12048	14	5	models	model	NOUN
american_scientific_journal-12048	14	6	(	(	PUNCT
american_scientific_journal-12048	14	7	llms	llm	NOUN
american_scientific_journal-12048	14	8	)	)	PUNCT
american_scientific_journal-12048	14	9	have	have	AUX
american_scientific_journal-12048	14	10	demonstrated	demonstrate	VERB
american_scientific_journal-12048	14	11	impressive	impressive	ADJ
american_scientific_journal-12048	14	12	capabilities	capability	NOUN
american_scientific_journal-12048	14	13	in	in	ADP
american_scientific_journal-12048	14	14	zero	zero	NUM
american_scientific_journal-12048	14	15	-	-	PUNCT
american_scientific_journal-12048	14	16	shot	shoot	VERB
american_scientific_journal-12048	14	17	and	and	CCONJ
american_scientific_journal-12048	14	18	few	few	ADJ
american_scientific_journal-12048	14	19	-	-	PUNCT
american_scientific_journal-12048	14	20	shot	shot	NOUN
american_scientific_journal-12048	14	21	settings	setting	NOUN
american_scientific_journal-12048	14	22	,	,	PUNCT
american_scientific_journal-12048	14	23	enabling	enable	VERB
american_scientific_journal-12048	14	24	practitioners	practitioner	NOUN
american_scientific_journal-12048	14	25	to	to	PART
american_scientific_journal-12048	14	26	perform	perform	VERB
american_scientific_journal-12048	14	27	text	text	NOUN
american_scientific_journal-12048	14	28	classification	classification	NOUN
american_scientific_journal-12048	14	29	without	without	ADP
american_scientific_journal-12048	14	30	task	task	NOUN
american_scientific_journal-12048	14	31	-	-	PUNCT
american_scientific_journal-12048	14	32	specific	specific	ADJ
american_scientific_journal-12048	14	33	training	training	NOUN
american_scientific_journal-12048	14	34	data	datum	NOUN
american_scientific_journal-12048	14	35	.	.	PUNCT
american_scientific_journal-12048	15	1	by	by	ADP
american_scientific_journal-12048	15	2	leveraging	leverage	VERB
american_scientific_journal-12048	15	3	prompt	prompt	ADJ
american_scientific_journal-12048	15	4	engineering	engineering	NOUN
american_scientific_journal-12048	15	5	,	,	PUNCT
american_scientific_journal-12048	15	6	an	an	DET
american_scientific_journal-12048	15	7	llm	llm	NOUN
american_scientific_journal-12048	15	8	can	can	AUX
american_scientific_journal-12048	15	9	classify	classify	VERB
american_scientific_journal-12048	15	10	new	new	ADJ
american_scientific_journal-12048	15	11	inputs	input	NOUN
american_scientific_journal-12048	15	12	directly	directly	ADV
american_scientific_journal-12048	15	13	,	,	PUNCT
american_scientific_journal-12048	15	14	bypassing	bypass	VERB
american_scientific_journal-12048	15	15	the	the	DET
american_scientific_journal-12048	15	16	traditionally	traditionally	ADV
american_scientific_journal-12048	15	17	mandatory	mandatory	ADJ
american_scientific_journal-12048	15	18	model	model	NOUN
american_scientific_journal-12048	15	19	fine	fine	ADV
american_scientific_journal-12048	15	20	-	-	PUNCT
american_scientific_journal-12048	15	21	tuning	tune	VERB
american_scientific_journal-12048	15	22	step	step	NOUN
american_scientific_journal-12048	15	23	.	.	PUNCT
american_scientific_journal-12048	16	1	this	this	DET
american_scientific_journal-12048	16	2	flexibility	flexibility	NOUN
american_scientific_journal-12048	16	3	is	be	AUX
american_scientific_journal-12048	16	4	especially	especially	ADV
american_scientific_journal-12048	16	5	valuable	valuable	ADJ
american_scientific_journal-12048	16	6	in	in	ADP
american_scientific_journal-12048	16	7	scenarios	scenario	NOUN
american_scientific_journal-12048	16	8	where	where	SCONJ
american_scientific_journal-12048	16	9	labeled	label	VERB
american_scientific_journal-12048	16	10	data	datum	NOUN
american_scientific_journal-12048	16	11	,	,	PUNCT
american_scientific_journal-12048	16	12	essential	essential	ADJ
american_scientific_journal-12048	16	13	for	for	ADP
american_scientific_journal-12048	16	14	fine	fine	ADV
american_scientific_journal-12048	16	15	-	-	PUNCT
american_scientific_journal-12048	16	16	tuning	tuning	NOUN
american_scientific_journal-12048	16	17	,	,	PUNCT
american_scientific_journal-12048	16	18	is	be	AUX
american_scientific_journal-12048	16	19	scarce	scarce	ADJ
american_scientific_journal-12048	16	20	and	and	CCONJ
american_scientific_journal-12048	16	21	costly	costly	ADJ
american_scientific_journal-12048	16	22	to	to	PART
american_scientific_journal-12048	16	23	acquire	acquire	VERB
american_scientific_journal-12048	16	24	.	.	PUNCT
american_scientific_journal-12048	17	1	however	however	ADV
american_scientific_journal-12048	17	2	,	,	PUNCT
american_scientific_journal-12048	17	3	despite	despite	SCONJ
american_scientific_journal-12048	17	4	these	these	DET
american_scientific_journal-12048	17	5	advantages	advantage	NOUN
american_scientific_journal-12048	17	6	,	,	PUNCT
american_scientific_journal-12048	17	7	zero	zero	NUM
american_scientific_journal-12048	17	8	-	-	PUNCT
american_scientific_journal-12048	17	9	shot	shoot	VERB
american_scientific_journal-12048	17	10	llm	llm	PROPN
american_scientific_journal-12048	17	11	performance	performance	NOUN
american_scientific_journal-12048	17	12	often	often	ADV
american_scientific_journal-12048	17	13	lags	lag	VERB
american_scientific_journal-12048	17	14	behind	behind	ADP
american_scientific_journal-12048	17	15	that	that	PRON
american_scientific_journal-12048	17	16	of	of	ADP
american_scientific_journal-12048	17	17	fine	fine	ADV
american_scientific_journal-12048	17	18	-	-	PUNCT
american_scientific_journal-12048	17	19	tuned	tune	VERB
american_scientific_journal-12048	17	20	supervised	supervised	ADJ
american_scientific_journal-12048	17	21	models	model	NOUN
american_scientific_journal-12048	17	22	(	(	PUNCT
american_scientific_journal-12048	17	23	such	such	ADJ
american_scientific_journal-12048	17	24	as	as	ADP
american_scientific_journal-12048	17	25	bert	bert	PROPN
american_scientific_journal-12048	17	26	or	or	CCONJ
american_scientific_journal-12048	17	27	roberta	roberta	NOUN
american_scientific_journal-12048	17	28	)	)	PUNCT
american_scientific_journal-12048	17	29	,	,	PUNCT
american_scientific_journal-12048	17	30	particularly	particularly	ADV
american_scientific_journal-12048	17	31	in	in	ADP
american_scientific_journal-12048	17	32	fine	fine	ADV
american_scientific_journal-12048	17	33	-	-	PUNCT
american_scientific_journal-12048	17	34	grained	grain	VERB
american_scientific_journal-12048	17	35	or	or	CCONJ
american_scientific_journal-12048	17	36	domain	domain	NOUN
american_scientific_journal-12048	17	37	-	-	PUNCT
american_scientific_journal-12048	17	38	specific	specific	ADJ
american_scientific_journal-12048	17	39	classification	classification	NOUN
american_scientific_journal-12048	17	40	tasks	task	NOUN
american_scientific_journal-12048	17	41	.	.	PUNCT
american_scientific_journal-12048	18	1	this	this	PRON
american_scientific_journal-12048	18	2	raises	raise	VERB
american_scientific_journal-12048	18	3	two	two	NUM
american_scientific_journal-12048	18	4	key	key	ADJ
american_scientific_journal-12048	18	5	practical	practical	ADJ
american_scientific_journal-12048	18	6	questions	question	NOUN
american_scientific_journal-12048	18	7	:	:	PUNCT
american_scientific_journal-12048	18	8	●	●	PUNCT
american_scientific_journal-12048	18	9	how	how	SCONJ
american_scientific_journal-12048	18	10	large	large	ADJ
american_scientific_journal-12048	18	11	is	be	AUX
american_scientific_journal-12048	18	12	the	the	DET
american_scientific_journal-12048	18	13	performance	performance	NOUN
american_scientific_journal-12048	18	14	gap	gap	NOUN
american_scientific_journal-12048	18	15	between	between	ADP
american_scientific_journal-12048	18	16	zero	zero	NUM
american_scientific_journal-12048	18	17	-	-	PUNCT
american_scientific_journal-12048	18	18	shot	shot	NOUN
american_scientific_journal-12048	18	19	llms	llm	NOUN
american_scientific_journal-12048	18	20	and	and	CCONJ
american_scientific_journal-12048	18	21	fine	fine	ADV
american_scientific_journal-12048	18	22	-	-	PUNCT
american_scientific_journal-12048	18	23	tuned	tune	VERB
american_scientific_journal-12048	18	24	models	model	NOUN
american_scientific_journal-12048	18	25	in	in	ADP
american_scientific_journal-12048	18	26	realistic	realistic	ADJ
american_scientific_journal-12048	18	27	classification	classification	NOUN
american_scientific_journal-12048	18	28	tasks	task	NOUN
american_scientific_journal-12048	18	29	?	?	PUNCT
american_scientific_journal-12048	19	1	●	●	PUNCT
american_scientific_journal-12048	19	2	can	can	AUX
american_scientific_journal-12048	19	3	we	we	PRON
american_scientific_journal-12048	19	4	close	close	VERB
american_scientific_journal-12048	19	5	that	that	DET
american_scientific_journal-12048	19	6	gap	gap	NOUN
american_scientific_journal-12048	19	7	without	without	ADP
american_scientific_journal-12048	19	8	fine	fine	ADV
american_scientific_journal-12048	19	9	-	-	PUNCT
american_scientific_journal-12048	19	10	tuning	tune	VERB
american_scientific_journal-12048	19	11	the	the	DET
american_scientific_journal-12048	19	12	llm	llm	NOUN
american_scientific_journal-12048	19	13	,	,	PUNCT
american_scientific_journal-12048	19	14	using	use	VERB
american_scientific_journal-12048	19	15	only	only	ADV
american_scientific_journal-12048	19	16	lightweight	lightweight	ADJ
american_scientific_journal-12048	19	17	inference	inference	NOUN
american_scientific_journal-12048	19	18	-	-	PUNCT
american_scientific_journal-12048	19	19	time	time	NOUN
american_scientific_journal-12048	19	20	interventions	intervention	NOUN
american_scientific_journal-12048	19	21	?	?	PUNCT
american_scientific_journal-12048	20	1	in	in	ADP
american_scientific_journal-12048	20	2	this	this	DET
american_scientific_journal-12048	20	3	work	work	NOUN
american_scientific_journal-12048	20	4	,	,	PUNCT
american_scientific_journal-12048	20	5	we	we	PRON
american_scientific_journal-12048	20	6	address	address	VERB
american_scientific_journal-12048	20	7	these	these	DET
american_scientific_journal-12048	20	8	questions	question	NOUN
american_scientific_journal-12048	20	9	in	in	ADP
american_scientific_journal-12048	20	10	two	two	NUM
american_scientific_journal-12048	20	11	phases	phase	NOUN
american_scientific_journal-12048	20	12	.	.	PUNCT
american_scientific_journal-12048	21	1	first	first	ADV
american_scientific_journal-12048	21	2	,	,	PUNCT
american_scientific_journal-12048	21	3	we	we	PRON
american_scientific_journal-12048	21	4	establish	establish	VERB
american_scientific_journal-12048	21	5	a	a	DET
american_scientific_journal-12048	21	6	clear	clear	ADJ
american_scientific_journal-12048	21	7	,	,	PUNCT
american_scientific_journal-12048	21	8	controlled	control	VERB
american_scientific_journal-12048	21	9	baseline	baseline	ADJ
american_scientific_journal-12048	21	10	comparison	comparison	NOUN
american_scientific_journal-12048	21	11	between	between	ADP
american_scientific_journal-12048	21	12	zero	zero	NUM
american_scientific_journal-12048	21	13	-	-	PUNCT
american_scientific_journal-12048	21	14	shot	shoot	VERB
american_scientific_journal-12048	21	15	llm	llm	PROPN
american_scientific_journal-12048	21	16	classification	classification	NOUN
american_scientific_journal-12048	21	17	and	and	CCONJ
american_scientific_journal-12048	21	18	fine	fine	ADV
american_scientific_journal-12048	21	19	-	-	PUNCT
american_scientific_journal-12048	21	20	tuned	tune	VERB
american_scientific_journal-12048	21	21	transformer	transformer	NOUN
american_scientific_journal-12048	21	22	encoders	encoder	NOUN
american_scientific_journal-12048	21	23	across	across	ADP
american_scientific_journal-12048	21	24	datasets	dataset	NOUN
american_scientific_journal-12048	21	25	of	of	ADP
american_scientific_journal-12048	21	26	varying	vary	VERB
american_scientific_journal-12048	21	27	difficulty	difficulty	NOUN
american_scientific_journal-12048	21	28	.	.	PUNCT
american_scientific_journal-12048	22	1	we	we	PRON
american_scientific_journal-12048	22	2	quantify	quantify	VERB
american_scientific_journal-12048	22	3	the	the	DET
american_scientific_journal-12048	22	4	performance	performance	NOUN
american_scientific_journal-12048	22	5	gap	gap	NOUN
american_scientific_journal-12048	22	6	in	in	ADP
american_scientific_journal-12048	22	7	terms	term	NOUN
american_scientific_journal-12048	22	8	of	of	ADP
american_scientific_journal-12048	22	9	accuracy	accuracy	NOUN
american_scientific_journal-12048	22	10	,	,	PUNCT
american_scientific_journal-12048	22	11	highlighting	highlight	VERB
american_scientific_journal-12048	22	12	where	where	SCONJ
american_scientific_journal-12048	22	13	zero	zero	NUM
american_scientific_journal-12048	22	14	-	-	PUNCT
american_scientific_journal-12048	22	15	shot	shot	NOUN
american_scientific_journal-12048	22	16	methods	method	NOUN
american_scientific_journal-12048	22	17	fall	fall	VERB
american_scientific_journal-12048	22	18	short	short	ADJ
american_scientific_journal-12048	22	19	.	.	PUNCT
american_scientific_journal-12048	23	1	second	second	ADV
american_scientific_journal-12048	23	2	,	,	PUNCT
american_scientific_journal-12048	23	3	we	we	PRON
american_scientific_journal-12048	23	4	explore	explore	VERB
american_scientific_journal-12048	23	5	a	a	DET
american_scientific_journal-12048	23	6	series	series	NOUN
american_scientific_journal-12048	23	7	of	of	ADP
american_scientific_journal-12048	23	8	training	training	NOUN
american_scientific_journal-12048	23	9	-	-	PUNCT
american_scientific_journal-12048	23	10	free	free	ADJ
american_scientific_journal-12048	23	11	upgrades	upgrade	NOUN
american_scientific_journal-12048	23	12	designed	design	VERB
american_scientific_journal-12048	23	13	to	to	PART
american_scientific_journal-12048	23	14	improve	improve	VERB
american_scientific_journal-12048	23	15	llm	llm	PROPN
american_scientific_journal-12048	23	16	classification	classification	NOUN
american_scientific_journal-12048	23	17	performance	performance	NOUN
american_scientific_journal-12048	23	18	without	without	ADP
american_scientific_journal-12048	23	19	altering	alter	VERB
american_scientific_journal-12048	23	20	model	model	NOUN
american_scientific_journal-12048	23	21	weights	weight	NOUN
american_scientific_journal-12048	23	22	.	.	PUNCT
american_scientific_journal-12048	24	1	specifically	specifically	ADV
american_scientific_journal-12048	24	2	,	,	PUNCT
american_scientific_journal-12048	24	3	we	we	PRON
american_scientific_journal-12048	24	4	focus	focus	VERB
american_scientific_journal-12048	24	5	on	on	ADP
american_scientific_journal-12048	24	6	retrieval	retrieval	NOUN
american_scientific_journal-12048	24	7	-	-	PUNCT
american_scientific_journal-12048	24	8	augmented	augment	VERB
american_scientific_journal-12048	24	9	in	in	ADP
american_scientific_journal-12048	24	10	-	-	PUNCT
american_scientific_journal-12048	24	11	context	context	NOUN
american_scientific_journal-12048	24	12	learning	learning	NOUN
american_scientific_journal-12048	24	13	methods	method	NOUN
american_scientific_journal-12048	24	14	and	and	CCONJ
american_scientific_journal-12048	24	15	their	their	PRON
american_scientific_journal-12048	24	16	variations	variation	NOUN
american_scientific_journal-12048	24	17	.	.	PUNCT
american_scientific_journal-12048	25	1	our	our	PRON
american_scientific_journal-12048	25	2	contributions	contribution	NOUN
american_scientific_journal-12048	25	3	are	be	AUX
american_scientific_journal-12048	25	4	twofold	twofold	ADV
american_scientific_journal-12048	25	5	:	:	PUNCT
american_scientific_journal-12048	25	6	●	●	NUM
american_scientific_journal-12048	25	7	gap	gap	NOUN
american_scientific_journal-12048	25	8	quantification	quantification	NOUN
american_scientific_journal-12048	25	9	:	:	PUNCT
american_scientific_journal-12048	25	10	a	a	DET
american_scientific_journal-12048	25	11	systematic	systematic	ADJ
american_scientific_journal-12048	25	12	head	head	NOUN
american_scientific_journal-12048	25	13	-	-	PUNCT
american_scientific_journal-12048	25	14	to	to	ADP
american_scientific_journal-12048	25	15	-	-	PUNCT
american_scientific_journal-12048	25	16	head	head	NOUN
american_scientific_journal-12048	25	17	comparison	comparison	NOUN
american_scientific_journal-12048	25	18	of	of	ADP
american_scientific_journal-12048	25	19	fine	fine	ADV
american_scientific_journal-12048	25	20	-	-	PUNCT
american_scientific_journal-12048	25	21	tuned	tune	VERB
american_scientific_journal-12048	25	22	models	model	NOUN
american_scientific_journal-12048	25	23	and	and	CCONJ
american_scientific_journal-12048	25	24	zero	zero	NUM
american_scientific_journal-12048	25	25	-	-	PUNCT
american_scientific_journal-12048	25	26	shot	shot	NOUN
american_scientific_journal-12048	25	27	llms	llm	NOUN
american_scientific_journal-12048	25	28	across	across	ADP
american_scientific_journal-12048	25	29	coarseand	coarseand	NOUN
american_scientific_journal-12048	25	30	fine	fine	ADV
american_scientific_journal-12048	25	31	-	-	PUNCT
american_scientific_journal-12048	25	32	grained	grain	VERB
american_scientific_journal-12048	25	33	classification	classification	NOUN
american_scientific_journal-12048	25	34	benchmarks	benchmark	NOUN
american_scientific_journal-12048	25	35	.	.	PUNCT
american_scientific_journal-12048	26	1	●	●	PUNCT
american_scientific_journal-12048	26	2	training	training	NOUN
american_scientific_journal-12048	26	3	-	-	PUNCT
american_scientific_journal-12048	26	4	free	free	ADJ
american_scientific_journal-12048	26	5	llm	llm	PROPN
american_scientific_journal-12048	26	6	lift	lift	NOUN
american_scientific_journal-12048	26	7	:	:	PUNCT
american_scientific_journal-12048	26	8	an	an	DET
american_scientific_journal-12048	26	9	evaluation	evaluation	NOUN
american_scientific_journal-12048	26	10	of	of	ADP
american_scientific_journal-12048	26	11	inference	inference	NOUN
american_scientific_journal-12048	26	12	-	-	PUNCT
american_scientific_journal-12048	26	13	time	time	NOUN
american_scientific_journal-12048	26	14	interventions	intervention	NOUN
american_scientific_journal-12048	26	15	that	that	PRON
american_scientific_journal-12048	26	16	reduce	reduce	VERB
american_scientific_journal-12048	26	17	the	the	DET
american_scientific_journal-12048	26	18	performance	performance	NOUN
american_scientific_journal-12048	26	19	gap	gap	NOUN
american_scientific_journal-12048	26	20	without	without	ADP
american_scientific_journal-12048	26	21	llm	llm	PROPN
american_scientific_journal-12048	26	22	fine	fine	ADV
american_scientific_journal-12048	26	23	-	-	PUNCT
american_scientific_journal-12048	26	24	tuning	tuning	NOUN
american_scientific_journal-12048	26	25	.	.	PUNCT
american_scientific_journal-12048	27	1	by	by	ADP
american_scientific_journal-12048	27	2	evaluating	evaluate	VERB
american_scientific_journal-12048	27	3	the	the	DET
american_scientific_journal-12048	27	4	scale	scale	NOUN
american_scientific_journal-12048	27	5	of	of	ADP
american_scientific_journal-12048	27	6	zero	zero	NUM
american_scientific_journal-12048	27	7	-	-	PUNCT
american_scientific_journal-12048	27	8	shot	shot	NOUN
american_scientific_journal-12048	27	9	underperformance	underperformance	NOUN
american_scientific_journal-12048	27	10	and	and	CCONJ
american_scientific_journal-12048	27	11	testing	testing	NOUN
american_scientific_journal-12048	27	12	targeted	target	VERB
american_scientific_journal-12048	27	13	inference	inference	NOUN
american_scientific_journal-12048	27	14	-	-	PUNCT
american_scientific_journal-12048	27	15	time	time	NOUN
american_scientific_journal-12048	27	16	mitigations	mitigation	NOUN
american_scientific_journal-12048	27	17	,	,	PUNCT
american_scientific_journal-12048	27	18	this	this	DET
american_scientific_journal-12048	27	19	study	study	NOUN
american_scientific_journal-12048	27	20	aims	aim	VERB
american_scientific_journal-12048	27	21	to	to	PART
american_scientific_journal-12048	27	22	bridge	bridge	VERB
american_scientific_journal-12048	27	23	the	the	DET
american_scientific_journal-12048	27	24	gap	gap	NOUN
american_scientific_journal-12048	27	25	between	between	ADP
american_scientific_journal-12048	27	26	the	the	DET
american_scientific_journal-12048	27	27	convenience	convenience	NOUN
american_scientific_journal-12048	27	28	of	of	ADP
american_scientific_journal-12048	27	29	llm	llm	PROPN
american_scientific_journal-12048	27	30	prompting	prompt	VERB
american_scientific_journal-12048	27	31	and	and	CCONJ
american_scientific_journal-12048	27	32	the	the	DET
american_scientific_journal-12048	27	33	predictive	predictive	ADJ
american_scientific_journal-12048	27	34	power	power	NOUN
american_scientific_journal-12048	27	35	of	of	ADP
american_scientific_journal-12048	27	36	fine	fine	ADV
american_scientific_journal-12048	27	37	-	-	PUNCT
american_scientific_journal-12048	27	38	tuned	tune	VERB
american_scientific_journal-12048	27	39	supervised	supervised	ADJ
american_scientific_journal-12048	27	40	models	model	NOUN
american_scientific_journal-12048	27	41	.	.	PUNCT
american_scientific_journal-12048	28	1	1.2	1.2	NUM
american_scientific_journal-12048	28	2	.	.	PUNCT
american_scientific_journal-12048	28	3	related	relate	VERB
american_scientific_journal-12048	28	4	work	work	NOUN
american_scientific_journal-12048	28	5	early	early	ADJ
american_scientific_journal-12048	28	6	work	work	NOUN
american_scientific_journal-12048	28	7	on	on	ADP
american_scientific_journal-12048	28	8	llms	llm	NOUN
american_scientific_journal-12048	28	9	showed	show	VERB
american_scientific_journal-12048	28	10	that	that	SCONJ
american_scientific_journal-12048	28	11	increasing	increase	VERB
american_scientific_journal-12048	28	12	the	the	DET
american_scientific_journal-12048	28	13	size	size	NOUN
american_scientific_journal-12048	28	14	of	of	ADP
american_scientific_journal-12048	28	15	the	the	DET
american_scientific_journal-12048	28	16	language	language	NOUN
american_scientific_journal-12048	28	17	model	model	NOUN
american_scientific_journal-12048	28	18	enables	enable	VERB
american_scientific_journal-12048	28	19	strong	strong	ADJ
american_scientific_journal-12048	28	20	zero-	zero-	NOUN
american_scientific_journal-12048	28	21	,	,	PUNCT
american_scientific_journal-12048	28	22	one-	one-	ADJ
american_scientific_journal-12048	28	23	,	,	PUNCT
american_scientific_journal-12048	28	24	and	and	CCONJ
american_scientific_journal-12048	28	25	fewshot	fewshot	ADJ
american_scientific_journal-12048	28	26	performance	performance	NOUN
american_scientific_journal-12048	28	27	across	across	ADP
american_scientific_journal-12048	28	28	nlp	nlp	NOUN
american_scientific_journal-12048	28	29	tasks	task	NOUN
american_scientific_journal-12048	28	30	,	,	PUNCT
american_scientific_journal-12048	28	31	establishing	establish	VERB
american_scientific_journal-12048	28	32	prompting	prompt	VERB
american_scientific_journal-12048	28	33	as	as	ADP
american_scientific_journal-12048	28	34	a	a	DET
american_scientific_journal-12048	28	35	viable	viable	ADJ
american_scientific_journal-12048	28	36	alternative	alternative	NOUN
american_scientific_journal-12048	28	37	to	to	ADP
american_scientific_journal-12048	28	38	task	task	NOUN
american_scientific_journal-12048	28	39	-	-	PUNCT
american_scientific_journal-12048	28	40	specific	specific	ADJ
american_scientific_journal-12048	28	41	training	training	NOUN
american_scientific_journal-12048	28	42	.	.	PUNCT
american_scientific_journal-12048	29	1	for	for	ADP
american_scientific_journal-12048	29	2	example	example	NOUN
american_scientific_journal-12048	29	3	,	,	PUNCT
american_scientific_journal-12048	29	4	gpt-3	gpt-3	ADV
american_scientific_journal-12048	29	5	demonstrated	demonstrate	VERB
american_scientific_journal-12048	29	6	competitiveness	competitiveness	NOUN
american_scientific_journal-12048	29	7	in	in	ADP
american_scientific_journal-12048	29	8	the	the	DET
american_scientific_journal-12048	29	9	few	few	ADJ
american_scientific_journal-12048	29	10	-	-	PUNCT
american_scientific_journal-12048	29	11	shot	shot	NOUN
american_scientific_journal-12048	29	12	scenario	scenario	NOUN
american_scientific_journal-12048	29	13	on	on	ADP
american_scientific_journal-12048	29	14	multiple	multiple	ADJ
american_scientific_journal-12048	29	15	nlp	nlp	NOUN
american_scientific_journal-12048	29	16	tasks	task	NOUN
american_scientific_journal-12048	29	17	,	,	PUNCT
american_scientific_journal-12048	29	18	occasionally	occasionally	ADV
american_scientific_journal-12048	29	19	even	even	ADV
american_scientific_journal-12048	29	20	surpassing	surpass	VERB
american_scientific_journal-12048	29	21	state	state	NOUN
american_scientific_journal-12048	29	22	-	-	PUNCT
american_scientific_journal-12048	29	23	of	of	ADP
american_scientific_journal-12048	29	24	-	-	PUNCT
american_scientific_journal-12048	29	25	the	the	DET
american_scientific_journal-12048	29	26	-	-	PUNCT
american_scientific_journal-12048	29	27	art	art	NOUN
american_scientific_journal-12048	29	28	fine	fine	ADV
american_scientific_journal-12048	29	29	-	-	PUNCT
american_scientific_journal-12048	29	30	tuned	tune	VERB
american_scientific_journal-12048	29	31	models	model	NOUN
american_scientific_journal-12048	29	32	(	(	PUNCT
american_scientific_journal-12048	29	33	e.g.	e.g.	ADV
american_scientific_journal-12048	29	34	,	,	PUNCT
american_scientific_journal-12048	29	35	in	in	ADP
american_scientific_journal-12048	29	36	open	open	ADJ
american_scientific_journal-12048	29	37	-	-	PUNCT
american_scientific_journal-12048	29	38	domain	domain	NOUN
american_scientific_journal-12048	29	39	question	question	NOUN
american_scientific_journal-12048	29	40	-	-	PUNCT
american_scientific_journal-12048	29	41	answering	answer	VERB
american_scientific_journal-12048	29	42	and	and	CCONJ
american_scientific_journal-12048	29	43	translation	translation	NOUN
american_scientific_journal-12048	29	44	into	into	ADP
american_scientific_journal-12048	29	45	english	english	PROPN
american_scientific_journal-12048	29	46	)	)	PUNCT
american_scientific_journal-12048	30	1	[	[	X
american_scientific_journal-12048	30	2	1	1	NUM
american_scientific_journal-12048	30	3	]	]	PUNCT
american_scientific_journal-12048	30	4	.	.	PUNCT
american_scientific_journal-12048	31	1	however	however	ADV
american_scientific_journal-12048	31	2	,	,	PUNCT
american_scientific_journal-12048	31	3	the	the	DET
american_scientific_journal-12048	31	4	result	result	NOUN
american_scientific_journal-12048	31	5	was	be	AUX
american_scientific_journal-12048	31	6	not	not	PART
american_scientific_journal-12048	31	7	universal	universal	ADJ
american_scientific_journal-12048	31	8	,	,	PUNCT
american_scientific_journal-12048	31	9	with	with	ADP
american_scientific_journal-12048	31	10	the	the	DET
american_scientific_journal-12048	31	11	llm	llm	PROPN
american_scientific_journal-12048	31	12	still	still	ADV
american_scientific_journal-12048	31	13	struggling	struggle	VERB
american_scientific_journal-12048	31	14	on	on	ADP
american_scientific_journal-12048	31	15	many	many	ADJ
american_scientific_journal-12048	31	16	task	task	NOUN
american_scientific_journal-12048	31	17	types	type	NOUN
american_scientific_journal-12048	31	18	and	and	CCONJ
american_scientific_journal-12048	31	19	datasets	dataset	NOUN
american_scientific_journal-12048	31	20	,	,	PUNCT
american_scientific_journal-12048	31	21	american	american	ADJ
american_scientific_journal-12048	31	22	academic	academic	ADJ
american_scientific_journal-12048	31	23	scientific	scientific	ADJ
american_scientific_journal-12048	31	24	research	research	NOUN
american_scientific_journal-12048	31	25	journal	journal	NOUN
american_scientific_journal-12048	31	26	for	for	ADP
american_scientific_journal-12048	31	27	engineering	engineering	NOUN
american_scientific_journal-12048	31	28	,	,	PUNCT
american_scientific_journal-12048	31	29	technology	technology	NOUN
american_scientific_journal-12048	31	30	,	,	PUNCT
american_scientific_journal-12048	31	31	and	and	CCONJ
american_scientific_journal-12048	31	32	sciences	science	NOUN
american_scientific_journal-12048	31	33	(	(	PUNCT
american_scientific_journal-12048	31	34	asrjets	asrjet	NOUN
american_scientific_journal-12048	31	35	)	)	PUNCT
american_scientific_journal-12048	31	36	volume	volume	NOUN
american_scientific_journal-12048	31	37	103	103	NUM
american_scientific_journal-12048	31	38	,	,	PUNCT
american_scientific_journal-12048	31	39	no	no	DET
american_scientific_journal-12048	31	40	1	1	NUM
american_scientific_journal-12048	31	41	,	,	PUNCT
american_scientific_journal-12048	31	42	pp	pp	ADV
american_scientific_journal-12048	31	43	178	178	NUM
american_scientific_journal-12048	31	44	-	-	SYM
american_scientific_journal-12048	31	45	194	194	NUM
american_scientific_journal-12048	31	46	180	180	NUM
american_scientific_journal-12048	31	47	underscoring	underscore	VERB
american_scientific_journal-12048	31	48	the	the	DET
american_scientific_journal-12048	31	49	need	need	NOUN
american_scientific_journal-12048	31	50	for	for	ADP
american_scientific_journal-12048	31	51	taskand	taskand	ADJ
american_scientific_journal-12048	31	52	dataset	dataset	NOUN
american_scientific_journal-12048	31	53	-	-	PUNCT
american_scientific_journal-12048	31	54	specific	specific	ADJ
american_scientific_journal-12048	31	55	model	model	NOUN
american_scientific_journal-12048	31	56	evaluation	evaluation	NOUN
american_scientific_journal-12048	31	57	.	.	PUNCT
american_scientific_journal-12048	32	1	follow	follow	VERB
american_scientific_journal-12048	32	2	-	-	PUNCT
american_scientific_journal-12048	32	3	up	up	ADP
american_scientific_journal-12048	32	4	studies	study	NOUN
american_scientific_journal-12048	32	5	on	on	ADP
american_scientific_journal-12048	32	6	text	text	NOUN
american_scientific_journal-12048	32	7	classification	classification	NOUN
american_scientific_journal-12048	32	8	offered	offer	VERB
american_scientific_journal-12048	32	9	a	a	DET
american_scientific_journal-12048	32	10	more	more	ADV
american_scientific_journal-12048	32	11	nuanced	nuanced	ADJ
american_scientific_journal-12048	32	12	picture	picture	NOUN
american_scientific_journal-12048	32	13	.	.	PUNCT
american_scientific_journal-12048	33	1	bucher	bucher	NOUN
american_scientific_journal-12048	33	2	and	and	CCONJ
american_scientific_journal-12048	33	3	martini	martini	NOUN
american_scientific_journal-12048	33	4	[	[	X
american_scientific_journal-12048	33	5	2	2	NUM
american_scientific_journal-12048	33	6	]	]	PUNCT
american_scientific_journal-12048	33	7	compared	compare	VERB
american_scientific_journal-12048	33	8	major	major	ADJ
american_scientific_journal-12048	33	9	llms	llm	NOUN
american_scientific_journal-12048	33	10	and	and	CCONJ
american_scientific_journal-12048	33	11	fine	fine	ADV
american_scientific_journal-12048	33	12	-	-	PUNCT
american_scientific_journal-12048	33	13	tuned	tune	VERB
american_scientific_journal-12048	33	14	encoders	encoder	NOUN
american_scientific_journal-12048	33	15	across	across	ADP
american_scientific_journal-12048	33	16	several	several	ADJ
american_scientific_journal-12048	33	17	classification	classification	NOUN
american_scientific_journal-12048	33	18	benchmarks	benchmark	NOUN
american_scientific_journal-12048	33	19	and	and	CCONJ
american_scientific_journal-12048	33	20	confirmed	confirm	VERB
american_scientific_journal-12048	33	21	that	that	SCONJ
american_scientific_journal-12048	33	22	zero	zero	NUM
american_scientific_journal-12048	33	23	-	-	PUNCT
american_scientific_journal-12048	33	24	shot	shot	NOUN
american_scientific_journal-12048	33	25	prompting	prompt	VERB
american_scientific_journal-12048	33	26	alone	alone	ADV
american_scientific_journal-12048	33	27	is	be	AUX
american_scientific_journal-12048	33	28	generally	generally	ADV
american_scientific_journal-12048	33	29	not	not	PART
american_scientific_journal-12048	33	30	sufficient	sufficient	ADJ
american_scientific_journal-12048	33	31	,	,	PUNCT
american_scientific_journal-12048	33	32	with	with	ADP
american_scientific_journal-12048	33	33	smaller	small	ADJ
american_scientific_journal-12048	33	34	,	,	PUNCT
american_scientific_journal-12048	33	35	fine	fine	ADV
american_scientific_journal-12048	33	36	-	-	PUNCT
american_scientific_journal-12048	33	37	tuned	tune	VERB
american_scientific_journal-12048	33	38	models	model	NOUN
american_scientific_journal-12048	33	39	outperforming	outperform	VERB
american_scientific_journal-12048	33	40	large	large	ADJ
american_scientific_journal-12048	33	41	llms	llm	NOUN
american_scientific_journal-12048	33	42	.	.	PUNCT
american_scientific_journal-12048	34	1	domain	domain	NOUN
american_scientific_journal-12048	34	2	-	-	PUNCT
american_scientific_journal-12048	34	3	specific	specific	ADJ
american_scientific_journal-12048	34	4	comparisons	comparison	NOUN
american_scientific_journal-12048	34	5	in	in	ADP
american_scientific_journal-12048	34	6	political	political	ADJ
american_scientific_journal-12048	34	7	science	science	NOUN
american_scientific_journal-12048	34	8	reached	reach	VERB
american_scientific_journal-12048	34	9	similar	similar	ADJ
american_scientific_journal-12048	34	10	conclusions	conclusion	NOUN
american_scientific_journal-12048	34	11	and	and	CCONJ
american_scientific_journal-12048	34	12	extended	extend	VERB
american_scientific_journal-12048	34	13	the	the	DET
american_scientific_journal-12048	34	14	analysis	analysis	NOUN
american_scientific_journal-12048	34	15	to	to	ADP
american_scientific_journal-12048	34	16	few	few	ADJ
american_scientific_journal-12048	34	17	-	-	PUNCT
american_scientific_journal-12048	34	18	shot	shot	NOUN
american_scientific_journal-12048	34	19	settings	setting	NOUN
american_scientific_journal-12048	34	20	,	,	PUNCT
american_scientific_journal-12048	34	21	showing	show	VERB
american_scientific_journal-12048	34	22	that	that	SCONJ
american_scientific_journal-12048	34	23	while	while	SCONJ
american_scientific_journal-12048	34	24	fine	fine	ADV
american_scientific_journal-12048	34	25	-	-	PUNCT
american_scientific_journal-12048	34	26	tuned	tune	VERB
american_scientific_journal-12048	34	27	models	model	NOUN
american_scientific_journal-12048	34	28	consistently	consistently	ADV
american_scientific_journal-12048	34	29	outperform	outperform	VERB
american_scientific_journal-12048	34	30	llms	llm	NOUN
american_scientific_journal-12048	34	31	in	in	ADP
american_scientific_journal-12048	34	32	zero	zero	NUM
american_scientific_journal-12048	34	33	-	-	PUNCT
american_scientific_journal-12048	34	34	shot	shot	NOUN
american_scientific_journal-12048	34	35	mode	mode	NOUN
american_scientific_journal-12048	34	36	,	,	PUNCT
american_scientific_journal-12048	34	37	few	few	ADJ
american_scientific_journal-12048	34	38	-	-	PUNCT
american_scientific_journal-12048	34	39	shot	shot	NOUN
american_scientific_journal-12048	34	40	prompting	prompt	VERB
american_scientific_journal-12048	34	41	narrows	narrow	NOUN
american_scientific_journal-12048	34	42	but	but	CCONJ
american_scientific_journal-12048	34	43	rarely	rarely	ADV
american_scientific_journal-12048	34	44	closes	close	VERB
american_scientific_journal-12048	34	45	the	the	DET
american_scientific_journal-12048	34	46	gap	gap	NOUN
american_scientific_journal-12048	34	47	[	[	X
american_scientific_journal-12048	34	48	3,4	3,4	NUM
american_scientific_journal-12048	34	49	]	]	PUNCT
american_scientific_journal-12048	34	50	.	.	PUNCT
american_scientific_journal-12048	35	1	individual	individual	ADJ
american_scientific_journal-12048	35	2	exceptions	exception	NOUN
american_scientific_journal-12048	35	3	occur	occur	VERB
american_scientific_journal-12048	35	4	mainly	mainly	ADV
american_scientific_journal-12048	35	5	in	in	ADP
american_scientific_journal-12048	35	6	simpler	simple	ADJ
american_scientific_journal-12048	35	7	tasks	task	NOUN
american_scientific_journal-12048	35	8	,	,	PUNCT
american_scientific_journal-12048	35	9	where	where	SCONJ
american_scientific_journal-12048	35	10	few	few	ADJ
american_scientific_journal-12048	35	11	-	-	PUNCT
american_scientific_journal-12048	35	12	shot	shot	NOUN
american_scientific_journal-12048	35	13	prompting	prompting	NOUN
american_scientific_journal-12048	35	14	can	can	AUX
american_scientific_journal-12048	35	15	sometimes	sometimes	ADV
american_scientific_journal-12048	35	16	match	match	VERB
american_scientific_journal-12048	35	17	the	the	DET
american_scientific_journal-12048	35	18	fine	fine	ADV
american_scientific_journal-12048	35	19	-	-	PUNCT
american_scientific_journal-12048	35	20	tuned	tune	VERB
american_scientific_journal-12048	35	21	models	model	NOUN
american_scientific_journal-12048	35	22	.	.	PUNCT
american_scientific_journal-12048	36	1	large	large	ADJ
american_scientific_journal-12048	36	2	-	-	PUNCT
american_scientific_journal-12048	36	3	scale	scale	NOUN
american_scientific_journal-12048	36	4	analyses	analysis	NOUN
american_scientific_journal-12048	36	5	surfaced	surface	VERB
american_scientific_journal-12048	36	6	the	the	DET
american_scientific_journal-12048	36	7	same	same	ADJ
american_scientific_journal-12048	36	8	trend	trend	NOUN
american_scientific_journal-12048	36	9	:	:	PUNCT
american_scientific_journal-12048	36	10	edwards	edwards	PROPN
american_scientific_journal-12048	36	11	and	and	CCONJ
american_scientific_journal-12048	36	12	camacho	camacho	NOUN
american_scientific_journal-12048	36	13	-	-	PUNCT
american_scientific_journal-12048	36	14	collados	collado	NOUN
american_scientific_journal-12048	36	15	[	[	X
american_scientific_journal-12048	36	16	5	5	NUM
american_scientific_journal-12048	36	17	]	]	PUNCT
american_scientific_journal-12048	36	18	showed	show	VERB
american_scientific_journal-12048	36	19	that	that	SCONJ
american_scientific_journal-12048	36	20	traditional	traditional	ADJ
american_scientific_journal-12048	36	21	fine	fine	ADV
american_scientific_journal-12048	36	22	-	-	PUNCT
american_scientific_journal-12048	36	23	tuned	tune	VERB
american_scientific_journal-12048	36	24	models	model	NOUN
american_scientific_journal-12048	36	25	still	still	ADV
american_scientific_journal-12048	36	26	surpass	surpass	VERB
american_scientific_journal-12048	36	27	few	few	ADJ
american_scientific_journal-12048	36	28	-	-	PUNCT
american_scientific_journal-12048	36	29	shot	shot	NOUN
american_scientific_journal-12048	36	30	llms	llm	NOUN
american_scientific_journal-12048	36	31	across	across	ADP
american_scientific_journal-12048	36	32	16	16	NUM
american_scientific_journal-12048	36	33	text	text	NOUN
american_scientific_journal-12048	36	34	classification	classification	NOUN
american_scientific_journal-12048	36	35	datasets	dataset	NOUN
american_scientific_journal-12048	36	36	spanning	span	VERB
american_scientific_journal-12048	36	37	multiple	multiple	ADJ
american_scientific_journal-12048	36	38	domains	domain	NOUN
american_scientific_journal-12048	36	39	,	,	PUNCT
american_scientific_journal-12048	36	40	while	while	SCONJ
american_scientific_journal-12048	36	41	zhang	zhang	PROPN
american_scientific_journal-12048	36	42	and	and	CCONJ
american_scientific_journal-12048	36	43	his	his	PRON
american_scientific_journal-12048	36	44	colleagues	colleague	NOUN
american_scientific_journal-12048	36	45	[	[	X
american_scientific_journal-12048	36	46	6	6	NUM
american_scientific_journal-12048	36	47	]	]	PUNCT
american_scientific_journal-12048	36	48	reaffirmed	reaffirm	VERB
american_scientific_journal-12048	36	49	that	that	SCONJ
american_scientific_journal-12048	36	50	bert	bert	NOUN
american_scientific_journal-12048	36	51	-	-	PUNCT
american_scientific_journal-12048	36	52	style	style	NOUN
american_scientific_journal-12048	36	53	models	model	NOUN
american_scientific_journal-12048	36	54	dominate	dominate	VERB
american_scientific_journal-12048	36	55	in	in	ADP
american_scientific_journal-12048	36	56	pattern	pattern	NOUN
american_scientific_journal-12048	36	57	-	-	PUNCT
american_scientific_journal-12048	36	58	driven	drive	VERB
american_scientific_journal-12048	36	59	classification	classification	NOUN
american_scientific_journal-12048	36	60	,	,	PUNCT
american_scientific_journal-12048	36	61	with	with	ADP
american_scientific_journal-12048	36	62	llms	llm	NOUN
american_scientific_journal-12048	36	63	excelling	excel	VERB
american_scientific_journal-12048	36	64	mainly	mainly	ADV
american_scientific_journal-12048	36	65	in	in	ADP
american_scientific_journal-12048	36	66	knowledge	knowledge	NOUN
american_scientific_journal-12048	36	67	-	-	PUNCT
american_scientific_journal-12048	36	68	intensive	intensive	ADJ
american_scientific_journal-12048	36	69	tasks	task	NOUN
american_scientific_journal-12048	36	70	and	and	CCONJ
american_scientific_journal-12048	36	71	those	those	PRON
american_scientific_journal-12048	36	72	requiring	require	VERB
american_scientific_journal-12048	36	73	deep	deep	ADJ
american_scientific_journal-12048	36	74	semantic	semantic	NOUN
american_scientific_journal-12048	36	75	understanding.importantly	understanding.importantly	ADV
american_scientific_journal-12048	36	76	,	,	PUNCT
american_scientific_journal-12048	36	77	the	the	DET
american_scientific_journal-12048	36	78	aforementioned	aforementioned	ADJ
american_scientific_journal-12048	36	79	studies	study	NOUN
american_scientific_journal-12048	36	80	paid	pay	VERB
american_scientific_journal-12048	36	81	little	little	ADJ
american_scientific_journal-12048	36	82	attention	attention	NOUN
american_scientific_journal-12048	36	83	to	to	ADP
american_scientific_journal-12048	36	84	prompting	prompt	VERB
american_scientific_journal-12048	36	85	strategies	strategy	NOUN
american_scientific_journal-12048	36	86	and	and	CCONJ
american_scientific_journal-12048	36	87	often	often	ADV
american_scientific_journal-12048	36	88	relied	rely	VERB
american_scientific_journal-12048	36	89	on	on	ADP
american_scientific_journal-12048	36	90	random	random	ADJ
american_scientific_journal-12048	36	91	selection	selection	NOUN
american_scientific_journal-12048	36	92	of	of	ADP
american_scientific_journal-12048	36	93	few	few	ADJ
american_scientific_journal-12048	36	94	-	-	PUNCT
american_scientific_journal-12048	36	95	shot	shot	NOUN
american_scientific_journal-12048	36	96	examples	example	NOUN
american_scientific_journal-12048	36	97	in	in	ADP
american_scientific_journal-12048	36	98	their	their	PRON
american_scientific_journal-12048	36	99	experiments	experiment	NOUN
american_scientific_journal-12048	36	100	.	.	PUNCT
american_scientific_journal-12048	37	1	llm	llm	PROPN
american_scientific_journal-12048	37	2	research	research	NOUN
american_scientific_journal-12048	37	3	has	have	AUX
american_scientific_journal-12048	37	4	now	now	ADV
american_scientific_journal-12048	37	5	shown	show	VERB
american_scientific_journal-12048	37	6	,	,	PUNCT
american_scientific_journal-12048	37	7	however	however	ADV
american_scientific_journal-12048	37	8	,	,	PUNCT
american_scientific_journal-12048	37	9	that	that	SCONJ
american_scientific_journal-12048	37	10	both	both	CCONJ
american_scientific_journal-12048	37	11	the	the	DET
american_scientific_journal-12048	37	12	information	information	NOUN
american_scientific_journal-12048	37	13	included	include	VERB
american_scientific_journal-12048	37	14	in	in	ADP
american_scientific_journal-12048	37	15	a	a	DET
american_scientific_journal-12048	37	16	prompt	prompt	NOUN
american_scientific_journal-12048	37	17	and	and	CCONJ
american_scientific_journal-12048	37	18	the	the	DET
american_scientific_journal-12048	37	19	way	way	NOUN
american_scientific_journal-12048	37	20	it	it	PRON
american_scientific_journal-12048	37	21	is	be	AUX
american_scientific_journal-12048	37	22	organized	organized	ADJ
american_scientific_journal-12048	37	23	can	can	AUX
american_scientific_journal-12048	37	24	cause	cause	VERB
american_scientific_journal-12048	37	25	significant	significant	ADJ
american_scientific_journal-12048	37	26	variation	variation	NOUN
american_scientific_journal-12048	37	27	in	in	ADP
american_scientific_journal-12048	37	28	performance	performance	NOUN
american_scientific_journal-12048	37	29	.	.	PUNCT
american_scientific_journal-12048	38	1	a	a	DET
american_scientific_journal-12048	38	2	major	major	ADJ
american_scientific_journal-12048	38	3	line	line	NOUN
american_scientific_journal-12048	38	4	of	of	ADP
american_scientific_journal-12048	38	5	work	work	NOUN
american_scientific_journal-12048	38	6	on	on	ADP
american_scientific_journal-12048	38	7	in	in	ADP
american_scientific_journal-12048	38	8	-	-	PUNCT
american_scientific_journal-12048	38	9	context	context	NOUN
american_scientific_journal-12048	38	10	learning	learning	NOUN
american_scientific_journal-12048	38	11	(	(	PUNCT
american_scientific_journal-12048	38	12	icl	icl	PROPN
american_scientific_journal-12048	38	13	)	)	PUNCT
american_scientific_journal-12048	38	14	highlights	highlight	VERB
american_scientific_journal-12048	38	15	the	the	DET
american_scientific_journal-12048	38	16	importance	importance	NOUN
american_scientific_journal-12048	38	17	of	of	ADP
american_scientific_journal-12048	38	18	demonstration	demonstration	NOUN
american_scientific_journal-12048	38	19	choice	choice	NOUN
american_scientific_journal-12048	38	20	and	and	CCONJ
american_scientific_journal-12048	38	21	ordering	order	VERB
american_scientific_journal-12048	38	22	[	[	X
american_scientific_journal-12048	38	23	7	7	NUM
american_scientific_journal-12048	38	24	]	]	PUNCT
american_scientific_journal-12048	38	25	.	.	PUNCT
american_scientific_journal-12048	39	1	in	in	ADP
american_scientific_journal-12048	39	2	this	this	DET
american_scientific_journal-12048	39	3	paradigm	paradigm	NOUN
american_scientific_journal-12048	39	4	,	,	PUNCT
american_scientific_journal-12048	39	5	llms	llm	NOUN
american_scientific_journal-12048	39	6	learn	learn	VERB
american_scientific_journal-12048	39	7	a	a	DET
american_scientific_journal-12048	39	8	task	task	NOUN
american_scientific_journal-12048	39	9	by	by	ADP
american_scientific_journal-12048	39	10	conditioning	condition	VERB
american_scientific_journal-12048	39	11	on	on	ADP
american_scientific_journal-12048	39	12	a	a	DET
american_scientific_journal-12048	39	13	few	few	ADJ
american_scientific_journal-12048	39	14	labeled	label	VERB
american_scientific_journal-12048	39	15	examples	example	NOUN
american_scientific_journal-12048	39	16	in	in	ADP
american_scientific_journal-12048	39	17	the	the	DET
american_scientific_journal-12048	39	18	prompt	prompt	NOUN
american_scientific_journal-12048	39	19	,	,	PUNCT
american_scientific_journal-12048	39	20	without	without	ADP
american_scientific_journal-12048	39	21	updating	update	VERB
american_scientific_journal-12048	39	22	their	their	PRON
american_scientific_journal-12048	39	23	parameters	parameter	NOUN
american_scientific_journal-12048	39	24	.	.	PUNCT
american_scientific_journal-12048	40	1	for	for	ADP
american_scientific_journal-12048	40	2	example	example	NOUN
american_scientific_journal-12048	40	3	,	,	PUNCT
american_scientific_journal-12048	40	4	rubin	rubin	PROPN
american_scientific_journal-12048	40	5	and	and	CCONJ
american_scientific_journal-12048	40	6	his	his	PRON
american_scientific_journal-12048	40	7	colleagues	colleague	NOUN
american_scientific_journal-12048	40	8	[	[	X
american_scientific_journal-12048	40	9	8	8	NUM
american_scientific_journal-12048	40	10	]	]	PUNCT
american_scientific_journal-12048	40	11	and	and	CCONJ
american_scientific_journal-12048	40	12	liu	liu	PROPN
american_scientific_journal-12048	40	13	and	and	CCONJ
american_scientific_journal-12048	40	14	his	his	PRON
american_scientific_journal-12048	40	15	colleagues	colleague	NOUN
american_scientific_journal-12048	40	16	[	[	X
american_scientific_journal-12048	40	17	9	9	NUM
american_scientific_journal-12048	40	18	]	]	PUNCT
american_scientific_journal-12048	40	19	find	find	VERB
american_scientific_journal-12048	40	20	that	that	SCONJ
american_scientific_journal-12048	40	21	adding	add	VERB
american_scientific_journal-12048	40	22	semantically	semantically	ADV
american_scientific_journal-12048	40	23	similar	similar	ADJ
american_scientific_journal-12048	40	24	few	few	ADJ
american_scientific_journal-12048	40	25	-	-	PUNCT
american_scientific_journal-12048	40	26	shot	shot	NOUN
american_scientific_journal-12048	40	27	examples	example	NOUN
american_scientific_journal-12048	40	28	beats	beat	VERB
american_scientific_journal-12048	40	29	random	random	ADJ
american_scientific_journal-12048	40	30	selection	selection	NOUN
american_scientific_journal-12048	40	31	,	,	PUNCT
american_scientific_journal-12048	40	32	while	while	SCONJ
american_scientific_journal-12048	40	33	levy	levy	NOUN
american_scientific_journal-12048	40	34	and	and	CCONJ
american_scientific_journal-12048	40	35	his	his	PRON
american_scientific_journal-12048	40	36	colleagues	colleague	NOUN
american_scientific_journal-12048	41	1	[	[	X
american_scientific_journal-12048	41	2	10	10	NUM
american_scientific_journal-12048	41	3	]	]	PUNCT
american_scientific_journal-12048	41	4	demonstrate	demonstrate	NOUN
american_scientific_journal-12048	41	5	that	that	SCONJ
american_scientific_journal-12048	41	6	incorporating	incorporate	VERB
american_scientific_journal-12048	41	7	not	not	PART
american_scientific_journal-12048	41	8	just	just	ADV
american_scientific_journal-12048	41	9	semantically	semantically	ADV
american_scientific_journal-12048	41	10	similar	similar	ADJ
american_scientific_journal-12048	41	11	,	,	PUNCT
american_scientific_journal-12048	41	12	but	but	CCONJ
american_scientific_journal-12048	41	13	diverse	diverse	ADJ
american_scientific_journal-12048	41	14	examples	example	NOUN
american_scientific_journal-12048	41	15	is	be	AUX
american_scientific_journal-12048	41	16	particularly	particularly	ADV
american_scientific_journal-12048	41	17	beneficial	beneficial	ADJ
american_scientific_journal-12048	41	18	for	for	ADP
american_scientific_journal-12048	41	19	compositional	compositional	ADJ
american_scientific_journal-12048	41	20	generalization	generalization	NOUN
american_scientific_journal-12048	41	21	(	(	PUNCT
american_scientific_journal-12048	41	22	the	the	DET
american_scientific_journal-12048	41	23	ability	ability	NOUN
american_scientific_journal-12048	41	24	to	to	PART
american_scientific_journal-12048	41	25	combine	combine	VERB
american_scientific_journal-12048	41	26	known	know	VERB
american_scientific_journal-12048	41	27	concepts	concept	NOUN
american_scientific_journal-12048	41	28	in	in	ADP
american_scientific_journal-12048	41	29	novel	novel	ADJ
american_scientific_journal-12048	41	30	ways	way	NOUN
american_scientific_journal-12048	41	31	)	)	PUNCT
american_scientific_journal-12048	41	32	.	.	PUNCT
american_scientific_journal-12048	42	1	building	build	VERB
american_scientific_journal-12048	42	2	on	on	ADP
american_scientific_journal-12048	42	3	these	these	DET
american_scientific_journal-12048	42	4	insights	insight	NOUN
american_scientific_journal-12048	42	5	,	,	PUNCT
american_scientific_journal-12048	42	6	qin	qin	PROPN
american_scientific_journal-12048	42	7	and	and	CCONJ
american_scientific_journal-12048	42	8	his	his	PRON
american_scientific_journal-12048	42	9	colleagues	colleague	NOUN
american_scientific_journal-12048	42	10	[	[	X
american_scientific_journal-12048	42	11	11	11	NUM
american_scientific_journal-12048	42	12	]	]	X
american_scientific_journal-12048	42	13	propose	propose	VERB
american_scientific_journal-12048	42	14	iterative	iterative	NOUN
american_scientific_journal-12048	42	15	demonstration	demonstration	NOUN
american_scientific_journal-12048	42	16	selection	selection	NOUN
american_scientific_journal-12048	42	17	(	(	PUNCT
american_scientific_journal-12048	42	18	ids	id	NOUN
american_scientific_journal-12048	42	19	)	)	PUNCT
american_scientific_journal-12048	42	20	,	,	PUNCT
american_scientific_journal-12048	42	21	which	which	PRON
american_scientific_journal-12048	42	22	progressively	progressively	ADV
american_scientific_journal-12048	42	23	refines	refine	VERB
american_scientific_journal-12048	42	24	the	the	DET
american_scientific_journal-12048	42	25	retrieval	retrieval	NOUN
american_scientific_journal-12048	42	26	set	set	VERB
american_scientific_journal-12048	42	27	to	to	PART
american_scientific_journal-12048	42	28	balance	balance	VERB
american_scientific_journal-12048	42	29	similarity	similarity	NOUN
american_scientific_journal-12048	42	30	and	and	CCONJ
american_scientific_journal-12048	42	31	diversity	diversity	NOUN
american_scientific_journal-12048	42	32	,	,	PUNCT
american_scientific_journal-12048	42	33	yielding	yield	VERB
american_scientific_journal-12048	42	34	accuracy	accuracy	NOUN
american_scientific_journal-12048	42	35	gains	gain	NOUN
american_scientific_journal-12048	42	36	across	across	ADP
american_scientific_journal-12048	42	37	benchmarks	benchmark	NOUN
american_scientific_journal-12048	42	38	.	.	PUNCT
american_scientific_journal-12048	43	1	ordering	ordering	NOUN
american_scientific_journal-12048	43	2	of	of	ADP
american_scientific_journal-12048	43	3	examples	example	NOUN
american_scientific_journal-12048	43	4	also	also	ADV
american_scientific_journal-12048	43	5	proves	prove	VERB
american_scientific_journal-12048	43	6	critical	critical	ADJ
american_scientific_journal-12048	43	7	:	:	PUNCT
american_scientific_journal-12048	43	8	lu	lu	NOUN
american_scientific_journal-12048	43	9	and	and	CCONJ
american_scientific_journal-12048	43	10	his	his	PRON
american_scientific_journal-12048	43	11	colleagues	colleague	NOUN
american_scientific_journal-12048	44	1	[	[	X
american_scientific_journal-12048	44	2	12	12	NUM
american_scientific_journal-12048	44	3	]	]	PUNCT
american_scientific_journal-12048	44	4	show	show	VERB
american_scientific_journal-12048	44	5	that	that	SCONJ
american_scientific_journal-12048	44	6	it	it	PRON
american_scientific_journal-12048	44	7	can	can	AUX
american_scientific_journal-12048	44	8	make	make	VERB
american_scientific_journal-12048	44	9	llm	llm	NOUN
american_scientific_journal-12048	44	10	performance	performance	NOUN
american_scientific_journal-12048	44	11	range	range	NOUN
american_scientific_journal-12048	44	12	from	from	ADP
american_scientific_journal-12048	44	13	state	state	NOUN
american_scientific_journal-12048	44	14	-	-	PUNCT
american_scientific_journal-12048	44	15	of	of	ADP
american_scientific_journal-12048	44	16	-	-	PUNCT
american_scientific_journal-12048	44	17	the	the	DET
american_scientific_journal-12048	44	18	-	-	PUNCT
american_scientific_journal-12048	44	19	art	art	NOUN
american_scientific_journal-12048	44	20	to	to	ADP
american_scientific_journal-12048	44	21	almost	almost	ADV
american_scientific_journal-12048	44	22	random	random	ADJ
american_scientific_journal-12048	44	23	,	,	PUNCT
american_scientific_journal-12048	44	24	and	and	CCONJ
american_scientific_journal-12048	44	25	zhao	zhao	PROPN
american_scientific_journal-12048	44	26	and	and	CCONJ
american_scientific_journal-12048	44	27	his	his	PRON
american_scientific_journal-12048	44	28	colleagues	colleague	NOUN
american_scientific_journal-12048	44	29	[	[	X
american_scientific_journal-12048	44	30	13	13	NUM
american_scientific_journal-12048	44	31	]	]	PUNCT
american_scientific_journal-12048	44	32	report	report	NOUN
american_scientific_journal-12048	44	33	that	that	SCONJ
american_scientific_journal-12048	44	34	models	model	NOUN
american_scientific_journal-12048	44	35	are	be	AUX
american_scientific_journal-12048	44	36	biased	bias	VERB
american_scientific_journal-12048	44	37	towards	towards	ADP
american_scientific_journal-12048	44	38	the	the	DET
american_scientific_journal-12048	44	39	examples	example	NOUN
american_scientific_journal-12048	44	40	placed	place	VERB
american_scientific_journal-12048	44	41	closer	close	ADV
american_scientific_journal-12048	44	42	to	to	ADP
american_scientific_journal-12048	44	43	the	the	DET
american_scientific_journal-12048	44	44	end	end	NOUN
american_scientific_journal-12048	44	45	of	of	ADP
american_scientific_journal-12048	44	46	the	the	DET
american_scientific_journal-12048	44	47	prompt.in	prompt.in	PROPN
american_scientific_journal-12048	44	48	parallel	parallel	NOUN
american_scientific_journal-12048	44	49	,	,	PUNCT
american_scientific_journal-12048	44	50	chain	chain	NOUN
american_scientific_journal-12048	44	51	-	-	PUNCT
american_scientific_journal-12048	44	52	of	of	ADP
american_scientific_journal-12048	44	53	-	-	PUNCT
american_scientific_journal-12048	44	54	thought	thought	NOUN
american_scientific_journal-12048	44	55	(	(	PUNCT
american_scientific_journal-12048	44	56	cot	cot	NOUN
american_scientific_journal-12048	44	57	)	)	PUNCT
american_scientific_journal-12048	44	58	prompting	prompt	VERB
american_scientific_journal-12048	44	59	has	have	AUX
american_scientific_journal-12048	44	60	emerged	emerge	VERB
american_scientific_journal-12048	44	61	as	as	ADP
american_scientific_journal-12048	44	62	another	another	DET
american_scientific_journal-12048	44	63	powerful	powerful	ADJ
american_scientific_journal-12048	44	64	training	training	NOUN
american_scientific_journal-12048	44	65	-	-	PUNCT
american_scientific_journal-12048	44	66	free	free	ADJ
american_scientific_journal-12048	44	67	strategy	strategy	NOUN
american_scientific_journal-12048	44	68	,	,	PUNCT
american_scientific_journal-12048	44	69	particularly	particularly	ADV
american_scientific_journal-12048	44	70	for	for	ADP
american_scientific_journal-12048	44	71	reasoning	reasoning	NOUN
american_scientific_journal-12048	44	72	-	-	PUNCT
american_scientific_journal-12048	44	73	heavy	heavy	ADJ
american_scientific_journal-12048	44	74	tasks	task	NOUN
american_scientific_journal-12048	44	75	.	.	PUNCT
american_scientific_journal-12048	45	1	wei	wei	PROPN
american_scientific_journal-12048	45	2	and	and	CCONJ
american_scientific_journal-12048	45	3	his	his	PRON
american_scientific_journal-12048	45	4	colleagues	colleague	NOUN
american_scientific_journal-12048	46	1	[	[	X
american_scientific_journal-12048	46	2	14	14	NUM
american_scientific_journal-12048	46	3	]	]	PUNCT
american_scientific_journal-12048	46	4	showed	show	VERB
american_scientific_journal-12048	46	5	that	that	SCONJ
american_scientific_journal-12048	46	6	including	include	VERB
american_scientific_journal-12048	46	7	just	just	ADV
american_scientific_journal-12048	46	8	a	a	DET
american_scientific_journal-12048	46	9	few	few	ADJ
american_scientific_journal-12048	46	10	examples	example	NOUN
american_scientific_journal-12048	46	11	with	with	ADP
