id	sid	tid	token	lemma	pos
ajst-32600	1	1	236	236	NUM
ajst-32600	1	2	a	a	DET
ajst-32600	1	3	review	review	NOUN
ajst-32600	1	4	of	of	ADP
ajst-32600	1	5	research	research	NOUN
ajst-32600	1	6	on	on	ADP
ajst-32600	1	7	ai	ai	ADJ
ajst-32600	1	8	-	-	PUNCT
ajst-32600	1	9	assisted	assist	VERB
ajst-32600	1	10	code	code	NOUN
ajst-32600	1	11	generation	generation	NOUN
ajst-32600	1	12	and	and	CCONJ
ajst-32600	1	13	aidriven	aidriven	PROPN
ajst-32600	1	14	code	code	PROPN
ajst-32600	1	15	review	review	PROPN
ajst-32600	1	16	yuzhi	yuzhi	PROPN
ajst-32600	1	17	wang	wang	PROPN
ajst-32600	1	18	beijing	beijing	PROPN
ajst-32600	1	19	university	university	PROPN
ajst-32600	1	20	of	of	ADP
ajst-32600	1	21	technology	technology	PROPN
ajst-32600	1	22	,	,	PUNCT
ajst-32600	1	23	beijing	beijing	PROPN
ajst-32600	1	24	,	,	PUNCT
ajst-32600	1	25	china	china	PROPN
ajst-32600	1	26	shenrenaisite@yeah.net	shenrenaisite@yeah.net	PROPN
ajst-32600	1	27	abstract	abstract	PROPN
ajst-32600	1	28	.	.	PUNCT
ajst-32600	2	1	with	with	ADP
ajst-32600	2	2	the	the	DET
ajst-32600	2	3	significant	significant	ADJ
ajst-32600	2	4	breakthroughs	breakthrough	NOUN
ajst-32600	2	5	of	of	ADP
ajst-32600	2	6	deep	deep	ADJ
ajst-32600	2	7	learning	learning	NOUN
ajst-32600	2	8	technologies	technology	NOUN
ajst-32600	2	9	such	such	ADJ
ajst-32600	2	10	as	as	ADP
ajst-32600	2	11	large	large	ADJ
ajst-32600	2	12	language	language	NOUN
ajst-32600	2	13	models	model	NOUN
ajst-32600	2	14	(	(	PUNCT
ajst-32600	2	15	llms	llm	NOUN
ajst-32600	2	16	)	)	PUNCT
ajst-32600	2	17	in	in	ADP
ajst-32600	2	18	the	the	DET
ajst-32600	2	19	field	field	NOUN
ajst-32600	2	20	of	of	ADP
ajst-32600	2	21	code	code	NOUN
ajst-32600	2	22	analysis	analysis	NOUN
ajst-32600	2	23	,	,	PUNCT
ajst-32600	2	24	ai	ai	VERB
ajst-32600	2	25	has	have	AUX
ajst-32600	2	26	evolved	evolve	VERB
ajst-32600	2	27	from	from	ADP
ajst-32600	2	28	an	an	DET
ajst-32600	2	29	auxiliary	auxiliary	ADJ
ajst-32600	2	30	tool	tool	NOUN
ajst-32600	2	31	to	to	ADP
ajst-32600	2	32	a	a	DET
ajst-32600	2	33	key	key	ADJ
ajst-32600	2	34	technology	technology	NOUN
ajst-32600	2	35	that	that	PRON
ajst-32600	2	36	deeply	deeply	ADV
ajst-32600	2	37	participates	participate	VERB
ajst-32600	2	38	in	in	ADP
ajst-32600	2	39	code	code	NOUN
ajst-32600	2	40	optimization	optimization	NOUN
ajst-32600	2	41	and	and	CCONJ
ajst-32600	2	42	resolving	resolve	VERB
ajst-32600	2	43	performance	performance	NOUN
ajst-32600	2	44	issues	issue	NOUN
ajst-32600	2	45	.	.	PUNCT
ajst-32600	3	1	as	as	SCONJ
ajst-32600	3	2	modern	modern	ADJ
ajst-32600	3	3	software	software	NOUN
ajst-32600	3	4	system	system	NOUN
ajst-32600	3	5	architectures	architecture	NOUN
ajst-32600	3	6	become	become	VERB
ajst-32600	3	7	increasingly	increasingly	ADV
ajst-32600	3	8	complex	complex	ADJ
ajst-32600	3	9	,	,	PUNCT
ajst-32600	3	10	the	the	DET
ajst-32600	3	11	requirements	requirement	NOUN
ajst-32600	3	12	for	for	ADP
ajst-32600	3	13	their	their	PRON
ajst-32600	3	14	performance	performance	NOUN
ajst-32600	3	15	have	have	AUX
ajst-32600	3	16	also	also	ADV
ajst-32600	3	17	become	become	VERB
ajst-32600	3	18	more	more	ADV
ajst-32600	3	19	stringent	stringent	ADJ
ajst-32600	3	20	.	.	PUNCT
ajst-32600	4	1	during	during	ADP
ajst-32600	4	2	the	the	DET
ajst-32600	4	3	coding	code	VERB
ajst-32600	4	4	stage	stage	NOUN
ajst-32600	4	5	,	,	PUNCT
ajst-32600	4	6	developers	developer	NOUN
ajst-32600	4	7	find	find	VERB
ajst-32600	4	8	it	it	PRON
ajst-32600	4	9	difficult	difficult	ADJ
ajst-32600	4	10	to	to	PART
ajst-32600	4	11	effectively	effectively	ADV
ajst-32600	4	12	identify	identify	VERB
ajst-32600	4	13	and	and	CCONJ
ajst-32600	4	14	resolve	resolve	VERB
ajst-32600	4	15	potential	potential	ADJ
ajst-32600	4	16	performance	performance	NOUN
ajst-32600	4	17	issues	issue	NOUN
ajst-32600	4	18	using	use	VERB
ajst-32600	4	19	traditional	traditional	ADJ
ajst-32600	4	20	methods	method	NOUN
ajst-32600	4	21	.	.	PUNCT
ajst-32600	5	1	this	this	DET
ajst-32600	5	2	review	review	NOUN
ajst-32600	5	3	focuses	focus	VERB
ajst-32600	5	4	on	on	ADP
ajst-32600	5	5	the	the	DET
ajst-32600	5	6	application	application	NOUN
ajst-32600	5	7	of	of	ADP
ajst-32600	5	8	artificial	artificial	ADJ
ajst-32600	5	9	intelligence	intelligence	NOUN
ajst-32600	5	10	in	in	ADP
ajst-32600	5	11	two	two	NUM
ajst-32600	5	12	key	key	ADJ
ajst-32600	5	13	areas	area	NOUN
ajst-32600	5	14	:	:	PUNCT
ajst-32600	5	15	ai	ai	VERB
ajst-32600	5	16	-	-	PUNCT
ajst-32600	5	17	assisted	assist	VERB
ajst-32600	5	18	intelligent	intelligent	ADJ
ajst-32600	5	19	code	code	NOUN
ajst-32600	5	20	generation	generation	NOUN
ajst-32600	5	21	and	and	CCONJ
ajst-32600	5	22	aipovered	aipovere	VERB
ajst-32600	5	23	code	code	NOUN
ajst-32600	5	24	review	review	NOUN
ajst-32600	5	25	.	.	PUNCT
ajst-32600	6	1	the	the	DET
ajst-32600	6	2	review	review	NOUN
ajst-32600	6	3	systematically	systematically	ADV
ajst-32600	6	4	analyzed	analyze	VERB
ajst-32600	6	5	the	the	DET
ajst-32600	6	6	application	application	NOUN
ajst-32600	6	7	of	of	ADP
ajst-32600	6	8	llms	llm	NOUN
ajst-32600	6	9	in	in	ADP
ajst-32600	6	10	software	software	NOUN
ajst-32600	6	11	development	development	NOUN
ajst-32600	6	12	,	,	PUNCT
ajst-32600	6	13	revealing	reveal	VERB
ajst-32600	6	14	a	a	DET
ajst-32600	6	15	situation	situation	NOUN
ajst-32600	6	16	where	where	SCONJ
ajst-32600	6	17	efficiency	efficiency	NOUN
ajst-32600	6	18	gains	gain	NOUN
ajst-32600	6	19	coexist	coexist	VERB
ajst-32600	6	20	with	with	ADP
ajst-32600	6	21	quality	quality	NOUN
ajst-32600	6	22	challenges	challenge	NOUN
ajst-32600	6	23	.	.	PUNCT
ajst-32600	7	1	in	in	ADP
ajst-32600	7	2	terms	term	NOUN
ajst-32600	7	3	of	of	ADP
ajst-32600	7	4	code	code	NOUN
ajst-32600	7	5	generation	generation	NOUN
ajst-32600	7	6	,	,	PUNCT
ajst-32600	7	7	models	model	NOUN
ajst-32600	7	8	such	such	ADJ
ajst-32600	7	9	as	as	ADP
ajst-32600	7	10	code	code	NOUN
ajst-32600	7	11	llama	llama	NOUN
ajst-32600	7	12	and	and	CCONJ
ajst-32600	7	13	copilot	copilot	NOUN
ajst-32600	7	14	have	have	AUX
ajst-32600	7	15	significantly	significantly	ADV
ajst-32600	7	16	accelerated	accelerate	VERB
ajst-32600	7	17	the	the	DET
ajst-32600	7	18	development	development	NOUN
ajst-32600	7	19	process	process	NOUN
ajst-32600	7	20	.	.	PUNCT
ajst-32600	8	1	in	in	ADP
ajst-32600	8	2	the	the	DET
ajst-32600	8	3	field	field	NOUN
ajst-32600	8	4	of	of	ADP
ajst-32600	8	5	code	code	NOUN
ajst-32600	8	6	review	review	NOUN
ajst-32600	8	7	,	,	PUNCT
ajst-32600	8	8	ai	ai	AUX
ajst-32600	8	9	can	can	AUX
ajst-32600	8	10	effectively	effectively	ADV
ajst-32600	8	11	handle	handle	VERB
ajst-32600	8	12	code	code	NOUN
ajst-32600	8	13	standards	standard	NOUN
ajst-32600	8	14	and	and	CCONJ
ajst-32600	8	15	lowseverity	lowseverity	NOUN
ajst-32600	8	16	defects	defect	NOUN
ajst-32600	8	17	.	.	PUNCT
ajst-32600	9	1	however	however	ADV
ajst-32600	9	2	,	,	PUNCT
ajst-32600	9	3	in	in	ADP
ajst-32600	9	4	the	the	DET
ajst-32600	9	5	future	future	NOUN
ajst-32600	9	6	,	,	PUNCT
ajst-32600	9	7	this	this	DET
ajst-32600	9	8	field	field	NOUN
ajst-32600	9	9	still	still	ADV
ajst-32600	9	10	needs	need	VERB
ajst-32600	9	11	to	to	PART
ajst-32600	9	12	address	address	VERB
ajst-32600	9	13	the	the	DET
ajst-32600	9	14	issues	issue	NOUN
ajst-32600	9	15	of	of	ADP
ajst-32600	9	16	the	the	DET
ajst-32600	9	17	reliability	reliability	NOUN
ajst-32600	9	18	and	and	CCONJ
ajst-32600	9	19	security	security	NOUN
ajst-32600	9	20	of	of	ADP
ajst-32600	9	21	the	the	DET
ajst-32600	9	22	code	code	NOUN
ajst-32600	9	23	generated	generate	VERB
ajst-32600	9	24	by	by	ADP
ajst-32600	9	25	llms	llm	NOUN
ajst-32600	9	26	,	,	PUNCT
ajst-32600	9	27	as	as	ADV
ajst-32600	9	28	well	well	ADV
ajst-32600	9	29	as	as	ADP
ajst-32600	9	30	the	the	DET
ajst-32600	9	31	insufficient	insufficient	ADJ
ajst-32600	9	32	explainability	explainability	NOUN
ajst-32600	9	33	of	of	ADP
ajst-32600	9	34	the	the	DET
ajst-32600	9	35	results	result	NOUN
ajst-32600	9	36	of	of	ADP
ajst-32600	9	37	automated	automate	VERB
ajst-32600	9	38	performance	performance	NOUN
ajst-32600	9	39	analysis	analysis	NOUN
ajst-32600	9	40	.	.	PUNCT
ajst-32600	10	1	the	the	DET
ajst-32600	10	2	future	future	ADJ
ajst-32600	10	3	research	research	NOUN
ajst-32600	10	4	focus	focus	NOUN
ajst-32600	10	5	in	in	ADP
ajst-32600	10	6	this	this	DET
ajst-32600	10	7	field	field	NOUN
ajst-32600	10	8	lies	lie	VERB
ajst-32600	10	9	in	in	ADP
ajst-32600	10	10	addressing	address	VERB
ajst-32600	10	11	issues	issue	NOUN
ajst-32600	10	12	such	such	ADJ
ajst-32600	10	13	as	as	ADP
ajst-32600	10	14	the	the	DET
ajst-32600	10	15	lack	lack	NOUN
ajst-32600	10	16	of	of	ADP
ajst-32600	10	17	interpretability	interpretability	NOUN
ajst-32600	10	18	and	and	CCONJ
ajst-32600	10	19	insufficient	insufficient	ADJ
ajst-32600	10	20	domain	domain	NOUN
ajst-32600	10	21	knowledge	knowledge	NOUN
ajst-32600	10	22	of	of	ADP
ajst-32600	10	23	llms	llm	NOUN
ajst-32600	10	24	.	.	PUNCT
ajst-32600	11	1	it	it	PRON
ajst-32600	11	2	is	be	AUX
ajst-32600	11	3	necessary	necessary	ADJ
ajst-32600	11	4	to	to	PART
ajst-32600	11	5	prioritize	prioritize	AUX
ajst-32600	11	6	enhancing	enhance	VERB
ajst-32600	11	7	the	the	DET
ajst-32600	11	8	reliability	reliability	NOUN
ajst-32600	11	9	of	of	ADP
ajst-32600	11	10	ai	ai	ADJ
ajst-32600	11	11	recommendations	recommendation	NOUN
ajst-32600	11	12	and	and	CCONJ
ajst-32600	11	13	promoting	promote	VERB
ajst-32600	11	14	the	the	DET
ajst-32600	11	15	transformation	transformation	NOUN
ajst-32600	11	16	of	of	ADP
ajst-32600	11	17	ai	ai	VERB
ajst-32600	11	18	from	from	ADP
ajst-32600	11	19	an	an	DET
ajst-32600	11	20	auxiliary	auxiliary	ADJ
ajst-32600	11	21	tool	tool	NOUN
ajst-32600	11	22	to	to	ADP
ajst-32600	11	23	an	an	DET
ajst-32600	11	24	intelligent	intelligent	ADJ
ajst-32600	11	25	agent	agent	NOUN
ajst-32600	11	26	with	with	ADP
ajst-32600	11	27	self	self	NOUN
ajst-32600	11	28	-	-	PUNCT
ajst-32600	11	29	repair	repair	NOUN
ajst-32600	11	30	capabilities	capability	NOUN
ajst-32600	11	31	,	,	PUNCT
ajst-32600	11	32	in	in	ADP
ajst-32600	11	33	order	order	NOUN
ajst-32600	11	34	to	to	PART
ajst-32600	11	35	achieve	achieve	VERB
ajst-32600	11	36	a	a	DET
ajst-32600	11	37	truly	truly	ADV
ajst-32600	11	38	efficient	efficient	ADJ
ajst-32600	11	39	and	and	CCONJ
ajst-32600	11	40	secure	secure	VERB
ajst-32600	11	41	human	human	ADJ
ajst-32600	11	42	-	-	PUNCT
ajst-32600	11	43	machine	machine	NOUN
ajst-32600	11	44	collaboration	collaboration	NOUN
ajst-32600	11	45	paradigm	paradigm	NOUN
ajst-32600	11	46	.	.	PUNCT
ajst-32600	12	1	this	this	DET
ajst-32600	12	2	article	article	NOUN
ajst-32600	12	3	systematically	systematically	ADV
ajst-32600	12	4	reviews	review	VERB
ajst-32600	12	5	the	the	DET
ajst-32600	12	6	relevant	relevant	ADJ
ajst-32600	12	7	progress	progress	NOUN
ajst-32600	12	8	,	,	PUNCT
ajst-32600	12	9	aiming	aim	VERB
ajst-32600	12	10	to	to	PART
ajst-32600	12	11	promote	promote	VERB
ajst-32600	12	12	the	the	DET
ajst-32600	12	13	transformation	transformation	NOUN
ajst-32600	12	14	of	of	ADP
ajst-32600	12	15	software	software	NOUN
ajst-32600	12	16	engineering	engineering	NOUN
ajst-32600	12	17	from	from	ADP
ajst-32600	12	18	an	an	DET
ajst-32600	12	19	artificialdriven	artificialdriven	ADJ
ajst-32600	12	20	model	model	NOUN
ajst-32600	12	21	to	to	ADP
ajst-32600	12	22	an	an	DET
ajst-32600	12	23	ai	ai	VERB
ajst-32600	12	24	-	-	PUNCT
ajst-32600	12	25	enhanced	enhance	VERB
ajst-32600	12	26	automated	automate	VERB
ajst-32600	12	27	paradigm	paradigm	NOUN
ajst-32600	12	28	.	.	PUNCT
ajst-32600	13	1	it	it	PRON
ajst-32600	13	2	provides	provide	VERB
ajst-32600	13	3	theoretical	theoretical	ADJ
ajst-32600	13	4	references	reference	NOUN
ajst-32600	13	5	for	for	ADP
ajst-32600	13	6	ensuring	ensure	VERB
ajst-32600	13	7	the	the	DET
ajst-32600	13	8	quality	quality	NOUN
ajst-32600	13	9	of	of	ADP
ajst-32600	13	10	backend	backend	PROPN
ajst-32600	13	11	code	code	PROPN
ajst-32600	13	12	,	,	PUNCT
ajst-32600	13	13	improving	improve	VERB
ajst-32600	13	14	product	product	NOUN
ajst-32600	13	15	delivery	delivery	NOUN
ajst-32600	13	16	speed	speed	NOUN
ajst-32600	13	17	,	,	PUNCT
ajst-32600	13	18	and	and	CCONJ
ajst-32600	13	19	enhancing	enhance	VERB
ajst-32600	13	20	system	system	NOUN
ajst-32600	13	21	reliability	reliability	NOUN
ajst-32600	13	22	.	.	PUNCT
ajst-32600	14	1	keywords	keyword	NOUN
ajst-32600	14	2	:	:	PUNCT
ajst-32600	14	3	ai	ai	VERB
ajst-32600	14	4	;	;	PUNCT
ajst-32600	14	5	llm	llm	PROPN
ajst-32600	14	6	;	;	PUNCT
ajst-32600	14	7	code	code	NOUN
ajst-32600	14	8	generation	generation	NOUN
ajst-32600	14	9	;	;	PUNCT
ajst-32600	14	10	code	code	NOUN
ajst-32600	14	11	review	review	NOUN
ajst-32600	14	12	.	.	PUNCT
ajst-32600	15	1	1	1	X
ajst-32600	15	2	.	.	X
ajst-32600	15	3	introduction	introduction	NOUN
ajst-32600	15	4	recently	recently	ADV
ajst-32600	15	5	,	,	PUNCT
ajst-32600	15	6	the	the	DET
ajst-32600	15	7	growing	grow	VERB
ajst-32600	15	8	complexity	complexity	NOUN
ajst-32600	15	9	of	of	ADP
ajst-32600	15	10	modern	modern	ADJ
ajst-32600	15	11	software	software	NOUN
ajst-32600	15	12	applications	application	NOUN
ajst-32600	15	13	has	have	AUX
ajst-32600	15	14	driven	drive	VERB
ajst-32600	15	15	an	an	DET
ajst-32600	15	16	increased	increase	VERB
ajst-32600	15	17	emphasis	emphasis	NOUN
ajst-32600	15	18	on	on	ADP
ajst-32600	15	19	high	high	ADJ
ajst-32600	15	20	-	-	PUNCT
ajst-32600	15	21	quality	quality	NOUN
ajst-32600	15	22	,	,	PUNCT
ajst-32600	15	23	maintainable	maintainable	ADJ
ajst-32600	15	24	source	source	NOUN
ajst-32600	15	25	code	code	NOUN
ajst-32600	15	26	,	,	PUNCT
ajst-32600	15	27	thereby	thereby	ADV
ajst-32600	15	28	heightening	heighten	VERB
ajst-32600	15	29	the	the	DET
ajst-32600	15	30	difficulty	difficulty	NOUN
ajst-32600	15	31	for	for	SCONJ
ajst-32600	15	32	developers	developer	NOUN
ajst-32600	15	33	to	to	PART
ajst-32600	15	34	write	write	VERB
ajst-32600	15	35	efficient	efficient	ADJ
ajst-32600	15	36	and	and	CCONJ
ajst-32600	15	37	error	error	NOUN
ajst-32600	15	38	-	-	PUNCT
ajst-32600	15	39	free	free	ADJ
ajst-32600	15	40	code	code	NOUN
ajst-32600	16	1	[	[	X
ajst-32600	16	2	1	1	NUM
ajst-32600	16	3	-	-	SYM
ajst-32600	16	4	3	3	NUM
ajst-32600	16	5	]	]	PUNCT
ajst-32600	16	6	.	.	PUNCT
ajst-32600	17	1	therefore	therefore	ADV
ajst-32600	17	2	,	,	PUNCT
ajst-32600	17	3	there	there	PRON
ajst-32600	17	4	is	be	VERB
ajst-32600	17	5	an	an	DET
ajst-32600	17	6	urgent	urgent	ADJ
ajst-32600	17	7	need	need	NOUN
ajst-32600	17	8	for	for	ADP
ajst-32600	17	9	a	a	DET
ajst-32600	17	10	smarter	smart	ADJ
ajst-32600	17	11	approach	approach	NOUN
ajst-32600	17	12	to	to	ADP
ajst-32600	17	13	empover	empover	NOUN
ajst-32600	17	14	developers	developer	NOUN
ajst-32600	17	15	.	.	PUNCT
ajst-32600	18	1	the	the	DET
ajst-32600	18	2	emergence	emergence	NOUN
ajst-32600	18	3	of	of	ADP
ajst-32600	18	4	artificial	artificial	ADJ
ajst-32600	18	5	intelligence	intelligence	NOUN
ajst-32600	18	6	has	have	AUX
ajst-32600	18	7	fundamentally	fundamentally	ADV
ajst-32600	18	8	transformed	transform	VERB
ajst-32600	18	9	conventional	conventional	ADJ
ajst-32600	18	10	approaches	approach	NOUN
ajst-32600	18	11	to	to	PART
ajst-32600	18	12	code	code	VERB
ajst-32600	18	13	optimization	optimization	NOUN
ajst-32600	18	14	and	and	CCONJ
ajst-32600	18	15	refactoring	refactoring	NOUN
ajst-32600	18	16	by	by	ADP
ajst-32600	18	17	introducing	introduce	VERB
ajst-32600	18	18	a	a	DET
ajst-32600	18	19	new	new	ADJ
ajst-32600	18	20	dimension	dimension	NOUN
ajst-32600	18	21	of	of	ADP
ajst-32600	18	22	automation	automation	NOUN
ajst-32600	18	23	[	[	X
ajst-32600	18	24	2	2	NUM
ajst-32600	18	25	]	]	PUNCT
ajst-32600	18	26	.	.	PUNCT
ajst-32600	19	1	a	a	DET
ajst-32600	19	2	striking	striking	ADJ
ajst-32600	19	3	example	example	NOUN
ajst-32600	19	4	is	be	AUX
ajst-32600	19	5	llms	llm	NOUN
ajst-32600	19	6	,	,	PUNCT
ajst-32600	19	7	which	which	PRON
ajst-32600	19	8	have	have	AUX
ajst-32600	19	9	exhibited	exhibit	VERB
ajst-32600	19	10	remarkable	remarkable	ADJ
ajst-32600	19	11	potential	potential	NOUN
ajst-32600	19	12	in	in	ADP
ajst-32600	19	13	programming	programming	NOUN
ajst-32600	19	14	tasks	task	NOUN
ajst-32600	19	15	[	[	X
ajst-32600	19	16	4	4	NUM
ajst-32600	19	17	]	]	PUNCT
ajst-32600	19	18	,	,	PUNCT
ajst-32600	19	19	especially	especially	ADV
ajst-32600	19	20	in	in	ADP
ajst-32600	19	21	code	code	NOUN
ajst-32600	19	22	review	review	NOUN
ajst-32600	19	23	[	[	X
ajst-32600	19	24	5	5	NUM
ajst-32600	19	25	]	]	PUNCT
ajst-32600	19	26	and	and	CCONJ
ajst-32600	19	27	code	code	NOUN
ajst-32600	19	28	generation	generation	NOUN
ajst-32600	20	1	[	[	X
ajst-32600	20	2	6	6	NUM
ajst-32600	20	3	]	]	PUNCT
ajst-32600	20	4	.	.	PUNCT
ajst-32600	21	1	this	this	DET
ajst-32600	21	2	review	review	NOUN
ajst-32600	21	3	aims	aim	VERB
ajst-32600	21	4	to	to	PART
ajst-32600	21	5	systematically	systematically	ADV
ajst-32600	21	6	review	review	VERB
ajst-32600	21	7	and	and	CCONJ
ajst-32600	21	8	analyze	analyze	VERB
ajst-32600	21	9	the	the	DET
ajst-32600	21	10	current	current	ADJ
