id	sid	tid	token	lemma	pos
ejpam-6866	1	1	european	european	PROPN
ejpam-6866	1	2	journal	journal	PROPN
ejpam-6866	1	3	of	of	ADP
ejpam-6866	1	4	pure	pure	ADJ
ejpam-6866	1	5	and	and	CCONJ
ejpam-6866	1	6	applied	applied	ADJ
ejpam-6866	1	7	mathematics	mathematic	NOUN
ejpam-6866	1	8	2025	2025	NUM
ejpam-6866	1	9	,	,	PUNCT
ejpam-6866	1	10	vol	vol	NOUN
ejpam-6866	1	11	.	.	PROPN
ejpam-6866	1	12	18	18	NUM
ejpam-6866	1	13	,	,	PUNCT
ejpam-6866	1	14	issue	issue	NOUN
ejpam-6866	1	15	4	4	NUM
ejpam-6866	1	16	,	,	PUNCT
ejpam-6866	1	17	article	article	NOUN
ejpam-6866	1	18	number	number	NOUN
ejpam-6866	1	19	6866	6866	NUM
ejpam-6866	1	20	issn	issn	PROPN
ejpam-6866	1	21	1307	1307	NUM
ejpam-6866	1	22	-	-	SYM
ejpam-6866	1	23	5543	5543	NUM
ejpam-6866	1	24	–	–	PUNCT
ejpam-6866	1	25	ejpam.com	ejpam.com	X
ejpam-6866	1	26	published	publish	VERB
ejpam-6866	1	27	by	by	ADP
ejpam-6866	1	28	new	new	PROPN
ejpam-6866	1	29	york	york	PROPN
ejpam-6866	1	30	business	business	PROPN
ejpam-6866	1	31	global	global	ADJ
ejpam-6866	1	32	simulating	simulate	VERB
ejpam-6866	1	33	compositional	compositional	ADJ
ejpam-6866	1	34	meaning	meaning	NOUN
ejpam-6866	1	35	in	in	ADP
ejpam-6866	1	36	natural	natural	ADJ
ejpam-6866	1	37	language	language	NOUN
ejpam-6866	1	38	using	use	VERB
ejpam-6866	1	39	cartesian	cartesian	ADJ
ejpam-6866	1	40	decomposition	decomposition	NOUN
ejpam-6866	1	41	and	and	CCONJ
ejpam-6866	1	42	tensor	tensor	NOUN
ejpam-6866	1	43	product	product	NOUN
ejpam-6866	1	44	operations	operation	NOUN
ejpam-6866	1	45	maha	maha	PROPN
ejpam-6866	1	46	s.	s.	PROPN
ejpam-6866	1	47	yaseen1,∗	yaseen1,∗	PROPN
ejpam-6866	1	48	,	,	PUNCT
ejpam-6866	1	49	fadi	fadi	NOUN
ejpam-6866	1	50	alrimawi2	alrimawi2	PROPN
ejpam-6866	2	1	1	1	NUM
ejpam-6866	2	2	department	department	NOUN
ejpam-6866	2	3	of	of	ADP
ejpam-6866	2	4	english	english	PROPN
ejpam-6866	2	5	language	language	PROPN
ejpam-6866	2	6	,	,	PUNCT
ejpam-6866	2	7	al	al	PROPN
ejpam-6866	2	8	-	-	PUNCT
ejpam-6866	2	9	ahliyya	ahliyya	PROPN
ejpam-6866	2	10	amman	amman	PROPN
ejpam-6866	2	11	university	university	PROPN
ejpam-6866	2	12	,	,	PUNCT
ejpam-6866	2	13	amman	amman	PROPN
ejpam-6866	2	14	,	,	PUNCT
ejpam-6866	2	15	jordan	jordan	PROPN
ejpam-6866	2	16	2	2	NUM
ejpam-6866	2	17	department	department	NOUN
ejpam-6866	2	18	of	of	ADP
ejpam-6866	2	19	basic	basic	ADJ
ejpam-6866	2	20	sciences	sciences	PROPN
ejpam-6866	2	21	,	,	PUNCT
ejpam-6866	2	22	al	al	PROPN
ejpam-6866	2	23	-	-	PUNCT
ejpam-6866	2	24	ahliyya	ahliyya	PROPN
ejpam-6866	2	25	amman	amman	PROPN
ejpam-6866	2	26	university	university	PROPN
ejpam-6866	2	27	,	,	PUNCT
ejpam-6866	2	28	amman	amman	PROPN
ejpam-6866	2	29	,	,	PUNCT
ejpam-6866	2	30	jordan	jordan	PROPN
ejpam-6866	2	31	abstract	abstract	PROPN
ejpam-6866	2	32	.	.	PUNCT
ejpam-6866	3	1	this	this	DET
ejpam-6866	3	2	paper	paper	NOUN
ejpam-6866	3	3	develops	develop	VERB
ejpam-6866	3	4	a	a	DET
ejpam-6866	3	5	mathematically	mathematically	ADV
ejpam-6866	3	6	grounded	ground	VERB
ejpam-6866	3	7	,	,	PUNCT
ejpam-6866	3	8	operator	operator	NOUN
ejpam-6866	3	9	-	-	PUNCT
ejpam-6866	3	10	theoretic	theoretic	NOUN
ejpam-6866	3	11	framework	framework	NOUN
ejpam-6866	3	12	for	for	ADP
ejpam-6866	3	13	modeling	model	VERB
ejpam-6866	3	14	compositional	compositional	ADJ
ejpam-6866	3	15	meaning	meaning	NOUN
ejpam-6866	3	16	in	in	ADP
ejpam-6866	3	17	natural	natural	ADJ
ejpam-6866	3	18	language	language	NOUN
ejpam-6866	3	19	by	by	ADP
ejpam-6866	3	20	applying	apply	VERB
ejpam-6866	3	21	cartesian	cartesian	ADJ
ejpam-6866	3	22	decomposition	decomposition	NOUN
ejpam-6866	3	23	and	and	CCONJ
ejpam-6866	3	24	tensor	tensor	NOUN
ejpam-6866	3	25	product	product	NOUN
ejpam-6866	3	26	operations	operation	NOUN
ejpam-6866	3	27	.	.	PUNCT
ejpam-6866	4	1	this	this	DET
ejpam-6866	4	2	paper	paper	NOUN
ejpam-6866	4	3	argues	argue	VERB
ejpam-6866	4	4	that	that	SCONJ
ejpam-6866	4	5	separating	separate	VERB
ejpam-6866	4	6	linear	linear	ADJ
ejpam-6866	4	7	operators	operator	NOUN
ejpam-6866	4	8	into	into	ADP
ejpam-6866	4	9	hermitian	hermitian	ADJ
ejpam-6866	4	10	and	and	CCONJ
ejpam-6866	4	11	skew	skew	ADJ
ejpam-6866	4	12	-	-	PUNCT
ejpam-6866	4	13	hermitian	hermitian	ADJ
ejpam-6866	4	14	components	component	NOUN
ejpam-6866	4	15	allows	allow	VERB
ejpam-6866	4	16	for	for	ADP
ejpam-6866	4	17	finer	fine	ADJ
ejpam-6866	4	18	modeling	modeling	NOUN
ejpam-6866	4	19	of	of	ADP
ejpam-6866	4	20	literal	literal	ADJ
ejpam-6866	4	21	vs.	vs.	ADP
ejpam-6866	4	22	contextual	contextual	ADJ
ejpam-6866	4	23	semantic	semantic	ADJ
ejpam-6866	4	24	elements	element	NOUN
ejpam-6866	4	25	.	.	PUNCT
ejpam-6866	5	1	by	by	ADP
ejpam-6866	5	2	elaborating	elaborate	VERB
ejpam-6866	5	3	the	the	DET
ejpam-6866	5	4	theory	theory	NOUN
ejpam-6866	5	5	and	and	CCONJ
ejpam-6866	5	6	presenting	present	VERB
ejpam-6866	5	7	new	new	ADJ
ejpam-6866	5	8	illustrative	illustrative	ADJ
ejpam-6866	5	9	examples	example	NOUN
ejpam-6866	5	10	,	,	PUNCT
ejpam-6866	5	11	including	include	VERB
ejpam-6866	5	12	novel	novel	ADJ
ejpam-6866	5	13	constructions	construction	NOUN
ejpam-6866	5	14	such	such	ADJ
ejpam-6866	5	15	as	as	ADP
ejpam-6866	5	16	‘	'	PUNCT
ejpam-6866	5	17	parents	parent	NOUN
ejpam-6866	5	18	hug	hug	NOUN
ejpam-6866	5	19	children	child	NOUN
ejpam-6866	5	20	’	'	PUNCT
ejpam-6866	5	21	and	and	CCONJ
ejpam-6866	5	22	‘	'	PUNCT
ejpam-6866	5	23	the	the	DET
ejpam-6866	5	24	teacher	teacher	NOUN
ejpam-6866	5	25	encourages	encourage	VERB
ejpam-6866	5	26	students	student	NOUN
ejpam-6866	5	27	’	'	PUNCT
ejpam-6866	5	28	,	,	PUNCT
ejpam-6866	5	29	we	we	PRON
ejpam-6866	5	30	demonstrate	demonstrate	VERB
ejpam-6866	5	31	how	how	SCONJ
ejpam-6866	5	32	this	this	DET
ejpam-6866	5	33	framework	framework	NOUN
ejpam-6866	5	34	captures	capture	VERB
ejpam-6866	5	35	the	the	DET
ejpam-6866	5	36	interaction	interaction	NOUN
ejpam-6866	5	37	between	between	ADP
ejpam-6866	5	38	syntactic	syntactic	ADJ
ejpam-6866	5	39	structure	structure	NOUN
ejpam-6866	5	40	and	and	CCONJ
ejpam-6866	5	41	semantic	semantic	ADJ
ejpam-6866	5	42	content	content	NOUN
ejpam-6866	5	43	.	.	PUNCT
ejpam-6866	6	1	we	we	PRON
ejpam-6866	6	2	further	far	ADV
ejpam-6866	6	3	explore	explore	VERB
ejpam-6866	6	4	applications	application	NOUN
ejpam-6866	6	5	in	in	ADP
ejpam-6866	6	6	natural	natural	ADJ
ejpam-6866	6	7	language	language	NOUN
ejpam-6866	6	8	inference	inference	NOUN
ejpam-6866	6	9	,	,	PUNCT
ejpam-6866	6	10	interpretable	interpretable	ADJ
ejpam-6866	6	11	ai	ai	NOUN
ejpam-6866	6	12	,	,	PUNCT
ejpam-6866	6	13	and	and	CCONJ
ejpam-6866	6	14	sustainable	sustainable	ADJ
ejpam-6866	6	15	language	language	NOUN
ejpam-6866	6	16	technologies	technology	NOUN
ejpam-6866	6	17	.	.	PUNCT
ejpam-6866	7	1	the	the	DET
ejpam-6866	7	2	result	result	NOUN
ejpam-6866	7	3	is	be	AUX
ejpam-6866	7	4	a	a	DET
ejpam-6866	7	5	comprehensive	comprehensive	ADJ
ejpam-6866	7	6	model	model	NOUN
ejpam-6866	7	7	that	that	PRON
ejpam-6866	7	8	is	be	AUX
ejpam-6866	7	9	transparent	transparent	ADJ