american_scientific_journal-12048	46	12	explicit	explicit	ADJ
american_scientific_journal-12048	46	13	reasoning	reasoning	NOUN
american_scientific_journal-12048	46	14	chains	chain	NOUN
american_scientific_journal-12048	46	15	enables	enable	VERB
american_scientific_journal-12048	46	16	near	near	ADP
american_scientific_journal-12048	46	17	state	state	NOUN
american_scientific_journal-12048	46	18	-	-	PUNCT
american_scientific_journal-12048	46	19	of	of	ADP
american_scientific_journal-12048	46	20	-	-	PUNCT
american_scientific_journal-12048	46	21	the	the	DET
american_scientific_journal-12048	46	22	-	-	PUNCT
american_scientific_journal-12048	46	23	art	art	NOUN
american_scientific_journal-12048	46	24	results	result	NOUN
american_scientific_journal-12048	46	25	on	on	ADP
american_scientific_journal-12048	46	26	complex	complex	ADJ
american_scientific_journal-12048	46	27	problems	problem	NOUN
american_scientific_journal-12048	46	28	.	.	PUNCT
american_scientific_journal-12048	47	1	wang	wang	PROPN
american_scientific_journal-12048	47	2	and	and	CCONJ
american_scientific_journal-12048	47	3	his	his	PRON
american_scientific_journal-12048	47	4	colleagues	colleague	NOUN
american_scientific_journal-12048	47	5	[	[	X
american_scientific_journal-12048	47	6	15	15	NUM
american_scientific_journal-12048	47	7	]	]	PUNCT
american_scientific_journal-12048	47	8	further	far	ADV
american_scientific_journal-12048	47	9	demonstrated	demonstrate	VERB
american_scientific_journal-12048	47	10	that	that	SCONJ
american_scientific_journal-12048	47	11	it	it	PRON
american_scientific_journal-12048	47	12	is	be	AUX
american_scientific_journal-12048	47	13	the	the	DET
american_scientific_journal-12048	47	14	presence	presence	NOUN
american_scientific_journal-12048	47	15	and	and	CCONJ
american_scientific_journal-12048	47	16	structure	structure	NOUN
american_scientific_journal-12048	47	17	of	of	ADP
american_scientific_journal-12048	47	18	reasoning	reasoning	NOUN
american_scientific_journal-12048	47	19	,	,	PUNCT
american_scientific_journal-12048	47	20	rather	rather	ADV
american_scientific_journal-12048	47	21	than	than	ADP
american_scientific_journal-12048	47	22	its	its	PRON
american_scientific_journal-12048	47	23	exact	exact	ADJ
american_scientific_journal-12048	47	24	correctness	correctness	NOUN
american_scientific_journal-12048	47	25	,	,	PUNCT
american_scientific_journal-12048	47	26	that	that	PRON
american_scientific_journal-12048	47	27	drives	drive	VERB
american_scientific_journal-12048	47	28	these	these	DET
american_scientific_journal-12048	47	29	gains	gain	NOUN
american_scientific_journal-12048	47	30	.	.	PUNCT
american_scientific_journal-12048	48	1	taken	take	VERB
american_scientific_journal-12048	48	2	together	together	ADV
american_scientific_journal-12048	48	3	,	,	PUNCT
american_scientific_journal-12048	48	4	the	the	DET
american_scientific_journal-12048	48	5	literature	literature	NOUN
american_scientific_journal-12048	48	6	paints	paint	VERB
american_scientific_journal-12048	48	7	a	a	DET
american_scientific_journal-12048	48	8	consistent	consistent	ADJ
american_scientific_journal-12048	48	9	picture	picture	NOUN
american_scientific_journal-12048	48	10	:	:	PUNCT
american_scientific_journal-12048	48	11	(	(	PUNCT
american_scientific_journal-12048	48	12	i	i	NOUN
american_scientific_journal-12048	48	13	)	)	PUNCT
american_scientific_journal-12048	48	14	fine	fine	ADV
american_scientific_journal-12048	48	15	-	-	PUNCT
american_scientific_journal-12048	48	16	tuned	tune	VERB
american_scientific_journal-12048	48	17	encoders	encoder	NOUN
american_scientific_journal-12048	48	18	remain	remain	VERB
american_scientific_journal-12048	48	19	strong	strong	ADJ
american_scientific_journal-12048	48	20	reference	reference	NOUN
american_scientific_journal-12048	48	21	points	point	NOUN
american_scientific_journal-12048	48	22	for	for	ADP
american_scientific_journal-12048	48	23	text	text	NOUN
american_scientific_journal-12048	48	24	classification	classification	NOUN
american_scientific_journal-12048	48	25	,	,	PUNCT
american_scientific_journal-12048	48	26	outperforming	outperform	VERB
american_scientific_journal-12048	48	27	zero	zero	NUM
american_scientific_journal-12048	48	28	-	-	PUNCT
american_scientific_journal-12048	48	29	shot	shot	NOUN
american_scientific_journal-12048	48	30	llms	llm	NOUN
american_scientific_journal-12048	48	31	;	;	PUNCT
american_scientific_journal-12048	48	32	and	and	CCONJ
american_scientific_journal-12048	48	33	(	(	PUNCT
american_scientific_journal-12048	48	34	ii	ii	NOUN
american_scientific_journal-12048	48	35	)	)	PUNCT
american_scientific_journal-12048	48	36	zero	zero	NUM
american_scientific_journal-12048	48	37	-	-	PUNCT
american_scientific_journal-12048	48	38	shot	shot	NOUN
american_scientific_journal-12048	48	39	llms	llm	NOUN
american_scientific_journal-12048	48	40	can	can	AUX
american_scientific_journal-12048	48	41	be	be	AUX
american_scientific_journal-12048	48	42	substantially	substantially	ADV
american_scientific_journal-12048	48	43	improved	improve	VERB
american_scientific_journal-12048	48	44	at	at	ADP
american_scientific_journal-12048	48	45	inference	inference	NOUN
american_scientific_journal-12048	48	46	time	time	NOUN
american_scientific_journal-12048	48	47	via	via	ADP
american_scientific_journal-12048	48	48	training	training	NOUN
american_scientific_journal-12048	48	49	-	-	PUNCT
american_scientific_journal-12048	48	50	free	free	ADJ
american_scientific_journal-12048	48	51	methods	method	NOUN
american_scientific_journal-12048	48	52	,	,	PUNCT
american_scientific_journal-12048	48	53	like	like	ADP
american_scientific_journal-12048	48	54	in	in	ADP
american_scientific_journal-12048	48	55	-	-	PUNCT
american_scientific_journal-12048	48	56	context	context	NOUN
american_scientific_journal-12048	48	57	learning	learning	NOUN
american_scientific_journal-12048	48	58	and	and	CCONJ
american_scientific_journal-12048	48	59	chain	chain	NOUN
american_scientific_journal-12048	48	60	-	-	PUNCT
american_scientific_journal-12048	48	61	of	of	ADP
american_scientific_journal-12048	48	62	-	-	PUNCT
american_scientific_journal-12048	48	63	thought	thought	NOUN
american_scientific_journal-12048	48	64	reasoning	reasoning	NOUN
american_scientific_journal-12048	48	65	.	.	PUNCT
american_scientific_journal-12048	49	1	our	our	PRON
american_scientific_journal-12048	49	2	study	study	NOUN
american_scientific_journal-12048	49	3	builds	build	VERB
american_scientific_journal-12048	49	4	on	on	ADP
american_scientific_journal-12048	49	5	these	these	DET
american_scientific_journal-12048	49	6	threads	thread	NOUN
american_scientific_journal-12048	49	7	by	by	ADP
american_scientific_journal-12048	49	8	first	first	ADV
american_scientific_journal-12048	49	9	quantifying	quantify	VERB
american_scientific_journal-12048	49	10	the	the	DET
american_scientific_journal-12048	49	11	baseline	baseline	NOUN
american_scientific_journal-12048	49	12	gap	gap	NOUN
american_scientific_journal-12048	49	13	between	between	ADP
american_scientific_journal-12048	49	14	fine	fine	ADV
american_scientific_journal-12048	49	15	-	-	PUNCT
american_scientific_journal-12048	49	16	tuned	tune	VERB
american_scientific_journal-12048	49	17	bert	bert	NOUN
american_scientific_journal-12048	49	18	-	-	PUNCT
american_scientific_journal-12048	49	19	family	family	NOUN
american_scientific_journal-12048	49	20	models	model	NOUN
american_scientific_journal-12048	49	21	and	and	CCONJ
american_scientific_journal-12048	49	22	zeroshot	zeroshot	NOUN
american_scientific_journal-12048	49	23	llms	llm	NOUN
american_scientific_journal-12048	49	24	on	on	ADP
american_scientific_journal-12048	49	25	the	the	DET
american_scientific_journal-12048	49	26	classification	classification	NOUN
american_scientific_journal-12048	49	27	task	task	NOUN
american_scientific_journal-12048	49	28	of	of	ADP
american_scientific_journal-12048	49	29	datasets	dataset	NOUN
american_scientific_journal-12048	49	30	of	of	ADP
american_scientific_journal-12048	49	31	various	various	ADJ
american_scientific_journal-12048	49	32	difficulty	difficulty	NOUN
american_scientific_journal-12048	49	33	and	and	CCONJ
american_scientific_journal-12048	49	34	then	then	ADV
american_scientific_journal-12048	49	35	attempting	attempt	VERB
american_scientific_journal-12048	49	36	to	to	PART
american_scientific_journal-12048	49	37	close	close	VERB
american_scientific_journal-12048	49	38	it	it	PRON
american_scientific_journal-12048	49	39	with	with	ADP
american_scientific_journal-12048	49	40	trainingfree	trainingfree	NOUN
american_scientific_journal-12048	49	41	upgrades	upgrade	NOUN
american_scientific_journal-12048	49	42	.	.	PUNCT
american_scientific_journal-12048	50	1	while	while	SCONJ
american_scientific_journal-12048	50	2	prior	prior	ADJ
american_scientific_journal-12048	50	3	work	work	NOUN
american_scientific_journal-12048	50	4	has	have	AUX
american_scientific_journal-12048	50	5	typically	typically	ADV
american_scientific_journal-12048	50	6	examined	examine	VERB
american_scientific_journal-12048	50	7	these	these	DET
american_scientific_journal-12048	50	8	inference	inference	NOUN
american_scientific_journal-12048	50	9	-	-	PUNCT
american_scientific_journal-12048	50	10	time	time	NOUN
american_scientific_journal-12048	50	11	strategies	strategy	NOUN
american_scientific_journal-12048	50	12	in	in	ADP
american_scientific_journal-12048	50	13	isolation	isolation	NOUN
american_scientific_journal-12048	50	14	,	,	PUNCT
american_scientific_journal-12048	50	15	this	this	DET
american_scientific_journal-12048	50	16	study	study	NOUN
american_scientific_journal-12048	50	17	integrates	integrate	VERB
american_scientific_journal-12048	50	18	them	they	PRON
american_scientific_journal-12048	50	19	within	within	ADP
american_scientific_journal-12048	50	20	a	a	DET
american_scientific_journal-12048	50	21	unified	unified	ADJ
american_scientific_journal-12048	50	22	evaluation	evaluation	NOUN
american_scientific_journal-12048	50	23	framework	framework	NOUN
american_scientific_journal-12048	50	24	to	to	PART
american_scientific_journal-12048	50	25	assess	assess	VERB
american_scientific_journal-12048	50	26	their	their	PRON
american_scientific_journal-12048	50	27	combined	combine	VERB
american_scientific_journal-12048	50	28	impact	impact	NOUN
american_scientific_journal-12048	50	29	on	on	ADP
american_scientific_journal-12048	50	30	llm	llm	PROPN
american_scientific_journal-12048	50	31	classification	classification	NOUN
american_scientific_journal-12048	50	32	performance	performance	NOUN
american_scientific_journal-12048	50	33	.	.	PUNCT
american_scientific_journal-12048	51	1	in	in	ADP
american_scientific_journal-12048	51	2	doing	do	VERB
american_scientific_journal-12048	51	3	do	do	AUX
american_scientific_journal-12048	51	4	,	,	PUNCT
american_scientific_journal-12048	51	5	it	it	PRON
american_scientific_journal-12048	51	6	connects	connect	VERB
american_scientific_journal-12048	51	7	the	the	DET
american_scientific_journal-12048	51	8	comparative	comparative	ADJ
american_scientific_journal-12048	51	9	analyses	analysis	NOUN
american_scientific_journal-12048	51	10	of	of	ADP
american_scientific_journal-12048	51	11	model	model	NOUN
american_scientific_journal-12048	51	12	performance	performance	NOUN
american_scientific_journal-12048	51	13	with	with	ADP
american_scientific_journal-12048	51	14	recent	recent	ADJ
american_scientific_journal-12048	51	15	advances	advance	NOUN
american_scientific_journal-12048	51	16	in	in	ADP
american_scientific_journal-12048	51	17	prompt	prompt	ADJ
american_scientific_journal-12048	51	18	optimization	optimization	NOUN
american_scientific_journal-12048	51	19	,	,	PUNCT
american_scientific_journal-12048	51	20	exploring	explore	VERB
american_scientific_journal-12048	51	21	how	how	SCONJ
american_scientific_journal-12048	51	22	established	establish	VERB
american_scientific_journal-12048	51	23	techniques	technique	NOUN
american_scientific_journal-12048	51	24	can	can	AUX
american_scientific_journal-12048	51	25	be	be	AUX
american_scientific_journal-12048	51	26	systematically	systematically	ADV
american_scientific_journal-12048	51	27	applied	apply	VERB
american_scientific_journal-12048	51	28	to	to	PART
american_scientific_journal-12048	51	29	bridge	bridge	VERB
american_scientific_journal-12048	51	30	the	the	DET
american_scientific_journal-12048	51	31	longstanding	longstanding	ADJ
american_scientific_journal-12048	51	32	gap	gap	NOUN
american_scientific_journal-12048	51	33	between	between	ADP
american_scientific_journal-12048	51	34	zero	zero	NUM
american_scientific_journal-12048	51	35	-	-	PUNCT
american_scientific_journal-12048	51	36	shot	shot	NOUN
american_scientific_journal-12048	51	37	llms	llm	NOUN
american_scientific_journal-12048	51	38	and	and	CCONJ
american_scientific_journal-12048	51	39	smaller	small	ADJ
american_scientific_journal-12048	51	40	fine	fine	ADV
american_scientific_journal-12048	51	41	-	-	PUNCT
american_scientific_journal-12048	51	42	tuned	tune	VERB
american_scientific_journal-12048	51	43	encoder	encoder	NOUN
american_scientific_journal-12048	51	44	models	model	NOUN
american_scientific_journal-12048	51	45	.	.	PUNCT
american_scientific_journal-12048	52	1	american	american	ADJ
american_scientific_journal-12048	52	2	academic	academic	ADJ
american_scientific_journal-12048	52	3	scientific	scientific	ADJ
american_scientific_journal-12048	52	4	research	research	NOUN
american_scientific_journal-12048	52	5	journal	journal	NOUN
american_scientific_journal-12048	52	6	for	for	ADP
american_scientific_journal-12048	52	7	engineering	engineering	NOUN
american_scientific_journal-12048	52	8	,	,	PUNCT
american_scientific_journal-12048	52	9	technology	technology	NOUN
american_scientific_journal-12048	52	10	,	,	PUNCT
american_scientific_journal-12048	52	11	and	and	CCONJ
american_scientific_journal-12048	52	12	sciences	science	NOUN
american_scientific_journal-12048	52	13	(	(	PUNCT
american_scientific_journal-12048	52	14	asrjets	asrjet	NOUN
american_scientific_journal-12048	52	15	)	)	PUNCT
american_scientific_journal-12048	52	16	volume	volume	NOUN
american_scientific_journal-12048	52	17	103	103	NUM
american_scientific_journal-12048	52	18	,	,	PUNCT
american_scientific_journal-12048	52	19	no	no	DET
american_scientific_journal-12048	52	20	1	1	NUM
american_scientific_journal-12048	52	21	,	,	PUNCT
american_scientific_journal-12048	52	22	pp	pp	ADV
american_scientific_journal-12048	52	23	178	178	NUM
american_scientific_journal-12048	52	24	-	-	SYM
american_scientific_journal-12048	52	25	194	194	NUM
american_scientific_journal-12048	52	26	181	181	NUM
american_scientific_journal-12048	52	27	2	2	NUM
american_scientific_journal-12048	52	28	.	.	PUNCT
american_scientific_journal-12048	52	29	materials	material	NOUN
american_scientific_journal-12048	52	30	and	and	CCONJ
american_scientific_journal-12048	52	31	methods	method	NOUN
american_scientific_journal-12048	52	32	2.1	2.1	NUM
american_scientific_journal-12048	52	33	.	.	PUNCT
american_scientific_journal-12048	53	1	data	datum	NOUN
american_scientific_journal-12048	53	2	to	to	PART
american_scientific_journal-12048	53	3	capture	capture	VERB
american_scientific_journal-12048	53	4	both	both	CCONJ
american_scientific_journal-12048	53	5	coarse	coarse	ADV
american_scientific_journal-12048	53	6	-	-	PUNCT
american_scientific_journal-12048	53	7	grained	grain	VERB
american_scientific_journal-12048	53	8	and	and	CCONJ
american_scientific_journal-12048	53	9	fine	fine	ADV
american_scientific_journal-12048	53	10	-	-	PUNCT
american_scientific_journal-12048	53	11	grained	grain	VERB
american_scientific_journal-12048	53	12	text	text	NOUN
american_scientific_journal-12048	53	13	classification	classification	NOUN
american_scientific_journal-12048	53	14	settings	setting	NOUN
american_scientific_journal-12048	53	15	,	,	PUNCT
american_scientific_journal-12048	53	16	we	we	PRON
american_scientific_journal-12048	53	17	ran	run	VERB
american_scientific_journal-12048	53	18	the	the	DET
american_scientific_journal-12048	53	19	experiments	experiment	NOUN
american_scientific_journal-12048	53	20	on	on	ADP
american_scientific_journal-12048	53	21	two	two	NUM
american_scientific_journal-12048	53	22	different	different	ADJ
american_scientific_journal-12048	53	23	benchmarks	benchmark	NOUN
american_scientific_journal-12048	53	24	:	:	PUNCT
american_scientific_journal-12048	53	25	ag	ag	PROPN
american_scientific_journal-12048	53	26	news	news	PROPN
american_scientific_journal-12048	53	27	[	[	X
american_scientific_journal-12048	53	28	16	16	NUM
american_scientific_journal-12048	53	29	]	]	PUNCT
american_scientific_journal-12048	53	30	and	and	CCONJ
american_scientific_journal-12048	53	31	banking77	banking77	VERB
american_scientific_journal-12048	54	1	[	[	X
american_scientific_journal-12048	54	2	17	17	NUM
american_scientific_journal-12048	54	3	]	]	PUNCT
american_scientific_journal-12048	54	4	.	.	PUNCT
american_scientific_journal-12048	55	1	ag	ag	PROPN
american_scientific_journal-12048	55	2	news	news	PROPN
american_scientific_journal-12048	55	3	is	be	AUX
american_scientific_journal-12048	55	4	a	a	DET
american_scientific_journal-12048	55	5	large	large	ADJ
american_scientific_journal-12048	55	6	-	-	PUNCT
american_scientific_journal-12048	55	7	scale	scale	NOUN
american_scientific_journal-12048	55	8	news	news	NOUN
american_scientific_journal-12048	55	9	categorization	categorization	NOUN
american_scientific_journal-12048	55	10	dataset	dataset	NOUN
american_scientific_journal-12048	55	11	,	,	PUNCT
american_scientific_journal-12048	55	12	consisting	consist	VERB
american_scientific_journal-12048	55	13	of	of	ADP
american_scientific_journal-12048	55	14	news	news	NOUN
american_scientific_journal-12048	55	15	headlines	headline	NOUN
american_scientific_journal-12048	55	16	and	and	CCONJ
american_scientific_journal-12048	55	17	short	short	ADJ
american_scientific_journal-12048	55	18	descriptions	description	NOUN
american_scientific_journal-12048	55	19	labeled	label	VERB
american_scientific_journal-12048	55	20	into	into	ADP
american_scientific_journal-12048	55	21	four	four	NUM
american_scientific_journal-12048	55	22	classes	class	NOUN
american_scientific_journal-12048	55	23	with	with	ADP
american_scientific_journal-12048	55	24	a	a	DET
american_scientific_journal-12048	55	25	relatively	relatively	ADV
american_scientific_journal-12048	55	26	clean	clean	ADJ
american_scientific_journal-12048	55	27	separation	separation	NOUN
american_scientific_journal-12048	55	28	:	:	PUNCT
american_scientific_journal-12048	55	29	world	world	NOUN
american_scientific_journal-12048	55	30	,	,	PUNCT
american_scientific_journal-12048	55	31	sports	sport	NOUN
american_scientific_journal-12048	55	32	,	,	PUNCT
american_scientific_journal-12048	55	33	business	business	NOUN
american_scientific_journal-12048	55	34	,	,	PUNCT
american_scientific_journal-12048	55	35	and	and	CCONJ
american_scientific_journal-12048	55	36	sci	sci	PROPN
american_scientific_journal-12048	55	37	/	/	SYM
american_scientific_journal-12048	55	38	tech	tech	NOUN
american_scientific_journal-12048	55	39	.	.	PUNCT
american_scientific_journal-12048	56	1	constructed	construct	VERB
american_scientific_journal-12048	56	2	as	as	ADP
american_scientific_journal-12048	56	3	a	a	DET
american_scientific_journal-12048	56	4	subset	subset	NOUN
american_scientific_journal-12048	56	5	of	of	ADP
american_scientific_journal-12048	56	6	a	a	DET
american_scientific_journal-12048	56	7	larger	large	ADJ
american_scientific_journal-12048	56	8	corpus	corpus	NOUN
american_scientific_journal-12048	56	9	of	of	ADP
american_scientific_journal-12048	56	10	online	online	ADJ
american_scientific_journal-12048	56	11	news	news	NOUN
american_scientific_journal-12048	56	12	articles	article	NOUN
american_scientific_journal-12048	56	13	,	,	PUNCT
american_scientific_journal-12048	56	14	it	it	PRON
american_scientific_journal-12048	56	15	has	have	VERB
american_scientific_journal-12048	56	16	a	a	DET
american_scientific_journal-12048	56	17	total	total	NOUN
american_scientific_journal-12048	56	18	of	of	ADP
american_scientific_journal-12048	56	19	120,000	120,000	NUM
american_scientific_journal-12048	56	20	training	training	NOUN
american_scientific_journal-12048	56	21	and	and	CCONJ
american_scientific_journal-12048	56	22	7,600	7,600	NUM
american_scientific_journal-12048	56	23	test	test	NOUN
american_scientific_journal-12048	56	24	samples	sample	NOUN
american_scientific_journal-12048	56	25	.	.	PUNCT
american_scientific_journal-12048	57	1	the	the	DET
american_scientific_journal-12048	57	2	banking77	banking77	NOUN
american_scientific_journal-12048	57	3	is	be	AUX
american_scientific_journal-12048	57	4	a	a	DET
american_scientific_journal-12048	57	5	fine	fine	ADV
american_scientific_journal-12048	57	6	-	-	PUNCT
american_scientific_journal-12048	57	7	grained	grain	VERB
american_scientific_journal-12048	57	8	intent	intent	ADJ
american_scientific_journal-12048	57	9	classification	classification	NOUN
american_scientific_journal-12048	57	10	benchmark	benchmark	NOUN
american_scientific_journal-12048	57	11	that	that	PRON
american_scientific_journal-12048	57	12	consists	consist	VERB
american_scientific_journal-12048	57	13	of	of	ADP
american_scientific_journal-12048	57	14	approximately	approximately	ADV
american_scientific_journal-12048	57	15	13,000	13,000	NUM
american_scientific_journal-12048	57	16	(	(	PUNCT
american_scientific_journal-12048	57	17	10,000	10,000	NUM
american_scientific_journal-12048	57	18	train	train	NOUN
american_scientific_journal-12048	57	19	,	,	PUNCT
american_scientific_journal-12048	57	20	3,000	3,000	NUM
american_scientific_journal-12048	57	21	test	test	NOUN
american_scientific_journal-12048	57	22	)	)	PUNCT
american_scientific_journal-12048	57	23	short	short	ADJ
american_scientific_journal-12048	57	24	customer	customer	NOUN
american_scientific_journal-12048	57	25	service	service	NOUN
american_scientific_journal-12048	57	26	queries	query	NOUN
american_scientific_journal-12048	57	27	annotated	annotate	VERB
american_scientific_journal-12048	57	28	into	into	ADP
american_scientific_journal-12048	57	29	77	77	NUM
american_scientific_journal-12048	57	30	categories	category	NOUN
american_scientific_journal-12048	57	31	.	.	PUNCT
american_scientific_journal-12048	58	1	many	many	ADJ
american_scientific_journal-12048	58	2	of	of	ADP
american_scientific_journal-12048	58	3	these	these	DET
american_scientific_journal-12048	58	4	classes	class	NOUN
american_scientific_journal-12048	58	5	are	be	AUX
american_scientific_journal-12048	58	6	semantically	semantically	ADV
american_scientific_journal-12048	58	7	similar	similar	ADJ
american_scientific_journal-12048	58	8	(	(	PUNCT
american_scientific_journal-12048	58	9	e.g.	e.g.	ADV
american_scientific_journal-12048	58	10	,	,	PUNCT
american_scientific_journal-12048	58	11	card	card	NOUN
american_scientific_journal-12048	58	12	declined	decline	VERB
american_scientific_journal-12048	58	13	vs.	vs.	ADP
american_scientific_journal-12048	58	14	card	card	NOUN
american_scientific_journal-12048	58	15	payment	payment	NOUN
american_scientific_journal-12048	58	16	issue	issue	NOUN
american_scientific_journal-12048	58	17	)	)	PUNCT
american_scientific_journal-12048	58	18	,	,	PUNCT
american_scientific_journal-12048	58	19	making	make	VERB
american_scientific_journal-12048	58	20	the	the	DET
american_scientific_journal-12048	58	21	class	class	NOUN
american_scientific_journal-12048	58	22	boundary	boundary	ADJ
american_scientific_journal-12048	58	23	more	more	ADV
american_scientific_journal-12048	58	24	challenging	challenging	ADJ
american_scientific_journal-12048	58	25	to	to	PART
american_scientific_journal-12048	58	26	capture	capture	VERB
american_scientific_journal-12048	58	27	on	on	ADP
american_scientific_journal-12048	58	28	this	this	DET
american_scientific_journal-12048	58	29	task	task	NOUN
american_scientific_journal-12048	58	30	.	.	PUNCT
american_scientific_journal-12048	59	1	2.2	2.2	NUM
american_scientific_journal-12048	59	2	.	.	PUNCT
american_scientific_journal-12048	59	3	models	model	NOUN
american_scientific_journal-12048	59	4	for	for	ADP
american_scientific_journal-12048	59	5	our	our	PRON
american_scientific_journal-12048	59	6	fine	fine	ADV
american_scientific_journal-12048	59	7	-	-	PUNCT
american_scientific_journal-12048	59	8	tuned	tune	VERB
american_scientific_journal-12048	59	9	baselines	baseline	NOUN
american_scientific_journal-12048	59	10	,	,	PUNCT
american_scientific_journal-12048	59	11	we	we	PRON
american_scientific_journal-12048	59	12	focused	focus	VERB
american_scientific_journal-12048	59	13	on	on	ADP
american_scientific_journal-12048	59	14	three	three	NUM
american_scientific_journal-12048	59	15	widely	widely	ADV
american_scientific_journal-12048	59	16	adopted	adopt	VERB
american_scientific_journal-12048	59	17	transformer	transformer	NOUN
american_scientific_journal-12048	59	18	encoders	encoder	NOUN
american_scientific_journal-12048	59	19	from	from	ADP
american_scientific_journal-12048	59	20	the	the	DET
american_scientific_journal-12048	59	21	bert	bert	PROPN
american_scientific_journal-12048	59	22	family	family	NOUN
american_scientific_journal-12048	59	23	.	.	PUNCT
american_scientific_journal-12048	60	1	bert	bert	NOUN
american_scientific_journal-12048	60	2	-	-	PUNCT
american_scientific_journal-12048	60	3	base	base	NOUN
american_scientific_journal-12048	60	4	-	-	PUNCT
american_scientific_journal-12048	60	5	uncased	uncased	ADJ
american_scientific_journal-12048	60	6	[	[	X
american_scientific_journal-12048	60	7	18	18	NUM
american_scientific_journal-12048	60	8	]	]	PUNCT
american_scientific_journal-12048	60	9	serves	serve	VERB
american_scientific_journal-12048	60	10	as	as	ADP
american_scientific_journal-12048	60	11	the	the	DET
american_scientific_journal-12048	60	12	canonical	canonical	ADJ
american_scientific_journal-12048	60	13	reference	reference	NOUN
american_scientific_journal-12048	60	14	model	model	NOUN
american_scientific_journal-12048	60	15	for	for	ADP
american_scientific_journal-12048	60	16	text	text	NOUN
american_scientific_journal-12048	60	17	classification	classification	NOUN
american_scientific_journal-12048	60	18	and	and	CCONJ
american_scientific_journal-12048	60	19	provides	provide	VERB
american_scientific_journal-12048	60	20	a	a	DET
american_scientific_journal-12048	60	21	historical	historical	ADJ
american_scientific_journal-12048	60	22	baseline	baseline	NOUN
american_scientific_journal-12048	60	23	.	.	PUNCT
american_scientific_journal-12048	61	1	roberta	roberta	NOUN
american_scientific_journal-12048	61	2	-	-	PUNCT
american_scientific_journal-12048	61	3	base	base	NOUN
american_scientific_journal-12048	61	4	[	[	X
american_scientific_journal-12048	61	5	19	19	NUM
american_scientific_journal-12048	61	6	]	]	PUNCT
american_scientific_journal-12048	61	7	improves	improve	VERB
american_scientific_journal-12048	61	8	upon	upon	SCONJ
american_scientific_journal-12048	61	9	bert	bert	NOUN
american_scientific_journal-12048	61	10	with	with	ADP
american_scientific_journal-12048	61	11	more	more	ADV
american_scientific_journal-12048	61	12	robust	robust	ADJ
american_scientific_journal-12048	61	13	pretraining	pretraining	NOUN
american_scientific_journal-12048	61	14	and	and	CCONJ
american_scientific_journal-12048	61	15	typically	typically	ADV
american_scientific_journal-12048	61	16	delivers	deliver	VERB
american_scientific_journal-12048	61	17	stronger	strong	ADJ
american_scientific_journal-12048	61	18	results	result	NOUN
american_scientific_journal-12048	61	19	across	across	ADP
american_scientific_journal-12048	61	20	classification	classification	NOUN
american_scientific_journal-12048	61	21	benchmarks	benchmark	NOUN
american_scientific_journal-12048	61	22	.	.	PUNCT
american_scientific_journal-12048	62	1	finally	finally	ADV
american_scientific_journal-12048	62	2	,	,	PUNCT
american_scientific_journal-12048	62	3	deberta	deberta	NOUN
american_scientific_journal-12048	62	4	-	-	PUNCT
american_scientific_journal-12048	62	5	v3	v3	NOUN
american_scientific_journal-12048	62	6	-	-	PUNCT
american_scientific_journal-12048	62	7	base	base	NOUN
american_scientific_journal-12048	62	8	[	[	X
american_scientific_journal-12048	62	9	20	20	NUM
american_scientific_journal-12048	62	10	]	]	PUNCT
american_scientific_journal-12048	62	11	further	far	ADV
american_scientific_journal-12048	62	12	enhances	enhance	VERB
american_scientific_journal-12048	62	13	the	the	DET
american_scientific_journal-12048	62	14	pre	pre	ADJ
american_scientific_journal-12048	62	15	-	-	ADJ
american_scientific_journal-12048	62	16	training	training	ADJ
american_scientific_journal-12048	62	17	efficiency	efficiency	NOUN
american_scientific_journal-12048	62	18	of	of	ADP
american_scientific_journal-12048	62	19	bert	bert	PROPN
american_scientific_journal-12048	62	20	and	and	CCONJ
american_scientific_journal-12048	62	21	roberta	roberta	PROPN
american_scientific_journal-12048	62	22	and	and	CCONJ
american_scientific_journal-12048	62	23	outperforms	outperform	VERB
american_scientific_journal-12048	62	24	them	they	PRON
american_scientific_journal-12048	62	25	on	on	ADP
american_scientific_journal-12048	62	26	several	several	ADJ
american_scientific_journal-12048	62	27	benchmarks	benchmark	NOUN
american_scientific_journal-12048	62	28	.	.	PUNCT
american_scientific_journal-12048	63	1	together	together	ADV
american_scientific_journal-12048	63	2	,	,	PUNCT
american_scientific_journal-12048	63	3	these	these	DET
american_scientific_journal-12048	63	4	models	model	NOUN
american_scientific_journal-12048	63	5	offer	offer	VERB
american_scientific_journal-12048	63	6	a	a	DET
american_scientific_journal-12048	63	7	spectrum	spectrum	NOUN
american_scientific_journal-12048	63	8	of	of	ADP
american_scientific_journal-12048	63	9	increasingly	increasingly	ADV
american_scientific_journal-12048	63	10	powerful	powerful	ADJ
american_scientific_journal-12048	63	11	fine	fine	ADV
american_scientific_journal-12048	63	12	-	-	PUNCT
american_scientific_journal-12048	63	13	tuned	tune	VERB
american_scientific_journal-12048	63	14	encoder	encoder	NOUN
american_scientific_journal-12048	63	15	models	model	NOUN
american_scientific_journal-12048	63	16	against	against	ADP
american_scientific_journal-12048	63	17	which	which	PRON
american_scientific_journal-12048	63	18	we	we	PRON
american_scientific_journal-12048	63	19	compared	compare	VERB
american_scientific_journal-12048	63	20	zero	zero	NUM
american_scientific_journal-12048	63	21	-	-	PUNCT
american_scientific_journal-12048	63	22	shot	shot	NOUN
american_scientific_journal-12048	63	23	llms	llm	NOUN
american_scientific_journal-12048	63	24	and	and	CCONJ
american_scientific_journal-12048	63	25	training	training	NOUN
american_scientific_journal-12048	63	26	-	-	PUNCT
american_scientific_journal-12048	63	27	free	free	ADJ
american_scientific_journal-12048	63	28	llm	llm	PROPN
american_scientific_journal-12048	63	29	lift	lift	NOUN
american_scientific_journal-12048	63	30	techniques	technique	NOUN
american_scientific_journal-12048	63	31	.	.	PUNCT
american_scientific_journal-12048	64	1	for	for	ADP
american_scientific_journal-12048	64	2	our	our	PRON
american_scientific_journal-12048	64	3	large	large	ADJ
american_scientific_journal-12048	64	4	language	language	NOUN
american_scientific_journal-12048	64	5	model	model	NOUN
american_scientific_journal-12048	64	6	baselines	baseline	NOUN
american_scientific_journal-12048	64	7	and	and	CCONJ
american_scientific_journal-12048	64	8	further	further	ADJ
american_scientific_journal-12048	64	9	lift	lift	VERB
american_scientific_journal-12048	64	10	experiments	experiment	NOUN
american_scientific_journal-12048	64	11	,	,	PUNCT
american_scientific_journal-12048	64	12	we	we	PRON
american_scientific_journal-12048	64	13	selected	select	VERB
american_scientific_journal-12048	64	14	three	three	NUM
american_scientific_journal-12048	64	15	systems	system	NOUN
american_scientific_journal-12048	64	16	that	that	PRON
american_scientific_journal-12048	64	17	span	span	VERB
american_scientific_journal-12048	64	18	the	the	DET
american_scientific_journal-12048	64	19	spectrum	spectrum	NOUN
american_scientific_journal-12048	64	20	from	from	ADP
american_scientific_journal-12048	64	21	proprietary	proprietary	ADJ
american_scientific_journal-12048	64	22	frontier	frontier	NOUN
american_scientific_journal-12048	64	23	models	model	NOUN
american_scientific_journal-12048	64	24	to	to	ADP
american_scientific_journal-12048	64	25	efficient	efficient	ADJ
american_scientific_journal-12048	64	26	open	open	ADJ
american_scientific_journal-12048	64	27	-	-	PUNCT
american_scientific_journal-12048	64	28	weight	weight	NOUN
american_scientific_journal-12048	64	29	alternatives	alternative	NOUN
american_scientific_journal-12048	64	30	.	.	PUNCT
american_scientific_journal-12048	65	1	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	66	1	[	[	X
american_scientific_journal-12048	66	2	21	21	NUM
american_scientific_journal-12048	66	3	]	]	PUNCT
american_scientific_journal-12048	66	4	was	be	AUX
american_scientific_journal-12048	66	5	included	include	VERB
american_scientific_journal-12048	66	6	as	as	ADP
american_scientific_journal-12048	66	7	the	the	DET
american_scientific_journal-12048	66	8	strongest	strong	ADJ
american_scientific_journal-12048	66	9	closed	closed	ADJ
american_scientific_journal-12048	66	10	-	-	PUNCT
american_scientific_journal-12048	66	11	weight	weight	NOUN
american_scientific_journal-12048	66	12	reference	reference	NOUN
american_scientific_journal-12048	66	13	model	model	NOUN
american_scientific_journal-12048	66	14	.	.	PUNCT
american_scientific_journal-12048	67	1	as	as	ADP
american_scientific_journal-12048	67	2	an	an	DET
american_scientific_journal-12048	67	3	open	open	ADJ
american_scientific_journal-12048	67	4	-	-	PUNCT
american_scientific_journal-12048	67	5	weight	weight	NOUN
american_scientific_journal-12048	67	6	counterpart	counterpart	NOUN
american_scientific_journal-12048	67	7	,	,	PUNCT
american_scientific_journal-12048	67	8	we	we	PRON
american_scientific_journal-12048	67	9	used	use	VERB
american_scientific_journal-12048	67	10	llama	llama	NOUN
american_scientific_journal-12048	67	11	3.3	3.3	NUM
american_scientific_journal-12048	67	12	70b	70b	NOUN
american_scientific_journal-12048	67	13	instruct	instruct	VERB
american_scientific_journal-12048	67	14	[	[	PUNCT
american_scientific_journal-12048	67	15	22	22	NUM
american_scientific_journal-12048	67	16	]	]	PUNCT
american_scientific_journal-12048	67	17	,	,	PUNCT
american_scientific_journal-12048	67	18	which	which	PRON
american_scientific_journal-12048	67	19	has	have	AUX
american_scientific_journal-12048	67	20	established	establish	VERB
american_scientific_journal-12048	67	21	itself	itself	PRON
american_scientific_journal-12048	67	22	as	as	ADP
american_scientific_journal-12048	67	23	a	a	DET
american_scientific_journal-12048	67	24	leading	lead	VERB
american_scientific_journal-12048	67	25	open	open	ADJ
american_scientific_journal-12048	67	26	-	-	PUNCT
american_scientific_journal-12048	67	27	source	source	NOUN
american_scientific_journal-12048	67	28	frontier	frontier	NOUN
american_scientific_journal-12048	67	29	model	model	NOUN
american_scientific_journal-12048	67	30	.	.	PUNCT
american_scientific_journal-12048	68	1	finally	finally	ADV
american_scientific_journal-12048	68	2	,	,	PUNCT
american_scientific_journal-12048	68	3	we	we	PRON
american_scientific_journal-12048	68	4	included	include	VERB
american_scientific_journal-12048	68	5	mistral	mistral	ADJ
american_scientific_journal-12048	68	6	small	small	ADJ
american_scientific_journal-12048	68	7	3	3	NUM
american_scientific_journal-12048	68	8	[	[	X
american_scientific_journal-12048	68	9	23	23	NUM
american_scientific_journal-12048	68	10	]	]	PUNCT
american_scientific_journal-12048	68	11	to	to	PART
american_scientific_journal-12048	68	12	represent	represent	VERB
american_scientific_journal-12048	68	13	a	a	DET
american_scientific_journal-12048	68	14	smaller	small	ADJ
american_scientific_journal-12048	68	15	,	,	PUNCT
american_scientific_journal-12048	68	16	efficiency	efficiency	NOUN
american_scientific_journal-12048	68	17	-	-	PUNCT
american_scientific_journal-12048	68	18	oriented	orient	VERB
american_scientific_journal-12048	68	19	class	class	NOUN
american_scientific_journal-12048	68	20	of	of	ADP
american_scientific_journal-12048	68	21	models	model	NOUN
american_scientific_journal-12048	68	22	that	that	PRON
american_scientific_journal-12048	68	23	still	still	ADV
american_scientific_journal-12048	68	24	maintain	maintain	VERB
american_scientific_journal-12048	68	25	competitive	competitive	ADJ
american_scientific_journal-12048	68	26	performance	performance	NOUN
american_scientific_journal-12048	68	27	.	.	PUNCT
american_scientific_journal-12048	69	1	together	together	ADV
american_scientific_journal-12048	69	2	,	,	PUNCT
american_scientific_journal-12048	69	3	these	these	DET
american_scientific_journal-12048	69	4	three	three	NUM
american_scientific_journal-12048	69	5	models	model	NOUN
american_scientific_journal-12048	69	6	provide	provide	VERB
american_scientific_journal-12048	69	7	a	a	DET
american_scientific_journal-12048	69	8	balanced	balanced	ADJ
american_scientific_journal-12048	69	9	view	view	NOUN
american_scientific_journal-12048	69	10	of	of	ADP
american_scientific_journal-12048	69	11	current	current	ADJ
american_scientific_journal-12048	69	12	llm	llm	NOUN
american_scientific_journal-12048	69	13	capabilities	capability	NOUN
american_scientific_journal-12048	69	14	across	across	ADP
american_scientific_journal-12048	69	15	the	the	DET
american_scientific_journal-12048	69	16	accuracy	accuracy	NOUN
american_scientific_journal-12048	69	17	-	-	PUNCT
american_scientific_journal-12048	69	18	size	size	NOUN
american_scientific_journal-12048	69	19	spectrum	spectrum	NOUN
american_scientific_journal-12048	69	20	.	.	PUNCT
american_scientific_journal-12048	70	1	2.3	2.3	NUM
american_scientific_journal-12048	70	2	.	.	PUNCT
american_scientific_journal-12048	70	3	phase	phase	NOUN
american_scientific_journal-12048	71	1	i	i	PRON
american_scientific_journal-12048	71	2	:	:	PUNCT
american_scientific_journal-12048	71	3	baseline	baseline	VERB
american_scientific_journal-12048	71	4	comparison	comparison	NOUN
american_scientific_journal-12048	71	5	(	(	PUNCT
american_scientific_journal-12048	71	6	fine	fine	ADV
american_scientific_journal-12048	71	7	-	-	PUNCT
american_scientific_journal-12048	71	8	tuned	tune	VERB
american_scientific_journal-12048	71	9	bert	bert	NOUN
american_scientific_journal-12048	71	10	models	model	NOUN
american_scientific_journal-12048	71	11	vs	vs	ADP
american_scientific_journal-12048	71	12	zero	zero	NUM
american_scientific_journal-12048	71	13	-	-	PUNCT
american_scientific_journal-12048	71	14	shot	shot	NOUN
american_scientific_journal-12048	71	15	llms	llm	NOUN
american_scientific_journal-12048	71	16	)	)	PUNCT
american_scientific_journal-12048	71	17	we	we	PRON
american_scientific_journal-12048	71	18	first	first	ADV
american_scientific_journal-12048	71	19	established	establish	VERB
american_scientific_journal-12048	71	20	a	a	DET
american_scientific_journal-12048	71	21	clear	clear	ADJ
american_scientific_journal-12048	71	22	,	,	PUNCT
american_scientific_journal-12048	71	23	controlled	control	VERB
american_scientific_journal-12048	71	24	baseline	baseline	ADJ
american_scientific_journal-12048	71	25	comparison	comparison	NOUN
american_scientific_journal-12048	71	26	between	between	ADP
american_scientific_journal-12048	71	27	fine	fine	ADV
american_scientific_journal-12048	71	28	-	-	PUNCT
american_scientific_journal-12048	71	29	tuned	tune	VERB
american_scientific_journal-12048	71	30	transformer	transformer	NOUN
american_scientific_journal-12048	71	31	encoders	encoder	NOUN
american_scientific_journal-12048	71	32	and	and	CCONJ
american_scientific_journal-12048	71	33	zeroshot	zeroshot	NOUN
american_scientific_journal-12048	71	34	llms	llm	VERB
american_scientific_journal-12048	71	35	classification	classification	NOUN
american_scientific_journal-12048	71	36	across	across	ADP
american_scientific_journal-12048	71	37	the	the	DET
american_scientific_journal-12048	71	38	proposed	propose	VERB
american_scientific_journal-12048	71	39	datasets	dataset	NOUN
american_scientific_journal-12048	71	40	.	.	PUNCT
american_scientific_journal-12048	72	1	using	use	VERB
american_scientific_journal-12048	72	2	accuracy	accuracy	NOUN
american_scientific_journal-12048	72	3	as	as	ADP
american_scientific_journal-12048	72	4	a	a	DET
american_scientific_journal-12048	72	5	consistent	consistent	ADJ
american_scientific_journal-12048	72	6	evaluation	evaluation	NOUN
american_scientific_journal-12048	72	7	metric	metric	NOUN
american_scientific_journal-12048	72	8	,	,	PUNCT
american_scientific_journal-12048	72	9	we	we	PRON
american_scientific_journal-12048	72	10	quantified	quantify	VERB
american_scientific_journal-12048	72	11	the	the	DET
american_scientific_journal-12048	72	12	gap	gap	NOUN
american_scientific_journal-12048	72	13	between	between	ADP
american_scientific_journal-12048	72	14	fine	fine	ADV
american_scientific_journal-12048	72	15	-	-	PUNCT
american_scientific_journal-12048	72	16	tuned	tune	VERB
american_scientific_journal-12048	72	17	and	and	CCONJ
american_scientific_journal-12048	72	18	zero	zero	NUM
american_scientific_journal-12048	72	19	-	-	PUNCT
american_scientific_journal-12048	72	20	shot	shot	NOUN
american_scientific_journal-12048	72	21	performance	performance	NOUN
american_scientific_journal-12048	72	22	.	.	PUNCT
american_scientific_journal-12048	73	1	this	this	DET
american_scientific_journal-12048	73	2	phase	phase	NOUN
american_scientific_journal-12048	73	3	provided	provide	VERB
american_scientific_journal-12048	73	4	a	a	DET
american_scientific_journal-12048	73	5	grounded	ground	VERB
american_scientific_journal-12048	73	6	understanding	understanding	NOUN
american_scientific_journal-12048	73	7	of	of	ADP
american_scientific_journal-12048	73	8	how	how	SCONJ
american_scientific_journal-12048	73	9	much	much	ADJ
american_scientific_journal-12048	73	10	zero	zero	NUM
american_scientific_journal-12048	73	11	-	-	PUNCT
american_scientific_journal-12048	73	12	shot	shot	NOUN
american_scientific_journal-12048	73	13	llms	llm	NOUN
american_scientific_journal-12048	73	14	currently	currently	ADV
american_scientific_journal-12048	73	15	fall	fall	VERB
american_scientific_journal-12048	73	16	short	short	ADJ
american_scientific_journal-12048	73	17	and	and	CCONJ
american_scientific_journal-12048	73	18	set	set	VERB
american_scientific_journal-12048	73	19	a	a	DET
american_scientific_journal-12048	73	20	benchmark	benchmark	NOUN
american_scientific_journal-12048	73	21	target	target	NOUN
american_scientific_journal-12048	73	22	for	for	ADP
american_scientific_journal-12048	73	23	improvement	improvement	NOUN
american_scientific_journal-12048	73	24	.	.	PUNCT
american_scientific_journal-12048	74	1	during	during	ADP
american_scientific_journal-12048	74	2	the	the	DET
american_scientific_journal-12048	74	3	fine	fine	ADV
american_scientific_journal-12048	74	4	-	-	PUNCT
american_scientific_journal-12048	74	5	tuning	tune	VERB
american_scientific_journal-12048	74	6	process	process	NOUN
american_scientific_journal-12048	74	7	,	,	PUNCT
american_scientific_journal-12048	74	8	for	for	ADP
american_scientific_journal-12048	74	9	each	each	DET
american_scientific_journal-12048	74	10	dataset	dataset	NOUN
american_scientific_journal-12048	74	11	,	,	PUNCT
american_scientific_journal-12048	74	12	we	we	PRON
american_scientific_journal-12048	74	13	used	use	VERB
american_scientific_journal-12048	74	14	the	the	DET
american_scientific_journal-12048	74	15	full	full	ADJ
american_scientific_journal-12048	74	16	available	available	ADJ
american_scientific_journal-12048	74	17	training	training	NOUN
american_scientific_journal-12048	74	18	set	set	NOUN
american_scientific_journal-12048	74	19	,	,	PUNCT
american_scientific_journal-12048	74	20	fine	fine	ADV
american_scientific_journal-12048	74	21	-	-	PUNCT
american_scientific_journal-12048	74	22	tuning	tune	VERB
american_scientific_journal-12048	74	23	the	the	DET
american_scientific_journal-12048	74	24	models	model	NOUN
american_scientific_journal-12048	74	25	for	for	ADP
american_scientific_journal-12048	74	26	3	3	NUM
american_scientific_journal-12048	74	27	-	-	SYM
american_scientific_journal-12048	74	28	5	5	NUM
american_scientific_journal-12048	74	29	epochs	epoch	NOUN
american_scientific_journal-12048	74	30	and	and	CCONJ
american_scientific_journal-12048	74	31	using	use	VERB
american_scientific_journal-12048	74	32	mainly	mainly	ADV
american_scientific_journal-12048	74	33	default	default	NOUN
american_scientific_journal-12048	74	34	training	training	NOUN
american_scientific_journal-12048	74	35	settings	setting	NOUN
american_scientific_journal-12048	74	36	.	.	PUNCT
american_scientific_journal-12048	75	1	for	for	ADP
american_scientific_journal-12048	75	2	zero	zero	NUM
american_scientific_journal-12048	75	3	-	-	PUNCT
american_scientific_journal-12048	75	4	shot	shot	NOUN
american_scientific_journal-12048	75	5	llm	llm	PROPN
american_scientific_journal-12048	75	6	classification	classification	NOUN
american_scientific_journal-12048	75	7	,	,	PUNCT
american_scientific_journal-12048	75	8	we	we	PRON
american_scientific_journal-12048	75	9	created	create	VERB
american_scientific_journal-12048	75	10	prompts	prompt	NOUN
american_scientific_journal-12048	75	11	closely	closely	ADV
american_scientific_journal-12048	75	12	based	base	VERB
american_scientific_journal-12048	75	13	on	on	ADP
american_scientific_journal-12048	75	14	those	those	PRON
american_scientific_journal-12048	75	15	by	by	ADP
american_scientific_journal-12048	75	16	bucher	bucher	NOUN
american_scientific_journal-12048	75	17	and	and	CCONJ
american_scientific_journal-12048	75	18	martini	martini	NOUN
american_scientific_journal-12048	75	19	[	[	X
american_scientific_journal-12048	75	20	2	2	NUM
american_scientific_journal-12048	75	21	]	]	PUNCT
american_scientific_journal-12048	75	22	(	(	PUNCT
american_scientific_journal-12048	75	23	see	see	VERB
american_scientific_journal-12048	75	24	appendix	appendix	NOUN
american_scientific_journal-12048	75	25	,	,	PUNCT
american_scientific_journal-12048	75	26	prompt	prompt	ADJ
american_scientific_journal-12048	75	27	1	1	NUM
american_scientific_journal-12048	75	28	)	)	PUNCT
american_scientific_journal-12048	75	29	and	and	CCONJ
american_scientific_journal-12048	75	30	provided	provide	VERB
american_scientific_journal-12048	75	31	the	the	DET
american_scientific_journal-12048	75	32	models	model	NOUN
american_scientific_journal-12048	75	33	only	only	ADV
american_scientific_journal-12048	75	34	with	with	ADP
american_scientific_journal-12048	75	35	a	a	DET
american_scientific_journal-12048	75	36	text	text	NOUN
american_scientific_journal-12048	75	37	to	to	PART
american_scientific_journal-12048	75	38	classify	classify	VERB
american_scientific_journal-12048	75	39	and	and	CCONJ
american_scientific_journal-12048	75	40	a	a	DET
american_scientific_journal-12048	75	41	list	list	NOUN
american_scientific_journal-12048	75	42	of	of	ADP
american_scientific_journal-12048	75	43	available	available	ADJ
american_scientific_journal-12048	75	44	labels	label	NOUN
american_scientific_journal-12048	75	45	.	.	PUNCT
american_scientific_journal-12048	76	1	american	american	ADJ
american_scientific_journal-12048	76	2	academic	academic	ADJ
american_scientific_journal-12048	76	3	scientific	scientific	ADJ
american_scientific_journal-12048	76	4	research	research	NOUN
american_scientific_journal-12048	76	5	journal	journal	NOUN
american_scientific_journal-12048	76	6	for	for	ADP
american_scientific_journal-12048	76	7	engineering	engineering	NOUN
american_scientific_journal-12048	76	8	,	,	PUNCT
american_scientific_journal-12048	76	9	technology	technology	NOUN
american_scientific_journal-12048	76	10	,	,	PUNCT
american_scientific_journal-12048	76	11	and	and	CCONJ
american_scientific_journal-12048	76	12	sciences	science	NOUN
american_scientific_journal-12048	76	13	(	(	PUNCT
american_scientific_journal-12048	76	14	asrjets	asrjet	NOUN
american_scientific_journal-12048	76	15	)	)	PUNCT
american_scientific_journal-12048	76	16	volume	volume	NOUN
american_scientific_journal-12048	76	17	103	103	NUM
american_scientific_journal-12048	76	18	,	,	PUNCT
american_scientific_journal-12048	76	19	no	no	DET
american_scientific_journal-12048	76	20	1	1	NUM
american_scientific_journal-12048	76	21	,	,	PUNCT
american_scientific_journal-12048	76	22	pp	pp	ADV
american_scientific_journal-12048	76	23	178	178	NUM
american_scientific_journal-12048	76	24	-	-	SYM
american_scientific_journal-12048	76	25	194	194	NUM
american_scientific_journal-12048	76	26	182	182	NUM
american_scientific_journal-12048	76	27	we	we	PRON
american_scientific_journal-12048	76	28	evaluated	evaluate	VERB
american_scientific_journal-12048	76	29	all	all	DET
american_scientific_journal-12048	76	30	the	the	DET
american_scientific_journal-12048	76	31	models	model	NOUN
american_scientific_journal-12048	76	32	exclusively	exclusively	ADV
american_scientific_journal-12048	76	33	on	on	ADP
american_scientific_journal-12048	76	34	the	the	DET
american_scientific_journal-12048	76	35	test	test	NOUN
american_scientific_journal-12048	76	36	sets	set	NOUN
american_scientific_journal-12048	76	37	.	.	PUNCT
american_scientific_journal-12048	77	1	therefore	therefore	ADV
american_scientific_journal-12048	77	2	,	,	PUNCT
american_scientific_journal-12048	77	3	as	as	SCONJ
american_scientific_journal-12048	77	4	the	the	DET
american_scientific_journal-12048	77	5	llms	llm	NOUN
american_scientific_journal-12048	77	6	were	be	AUX
american_scientific_journal-12048	77	7	not	not	PART
american_scientific_journal-12048	77	8	trained	train	VERB
american_scientific_journal-12048	77	9	,	,	PUNCT
american_scientific_journal-12048	77	10	they	they	PRON
american_scientific_journal-12048	77	11	were	be	AUX
american_scientific_journal-12048	77	12	not	not	PART
american_scientific_journal-12048	77	13	at	at	ADV
american_scientific_journal-12048	77	14	all	all	ADV
american_scientific_journal-12048	77	15	exposed	expose	VERB
american_scientific_journal-12048	77	16	to	to	ADP
american_scientific_journal-12048	77	17	the	the	DET
american_scientific_journal-12048	77	18	training	training	NOUN
american_scientific_journal-12048	77	19	data	datum	NOUN
american_scientific_journal-12048	77	20	in	in	ADP
american_scientific_journal-12048	77	21	this	this	DET
american_scientific_journal-12048	77	22	step	step	NOUN
american_scientific_journal-12048	77	23	.	.	PUNCT
american_scientific_journal-12048	78	1	2.4	2.4	NUM
american_scientific_journal-12048	78	2	.	.	PUNCT
american_scientific_journal-12048	78	3	phase	phase	PROPN
american_scientific_journal-12048	78	4	ii	ii	PROPN
american_scientific_journal-12048	78	5	:	:	PUNCT
american_scientific_journal-12048	78	6	llm	llm	NOUN
american_scientific_journal-12048	78	7	performance	performance	NOUN
american_scientific_journal-12048	78	8	gains	gain	NOUN
american_scientific_journal-12048	78	9	with	with	ADP
american_scientific_journal-12048	78	10	training	training	NOUN
american_scientific_journal-12048	78	11	-	-	PUNCT
american_scientific_journal-12048	78	12	free	free	ADJ
american_scientific_journal-12048	78	13	methods	method	NOUN
american_scientific_journal-12048	78	14	in	in	ADP
american_scientific_journal-12048	78	15	the	the	DET
american_scientific_journal-12048	78	16	second	second	ADJ
american_scientific_journal-12048	78	17	phase	phase	NOUN
american_scientific_journal-12048	78	18	,	,	PUNCT
american_scientific_journal-12048	78	19	we	we	PRON
american_scientific_journal-12048	78	20	systematically	systematically	ADV
american_scientific_journal-12048	78	21	applied	apply	VERB
american_scientific_journal-12048	78	22	a	a	DET
american_scientific_journal-12048	78	23	set	set	NOUN
american_scientific_journal-12048	78	24	of	of	ADP
american_scientific_journal-12048	78	25	inference	inference	NOUN
american_scientific_journal-12048	78	26	-	-	PUNCT
american_scientific_journal-12048	78	27	time	time	NOUN
american_scientific_journal-12048	78	28	techniques	technique	NOUN
american_scientific_journal-12048	78	29	designed	design	VERB
american_scientific_journal-12048	78	30	to	to	PART
american_scientific_journal-12048	78	31	improve	improve	VERB
american_scientific_journal-12048	78	32	zero	zero	NUM
american_scientific_journal-12048	78	33	-	-	PUNCT
american_scientific_journal-12048	78	34	shot	shoot	VERB
american_scientific_journal-12048	78	35	llm	llm	PROPN
american_scientific_journal-12048	78	36	classification	classification	NOUN
american_scientific_journal-12048	78	37	performance	performance	NOUN
american_scientific_journal-12048	78	38	without	without	ADP
american_scientific_journal-12048	78	39	altering	alter	VERB
american_scientific_journal-12048	78	40	model	model	NOUN
american_scientific_journal-12048	78	41	weights	weight	NOUN
american_scientific_journal-12048	78	42	.	.	PUNCT
american_scientific_journal-12048	79	1	after	after	ADP
american_scientific_journal-12048	79	2	exploring	explore	VERB
american_scientific_journal-12048	79	3	several	several	ADJ
american_scientific_journal-12048	79	4	learning	learning	NOUN
american_scientific_journal-12048	79	5	-	-	PUNCT
american_scientific_journal-12048	79	6	free	free	ADJ
american_scientific_journal-12048	79	7	approaches	approach	NOUN
american_scientific_journal-12048	79	8	described	describe	VERB
american_scientific_journal-12048	79	9	in	in	ADP
american_scientific_journal-12048	79	10	the	the	DET
american_scientific_journal-12048	79	11	related	relate	VERB
american_scientific_journal-12048	79	12	work	work	NOUN
american_scientific_journal-12048	79	13	section	section	NOUN
american_scientific_journal-12048	79	14	,	,	PUNCT
american_scientific_journal-12048	79	15	we	we	PRON
american_scientific_journal-12048	79	16	selected	select	VERB
american_scientific_journal-12048	79	17	the	the	DET
american_scientific_journal-12048	79	18	following	follow	VERB
american_scientific_journal-12048	79	19	widely	widely	ADV
american_scientific_journal-12048	79	20	recognized	recognize	VERB
american_scientific_journal-12048	79	21	techniques	technique	NOUN
american_scientific_journal-12048	79	22	:	:	PUNCT
american_scientific_journal-12048	79	23	●	●	PUNCT
american_scientific_journal-12048	79	24	retrieval	retrieval	NOUN
american_scientific_journal-12048	79	25	-	-	PUNCT
american_scientific_journal-12048	79	26	augmented	augment	VERB
american_scientific_journal-12048	79	27	in	in	ADP
american_scientific_journal-12048	79	28	-	-	PUNCT
american_scientific_journal-12048	79	29	context	context	NOUN
american_scientific_journal-12048	79	30	learning	learning	NOUN
american_scientific_journal-12048	79	31	(	(	PUNCT
american_scientific_journal-12048	79	32	icl	icl	PROPN
american_scientific_journal-12048	79	33	)	)	PUNCT
american_scientific_journal-12048	79	34	,	,	PUNCT
american_scientific_journal-12048	79	35	where	where	SCONJ
american_scientific_journal-12048	79	36	task	task	NOUN
american_scientific_journal-12048	79	37	-	-	PUNCT
american_scientific_journal-12048	79	38	relevant	relevant	ADJ
american_scientific_journal-12048	79	39	examples	example	NOUN
american_scientific_journal-12048	79	40	are	be	AUX
american_scientific_journal-12048	79	41	dynamically	dynamically	ADV
american_scientific_journal-12048	79	42	selected	select	VERB
american_scientific_journal-12048	79	43	and	and	CCONJ
american_scientific_journal-12048	79	44	added	add	VERB
american_scientific_journal-12048	79	45	to	to	ADP
american_scientific_journal-12048	79	46	the	the	DET
american_scientific_journal-12048	79	47	llm	llm	PROPN
american_scientific_journal-12048	79	48	prompt	prompt	NOUN
american_scientific_journal-12048	79	49	;	;	PUNCT
american_scientific_journal-12048	79	50	●	●	NUM
american_scientific_journal-12048	79	51	chain	chain	NOUN
american_scientific_journal-12048	79	52	-	-	PUNCT
american_scientific_journal-12048	79	53	of	of	ADP
american_scientific_journal-12048	79	54	-	-	PUNCT
american_scientific_journal-12048	79	55	thought	thought	NOUN
american_scientific_journal-12048	79	56	(	(	PUNCT
american_scientific_journal-12048	79	57	cot	cot	NOUN
american_scientific_journal-12048	79	58	)	)	PUNCT
american_scientific_journal-12048	79	59	prompting	prompt	VERB
american_scientific_journal-12048	79	60	,	,	PUNCT
american_scientific_journal-12048	79	61	where	where	SCONJ
american_scientific_journal-12048	79	62	the	the	DET
american_scientific_journal-12048	79	63	llm	llm	NOUN
american_scientific_journal-12048	79	64	is	be	AUX
american_scientific_journal-12048	79	65	encouraged	encourage	VERB
american_scientific_journal-12048	79	66	to	to	PART
american_scientific_journal-12048	79	67	provide	provide	VERB
american_scientific_journal-12048	79	68	reasoning	reasoning	NOUN
american_scientific_journal-12048	79	69	before	before	ADP
american_scientific_journal-12048	79	70	outputting	output	VERB
american_scientific_journal-12048	79	71	the	the	DET
american_scientific_journal-12048	79	72	final	final	ADJ
american_scientific_journal-12048	79	73	answer	answer	NOUN
american_scientific_journal-12048	79	74	.	.	PUNCT
american_scientific_journal-12048	80	1	to	to	PART
american_scientific_journal-12048	80	2	select	select	VERB
american_scientific_journal-12048	80	3	few	few	ADJ
american_scientific_journal-12048	80	4	-	-	PUNCT
american_scientific_journal-12048	80	5	shot	shot	NOUN
american_scientific_journal-12048	80	6	examples	example	NOUN
american_scientific_journal-12048	80	7	for	for	ADP
american_scientific_journal-12048	80	8	icl	icl	PROPN
american_scientific_journal-12048	80	9	,	,	PUNCT
american_scientific_journal-12048	80	10	we	we	PRON
american_scientific_journal-12048	80	11	prioritized	prioritize	VERB
american_scientific_journal-12048	80	12	semantic	semantic	ADJ