ajst-32600	21	11	application	application	NOUN
ajst-32600	21	12	status	status	NOUN
ajst-32600	21	13	and	and	CCONJ
ajst-32600	21	14	research	research	NOUN
ajst-32600	21	15	progress	progress	NOUN
ajst-32600	21	16	of	of	ADP
ajst-32600	21	17	ai	ai	VERB
ajst-32600	21	18	in	in	ADP
ajst-32600	21	19	software	software	NOUN
ajst-32600	21	20	program	program	NOUN
ajst-32600	21	21	development	development	NOUN
ajst-32600	21	22	and	and	CCONJ
ajst-32600	21	23	code	code	NOUN
ajst-32600	21	24	generation	generation	NOUN
ajst-32600	21	25	and	and	CCONJ
ajst-32600	21	26	review	review	NOUN
ajst-32600	21	27	.	.	PUNCT
ajst-32600	22	1	the	the	DET
ajst-32600	22	2	analysis	analysis	NOUN
ajst-32600	22	3	focuses	focus	VERB
ajst-32600	22	4	on	on	ADP
ajst-32600	22	5	two	two	NUM
ajst-32600	22	6	aspects	aspect	NOUN
ajst-32600	22	7	:	:	PUNCT
ajst-32600	22	8	one	one	NUM
ajst-32600	22	9	is	be	AUX
ajst-32600	22	10	ai	ai	ADJ
ajst-32600	22	11	-	-	PUNCT
ajst-32600	22	12	assisted	assist	VERB
ajst-32600	22	13	intelligent	intelligent	ADJ
ajst-32600	22	14	code	code	NOUN
ajst-32600	22	15	generation	generation	NOUN
ajst-32600	22	16	,	,	PUNCT
ajst-32600	22	17	and	and	CCONJ
ajst-32600	22	18	the	the	DET
ajst-32600	22	19	other	other	ADJ
ajst-32600	22	20	is	be	AUX
ajst-32600	22	21	ai	ai	ADJ
ajst-32600	22	22	-	-	PUNCT
ajst-32600	22	23	powered	power	VERB
ajst-32600	22	24	code	code	NOUN
ajst-32600	22	25	review	review	NOUN
ajst-32600	22	26	.	.	PUNCT
ajst-32600	23	1	through	through	ADP
ajst-32600	23	2	indepth	indepth	ADJ
ajst-32600	23	3	exploration	exploration	NOUN
ajst-32600	23	4	of	of	ADP
ajst-32600	23	5	these	these	DET
ajst-32600	23	6	cutting	cut	VERB
ajst-32600	23	7	-	-	PUNCT
ajst-32600	23	8	edge	edge	NOUN
ajst-32600	23	9	studies	study	NOUN
ajst-32600	23	10	,	,	PUNCT
ajst-32600	23	11	the	the	DET
ajst-32600	23	12	value	value	NOUN
ajst-32600	23	13	of	of	ADP
ajst-32600	23	14	this	this	DET
ajst-32600	23	15	review	review	NOUN
ajst-32600	23	16	lies	lie	VERB
ajst-32600	23	17	in	in	ADP
ajst-32600	23	18	clarifying	clarify	VERB
ajst-32600	23	19	how	how	SCONJ
ajst-32600	23	20	ai	ai	AUX
ajst-32600	23	21	can	can	AUX
ajst-32600	23	22	assist	assist	VERB
ajst-32600	23	23	developers	developer	NOUN
ajst-32600	23	24	in	in	ADP
ajst-32600	23	25	performing	perform	VERB
ajst-32600	23	26	more	more	ADV
ajst-32600	23	27	convenient	convenient	ADJ
ajst-32600	23	28	programming	programming	NOUN
ajst-32600	23	29	tasks	task	NOUN
ajst-32600	23	30	and	and	CCONJ
ajst-32600	23	31	enabling	enable	VERB
ajst-32600	23	32	the	the	DET
ajst-32600	23	33	early	early	ADJ
ajst-32600	23	34	detection	detection	NOUN
ajst-32600	23	35	of	of	ADP
ajst-32600	23	36	program	program	NOUN
ajst-32600	23	37	defects	defect	NOUN
ajst-32600	23	38	as	as	ADV
ajst-32600	23	39	well	well	ADV
ajst-32600	23	40	as	as	ADP
ajst-32600	23	41	the	the	DET
ajst-32600	23	42	control	control	NOUN
ajst-32600	23	43	of	of	ADP
ajst-32600	23	44	the	the	DET
ajst-32600	23	45	root	root	NOUN
ajst-32600	23	46	causes	cause	NOUN
ajst-32600	23	47	of	of	ADP
ajst-32600	23	48	performance	performance	NOUN
ajst-32600	23	49	issues	issue	NOUN
ajst-32600	23	50	.	.	PUNCT
ajst-32600	24	1	this	this	PRON
ajst-32600	24	2	not	not	PART
ajst-32600	24	3	only	only	ADV
ajst-32600	24	4	significantly	significantly	ADV
ajst-32600	24	5	enhances	enhance	VERB
ajst-32600	24	6	the	the	DET
ajst-32600	24	7	efficiency	efficiency	NOUN
ajst-32600	24	8	and	and	CCONJ
ajst-32600	24	9	code	code	NOUN
ajst-32600	24	10	delivery	delivery	NOUN
ajst-32600	24	11	speed	speed	NOUN
ajst-32600	24	12	of	of	ADP
ajst-32600	24	13	the	the	DET
ajst-32600	24	14	development	development	NOUN
ajst-32600	24	15	team	team	NOUN
ajst-32600	24	16	,	,	PUNCT
ajst-32600	24	17	but	but	CCONJ
ajst-32600	24	18	more	more	ADV
ajst-32600	24	19	importantly	importantly	ADV
ajst-32600	24	20	,	,	PUNCT
ajst-32600	24	21	it	it	PRON
ajst-32600	24	22	greatly	greatly	ADV
ajst-32600	24	23	improves	improve	VERB
ajst-32600	24	24	the	the	DET
ajst-32600	24	25	reliability	reliability	NOUN
ajst-32600	24	26	and	and	CCONJ
ajst-32600	24	27	quality	quality	NOUN
ajst-32600	24	28	of	of	ADP
ajst-32600	24	29	the	the	DET
ajst-32600	24	30	final	final	ADJ
ajst-32600	24	31	software	software	NOUN
ajst-32600	24	32	program	program	NOUN
ajst-32600	25	1	[	[	X
ajst-32600	25	2	7	7	NUM
ajst-32600	25	3	]	]	PUNCT
ajst-32600	25	4	,	,	PUNCT
ajst-32600	25	5	thereby	thereby	ADV
ajst-32600	25	6	reducing	reduce	VERB
ajst-32600	25	7	operational	operational	ADJ
ajst-32600	25	8	costs	cost	NOUN
ajst-32600	25	9	and	and	CCONJ
ajst-32600	25	10	driving	drive	VERB
ajst-32600	25	11	the	the	DET
ajst-32600	25	12	entire	entire	ADJ
ajst-32600	25	13	software	software	NOUN
ajst-32600	25	14	engineering	engineering	NOUN
ajst-32600	25	15	field	field	NOUN
ajst-32600	25	16	towards	towards	ADP
ajst-32600	25	17	a	a	DET
ajst-32600	25	18	higher	high	ADJ
ajst-32600	25	19	-	-	PUNCT
ajst-32600	25	20	level	level	NOUN
ajst-32600	25	21	intelligent	intelligent	ADJ
ajst-32600	25	22	-	-	PUNCT
ajst-32600	25	23	assisted	assist	VERB
ajst-32600	25	24	development	development	NOUN
ajst-32600	25	25	paradigm	paradigm	NOUN
ajst-32600	25	26	.	.	PUNCT
ajst-32600	26	1	237	237	NUM
ajst-32600	26	2	2	2	NUM
ajst-32600	26	3	.	.	PUNCT
ajst-32600	26	4	literature	literature	NOUN
ajst-32600	26	5	review	review	NOUN
ajst-32600	26	6	in	in	ADP
ajst-32600	26	7	recent	recent	ADJ
ajst-32600	26	8	years	year	NOUN
ajst-32600	26	9	,	,	PUNCT
ajst-32600	26	10	the	the	DET
ajst-32600	26	11	field	field	NOUN
ajst-32600	26	12	of	of	ADP
ajst-32600	26	13	software	software	NOUN
ajst-32600	26	14	engineering	engineering	NOUN
ajst-32600	26	15	has	have	AUX
ajst-32600	26	16	developed	develop	VERB
ajst-32600	26	17	rapidly	rapidly	ADV
ajst-32600	26	18	.	.	PUNCT
ajst-32600	27	1	software	software	NOUN
ajst-32600	27	2	engineering	engineering	NOUN
ajst-32600	27	3	encompasses	encompass	VERB
ajst-32600	27	4	the	the	DET
ajst-32600	27	5	systematic	systematic	ADJ
ajst-32600	27	6	and	and	CCONJ
ajst-32600	27	7	controlled	control	VERB
ajst-32600	27	8	design	design	NOUN
ajst-32600	27	9	,	,	PUNCT
ajst-32600	27	10	development	development	NOUN
ajst-32600	27	11	,	,	PUNCT
ajst-32600	27	12	maintenance	maintenance	NOUN
ajst-32600	27	13	,	,	PUNCT
ajst-32600	27	14	implementation	implementation	NOUN
ajst-32600	27	15	and	and	CCONJ
ajst-32600	27	16	evolution	evolution	NOUN
ajst-32600	27	17	of	of	ADP
ajst-32600	27	18	software	software	NOUN
ajst-32600	27	19	systems	system	NOUN
ajst-32600	27	20	[	[	X
ajst-32600	27	21	1	1	NUM
ajst-32600	27	22	]	]	PUNCT
ajst-32600	27	23	.	.	PUNCT
ajst-32600	28	1	as	as	SCONJ
ajst-32600	28	2	artificial	artificial	ADJ
ajst-32600	28	3	intelligence	intelligence	NOUN
ajst-32600	28	4	has	have	AUX
ajst-32600	28	5	become	become	VERB
ajst-32600	28	6	a	a	DET
ajst-32600	28	7	highly	highly	ADV
ajst-32600	28	8	popular	popular	ADJ
ajst-32600	28	9	field	field	NOUN
ajst-32600	28	10	at	at	ADP
ajst-32600	28	11	present	present	ADJ
ajst-32600	28	12	,	,	PUNCT
ajst-32600	28	13	it	it	PRON
ajst-32600	28	14	has	have	AUX
ajst-32600	28	15	also	also	ADV
ajst-32600	28	16	become	become	VERB
ajst-32600	28	17	a	a	DET
ajst-32600	28	18	new	new	ADJ
ajst-32600	28	19	component	component	NOUN
ajst-32600	28	20	of	of	ADP
ajst-32600	28	21	software	software	NOUN
ajst-32600	28	22	engineering	engineering	NOUN
ajst-32600	28	23	[	[	X
ajst-32600	28	24	8	8	NUM
ajst-32600	28	25	]	]	PUNCT
ajst-32600	28	26	.	.	PUNCT
ajst-32600	29	1	to	to	PART
ajst-32600	29	2	assist	assist	VERB
ajst-32600	29	3	in	in	ADP
ajst-32600	29	4	software	software	NOUN
ajst-32600	29	5	development	development	NOUN
ajst-32600	29	6	,	,	PUNCT
ajst-32600	29	7	ai	ai	VERB
ajst-32600	29	8	is	be	AUX
ajst-32600	29	9	now	now	ADV
ajst-32600	29	10	widely	widely	ADV
ajst-32600	29	11	used	use	VERB
ajst-32600	29	12	in	in	ADP
ajst-32600	29	13	scenarios	scenario	NOUN
ajst-32600	29	14	such	such	ADJ
ajst-32600	29	15	as	as	ADP
ajst-32600	29	16	code	code	NOUN
ajst-32600	29	17	generation	generation	NOUN
ajst-32600	29	18	and	and	CCONJ
ajst-32600	29	19	code	code	NOUN
ajst-32600	29	20	review	review	NOUN
ajst-32600	30	1	[	[	X
ajst-32600	30	2	9	9	NUM
ajst-32600	30	3	]	]	PUNCT
ajst-32600	30	4	.	.	PUNCT
ajst-32600	31	1	in	in	ADP
ajst-32600	31	2	particular	particular	ADJ
ajst-32600	31	3	,	,	PUNCT
ajst-32600	31	4	large	large	ADJ
ajst-32600	31	5	language	language	NOUN
ajst-32600	31	6	models	model	NOUN
ajst-32600	31	7	,	,	PUNCT
ajst-32600	31	8	as	as	ADP
ajst-32600	31	9	the	the	DET
ajst-32600	31	10	latest	late	ADJ
ajst-32600	31	11	breakthrough	breakthrough	NOUN
ajst-32600	31	12	in	in	ADP
ajst-32600	31	13	the	the	DET
ajst-32600	31	14	field	field	NOUN
ajst-32600	31	15	of	of	ADP
ajst-32600	31	16	natural	natural	ADJ
ajst-32600	31	17	language	language	NOUN
ajst-32600	31	18	processing	processing	NOUN
ajst-32600	31	19	in	in	ADP
ajst-32600	31	20	ai	ai	NOUN
ajst-32600	31	21	,	,	PUNCT
ajst-32600	31	22	have	have	AUX
ajst-32600	31	23	made	make	VERB
ajst-32600	31	24	particularly	particularly	ADV
ajst-32600	31	25	significant	significant	ADJ
ajst-32600	31	26	contributions	contribution	NOUN
ajst-32600	31	27	to	to	ADP
ajst-32600	31	28	software	software	NOUN
ajst-32600	31	29	development	development	NOUN
ajst-32600	31	30	.	.	PUNCT
ajst-32600	32	1	llm	llm	PROPN
ajst-32600	32	2	mainly	mainly	ADV
ajst-32600	32	3	employs	employ	VERB
ajst-32600	32	4	the	the	DET
ajst-32600	32	5	transformer	transformer	NOUN
ajst-32600	32	6	model	model	NOUN
ajst-32600	32	7	as	as	ADP
ajst-32600	32	8	its	its	PRON
ajst-32600	32	9	core	core	NOUN
ajst-32600	32	10	architecture	architecture	NOUN
ajst-32600	32	11	.	.	PUNCT
ajst-32600	33	1	the	the	DET
ajst-32600	33	2	llm	llm	PROPN
ajst-32600	33	3	,	,	PUNCT
ajst-32600	33	4	which	which	PRON
ajst-32600	33	5	is	be	AUX
ajst-32600	33	6	built	build	VERB
ajst-32600	33	7	on	on	ADP
ajst-32600	33	8	large	large	ADJ
ajst-32600	33	9	datasets	dataset	NOUN
ajst-32600	33	10	and	and	CCONJ
ajst-32600	33	11	advanced	advanced	ADJ
ajst-32600	33	12	neural	neural	ADJ
ajst-32600	33	13	network	network	NOUN
ajst-32600	33	14	architectures	architecture	NOUN
ajst-32600	33	15	,	,	PUNCT
ajst-32600	33	16	demonstrates	demonstrate	VERB
ajst-32600	33	17	extremely	extremely	ADV
ajst-32600	33	18	high	high	ADJ
ajst-32600	33	19	comprehension	comprehension	NOUN
ajst-32600	33	20	capabilities	capability	NOUN
ajst-32600	33	21	,	,	PUNCT
ajst-32600	33	22	bringing	bring	VERB
ajst-32600	33	23	about	about	ADP
ajst-32600	33	24	significant	significant	ADJ
ajst-32600	33	25	breakthroughs	breakthrough	NOUN
ajst-32600	33	26	and	and	CCONJ
ajst-32600	33	27	possibilities	possibility	NOUN
ajst-32600	33	28	to	to	ADP
ajst-32600	33	29	the	the	DET
ajst-32600	33	30	field	field	NOUN
ajst-32600	33	31	of	of	ADP
ajst-32600	33	32	software	software	NOUN
ajst-32600	33	33	development	development	NOUN
ajst-32600	33	34	[	[	X
ajst-32600	33	35	10	10	NUM
ajst-32600	33	36	]	]	PUNCT
ajst-32600	33	37	.	.	PUNCT
ajst-32600	34	1	for	for	ADP
ajst-32600	34	2	instance	instance	NOUN
ajst-32600	34	3	,	,	PUNCT
ajst-32600	34	4	models	model	NOUN
ajst-32600	34	5	such	such	ADJ
ajst-32600	34	6	as	as	ADP
ajst-32600	34	7	codex	codex	NOUN
ajst-32600	34	8	[	[	X
ajst-32600	34	9	11	11	NUM
ajst-32600	34	10	]	]	PUNCT
ajst-32600	34	11	,	,	PUNCT
ajst-32600	34	12	starcode	starcode	NOUN
ajst-32600	35	1	[	[	X
ajst-32600	35	2	12	12	NUM
ajst-32600	35	3	]	]	PUNCT
ajst-32600	35	4	,	,	PUNCT
ajst-32600	35	5	incoder	incoder	NOUN
ajst-32600	36	1	[	[	X
ajst-32600	36	2	13	13	NUM
ajst-32600	36	3	]	]	PUNCT
ajst-32600	36	4	,	,	PUNCT
ajst-32600	36	5	and	and	CCONJ
ajst-32600	36	6	code	code	VERB
ajst-32600	36	7	llama	llama	NOUN
ajst-32600	37	1	[	[	X
ajst-32600	37	2	14	14	NUM
ajst-32600	37	3	]	]	X
ajst-32600	37	4	,	,	PUNCT
ajst-32600	37	5	copilot[15]can	copilot[15]can	PROPN
ajst-32600	37	6	all	all	PRON
ajst-32600	37	7	generate	generate	VERB
ajst-32600	37	8	code	code	NOUN
ajst-32600	37	9	with	with	ADP
ajst-32600	37	10	efficiency	efficiency	NOUN
ajst-32600	37	11	and	and	CCONJ
ajst-32600	37	12	accuracy	accuracy	NOUN
ajst-32600	37	13	comparable	comparable	ADJ
ajst-32600	37	14	to	to	ADP
ajst-32600	37	15	that	that	PRON
ajst-32600	37	16	of	of	ADP
ajst-32600	37	17	developers	developer	NOUN
ajst-32600	37	18	.	.	PUNCT
ajst-32600	38	1	these	these	DET
ajst-32600	38	2	llms	llm	NOUN
ajst-32600	38	3	not	not	PART
ajst-32600	38	4	only	only	ADV
ajst-32600	38	5	have	have	VERB
ajst-32600	38	6	extremely	extremely	ADV
ajst-32600	38	7	high	high	ADJ
ajst-32600	38	8	efficiency	efficiency	NOUN
ajst-32600	38	9	but	but	CCONJ
ajst-32600	38	10	also	also	ADV
ajst-32600	38	11	excellent	excellent	ADJ
ajst-32600	38	12	quality	quality	NOUN
ajst-32600	38	13	in	in	ADP
ajst-32600	38	14	code	code	NOUN
ajst-32600	38	15	review	review	NOUN
ajst-32600	38	16	[	[	X
ajst-32600	38	17	10	10	NUM
ajst-32600	38	18	]	]	PUNCT
ajst-32600	38	19	.	.	PUNCT
ajst-32600	39	1	2.1	2.1	NUM
ajst-32600	39	2	ai	ai	NOUN
ajst-32600	39	3	-	-	PUNCT
ajst-32600	39	4	assisted	assist	VERB
ajst-32600	39	5	intelligent	intelligent	ADJ
ajst-32600	39	6	code	code	NOUN
ajst-32600	39	7	generation	generation	NOUN
ajst-32600	39	8	code	code	NOUN
ajst-32600	39	9	generation	generation	NOUN
ajst-32600	39	10	is	be	AUX
ajst-32600	39	11	an	an	DET
ajst-32600	39	12	automated	automate	VERB
ajst-32600	39	13	process	process	NOUN
ajst-32600	39	14	that	that	PRON
ajst-32600	39	15	converts	convert	VERB
ajst-32600	39	16	structured	structure	VERB
ajst-32600	39	17	or	or	CCONJ
ajst-32600	39	18	unstructured	unstructured	ADJ
ajst-32600	39	19	input	input	NOUN
ajst-32600	39	20	information	information	NOUN
ajst-32600	39	21	(	(	PUNCT
ajst-32600	39	22	such	such	ADJ
ajst-32600	39	23	as	as	ADP
ajst-32600	39	24	natural	natural	ADJ
ajst-32600	39	25	language	language	NOUN
ajst-32600	39	26	requirements	requirement	NOUN
ajst-32600	39	27	descriptions	description	NOUN
ajst-32600	39	28	,	,	PUNCT
ajst-32600	39	29	design	design	NOUN
ajst-32600	39	30	documents	document	NOUN
ajst-32600	39	31	,	,	PUNCT
ajst-32600	39	32	code	code	NOUN
ajst-32600	39	33	snippets	snippet	NOUN
ajst-32600	39	34	,	,	PUNCT
ajst-32600	39	35	etc	etc	X
ajst-32600	39	36	.	.	X
ajst-32600	39	37	)	)	PUNCT
ajst-32600	39	38	into	into	ADP
ajst-32600	39	39	source	source	NOUN
ajst-32600	39	40	code	code	NOUN
ajst-32600	39	41	.	.	PUNCT
ajst-32600	40	1	its	its	PRON
ajst-32600	40	2	essence	essence	NOUN
ajst-32600	40	3	is	be	AUX
ajst-32600	40	4	to	to	PART
ajst-32600	40	5	reflect	reflect	VERB
ajst-32600	40	6	the	the	DET
ajst-32600	40	7	abstract	abstract	ADJ
ajst-32600	40	8	intentions	intention	NOUN
ajst-32600	40	9	and	and	CCONJ
ajst-32600	40	10	task	task	NOUN
ajst-32600	40	11	goals	goal	NOUN
ajst-32600	40	12	of	of	ADP
ajst-32600	40	13	the	the	DET
ajst-32600	40	14	developers	developer	NOUN
ajst-32600	40	15	into	into	ADP
ajst-32600	40	16	specific	specific	ADJ
ajst-32600	40	17	programming	programming	NOUN
ajst-32600	40	18	projects	project	NOUN
ajst-32600	40	19	[	[	X
ajst-32600	40	20	16	16	NUM
ajst-32600	40	21	]	]	PUNCT
ajst-32600	40	22	.	.	PUNCT
ajst-32600	41	1	and	and	CCONJ
ajst-32600	41	2	based	base	VERB
ajst-32600	41	3	on	on	ADP
ajst-32600	41	4	llm	llm	PROPN
ajst-32600	41	5	(	(	PUNCT
ajst-32600	41	6	large	large	ADJ
ajst-32600	41	7	language	language	NOUN
ajst-32600	41	8	model	model	NOUN
ajst-32600	41	9	)	)	PUNCT
ajst-32600	41	10	for	for	ADP
ajst-32600	41	11	code	code	NOUN
ajst-32600	41	12	generation	generation	NOUN
ajst-32600	41	13	,	,	PUNCT
ajst-32600	41	14	by	by	ADP
ajst-32600	41	15	breaking	break	VERB
ajst-32600	41	16	down	down	ADP
ajst-32600	41	17	the	the	DET
ajst-32600	41	18	tasks	task	NOUN
ajst-32600	41	19	,	,	PUNCT
ajst-32600	41	20	having	have	VERB
ajst-32600	41	21	data	datum	NOUN
ajst-32600	41	22	storage	storage	NOUN
ajst-32600	41	23	with	with	ADP
ajst-32600	41	24	long	long	ADJ
ajst-32600	41	25	-	-	PUNCT
ajst-32600	41	26	term	term	NOUN
ajst-32600	41	27	and	and	CCONJ
ajst-32600	41	28	short	short	ADJ
ajst-32600	41	29	-	-	PUNCT
ajst-32600	41	30	term	term	NOUN
ajst-32600	41	31	memories	memory	NOUN
ajst-32600	41	32	,	,	PUNCT
ajst-32600	41	33	as	as	ADV
ajst-32600	41	34	well	well	ADV
ajst-32600	41	35	as	as	ADP
ajst-32600	41	36	the	the	DET
ajst-32600	41	37	invocation	invocation	NOUN
ajst-32600	41	38	of	of	ADP
ajst-32600	41	39	external	external	ADJ
ajst-32600	41	40	tools	tool	NOUN
ajst-32600	41	41	,	,	PUNCT
ajst-32600	41	42	these	these	PRON
ajst-32600	41	43	are	be	AUX
ajst-32600	41	44	currently	currently	ADV
ajst-32600	41	45	important	important	ADJ
ajst-32600	41	46	technical	technical	ADJ
ajst-32600	41	47	supports	support	NOUN
ajst-32600	41	48	in	in	ADP
ajst-32600	41	49	the	the	DET
ajst-32600	41	50	field	field	NOUN
ajst-32600	41	51	of	of	ADP
ajst-32600	41	52	code	code	NOUN
ajst-32600	41	53	generation	generation	NOUN
ajst-32600	42	1	[	[	X
ajst-32600	42	2	16	16	NUM
ajst-32600	42	3	]	]	PUNCT
ajst-32600	42	4	.	.	PUNCT
ajst-32600	43	1	this	this	DET
ajst-32600	43	2	section	section	NOUN
ajst-32600	43	3	will	will	AUX
ajst-32600	43	4	summarize	summarize	VERB