ejpam-6866	7	10	,	,	PUNCT
ejpam-6866	7	11	extensible	extensible	ADJ
ejpam-6866	7	12	,	,	PUNCT
ejpam-6866	7	13	and	and	CCONJ
ejpam-6866	7	14	aligns	align	VERB
ejpam-6866	7	15	with	with	ADP
ejpam-6866	7	16	both	both	CCONJ
ejpam-6866	7	17	cognitive	cognitive	ADJ
ejpam-6866	7	18	principles	principle	NOUN
ejpam-6866	7	19	and	and	CCONJ
ejpam-6866	7	20	formal	formal	ADJ
ejpam-6866	7	21	linguistic	linguistic	ADJ
ejpam-6866	7	22	theory	theory	NOUN
ejpam-6866	7	23	.	.	PUNCT
ejpam-6866	8	1	the	the	DET
ejpam-6866	8	2	framework	framework	NOUN
ejpam-6866	8	3	aims	aim	VERB
ejpam-6866	8	4	to	to	PART
ejpam-6866	8	5	bridge	bridge	VERB
ejpam-6866	8	6	symbolic	symbolic	ADJ
ejpam-6866	8	7	and	and	CCONJ
ejpam-6866	8	8	sub	sub	ADJ
ejpam-6866	8	9	-	-	ADJ
ejpam-6866	8	10	symbolic	symbolic	ADJ
ejpam-6866	8	11	approaches	approach	NOUN
ejpam-6866	8	12	to	to	ADP
ejpam-6866	8	13	semantics	semantic	NOUN
ejpam-6866	8	14	,	,	PUNCT
ejpam-6866	8	15	enabling	enable	VERB
ejpam-6866	8	16	not	not	PART
ejpam-6866	8	17	only	only	ADV
ejpam-6866	8	18	more	more	ADV
ejpam-6866	8	19	nuanced	nuanced	ADJ
ejpam-6866	8	20	understanding	understanding	NOUN
ejpam-6866	8	21	of	of	ADP
ejpam-6866	8	22	language	language	NOUN
ejpam-6866	8	23	,	,	PUNCT
ejpam-6866	8	24	but	but	CCONJ
ejpam-6866	8	25	also	also	ADV
ejpam-6866	8	26	robust	robust	ADJ
ejpam-6866	8	27	and	and	CCONJ
ejpam-6866	8	28	interpretable	interpretable	ADJ
ejpam-6866	8	29	nlp	nlp	NOUN
ejpam-6866	8	30	systems	system	NOUN
ejpam-6866	8	31	.	.	PUNCT
ejpam-6866	9	1	2020	2020	NUM
ejpam-6866	9	2	mathematics	mathematic	NOUN
ejpam-6866	9	3	subject	subject	NOUN
ejpam-6866	9	4	classifications	classification	NOUN
ejpam-6866	9	5	:	:	PUNCT
ejpam-6866	9	6	47a80	47a80	NUM
ejpam-6866	9	7	,	,	PUNCT
ejpam-6866	9	8	15a03	15a03	NUM
ejpam-6866	9	9	,	,	PUNCT
ejpam-6866	9	10	47s40	47s40	NUM
ejpam-6866	9	11	,	,	PUNCT
ejpam-6866	9	12	03b65	03b65	NOUN
ejpam-6866	9	13	,	,	PUNCT
ejpam-6866	9	14	91f20	91f20	NUM
ejpam-6866	9	15	,	,	PUNCT
ejpam-6866	9	16	18c50	18c50	NUM
ejpam-6866	9	17	key	key	ADJ
ejpam-6866	9	18	words	word	NOUN
ejpam-6866	9	19	and	and	CCONJ
ejpam-6866	9	20	phrases	phrase	NOUN
ejpam-6866	9	21	:	:	PUNCT
ejpam-6866	9	22	cartesian	cartesian	ADJ
ejpam-6866	9	23	decomposition	decomposition	NOUN
ejpam-6866	9	24	,	,	PUNCT
ejpam-6866	9	25	tensor	tensor	NOUN
ejpam-6866	9	26	product	product	NOUN
ejpam-6866	9	27	,	,	PUNCT
ejpam-6866	9	28	compositional	compositional	ADJ
ejpam-6866	9	29	semantics	semantic	NOUN
ejpam-6866	9	30	,	,	PUNCT
ejpam-6866	9	31	vector	vector	NOUN
ejpam-6866	9	32	space	space	NOUN
ejpam-6866	9	33	models	model	NOUN
ejpam-6866	9	34	,	,	PUNCT
ejpam-6866	9	35	operator	operator	NOUN
ejpam-6866	9	36	theory	theory	NOUN
ejpam-6866	9	37	,	,	PUNCT
ejpam-6866	9	38	linguistic	linguistic	ADJ
ejpam-6866	9	39	modeling	modeling	NOUN
ejpam-6866	9	40	,	,	PUNCT
ejpam-6866	9	41	sustainable	sustainable	ADJ
ejpam-6866	9	42	digital	digital	ADJ
ejpam-6866	9	43	linguistics	linguistic	NOUN
ejpam-6866	9	44	1	1	NUM
ejpam-6866	9	45	.	.	PUNCT
ejpam-6866	10	1	introduction	introduction	NOUN
ejpam-6866	10	2	compositionality	compositionality	NOUN
ejpam-6866	10	3	,	,	PUNCT
ejpam-6866	10	4	the	the	DET
ejpam-6866	10	5	principle	principle	NOUN
ejpam-6866	10	6	that	that	SCONJ
ejpam-6866	10	7	the	the	DET
ejpam-6866	10	8	meaning	meaning	NOUN
ejpam-6866	10	9	of	of	ADP
ejpam-6866	10	10	a	a	DET
ejpam-6866	10	11	complex	complex	ADJ
ejpam-6866	10	12	expression	expression	NOUN
ejpam-6866	10	13	is	be	AUX
ejpam-6866	10	14	determined	determine	VERB
ejpam-6866	10	15	by	by	ADP
ejpam-6866	10	16	its	its	PRON
ejpam-6866	10	17	parts	part	NOUN
ejpam-6866	10	18	and	and	CCONJ
ejpam-6866	10	19	the	the	DET
ejpam-6866	10	20	syntactic	syntactic	ADJ
ejpam-6866	10	21	rules	rule	NOUN
ejpam-6866	10	22	governing	govern	VERB
ejpam-6866	10	23	their	their	PRON
ejpam-6866	10	24	combination	combination	NOUN
ejpam-6866	10	25	,	,	PUNCT
ejpam-6866	10	26	continues	continue	VERB
ejpam-6866	10	27	to	to	PART
ejpam-6866	10	28	be	be	AUX
ejpam-6866	10	29	a	a	DET
ejpam-6866	10	30	central	central	ADJ
ejpam-6866	10	31	theory	theory	NOUN
ejpam-6866	10	32	in	in	ADP
ejpam-6866	10	33	linguistics	linguistic	NOUN
ejpam-6866	10	34	and	and	CCONJ
ejpam-6866	10	35	natural	natural	ADJ
ejpam-6866	10	36	language	language	NOUN
ejpam-6866	10	37	understanding	understanding	NOUN
ejpam-6866	10	38	.	.	PUNCT
ejpam-6866	11	1	while	while	SCONJ
ejpam-6866	11	2	symbolic	symbolic	ADJ
ejpam-6866	11	3	and	and	CCONJ
ejpam-6866	11	4	logical	logical	ADJ
ejpam-6866	11	5	models	model	NOUN
ejpam-6866	11	6	of	of	ADP
ejpam-6866	11	7	semantics	semantic	NOUN
ejpam-6866	11	8	have	have	AUX
ejpam-6866	11	9	long	long	ADV
ejpam-6866	11	10	provided	provide	VERB
ejpam-6866	11	11	rigorous	rigorous	ADJ
ejpam-6866	11	12	accounts	account	NOUN
ejpam-6866	11	13	of	of	ADP
ejpam-6866	11	14	compositionality	compositionality	NOUN
ejpam-6866	11	15	,	,	PUNCT
ejpam-6866	11	16	they	they	PRON
ejpam-6866	11	17	struggle	struggle	VERB
ejpam-6866	11	18	with	with	ADP
ejpam-6866	11	19	empirical	empirical	ADJ
ejpam-6866	11	20	adaptability	adaptability	NOUN
ejpam-6866	11	21	and	and	CCONJ
ejpam-6866	11	22	computational	computational	ADJ
ejpam-6866	11	23	scalability	scalability	NOUN
ejpam-6866	11	24	.	.	PUNCT
ejpam-6866	12	1	on	on	ADP
ejpam-6866	12	2	the	the	DET
ejpam-6866	12	3	other	other	ADJ
ejpam-6866	12	4	hand	hand	NOUN
ejpam-6866	12	5	,	,	PUNCT
ejpam-6866	12	6	statistical	statistical	ADJ
ejpam-6866	12	7	and	and	CCONJ
ejpam-6866	12	8	neural	neural	ADJ
ejpam-6866	12	9	approaches	approach	NOUN
ejpam-6866	12	10	are	be	AUX
ejpam-6866	12	11	better	well	ADJ
ejpam-6866	12	12	at	at	ADP
ejpam-6866	12	13	capturing	capture	VERB
ejpam-6866	12	14	large	large	ADJ
ejpam-6866	12	15	-	-	PUNCT
ejpam-6866	12	16	scale	scale	NOUN
ejpam-6866	12	17	lexical	lexical	ADJ
ejpam-6866	12	18	patterns	pattern	NOUN
ejpam-6866	12	19	but	but	CCONJ
ejpam-6866	12	20	often	often	ADV
ejpam-6866	12	21	lack	lack	VERB
ejpam-6866	12	22	interpretability	interpretability	NOUN
ejpam-6866	12	23	and	and	CCONJ
ejpam-6866	12	24	principled	principled	ADJ
ejpam-6866	12	25	grounding	grounding	NOUN
ejpam-6866	12	26	.	.	PUNCT
ejpam-6866	13	1	to	to	PART
ejpam-6866	13	2	reconcile	reconcile	VERB
ejpam-6866	13	3	these	these	DET
ejpam-6866	13	4	paradigms	paradigm	NOUN
ejpam-6866	13	5	,	,	PUNCT
ejpam-6866	13	6	interdisciplinary	interdisciplinary	ADJ
ejpam-6866	13	7	models	model	NOUN
ejpam-6866	13	8	that	that	PRON
ejpam-6866	13	9	integrate	integrate	VERB
ejpam-6866	13	10	mathematical	mathematical	ADJ
ejpam-6866	13	11	formalisms	formalism	NOUN
ejpam-6866	13	12	with	with	ADP
ejpam-6866	13	13	empirical	empirical	ADJ
ejpam-6866	13	14	language	language	NOUN
ejpam-6866	13	15	data	datum	NOUN
ejpam-6866	13	16	have	have	AUX
ejpam-6866	13	17	appeared	appear	VERB
ejpam-6866	13	18	.	.	PUNCT
ejpam-6866	14	1	one	one	NUM
ejpam-6866	14	2	such	such	ADJ
ejpam-6866	14	3	model	model	NOUN