american_scientific_journal-12048	80	13	similarity	similarity	NOUN
american_scientific_journal-12048	80	14	over	over	ADP
american_scientific_journal-12048	80	15	purely	purely	ADV
american_scientific_journal-12048	80	16	lexical	lexical	ADJ
american_scientific_journal-12048	80	17	overlap	overlap	NOUN
american_scientific_journal-12048	80	18	.	.	PUNCT
american_scientific_journal-12048	81	1	term	term	NOUN
american_scientific_journal-12048	81	2	-	-	PUNCT
american_scientific_journal-12048	81	3	based	base	VERB
american_scientific_journal-12048	81	4	retrieval	retrieval	NOUN
american_scientific_journal-12048	81	5	methods	method	NOUN
american_scientific_journal-12048	81	6	such	such	ADJ
american_scientific_journal-12048	81	7	as	as	ADP
american_scientific_journal-12048	81	8	bm25	bm25	PROPN
american_scientific_journal-12048	81	9	[	[	X
american_scientific_journal-12048	81	10	24	24	NUM
american_scientific_journal-12048	81	11	]	]	PUNCT
american_scientific_journal-12048	81	12	rely	rely	NOUN
american_scientific_journal-12048	81	13	on	on	ADP
american_scientific_journal-12048	81	14	surface	surface	NOUN
american_scientific_journal-12048	81	15	-	-	PUNCT
american_scientific_journal-12048	81	16	level	level	NOUN
american_scientific_journal-12048	81	17	word	word	NOUN
american_scientific_journal-12048	81	18	matching	match	VERB
american_scientific_journal-12048	81	19	for	for	ADP
american_scientific_journal-12048	81	20	candidate	candidate	NOUN
american_scientific_journal-12048	81	21	selection	selection	NOUN
american_scientific_journal-12048	81	22	,	,	PUNCT
american_scientific_journal-12048	81	23	whereas	whereas	SCONJ
american_scientific_journal-12048	81	24	semantic	semantic	ADJ
american_scientific_journal-12048	81	25	retrieval	retrieval	NOUN
american_scientific_journal-12048	81	26	captures	capture	VERB
american_scientific_journal-12048	81	27	the	the	DET
american_scientific_journal-12048	81	28	underlying	underlying	ADJ
american_scientific_journal-12048	81	29	meaning	meaning	NOUN
american_scientific_journal-12048	81	30	.	.	PUNCT
american_scientific_journal-12048	82	1	this	this	PRON
american_scientific_journal-12048	82	2	is	be	AUX
american_scientific_journal-12048	82	3	an	an	DET
american_scientific_journal-12048	82	4	important	important	ADJ
american_scientific_journal-12048	82	5	factor	factor	NOUN
american_scientific_journal-12048	82	6	in	in	ADP
american_scientific_journal-12048	82	7	text	text	NOUN
american_scientific_journal-12048	82	8	classification	classification	NOUN
american_scientific_journal-12048	82	9	,	,	PUNCT
american_scientific_journal-12048	82	10	where	where	SCONJ
american_scientific_journal-12048	82	11	subtle	subtle	ADJ
american_scientific_journal-12048	82	12	semantic	semantic	ADJ
american_scientific_journal-12048	82	13	distinctions	distinction	NOUN
american_scientific_journal-12048	82	14	often	often	ADV
american_scientific_journal-12048	82	15	determine	determine	VERB
american_scientific_journal-12048	82	16	the	the	DET
american_scientific_journal-12048	82	17	correct	correct	ADJ
american_scientific_journal-12048	82	18	label	label	NOUN
american_scientific_journal-12048	82	19	.	.	PUNCT
american_scientific_journal-12048	83	1	for	for	ADP
american_scientific_journal-12048	83	2	this	this	DET
american_scientific_journal-12048	83	3	purpose	purpose	NOUN
american_scientific_journal-12048	83	4	,	,	PUNCT
american_scientific_journal-12048	83	5	we	we	PRON
american_scientific_journal-12048	83	6	used	use	VERB
american_scientific_journal-12048	83	7	a	a	DET
american_scientific_journal-12048	83	8	crossencoder	crossencoder	NOUN
american_scientific_journal-12048	83	9	model	model	NOUN
american_scientific_journal-12048	83	10	(	(	PUNCT
american_scientific_journal-12048	83	11	msmacro	msmacro	ADJ
american_scientific_journal-12048	83	12	-	-	ADJ
american_scientific_journal-12048	83	13	minilm	minilm	NOUN
american_scientific_journal-12048	83	14	-	-	PUNCT
american_scientific_journal-12048	83	15	l6	l6	NOUN
american_scientific_journal-12048	83	16	-	-	PUNCT
american_scientific_journal-12048	83	17	v2	v2	NOUN
american_scientific_journal-12048	83	18	)	)	PUNCT
american_scientific_journal-12048	83	19	from	from	ADP
american_scientific_journal-12048	83	20	the	the	DET
american_scientific_journal-12048	83	21	sentence	sentence	NOUN
american_scientific_journal-12048	83	22	-	-	PUNCT
american_scientific_journal-12048	83	23	transformers	transformer	NOUN
american_scientific_journal-12048	83	24	framework	framework	NOUN
american_scientific_journal-12048	83	25	[	[	X
american_scientific_journal-12048	83	26	25	25	NUM
american_scientific_journal-12048	83	27	]	]	PUNCT
american_scientific_journal-12048	83	28	.	.	PUNCT
american_scientific_journal-12048	84	1	unlike	unlike	ADP
american_scientific_journal-12048	84	2	sentence	sentence	NOUN
american_scientific_journal-12048	84	3	embedding	embed	VERB
american_scientific_journal-12048	84	4	approaches	approach	NOUN
american_scientific_journal-12048	84	5	,	,	PUNCT
american_scientific_journal-12048	84	6	which	which	PRON
american_scientific_journal-12048	84	7	embed	embe	VERB
american_scientific_journal-12048	84	8	queries	query	NOUN
american_scientific_journal-12048	84	9	and	and	CCONJ
american_scientific_journal-12048	84	10	candidates	candidate	NOUN
american_scientific_journal-12048	84	11	separately	separately	ADV
american_scientific_journal-12048	84	12	and	and	CCONJ
american_scientific_journal-12048	84	13	then	then	ADV
american_scientific_journal-12048	84	14	compute	compute	VERB
american_scientific_journal-12048	84	15	similarity	similarity	NOUN
american_scientific_journal-12048	84	16	scores	score	NOUN
american_scientific_journal-12048	84	17	(	(	PUNCT
american_scientific_journal-12048	84	18	e.g.	e.g.	ADV
american_scientific_journal-12048	84	19	,	,	PUNCT
american_scientific_journal-12048	84	20	via	via	ADP
american_scientific_journal-12048	84	21	cosine	cosine	NOUN
american_scientific_journal-12048	84	22	similarity	similarity	NOUN
american_scientific_journal-12048	84	23	)	)	PUNCT
american_scientific_journal-12048	84	24	,	,	PUNCT
american_scientific_journal-12048	84	25	the	the	DET
american_scientific_journal-12048	84	26	crossencoder	crossencoder	NOUN
american_scientific_journal-12048	84	27	jointly	jointly	ADV
american_scientific_journal-12048	84	28	encodes	encode	VERB
american_scientific_journal-12048	84	29	each	each	DET
american_scientific_journal-12048	84	30	query	query	NOUN
american_scientific_journal-12048	84	31	-	-	PUNCT
american_scientific_journal-12048	84	32	candidate	candidate	NOUN
american_scientific_journal-12048	84	33	pair	pair	NOUN
american_scientific_journal-12048	84	34	and	and	CCONJ
american_scientific_journal-12048	84	35	outputs	output	VERB
american_scientific_journal-12048	84	36	a	a	DET
american_scientific_journal-12048	84	37	direct	direct	ADJ
american_scientific_journal-12048	84	38	similarity	similarity	NOUN
american_scientific_journal-12048	84	39	score	score	NOUN
american_scientific_journal-12048	84	40	.	.	PUNCT
american_scientific_journal-12048	85	1	this	this	DET
american_scientific_journal-12048	85	2	design	design	NOUN
american_scientific_journal-12048	85	3	provides	provide	VERB
american_scientific_journal-12048	85	4	higher	high	ADJ
american_scientific_journal-12048	85	5	retrieval	retrieval	NOUN
american_scientific_journal-12048	85	6	accuracy	accuracy	NOUN
american_scientific_journal-12048	85	7	at	at	ADP
american_scientific_journal-12048	85	8	the	the	DET
american_scientific_journal-12048	85	9	cost	cost	NOUN
american_scientific_journal-12048	85	10	of	of	ADP
american_scientific_journal-12048	85	11	greater	great	ADJ
american_scientific_journal-12048	85	12	computational	computational	ADJ
american_scientific_journal-12048	85	13	expense	expense	NOUN
american_scientific_journal-12048	85	14	relative	relative	ADJ
american_scientific_journal-12048	85	15	to	to	ADP
american_scientific_journal-12048	85	16	embeddingbased	embeddingbase	VERB
american_scientific_journal-12048	85	17	nearest	near	ADJ
american_scientific_journal-12048	85	18	-	-	PUNCT
american_scientific_journal-12048	85	19	neighbor	neighbor	NOUN
american_scientific_journal-12048	85	20	search	search	NOUN
american_scientific_journal-12048	85	21	,	,	PUNCT
american_scientific_journal-12048	85	22	a	a	DET
american_scientific_journal-12048	85	23	trade	trade	NOUN
american_scientific_journal-12048	85	24	-	-	PUNCT
american_scientific_journal-12048	85	25	off	off	NOUN
american_scientific_journal-12048	85	26	we	we	PRON
american_scientific_journal-12048	85	27	accepted	accept	VERB
american_scientific_journal-12048	85	28	to	to	PART
american_scientific_journal-12048	85	29	maximize	maximize	VERB
american_scientific_journal-12048	85	30	the	the	DET
american_scientific_journal-12048	85	31	potential	potential	ADJ
american_scientific_journal-12048	85	32	gains	gain	NOUN
american_scientific_journal-12048	85	33	from	from	ADP
american_scientific_journal-12048	85	34	strong	strong	ADJ
american_scientific_journal-12048	85	35	example	example	NOUN
american_scientific_journal-12048	85	36	selection	selection	NOUN
american_scientific_journal-12048	85	37	.	.	PUNCT
american_scientific_journal-12048	86	1	for	for	ADP
american_scientific_journal-12048	86	2	each	each	DET
american_scientific_journal-12048	86	3	test	test	NOUN
american_scientific_journal-12048	86	4	instance	instance	NOUN
american_scientific_journal-12048	86	5	,	,	PUNCT
american_scientific_journal-12048	86	6	we	we	PRON
american_scientific_journal-12048	86	7	first	first	ADV
american_scientific_journal-12048	86	8	ranked	rank	VERB
american_scientific_journal-12048	86	9	candidate	candidate	NOUN
american_scientific_journal-12048	86	10	training	training	NOUN
american_scientific_journal-12048	86	11	examples	example	NOUN
american_scientific_journal-12048	86	12	within	within	ADP
american_scientific_journal-12048	86	13	each	each	DET
american_scientific_journal-12048	86	14	target	target	NOUN
american_scientific_journal-12048	86	15	class	class	NOUN
american_scientific_journal-12048	86	16	using	use	VERB
american_scientific_journal-12048	86	17	crossencoder	crossencoder	NOUN
american_scientific_journal-12048	86	18	similarity	similarity	NOUN
american_scientific_journal-12048	86	19	and	and	CCONJ
american_scientific_journal-12048	86	20	retained	retain	VERB
american_scientific_journal-12048	86	21	the	the	DET
american_scientific_journal-12048	86	22	top	top	ADJ
american_scientific_journal-12048	86	23	five	five	NUM
american_scientific_journal-12048	86	24	per	per	ADP
american_scientific_journal-12048	86	25	class	class	NOUN
american_scientific_journal-12048	86	26	.	.	PUNCT
american_scientific_journal-12048	87	1	for	for	SCONJ
american_scientific_journal-12048	87	2	the	the	DET
american_scientific_journal-12048	87	3	banking77	banking77	NOUN
american_scientific_journal-12048	87	4	dataset	dataset	VERB
american_scientific_journal-12048	87	5	,	,	PUNCT
american_scientific_journal-12048	87	6	we	we	PRON
american_scientific_journal-12048	87	7	ranked	rank	VERB
american_scientific_journal-12048	87	8	all	all	PRON
american_scientific_journal-12048	87	9	10,003	10,003	NUM
american_scientific_journal-12048	87	10	training	training	NOUN
american_scientific_journal-12048	87	11	examples	example	NOUN
american_scientific_journal-12048	87	12	.	.	PUNCT
american_scientific_journal-12048	88	1	for	for	ADP
american_scientific_journal-12048	88	2	ag	ag	PROPN
american_scientific_journal-12048	88	3	news	news	NOUN
american_scientific_journal-12048	88	4	,	,	PUNCT
american_scientific_journal-12048	88	5	we	we	PRON
american_scientific_journal-12048	88	6	limited	limit	VERB
american_scientific_journal-12048	88	7	the	the	DET
american_scientific_journal-12048	88	8	pool	pool	NOUN
american_scientific_journal-12048	88	9	to	to	ADP
american_scientific_journal-12048	88	10	2,500	2,500	NUM
american_scientific_journal-12048	88	11	examples	example	NOUN
american_scientific_journal-12048	88	12	per	per	ADP
american_scientific_journal-12048	88	13	class	class	NOUN
american_scientific_journal-12048	88	14	(	(	PUNCT
american_scientific_journal-12048	88	15	10,000	10,000	NUM
american_scientific_journal-12048	88	16	total	total	NOUN
american_scientific_journal-12048	88	17	)	)	PUNCT
american_scientific_journal-12048	88	18	,	,	PUNCT
american_scientific_journal-12048	88	19	as	as	SCONJ
american_scientific_journal-12048	88	20	processing	process	VERB
american_scientific_journal-12048	88	21	the	the	DET
american_scientific_journal-12048	88	22	full	full	ADJ
american_scientific_journal-12048	88	23	training	training	NOUN
american_scientific_journal-12048	88	24	set	set	NOUN
american_scientific_journal-12048	88	25	would	would	AUX
american_scientific_journal-12048	88	26	have	have	AUX
american_scientific_journal-12048	88	27	been	be	AUX
american_scientific_journal-12048	88	28	prohibitively	prohibitively	ADV
american_scientific_journal-12048	88	29	long	long	ADV
american_scientific_journal-12048	88	30	and	and	CCONJ
american_scientific_journal-12048	88	31	computationally	computationally	ADV
american_scientific_journal-12048	88	32	expensive	expensive	ADJ
american_scientific_journal-12048	88	33	.	.	PUNCT
american_scientific_journal-12048	89	1	at	at	ADP
american_scientific_journal-12048	89	2	inference	inference	NOUN
american_scientific_journal-12048	89	3	time	time	NOUN
american_scientific_journal-12048	89	4	,	,	PUNCT
american_scientific_journal-12048	89	5	we	we	PRON
american_scientific_journal-12048	89	6	then	then	ADV
american_scientific_journal-12048	89	7	selected	select	VERB
american_scientific_journal-12048	89	8	the	the	DET
american_scientific_journal-12048	89	9	ten	ten	NUM
american_scientific_journal-12048	89	10	most	most	ADV
american_scientific_journal-12048	89	11	similar	similar	ADJ
american_scientific_journal-12048	89	12	examples	example	NOUN
american_scientific_journal-12048	89	13	across	across	ADP
american_scientific_journal-12048	89	14	all	all	DET
american_scientific_journal-12048	89	15	classes	class	NOUN
american_scientific_journal-12048	89	16	for	for	ADP
american_scientific_journal-12048	89	17	inclusion	inclusion	NOUN
american_scientific_journal-12048	89	18	in	in	ADP
american_scientific_journal-12048	89	19	the	the	DET
american_scientific_journal-12048	89	20	prompt	prompt	NOUN
american_scientific_journal-12048	89	21	.	.	PUNCT
american_scientific_journal-12048	90	1	this	this	DET
american_scientific_journal-12048	90	2	two	two	NUM
american_scientific_journal-12048	90	3	-	-	PUNCT
american_scientific_journal-12048	90	4	stage	stage	NOUN
american_scientific_journal-12048	90	5	procedure	procedure	NOUN
american_scientific_journal-12048	90	6	ensured	ensure	VERB
american_scientific_journal-12048	90	7	semantic	semantic	ADJ
american_scientific_journal-12048	90	8	relevance	relevance	NOUN
american_scientific_journal-12048	90	9	through	through	ADP
american_scientific_journal-12048	90	10	similarity	similarity	NOUN
american_scientific_journal-12048	90	11	ranking	ranking	NOUN
american_scientific_journal-12048	90	12	while	while	SCONJ
american_scientific_journal-12048	90	13	also	also	ADV
american_scientific_journal-12048	90	14	preserving	preserve	VERB
american_scientific_journal-12048	90	15	class	class	NOUN
american_scientific_journal-12048	90	16	diversity	diversity	NOUN
american_scientific_journal-12048	90	17	,	,	PUNCT
american_scientific_journal-12048	90	18	since	since	SCONJ
american_scientific_journal-12048	90	19	no	no	DET
american_scientific_journal-12048	90	20	class	class	NOUN
american_scientific_journal-12048	90	21	could	could	AUX
american_scientific_journal-12048	90	22	contribute	contribute	VERB
american_scientific_journal-12048	90	23	more	more	ADJ
american_scientific_journal-12048	90	24	than	than	ADP
american_scientific_journal-12048	90	25	five	five	NUM
american_scientific_journal-12048	90	26	candidates	candidate	NOUN
american_scientific_journal-12048	90	27	or	or	CCONJ
american_scientific_journal-12048	90	28	exceed	exceed	VERB
american_scientific_journal-12048	90	29	50	50	NUM
american_scientific_journal-12048	90	30	%	%	NOUN
american_scientific_journal-12048	90	31	of	of	ADP
american_scientific_journal-12048	90	32	the	the	DET
american_scientific_journal-12048	90	33	demonstrations	demonstration	NOUN
american_scientific_journal-12048	90	34	.	.	PUNCT
american_scientific_journal-12048	91	1	to	to	PART
american_scientific_journal-12048	91	2	study	study	VERB
american_scientific_journal-12048	91	3	the	the	DET
american_scientific_journal-12048	91	4	effect	effect	NOUN
american_scientific_journal-12048	91	5	of	of	ADP
american_scientific_journal-12048	91	6	ordering	ordering	NOUN
american_scientific_journal-12048	91	7	,	,	PUNCT
american_scientific_journal-12048	91	8	we	we	PRON
american_scientific_journal-12048	91	9	compared	compare	VERB
american_scientific_journal-12048	91	10	two	two	NUM
american_scientific_journal-12048	91	11	arrangements	arrangement	NOUN
american_scientific_journal-12048	91	12	of	of	ADP
american_scientific_journal-12048	91	13	demonstrations	demonstration	NOUN
american_scientific_journal-12048	91	14	:	:	PUNCT
american_scientific_journal-12048	91	15	most	most	ADV
american_scientific_journal-12048	91	16	-	-	PUNCT
american_scientific_journal-12048	91	17	to	to	ADP
american_scientific_journal-12048	91	18	-	-	PUNCT
american_scientific_journal-12048	91	19	least	least	ADJ
american_scientific_journal-12048	91	20	similar	similar	ADJ
american_scientific_journal-12048	91	21	and	and	CCONJ
american_scientific_journal-12048	91	22	leastto	leastto	ADJ
american_scientific_journal-12048	91	23	-	-	PUNCT
american_scientific_journal-12048	91	24	most	most	ADV
american_scientific_journal-12048	91	25	similar	similar	ADJ
american_scientific_journal-12048	91	26	,	,	PUNCT
american_scientific_journal-12048	91	27	motivated	motivate	VERB
american_scientific_journal-12048	91	28	by	by	ADP
american_scientific_journal-12048	91	29	the	the	DET
american_scientific_journal-12048	91	30	hypothesis	hypothesis	NOUN
american_scientific_journal-12048	91	31	that	that	PRON
american_scientific_journal-12048	91	32	the	the	DET
american_scientific_journal-12048	91	33	latter	latter	ADJ
american_scientific_journal-12048	91	34	would	would	AUX
american_scientific_journal-12048	91	35	benefit	benefit	VERB
american_scientific_journal-12048	91	36	from	from	ADP
american_scientific_journal-12048	91	37	llm	llm	PROPN
american_scientific_journal-12048	91	38	recency	recency	NOUN
american_scientific_journal-12048	91	39	bias	bias	NOUN
american_scientific_journal-12048	91	40	[	[	X
american_scientific_journal-12048	91	41	13	13	NUM
american_scientific_journal-12048	91	42	]	]	PUNCT
american_scientific_journal-12048	91	43	.	.	PUNCT
american_scientific_journal-12048	92	1	for	for	ADP
american_scientific_journal-12048	92	2	cot	cot	NOUN
american_scientific_journal-12048	92	3	prompting	prompting	NOUN
american_scientific_journal-12048	92	4	,	,	PUNCT
american_scientific_journal-12048	92	5	we	we	PRON
american_scientific_journal-12048	92	6	formatted	format	VERB
american_scientific_journal-12048	92	7	few	few	ADJ
american_scientific_journal-12048	92	8	-	-	PUNCT
american_scientific_journal-12048	92	9	shot	shot	NOUN
american_scientific_journal-12048	92	10	examples	example	NOUN
american_scientific_journal-12048	92	11	(	(	PUNCT
american_scientific_journal-12048	92	12	selected	select	VERB
american_scientific_journal-12048	92	13	with	with	ADP
american_scientific_journal-12048	92	14	the	the	DET
american_scientific_journal-12048	92	15	method	method	NOUN
american_scientific_journal-12048	92	16	above	above	ADV
american_scientific_journal-12048	92	17	)	)	PUNCT
american_scientific_journal-12048	92	18	as	as	ADP
american_scientific_journal-12048	92	19	query	query	NOUN
american_scientific_journal-12048	92	20	→	→	PUNCT
american_scientific_journal-12048	92	21	reasoning	reasoning	NOUN
american_scientific_journal-12048	92	22	→	→	SYM
american_scientific_journal-12048	92	23	answer	answer	NOUN
american_scientific_journal-12048	92	24	to	to	PART
american_scientific_journal-12048	92	25	elicit	elicit	VERB
american_scientific_journal-12048	92	26	intermediate	intermediate	ADJ
american_scientific_journal-12048	92	27	reasoning	reasoning	NOUN
american_scientific_journal-12048	92	28	.	.	PUNCT
american_scientific_journal-12048	93	1	because	because	SCONJ
american_scientific_journal-12048	93	2	the	the	DET
american_scientific_journal-12048	93	3	datasets	dataset	NOUN
american_scientific_journal-12048	93	4	lacked	lack	VERB
american_scientific_journal-12048	93	5	gold	gold	NOUN
american_scientific_journal-12048	93	6	rationales	rationale	NOUN
american_scientific_journal-12048	93	7	,	,	PUNCT
american_scientific_journal-12048	93	8	we	we	PRON
american_scientific_journal-12048	93	9	generated	generate	VERB
american_scientific_journal-12048	93	10	reasoning	reasoning	NOUN
american_scientific_journal-12048	93	11	steps	step	NOUN
american_scientific_journal-12048	93	12	automatically	automatically	ADV
american_scientific_journal-12048	93	13	using	use	VERB
american_scientific_journal-12048	93	14	claude-3.5	claude-3.5	NOUN
american_scientific_journal-12048	93	15	-	-	PUNCT
american_scientific_journal-12048	93	16	sonnet	sonnet	NOUN
american_scientific_journal-12048	93	17	[	[	X
american_scientific_journal-12048	93	18	26	26	NUM
american_scientific_journal-12048	93	19	]	]	PUNCT
american_scientific_journal-12048	93	20	.	.	PUNCT
american_scientific_journal-12048	94	1	prior	prior	ADJ
american_scientific_journal-12048	94	2	work	work	NOUN
american_scientific_journal-12048	94	3	has	have	AUX
american_scientific_journal-12048	94	4	shown	show	VERB
american_scientific_journal-12048	94	5	that	that	SCONJ
american_scientific_journal-12048	94	6	cot	cot	NOUN
american_scientific_journal-12048	94	7	does	do	AUX
american_scientific_journal-12048	94	8	not	not	PART
american_scientific_journal-12048	94	9	require	require	VERB
american_scientific_journal-12048	94	10	perfectly	perfectly	ADV
american_scientific_journal-12048	94	11	valid	valid	ADJ
american_scientific_journal-12048	94	12	rationales	rationale	NOUN
american_scientific_journal-12048	94	13	to	to	PART
american_scientific_journal-12048	94	14	improve	improve	VERB
american_scientific_journal-12048	94	15	performance	performance	NOUN
american_scientific_journal-12048	94	16	[	[	X
american_scientific_journal-12048	94	17	15	15	NUM
american_scientific_journal-12048	94	18	]	]	PUNCT
american_scientific_journal-12048	94	19	,	,	PUNCT
american_scientific_journal-12048	94	20	so	so	CCONJ
american_scientific_journal-12048	94	21	we	we	PRON
american_scientific_journal-12048	94	22	accepted	accept	VERB
american_scientific_journal-12048	94	23	the	the	DET
american_scientific_journal-12048	94	24	trade	trade	NOUN
american_scientific_journal-12048	94	25	-	-	PUNCT
american_scientific_journal-12048	94	26	off	off	NOUN
american_scientific_journal-12048	94	27	between	between	ADP
american_scientific_journal-12048	94	28	lower	low	ADJ
american_scientific_journal-12048	94	29	annotation	annotation	NOUN
american_scientific_journal-12048	94	30	cost	cost	NOUN
american_scientific_journal-12048	94	31	and	and	CCONJ
american_scientific_journal-12048	94	32	reduced	reduce	VERB
american_scientific_journal-12048	94	33	explanation	explanation	NOUN
american_scientific_journal-12048	94	34	quality	quality	NOUN
american_scientific_journal-12048	94	35	when	when	SCONJ
american_scientific_journal-12048	94	36	using	use	VERB
american_scientific_journal-12048	94	37	an	an	DET
american_scientific_journal-12048	94	38	llm	llm	NOUN
american_scientific_journal-12048	94	39	instead	instead	ADV
american_scientific_journal-12048	94	40	of	of	ADP
american_scientific_journal-12048	94	41	a	a	DET
american_scientific_journal-12048	94	42	human	human	ADJ
american_scientific_journal-12048	94	43	annotator	annotator	NOUN
american_scientific_journal-12048	94	44	.	.	PUNCT
american_scientific_journal-12048	95	1	to	to	PART
american_scientific_journal-12048	95	2	guide	guide	VERB
american_scientific_journal-12048	95	3	rationale	rationale	NOUN
american_scientific_journal-12048	95	4	generation	generation	NOUN
american_scientific_journal-12048	95	5	,	,	PUNCT
american_scientific_journal-12048	95	6	we	we	PRON
american_scientific_journal-12048	95	7	included	include	VERB
american_scientific_journal-12048	95	8	three	three	NUM
american_scientific_journal-12048	95	9	hand	hand	NOUN
american_scientific_journal-12048	95	10	-	-	PUNCT
american_scientific_journal-12048	95	11	written	write	VERB
american_scientific_journal-12048	95	12	justifications	justification	NOUN
american_scientific_journal-12048	95	13	per	per	ADP
american_scientific_journal-12048	95	14	dataset	dataset	NOUN
american_scientific_journal-12048	95	15	in	in	ADP
american_scientific_journal-12048	95	16	the	the	DET
american_scientific_journal-12048	95	17	prompting	prompt	VERB
american_scientific_journal-12048	95	18	process	process	NOUN
american_scientific_journal-12048	95	19	,	,	PUNCT
american_scientific_journal-12048	95	20	each	each	PRON
american_scientific_journal-12048	95	21	highlighting	highlight	VERB
american_scientific_journal-12048	95	22	why	why	SCONJ
american_scientific_journal-12048	95	23	the	the	DET
american_scientific_journal-12048	95	24	chosen	choose	VERB
american_scientific_journal-12048	95	25	label	label	NOUN
american_scientific_journal-12048	95	26	was	be	AUX
american_scientific_journal-12048	95	27	american	american	ADJ
american_scientific_journal-12048	95	28	academic	academic	ADJ
american_scientific_journal-12048	95	29	scientific	scientific	ADJ
american_scientific_journal-12048	95	30	research	research	NOUN
american_scientific_journal-12048	95	31	journal	journal	NOUN
american_scientific_journal-12048	95	32	for	for	ADP
american_scientific_journal-12048	95	33	engineering	engineering	NOUN
american_scientific_journal-12048	95	34	,	,	PUNCT
american_scientific_journal-12048	95	35	technology	technology	NOUN
american_scientific_journal-12048	95	36	,	,	PUNCT
american_scientific_journal-12048	95	37	and	and	CCONJ
american_scientific_journal-12048	95	38	sciences	science	NOUN
american_scientific_journal-12048	95	39	(	(	PUNCT
american_scientific_journal-12048	95	40	asrjets	asrjet	NOUN
american_scientific_journal-12048	95	41	)	)	PUNCT
american_scientific_journal-12048	95	42	volume	volume	NOUN
american_scientific_journal-12048	95	43	103	103	NUM
american_scientific_journal-12048	95	44	,	,	PUNCT
american_scientific_journal-12048	95	45	no	no	DET
american_scientific_journal-12048	95	46	1	1	NUM
american_scientific_journal-12048	95	47	,	,	PUNCT
american_scientific_journal-12048	95	48	pp	pp	ADV
american_scientific_journal-12048	95	49	178	178	NUM
american_scientific_journal-12048	95	50	-	-	SYM
american_scientific_journal-12048	95	51	194	194	NUM
american_scientific_journal-12048	95	52	183	183	NUM
american_scientific_journal-12048	95	53	preferred	prefer	VERB
american_scientific_journal-12048	95	54	over	over	ADP
american_scientific_journal-12048	95	55	alternatives	alternative	NOUN
american_scientific_journal-12048	95	56	(	(	PUNCT
american_scientific_journal-12048	95	57	see	see	VERB
american_scientific_journal-12048	95	58	appendix	appendix	NOUN
american_scientific_journal-12048	95	59	,	,	PUNCT
american_scientific_journal-12048	95	60	prompts	prompt	NOUN
american_scientific_journal-12048	95	61	4	4	NUM
american_scientific_journal-12048	95	62	and	and	CCONJ
american_scientific_journal-12048	95	63	5	5	NUM
american_scientific_journal-12048	95	64	)	)	PUNCT
american_scientific_journal-12048	95	65	.	.	PUNCT
american_scientific_journal-12048	96	1	we	we	PRON
american_scientific_journal-12048	96	2	evaluated	evaluate	VERB
american_scientific_journal-12048	96	3	the	the	DET
american_scientific_journal-12048	96	4	proposed	propose	VERB
american_scientific_journal-12048	96	5	variations	variation	NOUN
american_scientific_journal-12048	96	6	of	of	ADP
american_scientific_journal-12048	96	7	icl	icl	PROPN
american_scientific_journal-12048	96	8	interventions	intervention	NOUN
american_scientific_journal-12048	96	9	in	in	ADP
american_scientific_journal-12048	96	10	different	different	ADJ
american_scientific_journal-12048	96	11	combinations	combination	NOUN
american_scientific_journal-12048	96	12	to	to	PART
american_scientific_journal-12048	96	13	better	well	ADV
american_scientific_journal-12048	96	14	quantify	quantify	VERB
american_scientific_journal-12048	96	15	their	their	PRON
american_scientific_journal-12048	96	16	individual	individual	ADJ
american_scientific_journal-12048	96	17	and	and	CCONJ
american_scientific_journal-12048	96	18	joint	joint	ADJ
american_scientific_journal-12048	96	19	contributions	contribution	NOUN
american_scientific_journal-12048	96	20	.	.	PUNCT
american_scientific_journal-12048	97	1	as	as	ADP
american_scientific_journal-12048	97	2	a	a	DET
american_scientific_journal-12048	97	3	result	result	NOUN
american_scientific_journal-12048	97	4	,	,	PUNCT
american_scientific_journal-12048	97	5	we	we	PRON
american_scientific_journal-12048	97	6	ran	run	VERB
american_scientific_journal-12048	97	7	4	4	NUM
american_scientific_journal-12048	97	8	different	different	ADJ
american_scientific_journal-12048	97	9	retrieval	retrieval	NOUN
american_scientific_journal-12048	97	10	-	-	PUNCT
american_scientific_journal-12048	97	11	based	base	VERB
american_scientific_journal-12048	97	12	experiments	experiment	NOUN
american_scientific_journal-12048	97	13	of	of	ADP
american_scientific_journal-12048	97	14	llm	llm	PROPN
american_scientific_journal-12048	97	15	trainingfree	trainingfree	NOUN
american_scientific_journal-12048	97	16	lift	lift	NOUN
american_scientific_journal-12048	97	17	:	:	PUNCT
american_scientific_journal-12048	97	18	●	●	PUNCT
american_scientific_journal-12048	97	19	few	few	ADJ
american_scientific_journal-12048	97	20	-	-	PUNCT
american_scientific_journal-12048	97	21	shot	shot	NOUN
american_scientific_journal-12048	97	22	(	(	PUNCT
american_scientific_journal-12048	97	23	best	well	ADV
american_scientific_journal-12048	97	24	first	first	ADV
american_scientific_journal-12048	97	25	):	):	PUNCT
american_scientific_journal-12048	97	26	10	10	NUM
american_scientific_journal-12048	97	27	demonstrations	demonstration	NOUN
american_scientific_journal-12048	97	28	added	add	VERB
american_scientific_journal-12048	97	29	to	to	ADP
american_scientific_journal-12048	97	30	prompt	prompt	NOUN
american_scientific_journal-12048	97	31	,	,	PUNCT
american_scientific_journal-12048	97	32	ordered	order	VERB
american_scientific_journal-12048	97	33	from	from	ADP
american_scientific_journal-12048	97	34	most	most	ADV
american_scientific_journal-12048	97	35	to	to	ADP
american_scientific_journal-12048	97	36	least	least	ADJ
american_scientific_journal-12048	97	37	similar	similar	ADJ
american_scientific_journal-12048	97	38	to	to	ADP
american_scientific_journal-12048	97	39	query	query	NOUN
american_scientific_journal-12048	97	40	●	●	PUNCT
american_scientific_journal-12048	97	41	few	few	ADJ
american_scientific_journal-12048	97	42	-	-	PUNCT
american_scientific_journal-12048	97	43	shot	shot	NOUN
american_scientific_journal-12048	97	44	(	(	PUNCT
american_scientific_journal-12048	97	45	best	well	ADV
american_scientific_journal-12048	97	46	last	last	ADJ
american_scientific_journal-12048	97	47	):	):	PUNCT
american_scientific_journal-12048	97	48	10	10	NUM
american_scientific_journal-12048	97	49	demonstrations	demonstration	NOUN
american_scientific_journal-12048	97	50	added	add	VERB
american_scientific_journal-12048	97	51	to	to	ADP
american_scientific_journal-12048	97	52	prompt	prompt	NOUN
american_scientific_journal-12048	97	53	,	,	PUNCT
american_scientific_journal-12048	97	54	ordered	order	VERB
american_scientific_journal-12048	97	55	from	from	ADP
american_scientific_journal-12048	97	56	least	least	ADJ
american_scientific_journal-12048	97	57	to	to	ADP
american_scientific_journal-12048	97	58	most	most	ADV
american_scientific_journal-12048	97	59	similar	similar	ADJ
american_scientific_journal-12048	97	60	to	to	ADP
american_scientific_journal-12048	97	61	query	query	VERB
american_scientific_journal-12048	97	62	●	●	PUNCT
american_scientific_journal-12048	97	63	few	few	ADJ
american_scientific_journal-12048	97	64	-	-	PUNCT
american_scientific_journal-12048	97	65	shot	shot	NOUN
american_scientific_journal-12048	97	66	(	(	PUNCT
american_scientific_journal-12048	97	67	best	well	ADV
american_scientific_journal-12048	97	68	first	first	ADV
american_scientific_journal-12048	97	69	)	)	PUNCT
american_scientific_journal-12048	98	1	+	+	CCONJ
american_scientific_journal-12048	98	2	cot	cot	NOUN
american_scientific_journal-12048	98	3	:	:	PUNCT
american_scientific_journal-12048	98	4	10	10	NUM
american_scientific_journal-12048	98	5	demonstrations	demonstration	NOUN
american_scientific_journal-12048	98	6	added	add	VERB
american_scientific_journal-12048	98	7	to	to	ADP
american_scientific_journal-12048	98	8	prompt	prompt	NOUN
american_scientific_journal-12048	98	9	,	,	PUNCT
american_scientific_journal-12048	98	10	ordered	order	VERB
american_scientific_journal-12048	98	11	from	from	ADP
american_scientific_journal-12048	98	12	most	most	ADV
american_scientific_journal-12048	98	13	to	to	ADP
american_scientific_journal-12048	98	14	least	least	ADJ
american_scientific_journal-12048	98	15	similar	similar	ADJ
american_scientific_journal-12048	98	16	to	to	ADP
american_scientific_journal-12048	98	17	query	query	NOUN
american_scientific_journal-12048	98	18	,	,	PUNCT
american_scientific_journal-12048	98	19	each	each	DET
american_scientific_journal-12048	98	20	demonstration	demonstration	NOUN
american_scientific_journal-12048	98	21	includes	include	VERB
american_scientific_journal-12048	98	22	an	an	DET
american_scientific_journal-12048	98	23	llm	llm	ADV
american_scientific_journal-12048	98	24	-	-	PUNCT
american_scientific_journal-12048	98	25	generated	generate	VERB
american_scientific_journal-12048	98	26	reasoning	reasoning	NOUN
american_scientific_journal-12048	98	27	justifying	justify	VERB
american_scientific_journal-12048	98	28	label	label	NOUN
american_scientific_journal-12048	98	29	selection	selection	NOUN
american_scientific_journal-12048	98	30	●	●	PUNCT
american_scientific_journal-12048	98	31	few	few	ADJ
american_scientific_journal-12048	98	32	-	-	PUNCT
american_scientific_journal-12048	98	33	shot	shot	NOUN
american_scientific_journal-12048	98	34	(	(	PUNCT
american_scientific_journal-12048	98	35	best	good	ADJ
american_scientific_journal-12048	98	36	last	last	ADJ
american_scientific_journal-12048	98	37	)	)	PUNCT
american_scientific_journal-12048	99	1	+	+	CCONJ
american_scientific_journal-12048	99	2	cot	cot	NOUN
american_scientific_journal-12048	99	3	:	:	PUNCT
american_scientific_journal-12048	99	4	10	10	NUM
american_scientific_journal-12048	99	5	demonstrations	demonstration	NOUN
american_scientific_journal-12048	99	6	added	add	VERB
american_scientific_journal-12048	99	7	to	to	ADP
american_scientific_journal-12048	99	8	prompt	prompt	NOUN
american_scientific_journal-12048	99	9	,	,	PUNCT
american_scientific_journal-12048	99	10	ordered	order	VERB
american_scientific_journal-12048	99	11	from	from	ADP
american_scientific_journal-12048	99	12	least	least	ADJ
american_scientific_journal-12048	99	13	to	to	ADP
american_scientific_journal-12048	99	14	most	most	ADV
american_scientific_journal-12048	99	15	similar	similar	ADJ
american_scientific_journal-12048	99	16	to	to	ADP
american_scientific_journal-12048	99	17	query	query	NOUN
american_scientific_journal-12048	99	18	,	,	PUNCT
american_scientific_journal-12048	99	19	each	each	DET
american_scientific_journal-12048	99	20	demonstration	demonstration	NOUN
american_scientific_journal-12048	99	21	includes	include	VERB
american_scientific_journal-12048	99	22	an	an	DET
american_scientific_journal-12048	99	23	llm	llm	ADV
american_scientific_journal-12048	99	24	-	-	PUNCT
american_scientific_journal-12048	99	25	generated	generate	VERB
american_scientific_journal-12048	99	26	reasoning	reasoning	NOUN
american_scientific_journal-12048	99	27	justifying	justify	VERB
american_scientific_journal-12048	99	28	label	label	NOUN
american_scientific_journal-12048	99	29	selection	selection	NOUN
american_scientific_journal-12048	99	30	3	3	NUM
american_scientific_journal-12048	99	31	.	.	NOUN
american_scientific_journal-12048	99	32	results	result	NOUN
american_scientific_journal-12048	99	33	3.1	3.1	NUM
american_scientific_journal-12048	99	34	.	.	PUNCT
american_scientific_journal-12048	99	35	baseline	baseline	PROPN
american_scientific_journal-12048	99	36	comparison	comparison	NOUN
american_scientific_journal-12048	99	37	:	:	PUNCT
american_scientific_journal-12048	99	38	fine	fine	ADJ
american_scientific_journal-12048	99	39	-	-	PUNCT
american_scientific_journal-12048	99	40	tuned	tune	VERB
american_scientific_journal-12048	99	41	bert	bert	NOUN
american_scientific_journal-12048	99	42	models	model	NOUN
american_scientific_journal-12048	99	43	vs	vs	ADP
american_scientific_journal-12048	99	44	zero	zero	NUM
american_scientific_journal-12048	99	45	-	-	PUNCT
american_scientific_journal-12048	99	46	shot	shot	NOUN
american_scientific_journal-12048	99	47	llms	llm	NOUN
american_scientific_journal-12048	99	48	we	we	PRON
american_scientific_journal-12048	99	49	first	first	ADV
american_scientific_journal-12048	99	50	share	share	VERB
american_scientific_journal-12048	99	51	a	a	DET
american_scientific_journal-12048	99	52	comparison	comparison	NOUN
american_scientific_journal-12048	99	53	of	of	ADP
american_scientific_journal-12048	99	54	fine	fine	ADV
american_scientific_journal-12048	99	55	-	-	PUNCT
american_scientific_journal-12048	99	56	tuned	tune	VERB
american_scientific_journal-12048	99	57	transformer	transformer	NOUN
american_scientific_journal-12048	99	58	encoders	encoder	NOUN
american_scientific_journal-12048	99	59	and	and	CCONJ
american_scientific_journal-12048	99	60	zero	zero	NUM
american_scientific_journal-12048	99	61	-	-	PUNCT
american_scientific_journal-12048	99	62	shot	shot	NOUN
american_scientific_journal-12048	99	63	llms	llm	NOUN
american_scientific_journal-12048	99	64	on	on	ADP
american_scientific_journal-12048	99	65	ag	ag	PROPN
american_scientific_journal-12048	99	66	news	news	NOUN
american_scientific_journal-12048	99	67	and	and	CCONJ
american_scientific_journal-12048	99	68	banking77	banking77	NOUN
american_scientific_journal-12048	99	69	.	.	PUNCT
american_scientific_journal-12048	100	1	across	across	ADP
american_scientific_journal-12048	100	2	both	both	DET
american_scientific_journal-12048	100	3	datasets	dataset	NOUN
american_scientific_journal-12048	100	4	,	,	PUNCT
american_scientific_journal-12048	100	5	fine	fine	ADV
american_scientific_journal-12048	100	6	-	-	PUNCT
american_scientific_journal-12048	100	7	tuned	tune	VERB
american_scientific_journal-12048	100	8	encoders	encoder	NOUN
american_scientific_journal-12048	100	9	clearly	clearly	ADV
american_scientific_journal-12048	100	10	dominated	dominate	VERB
american_scientific_journal-12048	100	11	while	while	SCONJ
american_scientific_journal-12048	100	12	remaining	remain	VERB
american_scientific_journal-12048	100	13	tightly	tightly	ADV
american_scientific_journal-12048	100	14	clustered	cluster	VERB
american_scientific_journal-12048	100	15	in	in	ADP
american_scientific_journal-12048	100	16	performance	performance	NOUN
american_scientific_journal-12048	100	17	.	.	PUNCT
american_scientific_journal-12048	101	1	on	on	ADP
american_scientific_journal-12048	101	2	ag	ag	PROPN
american_scientific_journal-12048	101	3	news	news	PROPN
american_scientific_journal-12048	101	4	,	,	PUNCT
american_scientific_journal-12048	101	5	bert	bert	NOUN
american_scientific_journal-12048	101	6	-	-	PUNCT
american_scientific_journal-12048	101	7	base	base	NOUN
american_scientific_journal-12048	101	8	achieved	achieve	VERB
american_scientific_journal-12048	101	9	the	the	DET
american_scientific_journal-12048	101	10	highest	high	ADJ
american_scientific_journal-12048	101	11	accuracy	accuracy	NOUN
american_scientific_journal-12048	101	12	of	of	ADP
american_scientific_journal-12048	101	13	94.22	94.22	NUM
american_scientific_journal-12048	101	14	%	%	NOUN
american_scientific_journal-12048	101	15	;	;	PUNCT
american_scientific_journal-12048	101	16	on	on	ADP
american_scientific_journal-12048	101	17	banking77	banking77	NOUN
american_scientific_journal-12048	101	18	,	,	PUNCT
american_scientific_journal-12048	101	19	robertabase	robertabase	VERB
american_scientific_journal-12048	101	20	demonstrated	demonstrate	VERB
american_scientific_journal-12048	101	21	the	the	DET
american_scientific_journal-12048	101	22	best	good	ADJ
american_scientific_journal-12048	101	23	performance	performance	NOUN
american_scientific_journal-12048	101	24	,	,	PUNCT
american_scientific_journal-12048	101	25	with	with	ADP
american_scientific_journal-12048	101	26	an	an	DET
american_scientific_journal-12048	101	27	accuracy	accuracy	NOUN
american_scientific_journal-12048	101	28	of	of	ADP
american_scientific_journal-12048	101	29	93.86	93.86	NUM
american_scientific_journal-12048	101	30	%	%	NOUN
american_scientific_journal-12048	101	31	.	.	PUNCT
american_scientific_journal-12048	102	1	however	however	ADV
american_scientific_journal-12048	102	2	,	,	PUNCT
american_scientific_journal-12048	102	3	the	the	DET
american_scientific_journal-12048	102	4	difference	difference	NOUN
american_scientific_journal-12048	102	5	was	be	AUX
american_scientific_journal-12048	102	6	minimal	minimal	ADJ
american_scientific_journal-12048	102	7	,	,	PUNCT
american_scientific_journal-12048	102	8	with	with	ADP
american_scientific_journal-12048	102	9	the	the	DET
american_scientific_journal-12048	102	10	difference	difference	NOUN
american_scientific_journal-12048	102	11	between	between	ADP
american_scientific_journal-12048	102	12	worst	bad	ADJ
american_scientific_journal-12048	102	13	and	and	CCONJ
american_scientific_journal-12048	102	14	best	good	ADJ
american_scientific_journal-12048	102	15	performance	performance	NOUN
american_scientific_journal-12048	102	16	less	less	ADJ
american_scientific_journal-12048	102	17	than	than	ADP
american_scientific_journal-12048	102	18	0.5	0.5	NUM
american_scientific_journal-12048	102	19	%	%	NOUN
american_scientific_journal-12048	102	20	,	,	PUNCT
american_scientific_journal-12048	102	21	suggesting	suggest	VERB
american_scientific_journal-12048	102	22	that	that	SCONJ
american_scientific_journal-12048	102	23	even	even	ADV
american_scientific_journal-12048	102	24	the	the	DET
american_scientific_journal-12048	102	25	simplest	simple	ADJ
american_scientific_journal-12048	102	26	version	version	NOUN
american_scientific_journal-12048	102	27	(	(	PUNCT
american_scientific_journal-12048	102	28	bert	bert	NOUN
american_scientific_journal-12048	102	29	-	-	PUNCT
american_scientific_journal-12048	102	30	base	base	NOUN
american_scientific_journal-12048	102	31	)	)	PUNCT
american_scientific_journal-12048	102	32	can	can	AUX
american_scientific_journal-12048	102	33	reach	reach	VERB
american_scientific_journal-12048	102	34	high	high	ADJ
american_scientific_journal-12048	102	35	accuracy	accuracy	NOUN
american_scientific_journal-12048	102	36	on	on	ADP
american_scientific_journal-12048	102	37	these	these	DET
american_scientific_journal-12048	102	38	datasets	dataset	NOUN
american_scientific_journal-12048	102	39	with	with	ADP
american_scientific_journal-12048	102	40	only	only	ADV
american_scientific_journal-12048	102	41	a	a	DET
american_scientific_journal-12048	102	42	few	few	ADJ
american_scientific_journal-12048	102	43	epochs	epoch	NOUN
american_scientific_journal-12048	102	44	of	of	ADP
american_scientific_journal-12048	102	45	training	training	NOUN
american_scientific_journal-12048	102	46	.	.	PUNCT
american_scientific_journal-12048	103	1	in	in	ADP
american_scientific_journal-12048	103	2	contrast	contrast	NOUN
american_scientific_journal-12048	103	3	,	,	PUNCT
american_scientific_journal-12048	103	4	zero	zero	NUM
american_scientific_journal-12048	103	5	-	-	PUNCT
american_scientific_journal-12048	103	6	shot	shot	NOUN
american_scientific_journal-12048	103	7	llms	llm	NOUN
american_scientific_journal-12048	103	8	lagged	lag	VERB
american_scientific_journal-12048	103	9	substantially	substantially	ADV
american_scientific_journal-12048	103	10	:	:	PUNCT
american_scientific_journal-12048	103	11	on	on	ADP
american_scientific_journal-12048	103	12	ag	ag	PROPN
american_scientific_journal-12048	103	13	news	news	NOUN
american_scientific_journal-12048	103	14	,	,	PUNCT
american_scientific_journal-12048	103	15	they	they	PRON
american_scientific_journal-12048	103	16	trailed	trail	VERB
american_scientific_journal-12048	103	17	the	the	DET
american_scientific_journal-12048	103	18	best	good	ADJ
american_scientific_journal-12048	103	19	fine	fine	ADJ
american_scientific_journal-12048	103	20	-	-	PUNCT
american_scientific_journal-12048	103	21	tuned	tune	VERB
american_scientific_journal-12048	103	22	model	model	NOUN
american_scientific_journal-12048	103	23	by	by	ADP
american_scientific_journal-12048	103	24	~9	~9	ADP
american_scientific_journal-12048	103	25	-	-	SYM
american_scientific_journal-12048	103	26	10	10	NUM
american_scientific_journal-12048	103	27	%	%	NOUN
american_scientific_journal-12048	103	28	in	in	ADP
american_scientific_journal-12048	103	29	accuracy	accuracy	NOUN
american_scientific_journal-12048	103	30	,	,	PUNCT
american_scientific_journal-12048	103	31	and	and	CCONJ
american_scientific_journal-12048	103	32	on	on	ADP
american_scientific_journal-12048	103	33	banking77	banking77	NOUN
american_scientific_journal-12048	103	34	by	by	ADP
american_scientific_journal-12048	103	35	~19	~19	ADV
american_scientific_journal-12048	103	36	-	-	SYM
american_scientific_journal-12048	103	37	26	26	NUM
american_scientific_journal-12048	103	38	%	%	NOUN
american_scientific_journal-12048	103	39	.	.	PUNCT
american_scientific_journal-12048	104	1	the	the	DET
american_scientific_journal-12048	104	2	much	much	ADV
american_scientific_journal-12048	104	3	larger	large	ADJ
american_scientific_journal-12048	104	4	drop	drop	NOUN
american_scientific_journal-12048	104	5	in	in	ADP
american_scientific_journal-12048	104	6	performance	performance	NOUN
american_scientific_journal-12048	104	7	on	on	ADP
american_scientific_journal-12048	104	8	the	the	DET
american_scientific_journal-12048	104	9	banking77	banking77	NOUN
american_scientific_journal-12048	104	10	dataset	dataset	VERB
american_scientific_journal-12048	104	11	could	could	AUX
american_scientific_journal-12048	104	12	be	be	AUX
american_scientific_journal-12048	104	13	due	due	ADJ
american_scientific_journal-12048	104	14	to	to	ADP
american_scientific_journal-12048	104	15	the	the	DET
american_scientific_journal-12048	104	16	higher	high	ADJ
american_scientific_journal-12048	104	17	label	label	NOUN
american_scientific_journal-12048	104	18	granularity	granularity	NOUN
american_scientific_journal-12048	104	19	,	,	PUNCT
american_scientific_journal-12048	104	20	making	make	VERB
american_scientific_journal-12048	104	21	it	it	PRON
american_scientific_journal-12048	104	22	easier	easy	ADJ
american_scientific_journal-12048	104	23	to	to	PART
american_scientific_journal-12048	104	24	make	make	VERB
american_scientific_journal-12048	104	25	a	a	DET
american_scientific_journal-12048	104	26	mistake	mistake	NOUN
american_scientific_journal-12048	104	27	in	in	ADP
american_scientific_journal-12048	104	28	the	the	DET
american_scientific_journal-12048	104	29	absence	absence	NOUN
american_scientific_journal-12048	104	30	of	of	ADP
american_scientific_journal-12048	104	31	training	training	NOUN
american_scientific_journal-12048	104	32	,	,	PUNCT
american_scientific_journal-12048	104	33	especially	especially	ADV
american_scientific_journal-12048	104	34	when	when	SCONJ
american_scientific_journal-12048	104	35	choosing	choose	VERB
american_scientific_journal-12048	104	36	between	between	ADP
american_scientific_journal-12048	104	37	close	close	ADJ
american_scientific_journal-12048	104	38	labels	label	NOUN
american_scientific_journal-12048	104	39	.	.	PUNCT
american_scientific_journal-12048	105	1	notably	notably	ADV
american_scientific_journal-12048	105	2	,	,	PUNCT
american_scientific_journal-12048	105	3	higher	high	ADJ
american_scientific_journal-12048	105	4	parameter	parameter	NOUN
american_scientific_journal-12048	105	5	count	count	NOUN
american_scientific_journal-12048	105	6	in	in	ADP
american_scientific_journal-12048	105	7	llms	llm	NOUN
american_scientific_journal-12048	105	8	did	do	AUX
american_scientific_journal-12048	105	9	not	not	PART
american_scientific_journal-12048	105	10	automatically	automatically	ADV
american_scientific_journal-12048	105	11	translate	translate	VERB
american_scientific_journal-12048	105	12	to	to	ADP
american_scientific_journal-12048	105	13	better	well	ADJ
american_scientific_journal-12048	105	14	performance	performance	NOUN
american_scientific_journal-12048	105	15	,	,	PUNCT
american_scientific_journal-12048	105	16	with	with	ADP
american_scientific_journal-12048	105	17	llama	llama	NOUN
american_scientific_journal-12048	105	18	3.3	3.3	NUM
american_scientific_journal-12048	105	19	with	with	ADP
american_scientific_journal-12048	105	20	70b	70b	NOUN
american_scientific_journal-12048	105	21	parameters	parameter	NOUN
american_scientific_journal-12048	105	22	falling	fall	VERB
american_scientific_journal-12048	105	23	behind	behind	ADP
american_scientific_journal-12048	105	24	mistral	mistral	ADJ
american_scientific_journal-12048	105	25	small	small	ADJ
american_scientific_journal-12048	105	26	3	3	NUM
american_scientific_journal-12048	105	27	with	with	ADP
american_scientific_journal-12048	105	28	24b	24b	NOUN
american_scientific_journal-12048	105	29	parameters	parameter	NOUN
american_scientific_journal-12048	105	30	on	on	ADP
american_scientific_journal-12048	105	31	both	both	DET
american_scientific_journal-12048	105	32	tasks	task	NOUN
american_scientific_journal-12048	105	33	.	.	PUNCT
american_scientific_journal-12048	106	1	table	table	NOUN
american_scientific_journal-12048	106	2	1	1	NUM
american_scientific_journal-12048	106	3	:	:	PUNCT
american_scientific_journal-12048	106	4	baseline	baseline	PROPN
american_scientific_journal-12048	106	5	bert	bert	PROPN
american_scientific_journal-12048	106	6	-	-	PUNCT
american_scientific_journal-12048	106	7	family	family	NOUN
american_scientific_journal-12048	106	8	outperforms	outperform	NOUN
american_scientific_journal-12048	106	9	zero	zero	NUM
american_scientific_journal-12048	106	10	-	-	PUNCT
american_scientific_journal-12048	106	11	shot	shoot	VERB
american_scientific_journal-12048	106	12	llm	llm	PROPN
american_scientific_journal-12048	106	13	performance	performance	NOUN
american_scientific_journal-12048	106	14	on	on	ADP
american_scientific_journal-12048	106	15	ag	ag	PROPN
american_scientific_journal-12048	106	16	news	news	PROPN
american_scientific_journal-12048	106	17	and	and	CCONJ
american_scientific_journal-12048	106	18	banking77	banking77	VERB
american_scientific_journal-12048	106	19	american	american	ADJ
american_scientific_journal-12048	106	20	academic	academic	ADJ
american_scientific_journal-12048	106	21	scientific	scientific	ADJ
american_scientific_journal-12048	106	22	research	research	NOUN
american_scientific_journal-12048	106	23	journal	journal	NOUN
american_scientific_journal-12048	106	24	for	for	ADP
american_scientific_journal-12048	106	25	engineering	engineering	NOUN
american_scientific_journal-12048	106	26	,	,	PUNCT
american_scientific_journal-12048	106	27	technology	technology	NOUN
american_scientific_journal-12048	106	28	,	,	PUNCT
american_scientific_journal-12048	106	29	and	and	CCONJ
american_scientific_journal-12048	106	30	sciences	science	NOUN
american_scientific_journal-12048	106	31	(	(	PUNCT
american_scientific_journal-12048	106	32	asrjets	asrjet	NOUN
american_scientific_journal-12048	106	33	)	)	PUNCT
american_scientific_journal-12048	106	34	volume	volume	NOUN
american_scientific_journal-12048	106	35	103	103	NUM
american_scientific_journal-12048	106	36	,	,	PUNCT
american_scientific_journal-12048	106	37	no	no	DET
american_scientific_journal-12048	106	38	1	1	NUM
american_scientific_journal-12048	106	39	,	,	PUNCT
american_scientific_journal-12048	106	40	pp	pp	ADV
american_scientific_journal-12048	106	41	178	178	NUM
american_scientific_journal-12048	106	42	-	-	SYM
american_scientific_journal-12048	106	43	194	194	NUM
american_scientific_journal-12048	106	44	184	184	NUM
american_scientific_journal-12048	106	45	3.2	3.2	NUM
american_scientific_journal-12048	106	46	.	.	PUNCT
american_scientific_journal-12048	107	1	llm	llm	NOUN
american_scientific_journal-12048	107	2	performance	performance	NOUN
american_scientific_journal-12048	107	3	gains	gain	NOUN
american_scientific_journal-12048	107	4	with	with	ADP
american_scientific_journal-12048	107	5	training	training	NOUN
american_scientific_journal-12048	107	6	-	-	PUNCT
american_scientific_journal-12048	107	7	free	free	ADJ
american_scientific_journal-12048	107	8	methods	method	NOUN
american_scientific_journal-12048	107	9	in	in	ADP
american_scientific_journal-12048	107	10	-	-	PUNCT
american_scientific_journal-12048	107	11	context	context	NOUN
american_scientific_journal-12048	107	12	learning	learning	NOUN
american_scientific_journal-12048	107	13	reliably	reliably	ADV
american_scientific_journal-12048	107	14	improves	improve	VERB
american_scientific_journal-12048	107	15	performance	performance	NOUN
american_scientific_journal-12048	107	16	.	.	PUNCT
american_scientific_journal-12048	108	1	on	on	ADP
american_scientific_journal-12048	108	2	both	both	DET
american_scientific_journal-12048	108	3	datasets	dataset	NOUN
american_scientific_journal-12048	108	4	,	,	PUNCT
american_scientific_journal-12048	108	5	retrieval	retrieval	NOUN
american_scientific_journal-12048	108	6	-	-	PUNCT
american_scientific_journal-12048	108	7	augmented	augment	VERB
american_scientific_journal-12048	108	8	few	few	ADJ
american_scientific_journal-12048	108	9	-	-	PUNCT
american_scientific_journal-12048	108	10	shot	shot	NOUN
american_scientific_journal-12048	108	11	prompting	prompt	VERB
american_scientific_journal-12048	108	12	yielded	yield	VERB
american_scientific_journal-12048	108	13	consistent	consistent	ADJ
american_scientific_journal-12048	108	14	gains	gain	NOUN
american_scientific_journal-12048	108	15	over	over	ADP
american_scientific_journal-12048	108	16	zero	zero	NUM
american_scientific_journal-12048	108	17	-	-	PUNCT
american_scientific_journal-12048	108	18	shot	shot	NOUN
american_scientific_journal-12048	108	19	prompting	prompt	VERB
american_scientific_journal-12048	108	20	for	for	ADP
american_scientific_journal-12048	108	21	all	all	DET
american_scientific_journal-12048	108	22	llms	llm	NOUN
american_scientific_journal-12048	108	23	,	,	PUNCT
american_scientific_journal-12048	108	24	with	with	ADP
american_scientific_journal-12048	108	25	much	much	ADV
american_scientific_journal-12048	108	26	larger	large	ADJ
american_scientific_journal-12048	108	27	improvements	improvement	NOUN
american_scientific_journal-12048	108	28	on	on	ADP
american_scientific_journal-12048	108	29	banking77	banking77	NOUN
american_scientific_journal-12048	108	30	(	(	PUNCT
american_scientific_journal-12048	108	31	fine	fine	ADV
american_scientific_journal-12048	108	32	-	-	PUNCT
american_scientific_journal-12048	108	33	grained	grain	VERB
american_scientific_journal-12048	108	34	intents	intent	NOUN
american_scientific_journal-12048	108	35	)	)	PUNCT
american_scientific_journal-12048	108	36	than	than	ADP
american_scientific_journal-12048	108	37	on	on	ADP
american_scientific_journal-12048	108	38	ag	ag	PROPN
american_scientific_journal-12048	108	39	news	news	NOUN
american_scientific_journal-12048	108	40	(	(	PUNCT
american_scientific_journal-12048	108	41	coarse	coarse	ADJ
american_scientific_journal-12048	108	42	topics	topic	NOUN
american_scientific_journal-12048	108	43	)	)	PUNCT
american_scientific_journal-12048	108	44	.	.	PUNCT
american_scientific_journal-12048	109	1	on	on	ADP
american_scientific_journal-12048	109	2	ag	ag	PROPN
american_scientific_journal-12048	109	3	news	news	PROPN
american_scientific_journal-12048	109	4	,	,	PUNCT
american_scientific_journal-12048	109	5	best	good	ADJ
american_scientific_journal-12048	109	6	configurations	configuration	NOUN
american_scientific_journal-12048	109	7	increased	increase	VERB
american_scientific_journal-12048	109	8	accuracy	accuracy	NOUN
american_scientific_journal-12048	109	9	from	from	ADP
american_scientific_journal-12048	109	10	84	84	NUM
american_scientific_journal-12048	109	11	-	-	SYM
american_scientific_journal-12048	109	12	85	85	NUM
american_scientific_journal-12048	109	13	%	%	NOUN
american_scientific_journal-12048	109	14	to	to	PART
american_scientific_journal-12048	109	15	88	88	NUM
american_scientific_journal-12048	109	16	-	-	SYM
american_scientific_journal-12048	109	17	90	90	NUM
american_scientific_journal-12048	109	18	%	%	NOUN
american_scientific_journal-12048	109	19	,	,	PUNCT
american_scientific_journal-12048	109	20	which	which	PRON
american_scientific_journal-12048	109	21	was	be	AUX
american_scientific_journal-12048	109	22	still	still	ADV
american_scientific_journal-12048	109	23	~4	~4	ADJ
american_scientific_journal-12048	109	24	-	-	SYM
american_scientific_journal-12048	109	25	6	6	NUM
american_scientific_journal-12048	109	26	%	%	NOUN
american_scientific_journal-12048	109	27	below	below	ADP
american_scientific_journal-12048	109	28	the	the	DET
american_scientific_journal-12048	109	29	best	good	ADJ
american_scientific_journal-12048	109	30	fine	fine	ADV
american_scientific_journal-12048	109	31	-	-	PUNCT
american_scientific_journal-12048	109	32	tuned	tune	VERB
american_scientific_journal-12048	109	33	bert	bert	NOUN
american_scientific_journal-12048	109	34	-	-	PUNCT
american_scientific_journal-12048	109	35	family	family	NOUN
american_scientific_journal-12048	109	36	baseline	baseline	NOUN
