id	sid	tid	token	lemma	pos
ajst-31997	1	1	66	66	NUM
ajst-31997	1	2	semantic	semantic	ADJ
ajst-31997	1	3	communications	communication	NOUN
ajst-31997	1	4	for	for	ADP
ajst-31997	1	5	6	6	NUM
ajst-31997	1	6	g	g	NOUN
ajst-31997	1	7	networks	network	NOUN
ajst-31997	1	8	:	:	PUNCT
ajst-31997	1	9	theory	theory	NOUN
ajst-31997	1	10	,	,	PUNCT
ajst-31997	1	11	architectures	architecture	NOUN
ajst-31997	1	12	,	,	PUNCT
ajst-31997	1	13	and	and	CCONJ
ajst-31997	1	14	challenges	challenge	VERB
ajst-31997	1	15	jie	jie	PROPN
ajst-31997	1	16	ji	ji	PROPN
ajst-31997	1	17	portland	portland	PROPN
ajst-31997	1	18	institute	institute	PROPN
ajst-31997	1	19	,	,	PUNCT
ajst-31997	1	20	nanjing	nanjing	PROPN
ajst-31997	1	21	university	university	PROPN
ajst-31997	1	22	of	of	ADP
ajst-31997	1	23	posts	post	NOUN
ajst-31997	1	24	and	and	CCONJ
ajst-31997	1	25	telecommunications	telecommunication	NOUN
ajst-31997	1	26	,	,	PUNCT
ajst-31997	1	27	nanjing	nanjing	PROPN
ajst-31997	1	28	,	,	PUNCT
ajst-31997	1	29	210023	210023	NUM
ajst-31997	1	30	,	,	PUNCT
ajst-31997	1	31	china	china	PROPN
ajst-31997	1	32	2583184264@qq.com	2583184264@qq.com	NUM
ajst-31997	1	33	abstract	abstract	NOUN
ajst-31997	1	34	.	.	PUNCT
ajst-31997	2	1	as	as	SCONJ
ajst-31997	2	2	6	6	NUM
ajst-31997	2	3	g	g	NOUN
ajst-31997	2	4	communication	communication	NOUN
ajst-31997	2	5	systems	system	NOUN
ajst-31997	2	6	advance	advance	VERB
ajst-31997	2	7	toward	toward	ADP
ajst-31997	2	8	the	the	DET
ajst-31997	2	9	grand	grand	ADJ
ajst-31997	2	10	vision	vision	NOUN
ajst-31997	2	11	of	of	ADP
ajst-31997	2	12	intelligent	intelligent	ADJ
ajst-31997	2	13	connectivity	connectivity	NOUN
ajst-31997	2	14	,	,	PUNCT
ajst-31997	2	15	the	the	DET
ajst-31997	2	16	conventional	conventional	ADJ
ajst-31997	2	17	bit	bit	NOUN
ajst-31997	2	18	-	-	PUNCT
ajst-31997	2	19	centric	centric	ADJ
ajst-31997	2	20	communication	communication	NOUN
ajst-31997	2	21	paradigm	paradigm	NOUN
ajst-31997	2	22	is	be	AUX
ajst-31997	2	23	encountering	encounter	VERB
ajst-31997	2	24	multiple	multiple	ADJ
ajst-31997	2	25	bottlenecks	bottleneck	NOUN
ajst-31997	2	26	in	in	ADP
ajst-31997	2	27	energy	energy	NOUN
ajst-31997	2	28	efficiency	efficiency	NOUN
ajst-31997	2	29	,	,	PUNCT
ajst-31997	2	30	spectrum	spectrum	NOUN
ajst-31997	2	31	utilization	utilization	NOUN
ajst-31997	2	32	,	,	PUNCT
ajst-31997	2	33	and	and	CCONJ
ajst-31997	2	34	security	security	NOUN
ajst-31997	2	35	when	when	SCONJ
ajst-31997	2	36	addressing	address	VERB
ajst-31997	2	37	the	the	DET
ajst-31997	2	38	extreme	extreme	ADJ
ajst-31997	2	39	demands	demand	NOUN
ajst-31997	2	40	of	of	ADP
ajst-31997	2	41	millisecondlevel	millisecondlevel	NOUN
ajst-31997	2	42	latency	latency	NOUN
ajst-31997	2	43	,	,	PUNCT
ajst-31997	2	44	terabit	terabit	NOUN
ajst-31997	2	45	-	-	PUNCT
ajst-31997	2	46	per	per	ADP
ajst-31997	2	47	-	-	PUNCT
ajst-31997	2	48	second	second	NOUN
ajst-31997	2	49	data	datum	NOUN
ajst-31997	2	50	rates	rate	NOUN
ajst-31997	2	51	,	,	PUNCT
ajst-31997	2	52	and	and	CCONJ
ajst-31997	2	53	massive	massive	ADJ
ajst-31997	2	54	connectivity	connectivity	NOUN
ajst-31997	2	55	.	.	PUNCT
ajst-31997	3	1	semantic	semantic	ADJ
ajst-31997	3	2	communication	communication	NOUN
ajst-31997	3	3	,	,	PUNCT
ajst-31997	3	4	as	as	ADP
ajst-31997	3	5	a	a	DET
ajst-31997	3	6	paradigm	paradigm	NOUN
ajst-31997	3	7	shift	shift	NOUN
ajst-31997	3	8	from	from	ADP
ajst-31997	3	9	transmitting	transmit	VERB
ajst-31997	3	10	bits	bit	NOUN
ajst-31997	3	11	to	to	ADP
ajst-31997	3	12	conveying	convey	VERB
ajst-31997	3	13	meaning	meaning	NOUN
ajst-31997	3	14	,	,	PUNCT
ajst-31997	3	15	offers	offer	VERB
ajst-31997	3	16	a	a	DET
ajst-31997	3	17	critical	critical	ADJ
ajst-31997	3	18	pathway	pathway	NOUN
ajst-31997	3	19	to	to	ADP
ajst-31997	3	20	overcoming	overcome	VERB
ajst-31997	3	21	these	these	DET
ajst-31997	3	22	limitations	limitation	NOUN
ajst-31997	3	23	.	.	PUNCT
ajst-31997	4	1	this	this	DET
ajst-31997	4	2	survey	survey	NOUN
ajst-31997	4	3	provides	provide	VERB
ajst-31997	4	4	a	a	DET
ajst-31997	4	5	systematic	systematic	ADJ
ajst-31997	4	6	review	review	NOUN
ajst-31997	4	7	and	and	CCONJ
ajst-31997	4	8	forward	forward	ADV
ajst-31997	4	9	-	-	PUNCT
ajst-31997	4	10	looking	look	VERB
ajst-31997	4	11	analysis	analysis	NOUN
ajst-31997	4	12	of	of	ADP
ajst-31997	4	13	semantic	semantic	ADJ
ajst-31997	4	14	communication	communication	NOUN
ajst-31997	4	15	technologies	technology	NOUN
ajst-31997	4	16	for	for	ADP
ajst-31997	4	17	6	6	NUM
ajst-31997	4	18	g.	g.	NOUN
ajst-31997	4	19	we	we	PRON
ajst-31997	4	20	clarify	clarify	VERB
ajst-31997	4	21	the	the	DET
ajst-31997	4	22	core	core	NOUN
ajst-31997	4	23	value	value	NOUN
ajst-31997	4	24	of	of	ADP
ajst-31997	4	25	semantic	semantic	ADJ
ajst-31997	4	26	communication	communication	NOUN
ajst-31997	4	27	—	—	PUNCT
ajst-31997	4	28	namely	namely	ADV
ajst-31997	4	29	,	,	PUNCT
ajst-31997	4	30	achieving	achieve	VERB
ajst-31997	4	31	a	a	DET
ajst-31997	4	32	qualitative	qualitative	ADJ
ajst-31997	4	33	leap	leap	NOUN
ajst-31997	4	34	in	in	ADP
ajst-31997	4	35	communication	communication	NOUN
ajst-31997	4	36	efficiency	efficiency	NOUN
ajst-31997	4	37	and	and	CCONJ
ajst-31997	4	38	network	network	NOUN
ajst-31997	4	39	intelligence	intelligence	NOUN
ajst-31997	4	40	by	by	ADP
ajst-31997	4	41	intelligently	intelligently	ADV
ajst-31997	4	42	extracting	extract	VERB
ajst-31997	4	43	and	and	CCONJ
ajst-31997	4	44	transmitting	transmit	VERB
ajst-31997	4	45	task	task	NOUN
ajst-31997	4	46	-	-	PUNCT
ajst-31997	4	47	relevant	relevant	ADJ
ajst-31997	4	48	semantic	semantic	ADJ
ajst-31997	4	49	information	information	NOUN
ajst-31997	4	50	.	.	PUNCT
ajst-31997	5	1	furthermore	furthermore	ADV
ajst-31997	5	2	,	,	PUNCT
ajst-31997	5	3	we	we	PRON
ajst-31997	5	4	examine	examine	VERB
ajst-31997	5	5	three	three	NUM
ajst-31997	5	6	key	key	ADJ
ajst-31997	5	7	technological	technological	ADJ
ajst-31997	5	8	evolution	evolution	NOUN
ajst-31997	5	9	paths	path	NOUN
ajst-31997	5	10	:	:	PUNCT
ajst-31997	5	11	interpretable	interpretable	ADJ
ajst-31997	5	12	approaches	approach	NOUN
ajst-31997	5	13	grounded	ground	VERB
ajst-31997	5	14	in	in	ADP
ajst-31997	5	15	traditional	traditional	ADJ
ajst-31997	5	16	model	model	NOUN
ajst-31997	5	17	-	-	PUNCT
ajst-31997	5	18	based	base	VERB
ajst-31997	5	19	optimization	optimization	NOUN
ajst-31997	5	20	;	;	PUNCT
ajst-31997	5	21	dedicated	dedicated	ADJ
ajst-31997	5	22	,	,	PUNCT
ajst-31997	5	23	efficient	efficient	ADJ
ajst-31997	5	24	schemes	scheme	NOUN
ajst-31997	5	25	driven	drive	VERB
ajst-31997	5	26	by	by	ADP
ajst-31997	5	27	deep	deep	ADJ
ajst-31997	5	28	learning	learning	NOUN
ajst-31997	5	29	;	;	PUNCT
ajst-31997	5	30	and	and	CCONJ
ajst-31997	5	31	cognitive	cognitive	ADJ
ajst-31997	5	32	communication	communication	NOUN
ajst-31997	5	33	paradigms	paradigm	NOUN
ajst-31997	5	34	empowered	empower	VERB
ajst-31997	5	35	by	by	ADP
ajst-31997	5	36	large	large	ADJ
ajst-31997	5	37	-	-	PUNCT
ajst-31997	5	38	scale	scale	NOUN
ajst-31997	5	39	foundation	foundation	NOUN
ajst-31997	5	40	models	model	NOUN
ajst-31997	5	41	.	.	PUNCT
ajst-31997	6	1	for	for	ADP
ajst-31997	6	2	each	each	DET
ajst-31997	6	3	path	path	NOUN
ajst-31997	6	4	,	,	PUNCT
ajst-31997	6	5	we	we	PRON
ajst-31997	6	6	present	present	VERB
ajst-31997	6	7	a	a	DET
ajst-31997	6	8	critical	critical	ADJ
ajst-31997	6	9	analysis	analysis	NOUN
ajst-31997	6	10	of	of	ADP
ajst-31997	6	11	its	its	PRON
ajst-31997	6	12	strengths	strength	NOUN
ajst-31997	6	13	,	,	PUNCT
ajst-31997	6	14	limitations	limitation	NOUN
ajst-31997	6	15	,	,	PUNCT
ajst-31997	6	16	and	and	CCONJ
ajst-31997	6	17	ongoing	ongoing	ADJ
ajst-31997	6	18	debates	debate	NOUN
ajst-31997	6	19	.	.	PUNCT
ajst-31997	7	1	we	we	PRON
ajst-31997	7	2	then	then	ADV
ajst-31997	7	3	summarize	summarize	VERB
ajst-31997	7	4	four	four	NUM
ajst-31997	7	5	representative	representative	NOUN
ajst-31997	7	6	6	6	NUM
ajst-31997	7	7	g	g	NOUN
ajst-31997	7	8	architectures	architecture	NOUN
ajst-31997	7	9	enabled	enable	VERB
ajst-31997	7	10	by	by	ADP
ajst-31997	7	11	semantic	semantic	ADJ
ajst-31997	7	12	communication	communication	NOUN
ajst-31997	7	13	,	,	PUNCT
ajst-31997	7	14	elucidating	elucidate	VERB
ajst-31997	7	15	their	their	PRON
ajst-31997	7	16	design	design	NOUN
ajst-31997	7	17	goals	goal	NOUN
ajst-31997	7	18	,	,	PUNCT
ajst-31997	7	19	technical	technical	ADJ
ajst-31997	7	20	distinctions	distinction	NOUN
ajst-31997	7	21	,	,	PUNCT
ajst-31997	7	22	and	and	CCONJ
ajst-31997	7	23	inherent	inherent	ADJ
ajst-31997	7	24	trade	trade	NOUN
ajst-31997	7	25	-	-	PUNCT
ajst-31997	7	26	offs	off	NOUN
ajst-31997	7	27	.	.	PUNCT
ajst-31997	8	1	finally	finally	ADV
ajst-31997	8	2	,	,	PUNCT
ajst-31997	8	3	we	we	PRON
ajst-31997	8	4	identify	identify	VERB
ajst-31997	8	5	the	the	DET
ajst-31997	8	6	open	open	ADJ
ajst-31997	8	7	research	research	NOUN
ajst-31997	8	8	challenges	challenge	NOUN
ajst-31997	8	9	and	and	CCONJ
ajst-31997	8	10	outline	outline	NOUN
ajst-31997	8	11	promising	promise	VERB
ajst-31997	8	12	future	future	ADJ
ajst-31997	8	13	research	research	NOUN
ajst-31997	8	14	directions	direction	NOUN
ajst-31997	8	15	.	.	PUNCT
ajst-31997	9	1	this	this	DET
ajst-31997	9	2	survey	survey	NOUN
ajst-31997	9	3	aims	aim	VERB
ajst-31997	9	4	to	to	PART
ajst-31997	9	5	serve	serve	VERB
ajst-31997	9	6	as	as	ADP
ajst-31997	9	7	a	a	DET
ajst-31997	9	8	comprehensive	comprehensive	ADJ
ajst-31997	9	9	reference	reference	NOUN
ajst-31997	9	10	for	for	ADP
ajst-31997	9	11	both	both	CCONJ
ajst-31997	9	12	academia	academia	NOUN
ajst-31997	9	13	and	and	CCONJ
ajst-31997	9	14	industry	industry	NOUN
ajst-31997	9	15	,	,	PUNCT
ajst-31997	9	16	fostering	foster	VERB
ajst-31997	9	17	the	the	DET
ajst-31997	9	18	deep	deep	ADJ
ajst-31997	9	19	integration	integration	NOUN
ajst-31997	9	20	of	of	ADP
ajst-31997	9	21	semantic	semantic	ADJ
ajst-31997	9	22	communication	communication	NOUN
ajst-31997	9	23	technologies	technology	NOUN
ajst-31997	9	24	in	in	ADP
ajst-31997	9	25	the	the	DET
ajst-31997	9	26	6	6	NUM
ajst-31997	9	27	g	g	NOUN
ajst-31997	9	28	era	era	NOUN
ajst-31997	9	29	.	.	PUNCT
ajst-31997	10	1	keywords	keyword	NOUN
ajst-31997	10	2	:	:	PUNCT
ajst-31997	10	3	semantic	semantic	ADJ
ajst-31997	10	4	communication	communication	NOUN
ajst-31997	10	5	,	,	PUNCT
ajst-31997	10	6	6	6	NUM
ajst-31997	10	7	g	g	NOUN
ajst-31997	10	8	networks	network	NOUN
ajst-31997	10	9	,	,	PUNCT
ajst-31997	10	10	cross	cross	ADJ
ajst-31997	10	11	-	-	ADJ
ajst-31997	10	12	domain	domain	ADJ
ajst-31997	10	13	collaboration	collaboration	NOUN
ajst-31997	10	14	,	,	PUNCT
ajst-31997	10	15	lightweight	lightweight	ADJ
ajst-31997	10	16	models	model	NOUN
ajst-31997	10	17	.	.	PUNCT
ajst-31997	11	1	1	1	X
ajst-31997	11	2	.	.	X
ajst-31997	11	3	introduction	introduction	NOUN
ajst-31997	11	4	with	with	ADP
ajst-31997	11	5	the	the	DET
ajst-31997	11	6	accelerated	accelerated	ADJ
ajst-31997	11	7	pace	pace	NOUN
ajst-31997	11	8	of	of	ADP
ajst-31997	11	9	digitalization	digitalization	NOUN
ajst-31997	11	10	and	and	CCONJ
ajst-31997	11	11	intelligence	intelligence	NOUN
ajst-31997	11	12	,	,	PUNCT
ajst-31997	11	13	6	6	NUM
ajst-31997	11	14	g	g	NOUN
ajst-31997	11	15	networks	network	NOUN
ajst-31997	11	16	are	be	AUX
ajst-31997	11	17	expected	expect	VERB
ajst-31997	11	18	to	to	PART
ajst-31997	11	19	play	play	VERB
ajst-31997	11	20	a	a	DET
ajst-31997	11	21	pivotal	pivotal	ADJ
ajst-31997	11	22	role	role	NOUN
ajst-31997	11	23	in	in	ADP
ajst-31997	11	24	supporting	support	VERB
ajst-31997	11	25	more	more	ADV
ajst-31997	11	26	extensive	extensive	ADJ
ajst-31997	11	27	and	and	CCONJ
ajst-31997	11	28	deeper	deep	ADJ
ajst-31997	11	29	connectivity	connectivity	NOUN
ajst-31997	11	30	.	.	PUNCT
ajst-31997	12	1	by	by	ADP
ajst-31997	12	2	2030	2030	NUM
ajst-31997	12	3	,	,	PUNCT
ajst-31997	12	4	6	6	NUM
ajst-31997	12	5	g	g	NOUN
ajst-31997	12	6	is	be	AUX
ajst-31997	12	7	projected	project	VERB
ajst-31997	12	8	to	to	PART
ajst-31997	12	9	serve	serve	VERB
ajst-31997	12	10	billions	billion	NOUN
ajst-31997	12	11	of	of	ADP
ajst-31997	12	12	terminal	terminal	ADJ
ajst-31997	12	13	devices	device	NOUN
ajst-31997	12	14	,	,	PUNCT
ajst-31997	12	15	covering	cover	VERB
ajst-31997	12	16	scenarios	scenario	NOUN
ajst-31997	12	17	such	such	ADJ
ajst-31997	12	18	as	as	ADP
ajst-31997	12	19	augmented	augment	VERB
ajst-31997	12	20	reality	reality	NOUN
ajst-31997	12	21	(	(	PUNCT
ajst-31997	12	22	ar	ar	NOUN
ajst-31997	12	23	)	)	PUNCT
ajst-31997	12	24	,	,	PUNCT
ajst-31997	12	25	virtual	virtual	ADJ
ajst-31997	12	26	reality	reality	NOUN
ajst-31997	12	27	(	(	PUNCT
ajst-31997	12	28	vr	vr	NOUN
ajst-31997	12	29	)	)	PUNCT
ajst-31997	12	30	,	,	PUNCT
ajst-31997	12	31	the	the	DET
ajst-31997	12	32	metaverse	metaverse	NOUN
ajst-31997	12	33	,	,	PUNCT
ajst-31997	12	34	and	and	CCONJ
ajst-31997	12	35	smart	smart	ADJ
ajst-31997	12	36	industries	industry	NOUN
ajst-31997	12	37	.	.	PUNCT
ajst-31997	13	1	compared	compare	VERB
ajst-31997	13	2	to	to	ADP
ajst-31997	13	3	5	5	NUM
ajst-31997	13	4	g	g	NOUN
ajst-31997	13	5	,	,	PUNCT
ajst-31997	13	6	6	6	NUM
ajst-31997	13	7	g	g	NOUN
ajst-31997	13	8	aims	aim	VERB
ajst-31997	13	9	not	not	PART
ajst-31997	13	10	only	only	ADV
ajst-31997	13	11	for	for	ADP
ajst-31997	13	12	higher	high	ADJ
ajst-31997	13	13	peak	peak	NOUN
ajst-31997	13	14	data	data	NOUN
ajst-31997	13	15	rates	rate	NOUN
ajst-31997	13	16	and	and	CCONJ
ajst-31997	13	17	lower	low	ADJ
ajst-31997	13	18	latencies	latency	NOUN
ajst-31997	13	19	but	but	CCONJ
ajst-31997	13	20	also	also	ADV
ajst-31997	13	21	emphasizes	emphasize	VERB
ajst-31997	13	22	ubiquitous	ubiquitous	ADJ
ajst-31997	13	23	coverage	coverage	NOUN
ajst-31997	13	24	,	,	PUNCT
ajst-31997	13	25	ultra	ultra	ADJ
ajst-31997	13	26	-	-	ADJ
ajst-31997	13	27	reliable	reliable	ADJ
ajst-31997	13	28	connectivity	connectivity	NOUN
ajst-31997	13	29	,	,	PUNCT
ajst-31997	13	30	intelligent	intelligent	ADJ
ajst-31997	13	31	networks	network	NOUN
ajst-31997	13	32	,	,	PUNCT
ajst-31997	13	33	and	and	CCONJ
ajst-31997	13	34	green	green	ADJ
ajst-31997	13	35	,	,	PUNCT
ajst-31997	13	36	low	low	ADJ
ajst-31997	13	37	-	-	PUNCT
ajst-31997	13	38	carbon	carbon	NOUN
ajst-31997	13	39	capabilities	capability	NOUN
ajst-31997	13	40	.	.	PUNCT
ajst-31997	14	1	these	these	DET
ajst-31997	14	2	advancements	advancement	NOUN
ajst-31997	14	3	position	position	NOUN
ajst-31997	14	4	6	6	NUM
ajst-31997	14	5	g	g	NOUN
ajst-31997	14	6	as	as	ADP
ajst-31997	14	7	a	a	DET
ajst-31997	14	8	critical	critical	ADJ
ajst-31997	14	9	engine	engine	NOUN
ajst-31997	14	10	for	for	ADP
ajst-31997	14	11	powering	power	VERB
ajst-31997	14	12	future	future	ADJ
ajst-31997	14	13	digital	digital	ADJ
ajst-31997	14	14	societies	society	NOUN
ajst-31997	14	15	.	.	PUNCT
ajst-31997	15	1	however	however	ADV
ajst-31997	15	2	,	,	PUNCT
ajst-31997	15	3	when	when	SCONJ
ajst-31997	15	4	confronted	confront	VERB
ajst-31997	15	5	with	with	ADP
ajst-31997	15	6	the	the	DET
ajst-31997	15	7	massive	massive	ADJ
ajst-31997	15	8	data	datum	NOUN
ajst-31997	15	9	scale	scale	NOUN
ajst-31997	15	10	of	of	ADP
ajst-31997	15	11	the	the	DET
ajst-31997	15	12	6	6	NUM
ajst-31997	15	13	g	g	NOUN
ajst-31997	15	14	era	era	NOUN
ajst-31997	15	15	,	,	PUNCT
ajst-31997	15	16	traditional	traditional	ADJ
ajst-31997	15	17	communication	communication	NOUN
ajst-31997	15	18	systems	system	NOUN
ajst-31997	15	19	fall	fall	VERB
ajst-31997	15	20	short	short	ADV
ajst-31997	15	21	in	in	ADP
ajst-31997	15	22	terms	term	NOUN
ajst-31997	15	23	of	of	ADP
ajst-31997	15	24	transmission	transmission	NOUN
ajst-31997	15	25	efficiency	efficiency	NOUN
ajst-31997	15	26	.	.	PUNCT
ajst-31997	16	1	the	the	DET
ajst-31997	16	2	large	large	ADJ
ajst-31997	16	3	volume	volume	NOUN
ajst-31997	16	4	of	of	ADP
ajst-31997	16	5	redundant	redundant	ADJ
ajst-31997	16	6	bit	bit	NOUN
ajst-31997	16	7	-	-	PUNCT
ajst-31997	16	8	level	level	NOUN
ajst-31997	16	9	transmission	transmission	NOUN
ajst-31997	16	10	not	not	PART
ajst-31997	16	11	only	only	ADV
ajst-31997	16	12	increases	increase	VERB
ajst-31997	16	13	bandwidth	bandwidth	ADJ
ajst-31997	16	14	burdens	burden	NOUN
ajst-31997	16	15	but	but	CCONJ
ajst-31997	16	16	also	also	ADV
ajst-31997	16	17	imposes	impose	VERB
ajst-31997	16	18	significant	significant	ADJ
ajst-31997	16	19	pressure	pressure	NOUN
ajst-31997	16	20	on	on	ADP
ajst-31997	16	21	computation	computation	NOUN
ajst-31997	16	22	and	and	CCONJ
ajst-31997	16	23	energy	energy	NOUN
ajst-31997	16	24	consumption	consumption	NOUN
ajst-31997	16	25	,	,	PUNCT
ajst-31997	16	26	especially	especially	ADV
ajst-31997	16	27	in	in	ADP
ajst-31997	16	28	resource	resource	NOUN
ajst-31997	16	29	-	-	PUNCT
ajst-31997	16	30	constrained	constrain	VERB
ajst-31997	16	31	terminal	terminal	ADJ
ajst-31997	16	32	devices	device	NOUN
ajst-31997	16	33	and	and	CCONJ
ajst-31997	16	34	edge	edge	NOUN
ajst-31997	16	35	nodes	node	NOUN
ajst-31997	16	36	[	[	X
ajst-31997	16	37	1	1	NUM
ajst-31997	16	38	]	]	PUNCT
ajst-31997	16	39	.	.	PUNCT
ajst-31997	17	1	additionally	additionally	ADV
ajst-31997	17	2	,	,	PUNCT
ajst-31997	17	3	the	the	DET
ajst-31997	17	4	limitations	limitation	NOUN
ajst-31997	17	5	of	of	ADP
ajst-31997	17	6	traditional	traditional	ADJ
ajst-31997	17	7	communication	communication	NOUN
ajst-31997	17	8	architectures	architecture	NOUN
ajst-31997	17	9	exacerbate	exacerbate	VERB
ajst-31997	17	10	control	control	NOUN
ajst-31997	17	11	signaling	signal	VERB
ajst-31997	17	12	and	and	CCONJ
ajst-31997	17	13	scheduling	scheduling	NOUN
ajst-31997	17	14	overheads	overhead	NOUN
ajst-31997	17	15	in	in	ADP
ajst-31997	17	16	ultra	ultra	ADJ
ajst-31997	17	17	-	-	ADJ
ajst-31997	17	18	dense	dense	ADJ
ajst-31997	17	19	networks	network	NOUN
ajst-31997	17	20	,	,	PUNCT
ajst-31997	17	21	leading	lead	VERB
ajst-31997	17	22	to	to	ADP
ajst-31997	17	23	latency	latency	NOUN
ajst-31997	17	24	jitter	jitter	NOUN
ajst-31997	17	25	and	and	CCONJ
ajst-31997	17	26	undermining	undermine	VERB
ajst-31997	17	27	the	the	DET
ajst-31997	17	28	real	real	ADJ
ajst-31997	17	29	-	-	PUNCT
ajst-31997	17	30	time	time	NOUN
ajst-31997	17	31	performance	performance	NOUN
ajst-31997	17	32	of	of	ADP
ajst-31997	17	33	critical	critical	ADJ
ajst-31997	17	34	applications	application	NOUN
ajst-31997	17	35	.	.	PUNCT
ajst-31997	18	1	furthermore	furthermore	ADV
ajst-31997	18	2	,	,	PUNCT
ajst-31997	18	3	the	the	DET
ajst-31997	18	4	inefficient	inefficient	ADJ
ajst-31997	18	5	integration	integration	NOUN
ajst-31997	18	6	of	of	ADP
ajst-31997	18	7	multi	multi	ADJ
ajst-31997	18	8	-	-	ADJ
ajst-31997	18	9	source	source	NOUN
ajst-31997	18	10	information	information	NOUN
ajst-31997	18	11	in	in	ADP
ajst-31997	18	12	heterogeneous	heterogeneous	ADJ
ajst-31997	18	13	networks	network	NOUN
ajst-31997	18	14	and	and	CCONJ
ajst-31997	18	15	multimodal	multimodal	NOUN
ajst-31997	18	16	scenarios	scenario	NOUN
ajst-31997	18	17	severely	severely	ADV
ajst-31997	18	18	restricts	restrict	VERB
ajst-31997	18	19	end	end	NOUN
ajst-31997	18	20	-	-	PUNCT
ajst-31997	18	21	to	to	ADP
ajst-31997	18	22	-	-	PUNCT
ajst-31997	18	23	end	end	NOUN
ajst-31997	18	24	system	system	NOUN
ajst-31997	18	25	performance	performance	NOUN
ajst-31997	18	26	[	[	X
ajst-31997	18	27	1	1	NUM
ajst-31997	18	28	]	]	PUNCT
ajst-31997	18	29	.	.	PUNCT
ajst-31997	19	1	thus	thus	ADV
ajst-31997	19	2	,	,	PUNCT
ajst-31997	19	3	there	there	PRON
ajst-31997	19	4	is	be	VERB
ajst-31997	19	5	an	an	DET
ajst-31997	19	6	urgent	urgent	ADJ
ajst-31997	19	7	need	need	NOUN
ajst-31997	19	8	for	for	ADP
ajst-31997	19	9	innovative	innovative	ADJ
ajst-31997	19	10	semantic	semantic	ADJ
ajst-31997	19	11	communication	communication	NOUN
ajst-31997	19	12	architectures	architecture	NOUN
ajst-31997	19	13	to	to	PART
ajst-31997	19	14	enhance	enhance	VERB
ajst-31997	19	15	end	end	NOUN
ajst-31997	19	16	-	-	PUNCT
ajst-31997	19	17	to	to	ADP
ajst-31997	19	18	-	-	PUNCT
ajst-31997	19	19	end	end	NOUN
ajst-31997	19	20	transmission	transmission	NOUN
ajst-31997	19	21	performance	performance	NOUN
ajst-31997	19	22	and	and	CCONJ
ajst-31997	19	23	optimize	optimize	VERB
ajst-31997	19	24	resource	resource	NOUN
ajst-31997	19	25	utilization	utilization	NOUN
ajst-31997	19	26	.	.	PUNCT
ajst-31997	20	1	semantic	semantic	ADJ
ajst-31997	20	2	communication	communication	NOUN
ajst-31997	20	3	intelligently	intelligently	ADV
ajst-31997	20	4	extracts	extract	NOUN
ajst-31997	20	5	and	and	CCONJ
ajst-31997	20	6	reconstructs	reconstruct	VERB
ajst-31997	20	7	the	the	DET
ajst-31997	20	8	intrinsic	intrinsic	ADJ
ajst-31997	20	9	meaning	meaning	NOUN
ajst-31997	20	10	of	of	ADP
ajst-31997	20	11	information	information	NOUN
ajst-31997	20	12	,	,	PUNCT
ajst-31997	20	13	thereby	thereby	ADV
ajst-31997	20	14	significantly	significantly	ADV
ajst-31997	20	15	reducing	reduce	VERB
ajst-31997	20	16	redundant	redundant	ADJ
ajst-31997	20	17	bit	bit	NOUN
ajst-31997	20	18	-	-	PUNCT
ajst-31997	20	19	level	level	NOUN
ajst-31997	20	20	transmissions	transmission	NOUN
ajst-31997	20	21	and	and	CCONJ
ajst-31997	20	22	retaining	retain	VERB
ajst-31997	20	23	only	only	ADV
ajst-31997	20	24	the	the	DET
ajst-31997	20	25	key	key	ADJ
ajst-31997	20	26	content	content	NOUN
ajst-31997	20	27	relevant	relevant	ADJ
ajst-31997	20	28	to	to	ADP
ajst-31997	20	29	the	the	DET
ajst-31997	20	30	task	task	NOUN
ajst-31997	20	31	objectives	objective	NOUN
ajst-31997	20	32	.	.	PUNCT
ajst-31997	21	1	a	a	DET
ajst-31997	21	2	substantial	substantial	ADJ
ajst-31997	21	3	body	body	NOUN
ajst-31997	21	4	of	of	ADP
ajst-31997	21	5	work	work	NOUN
ajst-31997	21	6	has	have	AUX
ajst-31997	21	7	already	already	ADV
ajst-31997	21	8	been	be	AUX
ajst-31997	21	9	devoted	devote	VERB
ajst-31997	21	10	to	to	ADP
ajst-31997	21	11	this	this	DET
ajst-31997	21	12	emerging	emerge	VERB
ajst-31997	21	13	paradigm	paradigm	NOUN
ajst-31997	21	14	.	.	PUNCT
ajst-31997	22	1	as	as	ADP
ajst-31997	22	2	a	a	DET
ajst-31997	22	3	promising	promising	ADJ
ajst-31997	22	4	and	and	CCONJ
ajst-31997	22	5	effective	effective	ADJ
ajst-31997	22	6	approach	approach	NOUN
ajst-31997	22	7	to	to	PART
ajst-31997	22	8	address	address	VERB
ajst-31997	22	9	the	the	DET
ajst-31997	22	10	aforementioned	aforementioned	ADJ
ajst-31997	22	11	67	67	NUM
ajst-31997	22	12	challenges	challenge	NOUN
ajst-31997	22	13	,	,	PUNCT
ajst-31997	22	14	semantic	semantic	ADJ
ajst-31997	22	15	-	-	PUNCT
ajst-31997	22	16	level	level	NOUN
ajst-31997	22	17	data	datum	NOUN
ajst-31997	22	18	compression	compression	NOUN
ajst-31997	22	19	and	and	CCONJ
ajst-31997	22	20	intelligent	intelligent	ADJ
ajst-31997	22	21	decision	decision	NOUN
ajst-31997	22	22	-	-	PUNCT
ajst-31997	22	23	making	making	NOUN
ajst-31997	22	24	can	can	AUX
ajst-31997	22	25	markedly	markedly	ADV
ajst-31997	22	26	reduce	reduce	VERB
ajst-31997	22	27	the	the	DET
ajst-31997	22	28	number	number	NOUN
ajst-31997	22	29	of	of	ADP
ajst-31997	22	30	transmitted	transmit	VERB
ajst-31997	22	31	bits	bit	NOUN
ajst-31997	22	32	,	,	PUNCT
ajst-31997	22	33	thereby	thereby	ADV
ajst-31997	22	34	improving	improve	VERB
ajst-31997	22	35	transmission	transmission	NOUN
ajst-31997	22	36	efficiency	efficiency	NOUN
ajst-31997	22	37	,	,	PUNCT
ajst-31997	22	38	lowering	lower	VERB
ajst-31997	22	39	bandwidth	bandwidth	ADJ
ajst-31997	22	40	requirements	requirement	NOUN
ajst-31997	22	41	,	,	PUNCT
ajst-31997	22	42	and	and	CCONJ
ajst-31997	22	43	reducing	reduce	VERB
ajst-31997	22	44	overall	overall	ADJ
ajst-31997	22	45	power	power	NOUN
ajst-31997	22	46	consumption	consumption	NOUN
ajst-31997	22	47	[	[	X
ajst-31997	22	48	2	2	NUM
ajst-31997	22	49	]	]	PUNCT
ajst-31997	22	50	.	.	PUNCT
ajst-31997	23	1	moreover	moreover	ADV
ajst-31997	23	2	,	,	PUNCT
ajst-31997	23	3	by	by	ADP
ajst-31997	23	4	enabling	enable	VERB
ajst-31997	23	5	context	context	NOUN
ajst-31997	23	6	-	-	PUNCT
ajst-31997	23	7	aware	aware	ADJ
ajst-31997	23	8	and	and	CCONJ
ajst-31997	23	9	task	task	NOUN
ajst-31997	23	10	-	-	PUNCT
ajst-31997	23	11	oriented	orient	VERB
ajst-31997	23	12	transmission	transmission	NOUN
ajst-31997	23	13	,	,	PUNCT
ajst-31997	23	14	this	this	DET
ajst-31997	23	15	approach	approach	NOUN
ajst-31997	23	16	minimizes	minimize	VERB
ajst-31997	23	17	unnecessary	unnecessary	ADJ
ajst-31997	23	18	interactions	interaction	NOUN
ajst-31997	23	19	and	and	CCONJ
ajst-31997	23	20	ensures	ensure	VERB
ajst-31997	23	21	the	the	DET
ajst-31997	23	22	quality	quality	NOUN
ajst-31997	23	23	of	of	ADP
ajst-31997	23	24	service	service	NOUN
ajst-31997	23	25	for	for	ADP
ajst-31997	23	26	latency	latency	NOUN
ajst-31997	23	27	-	-	PUNCT
ajst-31997	23	28	sensitive	sensitive	ADJ
ajst-31997	23	29	applications	application	NOUN
ajst-31997	23	30	[	[	X
ajst-31997	23	31	3	3	NUM
ajst-31997	23	32	]	]	PUNCT
ajst-31997	23	33	.	.	PUNCT
ajst-31997	24	1	in	in	ADP
ajst-31997	24	2	addition	addition	NOUN
ajst-31997	24	3	,	,	PUNCT
ajst-31997	24	4	the	the	DET
ajst-31997	24	5	cross	cross	ADJ
ajst-31997	24	6	-	-	ADJ
ajst-31997	24	7	modal	modal	ADJ
ajst-31997	24	8	information	information	NOUN
ajst-31997	24	9	fusion	fusion	NOUN
ajst-31997	24	10	capability	capability	NOUN
ajst-31997	24	11	of	of	ADP
ajst-31997	24	12	semantic	semantic	ADJ
ajst-31997	24	13	communication	communication	NOUN
ajst-31997	24	14	enhances	enhance	VERB
ajst-31997	24	15	both	both	CCONJ
ajst-31997	24	16	the	the	DET
ajst-31997	24	17	robustness	robustness	NOUN
ajst-31997	24	18	and	and	CCONJ
ajst-31997	24	19	scalability	scalability	NOUN
ajst-31997	24	20	of	of	ADP
ajst-31997	24	21	communication	communication	NOUN
ajst-31997	24	22	systems	system	NOUN
ajst-31997	24	23	.	.	PUNCT
ajst-31997	25	1	the	the	DET
ajst-31997	25	2	6	6	NUM
ajst-31997	25	3	g	g	PROPN
ajst-31997	25	4	network	network	NOUN
ajst-31997	25	5	roadmap	roadmap	NOUN
ajst-31997	25	6	outlined	outline	VERB
ajst-31997	25	7	in	in	ADP
ajst-31997	25	8	[	[	X
ajst-31997	25	9	4	4	X
ajst-31997	25	10	]	]	PUNCT
ajst-31997	25	11	explicitly	explicitly	ADV
ajst-31997	25	12	identifies	identify	VERB
ajst-31997	25	13	the	the	DET
ajst-31997	25	14	deep	deep	ADJ
ajst-31997	25	15	integration	integration	NOUN
ajst-31997	25	16	of	of	ADP
ajst-31997	25	17	artificial	artificial	ADJ
ajst-31997	25	18	intelligence	intelligence	NOUN
ajst-31997	25	19	and	and	CCONJ
ajst-31997	25	20	semantic	semantic	ADJ
ajst-31997	25	21	technologies	technology	NOUN
ajst-31997	25	22	as	as	ADP
ajst-31997	25	23	a	a	DET
ajst-31997	25	24	driving	drive	VERB
ajst-31997	25	25	force	force	NOUN
ajst-31997	25	26	for	for	ADP
ajst-31997	25	27	the	the	DET
ajst-31997	25	28	future	future	ADJ
ajst-31997	25	29	evolution	evolution	NOUN
ajst-31997	25	30	of	of	ADP
ajst-31997	25	31	wireless	wireless	ADJ
ajst-31997	25	32	networks	network	NOUN
ajst-31997	25	33	.	.	PUNCT
ajst-31997	26	1	consequently	consequently	ADV
ajst-31997	26	2	,	,	PUNCT
ajst-31997	26	3	the	the	DET
ajst-31997	26	4	systematic	systematic	ADJ
ajst-31997	26	5	development	development	NOUN
ajst-31997	26	6	of	of	ADP
ajst-31997	26	7	semantic	semantic	ADJ
ajst-31997	26	8	communication	communication	NOUN
ajst-31997	26	9	theories	theory	NOUN
ajst-31997	26	10	and	and	CCONJ
ajst-31997	26	11	architectures	architecture	NOUN
ajst-31997	26	12	not	not	PART
ajst-31997	26	13	only	only	ADV
ajst-31997	26	14	holds	hold	VERB
ajst-31997	26	15	significant	significant	ADJ
ajst-31997	26	16	theoretical	theoretical	ADJ
ajst-31997	26	17	value	value	NOUN
ajst-31997	26	18	but	but	CCONJ
ajst-31997	26	19	also	also	ADV
ajst-31997	26	20	promises	promise	VERB
ajst-31997	26	21	to	to	PART
ajst-31997	26	22	accelerate	accelerate	VERB
ajst-31997	26	23	the	the	DET
ajst-31997	26	24	comprehensive	comprehensive	ADJ
ajst-31997	26	25	advancement	advancement	NOUN
ajst-31997	26	26	of	of	ADP
ajst-31997	26	27	the	the	DET
ajst-31997	26	28	6	6	NUM
ajst-31997	26	29	g	g	PROPN
ajst-31997	26	30	application	application	NOUN
ajst-31997	26	31	ecosystem	ecosystem	NOUN
ajst-31997	26	32	.	.	PUNCT
ajst-31997	27	1	in	in	ADP
ajst-31997	27	2	contrast	contrast	NOUN
ajst-31997	27	3	to	to	ADP
ajst-31997	27	4	existing	exist	VERB
ajst-31997	27	5	surveys	survey	NOUN
ajst-31997	27	6	that	that	PRON
ajst-31997	27	7	concentrate	concentrate	VERB
ajst-31997	27	8	on	on	ADP
ajst-31997	27	9	a	a	DET
ajst-31997	27	10	single	single	ADJ
ajst-31997	27	11	technological	technological	ADJ
ajst-31997	27	12	dimension	dimension	NOUN
ajst-31997	27	13	—	—	PUNCT
ajst-31997	27	14	such	such	ADJ
ajst-31997	27	15	as	as	ADP
ajst-31997	27	16	[	[	X
ajst-31997	27	17	5	5	NUM
ajst-31997	27	18	]	]	PUNCT
ajst-31997	27	19	,	,	PUNCT
ajst-31997	27	20	which	which	PRON
ajst-31997	27	21	focuses	focus	VERB
ajst-31997	27	22	on	on	ADP
ajst-31997	27	23	deep	deep	ADJ
ajst-31997	27	24	learning	learning	NOUN
ajst-31997	27	25	methods	method	NOUN
ajst-31997	27	26	,	,	PUNCT
ajst-31997	27	27	and	and	CCONJ
ajst-31997	27	28	[	[	X
ajst-31997	27	29	6][7	6][7	NOUN
ajst-31997	27	30	]	]	PUNCT
ajst-31997	27	31	,	,	PUNCT
ajst-31997	27	32	which	which	PRON
ajst-31997	27	33	emphasize	emphasize	VERB