ejpam-6866	14	4	,	,	PUNCT
ejpam-6866	14	5	proposed	propose	VERB
ejpam-6866	14	6	by	by	ADP
ejpam-6866	14	7	yaseen	yaseen	PROPN
ejpam-6866	14	8	et	et	NOUN
ejpam-6866	14	9	al.(2025	al.(2025	VERB
ejpam-6866	14	10	)	)	PUNCT
ejpam-6866	15	1	[	[	X
ejpam-6866	15	2	1	1	NUM
ejpam-6866	15	3	]	]	PUNCT
ejpam-6866	15	4	,	,	PUNCT
ejpam-6866	15	5	hypothesizes	hypothesize	VERB
ejpam-6866	15	6	nouns	noun	NOUN
ejpam-6866	15	7	as	as	ADP
ejpam-6866	15	8	vectors	vector	NOUN
ejpam-6866	15	9	and	and	CCONJ
ejpam-6866	15	10	function	function	NOUN
ejpam-6866	15	11	words	word	NOUN
ejpam-6866	15	12	(	(	PUNCT
ejpam-6866	15	13	such	such	ADJ
ejpam-6866	15	14	as	as	ADP
ejpam-6866	15	15	verbs	verb	NOUN
ejpam-6866	15	16	and	and	CCONJ
ejpam-6866	15	17	adjectives	adjective	NOUN
ejpam-6866	15	18	)	)	PUNCT
ejpam-6866	15	19	as	as	ADP
ejpam-6866	15	20	linear	linear	PROPN
ejpam-6866	15	21	operators	operator	NOUN
ejpam-6866	15	22	within	within	ADP
ejpam-6866	15	23	a	a	DET
ejpam-6866	15	24	vector	vector	NOUN
ejpam-6866	15	25	space	space	NOUN
ejpam-6866	15	26	.	.	PUNCT
ejpam-6866	16	1	this	this	DET
ejpam-6866	16	2	operator	operator	NOUN
ejpam-6866	16	3	-	-	PUNCT
ejpam-6866	16	4	theoretic	theoretic	NOUN
ejpam-6866	16	5	framework	framework	NOUN
ejpam-6866	16	6	∗corresponding	∗corresponde	VERB
ejpam-6866	16	7	author	author	NOUN
ejpam-6866	16	8	.	.	PUNCT
ejpam-6866	17	1	doi	doi	NOUN
ejpam-6866	17	2	:	:	PUNCT
ejpam-6866	17	3	https://doi.org/10.29020/nybg.ejpam.v18i4.6866	https://doi.org/10.29020/nybg.ejpam.v18i4.6866	PROPN
ejpam-6866	17	4	email	email	NOUN
ejpam-6866	17	5	addresses	address	NOUN
ejpam-6866	17	6	:	:	PUNCT
ejpam-6866	17	7	m.yaseen@ammanu.edu.jo	m.yaseen@ammanu.edu.jo	NOUN
ejpam-6866	17	8	(	(	PUNCT
ejpam-6866	17	9	m.	m.	PROPN
ejpam-6866	17	10	s.	s.	PROPN
ejpam-6866	17	11	yaseen	yaseen	PROPN
ejpam-6866	17	12	)	)	PUNCT
ejpam-6866	17	13	,	,	PUNCT
ejpam-6866	17	14	f.rimawi@ammanu.edu.jo	f.rimawi@ammanu.edu.jo	NOUN
ejpam-6866	17	15	(	(	PUNCT
ejpam-6866	17	16	f.	f.	PROPN
ejpam-6866	17	17	alrimawi	alrimawi	PROPN
ejpam-6866	17	18	)	)	PUNCT
ejpam-6866	17	19	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6866	18	1	1	1	NUM
ejpam-6866	18	2	copyright	copyright	NOUN
ejpam-6866	18	3	:	:	PUNCT
ejpam-6866	18	4	©	©	PROPN
ejpam-6866	18	5	2025	2025	NUM
ejpam-6866	18	6	the	the	DET
ejpam-6866	18	7	author(s	author(s	NOUN
ejpam-6866	18	8	)	)	PUNCT
ejpam-6866	18	9	.	.	PUNCT
ejpam-6866	19	1	(	(	PUNCT
ejpam-6866	19	2	cc	cc	NOUN
ejpam-6866	19	3	by	by	ADP
ejpam-6866	19	4	-	-	PUNCT
ejpam-6866	19	5	nc	nc	PROPN
ejpam-6866	19	6	4.0	4.0	NUM
ejpam-6866	19	7	)	)	PUNCT
ejpam-6866	19	8	m.	m.	NOUN
ejpam-6866	19	9	s.	s.	PROPN
ejpam-6866	19	10	yaseen	yaseen	PROPN
ejpam-6866	19	11	,	,	PUNCT
ejpam-6866	19	12	f.	f.	PROPN
ejpam-6866	19	13	alrimawi	alrimawi	PROPN
ejpam-6866	19	14	/	/	SYM
ejpam-6866	19	15	eur	eur	PROPN
ejpam-6866	19	16	.	.	PUNCT
ejpam-6866	20	1	j.	j.	PROPN
ejpam-6866	20	2	pure	pure	PROPN
ejpam-6866	20	3	appl	appl	PROPN
ejpam-6866	20	4	.	.	PROPN
ejpam-6866	20	5	math	math	PROPN
ejpam-6866	20	6	,	,	PUNCT
ejpam-6866	20	7	18	18	NUM
ejpam-6866	20	8	(	(	PUNCT
ejpam-6866	20	9	4	4	NUM
ejpam-6866	20	10	)	)	PUNCT
ejpam-6866	20	11	(	(	PUNCT
ejpam-6866	20	12	2025	2025	NUM
ejpam-6866	20	13	)	)	PUNCT
ejpam-6866	20	14	,	,	PUNCT
ejpam-6866	20	15	6866	6866	NUM
ejpam-6866	20	16	2	2	NUM
ejpam-6866	20	17	of	of	ADP
ejpam-6866	20	18	13	13	NUM
ejpam-6866	20	19	influences	influence	NOUN
ejpam-6866	20	20	basic	basic	ADJ
ejpam-6866	20	21	principles	principle	NOUN
ejpam-6866	20	22	from	from	ADP
ejpam-6866	20	23	linear	linear	ADJ
ejpam-6866	20	24	algebra	algebra	NOUN
ejpam-6866	20	25	and	and	CCONJ
ejpam-6866	20	26	tensor	tensor	NOUN
ejpam-6866	20	27	calculus	calculus	NOUN
ejpam-6866	20	28	to	to	PART
ejpam-6866	20	29	emulate	emulate	VERB
ejpam-6866	20	30	the	the	DET
ejpam-6866	20	31	way	way	NOUN
ejpam-6866	20	32	word	word	NOUN
ejpam-6866	20	33	meanings	meaning	NOUN
ejpam-6866	20	34	interact	interact	VERB
ejpam-6866	20	35	.	.	PUNCT
ejpam-6866	21	1	specifically	specifically	ADV
ejpam-6866	21	2	,	,	PUNCT
ejpam-6866	21	3	verbs	verbs	PROPN
ejpam-6866	21	4	act	act	VERB
ejpam-6866	21	5	as	as	ADP
ejpam-6866	21	6	matrices	matrix	NOUN
ejpam-6866	21	7	that	that	PRON
ejpam-6866	21	8	transform	transform	VERB
ejpam-6866	21	9	or	or	CCONJ
ejpam-6866	21	10	project	project	NOUN
ejpam-6866	21	11	combinations	combination	NOUN
ejpam-6866	21	12	of	of	ADP
ejpam-6866	21	13	subject	subject	NOUN
ejpam-6866	21	14	and	and	CCONJ
ejpam-6866	21	15	object	object	VERB
ejpam-6866	21	16	noun	noun	NOUN
ejpam-6866	21	17	vectors	vector	NOUN
ejpam-6866	21	18	into	into	ADP
ejpam-6866	21	19	sentence	sentence	NOUN
ejpam-6866	21	20	-	-	PUNCT
ejpam-6866	21	21	level	level	NOUN
ejpam-6866	21	22	semantic	semantic	ADJ
ejpam-6866	21	23	depictions	depiction	NOUN
ejpam-6866	21	24	.	.	PUNCT
ejpam-6866	22	1	building	build	VERB
ejpam-6866	22	2	on	on	ADP
ejpam-6866	22	3	this	this	DET
ejpam-6866	22	4	work	work	NOUN
ejpam-6866	22	5	and	and	CCONJ
ejpam-6866	22	6	using	use	VERB
ejpam-6866	22	7	[	[	X
ejpam-6866	22	8	2	2	NUM
ejpam-6866	22	9	]	]	PUNCT
ejpam-6866	22	10	,	,	PUNCT
ejpam-6866	22	11	[	[	X
ejpam-6866	22	12	3	3	NUM
ejpam-6866	22	13	]	]	PUNCT
ejpam-6866	22	14	,	,	PUNCT
ejpam-6866	22	15	[	[	X
ejpam-6866	22	16	4	4	NUM
ejpam-6866	22	17	]	]	PUNCT
ejpam-6866	22	18	,	,	PUNCT
ejpam-6866	22	19	[	[	X
ejpam-6866	22	20	5	5	NUM
ejpam-6866	22	21	]	]	PUNCT
ejpam-6866	22	22	,	,	PUNCT
ejpam-6866	22	23	and	and	CCONJ
ejpam-6866	22	24	[	[	X
ejpam-6866	22	25	6	6	NUM
ejpam-6866	22	26	]	]	PUNCT
ejpam-6866	22	27	,	,	PUNCT
ejpam-6866	22	28	we	we	PRON
ejpam-6866	22	29	propose	propose	VERB
ejpam-6866	22	30	the	the	DET
ejpam-6866	22	31	integration	integration	NOUN
ejpam-6866	22	32	of	of	ADP
ejpam-6866	22	33	cartesian	cartesian	ADJ
ejpam-6866	22	34	decomposition	decomposition	NOUN
ejpam-6866	22	35	,	,	PUNCT
ejpam-6866	22	36	an	an	DET
ejpam-6866	22	37	algebraic	algebraic	ADJ
ejpam-6866	22	38	technique	technique	NOUN
ejpam-6866	22	39	that	that	PRON
ejpam-6866	22	40	separates	separate	VERB
ejpam-6866	22	41	a	a	DET
ejpam-6866	22	42	linear	linear	ADJ
ejpam-6866	22	43	transformation	transformation	NOUN
ejpam-6866	22	44	into	into	ADP
ejpam-6866	22	45	symmetric	symmetric	ADJ
ejpam-6866	22	46	(	(	PUNCT
ejpam-6866	22	47	hermitian	hermitian	PROPN
ejpam-6866	22	48	)	)	PUNCT
ejpam-6866	22	49	and	and	CCONJ
ejpam-6866	22	50	antisymmetric	antisymmetric	ADJ
ejpam-6866	22	51	(	(	PUNCT
ejpam-6866	22	52	skew	skew	NOUN
ejpam-6866	22	53	-	-	PUNCT
ejpam-6866	22	54	hermitian	hermitian	ADJ
ejpam-6866	22	55	)	)	PUNCT
ejpam-6866	22	56	components	component	NOUN
ejpam-6866	22	57	.	.	PUNCT
ejpam-6866	23	1	this	this	DET
ejpam-6866	23	2	decomposition	decomposition	NOUN
ejpam-6866	23	3	enables	enable	VERB
ejpam-6866	23	4	us	we	PRON
ejpam-6866	23	5	to	to	PART
ejpam-6866	23	6	isolate	isolate	VERB
ejpam-6866	23	7	the	the	DET
ejpam-6866	23	8	semantic	semantic	ADJ
ejpam-6866	23	9	contribution	contribution	NOUN