american_scientific_journal-12048	109	37	.	.	PUNCT
american_scientific_journal-12048	110	1	on	on	ADP
american_scientific_journal-12048	110	2	banking77	banking77	NOUN
american_scientific_journal-12048	110	3	,	,	PUNCT
american_scientific_journal-12048	110	4	the	the	DET
american_scientific_journal-12048	110	5	same	same	ADJ
american_scientific_journal-12048	110	6	techniques	technique	NOUN
american_scientific_journal-12048	110	7	closed	close	VERB
american_scientific_journal-12048	110	8	almost	almost	ADV
american_scientific_journal-12048	110	9	the	the	DET
american_scientific_journal-12048	110	10	entire	entire	ADJ
american_scientific_journal-12048	110	11	gap	gap	NOUN
american_scientific_journal-12048	110	12	,	,	PUNCT
american_scientific_journal-12048	110	13	with	with	ADP
american_scientific_journal-12048	110	14	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	110	15	even	even	ADV
american_scientific_journal-12048	110	16	slightly	slightly	ADV
american_scientific_journal-12048	110	17	surpassing	surpass	VERB
american_scientific_journal-12048	110	18	the	the	DET
american_scientific_journal-12048	110	19	best	good	ADJ
american_scientific_journal-12048	110	20	fine	fine	ADJ
american_scientific_journal-12048	110	21	-	-	PUNCT
american_scientific_journal-12048	110	22	tuned	tune	VERB
american_scientific_journal-12048	110	23	encoder	encoder	NOUN
american_scientific_journal-12048	110	24	.	.	PUNCT
american_scientific_journal-12048	111	1	analysis	analysis	NOUN
american_scientific_journal-12048	111	2	of	of	ADP
american_scientific_journal-12048	111	3	few	few	ADJ
american_scientific_journal-12048	111	4	-	-	PUNCT
american_scientific_journal-12048	111	5	shot	shot	NOUN
american_scientific_journal-12048	111	6	examples	example	NOUN
american_scientific_journal-12048	111	7	revealed	reveal	VERB
american_scientific_journal-12048	111	8	that	that	SCONJ
american_scientific_journal-12048	111	9	demonstrations	demonstration	NOUN
american_scientific_journal-12048	111	10	in	in	ADP
american_scientific_journal-12048	111	11	the	the	DET
american_scientific_journal-12048	111	12	banking77	banking77	NOUN
american_scientific_journal-12048	111	13	dataset	dataset	VERB
american_scientific_journal-12048	111	14	were	be	AUX
american_scientific_journal-12048	111	15	semantically	semantically	ADV
american_scientific_journal-12048	111	16	closer	close	ADJ
american_scientific_journal-12048	111	17	to	to	ADP
american_scientific_journal-12048	111	18	the	the	DET
american_scientific_journal-12048	111	19	queries	query	NOUN
american_scientific_journal-12048	111	20	being	be	AUX
american_scientific_journal-12048	111	21	classified	classify	VERB
american_scientific_journal-12048	111	22	,	,	PUNCT
american_scientific_journal-12048	111	23	which	which	PRON
american_scientific_journal-12048	111	24	may	may	AUX
american_scientific_journal-12048	111	25	explain	explain	VERB
american_scientific_journal-12048	111	26	the	the	DET
american_scientific_journal-12048	111	27	larger	large	ADJ
american_scientific_journal-12048	111	28	gains	gain	NOUN
american_scientific_journal-12048	111	29	from	from	ADP
american_scientific_journal-12048	111	30	in	in	ADP
american_scientific_journal-12048	111	31	-	-	PUNCT
american_scientific_journal-12048	111	32	context	context	NOUN
american_scientific_journal-12048	111	33	learning	learning	NOUN
american_scientific_journal-12048	111	34	on	on	ADP
american_scientific_journal-12048	111	35	this	this	DET
american_scientific_journal-12048	111	36	dataset	dataset	NOUN
american_scientific_journal-12048	111	37	.	.	PUNCT
american_scientific_journal-12048	112	1	when	when	SCONJ
american_scientific_journal-12048	112	2	provided	provide	VERB
american_scientific_journal-12048	112	3	with	with	ADP
american_scientific_journal-12048	112	4	highly	highly	ADV
american_scientific_journal-12048	112	5	similar	similar	ADJ
american_scientific_journal-12048	112	6	correctly	correctly	ADV
american_scientific_journal-12048	112	7	classified	classified	ADJ
american_scientific_journal-12048	112	8	examples	example	NOUN
american_scientific_journal-12048	112	9	,	,	PUNCT
american_scientific_journal-12048	112	10	llms	llm	NOUN
american_scientific_journal-12048	112	11	are	be	AUX
american_scientific_journal-12048	112	12	more	more	ADV
american_scientific_journal-12048	112	13	likely	likely	ADJ
american_scientific_journal-12048	112	14	to	to	PART
american_scientific_journal-12048	112	15	assign	assign	VERB
american_scientific_journal-12048	112	16	the	the	DET
american_scientific_journal-12048	112	17	accurate	accurate	ADJ
american_scientific_journal-12048	112	18	label	label	NOUN
american_scientific_journal-12048	112	19	to	to	ADP
american_scientific_journal-12048	112	20	a	a	DET
american_scientific_journal-12048	112	21	new	new	ADJ
american_scientific_journal-12048	112	22	query	query	NOUN
american_scientific_journal-12048	112	23	.	.	PUNCT
american_scientific_journal-12048	113	1	this	this	PRON
american_scientific_journal-12048	113	2	suggests	suggest	VERB
american_scientific_journal-12048	113	3	that	that	SCONJ
american_scientific_journal-12048	113	4	datasets	dataset	NOUN
american_scientific_journal-12048	113	5	with	with	ADP
american_scientific_journal-12048	113	6	many	many	ADJ
american_scientific_journal-12048	113	7	close	close	ADJ
american_scientific_journal-12048	113	8	few	few	ADJ
american_scientific_journal-12048	113	9	-	-	PUNCT
american_scientific_journal-12048	113	10	shot	shot	NOUN
american_scientific_journal-12048	113	11	examples	example	NOUN
american_scientific_journal-12048	113	12	naturally	naturally	ADV
american_scientific_journal-12048	113	13	yield	yield	VERB
american_scientific_journal-12048	113	14	better	well	ADJ
american_scientific_journal-12048	113	15	performance	performance	NOUN
american_scientific_journal-12048	113	16	,	,	PUNCT
american_scientific_journal-12048	113	17	underscoring	underscore	VERB
american_scientific_journal-12048	113	18	the	the	DET
american_scientific_journal-12048	113	19	importance	importance	NOUN
american_scientific_journal-12048	113	20	of	of	ADP
american_scientific_journal-12048	113	21	careful	careful	ADJ
american_scientific_journal-12048	113	22	demonstration	demonstration	NOUN
american_scientific_journal-12048	113	23	selection	selection	NOUN
american_scientific_journal-12048	113	24	.	.	PUNCT
american_scientific_journal-12048	114	1	example	example	NOUN
american_scientific_journal-12048	114	2	order	order	NOUN
american_scientific_journal-12048	114	3	matters	matter	VERB
american_scientific_journal-12048	114	4	.	.	PUNCT
american_scientific_journal-12048	115	1	across	across	ADP
american_scientific_journal-12048	115	2	almost	almost	ADV
american_scientific_journal-12048	115	3	all	all	PRON
american_scientific_journal-12048	115	4	model	model	NOUN
american_scientific_journal-12048	115	5	and	and	CCONJ
american_scientific_journal-12048	115	6	dataset	dataset	NOUN
american_scientific_journal-12048	115	7	combinations	combination	NOUN
american_scientific_journal-12048	115	8	,	,	PUNCT
american_scientific_journal-12048	115	9	placing	place	VERB
american_scientific_journal-12048	115	10	the	the	DET
american_scientific_journal-12048	115	11	most	most	ADV
american_scientific_journal-12048	115	12	similar	similar	ADJ
american_scientific_journal-12048	115	13	examples	example	NOUN
american_scientific_journal-12048	115	14	last	last	ADJ
american_scientific_journal-12048	115	15	(	(	PUNCT
american_scientific_journal-12048	115	16	“	"	PUNCT
american_scientific_journal-12048	115	17	best	good	ADJ
american_scientific_journal-12048	115	18	last	last	ADJ
american_scientific_journal-12048	115	19	”	"	PUNCT
american_scientific_journal-12048	115	20	strategy	strategy	NOUN
american_scientific_journal-12048	115	21	)	)	PUNCT
american_scientific_journal-12048	115	22	outperformed	outperform	VERB
american_scientific_journal-12048	115	23	placing	place	VERB
american_scientific_journal-12048	115	24	them	they	PRON
american_scientific_journal-12048	115	25	first	first	ADV
american_scientific_journal-12048	115	26	(	(	PUNCT
american_scientific_journal-12048	115	27	“	"	PUNCT
american_scientific_journal-12048	115	28	best	good	ADJ
american_scientific_journal-12048	115	29	first	first	ADJ
american_scientific_journal-12048	115	30	”	"	PUNCT
american_scientific_journal-12048	115	31	strategy	strategy	NOUN
american_scientific_journal-12048	115	32	)	)	PUNCT
american_scientific_journal-12048	115	33	by	by	ADP
american_scientific_journal-12048	115	34	~0.2	~0.2	PROPN
american_scientific_journal-12048	115	35	-	-	PROPN
american_scientific_journal-12048	115	36	1.7	1.7	NUM
american_scientific_journal-12048	115	37	%	%	NOUN
american_scientific_journal-12048	115	38	.	.	PUNCT
american_scientific_journal-12048	116	1	a	a	DET
american_scientific_journal-12048	116	2	likely	likely	ADJ
american_scientific_journal-12048	116	3	explanation	explanation	NOUN
american_scientific_journal-12048	116	4	is	be	AUX
american_scientific_journal-12048	116	5	the	the	DET
american_scientific_journal-12048	116	6	effect	effect	NOUN
american_scientific_journal-12048	116	7	of	of	ADP
american_scientific_journal-12048	116	8	recency	recency	NOUN
american_scientific_journal-12048	116	9	bias	bias	NOUN
american_scientific_journal-12048	116	10	:	:	PUNCT
american_scientific_journal-12048	116	11	demonstrations	demonstration	NOUN
american_scientific_journal-12048	116	12	at	at	ADP
american_scientific_journal-12048	116	13	the	the	DET
american_scientific_journal-12048	116	14	end	end	NOUN
american_scientific_journal-12048	116	15	of	of	ADP
american_scientific_journal-12048	116	16	the	the	DET
american_scientific_journal-12048	116	17	prompt	prompt	NOUN
american_scientific_journal-12048	116	18	exert	exert	VERB
american_scientific_journal-12048	116	19	greater	great	ADJ
american_scientific_journal-12048	116	20	influence	influence	NOUN
american_scientific_journal-12048	116	21	on	on	ADP
american_scientific_journal-12048	116	22	the	the	DET
american_scientific_journal-12048	116	23	model	model	NOUN
american_scientific_journal-12048	116	24	’s	’s	PART
american_scientific_journal-12048	116	25	prediction	prediction	NOUN
american_scientific_journal-12048	116	26	.	.	PUNCT
american_scientific_journal-12048	117	1	when	when	SCONJ
american_scientific_journal-12048	117	2	these	these	DET
american_scientific_journal-12048	117	3	last	last	ADJ
american_scientific_journal-12048	117	4	positions	position	NOUN
american_scientific_journal-12048	117	5	are	be	AUX
american_scientific_journal-12048	117	6	occupied	occupy	VERB
american_scientific_journal-12048	117	7	by	by	ADP
american_scientific_journal-12048	117	8	the	the	DET
american_scientific_journal-12048	117	9	examples	example	NOUN
american_scientific_journal-12048	117	10	most	most	ADV
american_scientific_journal-12048	117	11	semantically	semantically	ADV
american_scientific_journal-12048	117	12	similar	similar	ADJ
american_scientific_journal-12048	117	13	to	to	ADP
american_scientific_journal-12048	117	14	the	the	DET
american_scientific_journal-12048	117	15	query	query	NOUN
american_scientific_journal-12048	117	16	,	,	PUNCT
american_scientific_journal-12048	117	17	the	the	DET
american_scientific_journal-12048	117	18	model	model	NOUN
american_scientific_journal-12048	117	19	is	be	AUX
american_scientific_journal-12048	117	20	nudged	nudge	VERB
american_scientific_journal-12048	117	21	toward	toward	ADP
american_scientific_journal-12048	117	22	the	the	DET
american_scientific_journal-12048	117	23	label	label	NOUN
american_scientific_journal-12048	117	24	that	that	PRON
american_scientific_journal-12048	117	25	is	be	AUX
american_scientific_journal-12048	117	26	more	more	ADV
american_scientific_journal-12048	117	27	likely	likely	ADJ
american_scientific_journal-12048	117	28	to	to	PART
american_scientific_journal-12048	117	29	be	be	AUX
american_scientific_journal-12048	117	30	correct	correct	ADJ
american_scientific_journal-12048	117	31	according	accord	VERB
american_scientific_journal-12048	117	32	to	to	ADP
american_scientific_journal-12048	117	33	the	the	DET
american_scientific_journal-12048	117	34	retrieval	retrieval	NOUN
american_scientific_journal-12048	117	35	(	(	PUNCT
american_scientific_journal-12048	117	36	semantic	semantic	ADJ
american_scientific_journal-12048	117	37	similarity	similarity	NOUN
american_scientific_journal-12048	117	38	)	)	PUNCT
american_scientific_journal-12048	117	39	figure	figure	NOUN
american_scientific_journal-12048	117	40	1	1	NUM
american_scientific_journal-12048	117	41	:	:	PUNCT
american_scientific_journal-12048	117	42	in	in	ADP
american_scientific_journal-12048	117	43	-	-	PUNCT
american_scientific_journal-12048	117	44	context	context	NOUN
american_scientific_journal-12048	117	45	learning	learning	NOUN
american_scientific_journal-12048	117	46	boosts	boost	VERB
american_scientific_journal-12048	117	47	llm	llm	PROPN
american_scientific_journal-12048	117	48	performance	performance	NOUN
american_scientific_journal-12048	117	49	,	,	PUNCT
american_scientific_journal-12048	117	50	reaching	reach	VERB
american_scientific_journal-12048	117	51	near	near	ADP
american_scientific_journal-12048	117	52	parity	parity	NOUN
american_scientific_journal-12048	117	53	with	with	ADP
american_scientific_journal-12048	117	54	fine	fine	ADV
american_scientific_journal-12048	117	55	-	-	PUNCT
american_scientific_journal-12048	117	56	tuned	tune	VERB
american_scientific_journal-12048	117	57	encoders	encoder	NOUN
american_scientific_journal-12048	117	58	figure	figure	VERB
american_scientific_journal-12048	117	59	2	2	NUM
american_scientific_journal-12048	117	60	:	:	PUNCT
american_scientific_journal-12048	117	61	few	few	ADJ
american_scientific_journal-12048	117	62	-	-	PUNCT
american_scientific_journal-12048	117	63	shot	shot	NOUN
american_scientific_journal-12048	117	64	examples	example	NOUN
american_scientific_journal-12048	117	65	in	in	ADP
american_scientific_journal-12048	117	66	banking77	banking77	NOUN
american_scientific_journal-12048	117	67	were	be	AUX
american_scientific_journal-12048	117	68	more	more	ADV
american_scientific_journal-12048	117	69	semantically	semantically	ADV
american_scientific_journal-12048	117	70	similar	similar	ADJ
american_scientific_journal-12048	117	71	to	to	ADP
american_scientific_journal-12048	117	72	query	query	NOUN
american_scientific_journal-12048	117	73	than	than	ADP
american_scientific_journal-12048	117	74	those	those	PRON
american_scientific_journal-12048	117	75	in	in	ADP
american_scientific_journal-12048	117	76	ag	ag	PROPN
american_scientific_journal-12048	117	77	news	news	PROPN
american_scientific_journal-12048	117	78	american	american	PROPN
american_scientific_journal-12048	117	79	academic	academic	PROPN
american_scientific_journal-12048	117	80	scientific	scientific	ADJ
american_scientific_journal-12048	117	81	research	research	NOUN
american_scientific_journal-12048	117	82	journal	journal	NOUN
american_scientific_journal-12048	117	83	for	for	ADP
american_scientific_journal-12048	117	84	engineering	engineering	NOUN
american_scientific_journal-12048	117	85	,	,	PUNCT
american_scientific_journal-12048	117	86	technology	technology	NOUN
american_scientific_journal-12048	117	87	,	,	PUNCT
american_scientific_journal-12048	117	88	and	and	CCONJ
american_scientific_journal-12048	117	89	sciences	science	NOUN
american_scientific_journal-12048	117	90	(	(	PUNCT
american_scientific_journal-12048	117	91	asrjets	asrjet	NOUN
american_scientific_journal-12048	117	92	)	)	PUNCT
american_scientific_journal-12048	117	93	volume	volume	NOUN
american_scientific_journal-12048	117	94	103	103	NUM
american_scientific_journal-12048	117	95	,	,	PUNCT
american_scientific_journal-12048	117	96	no	no	DET
american_scientific_journal-12048	117	97	1	1	NUM
american_scientific_journal-12048	117	98	,	,	PUNCT
american_scientific_journal-12048	117	99	pp	pp	ADV
american_scientific_journal-12048	117	100	178	178	NUM
american_scientific_journal-12048	117	101	-	-	SYM
american_scientific_journal-12048	117	102	194	194	NUM
american_scientific_journal-12048	117	103	185	185	NUM
american_scientific_journal-12048	117	104	model	model	NOUN
american_scientific_journal-12048	117	105	.	.	PUNCT
american_scientific_journal-12048	118	1	notably	notably	ADV
american_scientific_journal-12048	118	2	,	,	PUNCT
american_scientific_journal-12048	118	3	among	among	ADP
american_scientific_journal-12048	118	4	the	the	DET
american_scientific_journal-12048	118	5	llms	llm	NOUN
american_scientific_journal-12048	118	6	tested	test	VERB
american_scientific_journal-12048	118	7	,	,	PUNCT
american_scientific_journal-12048	118	8	llama	llama	PROPN
american_scientific_journal-12048	118	9	was	be	AUX
american_scientific_journal-12048	118	10	the	the	DET
american_scientific_journal-12048	118	11	least	least	ADJ
american_scientific_journal-12048	118	12	responsive	responsive	ADJ
american_scientific_journal-12048	118	13	to	to	ADP
american_scientific_journal-12048	118	14	the	the	DET
american_scientific_journal-12048	118	15	ordering	ordering	NOUN
american_scientific_journal-12048	118	16	of	of	ADP
american_scientific_journal-12048	118	17	demonstrations	demonstration	NOUN
american_scientific_journal-12048	118	18	,	,	PUNCT
american_scientific_journal-12048	118	19	with	with	ADP
american_scientific_journal-12048	118	20	performance	performance	NOUN
american_scientific_journal-12048	118	21	barely	barely	ADV
american_scientific_journal-12048	118	22	changing	change	VERB
american_scientific_journal-12048	118	23	across	across	ADP
american_scientific_journal-12048	118	24	the	the	DET
american_scientific_journal-12048	118	25	ordering	ordering	NOUN
american_scientific_journal-12048	118	26	strategies	strategy	NOUN
american_scientific_journal-12048	118	27	.	.	PUNCT
american_scientific_journal-12048	119	1	reasoning	reasoning	NOUN
american_scientific_journal-12048	119	2	hurts	hurt	VERB
american_scientific_journal-12048	119	3	here	here	ADV
american_scientific_journal-12048	119	4	.	.	PUNCT
american_scientific_journal-12048	120	1	adding	add	VERB
american_scientific_journal-12048	120	2	a	a	DET
american_scientific_journal-12048	120	3	chain	chain	NOUN
american_scientific_journal-12048	120	4	-	-	PUNCT
american_scientific_journal-12048	120	5	of	of	ADP
american_scientific_journal-12048	120	6	-	-	PUNCT
american_scientific_journal-12048	120	7	thought	thought	NOUN
american_scientific_journal-12048	120	8	reasoning	reasoning	NOUN
american_scientific_journal-12048	120	9	consistently	consistently	ADV
american_scientific_journal-12048	120	10	reduced	reduce	VERB
american_scientific_journal-12048	120	11	accuracy	accuracy	NOUN
american_scientific_journal-12048	120	12	relative	relative	ADJ
american_scientific_journal-12048	120	13	to	to	ADP
american_scientific_journal-12048	120	14	the	the	DET
american_scientific_journal-12048	120	15	noreasoning	noreasone	VERB
american_scientific_journal-12048	120	16	prompts	prompt	NOUN
american_scientific_journal-12048	120	17	(	(	PUNCT
american_scientific_journal-12048	120	18	by	by	ADP
american_scientific_journal-12048	120	19	~0.9	~0.9	ADV
american_scientific_journal-12048	120	20	-	-	SYM
american_scientific_journal-12048	120	21	2.7	2.7	NUM
american_scientific_journal-12048	120	22	%	%	NOUN
american_scientific_journal-12048	120	23	,	,	PUNCT
american_scientific_journal-12048	120	24	with	with	ADP
american_scientific_journal-12048	120	25	a	a	DET
american_scientific_journal-12048	120	26	larger	large	ADJ
american_scientific_journal-12048	120	27	drop	drop	NOUN
american_scientific_journal-12048	120	28	on	on	ADP
american_scientific_journal-12048	120	29	banking77	banking77	NOUN
american_scientific_journal-12048	120	30	)	)	PUNCT
american_scientific_journal-12048	120	31	.	.	PUNCT
american_scientific_journal-12048	121	1	a	a	DET
american_scientific_journal-12048	121	2	closer	close	ADJ
american_scientific_journal-12048	121	3	analysis	analysis	NOUN
american_scientific_journal-12048	121	4	revealed	reveal	VERB
american_scientific_journal-12048	121	5	that	that	SCONJ
american_scientific_journal-12048	121	6	reasoning	reasoning	NOUN
american_scientific_journal-12048	121	7	improved	improve	VERB
american_scientific_journal-12048	121	8	the	the	DET
american_scientific_journal-12048	121	9	classification	classification	NOUN
american_scientific_journal-12048	121	10	of	of	ADP
american_scientific_journal-12048	121	11	some	some	DET
american_scientific_journal-12048	121	12	examples	example	NOUN
american_scientific_journal-12048	121	13	,	,	PUNCT
american_scientific_journal-12048	121	14	but	but	CCONJ
american_scientific_journal-12048	121	15	at	at	ADP
american_scientific_journal-12048	121	16	the	the	DET
american_scientific_journal-12048	121	17	dataset	dataset	NOUN
american_scientific_journal-12048	121	18	level	level	NOUN
american_scientific_journal-12048	121	19	,	,	PUNCT
american_scientific_journal-12048	121	20	it	it	PRON
american_scientific_journal-12048	121	21	generally	generally	ADV
american_scientific_journal-12048	121	22	hurt	hurt	VERB
american_scientific_journal-12048	121	23	performance	performance	NOUN
american_scientific_journal-12048	121	24	.	.	PUNCT
american_scientific_journal-12048	122	1	for	for	ADP
american_scientific_journal-12048	122	2	instance	instance	NOUN
american_scientific_journal-12048	122	3	,	,	PUNCT
american_scientific_journal-12048	122	4	on	on	ADP
american_scientific_journal-12048	122	5	ag	ag	PROPN
american_scientific_journal-12048	122	6	news	news	NOUN
american_scientific_journal-12048	122	7	classification	classification	NOUN
american_scientific_journal-12048	122	8	with	with	ADP
american_scientific_journal-12048	122	9	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	122	10	,	,	PUNCT
american_scientific_journal-12048	122	11	adding	add	VERB
american_scientific_journal-12048	122	12	reasoning	reasoning	NOUN
american_scientific_journal-12048	122	13	changed	change	VERB
american_scientific_journal-12048	122	14	the	the	DET
american_scientific_journal-12048	122	15	predicted	predict	VERB
american_scientific_journal-12048	122	16	label	label	NOUN
american_scientific_journal-12048	122	17	in	in	ADP
american_scientific_journal-12048	122	18	4.6	4.6	NUM
american_scientific_journal-12048	122	19	%	%	NOUN
american_scientific_journal-12048	122	20	of	of	ADP
american_scientific_journal-12048	122	21	examples	example	NOUN
american_scientific_journal-12048	122	22	:	:	PUNCT
american_scientific_journal-12048	122	23	it	it	PRON
american_scientific_journal-12048	122	24	degraded	degrade	VERB
american_scientific_journal-12048	122	25	performance	performance	NOUN
american_scientific_journal-12048	122	26	in	in	ADP
american_scientific_journal-12048	122	27	2.7	2.7	NUM
american_scientific_journal-12048	122	28	%	%	NOUN
american_scientific_journal-12048	122	29	(	(	PUNCT
american_scientific_journal-12048	122	30	flipping	flip	VERB
american_scientific_journal-12048	122	31	correct	correct	ADJ
american_scientific_journal-12048	122	32	labels	label	NOUN
american_scientific_journal-12048	122	33	to	to	PART
american_scientific_journal-12048	122	34	incorrect	incorrect	VERB
american_scientific_journal-12048	122	35	)	)	PUNCT
american_scientific_journal-12048	122	36	,	,	PUNCT
american_scientific_journal-12048	122	37	improved	improve	VERB
american_scientific_journal-12048	122	38	it	it	PRON
american_scientific_journal-12048	122	39	in	in	ADP
american_scientific_journal-12048	122	40	1.6	1.6	NUM
american_scientific_journal-12048	122	41	%	%	NOUN
american_scientific_journal-12048	122	42	(	(	PUNCT
american_scientific_journal-12048	122	43	flipping	flip	VERB
american_scientific_journal-12048	122	44	incorrect	incorrect	ADJ
american_scientific_journal-12048	122	45	labels	label	NOUN
american_scientific_journal-12048	122	46	to	to	PART
american_scientific_journal-12048	122	47	correct	correct	VERB
american_scientific_journal-12048	122	48	)	)	PUNCT
american_scientific_journal-12048	122	49	,	,	PUNCT
american_scientific_journal-12048	122	50	and	and	CCONJ
american_scientific_journal-12048	122	51	produced	produce	VERB
american_scientific_journal-12048	122	52	different	different	ADJ
american_scientific_journal-12048	122	53	but	but	CCONJ
american_scientific_journal-12048	122	54	still	still	ADV
american_scientific_journal-12048	122	55	incorrect	incorrect	ADJ
american_scientific_journal-12048	122	56	labels	label	NOUN
american_scientific_journal-12048	122	57	in	in	ADP
american_scientific_journal-12048	122	58	the	the	DET
american_scientific_journal-12048	122	59	remainder	remainder	NOUN
american_scientific_journal-12048	122	60	.	.	PUNCT
american_scientific_journal-12048	123	1	inspection	inspection	NOUN
american_scientific_journal-12048	123	2	of	of	ADP
american_scientific_journal-12048	123	3	model	model	NOUN
american_scientific_journal-12048	123	4	outputs	output	NOUN
american_scientific_journal-12048	123	5	suggests	suggest	VERB
american_scientific_journal-12048	123	6	this	this	DET
american_scientific_journal-12048	123	7	decline	decline	NOUN
american_scientific_journal-12048	123	8	stemmed	stem	VERB
american_scientific_journal-12048	123	9	from	from	ADP
american_scientific_journal-12048	123	10	a	a	DET
american_scientific_journal-12048	123	11	mismatch	mismatch	NOUN
american_scientific_journal-12048	123	12	between	between	ADP
american_scientific_journal-12048	123	13	task	task	NOUN
american_scientific_journal-12048	123	14	demands	demand	NOUN
american_scientific_journal-12048	123	15	and	and	CCONJ
american_scientific_journal-12048	123	16	reasoning	reasoning	NOUN
american_scientific_journal-12048	123	17	behavior	behavior	NOUN
american_scientific_journal-12048	123	18	.	.	PUNCT
american_scientific_journal-12048	124	1	the	the	DET
american_scientific_journal-12048	124	2	classification	classification	NOUN
american_scientific_journal-12048	124	3	tasks	task	NOUN
american_scientific_journal-12048	124	4	did	do	AUX
american_scientific_journal-12048	124	5	not	not	PART
american_scientific_journal-12048	124	6	require	require	VERB
american_scientific_journal-12048	124	7	deep	deep	ADJ
american_scientific_journal-12048	124	8	reasoning	reasoning	NOUN
american_scientific_journal-12048	124	9	but	but	CCONJ
american_scientific_journal-12048	124	10	rather	rather	ADV
american_scientific_journal-12048	124	11	sensitivity	sensitivity	NOUN
american_scientific_journal-12048	124	12	to	to	ADP
american_scientific_journal-12048	124	13	how	how	SCONJ
american_scientific_journal-12048	124	14	annotators	annotator	NOUN
american_scientific_journal-12048	124	15	drew	draw	VERB
american_scientific_journal-12048	124	16	fine	fine	ADV
american_scientific_journal-12048	124	17	-	-	PUNCT
american_scientific_journal-12048	124	18	grained	grain	VERB
american_scientific_journal-12048	124	19	class	class	NOUN
american_scientific_journal-12048	124	20	boundaries	boundary	NOUN
american_scientific_journal-12048	124	21	.	.	PUNCT
american_scientific_journal-12048	125	1	llm	llm	NOUN
american_scientific_journal-12048	125	2	-	-	PUNCT
american_scientific_journal-12048	125	3	generated	generate	VERB
american_scientific_journal-12048	125	4	rationales	rationale	NOUN
american_scientific_journal-12048	125	5	failed	fail	VERB
american_scientific_journal-12048	125	6	to	to	PART
american_scientific_journal-12048	125	7	capture	capture	VERB
american_scientific_journal-12048	125	8	this	this	DET
american_scientific_journal-12048	125	9	nuance	nuance	NOUN
american_scientific_journal-12048	125	10	,	,	PUNCT
american_scientific_journal-12048	125	11	occasionally	occasionally	ADV
american_scientific_journal-12048	125	12	confusing	confuse	VERB
american_scientific_journal-12048	125	13	the	the	DET
american_scientific_journal-12048	125	14	model	model	NOUN
american_scientific_journal-12048	125	15	’s	’s	PART
american_scientific_journal-12048	125	16	final	final	ADJ
american_scientific_journal-12048	125	17	prediction	prediction	NOUN
american_scientific_journal-12048	125	18	.	.	PUNCT
american_scientific_journal-12048	126	1	for	for	ADP
american_scientific_journal-12048	126	2	instance	instance	NOUN
american_scientific_journal-12048	126	3	,	,	PUNCT
american_scientific_journal-12048	126	4	the	the	DET
american_scientific_journal-12048	126	5	most	most	ADV
american_scientific_journal-12048	126	6	noticeable	noticeable	ADJ
american_scientific_journal-12048	126	7	effect	effect	NOUN
american_scientific_journal-12048	126	8	for	for	ADP
american_scientific_journal-12048	126	9	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	126	10	on	on	ADP
american_scientific_journal-12048	126	11	the	the	DET
american_scientific_journal-12048	126	12	ag	ag	PROPN
american_scientific_journal-12048	126	13	news	news	PROPN
american_scientific_journal-12048	126	14	dataset	dataset	NOUN
american_scientific_journal-12048	126	15	was	be	AUX
american_scientific_journal-12048	126	16	an	an	DET
american_scientific_journal-12048	126	17	increased	increase	VERB
american_scientific_journal-12048	126	18	tendency	tendency	NOUN
american_scientific_journal-12048	126	19	to	to	PART
american_scientific_journal-12048	126	20	predict	predict	VERB
american_scientific_journal-12048	126	21	the	the	DET
american_scientific_journal-12048	126	22	‘	'	PUNCT
american_scientific_journal-12048	126	23	business	business	NOUN
american_scientific_journal-12048	126	24	’	'	PUNCT
american_scientific_journal-12048	126	25	class	class	NOUN
american_scientific_journal-12048	126	26	.	.	PUNCT
american_scientific_journal-12048	127	1	while	while	SCONJ
american_scientific_journal-12048	127	2	this	this	DET
american_scientific_journal-12048	127	3	shift	shift	NOUN
american_scientific_journal-12048	127	4	sometimes	sometimes	ADV
american_scientific_journal-12048	127	5	aligned	align	VERB
american_scientific_journal-12048	127	6	with	with	ADP
american_scientific_journal-12048	127	7	the	the	DET
american_scientific_journal-12048	127	8	ground	ground	NOUN
american_scientific_journal-12048	127	9	truth	truth	NOUN
american_scientific_journal-12048	127	10	,	,	PUNCT
american_scientific_journal-12048	127	11	it	it	PRON
american_scientific_journal-12048	127	12	more	more	ADV
american_scientific_journal-12048	127	13	often	often	ADV
american_scientific_journal-12048	127	14	resulted	result	VERB
american_scientific_journal-12048	127	15	in	in	ADP
american_scientific_journal-12048	127	16	misclassifications	misclassification	NOUN
american_scientific_journal-12048	127	17	.	.	PUNCT
american_scientific_journal-12048	128	1	for	for	ADP
american_scientific_journal-12048	128	2	example	example	NOUN
american_scientific_journal-12048	128	3	,	,	PUNCT
american_scientific_journal-12048	128	4	the	the	DET
american_scientific_journal-12048	128	5	text	text	NOUN
american_scientific_journal-12048	128	6	'	'	PUNCT
american_scientific_journal-12048	128	7	novell	novell	NOUN
american_scientific_journal-12048	128	8	reshuffles	reshuffle	NOUN
american_scientific_journal-12048	128	9	biz	biz	NOUN
american_scientific_journal-12048	128	10	for	for	ADP
american_scientific_journal-12048	128	11	linux	linux	PROPN
american_scientific_journal-12048	128	12	focus	focus	NOUN
american_scientific_journal-12048	128	13	novell	novell	NOUN
american_scientific_journal-12048	128	14	is	be	AUX
american_scientific_journal-12048	128	15	reorganising	reorganise	VERB
american_scientific_journal-12048	128	16	its	its	PRON
american_scientific_journal-12048	128	17	business	business	NOUN
american_scientific_journal-12048	128	18	to	to	PART
american_scientific_journal-12048	128	19	focus	focus	VERB
american_scientific_journal-12048	128	20	on	on	ADP
american_scientific_journal-12048	128	21	two	two	NUM
american_scientific_journal-12048	128	22	key	key	ADJ
american_scientific_journal-12048	128	23	areas	area	NOUN
american_scientific_journal-12048	128	24	linux	linux	NOUN
american_scientific_journal-12048	128	25	and	and	CCONJ
american_scientific_journal-12048	128	26	identity	identity	NOUN
american_scientific_journal-12048	128	27	management	management	NOUN
american_scientific_journal-12048	128	28	…	…	PUNCT
american_scientific_journal-12048	128	29	'	'	PUNCT
american_scientific_journal-12048	128	30	had	have	VERB
american_scientific_journal-12048	128	31	the	the	DET
american_scientific_journal-12048	128	32	true	true	ADJ
american_scientific_journal-12048	128	33	label	label	NOUN
american_scientific_journal-12048	128	34	‘	'	PUNCT
american_scientific_journal-12048	128	35	sci	sci	PROPN
american_scientific_journal-12048	128	36	/	/	SYM
american_scientific_journal-12048	128	37	tech	tech	NOUN
american_scientific_journal-12048	128	38	’	'	PUNCT
american_scientific_journal-12048	128	39	.	.	PUNCT
american_scientific_journal-12048	129	1	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	129	2	instead	instead	ADV
american_scientific_journal-12048	129	3	labeled	label	VERB
american_scientific_journal-12048	129	4	it	it	PRON
american_scientific_journal-12048	129	5	as	as	ADP
american_scientific_journal-12048	129	6	‘	'	PUNCT
american_scientific_journal-12048	129	7	business	business	NOUN
american_scientific_journal-12048	129	8	’	'	PUNCT
american_scientific_journal-12048	129	9	,	,	PUNCT
american_scientific_journal-12048	129	10	reasoning	reason	VERB
american_scientific_journal-12048	129	11	that	that	SCONJ
american_scientific_journal-12048	129	12	“	"	PUNCT
american_scientific_journal-12048	129	13	this	this	DET
american_scientific_journal-12048	129	14	text	text	NOUN
american_scientific_journal-12048	129	15	discusses	discuss	VERB
american_scientific_journal-12048	129	16	novell	novell	PROPN
american_scientific_journal-12048	129	17	's	's	PART
american_scientific_journal-12048	129	18	business	business	NOUN
american_scientific_journal-12048	129	19	reorganization	reorganization	NOUN
american_scientific_journal-12048	129	20	to	to	PART
american_scientific_journal-12048	129	21	focus	focus	VERB
american_scientific_journal-12048	129	22	on	on	ADP
american_scientific_journal-12048	129	23	linux	linux	PROPN
american_scientific_journal-12048	129	24	and	and	CCONJ
american_scientific_journal-12048	129	25	identity	identity	NOUN
american_scientific_journal-12048	129	26	management	management	NOUN
american_scientific_journal-12048	129	27	.	.	PUNCT
american_scientific_journal-12048	130	1	while	while	SCONJ
american_scientific_journal-12048	130	2	it	it	PRON
american_scientific_journal-12048	130	3	involves	involve	VERB
american_scientific_journal-12048	130	4	technology	technology	NOUN
american_scientific_journal-12048	130	5	elements	element	NOUN
american_scientific_journal-12048	130	6	,	,	PUNCT
american_scientific_journal-12048	130	7	the	the	DET
american_scientific_journal-12048	130	8	primary	primary	ADJ
american_scientific_journal-12048	130	9	focus	focus	NOUN
american_scientific_journal-12048	130	10	is	be	AUX
american_scientific_journal-12048	130	11	on	on	ADP
american_scientific_journal-12048	130	12	the	the	DET
american_scientific_journal-12048	130	13	company	company	NOUN
american_scientific_journal-12048	130	14	's	's	PART
american_scientific_journal-12048	130	15	strategic	strategic	ADJ
american_scientific_journal-12048	130	16	business	business	NOUN
american_scientific_journal-12048	130	17	decisions	decision	NOUN
american_scientific_journal-12048	130	18	and	and	CCONJ
american_scientific_journal-12048	130	19	restructuring	restructuring	NOUN
american_scientific_journal-12048	130	20	efforts	effort	NOUN
american_scientific_journal-12048	130	21	,	,	PUNCT
american_scientific_journal-12048	130	22	which	which	PRON
american_scientific_journal-12048	130	23	align	align	VERB
american_scientific_journal-12048	130	24	more	more	ADV
american_scientific_journal-12048	130	25	with	with	ADP
american_scientific_journal-12048	130	26	business	business	NOUN
american_scientific_journal-12048	130	27	news	news	NOUN
american_scientific_journal-12048	130	28	than	than	SCONJ
american_scientific_journal-12048	130	29	purely	purely	ADV
american_scientific_journal-12048	130	30	technology	technology	NOUN
american_scientific_journal-12048	130	31	updates	update	VERB
american_scientific_journal-12048	130	32	.	.	PUNCT
american_scientific_journal-12048	130	33	”	"	PUNCT
american_scientific_journal-12048	131	1	this	this	DET
american_scientific_journal-12048	131	2	justification	justification	NOUN
american_scientific_journal-12048	131	3	is	be	AUX
american_scientific_journal-12048	131	4	coherent	coherent	ADJ
american_scientific_journal-12048	131	5	and	and	CCONJ
american_scientific_journal-12048	131	6	well	well	ADV
american_scientific_journal-12048	131	7	-	-	PUNCT
american_scientific_journal-12048	131	8	argued	argue	VERB
american_scientific_journal-12048	131	9	but	but	CCONJ
american_scientific_journal-12048	131	10	diverges	diverge	VERB
american_scientific_journal-12048	131	11	from	from	ADP
american_scientific_journal-12048	131	12	the	the	DET
american_scientific_journal-12048	131	13	dataset	dataset	NOUN
american_scientific_journal-12048	131	14	’s	’s	PART
american_scientific_journal-12048	131	15	labeling	labeling	NOUN
american_scientific_journal-12048	131	16	scheme	scheme	NOUN
american_scientific_journal-12048	131	17	,	,	PUNCT
american_scientific_journal-12048	131	18	illustrating	illustrate	VERB
american_scientific_journal-12048	131	19	how	how	SCONJ
american_scientific_journal-12048	131	20	cot	cot	NOUN
american_scientific_journal-12048	131	21	can	can	AUX
american_scientific_journal-12048	131	22	encourage	encourage	VERB
american_scientific_journal-12048	131	23	plausible	plausible	ADJ
american_scientific_journal-12048	131	24	reasoning	reasoning	NOUN
american_scientific_journal-12048	131	25	that	that	SCONJ
american_scientific_journal-12048	131	26	nonetheless	nonetheless	ADV
american_scientific_journal-12048	131	27	conflicts	conflict	VERB
american_scientific_journal-12048	131	28	with	with	ADP
american_scientific_journal-12048	131	29	annotation	annotation	NOUN
american_scientific_journal-12048	131	30	guidelines	guideline	NOUN
american_scientific_journal-12048	131	31	.	.	PUNCT
american_scientific_journal-12048	132	1	table	table	NOUN
american_scientific_journal-12048	132	2	2	2	NUM
american_scientific_journal-12048	132	3	:	:	PUNCT
american_scientific_journal-12048	132	4	icl	icl	PROPN
american_scientific_journal-12048	132	5	with	with	ADP
american_scientific_journal-12048	132	6	‘	'	PUNCT
american_scientific_journal-12048	132	7	best	well	ADV
american_scientific_journal-12048	132	8	-	-	PUNCT
american_scientific_journal-12048	132	9	last	last	ADJ
american_scientific_journal-12048	132	10	’	'	PUNCT
american_scientific_journal-12048	132	11	few	few	ADJ
american_scientific_journal-12048	132	12	-	-	PUNCT
american_scientific_journal-12048	132	13	shot	shot	NOUN
american_scientific_journal-12048	132	14	ordering	ordering	NOUN
american_scientific_journal-12048	132	15	has	have	VERB
american_scientific_journal-12048	132	16	the	the	DET
american_scientific_journal-12048	132	17	largest	large	ADJ
american_scientific_journal-12048	132	18	llm	llm	ADJ
american_scientific_journal-12048	132	19	lift	lift	NOUN
american_scientific_journal-12048	132	20	on	on	ADP
american_scientific_journal-12048	132	21	ag	ag	PROPN
american_scientific_journal-12048	132	22	news	news	NOUN
american_scientific_journal-12048	132	23	and	and	CCONJ
american_scientific_journal-12048	132	24	banking77	banking77	VERB
american_scientific_journal-12048	132	25	american	american	ADJ
american_scientific_journal-12048	132	26	academic	academic	ADJ
american_scientific_journal-12048	132	27	scientific	scientific	ADJ
american_scientific_journal-12048	132	28	research	research	NOUN
american_scientific_journal-12048	132	29	journal	journal	NOUN
american_scientific_journal-12048	132	30	for	for	ADP
american_scientific_journal-12048	132	31	engineering	engineering	NOUN
american_scientific_journal-12048	132	32	,	,	PUNCT
american_scientific_journal-12048	132	33	technology	technology	NOUN
american_scientific_journal-12048	132	34	,	,	PUNCT
american_scientific_journal-12048	132	35	and	and	CCONJ
american_scientific_journal-12048	132	36	sciences	science	NOUN
american_scientific_journal-12048	132	37	(	(	PUNCT
american_scientific_journal-12048	132	38	asrjets	asrjet	NOUN
american_scientific_journal-12048	132	39	)	)	PUNCT
american_scientific_journal-12048	132	40	volume	volume	NOUN
american_scientific_journal-12048	132	41	103	103	NUM
american_scientific_journal-12048	132	42	,	,	PUNCT
american_scientific_journal-12048	132	43	no	no	DET
american_scientific_journal-12048	132	44	1	1	NUM
american_scientific_journal-12048	132	45	,	,	PUNCT
american_scientific_journal-12048	132	46	pp	pp	ADV
american_scientific_journal-12048	132	47	178	178	NUM
american_scientific_journal-12048	132	48	-	-	SYM
american_scientific_journal-12048	132	49	194	194	NUM
american_scientific_journal-12048	132	50	186	186	NUM
american_scientific_journal-12048	132	51	it	it	PRON
american_scientific_journal-12048	132	52	is	be	AUX
american_scientific_journal-12048	132	53	important	important	ADJ
american_scientific_journal-12048	132	54	to	to	PART
american_scientific_journal-12048	132	55	note	note	VERB
american_scientific_journal-12048	132	56	that	that	SCONJ
american_scientific_journal-12048	132	57	the	the	DET
american_scientific_journal-12048	132	58	exact	exact	ADJ
american_scientific_journal-12048	132	59	label	label	NOUN
american_scientific_journal-12048	132	60	-	-	PUNCT
american_scientific_journal-12048	132	61	shift	shift	NOUN
american_scientific_journal-12048	132	62	patterns	pattern	NOUN
american_scientific_journal-12048	132	63	from	from	ADP
american_scientific_journal-12048	132	64	reasoning	reason	VERB
american_scientific_journal-12048	132	65	varied	varied	ADJ
american_scientific_journal-12048	132	66	across	across	ADP
american_scientific_journal-12048	132	67	models	model	NOUN
american_scientific_journal-12048	132	68	,	,	PUNCT
american_scientific_journal-12048	132	69	indicating	indicate	VERB
american_scientific_journal-12048	132	70	that	that	SCONJ
american_scientific_journal-12048	132	71	the	the	DET
american_scientific_journal-12048	132	72	effect	effect	NOUN
american_scientific_journal-12048	132	73	was	be	AUX
american_scientific_journal-12048	132	74	not	not	PART
american_scientific_journal-12048	132	75	driven	drive	VERB
american_scientific_journal-12048	132	76	by	by	ADP
american_scientific_journal-12048	132	77	a	a	DET
american_scientific_journal-12048	132	78	bias	bias	NOUN
american_scientific_journal-12048	132	79	in	in	ADP
american_scientific_journal-12048	132	80	the	the	DET
american_scientific_journal-12048	132	81	few	few	ADJ
american_scientific_journal-12048	132	82	-	-	PUNCT
american_scientific_journal-12048	132	83	shot	shot	NOUN
american_scientific_journal-12048	132	84	rationales	rationale	NOUN
american_scientific_journal-12048	132	85	.	.	PUNCT
american_scientific_journal-12048	133	1	rather	rather	ADV
american_scientific_journal-12048	133	2	,	,	PUNCT
american_scientific_journal-12048	133	3	a	a	DET
american_scientific_journal-12048	133	4	consistent	consistent	ADJ
american_scientific_journal-12048	133	5	theme	theme	NOUN
american_scientific_journal-12048	133	6	emerged	emerge	VERB
american_scientific_journal-12048	133	7	:	:	PUNCT
american_scientific_journal-12048	133	8	after	after	ADP
american_scientific_journal-12048	133	9	reasoning	reason	VERB
american_scientific_journal-12048	133	10	,	,	PUNCT
american_scientific_journal-12048	133	11	each	each	DET
american_scientific_journal-12048	133	12	llm	llm	PROPN
american_scientific_journal-12048	133	13	produced	produce	VERB
american_scientific_journal-12048	133	14	a	a	DET
american_scientific_journal-12048	133	15	coherent	coherent	ADJ
american_scientific_journal-12048	133	16	justification	justification	NOUN
american_scientific_journal-12048	133	17	,	,	PUNCT
american_scientific_journal-12048	133	18	but	but	CCONJ
american_scientific_journal-12048	133	19	one	one	NOUN
american_scientific_journal-12048	133	20	that	that	PRON
american_scientific_journal-12048	133	21	often	often	ADV
american_scientific_journal-12048	133	22	diverged	diverge	VERB
american_scientific_journal-12048	133	23	from	from	ADP
american_scientific_journal-12048	133	24	the	the	DET
american_scientific_journal-12048	133	25	implicit	implicit	ADJ
american_scientific_journal-12048	133	26	reasoning	reasoning	NOUN
american_scientific_journal-12048	133	27	applied	apply	VERB
american_scientific_journal-12048	133	28	by	by	ADP
american_scientific_journal-12048	133	29	human	human	ADJ
american_scientific_journal-12048	133	30	annotators	annotator	NOUN
american_scientific_journal-12048	133	31	.	.	PUNCT
american_scientific_journal-12048	134	1	this	this	DET
american_scientific_journal-12048	134	2	mismatch	mismatch	NOUN
american_scientific_journal-12048	134	3	led	lead	VERB
american_scientific_journal-12048	134	4	to	to	ADP
american_scientific_journal-12048	134	5	system	system	NOUN
american_scientific_journal-12048	134	6	-	-	PUNCT
american_scientific_journal-12048	134	7	level	level	NOUN
american_scientific_journal-12048	134	8	misclassifications	misclassification	NOUN
american_scientific_journal-12048	134	9	.	.	PUNCT
american_scientific_journal-12048	135	1	4	4	X
american_scientific_journal-12048	135	2	.	.	X
american_scientific_journal-12048	135	3	discussion	discussion	NOUN
american_scientific_journal-12048	135	4	4.1	4.1	NUM
american_scientific_journal-12048	135	5	.	.	PUNCT
american_scientific_journal-12048	136	1	discussion	discussion	NOUN
american_scientific_journal-12048	136	2	of	of	ADP
american_scientific_journal-12048	136	3	the	the	DET
american_scientific_journal-12048	136	4	results	result	NOUN
american_scientific_journal-12048	136	5	this	this	DET
american_scientific_journal-12048	136	6	work	work	NOUN
american_scientific_journal-12048	136	7	set	set	VERB
american_scientific_journal-12048	136	8	out	out	ADP
american_scientific_journal-12048	136	9	to	to	ADP
american_scientific_journal-12048	136	10	(	(	PUNCT
american_scientific_journal-12048	136	11	i	i	NOUN
american_scientific_journal-12048	136	12	)	)	PUNCT
american_scientific_journal-12048	136	13	quantify	quantify	VERB
american_scientific_journal-12048	136	14	the	the	DET
american_scientific_journal-12048	136	15	accuracy	accuracy	NOUN
american_scientific_journal-12048	136	16	gap	gap	NOUN
american_scientific_journal-12048	136	17	between	between	ADP
american_scientific_journal-12048	136	18	fine	fine	ADV
american_scientific_journal-12048	136	19	-	-	PUNCT
american_scientific_journal-12048	136	20	tuned	tune	VERB
american_scientific_journal-12048	136	21	encoders	encoder	NOUN
american_scientific_journal-12048	136	22	and	and	CCONJ
american_scientific_journal-12048	136	23	zero	zero	NUM
american_scientific_journal-12048	136	24	-	-	PUNCT
american_scientific_journal-12048	136	25	shot	shot	NOUN
american_scientific_journal-12048	136	26	llm	llm	NOUN
american_scientific_journal-12048	136	27	prompting	prompt	VERB
american_scientific_journal-12048	136	28	,	,	PUNCT
american_scientific_journal-12048	136	29	and	and	CCONJ
american_scientific_journal-12048	136	30	(	(	PUNCT
american_scientific_journal-12048	136	31	ii	ii	NOUN
american_scientific_journal-12048	136	32	)	)	PUNCT
american_scientific_journal-12048	136	33	test	test	VERB
american_scientific_journal-12048	136	34	whether	whether	SCONJ
american_scientific_journal-12048	136	35	training	training	NOUN
american_scientific_journal-12048	136	36	-	-	PUNCT
american_scientific_journal-12048	136	37	free	free	ADJ
american_scientific_journal-12048	136	38	,	,	PUNCT
american_scientific_journal-12048	136	39	inference	inference	NOUN
american_scientific_journal-12048	136	40	-	-	PUNCT
american_scientific_journal-12048	136	41	time	time	NOUN
american_scientific_journal-12048	136	42	interventions	intervention	NOUN
american_scientific_journal-12048	136	43	could	could	AUX
american_scientific_journal-12048	136	44	close	close	VERB
american_scientific_journal-12048	136	45	that	that	DET
american_scientific_journal-12048	136	46	gap	gap	NOUN
american_scientific_journal-12048	136	47	.	.	PUNCT
american_scientific_journal-12048	137	1	the	the	DET
american_scientific_journal-12048	137	2	results	result	NOUN
american_scientific_journal-12048	137	3	directly	directly	ADV
american_scientific_journal-12048	137	4	addressed	address	VERB
american_scientific_journal-12048	137	5	both	both	DET
american_scientific_journal-12048	137	6	aims	aim	NOUN
american_scientific_journal-12048	137	7	.	.	PUNCT
american_scientific_journal-12048	138	1	first	first	ADV
american_scientific_journal-12048	138	2	,	,	PUNCT
american_scientific_journal-12048	138	3	our	our	PRON
american_scientific_journal-12048	138	4	baselines	baseline	NOUN
american_scientific_journal-12048	138	5	showed	show	VERB
american_scientific_journal-12048	138	6	a	a	DET
american_scientific_journal-12048	138	7	substantial	substantial	ADJ
american_scientific_journal-12048	138	8	gap	gap	NOUN
american_scientific_journal-12048	138	9	on	on	ADP
american_scientific_journal-12048	138	10	two	two	NUM
american_scientific_journal-12048	138	11	datasets	dataset	NOUN
american_scientific_journal-12048	138	12	of	of	ADP
american_scientific_journal-12048	138	13	different	different	ADJ
american_scientific_journal-12048	138	14	complexity	complexity	NOUN
american_scientific_journal-12048	138	15	(	(	PUNCT
american_scientific_journal-12048	138	16	~10	~10	ADJ
american_scientific_journal-12048	138	17	%	%	NOUN
american_scientific_journal-12048	138	18	on	on	ADP
american_scientific_journal-12048	138	19	ag	ag	PROPN
american_scientific_journal-12048	138	20	news	news	PROPN
american_scientific_journal-12048	138	21	and	and	CCONJ
american_scientific_journal-12048	138	22	~20	~20	NOUN
american_scientific_journal-12048	138	23	-	-	PUNCT
american_scientific_journal-12048	138	24	25	25	NUM
american_scientific_journal-12048	138	25	%	%	NOUN
american_scientific_journal-12048	138	26	on	on	ADP
american_scientific_journal-12048	138	27	banking77	banking77	NOUN
american_scientific_journal-12048	138	28	)	)	PUNCT
american_scientific_journal-12048	138	29	,	,	PUNCT
american_scientific_journal-12048	138	30	reinforcing	reinforce	VERB
american_scientific_journal-12048	138	31	the	the	DET
american_scientific_journal-12048	138	32	finding	finding	NOUN
american_scientific_journal-12048	138	33	that	that	SCONJ
american_scientific_journal-12048	138	34	zero	zero	NUM
american_scientific_journal-12048	138	35	-	-	PUNCT
american_scientific_journal-12048	138	36	shot	shot	NOUN
american_scientific_journal-12048	138	37	prompting	prompt	VERB
american_scientific_journal-12048	138	38	alone	alone	ADV
american_scientific_journal-12048	138	39	is	be	AUX
american_scientific_journal-12048	138	40	typically	typically	ADV
american_scientific_journal-12048	138	41	not	not	PART
american_scientific_journal-12048	138	42	competitive	competitive	ADJ
american_scientific_journal-12048	138	43	with	with	ADP
american_scientific_journal-12048	138	44	fine	fine	ADV
american_scientific_journal-12048	138	45	-	-	PUNCT
american_scientific_journal-12048	138	46	tuned	tune	VERB
american_scientific_journal-12048	138	47	bert	bert	NOUN
american_scientific_journal-12048	138	48	-	-	PUNCT
american_scientific_journal-12048	138	49	style	style	NOUN
american_scientific_journal-12048	138	50	models	model	NOUN
american_scientific_journal-12048	138	51	for	for	ADP
american_scientific_journal-12048	138	52	classification	classification	NOUN
american_scientific_journal-12048	138	53	.	.	PUNCT
american_scientific_journal-12048	139	1	these	these	DET
american_scientific_journal-12048	139	2	results	result	NOUN
american_scientific_journal-12048	139	3	align	align	VERB
american_scientific_journal-12048	139	4	with	with	ADP
american_scientific_journal-12048	139	5	prior	prior	ADJ
american_scientific_journal-12048	139	6	findings	finding	NOUN
american_scientific_journal-12048	139	7	by	by	ADP
american_scientific_journal-12048	139	8	bucher	bucher	NOUN
american_scientific_journal-12048	139	9	and	and	CCONJ
american_scientific_journal-12048	139	10	martini	martini	NOUN
american_scientific_journal-12048	139	11	[	[	X
american_scientific_journal-12048	139	12	2	2	NUM
american_scientific_journal-12048	139	13	]	]	PUNCT
american_scientific_journal-12048	139	14	and	and	CCONJ
american_scientific_journal-12048	139	15	edwards	edwards	PROPN
american_scientific_journal-12048	139	16	and	and	CCONJ
american_scientific_journal-12048	139	17	camacho	camacho	NOUN
american_scientific_journal-12048	139	18	-	-	PUNCT
american_scientific_journal-12048	139	19	collados	collado	NOUN
american_scientific_journal-12048	139	20	[	[	X
american_scientific_journal-12048	139	21	5	5	NUM
american_scientific_journal-12048	139	22	]	]	PUNCT
american_scientific_journal-12048	139	23	,	,	PUNCT
american_scientific_journal-12048	139	24	while	while	SCONJ
american_scientific_journal-12048	139	25	extending	extend	VERB
american_scientific_journal-12048	139	26	their	their	PRON
american_scientific_journal-12048	139	27	analyses	analysis	NOUN
american_scientific_journal-12048	139	28	to	to	ADP
american_scientific_journal-12048	139	29	newer	new	ADJ
american_scientific_journal-12048	139	30	llms	llm	NOUN
american_scientific_journal-12048	139	31	and	and	CCONJ
american_scientific_journal-12048	139	32	showing	show	VERB
american_scientific_journal-12048	139	33	that	that	PRON
american_scientific_journal-12048	139	34	,	,	PUNCT
american_scientific_journal-12048	139	35	despite	despite	SCONJ
american_scientific_journal-12048	139	36	recent	recent	ADJ
american_scientific_journal-12048	139	37	progress	progress	NOUN
american_scientific_journal-12048	139	38	,	,	PUNCT
american_scientific_journal-12048	139	39	the	the	DET
american_scientific_journal-12048	139	40	performance	performance	NOUN
american_scientific_journal-12048	139	41	gap	gap	NOUN
american_scientific_journal-12048	139	42	with	with	ADP
american_scientific_journal-12048	139	43	fine	fine	ADV
american_scientific_journal-12048	139	44	-	-	PUNCT
american_scientific_journal-12048	139	45	tuned	tune	VERB
american_scientific_journal-12048	139	46	encoders	encoder	NOUN
american_scientific_journal-12048	139	47	remains.second	remains.second	VERB
american_scientific_journal-12048	139	48	,	,	PUNCT
american_scientific_journal-12048	139	49	and	and	CCONJ
american_scientific_journal-12048	139	50	most	most	ADV
american_scientific_journal-12048	139	51	importantly	importantly	ADV
american_scientific_journal-12048	139	52	,	,	PUNCT
american_scientific_journal-12048	139	53	retrieval	retrieval	NOUN
american_scientific_journal-12048	139	54	-	-	PUNCT
american_scientific_journal-12048	139	55	augmented	augment	VERB
american_scientific_journal-12048	139	56	few	few	ADJ
american_scientific_journal-12048	139	57	-	-	PUNCT
american_scientific_journal-12048	139	58	shot	shot	NOUN
american_scientific_journal-12048	139	59	prompting	prompt	VERB
american_scientific_journal-12048	139	60	substantially	substantially	ADV
american_scientific_journal-12048	139	61	closed	close	VERB
american_scientific_journal-12048	139	62	this	this	DET
american_scientific_journal-12048	139	63	gap	gap	NOUN
american_scientific_journal-12048	139	64	.	.	PUNCT
american_scientific_journal-12048	140	1	the	the	DET
american_scientific_journal-12048	140	2	improvement	improvement	NOUN
american_scientific_journal-12048	140	3	was	be	AUX
american_scientific_journal-12048	140	4	particularly	particularly	ADV
american_scientific_journal-12048	140	5	striking	striking	ADJ
american_scientific_journal-12048	140	6	for	for	ADP
american_scientific_journal-12048	140	7	fine	fine	ADV
american_scientific_journal-12048	140	8	-	-	PUNCT
american_scientific_journal-12048	140	9	grained	grain	VERB
american_scientific_journal-12048	140	10	intent	intent	ADJ
american_scientific_journal-12048	140	11	classification	classification	NOUN
american_scientific_journal-12048	140	12	(	(	PUNCT
american_scientific_journal-12048	140	13	banking77	banking77	NOUN
american_scientific_journal-12048	140	14	dataset	dataset	VERB
american_scientific_journal-12048	140	15	)	)	PUNCT
american_scientific_journal-12048	140	16	,	,	PUNCT
american_scientific_journal-12048	140	17	where	where	SCONJ
american_scientific_journal-12048	140	18	zero	zero	NUM
american_scientific_journal-12048	140	19	-	-	PUNCT
american_scientific_journal-12048	140	20	shot	shot	NOUN
american_scientific_journal-12048	140	21	llms	llm	NOUN
american_scientific_journal-12048	140	22	typically	typically	ADV
american_scientific_journal-12048	140	23	struggle	struggle	VERB
american_scientific_journal-12048	140	24	due	due	ADP
american_scientific_journal-12048	140	25	to	to	ADP
american_scientific_journal-12048	140	26	subtle	subtle	ADJ
american_scientific_journal-12048	140	27	label	label	NOUN
american_scientific_journal-12048	140	28	distinctions	distinction	NOUN
american_scientific_journal-12048	140	29	.	.	PUNCT
american_scientific_journal-12048	141	1	by	by	ADP
american_scientific_journal-12048	141	2	dynamically	dynamically	ADV
american_scientific_journal-12048	141	3	selecting	select	VERB
american_scientific_journal-12048	141	4	semantically	semantically	ADV
american_scientific_journal-12048	141	5	relevant	relevant	ADJ
american_scientific_journal-12048	141	6	examples	example	NOUN
american_scientific_journal-12048	141	7	,	,	PUNCT
american_scientific_journal-12048	141	8	the	the	DET
american_scientific_journal-12048	141	9	retrieval	retrieval	NOUN
american_scientific_journal-12048	141	10	process	process	NOUN
american_scientific_journal-12048	141	11	provided	provide	VERB
american_scientific_journal-12048	141	12	and	and	CCONJ
american_scientific_journal-12048	141	13	implicit	implicit	ADJ
american_scientific_journal-12048	141	14	form	form	NOUN
american_scientific_journal-12048	141	15	of	of	ADP
american_scientific_journal-12048	141	16	label	label	NOUN
american_scientific_journal-12048	141	17	disambiguation	disambiguation	NOUN
american_scientific_journal-12048	141	18	,	,	PUNCT
american_scientific_journal-12048	141	19	allowing	allow	VERB
american_scientific_journal-12048	141	20	gpt-4o	gpt-4o	ADJ
american_scientific_journal-12048	141	21	and	and	CCONJ
american_scientific_journal-12048	141	22	mistral	mistral	ADJ