ajst-31997	27	34	architectural	architectural	ADJ
ajst-31997	27	35	taxonomies	taxonomy	NOUN
ajst-31997	27	36	—	—	PUNCT
ajst-31997	27	37	this	this	DET
ajst-31997	27	38	work	work	NOUN
ajst-31997	27	39	adopts	adopt	VERB
ajst-31997	27	40	an	an	DET
ajst-31997	27	41	innovative	innovative	ADJ
ajst-31997	27	42	perspective	perspective	NOUN
ajst-31997	27	43	by	by	ADP
ajst-31997	27	44	cross	cross	ADJ
ajst-31997	27	45	-	-	ADJ
ajst-31997	27	46	mapping	mapping	ADJ
ajst-31997	27	47	three	three	NUM
ajst-31997	27	48	core	core	NOUN
ajst-31997	27	49	methodological	methodological	ADJ
ajst-31997	27	50	paradigms	paradigm	NOUN
ajst-31997	27	51	with	with	ADP
ajst-31997	27	52	representative	representative	ADJ
ajst-31997	27	53	6	6	NUM
ajst-31997	27	54	g	g	NOUN
ajst-31997	27	55	architectures	architecture	NOUN
ajst-31997	27	56	empowered	empower	VERB
ajst-31997	27	57	by	by	ADP
ajst-31997	27	58	semantic	semantic	ADJ
ajst-31997	27	59	communication	communication	NOUN
ajst-31997	27	60	.	.	PUNCT
ajst-31997	28	1	this	this	PRON
ajst-31997	28	2	cross	cross	ADJ
ajst-31997	28	3	-	-	ADJ
ajst-31997	28	4	mapping	mapping	NOUN
ajst-31997	28	5	provides	provide	VERB
ajst-31997	28	6	a	a	DET
ajst-31997	28	7	novel	novel	ADJ
ajst-31997	28	8	and	and	CCONJ
ajst-31997	28	9	intuitive	intuitive	ADJ
ajst-31997	28	10	navigational	navigational	ADJ
ajst-31997	28	11	framework	framework	NOUN
ajst-31997	28	12	for	for	ADP
ajst-31997	28	13	understanding	understand	VERB
ajst-31997	28	14	the	the	DET
ajst-31997	28	15	applicability	applicability	NOUN
ajst-31997	28	16	boundaries	boundary	NOUN
ajst-31997	28	17	and	and	CCONJ
ajst-31997	28	18	optimization	optimization	NOUN
ajst-31997	28	19	potentials	potential	NOUN
ajst-31997	28	20	of	of	ADP
ajst-31997	28	21	different	different	ADJ
ajst-31997	28	22	approaches	approach	NOUN
ajst-31997	28	23	.	.	PUNCT
ajst-31997	29	1	to	to	PART
ajst-31997	29	2	systematically	systematically	ADV
ajst-31997	29	3	review	review	VERB
ajst-31997	29	4	the	the	DET
ajst-31997	29	5	opportunities	opportunity	NOUN
ajst-31997	29	6	and	and	CCONJ
ajst-31997	29	7	challenges	challenge	NOUN
ajst-31997	29	8	that	that	PRON
ajst-31997	29	9	semantic	semantic	ADJ
ajst-31997	29	10	communication	communication	NOUN
ajst-31997	29	11	brings	bring	VERB
ajst-31997	29	12	to	to	ADP
ajst-31997	29	13	6	6	NUM
ajst-31997	29	14	g	g	NOUN
ajst-31997	29	15	,	,	PUNCT
ajst-31997	29	16	this	this	DET
ajst-31997	29	17	survey	survey	NOUN
ajst-31997	29	18	aims	aim	VERB
ajst-31997	29	19	to	to	PART
ajst-31997	29	20	deliver	deliver	VERB
ajst-31997	29	21	a	a	DET
ajst-31997	29	22	comprehensive	comprehensive	ADJ
ajst-31997	29	23	,	,	PUNCT
ajst-31997	29	24	in	in	ADP
ajst-31997	29	25	-	-	PUNCT
ajst-31997	29	26	depth	depth	NOUN
ajst-31997	29	27	,	,	PUNCT
ajst-31997	29	28	and	and	CCONJ
ajst-31997	29	29	critically	critically	ADV
ajst-31997	29	30	informed	inform	VERB
ajst-31997	29	31	analytical	analytical	ADJ
ajst-31997	29	32	framework	framework	NOUN
ajst-31997	29	33	.	.	PUNCT
ajst-31997	30	1	as	as	SCONJ
ajst-31997	30	2	illustrated	illustrate	VERB
ajst-31997	30	3	in	in	ADP
ajst-31997	30	4	fig	fig	NOUN
ajst-31997	30	5	.	.	PUNCT
ajst-31997	31	1	1	1	NUM
ajst-31997	31	2	,	,	PUNCT
ajst-31997	31	3	we	we	PRON
ajst-31997	31	4	classify	classify	VERB
ajst-31997	31	5	the	the	DET
ajst-31997	31	6	core	core	NOUN
ajst-31997	31	7	technologies	technology	NOUN
ajst-31997	31	8	,	,	PUNCT
ajst-31997	31	9	based	base	VERB
ajst-31997	31	10	on	on	ADP
ajst-31997	31	11	recent	recent	ADJ
ajst-31997	31	12	advances	advance	NOUN
ajst-31997	31	13	in	in	ADP
ajst-31997	31	14	semantic	semantic	ADJ
ajst-31997	31	15	communication	communication	NOUN
ajst-31997	31	16	,	,	PUNCT
ajst-31997	31	17	into	into	ADP
ajst-31997	31	18	three	three	NUM
ajst-31997	31	19	categories	category	NOUN
ajst-31997	31	20	:	:	PUNCT
ajst-31997	31	21	(	(	PUNCT
ajst-31997	31	22	i	i	NOUN
ajst-31997	31	23	)	)	PUNCT
ajst-31997	31	24	modelbased	modelbase	VERB
ajst-31997	31	25	optimization	optimization	NOUN
ajst-31997	31	26	,	,	PUNCT
ajst-31997	31	27	(	(	PUNCT
ajst-31997	31	28	ii	ii	NOUN
ajst-31997	31	29	)	)	PUNCT
ajst-31997	31	30	deep	deep	ADJ
ajst-31997	31	31	learning	learning	NOUN
ajst-31997	31	32	–	–	PUNCT
ajst-31997	31	33	driven	drive	VERB
ajst-31997	31	34	schemes	scheme	NOUN
ajst-31997	31	35	,	,	PUNCT
ajst-31997	31	36	and	and	CCONJ
ajst-31997	31	37	(	(	PUNCT
ajst-31997	31	38	iii	iii	X
ajst-31997	31	39	)	)	PUNCT
ajst-31997	31	40	large	large	ADJ
ajst-31997	31	41	-	-	PUNCT
ajst-31997	31	42	model	model	NOUN
ajst-31997	31	43	–	–	PUNCT
ajst-31997	31	44	enabled	enable	VERB
ajst-31997	31	45	paradigms	paradigm	NOUN
ajst-31997	31	46	.	.	PUNCT
ajst-31997	32	1	we	we	PRON
ajst-31997	32	2	critically	critically	ADV
ajst-31997	32	3	examine	examine	VERB
ajst-31997	32	4	their	their	PRON
ajst-31997	32	5	respective	respective	ADJ
ajst-31997	32	6	limitations	limitation	NOUN
ajst-31997	32	7	,	,	PUNCT
ajst-31997	32	8	offering	offer	VERB
ajst-31997	32	9	new	new	ADJ
ajst-31997	32	10	insights	insight	NOUN
ajst-31997	32	11	into	into	ADP
ajst-31997	32	12	the	the	DET
ajst-31997	32	13	intrinsic	intrinsic	ADJ
ajst-31997	32	14	relationships	relationship	NOUN
ajst-31997	32	15	and	and	CCONJ
ajst-31997	32	16	applicability	applicability	NOUN
ajst-31997	32	17	boundaries	boundary	NOUN
ajst-31997	32	18	across	across	ADP
ajst-31997	32	19	these	these	DET
ajst-31997	32	20	approaches	approach	NOUN
ajst-31997	32	21	.	.	PUNCT
ajst-31997	33	1	we	we	PRON
ajst-31997	33	2	then	then	ADV
ajst-31997	33	3	extend	extend	VERB
ajst-31997	33	4	the	the	DET
ajst-31997	33	5	analysis	analysis	NOUN
ajst-31997	33	6	to	to	ADP
ajst-31997	33	7	the	the	DET
ajst-31997	33	8	application	application	NOUN
ajst-31997	33	9	of	of	ADP
ajst-31997	33	10	semantic	semantic	ADJ
ajst-31997	33	11	communication	communication	NOUN
ajst-31997	33	12	in	in	ADP
ajst-31997	33	13	6	6	NUM
ajst-31997	33	14	g	g	NOUN
ajst-31997	33	15	networks	network	NOUN
ajst-31997	33	16	,	,	PUNCT
ajst-31997	33	17	summarizing	summarize	VERB
ajst-31997	33	18	four	four	NUM
ajst-31997	33	19	representative	representative	ADJ
ajst-31997	33	20	architectures	architecture	NOUN
ajst-31997	33	21	,	,	PUNCT
ajst-31997	33	22	providing	provide	VERB
ajst-31997	33	23	detailed	detailed	ADJ
ajst-31997	33	24	examinations	examination	NOUN
ajst-31997	33	25	,	,	PUNCT
ajst-31997	33	26	and	and	CCONJ
ajst-31997	33	27	mapping	map	VERB
ajst-31997	33	28	them	they	PRON
ajst-31997	33	29	against	against	ADP
ajst-31997	33	30	the	the	DET
ajst-31997	33	31	core	core	ADJ
ajst-31997	33	32	technological	technological	ADJ
ajst-31997	33	33	categories	category	NOUN
ajst-31997	33	34	.	.	PUNCT
ajst-31997	34	1	by	by	ADP
ajst-31997	34	2	critically	critically	ADV
ajst-31997	34	3	analyzing	analyze	VERB
ajst-31997	34	4	the	the	DET
ajst-31997	34	5	latest	late	ADJ
ajst-31997	34	6	developments	development	NOUN
ajst-31997	34	7	,	,	PUNCT
ajst-31997	34	8	open	open	ADJ
ajst-31997	34	9	challenges	challenge	NOUN
ajst-31997	34	10	,	,	PUNCT
ajst-31997	34	11	and	and	CCONJ
ajst-31997	34	12	inherent	inherent	ADJ
ajst-31997	34	13	limitations	limitation	NOUN
ajst-31997	34	14	—	—	PUNCT
ajst-31997	34	15	while	while	SCONJ
ajst-31997	34	16	outlining	outline	VERB
ajst-31997	34	17	promising	promise	VERB
ajst-31997	34	18	research	research	NOUN
ajst-31997	34	19	directions	direction	NOUN
ajst-31997	34	20	—	—	PUNCT
ajst-31997	34	21	this	this	DET
ajst-31997	34	22	survey	survey	NOUN
ajst-31997	34	23	guides	guide	VERB
ajst-31997	34	24	the	the	DET
ajst-31997	34	25	reader	reader	NOUN
ajst-31997	34	26	from	from	ADP
ajst-31997	34	27	the	the	DET
ajst-31997	34	28	macro	macro	ADJ
ajst-31997	34	29	-	-	NOUN
ajst-31997	34	30	level	level	NOUN
ajst-31997	34	31	background	background	NOUN
ajst-31997	34	32	to	to	ADP
ajst-31997	34	33	core	core	NOUN
ajst-31997	34	34	technologies	technology	NOUN
ajst-31997	34	35	,	,	PUNCT
ajst-31997	34	36	then	then	ADV
ajst-31997	34	37	to	to	ADP
ajst-31997	34	38	system	system	NOUN
ajst-31997	34	39	architectures	architecture	NOUN
ajst-31997	34	40	,	,	PUNCT
ajst-31997	34	41	and	and	CCONJ
ajst-31997	34	42	finally	finally	ADV
ajst-31997	34	43	converging	converge	VERB
ajst-31997	34	44	on	on	ADP
ajst-31997	34	45	future	future	ADJ
ajst-31997	34	46	challenges	challenge	NOUN
ajst-31997	34	47	and	and	CCONJ
ajst-31997	34	48	prospects	prospect	NOUN
ajst-31997	34	49	.	.	PUNCT
ajst-31997	35	1	the	the	DET
ajst-31997	35	2	outcome	outcome	NOUN
ajst-31997	35	3	is	be	AUX
ajst-31997	35	4	a	a	DET
ajst-31997	35	5	logically	logically	ADV
ajst-31997	35	6	coherent	coherent	ADJ
ajst-31997	35	7	and	and	CCONJ
ajst-31997	35	8	progressively	progressively	ADV
ajst-31997	35	9	layered	layer	VERB
ajst-31997	35	10	research	research	NOUN
ajst-31997	35	11	framework	framework	NOUN
ajst-31997	35	12	.	.	PUNCT
ajst-31997	36	1	figure	figure	NOUN
ajst-31997	36	2	1	1	NUM
ajst-31997	36	3	.	.	PUNCT
ajst-31997	37	1	the	the	DET
ajst-31997	37	2	framework	framework	NOUN
ajst-31997	37	3	of	of	ADP
ajst-31997	37	4	the	the	DET
ajst-31997	37	5	essay	essay	NOUN
ajst-31997	37	6	68	68	NUM
ajst-31997	37	7	2	2	NUM
ajst-31997	37	8	.	.	PUNCT
ajst-31997	37	9	key	key	ADJ
ajst-31997	37	10	technologies	technology	NOUN
ajst-31997	37	11	for	for	ADP
ajst-31997	37	12	semantic	semantic	ADJ
ajst-31997	37	13	communication	communication	NOUN
ajst-31997	37	14	for	for	ADP
ajst-31997	37	15	6	6	NUM
ajst-31997	37	16	g	g	NOUN
ajst-31997	37	17	networks	network	NOUN
ajst-31997	37	18	,	,	PUNCT
ajst-31997	37	19	semantic	semantic	ADJ
ajst-31997	37	20	communication	communication	NOUN
ajst-31997	37	21	technologies	technology	NOUN
ajst-31997	37	22	aim	aim	VERB
ajst-31997	37	23	to	to	PART
ajst-31997	37	24	significantly	significantly	ADV
ajst-31997	37	25	reduce	reduce	VERB
ajst-31997	37	26	the	the	DET
ajst-31997	37	27	volume	volume	NOUN
ajst-31997	37	28	of	of	ADP
ajst-31997	37	29	transmitted	transmit	VERB
ajst-31997	37	30	data	datum	NOUN
ajst-31997	37	31	by	by	ADP
ajst-31997	37	32	focusing	focus	VERB
ajst-31997	37	33	on	on	ADP
ajst-31997	37	34	the	the	DET
ajst-31997	37	35	efficient	efficient	ADJ
ajst-31997	37	36	conveyance	conveyance	NOUN
ajst-31997	37	37	of	of	ADP
ajst-31997	37	38	information	information	NOUN
ajst-31997	37	39	meaning	mean	VERB
ajst-31997	37	40	.	.	PUNCT
ajst-31997	38	1	the	the	DET
ajst-31997	38	2	key	key	ADJ
ajst-31997	38	3	technologies	technology	NOUN
ajst-31997	38	4	can	can	AUX
ajst-31997	38	5	be	be	AUX
ajst-31997	38	6	categorized	categorize	VERB
ajst-31997	38	7	into	into	ADP
ajst-31997	38	8	three	three	NUM
ajst-31997	38	9	major	major	ADJ
ajst-31997	38	10	paradigms	paradigm	NOUN
ajst-31997	38	11	:	:	PUNCT
ajst-31997	38	12	traditional	traditional	ADJ
ajst-31997	38	13	model	model	NOUN
ajst-31997	38	14	-	-	PUNCT
ajst-31997	38	15	optimized	optimize	VERB
ajst-31997	38	16	semantic	semantic	ADJ
ajst-31997	38	17	communication	communication	NOUN
ajst-31997	38	18	,	,	PUNCT
ajst-31997	38	19	deep	deep	ADJ
ajst-31997	38	20	learning	learning	NOUN
ajst-31997	38	21	-	-	PUNCT
ajst-31997	38	22	based	base	VERB
ajst-31997	38	23	semantic	semantic	ADJ
ajst-31997	38	24	communication	communication	NOUN
ajst-31997	38	25	and	and	CCONJ
ajst-31997	38	26	large	large	ADJ
ajst-31997	38	27	model	model	NOUN
ajst-31997	38	28	-	-	PUNCT
ajst-31997	38	29	enabled	enable	VERB
ajst-31997	38	30	semantic	semantic	ADJ
ajst-31997	38	31	communication	communication	NOUN
ajst-31997	38	32	.	.	PUNCT
ajst-31997	39	1	this	this	DET
ajst-31997	39	2	classification	classification	NOUN
ajst-31997	39	3	reflects	reflect	VERB
ajst-31997	39	4	a	a	DET
ajst-31997	39	5	technological	technological	ADJ
ajst-31997	39	6	evolution	evolution	NOUN
ajst-31997	39	7	path	path	NOUN
ajst-31997	39	8	from	from	ADP
ajst-31997	39	9	foundational	foundational	ADJ
ajst-31997	39	10	ai	ai	PROPN
ajst-31997	39	11	integration	integration	NOUN
ajst-31997	39	12	toward	toward	ADP
ajst-31997	39	13	advanced	advanced	ADJ
ajst-31997	39	14	model	model	NOUN
ajst-31997	39	15	expansion	expansion	NOUN
ajst-31997	39	16	and	and	CCONJ
ajst-31997	39	17	efficiency	efficiency	NOUN
ajst-31997	39	18	enhancement	enhancement	NOUN
ajst-31997	39	19	.	.	PUNCT
ajst-31997	40	1	(	(	PUNCT
ajst-31997	40	2	table	table	NOUN
ajst-31997	40	3	1	1	NUM
ajst-31997	40	4	)	)	PUNCT
ajst-31997	40	5	table	table	NOUN
ajst-31997	40	6	1	1	NUM
ajst-31997	40	7	.	.	PUNCT
ajst-31997	40	8	table	table	NOUN
ajst-31997	40	9	of	of	ADP
ajst-31997	40	10	comparison	comparison	NOUN
ajst-31997	40	11	among	among	ADP
ajst-31997	40	12	key	key	ADJ
ajst-31997	40	13	technologies	technology	NOUN
ajst-31997	40	14	technological	technological	ADJ
ajst-31997	40	15	path	path	NOUN
ajst-31997	40	16	application	application	NOUN
ajst-31997	40	17	scenarios	scenario	NOUN
ajst-31997	40	18	limitations	limitation	VERB
ajst-31997	40	19	references	reference	NOUN
ajst-31997	40	20	traditional	traditional	ADJ
ajst-31997	40	21	model	model	NOUN
ajst-31997	40	22	optimization	optimization	NOUN
ajst-31997	40	23	resource	resource	NOUN
ajst-31997	40	24	-	-	PUNCT
ajst-31997	40	25	constrained	constrain	VERB
ajst-31997	40	26	iot	iot	NOUN
ajst-31997	40	27	and	and	CCONJ
ajst-31997	40	28	lowlatency	lowlatency	NOUN
ajst-31997	40	29	mission	mission	NOUN
ajst-31997	40	30	-	-	PUNCT
ajst-31997	40	31	critical	critical	ADJ
ajst-31997	40	32	communications	communication	NOUN
ajst-31997	40	33	(	(	PUNCT
ajst-31997	40	34	e.g.	e.g.	ADV
ajst-31997	40	35	,	,	PUNCT
ajst-31997	40	36	sensor	sensor	NOUN
ajst-31997	40	37	networks	network	NOUN
ajst-31997	40	38	,	,	PUNCT
ajst-31997	40	39	industrial	industrial	ADJ
ajst-31997	40	40	automation	automation	NOUN
ajst-31997	40	41	)	)	PUNCT
ajst-31997	40	42	limited	limit	VERB
ajst-31997	40	43	semantic	semantic	ADJ
ajst-31997	40	44	representation	representation	NOUN
ajst-31997	40	45	capability	capability	NOUN
ajst-31997	41	1	[	[	X
ajst-31997	41	2	3][5][7][9	3][5][7][9	NOUN
ajst-31997	41	3	]	]	X
ajst-31997	41	4	deep	deep	ADJ
ajst-31997	41	5	learning	learning	NOUN
ajst-31997	41	6	–	–	PUNCT
ajst-31997	41	7	driven	drive	VERB
ajst-31997	41	8	vertical	vertical	ADJ
ajst-31997	41	9	industry	industry	NOUN
ajst-31997	41	10	–	–	PUNCT
ajst-31997	41	11	specific	specific	ADJ
ajst-31997	41	12	scenarios	scenario	NOUN
ajst-31997	41	13	(	(	PUNCT
ajst-31997	41	14	e.g.	e.g.	ADV
ajst-31997	41	15	,	,	PUNCT
ajst-31997	41	16	autonomous	autonomous	ADJ
ajst-31997	41	17	driving	driving	NOUN
ajst-31997	41	18	,	,	PUNCT
ajst-31997	41	19	remote	remote	ADJ
ajst-31997	41	20	surgery	surgery	NOUN
ajst-31997	41	21	,	,	PUNCT
ajst-31997	41	22	smart	smart	ADJ
ajst-31997	41	23	manufacturing	manufacturing	NOUN
ajst-31997	41	24	)	)	PUNCT
ajst-31997	41	25	insufficient	insufficient	ADJ
ajst-31997	41	26	generalization	generalization	NOUN
ajst-31997	41	27	capability	capability	NOUN
ajst-31997	41	28	[	[	X
ajst-31997	41	29	10][11][12][13][14][15	10][11][12][13][14][15	NUM
ajst-31997	41	30	]	]	X
ajst-31997	41	31	large	large	ADJ
ajst-31997	41	32	model	model	NOUN
ajst-31997	41	33	–	–	PUNCT
ajst-31997	41	34	enabled	enable	VERB
ajst-31997	41	35	large	large	ADJ
ajst-31997	41	36	-	-	PUNCT
ajst-31997	41	37	scale	scale	NOUN
ajst-31997	41	38	open	open	ADJ
ajst-31997	41	39	internet	internet	NOUN
ajst-31997	41	40	services	service	NOUN
ajst-31997	41	41	(	(	PUNCT
ajst-31997	41	42	e.g.	e.g.	ADV
ajst-31997	41	43	,	,	PUNCT
ajst-31997	41	44	content	content	NOUN
ajst-31997	41	45	delivery	delivery	NOUN
ajst-31997	41	46	networks	network	NOUN
ajst-31997	41	47	,	,	PUNCT
ajst-31997	41	48	real	real	ADJ
ajst-31997	41	49	-	-	PUNCT
ajst-31997	41	50	time	time	NOUN
ajst-31997	41	51	interaction	interaction	NOUN
ajst-31997	41	52	in	in	ADP
ajst-31997	41	53	the	the	DET
ajst-31997	41	54	metaverse	metaverse	NOUN
ajst-31997	41	55	)	)	PUNCT
ajst-31997	41	56	extremely	extremely	ADV
ajst-31997	41	57	high	high	ADJ
ajst-31997	41	58	computational	computational	ADJ
ajst-31997	41	59	resource	resource	NOUN
ajst-31997	41	60	requirements	requirement	NOUN
ajst-31997	41	61	[	[	X
ajst-31997	41	62	16][17][18	16][17][18	NUM
ajst-31997	41	63	]	]	SYM
ajst-31997	41	64	2.1	2.1	NUM
ajst-31997	41	65	.	.	PUNCT
ajst-31997	42	1	traditional	traditional	ADJ
ajst-31997	42	2	model	model	NOUN
ajst-31997	42	3	–	–	PUNCT
ajst-31997	42	4	optimized	optimize	VERB
ajst-31997	42	5	semantic	semantic	ADJ
ajst-31997	42	6	communication	communication	NOUN
ajst-31997	42	7	traditional	traditional	ADJ
ajst-31997	42	8	model	model	NOUN
ajst-31997	42	9	–	–	PUNCT
ajst-31997	42	10	optimized	optimize	VERB
ajst-31997	42	11	semantic	semantic	ADJ
ajst-31997	42	12	communication	communication	NOUN
ajst-31997	42	13	aims	aim	VERB
ajst-31997	42	14	to	to	PART
ajst-31997	42	15	integrate	integrate	VERB
ajst-31997	42	16	semantic	semantic	ADJ
ajst-31997	42	17	understanding	understanding	NOUN
ajst-31997	42	18	into	into	ADP
ajst-31997	42	19	the	the	DET
ajst-31997	42	20	classical	classical	ADJ
ajst-31997	42	21	source	source	NOUN
ajst-31997	42	22	-	-	PUNCT
ajst-31997	42	23	channel	channel	NOUN
ajst-31997	42	24	coding	code	VERB
ajst-31997	42	25	framework	framework	NOUN
ajst-31997	42	26	.	.	PUNCT
ajst-31997	43	1	the	the	DET
ajst-31997	43	2	core	core	NOUN
ajst-31997	43	3	of	of	ADP
ajst-31997	43	4	this	this	DET
ajst-31997	43	5	approach	approach	NOUN
ajst-31997	43	6	lies	lie	VERB
ajst-31997	43	7	in	in	ADP
ajst-31997	43	8	utilizing	utilize	VERB
ajst-31997	43	9	classical	classical	ADJ
ajst-31997	43	10	information	information	NOUN
ajst-31997	43	11	theory	theory	NOUN
ajst-31997	43	12	,	,	PUNCT
ajst-31997	43	13	probabilistic	probabilistic	ADJ
ajst-31997	43	14	models	model	NOUN
ajst-31997	43	15	,	,	PUNCT
ajst-31997	43	16	and	and	CCONJ
ajst-31997	43	17	optimization	optimization	NOUN
ajst-31997	43	18	theory	theory	NOUN
ajst-31997	43	19	to	to	ADP
ajst-31997	43	20	abstract	abstract	ADJ
ajst-31997	43	21	semantic	semantic	ADJ
ajst-31997	43	22	information	information	NOUN
ajst-31997	43	23	into	into	ADP
ajst-31997	43	24	structured	structured	ADJ
ajst-31997	43	25	mathematical	mathematical	ADJ
ajst-31997	43	26	representations	representation	NOUN
ajst-31997	43	27	,	,	PUNCT
ajst-31997	43	28	such	such	ADJ
ajst-31997	43	29	as	as	ADP
ajst-31997	43	30	knowledge	knowledge	NOUN
ajst-31997	43	31	graphs	graph	NOUN
ajst-31997	43	32	,	,	PUNCT
ajst-31997	43	33	semantic	semantic	ADJ
ajst-31997	43	34	graphs	graph	NOUN
ajst-31997	43	35	,	,	PUNCT
ajst-31997	43	36	and	and	CCONJ
ajst-31997	43	37	task	task	NOUN
ajst-31997	43	38	utility	utility	NOUN
ajst-31997	43	39	functions	function	NOUN
ajst-31997	43	40	[	[	X
ajst-31997	43	41	8	8	NUM
ajst-31997	43	42	]	]	PUNCT
ajst-31997	43	43	.	.	PUNCT
ajst-31997	44	1	through	through	ADP
ajst-31997	44	2	model	model	NOUN
ajst-31997	44	3	-	-	PUNCT
ajst-31997	44	4	driven	drive	VERB
ajst-31997	44	5	coding	code	VERB
ajst-31997	44	6	compression	compression	NOUN
ajst-31997	44	7	and	and	CCONJ
ajst-31997	44	8	resource	resource	NOUN
ajst-31997	44	9	allocation	allocation	NOUN
ajst-31997	44	10	strategies	strategy	NOUN
ajst-31997	44	11	,	,	PUNCT
ajst-31997	44	12	efficient	efficient	ADJ
ajst-31997	44	13	transmission	transmission	NOUN
ajst-31997	44	14	is	be	AUX
ajst-31997	44	15	achieved	achieve	VERB
ajst-31997	44	16	.	.	PUNCT
ajst-31997	45	1	this	this	DET
ajst-31997	45	2	approach	approach	NOUN
ajst-31997	45	3	balances	balance	VERB
ajst-31997	45	4	transmission	transmission	NOUN
ajst-31997	45	5	efficiency	efficiency	NOUN
ajst-31997	45	6	with	with	ADP
ajst-31997	45	7	semantic	semantic	ADJ
ajst-31997	45	8	fidelity	fidelity	NOUN
ajst-31997	45	9	,	,	PUNCT
ajst-31997	45	10	offering	offer	VERB
ajst-31997	45	11	strong	strong	ADJ
ajst-31997	45	12	theoretical	theoretical	ADJ
ajst-31997	45	13	interpretability	interpretability	NOUN
ajst-31997	45	14	and	and	CCONJ
ajst-31997	45	15	low	low	ADJ
ajst-31997	45	16	computational	computational	ADJ
ajst-31997	45	17	overhead	overhead	NOUN
ajst-31997	45	18	.	.	PUNCT
ajst-31997	46	1	it	it	PRON
ajst-31997	46	2	does	do	AUX
ajst-31997	46	3	not	not	PART
ajst-31997	46	4	rely	rely	VERB
ajst-31997	46	5	on	on	ADP
ajst-31997	46	6	large	large	ADJ
ajst-31997	46	7	-	-	PUNCT
ajst-31997	46	8	scale	scale	NOUN
ajst-31997	46	9	pre	pre	ADJ
ajst-31997	46	10	-	-	ADJ
ajst-31997	46	11	trained	train	VERB
ajst-31997	46	12	models	model	NOUN
ajst-31997	46	13	,	,	PUNCT
ajst-31997	46	14	making	make	VERB
ajst-31997	46	15	it	it	PRON
ajst-31997	46	16	well	well	ADV
ajst-31997	46	17	-	-	PUNCT
ajst-31997	46	18	suited	suit	VERB
ajst-31997	46	19	for	for	ADP
ajst-31997	46	20	resource	resource	NOUN
ajst-31997	46	21	-	-	PUNCT
ajst-31997	46	22	constrained	constrain	VERB
ajst-31997	46	23	communication	communication	NOUN
ajst-31997	46	24	scenarios	scenario	NOUN
ajst-31997	46	25	.	.	PUNCT
ajst-31997	47	1	several	several	ADJ
ajst-31997	47	2	pivotal	pivotal	ADJ
ajst-31997	47	3	works	work	NOUN
ajst-31997	47	4	have	have	AUX
ajst-31997	47	5	further	far	ADV
ajst-31997	47	6	explored	explore	VERB
ajst-31997	47	7	traditional	traditional	ADJ
ajst-31997	47	8	model	model	NOUN
ajst-31997	47	9	–	–	PUNCT
ajst-31997	47	10	optimized	optimize	VERB
ajst-31997	47	11	semantic	semantic	ADJ
ajst-31997	47	12	communication	communication	NOUN
ajst-31997	47	13	.	.	PUNCT
ajst-31997	48	1	extending	extend	VERB
ajst-31997	48	2	shannon	shannon	PROPN
ajst-31997	48	3	’s	’s	PART
ajst-31997	48	4	theory	theory	NOUN
ajst-31997	48	5	,	,	PUNCT
ajst-31997	48	6	[	[	X
ajst-31997	48	7	5	5	NUM
ajst-31997	48	8	]	]	PUNCT
ajst-31997	48	9	introduces	introduce	VERB
ajst-31997	48	10	the	the	DET
ajst-31997	48	11	definition	definition	NOUN
ajst-31997	48	12	of	of	ADP
ajst-31997	48	13	semantic	semantic	ADJ
ajst-31997	48	14	information	information	NOUN
ajst-31997	48	15	,	,	PUNCT
ajst-31997	48	16	quantifying	quantify	VERB
ajst-31997	48	17	it	it	PRON
ajst-31997	48	18	in	in	ADP
ajst-31997	48	19	terms	term	NOUN
ajst-31997	48	20	of	of	ADP
ajst-31997	48	21	entropy	entropy	NOUN
ajst-31997	48	22	,	,	PUNCT
ajst-31997	48	23	and	and	CCONJ
ajst-31997	48	24	deriving	derive	VERB
ajst-31997	48	25	the	the	DET
ajst-31997	48	26	semantic	semantic	ADJ
ajst-31997	48	27	information	information	NOUN
ajst-31997	48	28	entropy	entropy	NOUN
ajst-31997	48	29	constraint	constraint	NOUN
ajst-31997	48	30	.	.	PUNCT
ajst-31997	49	1	a	a	DET
ajst-31997	49	2	layered	layered	ADJ
ajst-31997	49	3	communication	communication	NOUN
ajst-31997	49	4	system	system	NOUN
ajst-31997	49	5	model	model	NOUN
ajst-31997	49	6	,	,	PUNCT
ajst-31997	49	7	which	which	PRON
ajst-31997	49	8	includes	include	VERB
ajst-31997	49	9	semantic	semantic	ADJ
ajst-31997	49	10	encoding	encoding	NOUN
ajst-31997	49	11	/	/	SYM
ajst-31997	49	12	decoding	decode	VERB
ajst-31997	49	13	modules	module	NOUN
ajst-31997	49	14	and	and	CCONJ
ajst-31997	49	15	semantic	semantic	ADJ
ajst-31997	49	16	channels	channel	NOUN
ajst-31997	49	17	,	,	PUNCT
ajst-31997	49	18	is	be	AUX
ajst-31997	49	19	constructed	construct	VERB
ajst-31997	49	20	,	,	PUNCT
ajst-31997	49	21	clearly	clearly	ADV
ajst-31997	49	22	distinguishing	distinguish	VERB
ajst-31997	49	23	between	between	ADP
ajst-31997	49	24	physical	physical	ADJ
ajst-31997	49	25	channel	channel	NOUN
ajst-31997	49	26	noise	noise	NOUN
ajst-31997	49	27	and	and	CCONJ
ajst-31997	49	28	semantic	semantic	ADJ
ajst-31997	49	29	noise	noise	NOUN
ajst-31997	49	30	.	.	PUNCT
ajst-31997	50	1	based	base	VERB
ajst-31997	50	2	on	on	ADP
ajst-31997	50	3	this	this	PRON
ajst-31997	50	4	,	,	PUNCT
ajst-31997	50	5	methods	method	NOUN
ajst-31997	50	6	for	for	ADP
ajst-31997	50	7	channel	channel	NOUN
ajst-31997	50	8	capacity	capacity	NOUN
ajst-31997	50	9	analysis	analysis	NOUN
ajst-31997	50	10	are	be	AUX
ajst-31997	50	11	provided	provide	VERB
ajst-31997	50	12	.	.	PUNCT
ajst-31997	51	1	in	in	ADP
ajst-31997	51	2	terms	term	NOUN
ajst-31997	51	3	of	of	ADP
ajst-31997	51	4	end	end	NOUN
ajst-31997	51	5	-	-	PUNCT
ajst-31997	51	6	to	to	ADP
ajst-31997	51	7	-	-	PUNCT
ajst-31997	51	8	end	end	VERB
ajst-31997	51	9	joint	joint	ADJ
ajst-31997	51	10	optimization	optimization	NOUN
ajst-31997	51	11	and	and	CCONJ
ajst-31997	51	12	task	task	NOUN
ajst-31997	51	13	-	-	PUNCT
ajst-31997	51	14	oriented	orient	VERB
ajst-31997	51	15	design	design	NOUN
ajst-31997	51	16	,	,	PUNCT
ajst-31997	51	17	[	[	X
ajst-31997	51	18	3	3	X
ajst-31997	51	19	]	]	PUNCT
ajst-31997	51	20	extends	extend	VERB
ajst-31997	51	21	traditional	traditional	ADJ
ajst-31997	51	22	separate	separate	ADJ
ajst-31997	51	23	-	-	PUNCT
ajst-31997	51	24	source	source	NOUN
ajst-31997	51	25	-	-	PUNCT
ajst-31997	51	26	channel	channel	NOUN
ajst-31997	51	27	coding	coding	NOUN
ajst-31997	51	28	to	to	ADP
ajst-31997	51	29	an	an	DET
ajst-31997	51	30	end	end	NOUN
ajst-31997	51	31	-	-	PUNCT
ajst-31997	51	32	to	to	ADP
ajst-31997	51	33	-	-	PUNCT
ajst-31997	51	34	end	end	VERB
ajst-31997	51	35	joint	joint	ADJ
ajst-31997	51	36	optimization	optimization	NOUN
ajst-31997	51	37	framework	framework	NOUN
ajst-31997	51	38	,	,	PUNCT
ajst-31997	51	39	embedding	embed	VERB
ajst-31997	51	40	task	task	NOUN
ajst-31997	51	41	success	success	NOUN
ajst-31997	51	42	probability	probability	NOUN
ajst-31997	51	43	or	or	CCONJ
ajst-31997	51	44	semantic	semantic	ADJ
ajst-31997	51	45	distortion	distortion	NOUN
ajst-31997	51	46	metrics	metric	NOUN
ajst-31997	51	47	directly	directly	ADV
ajst-31997	51	48	into	into	ADP
ajst-31997	51	49	the	the	DET
ajst-31997	51	50	optimization	optimization	NOUN
ajst-31997	51	51	objectives	objective	NOUN
ajst-31997	51	52	.	.	PUNCT
ajst-31997	52	1	this	this	PRON
ajst-31997	52	2	enables	enable	VERB
ajst-31997	52	3	dynamic	dynamic	ADJ
ajst-31997	52	4	bandwidth	bandwidth	NOUN
ajst-31997	52	5	and	and	CCONJ
ajst-31997	52	6	power	power	NOUN
ajst-31997	52	7	allocation	allocation	NOUN
ajst-31997	52	8	under	under	ADP
ajst-31997	52	9	different	different	ADJ
ajst-31997	52	10	channel	channel	NOUN
ajst-31997	52	11	conditions	condition	NOUN
ajst-31997	52	12	,	,	PUNCT
ajst-31997	52	13	achieving	achieve	VERB
ajst-31997	52	14	adaptive	adaptive	ADJ
ajst-31997	52	15	scheduling	scheduling	NOUN
ajst-31997	52	16	of	of	ADP
ajst-31997	52	17	communication	communication	NOUN
ajst-31997	52	18	systems	system	NOUN
ajst-31997	52	19	based	base	VERB
ajst-31997	52	20	on	on	ADP
ajst-31997	52	21	upper	upper	ADJ
ajst-31997	52	22	-	-	PUNCT
ajst-31997	52	23	layer	layer	NOUN
ajst-31997	52	24	task	task	NOUN
ajst-31997	52	25	requirements	requirement	NOUN
ajst-31997	52	26	.	.	PUNCT
ajst-31997	53	1	furthermore	furthermore	ADV
ajst-31997	53	2	,	,	PUNCT
ajst-31997	53	3	[	[	X
ajst-31997	53	4	9	9	NUM
ajst-31997	53	5	]	]	PUNCT
ajst-31997	53	6	deepens	deepen	VERB
ajst-31997	53	7	the	the	DET
ajst-31997	53	8	end	end	NOUN
ajst-31997	53	9	-	-	PUNCT
ajst-31997	53	10	to	to	ADP
ajst-31997	53	11	-	-	PUNCT
ajst-31997	53	12	end	end	NOUN
ajst-31997	53	13	design	design	NOUN
ajst-31997	53	14	concept	concept	NOUN
ajst-31997	53	15	by	by	ADP
ajst-31997	53	16	addressing	address	VERB
ajst-31997	53	17	the	the	DET
ajst-31997	53	18	interweaving	interweaving	NOUN
ajst-31997	53	19	of	of	ADP
ajst-31997	53	20	semantic	semantic	ADJ
ajst-31997	53	21	signals	signal	NOUN
ajst-31997	53	22	and	and	CCONJ
ajst-31997	53	23	channel	channel	NOUN
ajst-31997	53	24	noise	noise	NOUN
ajst-31997	53	25	.	.	PUNCT
ajst-31997	54	1	a	a	DET
ajst-31997	54	2	confidence	confidence	NOUN
ajst-31997	54	3	-	-	PUNCT
ajst-31997	54	4	based	base	VERB
ajst-31997	54	5	distillation	distillation	NOUN
ajst-31997	54	6	mechanism	mechanism	NOUN
ajst-31997	54	7	is	be	AUX
ajst-31997	54	8	proposed	propose	VERB
ajst-31997	54	9	for	for	ADP
ajst-31997	54	10	joint	joint	ADJ
ajst-31997	54	11	semantic	semantic	ADJ
ajst-31997	54	12	encoding	encoding	NOUN
ajst-31997	54	13	and	and	CCONJ
ajst-31997	54	14	channel	channel	NOUN
ajst-31997	54	15	encoding	encode	VERB
ajst-31997	54	16	optimization	optimization	NOUN
ajst-31997	54	17	(	(	PUNCT
ajst-31997	54	18	jsnc	jsnc	PROPN
ajst-31997	54	19	)	)	PUNCT
ajst-31997	54	20	.	.	PUNCT
ajst-31997	55	1	this	this	DET
ajst-31997	55	2	approach	approach	NOUN
ajst-31997	55	3	utilizes	utilize	VERB
ajst-31997	55	4	internal	internal	ADJ
ajst-31997	55	5	model	model	NOUN
ajst-31997	55	6	confidence	confidence	NOUN
ajst-31997	55	7	evaluation	evaluation	NOUN
ajst-31997	55	8	to	to	PART
ajst-31997	55	9	guide	guide	VERB
ajst-31997	55	10	information	information	NOUN
ajst-31997	55	11	compression	compression	NOUN
ajst-31997	55	12	and	and	CCONJ
ajst-31997	55	13	error	error	NOUN
ajst-31997	55	14	correction	correction	NOUN
ajst-31997	55	15	strategies	strategy	NOUN
ajst-31997	55	16	,	,	PUNCT
ajst-31997	55	17	significantly	significantly	ADV
ajst-31997	55	18	enhancing	enhance	VERB
ajst-31997	55	19	the	the	DET
ajst-31997	55	20	system	system	NOUN
ajst-31997	55	21	’s	’s	PART
ajst-31997	55	22	semantic	semantic	ADJ
ajst-31997	55	23	recovery	recovery	NOUN
ajst-31997	55	24	robustness	robustness	NOUN
ajst-31997	55	25	under	under	ADP
ajst-31997	55	26	harsh	harsh	ADJ
ajst-31997	55	27	channel	channel	NOUN