ajst-32600	43	5	the	the	DET
ajst-32600	43	6	application	application	NOUN
ajst-32600	43	7	effects	effect	NOUN
ajst-32600	43	8	and	and	CCONJ
ajst-32600	43	9	code	code	NOUN
ajst-32600	43	10	generation	generation	NOUN
ajst-32600	43	11	quality	quality	NOUN
ajst-32600	43	12	of	of	ADP
ajst-32600	43	13	codex	codex	NOUN
ajst-32600	43	14	and	and	CCONJ
ajst-32600	43	15	copilot	copilot	NOUN
ajst-32600	43	16	in	in	ADP
ajst-32600	43	17	the	the	DET
ajst-32600	43	18	field	field	NOUN
ajst-32600	43	19	of	of	ADP
ajst-32600	43	20	code	code	NOUN
ajst-32600	43	21	generation	generation	NOUN
ajst-32600	43	22	.	.	PUNCT
ajst-32600	44	1	2.1.1	2.1.1	NUM
ajst-32600	44	2	code	code	NOUN
ajst-32600	44	3	llama	llama	NOUN
ajst-32600	44	4	the	the	DET
ajst-32600	44	5	code	code	NOUN
ajst-32600	44	6	llama	llama	PROPN
ajst-32600	44	7	model	model	PROPN
ajst-32600	44	8	series	series	NOUN
ajst-32600	44	9	released	release	VERB
ajst-32600	44	10	by	by	ADP
ajst-32600	44	11	meta	meta	PROPN
ajst-32600	44	12	ai	ai	NOUN
ajst-32600	44	13	focuses	focus	NOUN
ajst-32600	44	14	on	on	ADP
ajst-32600	44	15	code	code	NOUN
ajst-32600	44	16	generation	generation	NOUN
ajst-32600	44	17	through	through	ADP
ajst-32600	44	18	long	long	ADJ
ajst-32600	44	19	sequence	sequence	NOUN
ajst-32600	44	20	contexts	contexts	NOUN
ajst-32600	44	21	and	and	CCONJ
ajst-32600	44	22	instruction	instruction	NOUN
ajst-32600	44	23	fine	fine	ADV
ajst-32600	44	24	-	-	PUNCT
ajst-32600	44	25	tuning	tuning	NOUN
ajst-32600	44	26	,	,	PUNCT
ajst-32600	44	27	and	and	CCONJ
ajst-32600	44	28	its	its	PRON
ajst-32600	44	29	mechanism	mechanism	NOUN
ajst-32600	44	30	is	be	AUX
ajst-32600	44	31	of	of	ADP
ajst-32600	44	32	great	great	ADJ
ajst-32600	44	33	significance	significance	NOUN
ajst-32600	44	34	for	for	ADP
ajst-32600	44	35	the	the	DET
ajst-32600	44	36	generation	generation	NOUN
ajst-32600	44	37	of	of	ADP
ajst-32600	44	38	complex	complex	ADJ
ajst-32600	44	39	logic	logic	NOUN
ajst-32600	44	40	at	at	ADP
ajst-32600	44	41	the	the	DET
ajst-32600	44	42	back	back	ADJ
ajst-32600	44	43	end	end	NOUN
ajst-32600	45	1	[	[	X
ajst-32600	45	2	14	14	NUM
ajst-32600	45	3	]	]	PUNCT
ajst-32600	45	4	.	.	PUNCT
ajst-32600	46	1	2.1.1.1	2.1.1.1	NUM
ajst-32600	46	2	strong	strong	ADJ
ajst-32600	46	3	context	context	NOUN
ajst-32600	46	4	-	-	PUNCT
ajst-32600	46	5	dependent	dependent	ADJ
ajst-32600	46	6	and	and	CCONJ
ajst-32600	46	7	long	long	ADJ
ajst-32600	46	8	sequence	sequence	NOUN
ajst-32600	46	9	processing	processing	NOUN
ajst-32600	46	10	capabilities	capability	NOUN
ajst-32600	46	11	modern	modern	ADJ
ajst-32600	46	12	backend	backend	NOUN
ajst-32600	46	13	development	development	NOUN
ajst-32600	46	14	typically	typically	ADV
ajst-32600	46	15	involves	involve	VERB
ajst-32600	46	16	complex	complex	ADJ
ajst-32600	46	17	distributed	distribute	VERB
ajst-32600	46	18	systems	system	NOUN
ajst-32600	46	19	and	and	CCONJ
ajst-32600	46	20	microservice	microservice	NOUN
ajst-32600	46	21	architectures	architecture	NOUN
ajst-32600	46	22	,	,	PUNCT
ajst-32600	46	23	and	and	CCONJ
ajst-32600	46	24	code	code	NOUN
ajst-32600	46	25	generation	generation	NOUN
ajst-32600	46	26	must	must	AUX
ajst-32600	46	27	take	take	VERB
ajst-32600	46	28	into	into	ADP
ajst-32600	46	29	account	account	NOUN
ajst-32600	46	30	global	global	ADJ
ajst-32600	46	31	dependencies	dependency	NOUN
ajst-32600	46	32	and	and	CCONJ
ajst-32600	46	33	architectural	architectural	ADJ
ajst-32600	46	34	specifications	specification	NOUN
ajst-32600	46	35	.	.	PUNCT
ajst-32600	47	1	code	code	NOUN
ajst-32600	47	2	llama	llama	PROPN
ajst-32600	47	3	uses	use	VERB
ajst-32600	47	4	a	a	DET
ajst-32600	47	5	sequence	sequence	NOUN
ajst-32600	47	6	length	length	NOUN
ajst-32600	47	7	of	of	ADP
ajst-32600	47	8	up	up	ADP
ajst-32600	47	9	to	to	ADP
ajst-32600	47	10	16k	16k	PROPN
ajst-32600	47	11	tokens	token	NOUN
ajst-32600	47	12	during	during	ADP
ajst-32600	47	13	training	training	NOUN
ajst-32600	47	14	,	,	PUNCT
ajst-32600	47	15	and	and	CCONJ
ajst-32600	47	16	is	be	AUX
ajst-32600	47	17	capable	capable	ADJ
ajst-32600	47	18	of	of	ADP
ajst-32600	47	19	optimizing	optimize	VERB
ajst-32600	47	20	to	to	PART
ajst-32600	47	21	support	support	VERB
ajst-32600	47	22	inputs	input	NOUN
ajst-32600	47	23	of	of	ADP
ajst-32600	47	24	up	up	ADP
ajst-32600	47	25	to	to	PART
ajst-32600	47	26	100k	100k	NUM
ajst-32600	47	27	tokens	token	NOUN
ajst-32600	47	28	.	.	PUNCT
ajst-32600	48	1	this	this	DET
ajst-32600	48	2	long	long	ADJ
ajst-32600	48	3	-	-	PUNCT
ajst-32600	48	4	context	context	NOUN
ajst-32600	48	5	support	support	NOUN
ajst-32600	48	6	capability	capability	NOUN
ajst-32600	48	7	is	be	AUX
ajst-32600	48	8	crucial	crucial	ADJ
ajst-32600	48	9	for	for	ADP
ajst-32600	48	10	backend	backend	NOUN
ajst-32600	48	11	development	development	NOUN
ajst-32600	48	12	,	,	PUNCT
ajst-32600	48	13	as	as	SCONJ
ajst-32600	48	14	it	it	PRON
ajst-32600	48	15	enables	enable	VERB
ajst-32600	48	16	the	the	DET
ajst-32600	48	17	model	model	NOUN
ajst-32600	48	18	to	to	PART
ajst-32600	48	19	understand	understand	VERB
ajst-32600	48	20	global	global	ADJ
ajst-32600	48	21	dependencies	dependency	NOUN
ajst-32600	48	22	and	and	CCONJ
ajst-32600	48	23	adhere	adhere	VERB
ajst-32600	48	24	to	to	ADP
ajst-32600	48	25	architectural	architectural	ADJ
ajst-32600	48	26	conventions	convention	NOUN
ajst-32600	48	27	when	when	SCONJ
ajst-32600	48	28	generating	generate	VERB
ajst-32600	48	29	new	new	ADJ
ajst-32600	48	30	functions	function	NOUN
ajst-32600	48	31	or	or	CCONJ
ajst-32600	48	32	modules	module	NOUN
ajst-32600	48	33	[	[	X
ajst-32600	48	34	14	14	NUM
ajst-32600	48	35	]	]	PUNCT
ajst-32600	48	36	.	.	PUNCT
ajst-32600	49	1	2.1.1.2	2.1.1.2	NUM
ajst-32600	49	2	zero	zero	NUM
ajst-32600	49	3	-	-	PUNCT
ajst-32600	49	4	shot	shot	NOUN
ajst-32600	49	5	instructions	instruction	NOUN
ajst-32600	49	6	follow	follow	VERB
ajst-32600	49	7	natural	natural	ADJ
ajst-32600	49	8	language	language	NOUN
ajst-32600	49	9	programming	programming	NOUN
ajst-32600	49	10	the	the	DET
ajst-32600	49	11	code	code	NOUN
ajst-32600	49	12	llama	llama	NOUN
ajst-32600	49	13	instruct	instruct	VERB
ajst-32600	49	14	variant	variant	NOUN
ajst-32600	49	15	in	in	ADP
ajst-32600	49	16	the	the	DET
ajst-32600	49	17	code	code	NOUN
ajst-32600	49	18	llama	llama	PROPN
ajst-32600	49	19	series	series	NOUN
ajst-32600	49	20	has	have	AUX
ajst-32600	49	21	been	be	AUX
ajst-32600	49	22	specifically	specifically	ADV
ajst-32600	49	23	optimized	optimize	VERB
ajst-32600	49	24	for	for	ADP
ajst-32600	49	25	human	human	ADJ
ajst-32600	49	26	natural	natural	ADJ
ajst-32600	49	27	language	language	NOUN
ajst-32600	49	28	programming	programming	NOUN
ajst-32600	49	29	instructions	instruction	NOUN
ajst-32600	49	30	,	,	PUNCT
ajst-32600	49	31	featuring	feature	VERB
ajst-32600	49	32	a	a	DET
ajst-32600	49	33	powerful	powerful	ADJ
ajst-32600	49	34	"	"	PUNCT
ajst-32600	49	35	zero	zero	NUM
ajst-32600	49	36	-	-	PUNCT
ajst-32600	49	37	shot	shot	NOUN
ajst-32600	49	38	instruction	instruction	NOUN
ajst-32600	49	39	following	follow	VERB
ajst-32600	49	40	ability	ability	NOUN
ajst-32600	49	41	"	"	PUNCT
ajst-32600	50	1	[	[	X
ajst-32600	50	2	14	14	NUM
ajst-32600	50	3	]	]	PUNCT
ajst-32600	50	4	.	.	PUNCT
ajst-32600	51	1	this	this	PRON
ajst-32600	51	2	means	mean	VERB
ajst-32600	51	3	that	that	SCONJ
ajst-32600	51	4	developers	developer	NOUN
ajst-32600	51	5	can	can	AUX
ajst-32600	51	6	directly	directly	ADV
ajst-32600	51	7	describe	describe	VERB
ajst-32600	51	8	complex	complex	ADJ
ajst-32600	51	9	business	business	NOUN
ajst-32600	51	10	logic	logic	NOUN
ajst-32600	51	11	or	or	CCONJ
ajst-32600	51	12	functional	functional	ADJ
ajst-32600	51	13	requirements	requirement	NOUN
ajst-32600	51	14	using	use	VERB
ajst-32600	51	15	informal	informal	ADJ
ajst-32600	51	16	natural	natural	ADJ
ajst-32600	51	17	language	language	NOUN
ajst-32600	51	18	(	(	PUNCT
ajst-32600	51	19	for	for	ADP
ajst-32600	51	20	example	example	NOUN
ajst-32600	51	21	:	:	PUNCT
ajst-32600	51	22	"	"	PUNCT
ajst-32600	51	23	read	read	VERB
ajst-32600	51	24	the	the	DET
ajst-32600	51	25	csv	csv	NOUN
ajst-32600	51	26	file	file	NOUN
ajst-32600	51	27	,	,	PUNCT
ajst-32600	51	28	only	only	ADV
ajst-32600	51	29	filter	filter	VERB
ajst-32600	51	30	the	the	DET
ajst-32600	51	31	7b	7b	PROPN
ajst-32600	51	32	model	model	NOUN
ajst-32600	51	33	data	datum	NOUN
ajst-32600	51	34	,	,	PUNCT
ajst-32600	51	35	and	and	CCONJ
ajst-32600	51	36	draw	draw	VERB
ajst-32600	51	37	a	a	DET
ajst-32600	51	38	correlation	correlation	NOUN
ajst-32600	51	39	heatmap	heatmap	NOUN
ajst-32600	51	40	of	of	ADP
ajst-32600	51	41	the	the	DET
ajst-32600	51	42	python	python	NOUN
ajst-32600	51	43	and	and	CCONJ
ajst-32600	51	44	c++	c++	VERB
ajst-32600	51	45	fields	field	NOUN
ajst-32600	51	46	"	"	PUNCT
ajst-32600	51	47	)	)	PUNCT
ajst-32600	52	1	[	[	X
ajst-32600	52	2	14	14	NUM
ajst-32600	52	3	]	]	PUNCT
ajst-32600	52	4	.	.	PUNCT
ajst-32600	53	1	the	the	DET
ajst-32600	53	2	model	model	NOUN
ajst-32600	53	3	can	can	AUX
ajst-32600	53	4	accurately	accurately	ADV
ajst-32600	53	5	convert	convert	VERB
ajst-32600	53	6	these	these	DET
ajst-32600	53	7	instructions	instruction	NOUN
ajst-32600	53	8	into	into	ADP
ajst-32600	53	9	complete	complete	ADJ
ajst-32600	53	10	,	,	PUNCT
ajst-32600	53	11	executable	executable	ADJ
ajst-32600	53	12	functions	function	NOUN
ajst-32600	53	13	or	or	CCONJ
ajst-32600	53	14	scripts	script	NOUN
ajst-32600	53	15	,	,	PUNCT
ajst-32600	53	16	significantly	significantly	ADV
ajst-32600	53	17	enhancing	enhance	VERB
ajst-32600	53	18	the	the	DET
ajst-32600	53	19	efficiency	efficiency	NOUN
ajst-32600	53	20	from	from	ADP
ajst-32600	53	21	requirements	requirement	NOUN
ajst-32600	53	22	to	to	ADP
ajst-32600	53	23	implementation	implementation	NOUN
ajst-32600	53	24	.	.	PUNCT
ajst-32600	54	1	this	this	DET
ajst-32600	54	2	capability	capability	NOUN
ajst-32600	54	3	is	be	AUX
ajst-32600	54	4	particularly	particularly	ADV
ajst-32600	54	5	applicable	applicable	ADJ
ajst-32600	54	6	to	to	ADP
ajst-32600	54	7	common	common	ADJ
ajst-32600	54	8	tasks	task	NOUN
ajst-32600	54	9	in	in	ADP
ajst-32600	54	10	backend	backend	ADJ
ajst-32600	54	11	development	development	NOUN
ajst-32600	54	12	such	such	ADJ
ajst-32600	54	13	as	as	ADP
ajst-32600	54	14	api	api	NOUN
ajst-32600	54	15	route	route	NOUN
ajst-32600	54	16	definitions	definition	NOUN
ajst-32600	54	17	,	,	PUNCT
ajst-32600	54	18	parameter	parameter	NOUN
ajst-32600	54	19	validation	validation	NOUN
ajst-32600	54	20	logic	logic	NOUN
ajst-32600	54	21	,	,	PUNCT
ajst-32600	54	22	or	or	CCONJ
ajst-32600	54	23	data	data	NOUN
ajst-32600	54	24	processing	processing	NOUN
ajst-32600	54	25	functions	function	NOUN
ajst-32600	54	26	.	.	PUNCT
ajst-32600	55	1	238	238	NUM
ajst-32600	55	2	2.1.1.3	2.1.1.3	NUM
ajst-32600	55	3	code	code	NOUN
ajst-32600	55	4	filling	filling	NOUN
ajst-32600	55	5	capability	capability	NOUN
ajst-32600	55	6	code	code	NOUN
ajst-32600	55	7	llama	llama	NOUN
ajst-32600	55	8	supports	support	VERB
ajst-32600	55	9	the	the	DET
ajst-32600	55	10	code	code	NOUN
ajst-32600	55	11	filling	fill	VERB
ajst-32600	55	12	function	function	NOUN
ajst-32600	55	13	based	base	VERB
ajst-32600	55	14	on	on	ADP
ajst-32600	55	15	the	the	DET
ajst-32600	55	16	surrounding	surround	VERB
ajst-32600	55	17	content	content	NOUN
ajst-32600	55	18	,	,	PUNCT
ajst-32600	55	19	allowing	allow	VERB
ajst-32600	55	20	developers	developer	NOUN
ajst-32600	55	21	to	to	PART
ajst-32600	55	22	set	set	VERB
ajst-32600	55	23	the	the	DET
ajst-32600	55	24	boundaries	boundary	NOUN
ajst-32600	55	25	of	of	ADP
ajst-32600	55	26	the	the	DET
ajst-32600	55	27	code	code	NOUN
ajst-32600	55	28	first	first	ADV
ajst-32600	55	29	,	,	PUNCT
ajst-32600	55	30	and	and	CCONJ
ajst-32600	55	31	then	then	ADV
ajst-32600	55	32	let	let	VERB
ajst-32600	55	33	the	the	DET
ajst-32600	55	34	model	model	NOUN
ajst-32600	55	35	automatically	automatically	ADV
ajst-32600	55	36	fill	fill	VERB
ajst-32600	55	37	in	in	ADP
ajst-32600	55	38	the	the	DET
ajst-32600	55	39	missing	miss	VERB
ajst-32600	55	40	business	business	NOUN
ajst-32600	55	41	logic	logic	NOUN
ajst-32600	55	42	in	in	ADP
ajst-32600	55	43	the	the	DET
ajst-32600	55	44	middle	middle	NOUN
ajst-32600	55	45	according	accord	VERB
ajst-32600	55	46	to	to	ADP
ajst-32600	55	47	the	the	DET
ajst-32600	55	48	context	context	NOUN
ajst-32600	55	49	of	of	ADP
ajst-32600	55	50	the	the	DET
ajst-32600	55	51	previous	previous	ADJ
ajst-32600	55	52	and	and	CCONJ
ajst-32600	55	53	following	follow	VERB
ajst-32600	55	54	text	text	NOUN
ajst-32600	56	1	[	[	X
ajst-32600	56	2	14	14	NUM
ajst-32600	56	3	]	]	PUNCT
ajst-32600	56	4	.	.	PUNCT
ajst-32600	57	1	this	this	PRON
ajst-32600	57	2	provides	provide	VERB
ajst-32600	57	3	core	core	NOUN
ajst-32600	57	4	support	support	NOUN
ajst-32600	57	5	for	for	ADP
ajst-32600	57	6	developers	developer	NOUN
ajst-32600	57	7	to	to	PART
ajst-32600	57	8	carry	carry	VERB
ajst-32600	57	9	out	out	ADP
ajst-32600	57	10	incremental	incremental	ADJ
ajst-32600	57	11	development	development	NOUN
ajst-32600	57	12	or	or	CCONJ
ajst-32600	57	13	iterative	iterative	NOUN
ajst-32600	57	14	optimization	optimization	NOUN
ajst-32600	57	15	in	in	ADP
ajst-32600	57	16	existing	exist	VERB
ajst-32600	57	17	code	code	NOUN
ajst-32600	57	18	2.1.2	2.1.2	NUM
ajst-32600	57	19	copilot	copilot	NOUN
ajst-32600	57	20	as	as	ADP
ajst-32600	57	21	the	the	DET
ajst-32600	57	22	earliest	early	ADJ
ajst-32600	57	23	and	and	CCONJ
ajst-32600	57	24	most	most	ADV
ajst-32600	57	25	widely	widely	ADV
ajst-32600	57	26	used	use	VERB
ajst-32600	57	27	ai	ai	VERB
ajst-32600	57	28	pair	pair	NOUN
ajst-32600	57	29	programming	programming	NOUN
ajst-32600	57	30	tool	tool	NOUN
ajst-32600	57	31	in	in	ADP
ajst-32600	57	32	the	the	DET
ajst-32600	57	33	market	market	NOUN
ajst-32600	57	34	,	,	PUNCT
ajst-32600	57	35	the	the	DET
ajst-32600	57	36	core	core	NOUN
ajst-32600	57	37	advantage	advantage	NOUN
ajst-32600	57	38	of	of	ADP
ajst-32600	57	39	github	github	PROPN
ajst-32600	57	40	copilot	copilot	NOUN
ajst-32600	57	41	(	(	PUNCT
ajst-32600	57	42	based	base	VERB
ajst-32600	57	43	on	on	ADP
ajst-32600	57	44	the	the	DET
ajst-32600	57	45	openai	openai	PROPN
ajst-32600	57	46	codex	codex	NOUN
ajst-32600	57	47	model	model	PROPN
ajst-32600	57	48	)	)	PUNCT
ajst-32600	57	49	lies	lie	VERB
ajst-32600	57	50	in	in	ADP
ajst-32600	57	51	its	its	PRON
ajst-32600	57	52	massive	massive	ADJ
ajst-32600	57	53	data	datum	NOUN
ajst-32600	57	54	training	training	NOUN
ajst-32600	57	55	and	and	CCONJ
ajst-32600	57	56	real	real	ADJ
ajst-32600	57	57	-	-	PUNCT
ajst-32600	57	58	time	time	NOUN
ajst-32600	57	59	code	code	NOUN
ajst-32600	57	60	prediction	prediction	NOUN
ajst-32600	57	61	mechanism	mechanism	NOUN
ajst-32600	57	62	[	[	X
ajst-32600	57	63	17	17	NUM
ajst-32600	57	64	]	]	PUNCT
ajst-32600	57	65	.	.	PUNCT
ajst-32600	58	1	2.1.2.1	2.1.2.1	NUM
ajst-32600	58	2	real	real	ADJ
ajst-32600	58	3	-	-	PUNCT
ajst-32600	58	4	time	time	NOUN
ajst-32600	58	5	context	context	NOUN
ajst-32600	58	6	-	-	PUNCT
ajst-32600	58	7	aware	aware	ADJ
ajst-32600	58	8	prediction	prediction	NOUN
ajst-32600	58	9	its	its	PRON
ajst-32600	58	10	real	real	ADJ
ajst-32600	58	11	-	-	PUNCT
ajst-32600	58	12	time	time	NOUN
ajst-32600	58	13	context	context	NOUN
ajst-32600	58	14	-	-	PUNCT
ajst-32600	58	15	aware	aware	ADJ
ajst-32600	58	16	prediction	prediction	NOUN
ajst-32600	58	17	mechanism	mechanism	NOUN
ajst-32600	58	18	focuses	focus	VERB
ajst-32600	58	19	on	on	ADP
ajst-32600	58	20	the	the	DET
ajst-32600	58	21	immediacy	immediacy	NOUN
ajst-32600	58	22	based	base	VERB
ajst-32600	58	23	on	on	ADP
ajst-32600	58	24	the	the	DET
ajst-32600	58	25	cursor	cursor	NOUN
ajst-32600	58	26	position	position	NOUN
ajst-32600	58	27	,	,	PUNCT
ajst-32600	58	28	predicting	predict	VERB
ajst-32600	58	29	the	the	DET
ajst-32600	58	30	code	code	NOUN
ajst-32600	58	31	snippet	snippet	NOUN
ajst-32600	58	32	that	that	PRON
ajst-32600	58	33	best	well	ADV
ajst-32600	58	34	matches	match	VERB
ajst-32600	58	35	the	the	DET
ajst-32600	58	36	current	current	ADJ
ajst-32600	58	37	input	input	NOUN
ajst-32600	58	38	.	.	PUNCT
ajst-32600	59	1	it	it	PRON
ajst-32600	59	2	is	be	AUX
ajst-32600	59	3	particularly	particularly	ADV
ajst-32600	59	4	good	good	ADJ
ajst-32600	59	5	at	at	ADP
ajst-32600	59	6	generating	generate	VERB
ajst-32600	59	7	repetitive	repetitive	ADJ
ajst-32600	59	8	template	template	NOUN
ajst-32600	59	9	code	code	NOUN
ajst-32600	59	10	,	,	PUNCT
ajst-32600	59	11	data	datum	NOUN
ajst-32600	59	12	structure	structure	NOUN
ajst-32600	59	13	initialization	initialization	NOUN
ajst-32600	59	14	,	,	PUNCT
ajst-32600	59	15	and	and	CCONJ
ajst-32600	59	16	common	common	ADJ
ajst-32600	59	17	i	i	PROPN
ajst-32600	59	18	/	/	SYM
ajst-32600	59	19	o	o	NOUN
ajst-32600	59	20	operation	operation	NOUN
ajst-32600	59	21	procedures	procedure	NOUN
ajst-32600	59	22	[	[	X
ajst-32600	59	23	15	15	NUM
ajst-32600	59	24	]	]	PUNCT
ajst-32600	59	25	.	.	PUNCT