american_scientific_journal-12048	141	23	small	small	ADJ
american_scientific_journal-12048	141	24	3	3	NUM
american_scientific_journal-12048	141	25	to	to	PART
american_scientific_journal-12048	141	26	perform	perform	VERB
american_scientific_journal-12048	141	27	on	on	ADP
american_scientific_journal-12048	141	28	par	par	NOUN
american_scientific_journal-12048	141	29	with	with	ADP
american_scientific_journal-12048	141	30	,	,	PUNCT
american_scientific_journal-12048	141	31	or	or	CCONJ
american_scientific_journal-12048	141	32	in	in	ADP
american_scientific_journal-12048	141	33	some	some	DET
american_scientific_journal-12048	141	34	cases	case	NOUN
american_scientific_journal-12048	141	35	exceed	exceed	VERB
american_scientific_journal-12048	141	36	,	,	PUNCT
american_scientific_journal-12048	141	37	the	the	DET
american_scientific_journal-12048	141	38	best	good	ADJ
american_scientific_journal-12048	141	39	fine	fine	ADV
american_scientific_journal-12048	141	40	-	-	PUNCT
american_scientific_journal-12048	141	41	tuned	tune	VERB
american_scientific_journal-12048	141	42	encoders	encoder	NOUN
american_scientific_journal-12048	141	43	.	.	PUNCT
american_scientific_journal-12048	142	1	in	in	ADP
american_scientific_journal-12048	142	2	contrast	contrast	NOUN
american_scientific_journal-12048	142	3	,	,	PUNCT
american_scientific_journal-12048	142	4	gains	gain	NOUN
american_scientific_journal-12048	142	5	on	on	ADP
american_scientific_journal-12048	142	6	ag	ag	PROPN
american_scientific_journal-12048	142	7	news	news	NOUN
american_scientific_journal-12048	142	8	were	be	AUX
american_scientific_journal-12048	142	9	more	more	ADV
american_scientific_journal-12048	142	10	modest	modest	ADJ
american_scientific_journal-12048	142	11	(	(	PUNCT
american_scientific_journal-12048	142	12	though	though	SCONJ
american_scientific_journal-12048	142	13	still	still	ADV
american_scientific_journal-12048	142	14	significant	significant	ADJ
american_scientific_journal-12048	142	15	)	)	PUNCT
american_scientific_journal-12048	142	16	.	.	PUNCT
american_scientific_journal-12048	143	1	one	one	NUM
american_scientific_journal-12048	143	2	contributing	contribute	VERB
american_scientific_journal-12048	143	3	factor	factor	NOUN
american_scientific_journal-12048	143	4	was	be	AUX
american_scientific_journal-12048	143	5	that	that	DET
american_scientific_journal-12048	143	6	banking77	banking77	NOUN
american_scientific_journal-12048	143	7	contained	contain	VERB
american_scientific_journal-12048	143	8	many	many	ADJ
american_scientific_journal-12048	143	9	semantically	semantically	ADV
american_scientific_journal-12048	143	10	similar	similar	ADJ
american_scientific_journal-12048	143	11	examples	example	NOUN
american_scientific_journal-12048	143	12	within	within	ADP
american_scientific_journal-12048	143	13	its	its	PRON
american_scientific_journal-12048	143	14	fine	fine	ADV
american_scientific_journal-12048	143	15	-	-	PUNCT
american_scientific_journal-12048	143	16	grained	grain	VERB
american_scientific_journal-12048	143	17	classes	class	NOUN
american_scientific_journal-12048	143	18	,	,	PUNCT
american_scientific_journal-12048	143	19	making	make	VERB
american_scientific_journal-12048	143	20	it	it	PRON
american_scientific_journal-12048	143	21	easier	easy	ADJ
american_scientific_journal-12048	143	22	for	for	ADP
american_scientific_journal-12048	143	23	retrieval	retrieval	NOUN
american_scientific_journal-12048	143	24	to	to	PART
american_scientific_journal-12048	143	25	supply	supply	VERB
american_scientific_journal-12048	143	26	demonstrations	demonstration	NOUN
american_scientific_journal-12048	143	27	that	that	PRON
american_scientific_journal-12048	143	28	closely	closely	ADV
american_scientific_journal-12048	143	29	matched	match	VERB
american_scientific_journal-12048	143	30	the	the	DET
american_scientific_journal-12048	143	31	query	query	NOUN
american_scientific_journal-12048	143	32	.	.	PUNCT
american_scientific_journal-12048	144	1	ag	ag	PROPN
american_scientific_journal-12048	144	2	news	news	PROPN
american_scientific_journal-12048	144	3	,	,	PUNCT
american_scientific_journal-12048	144	4	by	by	ADP
american_scientific_journal-12048	144	5	comparison	comparison	NOUN
american_scientific_journal-12048	144	6	,	,	PUNCT
american_scientific_journal-12048	144	7	featured	feature	VERB
american_scientific_journal-12048	144	8	fewer	few	ADJ
american_scientific_journal-12048	144	9	examples	example	NOUN
american_scientific_journal-12048	144	10	that	that	PRON
american_scientific_journal-12048	144	11	align	align	VERB
american_scientific_journal-12048	144	12	this	this	PRON
american_scientific_journal-12048	144	13	tightly	tightly	ADV
american_scientific_journal-12048	144	14	,	,	PUNCT
american_scientific_journal-12048	144	15	which	which	PRON
american_scientific_journal-12048	144	16	limited	limit	VERB
american_scientific_journal-12048	144	17	the	the	DET
american_scientific_journal-12048	144	18	benefit	benefit	NOUN
american_scientific_journal-12048	144	19	of	of	ADP
american_scientific_journal-12048	144	20	retrieval	retrieval	NOUN
american_scientific_journal-12048	144	21	.	.	PUNCT
american_scientific_journal-12048	145	1	this	this	PRON
american_scientific_journal-12048	145	2	underscores	underscore	VERB
american_scientific_journal-12048	145	3	that	that	SCONJ
american_scientific_journal-12048	145	4	the	the	DET
american_scientific_journal-12048	145	5	effectiveness	effectiveness	NOUN
american_scientific_journal-12048	145	6	of	of	ADP
american_scientific_journal-12048	145	7	retrieval	retrieval	NOUN
american_scientific_journal-12048	145	8	depends	depend	VERB
american_scientific_journal-12048	145	9	strongly	strongly	ADV
american_scientific_journal-12048	145	10	on	on	ADP
american_scientific_journal-12048	145	11	the	the	DET
american_scientific_journal-12048	145	12	availability	availability	NOUN
american_scientific_journal-12048	145	13	of	of	ADP
american_scientific_journal-12048	145	14	semantically	semantically	ADV
american_scientific_journal-12048	145	15	close	close	ADJ
american_scientific_journal-12048	145	16	examples	example	NOUN
american_scientific_journal-12048	145	17	within	within	ADP
american_scientific_journal-12048	145	18	the	the	DET
american_scientific_journal-12048	145	19	dataset	dataset	NOUN
american_scientific_journal-12048	145	20	.	.	PUNCT
american_scientific_journal-12048	146	1	the	the	DET
american_scientific_journal-12048	146	2	analysis	analysis	NOUN
american_scientific_journal-12048	146	3	of	of	ADP
american_scientific_journal-12048	146	4	prompt	prompt	ADJ
american_scientific_journal-12048	146	5	structure	structure	NOUN
american_scientific_journal-12048	146	6	revealed	reveal	VERB
american_scientific_journal-12048	146	7	another	another	DET
american_scientific_journal-12048	146	8	practical	practical	ADJ
american_scientific_journal-12048	146	9	design	design	NOUN
american_scientific_journal-12048	146	10	factor	factor	NOUN
american_scientific_journal-12048	146	11	–	–	PUNCT
american_scientific_journal-12048	146	12	ordering	ordering	NOUN
american_scientific_journal-12048	146	13	.	.	PUNCT
american_scientific_journal-12048	147	1	demonstrations	demonstration	NOUN
american_scientific_journal-12048	147	2	arranged	arrange	VERB
american_scientific_journal-12048	147	3	from	from	ADP
american_scientific_journal-12048	147	4	least	least	ADJ
american_scientific_journal-12048	147	5	to	to	ADP
american_scientific_journal-12048	147	6	most	most	ADV
american_scientific_journal-12048	147	7	similar	similar	ADJ
american_scientific_journal-12048	147	8	consistently	consistently	ADV
american_scientific_journal-12048	147	9	outperformed	outperform	VERB
american_scientific_journal-12048	147	10	the	the	DET
american_scientific_journal-12048	147	11	reverse	reverse	NOUN
american_scientific_journal-12048	147	12	,	,	PUNCT
american_scientific_journal-12048	147	13	corroborating	corroborate	VERB
american_scientific_journal-12048	147	14	the	the	DET
american_scientific_journal-12048	147	15	findings	finding	NOUN
american_scientific_journal-12048	147	16	of	of	ADP
american_scientific_journal-12048	147	17	lu	lu	PROPN
american_scientific_journal-12048	147	18	and	and	CCONJ
american_scientific_journal-12048	147	19	his	his	PRON
american_scientific_journal-12048	147	20	colleagues	colleague	NOUN
american_scientific_journal-12048	147	21	[	[	X
american_scientific_journal-12048	147	22	12	12	NUM
american_scientific_journal-12048	147	23	]	]	PUNCT
american_scientific_journal-12048	147	24	and	and	CCONJ
american_scientific_journal-12048	147	25	zhao	zhao	PROPN
american_scientific_journal-12048	147	26	and	and	CCONJ
american_scientific_journal-12048	147	27	his	his	PRON
american_scientific_journal-12048	147	28	colleagues	colleague	NOUN
american_scientific_journal-12048	147	29	[	[	X
american_scientific_journal-12048	147	30	13	13	NUM
american_scientific_journal-12048	147	31	]	]	PUNCT
american_scientific_journal-12048	147	32	regarding	regard	VERB
american_scientific_journal-12048	147	33	the	the	DET
american_scientific_journal-12048	147	34	importance	importance	NOUN
american_scientific_journal-12048	147	35	figure	figure	NOUN
american_scientific_journal-12048	147	36	3	3	NUM
american_scientific_journal-12048	147	37	:	:	PUNCT
american_scientific_journal-12048	147	38	adding	add	VERB
american_scientific_journal-12048	147	39	reasoning	reasoning	NOUN
american_scientific_journal-12048	147	40	led	lead	VERB
american_scientific_journal-12048	147	41	gpt-4o	gpt-4o	PROPN
american_scientific_journal-12048	147	42	to	to	PART
american_scientific_journal-12048	147	43	produce	produce	VERB
american_scientific_journal-12048	147	44	more	more	ADJ
american_scientific_journal-12048	147	45	‘	'	PUNCT
american_scientific_journal-12048	147	46	business	business	NOUN
american_scientific_journal-12048	147	47	’	'	PUNCT
american_scientific_journal-12048	147	48	predictions	prediction	NOUN
american_scientific_journal-12048	147	49	on	on	ADP
american_scientific_journal-12048	147	50	the	the	DET
american_scientific_journal-12048	147	51	ag	ag	PROPN
american_scientific_journal-12048	147	52	news	news	PROPN
american_scientific_journal-12048	147	53	dataset	dataset	VERB
american_scientific_journal-12048	147	54	american	american	ADJ
american_scientific_journal-12048	147	55	academic	academic	PROPN
american_scientific_journal-12048	147	56	scientific	scientific	ADJ
american_scientific_journal-12048	147	57	research	research	NOUN
american_scientific_journal-12048	147	58	journal	journal	NOUN
american_scientific_journal-12048	147	59	for	for	ADP
american_scientific_journal-12048	147	60	engineering	engineering	NOUN
american_scientific_journal-12048	147	61	,	,	PUNCT
american_scientific_journal-12048	147	62	technology	technology	NOUN
american_scientific_journal-12048	147	63	,	,	PUNCT
american_scientific_journal-12048	147	64	and	and	CCONJ
american_scientific_journal-12048	147	65	sciences	science	NOUN
american_scientific_journal-12048	147	66	(	(	PUNCT
american_scientific_journal-12048	147	67	asrjets	asrjet	NOUN
american_scientific_journal-12048	147	68	)	)	PUNCT
american_scientific_journal-12048	147	69	volume	volume	NOUN
american_scientific_journal-12048	147	70	103	103	NUM
american_scientific_journal-12048	147	71	,	,	PUNCT
american_scientific_journal-12048	147	72	no	no	DET
american_scientific_journal-12048	147	73	1	1	NUM
american_scientific_journal-12048	147	74	,	,	PUNCT
american_scientific_journal-12048	147	75	pp	pp	ADV
american_scientific_journal-12048	147	76	178	178	NUM
american_scientific_journal-12048	147	77	-	-	SYM
american_scientific_journal-12048	147	78	194	194	NUM
american_scientific_journal-12048	147	79	187	187	NUM
american_scientific_journal-12048	147	80	of	of	ADP
american_scientific_journal-12048	147	81	the	the	DET
american_scientific_journal-12048	147	82	right	right	ADJ
american_scientific_journal-12048	147	83	sample	sample	NOUN
american_scientific_journal-12048	147	84	order	order	NOUN
american_scientific_journal-12048	147	85	in	in	ADP
american_scientific_journal-12048	147	86	in	in	ADP
american_scientific_journal-12048	147	87	-	-	PUNCT
american_scientific_journal-12048	147	88	context	context	NOUN
american_scientific_journal-12048	147	89	learning	learning	NOUN
american_scientific_journal-12048	147	90	.	.	PUNCT
american_scientific_journal-12048	148	1	this	this	PRON
american_scientific_journal-12048	148	2	suggests	suggest	VERB
american_scientific_journal-12048	148	3	that	that	SCONJ
american_scientific_journal-12048	148	4	llms	llm	NOUN
american_scientific_journal-12048	148	5	,	,	PUNCT
american_scientific_journal-12048	148	6	when	when	SCONJ
american_scientific_journal-12048	148	7	reading	read	VERB
american_scientific_journal-12048	148	8	prompts	prompt	NOUN
american_scientific_journal-12048	148	9	sequentially	sequentially	ADV
american_scientific_journal-12048	148	10	,	,	PUNCT
american_scientific_journal-12048	148	11	assign	assign	VERB
american_scientific_journal-12048	148	12	more	more	ADJ
american_scientific_journal-12048	148	13	weight	weight	NOUN
american_scientific_journal-12048	148	14	to	to	ADP
american_scientific_journal-12048	148	15	later	later	ADJ
american_scientific_journal-12048	148	16	examples	example	NOUN
american_scientific_journal-12048	148	17	,	,	PUNCT
american_scientific_journal-12048	148	18	effectively	effectively	ADV
american_scientific_journal-12048	148	19	treating	treat	VERB
american_scientific_journal-12048	148	20	them	they	PRON
american_scientific_journal-12048	148	21	as	as	ADP
american_scientific_journal-12048	148	22	stronger	strong	ADJ
american_scientific_journal-12048	148	23	evidence	evidence	NOUN
american_scientific_journal-12048	148	24	for	for	ADP
american_scientific_journal-12048	148	25	label	label	NOUN
american_scientific_journal-12048	148	26	prediction	prediction	NOUN
american_scientific_journal-12048	148	27	.	.	PUNCT
american_scientific_journal-12048	149	1	thus	thus	ADV
american_scientific_journal-12048	149	2	,	,	PUNCT
american_scientific_journal-12048	149	3	even	even	ADV
american_scientific_journal-12048	149	4	simple	simple	ADJ
american_scientific_journal-12048	149	5	manipulations	manipulation	NOUN
american_scientific_journal-12048	149	6	in	in	ADP
american_scientific_journal-12048	149	7	example	example	NOUN
american_scientific_journal-12048	149	8	sequencing	sequencing	NOUN
american_scientific_journal-12048	149	9	can	can	AUX
american_scientific_journal-12048	149	10	translate	translate	VERB
american_scientific_journal-12048	149	11	into	into	ADP
american_scientific_journal-12048	149	12	measurable	measurable	ADJ
american_scientific_journal-12048	149	13	performance	performance	NOUN
american_scientific_journal-12048	149	14	gains	gain	NOUN
american_scientific_journal-12048	149	15	,	,	PUNCT
american_scientific_journal-12048	149	16	offering	offer	VERB
american_scientific_journal-12048	149	17	lowcost	lowcost	PROPN
american_scientific_journal-12048	149	18	optimization	optimization	NOUN
american_scientific_journal-12048	149	19	technique	technique	NOUN
american_scientific_journal-12048	149	20	for	for	ADP
american_scientific_journal-12048	149	21	practitioners	practitioner	NOUN
american_scientific_journal-12048	149	22	.	.	PUNCT
american_scientific_journal-12048	150	1	however	however	ADV
american_scientific_journal-12048	150	2	,	,	PUNCT
american_scientific_journal-12048	150	3	this	this	DET
american_scientific_journal-12048	150	4	effect	effect	NOUN
american_scientific_journal-12048	150	5	assumes	assume	VERB
american_scientific_journal-12048	150	6	that	that	SCONJ
american_scientific_journal-12048	150	7	the	the	DET
american_scientific_journal-12048	150	8	few	few	ADJ
american_scientific_journal-12048	150	9	-	-	PUNCT
american_scientific_journal-12048	150	10	shot	shot	NOUN
american_scientific_journal-12048	150	11	examples	example	NOUN
american_scientific_journal-12048	150	12	themselves	themselves	PRON
american_scientific_journal-12048	150	13	are	be	AUX
american_scientific_journal-12048	150	14	of	of	ADP
american_scientific_journal-12048	150	15	high	high	ADJ
american_scientific_journal-12048	150	16	semantic	semantic	ADJ
american_scientific_journal-12048	150	17	quality	quality	NOUN
american_scientific_journal-12048	150	18	and	and	CCONJ
american_scientific_journal-12048	150	19	correctly	correctly	ADV
american_scientific_journal-12048	150	20	labeled	label	VERB
american_scientific_journal-12048	150	21	.	.	PUNCT
american_scientific_journal-12048	151	1	poor	poor	ADJ
american_scientific_journal-12048	151	2	or	or	CCONJ
american_scientific_journal-12048	151	3	noisy	noisy	ADJ
american_scientific_journal-12048	151	4	demonstrations	demonstration	NOUN
american_scientific_journal-12048	151	5	would	would	AUX
american_scientific_journal-12048	151	6	be	be	AUX
american_scientific_journal-12048	151	7	equally	equally	ADV
american_scientific_journal-12048	151	8	amplified	amplify	VERB
american_scientific_journal-12048	151	9	by	by	ADP
american_scientific_journal-12048	151	10	ordering	order	VERB
american_scientific_journal-12048	151	11	,	,	PUNCT
american_scientific_journal-12048	151	12	potentially	potentially	ADV
american_scientific_journal-12048	151	13	degrading	degrade	VERB
american_scientific_journal-12048	151	14	rather	rather	ADV
american_scientific_journal-12048	151	15	than	than	ADP
american_scientific_journal-12048	151	16	improving	improve	VERB
american_scientific_journal-12048	151	17	performance	performance	NOUN
american_scientific_journal-12048	151	18	.	.	PUNCT
american_scientific_journal-12048	152	1	conversely	conversely	ADV
american_scientific_journal-12048	152	2	,	,	PUNCT
american_scientific_journal-12048	152	3	the	the	DET
american_scientific_journal-12048	152	4	chain	chain	NOUN
american_scientific_journal-12048	152	5	-	-	PUNCT
american_scientific_journal-12048	152	6	of	of	ADP
american_scientific_journal-12048	152	7	-	-	PUNCT
american_scientific_journal-12048	152	8	thought	thought	NOUN
american_scientific_journal-12048	152	9	(	(	PUNCT
american_scientific_journal-12048	152	10	cot	cot	NOUN
american_scientific_journal-12048	152	11	)	)	PUNCT
american_scientific_journal-12048	152	12	prompting	prompt	VERB
american_scientific_journal-12048	152	13	strategy	strategy	NOUN
american_scientific_journal-12048	152	14	reduced	reduce	VERB
american_scientific_journal-12048	152	15	accuracy	accuracy	NOUN
american_scientific_journal-12048	152	16	across	across	ADP
american_scientific_journal-12048	152	17	all	all	DET
american_scientific_journal-12048	152	18	the	the	DET
american_scientific_journal-12048	152	19	considered	consider	VERB
american_scientific_journal-12048	152	20	datasets	dataset	NOUN
american_scientific_journal-12048	152	21	and	and	CCONJ
american_scientific_journal-12048	152	22	models	model	NOUN
american_scientific_journal-12048	152	23	.	.	PUNCT
american_scientific_journal-12048	153	1	this	this	DET
american_scientific_journal-12048	153	2	result	result	NOUN
american_scientific_journal-12048	153	3	underscores	underscore	VERB
american_scientific_journal-12048	153	4	that	that	SCONJ
american_scientific_journal-12048	153	5	reasoning	reasoning	NOUN
american_scientific_journal-12048	153	6	-	-	PUNCT
american_scientific_journal-12048	153	7	based	base	VERB
american_scientific_journal-12048	153	8	prompting	prompting	NOUN
american_scientific_journal-12048	153	9	,	,	PUNCT
american_scientific_journal-12048	153	10	though	though	SCONJ
american_scientific_journal-12048	153	11	effective	effective	ADJ
american_scientific_journal-12048	153	12	for	for	ADP
american_scientific_journal-12048	153	13	tasks	task	NOUN
american_scientific_journal-12048	153	14	requiring	require	VERB
american_scientific_journal-12048	153	15	explicit	explicit	ADJ
american_scientific_journal-12048	153	16	logical	logical	ADJ
american_scientific_journal-12048	153	17	inference	inference	NOUN
american_scientific_journal-12048	153	18	or	or	CCONJ
american_scientific_journal-12048	153	19	multi	multi	ADJ
american_scientific_journal-12048	153	20	-	-	ADJ
american_scientific_journal-12048	153	21	step	step	ADJ
american_scientific_journal-12048	153	22	problem	problem	NOUN
american_scientific_journal-12048	153	23	solving	solve	VERB
american_scientific_journal-12048	153	24	[	[	X
american_scientific_journal-12048	153	25	14,15	14,15	NUM
american_scientific_journal-12048	153	26	]	]	PUNCT
american_scientific_journal-12048	153	27	,	,	PUNCT
american_scientific_journal-12048	153	28	may	may	AUX
american_scientific_journal-12048	153	29	be	be	AUX
american_scientific_journal-12048	153	30	counterproductive	counterproductive	ADJ
american_scientific_journal-12048	153	31	in	in	ADP
american_scientific_journal-12048	153	32	the	the	DET
american_scientific_journal-12048	153	33	classification	classification	NOUN
american_scientific_journal-12048	153	34	context	context	NOUN
american_scientific_journal-12048	153	35	that	that	PRON
american_scientific_journal-12048	153	36	is	be	AUX
american_scientific_journal-12048	153	37	driven	drive	VERB
american_scientific_journal-12048	153	38	by	by	ADP
american_scientific_journal-12048	153	39	pattern	pattern	NOUN
american_scientific_journal-12048	153	40	recognition	recognition	NOUN
american_scientific_journal-12048	153	41	rather	rather	ADV
american_scientific_journal-12048	153	42	than	than	ADP
american_scientific_journal-12048	153	43	reasoning	reason	VERB
american_scientific_journal-12048	153	44	.	.	PUNCT
american_scientific_journal-12048	154	1	the	the	DET
american_scientific_journal-12048	154	2	llms	llm	NOUN
american_scientific_journal-12048	154	3	’	'	PUNCT
american_scientific_journal-12048	154	4	rationales	rationale	NOUN
american_scientific_journal-12048	154	5	,	,	PUNCT
american_scientific_journal-12048	154	6	although	although	SCONJ
american_scientific_journal-12048	154	7	sound	sound	ADJ
american_scientific_journal-12048	154	8	,	,	PUNCT
american_scientific_journal-12048	154	9	often	often	ADV
american_scientific_journal-12048	154	10	diverged	diverge	VERB
american_scientific_journal-12048	154	11	from	from	ADP
american_scientific_journal-12048	154	12	dataset	dataset	NOUN
american_scientific_journal-12048	154	13	-	-	PUNCT
american_scientific_journal-12048	154	14	specific	specific	ADJ
american_scientific_journal-12048	154	15	annotation	annotation	NOUN
american_scientific_journal-12048	154	16	logic	logic	NOUN
american_scientific_journal-12048	154	17	,	,	PUNCT
american_scientific_journal-12048	154	18	moving	move	VERB
american_scientific_journal-12048	154	19	the	the	DET
american_scientific_journal-12048	154	20	model	model	NOUN
american_scientific_journal-12048	154	21	further	far	ADV
american_scientific_journal-12048	154	22	away	away	ADV
american_scientific_journal-12048	154	23	from	from	ADP
american_scientific_journal-12048	154	24	rather	rather	ADV
american_scientific_journal-12048	154	25	than	than	ADP
american_scientific_journal-12048	154	26	closer	close	ADJ
american_scientific_journal-12048	154	27	to	to	ADP
american_scientific_journal-12048	154	28	the	the	DET
american_scientific_journal-12048	154	29	desired	desire	VERB
american_scientific_journal-12048	154	30	label	label	NOUN
american_scientific_journal-12048	154	31	.	.	PUNCT
american_scientific_journal-12048	155	1	all	all	PRON
american_scientific_journal-12048	155	2	in	in	ADP
american_scientific_journal-12048	155	3	all	all	PRON
american_scientific_journal-12048	155	4	,	,	PUNCT
american_scientific_journal-12048	155	5	this	this	DET
american_scientific_journal-12048	155	6	study	study	NOUN
american_scientific_journal-12048	155	7	addressed	address	VERB
american_scientific_journal-12048	155	8	a	a	DET
american_scientific_journal-12048	155	9	well	well	ADV
american_scientific_journal-12048	155	10	-	-	PUNCT
american_scientific_journal-12048	155	11	documented	document	VERB
american_scientific_journal-12048	155	12	limitation	limitation	NOUN
american_scientific_journal-12048	155	13	of	of	ADP
american_scientific_journal-12048	155	14	llms	llm	NOUN
american_scientific_journal-12048	155	15	–	–	PUNCT
american_scientific_journal-12048	155	16	their	their	PRON
american_scientific_journal-12048	155	17	underperformance	underperformance	NOUN
american_scientific_journal-12048	155	18	in	in	ADP
american_scientific_journal-12048	155	19	zero	zero	NUM
american_scientific_journal-12048	155	20	-	-	PUNCT
american_scientific_journal-12048	155	21	shot	shot	NOUN
american_scientific_journal-12048	155	22	classification	classification	NOUN
american_scientific_journal-12048	155	23	compared	compare	VERB
american_scientific_journal-12048	155	24	to	to	ADP
american_scientific_journal-12048	155	25	smaller	small	ADJ
american_scientific_journal-12048	155	26	fine	fine	ADV
american_scientific_journal-12048	155	27	-	-	PUNCT
american_scientific_journal-12048	155	28	tuned	tune	VERB
american_scientific_journal-12048	155	29	encoders	encoder	NOUN
american_scientific_journal-12048	155	30	–	–	PUNCT
american_scientific_journal-12048	155	31	by	by	ADP
american_scientific_journal-12048	155	32	integrating	integrate	VERB
american_scientific_journal-12048	155	33	known	know	VERB
american_scientific_journal-12048	155	34	inference	inference	NOUN
american_scientific_journal-12048	155	35	-	-	PUNCT
american_scientific_journal-12048	155	36	time	time	NOUN
american_scientific_journal-12048	155	37	techniques	technique	NOUN
american_scientific_journal-12048	155	38	that	that	PRON
american_scientific_journal-12048	155	39	have	have	AUX
american_scientific_journal-12048	155	40	individually	individually	ADV
american_scientific_journal-12048	155	41	shown	show	VERB
american_scientific_journal-12048	155	42	promise	promise	NOUN
american_scientific_journal-12048	155	43	for	for	ADP
american_scientific_journal-12048	155	44	improving	improve	VERB
american_scientific_journal-12048	155	45	llm	llm	PROPN
american_scientific_journal-12048	155	46	accuracy	accuracy	NOUN
american_scientific_journal-12048	155	47	.	.	PUNCT
american_scientific_journal-12048	156	1	by	by	ADP
american_scientific_journal-12048	156	2	systematically	systematically	ADV
american_scientific_journal-12048	156	3	combining	combine	VERB
american_scientific_journal-12048	156	4	these	these	DET
american_scientific_journal-12048	156	5	techniques	technique	NOUN
american_scientific_journal-12048	156	6	and	and	CCONJ
american_scientific_journal-12048	156	7	testing	test	VERB
american_scientific_journal-12048	156	8	them	they	PRON
american_scientific_journal-12048	156	9	on	on	ADP
american_scientific_journal-12048	156	10	both	both	PRON
american_scientific_journal-12048	156	11	coarseand	coarseand	NOUN
american_scientific_journal-12048	156	12	fine	fine	ADV
american_scientific_journal-12048	156	13	-	-	PUNCT
american_scientific_journal-12048	156	14	grained	grain	VERB
american_scientific_journal-12048	156	15	tasks	task	NOUN
american_scientific_journal-12048	156	16	,	,	PUNCT
american_scientific_journal-12048	156	17	we	we	PRON
american_scientific_journal-12048	156	18	demonstrated	demonstrate	VERB
american_scientific_journal-12048	156	19	that	that	SCONJ
american_scientific_journal-12048	156	20	the	the	DET
american_scientific_journal-12048	156	21	long	long	ADV
american_scientific_journal-12048	156	22	-	-	PUNCT
american_scientific_journal-12048	156	23	standing	stand	VERB
american_scientific_journal-12048	156	24	performance	performance	NOUN
american_scientific_journal-12048	156	25	gap	gap	NOUN
american_scientific_journal-12048	156	26	can	can	AUX
american_scientific_journal-12048	156	27	be	be	AUX
american_scientific_journal-12048	156	28	largely	largely	ADV
american_scientific_journal-12048	156	29	resolved	resolve	VERB
american_scientific_journal-12048	156	30	through	through	ADP
american_scientific_journal-12048	156	31	careful	careful	ADJ
american_scientific_journal-12048	156	32	prompt	prompt	ADJ
american_scientific_journal-12048	156	33	design	design	NOUN
american_scientific_journal-12048	156	34	and	and	CCONJ
american_scientific_journal-12048	156	35	examples	example	NOUN
american_scientific_journal-12048	156	36	selection	selection	NOUN
american_scientific_journal-12048	156	37	rather	rather	ADV
american_scientific_journal-12048	156	38	than	than	ADP
american_scientific_journal-12048	156	39	model	model	NOUN
american_scientific_journal-12048	156	40	retraining	retraining	NOUN
american_scientific_journal-12048	156	41	.	.	PUNCT
american_scientific_journal-12048	157	1	specifically	specifically	ADV
american_scientific_journal-12048	157	2	,	,	PUNCT
american_scientific_journal-12048	157	3	(	(	PUNCT
american_scientific_journal-12048	157	4	1	1	X
american_scientific_journal-12048	157	5	)	)	PUNCT
american_scientific_journal-12048	157	6	retrieval	retrieval	NOUN
american_scientific_journal-12048	157	7	-	-	PUNCT
american_scientific_journal-12048	157	8	augmented	augment	VERB
american_scientific_journal-12048	157	9	prompting	prompting	NOUN
american_scientific_journal-12048	157	10	reaffirmed	reaffirm	VERB
american_scientific_journal-12048	157	11	its	its	PRON
american_scientific_journal-12048	157	12	value	value	NOUN
american_scientific_journal-12048	157	13	as	as	ADP
american_scientific_journal-12048	157	14	a	a	DET
american_scientific_journal-12048	157	15	strong	strong	ADJ
american_scientific_journal-12048	157	16	training	training	NOUN
american_scientific_journal-12048	157	17	-	-	PUNCT
american_scientific_journal-12048	157	18	free	free	ADJ
american_scientific_journal-12048	157	19	alternative	alternative	NOUN
american_scientific_journal-12048	157	20	to	to	ADP
american_scientific_journal-12048	157	21	finetuning	finetune	VERB
american_scientific_journal-12048	157	22	,	,	PUNCT
american_scientific_journal-12048	157	23	while	while	SCONJ
american_scientific_journal-12048	157	24	highlighting	highlight	VERB
american_scientific_journal-12048	157	25	that	that	SCONJ
american_scientific_journal-12048	157	26	performance	performance	NOUN
american_scientific_journal-12048	157	27	gains	gain	NOUN
american_scientific_journal-12048	157	28	depend	depend	VERB
american_scientific_journal-12048	157	29	critically	critically	ADV
american_scientific_journal-12048	157	30	on	on	ADP
american_scientific_journal-12048	157	31	the	the	DET
american_scientific_journal-12048	157	32	semantic	semantic	ADJ
american_scientific_journal-12048	157	33	similarity	similarity	NOUN
american_scientific_journal-12048	157	34	between	between	ADP
american_scientific_journal-12048	157	35	retrieved	retrieve	VERB
american_scientific_journal-12048	157	36	examples	example	NOUN
american_scientific_journal-12048	157	37	and	and	CCONJ
american_scientific_journal-12048	157	38	the	the	DET
american_scientific_journal-12048	157	39	text	text	NOUN
american_scientific_journal-12048	157	40	being	be	AUX
american_scientific_journal-12048	157	41	classified	classify	VERB
american_scientific_journal-12048	157	42	;	;	PUNCT
american_scientific_journal-12048	157	43	(	(	PUNCT
american_scientific_journal-12048	157	44	2	2	X
american_scientific_journal-12048	157	45	)	)	PUNCT
american_scientific_journal-12048	157	46	the	the	DET
american_scientific_journal-12048	157	47	ordering	ordering	NOUN
american_scientific_journal-12048	157	48	of	of	ADP
american_scientific_journal-12048	157	49	examples	example	NOUN
american_scientific_journal-12048	157	50	proved	prove	VERB
american_scientific_journal-12048	157	51	to	to	PART
american_scientific_journal-12048	157	52	be	be	AUX
american_scientific_journal-12048	157	53	a	a	DET
american_scientific_journal-12048	157	54	deciding	decide	VERB
american_scientific_journal-12048	157	55	factor	factor	NOUN
american_scientific_journal-12048	157	56	,	,	PUNCT
american_scientific_journal-12048	157	57	corroborating	corroborate	VERB
american_scientific_journal-12048	157	58	earlier	early	ADJ
american_scientific_journal-12048	157	59	observation	observation	NOUN
american_scientific_journal-12048	157	60	of	of	ADP
american_scientific_journal-12048	157	61	demonstration	demonstration	NOUN
american_scientific_journal-12048	157	62	-	-	PUNCT
american_scientific_journal-12048	157	63	order	order	NOUN
american_scientific_journal-12048	157	64	sensitivity	sensitivity	NOUN
american_scientific_journal-12048	157	65	while	while	SCONJ
american_scientific_journal-12048	157	66	offering	offer	VERB
american_scientific_journal-12048	157	67	clearer	clear	ADJ
american_scientific_journal-12048	157	68	guidance	guidance	NOUN
american_scientific_journal-12048	157	69	on	on	ADP
american_scientific_journal-12048	157	70	how	how	SCONJ
american_scientific_journal-12048	157	71	recency	recency	NOUN
american_scientific_journal-12048	157	72	bias	bias	NOUN
american_scientific_journal-12048	157	73	can	can	AUX
american_scientific_journal-12048	157	74	be	be	AUX
american_scientific_journal-12048	157	75	leveraged	leverage	VERB
american_scientific_journal-12048	157	76	in	in	ADP
american_scientific_journal-12048	157	77	practice	practice	NOUN
american_scientific_journal-12048	157	78	;	;	PUNCT
american_scientific_journal-12048	157	79	and	and	CCONJ
american_scientific_journal-12048	157	80	(	(	PUNCT
american_scientific_journal-12048	157	81	3	3	X
american_scientific_journal-12048	157	82	)	)	PUNCT
american_scientific_journal-12048	157	83	reasoning	reasoning	NOUN
american_scientific_journal-12048	157	84	-	-	PUNCT
american_scientific_journal-12048	157	85	based	base	VERB
american_scientific_journal-12048	157	86	prompting	prompting	NOUN
american_scientific_journal-12048	157	87	,	,	PUNCT
american_scientific_journal-12048	157	88	though	though	SCONJ
american_scientific_journal-12048	157	89	widely	widely	ADV
american_scientific_journal-12048	157	90	celebrated	celebrate	VERB
american_scientific_journal-12048	157	91	,	,	PUNCT
american_scientific_journal-12048	157	92	was	be	AUX
american_scientific_journal-12048	157	93	shown	show	VERB
american_scientific_journal-12048	157	94	to	to	PART
american_scientific_journal-12048	157	95	be	be	AUX
american_scientific_journal-12048	157	96	taskdependent	taskdependent	NOUN
american_scientific_journal-12048	157	97	and	and	CCONJ
american_scientific_journal-12048	157	98	potentially	potentially	ADV
american_scientific_journal-12048	157	99	detrimental	detrimental	ADJ
american_scientific_journal-12048	157	100	when	when	SCONJ
american_scientific_journal-12048	157	101	label	label	NOUN
american_scientific_journal-12048	157	102	definitions	definition	NOUN
american_scientific_journal-12048	157	103	are	be	AUX
american_scientific_journal-12048	157	104	not	not	PART
american_scientific_journal-12048	157	105	reasoning	reasoning	NOUN
american_scientific_journal-12048	157	106	-	-	PUNCT
american_scientific_journal-12048	157	107	driven	drive	VERB
american_scientific_journal-12048	157	108	.	.	PUNCT
american_scientific_journal-12048	158	1	collectively	collectively	ADV
american_scientific_journal-12048	158	2	,	,	PUNCT
american_scientific_journal-12048	158	3	these	these	DET
american_scientific_journal-12048	158	4	findings	finding	NOUN
american_scientific_journal-12048	158	5	illustrate	illustrate	VERB
american_scientific_journal-12048	158	6	that	that	SCONJ
american_scientific_journal-12048	158	7	the	the	DET
american_scientific_journal-12048	158	8	persistent	persistent	ADJ
american_scientific_journal-12048	158	9	zero	zero	NUM
american_scientific_journal-12048	158	10	-	-	PUNCT
american_scientific_journal-12048	158	11	shot	shot	NOUN
american_scientific_journal-12048	158	12	gap	gap	NOUN
american_scientific_journal-12048	158	13	can	can	AUX
american_scientific_journal-12048	158	14	be	be	AUX
american_scientific_journal-12048	158	15	mitigated	mitigate	VERB
american_scientific_journal-12048	158	16	through	through	ADP
american_scientific_journal-12048	158	17	strategic	strategic	ADJ
american_scientific_journal-12048	158	18	prompt	prompt	ADJ
american_scientific_journal-12048	158	19	engineering	engineering	NOUN
american_scientific_journal-12048	158	20	,	,	PUNCT
american_scientific_journal-12048	158	21	combining	combine	VERB
american_scientific_journal-12048	158	22	retrieval	retrieval	NOUN
american_scientific_journal-12048	158	23	,	,	PUNCT
american_scientific_journal-12048	158	24	example	example	NOUN
american_scientific_journal-12048	158	25	ordering	ordering	NOUN
american_scientific_journal-12048	158	26	,	,	PUNCT
american_scientific_journal-12048	158	27	and	and	CCONJ
american_scientific_journal-12048	158	28	task	task	NOUN
american_scientific_journal-12048	158	29	-	-	PUNCT
american_scientific_journal-12048	158	30	aware	aware	ADJ
american_scientific_journal-12048	158	31	reasoning	reasoning	NOUN
american_scientific_journal-12048	158	32	choices	choice	NOUN
american_scientific_journal-12048	158	33	into	into	ADP
american_scientific_journal-12048	158	34	a	a	DET
american_scientific_journal-12048	158	35	coherent	coherent	ADJ
american_scientific_journal-12048	158	36	,	,	PUNCT
american_scientific_journal-12048	158	37	practical	practical	ADJ
american_scientific_journal-12048	158	38	framework	framework	NOUN
american_scientific_journal-12048	158	39	for	for	ADP
american_scientific_journal-12048	158	40	text	text	NOUN
american_scientific_journal-12048	158	41	classification	classification	NOUN
american_scientific_journal-12048	158	42	with	with	ADP
american_scientific_journal-12048	158	43	modern	modern	ADJ
american_scientific_journal-12048	158	44	llms.practically	llms.practically	PROPN
american_scientific_journal-12048	158	45	,	,	PUNCT
american_scientific_journal-12048	158	46	the	the	DET
american_scientific_journal-12048	158	47	significance	significance	NOUN
american_scientific_journal-12048	158	48	of	of	ADP
american_scientific_journal-12048	158	49	the	the	DET
american_scientific_journal-12048	158	50	study	study	NOUN
american_scientific_journal-12048	158	51	is	be	AUX
american_scientific_journal-12048	158	52	twofold	twofold	ADJ
american_scientific_journal-12048	158	53	.	.	PUNCT
american_scientific_journal-12048	159	1	first	first	ADV
american_scientific_journal-12048	159	2	,	,	PUNCT
american_scientific_journal-12048	159	3	organizations	organization	NOUN
american_scientific_journal-12048	159	4	with	with	ADP
american_scientific_journal-12048	159	5	limited	limit	VERB
american_scientific_journal-12048	159	6	labeling	labeling	NOUN
american_scientific_journal-12048	159	7	budgets	budget	NOUN
american_scientific_journal-12048	159	8	can	can	AUX
american_scientific_journal-12048	159	9	now	now	ADV
american_scientific_journal-12048	159	10	feel	feel	VERB
american_scientific_journal-12048	159	11	confident	confident	ADJ
american_scientific_journal-12048	159	12	pursuing	pursue	VERB
american_scientific_journal-12048	159	13	text	text	NOUN
american_scientific_journal-12048	159	14	classification	classification	NOUN
american_scientific_journal-12048	159	15	use	use	NOUN
american_scientific_journal-12048	159	16	cases	case	NOUN
american_scientific_journal-12048	159	17	they	they	PRON
american_scientific_journal-12048	159	18	may	may	AUX
american_scientific_journal-12048	159	19	have	have	AUX
american_scientific_journal-12048	159	20	previously	previously	ADV
american_scientific_journal-12048	159	21	avoided	avoid	VERB
american_scientific_journal-12048	159	22	due	due	ADP
american_scientific_journal-12048	159	23	to	to	ADP
american_scientific_journal-12048	159	24	the	the	DET
american_scientific_journal-12048	159	25	prohibitive	prohibitive	ADJ
american_scientific_journal-12048	159	26	cost	cost	NOUN
american_scientific_journal-12048	159	27	of	of	ADP
american_scientific_journal-12048	159	28	data	datum	NOUN
american_scientific_journal-12048	159	29	annotation	annotation	NOUN
american_scientific_journal-12048	159	30	.	.	PUNCT
american_scientific_journal-12048	160	1	our	our	PRON
american_scientific_journal-12048	160	2	results	result	NOUN
american_scientific_journal-12048	160	3	showed	show	VERB
american_scientific_journal-12048	160	4	that	that	SCONJ
american_scientific_journal-12048	160	5	,	,	PUNCT
american_scientific_journal-12048	160	6	with	with	ADP
american_scientific_journal-12048	160	7	newer	new	ADJ
american_scientific_journal-12048	160	8	llms	llm	NOUN
american_scientific_journal-12048	160	9	and	and	CCONJ
american_scientific_journal-12048	160	10	thoughtful	thoughtful	ADJ
american_scientific_journal-12048	160	11	prompt	prompt	ADJ
american_scientific_journal-12048	160	12	design	design	NOUN
american_scientific_journal-12048	160	13	,	,	PUNCT
american_scientific_journal-12048	160	14	it	it	PRON
american_scientific_journal-12048	160	15	is	be	AUX
american_scientific_journal-12048	160	16	possible	possible	ADJ
american_scientific_journal-12048	160	17	to	to	PART
american_scientific_journal-12048	160	18	achieve	achieve	VERB
american_scientific_journal-12048	160	19	performance	performance	NOUN
american_scientific_journal-12048	160	20	comparable	comparable	ADJ
american_scientific_journal-12048	160	21	to	to	ADP
american_scientific_journal-12048	160	22	smaller	small	ADJ
american_scientific_journal-12048	160	23	fine	fine	ADJ
american_scientific_journal-12048	160	24	-	-	PUNCT
american_scientific_journal-12048	160	25	tuned	tune	VERB
american_scientific_journal-12048	160	26	models	model	NOUN
american_scientific_journal-12048	160	27	without	without	ADP
american_scientific_journal-12048	160	28	extensive	extensive	ADJ
american_scientific_journal-12048	160	29	labeled	label	VERB
american_scientific_journal-12048	160	30	data	datum	NOUN
american_scientific_journal-12048	160	31	.	.	PUNCT
american_scientific_journal-12048	161	1	second	second	ADJ
american_scientific_journal-12048	161	2	,	,	PUNCT
american_scientific_journal-12048	161	3	the	the	DET
american_scientific_journal-12048	161	4	study	study	NOUN
american_scientific_journal-12048	161	5	demonstrated	demonstrate	VERB
american_scientific_journal-12048	161	6	what	what	PRON
american_scientific_journal-12048	161	7	that	that	SCONJ
american_scientific_journal-12048	161	8	“	"	PUNCT
american_scientific_journal-12048	161	9	thoughtful	thoughtful	ADJ
american_scientific_journal-12048	161	10	”	"	PUNCT
american_scientific_journal-12048	161	11	design	design	NOUN
american_scientific_journal-12048	161	12	entails	entail	NOUN
american_scientific_journal-12048	161	13	in	in	ADP
american_scientific_journal-12048	161	14	practice	practice	NOUN
american_scientific_journal-12048	161	15	,	,	PUNCT
american_scientific_journal-12048	161	16	offering	offer	VERB
american_scientific_journal-12048	161	17	a	a	DET
american_scientific_journal-12048	161	18	clear	clear	ADJ
american_scientific_journal-12048	161	19	,	,	PUNCT
american_scientific_journal-12048	161	20	reproducible	reproducible	ADJ
american_scientific_journal-12048	161	21	recipe	recipe	NOUN
american_scientific_journal-12048	161	22	for	for	ADP
american_scientific_journal-12048	161	23	applied	applied	ADJ
american_scientific_journal-12048	161	24	practitioners	practitioner	NOUN
american_scientific_journal-12048	161	25	:	:	PUNCT
american_scientific_journal-12048	161	26	retrieve	retrieve	VERB
american_scientific_journal-12048	161	27	semantically	semantically	ADV
american_scientific_journal-12048	161	28	similar	similar	ADJ
american_scientific_journal-12048	161	29	examples	example	NOUN
american_scientific_journal-12048	161	30	,	,	PUNCT
american_scientific_journal-12048	161	31	order	order	VERB
american_scientific_journal-12048	161	32	them	they	PRON
american_scientific_journal-12048	161	33	from	from	ADP
american_scientific_journal-12048	161	34	least	least	ADJ
american_scientific_journal-12048	161	35	to	to	ADP
american_scientific_journal-12048	161	36	most	most	ADV
american_scientific_journal-12048	161	37	similar	similar	ADJ
american_scientific_journal-12048	161	38	to	to	ADP
american_scientific_journal-12048	161	39	the	the	DET
american_scientific_journal-12048	161	40	query	query	NOUN
american_scientific_journal-12048	161	41	,	,	PUNCT
american_scientific_journal-12048	161	42	and	and	CCONJ
american_scientific_journal-12048	161	43	avoid	avoid	VERB
american_scientific_journal-12048	161	44	cot	cot	NOUN
american_scientific_journal-12048	161	45	prompting	prompt	VERB
american_scientific_journal-12048	161	46	.	.	PUNCT
american_scientific_journal-12048	162	1	this	this	DET
american_scientific_journal-12048	162	2	combination	combination	NOUN
american_scientific_journal-12048	162	3	of	of	ADP
american_scientific_journal-12048	162	4	design	design	NOUN
american_scientific_journal-12048	162	5	choices	choice	NOUN
american_scientific_journal-12048	162	6	provides	provide	VERB
american_scientific_journal-12048	162	7	a	a	DET
american_scientific_journal-12048	162	8	low	low	ADJ
american_scientific_journal-12048	162	9	-	-	PUNCT
american_scientific_journal-12048	162	10	cost	cost	NOUN
american_scientific_journal-12048	162	11	pathway	pathway	NOUN
american_scientific_journal-12048	162	12	to	to	ADP
american_scientific_journal-12048	162	13	high	high	ADV
american_scientific_journal-12048	162	14	-	-	PUNCT
american_scientific_journal-12048	162	15	performing	perform	VERB
american_scientific_journal-12048	162	16	llm	llm	PROPN
american_scientific_journal-12048	162	17	classifiers	classifier	NOUN
american_scientific_journal-12048	162	18	that	that	PRON
american_scientific_journal-12048	162	19	approach	approach	VERB
american_scientific_journal-12048	162	20	fine	fine	ADV
american_scientific_journal-12048	162	21	-	-	PUNCT
american_scientific_journal-12048	162	22	tuned	tune	VERB
american_scientific_journal-12048	162	23	accuracy	accuracy	NOUN
american_scientific_journal-12048	162	24	without	without	ADP
american_scientific_journal-12048	162	25	additional	additional	ADJ
american_scientific_journal-12048	162	26	training	training	NOUN
american_scientific_journal-12048	162	27	.	.	PUNCT
american_scientific_journal-12048	163	1	4.2	4.2	NUM
american_scientific_journal-12048	163	2	.	.	PUNCT
american_scientific_journal-12048	163	3	limitations	limitation	NOUN
american_scientific_journal-12048	163	4	and	and	CCONJ
american_scientific_journal-12048	163	5	future	future	ADJ
american_scientific_journal-12048	163	6	work	work	NOUN
american_scientific_journal-12048	163	7	despite	despite	SCONJ
american_scientific_journal-12048	163	8	these	these	DET
american_scientific_journal-12048	163	9	promising	promising	ADJ
american_scientific_journal-12048	163	10	results	result	NOUN
american_scientific_journal-12048	163	11	,	,	PUNCT
american_scientific_journal-12048	163	12	several	several	ADJ
american_scientific_journal-12048	163	13	limitations	limitation	NOUN
american_scientific_journal-12048	163	14	of	of	ADP
american_scientific_journal-12048	163	15	the	the	DET
american_scientific_journal-12048	163	16	study	study	NOUN
american_scientific_journal-12048	163	17	should	should	AUX
american_scientific_journal-12048	163	18	be	be	AUX
american_scientific_journal-12048	163	19	acknowledged	acknowledge	VERB
american_scientific_journal-12048	163	20	.	.	PUNCT
american_scientific_journal-12048	164	1	first	first	ADV
american_scientific_journal-12048	164	2	,	,	PUNCT
american_scientific_journal-12048	164	3	both	both	PRON
american_scientific_journal-12048	164	4	datasets	dataset	NOUN
american_scientific_journal-12048	164	5	and	and	CCONJ
american_scientific_journal-12048	164	6	models	model	NOUN
american_scientific_journal-12048	164	7	were	be	AUX
american_scientific_journal-12048	164	8	limited	limit	VERB
american_scientific_journal-12048	164	9	in	in	ADP
american_scientific_journal-12048	164	10	scope	scope	NOUN
american_scientific_journal-12048	164	11	.	.	PUNCT
american_scientific_journal-12048	165	1	the	the	DET
american_scientific_journal-12048	165	2	experiments	experiment	NOUN
american_scientific_journal-12048	165	3	were	be	AUX
american_scientific_journal-12048	165	4	conducted	conduct	VERB
american_scientific_journal-12048	165	5	on	on	ADP
american_scientific_journal-12048	165	6	two	two	NUM
american_scientific_journal-12048	165	7	english	english	ADJ
american_scientific_journal-12048	165	8	-	-	PUNCT
american_scientific_journal-12048	165	9	language	language	NOUN
american_scientific_journal-12048	165	10	benchmarks	benchmark	NOUN
american_scientific_journal-12048	165	11	(	(	PUNCT
american_scientific_journal-12048	165	12	ag	ag	PROPN
american_scientific_journal-12048	165	13	news	news	NOUN
american_scientific_journal-12048	165	14	and	and	CCONJ
american_scientific_journal-12048	165	15	banking77	banking77	NOUN
american_scientific_journal-12048	165	16	)	)	PUNCT
american_scientific_journal-12048	165	17	that	that	PRON
american_scientific_journal-12048	165	18	capture	capture	VERB
american_scientific_journal-12048	165	19	coarseand	coarseand	NOUN
american_scientific_journal-12048	165	20	fine	fine	ADV
american_scientific_journal-12048	165	21	-	-	PUNCT
american_scientific_journal-12048	165	22	grained	grain	VERB
american_scientific_journal-12048	165	23	classification	classification	NOUN
american_scientific_journal-12048	165	24	.	.	PUNCT
american_scientific_journal-12048	166	1	while	while	SCONJ
american_scientific_journal-12048	166	2	the	the	DET
american_scientific_journal-12048	166	3	design	design	NOUN
american_scientific_journal-12048	166	4	offered	offer	VERB
american_scientific_journal-12048	166	5	a	a	DET
american_scientific_journal-12048	166	6	valuable	valuable	ADJ
american_scientific_journal-12048	166	7	contrast	contrast	NOUN
american_scientific_journal-12048	166	8	,	,	PUNCT
american_scientific_journal-12048	166	9	the	the	DET
american_scientific_journal-12048	166	10	findings	finding	NOUN
american_scientific_journal-12048	166	11	may	may	AUX
american_scientific_journal-12048	166	12	not	not	PART
american_scientific_journal-12048	166	13	fully	fully	ADV
american_scientific_journal-12048	166	14	generalize	generalize	VERB
american_scientific_journal-12048	166	15	to	to	ADP
american_scientific_journal-12048	166	16	other	other	ADJ
american_scientific_journal-12048	166	17	domains	domain	NOUN
american_scientific_journal-12048	166	18	or	or	CCONJ
american_scientific_journal-12048	166	19	languages	language	NOUN
american_scientific_journal-12048	166	20	.	.	PUNCT
american_scientific_journal-12048	167	1	likewise	likewise	ADV
american_scientific_journal-12048	167	2	,	,	PUNCT
american_scientific_journal-12048	167	3	the	the	DET
american_scientific_journal-12048	167	4	analysis	analysis	NOUN
american_scientific_journal-12048	167	5	focused	focus	VERB
american_scientific_journal-12048	167	6	on	on	ADP
american_scientific_journal-12048	167	7	american	american	ADJ
american_scientific_journal-12048	167	8	academic	academic	ADJ
american_scientific_journal-12048	167	9	scientific	scientific	ADJ
american_scientific_journal-12048	167	10	research	research	NOUN
american_scientific_journal-12048	167	11	journal	journal	NOUN
american_scientific_journal-12048	167	12	for	for	ADP
american_scientific_journal-12048	167	13	engineering	engineering	NOUN
american_scientific_journal-12048	167	14	,	,	PUNCT
american_scientific_journal-12048	167	15	technology	technology	NOUN
american_scientific_journal-12048	167	16	,	,	PUNCT
american_scientific_journal-12048	167	17	and	and	CCONJ
american_scientific_journal-12048	167	18	sciences	science	NOUN
american_scientific_journal-12048	167	19	(	(	PUNCT
american_scientific_journal-12048	167	20	asrjets	asrjet	NOUN
american_scientific_journal-12048	167	21	)	)	PUNCT
american_scientific_journal-12048	167	22	volume	volume	NOUN
american_scientific_journal-12048	167	23	103	103	NUM
american_scientific_journal-12048	167	24	,	,	PUNCT
american_scientific_journal-12048	167	25	no	no	DET
american_scientific_journal-12048	167	26	1	1	NUM
american_scientific_journal-12048	167	27	,	,	PUNCT
american_scientific_journal-12048	167	28	pp	pp	ADV
american_scientific_journal-12048	167	29	178	178	NUM
american_scientific_journal-12048	167	30	-	-	SYM
american_scientific_journal-12048	167	31	194	194	NUM
american_scientific_journal-12048	167	32	188	188	NUM
american_scientific_journal-12048	167	33	a	a	DET
american_scientific_journal-12048	167	34	small	small	ADJ
american_scientific_journal-12048	167	35	subset	subset	NOUN
american_scientific_journal-12048	167	36	of	of	ADP
american_scientific_journal-12048	167	37	large	large	ADJ
american_scientific_journal-12048	167	38	language	language	NOUN
american_scientific_journal-12048	167	39	models	model	NOUN
american_scientific_journal-12048	167	40	(	(	PUNCT
american_scientific_journal-12048	167	41	gpt-4o	gpt-4o	ADJ
american_scientific_journal-12048	167	42	,	,	PUNCT
american_scientific_journal-12048	167	43	llama	llama	ADJ
american_scientific_journal-12048	167	44	3.3	3.3	NUM
american_scientific_journal-12048	167	45	70b	70b	NOUN
american_scientific_journal-12048	167	46	,	,	PUNCT
american_scientific_journal-12048	167	47	and	and	CCONJ
american_scientific_journal-12048	167	48	mistral	mistral	ADJ
american_scientific_journal-12048	167	49	small	small	ADJ
american_scientific_journal-12048	167	50	3	3	NUM
american_scientific_journal-12048	167	51	)	)	PUNCT
american_scientific_journal-12048	167	52	and	and	CCONJ
american_scientific_journal-12048	167	53	fine	fine	ADV
american_scientific_journal-12048	167	54	-	-	PUNCT
american_scientific_journal-12048	167	55	tuned	tune	VERB
american_scientific_journal-12048	167	56	encoders	encoder	NOUN
american_scientific_journal-12048	167	57	from	from	ADP
american_scientific_journal-12048	167	58	the	the	DET
american_scientific_journal-12048	167	59	bert	bert	PROPN
american_scientific_journal-12048	167	60	family	family	PROPN
american_scientific_journal-12048	167	61	(	(	PUNCT
american_scientific_journal-12048	167	62	bert	bert	PROPN
american_scientific_journal-12048	167	63	,	,	PUNCT
american_scientific_journal-12048	167	64	roberta	roberta	PROPN
american_scientific_journal-12048	167	65	,	,	PUNCT
american_scientific_journal-12048	167	66	deberta	deberta	NOUN
american_scientific_journal-12048	167	67	)	)	PUNCT
american_scientific_journal-12048	167	68	.	.	PUNCT
american_scientific_journal-12048	168	1	although	although	SCONJ
american_scientific_journal-12048	168	2	these	these	PRON
american_scientific_journal-12048	168	3	represented	represent	VERB
american_scientific_journal-12048	168	4	a	a	DET
american_scientific_journal-12048	168	5	variety	variety	NOUN
american_scientific_journal-12048	168	6	of	of	ADP
american_scientific_journal-12048	168	7	models	model	NOUN
american_scientific_journal-12048	168	8	,	,	PUNCT
american_scientific_journal-12048	168	9	results	result	NOUN
american_scientific_journal-12048	168	10	may	may	AUX
american_scientific_journal-12048	168	11	differ	differ	VERB
american_scientific_journal-12048	168	12	on	on	ADP
american_scientific_journal-12048	168	13	other	other	ADJ
american_scientific_journal-12048	168	14	llms	llm	NOUN
american_scientific_journal-12048	168	15	,	,	PUNCT
american_scientific_journal-12048	168	16	and	and	CCONJ
american_scientific_journal-12048	168	17	traditional	traditional	ADJ
american_scientific_journal-12048	168	18	encoders	encoder	NOUN
american_scientific_journal-12048	168	19	not	not	PART
american_scientific_journal-12048	168	20	included	include	VERB
american_scientific_journal-12048	168	21	in	in	ADP
american_scientific_journal-12048	168	22	this	this	DET
american_scientific_journal-12048	168	23	study	study	NOUN
american_scientific_journal-12048	168	24	.	.	PUNCT
american_scientific_journal-12048	169	1	future	future	ADJ
american_scientific_journal-12048	169	2	work	work	NOUN
american_scientific_journal-12048	169	3	should	should	AUX
american_scientific_journal-12048	169	4	expand	expand	VERB
american_scientific_journal-12048	169	5	the	the	DET
american_scientific_journal-12048	169	6	evaluation	evaluation	NOUN
american_scientific_journal-12048	169	7	to	to	ADP
american_scientific_journal-12048	169	8	a	a	DET
american_scientific_journal-12048	169	9	broader	broad	ADJ
american_scientific_journal-12048	169	10	range	range	NOUN
american_scientific_journal-12048	169	11	of	of	ADP
american_scientific_journal-12048	169	12	datasets	dataset	NOUN
american_scientific_journal-12048	169	13	and	and	CCONJ
american_scientific_journal-12048	169	14	model	model	NOUN
american_scientific_journal-12048	169	15	families	family	NOUN
american_scientific_journal-12048	169	16	to	to	PART
american_scientific_journal-12048	169	17	assess	assess	VERB
american_scientific_journal-12048	169	18	the	the	DET
american_scientific_journal-12048	169	19	generality	generality	NOUN
american_scientific_journal-12048	169	20	of	of	ADP
american_scientific_journal-12048	169	21	the	the	DET
american_scientific_journal-12048	169	22	observed	observe	VERB
american_scientific_journal-12048	169	23	trends	trend	NOUN
american_scientific_journal-12048	169	24	.	.	PUNCT
american_scientific_journal-12048	170	1	second	second	ADJ
american_scientific_journal-12048	170	2	,	,	PUNCT
american_scientific_journal-12048	170	3	the	the	DET
american_scientific_journal-12048	170	4	cot	cot	NOUN
american_scientific_journal-12048	170	5	rationales	rationale	NOUN
american_scientific_journal-12048	170	6	used	use	VERB
american_scientific_journal-12048	170	7	in	in	ADP
american_scientific_journal-12048	170	8	this	this	DET
american_scientific_journal-12048	170	9	work	work	NOUN
american_scientific_journal-12048	170	10	were	be	AUX
american_scientific_journal-12048	170	11	automatically	automatically	ADV
american_scientific_journal-12048	170	12	generated	generate	VERB
american_scientific_journal-12048	170	13	rather	rather	ADV
american_scientific_journal-12048	170	14	than	than	ADP
american_scientific_journal-12048	170	15	human	human	ADJ
american_scientific_journal-12048	170	16	produced	produce	VERB
american_scientific_journal-12048	170	17	.	.	PUNCT
american_scientific_journal-12048	171	1	due	due	ADP
american_scientific_journal-12048	171	2	to	to	ADP
american_scientific_journal-12048	171	3	time	time	NOUN
american_scientific_journal-12048	171	4	and	and	CCONJ
american_scientific_journal-12048	171	5	resource	resource	NOUN
american_scientific_journal-12048	171	6	constraints	constraint	NOUN
american_scientific_journal-12048	171	7	,	,	PUNCT
american_scientific_journal-12048	171	8	it	it	PRON
american_scientific_journal-12048	171	9	was	be	AUX
american_scientific_journal-12048	171	10	not	not	PART