ajst-31997	55	28	conditions	condition	NOUN
ajst-31997	55	29	.	.	PUNCT
ajst-31997	56	1	in	in	ADP
ajst-31997	56	2	terms	term	NOUN
ajst-31997	56	3	of	of	ADP
ajst-31997	56	4	compatibility	compatibility	NOUN
ajst-31997	56	5	design	design	NOUN
ajst-31997	56	6	,	,	PUNCT
ajst-31997	56	7	[	[	X
ajst-31997	56	8	7	7	X
ajst-31997	56	9	]	]	PUNCT
ajst-31997	56	10	proposes	propose	VERB
ajst-31997	56	11	a	a	DET
ajst-31997	56	12	bit	bit	NOUN
ajst-31997	56	13	-	-	PUNCT
ajst-31997	56	14	conversion	conversion	NOUN
ajst-31997	56	15	-	-	PUNCT
ajst-31997	56	16	based	base	VERB
ajst-31997	56	17	semantic	semantic	ADJ
ajst-31997	56	18	transmission	transmission	NOUN
ajst-31997	56	19	framework	framework	NOUN
ajst-31997	56	20	compatible	compatible	ADJ
ajst-31997	56	21	with	with	ADP
ajst-31997	56	22	existing	exist	VERB
ajst-31997	56	23	wireless	wireless	ADJ
ajst-31997	56	24	systems	system	NOUN
ajst-31997	56	25	.	.	PUNCT
ajst-31997	57	1	it	it	PRON
ajst-31997	57	2	introduces	introduce	VERB
ajst-31997	57	3	integer	integer	NOUN
ajst-31997	57	4	error	error	NOUN
ajst-31997	57	5	rate	rate	NOUN
ajst-31997	57	6	(	(	PUNCT
ajst-31997	57	7	ier	ier	X
ajst-31997	57	8	)	)	PUNCT
ajst-31997	57	9	as	as	ADP
ajst-31997	57	10	a	a	DET
ajst-31997	57	11	new	new	ADJ
ajst-31997	57	12	physical	physical	ADJ
ajst-31997	57	13	layer	layer	NOUN
ajst-31997	57	14	performance	performance	NOUN
ajst-31997	57	15	metric	metric	ADJ
ajst-31997	57	16	to	to	PART
ajst-31997	57	17	optimize	optimize	VERB
ajst-31997	57	18	the	the	DET
ajst-31997	57	19	design	design	NOUN
ajst-31997	57	20	of	of	ADP
ajst-31997	57	21	semantic	semantic	ADJ
ajst-31997	57	22	mapping	mapping	NOUN
ajst-31997	57	23	and	and	CCONJ
ajst-31997	57	24	69	69	NUM
ajst-31997	57	25	coding	code	VERB
ajst-31997	57	26	strategies	strategy	NOUN
ajst-31997	57	27	.	.	PUNCT
ajst-31997	58	1	this	this	DET
ajst-31997	58	2	approach	approach	NOUN
ajst-31997	58	3	not	not	PART
ajst-31997	58	4	only	only	ADV
ajst-31997	58	5	facilitates	facilitate	VERB
ajst-31997	58	6	the	the	DET
ajst-31997	58	7	deployment	deployment	NOUN
ajst-31997	58	8	of	of	ADP
ajst-31997	58	9	the	the	DET
ajst-31997	58	10	semantic	semantic	ADJ
ajst-31997	58	11	layer	layer	NOUN
ajst-31997	58	12	over	over	ADP
ajst-31997	58	13	traditional	traditional	ADJ
ajst-31997	58	14	communication	communication	NOUN
ajst-31997	58	15	links	link	NOUN
ajst-31997	58	16	but	but	CCONJ
ajst-31997	58	17	also	also	ADV
ajst-31997	58	18	provides	provide	VERB
ajst-31997	58	19	a	a	DET
ajst-31997	58	20	reference	reference	NOUN
ajst-31997	58	21	for	for	ADP
ajst-31997	58	22	the	the	DET
ajst-31997	58	23	development	development	NOUN
ajst-31997	58	24	of	of	ADP
ajst-31997	58	25	subsequent	subsequent	ADJ
ajst-31997	58	26	performance	performance	NOUN
ajst-31997	58	27	metrics	metric	NOUN
ajst-31997	58	28	.	.	PUNCT
ajst-31997	59	1	most	most	ADJ
ajst-31997	59	2	studies	study	NOUN
ajst-31997	59	3	rely	rely	VERB
ajst-31997	59	4	on	on	ADP
ajst-31997	59	5	simulated	simulate	VERB
ajst-31997	59	6	channels	channel	NOUN
ajst-31997	59	7	or	or	CCONJ
ajst-31997	59	8	controlled	control	VERB
ajst-31997	59	9	environments	environment	NOUN
ajst-31997	59	10	,	,	PUNCT
ajst-31997	59	11	which	which	PRON
ajst-31997	59	12	have	have	VERB
ajst-31997	59	13	the	the	DET
ajst-31997	59	14	advantage	advantage	NOUN
ajst-31997	59	15	of	of	ADP
ajst-31997	59	16	enhancing	enhance	VERB
ajst-31997	59	17	the	the	DET
ajst-31997	59	18	understanding	understanding	NOUN
ajst-31997	59	19	of	of	ADP
ajst-31997	59	20	channel	channel	NOUN
ajst-31997	59	21	capacity	capacity	NOUN
ajst-31997	59	22	by	by	ADP
ajst-31997	59	23	explicitly	explicitly	ADV
ajst-31997	59	24	distinguishing	distinguish	VERB
ajst-31997	59	25	between	between	ADP
ajst-31997	59	26	physical	physical	ADJ
ajst-31997	59	27	channel	channel	NOUN
ajst-31997	59	28	noise	noise	NOUN
ajst-31997	59	29	and	and	CCONJ
ajst-31997	59	30	semantic	semantic	ADJ
ajst-31997	59	31	noise	noise	NOUN
ajst-31997	59	32	,	,	PUNCT
ajst-31997	59	33	thereby	thereby	ADV
ajst-31997	59	34	providing	provide	VERB
ajst-31997	59	35	a	a	DET
ajst-31997	59	36	theoretical	theoretical	ADJ
ajst-31997	59	37	foundation	foundation	NOUN
ajst-31997	59	38	for	for	ADP
ajst-31997	59	39	system	system	NOUN
ajst-31997	59	40	design	design	NOUN
ajst-31997	59	41	.	.	PUNCT
ajst-31997	60	1	however	however	ADV
ajst-31997	60	2	,	,	PUNCT
ajst-31997	60	3	these	these	DET
ajst-31997	60	4	studies	study	NOUN
ajst-31997	60	5	often	often	ADV
ajst-31997	60	6	lack	lack	VERB
ajst-31997	60	7	robust	robust	ADJ
ajst-31997	60	8	evaluation	evaluation	NOUN
ajst-31997	60	9	in	in	ADP
ajst-31997	60	10	complex	complex	ADJ
ajst-31997	60	11	,	,	PUNCT
ajst-31997	60	12	dynamic	dynamic	ADJ
ajst-31997	60	13	real	real	ADJ
ajst-31997	60	14	-	-	PUNCT
ajst-31997	60	15	world	world	NOUN
ajst-31997	60	16	wireless	wireless	ADJ
ajst-31997	60	17	environments	environment	NOUN
ajst-31997	60	18	,	,	PUNCT
ajst-31997	60	19	and	and	CCONJ
ajst-31997	60	20	their	their	PRON
ajst-31997	60	21	generalization	generalization	NOUN
ajst-31997	60	22	ability	ability	NOUN
ajst-31997	60	23	remains	remain	VERB
ajst-31997	60	24	questionable	questionable	ADJ
ajst-31997	60	25	.	.	PUNCT
ajst-31997	61	1	furthermore	furthermore	ADV
ajst-31997	61	2	,	,	PUNCT
ajst-31997	61	3	end	end	NOUN
ajst-31997	61	4	-	-	PUNCT
ajst-31997	61	5	to	to	ADP
ajst-31997	61	6	-	-	PUNCT
ajst-31997	61	7	end	end	VERB
ajst-31997	61	8	joint	joint	ADJ
ajst-31997	61	9	optimization	optimization	NOUN
ajst-31997	61	10	and	and	CCONJ
ajst-31997	61	11	joint	joint	ADJ
ajst-31997	61	12	distillation	distillation	NOUN
ajst-31997	61	13	mechanisms	mechanism	NOUN
ajst-31997	61	14	show	show	VERB
ajst-31997	61	15	significant	significant	ADJ
ajst-31997	61	16	potential	potential	NOUN
ajst-31997	61	17	in	in	ADP
ajst-31997	61	18	improving	improve	VERB
ajst-31997	61	19	semantic	semantic	ADJ
ajst-31997	61	20	recovery	recovery	NOUN
ajst-31997	61	21	performance	performance	NOUN
ajst-31997	61	22	,	,	PUNCT
ajst-31997	61	23	especially	especially	ADV
ajst-31997	61	24	after	after	ADP
ajst-31997	61	25	embedding	embed	VERB
ajst-31997	61	26	task	task	NOUN
ajst-31997	61	27	success	success	NOUN
ajst-31997	61	28	probability	probability	NOUN
ajst-31997	61	29	or	or	CCONJ
ajst-31997	61	30	semantic	semantic	ADJ
ajst-31997	61	31	distortion	distortion	NOUN
ajst-31997	61	32	metrics	metric	NOUN
ajst-31997	61	33	directly	directly	ADV
ajst-31997	61	34	into	into	ADP
ajst-31997	61	35	the	the	DET
ajst-31997	61	36	optimization	optimization	NOUN
ajst-31997	61	37	objective	objective	NOUN
ajst-31997	61	38	.	.	PUNCT
ajst-31997	62	1	these	these	DET
ajst-31997	62	2	methods	method	NOUN
ajst-31997	62	3	can	can	AUX
ajst-31997	62	4	dynamically	dynamically	ADV
ajst-31997	62	5	adjust	adjust	VERB
ajst-31997	62	6	bandwidth	bandwidth	ADJ
ajst-31997	62	7	and	and	CCONJ
ajst-31997	62	8	power	power	NOUN
ajst-31997	62	9	allocation	allocation	NOUN
ajst-31997	62	10	,	,	PUNCT
ajst-31997	62	11	achieving	achieve	VERB
ajst-31997	62	12	adaptive	adaptive	ADJ
ajst-31997	62	13	scheduling	scheduling	NOUN
ajst-31997	62	14	based	base	VERB
ajst-31997	62	15	on	on	ADP
ajst-31997	62	16	upper	upper	ADJ
ajst-31997	62	17	-	-	PUNCT
ajst-31997	62	18	layer	layer	NOUN
ajst-31997	62	19	task	task	NOUN
ajst-31997	62	20	requirements	requirement	NOUN
ajst-31997	62	21	.	.	PUNCT
ajst-31997	63	1	however	however	ADV
ajst-31997	63	2	,	,	PUNCT
ajst-31997	63	3	they	they	PRON
ajst-31997	63	4	are	be	AUX
ajst-31997	63	5	accompanied	accompany	VERB
ajst-31997	63	6	by	by	ADP
ajst-31997	63	7	high	high	ADJ
ajst-31997	63	8	computational	computational	ADJ
ajst-31997	63	9	complexity	complexity	NOUN
ajst-31997	63	10	and	and	CCONJ
ajst-31997	63	11	latency	latency	NOUN
ajst-31997	63	12	overhead	overhead	ADV
ajst-31997	63	13	,	,	PUNCT
ajst-31997	63	14	making	make	VERB
ajst-31997	63	15	them	they	PRON
ajst-31997	63	16	challenging	challenge	VERB
ajst-31997	63	17	to	to	PART
ajst-31997	63	18	meet	meet	VERB
ajst-31997	63	19	real	real	ADJ
ajst-31997	63	20	-	-	PUNCT
ajst-31997	63	21	time	time	NOUN
ajst-31997	63	22	requirements	requirement	NOUN
ajst-31997	63	23	,	,	PUNCT
ajst-31997	63	24	especially	especially	ADV
ajst-31997	63	25	on	on	ADP
ajst-31997	63	26	resource	resource	NOUN
ajst-31997	63	27	-	-	PUNCT
ajst-31997	63	28	constrained	constrain	VERB
ajst-31997	63	29	terminals	terminal	NOUN
ajst-31997	63	30	.	.	PUNCT
ajst-31997	64	1	in	in	ADP
ajst-31997	64	2	summary	summary	NOUN
ajst-31997	64	3	,	,	PUNCT
ajst-31997	64	4	to	to	PART
ajst-31997	64	5	achieve	achieve	VERB
ajst-31997	64	6	the	the	DET
ajst-31997	64	7	industrial	industrial	ADJ
ajst-31997	64	8	deployment	deployment	NOUN
ajst-31997	64	9	of	of	ADP
ajst-31997	64	10	semantic	semantic	ADJ
ajst-31997	64	11	communication	communication	NOUN
ajst-31997	64	12	for	for	ADP
ajst-31997	64	13	6	6	NUM
ajst-31997	64	14	g	g	NOUN
ajst-31997	64	15	,	,	PUNCT
ajst-31997	64	16	further	further	ADJ
ajst-31997	64	17	research	research	NOUN
ajst-31997	64	18	is	be	AUX
ajst-31997	64	19	urgently	urgently	ADV
ajst-31997	64	20	needed	need	VERB
ajst-31997	64	21	in	in	ADP
ajst-31997	64	22	areas	area	NOUN
ajst-31997	64	23	such	such	ADJ
ajst-31997	64	24	as	as	ADP
ajst-31997	64	25	real	real	ADJ
ajst-31997	64	26	-	-	PUNCT
ajst-31997	64	27	world	world	NOUN
ajst-31997	64	28	scenario	scenario	NOUN
ajst-31997	64	29	validation	validation	NOUN
ajst-31997	64	30	and	and	CCONJ
ajst-31997	64	31	lightweight	lightweight	ADJ
ajst-31997	64	32	algorithms	algorithm	NOUN
ajst-31997	64	33	,	,	PUNCT
ajst-31997	64	34	of	of	ADP
ajst-31997	64	35	a	a	DET
ajst-31997	64	36	unified	unified	ADJ
ajst-31997	64	37	evaluation	evaluation	NOUN
ajst-31997	64	38	metric	metric	ADJ
ajst-31997	64	39	system	system	NOUN
ajst-31997	64	40	.	.	PUNCT
ajst-31997	65	1	2.2	2.2	NUM
ajst-31997	65	2	.	.	PUNCT
ajst-31997	66	1	deep	deep	ADJ
ajst-31997	66	2	learning	learning	NOUN
ajst-31997	66	3	–	–	PUNCT
ajst-31997	66	4	driven	drive	VERB
ajst-31997	66	5	semantic	semantic	ADJ
ajst-31997	66	6	communication	communication	NOUN
ajst-31997	66	7	deep	deep	ADJ
ajst-31997	66	8	learning	learning	NOUN
ajst-31997	66	9	–	–	PUNCT
ajst-31997	66	10	driven	drive	VERB
ajst-31997	66	11	semantic	semantic	ADJ
ajst-31997	66	12	communication	communication	NOUN
ajst-31997	66	13	represents	represent	VERB
ajst-31997	66	14	a	a	DET
ajst-31997	66	15	paradigm	paradigm	NOUN
ajst-31997	66	16	shift	shift	NOUN
ajst-31997	66	17	from	from	ADP
ajst-31997	66	18	the	the	DET
ajst-31997	66	19	traditional	traditional	ADJ
ajst-31997	66	20	bit	bit	NOUN
ajst-31997	66	21	-	-	PUNCT
ajst-31997	66	22	precise	precise	ADJ
ajst-31997	66	23	transmission	transmission	NOUN
ajst-31997	66	24	model	model	NOUN
ajst-31997	66	25	.	.	PUNCT
ajst-31997	67	1	the	the	DET
ajst-31997	67	2	core	core	NOUN
ajst-31997	67	3	of	of	ADP
ajst-31997	67	4	this	this	DET
ajst-31997	67	5	approach	approach	NOUN
ajst-31997	67	6	lies	lie	VERB
ajst-31997	67	7	in	in	ADP
ajst-31997	67	8	leveraging	leverage	VERB
ajst-31997	67	9	deep	deep	ADJ
ajst-31997	67	10	learning	learning	NOUN
ajst-31997	67	11	models	model	NOUN
ajst-31997	67	12	to	to	PART
ajst-31997	67	13	extract	extract	VERB
ajst-31997	67	14	,	,	PUNCT
ajst-31997	67	15	compress	compress	NOUN
ajst-31997	67	16	,	,	PUNCT
ajst-31997	67	17	and	and	CCONJ
ajst-31997	67	18	reconstruct	reconstruct	VERB
ajst-31997	67	19	the	the	DET
ajst-31997	67	20	semantic	semantic	ADJ
ajst-31997	67	21	features	feature	NOUN
ajst-31997	67	22	of	of	ADP
ajst-31997	67	23	information	information	NOUN
ajst-31997	67	24	—	—	PUNCT
ajst-31997	67	25	such	such	ADJ
ajst-31997	67	26	as	as	ADP
ajst-31997	67	27	intent	intent	NOUN
ajst-31997	67	28	,	,	PUNCT
ajst-31997	67	29	context	context	NOUN
ajst-31997	67	30	,	,	PUNCT
ajst-31997	67	31	and	and	CCONJ
ajst-31997	67	32	task	task	NOUN
ajst-31997	67	33	-	-	PUNCT
ajst-31997	67	34	relevant	relevant	ADJ
ajst-31997	67	35	elements	element	NOUN
ajst-31997	67	36	—	—	PUNCT
ajst-31997	67	37	rather	rather	ADV
ajst-31997	67	38	than	than	ADP
ajst-31997	67	39	transmitting	transmit	VERB
ajst-31997	67	40	the	the	DET
ajst-31997	67	41	complete	complete	ADJ
ajst-31997	67	42	bitstream	bitstream	NOUN
ajst-31997	67	43	of	of	ADP
ajst-31997	67	44	raw	raw	ADJ
ajst-31997	67	45	data	datum	NOUN
ajst-31997	67	46	.	.	PUNCT
ajst-31997	68	1	this	this	DET
ajst-31997	68	2	process	process	NOUN
ajst-31997	68	3	enables	enable	VERB
ajst-31997	68	4	the	the	DET
ajst-31997	68	5	efficient	efficient	ADJ
ajst-31997	68	6	encoding	encoding	NOUN
ajst-31997	68	7	and	and	CCONJ
ajst-31997	68	8	recovery	recovery	NOUN
ajst-31997	68	9	of	of	ADP
ajst-31997	68	10	semantic	semantic	ADJ
ajst-31997	68	11	information	information	NOUN
ajst-31997	68	12	from	from	ADP
ajst-31997	68	13	raw	raw	ADJ
ajst-31997	68	14	data	datum	NOUN
ajst-31997	68	15	through	through	ADP
ajst-31997	68	16	an	an	DET
ajst-31997	68	17	endto	endto	NOUN
ajst-31997	68	18	-	-	PUNCT
ajst-31997	68	19	end	end	NOUN
ajst-31997	68	20	neural	neural	ADJ
ajst-31997	68	21	network	network	NOUN
ajst-31997	68	22	that	that	PRON
ajst-31997	68	23	automatically	automatically	ADV
ajst-31997	68	24	learns	learn	VERB
ajst-31997	68	25	the	the	DET
ajst-31997	68	26	"	"	PUNCT
ajst-31997	68	27	semantic	semantic	ADJ
ajst-31997	68	28	feature	feature	NOUN
ajst-31997	68	29	-	-	PUNCT
ajst-31997	68	30	to	to	ADP
ajst-31997	68	31	-	-	PUNCT
ajst-31997	68	32	bitstream	bitstream	NOUN
ajst-31997	68	33	"	"	PUNCT
ajst-31997	68	34	mapping	mapping	NOUN
ajst-31997	68	35	.	.	PUNCT
ajst-31997	69	1	deep	deep	ADJ
ajst-31997	69	2	learning	learning	NOUN
ajst-31997	69	3	models	model	NOUN
ajst-31997	69	4	do	do	AUX
ajst-31997	69	5	not	not	PART
ajst-31997	69	6	rely	rely	VERB
ajst-31997	69	7	on	on	ADP
ajst-31997	69	8	precise	precise	ADJ
ajst-31997	69	9	channel	channel	NOUN
ajst-31997	69	10	models	model	NOUN
ajst-31997	69	11	or	or	CCONJ
ajst-31997	69	12	manually	manually	ADV
ajst-31997	69	13	selected	select	VERB
ajst-31997	69	14	features	feature	NOUN
ajst-31997	69	15	.	.	PUNCT
ajst-31997	70	1	instead	instead	ADV
ajst-31997	70	2	,	,	PUNCT
ajst-31997	70	3	they	they	PRON
ajst-31997	70	4	use	use	VERB
ajst-31997	70	5	large	large	ADJ
ajst-31997	70	6	-	-	PUNCT
ajst-31997	70	7	scale	scale	NOUN
ajst-31997	70	8	data	data	NOUN
ajst-31997	70	9	-	-	PUNCT
ajst-31997	70	10	driven	drive	VERB
ajst-31997	70	11	methods	method	NOUN
ajst-31997	70	12	to	to	PART
ajst-31997	70	13	automatically	automatically	ADV
ajst-31997	70	14	learn	learn	VERB
ajst-31997	70	15	semantic	semantic	ADJ
ajst-31997	70	16	representations	representation	NOUN
ajst-31997	70	17	and	and	CCONJ
ajst-31997	70	18	noiseresistant	noiseresistant	ADJ
ajst-31997	70	19	transmission	transmission	NOUN
ajst-31997	70	20	strategies	strategy	NOUN
ajst-31997	70	21	,	,	PUNCT
ajst-31997	70	22	aiming	aim	VERB
ajst-31997	70	23	for	for	ADP
ajst-31997	70	24	semantically	semantically	ADV
ajst-31997	70	25	equivalent	equivalent	ADJ
ajst-31997	70	26	intelligent	intelligent	ADJ
ajst-31997	70	27	interactions	interaction	NOUN
ajst-31997	70	28	[	[	X
ajst-31997	70	29	3][5	3][5	NUM
ajst-31997	70	30	]	]	PUNCT
ajst-31997	70	31	.	.	PUNCT
ajst-31997	71	1	the	the	DET
ajst-31997	71	2	primary	primary	ADJ
ajst-31997	71	3	advantage	advantage	NOUN
ajst-31997	71	4	of	of	ADP
ajst-31997	71	5	this	this	DET
ajst-31997	71	6	approach	approach	NOUN
ajst-31997	71	7	is	be	AUX
ajst-31997	71	8	a	a	DET
ajst-31997	71	9	significant	significant	ADJ
ajst-31997	71	10	enhancement	enhancement	NOUN
ajst-31997	71	11	in	in	ADP
ajst-31997	71	12	bandwidth	bandwidth	ADJ
ajst-31997	71	13	efficiency	efficiency	NOUN
ajst-31997	71	14	and	and	CCONJ
ajst-31997	71	15	interference	interference	NOUN
ajst-31997	71	16	resistance	resistance	NOUN
ajst-31997	71	17	,	,	PUNCT
ajst-31997	71	18	while	while	SCONJ
ajst-31997	71	19	supporting	support	VERB
ajst-31997	71	20	cross	cross	ADJ
ajst-31997	71	21	-	-	ADJ
ajst-31997	71	22	modal	modal	ADJ
ajst-31997	71	23	interactions	interaction	NOUN
ajst-31997	71	24	for	for	ADP
ajst-31997	71	25	human	human	ADJ
ajst-31997	71	26	cognition	cognition	NOUN
ajst-31997	71	27	or	or	CCONJ
ajst-31997	71	28	machine	machine	NOUN
ajst-31997	71	29	intelligence	intelligence	NOUN
ajst-31997	71	30	[	[	X
ajst-31997	71	31	10	10	NUM
ajst-31997	71	32	]	]	PUNCT
ajst-31997	71	33	.	.	PUNCT
ajst-31997	72	1	the	the	DET
ajst-31997	72	2	introduction	introduction	NOUN
ajst-31997	72	3	of	of	ADP
ajst-31997	72	4	deep	deep	ADJ
ajst-31997	72	5	learning	learning	NOUN
ajst-31997	72	6	methods	method	NOUN
ajst-31997	72	7	provides	provide	VERB
ajst-31997	72	8	a	a	DET
ajst-31997	72	9	more	more	ADV
ajst-31997	72	10	efficient	efficient	ADJ
ajst-31997	72	11	solution	solution	NOUN
ajst-31997	72	12	for	for	ADP
ajst-31997	72	13	semantic	semantic	ADJ
ajst-31997	72	14	communication	communication	NOUN
ajst-31997	72	15	in	in	ADP
ajst-31997	72	16	the	the	DET
ajst-31997	72	17	context	context	NOUN
ajst-31997	72	18	of	of	ADP
ajst-31997	72	19	6	6	NUM
ajst-31997	72	20	g.	g.	NOUN
ajst-31997	72	21	notably	notably	ADV
ajst-31997	72	22	,	,	PUNCT
ajst-31997	72	23	significant	significant	ADJ
ajst-31997	72	24	progress	progress	NOUN
ajst-31997	72	25	has	have	AUX
ajst-31997	72	26	been	be	AUX
ajst-31997	72	27	made	make	VERB
ajst-31997	72	28	in	in	ADP
ajst-31997	72	29	general	general	ADJ
ajst-31997	72	30	end	end	NOUN
ajst-31997	72	31	-	-	PUNCT
ajst-31997	72	32	toend	toend	ADJ
ajst-31997	72	33	semantic	semantic	ADJ
ajst-31997	72	34	modeling	modeling	NOUN
ajst-31997	72	35	,	,	PUNCT
ajst-31997	72	36	particularly	particularly	ADV
ajst-31997	72	37	through	through	ADP
ajst-31997	72	38	the	the	DET
ajst-31997	72	39	development	development	NOUN
ajst-31997	72	40	of	of	ADP
ajst-31997	72	41	encoder	encoder	NOUN
ajst-31997	72	42	-	-	PUNCT
ajst-31997	72	43	decoder	decoder	NOUN
ajst-31997	72	44	architectures	architecture	NOUN
ajst-31997	72	45	.	.	PUNCT
ajst-31997	73	1	the	the	DET
ajst-31997	73	2	deepsc	deepsc	NOUN
ajst-31997	73	3	framework	framework	PROPN
ajst-31997	73	4	,	,	PUNCT
ajst-31997	73	5	introduced	introduce	VERB
ajst-31997	73	6	in	in	ADP
ajst-31997	73	7	[	[	X
ajst-31997	73	8	10	10	NUM
ajst-31997	73	9	]	]	PUNCT
ajst-31997	73	10	,	,	PUNCT
ajst-31997	73	11	is	be	AUX
ajst-31997	73	12	the	the	DET
ajst-31997	73	13	first	first	ADJ
ajst-31997	73	14	to	to	PART
ajst-31997	73	15	apply	apply	VERB
ajst-31997	73	16	transformer	transformer	NOUN
ajst-31997	73	17	models	model	NOUN
ajst-31997	73	18	to	to	ADP
ajst-31997	73	19	text	text	NOUN
ajst-31997	73	20	-	-	PUNCT
ajst-31997	73	21	based	base	VERB
ajst-31997	73	22	semantic	semantic	ADJ
ajst-31997	73	23	communication	communication	NOUN
ajst-31997	73	24	,	,	PUNCT
ajst-31997	73	25	demonstrating	demonstrate	VERB
ajst-31997	73	26	that	that	SCONJ
ajst-31997	73	27	,	,	PUNCT
ajst-31997	73	28	under	under	ADP
ajst-31997	73	29	low	low	ADJ
ajst-31997	73	30	signal	signal	NOUN
ajst-31997	73	31	-	-	PUNCT
ajst-31997	73	32	to	to	ADP
ajst-31997	73	33	-	-	PUNCT
ajst-31997	73	34	noise	noise	NOUN
ajst-31997	73	35	ratio	ratio	NOUN
ajst-31997	73	36	(	(	PUNCT
ajst-31997	73	37	snr	snr	NOUN
ajst-31997	73	38	)	)	PUNCT
ajst-31997	73	39	conditions	condition	NOUN
ajst-31997	73	40	,	,	PUNCT
ajst-31997	73	41	it	it	PRON
ajst-31997	73	42	can	can	AUX
ajst-31997	73	43	significantly	significantly	ADV
ajst-31997	73	44	reduce	reduce	VERB
ajst-31997	73	45	the	the	DET
ajst-31997	73	46	bit	bit	NOUN
ajst-31997	73	47	rate	rate	NOUN
ajst-31997	73	48	while	while	SCONJ
ajst-31997	73	49	maintaining	maintain	VERB
ajst-31997	73	50	sentence	sentence	NOUN
ajst-31997	73	51	-	-	PUNCT
ajst-31997	73	52	level	level	NOUN
ajst-31997	73	53	semantic	semantic	ADJ
ajst-31997	73	54	correctness	correctness	NOUN
ajst-31997	73	55	compared	compare	VERB
ajst-31997	73	56	to	to	ADP
ajst-31997	73	57	traditional	traditional	ADJ
ajst-31997	73	58	layered	layered	ADJ
ajst-31997	73	59	communication	communication	NOUN
ajst-31997	73	60	.	.	PUNCT
ajst-31997	74	1	studies	study	NOUN
ajst-31997	74	2	[	[	X
ajst-31997	74	3	11][12	11][12	X
ajst-31997	74	4	]	]	X
ajst-31997	74	5	showcase	showcase	NOUN
ajst-31997	74	6	how	how	SCONJ
ajst-31997	74	7	deep	deep	ADJ
ajst-31997	74	8	neural	neural	ADJ
ajst-31997	74	9	networks	network	NOUN
ajst-31997	74	10	can	can	AUX
ajst-31997	74	11	replace	replace	VERB
ajst-31997	74	12	iterative	iterative	ADJ
ajst-31997	74	13	algorithms	algorithm	NOUN
ajst-31997	74	14	,	,	PUNCT
ajst-31997	74	15	enabling	enable	VERB
ajst-31997	74	16	rapid	rapid	ADJ
ajst-31997	74	17	inference	inference	NOUN
ajst-31997	74	18	for	for	ADP
ajst-31997	74	19	wireless	wireless	ADJ
ajst-31997	74	20	link	link	NOUN
ajst-31997	74	21	and	and	CCONJ
ajst-31997	74	22	power	power	NOUN
ajst-31997	74	23	allocation	allocation	NOUN
ajst-31997	74	24	problems	problem	NOUN
ajst-31997	74	25	.	.	PUNCT
ajst-31997	75	1	these	these	DET
ajst-31997	75	2	advances	advance	NOUN
ajst-31997	75	3	provide	provide	VERB
ajst-31997	75	4	optimized	optimize	VERB
ajst-31997	75	5	wireless	wireless	NOUN
ajst-31997	75	6	link	link	NOUN
ajst-31997	75	7	scheduling	scheduling	NOUN
ajst-31997	75	8	and	and	CCONJ
ajst-31997	75	9	resource	resource	NOUN
ajst-31997	75	10	allocation	allocation	NOUN
ajst-31997	75	11	strategies	strategy	NOUN
ajst-31997	75	12	for	for	ADP
ajst-31997	75	13	6	6	NUM
ajst-31997	75	14	g	g	NOUN
ajst-31997	75	15	,	,	PUNCT
ajst-31997	75	16	facilitating	facilitate	VERB
ajst-31997	75	17	efficient	efficient	ADJ
ajst-31997	75	18	semantic	semantic	ADJ
ajst-31997	75	19	transmission	transmission	NOUN
ajst-31997	75	20	and	and	CCONJ
ajst-31997	75	21	control	control	NOUN
ajst-31997	75	22	in	in	ADP
ajst-31997	75	23	complex	complex	ADJ
ajst-31997	75	24	,	,	PUNCT
ajst-31997	75	25	multi	multi	NOUN
ajst-31997	75	26	-	-	NOUN
ajst-31997	75	27	user	user	NOUN
ajst-31997	75	28	,	,	PUNCT
ajst-31997	75	29	dynamic	dynamic	ADJ
ajst-31997	75	30	channel	channel	NOUN
ajst-31997	75	31	environments	environment	NOUN
ajst-31997	75	32	and	and	CCONJ
ajst-31997	75	33	enhancing	enhance	VERB
ajst-31997	75	34	the	the	DET
ajst-31997	75	35	intelligence	intelligence	NOUN
ajst-31997	75	36	and	and	CCONJ
ajst-31997	75	37	adaptability	adaptability	NOUN
ajst-31997	75	38	of	of	ADP
ajst-31997	75	39	communication	communication	NOUN
ajst-31997	75	40	networks	network	NOUN
ajst-31997	75	41	.	.	PUNCT
ajst-31997	76	1	in	in	ADP
ajst-31997	76	2	taskoriented	taskoriented	ADJ
ajst-31997	76	3	and	and	CCONJ
ajst-31997	76	4	multi	multi	ADJ
ajst-31997	76	5	-	-	ADJ
ajst-31997	76	6	user	user	ADJ
ajst-31997	76	7	semantic	semantic	ADJ
ajst-31997	76	8	communication	communication	NOUN
ajst-31997	76	9	,	,	PUNCT
ajst-31997	76	10	[	[	X
ajst-31997	76	11	13	13	NUM
ajst-31997	76	12	]	]	PUNCT
ajst-31997	76	13	extends	extend	VERB
ajst-31997	76	14	single	single	ADJ
ajst-31997	76	15	-	-	PUNCT
ajst-31997	76	16	user	user	NOUN
ajst-31997	76	17	deep	deep	ADJ
ajst-31997	76	18	semantic	semantic	ADJ
ajst-31997	76	19	communication	communication	NOUN
ajst-31997	76	20	to	to	ADP
ajst-31997	76	21	multi	multi	ADJ
ajst-31997	76	22	-	-	NOUN
ajst-31997	76	23	user	user	NOUN
ajst-31997	76	24	scenarios	scenario	NOUN
ajst-31997	76	25	by	by	ADP
ajst-31997	76	26	proposing	propose	VERB
ajst-31997	76	27	task	task	NOUN
ajst-31997	76	28	-	-	PUNCT
ajst-31997	76	29	oriented	orient	VERB
ajst-31997	76	30	resource	resource	NOUN
ajst-31997	76	31	allocation	allocation	NOUN
ajst-31997	76	32	strategies	strategy	NOUN
ajst-31997	76	33	.	.	PUNCT
ajst-31997	77	1	the	the	DET
ajst-31997	77	2	system	system	NOUN
ajst-31997	77	3	assigns	assign	VERB
ajst-31997	77	4	different	different	ADJ
ajst-31997	77	5	levels	level	NOUN
ajst-31997	77	6	of	of	ADP
ajst-31997	77	7	importance	importance	NOUN
ajst-31997	77	8	to	to	ADP
ajst-31997	77	9	semantic	semantic	ADJ
ajst-31997	77	10	bits	bit	NOUN
ajst-31997	77	11	based	base	VERB
ajst-31997	77	12	on	on	ADP
ajst-31997	77	13	the	the	DET
ajst-31997	77	14	user	user	NOUN
ajst-31997	77	15	’s	’s	PART
ajst-31997	77	16	task	task	NOUN
ajst-31997	77	17	(	(	PUNCT
ajst-31997	77	18	e.g.	e.g.	ADV
ajst-31997	77	19	,	,	PUNCT
ajst-31997	77	20	sentiment	sentiment	NOUN
ajst-31997	77	21	analysis	analysis	NOUN
ajst-31997	77	22	or	or	CCONJ
ajst-31997	77	23	question	question	NOUN
ajst-31997	77	24	-	-	PUNCT
ajst-31997	77	25	answering	answer	VERB
ajst-31997	77	26	systems	system	NOUN
ajst-31997	77	27	)	)	PUNCT
ajst-31997	77	28	.	.	PUNCT
ajst-31997	78	1	through	through	ADP
ajst-31997	78	2	deep	deep	ADJ
ajst-31997	78	3	network	network	NOUN
ajst-31997	78	4	learning	learning	NOUN
ajst-31997	78	5	,	,	PUNCT
ajst-31997	78	6	the	the	DET
ajst-31997	78	7	system	system	NOUN
ajst-31997	78	8	enables	enable	VERB
ajst-31997	78	9	channel	channel	NOUN
ajst-31997	78	10	sharing	sharing	NOUN
ajst-31997	78	11	and	and	CCONJ
ajst-31997	78	12	power	power	NOUN
ajst-31997	78	13	allocation	allocation	NOUN
ajst-31997	78	14	,	,	PUNCT
ajst-31997	78	15	maximizing	maximize	VERB
ajst-31997	78	16	task	task	NOUN
ajst-31997	78	17	performance	performance	NOUN
ajst-31997	78	18	across	across	ADP
ajst-31997	78	19	users	user	NOUN
ajst-31997	78	20	.	.	PUNCT
ajst-31997	79	1	this	this	DET
ajst-31997	79	2	approach	approach	NOUN
ajst-31997	79	3	supports	support	VERB
ajst-31997	79	4	efficient	efficient	ADJ
ajst-31997	79	5	parallel	parallel	ADJ
ajst-31997	79	6	communication	communication	NOUN
ajst-31997	79	7	among	among	ADP
ajst-31997	79	8	multiple	multiple	ADJ
ajst-31997	79	9	users	user	NOUN
ajst-31997	79	10	in	in	ADP
ajst-31997	79	11	6	6	NUM
ajst-31997	79	12	g	g	NOUN
ajst-31997	79	13	networks	network	NOUN
ajst-31997	79	14	,	,	PUNCT
ajst-31997	79	15	improving	improve	VERB
ajst-31997	79	16	task	task	NOUN
ajst-31997	79	17	performance	performance	NOUN
ajst-31997	79	18	and	and	CCONJ
ajst-31997	79	19	surpassing	surpass	VERB
ajst-31997	79	20	traditional	traditional	ADJ
ajst-31997	79	21	fairness	fairness	NOUN
ajst-31997	79	22	or	or	CCONJ
ajst-31997	79	23	maximum	maximum	ADJ
ajst-31997	79	24	throughput	throughput	NOUN
ajst-31997	79	25	allocation	allocation	NOUN
ajst-31997	79	26	strategies	strategy	NOUN
ajst-31997	79	27	.	.	PUNCT
ajst-31997	80	1	addressing	address	VERB
ajst-31997	80	2	the	the	DET
ajst-31997	80	3	computational	computational	ADJ
ajst-31997	80	4	and	and	CCONJ
ajst-31997	80	5	energy	energy	NOUN
ajst-31997	80	6	constraints	constraint	NOUN
ajst-31997	80	7	of	of	ADP
ajst-31997	80	8	internet	internet	NOUN
ajst-31997	80	9	of	of	ADP
ajst-31997	80	10	things	thing	NOUN
ajst-31997	80	11	(	(	PUNCT
ajst-31997	80	12	iot	iot	NOUN
ajst-31997	80	13	)	)	PUNCT
ajst-31997	80	14	devices	device	NOUN
ajst-31997	80	15	,	,	PUNCT
ajst-31997	80	16	[	[	X
ajst-31997	80	17	14	14	NUM
ajst-31997	80	18	]	]	PUNCT
ajst-31997	80	19	introduces	introduce	VERB
ajst-31997	80	20	a	a	DET
ajst-31997	80	21	lightweight	lightweight	ADJ
ajst-31997	80	22	semantic	semantic	ADJ
ajst-31997	80	23	encoder	encoder	NOUN
ajst-31997	80	24	that	that	PRON
ajst-31997	80	25	retains	retain	VERB
ajst-31997	80	26	only	only	ADV
ajst-31997	80	27	keyword	keyword	NOUN
ajst-31997	80	28	-	-	PUNCT
ajst-31997	80	29	level	level	NOUN
ajst-31997	80	30	features	feature	NOUN
ajst-31997	80	31	and	and	CCONJ
ajst-31997	80	32	significantly	significantly	ADV
ajst-31997	80	33	reduces	reduce	VERB
ajst-31997	80	34	70	70	NUM
ajst-31997	80	35	model	model	NOUN
ajst-31997	80	36	size	size	NOUN
ajst-31997	80	37	through	through	ADP
ajst-31997	80	38	parameter	parameter	NOUN
ajst-31997	80	39	pruning	pruning	NOUN
ajst-31997	80	40	and	and	CCONJ
ajst-31997	80	41	quantization	quantization	NOUN
ajst-31997	80	42	techniques	technique	NOUN
ajst-31997	80	43	.	.	PUNCT
ajst-31997	81	1	a	a	DET
ajst-31997	81	2	distributed	distribute	VERB
ajst-31997	81	3	aggregation	aggregation	NOUN
ajst-31997	81	4	mechanism	mechanism	NOUN
ajst-31997	81	5	is	be	AUX
ajst-31997	81	6	also	also	ADV
ajst-31997	81	7	designed	design	VERB
ajst-31997	81	8	,	,	PUNCT
ajst-31997	81	9	where	where	SCONJ
ajst-31997	81	10	edge	edge	NOUN
ajst-31997	81	11	servers	server	NOUN
ajst-31997	81	12	perform	perform	VERB
ajst-31997	81	13	joint	joint	ADJ
ajst-31997	81	14	training	training	NOUN
ajst-31997	81	15	and	and	CCONJ
ajst-31997	81	16	updates	update	NOUN
ajst-31997	81	17	,	,	PUNCT
ajst-31997	81	18	achieving	achieve	VERB
ajst-31997	81	19	lowlatency	lowlatency	NOUN
ajst-31997	81	20	semantic	semantic	ADJ
ajst-31997	81	21	transmission	transmission	NOUN
ajst-31997	81	22	across	across	ADP
ajst-31997	81	23	multiple	multiple	ADJ
ajst-31997	81	24	channel	channel	NOUN
ajst-31997	81	25	conditions	condition	NOUN
ajst-31997	81	26	with	with	ADP
ajst-31997	81	27	a	a	DET
ajst-31997	81	28	substantial	substantial	ADJ
ajst-31997	81	29	reduction	reduction	NOUN
ajst-31997	81	30	in	in	ADP
ajst-31997	81	31	model	model	NOUN
ajst-31997	81	32	parameters	parameter	NOUN
ajst-31997	81	33	.	.	PUNCT
ajst-31997	82	1	in	in	ADP
ajst-31997	82	2	multi	multi	ADJ
ajst-31997	82	3	-	-	ADJ
ajst-31997	82	4	modal	modal	ADJ
ajst-31997	82	5	semantic	semantic	ADJ