ajst-32600	60	1	2.1.2.2	2.1.2.2	NUM
ajst-32600	60	2	translation	translation	NOUN
ajst-32600	60	3	of	of	ADP
ajst-32600	60	4	comments	comment	NOUN
ajst-32600	60	5	into	into	ADP
ajst-32600	60	6	code	code	NOUN
ajst-32600	60	7	one	one	NUM
ajst-32600	60	8	of	of	ADP
ajst-32600	60	9	the	the	DET
ajst-32600	60	10	key	key	ADJ
ajst-32600	60	11	features	feature	NOUN
ajst-32600	60	12	of	of	ADP
ajst-32600	60	13	copilot	copilot	NOUN
ajst-32600	60	14	is	be	AUX
ajst-32600	60	15	the	the	DET
ajst-32600	60	16	ability	ability	NOUN
ajst-32600	60	17	to	to	PART
ajst-32600	60	18	generate	generate	VERB
ajst-32600	60	19	code	code	NOUN
ajst-32600	60	20	based	base	VERB
ajst-32600	60	21	on	on	ADP
ajst-32600	60	22	natural	natural	ADJ
ajst-32600	60	23	language	language	NOUN
ajst-32600	60	24	prompts	prompt	NOUN
ajst-32600	60	25	or	or	CCONJ
ajst-32600	60	26	partial	partial	ADJ
ajst-32600	60	27	code	code	NOUN
ajst-32600	60	28	input	input	NOUN
ajst-32600	60	29	[	[	X
ajst-32600	60	30	17	17	NUM
ajst-32600	60	31	]	]	PUNCT
ajst-32600	60	32	.	.	PUNCT
ajst-32600	61	1	developers	developer	NOUN
ajst-32600	61	2	usually	usually	ADV
ajst-32600	61	3	provide	provide	VERB
ajst-32600	61	4	natural	natural	ADJ
ajst-32600	61	5	language	language	NOUN
ajst-32600	61	6	comments	comment	NOUN
ajst-32600	61	7	above	above	ADP
ajst-32600	61	8	functions	function	NOUN
ajst-32600	61	9	or	or	CCONJ
ajst-32600	61	10	code	code	NOUN
ajst-32600	61	11	blocks	block	NOUN
ajst-32600	61	12	to	to	PART
ajst-32600	61	13	describe	describe	VERB
ajst-32600	61	14	the	the	DET
ajst-32600	61	15	required	require	VERB
ajst-32600	61	16	functionality	functionality	NOUN
ajst-32600	61	17	.	.	PUNCT
ajst-32600	62	1	copilot	copilot	NOUN
ajst-32600	62	2	can	can	AUX
ajst-32600	62	3	then	then	ADV
ajst-32600	62	4	generate	generate	VERB
ajst-32600	62	5	the	the	DET
ajst-32600	62	6	corresponding	correspond	VERB
ajst-32600	62	7	function	function	NOUN
ajst-32600	62	8	signatures	signature	NOUN
ajst-32600	62	9	,	,	PUNCT
ajst-32600	62	10	parameter	parameter	NOUN
ajst-32600	62	11	definitions	definition	NOUN
ajst-32600	62	12	,	,	PUNCT
ajst-32600	62	13	and	and	CCONJ
ajst-32600	62	14	main	main	ADJ
ajst-32600	62	15	logical	logical	ADJ
ajst-32600	62	16	framework	framework	NOUN
ajst-32600	62	17	based	base	VERB
ajst-32600	62	18	on	on	ADP
ajst-32600	62	19	this	this	DET
ajst-32600	62	20	description	description	NOUN
ajst-32600	62	21	.	.	PUNCT
ajst-32600	63	1	although	although	SCONJ
ajst-32600	63	2	its	its	PRON
ajst-32600	63	3	instruction	instruction	NOUN
ajst-32600	63	4	-	-	PUNCT
ajst-32600	63	5	following	follow	VERB
ajst-32600	63	6	ability	ability	NOUN
ajst-32600	63	7	may	may	AUX
ajst-32600	63	8	not	not	PART
ajst-32600	63	9	be	be	AUX
ajst-32600	63	10	as	as	ADV
ajst-32600	63	11	strong	strong	ADJ
ajst-32600	63	12	as	as	ADP
ajst-32600	63	13	the	the	DET
ajst-32600	63	14	specially	specially	ADV
ajst-32600	63	15	fine	fine	ADV
ajst-32600	63	16	-	-	PUNCT
ajst-32600	63	17	tuned	tune	VERB
ajst-32600	63	18	instruct	instruct	NOUN
ajst-32600	63	19	model	model	NOUN
ajst-32600	63	20	,	,	PUNCT
ajst-32600	63	21	it	it	PRON
ajst-32600	63	22	performs	perform	VERB
ajst-32600	63	23	well	well	ADV
ajst-32600	63	24	in	in	ADP
ajst-32600	63	25	implementing	implement	VERB
ajst-32600	63	26	the	the	DET
ajst-32600	63	27	functions	function	NOUN
ajst-32600	63	28	based	base	VERB
ajst-32600	63	29	on	on	ADP
ajst-32600	63	30	the	the	DET
ajst-32600	63	31	comment	comment	NOUN
ajst-32600	63	32	prompts	prompt	VERB
ajst-32600	64	1	[	[	X
ajst-32600	64	2	17	17	NUM
ajst-32600	64	3	]	]	PUNCT
ajst-32600	64	4	.	.	PUNCT
ajst-32600	65	1	table	table	NOUN
ajst-32600	65	2	1	1	NUM
ajst-32600	65	3	.	.	PUNCT
ajst-32600	65	4	comparative	comparative	ADJ
ajst-32600	65	5	analysis	analysis	NOUN
ajst-32600	65	6	of	of	ADP
ajst-32600	65	7	code	code	NOUN
ajst-32600	65	8	llama	llama	NOUN
ajst-32600	65	9	and	and	CCONJ
ajst-32600	65	10	copilot	copilot	NOUN
ajst-32600	65	11	in	in	ADP
ajst-32600	65	12	code	code	NOUN
ajst-32600	65	13	generation	generation	NOUN
ajst-32600	65	14	aspect	aspect	PROPN
ajst-32600	65	15	code	code	PROPN
ajst-32600	65	16	llama	llama	PROPN
ajst-32600	65	17	github	github	PROPN
ajst-32600	65	18	copilot	copilot	NOUN
ajst-32600	65	19	core	core	NOUN
ajst-32600	65	20	positioning	positioning	NOUN
ajst-32600	65	21	open	open	ADJ
ajst-32600	65	22	foundation	foundation	NOUN
ajst-32600	65	23	model	model	NOUN
ajst-32600	65	24	,	,	PUNCT
ajst-32600	65	25	focused	focus	VERB
ajst-32600	65	26	on	on	ADP
ajst-32600	65	27	model	model	NOUN
ajst-32600	65	28	performance	performance	NOUN
ajst-32600	65	29	and	and	CCONJ
ajst-32600	65	30	customization	customization	NOUN
ajst-32600	65	31	.	.	PUNCT
ajst-32600	66	1	commercial	commercial	ADJ
ajst-32600	66	2	integration	integration	NOUN
ajst-32600	66	3	tool	tool	NOUN
ajst-32600	66	4	,	,	PUNCT
ajst-32600	66	5	focused	focus	VERB
ajst-32600	66	6	on	on	ADP
ajst-32600	66	7	user	user	NOUN
ajst-32600	66	8	experience	experience	NOUN
ajst-32600	66	9	and	and	CCONJ
ajst-32600	66	10	real	real	ADJ
ajst-32600	66	11	-	-	PUNCT
ajst-32600	66	12	time	time	NOUN
ajst-32600	66	13	development	development	NOUN
ajst-32600	66	14	efficiency	efficiency	NOUN
ajst-32600	66	15	.	.	PUNCT
ajst-32600	67	1	context	context	NOUN
ajst-32600	67	2	capability	capability	NOUN
ajst-32600	67	3	supports	support	VERB
ajst-32600	67	4	inputs	input	VERB
ajst-32600	67	5	up	up	ADP
ajst-32600	67	6	to	to	ADP
ajst-32600	67	7	100k	100k	NUM
ajst-32600	67	8	tokens	token	NOUN
ajst-32600	67	9	,	,	PUNCT
ajst-32600	67	10	highlighting	highlight	VERB
ajst-32600	67	11	strong	strong	ADJ
ajst-32600	67	12	long	long	ADJ
ajst-32600	67	13	-	-	PUNCT
ajst-32600	67	14	sequence	sequence	NOUN
ajst-32600	67	15	context	context	NOUN
ajst-32600	67	16	ability	ability	NOUN
ajst-32600	67	17	relies	rely	VERB
ajst-32600	67	18	on	on	ADP
ajst-32600	67	19	a	a	DET
ajst-32600	67	20	longer	long	ADJ
ajst-32600	67	21	context	context	NOUN
ajst-32600	67	22	window	window	NOUN
ajst-32600	67	23	,	,	PUNCT
ajst-32600	67	24	analyzing	analyze	VERB
ajst-32600	67	25	code	code	NOUN
ajst-32600	67	26	and	and	CCONJ
ajst-32600	67	27	documentation	documentation	NOUN
ajst-32600	67	28	in	in	ADP
ajst-32600	67	29	the	the	DET
ajst-32600	67	30	ide	ide	NOUN
ajst-32600	67	31	in	in	ADP
ajst-32600	67	32	real	real	ADJ
ajst-32600	67	33	-	-	PUNCT
ajst-32600	67	34	time	time	NOUN
ajst-32600	67	35	.	.	PUNCT
ajst-32600	68	1	instruction	instruction	NOUN
ajst-32600	68	2	following	follow	VERB
ajst-32600	68	3	strong	strong	ADJ
ajst-32600	68	4	zero	zero	NUM
ajst-32600	68	5	-	-	PUNCT
ajst-32600	68	6	shot	shot	NOUN
ajst-32600	68	7	instruction	instruction	NOUN
ajst-32600	68	8	following	follow	VERB
ajst-32600	68	9	ability	ability	NOUN
ajst-32600	68	10	,	,	PUNCT
ajst-32600	68	11	directly	directly	ADV
ajst-32600	68	12	converting	convert	VERB
ajst-32600	68	13	natural	natural	ADJ
ajst-32600	68	14	language	language	NOUN
ajst-32600	68	15	requests	request	NOUN
ajst-32600	68	16	into	into	ADP
ajst-32600	68	17	complex	complex	ADJ
ajst-32600	68	18	code	code	NOUN
ajst-32600	68	19	triggered	trigger	VERB
ajst-32600	68	20	by	by	ADP
ajst-32600	68	21	comments	comment	NOUN
ajst-32600	68	22	or	or	CCONJ
ajst-32600	68	23	function	function	NOUN
ajst-32600	68	24	signatures	signature	NOUN
ajst-32600	68	25	,	,	PUNCT
ajst-32600	68	26	generating	generate	VERB
ajst-32600	68	27	code	code	NOUN
ajst-32600	68	28	completion	completion	NOUN
ajst-32600	68	29	or	or	CCONJ
ajst-32600	68	30	suggestions	suggestion	NOUN
ajst-32600	68	31	.	.	PUNCT
ajst-32600	69	1	quality	quality	NOUN
ajst-32600	69	2	focus	focus	NOUN
ajst-32600	69	3	enhancing	enhance	VERB
ajst-32600	69	4	sota	sota	NOUN
ajst-32600	69	5	performance	performance	NOUN
ajst-32600	69	6	and	and	CCONJ
ajst-32600	69	7	generalizability	generalizability	NOUN
ajst-32600	69	8	,	,	PUNCT
ajst-32600	69	9	providing	provide	VERB
ajst-32600	69	10	open	open	ADJ
ajst-32600	69	11	-	-	PUNCT
ajst-32600	69	12	source	source	NOUN
ajst-32600	69	13	community	community	NOUN
ajst-32600	69	14	support	support	NOUN
ajst-32600	69	15	.	.	PUNCT
ajst-32600	70	1	improving	improve	VERB
ajst-32600	70	2	developer	developer	NOUN
ajst-32600	70	3	productivity	productivity	NOUN
ajst-32600	70	4	and	and	CCONJ
ajst-32600	70	5	usability	usability	NOUN
ajst-32600	70	6	,	,	PUNCT
ajst-32600	70	7	addressing	address	VERB
ajst-32600	70	8	low	low	ADJ
ajst-32600	70	9	-	-	PUNCT
ajst-32600	70	10	severity	severity	NOUN
ajst-32600	70	11	code	code	NOUN
ajst-32600	70	12	issues	issue	NOUN
ajst-32600	70	13	by	by	ADP
ajst-32600	70	14	examining	examine	VERB
ajst-32600	70	15	the	the	DET
ajst-32600	70	16	mechanisms	mechanism	NOUN
ajst-32600	70	17	of	of	ADP
ajst-32600	70	18	code	code	NOUN
ajst-32600	70	19	llama	llama	NOUN
ajst-32600	70	20	and	and	CCONJ
ajst-32600	70	21	github	github	PROPN
ajst-32600	70	22	copilot	copilot	PROPN
ajst-32600	70	23	,	,	PUNCT
ajst-32600	70	24	it	it	PRON
ajst-32600	70	25	can	can	AUX
ajst-32600	70	26	be	be	AUX
ajst-32600	70	27	seen	see	VERB
ajst-32600	70	28	that	that	SCONJ
ajst-32600	70	29	the	the	DET
ajst-32600	70	30	application	application	NOUN
ajst-32600	70	31	of	of	ADP
ajst-32600	70	32	llm	llm	PROPN
ajst-32600	70	33	in	in	ADP
ajst-32600	70	34	the	the	DET
ajst-32600	70	35	field	field	NOUN
ajst-32600	70	36	of	of	ADP
ajst-32600	70	37	code	code	NOUN
ajst-32600	70	38	generation	generation	NOUN
ajst-32600	70	39	has	have	AUX
ajst-32600	70	40	demonstrated	demonstrate	VERB
ajst-32600	70	41	characteristics	characteristic	NOUN
ajst-32600	70	42	of	of	ADP
ajst-32600	70	43	efficiencydriven	efficiencydriven	ADJ
ajst-32600	70	44	and	and	CCONJ
ajst-32600	70	45	specialized	specialized	ADJ
ajst-32600	70	46	division	division	NOUN
ajst-32600	70	47	of	of	ADP
ajst-32600	70	48	labor	labor	NOUN
ajst-32600	70	49	.	.	PUNCT
ajst-32600	71	1	2.2	2.2	NUM
ajst-32600	71	2	ai	ai	ADJ
ajst-32600	71	3	-	-	PUNCT
ajst-32600	71	4	powered	power	VERB
ajst-32600	71	5	code	code	NOUN
ajst-32600	71	6	review	review	NOUN
ajst-32600	71	7	code	code	NOUN
ajst-32600	71	8	review	review	NOUN
ajst-32600	71	9	is	be	AUX
ajst-32600	71	10	a	a	DET
ajst-32600	71	11	crucial	crucial	ADJ
ajst-32600	71	12	stage	stage	NOUN
ajst-32600	71	13	in	in	ADP
ajst-32600	71	14	the	the	DET
ajst-32600	71	15	software	software	NOUN
ajst-32600	71	16	development	development	NOUN
ajst-32600	71	17	life	life	NOUN
ajst-32600	71	18	cycle	cycle	NOUN
ajst-32600	71	19	,	,	PUNCT
ajst-32600	71	20	where	where	SCONJ
ajst-32600	71	21	the	the	DET
ajst-32600	71	22	source	source	NOUN
ajst-32600	71	23	code	code	NOUN
ajst-32600	71	24	is	be	AUX
ajst-32600	71	25	examined	examine	VERB
ajst-32600	71	26	for	for	ADP
ajst-32600	71	27	errors	error	NOUN
ajst-32600	71	28	and	and	CCONJ
ajst-32600	71	29	the	the	DET
ajst-32600	71	30	practical	practical	ADJ
ajst-32600	71	31	rationality	rationality	NOUN
ajst-32600	71	32	of	of	ADP
ajst-32600	71	33	the	the	DET
ajst-32600	71	34	code	code	NOUN
ajst-32600	71	35	is	be	AUX
ajst-32600	71	36	ensured	ensure	VERB
ajst-32600	71	37	[	[	X
ajst-32600	71	38	10	10	NUM
ajst-32600	71	39	]	]	PUNCT
ajst-32600	71	40	.	.	PUNCT
ajst-32600	72	1	the	the	DET
ajst-32600	72	2	current	current	ADJ
ajst-32600	72	3	code	code	NOUN
ajst-32600	72	4	review	review	NOUN
ajst-32600	72	5	process	process	NOUN
ajst-32600	72	6	is	be	AUX
ajst-32600	72	7	problematic	problematic	ADJ
ajst-32600	72	8	due	due	ADP
ajst-32600	72	9	to	to	ADP
ajst-32600	72	10	the	the	DET
ajst-32600	72	11	large	large	ADJ
ajst-32600	72	12	volume	volume	NOUN
ajst-32600	72	13	of	of	ADP
ajst-32600	72	14	code	code	NOUN
ajst-32600	72	15	.	.	PUNCT
ajst-32600	73	1	it	it	PRON
ajst-32600	73	2	requires	require	VERB
ajst-32600	73	3	a	a	DET
ajst-32600	73	4	significant	significant	ADJ
ajst-32600	73	5	amount	amount	NOUN
ajst-32600	73	6	of	of	ADP
ajst-32600	73	7	effort	effort	NOUN
ajst-32600	73	8	from	from	ADP
ajst-32600	73	9	the	the	DET
ajst-32600	73	10	reviewers	reviewer	NOUN
ajst-32600	73	11	,	,	PUNCT
ajst-32600	73	12	and	and	CCONJ
ajst-32600	73	13	the	the	DET
ajst-32600	73	14	traditional	traditional	ADJ
ajst-32600	73	15	code	code	NOUN
ajst-32600	73	16	review	review	NOUN
ajst-32600	73	17	tools	tool	NOUN
ajst-32600	73	18	lack	lack	NOUN
ajst-32600	73	19	depth	depth	NOUN
ajst-32600	73	20	,	,	PUNCT
ajst-32600	73	21	failing	fail	VERB
ajst-32600	73	22	to	to	PART
ajst-32600	73	23	provide	provide	VERB
ajst-32600	73	24	more	more	ADJ
ajst-32600	73	25	in	in	ADP
ajst-32600	73	26	-	-	PUNCT
ajst-32600	73	27	depth	depth	NOUN
ajst-32600	73	28	feedback	feedback	NOUN
ajst-32600	73	29	.	.	PUNCT
ajst-32600	74	1	based	base	VERB
ajst-32600	74	2	on	on	ADP
ajst-32600	74	3	this	this	DET
ajst-32600	74	4	background	background	NOUN
ajst-32600	74	5	,	,	PUNCT
ajst-32600	74	6	there	there	PRON
ajst-32600	74	7	has	have	AUX
ajst-32600	74	8	emerged	emerge	VERB
ajst-32600	74	9	a	a	DET
ajst-32600	74	10	trend	trend	NOUN
ajst-32600	74	11	of	of	ADP
ajst-32600	74	12	using	use	VERB
ajst-32600	74	13	llms	llm	NOUN
ajst-32600	74	14	for	for	ADP
ajst-32600	74	15	automated	automate	VERB
ajst-32600	74	16	code	code	NOUN
ajst-32600	74	17	review	review	NOUN
ajst-32600	74	18	.	.	PUNCT
ajst-32600	75	1	the	the	DET
ajst-32600	75	2	core	core	NOUN
ajst-32600	75	3	value	value	NOUN
ajst-32600	75	4	of	of	ADP
ajst-32600	75	5	llm	llm	PROPN
ajst-32600	75	6	in	in	ADP
ajst-32600	75	7	code	code	NOUN
ajst-32600	75	8	review	review	NOUN
ajst-32600	75	9	lies	lie	VERB
ajst-32600	75	10	in	in	ADP
ajst-32600	75	11	its	its	PRON
ajst-32600	75	12	powerful	powerful	ADJ
ajst-32600	75	13	semantic	semantic	ADJ
ajst-32600	75	14	understanding	understanding	NOUN
ajst-32600	75	15	and	and	CCONJ
ajst-32600	75	16	context	context	NOUN
ajst-32600	75	17	reasoning	reasoning	NOUN
ajst-32600	75	18	capabilities	capability	NOUN
ajst-32600	75	19	,	,	PUNCT
ajst-32600	75	20	enabling	enable	VERB
ajst-32600	75	21	it	it	PRON
ajst-32600	75	22	to	to	PART
ajst-32600	75	23	surpass	surpass	VERB
ajst-32600	75	24	traditional	traditional	ADJ
ajst-32600	75	25	rule	rule	NOUN
ajst-32600	75	26	-	-	PUNCT
ajst-32600	75	27	based	base	VERB
ajst-32600	75	28	static	static	ADJ
ajst-32600	75	29	analysis	analysis	NOUN
ajst-32600	75	30	tools	tool	NOUN
ajst-32600	75	31	[	[	X
ajst-32600	75	32	5	5	NUM
ajst-32600	75	33	]	]	PUNCT
ajst-32600	75	34	.	.	PUNCT
ajst-32600	76	1	this	this	DET
ajst-32600	76	2	239	239	NUM
ajst-32600	76	3	section	section	NOUN
ajst-32600	76	4	will	will	AUX
ajst-32600	76	5	demonstrate	demonstrate	VERB
ajst-32600	76	6	the	the	DET
ajst-32600	76	7	specific	specific	ADJ
ajst-32600	76	8	implementation	implementation	NOUN
ajst-32600	76	9	and	and	CCONJ
ajst-32600	76	10	application	application	NOUN
ajst-32600	76	11	of	of	ADP
ajst-32600	76	12	llm	llm	PROPN
ajst-32600	76	13	in	in	ADP
ajst-32600	76	14	code	code	NOUN
ajst-32600	76	15	review	review	NOUN
ajst-32600	76	16	by	by	ADP
ajst-32600	76	17	taking	take	VERB
ajst-32600	76	18	copilot	copilot	NOUN
ajst-32600	76	19	as	as	ADP
ajst-32600	76	20	an	an	DET
ajst-32600	76	21	example	example	NOUN
ajst-32600	76	22	.	.	PUNCT
ajst-32600	77	1	2.2.1	2.2.1	NUM
ajst-32600	77	2	copilot	copilot	NOUN
ajst-32600	77	3	2.2.1.1	2.2.1.1	NUM
ajst-32600	77	4	the	the	DET
ajst-32600	77	5	application	application	NOUN
ajst-32600	77	6	focuses	focus	VERB
ajst-32600	77	7	on	on	ADP
ajst-32600	77	8	the	the	DET
ajst-32600	77	9	operational	operational	ADJ
ajst-32600	77	10	mechanism	mechanism	NOUN
ajst-32600	77	11	github	github	PROPN
ajst-32600	77	12	copilot	copilot	PROPN
ajst-32600	77	13	,	,	PUNCT
ajst-32600	77	14	as	as	ADP
ajst-32600	77	15	a	a	DET
ajst-32600	77	16	pioneer	pioneer	NOUN
ajst-32600	77	17	in	in	ADP
ajst-32600	77	18	the	the	DET
ajst-32600	77	19	field	field	NOUN
ajst-32600	77	20	of	of	ADP
ajst-32600	77	21	ai	ai	ADJ
ajst-32600	77	22	-	-	PUNCT
ajst-32600	77	23	assisted	assist	VERB
ajst-32600	77	24	programming	programming	NOUN
ajst-32600	77	25	,	,	PUNCT
ajst-32600	77	26	its	its	PRON
ajst-32600	77	27	code	code	NOUN
ajst-32600	77	28	review	review	NOUN
ajst-32600	77	29	function	function	NOUN
ajst-32600	77	30	demonstrates	demonstrate	VERB
ajst-32600	77	31	the	the	DET
ajst-32600	77	32	potential	potential	NOUN
ajst-32600	77	33	of	of	ADP
ajst-32600	77	34	llm	llm	PROPN
ajst-32600	77	35	in	in	ADP
ajst-32600	77	36	this	this	DET
ajst-32600	77	37	area	area	NOUN
ajst-32600	78	1	[	[	X
ajst-32600	78	2	18	18	NUM
ajst-32600	78	3	]	]	PUNCT
ajst-32600	78	4	.	.	PUNCT
ajst-32600	79	1	the	the	DET
ajst-32600	79	2	operation	operation	NOUN
ajst-32600	79	3	mechanism	mechanism	NOUN
ajst-32600	79	4	of	of	ADP
ajst-32600	79	5	github	github	PROPN
ajst-32600	79	6	copilot	copilot	PROPN
ajst-32600	79	7	in	in	ADP
ajst-32600	79	8	code	code	NOUN
ajst-32600	79	9	review	review	NOUN
ajst-32600	79	10	mainly	mainly	ADV
ajst-32600	79	11	involves	involve	VERB
ajst-32600	79	12	analyzing	analyze	VERB
ajst-32600	79	13	the	the	DET
ajst-32600	79	14	code	code	NOUN
ajst-32600	79	15	blocks	block	NOUN
ajst-32600	79	16	or	or	CCONJ
ajst-32600	79	17	modifications	modification	NOUN