american_scientific_journal-12048	171	11	feasible	feasible	ADJ
american_scientific_journal-12048	171	12	to	to	PART
american_scientific_journal-12048	171	13	create	create	VERB
american_scientific_journal-12048	171	14	human	human	NOUN
american_scientific_journal-12048	171	15	-	-	PUNCT
american_scientific_journal-12048	171	16	written	write	VERB
american_scientific_journal-12048	171	17	rationales	rationale	NOUN
american_scientific_journal-12048	171	18	for	for	ADP
american_scientific_journal-12048	171	19	thousands	thousand	NOUN
american_scientific_journal-12048	171	20	of	of	ADP
american_scientific_journal-12048	171	21	examples	example	NOUN
american_scientific_journal-12048	171	22	in	in	ADP
american_scientific_journal-12048	171	23	the	the	DET
american_scientific_journal-12048	171	24	datasets	dataset	NOUN
american_scientific_journal-12048	171	25	.	.	PUNCT
american_scientific_journal-12048	172	1	while	while	SCONJ
american_scientific_journal-12048	172	2	automatic	automatic	ADJ
american_scientific_journal-12048	172	3	generation	generation	NOUN
american_scientific_journal-12048	172	4	helped	help	VERB
american_scientific_journal-12048	172	5	overcome	overcome	VERB
american_scientific_journal-12048	172	6	these	these	DET
american_scientific_journal-12048	172	7	limitations	limitation	NOUN
american_scientific_journal-12048	172	8	,	,	PUNCT
american_scientific_journal-12048	172	9	it	it	PRON
american_scientific_journal-12048	172	10	may	may	AUX
american_scientific_journal-12048	172	11	have	have	AUX
american_scientific_journal-12048	172	12	introduced	introduce	VERB
american_scientific_journal-12048	172	13	reasoning	reasoning	NOUN
american_scientific_journal-12048	172	14	artifacts	artifact	NOUN
american_scientific_journal-12048	172	15	that	that	PRON
american_scientific_journal-12048	172	16	failed	fail	VERB
american_scientific_journal-12048	172	17	to	to	PART
american_scientific_journal-12048	172	18	capture	capture	VERB
american_scientific_journal-12048	172	19	underlying	underlie	VERB
american_scientific_journal-12048	172	20	classification	classification	NOUN
american_scientific_journal-12048	172	21	patterns	pattern	NOUN
american_scientific_journal-12048	172	22	and	and	CCONJ
american_scientific_journal-12048	172	23	,	,	PUNCT
american_scientific_journal-12048	172	24	as	as	ADP
american_scientific_journal-12048	172	25	a	a	DET
american_scientific_journal-12048	172	26	result	result	NOUN
american_scientific_journal-12048	172	27	,	,	PUNCT
american_scientific_journal-12048	172	28	reduced	reduce	VERB
american_scientific_journal-12048	172	29	classification	classification	NOUN
american_scientific_journal-12048	172	30	accuracy	accuracy	NOUN
american_scientific_journal-12048	172	31	when	when	SCONJ
american_scientific_journal-12048	172	32	cot	cot	NOUN
american_scientific_journal-12048	172	33	prompting	prompt	VERB
american_scientific_journal-12048	172	34	was	be	AUX
american_scientific_journal-12048	172	35	used	use	VERB
american_scientific_journal-12048	172	36	.	.	PUNCT
american_scientific_journal-12048	173	1	future	future	ADJ
american_scientific_journal-12048	173	2	studies	study	NOUN
american_scientific_journal-12048	173	3	should	should	AUX
american_scientific_journal-12048	173	4	examine	examine	VERB
american_scientific_journal-12048	173	5	whether	whether	SCONJ
american_scientific_journal-12048	173	6	human	human	NOUN
american_scientific_journal-12048	173	7	-	-	PUNCT
american_scientific_journal-12048	173	8	verified	verify	VERB
american_scientific_journal-12048	173	9	rationales	rationale	NOUN
american_scientific_journal-12048	173	10	produce	produce	VERB
american_scientific_journal-12048	173	11	different	different	ADJ
american_scientific_journal-12048	173	12	outcomes	outcome	NOUN
american_scientific_journal-12048	173	13	.	.	PUNCT
american_scientific_journal-12048	174	1	finally	finally	ADV
american_scientific_journal-12048	174	2	,	,	PUNCT
american_scientific_journal-12048	174	3	the	the	DET
american_scientific_journal-12048	174	4	retrieval	retrieval	NOUN
american_scientific_journal-12048	174	5	-	-	PUNCT
american_scientific_journal-12048	174	6	augmented	augment	VERB
american_scientific_journal-12048	174	7	prompting	prompt	VERB
american_scientific_journal-12048	174	8	setup	setup	NOUN
american_scientific_journal-12048	174	9	of	of	ADP
american_scientific_journal-12048	174	10	this	this	DET
american_scientific_journal-12048	174	11	study	study	NOUN
american_scientific_journal-12048	174	12	employed	employ	VERB
american_scientific_journal-12048	174	13	only	only	ADV
american_scientific_journal-12048	174	14	a	a	DET
american_scientific_journal-12048	174	15	few	few	ADJ
american_scientific_journal-12048	174	16	methods	method	NOUN
american_scientific_journal-12048	174	17	,	,	PUNCT
american_scientific_journal-12048	174	18	including	include	VERB
american_scientific_journal-12048	174	19	semantic	semantic	ADJ
american_scientific_journal-12048	174	20	similarity	similarity	NOUN
american_scientific_journal-12048	174	21	ranking	rank	VERB
american_scientific_journal-12048	174	22	with	with	ADP
american_scientific_journal-12048	174	23	a	a	DET
american_scientific_journal-12048	174	24	crossencoder	crossencoder	NOUN
american_scientific_journal-12048	174	25	and	and	CCONJ
american_scientific_journal-12048	174	26	ordering	ordering	NOUN
american_scientific_journal-12048	174	27	by	by	ADP
american_scientific_journal-12048	174	28	increasing	increase	VERB
american_scientific_journal-12048	174	29	or	or	CCONJ
american_scientific_journal-12048	174	30	decreasing	decrease	VERB
american_scientific_journal-12048	174	31	similarity	similarity	NOUN
american_scientific_journal-12048	174	32	.	.	PUNCT
american_scientific_journal-12048	175	1	while	while	SCONJ
american_scientific_journal-12048	175	2	this	this	DET
american_scientific_journal-12048	175	3	configuration	configuration	NOUN
american_scientific_journal-12048	175	4	provided	provide	VERB
american_scientific_journal-12048	175	5	a	a	DET
american_scientific_journal-12048	175	6	strong	strong	ADJ
american_scientific_journal-12048	175	7	foundation	foundation	NOUN
american_scientific_journal-12048	175	8	for	for	ADP
american_scientific_journal-12048	175	9	improving	improve	VERB
american_scientific_journal-12048	175	10	llm	llm	PROPN
american_scientific_journal-12048	175	11	performance	performance	NOUN
american_scientific_journal-12048	175	12	,	,	PUNCT
american_scientific_journal-12048	175	13	it	it	PRON
american_scientific_journal-12048	175	14	represents	represent	VERB
american_scientific_journal-12048	175	15	only	only	ADV
american_scientific_journal-12048	175	16	one	one	NUM
american_scientific_journal-12048	175	17	of	of	ADP
american_scientific_journal-12048	175	18	many	many	ADJ
american_scientific_journal-12048	175	19	possible	possible	ADJ
american_scientific_journal-12048	175	20	designs	design	NOUN
american_scientific_journal-12048	175	21	.	.	PUNCT
american_scientific_journal-12048	176	1	additional	additional	ADJ
american_scientific_journal-12048	176	2	techniques	technique	NOUN
american_scientific_journal-12048	176	3	such	such	ADJ
american_scientific_journal-12048	176	4	as	as	ADP
american_scientific_journal-12048	176	5	calibration	calibration	NOUN
american_scientific_journal-12048	176	6	methods	method	NOUN
american_scientific_journal-12048	176	7	,	,	PUNCT
american_scientific_journal-12048	176	8	automatic	automatic	ADJ
american_scientific_journal-12048	176	9	prompt	prompt	ADJ
american_scientific_journal-12048	176	10	optimization	optimization	NOUN
american_scientific_journal-12048	176	11	,	,	PUNCT
american_scientific_journal-12048	176	12	or	or	CCONJ
american_scientific_journal-12048	176	13	hybrid	hybrid	NOUN
american_scientific_journal-12048	176	14	retrieval	retrieval	NOUN
american_scientific_journal-12048	176	15	strategies	strategy	NOUN
american_scientific_journal-12048	176	16	that	that	PRON
american_scientific_journal-12048	176	17	combine	combine	VERB
american_scientific_journal-12048	176	18	similarity	similarity	NOUN
american_scientific_journal-12048	176	19	with	with	ADP
american_scientific_journal-12048	176	20	diversity	diversity	NOUN
american_scientific_journal-12048	176	21	–	–	PUNCT
american_scientific_journal-12048	176	22	were	be	AUX
american_scientific_journal-12048	176	23	not	not	PART
american_scientific_journal-12048	176	24	explored	explore	VERB
american_scientific_journal-12048	176	25	but	but	CCONJ
american_scientific_journal-12048	176	26	may	may	AUX
american_scientific_journal-12048	176	27	further	far	ADV
american_scientific_journal-12048	176	28	enhance	enhance	VERB
american_scientific_journal-12048	176	29	llm	llm	PROPN
american_scientific_journal-12048	176	30	performance	performance	NOUN
american_scientific_journal-12048	176	31	in	in	ADP
american_scientific_journal-12048	176	32	text	text	NOUN
american_scientific_journal-12048	176	33	classification	classification	NOUN
american_scientific_journal-12048	176	34	and	and	CCONJ
american_scientific_journal-12048	176	35	warrant	warrant	NOUN
american_scientific_journal-12048	176	36	investigation	investigation	NOUN
american_scientific_journal-12048	176	37	in	in	ADP
american_scientific_journal-12048	176	38	future	future	ADJ
american_scientific_journal-12048	176	39	research	research	NOUN
american_scientific_journal-12048	176	40	.	.	PUNCT
american_scientific_journal-12048	177	1	5	5	X
american_scientific_journal-12048	177	2	.	.	X
american_scientific_journal-12048	177	3	conclusion	conclusion	NOUN
american_scientific_journal-12048	177	4	this	this	DET
american_scientific_journal-12048	177	5	study	study	NOUN
american_scientific_journal-12048	177	6	establishes	establish	VERB
american_scientific_journal-12048	177	7	a	a	DET
american_scientific_journal-12048	177	8	clear	clear	ADJ
american_scientific_journal-12048	177	9	baseline	baseline	NOUN
american_scientific_journal-12048	177	10	where	where	SCONJ
american_scientific_journal-12048	177	11	fine	fine	ADV
american_scientific_journal-12048	177	12	-	-	PUNCT
american_scientific_journal-12048	177	13	tuned	tune	VERB
american_scientific_journal-12048	177	14	encoders	encoder	NOUN
american_scientific_journal-12048	177	15	(	(	PUNCT
american_scientific_journal-12048	177	16	bert	bert	PROPN
american_scientific_journal-12048	177	17	/	/	SYM
american_scientific_journal-12048	177	18	roberta	roberta	PROPN
american_scientific_journal-12048	177	19	/	/	SYM
american_scientific_journal-12048	177	20	deberta	deberta	PROPN
american_scientific_journal-12048	177	21	)	)	PUNCT
american_scientific_journal-12048	177	22	outperform	outperform	NOUN
american_scientific_journal-12048	177	23	zeroshot	zeroshot	NOUN
american_scientific_journal-12048	177	24	llms	llm	NOUN
american_scientific_journal-12048	177	25	and	and	CCONJ
american_scientific_journal-12048	177	26	remain	remain	VERB
american_scientific_journal-12048	177	27	the	the	DET
american_scientific_journal-12048	177	28	most	most	ADV
american_scientific_journal-12048	177	29	reliable	reliable	ADJ
american_scientific_journal-12048	177	30	approach	approach	NOUN
american_scientific_journal-12048	177	31	on	on	ADP
american_scientific_journal-12048	177	32	both	both	DET
american_scientific_journal-12048	177	33	coarseand	coarseand	NOUN
american_scientific_journal-12048	177	34	fine	fine	ADV
american_scientific_journal-12048	177	35	-	-	PUNCT
american_scientific_journal-12048	177	36	grained	grain	VERB
american_scientific_journal-12048	177	37	text	text	NOUN
american_scientific_journal-12048	177	38	classification	classification	NOUN
american_scientific_journal-12048	177	39	.	.	PUNCT
american_scientific_journal-12048	178	1	we	we	PRON
american_scientific_journal-12048	178	2	also	also	ADV
american_scientific_journal-12048	178	3	show	show	VERB
american_scientific_journal-12048	178	4	that	that	SCONJ
american_scientific_journal-12048	178	5	training	training	NOUN
american_scientific_journal-12048	178	6	-	-	PUNCT
american_scientific_journal-12048	178	7	free	free	ADJ
american_scientific_journal-12048	178	8	,	,	PUNCT
american_scientific_journal-12048	178	9	retrieval	retrieval	NOUN
american_scientific_journal-12048	178	10	-	-	PUNCT
american_scientific_journal-12048	178	11	augmented	augment	VERB
american_scientific_journal-12048	178	12	few	few	ADJ
american_scientific_journal-12048	178	13	-	-	PUNCT
american_scientific_journal-12048	178	14	shot	shot	NOUN
american_scientific_journal-12048	178	15	prompting	prompt	VERB
american_scientific_journal-12048	178	16	with	with	ADP
american_scientific_journal-12048	178	17	a	a	DET
american_scientific_journal-12048	178	18	simple	simple	ADJ
american_scientific_journal-12048	178	19	least	least	ADJ
american_scientific_journal-12048	178	20	to	to	ADP
american_scientific_journal-12048	178	21	most	most	ADV
american_scientific_journal-12048	178	22	similar	similar	ADJ
american_scientific_journal-12048	178	23	ordering	ordering	NOUN
american_scientific_journal-12048	178	24	closes	close	VERB
american_scientific_journal-12048	178	25	most	most	ADJ
american_scientific_journal-12048	178	26	of	of	ADP
american_scientific_journal-12048	178	27	that	that	DET
american_scientific_journal-12048	178	28	gap	gap	NOUN
american_scientific_journal-12048	178	29	,	,	PUNCT
american_scientific_journal-12048	178	30	while	while	SCONJ
american_scientific_journal-12048	178	31	chain	chain	NOUN
american_scientific_journal-12048	178	32	-	-	PUNCT
american_scientific_journal-12048	178	33	of	of	ADP
american_scientific_journal-12048	178	34	-	-	PUNCT
american_scientific_journal-12048	178	35	thought	thought	NOUN
american_scientific_journal-12048	178	36	rationales	rationale	NOUN
american_scientific_journal-12048	178	37	consistently	consistently	ADV
american_scientific_journal-12048	178	38	degrade	degrade	VERB
american_scientific_journal-12048	178	39	performance	performance	NOUN
american_scientific_journal-12048	178	40	.	.	PUNCT
american_scientific_journal-12048	179	1	the	the	DET
american_scientific_journal-12048	179	2	practical	practical	ADJ
american_scientific_journal-12048	179	3	recipe	recipe	NOUN
american_scientific_journal-12048	179	4	that	that	PRON
american_scientific_journal-12048	179	5	emerges	emerge	VERB
american_scientific_journal-12048	179	6	is	be	AUX
american_scientific_journal-12048	179	7	straightforward	straightforward	ADJ
american_scientific_journal-12048	179	8	:	:	PUNCT
american_scientific_journal-12048	179	9	retrieve	retrieve	VERB
american_scientific_journal-12048	179	10	a	a	DET
american_scientific_journal-12048	179	11	handful	handful	NOUN
american_scientific_journal-12048	179	12	of	of	ADP
american_scientific_journal-12048	179	13	semantically	semantically	ADV
american_scientific_journal-12048	179	14	similar	similar	ADJ
american_scientific_journal-12048	179	15	demonstrations	demonstration	NOUN
american_scientific_journal-12048	179	16	,	,	PUNCT
american_scientific_journal-12048	179	17	order	order	VERB
american_scientific_journal-12048	179	18	them	they	PRON
american_scientific_journal-12048	179	19	from	from	ADP
american_scientific_journal-12048	179	20	least	least	ADJ
american_scientific_journal-12048	179	21	to	to	ADP
american_scientific_journal-12048	179	22	most	most	ADV
american_scientific_journal-12048	179	23	similar	similar	ADJ
american_scientific_journal-12048	179	24	,	,	PUNCT
american_scientific_journal-12048	179	25	and	and	CCONJ
american_scientific_journal-12048	179	26	skip	skip	VERB
american_scientific_journal-12048	179	27	cot	cot	NOUN
american_scientific_journal-12048	179	28	.	.	PUNCT
american_scientific_journal-12048	180	1	this	this	PRON
american_scientific_journal-12048	180	2	makes	make	VERB
american_scientific_journal-12048	180	3	few	few	ADJ
american_scientific_journal-12048	180	4	-	-	PUNCT
american_scientific_journal-12048	180	5	shot	shot	NOUN
american_scientific_journal-12048	180	6	prompting	prompt	VERB
american_scientific_journal-12048	180	7	a	a	DET
american_scientific_journal-12048	180	8	viable	viable	ADJ
american_scientific_journal-12048	180	9	substitute	substitute	NOUN
american_scientific_journal-12048	180	10	when	when	SCONJ
american_scientific_journal-12048	180	11	fine	fine	ADV
american_scientific_journal-12048	180	12	-	-	PUNCT
american_scientific_journal-12048	180	13	tuning	tuning	NOUN
american_scientific_journal-12048	180	14	is	be	AUX
american_scientific_journal-12048	180	15	infeasible	infeasible	ADJ
american_scientific_journal-12048	180	16	.	.	PUNCT
american_scientific_journal-12048	181	1	references	reference	NOUN
american_scientific_journal-12048	181	2	[	[	X
american_scientific_journal-12048	181	3	1	1	X
american_scientific_journal-12048	181	4	]	]	PUNCT
american_scientific_journal-12048	181	5	t.	t.	PROPN
american_scientific_journal-12048	181	6	brown	brown	PROPN
american_scientific_journal-12048	181	7	,	,	PUNCT
american_scientific_journal-12048	181	8	b.	b.	PROPN
american_scientific_journal-12048	181	9	mann	mann	PROPN
american_scientific_journal-12048	181	10	,	,	PUNCT
american_scientific_journal-12048	181	11	n.	n.	PROPN
american_scientific_journal-12048	181	12	ryder	ryder	PROPN
american_scientific_journal-12048	181	13	,	,	PUNCT
american_scientific_journal-12048	181	14	m.	m.	NOUN
american_scientific_journal-12048	181	15	subbiah	subbiah	PROPN
american_scientific_journal-12048	181	16	,	,	PUNCT
american_scientific_journal-12048	181	17	j.	j.	PROPN
american_scientific_journal-12048	181	18	d.	d.	PROPN
american_scientific_journal-12048	181	19	kaplan	kaplan	PROPN
american_scientific_journal-12048	181	20	,	,	PUNCT
american_scientific_journal-12048	181	21	p.	p.	PROPN
american_scientific_journal-12048	181	22	dhariwal	dhariwal	PROPN
american_scientific_journal-12048	181	23	et	et	PROPN
american_scientific_journal-12048	181	24	al	al	PROPN
american_scientific_journal-12048	181	25	.	.	PUNCT
american_scientific_journal-12048	182	1	“	"	PUNCT
american_scientific_journal-12048	182	2	language	language	NOUN
american_scientific_journal-12048	182	3	models	model	NOUN
american_scientific_journal-12048	182	4	are	be	AUX
american_scientific_journal-12048	182	5	fewshot	fewshot	ADJ
american_scientific_journal-12048	182	6	learners	learner	NOUN
american_scientific_journal-12048	182	7	,	,	PUNCT
american_scientific_journal-12048	182	8	”	"	PUNCT
american_scientific_journal-12048	182	9	in	in	ADP
american_scientific_journal-12048	182	10	advances	advance	NOUN
american_scientific_journal-12048	182	11	in	in	ADP
american_scientific_journal-12048	182	12	neural	neural	ADJ
american_scientific_journal-12048	182	13	information	information	NOUN
american_scientific_journal-12048	182	14	processing	processing	NOUN
american_scientific_journal-12048	182	15	systems	system	NOUN
american_scientific_journal-12048	182	16	,	,	PUNCT
american_scientific_journal-12048	182	17	vol	vol	NOUN
american_scientific_journal-12048	182	18	.	.	PROPN
american_scientific_journal-12048	182	19	33	33	NUM
american_scientific_journal-12048	182	20	,	,	PUNCT
american_scientific_journal-12048	182	21	2020	2020	NUM
american_scientific_journal-12048	182	22	,	,	PUNCT
american_scientific_journal-12048	182	23	pp	pp	ADJ
american_scientific_journal-12048	182	24	.	.	PUNCT
american_scientific_journal-12048	182	25	1877–1901	1877–1901	NUM
american_scientific_journal-12048	182	26	.	.	PUNCT
american_scientific_journal-12048	183	1	[	[	X
american_scientific_journal-12048	183	2	2	2	NUM
american_scientific_journal-12048	183	3	]	]	PUNCT
american_scientific_journal-12048	183	4	m.	m.	NOUN
american_scientific_journal-12048	183	5	j.	j.	PROPN
american_scientific_journal-12048	183	6	j.	j.	PROPN
american_scientific_journal-12048	183	7	bucher	bucher	PROPN
american_scientific_journal-12048	183	8	and	and	CCONJ
american_scientific_journal-12048	183	9	m.	m.	NOUN
american_scientific_journal-12048	183	10	martini	martini	PROPN
american_scientific_journal-12048	183	11	.	.	PUNCT
american_scientific_journal-12048	184	1	“	"	PUNCT
american_scientific_journal-12048	184	2	fine	fine	ADV
american_scientific_journal-12048	184	3	-	-	PUNCT
american_scientific_journal-12048	184	4	tuned	tune	VERB
american_scientific_journal-12048	184	5	’	'	PUNCT
american_scientific_journal-12048	184	6	small	small	ADJ
american_scientific_journal-12048	184	7	’	'	PUNCT
american_scientific_journal-12048	184	8	llms	llm	NOUN
american_scientific_journal-12048	184	9	(	(	PUNCT
american_scientific_journal-12048	184	10	still	still	ADV
american_scientific_journal-12048	184	11	)	)	PUNCT
american_scientific_journal-12048	184	12	significantly	significantly	ADV
american_scientific_journal-12048	184	13	outperform	outperform	VERB
american_scientific_journal-12048	184	14	zero	zero	NUM
american_scientific_journal-12048	184	15	-	-	PUNCT
american_scientific_journal-12048	184	16	shot	shoot	VERB
american_scientific_journal-12048	184	17	generative	generative	ADJ
american_scientific_journal-12048	184	18	ai	ai	PROPN
american_scientific_journal-12048	184	19	models	model	NOUN
american_scientific_journal-12048	184	20	in	in	ADP
american_scientific_journal-12048	184	21	text	text	NOUN
american_scientific_journal-12048	184	22	classification	classification	NOUN
american_scientific_journal-12048	184	23	,	,	PUNCT
american_scientific_journal-12048	184	24	”	"	PUNCT
american_scientific_journal-12048	184	25	arxiv:2406.08660v2	arxiv:2406.08660v2	NOUN
american_scientific_journal-12048	184	26	[	[	X
american_scientific_journal-12048	184	27	cs.cl	cs.cl	PROPN
american_scientific_journal-12048	184	28	]	]	X
american_scientific_journal-12048	184	29	,	,	PUNCT
american_scientific_journal-12048	184	30	aug	aug	PROPN
american_scientific_journal-12048	184	31	.	.	PROPN
american_scientific_journal-12048	184	32	2024	2024	NUM
american_scientific_journal-12048	184	33	.	.	PUNCT
american_scientific_journal-12048	185	1	[	[	X
american_scientific_journal-12048	185	2	3	3	NUM
american_scientific_journal-12048	185	3	]	]	PUNCT
american_scientific_journal-12048	185	4	m.	m.	NOUN
american_scientific_journal-12048	185	5	bosley	bosley	NOUN
american_scientific_journal-12048	185	6	,	,	PUNCT
american_scientific_journal-12048	185	7	m.	m.	NOUN
american_scientific_journal-12048	185	8	jacobs	jacobs	PROPN
american_scientific_journal-12048	185	9	-	-	PUNCT
american_scientific_journal-12048	185	10	harukawa	harukawa	PROPN
american_scientific_journal-12048	185	11	,	,	PUNCT
american_scientific_journal-12048	185	12	h.	h.	PROPN
american_scientific_journal-12048	185	13	licht	licht	PROPN
american_scientific_journal-12048	185	14	,	,	PUNCT
american_scientific_journal-12048	185	15	and	and	CCONJ
american_scientific_journal-12048	185	16	a.	a.	NOUN
american_scientific_journal-12048	185	17	hoyle	hoyle	NOUN
american_scientific_journal-12048	185	18	.	.	PUNCT
american_scientific_journal-12048	186	1	“	"	PUNCT
american_scientific_journal-12048	186	2	do	do	AUX
american_scientific_journal-12048	186	3	we	we	PRON
american_scientific_journal-12048	186	4	still	still	ADV
american_scientific_journal-12048	186	5	need	need	VERB
american_scientific_journal-12048	186	6	bert	bert	NOUN
american_scientific_journal-12048	186	7	in	in	ADP
american_scientific_journal-12048	186	8	the	the	DET
american_scientific_journal-12048	186	9	age	age	NOUN
american_scientific_journal-12048	186	10	of	of	ADP
american_scientific_journal-12048	186	11	gpt	gpt	NOUN
american_scientific_journal-12048	186	12	?	?	PUNCT
american_scientific_journal-12048	186	13	comparing	compare	VERB
american_scientific_journal-12048	186	14	the	the	DET
american_scientific_journal-12048	186	15	benefits	benefit	NOUN
american_scientific_journal-12048	186	16	of	of	ADP
american_scientific_journal-12048	186	17	domain	domain	NOUN
american_scientific_journal-12048	186	18	-	-	PUNCT
american_scientific_journal-12048	186	19	adaptation	adaptation	NOUN
american_scientific_journal-12048	186	20	and	and	CCONJ
american_scientific_journal-12048	186	21	in	in	ADP
american_scientific_journal-12048	186	22	-	-	PUNCT
american_scientific_journal-12048	186	23	context	context	NOUN
american_scientific_journal-12048	186	24	-	-	PUNCT
american_scientific_journal-12048	186	25	learning	learn	VERB
american_scientific_journal-12048	186	26	approaches	approach	NOUN
american_scientific_journal-12048	186	27	to	to	ADP
american_scientific_journal-12048	186	28	using	use	VERB
american_scientific_journal-12048	186	29	llms	llm	NOUN
american_scientific_journal-12048	186	30	for	for	ADP
american_scientific_journal-12048	186	31	political	political	ADJ
american_scientific_journal-12048	186	32	science	science	NOUN
american_scientific_journal-12048	186	33	research	research	NOUN
american_scientific_journal-12048	186	34	,	,	PUNCT
american_scientific_journal-12048	186	35	”	"	PUNCT
american_scientific_journal-12048	186	36	presented	present	VERB
american_scientific_journal-12048	186	37	at	at	ADP
american_scientific_journal-12048	186	38	the	the	DET
american_scientific_journal-12048	186	39	annual	annual	ADJ
american_scientific_journal-12048	186	40	meeting	meeting	NOUN
american_scientific_journal-12048	186	41	of	of	ADP
american_scientific_journal-12048	186	42	the	the	DET
american_scientific_journal-12048	186	43	midwest	midw	ADJ
american_scientific_journal-12048	186	44	political	political	ADJ
american_scientific_journal-12048	186	45	science	science	PROPN
american_scientific_journal-12048	186	46	association	association	PROPN
american_scientific_journal-12048	186	47	,	,	PUNCT
american_scientific_journal-12048	186	48	chicago	chicago	PROPN
american_scientific_journal-12048	186	49	,	,	PUNCT
american_scientific_journal-12048	186	50	il	il	PROPN
american_scientific_journal-12048	186	51	,	,	PUNCT
american_scientific_journal-12048	186	52	usa	usa	PROPN
american_scientific_journal-12048	186	53	,	,	PUNCT
american_scientific_journal-12048	186	54	apr	apr	PROPN
american_scientific_journal-12048	186	55	.	.	PROPN
american_scientific_journal-12048	186	56	2023	2023	NUM
american_scientific_journal-12048	186	57	.	.	PUNCT
american_scientific_journal-12048	187	1	[	[	X
american_scientific_journal-12048	187	2	4	4	X
american_scientific_journal-12048	187	3	]	]	X
american_scientific_journal-12048	187	4	y.	y.	PROPN
american_scientific_journal-12048	187	5	wang	wang	PROPN
american_scientific_journal-12048	187	6	,	,	PUNCT
american_scientific_journal-12048	187	7	w.	w.	PROPN
american_scientific_journal-12048	187	8	qu	qu	PROPN
american_scientific_journal-12048	187	9	,	,	PUNCT
american_scientific_journal-12048	187	10	and	and	CCONJ
american_scientific_journal-12048	187	11	x.	x.	NOUN
american_scientific_journal-12048	187	12	ye	ye	PROPN
american_scientific_journal-12048	187	13	.	.	PUNCT
american_scientific_journal-12048	188	1	“	"	PUNCT
american_scientific_journal-12048	188	2	selecting	select	VERB
american_scientific_journal-12048	188	3	between	between	ADP
american_scientific_journal-12048	188	4	bert	bert	NOUN
american_scientific_journal-12048	188	5	and	and	CCONJ
american_scientific_journal-12048	188	6	gpt	gpt	NOUN
american_scientific_journal-12048	188	7	for	for	ADP
american_scientific_journal-12048	188	8	text	text	NOUN
american_scientific_journal-12048	188	9	classification	classification	NOUN
american_scientific_journal-12048	188	10	in	in	ADP
american_scientific_journal-12048	188	11	political	political	ADJ
american_scientific_journal-12048	188	12	science	science	NOUN
american_scientific_journal-12048	188	13	american	american	PROPN
american_scientific_journal-12048	188	14	academic	academic	PROPN
american_scientific_journal-12048	188	15	scientific	scientific	ADJ
american_scientific_journal-12048	188	16	research	research	NOUN
american_scientific_journal-12048	188	17	journal	journal	NOUN
american_scientific_journal-12048	188	18	for	for	ADP
american_scientific_journal-12048	188	19	engineering	engineering	NOUN
american_scientific_journal-12048	188	20	,	,	PUNCT
american_scientific_journal-12048	188	21	technology	technology	NOUN
american_scientific_journal-12048	188	22	,	,	PUNCT
american_scientific_journal-12048	188	23	and	and	CCONJ
american_scientific_journal-12048	188	24	sciences	science	NOUN
american_scientific_journal-12048	188	25	(	(	PUNCT
american_scientific_journal-12048	188	26	asrjets	asrjet	NOUN
american_scientific_journal-12048	188	27	)	)	PUNCT
american_scientific_journal-12048	188	28	volume	volume	NOUN
american_scientific_journal-12048	188	29	103	103	NUM
american_scientific_journal-12048	188	30	,	,	PUNCT
american_scientific_journal-12048	188	31	no	no	DET
american_scientific_journal-12048	188	32	1	1	NUM
american_scientific_journal-12048	188	33	,	,	PUNCT
american_scientific_journal-12048	188	34	pp	pp	ADV
american_scientific_journal-12048	188	35	178	178	NUM
american_scientific_journal-12048	188	36	-	-	SYM
american_scientific_journal-12048	188	37	194	194	NUM
american_scientific_journal-12048	188	38	189	189	NUM
american_scientific_journal-12048	188	39	research	research	NOUN
american_scientific_journal-12048	188	40	,	,	PUNCT
american_scientific_journal-12048	188	41	”	"	PUNCT
american_scientific_journal-12048	188	42	arxiv:2411.05050v1	arxiv:2411.05050v1	PROPN
american_scientific_journal-12048	188	43	[	[	X
american_scientific_journal-12048	188	44	cs.cl	cs.cl	PROPN
american_scientific_journal-12048	188	45	]	]	X
american_scientific_journal-12048	188	46	,	,	PUNCT
american_scientific_journal-12048	188	47	nov	nov	PROPN
american_scientific_journal-12048	188	48	.	.	PROPN
american_scientific_journal-12048	188	49	2024	2024	NUM
american_scientific_journal-12048	188	50	.	.	PUNCT
american_scientific_journal-12048	189	1	[	[	X
american_scientific_journal-12048	189	2	5	5	NUM
american_scientific_journal-12048	189	3	]	]	PUNCT
american_scientific_journal-12048	189	4	a.	a.	NOUN
american_scientific_journal-12048	189	5	edwards	edwards	PROPN
american_scientific_journal-12048	189	6	and	and	CCONJ
american_scientific_journal-12048	189	7	j.	j.	PROPN
american_scientific_journal-12048	189	8	camacho	camacho	PROPN
american_scientific_journal-12048	189	9	-	-	PUNCT
american_scientific_journal-12048	189	10	collados	collado	NOUN
american_scientific_journal-12048	189	11	.	.	PUNCT
american_scientific_journal-12048	190	1	“	"	PUNCT
american_scientific_journal-12048	190	2	language	language	NOUN
american_scientific_journal-12048	190	3	models	model	NOUN
american_scientific_journal-12048	190	4	for	for	ADP
american_scientific_journal-12048	190	5	text	text	NOUN
american_scientific_journal-12048	190	6	classification	classification	NOUN
american_scientific_journal-12048	190	7	:	:	PUNCT
american_scientific_journal-12048	190	8	is	be	AUX
american_scientific_journal-12048	190	9	in	in	ADP
american_scientific_journal-12048	190	10	-	-	PUNCT
american_scientific_journal-12048	190	11	context	context	NOUN
american_scientific_journal-12048	190	12	learning	learning	NOUN
american_scientific_journal-12048	190	13	enough	enough	ADV
american_scientific_journal-12048	190	14	?	?	PUNCT
american_scientific_journal-12048	190	15	”	"	PUNCT
american_scientific_journal-12048	190	16	in	in	ADP
american_scientific_journal-12048	190	17	proceedings	proceeding	NOUN
american_scientific_journal-12048	190	18	of	of	ADP
american_scientific_journal-12048	190	19	the	the	DET
american_scientific_journal-12048	190	20	2024	2024	NUM
american_scientific_journal-12048	190	21	joint	joint	ADJ
american_scientific_journal-12048	190	22	international	international	ADJ
american_scientific_journal-12048	190	23	conference	conference	NOUN
american_scientific_journal-12048	190	24	on	on	ADP
american_scientific_journal-12048	190	25	computational	computational	ADJ
american_scientific_journal-12048	190	26	linguistics	linguistic	NOUN
american_scientific_journal-12048	190	27	,	,	PUNCT
american_scientific_journal-12048	190	28	language	language	NOUN
american_scientific_journal-12048	190	29	resources	resource	NOUN
american_scientific_journal-12048	190	30	and	and	CCONJ
american_scientific_journal-12048	190	31	evaluation	evaluation	NOUN
american_scientific_journal-12048	190	32	(	(	PUNCT
american_scientific_journal-12048	190	33	lrec	lrec	NOUN
american_scientific_journal-12048	190	34	-	-	PUNCT
american_scientific_journal-12048	190	35	coling	cole	VERB
american_scientific_journal-12048	190	36	2024	2024	NUM
american_scientific_journal-12048	190	37	)	)	PUNCT
american_scientific_journal-12048	190	38	,	,	PUNCT
american_scientific_journal-12048	190	39	may	may	AUX
american_scientific_journal-12048	190	40	2024	2024	NUM
american_scientific_journal-12048	190	41	,	,	PUNCT
american_scientific_journal-12048	190	42	pp	pp	ADV
american_scientific_journal-12048	190	43	.	.	PUNCT
american_scientific_journal-12048	191	1	10058	10058	NUM
american_scientific_journal-12048	191	2	-	-	SYM
american_scientific_journal-12048	191	3	10072	10072	NUM
american_scientific_journal-12048	191	4	.	.	PUNCT
american_scientific_journal-12048	192	1	[	[	X
american_scientific_journal-12048	192	2	6	6	NUM
american_scientific_journal-12048	192	3	]	]	PUNCT
american_scientific_journal-12048	192	4	j.	j.	PROPN
american_scientific_journal-12048	192	5	zhang	zhang	PROPN
american_scientific_journal-12048	192	6	,	,	PUNCT
american_scientific_journal-12048	192	7	y.	y.	PROPN
american_scientific_journal-12048	192	8	huang	huang	PROPN
american_scientific_journal-12048	192	9	,	,	PUNCT
american_scientific_journal-12048	192	10	s.	s.	PROPN
american_scientific_journal-12048	192	11	liu	liu	PROPN
american_scientific_journal-12048	192	12	,	,	PUNCT
american_scientific_journal-12048	192	13	y.	y.	PROPN
american_scientific_journal-12048	192	14	gao	gao	PROPN
american_scientific_journal-12048	192	15	,	,	PUNCT
american_scientific_journal-12048	192	16	and	and	CCONJ
american_scientific_journal-12048	192	17	x.	x.	NOUN
american_scientific_journal-12048	192	18	hu	hu	PROPN
american_scientific_journal-12048	192	19	.	.	PUNCT
american_scientific_journal-12048	193	1	“	"	PUNCT
american_scientific_journal-12048	193	2	do	do	AUX
american_scientific_journal-12048	193	3	bert	bert	NOUN
american_scientific_journal-12048	193	4	-	-	PUNCT
american_scientific_journal-12048	193	5	like	like	ADJ
american_scientific_journal-12048	193	6	bidirectional	bidirectional	ADJ
american_scientific_journal-12048	193	7	models	model	NOUN
american_scientific_journal-12048	193	8	still	still	ADV
american_scientific_journal-12048	193	9	perform	perform	VERB
american_scientific_journal-12048	193	10	better	well	ADV
american_scientific_journal-12048	193	11	on	on	ADP
american_scientific_journal-12048	193	12	text	text	NOUN
american_scientific_journal-12048	193	13	classification	classification	NOUN
american_scientific_journal-12048	193	14	in	in	ADP
american_scientific_journal-12048	193	15	the	the	DET
american_scientific_journal-12048	193	16	era	era	NOUN
american_scientific_journal-12048	193	17	of	of	ADP
american_scientific_journal-12048	193	18	llms	llm	NOUN
american_scientific_journal-12048	193	19	?	?	PUNCT
american_scientific_journal-12048	193	20	”	"	PUNCT
american_scientific_journal-12048	194	1	arxiv:2505.18215v1	arxiv:2505.18215v1	ADP
american_scientific_journal-12048	194	2	[	[	X
american_scientific_journal-12048	194	3	cs.cl	cs.cl	NOUN
american_scientific_journal-12048	194	4	]	]	PUNCT
american_scientific_journal-12048	194	5	,	,	PUNCT
american_scientific_journal-12048	194	6	may	may	AUX
american_scientific_journal-12048	194	7	2025	2025	NUM
american_scientific_journal-12048	194	8	.	.	PUNCT
american_scientific_journal-12048	195	1	[	[	X
american_scientific_journal-12048	195	2	7	7	X
american_scientific_journal-12048	195	3	]	]	X
american_scientific_journal-12048	195	4	m.	m.	NOUN
american_scientific_journal-12048	195	5	luo	luo	PROPN
american_scientific_journal-12048	195	6	,	,	PUNCT
american_scientific_journal-12048	195	7	x.	x.	PROPN
american_scientific_journal-12048	195	8	xu	xu	PROPN
american_scientific_journal-12048	195	9	,	,	PUNCT
american_scientific_journal-12048	195	10	y.	y.	PROPN
american_scientific_journal-12048	195	11	liu	liu	PROPN
american_scientific_journal-12048	195	12	,	,	PUNCT
american_scientific_journal-12048	195	13	p.	p.	NOUN
american_scientific_journal-12048	195	14	pasupat	pasupat	PROPN
american_scientific_journal-12048	195	15	,	,	PUNCT
american_scientific_journal-12048	195	16	and	and	CCONJ
american_scientific_journal-12048	195	17	m.	m.	PROPN
american_scientific_journal-12048	195	18	kazemi	kazemi	PROPN
american_scientific_journal-12048	195	19	.	.	PUNCT
american_scientific_journal-12048	196	1	“	"	PUNCT
american_scientific_journal-12048	196	2	in	in	ADP
american_scientific_journal-12048	196	3	-	-	PUNCT
american_scientific_journal-12048	196	4	context	context	NOUN
american_scientific_journal-12048	196	5	learning	learning	NOUN
american_scientific_journal-12048	196	6	with	with	ADP
american_scientific_journal-12048	196	7	retrieved	retrieve	VERB
american_scientific_journal-12048	196	8	demonstrations	demonstration	NOUN
american_scientific_journal-12048	196	9	for	for	ADP
american_scientific_journal-12048	196	10	language	language	NOUN
american_scientific_journal-12048	196	11	models	model	NOUN
american_scientific_journal-12048	196	12	:	:	PUNCT
american_scientific_journal-12048	196	13	a	a	DET
american_scientific_journal-12048	196	14	survey	survey	NOUN
american_scientific_journal-12048	196	15	,	,	PUNCT
american_scientific_journal-12048	196	16	”	"	PUNCT
american_scientific_journal-12048	196	17	in	in	ADP
american_scientific_journal-12048	196	18	transactions	transaction	NOUN
american_scientific_journal-12048	196	19	on	on	ADP
american_scientific_journal-12048	196	20	machine	machine	NOUN
american_scientific_journal-12048	196	21	learning	learn	VERB
american_scientific_journal-12048	196	22	research	research	NOUN
american_scientific_journal-12048	196	23	,	,	PUNCT
american_scientific_journal-12048	196	24	oct	oct	PROPN
american_scientific_journal-12048	196	25	.	.	PROPN
american_scientific_journal-12048	196	26	2024	2024	NUM
american_scientific_journal-12048	196	27	.	.	PUNCT
american_scientific_journal-12048	197	1	[	[	X
american_scientific_journal-12048	197	2	8	8	NUM
american_scientific_journal-12048	197	3	]	]	X
american_scientific_journal-12048	197	4	o.	o.	PROPN
american_scientific_journal-12048	197	5	rubin	rubin	PROPN
american_scientific_journal-12048	197	6	,	,	PUNCT
american_scientific_journal-12048	197	7	j.	j.	PROPN
american_scientific_journal-12048	197	8	herzig	herzig	PROPN
american_scientific_journal-12048	197	9	,	,	PUNCT
american_scientific_journal-12048	197	10	and	and	CCONJ
american_scientific_journal-12048	197	11	j.	j.	PROPN
american_scientific_journal-12048	197	12	berant	berant	PROPN
american_scientific_journal-12048	197	13	.	.	PUNCT
american_scientific_journal-12048	198	1	“	"	PUNCT
american_scientific_journal-12048	198	2	learning	learn	VERB
american_scientific_journal-12048	198	3	to	to	PART
american_scientific_journal-12048	198	4	retrieve	retrieve	VERB
american_scientific_journal-12048	198	5	prompts	prompt	NOUN
american_scientific_journal-12048	198	6	for	for	ADP
american_scientific_journal-12048	198	7	in	in	ADP
american_scientific_journal-12048	198	8	-	-	PUNCT
american_scientific_journal-12048	198	9	context	context	NOUN
american_scientific_journal-12048	198	10	learning	learning	NOUN
american_scientific_journal-12048	198	11	,	,	PUNCT
american_scientific_journal-12048	198	12	”	"	PUNCT
american_scientific_journal-12048	198	13	in	in	ADP
american_scientific_journal-12048	198	14	proceedings	proceeding	NOUN
american_scientific_journal-12048	198	15	of	of	ADP
american_scientific_journal-12048	198	16	the	the	DET
american_scientific_journal-12048	198	17	2022	2022	NUM
american_scientific_journal-12048	198	18	conference	conference	NOUN
american_scientific_journal-12048	198	19	of	of	ADP
american_scientific_journal-12048	198	20	the	the	DET
american_scientific_journal-12048	198	21	north	north	ADJ
american_scientific_journal-12048	198	22	american	american	ADJ
american_scientific_journal-12048	198	23	chapter	chapter	NOUN
american_scientific_journal-12048	198	24	of	of	ADP
american_scientific_journal-12048	198	25	the	the	DET
american_scientific_journal-12048	198	26	association	association	NOUN
american_scientific_journal-12048	198	27	for	for	ADP
american_scientific_journal-12048	198	28	computational	computational	ADJ
american_scientific_journal-12048	198	29	linguistics	linguistic	NOUN
american_scientific_journal-12048	198	30	:	:	PUNCT
american_scientific_journal-12048	198	31	human	human	ADJ
american_scientific_journal-12048	198	32	language	language	NOUN
american_scientific_journal-12048	198	33	technologies	technology	NOUN
american_scientific_journal-12048	198	34	,	,	PUNCT
american_scientific_journal-12048	198	35	jul	jul	PROPN
american_scientific_journal-12048	198	36	.	.	PROPN
american_scientific_journal-12048	198	37	2022	2022	NUM
american_scientific_journal-12048	198	38	,	,	PUNCT
american_scientific_journal-12048	198	39	pp	pp	ADJ
american_scientific_journal-12048	198	40	.	.	PUNCT
american_scientific_journal-12048	199	1	2655–2671	2655–2671	NUM
american_scientific_journal-12048	199	2	.	.	PUNCT
american_scientific_journal-12048	200	1	[	[	X
american_scientific_journal-12048	200	2	9	9	NUM
american_scientific_journal-12048	200	3	]	]	PUNCT
american_scientific_journal-12048	200	4	j.	j.	PROPN
american_scientific_journal-12048	200	5	liu	liu	PROPN
american_scientific_journal-12048	200	6	,	,	PUNCT
american_scientific_journal-12048	200	7	d.	d.	PROPN
american_scientific_journal-12048	200	8	shen	shen	PROPN
american_scientific_journal-12048	200	9	,	,	PUNCT
american_scientific_journal-12048	200	10	y.	y.	PROPN
american_scientific_journal-12048	200	11	zhang	zhang	PROPN
american_scientific_journal-12048	200	12	,	,	PUNCT
american_scientific_journal-12048	200	13	b.	b.	PROPN
american_scientific_journal-12048	200	14	dolan	dolan	PROPN
american_scientific_journal-12048	200	15	,	,	PUNCT
american_scientific_journal-12048	200	16	l.	l.	PROPN
american_scientific_journal-12048	200	17	carin	carin	PROPN
american_scientific_journal-12048	200	18	,	,	PUNCT
american_scientific_journal-12048	200	19	and	and	CCONJ
american_scientific_journal-12048	200	20	w.	w.	PROPN
american_scientific_journal-12048	200	21	chen	chen	PROPN
american_scientific_journal-12048	200	22	.	.	PUNCT
american_scientific_journal-12048	201	1	“	"	PUNCT
american_scientific_journal-12048	201	2	what	what	PRON
american_scientific_journal-12048	201	3	makes	make	VERB
american_scientific_journal-12048	201	4	good	good	ADJ
american_scientific_journal-12048	201	5	in	in	ADP
american_scientific_journal-12048	201	6	-	-	PUNCT
american_scientific_journal-12048	201	7	context	context	NOUN
american_scientific_journal-12048	201	8	examples	example	NOUN
american_scientific_journal-12048	201	9	for	for	ADP
american_scientific_journal-12048	201	10	gpt-3	gpt-3	NOUN
american_scientific_journal-12048	201	11	?	?	PUNCT
american_scientific_journal-12048	201	12	”	"	PUNCT
american_scientific_journal-12048	201	13	in	in	ADP
american_scientific_journal-12048	201	14	proceedings	proceeding	NOUN
american_scientific_journal-12048	201	15	of	of	ADP
american_scientific_journal-12048	201	16	deep	deep	ADJ
american_scientific_journal-12048	201	17	learning	learning	NOUN
american_scientific_journal-12048	201	18	inside	inside	ADV
american_scientific_journal-12048	201	19	out	out	ADP
american_scientific_journal-12048	201	20	(	(	PUNCT
american_scientific_journal-12048	201	21	deelio	deelio	NOUN
american_scientific_journal-12048	201	22	2022	2022	NUM
american_scientific_journal-12048	201	23	):	):	PUNCT
american_scientific_journal-12048	201	24	the	the	DET
american_scientific_journal-12048	201	25	3rd	3rd	ADJ
american_scientific_journal-12048	201	26	workshop	workshop	NOUN
american_scientific_journal-12048	201	27	on	on	ADP
american_scientific_journal-12048	201	28	knowledge	knowledge	NOUN
american_scientific_journal-12048	201	29	extraction	extraction	NOUN
american_scientific_journal-12048	201	30	and	and	CCONJ
american_scientific_journal-12048	201	31	integration	integration	NOUN
american_scientific_journal-12048	201	32	for	for	ADP
american_scientific_journal-12048	201	33	deep	deep	ADJ
american_scientific_journal-12048	201	34	learning	learning	NOUN
american_scientific_journal-12048	201	35	architectures	architecture	NOUN
american_scientific_journal-12048	201	36	,	,	PUNCT
american_scientific_journal-12048	201	37	may	may	AUX
american_scientific_journal-12048	201	38	2022	2022	NUM
american_scientific_journal-12048	201	39	,	,	PUNCT
american_scientific_journal-12048	201	40	pp	pp	ADJ
american_scientific_journal-12048	201	41	.	.	PUNCT
american_scientific_journal-12048	202	1	100–114	100–114	NUM
american_scientific_journal-12048	202	2	.	.	PUNCT
american_scientific_journal-12048	203	1	[	[	X
american_scientific_journal-12048	203	2	10	10	NUM
american_scientific_journal-12048	203	3	]	]	X
american_scientific_journal-12048	203	4	i.	i.	NOUN
american_scientific_journal-12048	203	5	levy	levy	PROPN
american_scientific_journal-12048	203	6	,	,	PUNCT
american_scientific_journal-12048	203	7	b.	b.	PROPN
american_scientific_journal-12048	203	8	bogin	bogin	PROPN
american_scientific_journal-12048	203	9	,	,	PUNCT
american_scientific_journal-12048	203	10	and	and	CCONJ
american_scientific_journal-12048	203	11	j.	j.	PROPN
american_scientific_journal-12048	203	12	berant	berant	PROPN
american_scientific_journal-12048	203	13	.	.	PUNCT
american_scientific_journal-12048	204	1	“	"	PUNCT
american_scientific_journal-12048	204	2	diverse	diverse	ADJ
american_scientific_journal-12048	204	3	demonstrations	demonstration	NOUN
american_scientific_journal-12048	204	4	improve	improve	VERB
american_scientific_journal-12048	204	5	in	in	ADP
american_scientific_journal-12048	204	6	-	-	PUNCT
american_scientific_journal-12048	204	7	context	context	NOUN
american_scientific_journal-12048	204	8	compositional	compositional	ADJ
american_scientific_journal-12048	204	9	generalization	generalization	NOUN
american_scientific_journal-12048	204	10	,	,	PUNCT
american_scientific_journal-12048	204	11	”	"	PUNCT
american_scientific_journal-12048	204	12	in	in	ADP
american_scientific_journal-12048	204	13	proceedings	proceeding	NOUN
american_scientific_journal-12048	204	14	of	of	ADP
american_scientific_journal-12048	204	15	the	the	DET
american_scientific_journal-12048	204	16	61st	61st	ADJ
american_scientific_journal-12048	204	17	annual	annual	ADJ
american_scientific_journal-12048	204	18	meeting	meeting	NOUN
american_scientific_journal-12048	204	19	of	of	ADP
american_scientific_journal-12048	204	20	the	the	DET
american_scientific_journal-12048	204	21	association	association	NOUN
american_scientific_journal-12048	204	22	for	for	ADP
american_scientific_journal-12048	204	23	computational	computational	ADJ
american_scientific_journal-12048	204	24	linguistics	linguistic	NOUN
american_scientific_journal-12048	204	25	(	(	PUNCT
american_scientific_journal-12048	204	26	volume	volume	NOUN
american_scientific_journal-12048	204	27	1	1	NUM
american_scientific_journal-12048	204	28	:	:	PUNCT
american_scientific_journal-12048	204	29	long	long	ADJ
american_scientific_journal-12048	204	30	papers	paper	NOUN
american_scientific_journal-12048	204	31	)	)	PUNCT
american_scientific_journal-12048	204	32	,	,	PUNCT
american_scientific_journal-12048	204	33	jul	jul	PROPN
american_scientific_journal-12048	204	34	.	.	PROPN
american_scientific_journal-12048	204	35	2023	2023	NUM
american_scientific_journal-12048	204	36	,	,	PUNCT
american_scientific_journal-12048	204	37	pp	pp	ADJ
american_scientific_journal-12048	204	38	.	.	PUNCT
american_scientific_journal-12048	205	1	1401–1422	1401–1422	NUM
american_scientific_journal-12048	205	2	.	.	PUNCT
american_scientific_journal-12048	206	1	[	[	X
american_scientific_journal-12048	206	2	11	11	NUM
american_scientific_journal-12048	206	3	]	]	X
american_scientific_journal-12048	206	4	c.	c.	PROPN
american_scientific_journal-12048	206	5	qin	qin	PROPN
american_scientific_journal-12048	206	6	,	,	PUNCT
american_scientific_journal-12048	206	7	a.	a.	PROPN
american_scientific_journal-12048	206	8	zhang	zhang	PROPN
american_scientific_journal-12048	206	9	,	,	PUNCT
american_scientific_journal-12048	206	10	c.	c.	PROPN
american_scientific_journal-12048	206	11	chen	chen	PROPN
american_scientific_journal-12048	206	12	,	,	PUNCT
american_scientific_journal-12048	206	13	a.	a.	NOUN
american_scientific_journal-12048	206	14	dagar	dagar	NOUN
american_scientific_journal-12048	206	15	,	,	PUNCT
american_scientific_journal-12048	206	16	and	and	CCONJ
american_scientific_journal-12048	206	17	w.	w.	PROPN
american_scientific_journal-12048	206	18	ye	ye	PROPN
american_scientific_journal-12048	206	19	.	.	PUNCT
american_scientific_journal-12048	207	1	“	"	PUNCT
american_scientific_journal-12048	207	2	in	in	ADP
american_scientific_journal-12048	207	3	-	-	PUNCT
american_scientific_journal-12048	207	4	context	context	NOUN
american_scientific_journal-12048	207	5	learning	learning	NOUN
american_scientific_journal-12048	207	6	with	with	ADP
american_scientific_journal-12048	207	7	iterative	iterative	ADJ
american_scientific_journal-12048	207	8	demonstration	demonstration	NOUN
american_scientific_journal-12048	207	9	selection	selection	NOUN
american_scientific_journal-12048	207	10	,	,	PUNCT
american_scientific_journal-12048	207	11	”	"	PUNCT
american_scientific_journal-12048	207	12	in	in	ADP
american_scientific_journal-12048	207	13	findings	finding	NOUN
american_scientific_journal-12048	207	14	of	of	ADP
american_scientific_journal-12048	207	15	the	the	DET
american_scientific_journal-12048	207	16	association	association	NOUN
american_scientific_journal-12048	207	17	for	for	ADP
american_scientific_journal-12048	207	18	computational	computational	ADJ
american_scientific_journal-12048	207	19	linguistics	linguistic	NOUN
american_scientific_journal-12048	207	20	:	:	PUNCT
american_scientific_journal-12048	207	21	emnlp	emnlp	PROPN
american_scientific_journal-12048	207	22	2024	2024	NUM
american_scientific_journal-12048	207	23	,	,	PUNCT
american_scientific_journal-12048	207	24	nov	nov	PROPN
american_scientific_journal-12048	207	25	.	.	PROPN
american_scientific_journal-12048	207	26	2024	2024	NUM
american_scientific_journal-12048	207	27	,	,	PUNCT
american_scientific_journal-12048	207	28	pp	pp	X
american_scientific_journal-12048	207	29	.	.	PUNCT
american_scientific_journal-12048	208	1	7441–7455	7441–7455	NUM
american_scientific_journal-12048	208	2	.	.	PUNCT
american_scientific_journal-12048	209	1	[	[	X
american_scientific_journal-12048	209	2	12	12	NUM
american_scientific_journal-12048	209	3	]	]	X
american_scientific_journal-12048	209	4	y.	y.	PROPN
american_scientific_journal-12048	209	5	lu	lu	PROPN
american_scientific_journal-12048	209	6	,	,	PUNCT
american_scientific_journal-12048	209	7	m.	m.	PROPN
american_scientific_journal-12048	209	8	bartolo	bartolo	PROPN
american_scientific_journal-12048	209	9	,	,	PUNCT
american_scientific_journal-12048	209	10	a.	a.	PROPN
american_scientific_journal-12048	209	11	moore	moore	PROPN
american_scientific_journal-12048	209	12	,	,	PUNCT
american_scientific_journal-12048	209	13	s.	s.	PROPN
american_scientific_journal-12048	209	14	riedel	riedel	PROPN
american_scientific_journal-12048	209	15	,	,	PUNCT
american_scientific_journal-12048	209	16	and	and	CCONJ
american_scientific_journal-12048	209	17	p.	p.	PROPN
american_scientific_journal-12048	209	18	stenetorp	stenetorp	PROPN
american_scientific_journal-12048	209	19	.	.	PUNCT
american_scientific_journal-12048	210	1	“	"	PUNCT
american_scientific_journal-12048	210	2	fantastically	fantastically	ADV
american_scientific_journal-12048	210	3	ordered	order	VERB
american_scientific_journal-12048	210	4	prompts	prompt	NOUN
american_scientific_journal-12048	210	5	and	and	CCONJ
american_scientific_journal-12048	210	6	where	where	SCONJ
american_scientific_journal-12048	210	7	to	to	PART
american_scientific_journal-12048	210	8	find	find	VERB
american_scientific_journal-12048	210	9	them	they	PRON
american_scientific_journal-12048	210	10	:	:	PUNCT
american_scientific_journal-12048	210	11	overcoming	overcome	VERB
american_scientific_journal-12048	210	12	few	few	ADJ
american_scientific_journal-12048	210	13	-	-	PUNCT
american_scientific_journal-12048	210	14	shot	shoot	VERB
american_scientific_journal-12048	210	15	prompt	prompt	ADJ
american_scientific_journal-12048	210	16	order	order	NOUN
american_scientific_journal-12048	210	17	sensitivity	sensitivity	NOUN
american_scientific_journal-12048	210	18	,	,	PUNCT
american_scientific_journal-12048	210	19	”	"	PUNCT
american_scientific_journal-12048	210	20	in	in	ADP
american_scientific_journal-12048	210	21	proceedings	proceeding	NOUN
american_scientific_journal-12048	210	22	of	of	ADP
american_scientific_journal-12048	210	23	the	the	DET
american_scientific_journal-12048	210	24	60th	60th	ADJ
american_scientific_journal-12048	210	25	annual	annual	ADJ
american_scientific_journal-12048	210	26	meeting	meeting	NOUN
american_scientific_journal-12048	210	27	of	of	ADP
american_scientific_journal-12048	210	28	the	the	DET
american_scientific_journal-12048	210	29	association	association	NOUN
american_scientific_journal-12048	210	30	for	for	ADP
american_scientific_journal-12048	210	31	computational	computational	ADJ
american_scientific_journal-12048	210	32	linguistics	linguistic	NOUN
american_scientific_journal-12048	210	33	(	(	PUNCT
american_scientific_journal-12048	210	34	volume	volume	NOUN
american_scientific_journal-12048	210	35	1	1	NUM
american_scientific_journal-12048	210	36	:	:	PUNCT
american_scientific_journal-12048	210	37	long	long	ADJ
american_scientific_journal-12048	210	38	papers	paper	NOUN
american_scientific_journal-12048	210	39	)	)	PUNCT
american_scientific_journal-12048	210	40	,	,	PUNCT
american_scientific_journal-12048	210	41	may	may	AUX
american_scientific_journal-12048	210	42	2022	2022	NUM
american_scientific_journal-12048	210	43	,	,	PUNCT
american_scientific_journal-12048	210	44	pp	pp	ADJ
american_scientific_journal-12048	210	45	.	.	PUNCT
american_scientific_journal-12048	210	46	8086–8098	8086–8098	NUM
american_scientific_journal-12048	210	47	.	.	PUNCT
american_scientific_journal-12048	211	1	[	[	X
american_scientific_journal-12048	211	2	13	13	NUM
american_scientific_journal-12048	211	3	]	]	PUNCT
american_scientific_journal-12048	211	4	z.	z.	PROPN
american_scientific_journal-12048	211	5	zhao	zhao	PROPN
american_scientific_journal-12048	211	6	,	,	PUNCT
american_scientific_journal-12048	211	7	e.	e.	PROPN
american_scientific_journal-12048	211	8	wallace	wallace	PROPN
american_scientific_journal-12048	211	9	,	,	PUNCT
american_scientific_journal-12048	211	10	s.	s.	PROPN
american_scientific_journal-12048	211	11	feng	feng	PROPN
american_scientific_journal-12048	211	12	,	,	PUNCT
american_scientific_journal-12048	211	13	d.	d.	PROPN
american_scientific_journal-12048	211	14	klein	klein	PROPN
american_scientific_journal-12048	211	15	,	,	PUNCT
american_scientific_journal-12048	211	16	and	and	CCONJ
american_scientific_journal-12048	211	17	s.	s.	PROPN
american_scientific_journal-12048	211	18	singh	singh	PROPN
american_scientific_journal-12048	211	19	.	.	PUNCT
american_scientific_journal-12048	212	1	“	"	PUNCT
american_scientific_journal-12048	212	2	calibrate	calibrate	VERB
american_scientific_journal-12048	212	3	before	before	ADP
american_scientific_journal-12048	212	4	use	use	NOUN
american_scientific_journal-12048	212	5	:	:	PUNCT
american_scientific_journal-12048	212	6	improving	improve	VERB
american_scientific_journal-12048	212	7	few	few	ADJ
american_scientific_journal-12048	212	8	-	-	PUNCT
american_scientific_journal-12048	212	9	shot	shot	NOUN
american_scientific_journal-12048	212	10	performance	performance	NOUN
american_scientific_journal-12048	212	11	of	of	ADP
american_scientific_journal-12048	212	12	language	language	NOUN
american_scientific_journal-12048	212	13	models	model	NOUN
american_scientific_journal-12048	212	14	,	,	PUNCT
american_scientific_journal-12048	212	15	”	"	PUNCT
american_scientific_journal-12048	212	16	in	in	ADP
american_scientific_journal-12048	212	17	proceedings	proceeding	NOUN
american_scientific_journal-12048	212	18	of	of	ADP
american_scientific_journal-12048	212	19	the	the	DET
american_scientific_journal-12048	212	20	38th	38th	ADJ
american_scientific_journal-12048	212	21	international	international	ADJ
american_scientific_journal-12048	212	22	conference	conference	NOUN
american_scientific_journal-12048	212	23	on	on	ADP
american_scientific_journal-12048	212	24	machine	machine	NOUN
american_scientific_journal-12048	212	25	learning	learning	NOUN
american_scientific_journal-12048	212	26	,	,	PUNCT
american_scientific_journal-12048	212	27	vol	vol	NOUN
american_scientific_journal-12048	212	28	.	.	PROPN
american_scientific_journal-12048	212	29	139	139	NUM
american_scientific_journal-12048	212	30	pmlr	pmlr	NOUN
american_scientific_journal-12048	212	31	,	,	PUNCT
american_scientific_journal-12048	212	32	jul	jul	PROPN
american_scientific_journal-12048	212	33	.	.	PROPN
american_scientific_journal-12048	212	34	2021	2021	NUM
american_scientific_journal-12048	212	35	,	,	PUNCT
american_scientific_journal-12048	212	36	pp	pp	ADV
american_scientific_journal-12048	212	37	.	.	PUNCT
american_scientific_journal-12048	213	1	12697	12697	NUM
american_scientific_journal-12048	213	2	-	-	SYM
american_scientific_journal-12048	213	3	12706	12706	NUM
american_scientific_journal-12048	213	4	.	.	PUNCT
american_scientific_journal-12048	214	1	[	[	X
american_scientific_journal-12048	214	2	14	14	NUM
american_scientific_journal-12048	214	3	]	]	X
american_scientific_journal-12048	214	4	j.	j.	PROPN
american_scientific_journal-12048	214	5	wei	wei	PROPN
american_scientific_journal-12048	214	6	,	,	PUNCT
american_scientific_journal-12048	214	7	x.	x.	PROPN
american_scientific_journal-12048	214	8	wang	wang	PROPN
american_scientific_journal-12048	214	9	,	,	PUNCT
american_scientific_journal-12048	214	10	d.	d.	PROPN
american_scientific_journal-12048	214	11	schuurmans	schuurmans	PROPN
american_scientific_journal-12048	214	12	,	,	PUNCT
american_scientific_journal-12048	214	13	m.	m.	NOUN
american_scientific_journal-12048	214	14	bosma	bosma	PROPN