ajst-31997	82	6	communication	communication	NOUN
ajst-31997	82	7	scenarios	scenario	NOUN
ajst-31997	82	8	,	,	PUNCT
ajst-31997	82	9	[	[	X
ajst-31997	82	10	15	15	NUM
ajst-31997	82	11	]	]	PUNCT
ajst-31997	82	12	extends	extend	VERB
ajst-31997	82	13	the	the	DET
ajst-31997	82	14	aforementioned	aforementioned	ADJ
ajst-31997	82	15	text	text	NOUN
ajst-31997	82	16	-	-	PUNCT
ajst-31997	82	17	based	base	VERB
ajst-31997	82	18	semantic	semantic	ADJ
ajst-31997	82	19	communication	communication	NOUN
ajst-31997	82	20	to	to	ADP
ajst-31997	82	21	image	image	NOUN
ajst-31997	82	22	-	-	PUNCT
ajst-31997	82	23	based	base	VERB
ajst-31997	82	24	scenarios	scenario	NOUN
ajst-31997	82	25	.	.	PUNCT
ajst-31997	83	1	a	a	DET
ajst-31997	83	2	convolutional	convolutional	ADJ
ajst-31997	83	3	autoencoder	autoencoder	NOUN
ajst-31997	83	4	is	be	AUX
ajst-31997	83	5	employed	employ	VERB
ajst-31997	83	6	to	to	PART
ajst-31997	83	7	extract	extract	VERB
ajst-31997	83	8	high	high	ADJ
ajst-31997	83	9	-	-	PUNCT
ajst-31997	83	10	level	level	NOUN
ajst-31997	83	11	semantic	semantic	ADJ
ajst-31997	83	12	features	feature	NOUN
ajst-31997	83	13	from	from	ADP
ajst-31997	83	14	images	image	NOUN
ajst-31997	83	15	,	,	PUNCT
ajst-31997	83	16	which	which	PRON
ajst-31997	83	17	are	be	AUX
ajst-31997	83	18	then	then	ADV
ajst-31997	83	19	jointly	jointly	ADV
ajst-31997	83	20	encoded	encode	VERB
ajst-31997	83	21	with	with	ADP
ajst-31997	83	22	channel	channel	NOUN
ajst-31997	83	23	feature	feature	NOUN
ajst-31997	83	24	maps	map	NOUN
ajst-31997	83	25	(	(	PUNCT
ajst-31997	83	26	nn	nn	NOUN
ajst-31997	83	27	-	-	NOUN
ajst-31997	83	28	block	block	NOUN
ajst-31997	83	29	)	)	PUNCT
ajst-31997	83	30	.	.	PUNCT
ajst-31997	84	1	this	this	DET
ajst-31997	84	2	approach	approach	NOUN
ajst-31997	84	3	improves	improve	VERB
ajst-31997	84	4	peak	peak	NOUN
ajst-31997	84	5	signal	signal	NOUN
ajst-31997	84	6	-	-	PUNCT
ajst-31997	84	7	to	to	ADP
ajst-31997	84	8	-	-	PUNCT
ajst-31997	84	9	noise	noise	NOUN
ajst-31997	84	10	ratio	ratio	NOUN
ajst-31997	84	11	(	(	PUNCT
ajst-31997	84	12	psnr	psnr	NOUN
ajst-31997	84	13	)	)	PUNCT
ajst-31997	84	14	and	and	CCONJ
ajst-31997	84	15	structural	structural	ADJ
ajst-31997	84	16	similarity	similarity	NOUN
ajst-31997	84	17	(	(	PUNCT
ajst-31997	84	18	ssim	ssim	NOUN
ajst-31997	84	19	)	)	PUNCT
ajst-31997	84	20	compared	compare	VERB
ajst-31997	84	21	to	to	ADP
ajst-31997	84	22	traditional	traditional	ADJ
ajst-31997	84	23	jpeg	jpeg	NOUN
ajst-31997	84	24	+	+	CCONJ
ajst-31997	84	25	ldpc	ldpc	NOUN
ajst-31997	84	26	pipeline	pipeline	NOUN
ajst-31997	84	27	architectures	architecture	NOUN
ajst-31997	84	28	,	,	PUNCT
ajst-31997	84	29	even	even	ADV
ajst-31997	84	30	under	under	ADP
ajst-31997	84	31	the	the	DET
ajst-31997	84	32	same	same	ADJ
ajst-31997	84	33	channel	channel	NOUN
ajst-31997	84	34	resources	resource	NOUN
ajst-31997	84	35	.	.	PUNCT
ajst-31997	85	1	despite	despite	SCONJ
ajst-31997	85	2	the	the	DET
ajst-31997	85	3	significant	significant	ADJ
ajst-31997	85	4	advances	advance	NOUN
ajst-31997	85	5	that	that	PRON
ajst-31997	85	6	deep	deep	ADJ
ajst-31997	85	7	learning	learning	NOUN
ajst-31997	85	8	–	–	PUNCT
ajst-31997	85	9	driven	drive	VERB
ajst-31997	85	10	semantic	semantic	ADJ
ajst-31997	85	11	communication	communication	NOUN
ajst-31997	85	12	has	have	AUX
ajst-31997	85	13	brought	bring	VERB
ajst-31997	85	14	to	to	ADP
ajst-31997	85	15	end	end	VERB
ajst-31997	85	16	-	-	PUNCT
ajst-31997	85	17	to	to	ADP
ajst-31997	85	18	-	-	PUNCT
ajst-31997	85	19	end	end	NOUN
ajst-31997	85	20	modeling	modeling	NOUN
ajst-31997	85	21	,	,	PUNCT
ajst-31997	85	22	task	task	NOUN
ajst-31997	85	23	-	-	PUNCT
ajst-31997	85	24	oriented	orient	VERB
ajst-31997	85	25	resource	resource	NOUN
ajst-31997	85	26	allocation	allocation	NOUN
ajst-31997	85	27	,	,	PUNCT
ajst-31997	85	28	and	and	CCONJ
ajst-31997	85	29	multimodal	multimodal	NOUN
ajst-31997	85	30	extensions	extension	NOUN
ajst-31997	85	31	for	for	ADP
ajst-31997	85	32	6	6	NUM
ajst-31997	85	33	g	g	NOUN
ajst-31997	85	34	,	,	PUNCT
ajst-31997	85	35	several	several	ADJ
ajst-31997	85	36	critical	critical	ADJ
ajst-31997	85	37	bottlenecks	bottleneck	NOUN
ajst-31997	85	38	and	and	CCONJ
ajst-31997	85	39	challenges	challenge	NOUN
ajst-31997	85	40	remain	remain	VERB
ajst-31997	85	41	to	to	PART
ajst-31997	85	42	be	be	AUX
ajst-31997	85	43	addressed	address	VERB
ajst-31997	85	44	.	.	PUNCT
ajst-31997	86	1	first	first	ADV
ajst-31997	86	2	,	,	PUNCT
ajst-31997	86	3	although	although	SCONJ
ajst-31997	86	4	existing	existing	ADJ
ajst-31997	86	5	methods	method	NOUN
ajst-31997	86	6	achieve	achieve	VERB
ajst-31997	86	7	high	high	ADJ
ajst-31997	86	8	reconstruction	reconstruction	NOUN
ajst-31997	86	9	accuracy	accuracy	NOUN
ajst-31997	86	10	and	and	CCONJ
ajst-31997	86	11	perform	perform	VERB
ajst-31997	86	12	well	well	ADV
ajst-31997	86	13	on	on	ADP
ajst-31997	86	14	traditional	traditional	ADJ
ajst-31997	86	15	signal	signal	NOUN
ajst-31997	86	16	-	-	PUNCT
ajst-31997	86	17	to	to	ADP
ajst-31997	86	18	-	-	PUNCT
ajst-31997	86	19	noise	noise	NOUN
ajst-31997	86	20	ratio	ratio	NOUN
ajst-31997	86	21	(	(	PUNCT
ajst-31997	86	22	snr	snr	NOUN
ajst-31997	86	23	)	)	PUNCT
ajst-31997	86	24	metrics	metric	NOUN
ajst-31997	86	25	,	,	PUNCT
ajst-31997	86	26	most	most	ADJ
ajst-31997	86	27	studies	study	NOUN
ajst-31997	86	28	still	still	ADV
ajst-31997	86	29	lack	lack	VERB
ajst-31997	86	30	dedicated	dedicated	ADJ
ajst-31997	86	31	semantic	semantic	ADJ
ajst-31997	86	32	evaluation	evaluation	NOUN
ajst-31997	86	33	criteria	criterion	NOUN
ajst-31997	86	34	capable	capable	ADJ
ajst-31997	86	35	of	of	ADP
ajst-31997	86	36	directly	directly	ADV
ajst-31997	86	37	measuring	measure	VERB
ajst-31997	86	38	downstream	downstream	ADJ
ajst-31997	86	39	task	task	NOUN
ajst-31997	86	40	performance	performance	NOUN
ajst-31997	86	41	or	or	CCONJ
ajst-31997	86	42	user	user	NOUN
ajst-31997	86	43	-	-	PUNCT
ajst-31997	86	44	perceived	perceive	VERB
ajst-31997	86	45	quality	quality	NOUN
ajst-31997	86	46	.	.	PUNCT
ajst-31997	87	1	in	in	ADP
ajst-31997	87	2	practical	practical	ADJ
ajst-31997	87	3	6	6	NUM
ajst-31997	87	4	g	g	NOUN
ajst-31997	87	5	scenarios	scenario	NOUN
ajst-31997	87	6	,	,	PUNCT
ajst-31997	87	7	task	task	NOUN
ajst-31997	87	8	-	-	PUNCT
ajst-31997	87	9	oriented	orient	VERB
ajst-31997	87	10	semantic	semantic	ADJ
ajst-31997	87	11	performance	performance	NOUN
ajst-31997	87	12	is	be	AUX
ajst-31997	87	13	more	more	ADV
ajst-31997	87	14	important	important	ADJ
ajst-31997	87	15	than	than	ADP
ajst-31997	87	16	mere	mere	ADJ
ajst-31997	87	17	signal	signal	NOUN
ajst-31997	87	18	reconstruction	reconstruction	NOUN
ajst-31997	87	19	;	;	PUNCT
ajst-31997	87	20	thus	thus	ADV
ajst-31997	87	21	,	,	PUNCT
ajst-31997	87	22	accurately	accurately	ADV
ajst-31997	87	23	assessing	assess	VERB
ajst-31997	87	24	and	and	CCONJ
ajst-31997	87	25	optimizing	optimize	VERB
ajst-31997	87	26	semantic	semantic	ADJ
ajst-31997	87	27	quality	quality	NOUN
ajst-31997	87	28	remains	remain	VERB
ajst-31997	87	29	a	a	DET
ajst-31997	87	30	key	key	ADJ
ajst-31997	87	31	research	research	NOUN
ajst-31997	87	32	challenge	challenge	NOUN
ajst-31997	87	33	.	.	PUNCT
ajst-31997	88	1	second	second	ADV
ajst-31997	88	2	,	,	PUNCT
ajst-31997	88	3	the	the	DET
ajst-31997	88	4	majority	majority	NOUN
ajst-31997	88	5	of	of	ADP
ajst-31997	88	6	current	current	ADJ
ajst-31997	88	7	models	model	NOUN
ajst-31997	88	8	rely	rely	VERB
ajst-31997	88	9	on	on	ADP
ajst-31997	88	10	offline	offline	ADJ
ajst-31997	88	11	training	training	NOUN
ajst-31997	88	12	and	and	CCONJ
ajst-31997	88	13	lack	lack	NOUN
ajst-31997	88	14	adaptability	adaptability	NOUN
ajst-31997	88	15	,	,	PUNCT
ajst-31997	88	16	particularly	particularly	ADV
ajst-31997	88	17	when	when	SCONJ
ajst-31997	88	18	facing	face	VERB
ajst-31997	88	19	unknown	unknown	ADJ
ajst-31997	88	20	channel	channel	NOUN
ajst-31997	88	21	conditions	condition	NOUN
ajst-31997	88	22	or	or	CCONJ
ajst-31997	88	23	sudden	sudden	ADJ
ajst-31997	88	24	interference	interference	NOUN
ajst-31997	88	25	.	.	PUNCT
ajst-31997	89	1	this	this	DET
ajst-31997	89	2	limitation	limitation	NOUN
ajst-31997	89	3	makes	make	VERB
ajst-31997	89	4	it	it	PRON
ajst-31997	89	5	difficult	difficult	ADJ
ajst-31997	89	6	for	for	SCONJ
ajst-31997	89	7	these	these	DET
ajst-31997	89	8	approaches	approach	NOUN
ajst-31997	89	9	to	to	PART
ajst-31997	89	10	meet	meet	VERB
ajst-31997	89	11	the	the	DET
ajst-31997	89	12	real	real	ADJ
ajst-31997	89	13	-	-	PUNCT
ajst-31997	89	14	time	time	NOUN
ajst-31997	89	15	communication	communication	NOUN
ajst-31997	89	16	requirements	requirement	NOUN
ajst-31997	89	17	of	of	ADP
ajst-31997	89	18	highly	highly	ADV
ajst-31997	89	19	dynamic	dynamic	ADJ
ajst-31997	89	20	and	and	CCONJ
ajst-31997	89	21	multi	multi	ADJ
ajst-31997	89	22	-	-	NOUN
ajst-31997	89	23	scenario	scenario	ADJ
ajst-31997	90	1	6	6	NUM
ajst-31997	90	2	g	g	NOUN
ajst-31997	90	3	networks	network	NOUN
ajst-31997	90	4	.	.	PUNCT
ajst-31997	91	1	third	third	ADJ
ajst-31997	91	2	,	,	PUNCT
ajst-31997	91	3	large	large	ADJ
ajst-31997	91	4	-	-	PUNCT
ajst-31997	91	5	scale	scale	NOUN
ajst-31997	91	6	models	model	NOUN
ajst-31997	91	7	still	still	ADV
ajst-31997	91	8	encounter	encounter	VERB
ajst-31997	91	9	multiple	multiple	ADJ
ajst-31997	91	10	constraints	constraint	NOUN
ajst-31997	91	11	—	—	PUNCT
ajst-31997	91	12	computational	computational	ADJ
ajst-31997	91	13	resources	resource	NOUN
ajst-31997	91	14	,	,	PUNCT
ajst-31997	91	15	energy	energy	NOUN
ajst-31997	91	16	consumption	consumption	NOUN
ajst-31997	91	17	,	,	PUNCT
ajst-31997	91	18	and	and	CCONJ
ajst-31997	91	19	communication	communication	NOUN
ajst-31997	91	20	latency	latency	NOUN
ajst-31997	91	21	—	—	PUNCT
ajst-31997	91	22	when	when	SCONJ
ajst-31997	91	23	deployed	deploy	VERB
ajst-31997	91	24	at	at	ADP
ajst-31997	91	25	iot	iot	PROPN
ajst-31997	91	26	network	network	NOUN
ajst-31997	91	27	edges	edge	NOUN
ajst-31997	91	28	,	,	PUNCT
ajst-31997	91	29	especially	especially	ADV
ajst-31997	91	30	on	on	ADP
ajst-31997	91	31	resource	resource	NOUN
ajst-31997	91	32	-	-	PUNCT
ajst-31997	91	33	limited	limit	VERB
ajst-31997	91	34	nodes	node	NOUN
ajst-31997	91	35	,	,	PUNCT
ajst-31997	91	36	making	make	VERB
ajst-31997	91	37	it	it	PRON
ajst-31997	91	38	difficult	difficult	ADJ
ajst-31997	91	39	to	to	PART
ajst-31997	91	40	ensure	ensure	VERB
ajst-31997	91	41	continuous	continuous	ADJ
ajst-31997	91	42	online	online	ADJ
ajst-31997	91	43	learning	learning	NOUN
ajst-31997	91	44	.	.	PUNCT
ajst-31997	92	1	future	future	ADJ
ajst-31997	92	2	research	research	NOUN
ajst-31997	92	3	should	should	AUX
ajst-31997	92	4	focus	focus	VERB
ajst-31997	92	5	on	on	ADP
ajst-31997	92	6	:	:	PUNCT
ajst-31997	92	7	(	(	PUNCT
ajst-31997	92	8	i	i	NOUN
ajst-31997	92	9	)	)	PUNCT
ajst-31997	92	10	establishing	establish	VERB
ajst-31997	92	11	a	a	DET
ajst-31997	92	12	quantifiable	quantifiable	ADJ
ajst-31997	92	13	and	and	CCONJ
ajst-31997	92	14	interpretable	interpretable	ADJ
ajst-31997	92	15	semantic	semantic	ADJ
ajst-31997	92	16	evaluation	evaluation	NOUN
ajst-31997	92	17	framework	framework	NOUN
ajst-31997	92	18	to	to	PART
ajst-31997	92	19	enable	enable	VERB
ajst-31997	92	20	multi	multi	ADJ
ajst-31997	92	21	-	-	ADJ
ajst-31997	92	22	dimensional	dimensional	ADJ
ajst-31997	92	23	performance	performance	NOUN
ajst-31997	92	24	assessment	assessment	NOUN
ajst-31997	92	25	from	from	ADP
ajst-31997	92	26	the	the	DET
ajst-31997	92	27	bit	bit	NOUN
ajst-31997	92	28	level	level	NOUN
ajst-31997	92	29	to	to	ADP
ajst-31997	92	30	the	the	DET
ajst-31997	92	31	semantic	semantic	ADJ
ajst-31997	92	32	level	level	NOUN
ajst-31997	92	33	;	;	PUNCT
ajst-31997	92	34	(	(	PUNCT
ajst-31997	92	35	ii	ii	NOUN
ajst-31997	92	36	)	)	PUNCT
ajst-31997	92	37	designing	design	VERB
ajst-31997	92	38	lightweight	lightweight	ADJ
ajst-31997	92	39	semantic	semantic	ADJ
ajst-31997	92	40	models	model	NOUN
ajst-31997	92	41	that	that	PRON
ajst-31997	92	42	support	support	VERB
ajst-31997	92	43	online	online	ADJ
ajst-31997	92	44	incremental	incremental	ADJ
ajst-31997	92	45	updates	update	NOUN
ajst-31997	92	46	to	to	PART
ajst-31997	92	47	accommodate	accommodate	VERB
ajst-31997	92	48	heterogeneous	heterogeneous	ADJ
ajst-31997	92	49	networks	network	NOUN
ajst-31997	92	50	and	and	CCONJ
ajst-31997	92	51	real	real	ADJ
ajst-31997	92	52	-	-	PUNCT
ajst-31997	92	53	time	time	NOUN
ajst-31997	92	54	communication	communication	NOUN
ajst-31997	92	55	demands	demand	NOUN
ajst-31997	92	56	;	;	PUNCT
ajst-31997	92	57	(	(	PUNCT
ajst-31997	92	58	iii	iii	X
ajst-31997	92	59	)	)	PUNCT
ajst-31997	92	60	enhancing	enhance	VERB
ajst-31997	92	61	model	model	NOUN
ajst-31997	92	62	robustness	robustness	NOUN
ajst-31997	92	63	and	and	CCONJ
ajst-31997	92	64	privacy	privacy	NOUN
ajst-31997	92	65	protection	protection	NOUN
ajst-31997	92	66	mechanisms	mechanism	NOUN
ajst-31997	92	67	against	against	ADP
ajst-31997	92	68	adversarial	adversarial	ADJ
ajst-31997	92	69	examples	example	NOUN
ajst-31997	92	70	and	and	CCONJ
ajst-31997	92	71	malicious	malicious	ADJ
ajst-31997	92	72	interference	interference	NOUN
ajst-31997	92	73	;	;	PUNCT
ajst-31997	92	74	and	and	CCONJ
ajst-31997	92	75	(	(	PUNCT
ajst-31997	92	76	iv	iv	X
ajst-31997	92	77	)	)	PUNCT
ajst-31997	92	78	exploring	explore	VERB
ajst-31997	92	79	joint	joint	ADJ
ajst-31997	92	80	optimization	optimization	NOUN
ajst-31997	92	81	strategies	strategy	NOUN
ajst-31997	92	82	for	for	ADP
ajst-31997	92	83	task	task	NOUN
ajst-31997	92	84	-	-	PUNCT
ajst-31997	92	85	awareness	awareness	NOUN
ajst-31997	92	86	and	and	CCONJ
ajst-31997	92	87	channel	channel	NOUN
ajst-31997	92	88	-	-	PUNCT
ajst-31997	92	89	awareness	awareness	NOUN
ajst-31997	92	90	,	,	PUNCT
ajst-31997	92	91	leveraging	leverage	VERB
ajst-31997	92	92	causal	causal	ADJ
ajst-31997	92	93	inference	inference	NOUN
ajst-31997	92	94	and	and	CCONJ
ajst-31997	92	95	learnable	learnable	ADJ
ajst-31997	92	96	collaborative	collaborative	ADJ
ajst-31997	92	97	modules	module	NOUN
ajst-31997	92	98	to	to	PART
ajst-31997	92	99	drive	drive	VERB
ajst-31997	92	100	semantic	semantic	ADJ
ajst-31997	92	101	communication	communication	NOUN
ajst-31997	92	102	in	in	ADP
ajst-31997	92	103	6	6	NUM
ajst-31997	92	104	g	g	NOUN
ajst-31997	92	105	toward	toward	ADP
ajst-31997	92	106	greater	great	ADJ
ajst-31997	92	107	efficiency	efficiency	NOUN
ajst-31997	92	108	,	,	PUNCT
ajst-31997	92	109	security	security	NOUN
ajst-31997	92	110	,	,	PUNCT
ajst-31997	92	111	and	and	CCONJ
ajst-31997	92	112	intelligence	intelligence	NOUN
ajst-31997	92	113	.	.	PUNCT
ajst-31997	93	1	2.3	2.3	NUM
ajst-31997	93	2	.	.	PUNCT
ajst-31997	93	3	large	large	ADJ
ajst-31997	93	4	-	-	PUNCT
ajst-31997	93	5	model	model	NOUN
ajst-31997	93	6	–	–	PUNCT
ajst-31997	93	7	driven	drive	VERB
ajst-31997	93	8	semantic	semantic	ADJ
ajst-31997	93	9	communication	communication	NOUN
ajst-31997	93	10	large	large	ADJ
ajst-31997	93	11	-	-	PUNCT
ajst-31997	93	12	model	model	NOUN
ajst-31997	93	13	–	–	PUNCT
ajst-31997	93	14	driven	drive	VERB
ajst-31997	93	15	semantic	semantic	ADJ
ajst-31997	93	16	communication	communication	NOUN
ajst-31997	93	17	represents	represent	VERB
ajst-31997	93	18	an	an	DET
ajst-31997	93	19	innovative	innovative	ADJ
ajst-31997	93	20	paradigm	paradigm	NOUN
ajst-31997	93	21	that	that	PRON
ajst-31997	93	22	introduces	introduce	VERB
ajst-31997	93	23	large	large	ADJ
ajst-31997	93	24	pre	pre	ADJ
ajst-31997	93	25	-	-	ADJ
ajst-31997	93	26	trained	train	VERB
ajst-31997	93	27	models	model	NOUN
ajst-31997	93	28	into	into	ADP
ajst-31997	93	29	communication	communication	NOUN
ajst-31997	93	30	links	link	NOUN
ajst-31997	93	31	.	.	PUNCT
ajst-31997	94	1	this	this	DET
ajst-31997	94	2	paradigm	paradigm	NOUN
ajst-31997	94	3	shifts	shift	NOUN
ajst-31997	94	4	the	the	DET
ajst-31997	94	5	focus	focus	NOUN
ajst-31997	94	6	from	from	ADP
ajst-31997	94	7	simple	simple	ADJ
ajst-31997	94	8	bit	bit	NOUN
ajst-31997	94	9	transmission	transmission	NOUN
ajst-31997	94	10	to	to	ADP
ajst-31997	94	11	the	the	DET
ajst-31997	94	12	extraction	extraction	NOUN
ajst-31997	94	13	and	and	CCONJ
ajst-31997	94	14	sharing	sharing	NOUN
ajst-31997	94	15	of	of	ADP
ajst-31997	94	16	high	high	ADJ
ajst-31997	94	17	-	-	PUNCT
ajst-31997	94	18	level	level	NOUN
ajst-31997	94	19	,	,	PUNCT
ajst-31997	94	20	task	task	NOUN
ajst-31997	94	21	-	-	PUNCT
ajst-31997	94	22	relevant	relevant	ADJ
ajst-31997	94	23	semantic	semantic	ADJ
ajst-31997	94	24	information	information	NOUN
ajst-31997	94	25	from	from	ADP
ajst-31997	94	26	vast	vast	ADJ
ajst-31997	94	27	datasets	dataset	NOUN
ajst-31997	94	28	.	.	PUNCT
ajst-31997	95	1	the	the	DET
ajst-31997	95	2	core	core	ADJ
ajst-31997	95	3	principle	principle	NOUN
ajst-31997	95	4	of	of	ADP
ajst-31997	95	5	this	this	DET
ajst-31997	95	6	approach	approach	NOUN
ajst-31997	95	7	is	be	AUX
ajst-31997	95	8	the	the	DET
ajst-31997	95	9	establishment	establishment	NOUN
ajst-31997	95	10	of	of	ADP
ajst-31997	95	11	a	a	DET
ajst-31997	95	12	shared	share	VERB
ajst-31997	95	13	semantic	semantic	ADJ
ajst-31997	95	14	knowledge	knowledge	NOUN
ajst-31997	95	15	base	base	NOUN
ajst-31997	95	16	between	between	ADP
ajst-31997	95	17	the	the	DET
ajst-31997	95	18	sender	sender	NOUN
ajst-31997	95	19	and	and	CCONJ
ajst-31997	95	20	receiver	receiver	NOUN
ajst-31997	95	21	.	.	PUNCT
ajst-31997	96	1	by	by	ADP
ajst-31997	96	2	leveraging	leverage	VERB
ajst-31997	96	3	pre	pre	ADJ
ajst-31997	96	4	-	-	VERB
ajst-31997	96	5	trained	train	VERB
ajst-31997	96	6	or	or	CCONJ
ajst-31997	96	7	online	online	ADJ
ajst-31997	96	8	learning	learning	NOUN
ajst-31997	96	9	methods	method	NOUN
ajst-31997	96	10	,	,	PUNCT
ajst-31997	96	11	this	this	DET
ajst-31997	96	12	technology	technology	NOUN
ajst-31997	96	13	gains	gain	VERB
ajst-31997	96	14	deep	deep	ADJ
ajst-31997	96	15	representation	representation	NOUN
ajst-31997	96	16	capabilities	capability	NOUN
ajst-31997	96	17	for	for	ADP
ajst-31997	96	18	multimodal	multimodal	ADJ
ajst-31997	96	19	data	datum	NOUN
ajst-31997	96	20	,	,	PUNCT
ajst-31997	96	21	enabling	enable	VERB
ajst-31997	96	22	more	more	ADV
ajst-31997	96	23	efficient	efficient	ADJ
ajst-31997	96	24	semantic	semantic	ADJ
ajst-31997	96	25	compression	compression	NOUN
ajst-31997	96	26	and	and	CCONJ
ajst-31997	96	27	reconstruction	reconstruction	NOUN
ajst-31997	96	28	within	within	ADP
ajst-31997	96	29	limited	limited	ADJ
ajst-31997	96	30	bandwidth	bandwidth	NOUN
ajst-31997	96	31	.	.	PUNCT
ajst-31997	97	1	the	the	DET
ajst-31997	97	2	method	method	NOUN
ajst-31997	97	3	combines	combine	VERB
ajst-31997	97	4	the	the	DET
ajst-31997	97	5	advantages	advantage	NOUN
ajst-31997	97	6	of	of	ADP
ajst-31997	97	7	end	end	NOUN
ajst-31997	97	8	-	-	PUNCT
ajst-31997	97	9	to	to	ADP
ajst-31997	97	10	-	-	PUNCT
ajst-31997	97	11	end	end	NOUN
ajst-31997	97	12	optimization	optimization	NOUN
ajst-31997	97	13	with	with	ADP
ajst-31997	97	14	dynamic	dynamic	ADJ
ajst-31997	97	15	knowledge	knowledge	NOUN
ajst-31997	97	16	update	update	NOUN
ajst-31997	97	17	capabilities	capability	NOUN
ajst-31997	97	18	,	,	PUNCT
ajst-31997	97	19	which	which	PRON
ajst-31997	97	20	may	may	AUX
ajst-31997	97	21	overcome	overcome	VERB
ajst-31997	97	22	the	the	DET
ajst-31997	97	23	performance	performance	NOUN
ajst-31997	97	24	limitations	limitation	NOUN
ajst-31997	97	25	of	of	ADP
ajst-31997	97	26	traditional	traditional	ADJ
ajst-31997	97	27	models	model	NOUN
ajst-31997	97	28	in	in	ADP
ajst-31997	97	29	complex	complex	ADJ
ajst-31997	97	30	scenarios	scenario	NOUN
ajst-31997	97	31	,	,	PUNCT
ajst-31997	97	32	enhancing	enhance	VERB
ajst-31997	97	33	the	the	DET
ajst-31997	97	34	robustness	robustness	NOUN
ajst-31997	97	35	and	and	CCONJ
ajst-31997	97	36	accuracy	accuracy	NOUN
ajst-31997	97	37	of	of	ADP
ajst-31997	97	38	communication	communication	NOUN
ajst-31997	97	39	systems	system	NOUN
ajst-31997	97	40	in	in	ADP
ajst-31997	97	41	the	the	DET
ajst-31997	97	42	face	face	NOUN
ajst-31997	97	43	of	of	ADP
ajst-31997	97	44	semantic	semantic	ADJ
ajst-31997	97	45	loss	loss	NOUN
ajst-31997	97	46	[	[	X
ajst-31997	97	47	16][17	16][17	NUM
ajst-31997	97	48	]	]	PUNCT
ajst-31997	97	49	.	.	PUNCT
ajst-31997	98	1	applying	apply	VERB
ajst-31997	98	2	large	large	ADJ
ajst-31997	98	3	models	model	NOUN
ajst-31997	98	4	to	to	ADP
ajst-31997	98	5	semantic	semantic	ADJ
ajst-31997	98	6	communication	communication	NOUN
ajst-31997	98	7	can	can	AUX
ajst-31997	98	8	significantly	significantly	ADV
ajst-31997	98	9	improve	improve	VERB
ajst-31997	98	10	the	the	DET
ajst-31997	98	11	quality	quality	NOUN
ajst-31997	98	12	of	of	ADP
ajst-31997	98	13	endto	endto	NOUN
ajst-31997	98	14	-	-	PUNCT
ajst-31997	98	15	end	end	NOUN
ajst-31997	98	16	semantic	semantic	ADJ
ajst-31997	98	17	representations	representation	NOUN
ajst-31997	98	18	and	and	CCONJ
ajst-31997	98	19	enhance	enhance	VERB
ajst-31997	98	20	noise	noise	NOUN
ajst-31997	98	21	resilience	resilience	NOUN
ajst-31997	98	22	.	.	PUNCT
ajst-31997	99	1	jiang	jiang	PROPN
ajst-31997	99	2	et	et	PROPN
ajst-31997	99	3	al	al	PROPN
ajst-31997	99	4	.	.	PUNCT
ajst-31997	100	1	[	[	X
ajst-31997	100	2	16	16	NUM
ajst-31997	100	3	]	]	PUNCT
ajst-31997	100	4	utilized	utilize	VERB
ajst-31997	100	5	a	a	DET
ajst-31997	100	6	pre	pre	ADJ
ajst-31997	100	7	-	-	ADJ
ajst-31997	100	8	trained	train	VERB
ajst-31997	100	9	large	large	ADJ
ajst-31997	100	10	language	language	NOUN
ajst-31997	100	11	model	model	NOUN
ajst-31997	100	12	to	to	PART
ajst-31997	100	13	extract	extract	VERB
ajst-31997	100	14	deep	deep	ADJ
ajst-31997	100	15	semantic	semantic	ADJ
ajst-31997	100	16	features	feature	NOUN
ajst-31997	100	17	at	at	ADP
ajst-31997	100	18	the	the	DET
ajst-31997	100	19	sender	sender	NOUN
ajst-31997	100	20	,	,	PUNCT
ajst-31997	100	21	and	and	CCONJ
ajst-31997	100	22	a	a	DET
ajst-31997	100	23	lightweight	lightweight	ADJ
ajst-31997	100	24	decoder	decoder	NOUN
ajst-31997	100	25	to	to	PART
ajst-31997	100	26	reconstruct	reconstruct	VERB
ajst-31997	100	27	the	the	DET
ajst-31997	100	28	information	information	NOUN
ajst-31997	100	29	at	at	ADP
ajst-31997	100	30	the	the	DET
ajst-31997	100	31	receiver	receiver	NOUN
ajst-31997	100	32	.	.	PUNCT
ajst-31997	101	1	experimental	experimental	ADJ
ajst-31997	101	2	results	result	NOUN
ajst-31997	101	3	demonstrate	demonstrate	VERB
ajst-31997	101	4	a	a	DET
ajst-31997	101	5	significant	significant	ADJ
ajst-31997	101	6	reduction	reduction	NOUN
ajst-31997	101	7	in	in	ADP
ajst-31997	101	8	bit	bit	NOUN
ajst-31997	101	9	error	error	NOUN
ajst-31997	101	10	rates	rate	NOUN
ajst-31997	101	11	under	under	ADP
ajst-31997	101	12	low	low	ADJ
ajst-31997	101	13	signal	signal	NOUN
ajst-31997	101	14	-	-	PUNCT
ajst-31997	101	15	to	to	ADP
ajst-31997	101	16	-	-	PUNCT
ajst-31997	101	17	noise	noise	NOUN
ajst-31997	101	18	ratio	ratio	NOUN
ajst-31997	101	19	(	(	PUNCT
ajst-31997	101	20	snr	snr	NOUN
ajst-31997	101	21	)	)	PUNCT
ajst-31997	101	22	conditions	condition	NOUN
ajst-31997	101	23	.	.	PUNCT
ajst-31997	102	1	chaccour	chaccour	INTJ
ajst-31997	102	2	et	et	PROPN
ajst-31997	102	3	al	al	PROPN
ajst-31997	102	4	.	.	PUNCT
ajst-31997	103	1	[	[	X
ajst-31997	103	2	18	18	NUM
ajst-31997	103	3	]	]	PUNCT
ajst-31997	103	4	proposed	propose	VERB
ajst-31997	103	5	a	a	DET
ajst-31997	103	6	knowledge	knowledge	NOUN
ajst-31997	103	7	-	-	PUNCT
ajst-31997	103	8	graph	graph	NOUN
ajst-31997	103	9	-	-	PUNCT
ajst-31997	103	10	driven	drive	VERB
ajst-31997	103	11	intelligent	intelligent	ADJ
ajst-31997	103	12	scheduling	scheduling	NOUN
ajst-31997	103	13	framework	framework	NOUN
ajst-31997	103	14	,	,	PUNCT
ajst-31997	103	15	combined	combine	VERB
ajst-31997	103	16	with	with	ADP
ajst-31997	103	17	network	network	NOUN
ajst-31997	103	18	slicing	slice	VERB
ajst-31997	103	19	technology	technology	NOUN
ajst-31997	103	20	,	,	PUNCT
ajst-31997	103	21	to	to	PART
ajst-31997	103	22	dynamically	dynamically	ADV
ajst-31997	103	23	allocate	allocate	VERB
ajst-31997	103	24	bandwidth	bandwidth	ADJ
ajst-31997	103	25	and	and	CCONJ
ajst-31997	103	26	computational	computational	ADJ
ajst-31997	103	27	resources	resource	NOUN
ajst-31997	103	28	,	,	PUNCT
ajst-31997	103	29	thereby	thereby	ADV
ajst-31997	103	30	reducing	reduce	VERB
ajst-31997	103	31	endto	endto	NOUN
ajst-31997	103	32	-	-	PUNCT
ajst-31997	103	33	end	end	NOUN
ajst-31997	103	34	latency	latency	NOUN
ajst-31997	103	35	.	.	PUNCT
ajst-31997	104	1	xie	xie	PROPN
ajst-31997	104	2	et	et	PROPN
ajst-31997	104	3	al	al	PROPN
ajst-31997	104	4	.	.	PUNCT
ajst-31997	105	1	[	[	X
ajst-31997	105	2	17	17	NUM
ajst-31997	105	3	]	]	PUNCT
ajst-31997	105	4	designed	design	VERB
ajst-31997	105	5	a	a	DET
ajst-31997	105	6	multi	multi	ADJ
ajst-31997	105	7	-	-	ADJ
ajst-31997	105	8	stage	stage	ADJ
ajst-31997	105	9	decoder	decoder	NOUN
ajst-31997	105	10	with	with	ADP
ajst-31997	105	11	a	a	DET
ajst-31997	105	12	channel	channel	NOUN
ajst-31997	105	13	feedback	feedback	NOUN
ajst-31997	105	14	loop	loop	NOUN
ajst-31997	105	15	to	to	PART
ajst-31997	105	16	maintain	maintain	VERB
ajst-31997	105	17	71	71	NUM
ajst-31997	105	18	semantic	semantic	ADJ
ajst-31997	105	19	recovery	recovery	NOUN
ajst-31997	105	20	accuracy	accuracy	NOUN
ajst-31997	105	21	even	even	ADV
ajst-31997	105	22	in	in	ADP
ajst-31997	105	23	fluctuating	fluctuate	VERB
ajst-31997	105	24	channel	channel	NOUN
ajst-31997	105	25	conditions	condition	NOUN
ajst-31997	105	26	.	.	PUNCT
ajst-31997	106	1	chaccour	chaccour	PROPN
ajst-31997	106	2	also	also	ADV
ajst-31997	106	3	deployed	deploy	VERB
ajst-31997	106	4	large	large	ADJ
ajst-31997	106	5	model	model	NOUN
ajst-31997	106	6	inference	inference	NOUN
ajst-31997	106	7	engines	engine	NOUN
ajst-31997	106	8	at	at	ADP
ajst-31997	106	9	the	the	DET
ajst-31997	106	10	network	network	NOUN
ajst-31997	106	11	edge	edge	NOUN
ajst-31997	106	12	to	to	PART
ajst-31997	106	13	optimize	optimize	VERB
ajst-31997	106	14	task	task	NOUN
ajst-31997	106	15	classification	classification	NOUN
ajst-31997	106	16	and	and	CCONJ
ajst-31997	106	17	resource	resource	NOUN
ajst-31997	106	18	allocation	allocation	NOUN
ajst-31997	106	19	[	[	X
ajst-31997	106	20	18	18	NUM
ajst-31997	106	21	]	]	PUNCT
ajst-31997	106	22	.	.	PUNCT
ajst-31997	107	1	taken	take	VERB
ajst-31997	107	2	together	together	ADV
ajst-31997	107	3	,	,	PUNCT
ajst-31997	107	4	large	large	ADJ
ajst-31997	107	5	-	-	PUNCT
ajst-31997	107	6	model	model	NOUN
ajst-31997	107	7	–	–	PUNCT
ajst-31997	107	8	driven	drive	VERB
ajst-31997	107	9	semantic	semantic	ADJ
ajst-31997	107	10	communication	communication	NOUN
ajst-31997	107	11	holds	hold	VERB
ajst-31997	107	12	great	great	ADJ
ajst-31997	107	13	potential	potential	NOUN
ajst-31997	107	14	for	for	ADP
ajst-31997	107	15	widespread	widespread	ADJ
ajst-31997	107	16	application	application	NOUN
ajst-31997	107	17	in	in	ADP
ajst-31997	107	18	large	large	ADJ
ajst-31997	107	19	-	-	PUNCT
ajst-31997	107	20	scale	scale	NOUN
ajst-31997	107	21	commercial	commercial	ADJ
ajst-31997	107	22	networks	network	NOUN
ajst-31997	107	23	,	,	PUNCT
ajst-31997	107	24	promoting	promote	VERB
ajst-31997	107	25	the	the	DET
ajst-31997	107	26	intelligent	intelligent	ADJ
ajst-31997	107	27	and	and	CCONJ
ajst-31997	107	28	efficient	efficient	ADJ
ajst-31997	107	29	development	development	NOUN
ajst-31997	107	30	of	of	ADP
ajst-31997	107	31	6	6	NUM
ajst-31997	107	32	g	g	NOUN
ajst-31997	107	33	communication	communication	NOUN
ajst-31997	107	34	systems	system	NOUN
ajst-31997	107	35	.	.	PUNCT
ajst-31997	108	1	however	however	ADV
ajst-31997	108	2	,	,	PUNCT
ajst-31997	108	3	despite	despite	SCONJ
ajst-31997	108	4	the	the	DET
ajst-31997	108	5	significant	significant	ADJ
ajst-31997	108	6	performance	performance	NOUN
ajst-31997	108	7	advantages	advantage	NOUN
ajst-31997	108	8	of	of	ADP
ajst-31997	108	9	large	large	ADJ
ajst-31997	108	10	-	-	PUNCT
ajst-31997	108	11	model	model	NOUN
ajst-31997	108	12	–	–	PUNCT
ajst-31997	108	13	driven	drive	VERB
ajst-31997	108	14	semantic	semantic	ADJ
ajst-31997	108	15	communication	communication	NOUN
ajst-31997	108	16	in	in	ADP
ajst-31997	108	17	low	low	ADJ
ajst-31997	108	18	-	-	PUNCT
ajst-31997	108	19	snr	snr	NOUN
ajst-31997	108	20	environments	environment	NOUN
ajst-31997	108	21	,	,	PUNCT
ajst-31997	108	22	several	several	ADJ
ajst-31997	108	23	challenges	challenge	NOUN
ajst-31997	108	24	and	and	CCONJ
ajst-31997	108	25	limitations	limitation	NOUN
ajst-31997	108	26	remain	remain	VERB
ajst-31997	108	27	in	in	ADP
ajst-31997	108	28	practical	practical	ADJ
ajst-31997	108	29	applications	application	NOUN
ajst-31997	108	30	.	.	PUNCT
ajst-31997	109	1	first	first	ADV
ajst-31997	109	2	,	,	PUNCT
ajst-31997	109	3	the	the	DET
ajst-31997	109	4	lack	lack	NOUN
ajst-31997	109	5	of	of	ADP
ajst-31997	109	6	interpretability	interpretability	NOUN
ajst-31997	109	7	in	in	ADP
ajst-31997	109	8	large	large	ADJ
ajst-31997	109	9	pre	pre	ADJ
ajst-31997	109	10	-	-	ADJ
ajst-31997	109	11	trained	train	VERB