ajst-32600	79	18	submitted	submit	VERB
ajst-32600	79	19	by	by	ADP
ajst-32600	79	20	developers	developer	NOUN
ajst-32600	79	21	in	in	ADP
ajst-32600	79	22	the	the	DET
ajst-32600	79	23	integrated	integrate	VERB
ajst-32600	79	24	development	development	NOUN
ajst-32600	79	25	environment	environment	NOUN
ajst-32600	79	26	(	(	PUNCT
ajst-32600	79	27	ide	ide	NOUN
ajst-32600	79	28	)	)	PUNCT
ajst-32600	79	29	in	in	ADP
ajst-32600	79	30	real	real	ADJ
ajst-32600	79	31	time	time	NOUN
ajst-32600	79	32	,	,	PUNCT
ajst-32600	79	33	and	and	CCONJ
ajst-32600	79	34	providing	provide	VERB
ajst-32600	79	35	feedback	feedback	NOUN
ajst-32600	79	36	in	in	ADP
ajst-32600	79	37	the	the	DET
ajst-32600	79	38	form	form	NOUN
ajst-32600	79	39	of	of	ADP
ajst-32600	79	40	embedded	embed	VERB
ajst-32600	79	41	comments	comment	NOUN
ajst-32600	79	42	,	,	PUNCT
ajst-32600	79	43	suggested	suggest	VERB
ajst-32600	79	44	completions	completion	NOUN
ajst-32600	79	45	,	,	PUNCT
ajst-32600	79	46	or	or	CCONJ
ajst-32600	79	47	differentiated	differentiated	ADJ
ajst-32600	79	48	suggestions	suggestion	NOUN
ajst-32600	79	49	[	[	X
ajst-32600	79	50	18	18	NUM
ajst-32600	79	51	]	]	PUNCT
ajst-32600	79	52	.	.	PUNCT
ajst-32600	80	1	it	it	PRON
ajst-32600	80	2	can	can	AUX
ajst-32600	80	3	not	not	PART
ajst-32600	80	4	only	only	ADV
ajst-32600	80	5	automatically	automatically	ADV
ajst-32600	80	6	suggest	suggest	VERB
ajst-32600	80	7	a	a	DET
ajst-32600	80	8	uniform	uniform	ADJ
ajst-32600	80	9	code	code	NOUN
ajst-32600	80	10	style	style	NOUN
ajst-32600	80	11	,	,	PUNCT
ajst-32600	80	12	variable	variable	ADJ
ajst-32600	80	13	naming	naming	NOUN
ajst-32600	80	14	and	and	CCONJ
ajst-32600	80	15	comment	comment	NOUN
ajst-32600	80	16	format	format	NOUN
ajst-32600	80	17	,	,	PUNCT
ajst-32600	80	18	but	but	CCONJ
ajst-32600	80	19	also	also	ADV
ajst-32600	80	20	identify	identify	VERB
ajst-32600	80	21	and	and	CCONJ
ajst-32600	80	22	correct	correct	VERB
ajst-32600	80	23	spelling	spelling	NOUN
ajst-32600	80	24	errors	error	NOUN
ajst-32600	80	25	,	,	PUNCT
ajst-32600	80	26	grammatical	grammatical	ADJ
ajst-32600	80	27	mistakes	mistake	NOUN
ajst-32600	80	28	,	,	PUNCT
ajst-32600	80	29	as	as	ADV
ajst-32600	80	30	well	well	ADV
ajst-32600	80	31	as	as	ADP
ajst-32600	80	32	simple	simple	ADJ
ajst-32600	80	33	structural	structural	ADJ
ajst-32600	80	34	adjustments	adjustment	NOUN
ajst-32600	80	35	that	that	PRON
ajst-32600	80	36	may	may	AUX
ajst-32600	80	37	affect	affect	VERB
ajst-32600	80	38	the	the	DET
ajst-32600	80	39	clarity	clarity	NOUN
ajst-32600	80	40	of	of	ADP
ajst-32600	80	41	the	the	DET
ajst-32600	80	42	code	code	NOUN
ajst-32600	81	1	[	[	X
ajst-32600	81	2	18	18	NUM
ajst-32600	81	3	]	]	PUNCT
ajst-32600	81	4	.	.	PUNCT
ajst-32600	82	1	2.2.1.1.1	2.2.1.1.1	X
ajst-32600	82	2	case	case	NOUN
ajst-32600	82	3	study	study	NOUN
ajst-32600	82	4	:	:	PUNCT
ajst-32600	82	5	unsafe	unsafe	ADJ
ajst-32600	82	6	function	function	NOUN
ajst-32600	82	7	usage	usage	NOUN
ajst-32600	82	8	warning	warning	NOUN
ajst-32600	82	9	consider	consider	VERB
ajst-32600	82	10	a	a	DET
ajst-32600	82	11	backend	backend	NOUN
ajst-32600	82	12	developer	developer	NOUN
ajst-32600	82	13	writing	write	VERB
ajst-32600	82	14	a	a	DET
ajst-32600	82	15	function	function	NOUN
ajst-32600	82	16	in	in	ADP
ajst-32600	82	17	c	c	PROPN
ajst-32600	82	18	to	to	PART
ajst-32600	82	19	handle	handle	VERB
ajst-32600	82	20	user	user	NOUN
ajst-32600	82	21	input	input	NOUN
ajst-32600	82	22	,	,	PUNCT
ajst-32600	82	23	utilizing	utilize	VERB
ajst-32600	82	24	a	a	DET
ajst-32600	82	25	traditional	traditional	ADJ
ajst-32600	82	26	,	,	PUNCT
ajst-32600	82	27	unsafe	unsafe	ADJ
ajst-32600	82	28	string	string	NOUN
ajst-32600	82	29	copying	copy	VERB
ajst-32600	82	30	function	function	NOUN
ajst-32600	82	31	(	(	PUNCT
ajst-32600	82	32	shown	show	VERB
ajst-32600	82	33	in	in	ADP
ajst-32600	82	34	figure	figure	NOUN
ajst-32600	82	35	1	1	NUM
ajst-32600	82	36	)	)	PUNCT
ajst-32600	82	37	.	.	PUNCT
ajst-32600	83	1	figure	figure	NOUN
ajst-32600	83	2	1	1	NUM
ajst-32600	83	3	.	.	PUNCT
ajst-32600	83	4	copilot	copilot	PROPN
ajst-32600	83	5	code	code	PROPN
ajst-32600	83	6	review	review	NOUN
ajst-32600	83	7	case	case	NOUN
ajst-32600	83	8	immediately	immediately	ADV
ajst-32600	83	9	after	after	SCONJ
ajst-32600	83	10	the	the	DET
ajst-32600	83	11	developer	developer	NOUN
ajst-32600	83	12	types	type	NOUN
ajst-32600	83	13	strcpy	strcpy	NOUN
ajst-32600	83	14	,	,	PUNCT
ajst-32600	83	15	copilot	copilot	NOUN
ajst-32600	83	16	might	might	AUX
ajst-32600	83	17	trigger	trigger	VERB
ajst-32600	83	18	a	a	DET
ajst-32600	83	19	real	real	ADJ
ajst-32600	83	20	-	-	PUNCT
ajst-32600	83	21	time	time	NOUN
ajst-32600	83	22	warning	warning	NOUN
ajst-32600	83	23	,	,	PUNCT
ajst-32600	83	24	indicating	indicate	VERB
ajst-32600	83	25	that	that	SCONJ
ajst-32600	83	26	this	this	DET
ajst-32600	83	27	function	function	NOUN
ajst-32600	83	28	poses	pose	VERB
ajst-32600	83	29	a	a	DET
ajst-32600	83	30	buffer	buffer	NOUN
ajst-32600	83	31	overflow	overflow	NOUN
ajst-32600	83	32	security	security	NOUN
ajst-32600	83	33	risk	risk	NOUN
ajst-32600	83	34	because	because	SCONJ
ajst-32600	83	35	it	it	PRON
ajst-32600	83	36	does	do	AUX
ajst-32600	83	37	not	not	PART
ajst-32600	83	38	check	check	VERB
ajst-32600	83	39	the	the	DET
ajst-32600	83	40	size	size	NOUN
ajst-32600	83	41	of	of	ADP
ajst-32600	83	42	the	the	DET
ajst-32600	83	43	destination	destination	NOUN
ajst-32600	83	44	buffer	buffer	NOUN
ajst-32600	83	45	.	.	PUNCT
ajst-32600	84	1	then	then	ADV
ajst-32600	84	2	,	,	PUNCT
ajst-32600	84	3	copilot	copilot	NOUN
ajst-32600	84	4	suggests	suggest	VERB
ajst-32600	84	5	using	use	VERB
ajst-32600	84	6	a	a	DET
ajst-32600	84	7	safer	safe	ADJ
ajst-32600	84	8	alternative	alternative	NOUN
ajst-32600	84	9	,	,	PUNCT
ajst-32600	84	10	such	such	ADJ
ajst-32600	84	11	as	as	ADP
ajst-32600	84	12	strncpy	strncpy	NOUN
ajst-32600	84	13	or	or	CCONJ
ajst-32600	84	14	strcpy_s	strcpy_s	NOUN
ajst-32600	84	15	,	,	PUNCT
ajst-32600	84	16	emphasizing	emphasize	VERB
ajst-32600	84	17	that	that	SCONJ
ajst-32600	84	18	the	the	DET
ajst-32600	84	19	buffer	buffer	NOUN
ajst-32600	84	20	size	size	NOUN
ajst-32600	84	21	must	must	AUX
ajst-32600	84	22	always	always	ADV
ajst-32600	84	23	be	be	AUX
ajst-32600	84	24	passed	pass	VERB
ajst-32600	84	25	as	as	ADP
ajst-32600	84	26	a	a	DET
ajst-32600	84	27	parameter	parameter	NOUN
ajst-32600	84	28	.	.	PUNCT
ajst-32600	85	1	this	this	DET
ajst-32600	85	2	embedded	embed	VERB
ajst-32600	85	3	real	real	ADJ
ajst-32600	85	4	-	-	PUNCT
ajst-32600	85	5	time	time	NOUN
ajst-32600	85	6	suggestion	suggestion	NOUN
ajst-32600	85	7	helps	help	VERB
ajst-32600	85	8	developers	developer	NOUN
ajst-32600	85	9	integrate	integrate	VERB
ajst-32600	85	10	memory	memory	NOUN
ajst-32600	85	11	safety	safety	NOUN
ajst-32600	85	12	awareness	awareness	NOUN
ajst-32600	85	13	directly	directly	ADV
ajst-32600	85	14	into	into	ADP
ajst-32600	85	15	the	the	DET
ajst-32600	85	16	coding	code	VERB
ajst-32600	85	17	phase	phase	NOUN
ajst-32600	85	18	.	.	PUNCT
ajst-32600	86	1	2.2.1.2	2.2.1.2	NUM
ajst-32600	86	2	the	the	DET
ajst-32600	86	3	challenges	challenge	NOUN
ajst-32600	86	4	of	of	ADP
ajst-32600	86	5	detecting	detect	VERB
ajst-32600	86	6	critical	critical	ADJ
ajst-32600	86	7	security	security	NOUN
ajst-32600	86	8	flaws	flaw	NOUN
ajst-32600	86	9	although	although	SCONJ
ajst-32600	86	10	llm	llm	PROPN
ajst-32600	86	11	has	have	VERB
ajst-32600	86	12	a	a	DET
ajst-32600	86	13	strong	strong	ADJ
ajst-32600	86	14	ability	ability	NOUN
ajst-32600	86	15	for	for	ADP
ajst-32600	86	16	semantic	semantic	ADJ
ajst-32600	86	17	understanding	understanding	NOUN
ajst-32600	86	18	,	,	PUNCT
ajst-32600	86	19	it	it	PRON
ajst-32600	86	20	also	also	ADV
ajst-32600	86	21	has	have	VERB
ajst-32600	86	22	some	some	DET
ajst-32600	86	23	limitations	limitation	NOUN
ajst-32600	86	24	when	when	SCONJ
ajst-32600	86	25	it	it	PRON
ajst-32600	86	26	comes	come	VERB
ajst-32600	86	27	to	to	ADP
ajst-32600	86	28	detecting	detect	VERB
ajst-32600	86	29	critical	critical	ADJ
ajst-32600	86	30	security	security	NOUN
ajst-32600	86	31	vulnerabilities	vulnerability	NOUN
ajst-32600	86	32	[	[	X
ajst-32600	86	33	5	5	NUM
ajst-32600	86	34	]	]	PUNCT
ajst-32600	86	35	.	.	PUNCT
ajst-32600	87	1	a	a	DET
ajst-32600	87	2	study	study	NOUN
ajst-32600	87	3	systematically	systematically	ADV
ajst-32600	87	4	evaluated	evaluate	VERB
ajst-32600	87	5	the	the	DET
ajst-32600	87	6	effectiveness	effectiveness	NOUN
ajst-32600	87	7	of	of	ADP
ajst-32600	87	8	copilot	copilot	NOUN
ajst-32600	87	9	's	's	PART
ajst-32600	87	10	code	code	NOUN
ajst-32600	87	11	review	review	NOUN
ajst-32600	87	12	function	function	NOUN
ajst-32600	87	13	in	in	ADP
ajst-32600	87	14	detecting	detect	VERB
ajst-32600	87	15	security	security	NOUN
ajst-32600	87	16	flaws	flaw	NOUN
ajst-32600	87	17	.	.	PUNCT
ajst-32600	88	1	the	the	DET
ajst-32600	88	2	results	result	NOUN
ajst-32600	88	3	showed	show	VERB
ajst-32600	88	4	that	that	SCONJ
ajst-32600	88	5	it	it	PRON
ajst-32600	88	6	often	often	ADV
ajst-32600	88	7	failed	fail	VERB
ajst-32600	88	8	to	to	PART
ajst-32600	88	9	detect	detect	VERB
ajst-32600	88	10	critical	critical	ADJ
ajst-32600	88	11	vulnerabilities	vulnerability	NOUN
ajst-32600	88	12	such	such	ADJ
ajst-32600	88	13	as	as	ADP
ajst-32600	88	14	sql	sql	NOUN
ajst-32600	88	15	injection	injection	NOUN
ajst-32600	88	16	,	,	PUNCT
ajst-32600	88	17	cross	cross	ADJ
ajst-32600	88	18	-	-	ADJ
ajst-32600	88	19	site	site	ADJ
ajst-32600	88	20	scripting	scripting	NOUN
ajst-32600	88	21	(	(	PUNCT
ajst-32600	88	22	xss	xss	PROPN
ajst-32600	88	23	)	)	PUNCT
ajst-32600	88	24	,	,	PUNCT
ajst-32600	88	25	and	and	CCONJ
ajst-32600	88	26	insecure	insecure	ADJ
ajst-32600	88	27	deserialization	deserialization	NOUN
ajst-32600	89	1	[	[	X
ajst-32600	89	2	18	18	NUM
ajst-32600	89	3	]	]	PUNCT
ajst-32600	89	4	.	.	PUNCT
ajst-32600	90	1	this	this	DET
ajst-32600	90	2	incident	incident	NOUN
ajst-32600	90	3	highlights	highlight	VERB
ajst-32600	90	4	the	the	DET
ajst-32600	90	5	limitations	limitation	NOUN
ajst-32600	90	6	of	of	ADP
ajst-32600	90	7	current	current	ADJ
ajst-32600	90	8	ai	ai	ADJ
ajst-32600	90	9	-	-	PUNCT
ajst-32600	90	10	assisted	assist	VERB
ajst-32600	90	11	code	code	NOUN
ajst-32600	90	12	review	review	NOUN
ajst-32600	90	13	:	:	PUNCT
ajst-32600	90	14	the	the	DET
ajst-32600	90	15	model	model	NOUN
ajst-32600	90	16	excels	excel	VERB
ajst-32600	90	17	in	in	ADP
ajst-32600	90	18	ensuring	ensure	VERB
ajst-32600	90	19	code	code	NOUN
ajst-32600	90	20	"	"	PUNCT
ajst-32600	90	21	readability	readability	NOUN
ajst-32600	90	22	"	"	PUNCT
ajst-32600	90	23	and	and	CCONJ
ajst-32600	90	24	"	"	PUNCT
ajst-32600	90	25	conformity	conformity	NOUN
ajst-32600	90	26	"	"	PUNCT
ajst-32600	90	27	,	,	PUNCT
ajst-32600	90	28	but	but	CCONJ
ajst-32600	90	29	still	still	ADV
ajst-32600	90	30	can	can	AUX
ajst-32600	90	31	not	not	PART
ajst-32600	90	32	replace	replace	VERB
ajst-32600	90	33	dedicated	dedicated	ADJ
ajst-32600	90	34	security	security	NOUN
ajst-32600	90	35	tools	tool	NOUN
ajst-32600	90	36	and	and	CCONJ
ajst-32600	90	37	manual	manual	ADJ
ajst-32600	90	38	review	review	NOUN
ajst-32600	90	39	in	in	ADP
ajst-32600	90	40	areas	area	NOUN
ajst-32600	90	41	that	that	PRON
ajst-32600	90	42	require	require	VERB
ajst-32600	90	43	deep	deep	ADJ
ajst-32600	90	44	security	security	NOUN
ajst-32600	90	45	knowledge	knowledge	NOUN
ajst-32600	90	46	and	and	CCONJ
ajst-32600	90	47	complex	complex	ADJ
ajst-32600	90	48	data	datum	NOUN
ajst-32600	90	49	flow	flow	NOUN
ajst-32600	90	50	analysis	analysis	NOUN
ajst-32600	90	51	[	[	X
ajst-32600	90	52	5	5	NUM
ajst-32600	90	53	]	]	PUNCT
ajst-32600	90	54	.	.	PUNCT
ajst-32600	91	1	240	240	NUM
ajst-32600	91	2	3	3	NUM
ajst-32600	91	3	.	.	PUNCT
ajst-32600	91	4	discussion	discussion	NOUN
ajst-32600	91	5	table	table	NOUN
ajst-32600	91	6	2	2	NUM
ajst-32600	91	7	.	.	PUNCT
ajst-32600	92	1	the	the	DET
ajst-32600	92	2	comparison	comparison	NOUN
ajst-32600	92	3	of	of	ADP
ajst-32600	92	4	ai	ai	ADJ
ajst-32600	92	5	-	-	PUNCT
ajst-32600	92	6	assisted	assist	VERB
ajst-32600	92	7	code	code	NOUN
ajst-32600	92	8	generation	generation	NOUN
ajst-32600	92	9	and	and	CCONJ
ajst-32600	92	10	ai	ai	ADJ
ajst-32600	92	11	-	-	PUNCT
ajst-32600	92	12	driven	drive	VERB
ajst-32600	92	13	code	code	NOUN
ajst-32600	92	14	review	review	NOUN
ajst-32600	92	15	comparison	comparison	NOUN
ajst-32600	92	16	metric	metric	ADJ
ajst-32600	92	17	ai	ai	VERB
ajst-32600	92	18	-	-	PUNCT
ajst-32600	92	19	assisted	assist	VERB
ajst-32600	92	20	code	code	NOUN
ajst-32600	92	21	generation	generation	NOUN
ajst-32600	92	22	ai	ai	NOUN
ajst-32600	92	23	-	-	PUNCT
ajst-32600	92	24	driven	drive	VERB
ajst-32600	92	25	code	code	NOUN
ajst-32600	92	26	review	review	NOUN
ajst-32600	92	27	primary	primary	ADJ
ajst-32600	92	28	objective	objective	NOUN
ajst-32600	92	29	enhance	enhance	NOUN
ajst-32600	92	30	developer	developer	NOUN
ajst-32600	92	31	productivity	productivity	NOUN
ajst-32600	92	32	and	and	CCONJ
ajst-32600	92	33	accelerate	accelerate	VERB
ajst-32600	92	34	delivery	delivery	NOUN
ajst-32600	92	35	speed	speed	NOUN
ajst-32600	92	36	.	.	PUNCT
ajst-32600	93	1	automate	automate	NOUN
ajst-32600	93	2	code	code	NOUN
ajst-32600	93	3	writing	writing	NOUN
ajst-32600	93	4	to	to	PART
ajst-32600	93	5	reduce	reduce	VERB
ajst-32600	93	6	repetitive	repetitive	ADJ
ajst-32600	93	7	work	work	NOUN
ajst-32600	93	8	.	.	PUNCT
ajst-32600	94	1	ensure	ensure	VERB
ajst-32600	94	2	code	code	NOUN
ajst-32600	94	3	quality	quality	NOUN
ajst-32600	94	4	and	and	CCONJ
ajst-32600	94	5	proactive	proactive	ADJ
ajst-32600	94	6	defect	defect	NOUN
ajst-32600	94	7	detection	detection	NOUN
ajst-32600	94	8	.	.	PUNCT
ajst-32600	95	1	reduce	reduce	VERB
ajst-32600	95	2	human	human	ADJ
ajst-32600	95	3	effort	effort	NOUN
ajst-32600	95	4	and	and	CCONJ
ajst-32600	95	5	broaden	broaden	VERB
ajst-32600	95	6	the	the	DET
ajst-32600	95	7	scope	scope	NOUN
ajst-32600	95	8	of	of	ADP
ajst-32600	95	9	issue	issue	NOUN
ajst-32600	95	10	detection	detection	NOUN
ajst-32600	95	11	.	.	PUNCT
ajst-32600	96	1	advantages	advantage	NOUN
ajst-32600	96	2	1	1	NUM
ajst-32600	96	3	.	.	PUNCT
ajst-32600	96	4	strong	strong	ADJ
ajst-32600	96	5	instruction	instruction	NOUN
ajst-32600	96	6	following	following	NOUN
ajst-32600	96	7	:	:	PUNCT
ajst-32600	96	8	can	can	AUX
ajst-32600	96	9	convert	convert	VERB
ajst-32600	96	10	natural	natural	ADJ
ajst-32600	96	11	language	language	NOUN
ajst-32600	96	12	requirements	requirement	NOUN
ajst-32600	96	13	into	into	ADP
ajst-32600	96	14	executable	executable	ADJ
ajst-32600	96	15	code	code	NOUN
ajst-32600	96	16	(	(	PUNCT
ajst-32600	96	17	code	code	NOUN
ajst-32600	96	18	llama	llama	NOUN
ajst-32600	97	1	[	[	X
ajst-32600	97	2	14	14	NUM
ajst-32600	97	3	]	]	SYM
ajst-32600	97	4	)	)	PUNCT
ajst-32600	97	5	.	.	PUNCT
ajst-32600	98	1	2	2	X
ajst-32600	98	2	.	.	X
ajst-32600	98	3	long	long	ADJ
ajst-32600	98	4	context	context	NOUN
ajst-32600	98	5	dependency	dependency	NOUN
ajst-32600	98	6	:	:	PUNCT
ajst-32600	98	7	supports	support	VERB
ajst-32600	98	8	understanding	understanding	NOUN
ajst-32600	98	9	complex	complex	ADJ
ajst-32600	98	10	project	project	NOUN
ajst-32600	98	11	-	-	PUNCT
ajst-32600	98	12	level	level	NOUN
ajst-32600	98	13	contexts	context	NOUN
ajst-32600	98	14	and	and	CCONJ
ajst-32600	98	15	dependencies	dependency	NOUN
ajst-32600	98	16	.	.	PUNCT
ajst-32600	99	1	3	3	X
ajst-32600	99	2	.	.	X
ajst-32600	99	3	real	real	ADJ
ajst-32600	99	4	-	-	PUNCT
ajst-32600	99	5	time	time	NOUN
ajst-32600	99	6	infilling	infilling	NOUN
ajst-32600	99	7	:	:	PUNCT
ajst-32600	99	8	embedded	embed	VERB
ajst-32600	99	9	tools	tool	NOUN
ajst-32600	99	10	like	like	ADP
ajst-32600	99	11	copilot	copilot	NOUN
ajst-32600	100	1	[	[	X
ajst-32600	100	2	15	15	NUM
ajst-32600	100	3	]	]	PUNCT
ajst-32600	100	4	provide	provide	VERB
ajst-32600	100	5	instant	instant	ADJ
ajst-32600	100	6	code	code	NOUN
ajst-32600	100	7	completion	completion	NOUN
ajst-32600	100	8	,	,	PUNCT
ajst-32600	100	9	significantly	significantly	ADV
ajst-32600	100	10	boosting	boost	VERB
ajst-32600	100	11	coding	code	VERB
ajst-32600	100	12	speed	speed	NOUN
ajst-32600	100	13	.	.	PUNCT
ajst-32600	101	1	1	1	X
ajst-32600	101	2	.	.	X
ajst-32600	101	3	real	real	ADJ
ajst-32600	101	4	-	-	PUNCT
ajst-32600	101	5	time	time	NOUN
ajst-32600	101	6	embedded	embed	VERB
ajst-32600	101	7	feedback	feedback	NOUN
ajst-32600	101	8	:	:	PUNCT
ajst-32600	101	9	instantly	instantly	ADV
ajst-32600	101	10	identifies	identify	VERB
ajst-32600	101	11	and	and	CCONJ
ajst-32600	101	12	corrects	correct	VERB
ajst-32600	101	13	code	code	NOUN
ajst-32600	101	14	style	style	NOUN
ajst-32600	101	15	,	,	PUNCT
ajst-32600	101	16	idioms	idiom	NOUN
ajst-32600	101	17	,	,	PUNCT
ajst-32600	101	18	and	and	CCONJ
ajst-32600	101	19	low	low	ADJ
ajst-32600	101	20	-	-	PUNCT
ajst-32600	101	21	severity	severity	NOUN
ajst-32600	101	22	defects	defect	NOUN
ajst-32600	101	23	within	within	ADP