ejpam-6866	23	10	of	of	ADP
ejpam-6866	23	11	grammatical	grammatical	ADJ
ejpam-6866	23	12	form	form	NOUN
ejpam-6866	23	13	,	,	PUNCT
ejpam-6866	23	14	stance	stance	NOUN
ejpam-6866	23	15	,	,	PUNCT
ejpam-6866	23	16	or	or	CCONJ
ejpam-6866	23	17	pragmatic	pragmatic	ADJ
ejpam-6866	23	18	modulation	modulation	NOUN
ejpam-6866	23	19	from	from	ADP
ejpam-6866	23	20	the	the	DET
ejpam-6866	23	21	core	core	ADJ
ejpam-6866	23	22	propositional	propositional	ADJ
ejpam-6866	23	23	content	content	NOUN
ejpam-6866	23	24	.	.	PUNCT
ejpam-6866	24	1	autonomously	autonomously	ADV
ejpam-6866	24	2	,	,	PUNCT
ejpam-6866	24	3	tensor	tensor	NOUN
ejpam-6866	24	4	product	product	NOUN
ejpam-6866	24	5	operations	operation	NOUN
ejpam-6866	24	6	allow	allow	VERB
ejpam-6866	24	7	for	for	ADP
ejpam-6866	24	8	preserving	preserve	VERB
ejpam-6866	24	9	word	word	NOUN
ejpam-6866	24	10	order	order	NOUN
ejpam-6866	24	11	and	and	CCONJ
ejpam-6866	24	12	syntactic	syntactic	ADJ
ejpam-6866	24	13	structure	structure	NOUN
ejpam-6866	24	14	in	in	ADP
ejpam-6866	24	15	multi	multi	ADJ
ejpam-6866	24	16	-	-	ADJ
ejpam-6866	24	17	argument	argument	ADJ
ejpam-6866	24	18	constructions	construction	NOUN
ejpam-6866	24	19	.	.	PUNCT
ejpam-6866	25	1	by	by	ADP
ejpam-6866	25	2	fusing	fuse	VERB
ejpam-6866	25	3	these	these	DET
ejpam-6866	25	4	two	two	NUM
ejpam-6866	25	5	mathematical	mathematical	ADJ
ejpam-6866	25	6	operations	operation	NOUN
ejpam-6866	25	7	into	into	ADP
ejpam-6866	25	8	a	a	DET
ejpam-6866	25	9	semantic	semantic	ADJ
ejpam-6866	25	10	framework	framework	NOUN
ejpam-6866	25	11	,	,	PUNCT
ejpam-6866	25	12	we	we	PRON
ejpam-6866	25	13	create	create	VERB
ejpam-6866	25	14	a	a	DET
ejpam-6866	25	15	model	model	NOUN
ejpam-6866	25	16	that	that	PRON
ejpam-6866	25	17	is	be	AUX
ejpam-6866	25	18	transparent	transparent	ADJ
ejpam-6866	25	19	,	,	PUNCT
ejpam-6866	25	20	interpretable	interpretable	ADJ
ejpam-6866	25	21	,	,	PUNCT
ejpam-6866	25	22	and	and	CCONJ
ejpam-6866	25	23	theoretically	theoretically	ADV
ejpam-6866	25	24	motivated	motivated	ADJ
ejpam-6866	25	25	.	.	PUNCT
ejpam-6866	26	1	to	to	PART
ejpam-6866	26	2	clarify	clarify	VERB
ejpam-6866	26	3	for	for	ADP
ejpam-6866	26	4	linguists	linguist	NOUN
ejpam-6866	26	5	or	or	CCONJ
ejpam-6866	26	6	non	non	NOUN
ejpam-6866	26	7	-	-	NOUN
ejpam-6866	26	8	mathematicians	mathematician	NOUN
ejpam-6866	26	9	:	:	PUNCT
ejpam-6866	26	10	a	a	DET
ejpam-6866	26	11	hermitian	hermitian	ADJ
ejpam-6866	26	12	matrix	matrix	NOUN
ejpam-6866	26	13	is	be	AUX
ejpam-6866	26	14	basically	basically	ADV
ejpam-6866	26	15	a	a	DET
ejpam-6866	26	16	square	square	ADJ
ejpam-6866	26	17	matrix	matrix	NOUN
ejpam-6866	26	18	that	that	PRON
ejpam-6866	26	19	is	be	AUX
ejpam-6866	26	20	equal	equal	ADJ
ejpam-6866	26	21	to	to	ADP
ejpam-6866	26	22	its	its	PRON
ejpam-6866	26	23	own	own	ADJ
ejpam-6866	26	24	complex	complex	ADJ
ejpam-6866	26	25	-	-	PUNCT
ejpam-6866	26	26	conjugate	conjugate	NOUN
ejpam-6866	26	27	transpose	transpose	NOUN
ejpam-6866	26	28	.	.	PUNCT
ejpam-6866	27	1	in	in	ADP
ejpam-6866	27	2	mathematics	mathematic	NOUN
ejpam-6866	27	3	,	,	PUNCT
ejpam-6866	27	4	it	it	PRON
ejpam-6866	27	5	often	often	ADV
ejpam-6866	27	6	represents	represent	VERB
ejpam-6866	27	7	stable	stable	ADJ
ejpam-6866	27	8	or	or	CCONJ
ejpam-6866	27	9	interpretable	interpretable	ADJ
ejpam-6866	27	10	transformations	transformation	NOUN
ejpam-6866	27	11	in	in	ADP
ejpam-6866	27	12	.	.	PUNCT
ejpam-6866	28	1	in	in	ADP
ejpam-6866	28	2	contrast	contrast	NOUN
ejpam-6866	28	3	,	,	PUNCT
ejpam-6866	28	4	a	a	DET
ejpam-6866	28	5	skew	skew	ADJ
ejpam-6866	28	6	-	-	PUNCT
ejpam-6866	28	7	hermitian	hermitian	ADJ
ejpam-6866	28	8	matrix	matrix	NOUN
ejpam-6866	28	9	characterizes	characterize	VERB
ejpam-6866	28	10	a	a	DET
ejpam-6866	28	11	transformation	transformation	NOUN
ejpam-6866	28	12	that	that	PRON
ejpam-6866	28	13	is	be	AUX
ejpam-6866	28	14	more	more	ADV
ejpam-6866	28	15	dynamic	dynamic	ADJ
ejpam-6866	28	16	or	or	CCONJ
ejpam-6866	28	17	asymmetric	asymmetric	ADJ
ejpam-6866	28	18	.	.	PUNCT
ejpam-6866	29	1	this	this	DET
ejpam-6866	29	2	decomposition	decomposition	NOUN
ejpam-6866	29	3	we	we	PRON
ejpam-6866	29	4	see	see	VERB
ejpam-6866	29	5	here	here	ADV
ejpam-6866	29	6	enables	enable	VERB
ejpam-6866	29	7	us	we	PRON
ejpam-6866	29	8	to	to	PART
ejpam-6866	29	9	isolate	isolate	VERB
ejpam-6866	29	10	the	the	DET
ejpam-6866	29	11	’	'	PUNCT
ejpam-6866	29	12	core	core	NOUN
ejpam-6866	29	13	’	'	PUNCT
ejpam-6866	29	14	meaning	meaning	NOUN
ejpam-6866	29	15	from	from	ADP
ejpam-6866	29	16	subtle	subtle	ADJ
ejpam-6866	29	17	contextual	contextual	ADJ
ejpam-6866	29	18	variations	variation	NOUN
ejpam-6866	29	19	in	in	ADP
ejpam-6866	29	20	a	a	DET
ejpam-6866	29	21	sentence	sentence	NOUN
ejpam-6866	29	22	.	.	PUNCT
ejpam-6866	30	1	similarly	similarly	ADV
ejpam-6866	30	2	,	,	PUNCT
ejpam-6866	30	3	the	the	DET
ejpam-6866	30	4	tensor	tensor	NOUN
ejpam-6866	30	5	product	product	NOUN
ejpam-6866	30	6	permits	permit	VERB
ejpam-6866	30	7	the	the	DET
ejpam-6866	30	8	description	description	NOUN
ejpam-6866	30	9	of	of	ADP
ejpam-6866	30	10	the	the	DET
ejpam-6866	30	11	joint	joint	ADJ
ejpam-6866	30	12	meaning	meaning	NOUN
ejpam-6866	30	13	of	of	ADP
ejpam-6866	30	14	two	two	NUM
ejpam-6866	30	15	words	word	NOUN
ejpam-6866	30	16	(	(	PUNCT
ejpam-6866	30	17	e.g.	e.g.	ADV
ejpam-6866	30	18	,	,	PUNCT
ejpam-6866	30	19	subject	subject	ADJ
ejpam-6866	30	20	and	and	CCONJ
ejpam-6866	30	21	object	object	VERB
ejpam-6866	30	22	)	)	PUNCT
ejpam-6866	30	23	interacting	interact	VERB
ejpam-6866	30	24	with	with	ADP
ejpam-6866	30	25	a	a	DET
ejpam-6866	30	26	verb	verb	NOUN
ejpam-6866	30	27	,	,	PUNCT
ejpam-6866	30	28	as	as	SCONJ
ejpam-6866	30	29	if	if	SCONJ
ejpam-6866	30	30	placing	place	VERB
ejpam-6866	30	31	them	they	PRON
ejpam-6866	30	32	in	in	ADP
ejpam-6866	30	33	a	a	DET
ejpam-6866	30	34	shared	share	VERB
ejpam-6866	30	35	,	,	PUNCT
ejpam-6866	30	36	multidimensional	multidimensional	ADJ
ejpam-6866	30	37	meaning	meaning	NOUN
ejpam-6866	30	38	space	space	NOUN
ejpam-6866	30	39	.	.	PUNCT
ejpam-6866	31	1	to	to	PART
ejpam-6866	31	2	simplify	simplify	VERB
ejpam-6866	31	3	,	,	PUNCT
ejpam-6866	31	4	think	think	VERB
ejpam-6866	31	5	of	of	ADP
ejpam-6866	31	6	cartesian	cartesian	ADJ
ejpam-6866	31	7	decomposition	decomposition	NOUN
ejpam-6866	31	8	as	as	ADP
ejpam-6866	31	9	a	a	DET
ejpam-6866	31	10	means	means	NOUN
ejpam-6866	31	11	to	to	PART
ejpam-6866	31	12	break	break	VERB
ejpam-6866	31	13	down	down	ADP
ejpam-6866	31	14	the	the	DET
ejpam-6866	31	15	behavior	behavior	NOUN
ejpam-6866	31	16	of	of	ADP
ejpam-6866	31	17	a	a	DET
ejpam-6866	31	18	word	word	NOUN
ejpam-6866	31	19	(	(	PUNCT
ejpam-6866	31	20	like	like	ADP
ejpam-6866	31	21	a	a	DET
ejpam-6866	31	22	verb	verb	NOUN
ejpam-6866	31	23	)	)	PUNCT
ejpam-6866	31	24	into	into	ADP
ejpam-6866	31	25	two	two	NUM
ejpam-6866	31	26	components	component	NOUN
ejpam-6866	31	27	:	:	PUNCT
ejpam-6866	31	28	the	the	DET