ajst-31997	109	12	models	model	NOUN
ajst-31997	109	13	remains	remain	VERB
ajst-31997	109	14	one	one	NUM
ajst-31997	109	15	of	of	ADP
ajst-31997	109	16	their	their	PRON
ajst-31997	109	17	biggest	big	ADJ
ajst-31997	109	18	challenges	challenge	NOUN
ajst-31997	109	19	.	.	PUNCT
ajst-31997	110	1	as	as	ADP
ajst-31997	110	2	"	"	PUNCT
ajst-31997	110	3	black	black	ADJ
ajst-31997	110	4	-	-	PUNCT
ajst-31997	110	5	box	box	NOUN
ajst-31997	110	6	"	"	PUNCT
ajst-31997	110	7	structures	structure	NOUN
ajst-31997	110	8	,	,	PUNCT
ajst-31997	110	9	deep	deep	ADJ
ajst-31997	110	10	learning	learning	NOUN
ajst-31997	110	11	models	model	NOUN
ajst-31997	110	12	,	,	PUNCT
ajst-31997	110	13	while	while	SCONJ
ajst-31997	110	14	exhibiting	exhibit	VERB
ajst-31997	110	15	powerful	powerful	ADJ
ajst-31997	110	16	performance	performance	NOUN
ajst-31997	110	17	in	in	ADP
ajst-31997	110	18	certain	certain	ADJ
ajst-31997	110	19	tasks	task	NOUN
ajst-31997	110	20	,	,	PUNCT
ajst-31997	110	21	lack	lack	VERB
ajst-31997	110	22	transparency	transparency	NOUN
ajst-31997	110	23	in	in	ADP
ajst-31997	110	24	the	the	DET
ajst-31997	110	25	process	process	NOUN
ajst-31997	110	26	of	of	ADP
ajst-31997	110	27	semantic	semantic	ADJ
ajst-31997	110	28	extraction	extraction	NOUN
ajst-31997	110	29	and	and	CCONJ
ajst-31997	110	30	reconstruction	reconstruction	NOUN
ajst-31997	110	31	.	.	PUNCT
ajst-31997	111	1	this	this	PRON
ajst-31997	111	2	makes	make	VERB
ajst-31997	111	3	performance	performance	NOUN
ajst-31997	111	4	diagnosis	diagnosis	NOUN
ajst-31997	111	5	complex	complex	ADJ
ajst-31997	111	6	and	and	CCONJ
ajst-31997	111	7	may	may	AUX
ajst-31997	111	8	impact	impact	VERB
ajst-31997	111	9	system	system	NOUN
ajst-31997	111	10	security	security	NOUN
ajst-31997	111	11	and	and	CCONJ
ajst-31997	111	12	compliance	compliance	NOUN
ajst-31997	111	13	requirements	requirement	NOUN
ajst-31997	111	14	.	.	PUNCT
ajst-31997	112	1	second	second	ADJ
ajst-31997	112	2	,	,	PUNCT
ajst-31997	112	3	although	although	SCONJ
ajst-31997	112	4	knowledge	knowledge	NOUN
ajst-31997	112	5	-	-	PUNCT
ajst-31997	112	6	graph	graph	NOUN
ajst-31997	112	7	-	-	PUNCT
ajst-31997	112	8	driven	drive	VERB
ajst-31997	112	9	scheduling	scheduling	NOUN
ajst-31997	112	10	frameworks	framework	NOUN
ajst-31997	112	11	theoretically	theoretically	ADV
ajst-31997	112	12	achieve	achieve	VERB
ajst-31997	112	13	a	a	DET
ajst-31997	112	14	dynamic	dynamic	ADJ
ajst-31997	112	15	balance	balance	NOUN
ajst-31997	112	16	between	between	ADP
ajst-31997	112	17	computational	computational	ADJ
ajst-31997	112	18	power	power	NOUN
ajst-31997	112	19	and	and	CCONJ
ajst-31997	112	20	bandwidth	bandwidth	NOUN
ajst-31997	112	21	,	,	PUNCT
ajst-31997	112	22	the	the	DET
ajst-31997	112	23	lack	lack	NOUN
ajst-31997	112	24	of	of	ADP
ajst-31997	112	25	unified	unified	ADJ
ajst-31997	112	26	standards	standard	NOUN
ajst-31997	112	27	and	and	CCONJ
ajst-31997	112	28	mature	mature	ADJ
ajst-31997	112	29	mechanisms	mechanism	NOUN
ajst-31997	112	30	for	for	ADP
ajst-31997	112	31	fine	fine	ADV
ajst-31997	112	32	-	-	PUNCT
ajst-31997	112	33	grained	grain	VERB
ajst-31997	112	34	management	management	NOUN
ajst-31997	112	35	and	and	CCONJ
ajst-31997	112	36	fairness	fairness	NOUN
ajst-31997	112	37	of	of	ADP
ajst-31997	112	38	network	network	NOUN
ajst-31997	112	39	slicing	slice	VERB
ajst-31997	112	40	in	in	ADP
ajst-31997	112	41	multi	multi	ADJ
ajst-31997	112	42	-	-	NOUN
ajst-31997	112	43	user	user	NOUN
ajst-31997	112	44	and	and	CCONJ
ajst-31997	112	45	complex	complex	ADJ
ajst-31997	112	46	network	network	NOUN
ajst-31997	112	47	environments	environment	NOUN
ajst-31997	112	48	remains	remain	VERB
ajst-31997	112	49	a	a	DET
ajst-31997	112	50	challenge	challenge	NOUN
ajst-31997	112	51	.	.	PUNCT
ajst-31997	113	1	furthermore	furthermore	ADV
ajst-31997	113	2	,	,	PUNCT
ajst-31997	113	3	the	the	DET
ajst-31997	113	4	conflict	conflict	NOUN
ajst-31997	113	5	between	between	ADP
ajst-31997	113	6	model	model	NOUN
ajst-31997	113	7	size	size	NOUN
ajst-31997	113	8	and	and	CCONJ
ajst-31997	113	9	computational	computational	ADJ
ajst-31997	113	10	resource	resource	NOUN
ajst-31997	113	11	demands	demand	NOUN
ajst-31997	113	12	,	,	PUNCT
ajst-31997	113	13	along	along	ADP
ajst-31997	113	14	with	with	ADP
ajst-31997	113	15	the	the	DET
ajst-31997	113	16	generalization	generalization	NOUN
ajst-31997	113	17	ability	ability	NOUN
ajst-31997	113	18	of	of	ADP
ajst-31997	113	19	these	these	DET
ajst-31997	113	20	models	model	NOUN
ajst-31997	113	21	,	,	PUNCT
ajst-31997	113	22	requires	require	VERB
ajst-31997	113	23	urgent	urgent	ADJ
ajst-31997	113	24	attention	attention	NOUN
ajst-31997	113	25	.	.	PUNCT
ajst-31997	114	1	future	future	ADJ
ajst-31997	114	2	research	research	NOUN
ajst-31997	114	3	should	should	AUX
ajst-31997	114	4	focus	focus	VERB
ajst-31997	114	5	on	on	ADP
ajst-31997	114	6	improving	improve	VERB
ajst-31997	114	7	model	model	NOUN
ajst-31997	114	8	interpretability	interpretability	NOUN
ajst-31997	114	9	,	,	PUNCT
ajst-31997	114	10	reducing	reduce	VERB
ajst-31997	114	11	deployment	deployment	NOUN
ajst-31997	114	12	costs	cost	NOUN
ajst-31997	114	13	,	,	PUNCT
ajst-31997	114	14	enhancing	enhance	VERB
ajst-31997	114	15	robustness	robustness	NOUN
ajst-31997	114	16	,	,	PUNCT
ajst-31997	114	17	strengthening	strengthen	VERB
ajst-31997	114	18	privacy	privacy	NOUN
ajst-31997	114	19	protection	protection	NOUN
ajst-31997	114	20	,	,	PUNCT
ajst-31997	114	21	and	and	CCONJ
ajst-31997	114	22	developing	develop	VERB
ajst-31997	114	23	comprehensive	comprehensive	ADJ
ajst-31997	114	24	evaluation	evaluation	NOUN
ajst-31997	114	25	frameworks	framework	NOUN
ajst-31997	114	26	.	.	PUNCT
ajst-31997	115	1	3	3	X
ajst-31997	115	2	.	.	NOUN
ajst-31997	115	3	typical	typical	ADJ
ajst-31997	115	4	6	6	NUM
ajst-31997	115	5	g	g	PROPN
ajst-31997	115	6	architectures	architecture	NOUN
ajst-31997	115	7	enabled	enable	VERB
ajst-31997	115	8	by	by	ADP
ajst-31997	115	9	semantic	semantic	ADJ
ajst-31997	115	10	communication	communication	NOUN
ajst-31997	115	11	with	with	ADP
ajst-31997	115	12	the	the	DET
ajst-31997	115	13	evolution	evolution	NOUN
ajst-31997	115	14	of	of	ADP
ajst-31997	115	15	6	6	NUM
ajst-31997	115	16	g	g	NOUN
ajst-31997	115	17	networks	network	NOUN
ajst-31997	115	18	,	,	PUNCT
ajst-31997	115	19	future	future	ADJ
ajst-31997	115	20	communication	communication	NOUN
ajst-31997	115	21	architectures	architecture	NOUN
ajst-31997	115	22	will	will	AUX
ajst-31997	115	23	advance	advance	VERB
ajst-31997	115	24	toward	toward	ADP
ajst-31997	115	25	greater	great	ADJ
ajst-31997	115	26	intelligence	intelligence	NOUN
ajst-31997	115	27	,	,	PUNCT
ajst-31997	115	28	flexibility	flexibility	NOUN
ajst-31997	115	29	,	,	PUNCT
ajst-31997	115	30	and	and	CCONJ
ajst-31997	115	31	efficiency	efficiency	NOUN
ajst-31997	115	32	.	.	PUNCT
ajst-31997	116	1	conventional	conventional	ADJ
ajst-31997	116	2	architectures	architecture	NOUN
ajst-31997	116	3	can	can	AUX
ajst-31997	116	4	no	no	ADV
ajst-31997	116	5	longer	long	ADV
ajst-31997	116	6	meet	meet	VERB
ajst-31997	116	7	increasingly	increasingly	ADV
ajst-31997	116	8	complex	complex	ADJ
ajst-31997	116	9	and	and	CCONJ
ajst-31997	116	10	diversified	diversified	ADJ
ajst-31997	116	11	application	application	NOUN
ajst-31997	116	12	demands	demand	NOUN
ajst-31997	116	13	,	,	PUNCT
ajst-31997	116	14	particularly	particularly	ADV
ajst-31997	116	15	under	under	ADP
ajst-31997	116	16	the	the	DET
ajst-31997	116	17	stringent	stringent	ADJ
ajst-31997	116	18	requirements	requirement	NOUN
ajst-31997	116	19	of	of	ADP
ajst-31997	116	20	massive	massive	ADJ
ajst-31997	116	21	connectivity	connectivity	NOUN
ajst-31997	116	22	,	,	PUNCT
ajst-31997	116	23	ultra	ultra	ADJ
ajst-31997	116	24	-	-	ADJ
ajst-31997	116	25	low	low	ADJ
ajst-31997	116	26	latency	latency	NOUN
ajst-31997	116	27	,	,	PUNCT
ajst-31997	116	28	high	high	ADJ
ajst-31997	116	29	reliability	reliability	NOUN
ajst-31997	116	30	,	,	PUNCT
ajst-31997	116	31	and	and	CCONJ
ajst-31997	116	32	energy	energy	NOUN
ajst-31997	116	33	efficiency	efficiency	NOUN
ajst-31997	116	34	.	.	PUNCT
ajst-31997	117	1	in	in	ADP
ajst-31997	117	2	this	this	DET
ajst-31997	117	3	context	context	NOUN
ajst-31997	117	4	,	,	PUNCT
ajst-31997	117	5	semantic	semantic	ADJ
ajst-31997	117	6	communication	communication	NOUN
ajst-31997	117	7	—	—	PUNCT
ajst-31997	117	8	through	through	ADP
ajst-31997	117	9	semantic	semantic	ADJ
ajst-31997	117	10	extraction	extraction	NOUN
ajst-31997	117	11	,	,	PUNCT
ajst-31997	117	12	encoding	encoding	NOUN
ajst-31997	117	13	,	,	PUNCT
ajst-31997	117	14	and	and	CCONJ
ajst-31997	117	15	reasoning	reasoning	NOUN
ajst-31997	117	16	—	—	PUNCT
ajst-31997	117	17	has	have	VERB
ajst-31997	117	18	the	the	DET
ajst-31997	117	19	potential	potential	NOUN
ajst-31997	117	20	to	to	PART
ajst-31997	117	21	drive	drive	VERB
ajst-31997	117	22	architectural	architectural	ADJ
ajst-31997	117	23	innovation	innovation	NOUN
ajst-31997	117	24	and	and	CCONJ
ajst-31997	117	25	enhance	enhance	VERB
ajst-31997	117	26	the	the	DET
ajst-31997	117	27	overall	overall	ADJ
ajst-31997	117	28	performance	performance	NOUN
ajst-31997	117	29	of	of	ADP
ajst-31997	117	30	multiple	multiple	ADJ
ajst-31997	117	31	representative	representative	ADJ
ajst-31997	117	32	6	6	NUM
ajst-31997	117	33	g	g	NOUN
ajst-31997	117	34	network	network	NOUN
ajst-31997	117	35	architectures	architecture	NOUN
ajst-31997	117	36	.	.	PUNCT
ajst-31997	118	1	2.4	2.4	NUM
ajst-31997	118	2	.	.	PUNCT
ajst-31997	118	3	space	space	NOUN
ajst-31997	118	4	–	–	PUNCT
ajst-31997	118	5	air	air	NOUN
ajst-31997	118	6	–	–	PUNCT
ajst-31997	118	7	ground	ground	NOUN
ajst-31997	118	8	–	–	PUNCT
ajst-31997	118	9	sea	sea	NOUN
ajst-31997	118	10	integrated	integrate	VERB
ajst-31997	118	11	network	network	NOUN
ajst-31997	118	12	the	the	DET
ajst-31997	118	13	space	space	NOUN
ajst-31997	118	14	–	–	PUNCT
ajst-31997	118	15	air	air	NOUN
ajst-31997	118	16	–	–	PUNCT
ajst-31997	118	17	ground	ground	NOUN
ajst-31997	118	18	–	–	PUNCT
ajst-31997	118	19	sea	sea	NOUN
ajst-31997	118	20	integrated	integrate	VERB
ajst-31997	118	21	architecture	architecture	NOUN
ajst-31997	118	22	leverages	leverage	VERB
ajst-31997	118	23	the	the	DET
ajst-31997	118	24	coordinated	coordinate	VERB
ajst-31997	118	25	operation	operation	NOUN
ajst-31997	118	26	of	of	ADP
ajst-31997	118	27	satellites	satellite	NOUN
ajst-31997	118	28	,	,	PUNCT
ajst-31997	118	29	near	near	ADP
ajst-31997	118	30	-	-	PUNCT
ajst-31997	118	31	earth	earth	NOUN
ajst-31997	118	32	platforms	platform	NOUN
ajst-31997	118	33	,	,	PUNCT
ajst-31997	118	34	terrestrial	terrestrial	ADJ
ajst-31997	118	35	base	base	NOUN
ajst-31997	118	36	stations	station	NOUN
ajst-31997	118	37	,	,	PUNCT
ajst-31997	118	38	and	and	CCONJ
ajst-31997	118	39	maritime	maritime	ADJ
ajst-31997	118	40	stations	station	NOUN
ajst-31997	118	41	to	to	PART
ajst-31997	118	42	provide	provide	VERB
ajst-31997	118	43	wide	wide	ADJ
ajst-31997	118	44	-	-	PUNCT
ajst-31997	118	45	area	area	NOUN
ajst-31997	118	46	,	,	PUNCT
ajst-31997	118	47	all	all	PRON
ajst-31997	118	48	-	-	PUNCT
ajst-31997	118	49	weather	weather	NOUN
ajst-31997	118	50	network	network	NOUN
ajst-31997	118	51	coverage	coverage	NOUN
ajst-31997	118	52	.	.	PUNCT
ajst-31997	119	1	its	its	PRON
ajst-31997	119	2	strengths	strength	NOUN
ajst-31997	119	3	lie	lie	VERB
ajst-31997	119	4	in	in	ADP
ajst-31997	119	5	handling	handle	VERB
ajst-31997	119	6	severe	severe	ADJ
ajst-31997	119	7	channel	channel	NOUN
ajst-31997	119	8	variations	variation	NOUN
ajst-31997	119	9	,	,	PUNCT
ajst-31997	119	10	latency	latency	NOUN
ajst-31997	119	11	and	and	CCONJ
ajst-31997	119	12	bandwidth	bandwidth	ADJ
ajst-31997	119	13	constraints	constraint	NOUN
ajst-31997	119	14	,	,	PUNCT
ajst-31997	119	15	and	and	CCONJ
ajst-31997	119	16	ensuring	ensure	VERB
ajst-31997	119	17	robustness	robustness	NOUN
ajst-31997	119	18	and	and	CCONJ
ajst-31997	119	19	flexibility	flexibility	NOUN
ajst-31997	119	20	under	under	ADP
ajst-31997	119	21	heterogeneous	heterogeneous	ADJ
ajst-31997	119	22	node	node	ADJ
ajst-31997	119	23	capabilities	capability	NOUN
ajst-31997	119	24	[	[	X
ajst-31997	119	25	4	4	NUM
ajst-31997	119	26	]	]	PUNCT
ajst-31997	119	27	.	.	PUNCT
ajst-31997	120	1	in	in	ADP
ajst-31997	120	2	such	such	ADJ
ajst-31997	120	3	networks	network	NOUN
ajst-31997	120	4	,	,	PUNCT
ajst-31997	120	5	semantic	semantic	ADJ
ajst-31997	120	6	communication	communication	NOUN
ajst-31997	120	7	—	—	PUNCT
ajst-31997	120	8	through	through	ADP
ajst-31997	120	9	cross	cross	ADJ
ajst-31997	120	10	-	-	ADJ
ajst-31997	120	11	layer	layer	ADJ
ajst-31997	120	12	collaboration	collaboration	NOUN
ajst-31997	120	13	and	and	CCONJ
ajst-31997	120	14	intelligent	intelligent	ADJ
ajst-31997	120	15	processing	processing	NOUN
ajst-31997	120	16	—	—	PUNCT
ajst-31997	120	17	can	can	AUX
ajst-31997	120	18	significantly	significantly	ADV
ajst-31997	120	19	enhance	enhance	VERB
ajst-31997	120	20	overall	overall	ADJ
ajst-31997	120	21	system	system	NOUN
ajst-31997	120	22	performance	performance	NOUN
ajst-31997	120	23	and	and	CCONJ
ajst-31997	120	24	resource	resource	NOUN
ajst-31997	120	25	utilization	utilization	NOUN
ajst-31997	120	26	.	.	PUNCT
ajst-31997	121	1	by	by	ADP
ajst-31997	121	2	employing	employ	VERB
ajst-31997	121	3	largescale	largescale	NOUN
ajst-31997	121	4	pre	pre	ADJ
ajst-31997	121	5	-	-	ADJ
ajst-31997	121	6	trained	train	VERB
ajst-31997	121	7	models	model	NOUN
ajst-31997	121	8	for	for	ADP
ajst-31997	121	9	deep	deep	ADJ
ajst-31997	121	10	semantic	semantic	ADJ
ajst-31997	121	11	extraction	extraction	NOUN
ajst-31997	121	12	and	and	CCONJ
ajst-31997	121	13	encoding	encoding	NOUN
ajst-31997	121	14	of	of	ADP
ajst-31997	121	15	multimodal	multimodal	NOUN
ajst-31997	121	16	data	datum	NOUN
ajst-31997	121	17	,	,	PUNCT
ajst-31997	121	18	satellites	satellite	NOUN
ajst-31997	121	19	and	and	CCONJ
ajst-31997	121	20	high	high	ADJ
ajst-31997	121	21	-	-	PUNCT
ajst-31997	121	22	altitude	altitude	NOUN
ajst-31997	121	23	platforms	platform	NOUN
ajst-31997	121	24	can	can	AUX
ajst-31997	121	25	perform	perform	VERB
ajst-31997	121	26	preliminary	preliminary	ADJ
ajst-31997	121	27	semantic	semantic	ADJ
ajst-31997	121	28	analysis	analysis	NOUN
ajst-31997	121	29	at	at	ADP
ajst-31997	121	30	the	the	DET
ajst-31997	121	31	source	source	NOUN
ajst-31997	121	32	,	,	PUNCT
ajst-31997	121	33	transmitting	transmit	VERB
ajst-31997	121	34	only	only	ADV
ajst-31997	121	35	high	high	ADJ
ajst-31997	121	36	-	-	PUNCT
ajst-31997	121	37	value	value	NOUN
ajst-31997	121	38	information	information	NOUN
ajst-31997	121	39	elements	element	NOUN
ajst-31997	121	40	to	to	PART
ajst-31997	121	41	substantially	substantially	ADV
ajst-31997	121	42	reduce	reduce	VERB
ajst-31997	121	43	backhaul	backhaul	NOUN
ajst-31997	121	44	load	load	NOUN
ajst-31997	121	45	while	while	SCONJ
ajst-31997	121	46	preserving	preserve	VERB
ajst-31997	121	47	critical	critical	ADJ
ajst-31997	121	48	information	information	NOUN
ajst-31997	121	49	integrity	integrity	NOUN
ajst-31997	121	50	.	.	PUNCT
ajst-31997	122	1	on	on	ADP
ajst-31997	122	2	the	the	DET
ajst-31997	122	3	encoding	encoding	NOUN
ajst-31997	122	4	side	side	NOUN
ajst-31997	122	5	,	,	PUNCT
ajst-31997	122	6	complexity	complexity	NOUN
ajst-31997	122	7	-	-	PUNCT
ajst-31997	122	8	aware	aware	ADJ
ajst-31997	122	9	model	model	NOUN
ajst-31997	122	10	compression	compression	NOUN
ajst-31997	122	11	ensures	ensure	VERB
ajst-31997	122	12	that	that	SCONJ
ajst-31997	122	13	semantic	semantic	ADJ
ajst-31997	122	14	encoders	encoder	NOUN
ajst-31997	122	15	can	can	AUX
ajst-31997	122	16	operate	operate	VERB
ajst-31997	122	17	efficiently	efficiently	ADV
ajst-31997	122	18	even	even	ADV
ajst-31997	122	19	on	on	ADP
ajst-31997	122	20	resource	resource	NOUN
ajst-31997	122	21	-	-	PUNCT
ajst-31997	122	22	constrained	constrain	VERB
ajst-31997	122	23	platforms	platform	NOUN
ajst-31997	122	24	such	such	ADJ
ajst-31997	122	25	as	as	ADP
ajst-31997	122	26	maritime	maritime	ADJ
ajst-31997	122	27	buoys	buoy	NOUN
ajst-31997	122	28	or	or	CCONJ
ajst-31997	122	29	small	small	ADJ
ajst-31997	122	30	unmanned	unmanned	ADJ
ajst-31997	122	31	surface	surface	NOUN
ajst-31997	122	32	vessels	vessel	NOUN
ajst-31997	122	33	.	.	PUNCT
ajst-31997	123	1	multi	multi	ADJ
ajst-31997	123	2	-	-	ADJ
ajst-31997	123	3	hop	hop	ADJ
ajst-31997	123	4	semantic	semantic	ADJ
ajst-31997	123	5	routing	routing	NOUN
ajst-31997	123	6	,	,	PUNCT
ajst-31997	123	7	guided	guide	VERB
ajst-31997	123	8	by	by	ADP
ajst-31997	123	9	nodes	node	NOUN
ajst-31997	123	10	’	'	PUNCT
ajst-31997	123	11	semantic	semantic	ADJ
ajst-31997	123	12	awareness	awareness	NOUN
ajst-31997	123	13	,	,	PUNCT
ajst-31997	123	14	selects	select	VERB
ajst-31997	123	15	paths	path	NOUN
ajst-31997	123	16	based	base	VERB
ajst-31997	123	17	on	on	ADP
ajst-31997	123	18	semantic	semantic	ADJ
ajst-31997	123	19	similarity	similarity	NOUN
ajst-31997	123	20	,	,	PUNCT
ajst-31997	123	21	prioritizing	prioritize	VERB
ajst-31997	123	22	nodes	node	NOUN
ajst-31997	123	23	that	that	PRON
ajst-31997	123	24	preserve	preserve	VERB
ajst-31997	123	25	the	the	DET
ajst-31997	123	26	most	most	ADV
ajst-31997	123	27	complete	complete	ADJ
ajst-31997	123	28	semantic	semantic	ADJ
ajst-31997	123	29	chain	chain	NOUN
ajst-31997	123	30	to	to	PART
ajst-31997	123	31	ensure	ensure	VERB
ajst-31997	123	32	end	end	NOUN
ajst-31997	123	33	-	-	PUNCT
ajst-31997	123	34	to	to	ADP
ajst-31997	123	35	-	-	PUNCT
ajst-31997	123	36	end	end	NOUN
ajst-31997	123	37	task	task	NOUN
ajst-31997	123	38	quality	quality	NOUN
ajst-31997	123	39	.	.	PUNCT
ajst-31997	124	1	for	for	ADP
ajst-31997	124	2	instance	instance	NOUN
ajst-31997	124	3	,	,	PUNCT
ajst-31997	124	4	in	in	ADP
ajst-31997	124	5	maritime	maritime	ADJ
ajst-31997	124	6	rescue	rescue	NOUN
ajst-31997	124	7	scenarios	scenario	NOUN
ajst-31997	124	8	,	,	PUNCT
ajst-31997	124	9	airborne	airborne	ADJ
ajst-31997	124	10	uav	uav	PROPN
ajst-31997	124	11	relays	relay	NOUN
ajst-31997	124	12	can	can	AUX
ajst-31997	124	13	rapidly	rapidly	ADV
ajst-31997	124	14	forward	forward	VERB
ajst-31997	124	15	key	key	ADJ
ajst-31997	124	16	semantic	semantic	ADJ
ajst-31997	124	17	segments	segment	NOUN
ajst-31997	124	18	,	,	PUNCT
ajst-31997	124	19	eliminating	eliminate	VERB
ajst-31997	124	20	redundant	redundant	ADJ
ajst-31997	124	21	transmissions	transmission	NOUN
ajst-31997	124	22	and	and	CCONJ
ajst-31997	124	23	avoiding	avoid	VERB
ajst-31997	124	24	service	service	NOUN
ajst-31997	124	25	interruptions	interruption	NOUN
ajst-31997	124	26	caused	cause	VERB
ajst-31997	124	27	by	by	ADP
ajst-31997	124	28	single	single	ADJ
ajst-31997	124	29	-	-	PUNCT
ajst-31997	124	30	path	path	NOUN
ajst-31997	124	31	failures	failure	NOUN
ajst-31997	124	32	.	.	PUNCT
ajst-31997	125	1	2.5	2.5	NUM
ajst-31997	125	2	.	.	PUNCT
ajst-31997	126	1	ai	ai	ADJ
ajst-31997	126	2	-	-	ADJ
ajst-31997	126	3	native	native	ADJ
ajst-31997	126	4	architecture	architecture	NOUN
ajst-31997	126	5	the	the	DET
ajst-31997	126	6	ai	ai	ADJ
ajst-31997	126	7	-	-	ADJ
ajst-31997	126	8	native	native	ADJ
ajst-31997	126	9	architecture	architecture	NOUN
ajst-31997	126	10	integrates	integrate	VERB
ajst-31997	126	11	deep	deep	ADJ
ajst-31997	126	12	learning	learning	NOUN
ajst-31997	126	13	and	and	CCONJ
ajst-31997	126	14	large	large	ADJ
ajst-31997	126	15	-	-	PUNCT
ajst-31997	126	16	model	model	NOUN
ajst-31997	126	17	capabilities	capability	NOUN
ajst-31997	126	18	across	across	ADP
ajst-31997	126	19	all	all	DET
ajst-31997	126	20	layers	layer	NOUN
ajst-31997	126	21	of	of	ADP
ajst-31997	126	22	the	the	DET
ajst-31997	126	23	network	network	NOUN
ajst-31997	126	24	,	,	PUNCT
ajst-31997	126	25	seamlessly	seamlessly	ADV
ajst-31997	126	26	blending	blend	VERB
ajst-31997	126	27	communication	communication	NOUN
ajst-31997	126	28	,	,	PUNCT
ajst-31997	126	29	computation	computation	NOUN
ajst-31997	126	30	,	,	PUNCT
ajst-31997	126	31	control	control	NOUN
ajst-31997	126	32	,	,	PUNCT
ajst-31997	126	33	and	and	CCONJ
ajst-31997	126	34	reasoning	reasoning	NOUN
ajst-31997	126	35	.	.	PUNCT
ajst-31997	127	1	the	the	DET
ajst-31997	127	2	72	72	NUM
ajst-31997	127	3	network	network	NOUN
ajst-31997	127	4	is	be	AUX
ajst-31997	127	5	capable	capable	ADJ
ajst-31997	127	6	of	of	ADP
ajst-31997	127	7	autonomously	autonomously	ADV
ajst-31997	127	8	sensing	sense	VERB
ajst-31997	127	9	its	its	PRON
ajst-31997	127	10	environment	environment	NOUN
ajst-31997	127	11	,	,	PUNCT
ajst-31997	127	12	predicting	predict	VERB
ajst-31997	127	13	demands	demand	NOUN
ajst-31997	127	14	,	,	PUNCT
ajst-31997	127	15	and	and	CCONJ
ajst-31997	127	16	dynamically	dynamically	ADV
ajst-31997	127	17	optimizing	optimize	VERB
ajst-31997	127	18	resource	resource	NOUN
ajst-31997	127	19	allocation	allocation	NOUN
ajst-31997	127	20	.	.	PUNCT
ajst-31997	128	1	in	in	ADP
ajst-31997	128	2	this	this	DET
ajst-31997	128	3	framework	framework	NOUN
ajst-31997	128	4	,	,	PUNCT
ajst-31997	128	5	semantic	semantic	ADJ
ajst-31997	128	6	communication	communication	NOUN
ajst-31997	128	7	not	not	PART
ajst-31997	128	8	only	only	ADV
ajst-31997	128	9	provides	provide	VERB
ajst-31997	128	10	intelligent	intelligent	ADJ
ajst-31997	128	11	support	support	NOUN
ajst-31997	128	12	and	and	CCONJ
ajst-31997	128	13	resource	resource	NOUN
ajst-31997	128	14	optimization	optimization	NOUN
ajst-31997	128	15	for	for	ADP
ajst-31997	128	16	6	6	NUM
ajst-31997	128	17	g	g	NOUN
ajst-31997	128	18	's	's	PART
ajst-31997	128	19	ai	ai	ADJ
ajst-31997	128	20	-	-	ADJ
ajst-31997	128	21	native	native	ADJ
ajst-31997	128	22	architecture	architecture	NOUN
ajst-31997	128	23	but	but	CCONJ
ajst-31997	128	24	also	also	ADV
ajst-31997	128	25	plays	play	VERB
ajst-31997	128	26	a	a	DET
ajst-31997	128	27	crucial	crucial	ADJ
ajst-31997	128	28	role	role	NOUN
ajst-31997	128	29	in	in	ADP
ajst-31997	128	30	low	low	ADJ
ajst-31997	128	31	-	-	PUNCT
ajst-31997	128	32	latency	latency	NOUN
ajst-31997	128	33	,	,	PUNCT
ajst-31997	128	34	high	high	ADJ
ajst-31997	128	35	-	-	PUNCT
ajst-31997	128	36	efficiency	efficiency	NOUN
ajst-31997	128	37	data	datum	NOUN
ajst-31997	128	38	transmission	transmission	NOUN
ajst-31997	128	39	.	.	PUNCT
ajst-31997	129	1	through	through	ADP
ajst-31997	129	2	causal	causal	ADJ
ajst-31997	129	3	reasoning	reasoning	NOUN
ajst-31997	129	4	and	and	CCONJ
ajst-31997	129	5	contextual	contextual	ADJ
ajst-31997	129	6	modeling	modeling	NOUN
ajst-31997	129	7	,	,	PUNCT
ajst-31997	129	8	semantic	semantic	ADJ
ajst-31997	129	9	communication	communication	NOUN
ajst-31997	129	10	enables	enable	VERB
ajst-31997	129	11	semantic	semantic	ADJ
ajst-31997	129	12	-	-	PUNCT
ajst-31997	129	13	aware	aware	ADJ
ajst-31997	129	14	routing	routing	NOUN
ajst-31997	129	15	and	and	CCONJ
ajst-31997	129	16	scheduling	scheduling	NOUN
ajst-31997	129	17	,	,	PUNCT
ajst-31997	129	18	which	which	PRON
ajst-31997	129	19	improves	improve	VERB
ajst-31997	129	20	communication	communication	NOUN
ajst-31997	129	21	efficiency	efficiency	NOUN
ajst-31997	129	22	and	and	CCONJ
ajst-31997	129	23	optimizes	optimize	VERB
ajst-31997	129	24	the	the	DET
ajst-31997	129	25	ai	ai	ADJ
ajst-31997	129	26	decision	decision	NOUN
ajst-31997	129	27	-	-	PUNCT
ajst-31997	129	28	making	make	VERB
ajst-31997	129	29	process	process	NOUN
ajst-31997	129	30	.	.	PUNCT
ajst-31997	130	1	in	in	ADP
ajst-31997	130	2	an	an	DET
ajst-31997	130	3	ai	ai	ADJ
ajst-31997	130	4	-	-	ADJ
ajst-31997	130	5	native	native	ADJ
ajst-31997	130	6	architecture	architecture	NOUN
ajst-31997	130	7	,	,	PUNCT
ajst-31997	130	8	intelligent	intelligent	ADJ
ajst-31997	130	9	routing	routing	NOUN
ajst-31997	130	10	dynamically	dynamically	ADV
ajst-31997	130	11	adjusts	adjust	VERB
ajst-31997	130	12	data	datum	NOUN
ajst-31997	130	13	transmission	transmission	NOUN
ajst-31997	130	14	paths	path	NOUN
ajst-31997	130	15	based	base	VERB
ajst-31997	130	16	on	on	ADP
ajst-31997	130	17	real	real	ADJ
ajst-31997	130	18	-	-	PUNCT
ajst-31997	130	19	time	time	NOUN
ajst-31997	130	20	contextual	contextual	ADJ
ajst-31997	130	21	information	information	NOUN
ajst-31997	130	22	,	,	PUNCT
ajst-31997	130	23	thereby	thereby	ADV
ajst-31997	130	24	enhancing	enhance	VERB
ajst-31997	130	25	overall	overall	ADJ
ajst-31997	130	26	system	system	NOUN
ajst-31997	130	27	decision	decision	NOUN
ajst-31997	130	28	-	-	PUNCT
ajst-31997	130	29	making	make	VERB
ajst-31997	130	30	efficiency	efficiency	NOUN
ajst-31997	130	31	and	and	CCONJ
ajst-31997	130	32	adaptive	adaptive	ADJ
ajst-31997	130	33	responsiveness	responsiveness	NOUN
ajst-31997	130	34	.	.	PUNCT
ajst-31997	131	1	2.6	2.6	NUM
ajst-31997	131	2	.	.	PUNCT
ajst-31997	131	3	integrated	integrate	VERB
ajst-31997	131	4	sensing	sensing	NOUN
ajst-31997	131	5	and	and	CCONJ
ajst-31997	131	6	communication	communication	NOUN
ajst-31997	131	7	the	the	DET
ajst-31997	131	8	integrated	integrate	VERB
ajst-31997	131	9	sensing	sensing	NOUN
ajst-31997	131	10	and	and	CCONJ
ajst-31997	131	11	communication	communication	NOUN
ajst-31997	131	12	(	(	PUNCT
ajst-31997	131	13	isac	isac	NOUN
ajst-31997	131	14	)	)	PUNCT
ajst-31997	131	15	architecture	architecture	NOUN
ajst-31997	131	16	combines	combine	VERB
ajst-31997	131	17	wireless	wireless	ADJ
ajst-31997	131	18	sensing	sense	VERB
ajst-31997	131	19	(	(	PUNCT
ajst-31997	131	20	such	such	ADJ
ajst-31997	131	21	as	as	ADP
ajst-31997	131	22	radar	radar	NOUN
ajst-31997	131	23	,	,	PUNCT
ajst-31997	131	24	imaging	imaging	NOUN
ajst-31997	131	25	,	,	PUNCT
ajst-31997	131	26	and	and	CCONJ
ajst-31997	131	27	positioning	positioning	NOUN
ajst-31997	131	28	)	)	PUNCT
ajst-31997	131	29	with	with	ADP
ajst-31997	131	30	communication	communication	NOUN
ajst-31997	131	31	functions	function	NOUN
ajst-31997	131	32	in	in	ADP
ajst-31997	131	33	a	a	DET
ajst-31997	131	34	unified	unified	ADJ
ajst-31997	131	35	design	design	NOUN
ajst-31997	131	36	,	,	PUNCT
ajst-31997	131	37	where	where	SCONJ
ajst-31997	131	38	the	the	DET
ajst-31997	131	39	same	same	ADJ
ajst-31997	131	40	waveform	waveform	NOUN
ajst-31997	131	41	simultaneously	simultaneously	ADV
ajst-31997	131	42	carries	carry	VERB
ajst-31997	131	43	both	both	DET
ajst-31997	131	44	data	datum	NOUN
ajst-31997	131	45	and	and	CCONJ
ajst-31997	131	46	environmental	environmental	ADJ
ajst-31997	131	47	sensing	sense	VERB
ajst-31997	131	48	information	information	NOUN
ajst-31997	131	49	.	.	PUNCT
ajst-31997	132	1	this	this	PRON
ajst-31997	132	2	enables	enable	VERB
ajst-31997	132	3	the	the	DET
ajst-31997	132	4	network	network	NOUN
ajst-31997	132	5	not	not	PART
ajst-31997	132	6	only	only	ADV
ajst-31997	132	7	to	to	PART
ajst-31997	132	8	transmit	transmit	VERB
ajst-31997	132	9	information	information	NOUN
ajst-31997	132	10	but	but	CCONJ
ajst-31997	132	11	also	also	ADV
ajst-31997	132	12	to	to	PART
ajst-31997	132	13	sense	sense	VERB
ajst-31997	132	14	and	and	CCONJ
ajst-31997	132	15	process	process	VERB
ajst-31997	132	16	environmental	environmental	ADJ
ajst-31997	132	17	data	datum	NOUN
ajst-31997	132	18	in	in	ADP
ajst-31997	132	19	realtime	realtime	NOUN
ajst-31997	132	20	,	,	PUNCT
ajst-31997	132	21	supporting	support	VERB
ajst-31997	132	22	smarter	smart	ADJ
ajst-31997	132	23	decision	decision	NOUN
ajst-31997	132	24	-	-	PUNCT
ajst-31997	132	25	making	making	NOUN
ajst-31997	132	26	and	and	CCONJ
ajst-31997	132	27	optimization	optimization	NOUN
ajst-31997	132	28	.	.	PUNCT
ajst-31997	133	1	in	in	ADP
ajst-31997	133	2	the	the	DET
ajst-31997	133	3	isac	isac	NOUN
ajst-31997	133	4	framework	framework	NOUN
ajst-31997	133	5	,	,	PUNCT
ajst-31997	133	6	semantic	semantic	ADJ
ajst-31997	133	7	communication	communication	NOUN
ajst-31997	133	8	directly	directly	ADV
ajst-31997	133	9	encodes	encode	VERB
ajst-31997	133	10	sensing	sense	VERB
ajst-31997	133	11	results	result	NOUN
ajst-31997	133	12	(	(	PUNCT
ajst-31997	133	13	such	such	ADJ
ajst-31997	133	14	as	as	ADP
ajst-31997	133	15	target	target	NOUN
ajst-31997	133	16	class	class	NOUN
ajst-31997	133	17	or	or	CCONJ
ajst-31997	133	18	position	position	NOUN
ajst-31997	133	19	semantics	semantic	NOUN
ajst-31997	133	20	)	)	PUNCT
ajst-31997	133	21	into	into	ADP
ajst-31997	133	22	communication	communication	NOUN
ajst-31997	133	23	packets	packet	NOUN
ajst-31997	133	24	,	,	PUNCT
ajst-31997	133	25	thereby	thereby	ADV
ajst-31997	133	26	avoiding	avoid	VERB
ajst-31997	133	27	redundant	redundant	ADJ
ajst-31997	133	28	transmission	transmission	NOUN
ajst-31997	133	29	of	of	ADP
ajst-31997	133	30	raw	raw	ADJ
ajst-31997	133	31	echo	echo	NOUN
ajst-31997	133	32	data	datum	NOUN
ajst-31997	133	33	.	.	PUNCT
ajst-31997	134	1	furthermore	furthermore	ADV
ajst-31997	134	2	,	,	PUNCT
ajst-31997	134	3	by	by	ADP
ajst-31997	134	4	leveraging	leverage	VERB
ajst-31997	134	5	causal	causal	ADJ
ajst-31997	134	6	reasoning	reasoning	NOUN
ajst-31997	134	7	and	and	CCONJ
ajst-31997	134	8	contextual	contextual	ADJ
ajst-31997	134	9	modeling	modeling	NOUN