ajst-32600	101	24	the	the	DET
ajst-32600	101	25	ide	ide	NOUN
ajst-32600	101	26	[	[	X
ajst-32600	101	27	18	18	NUM
ajst-32600	101	28	]	]	PUNCT
ajst-32600	101	29	.	.	PUNCT
ajst-32600	102	1	2	2	X
ajst-32600	102	2	.	.	X
ajst-32600	102	3	semantic	semantic	ADJ
ajst-32600	102	4	understanding	understanding	NOUN
ajst-32600	102	5	:	:	PUNCT
ajst-32600	102	6	can	can	AUX
ajst-32600	102	7	identify	identify	VERB
ajst-32600	102	8	code	code	NOUN
ajst-32600	102	9	smells	smell	NOUN
ajst-32600	102	10	and	and	CCONJ
ajst-32600	102	11	potential	potential	ADJ
ajst-32600	102	12	future	future	ADJ
ajst-32600	102	13	risks	risk	NOUN
ajst-32600	102	14	that	that	SCONJ
ajst-32600	102	15	traditional	traditional	ADJ
ajst-32600	102	16	tools	tool	NOUN
ajst-32600	102	17	often	often	ADV
ajst-32600	102	18	miss	miss	VERB
ajst-32600	102	19	[	[	PUNCT
ajst-32600	102	20	13	13	NUM
ajst-32600	102	21	]	]	PUNCT
ajst-32600	102	22	.	.	PUNCT
ajst-32600	103	1	3	3	X
ajst-32600	103	2	.	.	X
ajst-32600	103	3	reduced	reduce	VERB
ajst-32600	103	4	human	human	ADJ
ajst-32600	103	5	cost	cost	NOUN
ajst-32600	103	6	:	:	PUNCT
ajst-32600	103	7	effectively	effectively	ADV
ajst-32600	103	8	handles	handle	VERB
ajst-32600	103	9	a	a	DET
ajst-32600	103	10	large	large	ADJ
ajst-32600	103	11	volume	volume	NOUN
ajst-32600	103	12	of	of	ADP
ajst-32600	103	13	low	low	ADJ
ajst-32600	103	14	-	-	PUNCT
ajst-32600	103	15	level	level	NOUN
ajst-32600	103	16	,	,	PUNCT
ajst-32600	103	17	repetitive	repetitive	ADJ
ajst-32600	103	18	review	review	NOUN
ajst-32600	103	19	tasks	task	NOUN
ajst-32600	103	20	,	,	PUNCT
ajst-32600	103	21	allowing	allow	VERB
ajst-32600	103	22	human	human	ADJ
ajst-32600	103	23	focus	focus	NOUN
ajst-32600	103	24	on	on	ADP
ajst-32600	103	25	core	core	ADJ
ajst-32600	103	26	logic	logic	NOUN
ajst-32600	103	27	.	.	PUNCT
ajst-32600	104	1	disadvantages	disadvantage	VERB
ajst-32600	104	2	1	1	NUM
ajst-32600	104	3	.	.	PUNCT
ajst-32600	104	4	reliability	reliability	NOUN
ajst-32600	104	5	risk	risk	NOUN
ajst-32600	104	6	:	:	PUNCT
ajst-32600	104	7	generated	generate	VERB
ajst-32600	104	8	code	code	NOUN
ajst-32600	104	9	correctness	correctness	NOUN
ajst-32600	104	10	rate	rate	NOUN
ajst-32600	104	11	is	be	AUX
ajst-32600	104	12	moderate	moderate	ADJ
ajst-32600	104	13	(	(	PUNCT
ajst-32600	104	14	copilot	copilot	NOUN
ajst-32600	104	15	approx	approx	NOUN
ajst-32600	104	16	.	.	PUNCT
ajst-32600	105	1	46.3	46.3	NUM
ajst-32600	105	2	%	%	NOUN
ajst-32600	105	3	[	[	X
ajst-32600	105	4	17	17	NUM
ajst-32600	105	5	]	]	NUM
ajst-32600	105	6	)	)	PUNCT
ajst-32600	105	7	.	.	PUNCT
ajst-32600	106	1	2	2	X
ajst-32600	106	2	.	.	X
ajst-32600	106	3	security	security	NOUN
ajst-32600	106	4	risk	risk	NOUN
ajst-32600	106	5	:	:	PUNCT
ajst-32600	106	6	prone	prone	ADJ
ajst-32600	106	7	to	to	ADP
ajst-32600	106	8	generating	generate	VERB
ajst-32600	106	9	code	code	NOUN
ajst-32600	106	10	with	with	ADP
ajst-32600	106	11	security	security	NOUN
ajst-32600	106	12	vulnerabilities	vulnerability	NOUN
ajst-32600	106	13	or	or	CCONJ
ajst-32600	106	14	unsafe	unsafe	ADJ
ajst-32600	106	15	api	api	NOUN
ajst-32600	106	16	usage	usage	NOUN
ajst-32600	106	17	[	[	X
ajst-32600	106	18	18	18	NUM
ajst-32600	106	19	]	]	PUNCT
ajst-32600	106	20	.	.	PUNCT
ajst-32600	107	1	3	3	X
ajst-32600	107	2	.	.	X
ajst-32600	107	3	verification	verification	NOUN
ajst-32600	107	4	cost	cost	NOUN
ajst-32600	107	5	:	:	PUNCT
ajst-32600	107	6	developers	developer	NOUN
ajst-32600	107	7	must	must	AUX
ajst-32600	107	8	spend	spend	VERB
ajst-32600	107	9	extra	extra	ADJ
ajst-32600	107	10	time	time	NOUN
ajst-32600	107	11	verifying	verifying	NOUN
ajst-32600	107	12	and	and	CCONJ
ajst-32600	107	13	refactoring	refactore	VERB
ajst-32600	107	14	the	the	DET
ajst-32600	107	15	generated	generate	VERB
ajst-32600	107	16	code	code	NOUN
ajst-32600	107	17	.	.	PUNCT
ajst-32600	108	1	1	1	X
ajst-32600	108	2	.	.	X
ajst-32600	108	3	inadequate	inadequate	ADJ
ajst-32600	108	4	high	high	ADJ
ajst-32600	108	5	-	-	PUNCT
ajst-32600	108	6	risk	risk	NOUN
ajst-32600	108	7	vulnerability	vulnerability	NOUN
ajst-32600	108	8	detection	detection	NOUN
ajst-32600	108	9	:	:	PUNCT
ajst-32600	108	10	struggles	struggle	VERB
ajst-32600	108	11	to	to	PART
ajst-32600	108	12	find	find	VERB
ajst-32600	108	13	complex	complex	ADJ
ajst-32600	108	14	,	,	PUNCT
ajst-32600	108	15	data	data	NOUN
ajst-32600	108	16	-	-	PUNCT
ajst-32600	108	17	flow	flow	NOUN
ajst-32600	108	18	-	-	PUNCT
ajst-32600	108	19	dependent	dependent	ADJ
ajst-32600	108	20	security	security	NOUN
ajst-32600	108	21	flaws	flaw	NOUN
ajst-32600	108	22	like	like	ADP
ajst-32600	108	23	sql	sql	NOUN
ajst-32600	108	24	injection	injection	NOUN
ajst-32600	108	25	[	[	X
ajst-32600	108	26	18	18	NUM
ajst-32600	108	27	]	]	SYM
ajst-32600	108	28	.	.	PUNCT
ajst-32600	109	1	2	2	X
ajst-32600	109	2	.	.	X
ajst-32600	109	3	lack	lack	NOUN
ajst-32600	109	4	of	of	ADP
ajst-32600	109	5	explainability	explainability	NOUN
ajst-32600	109	6	:	:	PUNCT
ajst-32600	109	7	review	review	VERB
ajst-32600	109	8	suggestions	suggestion	NOUN
ajst-32600	109	9	lack	lack	VERB
ajst-32600	109	10	underlying	underlying	ADJ
ajst-32600	109	11	reasoning	reasoning	NOUN
ajst-32600	109	12	,	,	PUNCT
ajst-32600	109	13	affecting	affect	VERB
ajst-32600	109	14	developer	developer	NOUN
ajst-32600	109	15	trust	trust	NOUN
ajst-32600	109	16	and	and	CCONJ
ajst-32600	109	17	adoption	adoption	NOUN
ajst-32600	109	18	.	.	PUNCT
ajst-32600	110	1	future	future	ADJ
ajst-32600	110	2	development	development	NOUN
ajst-32600	110	3	focus	focus	VERB
ajst-32600	110	4	1	1	NUM
ajst-32600	110	5	.	.	PUNCT
ajst-32600	111	1	agent	agent	NOUN
ajst-32600	111	2	-	-	PUNCT
ajst-32600	111	3	based	base	VERB
ajst-32600	111	4	closed	closed	ADJ
ajst-32600	111	5	-	-	PUNCT
ajst-32600	111	6	loop	loop	NOUN
ajst-32600	111	7	generation	generation	NOUN
ajst-32600	111	8	:	:	PUNCT
ajst-32600	111	9	developing	develop	VERB
ajst-32600	111	10	ai	ai	AUX
ajst-32600	111	11	agent	agent	NOUN
ajst-32600	111	12	models	model	NOUN
ajst-32600	111	13	capable	capable	ADJ
ajst-32600	111	14	of	of	ADP
ajst-32600	111	15	self	self	NOUN
ajst-32600	111	16	-	-	PUNCT
ajst-32600	111	17	testing	testing	NOUN
ajst-32600	111	18	and	and	CCONJ
ajst-32600	111	19	selfcorrection	selfcorrection	NOUN
ajst-32600	111	20	.	.	PUNCT
ajst-32600	112	1	2	2	X
ajst-32600	112	2	.	.	X
ajst-32600	112	3	quality	quality	NOUN
ajst-32600	112	4	improvement	improvement	NOUN
ajst-32600	112	5	:	:	PUNCT
ajst-32600	112	6	focusing	focus	VERB
ajst-32600	112	7	on	on	ADP
ajst-32600	112	8	generating	generate	VERB
ajst-32600	112	9	highreliability	highreliability	NOUN
ajst-32600	112	10	,	,	PUNCT
ajst-32600	112	11	high	high	ADJ
ajst-32600	112	12	-	-	PUNCT
ajst-32600	112	13	security	security	NOUN
ajst-32600	112	14	code	code	NOUN
ajst-32600	112	15	to	to	PART
ajst-32600	112	16	reduce	reduce	VERB
ajst-32600	112	17	postverification	postverification	NOUN
ajst-32600	112	18	costs	cost	NOUN
ajst-32600	112	19	.	.	PUNCT
ajst-32600	113	1	3	3	X
ajst-32600	113	2	.	.	X
ajst-32600	113	3	customization	customization	NOUN
ajst-32600	113	4	:	:	PUNCT
ajst-32600	113	5	enhancing	enhance	VERB
ajst-32600	113	6	fine	fine	ADV
ajst-32600	113	7	-	-	PUNCT
ajst-32600	113	8	tuning	tune	VERB
ajst-32600	113	9	capabilities	capability	NOUN
ajst-32600	113	10	for	for	ADP
ajst-32600	113	11	specific	specific	ADJ
ajst-32600	113	12	enterprise	enterprise	NOUN
ajst-32600	113	13	architectures	architecture	NOUN
ajst-32600	113	14	and	and	CCONJ
ajst-32600	113	15	domain	domain	NOUN
ajst-32600	113	16	languages	language	NOUN
ajst-32600	113	17	.	.	PUNCT
ajst-32600	114	1	1	1	X
ajst-32600	114	2	.	.	X
ajst-32600	114	3	multimodal	multimodal	NOUN
ajst-32600	114	4	analysis	analysis	NOUN
ajst-32600	114	5	:	:	PUNCT
ajst-32600	114	6	combining	combine	VERB
ajst-32600	114	7	code	code	NOUN
ajst-32600	114	8	,	,	PUNCT
ajst-32600	114	9	test	test	NOUN
ajst-32600	114	10	reports	report	NOUN
ajst-32600	114	11	,	,	PUNCT
ajst-32600	114	12	and	and	CCONJ
ajst-32600	114	13	architectural	architectural	ADJ
ajst-32600	114	14	diagrams	diagram	NOUN
ajst-32600	114	15	for	for	ADP
ajst-32600	114	16	more	more	ADV
ajst-32600	114	17	robust	robust	ADJ
ajst-32600	114	18	defect	defect	NOUN
ajst-32600	114	19	prediction	prediction	NOUN
ajst-32600	114	20	.	.	PUNCT
ajst-32600	115	1	2	2	X
ajst-32600	115	2	.	.	X
ajst-32600	115	3	explainable	explainable	ADJ
ajst-32600	115	4	security	security	NOUN
ajst-32600	115	5	review	review	NOUN
ajst-32600	115	6	:	:	PUNCT
ajst-32600	115	7	improving	improve	VERB
ajst-32600	115	8	security	security	NOUN
ajst-32600	115	9	vulnerability	vulnerability	NOUN
ajst-32600	115	10	detection	detection	NOUN
ajst-32600	115	11	and	and	CCONJ
ajst-32600	115	12	providing	provide	VERB
ajst-32600	115	13	detailed	detailed	ADJ
ajst-32600	115	14	root	root	NOUN
ajst-32600	115	15	cause	cause	VERB
ajst-32600	115	16	analysis	analysis	NOUN
ajst-32600	115	17	.	.	PUNCT
ajst-32600	116	1	3	3	X
ajst-32600	116	2	.	.	X
ajst-32600	116	3	human	human	ADJ
ajst-32600	116	4	-	-	PUNCT
ajst-32600	116	5	ai	ai	NOUN
ajst-32600	116	6	collaboration	collaboration	NOUN
ajst-32600	116	7	optimization	optimization	NOUN
ajst-32600	116	8	:	:	PUNCT
ajst-32600	116	9	exploring	explore	VERB
ajst-32600	116	10	seamless	seamless	ADJ
ajst-32600	116	11	integration	integration	NOUN
ajst-32600	116	12	of	of	ADP
ajst-32600	116	13	llms	llm	NOUN
ajst-32600	116	14	into	into	ADP
ajst-32600	116	15	the	the	DET
ajst-32600	116	16	human	human	ADJ
ajst-32600	116	17	review	review	NOUN
ajst-32600	116	18	process	process	NOUN
ajst-32600	116	19	to	to	PART
ajst-32600	116	20	boost	boost	VERB
ajst-32600	116	21	overall	overall	ADJ
ajst-32600	116	22	efficiency	efficiency	NOUN
ajst-32600	116	23	.	.	PUNCT
ajst-32600	117	1	4	4	X
ajst-32600	117	2	.	.	X
ajst-32600	117	3	conclusion	conclusion	NOUN
ajst-32600	117	4	in	in	ADP
ajst-32600	117	5	the	the	DET
ajst-32600	117	6	field	field	NOUN
ajst-32600	117	7	of	of	ADP
ajst-32600	117	8	code	code	NOUN
ajst-32600	117	9	generation	generation	NOUN
ajst-32600	117	10	,	,	PUNCT
ajst-32600	117	11	llms	llm	NOUN
ajst-32600	117	12	such	such	ADJ
ajst-32600	117	13	as	as	ADP
ajst-32600	117	14	code	code	NOUN
ajst-32600	117	15	llama	llama	NOUN
ajst-32600	117	16	and	and	CCONJ
ajst-32600	117	17	github	github	PROPN
ajst-32600	117	18	copilot	copilot	NOUN
ajst-32600	117	19	have	have	AUX
ajst-32600	117	20	become	become	VERB
ajst-32600	117	21	indispensable	indispensable	ADJ
ajst-32600	117	22	tools	tool	NOUN
ajst-32600	117	23	for	for	ADP
ajst-32600	117	24	developers	developer	NOUN
ajst-32600	117	25	in	in	ADP
ajst-32600	117	26	their	their	PRON
ajst-32600	117	27	daily	daily	ADJ
ajst-32600	117	28	work	work	NOUN
ajst-32600	117	29	.	.	PUNCT
ajst-32600	118	1	by	by	ADP
ajst-32600	118	2	leveraging	leverage	VERB
ajst-32600	118	3	long	long	ADJ
ajst-32600	118	4	sequence	sequence	NOUN
ajst-32600	118	5	context	context	NOUN
ajst-32600	118	6	and	and	CCONJ
ajst-32600	118	7	the	the	DET
ajst-32600	118	8	ability	ability	NOUN
ajst-32600	118	9	to	to	PART
ajst-32600	118	10	follow	follow	VERB
ajst-32600	118	11	natural	natural	ADJ
ajst-32600	118	12	language	language	NOUN
ajst-32600	118	13	instructions	instruction	NOUN
ajst-32600	118	14	,	,	PUNCT
ajst-32600	118	15	they	they	PRON
ajst-32600	118	16	achieve	achieve	VERB
ajst-32600	118	17	rapid	rapid	ADJ
ajst-32600	118	18	conversion	conversion	NOUN
ajst-32600	118	19	from	from	ADP
ajst-32600	118	20	requirement	requirement	NOUN
ajst-32600	118	21	descriptions	description	NOUN
ajst-32600	118	22	to	to	PART
ajst-32600	118	23	function	function	VERB
ajst-32600	118	24	/	/	SYM
ajst-32600	118	25	module	module	NOUN
ajst-32600	118	26	skeletons	skeleton	NOUN
ajst-32600	118	27	,	,	PUNCT
ajst-32600	118	28	significantly	significantly	ADV
ajst-32600	118	29	accelerating	accelerate	VERB
ajst-32600	118	30	the	the	DET
ajst-32600	118	31	code	code	NOUN
ajst-32600	118	32	delivery	delivery	NOUN
ajst-32600	118	33	speed	speed	NOUN
ajst-32600	118	34	.	.	PUNCT
ajst-32600	119	1	on	on	ADP
ajst-32600	119	2	the	the	DET
ajst-32600	119	3	other	other	ADJ
ajst-32600	119	4	hand	hand	NOUN
ajst-32600	119	5	,	,	PUNCT
ajst-32600	119	6	in	in	ADP
ajst-32600	119	7	code	code	NOUN
ajst-32600	119	8	review	review	NOUN
ajst-32600	119	9	,	,	PUNCT
ajst-32600	119	10	llms	llm	NOUN
ajst-32600	119	11	demonstrate	demonstrate	VERB
ajst-32600	119	12	strong	strong	ADJ
ajst-32600	119	13	semantic	semantic	ADJ
ajst-32600	119	14	understanding	understanding	NOUN
ajst-32600	119	15	and	and	CCONJ
ajst-32600	119	16	context	context	NOUN
ajst-32600	119	17	reasoning	reasoning	NOUN
ajst-32600	119	18	capabilities	capability	NOUN
ajst-32600	119	19	,	,	PUNCT
ajst-32600	119	20	effectively	effectively	ADV
ajst-32600	119	21	identifying	identify	VERB
ajst-32600	119	22	code	code	NOUN
ajst-32600	119	23	anomalies	anomaly	NOUN
ajst-32600	119	24	,	,	PUNCT
ajst-32600	119	25	potential	potential	ADJ
ajst-32600	119	26	bugs	bug	NOUN
ajst-32600	119	27	,	,	PUNCT
ajst-32600	119	28	and	and	CCONJ
ajst-32600	119	29	providing	provide	VERB
ajst-32600	119	30	best	good	ADJ
ajst-32600	119	31	practice	practice	NOUN
ajst-32600	119	32	suggestions	suggestion	NOUN
ajst-32600	119	33	.	.	PUNCT
ajst-32600	120	1	tools	tool	NOUN
ajst-32600	120	2	like	like	ADP
ajst-32600	120	3	copilot	copilot	NOUN
ajst-32600	120	4	significantly	significantly	ADV
ajst-32600	120	5	reduce	reduce	VERB
ajst-32600	120	6	the	the	DET
ajst-32600	120	7	burden	burden	NOUN
ajst-32600	120	8	on	on	ADP
ajst-32600	120	9	human	human	ADJ
ajst-32600	120	10	reviewers	reviewer	NOUN
ajst-32600	120	11	by	by	ADP
ajst-32600	120	12	automating	automate	VERB
ajst-32600	120	13	formatting	formatting	NOUN
ajst-32600	120	14	and	and	CCONJ
ajst-32600	120	15	handling	handle	VERB
ajst-32600	120	16	low	low	ADJ
ajst-32600	120	17	-	-	PUNCT
ajst-32600	120	18	severity	severity	NOUN
ajst-32600	120	19	issues	issue	NOUN
ajst-32600	120	20	.	.	PUNCT
ajst-32600	121	1	although	although	SCONJ
ajst-32600	121	2	ai	ai	NOUN
ajst-32600	121	3	has	have	AUX
ajst-32600	121	4	achieved	achieve	VERB
ajst-32600	121	5	remarkable	remarkable	ADJ
ajst-32600	121	6	results	result	NOUN
ajst-32600	121	7	in	in	ADP
ajst-32600	121	8	enhancing	enhance	VERB
ajst-32600	121	9	efficiency	efficiency	NOUN
ajst-32600	121	10	and	and	CCONJ
ajst-32600	121	11	ensuring	ensure	VERB
ajst-32600	121	12	initial	initial	ADJ
ajst-32600	121	13	quality	quality	NOUN
ajst-32600	121	14	,	,	PUNCT
ajst-32600	121	15	it	it	PRON
ajst-32600	121	16	still	still	ADV
ajst-32600	121	17	faces	face	VERB
ajst-32600	121	18	multiple	multiple	ADJ
ajst-32600	121	19	significant	significant	ADJ
ajst-32600	121	20	challenges	challenge	NOUN
ajst-32600	121	21	in	in	ADP
ajst-32600	121	22	the	the	DET
ajst-32600	121	23	process	process	NOUN
ajst-32600	121	24	of	of	ADP
ajst-32600	121	25	moving	move	VERB
ajst-32600	121	26	towards	towards	ADP
ajst-32600	121	27	a	a	DET
ajst-32600	121	28	fully	fully	ADV
ajst-32600	121	29	automated	automate	VERB
ajst-32600	121	30	intelligent	intelligent	ADJ
ajst-32600	121	31	development	development	NOUN
ajst-32600	121	32	paradigm	paradigm	NOUN
ajst-32600	121	33	.	.	PUNCT
ajst-32600	122	1	although	although	SCONJ
ajst-32600	122	2	the	the	DET
ajst-32600	122	3	code	code	NOUN
ajst-32600	122	4	generated	generate	VERB
ajst-32600	122	5	by	by	ADP
ajst-32600	122	6	llm	llm	PROPN
ajst-32600	122	7	has	have	VERB
ajst-32600	122	8	high	high	ADJ
ajst-32600	122	9	grammatical	grammatical	ADJ
ajst-32600	122	10	validity	validity	NOUN
ajst-32600	122	11	,	,	PUNCT
ajst-32600	122	12	its	its	PRON
ajst-32600	122	13	logical	logical	ADJ
ajst-32600	122	14	correctness	correctness	NOUN
ajst-32600	122	15	still	still	ADV
ajst-32600	122	16	needs	need	VERB
ajst-32600	122	17	to	to	PART
ajst-32600	122	18	be	be	AUX
ajst-32600	122	19	improved	improve	VERB
ajst-32600	122	20	.	.	PUNCT
ajst-32600	123	1	for	for	ADP
ajst-32600	123	2	instance	instance	NOUN
ajst-32600	123	3	,	,	PUNCT
ajst-32600	123	4	the	the	DET
ajst-32600	123	5	evaluation	evaluation	NOUN
ajst-32600	123	6	results	result	NOUN
ajst-32600	123	7	show	show	VERB
ajst-32600	123	8	that	that	SCONJ
ajst-32600	123	9	the	the	DET
ajst-32600	123	10	proportion	proportion	NOUN
ajst-32600	123	11	of	of	ADP
ajst-32600	123	12	the	the	DET
ajst-32600	123	13	code	code	NOUN
ajst-32600	123	14	generated	generate	VERB
ajst-32600	123	15	by	by	ADP
ajst-32600	123	16	copilot	copilot	NOUN
ajst-32600	123	17	that	that	PRON
ajst-32600	123	18	is	be	AUX
ajst-32600	123	19	logically	logically	ADV
ajst-32600	123	20	correct	correct	ADJ
ajst-32600	123	21	is	be	AUX
ajst-32600	123	22	only	only	ADV
ajst-32600	123	23	approximately	approximately	ADV
ajst-32600	123	24	46.3	46.3	NUM
ajst-32600	123	25	%	%	NOUN
ajst-32600	123	26	.	.	PUNCT
ajst-32600	124	1	this	this	PRON
ajst-32600	124	2	indicates	indicate	VERB
ajst-32600	124	3	that	that	SCONJ
ajst-32600	124	4	developers	developer	NOUN
ajst-32600	124	5	still	still	ADV
ajst-32600	124	6	need	need	VERB
ajst-32600	124	7	to	to	PART
ajst-32600	124	8	invest	invest	VERB