ejpam-6866	31	29	core	core	NOUN
ejpam-6866	31	30	action	action	NOUN
ejpam-6866	31	31	(	(	PUNCT
ejpam-6866	31	32	the	the	DET
ejpam-6866	31	33	hermitian	hermitian	ADJ
ejpam-6866	31	34	component	component	NOUN
ejpam-6866	31	35	,	,	PUNCT
ejpam-6866	31	36	h	h	NOUN
ejpam-6866	31	37	)	)	PUNCT
ejpam-6866	31	38	,	,	PUNCT
ejpam-6866	31	39	and	and	CCONJ
ejpam-6866	31	40	the	the	DET
ejpam-6866	31	41	flavor	flavor	NOUN
ejpam-6866	31	42	or	or	CCONJ
ejpam-6866	31	43	direction	direction	NOUN
ejpam-6866	31	44	of	of	ADP
ejpam-6866	31	45	that	that	DET
ejpam-6866	31	46	action	action	NOUN
ejpam-6866	31	47	(	(	PUNCT
ejpam-6866	31	48	the	the	DET
ejpam-6866	31	49	skew	skew	ADJ
ejpam-6866	31	50	-	-	PUNCT
ejpam-6866	31	51	hermitian	hermitian	ADJ
ejpam-6866	31	52	component	component	NOUN
ejpam-6866	31	53	,	,	PUNCT
ejpam-6866	31	54	s	s	NOUN
ejpam-6866	31	55	)	)	PUNCT
ejpam-6866	31	56	.	.	PUNCT
ejpam-6866	32	1	for	for	ADP
ejpam-6866	32	2	example	example	NOUN
ejpam-6866	32	3	,	,	PUNCT
ejpam-6866	32	4	in	in	ADP
ejpam-6866	32	5	the	the	DET
ejpam-6866	32	6	verb	verb	NOUN
ejpam-6866	32	7	”	"	PUNCT
ejpam-6866	32	8	blame	blame	NOUN
ejpam-6866	32	9	,	,	PUNCT
ejpam-6866	32	10	”	"	PUNCT
ejpam-6866	32	11	the	the	DET
ejpam-6866	32	12	action	action	NOUN
ejpam-6866	32	13	might	might	AUX
ejpam-6866	32	14	be	be	AUX
ejpam-6866	32	15	symmetric	symmetric	ADJ
ejpam-6866	32	16	if	if	SCONJ
ejpam-6866	32	17	both	both	DET
ejpam-6866	32	18	parties	party	NOUN
ejpam-6866	32	19	are	be	AUX
ejpam-6866	32	20	responsible	responsible	ADJ
ejpam-6866	32	21	,	,	PUNCT
ejpam-6866	32	22	but	but	CCONJ
ejpam-6866	32	23	skewed	skew	VERB
ejpam-6866	32	24	if	if	SCONJ
ejpam-6866	32	25	one	one	NUM
ejpam-6866	32	26	person	person	NOUN
ejpam-6866	32	27	targets	target	VERB
ejpam-6866	32	28	the	the	DET
ejpam-6866	32	29	other	other	ADJ
ejpam-6866	32	30	.	.	PUNCT
ejpam-6866	33	1	similarly	similarly	ADV
ejpam-6866	33	2	,	,	PUNCT
ejpam-6866	33	3	tensor	tensor	NOUN
ejpam-6866	33	4	product	product	NOUN
ejpam-6866	33	5	operations	operation	NOUN
ejpam-6866	33	6	means	mean	VERB
ejpam-6866	33	7	that	that	SCONJ
ejpam-6866	33	8	we	we	PRON
ejpam-6866	33	9	can	can	AUX
ejpam-6866	33	10	represent	represent	VERB
ejpam-6866	33	11	the	the	DET
ejpam-6866	33	12	way	way	NOUN
ejpam-6866	33	13	in	in	ADP
ejpam-6866	33	14	which	which	PRON
ejpam-6866	33	15	two	two	NUM
ejpam-6866	33	16	words	word	NOUN
ejpam-6866	33	17	combine	combine	VERB
ejpam-6866	33	18	together	together	ADV
ejpam-6866	33	19	,	,	PUNCT
ejpam-6866	33	20	such	such	ADJ
ejpam-6866	33	21	as	as	ADP
ejpam-6866	33	22	how	how	SCONJ
ejpam-6866	33	23	a	a	DET
ejpam-6866	33	24	subject	subject	NOUN
ejpam-6866	33	25	and	and	CCONJ
ejpam-6866	33	26	an	an	DET
ejpam-6866	33	27	object	object	NOUN
ejpam-6866	33	28	relates	relate	VERB
ejpam-6866	33	29	to	to	ADP
ejpam-6866	33	30	a	a	DET
ejpam-6866	33	31	verb	verb	NOUN
ejpam-6866	33	32	,	,	PUNCT
ejpam-6866	33	33	by	by	ADP
ejpam-6866	33	34	”	"	PUNCT
ejpam-6866	33	35	joining	join	VERB
ejpam-6866	33	36	”	"	PUNCT
ejpam-6866	33	37	together	together	ADV
ejpam-6866	33	38	their	their	PRON
ejpam-6866	33	39	meanings	meaning	NOUN
ejpam-6866	33	40	in	in	ADP
ejpam-6866	33	41	a	a	DET
ejpam-6866	33	42	higher	high	ADJ
ejpam-6866	33	43	dimensional	dimensional	ADJ
ejpam-6866	33	44	space	space	NOUN
ejpam-6866	33	45	.	.	PUNCT
ejpam-6866	34	1	this	this	DET
ejpam-6866	34	2	process	process	NOUN
ejpam-6866	34	3	preserves	preserve	VERB
ejpam-6866	34	4	the	the	DET
ejpam-6866	34	5	meaning	meaning	NOUN
ejpam-6866	34	6	of	of	ADP
ejpam-6866	34	7	both	both	PRON
ejpam-6866	34	8	of	of	ADP
ejpam-6866	34	9	the	the	DET
ejpam-6866	34	10	words	word	NOUN
ejpam-6866	34	11	,	,	PUNCT
ejpam-6866	34	12	but	but	CCONJ
ejpam-6866	34	13	encodes	encode	VERB
ejpam-6866	34	14	the	the	DET
ejpam-6866	34	15	syntactic	syntactic	ADJ
ejpam-6866	34	16	relationship	relationship	NOUN
ejpam-6866	34	17	between	between	ADP
ejpam-6866	34	18	them	they	PRON
ejpam-6866	34	19	(	(	PUNCT
ejpam-6866	34	20	who	who	PRON
ejpam-6866	34	21	is	be	AUX
ejpam-6866	34	22	doing	do	VERB
ejpam-6866	34	23	the	the	DET
ejpam-6866	34	24	act	act	NOUN
ejpam-6866	34	25	and	and	CCONJ
ejpam-6866	34	26	who	who	PRON
ejpam-6866	34	27	is	be	AUX
ejpam-6866	34	28	being	be	AUX
ejpam-6866	34	29	acted	act	VERB
ejpam-6866	34	30	upon	upon	SCONJ
ejpam-6866	34	31	)	)	PUNCT
ejpam-6866	34	32	.	.	PUNCT
ejpam-6866	35	1	this	this	DET
ejpam-6866	35	2	paper	paper	NOUN
ejpam-6866	35	3	develops	develop	VERB
ejpam-6866	35	4	an	an	DET
ejpam-6866	35	5	extensive	extensive	ADJ
ejpam-6866	35	6	theory	theory	NOUN
ejpam-6866	35	7	of	of	ADP
ejpam-6866	35	8	sentence	sentence	NOUN
ejpam-6866	35	9	-	-	PUNCT
ejpam-6866	35	10	level	level	NOUN
ejpam-6866	35	11	meaning	meaning	NOUN
ejpam-6866	35	12	in	in	ADP
ejpam-6866	35	13	terms	term	NOUN
ejpam-6866	35	14	of	of	ADP
ejpam-6866	35	15	cartesian	cartesian	ADJ
ejpam-6866	35	16	decomposition	decomposition	NOUN
ejpam-6866	35	17	and	and	CCONJ
ejpam-6866	35	18	tensor	tensor	NOUN
ejpam-6866	35	19	product	product	NOUN
ejpam-6866	35	20	representations	representation	NOUN
ejpam-6866	35	21	.	.	PUNCT
ejpam-6866	36	1	we	we	PRON
ejpam-6866	36	2	present	present	VERB
ejpam-6866	36	3	an	an	DET
ejpam-6866	36	4	extended	extended	ADJ
ejpam-6866	36	5	literature	literature	NOUN
ejpam-6866	36	6	review	review	NOUN
ejpam-6866	36	7	,	,	PUNCT
ejpam-6866	36	8	give	give	VERB
ejpam-6866	36	9	novel	novel	ADJ
ejpam-6866	36	10	illustrative	illustrative	ADJ
ejpam-6866	36	11	examples	example	NOUN
ejpam-6866	36	12	and	and	CCONJ
ejpam-6866	36	13	discuss	discuss	VERB
ejpam-6866	36	14	implications	implication	NOUN
ejpam-6866	36	15	for	for	ADP
ejpam-6866	36	16	cognitive	cognitive	ADJ
ejpam-6866	36	17	modeling	modeling	NOUN
ejpam-6866	36	18	,	,	PUNCT
ejpam-6866	36	19	nlp	nlp	NOUN
ejpam-6866	36	20	applications	application	NOUN
ejpam-6866	36	21	and	and	CCONJ
ejpam-6866	36	22	sustainable	sustainable	ADJ
ejpam-6866	36	23	ai	ai	NOUN
ejpam-6866	36	24	.	.	PUNCT
ejpam-6866	37	1	in	in	ADP
ejpam-6866	37	2	the	the	DET
ejpam-6866	37	3	process	process	NOUN
ejpam-6866	37	4	,	,	PUNCT
ejpam-6866	37	5	we	we	PRON
ejpam-6866	37	6	present	present	VERB
ejpam-6866	37	7	not	not	PART
ejpam-6866	37	8	only	only	ADV
ejpam-6866	37	9	a	a	DET
ejpam-6866	37	10	mathematically	mathematically	ADV
ejpam-6866	37	11	principled	principled	ADJ
ejpam-6866	37	12	model	model	NOUN
ejpam-6866	37	13	of	of	ADP
ejpam-6866	37	14	compositionality	compositionality	NOUN
ejpam-6866	37	15	,	,	PUNCT
ejpam-6866	37	16	but	but	CCONJ
ejpam-6866	37	17	also	also	ADV
ejpam-6866	37	18	a	a	DET
ejpam-6866	37	19	framework	framework	NOUN
ejpam-6866	37	20	which	which	PRON
ejpam-6866	37	21	is	be	AUX
ejpam-6866	37	22	compatible	compatible	ADJ
ejpam-6866	37	23	with	with	ADP
ejpam-6866	37	24	the	the	DET
ejpam-6866	37	25	new	new	ADJ
ejpam-6866	37	26	requirements	requirement	NOUN
ejpam-6866	37	27	for	for	ADP
ejpam-6866	37	28	human	human	NOUN
ejpam-6866	37	29	-	-	PUNCT