american_scientific_journal-12048	214	15	,	,	PUNCT
american_scientific_journal-12048	214	16	b.	b.	PROPN
american_scientific_journal-12048	214	17	ichter	ichter	PROPN
american_scientific_journal-12048	214	18	,	,	PUNCT
american_scientific_journal-12048	214	19	f.	f.	PROPN
american_scientific_journal-12048	214	20	xia	xia	PROPN
american_scientific_journal-12048	214	21	et	et	PROPN
american_scientific_journal-12048	214	22	al	al	PROPN
american_scientific_journal-12048	214	23	.	.	PUNCT
american_scientific_journal-12048	215	1	“	"	PUNCT
american_scientific_journal-12048	215	2	chain	chain	NOUN
american_scientific_journal-12048	215	3	-	-	PUNCT
american_scientific_journal-12048	215	4	of	of	ADP
american_scientific_journal-12048	215	5	-	-	PUNCT
american_scientific_journal-12048	215	6	thought	thought	NOUN
american_scientific_journal-12048	215	7	prompting	prompt	VERB
american_scientific_journal-12048	215	8	elicits	elicit	NOUN
american_scientific_journal-12048	215	9	reasoning	reasoning	NOUN
american_scientific_journal-12048	215	10	in	in	ADP
american_scientific_journal-12048	215	11	large	large	ADJ
american_scientific_journal-12048	215	12	language	language	NOUN
american_scientific_journal-12048	215	13	models	model	NOUN
american_scientific_journal-12048	215	14	,	,	PUNCT
american_scientific_journal-12048	215	15	”	"	PUNCT
american_scientific_journal-12048	215	16	in	in	ADP
american_scientific_journal-12048	215	17	proceedings	proceeding	NOUN
american_scientific_journal-12048	215	18	of	of	ADP
american_scientific_journal-12048	215	19	the	the	DET
american_scientific_journal-12048	215	20	36th	36th	ADJ
american_scientific_journal-12048	215	21	international	international	ADJ
american_scientific_journal-12048	215	22	conference	conference	NOUN
american_scientific_journal-12048	215	23	on	on	ADP
american_scientific_journal-12048	215	24	neural	neural	ADJ
american_scientific_journal-12048	215	25	information	information	NOUN
american_scientific_journal-12048	215	26	processing	processing	NOUN
american_scientific_journal-12048	215	27	systems	system	NOUN
american_scientific_journal-12048	215	28	,	,	PUNCT
american_scientific_journal-12048	215	29	nov	nov	PROPN
american_scientific_journal-12048	215	30	.	.	PROPN
american_scientific_journal-12048	215	31	2022	2022	NUM
american_scientific_journal-12048	215	32	,	,	PUNCT
american_scientific_journal-12048	215	33	pp	pp	ADJ
american_scientific_journal-12048	215	34	.	.	PUNCT
american_scientific_journal-12048	216	1	24824	24824	NUM
american_scientific_journal-12048	216	2	-	-	SYM
american_scientific_journal-12048	216	3	24837	24837	NUM
american_scientific_journal-12048	216	4	.	.	PUNCT
american_scientific_journal-12048	217	1	[	[	X
american_scientific_journal-12048	217	2	15	15	NUM
american_scientific_journal-12048	217	3	]	]	X
american_scientific_journal-12048	217	4	b.	b.	PROPN
american_scientific_journal-12048	217	5	wang	wang	PROPN
american_scientific_journal-12048	217	6	,	,	PUNCT
american_scientific_journal-12048	217	7	s.	s.	PROPN
american_scientific_journal-12048	217	8	min	min	PROPN
american_scientific_journal-12048	217	9	,	,	PUNCT
american_scientific_journal-12048	217	10	x.	x.	PROPN
american_scientific_journal-12048	217	11	deng	deng	PROPN
american_scientific_journal-12048	217	12	,	,	PUNCT
american_scientific_journal-12048	217	13	j.	j.	PROPN
american_scientific_journal-12048	217	14	shen	shen	PROPN
american_scientific_journal-12048	217	15	,	,	PUNCT
american_scientific_journal-12048	217	16	y.	y.	PROPN
american_scientific_journal-12048	217	17	wu	wu	PROPN
american_scientific_journal-12048	217	18	,	,	PUNCT
american_scientific_journal-12048	217	19	l.	l.	PROPN
american_scientific_journal-12048	217	20	zettlemoyer	zettlemoyer	PROPN
american_scientific_journal-12048	217	21	,	,	PUNCT
american_scientific_journal-12048	217	22	and	and	CCONJ
american_scientific_journal-12048	217	23	h.	h.	PROPN
american_scientific_journal-12048	217	24	sun	sun	PROPN
american_scientific_journal-12048	217	25	.	.	PUNCT
american_scientific_journal-12048	218	1	“	"	PUNCT
american_scientific_journal-12048	218	2	towards	towards	ADP
american_scientific_journal-12048	218	3	understanding	understand	VERB
american_scientific_journal-12048	218	4	chainof	chainof	NOUN
american_scientific_journal-12048	218	5	-	-	PUNCT
american_scientific_journal-12048	218	6	thought	thought	NOUN
american_scientific_journal-12048	218	7	prompting	prompting	NOUN
american_scientific_journal-12048	218	8	:	:	PUNCT
american_scientific_journal-12048	218	9	an	an	DET
american_scientific_journal-12048	218	10	empirical	empirical	ADJ
american_scientific_journal-12048	218	11	study	study	NOUN
american_scientific_journal-12048	218	12	of	of	ADP
american_scientific_journal-12048	218	13	what	what	PRON
american_scientific_journal-12048	218	14	matters	matter	VERB
american_scientific_journal-12048	218	15	,	,	PUNCT
american_scientific_journal-12048	218	16	”	"	PUNCT
american_scientific_journal-12048	218	17	in	in	ADP
american_scientific_journal-12048	218	18	proceedings	proceeding	NOUN
american_scientific_journal-12048	218	19	of	of	ADP
american_scientific_journal-12048	218	20	the	the	DET
american_scientific_journal-12048	218	21	61st	61st	ADJ
american_scientific_journal-12048	218	22	annual	annual	ADJ
american_scientific_journal-12048	218	23	meeting	meeting	NOUN
american_scientific_journal-12048	218	24	american	american	PROPN
american_scientific_journal-12048	218	25	academic	academic	PROPN
american_scientific_journal-12048	218	26	scientific	scientific	ADJ
american_scientific_journal-12048	218	27	research	research	NOUN
american_scientific_journal-12048	218	28	journal	journal	NOUN
american_scientific_journal-12048	218	29	for	for	ADP
american_scientific_journal-12048	218	30	engineering	engineering	NOUN
american_scientific_journal-12048	218	31	,	,	PUNCT
american_scientific_journal-12048	218	32	technology	technology	NOUN
american_scientific_journal-12048	218	33	,	,	PUNCT
american_scientific_journal-12048	218	34	and	and	CCONJ
american_scientific_journal-12048	218	35	sciences	science	NOUN
american_scientific_journal-12048	218	36	(	(	PUNCT
american_scientific_journal-12048	218	37	asrjets	asrjet	NOUN
american_scientific_journal-12048	218	38	)	)	PUNCT
american_scientific_journal-12048	218	39	volume	volume	NOUN
american_scientific_journal-12048	218	40	103	103	NUM
american_scientific_journal-12048	218	41	,	,	PUNCT
american_scientific_journal-12048	218	42	no	no	DET
american_scientific_journal-12048	218	43	1	1	NUM
american_scientific_journal-12048	218	44	,	,	PUNCT
american_scientific_journal-12048	218	45	pp	pp	ADV
american_scientific_journal-12048	218	46	178	178	NUM
american_scientific_journal-12048	218	47	-	-	SYM
american_scientific_journal-12048	218	48	194	194	NUM
american_scientific_journal-12048	218	49	190	190	NUM
american_scientific_journal-12048	218	50	of	of	ADP
american_scientific_journal-12048	218	51	the	the	DET
american_scientific_journal-12048	218	52	association	association	NOUN
american_scientific_journal-12048	218	53	for	for	ADP
american_scientific_journal-12048	218	54	computational	computational	ADJ
american_scientific_journal-12048	218	55	linguistics	linguistic	NOUN
american_scientific_journal-12048	218	56	(	(	PUNCT
american_scientific_journal-12048	218	57	volume	volume	NOUN
american_scientific_journal-12048	218	58	1	1	NUM
american_scientific_journal-12048	218	59	:	:	PUNCT
american_scientific_journal-12048	218	60	long	long	ADJ
american_scientific_journal-12048	218	61	papers	paper	NOUN
american_scientific_journal-12048	218	62	)	)	PUNCT
american_scientific_journal-12048	218	63	,	,	PUNCT
american_scientific_journal-12048	218	64	jul	jul	PROPN
american_scientific_journal-12048	218	65	.	.	PROPN
american_scientific_journal-12048	218	66	2023	2023	NUM
american_scientific_journal-12048	218	67	,	,	PUNCT
american_scientific_journal-12048	218	68	pp	pp	ADJ
american_scientific_journal-12048	218	69	.	.	PUNCT
american_scientific_journal-12048	219	1	2717–2739	2717–2739	NUM
american_scientific_journal-12048	219	2	.	.	PUNCT
american_scientific_journal-12048	220	1	[	[	X
american_scientific_journal-12048	220	2	16	16	NUM
american_scientific_journal-12048	220	3	]	]	PUNCT
american_scientific_journal-12048	220	4	x.	x.	PROPN
american_scientific_journal-12048	220	5	zhang	zhang	PROPN
american_scientific_journal-12048	220	6	,	,	PUNCT
american_scientific_journal-12048	220	7	j.	j.	PROPN
american_scientific_journal-12048	220	8	zhao	zhao	PROPN
american_scientific_journal-12048	220	9	,	,	PUNCT
american_scientific_journal-12048	220	10	and	and	CCONJ
american_scientific_journal-12048	220	11	y.	y.	PROPN
american_scientific_journal-12048	220	12	lecun	lecun	PROPN
american_scientific_journal-12048	220	13	.	.	PUNCT
american_scientific_journal-12048	221	1	“	"	PUNCT
american_scientific_journal-12048	221	2	character	character	NOUN
american_scientific_journal-12048	221	3	-	-	PUNCT
american_scientific_journal-12048	221	4	level	level	NOUN
american_scientific_journal-12048	221	5	convolutional	convolutional	ADJ
american_scientific_journal-12048	221	6	networks	network	NOUN
american_scientific_journal-12048	221	7	for	for	ADP
american_scientific_journal-12048	221	8	text	text	NOUN
american_scientific_journal-12048	221	9	classification	classification	NOUN
american_scientific_journal-12048	221	10	,	,	PUNCT
american_scientific_journal-12048	221	11	”	"	PUNCT
american_scientific_journal-12048	221	12	in	in	ADP
american_scientific_journal-12048	221	13	proceedings	proceeding	NOUN
american_scientific_journal-12048	221	14	of	of	ADP
american_scientific_journal-12048	221	15	the	the	DET
american_scientific_journal-12048	221	16	29th	29th	ADJ
american_scientific_journal-12048	221	17	international	international	ADJ
american_scientific_journal-12048	221	18	conference	conference	NOUN
american_scientific_journal-12048	221	19	on	on	ADP
american_scientific_journal-12048	221	20	neural	neural	ADJ
american_scientific_journal-12048	221	21	information	information	NOUN
american_scientific_journal-12048	221	22	processing	processing	NOUN
american_scientific_journal-12048	221	23	systems	system	NOUN
american_scientific_journal-12048	221	24	volume	volume	NOUN
american_scientific_journal-12048	221	25	1	1	NUM
american_scientific_journal-12048	221	26	,	,	PUNCT
american_scientific_journal-12048	221	27	dec	dec	PROPN
american_scientific_journal-12048	221	28	.	.	PROPN
american_scientific_journal-12048	221	29	2015	2015	NUM
american_scientific_journal-12048	221	30	,	,	PUNCT
american_scientific_journal-12048	221	31	pp	pp	ADJ
american_scientific_journal-12048	221	32	.	.	PUNCT
american_scientific_journal-12048	222	1	649–657	649–657	NUM
american_scientific_journal-12048	222	2	.	.	PUNCT
american_scientific_journal-12048	223	1	[	[	X
american_scientific_journal-12048	223	2	17	17	NUM
american_scientific_journal-12048	223	3	]	]	X
american_scientific_journal-12048	223	4	i.	i.	PROPN
american_scientific_journal-12048	223	5	casanueva	casanueva	PROPN
american_scientific_journal-12048	223	6	,	,	PUNCT
american_scientific_journal-12048	223	7	t.	t.	PROPN
american_scientific_journal-12048	223	8	temčinas	temčinas	PROPN
american_scientific_journal-12048	223	9	,	,	PUNCT
american_scientific_journal-12048	223	10	d.	d.	PROPN
american_scientific_journal-12048	223	11	gerz	gerz	PROPN
american_scientific_journal-12048	223	12	,	,	PUNCT
american_scientific_journal-12048	223	13	m.	m.	PROPN
american_scientific_journal-12048	223	14	henderson	henderson	PROPN
american_scientific_journal-12048	223	15	,	,	PUNCT
american_scientific_journal-12048	223	16	and	and	CCONJ
american_scientific_journal-12048	223	17	i.	i.	PROPN
american_scientific_journal-12048	223	18	vulić	vulić	PROPN
american_scientific_journal-12048	223	19	.	.	PUNCT
american_scientific_journal-12048	224	1	“	"	PUNCT
american_scientific_journal-12048	224	2	efficient	efficient	ADJ
american_scientific_journal-12048	224	3	intent	intent	NOUN
american_scientific_journal-12048	224	4	detection	detection	NOUN
american_scientific_journal-12048	224	5	with	with	ADP
american_scientific_journal-12048	224	6	dual	dual	ADJ
american_scientific_journal-12048	224	7	sentence	sentence	NOUN
american_scientific_journal-12048	224	8	encoders	encoder	NOUN
american_scientific_journal-12048	224	9	,	,	PUNCT
american_scientific_journal-12048	224	10	”	"	PUNCT
american_scientific_journal-12048	224	11	in	in	ADP
american_scientific_journal-12048	224	12	proceedings	proceeding	NOUN
american_scientific_journal-12048	224	13	of	of	ADP
american_scientific_journal-12048	224	14	the	the	DET
american_scientific_journal-12048	224	15	2nd	2nd	ADJ
american_scientific_journal-12048	224	16	workshop	workshop	NOUN
american_scientific_journal-12048	224	17	on	on	ADP
american_scientific_journal-12048	224	18	natural	natural	ADJ
american_scientific_journal-12048	224	19	language	language	NOUN
american_scientific_journal-12048	224	20	processing	processing	NOUN
american_scientific_journal-12048	224	21	for	for	ADP
american_scientific_journal-12048	224	22	conversational	conversational	ADJ
american_scientific_journal-12048	224	23	ai	ai	NOUN
american_scientific_journal-12048	224	24	,	,	PUNCT
american_scientific_journal-12048	224	25	jul	jul	PROPN
american_scientific_journal-12048	224	26	.	.	PROPN
american_scientific_journal-12048	224	27	2020	2020	NUM
american_scientific_journal-12048	224	28	,	,	PUNCT
american_scientific_journal-12048	224	29	pp	pp	ADV
american_scientific_journal-12048	224	30	.	.	PUNCT
american_scientific_journal-12048	225	1	38–45	38–45	NUM
american_scientific_journal-12048	225	2	.	.	PUNCT
american_scientific_journal-12048	226	1	[	[	X
american_scientific_journal-12048	226	2	18	18	NUM
american_scientific_journal-12048	226	3	]	]	PUNCT
american_scientific_journal-12048	226	4	j.	j.	PROPN
american_scientific_journal-12048	226	5	devlin	devlin	PROPN
american_scientific_journal-12048	226	6	,	,	PUNCT
american_scientific_journal-12048	226	7	m.-w	m.-w	PROPN
american_scientific_journal-12048	226	8	.	.	PUNCT
american_scientific_journal-12048	227	1	chang	chang	PROPN
american_scientific_journal-12048	227	2	,	,	PUNCT
american_scientific_journal-12048	227	3	k.	k.	PROPN
american_scientific_journal-12048	227	4	lee	lee	PROPN
american_scientific_journal-12048	227	5	,	,	PUNCT
american_scientific_journal-12048	227	6	and	and	CCONJ
american_scientific_journal-12048	227	7	k.	k.	PROPN
american_scientific_journal-12048	227	8	toutanova	toutanova	PROPN
american_scientific_journal-12048	227	9	.	.	PUNCT
american_scientific_journal-12048	228	1	“	"	PUNCT
american_scientific_journal-12048	228	2	bert	bert	NOUN
american_scientific_journal-12048	228	3	:	:	PUNCT
american_scientific_journal-12048	228	4	pre	pre	ADJ
american_scientific_journal-12048	228	5	-	-	NOUN
american_scientific_journal-12048	228	6	training	training	NOUN
american_scientific_journal-12048	228	7	of	of	ADP
american_scientific_journal-12048	228	8	deep	deep	ADJ
american_scientific_journal-12048	228	9	bidirectional	bidirectional	ADJ
american_scientific_journal-12048	228	10	transformers	transformer	NOUN
american_scientific_journal-12048	228	11	for	for	ADP
american_scientific_journal-12048	228	12	language	language	NOUN
american_scientific_journal-12048	228	13	understanding	understanding	NOUN
american_scientific_journal-12048	228	14	,	,	PUNCT
american_scientific_journal-12048	228	15	”	"	PUNCT
american_scientific_journal-12048	228	16	in	in	ADP
american_scientific_journal-12048	228	17	proceedings	proceeding	NOUN
american_scientific_journal-12048	228	18	of	of	ADP
american_scientific_journal-12048	228	19	the	the	DET
american_scientific_journal-12048	228	20	2019	2019	NUM
american_scientific_journal-12048	228	21	conference	conference	NOUN
american_scientific_journal-12048	228	22	of	of	ADP
american_scientific_journal-12048	228	23	the	the	DET
american_scientific_journal-12048	228	24	north	north	ADJ
american_scientific_journal-12048	228	25	american	american	ADJ
american_scientific_journal-12048	228	26	chapter	chapter	NOUN
american_scientific_journal-12048	228	27	of	of	ADP
american_scientific_journal-12048	228	28	the	the	DET
american_scientific_journal-12048	228	29	association	association	NOUN
american_scientific_journal-12048	228	30	for	for	ADP
american_scientific_journal-12048	228	31	computational	computational	ADJ
american_scientific_journal-12048	228	32	linguistics	linguistic	NOUN
american_scientific_journal-12048	228	33	:	:	PUNCT
american_scientific_journal-12048	228	34	human	human	ADJ
american_scientific_journal-12048	228	35	language	language	NOUN
american_scientific_journal-12048	228	36	technologies	technology	NOUN
american_scientific_journal-12048	228	37	,	,	PUNCT
american_scientific_journal-12048	228	38	volume	volume	NOUN
american_scientific_journal-12048	228	39	1	1	NUM
american_scientific_journal-12048	228	40	(	(	PUNCT
american_scientific_journal-12048	228	41	long	long	ADJ
american_scientific_journal-12048	228	42	and	and	CCONJ
american_scientific_journal-12048	228	43	short	short	ADJ
american_scientific_journal-12048	228	44	papers	paper	NOUN
american_scientific_journal-12048	228	45	)	)	PUNCT
american_scientific_journal-12048	228	46	,	,	PUNCT
american_scientific_journal-12048	228	47	jun	jun	PROPN
american_scientific_journal-12048	228	48	.	.	PROPN
american_scientific_journal-12048	228	49	2019	2019	NUM
american_scientific_journal-12048	228	50	,	,	PUNCT
american_scientific_journal-12048	228	51	pp	pp	ADJ
american_scientific_journal-12048	228	52	.	.	PUNCT
american_scientific_journal-12048	229	1	4171–4186	4171–4186	NUM
american_scientific_journal-12048	229	2	.	.	PUNCT
american_scientific_journal-12048	230	1	[	[	X
american_scientific_journal-12048	230	2	19	19	NUM
american_scientific_journal-12048	230	3	]	]	X
american_scientific_journal-12048	230	4	y.	y.	PROPN
american_scientific_journal-12048	230	5	liu	liu	PROPN
american_scientific_journal-12048	230	6	,	,	PUNCT
american_scientific_journal-12048	230	7	m.	m.	PROPN
american_scientific_journal-12048	230	8	ott	ott	PROPN
american_scientific_journal-12048	230	9	,	,	PUNCT
american_scientific_journal-12048	230	10	n.	n.	PROPN
american_scientific_journal-12048	230	11	goyal	goyal	PROPN
american_scientific_journal-12048	230	12	,	,	PUNCT
american_scientific_journal-12048	230	13	j.	j.	PROPN
american_scientific_journal-12048	230	14	du	du	PROPN
american_scientific_journal-12048	230	15	,	,	PUNCT
american_scientific_journal-12048	230	16	m.	m.	PROPN
american_scientific_journal-12048	230	17	joshi	joshi	PROPN
american_scientific_journal-12048	230	18	,	,	PUNCT
american_scientific_journal-12048	230	19	d.	d.	PROPN
american_scientific_journal-12048	230	20	chen	chen	PROPN
american_scientific_journal-12048	230	21	et	et	PROPN
american_scientific_journal-12048	230	22	al	al	PROPN
american_scientific_journal-12048	230	23	.	.	PUNCT
american_scientific_journal-12048	231	1	“	"	PUNCT
american_scientific_journal-12048	231	2	roberta	roberta	PROPN
american_scientific_journal-12048	231	3	:	:	PUNCT
american_scientific_journal-12048	231	4	a	a	DET
american_scientific_journal-12048	231	5	robustly	robustly	ADV
american_scientific_journal-12048	231	6	optimized	optimize	VERB
american_scientific_journal-12048	231	7	bert	bert	NOUN
american_scientific_journal-12048	231	8	pretraining	pretraine	VERB
american_scientific_journal-12048	231	9	approach	approach	NOUN
american_scientific_journal-12048	231	10	,	,	PUNCT
american_scientific_journal-12048	231	11	”	"	PUNCT
american_scientific_journal-12048	231	12	arxiv:19007.11692v1	arxiv:19007.11692v1	NOUN
american_scientific_journal-12048	232	1	[	[	X
american_scientific_journal-12048	232	2	cs.cl	cs.cl	PROPN
american_scientific_journal-12048	232	3	]	]	X
american_scientific_journal-12048	232	4	,	,	PUNCT
american_scientific_journal-12048	232	5	jul	jul	PROPN
american_scientific_journal-12048	232	6	.	.	PROPN
american_scientific_journal-12048	232	7	2019	2019	NUM
american_scientific_journal-12048	232	8	.	.	PUNCT
american_scientific_journal-12048	233	1	[	[	X
american_scientific_journal-12048	233	2	20	20	NUM
american_scientific_journal-12048	233	3	]	]	PUNCT
american_scientific_journal-12048	233	4	p.	p.	NOUN
american_scientific_journal-12048	233	5	he	he	PRON
american_scientific_journal-12048	233	6	,	,	PUNCT
american_scientific_journal-12048	233	7	j.	j.	PROPN
american_scientific_journal-12048	233	8	gao	gao	PROPN
american_scientific_journal-12048	233	9	,	,	PUNCT
american_scientific_journal-12048	233	10	and	and	CCONJ
american_scientific_journal-12048	233	11	w.	w.	PROPN
american_scientific_journal-12048	233	12	chen	chen	PROPN
american_scientific_journal-12048	233	13	.	.	PUNCT
american_scientific_journal-12048	234	1	“	"	PUNCT
american_scientific_journal-12048	234	2	debertav3	debertav3	NOUN
american_scientific_journal-12048	234	3	:	:	PUNCT
american_scientific_journal-12048	234	4	improving	improve	VERB
american_scientific_journal-12048	234	5	deberta	deberta	NOUN
american_scientific_journal-12048	234	6	using	use	VERB
american_scientific_journal-12048	234	7	electra	electra	NOUN
american_scientific_journal-12048	234	8	-	-	ADJ
american_scientific_journal-12048	234	9	style	style	ADJ
american_scientific_journal-12048	234	10	pre	pre	NOUN
american_scientific_journal-12048	234	11	-	-	NOUN
american_scientific_journal-12048	234	12	training	training	NOUN
american_scientific_journal-12048	234	13	with	with	ADP
american_scientific_journal-12048	234	14	gradient	gradient	NOUN
american_scientific_journal-12048	234	15	-	-	PUNCT
american_scientific_journal-12048	234	16	disentangled	disentangle	VERB
american_scientific_journal-12048	234	17	embedding	embed	VERB
american_scientific_journal-12048	234	18	sharing	sharing	NOUN
american_scientific_journal-12048	234	19	,	,	PUNCT
american_scientific_journal-12048	234	20	”	"	PUNCT
american_scientific_journal-12048	234	21	arxiv:2111.09543v4	arxiv:2111.09543v4	PROPN
american_scientific_journal-12048	235	1	[	[	X
american_scientific_journal-12048	235	2	cs.cl	cs.cl	PROPN
american_scientific_journal-12048	235	3	]	]	X
american_scientific_journal-12048	235	4	,	,	PUNCT
american_scientific_journal-12048	235	5	mar	mar	PROPN
american_scientific_journal-12048	235	6	.	.	PROPN
american_scientific_journal-12048	235	7	2023	2023	NUM
american_scientific_journal-12048	235	8	.	.	PUNCT
american_scientific_journal-12048	236	1	[	[	X
american_scientific_journal-12048	236	2	21	21	NUM
american_scientific_journal-12048	236	3	]	]	PUNCT
american_scientific_journal-12048	236	4	openai	openai	PROPN
american_scientific_journal-12048	236	5	.	.	PUNCT
american_scientific_journal-12048	237	1	“	"	PUNCT
american_scientific_journal-12048	237	2	gpt-4o	gpt-4o	ADJ
american_scientific_journal-12048	237	3	system	system	NOUN
american_scientific_journal-12048	237	4	card	card	NOUN
american_scientific_journal-12048	237	5	.	.	PUNCT
american_scientific_journal-12048	237	6	”	"	PUNCT
american_scientific_journal-12048	238	1	internet	internet	NOUN
american_scientific_journal-12048	238	2	:	:	PUNCT
american_scientific_journal-12048	239	1	https://openai.com/index/gpt-4o-system-card/	https://openai.com/index/gpt-4o-system-card/	ADV
american_scientific_journal-12048	239	2	,	,	PUNCT
american_scientific_journal-12048	239	3	aug	aug	PROPN
american_scientific_journal-12048	239	4	.	.	PROPN
american_scientific_journal-12048	239	5	2024	2024	NUM
american_scientific_journal-12048	239	6	[	[	X
american_scientific_journal-12048	239	7	aug	aug	PROPN
american_scientific_journal-12048	239	8	.	.	PROPN
american_scientific_journal-12048	239	9	7	7	NUM
american_scientific_journal-12048	239	10	,	,	PUNCT
american_scientific_journal-12048	239	11	2025	2025	NUM
american_scientific_journal-12048	239	12	]	]	PUNCT
american_scientific_journal-12048	239	13	.	.	PUNCT
american_scientific_journal-12048	240	1	[	[	X
american_scientific_journal-12048	240	2	22	22	NUM
american_scientific_journal-12048	240	3	]	]	PUNCT
american_scientific_journal-12048	240	4	huggingface	huggingface	NOUN
american_scientific_journal-12048	240	5	.	.	PUNCT
american_scientific_journal-12048	241	1	“	"	PUNCT
american_scientific_journal-12048	241	2	meta	meta	VERB
american_scientific_journal-12048	241	3	-	-	PUNCT
american_scientific_journal-12048	241	4	llama-3.3	llama-3.3	NOUN
american_scientific_journal-12048	241	5	-	-	PUNCT
american_scientific_journal-12048	241	6	70b	70b	NOUN
american_scientific_journal-12048	241	7	-	-	PUNCT
american_scientific_journal-12048	241	8	instruct	instruct	VERB
american_scientific_journal-12048	241	9	model	model	NOUN
american_scientific_journal-12048	241	10	card	card	NOUN
american_scientific_journal-12048	241	11	.	.	PUNCT
american_scientific_journal-12048	241	12	”	"	PUNCT
american_scientific_journal-12048	242	1	internet	internet	NOUN
american_scientific_journal-12048	242	2	:	:	PUNCT
american_scientific_journal-12048	242	3	https://huggingface.co/metallama/llama-3.3-70b-instruct	https://huggingface.co/metallama/llama-3.3-70b-instruct	NOUN
american_scientific_journal-12048	242	4	,	,	PUNCT
american_scientific_journal-12048	242	5	dec	dec	PROPN
american_scientific_journal-12048	242	6	.	.	PROPN
american_scientific_journal-12048	242	7	2024	2024	NUM
american_scientific_journal-12048	243	1	[	[	X
american_scientific_journal-12048	243	2	aug	aug	PROPN
american_scientific_journal-12048	243	3	.	.	PROPN
american_scientific_journal-12048	243	4	7	7	NUM
american_scientific_journal-12048	243	5	,	,	PUNCT
american_scientific_journal-12048	243	6	2025	2025	NUM
american_scientific_journal-12048	243	7	]	]	PUNCT
american_scientific_journal-12048	243	8	.	.	PUNCT
american_scientific_journal-12048	244	1	[	[	X
american_scientific_journal-12048	244	2	23	23	NUM
american_scientific_journal-12048	244	3	]	]	X
american_scientific_journal-12048	244	4	mistral	mistral	ADJ
american_scientific_journal-12048	244	5	ai	ai	NOUN
american_scientific_journal-12048	244	6	.	.	PUNCT
american_scientific_journal-12048	245	1	“	"	PUNCT
american_scientific_journal-12048	245	2	mistral	mistral	ADJ
american_scientific_journal-12048	245	3	small	small	ADJ
american_scientific_journal-12048	245	4	3	3	NUM
american_scientific_journal-12048	245	5	,	,	PUNCT
american_scientific_journal-12048	245	6	”	"	PUNCT
american_scientific_journal-12048	245	7	internet	internet	NOUN
american_scientific_journal-12048	245	8	:	:	PUNCT
american_scientific_journal-12048	245	9	https://mistral.ai/news/mistral-small-3	https://mistral.ai/news/mistral-small-3	PROPN
american_scientific_journal-12048	245	10	,	,	PUNCT
american_scientific_journal-12048	245	11	jan	jan	PROPN
american_scientific_journal-12048	245	12	.	.	PROPN
american_scientific_journal-12048	245	13	2025	2025	NUM
american_scientific_journal-12048	245	14	,	,	PUNCT
american_scientific_journal-12048	245	15	[	[	X
american_scientific_journal-12048	245	16	aug	aug	PROPN
american_scientific_journal-12048	245	17	.	.	PROPN
american_scientific_journal-12048	245	18	7	7	NUM
american_scientific_journal-12048	245	19	,	,	PUNCT
american_scientific_journal-12048	245	20	2025	2025	NUM
american_scientific_journal-12048	245	21	]	]	PUNCT
american_scientific_journal-12048	245	22	.	.	PUNCT
american_scientific_journal-12048	246	1	[	[	X
american_scientific_journal-12048	246	2	24	24	NUM
american_scientific_journal-12048	246	3	]	]	X
american_scientific_journal-12048	246	4	s.	s.	PROPN
american_scientific_journal-12048	246	5	robertson	robertson	PROPN
american_scientific_journal-12048	246	6	and	and	CCONJ
american_scientific_journal-12048	246	7	h.	h.	PROPN
american_scientific_journal-12048	246	8	zaragoza	zaragoza	PROPN
american_scientific_journal-12048	246	9	.	.	PUNCT
american_scientific_journal-12048	247	1	the	the	DET
american_scientific_journal-12048	247	2	probabilistic	probabilistic	ADJ
american_scientific_journal-12048	247	3	relevance	relevance	NOUN
american_scientific_journal-12048	247	4	framework	framework	NOUN
american_scientific_journal-12048	247	5	:	:	PUNCT
american_scientific_journal-12048	248	1	bm25	bm25	PROPN
american_scientific_journal-12048	248	2	and	and	CCONJ
american_scientific_journal-12048	248	3	beyond	beyond	ADP
american_scientific_journal-12048	248	4	.	.	PUNCT
american_scientific_journal-12048	249	1	foundations	foundation	NOUN
american_scientific_journal-12048	249	2	and	and	CCONJ
american_scientific_journal-12048	249	3	trends	trend	NOUN
american_scientific_journal-12048	249	4	®	®	NOUN
american_scientific_journal-12048	249	5	in	in	ADP
american_scientific_journal-12048	249	6	information	information	NOUN
american_scientific_journal-12048	249	7	retrieval	retrieval	NOUN
american_scientific_journal-12048	249	8	,	,	PUNCT
american_scientific_journal-12048	249	9	2009	2009	NUM
american_scientific_journal-12048	249	10	.	.	PUNCT
american_scientific_journal-12048	250	1	pp	pp	ADJ
american_scientific_journal-12048	250	2	.	.	PUNCT
american_scientific_journal-12048	251	1	333	333	NUM
american_scientific_journal-12048	251	2	-	-	SYM
american_scientific_journal-12048	251	3	389	389	NUM
american_scientific_journal-12048	251	4	.	.	PUNCT
american_scientific_journal-12048	252	1	[	[	X
american_scientific_journal-12048	252	2	25	25	NUM
american_scientific_journal-12048	252	3	]	]	X
american_scientific_journal-12048	252	4	n.	n.	NOUN
american_scientific_journal-12048	252	5	reimers	reimer	NOUN
american_scientific_journal-12048	252	6	and	and	CCONJ
american_scientific_journal-12048	252	7	i.	i.	NOUN
american_scientific_journal-12048	252	8	gurevych	gurevych	PROPN
american_scientific_journal-12048	252	9	.	.	PUNCT
american_scientific_journal-12048	253	1	“	"	PUNCT
american_scientific_journal-12048	253	2	sentence	sentence	NOUN
american_scientific_journal-12048	253	3	-	-	PUNCT
american_scientific_journal-12048	253	4	bert	bert	NOUN
american_scientific_journal-12048	253	5	:	:	PUNCT
american_scientific_journal-12048	253	6	sentence	sentence	NOUN
american_scientific_journal-12048	253	7	embeddings	embedding	NOUN
american_scientific_journal-12048	253	8	using	use	VERB
american_scientific_journal-12048	253	9	siamese	siamese	ADJ
american_scientific_journal-12048	253	10	bert	bert	NOUN
american_scientific_journal-12048	253	11	-	-	PUNCT
american_scientific_journal-12048	253	12	networks	network	NOUN
american_scientific_journal-12048	253	13	,	,	PUNCT
american_scientific_journal-12048	253	14	”	"	PUNCT
american_scientific_journal-12048	253	15	in	in	ADP
american_scientific_journal-12048	253	16	proceedings	proceeding	NOUN
american_scientific_journal-12048	253	17	of	of	ADP
american_scientific_journal-12048	253	18	the	the	DET
american_scientific_journal-12048	253	19	2019	2019	NUM
american_scientific_journal-12048	253	20	conference	conference	NOUN
american_scientific_journal-12048	253	21	on	on	ADP
american_scientific_journal-12048	253	22	empirical	empirical	ADJ
american_scientific_journal-12048	253	23	methods	method	NOUN
american_scientific_journal-12048	253	24	in	in	ADP
american_scientific_journal-12048	253	25	natural	natural	ADJ
american_scientific_journal-12048	253	26	language	language	NOUN
american_scientific_journal-12048	253	27	processing	processing	NOUN
american_scientific_journal-12048	253	28	and	and	CCONJ
american_scientific_journal-12048	253	29	the	the	DET
american_scientific_journal-12048	253	30	9th	9th	ADJ
american_scientific_journal-12048	253	31	international	international	ADJ
american_scientific_journal-12048	253	32	joint	joint	ADJ
american_scientific_journal-12048	253	33	conference	conference	NOUN
american_scientific_journal-12048	253	34	on	on	ADP
american_scientific_journal-12048	253	35	natural	natural	ADJ
american_scientific_journal-12048	253	36	language	language	NOUN
american_scientific_journal-12048	253	37	processing	processing	NOUN
american_scientific_journal-12048	253	38	(	(	PUNCT
american_scientific_journal-12048	253	39	emnlp	emnlp	NOUN
american_scientific_journal-12048	253	40	-	-	PUNCT
american_scientific_journal-12048	253	41	ijcnlp	ijcnlp	NOUN
american_scientific_journal-12048	253	42	)	)	PUNCT
american_scientific_journal-12048	253	43	,	,	PUNCT
american_scientific_journal-12048	253	44	nov	nov	PROPN
american_scientific_journal-12048	253	45	.	.	PROPN
american_scientific_journal-12048	253	46	2019	2019	NUM
american_scientific_journal-12048	253	47	,	,	PUNCT
american_scientific_journal-12048	253	48	pp	pp	ADJ
american_scientific_journal-12048	253	49	.	.	PUNCT
american_scientific_journal-12048	254	1	3982–3992	3982–3992	NUM
american_scientific_journal-12048	254	2	.	.	PUNCT
american_scientific_journal-12048	255	1	[	[	X
american_scientific_journal-12048	255	2	26	26	NUM
american_scientific_journal-12048	255	3	]	]	PUNCT
american_scientific_journal-12048	255	4	anthropic	anthropic	NOUN
american_scientific_journal-12048	255	5	.	.	PUNCT
american_scientific_journal-12048	256	1	“	"	PUNCT
american_scientific_journal-12048	256	2	introducing	introduce	VERB
american_scientific_journal-12048	256	3	claude	claude	PROPN
american_scientific_journal-12048	256	4	3.5	3.5	NUM
american_scientific_journal-12048	256	5	sonnet	sonnet	NOUN
american_scientific_journal-12048	256	6	.	.	PUNCT
american_scientific_journal-12048	256	7	”	"	PUNCT
american_scientific_journal-12048	257	1	internet	internet	NOUN
american_scientific_journal-12048	257	2	:	:	PUNCT
american_scientific_journal-12048	257	3	https://www.anthropic.com/news/claude-3-5sonnet	https://www.anthropic.com/news/claude-3-5sonnet	PROPN
american_scientific_journal-12048	257	4	,	,	PUNCT
american_scientific_journal-12048	257	5	jun	jun	PROPN
american_scientific_journal-12048	257	6	.	.	PROPN
american_scientific_journal-12048	257	7	2024	2024	NUM
american_scientific_journal-12048	258	1	[	[	X
american_scientific_journal-12048	258	2	aug	aug	PROPN
american_scientific_journal-12048	258	3	.	.	PROPN
american_scientific_journal-12048	258	4	7	7	NUM
american_scientific_journal-12048	258	5	,	,	PUNCT
american_scientific_journal-12048	258	6	2025	2025	NUM
american_scientific_journal-12048	258	7	]	]	PUNCT
american_scientific_journal-12048	258	8	.	.	PUNCT
american_scientific_journal-12048	259	1	https://openai.com/index/gpt-4o-system-card/	https://openai.com/index/gpt-4o-system-card/	NOUN
american_scientific_journal-12048	259	2	https://huggingface.co/meta-llama/llama-3.3-70b-instruct	https://huggingface.co/meta-llama/llama-3.3-70b-instruct	AUX
american_scientific_journal-12048	259	3	https://huggingface.co/meta-llama/llama-3.3-70b-instruct	https://huggingface.co/meta-llama/llama-3.3-70b-instruct	VERB
american_scientific_journal-12048	259	4	https://mistral.ai/news/mistral-small-3	https://mistral.ai/news/mistral-small-3	NOUN
american_scientific_journal-12048	259	5	https://www.anthropic.com/news/claude-3-5-sonnet	https://www.anthropic.com/news/claude-3-5-sonnet	NOUN
american_scientific_journal-12048	259	6	https://www.anthropic.com/news/claude-3-5-sonnet	https://www.anthropic.com/news/claude-3-5-sonnet	NOUN
american_scientific_journal-12048	259	7	american	american	ADJ
american_scientific_journal-12048	259	8	academic	academic	ADJ
american_scientific_journal-12048	259	9	scientific	scientific	ADJ
american_scientific_journal-12048	259	10	research	research	NOUN
american_scientific_journal-12048	259	11	journal	journal	NOUN
american_scientific_journal-12048	259	12	for	for	ADP
american_scientific_journal-12048	259	13	engineering	engineering	NOUN
american_scientific_journal-12048	259	14	,	,	PUNCT
american_scientific_journal-12048	259	15	technology	technology	NOUN
american_scientific_journal-12048	259	16	,	,	PUNCT
american_scientific_journal-12048	259	17	and	and	CCONJ
american_scientific_journal-12048	259	18	sciences	science	NOUN
american_scientific_journal-12048	259	19	(	(	PUNCT
american_scientific_journal-12048	259	20	asrjets	asrjet	NOUN
american_scientific_journal-12048	259	21	)	)	PUNCT
american_scientific_journal-12048	259	22	volume	volume	NOUN
american_scientific_journal-12048	259	23	103	103	NUM
american_scientific_journal-12048	259	24	,	,	PUNCT
american_scientific_journal-12048	259	25	no	no	DET
american_scientific_journal-12048	259	26	1	1	NUM
american_scientific_journal-12048	259	27	,	,	PUNCT
american_scientific_journal-12048	259	28	pp	pp	ADV
american_scientific_journal-12048	259	29	178	178	NUM
american_scientific_journal-12048	259	30	-	-	SYM
american_scientific_journal-12048	259	31	194	194	NUM
american_scientific_journal-12048	259	32	191	191	NUM
american_scientific_journal-12048	259	33	6.appendix	6.appendix	NUM
american_scientific_journal-12048	259	34	we	we	PRON
american_scientific_journal-12048	259	35	include	include	VERB
american_scientific_journal-12048	259	36	prompts	prompt	NOUN
american_scientific_journal-12048	259	37	used	use	VERB
american_scientific_journal-12048	259	38	in	in	ADP
american_scientific_journal-12048	259	39	the	the	DET
american_scientific_journal-12048	259	40	experiments	experiment	NOUN
american_scientific_journal-12048	259	41	.	.	PUNCT
american_scientific_journal-12048	260	1	variables	variable	NOUN
american_scientific_journal-12048	260	2	that	that	PRON
american_scientific_journal-12048	260	3	changed	change	VERB
american_scientific_journal-12048	260	4	from	from	ADP
american_scientific_journal-12048	260	5	one	one	NUM
american_scientific_journal-12048	260	6	query	query	NOUN
american_scientific_journal-12048	260	7	to	to	ADP
american_scientific_journal-12048	260	8	another	another	PRON
american_scientific_journal-12048	260	9	are	be	AUX
american_scientific_journal-12048	260	10	included	include	VERB
american_scientific_journal-12048	260	11	in	in	ADP
american_scientific_journal-12048	260	12	curly	curly	ADJ
american_scientific_journal-12048	260	13	brackets	bracket	NOUN
american_scientific_journal-12048	260	14	.	.	PUNCT
american_scientific_journal-12048	261	1	their	their	PRON
american_scientific_journal-12048	261	2	names	name	NOUN
american_scientific_journal-12048	261	3	indicate	indicate	VERB
american_scientific_journal-12048	261	4	the	the	DET
american_scientific_journal-12048	261	5	expected	expect	VERB
american_scientific_journal-12048	261	6	content	content	NOUN
american_scientific_journal-12048	261	7	.	.	PUNCT
american_scientific_journal-12048	262	1	figure	figure	VERB
american_scientific_journal-12048	262	2	4	4	NUM
american_scientific_journal-12048	262	3	:	:	PUNCT
american_scientific_journal-12048	262	4	used	use	VERB
american_scientific_journal-12048	262	5	for	for	ADP
american_scientific_journal-12048	262	6	zero	zero	NUM
american_scientific_journal-12048	262	7	-	-	PUNCT
american_scientific_journal-12048	262	8	shot	shot	NOUN
american_scientific_journal-12048	262	9	llm	llm	PROPN
american_scientific_journal-12048	262	10	prompting	prompt	VERB
american_scientific_journal-12048	262	11	figure	figure	NOUN
american_scientific_journal-12048	262	12	5	5	NUM
american_scientific_journal-12048	262	13	:	:	PUNCT
american_scientific_journal-12048	262	14	used	use	VERB
american_scientific_journal-12048	262	15	for	for	ADP
american_scientific_journal-12048	262	16	few	few	ADJ
american_scientific_journal-12048	262	17	-	-	PUNCT
american_scientific_journal-12048	262	18	shot	shot	NOUN
american_scientific_journal-12048	262	19	llm	llm	NOUN
american_scientific_journal-12048	262	20	prompting	prompt	VERB
american_scientific_journal-12048	262	21	you	you	PRON
american_scientific_journal-12048	262	22	have	have	AUX
american_scientific_journal-12048	262	23	been	be	AUX
american_scientific_journal-12048	262	24	assigned	assign	VERB
american_scientific_journal-12048	262	25	the	the	DET
american_scientific_journal-12048	262	26	task	task	NOUN
american_scientific_journal-12048	262	27	of	of	ADP
american_scientific_journal-12048	262	28	zero	zero	NUM
american_scientific_journal-12048	262	29	-	-	PUNCT
american_scientific_journal-12048	262	30	shot	shot	NOUN
american_scientific_journal-12048	262	31	text	text	NOUN
american_scientific_journal-12048	262	32	classification	classification	NOUN
american_scientific_journal-12048	262	33	.	.	PUNCT
american_scientific_journal-12048	263	1	your	your	PRON
american_scientific_journal-12048	263	2	objective	objective	NOUN
american_scientific_journal-12048	263	3	is	be	AUX
american_scientific_journal-12048	263	4	to	to	PART
american_scientific_journal-12048	263	5	classify	classify	VERB
american_scientific_journal-12048	263	6	a	a	DET
american_scientific_journal-12048	263	7	given	give	VERB
american_scientific_journal-12048	263	8	snippet	snippet	NOUN
american_scientific_journal-12048	263	9	into	into	ADP
american_scientific_journal-12048	263	10	one	one	NUM
american_scientific_journal-12048	263	11	of	of	ADP
american_scientific_journal-12048	263	12	several	several	ADJ
american_scientific_journal-12048	263	13	possible	possible	ADJ
american_scientific_journal-12048	263	14	class	class	NOUN
american_scientific_journal-12048	263	15	labels	label	NOUN
american_scientific_journal-12048	263	16	,	,	PUNCT
american_scientific_journal-12048	263	17	based	base	VERB
american_scientific_journal-12048	263	18	on	on	ADP
american_scientific_journal-12048	263	19	the	the	DET
american_scientific_journal-12048	263	20	content	content	NOUN
american_scientific_journal-12048	263	21	in	in	ADP
american_scientific_journal-12048	263	22	the	the	DET
american_scientific_journal-12048	263	23	text	text	NOUN
american_scientific_journal-12048	263	24	.	.	PUNCT
american_scientific_journal-12048	264	1	your	your	PRON
american_scientific_journal-12048	264	2	output	output	NOUN
american_scientific_journal-12048	264	3	should	should	AUX
american_scientific_journal-12048	264	4	consist	consist	VERB
american_scientific_journal-12048	264	5	of	of	ADP
american_scientific_journal-12048	264	6	a	a	DET
american_scientific_journal-12048	264	7	single	single	ADJ
american_scientific_journal-12048	264	8	class	class	NOUN
american_scientific_journal-12048	264	9	label	label	NOUN
american_scientific_journal-12048	264	10	that	that	PRON
american_scientific_journal-12048	264	11	best	well	ADV
american_scientific_journal-12048	264	12	matches	match	VERB
american_scientific_journal-12048	264	13	the	the	DET
american_scientific_journal-12048	264	14	given	give	VERB
american_scientific_journal-12048	264	15	text	text	NOUN
american_scientific_journal-12048	264	16	.	.	PUNCT
american_scientific_journal-12048	265	1	choose	choose	VERB
american_scientific_journal-12048	265	2	only	only	ADV
american_scientific_journal-12048	265	3	from	from	ADP
american_scientific_journal-12048	265	4	the	the	DET
american_scientific_journal-12048	265	5	given	give	VERB
american_scientific_journal-12048	265	6	class	class	NOUN
american_scientific_journal-12048	265	7	labels	label	NOUN
american_scientific_journal-12048	265	8	below	below	ADV
american_scientific_journal-12048	265	9	and	and	CCONJ
american_scientific_journal-12048	265	10	only	only	ADV
american_scientific_journal-12048	265	11	output	output	VERB
american_scientific_journal-12048	265	12	the	the	DET
american_scientific_journal-12048	265	13	label	label	NOUN
american_scientific_journal-12048	265	14	without	without	ADP
american_scientific_journal-12048	265	15	any	any	DET
american_scientific_journal-12048	265	16	other	other	ADJ
american_scientific_journal-12048	265	17	characters	character	NOUN
american_scientific_journal-12048	265	18	.	.	PUNCT
american_scientific_journal-12048	266	1	text	text	NOUN
american_scientific_journal-12048	266	2	:	:	PUNCT
american_scientific_journal-12048	266	3	`	`	PUNCT
american_scientific_journal-12048	266	4	`	`	PUNCT
american_scientific_journal-12048	266	5	`	`	PUNCT
american_scientific_journal-12048	266	6	{	{	PUNCT
american_scientific_journal-12048	266	7	{	{	PUNCT
american_scientific_journal-12048	266	8	text	text	NOUN
american_scientific_journal-12048	266	9	}	}	PUNCT
american_scientific_journal-12048	266	10	}	}	PUNCT
american_scientific_journal-12048	266	11	`	`	PUNCT
american_scientific_journal-12048	266	12	`	`	PUNCT
american_scientific_journal-12048	266	13	`	`	PUNCT
american_scientific_journal-12048	266	14	class	class	NOUN
american_scientific_journal-12048	266	15	labels	label	NOUN
american_scientific_journal-12048	266	16	:	:	PUNCT
american_scientific_journal-12048	266	17	{	{	PUNCT
american_scientific_journal-12048	266	18	%	%	NOUN
american_scientific_journal-12048	266	19	for	for	ADP
american_scientific_journal-12048	266	20	label	label	NOUN
american_scientific_journal-12048	266	21	in	in	ADP
american_scientific_journal-12048	266	22	labels	label	NOUN
american_scientific_journal-12048	266	23	%	%	NOUN
american_scientific_journal-12048	266	24	}	}	PUNCT
american_scientific_journal-12048	266	25	{	{	PUNCT
american_scientific_journal-12048	266	26	{	{	PUNCT
american_scientific_journal-12048	266	27	label	label	NOUN
american_scientific_journal-12048	266	28	}	}	PUNCT
american_scientific_journal-12048	266	29	}	}	PUNCT
american_scientific_journal-12048	266	30	{	{	PUNCT
american_scientific_journal-12048	266	31	%	%	NOUN
american_scientific_journal-12048	266	32	endfor	endfor	PROPN
american_scientific_journal-12048	266	33	%	%	NOUN
american_scientific_journal-12048	266	34	}	}	PUNCT
american_scientific_journal-12048	266	35	provide	provide	VERB
american_scientific_journal-12048	266	36	the	the	DET
american_scientific_journal-12048	266	37	prediction	prediction	NOUN
american_scientific_journal-12048	266	38	after	after	ADP
american_scientific_journal-12048	266	39	an	an	DET
american_scientific_journal-12048	266	40	`	`	PUNCT
american_scientific_journal-12048	266	41	answer	answer	NOUN
american_scientific_journal-12048	266	42	:	:	PUNCT
american_scientific_journal-12048	266	43	`	`	PUNCT
american_scientific_journal-12048	266	44	tag	tag	NOUN
american_scientific_journal-12048	266	45	.	.	PUNCT
american_scientific_journal-12048	267	1	you	you	PRON
american_scientific_journal-12048	267	2	have	have	AUX
american_scientific_journal-12048	267	3	been	be	AUX
american_scientific_journal-12048	267	4	assigned	assign	VERB
american_scientific_journal-12048	267	5	the	the	DET
american_scientific_journal-12048	267	6	task	task	NOUN
american_scientific_journal-12048	267	7	of	of	ADP
american_scientific_journal-12048	267	8	text	text	NOUN
american_scientific_journal-12048	267	9	classification	classification	NOUN
american_scientific_journal-12048	267	10	.	.	PUNCT
american_scientific_journal-12048	268	1	your	your	PRON
american_scientific_journal-12048	268	2	objective	objective	NOUN
american_scientific_journal-12048	268	3	is	be	AUX
american_scientific_journal-12048	268	4	to	to	PART
american_scientific_journal-12048	268	5	classify	classify	VERB
american_scientific_journal-12048	268	6	a	a	DET
american_scientific_journal-12048	268	7	given	give	VERB
american_scientific_journal-12048	268	8	snippet	snippet	NOUN
american_scientific_journal-12048	268	9	into	into	ADP
american_scientific_journal-12048	268	10	one	one	NUM
american_scientific_journal-12048	268	11	of	of	ADP
american_scientific_journal-12048	268	12	several	several	ADJ
american_scientific_journal-12048	268	13	possible	possible	ADJ
american_scientific_journal-12048	268	14	class	class	NOUN
american_scientific_journal-12048	268	15	labels	label	NOUN
american_scientific_journal-12048	268	16	,	,	PUNCT
american_scientific_journal-12048	268	17	based	base	VERB
american_scientific_journal-12048	268	18	on	on	ADP
american_scientific_journal-12048	268	19	the	the	DET
american_scientific_journal-12048	268	20	content	content	NOUN
american_scientific_journal-12048	268	21	in	in	ADP
american_scientific_journal-12048	268	22	the	the	DET
american_scientific_journal-12048	268	23	text	text	NOUN
american_scientific_journal-12048	268	24	.	.	PUNCT
american_scientific_journal-12048	269	1	your	your	PRON
american_scientific_journal-12048	269	2	output	output	NOUN
american_scientific_journal-12048	269	3	should	should	AUX
american_scientific_journal-12048	269	4	consist	consist	VERB
american_scientific_journal-12048	269	5	of	of	ADP
american_scientific_journal-12048	269	6	a	a	DET
american_scientific_journal-12048	269	7	single	single	ADJ
american_scientific_journal-12048	269	8	class	class	NOUN
american_scientific_journal-12048	269	9	label	label	NOUN
american_scientific_journal-12048	269	10	that	that	PRON
american_scientific_journal-12048	269	11	best	well	ADV
american_scientific_journal-12048	269	12	matches	match	VERB
american_scientific_journal-12048	269	13	the	the	DET
american_scientific_journal-12048	269	14	given	give	VERB
american_scientific_journal-12048	269	15	text	text	NOUN
american_scientific_journal-12048	269	16	.	.	PUNCT
american_scientific_journal-12048	270	1	choose	choose	VERB
american_scientific_journal-12048	270	2	only	only	ADV
american_scientific_journal-12048	270	3	from	from	ADP
american_scientific_journal-12048	270	4	the	the	DET
american_scientific_journal-12048	270	5	given	give	VERB
american_scientific_journal-12048	270	6	class	class	NOUN
american_scientific_journal-12048	270	7	labels	label	NOUN
american_scientific_journal-12048	270	8	below	below	ADV
american_scientific_journal-12048	270	9	and	and	CCONJ
american_scientific_journal-12048	270	10	only	only	ADV
american_scientific_journal-12048	270	11	output	output	VERB
american_scientific_journal-12048	270	12	the	the	DET
american_scientific_journal-12048	270	13	label	label	NOUN
american_scientific_journal-12048	270	14	without	without	ADP
american_scientific_journal-12048	270	15	any	any	DET
american_scientific_journal-12048	270	16	other	other	ADJ
american_scientific_journal-12048	270	17	characters	character	NOUN
american_scientific_journal-12048	270	18	.	.	PUNCT
american_scientific_journal-12048	271	1	class	class	NOUN
american_scientific_journal-12048	271	2	labels	label	NOUN
american_scientific_journal-12048	271	3	:	:	PUNCT
american_scientific_journal-12048	271	4	{	{	PUNCT
american_scientific_journal-12048	271	5	%	%	NOUN
american_scientific_journal-12048	271	6	for	for	ADP
american_scientific_journal-12048	271	7	label	label	NOUN
american_scientific_journal-12048	271	8	in	in	ADP
american_scientific_journal-12048	271	9	labels	label	NOUN
american_scientific_journal-12048	271	10	%	%	NOUN
american_scientific_journal-12048	271	11	}	}	PUNCT
american_scientific_journal-12048	271	12	{	{	PUNCT
american_scientific_journal-12048	271	13	{	{	PUNCT
american_scientific_journal-12048	271	14	label	label	NOUN
american_scientific_journal-12048	271	15	}	}	PUNCT
american_scientific_journal-12048	271	16	}	}	PUNCT
american_scientific_journal-12048	271	17	{	{	PUNCT
american_scientific_journal-12048	271	18	%	%	NOUN
american_scientific_journal-12048	271	19	endfor	endfor	PROPN
american_scientific_journal-12048	271	20	%	%	NOUN
american_scientific_journal-12048	271	21	}	}	PUNCT
american_scientific_journal-12048	271	22	{	{	PUNCT
american_scientific_journal-12048	271	23	%	%	NOUN
american_scientific_journal-12048	271	24	for	for	ADP
american_scientific_journal-12048	271	25	example	example	NOUN
american_scientific_journal-12048	271	26	in	in	ADP
american_scientific_journal-12048	271	27	few_shot_examples	few_shot_example	NOUN
american_scientific_journal-12048	271	28	%	%	NOUN
american_scientific_journal-12048	271	29	}	}	PUNCT
american_scientific_journal-12048	271	30	text	text	NOUN
american_scientific_journal-12048	271	31	:	:	PUNCT
american_scientific_journal-12048	271	32	`	`	PUNCT
american_scientific_journal-12048	271	33	`	`	PUNCT
american_scientific_journal-12048	271	34	`	`	PUNCT
american_scientific_journal-12048	271	35	{	{	PUNCT
american_scientific_journal-12048	271	36	{	{	PUNCT
american_scientific_journal-12048	271	37	example.text	example.text	NUM
american_scientific_journal-12048	271	38	}	}	PUNCT
american_scientific_journal-12048	271	39	}	}	PUNCT
american_scientific_journal-12048	271	40	`	`	PUNCT
american_scientific_journal-12048	271	41	`	`	PUNCT
american_scientific_journal-12048	271	42	`	`	PUNCT
american_scientific_journal-12048	271	43	answer	answer	VERB
american_scientific_journal-12048	271	44	:	:	PUNCT
american_scientific_journal-12048	271	45	{	{	PUNCT
american_scientific_journal-12048	271	46	{	{	PUNCT
american_scientific_journal-12048	271	47	example.label	example.label	NOUN
american_scientific_journal-12048	271	48	}	}	PUNCT
american_scientific_journal-12048	271	49	}	}	PUNCT
american_scientific_journal-12048	271	50	{	{	PUNCT
american_scientific_journal-12048	271	51	%	%	NOUN
american_scientific_journal-12048	271	52	endfor	endfor	PROPN
american_scientific_journal-12048	271	53	%	%	NOUN
american_scientific_journal-12048	271	54	}	}	PUNCT
american_scientific_journal-12048	271	55	classify	classify	VERB
american_scientific_journal-12048	271	56	the	the	DET
american_scientific_journal-12048	271	57	following	follow	VERB
american_scientific_journal-12048	271	58	text	text	NOUN
american_scientific_journal-12048	271	59	:	:	PUNCT
american_scientific_journal-12048	271	60	text	text	NOUN
american_scientific_journal-12048	271	61	:	:	PUNCT
american_scientific_journal-12048	271	62	`	`	PUNCT
american_scientific_journal-12048	271	63	`	`	PUNCT
american_scientific_journal-12048	271	64	`	`	PUNCT
american_scientific_journal-12048	271	65	{	{	PUNCT
american_scientific_journal-12048	271	66	{	{	PUNCT
american_scientific_journal-12048	271	67	text	text	NOUN
american_scientific_journal-12048	271	68	}	}	PUNCT
american_scientific_journal-12048	271	69	}	}	PUNCT
american_scientific_journal-12048	271	70	`	`	PUNCT
american_scientific_journal-12048	271	71	`	`	PUNCT
american_scientific_journal-12048	271	72	`	`	PUNCT
american_scientific_journal-12048	271	73	provide	provide	VERB
american_scientific_journal-12048	271	74	the	the	DET
american_scientific_journal-12048	271	75	prediction	prediction	NOUN
american_scientific_journal-12048	271	76	after	after	ADP
american_scientific_journal-12048	271	77	an	an	DET
american_scientific_journal-12048	271	78	`	`	PUNCT
american_scientific_journal-12048	271	79	answer	answer	NOUN
american_scientific_journal-12048	271	80	:	:	PUNCT
american_scientific_journal-12048	271	81	`	`	PUNCT
american_scientific_journal-12048	271	82	tag	tag	NOUN
american_scientific_journal-12048	271	83	.	.	PUNCT
american_scientific_journal-12048	272	1	american	american	ADJ
american_scientific_journal-12048	272	2	academic	academic	ADJ
american_scientific_journal-12048	272	3	scientific	scientific	ADJ
american_scientific_journal-12048	272	4	research	research	NOUN
american_scientific_journal-12048	272	5	journal	journal	NOUN
american_scientific_journal-12048	272	6	for	for	ADP
american_scientific_journal-12048	272	7	engineering	engineering	NOUN
american_scientific_journal-12048	272	8	,	,	PUNCT
american_scientific_journal-12048	272	9	technology	technology	NOUN
american_scientific_journal-12048	272	10	,	,	PUNCT
american_scientific_journal-12048	272	11	and	and	CCONJ
american_scientific_journal-12048	272	12	sciences	science	NOUN
american_scientific_journal-12048	272	13	(	(	PUNCT
american_scientific_journal-12048	272	14	asrjets	asrjet	NOUN
american_scientific_journal-12048	272	15	)	)	PUNCT
american_scientific_journal-12048	272	16	volume	volume	NOUN
american_scientific_journal-12048	272	17	103	103	NUM
american_scientific_journal-12048	272	18	,	,	PUNCT
american_scientific_journal-12048	272	19	no	no	DET
american_scientific_journal-12048	272	20	1	1	NUM
american_scientific_journal-12048	272	21	,	,	PUNCT
american_scientific_journal-12048	272	22	pp	pp	ADV
american_scientific_journal-12048	272	23	178	178	NUM
american_scientific_journal-12048	272	24	-	-	SYM
american_scientific_journal-12048	272	25	194	194	NUM
american_scientific_journal-12048	272	26	192	192	NUM
american_scientific_journal-12048	272	27	figure	figure	NOUN
american_scientific_journal-12048	272	28	6	6	NUM
american_scientific_journal-12048	272	29	:	:	PUNCT
american_scientific_journal-12048	272	30	used	use	VERB
american_scientific_journal-12048	272	31	for	for	ADP
american_scientific_journal-12048	272	32	few	few	ADJ
american_scientific_journal-12048	272	33	-	-	PUNCT
american_scientific_journal-12048	272	34	shot	shot	NOUN
american_scientific_journal-12048	272	35	llm	llm	NOUN
american_scientific_journal-12048	272	36	prompting	prompt	VERB
american_scientific_journal-12048	272	37	with	with	ADP
american_scientific_journal-12048	272	38	cot	cot	NOUN
american_scientific_journal-12048	272	39	reasoning	reasoning	NOUN
american_scientific_journal-12048	272	40	you	you	PRON
american_scientific_journal-12048	272	41	have	have	AUX
american_scientific_journal-12048	272	42	been	be	AUX
american_scientific_journal-12048	272	43	assigned	assign	VERB
american_scientific_journal-12048	272	44	the	the	DET
american_scientific_journal-12048	272	45	task	task	NOUN
american_scientific_journal-12048	272	46	of	of	ADP
american_scientific_journal-12048	272	47	text	text	NOUN
american_scientific_journal-12048	272	48	classification	classification	NOUN
american_scientific_journal-12048	272	49	.	.	PUNCT
american_scientific_journal-12048	273	1	your	your	PRON
american_scientific_journal-12048	273	2	objective	objective	NOUN
american_scientific_journal-12048	273	3	is	be	AUX
american_scientific_journal-12048	273	4	to	to	PART
american_scientific_journal-12048	273	5	classify	classify	VERB
american_scientific_journal-12048	273	6	a	a	DET
american_scientific_journal-12048	273	7	given	give	VERB
american_scientific_journal-12048	273	8	snippet	snippet	NOUN
american_scientific_journal-12048	273	9	into	into	ADP
american_scientific_journal-12048	273	10	one	one	NUM
american_scientific_journal-12048	273	11	of	of	ADP
american_scientific_journal-12048	273	12	several	several	ADJ
american_scientific_journal-12048	273	13	possible	possible	ADJ
american_scientific_journal-12048	273	14	class	class	NOUN
american_scientific_journal-12048	273	15	labels	label	NOUN
american_scientific_journal-12048	273	16	,	,	PUNCT
american_scientific_journal-12048	273	17	based	base	VERB
american_scientific_journal-12048	273	18	on	on	ADP
american_scientific_journal-12048	273	19	the	the	DET
american_scientific_journal-12048	273	20	content	content	NOUN
american_scientific_journal-12048	273	21	in	in	ADP
american_scientific_journal-12048	273	22	the	the	DET
american_scientific_journal-12048	273	23	text	text	NOUN
american_scientific_journal-12048	273	24	.	.	PUNCT