ajst-32600	124	9	a	a	DET
ajst-32600	124	10	lot	lot	NOUN
ajst-32600	124	11	of	of	ADP
ajst-32600	124	12	effort	effort	NOUN
ajst-32600	124	13	in	in	ADP
ajst-32600	124	14	verification	verification	NOUN
ajst-32600	124	15	and	and	CCONJ
ajst-32600	124	16	debugging	debugging	NOUN
ajst-32600	124	17	.	.	PUNCT
ajst-32600	125	1	in	in	ADP
ajst-32600	125	2	terms	term	NOUN
ajst-32600	125	3	of	of	ADP
ajst-32600	125	4	code	code	NOUN
ajst-32600	125	5	review	review	NOUN
ajst-32600	125	6	,	,	PUNCT
ajst-32600	125	7	llm	llm	ADJ
ajst-32600	125	8	-	-	PUNCT
ajst-32600	125	9	assisted	assist	VERB
ajst-32600	125	10	tools	tool	NOUN
ajst-32600	125	11	(	(	PUNCT
ajst-32600	125	12	such	such	ADJ
ajst-32600	125	13	as	as	ADP
ajst-32600	125	14	copilot	copilot	NOUN
ajst-32600	125	15	)	)	PUNCT
ajst-32600	125	16	perform	perform	VERB
ajst-32600	125	17	poorly	poorly	ADV
ajst-32600	125	18	in	in	ADP
ajst-32600	125	19	detecting	detect	VERB
ajst-32600	125	20	high	high	ADJ
ajst-32600	125	21	-	-	PUNCT
ajst-32600	125	22	severity	severity	NOUN
ajst-32600	125	23	security	security	NOUN
ajst-32600	125	24	241	241	NUM
ajst-32600	125	25	vulnerabilities	vulnerability	NOUN
ajst-32600	125	26	(	(	PUNCT
ajst-32600	125	27	such	such	ADJ
ajst-32600	125	28	as	as	ADP
ajst-32600	125	29	sql	sql	PROPN
ajst-32600	125	30	injection	injection	NOUN
ajst-32600	125	31	,	,	PUNCT
ajst-32600	125	32	xss	xss	NOUN
ajst-32600	125	33	,	,	PUNCT
ajst-32600	125	34	and	and	CCONJ
ajst-32600	125	35	insecure	insecure	ADJ
ajst-32600	125	36	deserialization	deserialization	NOUN
ajst-32600	125	37	)	)	PUNCT
ajst-32600	125	38	.	.	PUNCT
ajst-32600	126	1	this	this	PRON
ajst-32600	126	2	reveals	reveal	VERB
ajst-32600	126	3	the	the	DET
ajst-32600	126	4	limitations	limitation	NOUN
ajst-32600	126	5	of	of	ADP
ajst-32600	126	6	llm	llm	PROPN
ajst-32600	126	7	in	in	ADP
ajst-32600	126	8	complex	complex	ADJ
ajst-32600	126	9	data	datum	NOUN
ajst-32600	126	10	flow	flow	NOUN
ajst-32600	126	11	analysis	analysis	NOUN
ajst-32600	126	12	and	and	CCONJ
ajst-32600	126	13	deep	deep	ADJ
ajst-32600	126	14	security	security	NOUN
ajst-32600	126	15	knowledge	knowledge	NOUN
ajst-32600	126	16	,	,	PUNCT
ajst-32600	126	17	and	and	CCONJ
ajst-32600	126	18	it	it	PRON
ajst-32600	126	19	can	can	AUX
ajst-32600	126	20	not	not	PART
ajst-32600	126	21	replace	replace	VERB
ajst-32600	126	22	dedicated	dedicated	ADJ
ajst-32600	126	23	security	security	NOUN
ajst-32600	126	24	tools	tool	NOUN
ajst-32600	126	25	and	and	CCONJ
ajst-32600	126	26	manual	manual	ADJ
ajst-32600	126	27	audits	audits	NOUN
ajst-32600	126	28	.	.	PUNCT
ajst-32600	127	1	future	future	ADJ
ajst-32600	127	2	research	research	NOUN
ajst-32600	127	3	on	on	ADP
ajst-32600	127	4	ai	ai	ADJ
ajst-32600	127	5	-	-	PUNCT
ajst-32600	127	6	driven	drive	VERB
ajst-32600	127	7	software	software	NOUN
ajst-32600	127	8	development	development	NOUN
ajst-32600	127	9	needs	need	VERB
ajst-32600	127	10	to	to	PART
ajst-32600	127	11	combine	combine	VERB
ajst-32600	127	12	the	the	DET
ajst-32600	127	13	semantic	semantic	ADJ
ajst-32600	127	14	understanding	understanding	NOUN
ajst-32600	127	15	advantages	advantage	NOUN
ajst-32600	127	16	of	of	ADP
ajst-32600	127	17	llm	llm	PROPN
ajst-32600	127	18	with	with	ADP
ajst-32600	127	19	the	the	DET
ajst-32600	127	20	accuracy	accuracy	NOUN
ajst-32600	127	21	of	of	ADP
ajst-32600	127	22	traditional	traditional	ADJ
ajst-32600	127	23	static	static	ADJ
ajst-32600	127	24	analysis	analysis	NOUN
ajst-32600	127	25	tools	tool	NOUN
ajst-32600	127	26	to	to	PART
ajst-32600	127	27	build	build	VERB
ajst-32600	127	28	hybrid	hybrid	ADJ
ajst-32600	127	29	ai	ai	NOUN
ajst-32600	127	30	agents	agent	NOUN
ajst-32600	127	31	.	.	PUNCT
ajst-32600	128	1	these	these	DET
ajst-32600	128	2	agents	agent	NOUN
ajst-32600	128	3	will	will	AUX
ajst-32600	128	4	focus	focus	VERB
ajst-32600	128	5	on	on	ADP
ajst-32600	128	6	security	security	NOUN
ajst-32600	128	7	sensitivity	sensitivity	NOUN
ajst-32600	128	8	and	and	CCONJ
ajst-32600	128	9	performance	performance	NOUN
ajst-32600	128	10	optimization	optimization	NOUN
ajst-32600	128	11	,	,	PUNCT
ajst-32600	128	12	and	and	CCONJ
ajst-32600	128	13	be	be	AUX
ajst-32600	128	14	capable	capable	ADJ
ajst-32600	128	15	of	of	ADP
ajst-32600	128	16	performing	perform	VERB
ajst-32600	128	17	complex	complex	ADJ
ajst-32600	128	18	program	program	NOUN
ajst-32600	128	19	analysis	analysis	NOUN
ajst-32600	128	20	(	(	PUNCT
ajst-32600	128	21	such	such	ADJ
ajst-32600	128	22	as	as	ADP
ajst-32600	128	23	data	data	NOUN
ajst-32600	128	24	flow	flow	NOUN
ajst-32600	128	25	and	and	CCONJ
ajst-32600	128	26	control	control	NOUN
ajst-32600	128	27	flow	flow	NOUN
ajst-32600	128	28	analysis	analysis	NOUN
ajst-32600	128	29	)	)	PUNCT
ajst-32600	128	30	,	,	PUNCT
ajst-32600	128	31	in	in	ADP
ajst-32600	128	32	order	order	NOUN
ajst-32600	128	33	to	to	PART
ajst-32600	128	34	overcome	overcome	VERB
ajst-32600	128	35	the	the	DET
ajst-32600	128	36	limitations	limitation	NOUN
ajst-32600	128	37	of	of	ADP
ajst-32600	128	38	current	current	ADJ
ajst-32600	128	39	llm	llm	NOUN
ajst-32600	128	40	in	in	ADP
ajst-32600	128	41	detecting	detect	VERB
ajst-32600	128	42	high	high	ADJ
ajst-32600	128	43	-	-	PUNCT
ajst-32600	128	44	risk	risk	NOUN
ajst-32600	128	45	defects	defect	NOUN
ajst-32600	128	46	.	.	PUNCT
ajst-32600	129	1	it	it	PRON
ajst-32600	129	2	is	be	AUX
ajst-32600	129	3	also	also	ADV
ajst-32600	129	4	necessary	necessary	ADJ
ajst-32600	129	5	to	to	ADP
ajst-32600	129	6	further	far	ADV
ajst-32600	129	7	fine	fine	ADJ
ajst-32600	129	8	-	-	PUNCT
ajst-32600	129	9	tune	tune	NOUN
ajst-32600	129	10	llm	llm	NOUN
ajst-32600	129	11	for	for	ADP
ajst-32600	129	12	specific	specific	ADJ
ajst-32600	129	13	backend	backend	NOUN
ajst-32600	129	14	technology	technology	NOUN
ajst-32600	129	15	stacks	stack	NOUN
ajst-32600	129	16	and	and	CCONJ
ajst-32600	129	17	enterprise	enterprise	NOUN
ajst-32600	129	18	internal	internal	ADJ
ajst-32600	129	19	code	code	NOUN
ajst-32600	129	20	repositories	repository	NOUN
ajst-32600	129	21	to	to	PART
ajst-32600	129	22	enhance	enhance	VERB
ajst-32600	129	23	the	the	DET
ajst-32600	129	24	model	model	NOUN
ajst-32600	129	25	's	's	PART
ajst-32600	129	26	ability	ability	NOUN
ajst-32600	129	27	to	to	PART
ajst-32600	129	28	understand	understand	VERB
ajst-32600	129	29	complex	complex	ADJ
ajst-32600	129	30	business	business	NOUN
ajst-32600	129	31	logic	logic	NOUN
ajst-32600	129	32	and	and	CCONJ
ajst-32600	129	33	architectural	architectural	ADJ
ajst-32600	129	34	specifications	specification	NOUN
ajst-32600	129	35	,	,	PUNCT
ajst-32600	129	36	and	and	CCONJ
ajst-32600	129	37	improve	improve	VERB
ajst-32600	129	38	the	the	DET
ajst-32600	129	39	domain	domain	NOUN
ajst-32600	129	40	relevance	relevance	NOUN
ajst-32600	129	41	and	and	CCONJ
ajst-32600	129	42	accuracy	accuracy	NOUN
ajst-32600	129	43	of	of	ADP
ajst-32600	129	44	the	the	DET
ajst-32600	129	45	generated	generate	VERB
ajst-32600	129	46	code	code	NOUN
ajst-32600	129	47	.	.	PUNCT
ajst-32600	130	1	references	reference	NOUN
ajst-32600	130	2	[	[	X
ajst-32600	130	3	1	1	NUM
ajst-32600	130	4	]	]	X
ajst-32600	130	5	nyaga	nyaga	PROPN
ajst-32600	130	6	,	,	PUNCT
ajst-32600	130	7	f.	f.	PROPN
ajst-32600	130	8	(	(	PUNCT
ajst-32600	130	9	2025	2025	NUM
ajst-32600	130	10	)	)	PUNCT
ajst-32600	130	11	.	.	PUNCT
ajst-32600	131	1	ai	ai	AUX
ajst-32600	131	2	-	-	PUNCT
ajst-32600	131	3	driven	drive	VERB
ajst-32600	131	4	software	software	NOUN
ajst-32600	131	5	engineering	engineering	NOUN
ajst-32600	131	6	:	:	PUNCT
ajst-32600	131	7	a	a	DET
ajst-32600	131	8	systematic	systematic	ADJ
ajst-32600	131	9	review	review	NOUN
ajst-32600	131	10	of	of	ADP
ajst-32600	131	11	machine	machine	NOUN
ajst-32600	131	12	learning	learning	NOUN
ajst-32600	131	13	’s	’s	PART
ajst-32600	131	14	impact	impact	NOUN
ajst-32600	131	15	and	and	CCONJ
ajst-32600	131	16	future	future	ADJ
ajst-32600	131	17	directions	direction	NOUN
ajst-32600	131	18	.	.	PUNCT
ajst-32600	132	1	preprints	preprint	NOUN
ajst-32600	132	2	.	.	PUNCT
ajst-32600	133	1	https://doi.org/10.20944/preprints202504.0174.v1	https://doi.org/10.20944/preprints202504.0174.v1	X
ajst-32600	133	2	.	.	PUNCT
ajst-32600	134	1	[	[	X
ajst-32600	134	2	2	2	NUM
ajst-32600	134	3	]	]	X
ajst-32600	134	4	konakanchi	konakanchi	PROPN
ajst-32600	134	5	,	,	PUNCT
ajst-32600	134	6	s.	s.	PROPN
ajst-32600	134	7	(	(	PUNCT
ajst-32600	134	8	2025	2025	NUM
ajst-32600	134	9	)	)	PUNCT
ajst-32600	134	10	.	.	PUNCT
ajst-32600	135	1	artificial	artificial	ADJ
ajst-32600	135	2	intelligence	intelligence	NOUN
ajst-32600	135	3	in	in	ADP
ajst-32600	135	4	code	code	NOUN
ajst-32600	135	5	optimization	optimization	NOUN
ajst-32600	135	6	and	and	CCONJ
ajst-32600	135	7	refactoring	refactoring	NOUN
ajst-32600	135	8	.	.	PUNCT
ajst-32600	136	1	journal	journal	PROPN
ajst-32600	136	2	of	of	ADP
ajst-32600	136	3	data	datum	NOUN
ajst-32600	136	4	and	and	CCONJ
ajst-32600	136	5	digital	digital	ADJ
ajst-32600	136	6	innovation	innovation	NOUN
ajst-32600	136	7	(	(	PUNCT
ajst-32600	136	8	jddi	jddi	ADJ
ajst-32600	136	9	)	)	PUNCT
ajst-32600	136	10	,	,	PUNCT
ajst-32600	136	11	2(1	2(1	NUM
ajst-32600	136	12	)	)	PUNCT
ajst-32600	136	13	,	,	PUNCT
ajst-32600	136	14	9	9	NUM
ajst-32600	136	15	-	-	SYM
ajst-32600	136	16	35	35	NUM
ajst-32600	136	17	.	.	PUNCT
ajst-32600	137	1	[	[	X
ajst-32600	137	2	3	3	NUM
ajst-32600	137	3	]	]	X
ajst-32600	137	4	rao	rao	PROPN
ajst-32600	137	5	,	,	PUNCT
ajst-32600	137	6	b.	b.	PROPN
ajst-32600	137	7	s.	s.	PROPN
ajst-32600	137	8	m.	m.	PROPN
ajst-32600	137	9	,	,	PUNCT
ajst-32600	137	10	bandari	bandari	NOUN
ajst-32600	137	11	,	,	PUNCT
ajst-32600	137	12	s.	s.	PROPN
ajst-32600	137	13	s.	s.	PROPN
ajst-32600	137	14	g.	g.	PROPN
ajst-32600	137	15	,	,	PUNCT
ajst-32600	137	16	&	&	CCONJ
ajst-32600	137	17	nc	nc	PROPN
ajst-32600	137	18	,	,	PUNCT
ajst-32600	137	19	r.	r.	PROPN
ajst-32600	137	20	(	(	PUNCT
ajst-32600	137	21	2025	2025	NUM
ajst-32600	137	22	)	)	PUNCT
ajst-32600	137	23	.	.	PUNCT
ajst-32600	138	1	replacing	replace	VERB
ajst-32600	138	2	ai	ai	VERB
ajst-32600	138	3	agents	agent	NOUN
ajst-32600	138	4	for	for	ADP
ajst-32600	138	5	backend	backend	NOUN
ajst-32600	138	6	.	.	PUNCT
ajst-32600	139	1	[	[	X
ajst-32600	139	2	4	4	NUM
ajst-32600	139	3	]	]	X
ajst-32600	139	4	fang	fang	X
ajst-32600	139	5	,	,	PUNCT
ajst-32600	139	6	c.	c.	NOUN
ajst-32600	139	7	,	,	PUNCT
ajst-32600	139	8	miao	miao	NOUN
ajst-32600	139	9	,	,	PUNCT
ajst-32600	139	10	n.	n.	NOUN
ajst-32600	139	11	,	,	PUNCT
ajst-32600	139	12	srivastav	srivastav	ADJ
ajst-32600	139	13	,	,	PUNCT
ajst-32600	139	14	s.	s.	PROPN
ajst-32600	139	15	,	,	PUNCT
ajst-32600	139	16	liu	liu	PROPN
ajst-32600	139	17	,	,	PUNCT
ajst-32600	139	18	j.	j.	PROPN
ajst-32600	139	19	,	,	PUNCT
ajst-32600	139	20	zhang	zhang	PROPN
ajst-32600	139	21	,	,	PUNCT
ajst-32600	139	22	r.	r.	PROPN
ajst-32600	139	23	,	,	PUNCT
ajst-32600	139	24	fang	fang	PROPN
ajst-32600	139	25	,	,	PUNCT
ajst-32600	139	26	r.	r.	PROPN
ajst-32600	139	27	,	,	PUNCT
ajst-32600	139	28	...	...	PUNCT
ajst-32600	139	29	&	&	CCONJ
ajst-32600	139	30	homayoun	homayoun	PROPN
ajst-32600	139	31	,	,	PUNCT
ajst-32600	139	32	h.	h.	PROPN
ajst-32600	139	33	(	(	PUNCT
ajst-32600	139	34	2024	2024	NUM
ajst-32600	139	35	)	)	PUNCT
ajst-32600	139	36	.	.	PUNCT
ajst-32600	140	1	large	large	ADJ
ajst-32600	140	2	language	language	NOUN
ajst-32600	140	3	models	model	NOUN
ajst-32600	140	4	for	for	ADP
ajst-32600	140	5	code	code	NOUN
ajst-32600	140	6	analysis	analysis	NOUN
ajst-32600	140	7	:	:	PUNCT
ajst-32600	140	8	do	do	AUX
ajst-32600	140	9	{	{	PUNCT
ajst-32600	140	10	llms	llm	NOUN
ajst-32600	140	11	}	}	PUNCT
ajst-32600	140	12	really	really	ADV
ajst-32600	140	13	do	do	VERB
ajst-32600	140	14	their	their	PRON
ajst-32600	140	15	job	job	NOUN
ajst-32600	140	16	?	?	PUNCT
ajst-32600	140	17	.	.	PUNCT
ajst-32600	141	1	in	in	ADP
ajst-32600	141	2	33rd	33rd	ADJ
ajst-32600	141	3	usenix	usenix	NOUN
ajst-32600	141	4	security	security	NOUN
ajst-32600	141	5	symposium	symposium	NOUN
ajst-32600	141	6	(	(	PUNCT
ajst-32600	141	7	usenix	usenix	NOUN
ajst-32600	141	8	security	security	NOUN
ajst-32600	141	9	24	24	NUM
ajst-32600	141	10	)	)	PUNCT
ajst-32600	141	11	(	(	PUNCT
ajst-32600	141	12	pp	pp	PROPN
ajst-32600	141	13	.	.	PUNCT
ajst-32600	141	14	829	829	NUM
ajst-32600	141	15	-	-	SYM
ajst-32600	141	16	846	846	NUM
ajst-32600	141	17	)	)	PUNCT
ajst-32600	141	18	.	.	PUNCT
ajst-32600	142	1	[	[	X
ajst-32600	142	2	5	5	NUM
ajst-32600	142	3	]	]	X
ajst-32600	142	4	konda	konda	PROPN
ajst-32600	142	5	,	,	PUNCT
ajst-32600	142	6	r.	r.	PROPN
ajst-32600	142	7	ai	ai	PROPN
ajst-32600	142	8	-	-	PUNCT
ajst-32600	142	9	powered	power	VERB
ajst-32600	142	10	code	code	NOUN
ajst-32600	142	11	review	review	NOUN
ajst-32600	142	12	enhancing	enhance	VERB
ajst-32600	142	13	software	software	NOUN
ajst-32600	142	14	quality	quality	NOUN
ajst-32600	142	15	with	with	ADP
ajst-32600	142	16	intelligent	intelligent	ADJ
ajst-32600	142	17	agents	agent	NOUN
ajst-32600	142	18	.	.	PUNCT
ajst-32600	143	1	ijlrpinternational	ijlrpinternational	PROPN
ajst-32600	143	2	journal	journal	PROPN
ajst-32600	143	3	of	of	ADP
ajst-32600	143	4	leading	lead	VERB
ajst-32600	143	5	research	research	NOUN
ajst-32600	143	6	publication	publication	NOUN
ajst-32600	143	7	,	,	PUNCT
ajst-32600	143	8	4(3	4(3	NUM
ajst-32600	143	9	)	)	PUNCT
ajst-32600	143	10	.	.	PUNCT
ajst-32600	144	1	[	[	X
ajst-32600	144	2	6	6	NUM
ajst-32600	144	3	]	]	X
ajst-32600	144	4	nam	nam	PROPN
ajst-32600	144	5	,	,	PUNCT
ajst-32600	144	6	d.	d.	PROPN
ajst-32600	144	7	,	,	PUNCT
ajst-32600	144	8	macvean	macvean	NOUN
ajst-32600	144	9	,	,	PUNCT
ajst-32600	144	10	a.	a.	NOUN
ajst-32600	144	11	,	,	PUNCT
ajst-32600	144	12	hellendoorn	hellendoorn	ADJ
ajst-32600	144	13	,	,	PUNCT
ajst-32600	144	14	v.	v.	ADV
ajst-32600	144	15	,	,	PUNCT
ajst-32600	144	16	vasilescu	vasilescu	NOUN
ajst-32600	144	17	,	,	PUNCT
ajst-32600	144	18	b.	b.	PROPN
ajst-32600	144	19	,	,	PUNCT
ajst-32600	144	20	&	&	CCONJ
ajst-32600	144	21	myers	myers	PROPN
ajst-32600	144	22	,	,	PUNCT
ajst-32600	144	23	b.	b.	PROPN
ajst-32600	144	24	(	(	PUNCT
ajst-32600	144	25	2024	2024	NUM
ajst-32600	144	26	,	,	PUNCT
ajst-32600	144	27	april	april	PROPN
ajst-32600	144	28	)	)	PUNCT
ajst-32600	144	29	.	.	PUNCT
ajst-32600	145	1	using	use	VERB
ajst-32600	145	2	an	an	DET
ajst-32600	145	3	llm	llm	NOUN
ajst-32600	145	4	to	to	PART
ajst-32600	145	5	help	help	VERB
ajst-32600	145	6	with	with	ADP
ajst-32600	145	7	code	code	NOUN
ajst-32600	145	8	understanding	understanding	NOUN
ajst-32600	145	9	.	.	PUNCT
ajst-32600	146	1	in	in	ADP
ajst-32600	146	2	proceedings	proceeding	NOUN
ajst-32600	146	3	of	of	ADP
ajst-32600	146	4	the	the	DET
ajst-32600	146	5	ieee	ieee	PROPN
ajst-32600	146	6	/	/	SYM
ajst-32600	146	7	acm	acm	PROPN
ajst-32600	146	8	46th	46th	PROPN
ajst-32600	146	9	international	international	ADJ
ajst-32600	146	10	conference	conference	NOUN
ajst-32600	146	11	on	on	ADP
ajst-32600	146	12	software	software	NOUN
ajst-32600	146	13	engineering	engineering	NOUN
ajst-32600	146	14	(	(	PUNCT
ajst-32600	146	15	pp	pp	ADJ
ajst-32600	146	16	.	.	PUNCT
ajst-32600	147	1	1	1	NUM
ajst-32600	147	2	-	-	SYM
ajst-32600	147	3	13	13	NUM
ajst-32600	147	4	)	)	PUNCT
ajst-32600	147	5	.	.	PUNCT
ajst-32600	148	1	[	[	X
ajst-32600	148	2	7	7	X
ajst-32600	148	3	]	]	X
ajst-32600	148	4	liu	liu	PROPN
ajst-32600	148	5	,	,	PUNCT
ajst-32600	148	6	f.	f.	PROPN
ajst-32600	148	7	,	,	PUNCT
ajst-32600	148	8	liu	liu	PROPN
ajst-32600	148	9	,	,	PUNCT
ajst-32600	148	10	y.	y.	PROPN
ajst-32600	148	11	,	,	PUNCT
ajst-32600	148	12	shi	shi	PROPN
ajst-32600	148	13	,	,	PUNCT
ajst-32600	148	14	l.	l.	PROPN
ajst-32600	148	15	,	,	PUNCT
ajst-32600	148	16	huang	huang	PROPN
ajst-32600	148	17	,	,	PUNCT
ajst-32600	148	18	h.	h.	PROPN
ajst-32600	148	19	,	,	PUNCT
ajst-32600	148	20	wang	wang	PROPN
ajst-32600	148	21	,	,	PUNCT
ajst-32600	148	22	r.	r.	PROPN
ajst-32600	148	23	,	,	PUNCT
ajst-32600	148	24	yang	yang	PROPN
ajst-32600	148	25	,	,	PUNCT
ajst-32600	148	26	z.	z.	PROPN
ajst-32600	148	27	,	,	PUNCT
ajst-32600	148	28	...	...	PUNCT
ajst-32600	148	29	&	&	CCONJ
ajst-32600	148	30	ma	ma	PROPN
ajst-32600	148	31	,	,	PUNCT
ajst-32600	148	32	y.	y.	PROPN
ajst-32600	148	33	(	(	PUNCT
ajst-32600	148	34	2024	2024	NUM
ajst-32600	148	35	)	)	PUNCT
ajst-32600	148	36	.	.	PUNCT
ajst-32600	149	1	exploring	explore	VERB
ajst-32600	149	2	and	and	CCONJ
ajst-32600	149	3	evaluating	evaluate	VERB
ajst-32600	149	4	hallucinations	hallucination	NOUN
ajst-32600	149	5	in	in	ADP
ajst-32600	149	6	llm	llm	NOUN
ajst-32600	149	7	-	-	PUNCT
ajst-32600	149	8	powered	power	VERB
ajst-32600	149	9	code	code	NOUN
ajst-32600	149	10	generation	generation	NOUN
ajst-32600	149	11	.	.	PUNCT
ajst-32600	150	1	arxiv	arxiv	PROPN
ajst-32600	150	2	preprint	preprint	VERB
ajst-32600	150	3	arxiv:2404.00971	arxiv:2404.00971	NUM
ajst-32600	150	4	.	.	PUNCT
ajst-32600	151	1	[	[	X
ajst-32600	151	2	8	8	NUM
ajst-32600	151	3	]	]	X
ajst-32600	151	4	crawford	crawford	PROPN