ejpam-6866	37	30	centered	center	VERB
ejpam-6866	37	31	and	and	CCONJ
ejpam-6866	37	32	interpretable	interpretable	ADJ
ejpam-6866	37	33	language	language	NOUN
ejpam-6866	37	34	technologies	technology	NOUN
ejpam-6866	37	35	.	.	PUNCT
ejpam-6866	38	1	2	2	X
ejpam-6866	38	2	.	.	X
ejpam-6866	38	3	literature	literature	NOUN
ejpam-6866	38	4	review	review	VERB
ejpam-6866	38	5	this	this	DET
ejpam-6866	38	6	section	section	NOUN
ejpam-6866	38	7	overviews	overview	NOUN
ejpam-6866	38	8	some	some	PRON
ejpam-6866	38	9	of	of	ADP
ejpam-6866	38	10	the	the	DET
ejpam-6866	38	11	main	main	ADJ
ejpam-6866	38	12	contributions	contribution	NOUN
ejpam-6866	38	13	in	in	ADP
ejpam-6866	38	14	the	the	DET
ejpam-6866	38	15	overlapping	overlap	VERB
ejpam-6866	38	16	fields	field	NOUN
ejpam-6866	38	17	of	of	ADP
ejpam-6866	38	18	formal	formal	ADJ
ejpam-6866	38	19	semantics	semantic	NOUN
ejpam-6866	38	20	,	,	PUNCT
ejpam-6866	38	21	distributional	distributional	ADJ
ejpam-6866	38	22	linguistics	linguistic	NOUN
ejpam-6866	38	23	,	,	PUNCT
ejpam-6866	38	24	and	and	CCONJ
ejpam-6866	38	25	mathematical	mathematical	ADJ
ejpam-6866	38	26	modeling	modeling	NOUN
ejpam-6866	38	27	of	of	ADP
ejpam-6866	38	28	meaning	meaning	NOUN
ejpam-6866	38	29	.	.	PUNCT
ejpam-6866	39	1	we	we	PRON
ejpam-6866	39	2	pay	pay	VERB
ejpam-6866	39	3	special	special	ADJ
ejpam-6866	39	4	attention	attention	NOUN
ejpam-6866	39	5	to	to	ADP
ejpam-6866	39	6	operator	operator	NOUN
ejpam-6866	39	7	-	-	PUNCT
ejpam-6866	39	8	based	base	VERB
ejpam-6866	39	9	approaches	approach	NOUN
ejpam-6866	39	10	to	to	ADP
ejpam-6866	39	11	compositional	compositional	ADJ
ejpam-6866	39	12	semantics	semantic	NOUN
ejpam-6866	39	13	,	,	PUNCT
ejpam-6866	39	14	vector	vector	NOUN
ejpam-6866	39	15	space	space	NOUN
ejpam-6866	39	16	representations	representation	NOUN
ejpam-6866	39	17	of	of	ADP
ejpam-6866	39	18	the	the	DET
ejpam-6866	39	19	lexical	lexical	ADJ
ejpam-6866	39	20	meaning	meaning	NOUN
ejpam-6866	39	21	and	and	CCONJ
ejpam-6866	39	22	simulation	simulation	NOUN
ejpam-6866	39	23	of	of	ADP
ejpam-6866	39	24	semantic	semantic	ADJ
ejpam-6866	39	25	interaction	interaction	NOUN
ejpam-6866	39	26	via	via	ADP
ejpam-6866	39	27	tensor	tensor	NOUN
ejpam-6866	39	28	product	product	NOUN
ejpam-6866	39	29	operations	operation	NOUN
ejpam-6866	39	30	and	and	CCONJ
ejpam-6866	39	31	matrix	matrix	NOUN
ejpam-6866	39	32	decompositions	decomposition	NOUN
ejpam-6866	39	33	.	.	PUNCT
ejpam-6866	40	1	m.	m.	NOUN
ejpam-6866	40	2	s.	s.	PROPN
ejpam-6866	40	3	yaseen	yaseen	PROPN
ejpam-6866	40	4	,	,	PUNCT
ejpam-6866	40	5	f.	f.	PROPN
ejpam-6866	40	6	alrimawi	alrimawi	PROPN
ejpam-6866	40	7	/	/	SYM
ejpam-6866	40	8	eur	eur	PROPN
ejpam-6866	40	9	.	.	PUNCT
ejpam-6866	41	1	j.	j.	PROPN
ejpam-6866	41	2	pure	pure	PROPN
ejpam-6866	41	3	appl	appl	PROPN
ejpam-6866	41	4	.	.	PROPN
ejpam-6866	41	5	math	math	PROPN
ejpam-6866	41	6	,	,	PUNCT
ejpam-6866	41	7	18	18	NUM
ejpam-6866	41	8	(	(	PUNCT
ejpam-6866	41	9	4	4	NUM
ejpam-6866	41	10	)	)	PUNCT
ejpam-6866	41	11	(	(	PUNCT
ejpam-6866	41	12	2025	2025	NUM
ejpam-6866	41	13	)	)	PUNCT
ejpam-6866	41	14	,	,	PUNCT
ejpam-6866	41	15	6866	6866	NUM
ejpam-6866	41	16	3	3	NUM
ejpam-6866	41	17	of	of	ADP
ejpam-6866	41	18	13	13	NUM
ejpam-6866	41	19	2.1	2.1	NUM
ejpam-6866	41	20	.	.	PUNCT
ejpam-6866	42	1	compositionality	compositionality	NOUN
ejpam-6866	42	2	in	in	ADP
ejpam-6866	42	3	formal	formal	ADJ
ejpam-6866	42	4	and	and	CCONJ
ejpam-6866	42	5	cognitive	cognitive	ADJ
ejpam-6866	42	6	semantics	semantic	NOUN
ejpam-6866	42	7	this	this	DET
ejpam-6866	42	8	compositional	compositional	ADJ
ejpam-6866	42	9	principle	principle	NOUN
ejpam-6866	42	10	has	have	VERB
ejpam-6866	42	11	its	its	PRON
ejpam-6866	42	12	earliest	early	ADJ
ejpam-6866	42	13	roots	root	NOUN
ejpam-6866	42	14	with	with	ADP
ejpam-6866	42	15	frege	frege	NOUN
ejpam-6866	42	16	(	(	PUNCT
ejpam-6866	42	17	1892	1892	NUM
ejpam-6866	42	18	)	)	PUNCT
ejpam-6866	43	1	[	[	X
ejpam-6866	43	2	7	7	X
ejpam-6866	43	3	]	]	PUNCT
ejpam-6866	43	4	who	who	PRON
ejpam-6866	43	5	maintained	maintain	VERB
ejpam-6866	43	6	cognition	cognition	NOUN
ejpam-6866	43	7	of	of	ADP
ejpam-6866	43	8	a	a	DET
ejpam-6866	43	9	sign	sign	NOUN
ejpam-6866	43	10	is	be	AUX
ejpam-6866	43	11	based	base	VERB
ejpam-6866	43	12	on	on	ADP
ejpam-6866	43	13	cognition	cognition	NOUN
ejpam-6866	43	14	of	of	ADP
ejpam-6866	43	15	its	its	PRON
ejpam-6866	43	16	constitutive	constitutive	ADJ
ejpam-6866	43	17	signs	sign	NOUN
ejpam-6866	43	18	and	and	CCONJ
ejpam-6866	43	19	their	their	PRON
ejpam-6866	43	20	syntactic	syntactic	ADJ
ejpam-6866	43	21	relation	relation	NOUN
ejpam-6866	43	22	.	.	PUNCT
ejpam-6866	44	1	montague	montague	PROPN
ejpam-6866	44	2	(	(	PUNCT
ejpam-6866	44	3	1974	1974	NUM
ejpam-6866	44	4	)	)	PUNCT
ejpam-6866	45	1	[	[	X
ejpam-6866	45	2	8	8	NUM
ejpam-6866	45	3	]	]	PUNCT
ejpam-6866	45	4	developed	develop	VERB
ejpam-6866	45	5	this	this	DET
ejpam-6866	45	6	logic	logic	NOUN
ejpam-6866	45	7	-	-	PUNCT
ejpam-6866	45	8	based	base	VERB
ejpam-6866	45	9	semantics	semantic	NOUN
ejpam-6866	45	10	for	for	ADP
ejpam-6866	45	11	natural	natural	ADJ
ejpam-6866	45	12	language	language	NOUN
ejpam-6866	45	13	by	by	ADP
ejpam-6866	45	14	devising	devise	VERB
ejpam-6866	45	15	an	an	DET
ejpam-6866	45	16	interface	interface	NOUN
ejpam-6866	45	17	between	between	ADP
ejpam-6866	45	18	syntax	syntax	NOUN
ejpam-6866	45	19	and	and	CCONJ
ejpam-6866	45	20	semantics	semantic	NOUN
ejpam-6866	45	21	and	and	CCONJ
ejpam-6866	45	22	based	base	VERB
ejpam-6866	45	23	on	on	ADP
ejpam-6866	45	24	the	the	DET
ejpam-6866	45	25	model	model	NOUN
ejpam-6866	45	26	theory	theory	NOUN
ejpam-6866	45	27	.	.	PUNCT
ejpam-6866	46	1	however	however	ADV
ejpam-6866	46	2	,	,	PUNCT
ejpam-6866	46	3	these	these	DET
ejpam-6866	46	4	approaches	approach	NOUN
ejpam-6866	46	5	are	be	AUX
ejpam-6866	46	6	usually	usually	ADV
ejpam-6866	46	7	a	a	PRON
ejpam-6866	46	8	-	-	ADJ
ejpam-6866	46	9	historical	historical	ADJ
ejpam-6866	46	10	,	,	PUNCT
ejpam-6866	46	11	especially	especially	ADV
ejpam-6866	46	12	in	in	ADP
ejpam-6866	46	13	terms	term	NOUN
ejpam-6866	46	14	of	of	ADP
ejpam-6866	46	15	context	context	NOUN
ejpam-6866	46	16	dependence	dependence	NOUN
ejpam-6866	46	17	of	of	ADP
ejpam-6866	46	18	meaning	meaning	NOUN
ejpam-6866	46	19	.	.	PUNCT
ejpam-6866	47	1	higginbotham	higginbotham	PROPN
ejpam-6866	47	2	(	(	PUNCT
ejpam-6866	47	3	1985	1985	NUM
ejpam-6866	47	4	)	)	PUNCT
ejpam-6866	48	1	[	[	X
ejpam-6866	48	2	9	9	NUM
ejpam-6866	48	3	]	]	PUNCT
ejpam-6866	48	4	corrected	correct	VERB
ejpam-6866	48	5	this	this	DET
ejpam-6866	48	6	drawback	drawback	NOUN
ejpam-6866	48	7	by	by	ADP
ejpam-6866	48	8	incorporating	incorporate	VERB
ejpam-6866	48	9	syntactic	syntactic	ADJ
ejpam-6866	48	10	constraints	constraint	NOUN
ejpam-6866	48	11	and	and	CCONJ
ejpam-6866	48	12	argument	argument	NOUN
ejpam-6866	48	13	structure	structure	NOUN
ejpam-6866	48	14	in	in	ADP
ejpam-6866	48	15	the	the	DET