ajst-31997	134	10	,	,	PUNCT
ajst-31997	134	11	semantic	semantic	ADJ
ajst-31997	134	12	communication	communication	NOUN
ajst-31997	134	13	enables	enable	VERB
ajst-31997	134	14	intelligent	intelligent	ADJ
ajst-31997	134	15	routing	routing	NOUN
ajst-31997	134	16	and	and	CCONJ
ajst-31997	134	17	scheduling	scheduling	NOUN
ajst-31997	134	18	.	.	PUNCT
ajst-31997	135	1	for	for	ADP
ajst-31997	135	2	example	example	NOUN
ajst-31997	135	3	,	,	PUNCT
ajst-31997	135	4	semantic	semantic	ADJ
ajst-31997	135	5	communication	communication	NOUN
ajst-31997	135	6	can	can	AUX
ajst-31997	135	7	dynamically	dynamically	ADV
ajst-31997	135	8	adjust	adjust	VERB
ajst-31997	135	9	the	the	DET
ajst-31997	135	10	semantic	semantic	ADJ
ajst-31997	135	11	priority	priority	NOUN
ajst-31997	135	12	of	of	ADP
ajst-31997	135	13	sensing	sense	VERB
ajst-31997	135	14	and	and	CCONJ
ajst-31997	135	15	communication	communication	NOUN
ajst-31997	135	16	based	base	VERB
ajst-31997	135	17	on	on	ADP
ajst-31997	135	18	upper	upper	ADJ
ajst-31997	135	19	-	-	PUNCT
ajst-31997	135	20	layer	layer	NOUN
ajst-31997	135	21	task	task	NOUN
ajst-31997	135	22	requirements	requirement	NOUN
ajst-31997	135	23	(	(	PUNCT
ajst-31997	135	24	e.g.	e.g.	ADV
ajst-31997	135	25	,	,	PUNCT
ajst-31997	135	26	autonomous	autonomous	ADJ
ajst-31997	135	27	driving	driving	NOUN
ajst-31997	135	28	,	,	PUNCT
ajst-31997	135	29	xr	xr	PROPN
ajst-31997	135	30	)	)	PUNCT
ajst-31997	135	31	,	,	PUNCT
ajst-31997	135	32	optimizing	optimize	VERB
ajst-31997	135	33	resource	resource	NOUN
ajst-31997	135	34	allocation	allocation	NOUN
ajst-31997	135	35	[	[	X
ajst-31997	135	36	16	16	NUM
ajst-31997	135	37	]	]	PUNCT
ajst-31997	135	38	.	.	PUNCT
ajst-31997	136	1	finally	finally	ADV
ajst-31997	136	2	,	,	PUNCT
ajst-31997	136	3	the	the	DET
ajst-31997	136	4	hierarchical	hierarchical	ADJ
ajst-31997	136	5	design	design	NOUN
ajst-31997	136	6	of	of	ADP
ajst-31997	136	7	semantic	semantic	ADJ
ajst-31997	136	8	communication	communication	NOUN
ajst-31997	136	9	enhances	enhance	VERB
ajst-31997	136	10	communication	communication	NOUN
ajst-31997	136	11	optimization	optimization	NOUN
ajst-31997	136	12	in	in	ADP
ajst-31997	136	13	large	large	ADJ
ajst-31997	136	14	-	-	PUNCT
ajst-31997	136	15	scale	scale	NOUN
ajst-31997	136	16	collaborative	collaborative	ADJ
ajst-31997	136	17	scenarios	scenario	NOUN
ajst-31997	136	18	.	.	PUNCT
ajst-31997	137	1	in	in	ADP
ajst-31997	137	2	a	a	DET
ajst-31997	137	3	6g	6g	NOUN
ajst-31997	137	4	-	-	PUNCT
ajst-31997	137	5	oriented	orient	VERB
ajst-31997	137	6	isac	isac	NOUN
ajst-31997	137	7	architecture	architecture	NOUN
ajst-31997	137	8	,	,	PUNCT
ajst-31997	137	9	the	the	DET
ajst-31997	137	10	network	network	NOUN
ajst-31997	137	11	must	must	AUX
ajst-31997	137	12	transmit	transmit	VERB
ajst-31997	137	13	diverse	diverse	ADJ
ajst-31997	137	14	information	information	NOUN
ajst-31997	137	15	across	across	ADP
ajst-31997	137	16	different	different	ADJ
ajst-31997	137	17	layers	layer	NOUN
ajst-31997	137	18	.	.	PUNCT
ajst-31997	138	1	semantic	semantic	ADJ
ajst-31997	138	2	communication	communication	NOUN
ajst-31997	138	3	achieves	achieve	VERB
ajst-31997	138	4	this	this	PRON
ajst-31997	138	5	by	by	ADP
ajst-31997	138	6	hierarchically	hierarchically	ADV
ajst-31997	138	7	processing	processing	NOUN
ajst-31997	138	8	information	information	NOUN
ajst-31997	138	9	and	and	CCONJ
ajst-31997	138	10	transmitting	transmit	VERB
ajst-31997	138	11	only	only	ADV
ajst-31997	138	12	the	the	DET
ajst-31997	138	13	essential	essential	ADJ
ajst-31997	138	14	elements	element	NOUN
ajst-31997	138	15	,	,	PUNCT
ajst-31997	138	16	effectively	effectively	ADV
ajst-31997	138	17	reducing	reduce	VERB
ajst-31997	138	18	network	network	NOUN
ajst-31997	138	19	congestion	congestion	NOUN
ajst-31997	138	20	and	and	CCONJ
ajst-31997	138	21	improving	improve	VERB
ajst-31997	138	22	resource	resource	NOUN
ajst-31997	138	23	utilization	utilization	NOUN
ajst-31997	138	24	and	and	CCONJ
ajst-31997	138	25	system	system	NOUN
ajst-31997	138	26	responsiveness	responsiveness	NOUN
ajst-31997	138	27	[	[	X
ajst-31997	138	28	10][17	10][17	PROPN
ajst-31997	138	29	]	]	X
ajst-31997	138	30	.	.	PUNCT
ajst-31997	139	1	2.7	2.7	NUM
ajst-31997	139	2	.	.	PUNCT
ajst-31997	139	3	edge	edge	NOUN
ajst-31997	139	4	-	-	PUNCT
ajst-31997	139	5	cloud	cloud	NOUN
ajst-31997	139	6	collaboration	collaboration	NOUN
ajst-31997	139	7	in	in	ADP
ajst-31997	139	8	the	the	DET
ajst-31997	139	9	distributed	distribute	VERB
ajst-31997	139	10	edge	edge	NOUN
ajst-31997	139	11	-	-	PUNCT
ajst-31997	139	12	cloud	cloud	NOUN
ajst-31997	139	13	collaboration	collaboration	NOUN
ajst-31997	139	14	architecture	architecture	NOUN
ajst-31997	139	15	,	,	PUNCT
ajst-31997	139	16	resources	resource	NOUN
ajst-31997	139	17	across	across	ADP
ajst-31997	139	18	terminals	terminal	NOUN
ajst-31997	139	19	,	,	PUNCT
ajst-31997	139	20	edge	edge	NOUN
ajst-31997	139	21	nodes	node	NOUN
ajst-31997	139	22	,	,	PUNCT
ajst-31997	139	23	and	and	CCONJ
ajst-31997	139	24	the	the	DET
ajst-31997	139	25	cloud	cloud	NOUN
ajst-31997	139	26	are	be	AUX
ajst-31997	139	27	seamlessly	seamlessly	ADV
ajst-31997	139	28	orchestrated	orchestrate	VERB
ajst-31997	139	29	,	,	PUNCT
ajst-31997	139	30	with	with	ADP
ajst-31997	139	31	models	model	NOUN
ajst-31997	139	32	collectively	collectively	ADV
ajst-31997	139	33	executing	execute	VERB
ajst-31997	139	34	tasks	task	NOUN
ajst-31997	139	35	.	.	PUNCT
ajst-31997	140	1	computational	computational	ADJ
ajst-31997	140	2	resources	resource	NOUN
ajst-31997	140	3	are	be	AUX
ajst-31997	140	4	intelligently	intelligently	ADV
ajst-31997	140	5	allocated	allocate	VERB
ajst-31997	140	6	based	base	VERB
ajst-31997	140	7	on	on	ADP
ajst-31997	140	8	task	task	NOUN
ajst-31997	140	9	complexity	complexity	NOUN
ajst-31997	140	10	and	and	CCONJ
ajst-31997	140	11	latency	latency	NOUN
ajst-31997	140	12	sensitivity	sensitivity	NOUN
ajst-31997	140	13	,	,	PUNCT
ajst-31997	140	14	enabling	enable	VERB
ajst-31997	140	15	significant	significant	ADJ
ajst-31997	140	16	computation	computation	NOUN
ajst-31997	140	17	offloading	offload	VERB
ajst-31997	140	18	to	to	ADP
ajst-31997	140	19	edge	edge	NOUN
ajst-31997	140	20	nodes	node	NOUN
ajst-31997	140	21	while	while	SCONJ
ajst-31997	140	22	meeting	meet	VERB
ajst-31997	140	23	both	both	DET
ajst-31997	140	24	response	response	NOUN
ajst-31997	140	25	time	time	NOUN
ajst-31997	140	26	and	and	CCONJ
ajst-31997	140	27	processing	processing	NOUN
ajst-31997	140	28	power	power	NOUN
ajst-31997	140	29	requirements	requirement	NOUN
ajst-31997	140	30	.	.	PUNCT
ajst-31997	141	1	powered	power	VERB
ajst-31997	141	2	by	by	ADP
ajst-31997	141	3	semantic	semantic	ADJ
ajst-31997	141	4	communication	communication	NOUN
ajst-31997	141	5	,	,	PUNCT
ajst-31997	141	6	this	this	DET
ajst-31997	141	7	architecture	architecture	NOUN
ajst-31997	141	8	exchanges	exchange	NOUN
ajst-31997	141	9	only	only	ADV
ajst-31997	141	10	semantic	semantic	ADJ
ajst-31997	141	11	representations	representation	NOUN
ajst-31997	141	12	(	(	PUNCT
ajst-31997	141	13	such	such	ADJ
ajst-31997	141	14	as	as	ADP
ajst-31997	141	15	feature	feature	NOUN
ajst-31997	141	16	vectors	vector	NOUN
ajst-31997	141	17	or	or	CCONJ
ajst-31997	141	18	intent	intent	ADJ
ajst-31997	141	19	identifiers	identifier	NOUN
ajst-31997	141	20	)	)	PUNCT
ajst-31997	141	21	between	between	ADP
ajst-31997	141	22	nodes	node	NOUN
ajst-31997	141	23	,	,	PUNCT
ajst-31997	141	24	significantly	significantly	ADV
ajst-31997	141	25	reducing	reduce	VERB
ajst-31997	141	26	uplink	uplink	NOUN
ajst-31997	141	27	/	/	SYM
ajst-31997	141	28	downlink	downlink	NOUN
ajst-31997	141	29	bandwidth	bandwidth	ADJ
ajst-31997	141	30	demands	demand	NOUN
ajst-31997	141	31	.	.	PUNCT
ajst-31997	142	1	additionally	additionally	ADV
ajst-31997	142	2	,	,	PUNCT
ajst-31997	142	3	semantic	semantic	ADJ
ajst-31997	142	4	communication	communication	NOUN
ajst-31997	142	5	integrates	integrate	VERB
ajst-31997	142	6	sensing	sense	VERB
ajst-31997	142	7	data	datum	NOUN
ajst-31997	142	8	with	with	ADP
ajst-31997	142	9	semantic	semantic	ADJ
ajst-31997	142	10	information	information	NOUN
ajst-31997	142	11	,	,	PUNCT
ajst-31997	142	12	allowing	allow	VERB
ajst-31997	142	13	the	the	DET
ajst-31997	142	14	edge	edge	NOUN
ajst-31997	142	15	-	-	PUNCT
ajst-31997	142	16	cloud	cloud	NOUN
ajst-31997	142	17	collaborative	collaborative	ADJ
ajst-31997	142	18	framework	framework	NOUN
ajst-31997	142	19	to	to	PART
ajst-31997	142	20	continuously	continuously	ADV
ajst-31997	142	21	sense	sense	VERB
ajst-31997	142	22	the	the	DET
ajst-31997	142	23	environment	environment	NOUN
ajst-31997	142	24	and	and	CCONJ
ajst-31997	142	25	make	make	VERB
ajst-31997	142	26	intelligent	intelligent	ADJ
ajst-31997	142	27	decisions	decision	NOUN
ajst-31997	142	28	.	.	PUNCT
ajst-31997	143	1	for	for	ADP
ajst-31997	143	2	example	example	NOUN
ajst-31997	143	3	,	,	PUNCT
ajst-31997	143	4	edge	edge	NOUN
ajst-31997	143	5	devices	device	NOUN
ajst-31997	143	6	can	can	AUX
ajst-31997	143	7	process	process	VERB
ajst-31997	143	8	and	and	CCONJ
ajst-31997	143	9	analyze	analyze	VERB
ajst-31997	143	10	key	key	ADJ
ajst-31997	143	11	information	information	NOUN
ajst-31997	143	12	in	in	ADP
ajst-31997	143	13	real	real	ADJ
ajst-31997	143	14	-	-	PUNCT
ajst-31997	143	15	time	time	NOUN
ajst-31997	143	16	video	video	NOUN
ajst-31997	143	17	streams	stream	NOUN
ajst-31997	143	18	via	via	ADP
ajst-31997	143	19	semantic	semantic	ADJ
ajst-31997	143	20	communication	communication	NOUN
ajst-31997	143	21	,	,	PUNCT
ajst-31997	143	22	sending	send	VERB
ajst-31997	143	23	only	only	ADV
ajst-31997	143	24	high	high	ADJ
ajst-31997	143	25	-	-	PUNCT
ajst-31997	143	26	level	level	NOUN
ajst-31997	143	27	semantic	semantic	ADJ
ajst-31997	143	28	data	datum	NOUN
ajst-31997	143	29	to	to	ADP
ajst-31997	143	30	the	the	DET
ajst-31997	143	31	cloud	cloud	NOUN
ajst-31997	143	32	for	for	ADP
ajst-31997	143	33	further	further	ADJ
ajst-31997	143	34	decision	decision	NOUN
ajst-31997	143	35	-	-	PUNCT
ajst-31997	143	36	making	making	NOUN
ajst-31997	143	37	and	and	CCONJ
ajst-31997	143	38	analysis	analysis	NOUN
ajst-31997	143	39	.	.	PUNCT
ajst-31997	144	1	this	this	DET
ajst-31997	144	2	approach	approach	NOUN
ajst-31997	144	3	reduces	reduce	VERB
ajst-31997	144	4	latency	latency	NOUN
ajst-31997	144	5	and	and	CCONJ
ajst-31997	144	6	enhances	enhance	VERB
ajst-31997	144	7	decision	decision	NOUN
ajst-31997	144	8	-	-	PUNCT
ajst-31997	144	9	making	make	VERB
ajst-31997	144	10	efficiency	efficiency	NOUN
ajst-31997	145	1	[	[	X
ajst-31997	145	2	2][10	2][10	NUM
ajst-31997	145	3	]	]	PUNCT
ajst-31997	145	4	.	.	PUNCT
ajst-31997	146	1	finally	finally	ADV
ajst-31997	146	2	,	,	PUNCT
ajst-31997	146	3	the	the	DET
ajst-31997	146	4	integration	integration	NOUN
ajst-31997	146	5	of	of	ADP
ajst-31997	146	6	semantic	semantic	ADJ
ajst-31997	146	7	communication	communication	NOUN
ajst-31997	146	8	enables	enable	VERB
ajst-31997	146	9	tighter	tight	ADJ
ajst-31997	146	10	collaboration	collaboration	NOUN
ajst-31997	146	11	between	between	ADP
ajst-31997	146	12	cloud	cloud	NOUN
ajst-31997	146	13	and	and	CCONJ
ajst-31997	146	14	edge	edge	NOUN
ajst-31997	146	15	computing	computing	NOUN
ajst-31997	146	16	.	.	PUNCT
ajst-31997	147	1	through	through	ADP
ajst-31997	147	2	semantic	semantic	ADJ
ajst-31997	147	3	understanding	understanding	NOUN
ajst-31997	147	4	and	and	CCONJ
ajst-31997	147	5	reasoning	reasoning	NOUN
ajst-31997	147	6	of	of	ADP
ajst-31997	147	7	data	datum	NOUN
ajst-31997	147	8	,	,	PUNCT
ajst-31997	147	9	the	the	DET
ajst-31997	147	10	cloud	cloud	NOUN
ajst-31997	147	11	can	can	AUX
ajst-31997	147	12	more	more	ADV
ajst-31997	147	13	accurately	accurately	ADV
ajst-31997	147	14	schedule	schedule	VERB
ajst-31997	147	15	computational	computational	ADJ
ajst-31997	147	16	resources	resource	NOUN
ajst-31997	147	17	,	,	PUNCT
ajst-31997	147	18	while	while	SCONJ
ajst-31997	147	19	edge	edge	NOUN
ajst-31997	147	20	devices	device	NOUN
ajst-31997	147	21	efficiently	efficiently	ADV
ajst-31997	147	22	handle	handle	VERB
ajst-31997	147	23	local	local	ADJ
ajst-31997	147	24	tasks	task	NOUN
ajst-31997	147	25	,	,	PUNCT
ajst-31997	147	26	forming	form	VERB
ajst-31997	147	27	a	a	DET
ajst-31997	147	28	flexible	flexible	ADJ
ajst-31997	147	29	collaborative	collaborative	ADJ
ajst-31997	147	30	computing	computing	NOUN
ajst-31997	147	31	network	network	NOUN
ajst-31997	147	32	.	.	PUNCT
ajst-31997	148	1	the	the	DET
ajst-31997	148	2	goaloriented	goaloriente	VERB
ajst-31997	148	3	nature	nature	NOUN
ajst-31997	148	4	and	and	CCONJ
ajst-31997	148	5	contextual	contextual	ADJ
ajst-31997	148	6	awareness	awareness	NOUN
ajst-31997	148	7	of	of	ADP
ajst-31997	148	8	semantic	semantic	ADJ
ajst-31997	148	9	communication	communication	NOUN
ajst-31997	148	10	ensure	ensure	VERB
ajst-31997	148	11	the	the	DET
ajst-31997	148	12	system	system	NOUN
ajst-31997	148	13	's	's	PART
ajst-31997	148	14	ability	ability	NOUN
ajst-31997	148	15	to	to	PART
ajst-31997	148	16	adapt	adapt	VERB
ajst-31997	148	17	to	to	ADP
ajst-31997	148	18	dynamic	dynamic	ADJ
ajst-31997	148	19	environmental	environmental	ADJ
ajst-31997	148	20	changes	change	NOUN
ajst-31997	148	21	and	and	CCONJ
ajst-31997	148	22	evolving	evolve	VERB
ajst-31997	148	23	demands	demand	NOUN
ajst-31997	148	24	[	[	X
ajst-31997	148	25	3][17	3][17	NUM
ajst-31997	148	26	]	]	PUNCT
ajst-31997	148	27	.	.	PUNCT
ajst-31997	149	1	73	73	NUM
ajst-31997	149	2	4	4	NUM
ajst-31997	149	3	.	.	PUNCT
ajst-31997	150	1	open	open	ADJ
ajst-31997	150	2	challenges	challenge	NOUN
ajst-31997	150	3	:	:	PUNCT
ajst-31997	150	4	despite	despite	SCONJ
ajst-31997	150	5	the	the	DET
ajst-31997	150	6	promising	promising	ADJ
ajst-31997	150	7	results	result	NOUN
ajst-31997	150	8	demonstrated	demonstrate	VERB
ajst-31997	150	9	by	by	ADP
ajst-31997	150	10	semantic	semantic	ADJ
ajst-31997	150	11	communication	communication	NOUN
ajst-31997	150	12	in	in	ADP
ajst-31997	150	13	6	6	NUM
ajst-31997	150	14	g	g	NOUN
ajst-31997	150	15	networks	network	NOUN
ajst-31997	150	16	,	,	PUNCT
ajst-31997	150	17	several	several	ADJ
ajst-31997	150	18	key	key	ADJ
ajst-31997	150	19	challenges	challenge	NOUN
ajst-31997	150	20	must	must	AUX
ajst-31997	150	21	be	be	AUX
ajst-31997	150	22	addressed	address	VERB
ajst-31997	150	23	to	to	PART
ajst-31997	150	24	facilitate	facilitate	VERB
ajst-31997	150	25	its	its	PRON
ajst-31997	150	26	widespread	widespread	ADJ
ajst-31997	150	27	adoption	adoption	NOUN
ajst-31997	150	28	.	.	PUNCT
ajst-31997	151	1	overcoming	overcome	VERB
ajst-31997	151	2	these	these	DET
ajst-31997	151	3	barriers	barrier	NOUN
ajst-31997	151	4	will	will	AUX
ajst-31997	151	5	pave	pave	VERB
ajst-31997	151	6	the	the	DET
ajst-31997	151	7	way	way	NOUN
ajst-31997	151	8	for	for	ADP
ajst-31997	151	9	more	more	ADV
ajst-31997	151	10	robust	robust	ADJ
ajst-31997	151	11	,	,	PUNCT
ajst-31997	151	12	efficient	efficient	ADJ
ajst-31997	151	13	,	,	PUNCT
ajst-31997	151	14	and	and	CCONJ
ajst-31997	151	15	intelligent	intelligent	ADJ
ajst-31997	151	16	communication	communication	NOUN
ajst-31997	151	17	systems	system	NOUN
ajst-31997	151	18	.	.	PUNCT
ajst-31997	152	1	1	1	X
ajst-31997	152	2	)	)	PUNCT
ajst-31997	152	3	lack	lack	NOUN
ajst-31997	152	4	of	of	ADP
ajst-31997	152	5	standardization	standardization	NOUN
ajst-31997	152	6	and	and	CCONJ
ajst-31997	152	7	uniformity	uniformity	NOUN
ajst-31997	152	8	currently	currently	ADV
ajst-31997	152	9	,	,	PUNCT
ajst-31997	152	10	semantic	semantic	ADJ
ajst-31997	152	11	communication	communication	NOUN
ajst-31997	152	12	technologies	technology	NOUN
ajst-31997	152	13	lack	lack	VERB
ajst-31997	152	14	a	a	DET
ajst-31997	152	15	unified	unified	ADJ
ajst-31997	152	16	standard	standard	ADJ
ajst-31997	152	17	and	and	CCONJ
ajst-31997	152	18	evaluation	evaluation	NOUN
ajst-31997	152	19	framework	framework	NOUN
ajst-31997	152	20	.	.	PUNCT
ajst-31997	153	1	research	research	NOUN
ajst-31997	153	2	efforts	effort	NOUN
ajst-31997	153	3	are	be	AUX
ajst-31997	153	4	often	often	ADV
ajst-31997	153	5	focused	focus	VERB
ajst-31997	153	6	on	on	ADP
ajst-31997	153	7	specific	specific	ADJ
ajst-31997	153	8	scenarios	scenario	NOUN
ajst-31997	153	9	or	or	CCONJ
ajst-31997	153	10	technical	technical	ADJ
ajst-31997	153	11	pathways	pathway	NOUN
ajst-31997	153	12	,	,	PUNCT
ajst-31997	153	13	with	with	ADP
ajst-31997	153	14	insufficient	insufficient	ADJ
ajst-31997	153	15	cross	cross	ADJ
ajst-31997	153	16	-	-	ADJ
ajst-31997	153	17	domain	domain	ADJ
ajst-31997	153	18	collaboration	collaboration	NOUN
ajst-31997	153	19	and	and	CCONJ
ajst-31997	153	20	standardization	standardization	NOUN
ajst-31997	153	21	.	.	PUNCT
ajst-31997	154	1	the	the	DET
ajst-31997	154	2	efficient	efficient	ADJ
ajst-31997	154	3	deployment	deployment	NOUN
ajst-31997	154	4	of	of	ADP
ajst-31997	154	5	semantic	semantic	ADJ
ajst-31997	154	6	communication	communication	NOUN
ajst-31997	154	7	in	in	ADP
ajst-31997	154	8	6	6	NUM
ajst-31997	154	9	g	g	NOUN
ajst-31997	154	10	networks	network	NOUN
ajst-31997	154	11	requires	require	VERB
ajst-31997	154	12	standardized	standardized	ADJ
ajst-31997	154	13	interfaces	interface	NOUN
ajst-31997	154	14	,	,	PUNCT
ajst-31997	154	15	protocols	protocol	NOUN
ajst-31997	154	16	,	,	PUNCT
ajst-31997	154	17	and	and	CCONJ
ajst-31997	154	18	performance	performance	NOUN
ajst-31997	154	19	metrics	metric	NOUN
ajst-31997	154	20	to	to	PART
ajst-31997	154	21	ensure	ensure	VERB
ajst-31997	154	22	compatibility	compatibility	NOUN
ajst-31997	154	23	and	and	CCONJ
ajst-31997	154	24	interoperability	interoperability	NOUN
ajst-31997	154	25	between	between	ADP
ajst-31997	154	26	different	different	ADJ
ajst-31997	154	27	devices	device	NOUN
ajst-31997	154	28	and	and	CCONJ
ajst-31997	154	29	network	network	NOUN
ajst-31997	154	30	nodes	node	NOUN
ajst-31997	154	31	.	.	PUNCT
ajst-31997	155	1	current	current	ADJ
ajst-31997	155	2	research	research	NOUN
ajst-31997	155	3	tends	tend	VERB
ajst-31997	155	4	to	to	PART
ajst-31997	155	5	focus	focus	VERB
ajst-31997	155	6	on	on	ADP
ajst-31997	155	7	specific	specific	ADJ
ajst-31997	155	8	tasks	task	NOUN
ajst-31997	155	9	or	or	CCONJ
ajst-31997	155	10	environments	environment	NOUN
ajst-31997	155	11	,	,	PUNCT
ajst-31997	155	12	leading	lead	VERB
ajst-31997	155	13	to	to	ADP
ajst-31997	155	14	poor	poor	ADJ
ajst-31997	155	15	transferability	transferability	NOUN
ajst-31997	155	16	across	across	ADP
ajst-31997	155	17	various	various	ADJ
ajst-31997	155	18	use	use	NOUN
ajst-31997	155	19	cases	case	NOUN
ajst-31997	155	20	.	.	PUNCT
ajst-31997	156	1	2	2	X
ajst-31997	156	2	)	)	PUNCT
ajst-31997	156	3	trade	trade	NOUN
ajst-31997	156	4	-	-	PUNCT
ajst-31997	156	5	off	off	NOUN
ajst-31997	156	6	between	between	ADP
ajst-31997	156	7	computational	computational	ADJ
ajst-31997	156	8	resources	resource	NOUN
ajst-31997	156	9	and	and	CCONJ
ajst-31997	156	10	energy	energy	NOUN
ajst-31997	156	11	efficiency	efficiency	NOUN
ajst-31997	156	12	as	as	ADP
ajst-31997	156	13	semantic	semantic	ADJ
ajst-31997	156	14	communication	communication	NOUN
ajst-31997	156	15	technology	technology	NOUN
ajst-31997	156	16	evolves	evolve	VERB
ajst-31997	156	17	,	,	PUNCT
ajst-31997	156	18	especially	especially	ADV
ajst-31997	156	19	in	in	ADP
ajst-31997	156	20	deep	deep	ADJ
ajst-31997	156	21	learningand	learningand	NOUN
ajst-31997	156	22	large	large	ADJ
ajst-31997	156	23	model	model	NOUN
ajst-31997	156	24	-	-	PUNCT
ajst-31997	156	25	based	base	VERB
ajst-31997	156	26	frameworks	framework	NOUN
ajst-31997	156	27	,	,	PUNCT
ajst-31997	156	28	the	the	DET
ajst-31997	156	29	trade	trade	NOUN
ajst-31997	156	30	-	-	PUNCT
ajst-31997	156	31	off	off	NOUN
ajst-31997	156	32	between	between	ADP
ajst-31997	156	33	computational	computational	ADJ
ajst-31997	156	34	resource	resource	NOUN
ajst-31997	156	35	demands	demand	NOUN
ajst-31997	156	36	and	and	CCONJ
ajst-31997	156	37	energy	energy	NOUN
ajst-31997	156	38	efficiency	efficiency	NOUN
ajst-31997	156	39	becomes	become	VERB
ajst-31997	156	40	increasingly	increasingly	ADV
ajst-31997	156	41	prominent	prominent	ADJ
ajst-31997	156	42	.	.	PUNCT
ajst-31997	157	1	while	while	SCONJ
ajst-31997	157	2	large	large	ADJ
ajst-31997	157	3	-	-	PUNCT
ajst-31997	157	4	scale	scale	NOUN
ajst-31997	157	5	deep	deep	ADJ
ajst-31997	157	6	learning	learning	NOUN
ajst-31997	157	7	models	model	NOUN
ajst-31997	157	8	demonstrate	demonstrate	VERB
ajst-31997	157	9	significant	significant	ADJ
ajst-31997	157	10	advantages	advantage	NOUN
ajst-31997	157	11	in	in	ADP
ajst-31997	157	12	semantic	semantic	ADJ
ajst-31997	157	13	extraction	extraction	NOUN
ajst-31997	157	14	and	and	CCONJ
ajst-31997	157	15	information	information	NOUN
ajst-31997	157	16	reconstruction	reconstruction	NOUN
ajst-31997	157	17	,	,	PUNCT
ajst-31997	157	18	their	their	PRON
ajst-31997	157	19	reliance	reliance	NOUN
ajst-31997	157	20	on	on	ADP
ajst-31997	157	21	computational	computational	ADJ
ajst-31997	157	22	resources	resource	NOUN
ajst-31997	157	23	and	and	CCONJ
ajst-31997	157	24	energy	energy	NOUN
ajst-31997	157	25	consumption	consumption	NOUN
ajst-31997	157	26	remains	remain	VERB
ajst-31997	157	27	a	a	DET
ajst-31997	157	28	major	major	ADJ
ajst-31997	157	29	concern	concern	NOUN
ajst-31997	157	30	.	.	PUNCT
ajst-31997	158	1	6	6	NUM
ajst-31997	158	2	g	g	NOUN
ajst-31997	158	3	networks	network	NOUN
ajst-31997	158	4	require	require	VERB
ajst-31997	158	5	terminal	terminal	ADJ
ajst-31997	158	6	devices	device	NOUN
ajst-31997	158	7	and	and	CCONJ
ajst-31997	158	8	edge	edge	NOUN
ajst-31997	158	9	nodes	node	NOUN
ajst-31997	158	10	with	with	ADP
ajst-31997	158	11	high	high	ADJ
ajst-31997	158	12	computational	computational	ADJ
ajst-31997	158	13	power	power	NOUN
ajst-31997	158	14	and	and	CCONJ
ajst-31997	158	15	energy	energy	NOUN
ajst-31997	158	16	efficiency	efficiency	NOUN
ajst-31997	158	17	to	to	PART
ajst-31997	158	18	handle	handle	VERB
ajst-31997	158	19	vast	vast	ADJ
ajst-31997	158	20	amounts	amount	NOUN
ajst-31997	158	21	of	of	ADP
ajst-31997	158	22	data	datum	NOUN
ajst-31997	158	23	and	and	CCONJ
ajst-31997	158	24	low	low	ADJ
ajst-31997	158	25	-	-	PUNCT
ajst-31997	158	26	latency	latency	NOUN
ajst-31997	158	27	challenges	challenge	NOUN
ajst-31997	158	28	.	.	PUNCT
ajst-31997	159	1	however	however	ADV
ajst-31997	159	2	,	,	PUNCT
ajst-31997	159	3	in	in	ADP
ajst-31997	159	4	resource	resource	NOUN
ajst-31997	159	5	-	-	PUNCT
ajst-31997	159	6	constrained	constrain	VERB
ajst-31997	159	7	environments	environment	NOUN
ajst-31997	159	8	such	such	ADJ
ajst-31997	159	9	as	as	ADP
ajst-31997	159	10	iot	iot	ADJ
ajst-31997	159	11	and	and	CCONJ
ajst-31997	159	12	smart	smart	ADJ
ajst-31997	159	13	terminals	terminal	NOUN
ajst-31997	159	14	,	,	PUNCT
ajst-31997	159	15	balancing	balance	VERB
ajst-31997	159	16	computational	computational	ADJ
ajst-31997	159	17	load	load	NOUN
ajst-31997	159	18	,	,	PUNCT
ajst-31997	159	19	reducing	reduce	VERB
ajst-31997	159	20	energy	energy	NOUN
ajst-31997	159	21	consumption	consumption	NOUN
ajst-31997	159	22	,	,	PUNCT
ajst-31997	159	23	and	and	CCONJ
ajst-31997	159	24	maintaining	maintain	VERB
ajst-31997	159	25	performance	performance	NOUN
ajst-31997	159	26	remain	remain	VERB
ajst-31997	159	27	significant	significant	ADJ
ajst-31997	159	28	challenges	challenge	NOUN
ajst-31997	159	29	.	.	PUNCT
ajst-31997	160	1	3	3	X
ajst-31997	160	2	)	)	PUNCT
ajst-31997	160	3	accuracy	accuracy	NOUN
ajst-31997	160	4	and	and	CCONJ
ajst-31997	160	5	robustness	robustness	NOUN
ajst-31997	160	6	of	of	ADP
ajst-31997	160	7	semantic	semantic	ADJ
ajst-31997	160	8	information	information	NOUN
ajst-31997	160	9	semantic	semantic	ADJ
ajst-31997	160	10	communication	communication	NOUN
ajst-31997	160	11	faces	face	VERB
ajst-31997	160	12	challenges	challenge	NOUN
ajst-31997	160	13	in	in	ADP
ajst-31997	160	14	ensuring	ensure	VERB
ajst-31997	160	15	the	the	DET
ajst-31997	160	16	accuracy	accuracy	NOUN
ajst-31997	160	17	and	and	CCONJ
ajst-31997	160	18	robustness	robustness	NOUN
ajst-31997	160	19	of	of	ADP
ajst-31997	160	20	semantic	semantic	ADJ
ajst-31997	160	21	information	information	NOUN
ajst-31997	160	22	in	in	ADP
ajst-31997	160	23	practical	practical	ADJ
ajst-31997	160	24	applications	application	NOUN
ajst-31997	160	25	.	.	PUNCT
ajst-31997	161	1	due	due	ADP
ajst-31997	161	2	to	to	ADP
ajst-31997	161	3	the	the	DET
ajst-31997	161	4	complexity	complexity	NOUN
ajst-31997	161	5	and	and	CCONJ
ajst-31997	161	6	uncertainty	uncertainty	NOUN
ajst-31997	161	7	of	of	ADP
ajst-31997	161	8	communication	communication	NOUN
ajst-31997	161	9	environments	environment	NOUN
ajst-31997	161	10	,	,	PUNCT
ajst-31997	161	11	semantic	semantic	ADJ
ajst-31997	161	12	extraction	extraction	NOUN
ajst-31997	161	13	and	and	CCONJ
ajst-31997	161	14	reconstruction	reconstruction	NOUN
ajst-31997	161	15	can	can	AUX
ajst-31997	161	16	be	be	AUX
ajst-31997	161	17	easily	easily	ADV
ajst-31997	161	18	influenced	influence	VERB
ajst-31997	161	19	by	by	ADP
ajst-31997	161	20	noise	noise	NOUN
ajst-31997	161	21	,	,	PUNCT
ajst-31997	161	22	interference	interference	NOUN
ajst-31997	161	23	,	,	PUNCT
ajst-31997	161	24	and	and	CCONJ
ajst-31997	161	25	channel	channel	NOUN
ajst-31997	161	26	conditions	condition	NOUN
ajst-31997	161	27	.	.	PUNCT
ajst-31997	162	1	particularly	particularly	ADV
ajst-31997	162	2	in	in	ADP
ajst-31997	162	3	adverse	adverse	ADJ
ajst-31997	162	4	wireless	wireless	ADJ
ajst-31997	162	5	environments	environment	NOUN
ajst-31997	162	6	,	,	PUNCT
ajst-31997	162	7	ensuring	ensure	VERB
ajst-31997	162	8	highprecision	highprecision	NOUN
ajst-31997	162	9	recovery	recovery	NOUN
ajst-31997	162	10	of	of	ADP
ajst-31997	162	11	semantic	semantic	ADJ
ajst-31997	162	12	information	information	NOUN
ajst-31997	162	13	and	and	CCONJ
ajst-31997	162	14	preventing	prevent	VERB
ajst-31997	162	15	distortion	distortion	NOUN
ajst-31997	162	16	remains	remain	VERB
ajst-31997	162	17	an	an	DET
ajst-31997	162	18	unresolved	unresolved	ADJ
ajst-31997	162	19	issue	issue	NOUN
ajst-31997	162	20	.	.	PUNCT
ajst-31997	163	1	although	although	SCONJ
ajst-31997	163	2	existing	exist	VERB
ajst-31997	163	3	deep	deep	ADJ
ajst-31997	163	4	learning	learning	NOUN
ajst-31997	163	5	models	model	NOUN
ajst-31997	163	6	and	and	CCONJ
ajst-31997	163	7	large	large	ADJ
ajst-31997	163	8	-	-	PUNCT
ajst-31997	163	9	model	model	NOUN
ajst-31997	163	10	approaches	approach	NOUN
ajst-31997	163	11	can	can	AUX
ajst-31997	163	12	theoretically	theoretically	ADV
ajst-31997	163	13	address	address	VERB
ajst-31997	163	14	this	this	DET
ajst-31997	163	15	challenge	challenge	NOUN
ajst-31997	163	16	,	,	PUNCT
ajst-31997	163	17	practical	practical	ADJ
ajst-31997	163	18	deployment	deployment	NOUN
ajst-31997	163	19	often	often	ADV
ajst-31997	163	20	struggles	struggle	VERB
ajst-31997	163	21	to	to	PART
ajst-31997	163	22	maintain	maintain	VERB
ajst-31997	163	23	stable	stable	ADJ
ajst-31997	163	24	performance	performance	NOUN
ajst-31997	163	25	due	due	ADP
ajst-31997	163	26	to	to	ADP
ajst-31997	163	27	limitations	limitation	NOUN
ajst-31997	163	28	in	in	ADP
ajst-31997	163	29	device	device	NOUN
ajst-31997	163	30	and	and	CCONJ
ajst-31997	163	31	computational	computational	ADJ
ajst-31997	163	32	resources	resource	NOUN
ajst-31997	163	33	.	.	PUNCT
ajst-31997	164	1	4	4	X
ajst-31997	164	2	)	)	PUNCT
ajst-31997	164	3	security	security	NOUN
ajst-31997	164	4	and	and	CCONJ
ajst-31997	164	5	privacy	privacy	NOUN
ajst-31997	164	6	protection	protection	NOUN
ajst-31997	164	7	in	in	ADP
ajst-31997	164	8	semantic	semantic	ADJ
ajst-31997	164	9	communication	communication	NOUN
ajst-31997	164	10	frameworks	framework	NOUN
ajst-31997	164	11	,	,	PUNCT
ajst-31997	164	12	the	the	DET
ajst-31997	164	13	transmission	transmission	NOUN
ajst-31997	164	14	of	of	ADP
ajst-31997	164	15	semantic	semantic	ADJ
ajst-31997	164	16	information	information	NOUN
ajst-31997	164	17	not	not	PART
ajst-31997	164	18	only	only	ADV
ajst-31997	164	19	involves	involve	VERB
ajst-31997	164	20	the	the	DET
ajst-31997	164	21	content	content	NOUN
ajst-31997	164	22	itself	itself	PRON
ajst-31997	164	23	but	but	CCONJ
ajst-31997	164	24	also	also	ADV
ajst-31997	164	25	its	its	PRON
ajst-31997	164	26	context	context	NOUN
ajst-31997	164	27	,	,	PUNCT
ajst-31997	164	28	background	background	NOUN
ajst-31997	164	29	,	,	PUNCT
ajst-31997	164	30	and	and	CCONJ
ajst-31997	164	31	other	other	ADJ
ajst-31997	164	32	sensitive	sensitive	ADJ
ajst-31997	164	33	elements	element	NOUN
ajst-31997	164	34	.	.	PUNCT
ajst-31997	165	1	without	without	ADP
ajst-31997	165	2	proper	proper	ADJ
ajst-31997	165	3	security	security	NOUN
ajst-31997	165	4	mechanisms	mechanism	NOUN
ajst-31997	165	5	during	during	ADP
ajst-31997	165	6	transmission	transmission	NOUN
ajst-31997	165	7	,	,	PUNCT
ajst-31997	165	8	issues	issue	NOUN
ajst-31997	165	9	such	such	ADJ