ajst-32600	151	5	,	,	PUNCT
ajst-32600	151	6	t.	t.	PROPN
ajst-32600	151	7	,	,	PUNCT
ajst-32600	151	8	duong	duong	PROPN
ajst-32600	151	9	,	,	PUNCT
ajst-32600	151	10	s.	s.	PROPN
ajst-32600	151	11	,	,	PUNCT
ajst-32600	151	12	fueston	fueston	PROPN
ajst-32600	151	13	,	,	PUNCT
ajst-32600	151	14	r.	r.	PROPN
ajst-32600	151	15	,	,	PUNCT
ajst-32600	151	16	lawani	lawani	PROPN
ajst-32600	151	17	,	,	PUNCT
ajst-32600	151	18	a.	a.	PROPN
ajst-32600	151	19	,	,	PUNCT
ajst-32600	151	20	owoade	owoade	PROPN
ajst-32600	151	21	,	,	PUNCT
ajst-32600	151	22	s.	s.	PROPN
ajst-32600	151	23	,	,	PUNCT
ajst-32600	151	24	uzoka	uzoka	NOUN
ajst-32600	151	25	,	,	PUNCT
ajst-32600	151	26	a.	a.	NOUN
ajst-32600	151	27	,	,	PUNCT
ajst-32600	151	28	...	...	PUNCT
ajst-32600	151	29	&	&	CCONJ
ajst-32600	151	30	yazdinejad	yazdinejad	PROPN
ajst-32600	151	31	,	,	PUNCT
ajst-32600	151	32	a.	a.	NOUN
ajst-32600	151	33	(	(	PUNCT
ajst-32600	151	34	2023	2023	NUM
ajst-32600	151	35	)	)	PUNCT
ajst-32600	151	36	.	.	PUNCT
ajst-32600	152	1	ai	ai	VERB
ajst-32600	152	2	in	in	ADP
ajst-32600	152	3	software	software	NOUN
ajst-32600	152	4	engineering	engineering	NOUN
ajst-32600	152	5	:	:	PUNCT
ajst-32600	152	6	a	a	DET
ajst-32600	152	7	survey	survey	NOUN
ajst-32600	152	8	on	on	ADP
ajst-32600	152	9	project	project	NOUN
ajst-32600	152	10	management	management	NOUN
ajst-32600	152	11	applications	application	NOUN
ajst-32600	152	12	.	.	PUNCT
ajst-32600	153	1	arxiv	arxiv	PROPN
ajst-32600	153	2	preprint	preprint	PROPN
ajst-32600	153	3	arxiv	arxiv	PROPN
ajst-32600	153	4	:	:	PUNCT
ajst-32600	153	5	2307	2307	NUM
ajst-32600	153	6	.	.	PUNCT
ajst-32600	153	7	15224	15224	NUM
ajst-32600	153	8	.	.	PUNCT
ajst-32600	154	1	[	[	X
ajst-32600	154	2	9	9	NUM
ajst-32600	154	3	]	]	SYM
ajst-32600	154	4	agha	agha	PROPN
ajst-32600	154	5	,	,	PUNCT
ajst-32600	154	6	a.	a.	PROPN
ajst-32600	154	7	s.	s.	PROPN
ajst-32600	154	8	(	(	PUNCT
ajst-32600	154	9	2025	2025	NUM
ajst-32600	154	10	)	)	PUNCT
ajst-32600	154	11	.	.	PUNCT
ajst-32600	155	1	evaluating	evaluate	VERB
ajst-32600	155	2	ai	ai	VERB
ajst-32600	155	3	efficiency	efficiency	NOUN
ajst-32600	155	4	in	in	ADP
ajst-32600	155	5	backend	backend	NOUN
ajst-32600	155	6	software	software	NOUN
ajst-32600	155	7	development	development	NOUN
ajst-32600	155	8	-	-	PUNCT
ajst-32600	155	9	a	a	DET
ajst-32600	155	10	comparative	comparative	ADJ
ajst-32600	155	11	analysis	analysis	NOUN
ajst-32600	155	12	across	across	ADP
ajst-32600	155	13	frameworks	framework	NOUN
ajst-32600	155	14	.	.	PUNCT
ajst-32600	156	1	[	[	X
ajst-32600	156	2	10	10	NUM
ajst-32600	156	3	]	]	PUNCT
ajst-32600	156	4	rasheed	rasheed	NOUN
ajst-32600	156	5	,	,	PUNCT
ajst-32600	156	6	z.	z.	PROPN
ajst-32600	156	7	,	,	PUNCT
ajst-32600	156	8	sami	sami	PROPN
ajst-32600	156	9	,	,	PUNCT
ajst-32600	156	10	m.	m.	NOUN
ajst-32600	156	11	a.	a.	PROPN
ajst-32600	156	12	,	,	PUNCT
ajst-32600	156	13	waseem	waseem	PROPN
ajst-32600	156	14	,	,	PUNCT
ajst-32600	156	15	m.	m.	NOUN
ajst-32600	156	16	,	,	PUNCT
ajst-32600	156	17	kemell	kemell	PROPN
ajst-32600	156	18	,	,	PUNCT
ajst-32600	156	19	k.	k.	PROPN
ajst-32600	156	20	k.	k.	PROPN
ajst-32600	156	21	,	,	PUNCT
ajst-32600	156	22	wang	wang	PROPN
ajst-32600	156	23	,	,	PUNCT
ajst-32600	156	24	x.	x.	PROPN
ajst-32600	156	25	,	,	PUNCT
ajst-32600	156	26	nguyen	nguyen	PROPN
ajst-32600	156	27	,	,	PUNCT
ajst-32600	156	28	a.	a.	NOUN
ajst-32600	156	29	,	,	PUNCT
ajst-32600	156	30	...	...	PUNCT
ajst-32600	156	31	&	&	CCONJ
ajst-32600	156	32	abrahamsson	abrahamsson	PROPN
ajst-32600	156	33	,	,	PUNCT
ajst-32600	156	34	p.	p.	NOUN
ajst-32600	156	35	(	(	PUNCT
ajst-32600	156	36	2024	2024	NUM
ajst-32600	156	37	)	)	PUNCT
ajst-32600	156	38	.	.	PUNCT
ajst-32600	157	1	ai	ai	VERB
ajst-32600	157	2	-	-	PUNCT
ajst-32600	157	3	powered	power	VERB
ajst-32600	157	4	code	code	NOUN
ajst-32600	157	5	review	review	NOUN
ajst-32600	157	6	with	with	ADP
ajst-32600	157	7	llms	llm	NOUN
ajst-32600	157	8	:	:	PUNCT
ajst-32600	157	9	early	early	ADJ
ajst-32600	157	10	results	result	NOUN
ajst-32600	157	11	.	.	PUNCT
ajst-32600	158	1	arxiv	arxiv	PROPN
ajst-32600	158	2	preprint	preprint	VERB
ajst-32600	158	3	arxiv:2404.18496	arxiv:2404.18496	PROPN
ajst-32600	158	4	.	.	PUNCT
ajst-32600	159	1	[	[	X
ajst-32600	159	2	11	11	NUM
ajst-32600	159	3	]	]	X
ajst-32600	159	4	chen	chen	PROPN
ajst-32600	159	5	,	,	PUNCT
ajst-32600	159	6	m.	m.	NOUN
ajst-32600	159	7	,	,	PUNCT
ajst-32600	159	8	tworek	tworek	PROPN
ajst-32600	159	9	,	,	PUNCT
ajst-32600	159	10	j.	j.	PROPN
ajst-32600	159	11	,	,	PUNCT
ajst-32600	159	12	jun	jun	PROPN
ajst-32600	159	13	,	,	PUNCT
ajst-32600	159	14	h.	h.	PROPN
ajst-32600	159	15	,	,	PUNCT
ajst-32600	159	16	yuan	yuan	PROPN
ajst-32600	159	17	,	,	PUNCT
ajst-32600	159	18	q.	q.	PROPN
ajst-32600	159	19	,	,	PUNCT
ajst-32600	159	20	pinto	pinto	NOUN
ajst-32600	159	21	,	,	PUNCT
ajst-32600	159	22	h.	h.	PROPN
ajst-32600	159	23	p.	p.	PROPN
ajst-32600	159	24	d.	d.	PROPN
ajst-32600	159	25	o.	o.	PROPN
ajst-32600	159	26	,	,	PUNCT
ajst-32600	159	27	kaplan	kaplan	PROPN
ajst-32600	159	28	,	,	PUNCT
ajst-32600	159	29	j.	j.	PROPN
ajst-32600	159	30	,	,	PUNCT
ajst-32600	159	31	...	...	PUNCT
ajst-32600	159	32	&	&	CCONJ
ajst-32600	159	33	zaremba	zaremba	PROPN
ajst-32600	159	34	,	,	PUNCT
ajst-32600	159	35	w.	w.	PROPN
ajst-32600	159	36	(	(	PUNCT
ajst-32600	159	37	2021	2021	NUM
ajst-32600	159	38	)	)	PUNCT
ajst-32600	159	39	.	.	PUNCT
ajst-32600	160	1	evaluating	evaluate	VERB
ajst-32600	160	2	large	large	ADJ
ajst-32600	160	3	language	language	NOUN
ajst-32600	160	4	models	model	NOUN
ajst-32600	160	5	trained	train	VERB
ajst-32600	160	6	on	on	ADP
ajst-32600	160	7	code	code	NOUN
ajst-32600	160	8	.	.	PUNCT
ajst-32600	161	1	arxiv	arxiv	PROPN
ajst-32600	161	2	preprint	preprint	NOUN
ajst-32600	161	3	arxiv:2107.03374	arxiv:2107.03374	NOUN
ajst-32600	161	4	.	.	PUNCT
ajst-32600	162	1	[	[	X
ajst-32600	162	2	12	12	NUM
ajst-32600	162	3	]	]	SYM
ajst-32600	162	4	li	li	PROPN
ajst-32600	162	5	,	,	PUNCT
ajst-32600	162	6	r.	r.	PROPN
ajst-32600	162	7	,	,	PUNCT
ajst-32600	162	8	allal	allal	PROPN
ajst-32600	162	9	,	,	PUNCT
ajst-32600	162	10	l.	l.	PROPN
ajst-32600	162	11	b.	b.	PROPN
ajst-32600	162	12	,	,	PUNCT
ajst-32600	162	13	zi	zi	PROPN
ajst-32600	162	14	,	,	PUNCT
ajst-32600	162	15	y.	y.	PROPN
ajst-32600	162	16	,	,	PUNCT
ajst-32600	162	17	muennighoff	muennighoff	PROPN
ajst-32600	162	18	,	,	PUNCT
ajst-32600	162	19	n.	n.	NOUN
ajst-32600	162	20	,	,	PUNCT
ajst-32600	162	21	kocetkov	kocetkov	PROPN
ajst-32600	162	22	,	,	PUNCT
ajst-32600	162	23	d.	d.	PROPN
ajst-32600	162	24	,	,	PUNCT
ajst-32600	162	25	mou	mou	PROPN
ajst-32600	162	26	,	,	PUNCT
ajst-32600	162	27	c.	c.	NOUN
ajst-32600	162	28	,	,	PUNCT
ajst-32600	162	29	...	...	PUNCT
ajst-32600	162	30	&	&	CCONJ
ajst-32600	162	31	de	de	PROPN
ajst-32600	162	32	vries	vries	PROPN
ajst-32600	162	33	,	,	PUNCT
ajst-32600	162	34	h.	h.	PROPN
ajst-32600	162	35	(	(	PUNCT
ajst-32600	162	36	2023	2023	NUM
ajst-32600	162	37	)	)	PUNCT
ajst-32600	162	38	.	.	PUNCT
ajst-32600	163	1	starcoder	starcoder	PROPN
ajst-32600	163	2	:	:	PUNCT
ajst-32600	164	1	may	may	AUX
ajst-32600	164	2	the	the	DET
ajst-32600	164	3	source	source	NOUN
ajst-32600	164	4	be	be	AUX
ajst-32600	164	5	with	with	ADP
ajst-32600	164	6	you	you	PRON
ajst-32600	164	7	!	!	PUNCT
ajst-32600	164	8	.	.	PUNCT
ajst-32600	165	1	arxiv	arxiv	PROPN
ajst-32600	165	2	preprint	preprint	VERB
ajst-32600	165	3	arxiv:2305.06161	arxiv:2305.06161	VERB
ajst-32600	165	4	.	.	PUNCT
ajst-32600	166	1	[	[	X
ajst-32600	166	2	13	13	NUM
ajst-32600	166	3	]	]	PUNCT
ajst-32600	166	4	fried	fry	VERB
ajst-32600	166	5	,	,	PUNCT
ajst-32600	166	6	d.	d.	PROPN
ajst-32600	166	7	,	,	PUNCT
ajst-32600	166	8	aghajanyan	aghajanyan	PROPN
ajst-32600	166	9	,	,	PUNCT
ajst-32600	166	10	a.	a.	PROPN
ajst-32600	166	11	,	,	PUNCT
ajst-32600	166	12	lin	lin	PROPN
ajst-32600	166	13	,	,	PUNCT
ajst-32600	166	14	j.	j.	PROPN
ajst-32600	166	15	,	,	PUNCT
ajst-32600	166	16	wang	wang	PROPN
ajst-32600	166	17	,	,	PUNCT
ajst-32600	166	18	s.	s.	PROPN
ajst-32600	166	19	,	,	PUNCT
ajst-32600	166	20	wallace	wallace	PROPN
ajst-32600	166	21	,	,	PUNCT
ajst-32600	166	22	e.	e.	PROPN
ajst-32600	166	23	,	,	PUNCT
ajst-32600	166	24	shi	shi	PROPN
ajst-32600	166	25	,	,	PUNCT
ajst-32600	166	26	f.	f.	PROPN
ajst-32600	166	27	,	,	PUNCT
ajst-32600	166	28	...	...	PUNCT
ajst-32600	166	29	&	&	CCONJ
ajst-32600	166	30	lewis	lewis	PROPN
ajst-32600	166	31	,	,	PUNCT
ajst-32600	166	32	m.	m.	NOUN
ajst-32600	166	33	(	(	PUNCT
ajst-32600	166	34	2022	2022	NUM
ajst-32600	166	35	)	)	PUNCT
ajst-32600	166	36	.	.	PUNCT
ajst-32600	167	1	incoder	incoder	NOUN
ajst-32600	167	2	:	:	PUNCT
ajst-32600	167	3	a	a	DET
ajst-32600	167	4	generative	generative	ADJ
ajst-32600	167	5	model	model	NOUN
ajst-32600	167	6	for	for	ADP
ajst-32600	167	7	code	code	NOUN
ajst-32600	167	8	infilling	infilling	NOUN
ajst-32600	167	9	and	and	CCONJ
ajst-32600	167	10	synthesis	synthesis	NOUN
ajst-32600	167	11	.	.	PUNCT
ajst-32600	168	1	arxiv	arxiv	PROPN
ajst-32600	168	2	preprint	preprint	NOUN
ajst-32600	168	3	arxiv:2204.05999	arxiv:2204.05999	NOUN
ajst-32600	168	4	.	.	PUNCT
ajst-32600	169	1	p.	p.	NOUN
ajst-32600	170	1	[	[	X
ajst-32600	170	2	14	14	NUM
ajst-32600	170	3	]	]	X
ajst-32600	170	4	roziere	roziere	ADJ
ajst-32600	170	5	,	,	PUNCT
ajst-32600	170	6	b.	b.	PROPN
ajst-32600	170	7	,	,	PUNCT
ajst-32600	170	8	gehring	gehring	PROPN
ajst-32600	170	9	,	,	PUNCT
ajst-32600	170	10	j.	j.	PROPN
ajst-32600	170	11	,	,	PUNCT
ajst-32600	170	12	gloeckle	gloeckle	PROPN
ajst-32600	170	13	,	,	PUNCT
ajst-32600	170	14	f.	f.	PROPN
ajst-32600	170	15	,	,	PUNCT
ajst-32600	170	16	sootla	sootla	NOUN
ajst-32600	170	17	,	,	PUNCT
ajst-32600	170	18	s.	s.	PROPN
ajst-32600	170	19	,	,	PUNCT
ajst-32600	170	20	gat	gat	NOUN
ajst-32600	170	21	,	,	PUNCT
ajst-32600	170	22	i.	i.	NOUN
ajst-32600	170	23	,	,	PUNCT
ajst-32600	170	24	tan	tan	PROPN
ajst-32600	170	25	,	,	PUNCT
ajst-32600	170	26	x.	x.	PROPN
ajst-32600	170	27	e.	e.	PROPN
ajst-32600	170	28	,	,	PUNCT
ajst-32600	170	29	...	...	PUNCT
ajst-32600	170	30	&	&	CCONJ
ajst-32600	170	31	synnaeve	synnaeve	PROPN
ajst-32600	170	32	,	,	PUNCT
ajst-32600	170	33	g.	g.	PROPN
ajst-32600	170	34	(	(	PUNCT
ajst-32600	170	35	2023	2023	NUM
ajst-32600	170	36	)	)	PUNCT
ajst-32600	170	37	.	.	PUNCT
ajst-32600	171	1	code	code	NOUN
ajst-32600	171	2	llama	llama	NOUN
ajst-32600	171	3	:	:	PUNCT
ajst-32600	171	4	open	open	ADJ
ajst-32600	171	5	foundation	foundation	NOUN
ajst-32600	171	6	models	model	NOUN
ajst-32600	171	7	for	for	ADP
ajst-32600	171	8	code	code	NOUN
ajst-32600	171	9	.	.	PUNCT
ajst-32600	172	1	arxiv	arxiv	PROPN
ajst-32600	172	2	preprint	preprint	PROPN
ajst-32600	172	3	arxiv:2308.12950	arxiv:2308.12950	PROPN
ajst-32600	172	4	.	.	PUNCT
ajst-32600	173	1	[	[	X
ajst-32600	173	2	15	15	NUM
ajst-32600	173	3	]	]	X
ajst-32600	173	4	yetistiren	yetistiren	NOUN
ajst-32600	173	5	,	,	PUNCT
ajst-32600	173	6	b.	b.	PROPN
ajst-32600	173	7	,	,	PUNCT
ajst-32600	173	8	ozsoy	ozsoy	PROPN
ajst-32600	173	9	,	,	PUNCT
ajst-32600	173	10	i.	i.	NOUN
ajst-32600	173	11	,	,	PUNCT
ajst-32600	173	12	&	&	CCONJ
ajst-32600	173	13	tuzun	tuzun	PROPN
ajst-32600	173	14	,	,	PUNCT
ajst-32600	173	15	e.	e.	PROPN
ajst-32600	173	16	(	(	PUNCT
ajst-32600	173	17	2022	2022	NUM
ajst-32600	173	18	,	,	PUNCT
ajst-32600	173	19	november	november	PROPN
ajst-32600	173	20	)	)	PUNCT
ajst-32600	173	21	.	.	PUNCT
ajst-32600	174	1	assessing	assess	VERB
ajst-32600	174	2	the	the	DET
ajst-32600	174	3	quality	quality	NOUN
ajst-32600	174	4	of	of	ADP
ajst-32600	174	5	github	github	PROPN
ajst-32600	174	6	copilot	copilot	PROPN
ajst-32600	174	7	’s	’s	PART
ajst-32600	174	8	code	code	NOUN
ajst-32600	174	9	generation	generation	NOUN
ajst-32600	174	10	.	.	PUNCT
ajst-32600	175	1	in	in	ADP
ajst-32600	175	2	proceedings	proceeding	NOUN
ajst-32600	175	3	of	of	ADP
ajst-32600	175	4	the	the	DET
ajst-32600	175	5	18th	18th	ADJ
ajst-32600	175	6	international	international	ADJ
ajst-32600	175	7	conference	conference	NOUN
ajst-32600	175	8	on	on	ADP
ajst-32600	175	9	predictive	predictive	ADJ
ajst-32600	175	10	models	model	NOUN
ajst-32600	175	11	and	and	CCONJ
ajst-32600	175	12	data	datum	NOUN
ajst-32600	175	13	analytics	analytic	NOUN
ajst-32600	175	14	in	in	ADP
ajst-32600	175	15	software	software	NOUN
ajst-32600	175	16	engineering	engineering	NOUN
ajst-32600	175	17	(	(	PUNCT
ajst-32600	175	18	pp	pp	ADJ
ajst-32600	175	19	.	.	PUNCT
ajst-32600	176	1	62	62	NUM
ajst-32600	176	2	-	-	SYM
ajst-32600	176	3	71	71	NUM
ajst-32600	176	4	)	)	PUNCT
ajst-32600	176	5	.	.	PUNCT
ajst-32600	177	1	[	[	X
ajst-32600	177	2	16	16	NUM
ajst-32600	177	3	]	]	X
ajst-32600	177	4	dong	dong	PROPN
ajst-32600	177	5	,	,	PUNCT
ajst-32600	177	6	y.	y.	PROPN
ajst-32600	177	7	,	,	PUNCT
ajst-32600	177	8	jiang	jiang	PROPN
ajst-32600	177	9	,	,	PUNCT
ajst-32600	177	10	x.	x.	PROPN
ajst-32600	177	11	,	,	PUNCT
ajst-32600	177	12	qian	qian	PROPN
ajst-32600	177	13	,	,	PUNCT
ajst-32600	177	14	j.	j.	PROPN
ajst-32600	177	15	,	,	PUNCT
ajst-32600	177	16	wang	wang	PROPN
ajst-32600	177	17	,	,	PUNCT
ajst-32600	177	18	t.	t.	PROPN
ajst-32600	177	19	,	,	PUNCT
ajst-32600	177	20	zhang	zhang	PROPN
ajst-32600	177	21	,	,	PUNCT
ajst-32600	177	22	k.	k.	PROPN
ajst-32600	177	23	,	,	PUNCT
ajst-32600	177	24	jin	jin	PROPN
ajst-32600	177	25	,	,	PUNCT
ajst-32600	177	26	z.	z.	PROPN
ajst-32600	177	27	,	,	PUNCT
ajst-32600	177	28	&	&	CCONJ
ajst-32600	177	29	li	li	PROPN
ajst-32600	177	30	,	,	PUNCT
ajst-32600	177	31	g.	g.	PROPN
ajst-32600	177	32	(	(	PUNCT
ajst-32600	177	33	2025	2025	NUM
ajst-32600	177	34	)	)	PUNCT
ajst-32600	177	35	.	.	PUNCT
ajst-32600	178	1	a	a	DET
ajst-32600	178	2	survey	survey	NOUN
ajst-32600	178	3	on	on	ADP
ajst-32600	178	4	code	code	NOUN
ajst-32600	178	5	generation	generation	NOUN
ajst-32600	178	6	with	with	ADP
ajst-32600	178	7	llm	llm	NOUN
ajst-32600	178	8	-	-	PUNCT
ajst-32600	178	9	based	base	VERB
ajst-32600	178	10	agents	agent	NOUN
ajst-32600	178	11	.	.	PUNCT
ajst-32600	179	1	arxiv	arxiv	PROPN
ajst-32600	179	2	preprint	preprint	PROPN
ajst-32600	179	3	arxiv:2508.00083	arxiv:2508.00083	NOUN
ajst-32600	179	4	.	.	PUNCT
ajst-32600	180	1	[	[	X
ajst-32600	180	2	17	17	NUM
ajst-32600	180	3	]	]	SYM
ajst-32600	180	4	yetiştiren	yetiştiren	PROPN
ajst-32600	180	5	,	,	PUNCT
ajst-32600	180	6	b.	b.	PROPN
ajst-32600	180	7	,	,	PUNCT
ajst-32600	180	8	özsoy	özsoy	NOUN
ajst-32600	180	9	,	,	PUNCT
ajst-32600	180	10	i.	i.	NOUN
ajst-32600	180	11	,	,	PUNCT
ajst-32600	180	12	ayerdem	ayerdem	PROPN
ajst-32600	180	13	,	,	PUNCT
ajst-32600	180	14	m.	m.	NOUN
ajst-32600	180	15	,	,	PUNCT
ajst-32600	180	16	&	&	CCONJ
ajst-32600	180	17	tüzün	tüzün	PROPN
ajst-32600	180	18	,	,	PUNCT
ajst-32600	180	19	e.	e.	PROPN
ajst-32600	180	20	(	(	PUNCT
ajst-32600	180	21	2023	2023	NUM
ajst-32600	180	22	)	)	PUNCT
ajst-32600	180	23	.	.	PUNCT
ajst-32600	181	1	evaluating	evaluate	VERB
ajst-32600	181	2	the	the	DET
ajst-32600	181	3	code	code	NOUN
ajst-32600	181	4	quality	quality	NOUN
ajst-32600	181	5	of	of	ADP
ajst-32600	181	6	ai	ai	VERB
ajst-32600	181	7	-	-	PUNCT
ajst-32600	181	8	assisted	assist	VERB
ajst-32600	181	9	code	code	NOUN
ajst-32600	181	10	generation	generation	NOUN
ajst-32600	181	11	tools	tool	NOUN
ajst-32600	181	12	:	:	PUNCT
ajst-32600	181	13	an	an	DET
ajst-32600	181	14	empirical	empirical	ADJ
ajst-32600	181	15	study	study	NOUN
ajst-32600	181	16	on	on	ADP
ajst-32600	181	17	github	github	PROPN
ajst-32600	181	18	copilot	copilot	PROPN
ajst-32600	181	19	,	,	PUNCT
ajst-32600	181	20	amazon	amazon	NOUN
ajst-32600	181	21	codewhisperer	codewhisperer	NOUN
ajst-32600	181	22	,	,	PUNCT
ajst-32600	181	23	and	and	CCONJ
ajst-32600	181	24	chatgpt	chatgpt	NOUN
ajst-32600	181	25	.	.	PUNCT
ajst-32600	182	1	arxiv	arxiv	PROPN
ajst-32600	182	2	preprint	preprint	PROPN
ajst-32600	182	3	arxiv:2304.10778	arxiv:2304.10778	PROPN
ajst-32600	182	4	.	.	PUNCT
ajst-32600	183	1	[	[	X
ajst-32600	183	2	18	18	NUM
ajst-32600	183	3	]	]	PUNCT
ajst-32600	183	4	amro	amro	NOUN
ajst-32600	183	5	,	,	PUNCT
ajst-32600	183	6	a.	a.	NOUN
ajst-32600	183	7	,	,	PUNCT
ajst-32600	183	8	&	&	CCONJ
ajst-32600	183	9	alalfi	alalfi	PROPN
ajst-32600	183	10	,	,	PUNCT
ajst-32600	183	11	m.	m.	NOUN
ajst-32600	183	12	h.	h.	PROPN
ajst-32600	183	13	(	(	PUNCT
ajst-32600	183	14	2025	2025	NUM
ajst-32600	183	15	)	)	PUNCT
ajst-32600	183	16	.	.	PUNCT
ajst-32600	184	1	github	github	PROPN
ajst-32600	184	2	's	's	PART
ajst-32600	184	3	copilot	copilot	PROPN
ajst-32600	184	4	code	code	NOUN
ajst-32600	184	5	review	review	PROPN
ajst-32600	184	6	:	:	PUNCT
ajst-32600	184	7	can	can	AUX
ajst-32600	184	8	ai	ai	VERB
ajst-32600	184	9	spot	spot	NOUN
ajst-32600	184	10	security	security	NOUN
ajst-32600	184	11	flaws	flaw	NOUN
ajst-32600	184	12	before	before	SCONJ
ajst-32600	184	13	you	you	PRON
ajst-32600	184	14	commit	commit	VERB
ajst-32600	184	15	?	?	PUNCT
ajst-32600	184	16	.	.	PUNCT
ajst-32600	185	1	arxiv	arxiv	PROPN
ajst-32600	185	2	preprint	preprint	VERB
ajst-32600	185	3	arxiv:2509.13650	arxiv:2509.13650	NOUN
ajst-32600	185	4	.	.	PUNCT