ejpam-6866	48	16	compositional	compositional	ADJ
ejpam-6866	48	17	forms	form	NOUN
ejpam-6866	48	18	.	.	PUNCT
ejpam-6866	49	1	his	his	PRON
ejpam-6866	49	2	work	work	NOUN
ejpam-6866	49	3	highlighted	highlight	VERB
ejpam-6866	49	4	the	the	DET
ejpam-6866	49	5	need	need	NOUN
ejpam-6866	49	6	to	to	PART
ejpam-6866	49	7	develop	develop	VERB
ejpam-6866	49	8	a	a	DET
ejpam-6866	49	9	correspondence	correspondence	NOUN
ejpam-6866	49	10	between	between	ADP
ejpam-6866	49	11	the	the	DET
ejpam-6866	49	12	formal	formal	ADJ
ejpam-6866	49	13	logic	logic	NOUN
ejpam-6866	49	14	and	and	CCONJ
ejpam-6866	49	15	the	the	DET
ejpam-6866	49	16	evidence	evidence	NOUN
ejpam-6866	49	17	provided	provide	VERB
ejpam-6866	49	18	by	by	ADP
ejpam-6866	49	19	language	language	NOUN
ejpam-6866	49	20	,	,	PUNCT
ejpam-6866	49	21	which	which	PRON
ejpam-6866	49	22	paved	pave	VERB
ejpam-6866	49	23	the	the	DET
ejpam-6866	49	24	way	way	NOUN
ejpam-6866	49	25	to	to	PART
ejpam-6866	49	26	stronger	strong	ADJ
ejpam-6866	49	27	and	and	CCONJ
ejpam-6866	49	28	cognitively	cognitively	ADV
ejpam-6866	49	29	unproblematic	unproblematic	ADJ
ejpam-6866	49	30	frameworks	framework	NOUN
ejpam-6866	49	31	.	.	PUNCT
ejpam-6866	50	1	2.2	2.2	NUM
ejpam-6866	50	2	.	.	PUNCT
ejpam-6866	50	3	vector	vector	NOUN
ejpam-6866	50	4	space	space	NOUN
ejpam-6866	50	5	semantics	semantic	NOUN
ejpam-6866	50	6	and	and	CCONJ
ejpam-6866	50	7	distributional	distributional	ADJ
ejpam-6866	50	8	models	model	NOUN
ejpam-6866	50	9	the	the	DET
ejpam-6866	50	10	revolution	revolution	NOUN
ejpam-6866	50	11	of	of	ADP
ejpam-6866	50	12	distributional	distributional	ADJ
ejpam-6866	50	13	semantics	semantic	NOUN
ejpam-6866	50	14	put	put	VERB
ejpam-6866	50	15	emphasis	emphasis	NOUN
ejpam-6866	50	16	on	on	ADP
ejpam-6866	50	17	empirically	empirically	ADV
ejpam-6866	50	18	-	-	PUNCT
ejpam-6866	50	19	induced	induce	VERB
ejpam-6866	50	20	representations	representation	NOUN
ejpam-6866	50	21	.	.	PUNCT
ejpam-6866	51	1	firth	firth	PROPN
ejpam-6866	51	2	(	(	PUNCT
ejpam-6866	51	3	1957	1957	NUM
ejpam-6866	51	4	)	)	PUNCT
ejpam-6866	52	1	[	[	X
ejpam-6866	52	2	10	10	NUM
ejpam-6866	52	3	]	]	PUNCT
ejpam-6866	52	4	famously	famously	ADV
ejpam-6866	52	5	stated	state	VERB
ejpam-6866	52	6	,	,	PUNCT
ejpam-6866	52	7	”	"	PUNCT
ejpam-6866	52	8	you	you	PRON
ejpam-6866	52	9	shall	shall	AUX
ejpam-6866	52	10	know	know	VERB
ejpam-6866	52	11	a	a	DET
ejpam-6866	52	12	word	word	NOUN
ejpam-6866	52	13	by	by	ADP
ejpam-6866	52	14	the	the	DET
ejpam-6866	52	15	company	company	NOUN
ejpam-6866	52	16	it	it	PRON
ejpam-6866	52	17	keeps	keep	VERB
ejpam-6866	52	18	”	"	PUNCT
ejpam-6866	52	19	,	,	PUNCT
ejpam-6866	52	20	which	which	PRON
ejpam-6866	52	21	anticipated	anticipate	VERB
ejpam-6866	52	22	the	the	DET
ejpam-6866	52	23	vector	vector	NOUN
ejpam-6866	52	24	-	-	PUNCT
ejpam-6866	52	25	based	base	VERB
ejpam-6866	52	26	approaches	approach	NOUN
ejpam-6866	52	27	to	to	ADP
ejpam-6866	52	28	semantics	semantic	NOUN
ejpam-6866	52	29	of	of	ADP
ejpam-6866	52	30	today	today	NOUN
ejpam-6866	52	31	.	.	PUNCT
ejpam-6866	53	1	word	word	NOUN
ejpam-6866	53	2	embeddings	embedding	NOUN
ejpam-6866	53	3	from	from	ADP
ejpam-6866	53	4	co	co	ADJ
ejpam-6866	53	5	-	-	NOUN
ejpam-6866	53	6	occurrence	occurrence	ADJ
ejpam-6866	53	7	data	datum	NOUN
ejpam-6866	53	8	have	have	AUX
ejpam-6866	53	9	been	be	AUX
ejpam-6866	53	10	learned	learn	VERB
ejpam-6866	53	11	by	by	ADP
ejpam-6866	53	12	latent	latent	ADJ
ejpam-6866	53	13	semantic	semantic	ADJ
ejpam-6866	53	14	analysis	analysis	NOUN
ejpam-6866	53	15	(	(	PUNCT
ejpam-6866	53	16	landauer	landauer	NOUN
ejpam-6866	53	17	dumais	dumais	PROPN
ejpam-6866	53	18	,	,	PUNCT
ejpam-6866	53	19	1997	1997	NUM
ejpam-6866	54	1	[	[	X
ejpam-6866	54	2	11	11	NUM
ejpam-6866	54	3	]	]	PUNCT
ejpam-6866	54	4	)	)	PUNCT
ejpam-6866	54	5	and	and	CCONJ
ejpam-6866	54	6	subsequently	subsequently	ADV
ejpam-6866	54	7	by	by	ADP
ejpam-6866	54	8	word2vec	word2vec	X
ejpam-6866	54	9	(	(	PUNCT
ejpam-6866	54	10	mikolov	mikolov	NOUN
ejpam-6866	54	11	et	et	PROPN
ejpam-6866	54	12	al	al	PROPN
ejpam-6866	54	13	.	.	PROPN
ejpam-6866	54	14	,	,	PUNCT
ejpam-6866	54	15	2013	2013	NUM
ejpam-6866	55	1	[	[	X
ejpam-6866	55	2	12	12	NUM
ejpam-6866	55	3	]	]	SYM
ejpam-6866	55	4	)	)	PUNCT
ejpam-6866	55	5	,	,	PUNCT
ejpam-6866	55	6	glove	glove	NOUN
ejpam-6866	55	7	(	(	PUNCT
ejpam-6866	55	8	pennington	pennington	PROPN
ejpam-6866	55	9	et	et	PROPN
ejpam-6866	55	10	al	al	PROPN
ejpam-6866	55	11	.	.	PROPN
ejpam-6866	55	12	,	,	PUNCT
ejpam-6866	55	13	2014	2014	NUM
ejpam-6866	56	1	[	[	X
ejpam-6866	56	2	13	13	NUM
ejpam-6866	56	3	]	]	PUNCT
ejpam-6866	56	4	)	)	PUNCT
ejpam-6866	56	5	and	and	CCONJ
ejpam-6866	56	6	several	several	ADJ
ejpam-6866	56	7	others	other	NOUN
ejpam-6866	56	8	.	.	PUNCT
ejpam-6866	57	1	these	these	DET
ejpam-6866	57	2	models	model	NOUN
ejpam-6866	57	3	qualitatively	qualitatively	ADV
ejpam-6866	57	4	model	model	VERB
ejpam-6866	57	5	lexical	lexical	ADJ
ejpam-6866	57	6	similarity	similarity	NOUN
ejpam-6866	57	7	well	well	ADV
ejpam-6866	57	8	,	,	PUNCT
ejpam-6866	57	9	but	but	CCONJ
ejpam-6866	57	10	have	have	VERB
ejpam-6866	57	11	difficulty	difficulty	NOUN
ejpam-6866	57	12	modeling	model	VERB
ejpam-6866	57	13	compositional	compositional	ADJ
ejpam-6866	57	14	structures	structure	NOUN
ejpam-6866	57	15	.	.	PUNCT
ejpam-6866	58	1	mitchell	mitchell	NOUN
ejpam-6866	58	2	and	and	CCONJ
ejpam-6866	58	3	lapata	lapata	PROPN
ejpam-6866	58	4	(	(	PUNCT
ejpam-6866	58	5	2010	2010	NUM
ejpam-6866	58	6	)	)	PUNCT
ejpam-6866	59	1	[	[	X
ejpam-6866	59	2	14	14	NUM
ejpam-6866	59	3	]	]	PUNCT
ejpam-6866	59	4	introduced	introduce	VERB
ejpam-6866	59	5	the	the	DET
ejpam-6866	59	6	additive	additive	ADJ
ejpam-6866	59	7	and	and	CCONJ
ejpam-6866	59	8	multiplicative	multiplicative	ADJ
ejpam-6866	59	9	composition	composition	NOUN
ejpam-6866	59	10	rules	rule	NOUN
ejpam-6866	59	11	;	;	PUNCT
ejpam-6866	59	12	baroni	baroni	PROPN
ejpam-6866	59	13	,	,	PUNCT
ejpam-6866	59	14	bernardi	bernardi	PROPN
ejpam-6866	59	15	,	,	PUNCT
ejpam-6866	59	16	and	and	CCONJ
ejpam-6866	59	17	zamparelli	zamparelli	PROPN
ejpam-6866	59	18	(	(	PUNCT
ejpam-6866	59	19	2014	2014	NUM
ejpam-6866	59	20	)	)	PUNCT
ejpam-6866	60	1	[	[	X
ejpam-6866	60	2	15	15	NUM
ejpam-6866	60	3	]	]	X
ejpam-6866	60	4	put	put	VERB
ejpam-6866	60	5	forward	forward	ADV
ejpam-6866	60	6	the	the	DET
ejpam-6866	60	7	matrix	matrix	NOUN
ejpam-6866	60	8	-	-	PUNCT
ejpam-6866	60	9	based	base	VERB
ejpam-6866	60	10	representations	representation	NOUN
ejpam-6866	60	11	of	of	ADP
ejpam-6866	60	12	adjectives	adjective	NOUN
ejpam-6866	60	13	and	and	CCONJ
ejpam-6866	60	14	higher	high	ADJ
ejpam-6866	60	15	order	order	NOUN
ejpam-6866	60	16	tensors	tensor	NOUN
ejpam-6866	60	17	of	of	ADP
ejpam-6866	60	18	verbs	verb	NOUN
ejpam-6866	60	19	.	.	PUNCT
ejpam-6866	61	1	although	although	SCONJ
ejpam-6866	61	2	these	these	DET
ejpam-6866	61	3	extensions	extension	NOUN
ejpam-6866	61	4	included	include	VERB