ajst-31997	165	10	as	as	ADP
ajst-31997	165	11	data	datum	NOUN
ajst-31997	165	12	leakage	leakage	NOUN
ajst-31997	165	13	and	and	CCONJ
ajst-31997	165	14	privacy	privacy	NOUN
ajst-31997	165	15	breaches	breach	NOUN
ajst-31997	165	16	may	may	AUX
ajst-31997	165	17	arise	arise	VERB
ajst-31997	165	18	.	.	PUNCT
ajst-31997	166	1	additionally	additionally	ADV
ajst-31997	166	2	,	,	PUNCT
ajst-31997	166	3	with	with	ADP
ajst-31997	166	4	the	the	DET
ajst-31997	166	5	introduction	introduction	NOUN
ajst-31997	166	6	of	of	ADP
ajst-31997	166	7	large	large	ADJ
ajst-31997	166	8	models	model	NOUN
ajst-31997	166	9	,	,	PUNCT
ajst-31997	166	10	the	the	DET
ajst-31997	166	11	privacy	privacy	NOUN
ajst-31997	166	12	and	and	CCONJ
ajst-31997	166	13	controllability	controllability	NOUN
ajst-31997	166	14	of	of	ADP
ajst-31997	166	15	model	model	NOUN
ajst-31997	166	16	training	training	NOUN
ajst-31997	166	17	data	datum	NOUN
ajst-31997	166	18	present	present	VERB
ajst-31997	166	19	new	new	ADJ
ajst-31997	166	20	challenges	challenge	NOUN
ajst-31997	166	21	.	.	PUNCT
ajst-31997	167	1	5	5	X
ajst-31997	167	2	.	.	X
ajst-31997	167	3	future	future	ADJ
ajst-31997	167	4	directions	direction	NOUN
ajst-31997	167	5	to	to	PART
ajst-31997	167	6	address	address	VERB
ajst-31997	167	7	the	the	DET
ajst-31997	167	8	challenges	challenge	NOUN
ajst-31997	167	9	outlined	outline	VERB
ajst-31997	167	10	above	above	ADV
ajst-31997	167	11	,	,	PUNCT
ajst-31997	167	12	semantic	semantic	ADJ
ajst-31997	167	13	communication	communication	NOUN
ajst-31997	167	14	technology	technology	NOUN
ajst-31997	167	15	requires	require	VERB
ajst-31997	167	16	deep	deep	ADJ
ajst-31997	167	17	innovation	innovation	NOUN
ajst-31997	167	18	across	across	ADP
ajst-31997	167	19	multiple	multiple	ADJ
ajst-31997	167	20	domains	domain	NOUN
ajst-31997	167	21	.	.	PUNCT
ajst-31997	168	1	1	1	NUM
ajst-31997	168	2	)	)	PUNCT
ajst-31997	168	3	standardization	standardization	NOUN
ajst-31997	168	4	and	and	CCONJ
ajst-31997	168	5	cross	cross	ADJ
ajst-31997	168	6	-	-	ADJ
ajst-31997	168	7	domain	domain	ADJ
ajst-31997	168	8	collaboration	collaboration	NOUN
ajst-31997	168	9	in	in	ADP
ajst-31997	168	10	the	the	DET
ajst-31997	168	11	multi	multi	ADJ
ajst-31997	168	12	-	-	ADJ
ajst-31997	168	13	layered	layered	ADJ
ajst-31997	168	14	,	,	PUNCT
ajst-31997	168	15	multi	multi	ADJ
ajst-31997	168	16	-	-	ADJ
ajst-31997	168	17	domain	domain	ADJ
ajst-31997	168	18	6	6	NUM
ajst-31997	168	19	g	g	NOUN
ajst-31997	168	20	network	network	NOUN
ajst-31997	168	21	,	,	PUNCT
ajst-31997	168	22	semantic	semantic	ADJ
ajst-31997	168	23	communication	communication	NOUN
ajst-31997	168	24	must	must	AUX
ajst-31997	168	25	be	be	AUX
ajst-31997	168	26	closely	closely	ADV
ajst-31997	168	27	integrated	integrate	VERB
ajst-31997	168	28	with	with	ADP
ajst-31997	168	29	ai	ai	ADJ
ajst-31997	168	30	-	-	PUNCT
ajst-31997	168	31	native	native	ADJ
ajst-31997	168	32	architectures	architecture	NOUN
ajst-31997	168	33	,	,	PUNCT
ajst-31997	168	34	edge	edge	NOUN
ajst-31997	168	35	computing	computing	NOUN
ajst-31997	168	36	,	,	PUNCT
ajst-31997	168	37	and	and	CCONJ
ajst-31997	168	38	distributed	distribute	VERB
ajst-31997	168	39	cloud	cloud	NOUN
ajst-31997	168	40	architectures	architecture	NOUN
ajst-31997	168	41	.	.	PUNCT
ajst-31997	169	1	this	this	PRON
ajst-31997	169	2	necessitates	necessitate	VERB
ajst-31997	169	3	standards	standard	NOUN
ajst-31997	169	4	that	that	PRON
ajst-31997	169	5	cover	cover	VERB
ajst-31997	169	6	not	not	PART
ajst-31997	169	7	only	only	ADV
ajst-31997	169	8	communication	communication	NOUN
ajst-31997	169	9	protocols	protocol	NOUN
ajst-31997	169	10	but	but	CCONJ
ajst-31997	169	11	also	also	ADV
ajst-31997	169	12	data	datum	NOUN
ajst-31997	169	13	formats	format	NOUN
ajst-31997	169	14	,	,	PUNCT
ajst-31997	169	15	interface	interface	NOUN
ajst-31997	169	16	definitions	definition	NOUN
ajst-31997	169	17	,	,	PUNCT
ajst-31997	169	18	and	and	CCONJ
ajst-31997	169	19	interaction	interaction	NOUN
ajst-31997	169	20	mechanisms	mechanism	NOUN
ajst-31997	169	21	.	.	PUNCT
ajst-31997	170	1	for	for	ADP
ajst-31997	170	2	instance	instance	NOUN
ajst-31997	170	3	,	,	PUNCT
ajst-31997	170	4	semantic	semantic	ADJ
ajst-31997	170	5	communication	communication	NOUN
ajst-31997	170	6	technologies	technology	NOUN
ajst-31997	170	7	based	base	VERB
ajst-31997	170	8	on	on	ADP
ajst-31997	170	9	large	large	ADJ
ajst-31997	170	10	models	model	NOUN
ajst-31997	170	11	must	must	AUX
ajst-31997	170	12	use	use	VERB
ajst-31997	170	13	standardized	standardized	ADJ
ajst-31997	170	14	interfaces	interface	NOUN
ajst-31997	170	15	to	to	PART
ajst-31997	170	16	seamlessly	seamlessly	ADV
ajst-31997	170	17	connect	connect	VERB
ajst-31997	170	18	with	with	ADP
ajst-31997	170	19	various	various	ADJ
ajst-31997	170	20	network	network	NOUN
ajst-31997	170	21	components	component	NOUN
ajst-31997	170	22	,	,	PUNCT
ajst-31997	170	23	ensuring	ensure	VERB
ajst-31997	170	24	optimal	optimal	ADJ
ajst-31997	170	25	performance	performance	NOUN
ajst-31997	170	26	across	across	ADP
ajst-31997	170	27	different	different	ADJ
ajst-31997	170	28	network	network	NOUN
ajst-31997	170	29	architectures	architecture	NOUN
ajst-31997	170	30	.	.	PUNCT
ajst-31997	171	1	furthermore	furthermore	ADV
ajst-31997	171	2	,	,	PUNCT
ajst-31997	171	3	standardization	standardization	NOUN
ajst-31997	171	4	in	in	ADP
ajst-31997	171	5	cross	cross	ADJ
ajst-31997	171	6	-	-	ADJ
ajst-31997	171	7	domain	domain	ADJ
ajst-31997	171	8	collaboration	collaboration	NOUN
ajst-31997	171	9	will	will	AUX
ajst-31997	171	10	enable	enable	VERB
ajst-31997	171	11	different	different	ADJ
ajst-31997	171	12	vendors	vendor	NOUN
ajst-31997	171	13	to	to	PART
ajst-31997	171	14	innovate	innovate	VERB
ajst-31997	171	15	within	within	ADP
ajst-31997	171	16	a	a	DET
ajst-31997	171	17	unified	unified	ADJ
ajst-31997	171	18	technical	technical	ADJ
ajst-31997	171	19	framework	framework	NOUN
ajst-31997	171	20	,	,	PUNCT
ajst-31997	171	21	share	share	NOUN
ajst-31997	171	22	data	datum	NOUN
ajst-31997	171	23	and	and	CCONJ
ajst-31997	171	24	computational	computational	ADJ
ajst-31997	171	25	resources	resource	NOUN
ajst-31997	171	26	,	,	PUNCT
ajst-31997	171	27	and	and	CCONJ
ajst-31997	171	28	thereby	thereby	ADV
ajst-31997	171	29	enhance	enhance	VERB
ajst-31997	171	30	overall	overall	ADJ
ajst-31997	171	31	system	system	NOUN
ajst-31997	171	32	efficiency	efficiency	NOUN
ajst-31997	171	33	and	and	CCONJ
ajst-31997	171	34	performance	performance	NOUN
ajst-31997	171	35	.	.	PUNCT
ajst-31997	172	1	future	future	ADJ
ajst-31997	172	2	research	research	NOUN
ajst-31997	172	3	should	should	AUX
ajst-31997	172	4	focus	focus	VERB
ajst-31997	172	5	on	on	ADP
ajst-31997	172	6	maintaining	maintain	VERB
ajst-31997	172	7	efficient	efficient	ADJ
ajst-31997	172	8	transmission	transmission	NOUN
ajst-31997	172	9	of	of	ADP
ajst-31997	172	10	semantic	semantic	ADJ
ajst-31997	172	11	communication	communication	NOUN
ajst-31997	172	12	across	across	ADP
ajst-31997	172	13	different	different	ADJ
ajst-31997	172	14	network	network	NOUN
ajst-31997	172	15	environments	environment	NOUN
ajst-31997	172	16	,	,	PUNCT
ajst-31997	172	17	especially	especially	ADV
ajst-31997	172	18	in	in	ADP
ajst-31997	172	19	multi	multi	ADJ
ajst-31997	172	20	-	-	ADJ
ajst-31997	172	21	modal	modal	ADJ
ajst-31997	172	22	networks	network	NOUN
ajst-31997	172	23	,	,	PUNCT
ajst-31997	172	24	heterogeneous	heterogeneous	ADJ
ajst-31997	172	25	terminals	terminal	NOUN
ajst-31997	172	26	,	,	PUNCT
ajst-31997	172	27	and	and	CCONJ
ajst-31997	172	28	low	low	ADJ
ajst-31997	172	29	-	-	PUNCT
ajst-31997	172	30	bandwidth	bandwidth	ADJ
ajst-31997	172	31	,	,	PUNCT
ajst-31997	172	32	high	high	ADJ
ajst-31997	172	33	-	-	PUNCT
ajst-31997	172	34	latency	latency	NOUN
ajst-31997	172	35	conditions	condition	NOUN
ajst-31997	172	36	.	.	PUNCT
ajst-31997	173	1	2	2	X
ajst-31997	173	2	)	)	PUNCT
ajst-31997	173	3	lightweight	lightweight	ADJ
ajst-31997	173	4	models	model	NOUN
ajst-31997	173	5	and	and	CCONJ
ajst-31997	173	6	deep	deep	ADJ
ajst-31997	173	7	integration	integration	NOUN
ajst-31997	173	8	with	with	ADP
ajst-31997	173	9	edge	edge	NOUN
ajst-31997	173	10	computing	compute	VERB
ajst-31997	173	11	future	future	ADJ
ajst-31997	173	12	semantic	semantic	ADJ
ajst-31997	173	13	communication	communication	NOUN
ajst-31997	173	14	technologies	technology	NOUN
ajst-31997	173	15	will	will	AUX
ajst-31997	173	16	make	make	VERB
ajst-31997	173	17	breakthroughs	breakthrough	NOUN
ajst-31997	173	18	in	in	ADP
ajst-31997	173	19	lightweight	lightweight	ADJ
ajst-31997	173	20	models	model	NOUN
ajst-31997	173	21	and	and	CCONJ
ajst-31997	173	22	edge	edge	NOUN
ajst-31997	173	23	computing	compute	VERB
ajst-31997	173	24	architectures	architecture	NOUN
ajst-31997	173	25	.	.	PUNCT
ajst-31997	174	1	key	key	ADJ
ajst-31997	174	2	technologies	technology	NOUN
ajst-31997	174	3	for	for	ADP
ajst-31997	174	4	reducing	reduce	VERB
ajst-31997	174	5	energy	energy	NOUN
ajst-31997	174	6	consumption	consumption	NOUN
ajst-31997	174	7	and	and	CCONJ
ajst-31997	174	8	enhancing	enhance	VERB
ajst-31997	174	9	performance	performance	NOUN
ajst-31997	174	10	include	include	VERB
ajst-31997	174	11	model	model	NOUN
ajst-31997	174	12	compression	compression	NOUN
ajst-31997	174	13	,	,	PUNCT
ajst-31997	174	14	74	74	NUM
ajst-31997	174	15	knowledge	knowledge	NOUN
ajst-31997	174	16	distillation	distillation	NOUN
ajst-31997	174	17	,	,	PUNCT
ajst-31997	174	18	and	and	CCONJ
ajst-31997	174	19	low	low	ADJ
ajst-31997	174	20	-	-	PUNCT
ajst-31997	174	21	power	power	NOUN
ajst-31997	174	22	hardware	hardware	NOUN
ajst-31997	174	23	design	design	NOUN
ajst-31997	174	24	.	.	PUNCT
ajst-31997	175	1	by	by	ADP
ajst-31997	175	2	offloading	offload	VERB
ajst-31997	175	3	computational	computational	ADJ
ajst-31997	175	4	tasks	task	NOUN
ajst-31997	175	5	to	to	ADP
ajst-31997	175	6	the	the	DET
ajst-31997	175	7	network	network	NOUN
ajst-31997	175	8	edge	edge	NOUN
ajst-31997	175	9	,	,	PUNCT
ajst-31997	175	10	significant	significant	ADJ
ajst-31997	175	11	reductions	reduction	NOUN
ajst-31997	175	12	in	in	ADP
ajst-31997	175	13	data	data	NOUN
ajst-31997	175	14	transmission	transmission	NOUN
ajst-31997	175	15	bandwidth	bandwidth	NOUN
ajst-31997	175	16	and	and	CCONJ
ajst-31997	175	17	latency	latency	NOUN
ajst-31997	175	18	can	can	AUX
ajst-31997	175	19	be	be	AUX
ajst-31997	175	20	achieved	achieve	VERB
ajst-31997	175	21	,	,	PUNCT
ajst-31997	175	22	particularly	particularly	ADV
ajst-31997	175	23	in	in	ADP
ajst-31997	175	24	edge	edge	NOUN
ajst-31997	175	25	devices	device	NOUN
ajst-31997	175	26	such	such	ADJ
ajst-31997	175	27	as	as	ADP
ajst-31997	175	28	iot	iot	ADJ
ajst-31997	175	29	and	and	CCONJ
ajst-31997	175	30	smart	smart	ADJ
ajst-31997	175	31	terminals	terminal	NOUN
ajst-31997	175	32	.	.	PUNCT
ajst-31997	176	1	a	a	DET
ajst-31997	176	2	core	core	NOUN
ajst-31997	176	3	challenge	challenge	NOUN
ajst-31997	176	4	for	for	ADP
ajst-31997	176	5	future	future	ADJ
ajst-31997	176	6	research	research	NOUN
ajst-31997	176	7	is	be	AUX
ajst-31997	176	8	how	how	SCONJ
ajst-31997	176	9	to	to	PART
ajst-31997	176	10	process	process	VERB
ajst-31997	176	11	vast	vast	ADJ
ajst-31997	176	12	amounts	amount	NOUN
ajst-31997	176	13	of	of	ADP
ajst-31997	176	14	data	datum	NOUN
ajst-31997	176	15	on	on	ADP
ajst-31997	176	16	edge	edge	NOUN
ajst-31997	176	17	devices	device	NOUN
ajst-31997	176	18	using	use	VERB
ajst-31997	176	19	streamlined	streamlined	ADJ
ajst-31997	176	20	semantic	semantic	ADJ
ajst-31997	176	21	communication	communication	NOUN
ajst-31997	176	22	algorithms	algorithm	NOUN
ajst-31997	176	23	combined	combine	VERB
ajst-31997	176	24	with	with	ADP
ajst-31997	176	25	local	local	ADJ
ajst-31997	176	26	computational	computational	ADJ
ajst-31997	176	27	resources	resource	NOUN
ajst-31997	176	28	,	,	PUNCT
ajst-31997	176	29	while	while	SCONJ
ajst-31997	176	30	ensuring	ensure	VERB
ajst-31997	176	31	real	real	ADJ
ajst-31997	176	32	-	-	PUNCT
ajst-31997	176	33	time	time	NOUN
ajst-31997	176	34	processing	processing	NOUN
ajst-31997	176	35	and	and	CCONJ
ajst-31997	176	36	transmission	transmission	NOUN
ajst-31997	176	37	efficiency	efficiency	NOUN
ajst-31997	176	38	.	.	PUNCT
ajst-31997	177	1	3	3	X
ajst-31997	177	2	)	)	PUNCT
ajst-31997	177	3	adaptive	adaptive	ADJ
ajst-31997	177	4	semantic	semantic	ADJ
ajst-31997	177	5	optimization	optimization	NOUN
ajst-31997	177	6	and	and	CCONJ
ajst-31997	177	7	robustness	robustness	NOUN
ajst-31997	177	8	enhancement	enhancement	NOUN
ajst-31997	177	9	future	future	ADJ
ajst-31997	177	10	research	research	NOUN
ajst-31997	177	11	will	will	AUX
ajst-31997	177	12	focus	focus	VERB
ajst-31997	177	13	on	on	ADP
ajst-31997	177	14	maintaining	maintain	VERB
ajst-31997	177	15	high	high	ADJ
ajst-31997	177	16	robustness	robustness	NOUN
ajst-31997	177	17	in	in	ADP
ajst-31997	177	18	semantic	semantic	ADJ
ajst-31997	177	19	communication	communication	NOUN
ajst-31997	177	20	in	in	ADP
ajst-31997	177	21	dynamic	dynamic	ADJ
ajst-31997	177	22	,	,	PUNCT
ajst-31997	177	23	complex	complex	ADJ
ajst-31997	177	24	environments	environment	NOUN
ajst-31997	177	25	.	.	PUNCT
ajst-31997	178	1	through	through	ADP
ajst-31997	178	2	contextual	contextual	ADJ
ajst-31997	178	3	awareness	awareness	NOUN
ajst-31997	178	4	and	and	CCONJ
ajst-31997	178	5	intelligent	intelligent	ADJ
ajst-31997	178	6	inference	inference	NOUN
ajst-31997	178	7	mechanisms	mechanism	NOUN
ajst-31997	178	8	,	,	PUNCT
ajst-31997	178	9	systems	system	NOUN
ajst-31997	178	10	can	can	AUX
ajst-31997	178	11	dynamically	dynamically	ADV
ajst-31997	178	12	adjust	adjust	VERB
ajst-31997	178	13	semantic	semantic	ADJ
ajst-31997	178	14	information	information	NOUN
ajst-31997	178	15	transmission	transmission	NOUN
ajst-31997	178	16	strategies	strategy	NOUN
ajst-31997	178	17	to	to	PART
ajst-31997	178	18	adapt	adapt	VERB
ajst-31997	178	19	to	to	ADP
ajst-31997	178	20	changing	change	VERB
ajst-31997	178	21	channel	channel	NOUN
ajst-31997	178	22	conditions	condition	NOUN
ajst-31997	178	23	,	,	PUNCT
ajst-31997	178	24	network	network	NOUN
ajst-31997	178	25	loads	load	NOUN
ajst-31997	178	26	,	,	PUNCT
ajst-31997	178	27	and	and	CCONJ
ajst-31997	178	28	task	task	NOUN
ajst-31997	178	29	requirements	requirement	NOUN
ajst-31997	178	30	.	.	PUNCT
ajst-31997	179	1	for	for	ADP
ajst-31997	179	2	instance	instance	NOUN
ajst-31997	179	3	,	,	PUNCT
ajst-31997	179	4	reinforcement	reinforcement	NOUN
ajst-31997	179	5	learning	learning	NOUN
ajst-31997	179	6	-	-	PUNCT
ajst-31997	179	7	based	base	VERB
ajst-31997	179	8	adaptive	adaptive	ADJ
ajst-31997	179	9	scheduling	scheduling	NOUN
ajst-31997	179	10	can	can	AUX
ajst-31997	179	11	intelligently	intelligently	ADV
ajst-31997	179	12	select	select	VERB
ajst-31997	179	13	optimal	optimal	ADJ
ajst-31997	179	14	coding	coding	NOUN
ajst-31997	179	15	and	and	CCONJ
ajst-31997	179	16	scheduling	scheduling	NOUN
ajst-31997	179	17	strategies	strategy	NOUN
ajst-31997	179	18	under	under	ADP
ajst-31997	179	19	unstable	unstable	ADJ
ajst-31997	179	20	channel	channel	NOUN
ajst-31997	179	21	conditions	condition	NOUN
ajst-31997	179	22	,	,	PUNCT
ajst-31997	179	23	ensuring	ensure	VERB
ajst-31997	179	24	the	the	DET
ajst-31997	179	25	accurate	accurate	ADJ
ajst-31997	179	26	transmission	transmission	NOUN
ajst-31997	179	27	of	of	ADP
ajst-31997	179	28	semantic	semantic	ADJ
ajst-31997	179	29	information	information	NOUN
ajst-31997	179	30	across	across	ADP
ajst-31997	179	31	the	the	DET
ajst-31997	179	32	network	network	NOUN
ajst-31997	179	33	.	.	PUNCT
ajst-31997	180	1	furthermore	furthermore	ADV
ajst-31997	180	2	,	,	PUNCT
ajst-31997	180	3	task	task	NOUN
ajst-31997	180	4	-	-	PUNCT
ajst-31997	180	5	oriented	orient	VERB
ajst-31997	180	6	semantic	semantic	ADJ
ajst-31997	180	7	optimization	optimization	NOUN
ajst-31997	180	8	methods	method	NOUN
ajst-31997	180	9	will	will	AUX
ajst-31997	180	10	precisely	precisely	ADV
ajst-31997	180	11	control	control	VERB
ajst-31997	180	12	the	the	DET
ajst-31997	180	13	flow	flow	NOUN
ajst-31997	180	14	of	of	ADP
ajst-31997	180	15	information	information	NOUN
ajst-31997	180	16	based	base	VERB
ajst-31997	180	17	on	on	ADP
ajst-31997	180	18	task	task	NOUN
ajst-31997	180	19	importance	importance	NOUN
ajst-31997	180	20	and	and	CCONJ
ajst-31997	180	21	latency	latency	NOUN
ajst-31997	180	22	requirements	requirement	NOUN
ajst-31997	180	23	,	,	PUNCT
ajst-31997	180	24	ensuring	ensure	VERB
ajst-31997	180	25	system	system	NOUN
ajst-31997	180	26	stability	stability	NOUN
ajst-31997	180	27	and	and	CCONJ
ajst-31997	180	28	accuracy	accuracy	NOUN
ajst-31997	180	29	.	.	PUNCT
ajst-31997	181	1	4	4	NUM
ajst-31997	181	2	)	)	PUNCT
ajst-31997	181	3	privacy	privacy	NOUN
ajst-31997	181	4	protection	protection	NOUN
ajst-31997	181	5	and	and	CCONJ
ajst-31997	181	6	enhanced	enhance	VERB
ajst-31997	181	7	security	security	NOUN
ajst-31997	181	8	in	in	ADP
ajst-31997	181	9	6	6	NUM
ajst-31997	181	10	g	g	NOUN
ajst-31997	181	11	networks	network	NOUN
ajst-31997	181	12	,	,	PUNCT
ajst-31997	181	13	where	where	SCONJ
ajst-31997	181	14	much	much	ADJ
ajst-31997	181	15	task	task	NOUN
ajst-31997	181	16	-	-	PUNCT
ajst-31997	181	17	related	relate	VERB
ajst-31997	181	18	information	information	NOUN
ajst-31997	181	19	may	may	AUX
ajst-31997	181	20	involve	involve	VERB
ajst-31997	181	21	personal	personal	ADJ
ajst-31997	181	22	privacy	privacy	NOUN
ajst-31997	181	23	,	,	PUNCT
ajst-31997	181	24	federated	federate	VERB
ajst-31997	181	25	learning	learning	NOUN
ajst-31997	181	26	-	-	PUNCT
ajst-31997	181	27	based	base	VERB
ajst-31997	181	28	distributed	distribute	VERB
ajst-31997	181	29	training	training	NOUN
ajst-31997	181	30	and	and	CCONJ
ajst-31997	181	31	encrypted	encrypt	VERB
ajst-31997	181	32	transmission	transmission	NOUN
ajst-31997	181	33	technologies	technology	NOUN
ajst-31997	181	34	will	will	AUX
ajst-31997	181	35	become	become	VERB
ajst-31997	181	36	key	key	ADJ
ajst-31997	181	37	solutions	solution	NOUN
ajst-31997	181	38	for	for	ADP
ajst-31997	181	39	privacy	privacy	NOUN
ajst-31997	181	40	protection	protection	NOUN
ajst-31997	181	41	.	.	PUNCT
ajst-31997	182	1	through	through	ADP
ajst-31997	182	2	distributed	distribute	VERB
ajst-31997	182	3	processing	processing	NOUN
ajst-31997	182	4	,	,	PUNCT
ajst-31997	182	5	sensitive	sensitive	ADJ
ajst-31997	182	6	data	datum	NOUN
ajst-31997	182	7	can	can	AUX
ajst-31997	182	8	remain	remain	VERB
ajst-31997	182	9	on	on	ADP
ajst-31997	182	10	terminal	terminal	ADJ
ajst-31997	182	11	devices	device	NOUN
ajst-31997	182	12	,	,	PUNCT
ajst-31997	182	13	avoiding	avoid	VERB
ajst-31997	182	14	privacy	privacy	NOUN
ajst-31997	182	15	risks	risk	NOUN
ajst-31997	182	16	associated	associate	VERB
ajst-31997	182	17	with	with	ADP
ajst-31997	182	18	centralized	centralized	ADJ
ajst-31997	182	19	storage	storage	NOUN
ajst-31997	182	20	.	.	PUNCT
ajst-31997	183	1	additionally	additionally	ADV
ajst-31997	183	2	,	,	PUNCT
ajst-31997	183	3	encrypted	encrypt	VERB
ajst-31997	183	4	transmission	transmission	NOUN
ajst-31997	183	5	within	within	ADP
ajst-31997	183	6	semantic	semantic	ADJ
ajst-31997	183	7	communication	communication	NOUN
ajst-31997	183	8	frameworks	framework	NOUN
ajst-31997	183	9	can	can	AUX
ajst-31997	183	10	ensure	ensure	VERB
ajst-31997	183	11	that	that	SCONJ
ajst-31997	183	12	data	datum	NOUN
ajst-31997	183	13	is	be	AUX
ajst-31997	183	14	not	not	PART
ajst-31997	183	15	intercepted	intercept	VERB
ajst-31997	183	16	or	or	CCONJ
ajst-31997	183	17	tampered	tamper	VERB
ajst-31997	183	18	with	with	ADP
ajst-31997	183	19	during	during	ADP
ajst-31997	183	20	transmission	transmission	NOUN
ajst-31997	183	21	.	.	PUNCT
ajst-31997	184	1	in	in	ADP
ajst-31997	184	2	the	the	DET
ajst-31997	184	3	future	future	NOUN
ajst-31997	184	4	,	,	PUNCT
ajst-31997	184	5	semantic	semantic	ADJ
ajst-31997	184	6	communication	communication	NOUN
ajst-31997	184	7	will	will	AUX
ajst-31997	184	8	also	also	ADV
ajst-31997	184	9	need	need	VERB
ajst-31997	184	10	to	to	PART
ajst-31997	184	11	integrate	integrate	VERB
ajst-31997	184	12	explainable	explainable	ADJ
ajst-31997	184	13	models	model	NOUN
ajst-31997	184	14	to	to	PART
ajst-31997	184	15	enhance	enhance	VERB
ajst-31997	184	16	security	security	NOUN
ajst-31997	184	17	,	,	PUNCT
ajst-31997	184	18	particularly	particularly	ADV
ajst-31997	184	19	when	when	SCONJ
ajst-31997	184	20	dealing	deal	VERB
ajst-31997	184	21	with	with	ADP
ajst-31997	184	22	task	task	NOUN
ajst-31997	184	23	-	-	PUNCT
ajst-31997	184	24	specific	specific	ADJ
ajst-31997	184	25	data	datum	NOUN
ajst-31997	184	26	.	.	PUNCT
ajst-31997	185	1	the	the	DET
ajst-31997	185	2	ability	ability	NOUN
ajst-31997	185	3	to	to	PART
ajst-31997	185	4	restore	restore	VERB
ajst-31997	185	5	semantic	semantic	ADJ
ajst-31997	185	6	information	information	NOUN
ajst-31997	185	7	in	in	ADP
ajst-31997	185	8	an	an	DET
ajst-31997	185	9	explainable	explainable	ADJ
ajst-31997	185	10	manner	manner	NOUN
ajst-31997	185	11	and	and	CCONJ
ajst-31997	185	12	implement	implement	VERB
ajst-31997	185	13	privacy	privacy	NOUN
ajst-31997	185	14	protection	protection	NOUN
ajst-31997	185	15	mechanisms	mechanism	NOUN
ajst-31997	185	16	will	will	AUX
ajst-31997	185	17	ensure	ensure	VERB
ajst-31997	185	18	data	datum	NOUN
ajst-31997	185	19	integrity	integrity	NOUN
ajst-31997	185	20	,	,	PUNCT
ajst-31997	185	21	accuracy	accuracy	NOUN
ajst-31997	185	22	,	,	PUNCT
ajst-31997	185	23	and	and	CCONJ
ajst-31997	185	24	user	user	NOUN
ajst-31997	185	25	privacy	privacy	NOUN
ajst-31997	185	26	.	.	PUNCT
ajst-31997	186	1	cross	cross	ADJ
ajst-31997	186	2	-	-	ADJ
ajst-31997	186	3	platform	platform	ADJ
ajst-31997	186	4	security	security	NOUN
ajst-31997	186	5	certification	certification	NOUN
ajst-31997	186	6	and	and	CCONJ
ajst-31997	186	7	privacy	privacy	NOUN
ajst-31997	186	8	protection	protection	NOUN
ajst-31997	186	9	standards	standard	NOUN
ajst-31997	186	10	will	will	AUX
ajst-31997	186	11	also	also	ADV
ajst-31997	186	12	become	become	VERB
ajst-31997	186	13	key	key	ADJ
ajst-31997	186	14	research	research	NOUN
ajst-31997	186	15	areas	area	NOUN
ajst-31997	186	16	to	to	PART
ajst-31997	186	17	ensure	ensure	VERB
ajst-31997	186	18	unified	unified	ADJ
ajst-31997	186	19	privacy	privacy	NOUN
ajst-31997	186	20	mechanisms	mechanism	NOUN
ajst-31997	186	21	across	across	ADP
ajst-31997	186	22	heterogeneous	heterogeneous	ADJ
ajst-31997	186	23	devices	device	NOUN
ajst-31997	186	24	and	and	CCONJ
ajst-31997	186	25	platforms	platform	NOUN
ajst-31997	186	26	.	.	PUNCT
ajst-31997	187	1	6	6	X
ajst-31997	187	2	.	.	X
ajst-31997	187	3	conclusion	conclusion	NOUN
ajst-31997	187	4	this	this	DET
ajst-31997	187	5	survey	survey	NOUN
ajst-31997	187	6	presents	present	VERB
ajst-31997	187	7	a	a	DET
ajst-31997	187	8	systematic	systematic	ADJ
ajst-31997	187	9	analysis	analysis	NOUN
ajst-31997	187	10	of	of	ADP
ajst-31997	187	11	the	the	DET
ajst-31997	187	12	6	6	NUM
ajst-31997	187	13	g	g	NOUN
ajst-31997	187	14	vision	vision	NOUN
ajst-31997	187	15	and	and	CCONJ
ajst-31997	187	16	semantic	semantic	ADJ
ajst-31997	187	17	communication	communication	NOUN
ajst-31997	187	18	technologies	technology	NOUN
ajst-31997	187	19	,	,	PUNCT
ajst-31997	187	20	summarizing	summarize	VERB
ajst-31997	187	21	their	their	PRON
ajst-31997	187	22	core	core	NOUN
ajst-31997	187	23	concepts	concept	NOUN
ajst-31997	187	24	and	and	CCONJ
ajst-31997	187	25	development	development	NOUN
ajst-31997	187	26	trajectories	trajectory	NOUN
ajst-31997	187	27	.	.	PUNCT
ajst-31997	188	1	as	as	SCONJ
ajst-31997	188	2	one	one	NUM
ajst-31997	188	3	of	of	ADP
ajst-31997	188	4	the	the	DET
ajst-31997	188	5	keys	key	NOUN
ajst-31997	188	6	enabling	enable	VERB
ajst-31997	188	7	technologies	technology	NOUN
ajst-31997	188	8	for	for	ADP
ajst-31997	188	9	6	6	NUM
ajst-31997	188	10	g	g	NOUN
ajst-31997	188	11	,	,	PUNCT
ajst-31997	188	12	semantic	semantic	ADJ
ajst-31997	188	13	communication	communication	NOUN
ajst-31997	188	14	carries	carry	VERB
ajst-31997	188	15	profound	profound	ADJ
ajst-31997	188	16	theoretical	theoretical	ADJ
ajst-31997	188	17	significance	significance	NOUN
ajst-31997	188	18	and	and	CCONJ
ajst-31997	188	19	represents	represent	VERB
ajst-31997	188	20	a	a	DET
ajst-31997	188	21	transformative	transformative	ADJ
ajst-31997	188	22	shift	shift	NOUN
ajst-31997	188	23	in	in	ADP
ajst-31997	188	24	the	the	DET
ajst-31997	188	25	communications	communication	NOUN
ajst-31997	188	26	field	field	NOUN
ajst-31997	188	27	.	.	PUNCT
ajst-31997	189	1	despite	despite	SCONJ
ajst-31997	189	2	numerous	numerous	ADJ
ajst-31997	189	3	technical	technical	ADJ
ajst-31997	189	4	and	and	CCONJ
ajst-31997	189	5	implementation	implementation	NOUN
ajst-31997	189	6	challenges	challenge	NOUN
ajst-31997	189	7	,	,	PUNCT
ajst-31997	189	8	its	its	PRON
ajst-31997	189	9	developmental	developmental	ADJ
ajst-31997	189	10	pathway	pathway	NOUN
ajst-31997	189	11	is	be	AUX
ajst-31997	189	12	becoming	become	VERB
ajst-31997	189	13	increasingly	increasingly	ADV
ajst-31997	189	14	clear	clear	ADJ
ajst-31997	189	15	,	,	PUNCT
ajst-31997	189	16	with	with	ADP
ajst-31997	189	17	substantial	substantial	ADJ
ajst-31997	189	18	potential	potential	NOUN
ajst-31997	189	19	for	for	ADP
ajst-31997	189	20	advancement	advancement	NOUN
ajst-31997	189	21	.	.	PUNCT
ajst-31997	190	1	at	at	ADP
ajst-31997	190	2	present	present	ADJ
ajst-31997	190	3	,	,	PUNCT
ajst-31997	190	4	we	we	PRON
ajst-31997	190	5	stand	stand	VERB
ajst-31997	190	6	at	at	ADP
ajst-31997	190	7	the	the	DET
ajst-31997	190	8	early	early	ADJ
ajst-31997	190	9	stage	stage	NOUN
ajst-31997	190	10	of	of	ADP
ajst-31997	190	11	this	this	DET
ajst-31997	190	12	paradigm	paradigm	NOUN
ajst-31997	190	13	shift	shift	NOUN
ajst-31997	190	14	,	,	PUNCT
ajst-31997	190	15	where	where	SCONJ
ajst-31997	190	16	future	future	ADJ
ajst-31997	190	17	breakthroughs	breakthrough	NOUN
ajst-31997	190	18	will	will	AUX
ajst-31997	190	19	emerge	emerge	VERB
ajst-31997	190	20	not	not	PART
ajst-31997	190	21	solely	solely	ADV
ajst-31997	190	22	within	within	ADP
ajst-31997	190	23	communications	communication	NOUN
ajst-31997	190	24	or	or	CCONJ
ajst-31997	190	25	artificial	artificial	ADJ
ajst-31997	190	26	intelligence	intelligence	NOUN
ajst-31997	190	27	,	,	PUNCT
ajst-31997	190	28	but	but	CCONJ
ajst-31997	190	29	through	through	ADP
ajst-31997	190	30	their	their	PRON
ajst-31997	190	31	deep	deep	ADJ
ajst-31997	190	32	integration	integration	NOUN
ajst-31997	190	33	—	—	PUNCT
ajst-31997	190	34	driving	drive	VERB
ajst-31997	190	35	the	the	DET
ajst-31997	190	36	creation	creation	NOUN
ajst-31997	190	37	and	and	CCONJ
ajst-31997	190	38	deployment	deployment	NOUN
ajst-31997	190	39	of	of	ADP
ajst-31997	190	40	novel	novel	ADJ
ajst-31997	190	41	technologies	technology	NOUN
ajst-31997	190	42	.	.	PUNCT
ajst-31997	191	1	references	reference	NOUN
ajst-31997	191	2	[	[	X
ajst-31997	191	3	1	1	NUM
ajst-31997	191	4	]	]	X
ajst-31997	191	5	zawish	zawish	ADJ
ajst-31997	191	6	,	,	PUNCT
ajst-31997	191	7	m.	m.	NOUN
ajst-31997	191	8	,	,	PUNCT
ajst-31997	191	9	davy	davy	PROPN
ajst-31997	191	10	,	,	PUNCT
ajst-31997	191	11	s.	s.	PROPN
ajst-31997	191	12	,	,	PUNCT
ajst-31997	191	13	&	&	CCONJ
ajst-31997	191	14	abraham	abraham	PROPN
ajst-31997	191	15	,	,	PUNCT
ajst-31997	191	16	l.	l.	PROPN
ajst-31997	191	17	(	(	PUNCT
ajst-31997	191	18	2022	2022	NUM
ajst-31997	191	19	)	)	PUNCT
ajst-31997	191	20	.	.	PUNCT
ajst-31997	192	1	complexity	complexity	NOUN
ajst-31997	192	2	-	-	PUNCT
ajst-31997	192	3	driven	drive	VERB
ajst-31997	192	4	cnn	cnn	NOUN
ajst-31997	192	5	compression	compression	NOUN
ajst-31997	192	6	for	for	ADP
ajst-31997	192	7	resourceconstrained	resourceconstraine	VERB
ajst-31997	192	8	edge	edge	NOUN
ajst-31997	192	9	ai	ai	NOUN
ajst-31997	192	10	.	.	PUNCT
ajst-31997	192	11	arxiv	arxiv	PROPN
ajst-31997	192	12	.	.	PUNCT
ajst-31997	193	1	https://arxiv.org/abs/2208.12816	https://arxiv.org/abs/2208.12816	PROPN
ajst-31997	194	1	[	[	X
ajst-31997	194	2	2	2	NUM
ajst-31997	194	3	]	]	SYM
ajst-31997	194	4	xu	xu	PROPN
ajst-31997	194	5	,	,	PUNCT
ajst-31997	194	6	w.	w.	PROPN
ajst-31997	194	7	,	,	PUNCT
ajst-31997	194	8	yang	yang	PROPN
ajst-31997	194	9	,	,	PUNCT
ajst-31997	194	10	z.	z.	PROPN
ajst-31997	194	11	,	,	PUNCT
ajst-31997	194	12	ng	ng	PROPN
ajst-31997	194	13	,	,	PUNCT
ajst-31997	194	14	d.	d.	PROPN
ajst-31997	194	15	w.	w.	PROPN
ajst-31997	194	16	k.	k.	PROPN
ajst-31997	194	17	,	,	PUNCT
ajst-31997	194	18	levorato	levorato	PROPN
ajst-31997	194	19	,	,	PUNCT
ajst-31997	194	20	m.	m.	NOUN
ajst-31997	194	21	,	,	PUNCT
ajst-31997	194	22	eldar	eldar	PROPN
ajst-31997	194	23	,	,	PUNCT
ajst-31997	194	24	y.	y.	PROPN
ajst-31997	194	25	c.	c.	PROPN
ajst-31997	194	26	,	,	PUNCT
ajst-31997	194	27	&	&	CCONJ
ajst-31997	194	28	debbah	debbah	PROPN
ajst-31997	194	29	,	,	PUNCT
ajst-31997	194	30	m.	m.	NOUN
ajst-31997	194	31	(	(	PUNCT
ajst-31997	194	32	2023	2023	NUM