american_scientific_journal-12048	274	1	your	your	PRON
american_scientific_journal-12048	274	2	output	output	NOUN
american_scientific_journal-12048	274	3	should	should	AUX
american_scientific_journal-12048	274	4	consist	consist	VERB
american_scientific_journal-12048	274	5	of	of	ADP
american_scientific_journal-12048	274	6	a	a	DET
american_scientific_journal-12048	274	7	single	single	ADJ
american_scientific_journal-12048	274	8	class	class	NOUN
american_scientific_journal-12048	274	9	label	label	NOUN
american_scientific_journal-12048	274	10	that	that	PRON
american_scientific_journal-12048	274	11	best	well	ADV
american_scientific_journal-12048	274	12	matches	match	VERB
american_scientific_journal-12048	274	13	the	the	DET
american_scientific_journal-12048	274	14	given	give	VERB
american_scientific_journal-12048	274	15	text	text	NOUN
american_scientific_journal-12048	274	16	.	.	PUNCT
american_scientific_journal-12048	275	1	think	think	VERB
american_scientific_journal-12048	275	2	about	about	ADP
american_scientific_journal-12048	275	3	it	it	PRON
american_scientific_journal-12048	275	4	step	step	VERB
american_scientific_journal-12048	275	5	by	by	ADP
american_scientific_journal-12048	275	6	step	step	NOUN
american_scientific_journal-12048	275	7	first	first	ADV
american_scientific_journal-12048	275	8	provide	provide	VERB
american_scientific_journal-12048	275	9	the	the	DET
american_scientific_journal-12048	275	10	reasoning	reasoning	NOUN
american_scientific_journal-12048	275	11	,	,	PUNCT
american_scientific_journal-12048	275	12	then	then	ADV
american_scientific_journal-12048	275	13	the	the	DET
american_scientific_journal-12048	275	14	final	final	ADJ
american_scientific_journal-12048	275	15	answer	answer	NOUN
american_scientific_journal-12048	275	16	.	.	PUNCT
american_scientific_journal-12048	276	1	choose	choose	VERB
american_scientific_journal-12048	276	2	only	only	ADV
american_scientific_journal-12048	276	3	from	from	ADP
american_scientific_journal-12048	276	4	the	the	DET
american_scientific_journal-12048	276	5	given	give	VERB
american_scientific_journal-12048	276	6	class	class	NOUN
american_scientific_journal-12048	276	7	labels	label	NOUN
american_scientific_journal-12048	276	8	below	below	ADV
american_scientific_journal-12048	276	9	and	and	CCONJ
american_scientific_journal-12048	276	10	only	only	ADV
american_scientific_journal-12048	276	11	output	output	VERB
american_scientific_journal-12048	276	12	the	the	DET
american_scientific_journal-12048	276	13	label	label	NOUN
american_scientific_journal-12048	276	14	without	without	ADP
american_scientific_journal-12048	276	15	any	any	DET
american_scientific_journal-12048	276	16	other	other	ADJ
american_scientific_journal-12048	276	17	characters	character	NOUN
american_scientific_journal-12048	276	18	.	.	PUNCT
american_scientific_journal-12048	277	1	class	class	NOUN
american_scientific_journal-12048	277	2	labels	label	NOUN
american_scientific_journal-12048	277	3	:	:	PUNCT
american_scientific_journal-12048	277	4	{	{	PUNCT
american_scientific_journal-12048	277	5	%	%	NOUN
american_scientific_journal-12048	277	6	for	for	ADP
american_scientific_journal-12048	277	7	label	label	NOUN
american_scientific_journal-12048	277	8	in	in	ADP
american_scientific_journal-12048	277	9	labels	label	NOUN
american_scientific_journal-12048	277	10	%	%	NOUN
american_scientific_journal-12048	277	11	}	}	PUNCT
american_scientific_journal-12048	277	12	{	{	PUNCT
american_scientific_journal-12048	277	13	{	{	PUNCT
american_scientific_journal-12048	277	14	label	label	NOUN
american_scientific_journal-12048	277	15	}	}	PUNCT
american_scientific_journal-12048	277	16	}	}	PUNCT
american_scientific_journal-12048	277	17	{	{	PUNCT
american_scientific_journal-12048	277	18	%	%	NOUN
american_scientific_journal-12048	277	19	endfor	endfor	PROPN
american_scientific_journal-12048	277	20	%	%	NOUN
american_scientific_journal-12048	277	21	}	}	PUNCT
american_scientific_journal-12048	277	22	{	{	PUNCT
american_scientific_journal-12048	277	23	%	%	NOUN
american_scientific_journal-12048	277	24	for	for	ADP
american_scientific_journal-12048	277	25	example	example	NOUN
american_scientific_journal-12048	277	26	in	in	ADP
american_scientific_journal-12048	277	27	few_shot_examples	few_shot_example	NOUN
american_scientific_journal-12048	277	28	%	%	NOUN
american_scientific_journal-12048	277	29	}	}	PUNCT
american_scientific_journal-12048	277	30	text	text	NOUN
american_scientific_journal-12048	277	31	:	:	PUNCT
american_scientific_journal-12048	277	32	`	`	PUNCT
american_scientific_journal-12048	277	33	`	`	PUNCT
american_scientific_journal-12048	277	34	`	`	PUNCT
american_scientific_journal-12048	277	35	{	{	PUNCT
american_scientific_journal-12048	277	36	{	{	PUNCT
american_scientific_journal-12048	277	37	example.text	example.text	NUM
american_scientific_journal-12048	277	38	}	}	PUNCT
american_scientific_journal-12048	277	39	}	}	PUNCT
american_scientific_journal-12048	277	40	`	`	PUNCT
american_scientific_journal-12048	277	41	`	`	PUNCT
american_scientific_journal-12048	277	42	`	`	PUNCT
american_scientific_journal-12048	277	43	reasoning	reasoning	NOUN
american_scientific_journal-12048	277	44	:	:	PUNCT
american_scientific_journal-12048	277	45	`	`	PUNCT
american_scientific_journal-12048	277	46	`	`	PUNCT
american_scientific_journal-12048	277	47	`	`	PUNCT
american_scientific_journal-12048	277	48	{	{	PUNCT
american_scientific_journal-12048	277	49	{	{	PUNCT
american_scientific_journal-12048	277	50	example.reasoning	example.reasone	VERB
american_scientific_journal-12048	277	51	}	}	PUNCT
american_scientific_journal-12048	277	52	}	}	PUNCT
american_scientific_journal-12048	277	53	`	`	PUNCT
american_scientific_journal-12048	277	54	`	`	PUNCT
american_scientific_journal-12048	277	55	`	`	PUNCT
american_scientific_journal-12048	277	56	answer	answer	VERB
american_scientific_journal-12048	277	57	:	:	PUNCT
american_scientific_journal-12048	277	58	{	{	PUNCT
american_scientific_journal-12048	277	59	{	{	PUNCT
american_scientific_journal-12048	277	60	example.label	example.label	NOUN
american_scientific_journal-12048	277	61	}	}	PUNCT
american_scientific_journal-12048	277	62	}	}	PUNCT
american_scientific_journal-12048	277	63	{	{	PUNCT
american_scientific_journal-12048	277	64	%	%	NOUN
american_scientific_journal-12048	277	65	endfor	endfor	PROPN
american_scientific_journal-12048	277	66	%	%	NOUN
american_scientific_journal-12048	277	67	}	}	PUNCT
american_scientific_journal-12048	277	68	classify	classify	VERB
american_scientific_journal-12048	277	69	the	the	DET
american_scientific_journal-12048	277	70	following	follow	VERB
american_scientific_journal-12048	277	71	text	text	NOUN
american_scientific_journal-12048	277	72	:	:	PUNCT
american_scientific_journal-12048	277	73	text	text	NOUN
american_scientific_journal-12048	277	74	:	:	PUNCT
american_scientific_journal-12048	277	75	`	`	PUNCT
american_scientific_journal-12048	277	76	`	`	PUNCT
american_scientific_journal-12048	277	77	`	`	PUNCT
american_scientific_journal-12048	277	78	{	{	PUNCT
american_scientific_journal-12048	277	79	{	{	PUNCT
american_scientific_journal-12048	277	80	text	text	NOUN
american_scientific_journal-12048	277	81	}	}	PUNCT
american_scientific_journal-12048	277	82	}	}	PUNCT
american_scientific_journal-12048	277	83	`	`	PUNCT
american_scientific_journal-12048	277	84	`	`	PUNCT
american_scientific_journal-12048	277	85	`	`	PUNCT
american_scientific_journal-12048	277	86	provide	provide	VERB
american_scientific_journal-12048	277	87	the	the	DET
american_scientific_journal-12048	277	88	reasoning	reasoning	NOUN
american_scientific_journal-12048	277	89	after	after	ADP
american_scientific_journal-12048	277	90	a	a	DET
american_scientific_journal-12048	277	91	`	`	PUNCT
american_scientific_journal-12048	277	92	reasoning	reasoning	NOUN
american_scientific_journal-12048	277	93	:	:	PUNCT
american_scientific_journal-12048	277	94	`	`	PUNCT
american_scientific_journal-12048	277	95	tag	tag	NOUN
american_scientific_journal-12048	277	96	,	,	PUNCT
american_scientific_journal-12048	277	97	and	and	CCONJ
american_scientific_journal-12048	277	98	the	the	DET
american_scientific_journal-12048	277	99	prediction	prediction	NOUN
american_scientific_journal-12048	277	100	after	after	ADP
american_scientific_journal-12048	277	101	an	an	DET
american_scientific_journal-12048	277	102	`	`	PUNCT
american_scientific_journal-12048	277	103	answer	answer	NOUN
american_scientific_journal-12048	277	104	:	:	PUNCT
american_scientific_journal-12048	277	105	`	`	PUNCT
american_scientific_journal-12048	277	106	tag	tag	NOUN
american_scientific_journal-12048	277	107	.	.	PUNCT
american_scientific_journal-12048	278	1	american	american	ADJ
american_scientific_journal-12048	278	2	academic	academic	ADJ
american_scientific_journal-12048	278	3	scientific	scientific	ADJ
american_scientific_journal-12048	278	4	research	research	NOUN
american_scientific_journal-12048	278	5	journal	journal	NOUN
american_scientific_journal-12048	278	6	for	for	ADP
american_scientific_journal-12048	278	7	engineering	engineering	NOUN
american_scientific_journal-12048	278	8	,	,	PUNCT
american_scientific_journal-12048	278	9	technology	technology	NOUN
american_scientific_journal-12048	278	10	,	,	PUNCT
american_scientific_journal-12048	278	11	and	and	CCONJ
american_scientific_journal-12048	278	12	sciences	science	NOUN
american_scientific_journal-12048	278	13	(	(	PUNCT
american_scientific_journal-12048	278	14	asrjets	asrjet	NOUN
american_scientific_journal-12048	278	15	)	)	PUNCT
american_scientific_journal-12048	278	16	volume	volume	NOUN
american_scientific_journal-12048	278	17	103	103	NUM
american_scientific_journal-12048	278	18	,	,	PUNCT
american_scientific_journal-12048	278	19	no	no	DET
american_scientific_journal-12048	278	20	1	1	NUM
american_scientific_journal-12048	278	21	,	,	PUNCT
american_scientific_journal-12048	278	22	pp	pp	ADV
american_scientific_journal-12048	278	23	178	178	NUM
american_scientific_journal-12048	278	24	-	-	SYM
american_scientific_journal-12048	278	25	194	194	NUM
american_scientific_journal-12048	278	26	193	193	NUM
american_scientific_journal-12048	278	27	figure	figure	NOUN
american_scientific_journal-12048	278	28	7	7	NUM
american_scientific_journal-12048	278	29	:	:	PUNCT
american_scientific_journal-12048	278	30	used	use	VERB
american_scientific_journal-12048	278	31	to	to	PART
american_scientific_journal-12048	278	32	generate	generate	VERB
american_scientific_journal-12048	278	33	reasoning	reasoning	NOUN
american_scientific_journal-12048	278	34	for	for	ADP
american_scientific_journal-12048	278	35	banking77	banking77	NOUN
american_scientific_journal-12048	278	36	few	few	ADJ
american_scientific_journal-12048	278	37	-	-	PUNCT
american_scientific_journal-12048	278	38	shot	shot	NOUN
american_scientific_journal-12048	278	39	examples	example	NOUN
american_scientific_journal-12048	278	40	(	(	PUNCT
american_scientific_journal-12048	278	41	with	with	ADP
american_scientific_journal-12048	278	42	dataset	dataset	NOUN
american_scientific_journal-12048	278	43	-	-	PUNCT
american_scientific_journal-12048	278	44	specific	specific	ADJ
american_scientific_journal-12048	278	45	demonstrations	demonstration	NOUN
american_scientific_journal-12048	278	46	)	)	PUNCT
american_scientific_journal-12048	278	47	you	you	PRON
american_scientific_journal-12048	278	48	have	have	AUX
american_scientific_journal-12048	278	49	been	be	AUX
american_scientific_journal-12048	278	50	assigned	assign	VERB
american_scientific_journal-12048	278	51	the	the	DET
american_scientific_journal-12048	278	52	task	task	NOUN
american_scientific_journal-12048	278	53	of	of	ADP
american_scientific_journal-12048	278	54	providing	provide	VERB
american_scientific_journal-12048	278	55	reasoning	reasoning	NOUN
american_scientific_journal-12048	278	56	for	for	ADP
american_scientific_journal-12048	278	57	text	text	NOUN
american_scientific_journal-12048	278	58	classification	classification	NOUN
american_scientific_journal-12048	278	59	.	.	PUNCT
american_scientific_journal-12048	279	1	your	your	PRON
american_scientific_journal-12048	279	2	objective	objective	NOUN
american_scientific_journal-12048	279	3	is	be	AUX
american_scientific_journal-12048	279	4	to	to	PART
american_scientific_journal-12048	279	5	explain	explain	VERB
american_scientific_journal-12048	279	6	why	why	SCONJ
american_scientific_journal-12048	279	7	,	,	PUNCT
american_scientific_journal-12048	279	8	out	out	ADP
american_scientific_journal-12048	279	9	of	of	ADP
american_scientific_journal-12048	279	10	all	all	DET
american_scientific_journal-12048	279	11	the	the	DET
american_scientific_journal-12048	279	12	possible	possible	ADJ
american_scientific_journal-12048	279	13	labels	label	NOUN
american_scientific_journal-12048	279	14	,	,	PUNCT
american_scientific_journal-12048	279	15	the	the	DET
american_scientific_journal-12048	279	16	specific	specific	ADJ
american_scientific_journal-12048	279	17	one	one	NOUN
american_scientific_journal-12048	279	18	was	be	AUX
american_scientific_journal-12048	279	19	assigned	assign	VERB
american_scientific_journal-12048	279	20	to	to	ADP
american_scientific_journal-12048	279	21	the	the	DET
american_scientific_journal-12048	279	22	text	text	NOUN
american_scientific_journal-12048	279	23	,	,	PUNCT
american_scientific_journal-12048	279	24	based	base	VERB
american_scientific_journal-12048	279	25	on	on	ADP
american_scientific_journal-12048	279	26	the	the	DET
american_scientific_journal-12048	279	27	content	content	NOUN
american_scientific_journal-12048	279	28	of	of	ADP
american_scientific_journal-12048	279	29	the	the	DET
american_scientific_journal-12048	279	30	text	text	NOUN
american_scientific_journal-12048	279	31	.	.	PUNCT
american_scientific_journal-12048	280	1	make	make	VERB
american_scientific_journal-12048	280	2	sure	sure	ADJ
american_scientific_journal-12048	280	3	that	that	SCONJ
american_scientific_journal-12048	280	4	your	your	PRON
american_scientific_journal-12048	280	5	reasoning	reasoning	NOUN
american_scientific_journal-12048	280	6	matches	match	VERB
american_scientific_journal-12048	280	7	only	only	ADV
american_scientific_journal-12048	280	8	the	the	DET
american_scientific_journal-12048	280	9	assigned	assign	VERB
american_scientific_journal-12048	280	10	label	label	NOUN
american_scientific_journal-12048	280	11	and	and	CCONJ
american_scientific_journal-12048	280	12	makes	make	VERB
american_scientific_journal-12048	280	13	a	a	DET
american_scientific_journal-12048	280	14	clear	clear	ADJ
american_scientific_journal-12048	280	15	distinction	distinction	NOUN
american_scientific_journal-12048	280	16	from	from	ADP
american_scientific_journal-12048	280	17	other	other	ADJ
american_scientific_journal-12048	280	18	potential	potential	ADJ
american_scientific_journal-12048	280	19	label	label	NOUN
american_scientific_journal-12048	280	20	choices	choice	NOUN
american_scientific_journal-12048	280	21	.	.	PUNCT
american_scientific_journal-12048	281	1	your	your	PRON
american_scientific_journal-12048	281	2	output	output	NOUN
american_scientific_journal-12048	281	3	should	should	AUX
american_scientific_journal-12048	281	4	consist	consist	VERB
american_scientific_journal-12048	281	5	only	only	ADV
american_scientific_journal-12048	281	6	of	of	ADP
american_scientific_journal-12048	281	7	a	a	DET
american_scientific_journal-12048	281	8	short	short	ADJ
american_scientific_journal-12048	281	9	(	(	PUNCT
american_scientific_journal-12048	281	10	30	30	NUM
american_scientific_journal-12048	281	11	words	word	NOUN
american_scientific_journal-12048	281	12	max	max	PROPN
american_scientific_journal-12048	281	13	)	)	PUNCT
american_scientific_journal-12048	281	14	reasoning	reasoning	NOUN
american_scientific_journal-12048	281	15	for	for	ADP
american_scientific_journal-12048	281	16	why	why	SCONJ
american_scientific_journal-12048	281	17	the	the	DET
american_scientific_journal-12048	281	18	text	text	NOUN
american_scientific_journal-12048	281	19	was	be	AUX
american_scientific_journal-12048	281	20	chosen	choose	VERB
american_scientific_journal-12048	281	21	.	.	PUNCT
american_scientific_journal-12048	282	1	possible	possible	ADJ
american_scientific_journal-12048	282	2	class	class	NOUN
american_scientific_journal-12048	282	3	labels	label	NOUN
american_scientific_journal-12048	282	4	:	:	PUNCT
american_scientific_journal-12048	282	5	{	{	PUNCT
american_scientific_journal-12048	282	6	%	%	NOUN
american_scientific_journal-12048	282	7	for	for	ADP
american_scientific_journal-12048	282	8	label	label	NOUN
american_scientific_journal-12048	282	9	in	in	ADP
american_scientific_journal-12048	282	10	possible_labels	possible_label	NOUN
american_scientific_journal-12048	282	11	%	%	NOUN
american_scientific_journal-12048	282	12	}	}	PUNCT
american_scientific_journal-12048	282	13	{	{	PUNCT
american_scientific_journal-12048	282	14	{	{	PUNCT
american_scientific_journal-12048	282	15	label	label	NOUN
american_scientific_journal-12048	282	16	}	}	PUNCT
american_scientific_journal-12048	282	17	}	}	PUNCT
american_scientific_journal-12048	282	18	{	{	PUNCT
american_scientific_journal-12048	282	19	%	%	NOUN
american_scientific_journal-12048	282	20	endfor	endfor	PROPN
american_scientific_journal-12048	282	21	%	%	INTJ
american_scientific_journal-12048	282	22	}	}	PUNCT
american_scientific_journal-12048	282	23	text	text	NOUN
american_scientific_journal-12048	282	24	:	:	PUNCT
american_scientific_journal-12048	282	25	`	`	PUNCT
american_scientific_journal-12048	282	26	`	`	PUNCT
american_scientific_journal-12048	282	27	`	`	PUNCT
american_scientific_journal-12048	282	28	how	how	SCONJ
american_scientific_journal-12048	282	29	can	can	AUX
american_scientific_journal-12048	282	30	my	my	PRON
american_scientific_journal-12048	282	31	boss	boss	NOUN
american_scientific_journal-12048	282	32	pay	pay	VERB
american_scientific_journal-12048	282	33	me	i	PRON
american_scientific_journal-12048	282	34	directly	directly	ADV
american_scientific_journal-12048	282	35	to	to	ADP
american_scientific_journal-12048	282	36	the	the	DET
american_scientific_journal-12048	282	37	card	card	NOUN
american_scientific_journal-12048	282	38	?	?	PUNCT
american_scientific_journal-12048	282	39	`	`	PUNCT
american_scientific_journal-12048	282	40	`	`	PUNCT
american_scientific_journal-12048	282	41	`	`	PUNCT
american_scientific_journal-12048	282	42	reasoning	reasoning	NOUN
american_scientific_journal-12048	282	43	:	:	PUNCT
american_scientific_journal-12048	282	44	`	`	PUNCT
american_scientific_journal-12048	282	45	`	`	PUNCT
american_scientific_journal-12048	282	46	`	`	PUNCT
american_scientific_journal-12048	282	47	asks	ask	VERB
american_scientific_journal-12048	282	48	about	about	ADP
american_scientific_journal-12048	282	49	how	how	SCONJ
american_scientific_journal-12048	282	50	they	they	PRON
american_scientific_journal-12048	282	51	could	could	AUX
american_scientific_journal-12048	282	52	receive	receive	VERB
american_scientific_journal-12048	282	53	payment	payment	NOUN
american_scientific_journal-12048	282	54	to	to	ADP
american_scientific_journal-12048	282	55	the	the	DET
american_scientific_journal-12048	282	56	card	card	NOUN
american_scientific_journal-12048	282	57	.	.	PUNCT
american_scientific_journal-12048	283	1	the	the	DET
american_scientific_journal-12048	283	2	main	main	ADJ
american_scientific_journal-12048	283	3	concern	concern	NOUN
american_scientific_journal-12048	283	4	is	be	AUX
american_scientific_journal-12048	283	5	receiving	receive	VERB
american_scientific_journal-12048	283	6	money	money	NOUN
american_scientific_journal-12048	283	7	to	to	ADP
american_scientific_journal-12048	283	8	their	their	PRON
american_scientific_journal-12048	283	9	account	account	NOUN
american_scientific_journal-12048	283	10	.	.	PUNCT
american_scientific_journal-12048	284	1	`	`	PUNCT
american_scientific_journal-12048	284	2	`	`	PUNCT
american_scientific_journal-12048	284	3	`	`	PUNCT
american_scientific_journal-12048	284	4	label	label	NOUN
american_scientific_journal-12048	284	5	:	:	PUNCT
american_scientific_journal-12048	284	6	receiving_money	receiving_money	PROPN
american_scientific_journal-12048	284	7	text	text	NOUN
american_scientific_journal-12048	284	8	:	:	PUNCT
american_scientific_journal-12048	284	9	`	`	PUNCT
american_scientific_journal-12048	284	10	`	`	PUNCT
american_scientific_journal-12048	284	11	`	`	PUNCT
american_scientific_journal-12048	284	12	someone	someone	PRON
american_scientific_journal-12048	284	13	might	might	AUX
american_scientific_journal-12048	284	14	have	have	AUX
american_scientific_journal-12048	284	15	access	access	NOUN
american_scientific_journal-12048	284	16	to	to	ADP
american_scientific_journal-12048	284	17	my	my	PRON
american_scientific_journal-12048	284	18	card	card	NOUN
american_scientific_journal-12048	284	19	!	!	PUNCT
american_scientific_journal-12048	285	1	there	there	PRON
american_scientific_journal-12048	285	2	are	be	VERB
american_scientific_journal-12048	285	3	some	some	DET
american_scientific_journal-12048	285	4	strange	strange	ADJ
american_scientific_journal-12048	285	5	payments	payment	NOUN
american_scientific_journal-12048	285	6	showing	show	VERB
american_scientific_journal-12048	285	7	up	up	ADP
american_scientific_journal-12048	285	8	on	on	ADP
american_scientific_journal-12048	285	9	my	my	PRON
american_scientific_journal-12048	285	10	account	account	NOUN
american_scientific_journal-12048	285	11	.	.	PUNCT
american_scientific_journal-12048	286	1	what	what	PRON
american_scientific_journal-12048	286	2	do	do	AUX
american_scientific_journal-12048	286	3	i	i	PRON
american_scientific_journal-12048	286	4	do	do	VERB
american_scientific_journal-12048	286	5	?	?	PUNCT
american_scientific_journal-12048	286	6	`	`	PUNCT
american_scientific_journal-12048	286	7	`	`	PUNCT
american_scientific_journal-12048	286	8	`	`	PUNCT
american_scientific_journal-12048	286	9	reasoning	reasoning	NOUN
american_scientific_journal-12048	286	10	:	:	PUNCT
american_scientific_journal-12048	286	11	`	`	PUNCT
american_scientific_journal-12048	286	12	`	`	PUNCT
american_scientific_journal-12048	286	13	`	`	PUNCT
american_scientific_journal-12048	286	14	alerts	alert	NOUN
american_scientific_journal-12048	286	15	about	about	ADP
american_scientific_journal-12048	286	16	payments	payment	NOUN
american_scientific_journal-12048	286	17	on	on	ADP
american_scientific_journal-12048	286	18	their	their	PRON
american_scientific_journal-12048	286	19	account	account	NOUN
american_scientific_journal-12048	286	20	that	that	SCONJ
american_scientific_journal-12048	286	21	they	they	PRON
american_scientific_journal-12048	286	22	did	do	AUX
american_scientific_journal-12048	286	23	not	not	PART
american_scientific_journal-12048	286	24	make	make	VERB
american_scientific_journal-12048	286	25	and	and	CCONJ
american_scientific_journal-12048	286	26	asks	ask	VERB
american_scientific_journal-12048	286	27	for	for	ADP
american_scientific_journal-12048	286	28	help	help	NOUN
american_scientific_journal-12048	286	29	.	.	PUNCT
american_scientific_journal-12048	287	1	the	the	DET
american_scientific_journal-12048	287	2	main	main	ADJ
american_scientific_journal-12048	287	3	concern	concern	NOUN
american_scientific_journal-12048	287	4	is	be	AUX
american_scientific_journal-12048	287	5	an	an	DET
american_scientific_journal-12048	287	6	unrecognized	unrecognized	ADJ
american_scientific_journal-12048	287	7	payment	payment	NOUN
american_scientific_journal-12048	287	8	.	.	PUNCT
american_scientific_journal-12048	288	1	`	`	PUNCT
american_scientific_journal-12048	288	2	`	`	PUNCT
american_scientific_journal-12048	288	3	`	`	PUNCT
american_scientific_journal-12048	288	4	label	label	NOUN
american_scientific_journal-12048	288	5	:	:	PUNCT
american_scientific_journal-12048	288	6	card_payment_not_recognised	card_payment_not_recognise	VERB
american_scientific_journal-12048	288	7	text	text	NOUN
american_scientific_journal-12048	288	8	:	:	PUNCT
american_scientific_journal-12048	288	9	`	`	PUNCT
american_scientific_journal-12048	288	10	`	`	PUNCT
american_scientific_journal-12048	288	11	`	`	PUNCT
american_scientific_journal-12048	288	12	wo	will	AUX
american_scientific_journal-12048	288	13	n't	not	PART
american_scientific_journal-12048	288	14	let	let	VERB
american_scientific_journal-12048	288	15	me	i	PRON
american_scientific_journal-12048	288	16	top	top	VERB
american_scientific_journal-12048	288	17	my	my	PRON
american_scientific_journal-12048	288	18	card	card	NOUN
american_scientific_journal-12048	288	19	up	up	ADP
american_scientific_journal-12048	288	20	!	!	PUNCT
american_scientific_journal-12048	288	21	!	!	PUNCT
american_scientific_journal-12048	289	1	who	who	PRON
american_scientific_journal-12048	289	2	can	can	AUX
american_scientific_journal-12048	289	3	get	get	VERB
american_scientific_journal-12048	289	4	it	it	PRON
american_scientific_journal-12048	289	5	sorted	sort	VERB
american_scientific_journal-12048	289	6	out	out	ADP
american_scientific_journal-12048	289	7	for	for	ADP
american_scientific_journal-12048	289	8	me	i	PRON
american_scientific_journal-12048	289	9	?	?	PUNCT
american_scientific_journal-12048	290	1	it	it	PRON
american_scientific_journal-12048	290	2	's	be	AUX
american_scientific_journal-12048	290	3	urgent	urgent	ADJ
american_scientific_journal-12048	290	4	!	!	PUNCT
american_scientific_journal-12048	291	1	how	how	SCONJ
american_scientific_journal-12048	291	2	do	do	AUX
american_scientific_journal-12048	291	3	i	i	PRON
american_scientific_journal-12048	291	4	find	find	VERB
american_scientific_journal-12048	291	5	out	out	ADP
american_scientific_journal-12048	291	6	what	what	PRON
american_scientific_journal-12048	291	7	the	the	DET
american_scientific_journal-12048	291	8	problem	problem	NOUN
american_scientific_journal-12048	291	9	is	be	AUX
american_scientific_journal-12048	291	10	with	with	ADP
american_scientific_journal-12048	291	11	my	my	PRON
american_scientific_journal-12048	291	12	card	card	NOUN
american_scientific_journal-12048	291	13	and	and	CCONJ
american_scientific_journal-12048	291	14	how	how	SCONJ
american_scientific_journal-12048	291	15	else	else	ADV
american_scientific_journal-12048	291	16	to	to	PART
american_scientific_journal-12048	291	17	top	top	VERB
american_scientific_journal-12048	291	18	it	it	PRON
american_scientific_journal-12048	291	19	up	up	ADP
american_scientific_journal-12048	291	20	?	?	PUNCT
american_scientific_journal-12048	291	21	`	`	PUNCT
american_scientific_journal-12048	291	22	`	`	PUNCT
american_scientific_journal-12048	291	23	`	`	PUNCT
american_scientific_journal-12048	291	24	reasoning	reasoning	NOUN
american_scientific_journal-12048	291	25	:	:	PUNCT
american_scientific_journal-12048	291	26	`	`	PUNCT
american_scientific_journal-12048	291	27	`	`	PUNCT
american_scientific_journal-12048	291	28	`	`	PUNCT
american_scientific_journal-12048	291	29	alerts	alert	NOUN
american_scientific_journal-12048	291	30	about	about	ADP
american_scientific_journal-12048	291	31	inability	inability	NOUN
american_scientific_journal-12048	291	32	to	to	PART
american_scientific_journal-12048	291	33	top	top	VERB
american_scientific_journal-12048	291	34	up	up	ADP
american_scientific_journal-12048	291	35	their	their	PRON
american_scientific_journal-12048	291	36	card	card	NOUN
american_scientific_journal-12048	291	37	and	and	CCONJ
american_scientific_journal-12048	291	38	asks	ask	VERB
american_scientific_journal-12048	291	39	for	for	ADP
american_scientific_journal-12048	291	40	help	help	NOUN
american_scientific_journal-12048	291	41	resolving	resolve	VERB
american_scientific_journal-12048	291	42	.	.	PUNCT
american_scientific_journal-12048	292	1	the	the	DET
american_scientific_journal-12048	292	2	main	main	ADJ
american_scientific_journal-12048	292	3	concern	concern	NOUN
american_scientific_journal-12048	292	4	is	be	AUX
american_scientific_journal-12048	292	5	unsuccessful	unsuccessful	ADJ
american_scientific_journal-12048	292	6	top	top	NOUN
american_scientific_journal-12048	292	7	up	up	ADP
american_scientific_journal-12048	292	8	.	.	PUNCT
american_scientific_journal-12048	293	1	`	`	PUNCT
american_scientific_journal-12048	293	2	`	`	PUNCT
american_scientific_journal-12048	293	3	`	`	PUNCT
american_scientific_journal-12048	293	4	label	label	NOUN
american_scientific_journal-12048	293	5	:	:	PUNCT
american_scientific_journal-12048	293	6	top_up_failed	top_up_faile	VERB
american_scientific_journal-12048	293	7	provide	provide	VERB
american_scientific_journal-12048	293	8	reasoning	reasoning	NOUN
american_scientific_journal-12048	293	9	for	for	ADP
american_scientific_journal-12048	293	10	the	the	DET
american_scientific_journal-12048	293	11	following	follow	VERB
american_scientific_journal-12048	293	12	text	text	NOUN
american_scientific_journal-12048	293	13	classification	classification	NOUN
american_scientific_journal-12048	293	14	,	,	PUNCT
american_scientific_journal-12048	293	15	making	make	VERB
american_scientific_journal-12048	293	16	a	a	DET
american_scientific_journal-12048	293	17	differentiation	differentiation	NOUN
american_scientific_journal-12048	293	18	from	from	ADP
american_scientific_journal-12048	293	19	other	other	ADJ
american_scientific_journal-12048	293	20	close	close	ADJ
american_scientific_journal-12048	293	21	options	option	NOUN
american_scientific_journal-12048	293	22	:	:	PUNCT
american_scientific_journal-12048	293	23	text	text	NOUN
american_scientific_journal-12048	293	24	:	:	PUNCT
american_scientific_journal-12048	293	25	`	`	PUNCT
american_scientific_journal-12048	293	26	`	`	PUNCT
american_scientific_journal-12048	293	27	`	`	PUNCT
american_scientific_journal-12048	293	28	{	{	PUNCT
american_scientific_journal-12048	293	29	{	{	PUNCT
american_scientific_journal-12048	293	30	text	text	NOUN
american_scientific_journal-12048	293	31	}	}	PUNCT
american_scientific_journal-12048	293	32	}	}	PUNCT
american_scientific_journal-12048	293	33	`	`	PUNCT
american_scientific_journal-12048	293	34	`	`	PUNCT
american_scientific_journal-12048	293	35	`	`	PUNCT
american_scientific_journal-12048	293	36	label	label	NOUN
american_scientific_journal-12048	293	37	:	:	PUNCT
american_scientific_journal-12048	293	38	{	{	PUNCT
american_scientific_journal-12048	293	39	{	{	PUNCT
american_scientific_journal-12048	293	40	label	label	NOUN
american_scientific_journal-12048	293	41	}	}	PUNCT
american_scientific_journal-12048	293	42	}	}	PUNCT
american_scientific_journal-12048	293	43	provide	provide	VERB
american_scientific_journal-12048	293	44	the	the	DET
american_scientific_journal-12048	293	45	prediction	prediction	NOUN
american_scientific_journal-12048	293	46	after	after	ADP
american_scientific_journal-12048	293	47	a	a	DET
american_scientific_journal-12048	293	48	`	`	PUNCT
american_scientific_journal-12048	293	49	reasoning	reasoning	NOUN
american_scientific_journal-12048	293	50	:	:	PUNCT
american_scientific_journal-12048	293	51	`	`	PUNCT
american_scientific_journal-12048	293	52	tag	tag	NOUN
american_scientific_journal-12048	293	53	.	.	PUNCT
american_scientific_journal-12048	294	1	american	american	ADJ
american_scientific_journal-12048	294	2	academic	academic	ADJ
american_scientific_journal-12048	294	3	scientific	scientific	ADJ
american_scientific_journal-12048	294	4	research	research	NOUN
american_scientific_journal-12048	294	5	journal	journal	NOUN
american_scientific_journal-12048	294	6	for	for	ADP
american_scientific_journal-12048	294	7	engineering	engineering	NOUN
american_scientific_journal-12048	294	8	,	,	PUNCT
american_scientific_journal-12048	294	9	technology	technology	NOUN
american_scientific_journal-12048	294	10	,	,	PUNCT
american_scientific_journal-12048	294	11	and	and	CCONJ
american_scientific_journal-12048	294	12	sciences	science	NOUN
american_scientific_journal-12048	294	13	(	(	PUNCT
american_scientific_journal-12048	294	14	asrjets	asrjet	NOUN
american_scientific_journal-12048	294	15	)	)	PUNCT
american_scientific_journal-12048	294	16	volume	volume	NOUN
american_scientific_journal-12048	294	17	103	103	NUM
american_scientific_journal-12048	294	18	,	,	PUNCT
american_scientific_journal-12048	294	19	no	no	DET
american_scientific_journal-12048	294	20	1	1	NUM
american_scientific_journal-12048	294	21	,	,	PUNCT
american_scientific_journal-12048	294	22	pp	pp	ADV
american_scientific_journal-12048	294	23	178	178	NUM
american_scientific_journal-12048	294	24	-	-	SYM
american_scientific_journal-12048	294	25	194	194	NUM
american_scientific_journal-12048	294	26	194	194	NUM
american_scientific_journal-12048	294	27	figure	figure	NOUN
american_scientific_journal-12048	294	28	8	8	NUM
american_scientific_journal-12048	294	29	:	:	PUNCT
american_scientific_journal-12048	294	30	used	use	VERB
american_scientific_journal-12048	294	31	to	to	PART
american_scientific_journal-12048	294	32	generate	generate	VERB
american_scientific_journal-12048	294	33	reasoning	reasoning	NOUN
american_scientific_journal-12048	294	34	for	for	ADP
american_scientific_journal-12048	294	35	ag	ag	PROPN
american_scientific_journal-12048	294	36	news	news	PROPN
american_scientific_journal-12048	294	37	few	few	ADJ
american_scientific_journal-12048	294	38	-	-	PUNCT
american_scientific_journal-12048	294	39	shot	shot	NOUN
american_scientific_journal-12048	294	40	examples	example	NOUN
american_scientific_journal-12048	294	41	(	(	PUNCT
american_scientific_journal-12048	294	42	with	with	ADP
american_scientific_journal-12048	294	43	dataset	dataset	NOUN
american_scientific_journal-12048	294	44	-	-	PUNCT
american_scientific_journal-12048	294	45	specific	specific	ADJ
american_scientific_journal-12048	294	46	demonstrations	demonstration	NOUN
american_scientific_journal-12048	294	47	)	)	PUNCT
american_scientific_journal-12048	294	48	you	you	PRON
american_scientific_journal-12048	294	49	have	have	AUX
american_scientific_journal-12048	294	50	been	be	AUX
american_scientific_journal-12048	294	51	assigned	assign	VERB
american_scientific_journal-12048	294	52	the	the	DET
american_scientific_journal-12048	294	53	task	task	NOUN
american_scientific_journal-12048	294	54	of	of	ADP
american_scientific_journal-12048	294	55	providing	provide	VERB
american_scientific_journal-12048	294	56	reasoning	reasoning	NOUN
american_scientific_journal-12048	294	57	for	for	ADP
american_scientific_journal-12048	294	58	text	text	NOUN
american_scientific_journal-12048	294	59	classification	classification	NOUN
american_scientific_journal-12048	294	60	.	.	PUNCT
american_scientific_journal-12048	295	1	your	your	PRON
american_scientific_journal-12048	295	2	objective	objective	NOUN
american_scientific_journal-12048	295	3	is	be	AUX
american_scientific_journal-12048	295	4	to	to	PART
american_scientific_journal-12048	295	5	explain	explain	VERB
american_scientific_journal-12048	295	6	why	why	SCONJ
american_scientific_journal-12048	295	7	,	,	PUNCT
american_scientific_journal-12048	295	8	out	out	ADP
american_scientific_journal-12048	295	9	of	of	ADP
american_scientific_journal-12048	295	10	all	all	DET
american_scientific_journal-12048	295	11	the	the	DET
american_scientific_journal-12048	295	12	possible	possible	ADJ
american_scientific_journal-12048	295	13	labels	label	NOUN
american_scientific_journal-12048	295	14	,	,	PUNCT
american_scientific_journal-12048	295	15	the	the	DET
american_scientific_journal-12048	295	16	specific	specific	ADJ
american_scientific_journal-12048	295	17	one	one	NOUN
american_scientific_journal-12048	295	18	was	be	AUX
american_scientific_journal-12048	295	19	assigned	assign	VERB
american_scientific_journal-12048	295	20	to	to	ADP
american_scientific_journal-12048	295	21	the	the	DET
american_scientific_journal-12048	295	22	text	text	NOUN
american_scientific_journal-12048	295	23	,	,	PUNCT
american_scientific_journal-12048	295	24	based	base	VERB
american_scientific_journal-12048	295	25	on	on	ADP
american_scientific_journal-12048	295	26	the	the	DET
american_scientific_journal-12048	295	27	content	content	NOUN
american_scientific_journal-12048	295	28	of	of	ADP
american_scientific_journal-12048	295	29	the	the	DET
american_scientific_journal-12048	295	30	text	text	NOUN
american_scientific_journal-12048	295	31	.	.	PUNCT
american_scientific_journal-12048	296	1	make	make	VERB
american_scientific_journal-12048	296	2	sure	sure	ADJ
american_scientific_journal-12048	296	3	that	that	SCONJ
american_scientific_journal-12048	296	4	your	your	PRON
american_scientific_journal-12048	296	5	reasoning	reasoning	NOUN
american_scientific_journal-12048	296	6	matches	match	VERB
american_scientific_journal-12048	296	7	only	only	ADV
american_scientific_journal-12048	296	8	the	the	DET
american_scientific_journal-12048	296	9	assigned	assign	VERB
american_scientific_journal-12048	296	10	label	label	NOUN
american_scientific_journal-12048	296	11	and	and	CCONJ
american_scientific_journal-12048	296	12	makes	make	VERB
american_scientific_journal-12048	296	13	a	a	DET
american_scientific_journal-12048	296	14	clear	clear	ADJ
american_scientific_journal-12048	296	15	distinction	distinction	NOUN
american_scientific_journal-12048	296	16	from	from	ADP
american_scientific_journal-12048	296	17	other	other	ADJ
american_scientific_journal-12048	296	18	potential	potential	ADJ
american_scientific_journal-12048	296	19	label	label	NOUN
american_scientific_journal-12048	296	20	choices	choice	NOUN
american_scientific_journal-12048	296	21	.	.	PUNCT
american_scientific_journal-12048	297	1	your	your	PRON
american_scientific_journal-12048	297	2	output	output	NOUN
american_scientific_journal-12048	297	3	should	should	AUX
american_scientific_journal-12048	297	4	consist	consist	VERB
american_scientific_journal-12048	297	5	only	only	ADV
american_scientific_journal-12048	297	6	of	of	ADP
american_scientific_journal-12048	297	7	a	a	DET
american_scientific_journal-12048	297	8	short	short	ADJ
american_scientific_journal-12048	297	9	(	(	PUNCT
american_scientific_journal-12048	297	10	30	30	NUM
american_scientific_journal-12048	297	11	words	word	NOUN
american_scientific_journal-12048	297	12	max	max	PROPN
american_scientific_journal-12048	297	13	)	)	PUNCT
american_scientific_journal-12048	297	14	reasoning	reasoning	NOUN
american_scientific_journal-12048	297	15	for	for	ADP
american_scientific_journal-12048	297	16	why	why	SCONJ
american_scientific_journal-12048	297	17	the	the	DET
american_scientific_journal-12048	297	18	text	text	NOUN
american_scientific_journal-12048	297	19	was	be	AUX
american_scientific_journal-12048	297	20	chosen	choose	VERB
american_scientific_journal-12048	297	21	.	.	PUNCT
american_scientific_journal-12048	298	1	possible	possible	ADJ
american_scientific_journal-12048	298	2	class	class	NOUN
american_scientific_journal-12048	298	3	labels	label	NOUN
american_scientific_journal-12048	298	4	:	:	PUNCT
american_scientific_journal-12048	298	5	{	{	PUNCT
american_scientific_journal-12048	298	6	%	%	NOUN
american_scientific_journal-12048	298	7	for	for	ADP
american_scientific_journal-12048	298	8	label	label	NOUN
american_scientific_journal-12048	298	9	in	in	ADP
american_scientific_journal-12048	298	10	possible_labels	possible_label	NOUN
american_scientific_journal-12048	298	11	%	%	NOUN
american_scientific_journal-12048	298	12	}	}	PUNCT
american_scientific_journal-12048	298	13	{	{	PUNCT
american_scientific_journal-12048	298	14	{	{	PUNCT
american_scientific_journal-12048	298	15	label	label	NOUN
american_scientific_journal-12048	298	16	}	}	PUNCT
american_scientific_journal-12048	298	17	}	}	PUNCT
american_scientific_journal-12048	298	18	{	{	PUNCT
american_scientific_journal-12048	298	19	%	%	NOUN
american_scientific_journal-12048	298	20	endfor	endfor	PROPN
american_scientific_journal-12048	298	21	%	%	INTJ
american_scientific_journal-12048	298	22	}	}	PUNCT
american_scientific_journal-12048	298	23	text	text	NOUN
american_scientific_journal-12048	298	24	:	:	PUNCT
american_scientific_journal-12048	298	25	`	`	PUNCT
american_scientific_journal-12048	298	26	`	`	PUNCT
american_scientific_journal-12048	298	27	`	`	PUNCT
american_scientific_journal-12048	298	28	carlyle	carlyle	PROPN
american_scientific_journal-12048	298	29	looks	look	VERB
american_scientific_journal-12048	298	30	toward	toward	ADP
american_scientific_journal-12048	298	31	commercial	commercial	ADJ
american_scientific_journal-12048	298	32	aerospace	aerospace	NOUN
american_scientific_journal-12048	298	33	(	(	PUNCT
american_scientific_journal-12048	298	34	reuters	reuter	NOUN
american_scientific_journal-12048	298	35	)	)	PUNCT
american_scientific_journal-12048	298	36	reuters	reuters	PROPN
american_scientific_journal-12048	298	37	private	private	ADJ
american_scientific_journal-12048	298	38	investment	investment	NOUN
american_scientific_journal-12048	298	39	firm	firm	NOUN
american_scientific_journal-12048	298	40	carlyle	carlyle	PROPN
american_scientific_journal-12048	298	41	group,\\which	group,\\which	PROPN
american_scientific_journal-12048	298	42	has	have	VERB
american_scientific_journal-12048	298	43	a	a	DET
american_scientific_journal-12048	298	44	reputation	reputation	NOUN
american_scientific_journal-12048	298	45	for	for	ADP
american_scientific_journal-12048	298	46	making	make	VERB
american_scientific_journal-12048	298	47	well	well	ADV
american_scientific_journal-12048	298	48	-	-	PUNCT
american_scientific_journal-12048	298	49	timed	time	VERB
american_scientific_journal-12048	298	50	and	and	CCONJ
american_scientific_journal-12048	298	51	occasionally	occasionally	ADV
american_scientific_journal-12048	298	52	controversial	controversial	ADJ
american_scientific_journal-12048	298	53	plays	play	NOUN
american_scientific_journal-12048	298	54	in	in	ADP
american_scientific_journal-12048	298	55	the	the	DET
american_scientific_journal-12048	298	56	defense	defense	NOUN
american_scientific_journal-12048	298	57	industry	industry	NOUN
american_scientific_journal-12048	298	58	,	,	PUNCT
american_scientific_journal-12048	298	59	has	have	AUX
american_scientific_journal-12048	298	60	quietly	quietly	ADV
american_scientific_journal-12048	298	61	placed	place	VERB
american_scientific_journal-12048	298	62	its	its	PRON
american_scientific_journal-12048	298	63	bets	bet	NOUN
american_scientific_journal-12048	298	64	on	on	ADP
american_scientific_journal-12048	298	65	another	another	DET
american_scientific_journal-12048	298	66	part	part	NOUN
american_scientific_journal-12048	298	67	of	of	ADP
american_scientific_journal-12048	298	68	the	the	DET
american_scientific_journal-12048	298	69	market	market	NOUN
american_scientific_journal-12048	298	70	.	.	PUNCT
american_scientific_journal-12048	299	1	`	`	PUNCT
american_scientific_journal-12048	299	2	`	`	PUNCT
american_scientific_journal-12048	299	3	`	`	PUNCT
american_scientific_journal-12048	299	4	reasoning	reasoning	NOUN
american_scientific_journal-12048	299	5	:	:	PUNCT
american_scientific_journal-12048	299	6	`	`	PUNCT
american_scientific_journal-12048	299	7	`	`	PUNCT
american_scientific_journal-12048	299	8	`	`	PUNCT
american_scientific_journal-12048	299	9	this	this	DET
american_scientific_journal-12048	299	10	article	article	NOUN
american_scientific_journal-12048	299	11	focuses	focus	VERB
american_scientific_journal-12048	299	12	on	on	ADP
american_scientific_journal-12048	299	13	news	news	NOUN
american_scientific_journal-12048	299	14	related	relate	VERB
american_scientific_journal-12048	299	15	to	to	ADP
american_scientific_journal-12048	299	16	a	a	DET
american_scientific_journal-12048	299	17	specific	specific	ADJ
american_scientific_journal-12048	299	18	investment	investment	NOUN
american_scientific_journal-12048	299	19	company	company	NOUN
american_scientific_journal-12048	299	20	and	and	CCONJ
american_scientific_journal-12048	299	21	its	its	PRON
american_scientific_journal-12048	299	22	next	next	ADJ
american_scientific_journal-12048	299	23	business	business	NOUN
american_scientific_journal-12048	299	24	move	move	NOUN
american_scientific_journal-12048	299	25	.	.	PUNCT
american_scientific_journal-12048	300	1	`	`	PUNCT
american_scientific_journal-12048	300	2	`	`	PUNCT
american_scientific_journal-12048	300	3	`	`	PUNCT
american_scientific_journal-12048	300	4	label	label	NOUN
american_scientific_journal-12048	300	5	:	:	PUNCT
american_scientific_journal-12048	300	6	business	business	NOUN
american_scientific_journal-12048	300	7	text	text	NOUN
american_scientific_journal-12048	300	8	:	:	PUNCT
american_scientific_journal-12048	300	9	`	`	PUNCT
american_scientific_journal-12048	300	10	`	`	PUNCT
american_scientific_journal-12048	300	11	`	`	PUNCT
american_scientific_journal-12048	300	12	kerry	kerry	PROPN
american_scientific_journal-12048	300	13	campaign	campaign	NOUN
american_scientific_journal-12048	300	14	helping	help	VERB
american_scientific_journal-12048	300	15	with	with	ADP
american_scientific_journal-12048	300	16	fla	fla	PROPN
american_scientific_journal-12048	300	17	.	.	PUNCT
american_scientific_journal-12048	301	1	recovery	recovery	NOUN
american_scientific_journal-12048	301	2	(	(	PUNCT
american_scientific_journal-12048	301	3	reuters	reuters	PROPN
american_scientific_journal-12048	301	4	)	)	PUNCT
american_scientific_journal-12048	301	5	reuters	reuters	PROPN
american_scientific_journal-12048	301	6	democratic	democratic	ADJ
american_scientific_journal-12048	301	7	presidential	presidential	ADJ
american_scientific_journal-12048	301	8	candidate	candidate	NOUN
american_scientific_journal-12048	301	9	john	john	PROPN
american_scientific_journal-12048	301	10	kerry	kerry	PROPN
american_scientific_journal-12048	301	11	does	do	AUX
american_scientific_journal-12048	301	12	not	not	PART
american_scientific_journal-12048	301	13	plan	plan	VERB
american_scientific_journal-12048	301	14	to	to	PART
american_scientific_journal-12048	301	15	visit	visit	VERB
american_scientific_journal-12048	301	16	florida	florida	PROPN
american_scientific_journal-12048	301	17	in	in	ADP
american_scientific_journal-12048	301	18	the	the	DET
american_scientific_journal-12048	301	19	aftermath	aftermath	NOUN
american_scientific_journal-12048	301	20	of	of	ADP
american_scientific_journal-12048	301	21	hurricane	hurricane	NOUN
american_scientific_journal-12048	301	22	charley	charley	NOUN
american_scientific_journal-12048	301	23	because	because	SCONJ
american_scientific_journal-12048	301	24	he	he	PRON
american_scientific_journal-12048	301	25	's	be	AUX
american_scientific_journal-12048	301	26	concerned	concern	VERB
american_scientific_journal-12048	301	27	his	his	PRON
american_scientific_journal-12048	301	28	campaign	campaign	NOUN
american_scientific_journal-12048	301	29	entourage	entourage	NOUN
american_scientific_journal-12048	301	30	could	could	AUX
american_scientific_journal-12048	301	31	distract	distract	VERB
american_scientific_journal-12048	301	32	from	from	ADP
american_scientific_journal-12048	301	33	recovery	recovery	NOUN
american_scientific_journal-12048	301	34	efforts	effort	NOUN
american_scientific_journal-12048	301	35	,	,	PUNCT
american_scientific_journal-12048	301	36	he	he	PRON
american_scientific_journal-12048	301	37	said	say	VERB
american_scientific_journal-12048	301	38	saturday	saturday	PROPN
american_scientific_journal-12048	301	39	.	.	PUNCT
american_scientific_journal-12048	302	1	`	`	PUNCT
american_scientific_journal-12048	302	2	`	`	PUNCT
american_scientific_journal-12048	302	3	`	`	PUNCT
american_scientific_journal-12048	302	4	reasoning	reasoning	NOUN
american_scientific_journal-12048	302	5	:	:	PUNCT
american_scientific_journal-12048	302	6	`	`	PUNCT
american_scientific_journal-12048	302	7	`	`	PUNCT
american_scientific_journal-12048	302	8	`	`	PUNCT
american_scientific_journal-12048	302	9	this	this	DET
american_scientific_journal-12048	302	10	article	article	NOUN
american_scientific_journal-12048	302	11	discusses	discuss	VERB
american_scientific_journal-12048	302	12	news	news	NOUN
american_scientific_journal-12048	302	13	related	relate	VERB
american_scientific_journal-12048	302	14	to	to	ADP
american_scientific_journal-12048	302	15	a	a	DET
american_scientific_journal-12048	302	16	presidential	presidential	ADJ
american_scientific_journal-12048	302	17	campaign	campaign	NOUN
american_scientific_journal-12048	302	18	in	in	ADP
american_scientific_journal-12048	302	19	the	the	DET
american_scientific_journal-12048	302	20	context	context	NOUN
american_scientific_journal-12048	302	21	of	of	ADP
american_scientific_journal-12048	302	22	a	a	DET
american_scientific_journal-12048	302	23	natural	natural	ADJ
american_scientific_journal-12048	302	24	disaster	disaster	NOUN
american_scientific_journal-12048	302	25	.	.	PUNCT
american_scientific_journal-12048	303	1	it	it	PRON
american_scientific_journal-12048	303	2	focuses	focus	VERB
american_scientific_journal-12048	303	3	on	on	ADP
american_scientific_journal-12048	303	4	politics	politic	NOUN
american_scientific_journal-12048	303	5	and	and	CCONJ
american_scientific_journal-12048	303	6	society	society	NOUN
american_scientific_journal-12048	303	7	.	.	PUNCT
american_scientific_journal-12048	304	1	`	`	PUNCT
american_scientific_journal-12048	304	2	`	`	PUNCT
american_scientific_journal-12048	304	3	`	`	PUNCT
american_scientific_journal-12048	304	4	label	label	NOUN
american_scientific_journal-12048	304	5	:	:	PUNCT
american_scientific_journal-12048	304	6	world	world	NOUN
american_scientific_journal-12048	304	7	text	text	NOUN
american_scientific_journal-12048	304	8	:	:	PUNCT
american_scientific_journal-12048	304	9	`	`	PUNCT
american_scientific_journal-12048	304	10	`	`	PUNCT
american_scientific_journal-12048	304	11	`	`	PUNCT
american_scientific_journal-12048	304	12	oracle	oracle	NOUN
american_scientific_journal-12048	304	13	sales	sale	NOUN
american_scientific_journal-12048	304	14	data	datum	NOUN
american_scientific_journal-12048	304	15	seen	see	VERB
american_scientific_journal-12048	304	16	being	be	AUX
american_scientific_journal-12048	304	17	released	release	VERB
american_scientific_journal-12048	304	18	(	(	PUNCT
american_scientific_journal-12048	304	19	reuters	reuter	NOUN
american_scientific_journal-12048	304	20	)	)	PUNCT
american_scientific_journal-12048	304	21	reuters	reuters	PROPN
american_scientific_journal-12048	304	22	oracle	oracle	PROPN
american_scientific_journal-12048	304	23	corp	corp	PROPN
american_scientific_journal-12048	304	24	.	.	PROPN
american_scientific_journal-12048	305	1	sales	sale	NOUN
american_scientific_journal-12048	305	2	documents	document	NOUN
american_scientific_journal-12048	305	3	detailing	detail	VERB
american_scientific_journal-12048	305	4	highly	highly	ADV
american_scientific_journal-12048	305	5	confidential	confidential	ADJ
american_scientific_journal-12048	305	6	information	information	NOUN
american_scientific_journal-12048	305	7	,	,	PUNCT
american_scientific_journal-12048	305	8	such	such	ADJ
american_scientific_journal-12048	305	9	as	as	ADP
american_scientific_journal-12048	305	10	which	which	PRON
american_scientific_journal-12048	305	11	companies	company	NOUN
american_scientific_journal-12048	305	12	receive	receive	VERB
american_scientific_journal-12048	305	13	discounts	discount	NOUN
american_scientific_journal-12048	305	14	on	on	ADP
american_scientific_journal-12048	305	15	oracle	oracle	NOUN
american_scientific_journal-12048	305	16	's	's	PART
american_scientific_journal-12048	305	17	business	business	NOUN
american_scientific_journal-12048	305	18	software	software	NOUN
american_scientific_journal-12048	305	19	products	product	NOUN
american_scientific_journal-12048	305	20	and	and	CCONJ
american_scientific_journal-12048	305	21	the	the	DET
american_scientific_journal-12048	305	22	size	size	NOUN
american_scientific_journal-12048	305	23	of	of	ADP
american_scientific_journal-12048	305	24	the	the	DET
american_scientific_journal-12048	305	25	discounts	discount	NOUN
american_scientific_journal-12048	305	26	,	,	PUNCT
american_scientific_journal-12048	305	27	are	be	AUX
american_scientific_journal-12048	305	28	likely	likely	ADJ
american_scientific_journal-12048	305	29	to	to	PART
american_scientific_journal-12048	305	30	be	be	AUX
american_scientific_journal-12048	305	31	made	make	VERB
american_scientific_journal-12048	305	32	public	public	ADJ
american_scientific_journal-12048	305	33	,	,	PUNCT
american_scientific_journal-12048	305	34	a	a	DET
american_scientific_journal-12048	305	35	federal	federal	ADJ
american_scientific_journal-12048	305	36	judge	judge	NOUN
american_scientific_journal-12048	305	37	said	say	VERB
american_scientific_journal-12048	305	38	on	on	ADP
american_scientific_journal-12048	305	39	friday	friday	PROPN
american_scientific_journal-12048	305	40	.	.	PUNCT
american_scientific_journal-12048	306	1	`	`	PUNCT
american_scientific_journal-12048	306	2	`	`	PUNCT
american_scientific_journal-12048	306	3	`	`	PUNCT
american_scientific_journal-12048	306	4	reasoning	reasoning	NOUN
american_scientific_journal-12048	306	5	:	:	PUNCT
american_scientific_journal-12048	306	6	`	`	PUNCT
american_scientific_journal-12048	306	7	`	`	PUNCT
american_scientific_journal-12048	306	8	`	`	PUNCT
american_scientific_journal-12048	306	9	this	this	DET
american_scientific_journal-12048	306	10	article	article	NOUN
american_scientific_journal-12048	306	11	focuses	focus	VERB
american_scientific_journal-12048	306	12	on	on	ADP
american_scientific_journal-12048	306	13	releasing	release	VERB
american_scientific_journal-12048	306	14	sales	sale	NOUN
american_scientific_journal-12048	306	15	documents	document	NOUN
american_scientific_journal-12048	306	16	of	of	ADP
american_scientific_journal-12048	306	17	oracle	oracle	NOUN
american_scientific_journal-12048	306	18	.	.	PUNCT
american_scientific_journal-12048	307	1	although	although	SCONJ
american_scientific_journal-12048	307	2	it	it	PRON
american_scientific_journal-12048	307	3	concerns	concern	VERB
american_scientific_journal-12048	307	4	a	a	DET
american_scientific_journal-12048	307	5	business	business	NOUN
american_scientific_journal-12048	307	6	,	,	PUNCT
american_scientific_journal-12048	307	7	oracle	oracle	PROPN
american_scientific_journal-12048	307	8	is	be	AUX
american_scientific_journal-12048	307	9	a	a	DET
american_scientific_journal-12048	307	10	technology	technology	NOUN
american_scientific_journal-12048	307	11	company	company	NOUN
american_scientific_journal-12048	307	12	selling	sell	VERB
american_scientific_journal-12048	307	13	software	software	NOUN
american_scientific_journal-12048	307	14	,	,	PUNCT
american_scientific_journal-12048	307	15	so	so	CCONJ
american_scientific_journal-12048	307	16	this	this	PRON
american_scientific_journal-12048	307	17	is	be	AUX
american_scientific_journal-12048	307	18	related	relate	VERB
american_scientific_journal-12048	307	19	more	more	ADV
american_scientific_journal-12048	307	20	to	to	ADP
american_scientific_journal-12048	307	21	tech	tech	NOUN
american_scientific_journal-12048	307	22	news	news	NOUN
american_scientific_journal-12048	307	23	.	.	PUNCT
american_scientific_journal-12048	308	1	`	`	PUNCT
american_scientific_journal-12048	308	2	`	`	PUNCT
american_scientific_journal-12048	308	3	`	`	PUNCT
american_scientific_journal-12048	308	4	label	label	NOUN
american_scientific_journal-12048	308	5	:	:	PUNCT
american_scientific_journal-12048	308	6	sci	sci	PROPN
american_scientific_journal-12048	308	7	/	/	SYM
american_scientific_journal-12048	308	8	tech	tech	NOUN
american_scientific_journal-12048	308	9	provide	provide	NOUN
american_scientific_journal-12048	308	10	reasoning	reasoning	NOUN
american_scientific_journal-12048	308	11	for	for	ADP
american_scientific_journal-12048	308	12	the	the	DET
american_scientific_journal-12048	308	13	following	follow	VERB
american_scientific_journal-12048	308	14	text	text	NOUN
american_scientific_journal-12048	308	15	classification	classification	NOUN
american_scientific_journal-12048	308	16	,	,	PUNCT
american_scientific_journal-12048	308	17	making	make	VERB
american_scientific_journal-12048	308	18	a	a	DET
american_scientific_journal-12048	308	19	differentiation	differentiation	NOUN
american_scientific_journal-12048	308	20	from	from	ADP
american_scientific_journal-12048	308	21	other	other	ADJ
american_scientific_journal-12048	308	22	close	close	ADJ
american_scientific_journal-12048	308	23	options	option	NOUN
american_scientific_journal-12048	308	24	:	:	PUNCT
american_scientific_journal-12048	308	25	text	text	NOUN
american_scientific_journal-12048	308	26	:	:	PUNCT
american_scientific_journal-12048	308	27	`	`	PUNCT
american_scientific_journal-12048	308	28	`	`	PUNCT
american_scientific_journal-12048	308	29	`	`	PUNCT
american_scientific_journal-12048	308	30	{	{	PUNCT
american_scientific_journal-12048	308	31	{	{	PUNCT
american_scientific_journal-12048	308	32	text	text	NOUN
american_scientific_journal-12048	308	33	}	}	PUNCT
american_scientific_journal-12048	308	34	}	}	PUNCT
american_scientific_journal-12048	308	35	`	`	PUNCT
american_scientific_journal-12048	308	36	`	`	PUNCT
american_scientific_journal-12048	308	37	`	`	PUNCT
american_scientific_journal-12048	308	38	label	label	NOUN
american_scientific_journal-12048	308	39	:	:	PUNCT
american_scientific_journal-12048	308	40	{	{	PUNCT
american_scientific_journal-12048	308	41	{	{	PUNCT
american_scientific_journal-12048	308	42	label	label	NOUN
american_scientific_journal-12048	308	43	}	}	PUNCT
american_scientific_journal-12048	308	44	}	}	PUNCT
american_scientific_journal-12048	308	45	provide	provide	VERB
american_scientific_journal-12048	308	46	the	the	DET
american_scientific_journal-12048	308	47	prediction	prediction	NOUN
american_scientific_journal-12048	308	48	after	after	ADP
american_scientific_journal-12048	308	49	a	a	DET
american_scientific_journal-12048	308	50	`	`	PUNCT
american_scientific_journal-12048	308	51	reasoning	reasoning	NOUN
american_scientific_journal-12048	308	52	:	:	PUNCT
american_scientific_journal-12048	308	53	`	`	PUNCT
american_scientific_journal-12048	308	54	tag	tag	NOUN
american_scientific_journal-12048	308	55	.	.	PUNCT