ajst-31997	194	33	)	)	PUNCT
ajst-31997	194	34	.	.	PUNCT
ajst-31997	195	1	edge	edge	NOUN
ajst-31997	195	2	learning	learn	VERB
ajst-31997	195	3	for	for	ADP
ajst-31997	195	4	b5	b5	PROPN
ajst-31997	195	5	g	g	PROPN
ajst-31997	195	6	networks	network	NOUN
ajst-31997	195	7	with	with	ADP
ajst-31997	195	8	distributed	distribute	VERB
ajst-31997	195	9	signal	signal	NOUN
ajst-31997	195	10	processing	processing	NOUN
ajst-31997	195	11	:	:	PUNCT
ajst-31997	195	12	semantic	semantic	ADJ
ajst-31997	195	13	communication	communication	NOUN
ajst-31997	195	14	,	,	PUNCT
ajst-31997	195	15	edge	edge	NOUN
ajst-31997	195	16	computing	computing	NOUN
ajst-31997	195	17	,	,	PUNCT
ajst-31997	195	18	and	and	CCONJ
ajst-31997	195	19	wireless	wireless	ADJ
ajst-31997	195	20	sensing	sensing	NOUN
ajst-31997	195	21	.	.	PUNCT
ajst-31997	196	1	ieee	ieee	PROPN
ajst-31997	196	2	journal	journal	PROPN
ajst-31997	196	3	of	of	ADP
ajst-31997	196	4	selected	select	VERB
ajst-31997	196	5	topics	topic	NOUN
ajst-31997	196	6	in	in	ADP
ajst-31997	196	7	signal	signal	ADJ
ajst-31997	196	8	processing	processing	NOUN
ajst-31997	196	9	,	,	PUNCT
ajst-31997	196	10	17(1	17(1	NUM
ajst-31997	196	11	)	)	PUNCT
ajst-31997	196	12	,	,	PUNCT
ajst-31997	196	13	1–37	1–37	NOUN
ajst-31997	196	14	.	.	PUNCT
ajst-31997	197	1	https://doi.org/10.1109/jstsp.2023.3239189	https://doi.org/10.1109/jstsp.2023.3239189	PROPN
ajst-31997	198	1	[	[	X
ajst-31997	198	2	3	3	NUM
ajst-31997	198	3	]	]	PUNCT
ajst-31997	198	4	gunduz	gunduz	NOUN
ajst-31997	198	5	,	,	PUNCT
ajst-31997	198	6	d.	d.	PROPN
ajst-31997	198	7	,	,	PUNCT
ajst-31997	198	8	qin	qin	PROPN
ajst-31997	198	9	,	,	PUNCT
ajst-31997	198	10	z.	z.	PROPN
ajst-31997	198	11	,	,	PUNCT
ajst-31997	198	12	aguerri	aguerri	PROPN
ajst-31997	198	13	,	,	PUNCT
ajst-31997	198	14	i.	i.	PROPN
ajst-31997	198	15	e.	e.	PROPN
ajst-31997	198	16	,	,	PUNCT
ajst-31997	198	17	dhillon	dhillon	PROPN
ajst-31997	198	18	,	,	PUNCT
ajst-31997	198	19	h.	h.	PROPN
ajst-31997	198	20	s.	s.	PROPN
ajst-31997	198	21	,	,	PUNCT
ajst-31997	198	22	yang	yang	PROPN
ajst-31997	198	23	,	,	PUNCT
ajst-31997	198	24	z.	z.	PROPN
ajst-31997	198	25	,	,	PUNCT
ajst-31997	198	26	yener	yener	PROPN
ajst-31997	198	27	,	,	PUNCT
ajst-31997	198	28	a.	a.	PROPN
ajst-31997	198	29	,	,	PUNCT
ajst-31997	198	30	wong	wong	PROPN
ajst-31997	198	31	,	,	PUNCT
ajst-31997	198	32	k.	k.	PROPN
ajst-31997	198	33	k.	k.	PROPN
ajst-31997	198	34	,	,	PUNCT
ajst-31997	198	35	&	&	CCONJ
ajst-31997	198	36	chae	chae	PROPN
ajst-31997	198	37	,	,	PUNCT
ajst-31997	198	38	c.-b	c.-b	PROPN
ajst-31997	198	39	.	.	PROPN
ajst-31997	198	40	(	(	PUNCT
ajst-31997	198	41	2023	2023	NUM
ajst-31997	198	42	)	)	PUNCT
ajst-31997	198	43	.	.	PUNCT
ajst-31997	199	1	beyond	beyond	ADP
ajst-31997	199	2	transmitting	transmit	VERB
ajst-31997	199	3	bits	bit	NOUN
ajst-31997	199	4	:	:	PUNCT
ajst-31997	199	5	context	context	NOUN
ajst-31997	199	6	,	,	PUNCT
ajst-31997	199	7	semantics	semantic	NOUN
ajst-31997	199	8	,	,	PUNCT
ajst-31997	199	9	and	and	CCONJ
ajst-31997	199	10	task	task	NOUN
ajst-31997	199	11	-	-	PUNCT
ajst-31997	199	12	oriented	orient	VERB
ajst-31997	199	13	communications	communication	NOUN
ajst-31997	199	14	.	.	PUNCT
ajst-31997	200	1	ieee	ieee	PROPN
ajst-31997	200	2	journal	journal	PROPN
ajst-31997	200	3	on	on	ADP
ajst-31997	200	4	selected	select	VERB
ajst-31997	200	5	areas	area	NOUN
ajst-31997	200	6	in	in	ADP
ajst-31997	200	7	communications	communication	NOUN
ajst-31997	200	8	,	,	PUNCT
ajst-31997	200	9	41(1	41(1	NUM
ajst-31997	200	10	)	)	PUNCT
ajst-31997	200	11	,	,	PUNCT
ajst-31997	200	12	5–41	5–41	NOUN
ajst-31997	200	13	.	.	PUNCT
ajst-31997	201	1	https://doi.org/10.1109/jsac.2022.3223408	https://doi.org/10.1109/jsac.2022.3223408	PUNCT
ajst-31997	202	1	[	[	X
ajst-31997	202	2	4	4	X
ajst-31997	202	3	]	]	X
ajst-31997	202	4	letaief	letaief	NOUN
ajst-31997	202	5	,	,	PUNCT
ajst-31997	202	6	k.	k.	PROPN
ajst-31997	202	7	b.	b.	PROPN
ajst-31997	202	8	,	,	PUNCT
ajst-31997	202	9	chen	chen	PROPN
ajst-31997	202	10	,	,	PUNCT
ajst-31997	202	11	w.	w.	PROPN
ajst-31997	202	12	,	,	PUNCT
ajst-31997	202	13	shi	shi	PROPN
ajst-31997	202	14	,	,	PUNCT
ajst-31997	202	15	y.	y.	PROPN
ajst-31997	202	16	,	,	PUNCT
ajst-31997	202	17	zhang	zhang	PROPN
ajst-31997	202	18	,	,	PUNCT
ajst-31997	202	19	j.	j.	PROPN
ajst-31997	202	20	,	,	PUNCT
ajst-31997	202	21	&	&	CCONJ
ajst-31997	202	22	zhang	zhang	PROPN
ajst-31997	202	23	,	,	PUNCT
ajst-31997	202	24	y.-j	y.-j	PROPN
ajst-31997	202	25	.	.	PUNCT
ajst-31997	203	1	a.	a.	PROPN
ajst-31997	203	2	(	(	PUNCT
ajst-31997	203	3	2019	2019	NUM
ajst-31997	203	4	)	)	PUNCT
ajst-31997	203	5	.	.	PUNCT
ajst-31997	204	1	the	the	DET
ajst-31997	204	2	roadmap	roadmap	NOUN
ajst-31997	204	3	to	to	ADP
ajst-31997	204	4	6	6	NUM
ajst-31997	204	5	g	g	NOUN
ajst-31997	204	6	:	:	PUNCT
ajst-31997	204	7	ai	ai	VERB
ajst-31997	204	8	empowered	empower	VERB
ajst-31997	204	9	wireless	wireless	ADJ
ajst-31997	204	10	networks	network	NOUN
ajst-31997	204	11	.	.	PUNCT
ajst-31997	205	1	ieee	ieee	NOUN
ajst-31997	205	2	communications	communications	PROPN
ajst-31997	205	3	magazine	magazine	NOUN
ajst-31997	205	4	,	,	PUNCT
ajst-31997	205	5	57(8	57(8	NUM
ajst-31997	205	6	)	)	PUNCT
ajst-31997	205	7	,	,	PUNCT
ajst-31997	205	8	84–90	84–90	NUM
ajst-31997	205	9	.	.	PUNCT
ajst-31997	206	1	https://doi.org/10.1109/mcom.2019.1900271	https://doi.org/10.1109/mcom.2019.1900271	PROPN
ajst-31997	206	2	https://arxiv.org/abs/2208.12816	https://arxiv.org/abs/2208.12816	PROPN
ajst-31997	207	1	https://doi.org/10.1109/jstsp.2023.3239189	https://doi.org/10.1109/jstsp.2023.3239189	PROPN
ajst-31997	207	2	https://doi.org/10.1109/jsac.2022.3223408	https://doi.org/10.1109/jsac.2022.3223408	PROPN
ajst-31997	207	3	https://doi.org/10.1109/mcom.2019.1900271	https://doi.org/10.1109/mcom.2019.1900271	PROPN
ajst-31997	207	4	75	75	NUM
ajst-31997	208	1	[	[	X
ajst-31997	208	2	5	5	NUM
ajst-31997	208	3	]	]	X
ajst-31997	208	4	qin	qin	PROPN
ajst-31997	208	5	,	,	PUNCT
ajst-31997	208	6	z.	z.	PROPN
ajst-31997	208	7	,	,	PUNCT
ajst-31997	208	8	tao	tao	PROPN
ajst-31997	208	9	,	,	PUNCT
ajst-31997	208	10	x.	x.	PROPN
ajst-31997	208	11	,	,	PUNCT
ajst-31997	208	12	lu	lu	PROPN
ajst-31997	208	13	,	,	PUNCT
ajst-31997	208	14	j.	j.	PROPN
ajst-31997	208	15	,	,	PUNCT
ajst-31997	208	16	tong	tong	PROPN
ajst-31997	208	17	,	,	PUNCT
ajst-31997	208	18	w.	w.	PROPN
ajst-31997	208	19	,	,	PUNCT
ajst-31997	208	20	&	&	CCONJ
ajst-31997	208	21	li	li	PROPN
ajst-31997	208	22	,	,	PUNCT
ajst-31997	208	23	g.	g.	PROPN
ajst-31997	208	24	y.	y.	PROPN
ajst-31997	208	25	(	(	PUNCT
ajst-31997	208	26	2023	2023	NUM
ajst-31997	208	27	)	)	PUNCT
ajst-31997	208	28	.	.	PUNCT
ajst-31997	209	1	semantic	semantic	ADJ
ajst-31997	209	2	communications	communication	NOUN
ajst-31997	209	3	:	:	PUNCT
ajst-31997	209	4	principles	principle	NOUN
ajst-31997	209	5	and	and	CCONJ
ajst-31997	209	6	challenges	challenge	NOUN
ajst-31997	209	7	.	.	PUNCT
ajst-31997	210	1	ieee	ieee	PROPN
ajst-31997	210	2	journal	journal	PROPN
ajst-31997	210	3	on	on	ADP
ajst-31997	210	4	selected	select	VERB
ajst-31997	210	5	areas	area	NOUN
ajst-31997	210	6	in	in	ADP
ajst-31997	210	7	communications	communication	NOUN
ajst-31997	210	8	,	,	PUNCT
ajst-31997	210	9	41(1	41(1	NUM
ajst-31997	210	10	)	)	PUNCT
ajst-31997	210	11	,	,	PUNCT
ajst-31997	210	12	1–32	1–32	NOUN
ajst-31997	210	13	.	.	PUNCT
ajst-31997	211	1	https://doi.org/10.1109/jsac.2022.3223408	https://doi.org/10.1109/jsac.2022.3223408	PUNCT
ajst-31997	212	1	[	[	X
ajst-31997	212	2	6	6	NUM
ajst-31997	212	3	]	]	X
ajst-31997	212	4	shi	shi	PROPN
ajst-31997	212	5	,	,	PUNCT
ajst-31997	212	6	g.	g.	PROPN
ajst-31997	212	7	,	,	PUNCT
ajst-31997	212	8	xiao	xiao	PROPN
ajst-31997	212	9	,	,	PUNCT
ajst-31997	212	10	y.	y.	PROPN
ajst-31997	212	11	,	,	PUNCT
ajst-31997	212	12	li	li	PROPN
ajst-31997	212	13	,	,	PUNCT
ajst-31997	212	14	y.	y.	PROPN
ajst-31997	212	15	,	,	PUNCT
ajst-31997	212	16	&	&	CCONJ
ajst-31997	212	17	xie	xie	PROPN
ajst-31997	212	18	,	,	PUNCT
ajst-31997	212	19	x.	x.	NOUN
ajst-31997	212	20	(	(	PUNCT
ajst-31997	212	21	2021	2021	NUM
ajst-31997	212	22	)	)	PUNCT
ajst-31997	212	23	.	.	PUNCT
ajst-31997	213	1	from	from	ADP
ajst-31997	213	2	semantic	semantic	ADJ
ajst-31997	213	3	communication	communication	NOUN
ajst-31997	213	4	to	to	ADP
ajst-31997	213	5	semantic	semantic	ADJ
ajst-31997	213	6	-	-	PUNCT
ajst-31997	213	7	aware	aware	ADJ
ajst-31997	213	8	networking	networking	NOUN
ajst-31997	213	9	:	:	PUNCT
ajst-31997	213	10	model	model	NOUN
ajst-31997	213	11	,	,	PUNCT
ajst-31997	213	12	architecture	architecture	NOUN
ajst-31997	213	13	,	,	PUNCT
ajst-31997	213	14	and	and	CCONJ
ajst-31997	213	15	open	open	ADJ
ajst-31997	213	16	problems	problem	NOUN
ajst-31997	213	17	.	.	PUNCT
ajst-31997	214	1	ieee	ieee	NOUN
ajst-31997	214	2	communications	communications	PROPN
ajst-31997	214	3	magazine	magazine	NOUN
ajst-31997	214	4	,	,	PUNCT
ajst-31997	214	5	59(8	59(8	NUM
ajst-31997	214	6	)	)	PUNCT
ajst-31997	214	7	,	,	PUNCT
ajst-31997	214	8	41–49	41–49	NUM
ajst-31997	214	9	.	.	PUNCT
ajst-31997	215	1	https://doi.org/10.1109/mcom.2021.9509448	https://doi.org/10.1109/mcom.2021.9509448	X
ajst-31997	216	1	[	[	X
ajst-31997	216	2	7	7	NUM
ajst-31997	216	3	]	]	X
ajst-31997	216	4	luo	luo	PROPN
ajst-31997	216	5	,	,	PUNCT
ajst-31997	216	6	x.	x.	PROPN
ajst-31997	216	7	,	,	PUNCT
ajst-31997	216	8	chen	chen	PROPN
ajst-31997	216	9	,	,	PUNCT
ajst-31997	216	10	h.-h	h.-h	PROPN
ajst-31997	216	11	.	.	PUNCT
ajst-31997	216	12	,	,	PUNCT
ajst-31997	216	13	&	&	CCONJ
ajst-31997	216	14	guo	guo	PROPN
ajst-31997	216	15	,	,	PUNCT
ajst-31997	216	16	q.	q.	PROPN
ajst-31997	216	17	(	(	PUNCT
ajst-31997	216	18	2022	2022	NUM
ajst-31997	216	19	)	)	PUNCT
ajst-31997	216	20	.	.	PUNCT
ajst-31997	217	1	semantic	semantic	ADJ
ajst-31997	217	2	communications	communication	NOUN
ajst-31997	217	3	:	:	PUNCT
ajst-31997	217	4	overview	overview	NOUN
ajst-31997	217	5	,	,	PUNCT
ajst-31997	217	6	open	open	ADJ
ajst-31997	217	7	issues	issue	NOUN
ajst-31997	217	8	,	,	PUNCT
ajst-31997	217	9	and	and	CCONJ
ajst-31997	217	10	future	future	ADJ
ajst-31997	217	11	research	research	NOUN
ajst-31997	217	12	directions	direction	NOUN
ajst-31997	217	13	.	.	PUNCT
ajst-31997	218	1	ieee	ieee	PROPN
ajst-31997	218	2	wireless	wireless	PROPN
ajst-31997	218	3	communications	communication	NOUN
ajst-31997	218	4	,	,	PUNCT
ajst-31997	218	5	29(1	29(1	NUM
ajst-31997	218	6	)	)	PUNCT
ajst-31997	218	7	,	,	PUNCT
ajst-31997	218	8	210–220	210–220	NUM
ajst-31997	218	9	.	.	PUNCT
ajst-31997	218	10	https://doi.org/10.1109/mwc.001.2100642	https://doi.org/10.1109/mwc.001.2100642	VERB
ajst-31997	218	11	[	[	X
ajst-31997	218	12	8	8	NUM
ajst-31997	218	13	]	]	X
ajst-31997	218	14	shao	shao	PROPN
ajst-31997	218	15	,	,	PUNCT
ajst-31997	218	16	y.	y.	PROPN
ajst-31997	218	17	,	,	PUNCT
ajst-31997	218	18	cao	cao	PROPN
ajst-31997	218	19	,	,	PUNCT
ajst-31997	218	20	q.	q.	PROPN
ajst-31997	218	21	,	,	PUNCT
ajst-31997	218	22	&	&	CCONJ
ajst-31997	218	23	gunduz	gunduz	PROPN
ajst-31997	218	24	,	,	PUNCT
ajst-31997	218	25	d.	d.	PROPN
ajst-31997	218	26	(	(	PUNCT
ajst-31997	218	27	2024	2024	NUM
ajst-31997	218	28	)	)	PUNCT
ajst-31997	218	29	.	.	PUNCT
ajst-31997	219	1	a	a	DET
ajst-31997	219	2	theory	theory	NOUN
ajst-31997	219	3	of	of	ADP
ajst-31997	219	4	semantic	semantic	ADJ
ajst-31997	219	5	communication	communication	NOUN
ajst-31997	219	6	.	.	PUNCT
ajst-31997	220	1	arxiv	arxiv	PROPN
ajst-31997	220	2	.	.	PUNCT
ajst-31997	221	1	https://arxiv.org/abs/2401.00635	https://arxiv.org/abs/2401.00635	PROPN
ajst-31997	222	1	[	[	X
ajst-31997	222	2	9	9	NUM
ajst-31997	222	3	]	]	SYM
ajst-31997	222	4	lu	lu	PROPN
ajst-31997	222	5	,	,	PUNCT
ajst-31997	222	6	k.	k.	PROPN
ajst-31997	222	7	,	,	PUNCT
ajst-31997	222	8	zhou	zhou	PROPN
ajst-31997	222	9	,	,	PUNCT
ajst-31997	222	10	q.	q.	PROPN
ajst-31997	222	11	,	,	PUNCT
ajst-31997	222	12	li	li	PROPN
ajst-31997	222	13	,	,	PUNCT
ajst-31997	222	14	r.	r.	PROPN
ajst-31997	222	15	,	,	PUNCT
ajst-31997	222	16	zhao	zhao	PROPN
ajst-31997	222	17	,	,	PUNCT
ajst-31997	222	18	z.	z.	PROPN
ajst-31997	222	19	,	,	PUNCT
ajst-31997	222	20	chen	chen	PROPN
ajst-31997	222	21	,	,	PUNCT
ajst-31997	222	22	x.	x.	PROPN
ajst-31997	222	23	,	,	PUNCT
ajst-31997	222	24	wu	wu	PROPN
ajst-31997	222	25	,	,	PUNCT
ajst-31997	222	26	j.	j.	PROPN
ajst-31997	222	27	,	,	PUNCT
ajst-31997	222	28	&	&	CCONJ
ajst-31997	222	29	zhang	zhang	PROPN
ajst-31997	222	30	,	,	PUNCT
ajst-31997	222	31	h.	h.	PROPN
ajst-31997	222	32	(	(	PUNCT
ajst-31997	222	33	2022	2022	NUM
ajst-31997	222	34	)	)	PUNCT
ajst-31997	222	35	.	.	PUNCT
ajst-31997	223	1	rethinking	rethink	VERB
ajst-31997	223	2	modern	modern	ADJ
ajst-31997	223	3	communication	communication	NOUN
ajst-31997	223	4	from	from	ADP
ajst-31997	223	5	semantic	semantic	ADJ
ajst-31997	223	6	coding	coding	NOUN
ajst-31997	223	7	to	to	ADP
ajst-31997	223	8	semantic	semantic	ADJ
ajst-31997	223	9	communication	communication	NOUN
ajst-31997	223	10	.	.	PUNCT
ajst-31997	224	1	ieee	ieee	PROPN
ajst-31997	224	2	wireless	wireless	PROPN
ajst-31997	224	3	communications	communication	NOUN
ajst-31997	224	4	.	.	PUNCT
ajst-31997	225	1	https://doi.org/10.1109/mwc.013.2100642	https://doi.org/10.1109/mwc.013.2100642	VERB
ajst-31997	226	1	[	[	X
ajst-31997	226	2	10	10	NUM
ajst-31997	226	3	]	]	X
ajst-31997	226	4	xie	xie	PROPN
ajst-31997	226	5	,	,	PUNCT
ajst-31997	226	6	h.	h.	PROPN
ajst-31997	226	7	,	,	PUNCT
ajst-31997	226	8	qin	qin	PROPN
ajst-31997	226	9	,	,	PUNCT
ajst-31997	226	10	z.	z.	PROPN
ajst-31997	226	11	,	,	PUNCT
ajst-31997	226	12	li	li	PROPN
ajst-31997	226	13	,	,	PUNCT
ajst-31997	226	14	g.	g.	PROPN
ajst-31997	226	15	y.	y.	PROPN
ajst-31997	226	16	,	,	PUNCT
ajst-31997	226	17	&	&	CCONJ
ajst-31997	226	18	juang	juang	PROPN
ajst-31997	226	19	,	,	PUNCT
ajst-31997	226	20	b.-h	b.-h	PROPN
ajst-31997	226	21	.	.	PUNCT
ajst-31997	227	1	(	(	PUNCT
ajst-31997	227	2	2021	2021	NUM
ajst-31997	227	3	)	)	PUNCT
ajst-31997	227	4	.	.	PUNCT
ajst-31997	228	1	deep	deep	ADJ
ajst-31997	228	2	learning	learning	NOUN
ajst-31997	228	3	enabled	enable	VERB
ajst-31997	228	4	semantic	semantic	ADJ
ajst-31997	228	5	communication	communication	NOUN
ajst-31997	228	6	systems	system	NOUN
ajst-31997	228	7	.	.	PUNCT
ajst-31997	229	1	ieee	ieee	NOUN
ajst-31997	229	2	transactions	transaction	NOUN
ajst-31997	229	3	on	on	ADP
ajst-31997	229	4	signal	signal	ADJ
ajst-31997	229	5	processing	processing	NOUN
ajst-31997	229	6	,	,	PUNCT
ajst-31997	229	7	69	69	NUM
ajst-31997	229	8	,	,	PUNCT
ajst-31997	229	9	2663–2675	2663–2675	NUM
ajst-31997	229	10	.	.	PUNCT
ajst-31997	230	1	https://doi.org/10.1109/tsp.2021.3071210	https://doi.org/10.1109/tsp.2021.3071210	NOUN
ajst-31997	231	1	[	[	X
ajst-31997	231	2	11	11	NUM
ajst-31997	231	3	]	]	X
ajst-31997	231	4	lee	lee	PROPN
ajst-31997	231	5	,	,	PUNCT
ajst-31997	231	6	h.	h.	PROPN
ajst-31997	231	7	,	,	PUNCT
ajst-31997	231	8	lee	lee	PROPN
ajst-31997	231	9	,	,	PUNCT
ajst-31997	231	10	s.	s.	PROPN
ajst-31997	231	11	h.	h.	PROPN
ajst-31997	231	12	,	,	PUNCT
ajst-31997	231	13	&	&	CCONJ
ajst-31997	231	14	quek	quek	PROPN
ajst-31997	231	15	,	,	PUNCT
ajst-31997	231	16	t.	t.	PROPN
ajst-31997	231	17	q.	q.	PROPN
ajst-31997	231	18	s.	s.	PROPN
ajst-31997	231	19	(	(	PUNCT
ajst-31997	231	20	2019	2019	NUM
ajst-31997	231	21	)	)	PUNCT
ajst-31997	231	22	.	.	PUNCT
ajst-31997	232	1	deep	deep	ADJ
ajst-31997	232	2	learning	learn	VERB
ajst-31997	232	3	for	for	ADP
ajst-31997	232	4	distributed	distribute	VERB
ajst-31997	232	5	optimization	optimization	NOUN
ajst-31997	232	6	:	:	PUNCT
ajst-31997	232	7	applications	application	NOUN
ajst-31997	232	8	to	to	PART
ajst-31997	232	9	wireless	wireless	VERB
ajst-31997	232	10	resource	resource	NOUN
ajst-31997	232	11	management	management	NOUN
ajst-31997	232	12	.	.	PUNCT
ajst-31997	233	1	ieee	ieee	PROPN
ajst-31997	233	2	journal	journal	PROPN
ajst-31997	233	3	on	on	ADP
ajst-31997	233	4	selected	select	VERB
ajst-31997	233	5	areas	area	NOUN
ajst-31997	233	6	in	in	ADP
ajst-31997	233	7	communications	communication	NOUN
ajst-31997	233	8	,	,	PUNCT
ajst-31997	233	9	37(10	37(10	NUM
ajst-31997	233	10	)	)	PUNCT
ajst-31997	233	11	,	,	PUNCT
ajst-31997	233	12	2257–2266	2257–2266	NUM
ajst-31997	233	13	.	.	PUNCT
ajst-31997	234	1	https://doi.org/10.1109/jsac.2019.2933890	https://doi.org/10.1109/jsac.2019.2933890	PROPN
ajst-31997	234	2	[	[	X
ajst-31997	234	3	12	12	NUM
ajst-31997	234	4	]	]	X
ajst-31997	234	5	sun	sun	PROPN
ajst-31997	234	6	,	,	PUNCT
ajst-31997	234	7	h.	h.	PROPN
ajst-31997	234	8	,	,	PUNCT
ajst-31997	234	9	chen	chen	PROPN
ajst-31997	234	10	,	,	PUNCT
ajst-31997	234	11	x.	x.	PROPN
ajst-31997	234	12	,	,	PUNCT
ajst-31997	234	13	shi	shi	PROPN
ajst-31997	234	14	,	,	PUNCT
ajst-31997	234	15	q.	q.	PROPN
ajst-31997	234	16	,	,	PUNCT
ajst-31997	234	17	hong	hong	PROPN
ajst-31997	234	18	,	,	PUNCT
ajst-31997	234	19	m.	m.	NOUN
ajst-31997	234	20	,	,	PUNCT
ajst-31997	234	21	fu	fu	PROPN
ajst-31997	234	22	,	,	PUNCT
ajst-31997	234	23	x.	x.	NOUN
ajst-31997	234	24	,	,	PUNCT
ajst-31997	234	25	&	&	CCONJ
ajst-31997	234	26	sidiropoulos	sidiropoulo	NOUN
ajst-31997	234	27	,	,	PUNCT
ajst-31997	234	28	n.	n.	PROPN
ajst-31997	234	29	d.	d.	PROPN
ajst-31997	234	30	(	(	PUNCT
ajst-31997	234	31	2017	2017	NUM
ajst-31997	234	32	)	)	PUNCT
ajst-31997	234	33	.	.	PUNCT
ajst-31997	235	1	learning	learn	VERB
ajst-31997	235	2	to	to	PART
ajst-31997	235	3	optimize	optimize	VERB
ajst-31997	235	4	:	:	PUNCT
ajst-31997	235	5	training	train	VERB
ajst-31997	235	6	deep	deep	ADJ
ajst-31997	235	7	neural	neural	ADJ
ajst-31997	235	8	networks	network	NOUN
ajst-31997	235	9	for	for	ADP
ajst-31997	235	10	wireless	wireless	ADJ
ajst-31997	235	11	resource	resource	NOUN
ajst-31997	235	12	management	management	NOUN
ajst-31997	235	13	.	.	PUNCT
ajst-31997	236	1	in	in	ADP
ajst-31997	236	2	2017	2017	NUM
ajst-31997	236	3	ieee	ieee	NOUN
ajst-31997	236	4	18th	18th	ADJ
ajst-31997	236	5	international	international	ADJ
ajst-31997	236	6	workshop	workshop	NOUN
ajst-31997	236	7	on	on	ADP
ajst-31997	236	8	signal	signal	NOUN
ajst-31997	236	9	processing	processing	NOUN
ajst-31997	236	10	advances	advance	NOUN
ajst-31997	236	11	in	in	ADP
ajst-31997	236	12	wireless	wireless	ADJ
ajst-31997	236	13	communications	communication	NOUN
ajst-31997	236	14	(	(	PUNCT
ajst-31997	236	15	spawc	spawc	NOUN
ajst-31997	236	16	)	)	PUNCT
ajst-31997	236	17	(	(	PUNCT
ajst-31997	236	18	pp	pp	ADV
ajst-31997	236	19	.	.	PUNCT
ajst-31997	237	1	1–6	1–6	NUM
ajst-31997	237	2	)	)	PUNCT
ajst-31997	237	3	.	.	PUNCT
ajst-31997	238	1	ieee	ieee	NOUN
ajst-31997	238	2	.	.	PUNCT
ajst-31997	239	1	https://doi.org/10.1109/spawc.2017.8227772	https://doi.org/10.1109/spawc.2017.8227772	PROPN
ajst-31997	240	1	[	[	X
ajst-31997	240	2	13	13	NUM
ajst-31997	240	3	]	]	SYM
ajst-31997	240	4	xie	xie	PROPN
ajst-31997	240	5	,	,	PUNCT
ajst-31997	240	6	h.	h.	PROPN
ajst-31997	240	7	,	,	PUNCT
ajst-31997	240	8	qin	qin	PROPN
ajst-31997	240	9	,	,	PUNCT
ajst-31997	240	10	z.	z.	PROPN
ajst-31997	240	11	,	,	PUNCT
ajst-31997	240	12	tao	tao	PROPN
ajst-31997	240	13	,	,	PUNCT
ajst-31997	240	14	x.	x.	NOUN
ajst-31997	240	15	,	,	PUNCT
ajst-31997	240	16	&	&	CCONJ
ajst-31997	240	17	letaief	letaief	PROPN
ajst-31997	240	18	,	,	PUNCT
ajst-31997	240	19	k.	k.	PROPN
ajst-31997	240	20	b.	b.	PROPN
ajst-31997	240	21	(	(	PUNCT
ajst-31997	240	22	2022	2022	NUM
ajst-31997	240	23	)	)	PUNCT
ajst-31997	240	24	.	.	PUNCT
ajst-31997	241	1	task	task	NOUN
ajst-31997	241	2	-	-	PUNCT
ajst-31997	241	3	oriented	orient	VERB
ajst-31997	241	4	multi	multi	ADJ
ajst-31997	241	5	-	-	ADJ
ajst-31997	241	6	user	user	ADJ
ajst-31997	241	7	semantic	semantic	ADJ
ajst-31997	241	8	communications	communication	NOUN
ajst-31997	241	9	.	.	PUNCT
ajst-31997	242	1	ieee	ieee	PROPN
ajst-31997	242	2	journal	journal	PROPN
ajst-31997	242	3	on	on	ADP
ajst-31997	242	4	selected	select	VERB
ajst-31997	242	5	areas	area	NOUN
ajst-31997	242	6	in	in	ADP
ajst-31997	242	7	communications	communication	NOUN
ajst-31997	242	8	,	,	PUNCT
ajst-31997	242	9	40(9	40(9	NUM
ajst-31997	242	10	)	)	PUNCT
ajst-31997	242	11	,	,	PUNCT
ajst-31997	242	12	2584–2597	2584–2597	NUM
ajst-31997	242	13	.	.	PUNCT
ajst-31997	243	1	https://doi.org/10.1109/jsac.2022.3184567	https://doi.org/10.1109/jsac.2022.3184567	PROPN
ajst-31997	243	2	[	[	X
ajst-31997	243	3	14	14	NUM
ajst-31997	243	4	]	]	X
ajst-31997	243	5	xie	xie	PROPN
ajst-31997	243	6	,	,	PUNCT
ajst-31997	243	7	h.	h.	PROPN
ajst-31997	243	8	,	,	PUNCT
ajst-31997	243	9	&	&	CCONJ
ajst-31997	243	10	qin	qin	PROPN
ajst-31997	243	11	,	,	PUNCT
ajst-31997	243	12	z.	z.	PROPN
ajst-31997	243	13	(	(	PUNCT
ajst-31997	243	14	2021	2021	NUM
ajst-31997	243	15	)	)	PUNCT
ajst-31997	243	16	.	.	PUNCT
ajst-31997	244	1	a	a	DET
ajst-31997	244	2	lite	lite	NOUN
ajst-31997	244	3	distributed	distribute	VERB
ajst-31997	244	4	semantic	semantic	ADJ
ajst-31997	244	5	communication	communication	NOUN
ajst-31997	244	6	system	system	NOUN
ajst-31997	244	7	for	for	ADP
ajst-31997	244	8	internet	internet	NOUN
ajst-31997	244	9	of	of	ADP
ajst-31997	244	10	things	thing	NOUN
ajst-31997	244	11	.	.	PUNCT
ajst-31997	245	1	ieee	ieee	PROPN
ajst-31997	245	2	journal	journal	PROPN
ajst-31997	245	3	on	on	ADP
ajst-31997	245	4	selected	select	VERB
ajst-31997	245	5	areas	area	NOUN
ajst-31997	245	6	in	in	ADP
ajst-31997	245	7	communications	communication	NOUN
ajst-31997	245	8	,	,	PUNCT
ajst-31997	245	9	39(1	39(1	NUM
ajst-31997	245	10	)	)	PUNCT
ajst-31997	245	11	,	,	PUNCT
ajst-31997	245	12	142–153	142–153	NUM
ajst-31997	245	13	.	.	PUNCT
ajst-31997	246	1	https://doi.org/10.1109/jsac.2020.3036955	https://doi.org/10.1109/jsac.2020.3036955	PROPN
ajst-31997	246	2	[	[	X
ajst-31997	246	3	15	15	NUM
ajst-31997	246	4	]	]	X
ajst-31997	246	5	lokumarambage	lokumarambage	NOUN
ajst-31997	246	6	,	,	PUNCT
ajst-31997	246	7	m.	m.	NOUN
ajst-31997	246	8	u.	u.	PROPN
ajst-31997	246	9	,	,	PUNCT
ajst-31997	246	10	gowrisetty	gowrisetty	INTJ
ajst-31997	246	11	,	,	PUNCT
ajst-31997	246	12	v.	v.	PROPN
ajst-31997	246	13	s.	s.	PROPN
ajst-31997	246	14	s.	s.	PROPN
ajst-31997	246	15	,	,	PUNCT
ajst-31997	246	16	rezaei	rezaei	PROPN
ajst-31997	246	17	,	,	PUNCT
ajst-31997	246	18	h.	h.	PROPN
ajst-31997	246	19	,	,	PUNCT
ajst-31997	246	20	sivalingam	sivalingam	NOUN
ajst-31997	246	21	,	,	PUNCT
ajst-31997	246	22	t.	t.	PROPN
ajst-31997	246	23	,	,	PUNCT
ajst-31997	246	24	rajatheva	rajatheva	PROPN
ajst-31997	246	25	,	,	PUNCT
ajst-31997	246	26	n.	n.	NOUN
ajst-31997	246	27	,	,	PUNCT
ajst-31997	246	28	&	&	CCONJ
ajst-31997	246	29	fernando	fernando	PROPN
ajst-31997	246	30	,	,	PUNCT
ajst-31997	246	31	a.	a.	NOUN
ajst-31997	246	32	(	(	PUNCT
ajst-31997	246	33	2023	2023	NUM
ajst-31997	246	34	)	)	PUNCT
ajst-31997	246	35	.	.	PUNCT
ajst-31997	247	1	wireless	wireless	ADJ
ajst-31997	247	2	end	end	NOUN
ajst-31997	247	3	-	-	PUNCT
ajst-31997	247	4	to	to	ADP
ajst-31997	247	5	-	-	PUNCT
ajst-31997	247	6	end	end	NOUN
ajst-31997	247	7	image	image	NOUN
ajst-31997	247	8	transmission	transmission	NOUN
ajst-31997	247	9	system	system	NOUN
ajst-31997	247	10	using	use	VERB
ajst-31997	247	11	semantic	semantic	ADJ
ajst-31997	247	12	communications	communication	NOUN
ajst-31997	247	13	.	.	PUNCT
ajst-31997	248	1	ieee	ieee	NOUN
ajst-31997	248	2	access	access	NOUN
ajst-31997	248	3	,	,	PUNCT
ajst-31997	248	4	11	11	NUM
ajst-31997	248	5	,	,	PUNCT
ajst-31997	248	6	37149–37163	37149–37163	NUM
ajst-31997	248	7	.	.	PUNCT
ajst-31997	249	1	https://doi.org/10.1109/access.2023.3266656	https://doi.org/10.1109/access.2023.3266656	PROPN
ajst-31997	250	1	[	[	X
ajst-31997	250	2	16	16	NUM
ajst-31997	250	3	]	]	X
ajst-31997	250	4	jiang	jiang	PROPN
ajst-31997	250	5	,	,	PUNCT
ajst-31997	250	6	f.	f.	PROPN
ajst-31997	250	7	,	,	PUNCT
ajst-31997	250	8	peng	peng	PROPN
ajst-31997	250	9	,	,	PUNCT
ajst-31997	250	10	y.	y.	PROPN
ajst-31997	250	11	,	,	PUNCT
ajst-31997	250	12	dong	dong	PROPN
ajst-31997	250	13	,	,	PUNCT
ajst-31997	250	14	l.	l.	PROPN
ajst-31997	250	15	,	,	PUNCT
ajst-31997	250	16	et	et	PROPN
ajst-31997	250	17	al	al	PROPN
ajst-31997	250	18	.	.	PROPN
ajst-31997	250	19	(	(	PUNCT
ajst-31997	250	20	2023	2023	NUM
ajst-31997	250	21	)	)	PUNCT
ajst-31997	250	22	.	.	PUNCT
ajst-31997	251	1	large	large	ADJ
ajst-31997	251	2	ai	ai	PROPN
ajst-31997	251	3	model	model	NOUN
ajst-31997	251	4	-	-	PUNCT
ajst-31997	251	5	based	base	VERB
ajst-31997	251	6	semantic	semantic	ADJ
ajst-31997	251	7	communications	communication	NOUN
ajst-31997	251	8	.	.	PUNCT
ajst-31997	252	1	arxiv	arxiv	PROPN
ajst-31997	252	2	.	.	PUNCT
ajst-31997	253	1	https://arxiv.org/abs/2307.03492v2	https://arxiv.org/abs/2307.03492v2	PROPN
ajst-31997	254	1	[	[	X
ajst-31997	254	2	17	17	NUM
ajst-31997	254	3	]	]	X
ajst-31997	254	4	xie	xie	PROPN
ajst-31997	254	5	,	,	PUNCT
ajst-31997	254	6	h.	h.	PROPN
ajst-31997	254	7	,	,	PUNCT
ajst-31997	254	8	qin	qin	PROPN
ajst-31997	254	9	,	,	PUNCT
ajst-31997	254	10	z.	z.	PROPN
ajst-31997	254	11	,	,	PUNCT
ajst-31997	254	12	tao	tao	PROPN
ajst-31997	254	13	,	,	PUNCT
ajst-31997	254	14	x.	x.	PROPN
ajst-31997	254	15	,	,	PUNCT
ajst-31997	254	16	et	et	PROPN
ajst-31997	254	17	al	al	PROPN
ajst-31997	254	18	.	.	PUNCT
ajst-31997	254	19	(	(	PUNCT
ajst-31997	254	20	2024	2024	NUM
ajst-31997	254	21	)	)	PUNCT
ajst-31997	254	22	.	.	PUNCT
ajst-31997	255	1	large	large	ADJ
ajst-31997	255	2	model	model	NOUN
ajst-31997	255	3	empowered	empower	VERB
ajst-31997	255	4	semantic	semantic	ADJ
ajst-31997	255	5	communications	communication	NOUN
ajst-31997	255	6	.	.	PUNCT
ajst-31997	256	1	arxiv	arxiv	PROPN
ajst-31997	256	2	.	.	PUNCT
ajst-31997	257	1	https://arxiv.org/abs/2402.13073v2	https://arxiv.org/abs/2402.13073v2	X
ajst-31997	258	1	[	[	X
ajst-31997	258	2	18	18	NUM
ajst-31997	258	3	]	]	SYM
ajst-31997	258	4	chaccour	chaccour	NOUN
ajst-31997	258	5	,	,	PUNCT
ajst-31997	258	6	c.	c.	PROPN
ajst-31997	258	7	,	,	PUNCT
ajst-31997	258	8	saad	saad	PROPN
ajst-31997	258	9	,	,	PUNCT
ajst-31997	258	10	w.	w.	PROPN
ajst-31997	258	11	,	,	PUNCT
ajst-31997	258	12	debbah	debbah	PROPN
ajst-31997	258	13	,	,	PUNCT
ajst-31997	258	14	m.	m.	NOUN
ajst-31997	258	15	,	,	PUNCT
ajst-31997	258	16	han	han	PROPN
ajst-31997	258	17	,	,	PUNCT
ajst-31997	258	18	z.	z.	PROPN
ajst-31997	258	19	,	,	PUNCT
ajst-31997	258	20	&	&	CCONJ
ajst-31997	258	21	poor	poor	ADJ
ajst-31997	258	22	,	,	PUNCT
ajst-31997	258	23	h.	h.	PROPN
ajst-31997	258	24	v.	v.	PROPN
ajst-31997	258	25	(	(	PUNCT
ajst-31997	258	26	2025	2025	NUM
ajst-31997	258	27	)	)	PUNCT
ajst-31997	258	28	.	.	PUNCT
ajst-31997	259	1	less	less	ADJ
ajst-31997	259	2	data	datum	NOUN
ajst-31997	259	3	,	,	PUNCT
ajst-31997	259	4	more	more	ADJ
ajst-31997	259	5	knowledge	knowledge	NOUN
ajst-31997	259	6	:	:	PUNCT
ajst-31997	259	7	building	build	VERB
ajst-31997	259	8	next	next	ADJ
ajst-31997	259	9	-	-	PUNCT
ajst-31997	259	10	generation	generation	NOUN
ajst-31997	259	11	semantic	semantic	ADJ
ajst-31997	259	12	communication	communication	NOUN
ajst-31997	259	13	networks	network	NOUN
ajst-31997	259	14	.	.	PUNCT
ajst-31997	260	1	ieee	ieee	NOUN
ajst-31997	260	2	communications	communication	NOUN
ajst-31997	260	3	surveys	survey	NOUN
ajst-31997	260	4	&	&	CCONJ
ajst-31997	260	5	tutorials	tutorial	NOUN
ajst-31997	260	6	,	,	PUNCT
ajst-31997	260	7	27(1	27(1	NUM
ajst-31997	260	8	)	)	PUNCT
ajst-31997	260	9	,	,	PUNCT
ajst-31997	260	10	38–74	38–74	NUM
ajst-31997	260	11	.	.	PUNCT
ajst-31997	261	1	https://doi.org/10.1109/comst.2024.3412852	https://doi.org/10.1109/comst.2024.3412852	X
ajst-31997	261	2	https://doi.org/10.1109/jsac.2022.3223408	https://doi.org/10.1109/jsac.2022.3223408	PROPN
ajst-31997	261	3	https://doi.org/10.1109/mcom.2021.9509448	https://doi.org/10.1109/mcom.2021.9509448	PROPN
ajst-31997	261	4	https://doi.org/10.1109/mwc.001.2100642	https://doi.org/10.1109/mwc.001.2100642	VERB
ajst-31997	261	5	https://arxiv.org/abs/2401.00635	https://arxiv.org/abs/2401.00635	ADJ
ajst-31997	261	6	https://doi.org/10.1109/mwc.013.2100642	https://doi.org/10.1109/mwc.013.2100642	VERB
ajst-31997	261	7	https://doi.org/10.1109/tsp.2021.3071210	https://doi.org/10.1109/tsp.2021.3071210	NOUN
ajst-31997	261	8	https://doi.org/10.1109/jsac.2019.2933890	https://doi.org/10.1109/jsac.2019.2933890	PROPN
ajst-31997	261	9	https://doi.org/10.1109/spawc.2017.8227772	https://doi.org/10.1109/spawc.2017.8227772	PROPN
ajst-31997	261	10	https://doi.org/10.1109/jsac.2022.3184567	https://doi.org/10.1109/jsac.2022.3184567	PROPN
ajst-31997	261	11	https://doi.org/10.1109/jsac.2020.3036955	https://doi.org/10.1109/jsac.2020.3036955	PROPN
ajst-31997	261	12	https://doi.org/10.1109/access.2023.3266656	https://doi.org/10.1109/access.2023.3266656	PROPN
ajst-31997	261	13	https://arxiv.org/abs/2307.03492v2	https://arxiv.org/abs/2307.03492v2	X
ajst-31997	261	14	https://arxiv.org/abs/2402.13073v2	https://arxiv.org/abs/2402.13073v2	X
ajst-31997	261	15	https://doi.org/10.1109/comst.2024.3412852	https://doi.org/10.1109/comst.2024.3412852	NOUN