ejpam-6866	61	5	expressive	expressive	ADJ
ejpam-6866	61	6	modeling	modeling	NOUN
ejpam-6866	61	7	inventories	inventory	NOUN
ejpam-6866	61	8	,	,	PUNCT
ejpam-6866	61	9	they	they	PRON
ejpam-6866	61	10	were	be	AUX
ejpam-6866	61	11	often	often	ADV
ejpam-6866	61	12	not	not	PART
ejpam-6866	61	13	interpretable	interpretable	ADJ
ejpam-6866	61	14	and	and	CCONJ
ejpam-6866	61	15	not	not	PART
ejpam-6866	61	16	theoretically	theoretically	ADV
ejpam-6866	61	17	transparent	transparent	ADJ
ejpam-6866	61	18	.	.	PUNCT
ejpam-6866	62	1	2.3	2.3	NUM
ejpam-6866	62	2	.	.	PUNCT
ejpam-6866	62	3	tensor	tensor	NOUN
ejpam-6866	62	4	product	product	NOUN
ejpam-6866	62	5	and	and	CCONJ
ejpam-6866	62	6	categorical	categorical	ADJ
ejpam-6866	62	7	approaches	approach	NOUN
ejpam-6866	62	8	we	we	PRON
ejpam-6866	62	9	show	show	VERB
ejpam-6866	62	10	that	that	SCONJ
ejpam-6866	62	11	a	a	DET
ejpam-6866	62	12	unifying	unifying	ADJ
ejpam-6866	62	13	framework	framework	NOUN
ejpam-6866	62	14	where	where	SCONJ
ejpam-6866	62	15	grammatical	grammatical	ADJ
ejpam-6866	62	16	types	type	NOUN
ejpam-6866	62	17	constrain	constrain	VERB
ejpam-6866	62	18	the	the	DET
ejpam-6866	62	19	structure	structure	NOUN
ejpam-6866	62	20	of	of	ADP
ejpam-6866	62	21	tensor	tensor	NOUN
ejpam-6866	62	22	contractions	contraction	NOUN
ejpam-6866	62	23	was	be	AUX
ejpam-6866	62	24	given	give	VERB
ejpam-6866	62	25	in	in	ADP
ejpam-6866	62	26	the	the	DET
ejpam-6866	62	27	categorical	categorical	ADJ
ejpam-6866	62	28	compositional	compositional	ADJ
ejpam-6866	62	29	distributional	distributional	ADJ
ejpam-6866	62	30	model	model	NOUN
ejpam-6866	62	31	(	(	PUNCT
ejpam-6866	62	32	discocat	discocat	PROPN
ejpam-6866	62	33	)	)	PUNCT
ejpam-6866	62	34	by	by	ADP
ejpam-6866	62	35	coecke	coecke	PROPN
ejpam-6866	62	36	,	,	PUNCT
ejpam-6866	62	37	sadrzadeh	sadrzadeh	PROPN
ejpam-6866	62	38	and	and	CCONJ
ejpam-6866	62	39	clark	clark	PROPN
ejpam-6866	62	40	(	(	PUNCT
ejpam-6866	62	41	2010	2010	NUM
ejpam-6866	62	42	)	)	PUNCT
ejpam-6866	63	1	[	[	X
ejpam-6866	63	2	16	16	NUM
ejpam-6866	63	3	]	]	PUNCT
ejpam-6866	63	4	.	.	PUNCT
ejpam-6866	64	1	based	base	VERB
ejpam-6866	64	2	on	on	ADP
ejpam-6866	64	3	quantum	quantum	ADJ
ejpam-6866	64	4	mechanics	mechanic	NOUN
ejpam-6866	64	5	and	and	CCONJ
ejpam-6866	64	6	category	category	NOUN
ejpam-6866	64	7	theory	theory	NOUN
ejpam-6866	64	8	,	,	PUNCT
ejpam-6866	64	9	this	this	DET
ejpam-6866	64	10	model	model	NOUN
ejpam-6866	64	11	equates	equate	VERB
ejpam-6866	64	12	syntactic	syntactic	ADJ
ejpam-6866	64	13	types	type	NOUN
ejpam-6866	64	14	with	with	ADP
ejpam-6866	64	15	types	type	NOUN
ejpam-6866	64	16	of	of	ADP
ejpam-6866	64	17	vectors	vector	NOUN
ejpam-6866	64	18	and	and	CCONJ
ejpam-6866	64	19	tensors	tensor	NOUN
ejpam-6866	64	20	such	such	ADJ
ejpam-6866	64	21	that	that	DET
ejpam-6866	64	22	composite	composite	ADJ
ejpam-6866	64	23	identities	identity	NOUN
ejpam-6866	64	24	represent	represent	VERB
ejpam-6866	64	25	invariance	invariance	NOUN
ejpam-6866	64	26	of	of	ADP
ejpam-6866	64	27	structural	structural	ADJ
ejpam-6866	64	28	information	information	NOUN
ejpam-6866	64	29	.	.	PUNCT
ejpam-6866	65	1	kartsaklis	kartsaklis	PROPN
ejpam-6866	65	2	(	(	PUNCT
ejpam-6866	65	3	2014	2014	NUM
ejpam-6866	65	4	)	)	PUNCT
ejpam-6866	66	1	[	[	X
ejpam-6866	66	2	17	17	NUM
ejpam-6866	66	3	]	]	PUNCT
ejpam-6866	66	4	reviewed	review	VERB
ejpam-6866	66	5	operator	operator	NOUN
ejpam-6866	66	6	-	-	PUNCT
ejpam-6866	66	7	based	base	VERB
ejpam-6866	66	8	approaches	approach	NOUN
ejpam-6866	66	9	and	and	CCONJ
ejpam-6866	66	10	focused	focus	VERB
ejpam-6866	66	11	on	on	ADP
ejpam-6866	66	12	linear	linear	ADJ
ejpam-6866	66	13	maps	map	NOUN
ejpam-6866	66	14	for	for	ADP
ejpam-6866	66	15	the	the	DET
ejpam-6866	66	16	modelling	modelling	NOUN
ejpam-6866	66	17	of	of	ADP
ejpam-6866	66	18	syntactic	syntactic	ADJ
ejpam-6866	66	19	and	and	CCONJ
ejpam-6866	66	20	semantic	semantic	ADJ
ejpam-6866	66	21	dependency	dependency	NOUN
ejpam-6866	66	22	.	.	PUNCT
ejpam-6866	67	1	since	since	SCONJ
ejpam-6866	67	2	then	then	ADV
ejpam-6866	67	3	,	,	PUNCT
ejpam-6866	67	4	tensor	tensor	NOUN
ejpam-6866	67	5	product	product	NOUN
ejpam-6866	67	6	operations	operation	NOUN
ejpam-6866	67	7	have	have	AUX
ejpam-6866	67	8	become	become	VERB
ejpam-6866	67	9	a	a	DET
ejpam-6866	67	10	major	major	ADJ
ejpam-6866	67	11	tool	tool	NOUN
ejpam-6866	67	12	in	in	ADP
ejpam-6866	67	13	compositional	compositional	ADJ
ejpam-6866	67	14	semantics	semantic	NOUN
ejpam-6866	67	15	but	but	CCONJ
ejpam-6866	67	16	both	both	DET
ejpam-6866	67	17	computational	computational	ADJ
ejpam-6866	67	18	costs	cost	NOUN
ejpam-6866	67	19	and	and	CCONJ
ejpam-6866	67	20	interpretability	interpretability	NOUN
ejpam-6866	67	21	are	be	AUX
ejpam-6866	67	22	still	still	ADV
ejpam-6866	67	23	challenges	challenge	NOUN
ejpam-6866	67	24	.	.	PUNCT
ejpam-6866	68	1	2.4	2.4	NUM
ejpam-6866	68	2	.	.	PUNCT
ejpam-6866	68	3	operator	operator	NOUN
ejpam-6866	68	4	theory	theory	NOUN
ejpam-6866	68	5	and	and	CCONJ
ejpam-6866	68	6	matrix	matrix	NOUN
ejpam-6866	68	7	decomposition	decomposition	NOUN
ejpam-6866	68	8	in	in	ADP
ejpam-6866	68	9	language	language	NOUN
ejpam-6866	68	10	modeling	model	VERB
ejpam-6866	68	11	yaseen	yaseen	PROPN
ejpam-6866	68	12	et	et	PROPN
ejpam-6866	68	13	al	al	PROPN
ejpam-6866	68	14	.	.	PROPN
ejpam-6866	69	1	(	(	PUNCT
ejpam-6866	69	2	2025	2025	NUM
ejpam-6866	69	3	)	)	PUNCT
ejpam-6866	70	1	[	[	X
ejpam-6866	70	2	1	1	X
ejpam-6866	70	3	]	]	PUNCT
ejpam-6866	70	4	introduced	introduce	VERB
ejpam-6866	70	5	an	an	DET
ejpam-6866	70	6	innovative	innovative	ADJ
ejpam-6866	70	7	model	model	NOUN
ejpam-6866	70	8	where	where	SCONJ
ejpam-6866	70	9	function	function	NOUN
ejpam-6866	70	10	words	word	NOUN
ejpam-6866	70	11	are	be	AUX
ejpam-6866	70	12	treated	treat	VERB
ejpam-6866	70	13	as	as	ADP
ejpam-6866	70	14	linear	linear	PROPN
ejpam-6866	70	15	operators	operator	NOUN
ejpam-6866	70	16	acting	act	VERB
ejpam-6866	70	17	on	on	ADP
ejpam-6866	70	18	vectors	vector	NOUN
ejpam-6866	70	19	representing	represent	VERB
ejpam-6866	70	20	content	content	NOUN
ejpam-6866	70	21	words	word	NOUN
ejpam-6866	70	22	.	.	PUNCT
ejpam-6866	71	1	under	under	ADP
ejpam-6866	71	2	this	this	DET
ejpam-6866	71	3	framework	framework	NOUN
ejpam-6866	71	4	,	,	PUNCT
ejpam-6866	71	5	a	a	DET
ejpam-6866	71	6	new	new	ADJ
ejpam-6866	71	7	mechanism	mechanism	NOUN
ejpam-6866	71	8	for	for	ADP
ejpam-6866	71	9	integrating	integrate	VERB
ejpam-6866	71	10	symbolic	symbolic	ADJ
ejpam-6866	71	11	semantics	semantic	NOUN
ejpam-6866	71	12	with	with	ADP
ejpam-6866	71	13	data	data	NOUN
ejpam-6866	71	14	-	-	PUNCT
ejpam-6866	71	15	driven	drive	VERB
ejpam-6866	71	16	semantics	semantic	NOUN
ejpam-6866	71	17	was	be	AUX
ejpam-6866	71	18	developed	develop	VERB
ejpam-6866	71	19	.	.	PUNCT
ejpam-6866	72	1	however	however	ADV
ejpam-6866	72	2	,	,	PUNCT
ejpam-6866	72	3	this	this	DET
ejpam-6866	72	4	model	model	NOUN
ejpam-6866	72	5	did	do	AUX
ejpam-6866	72	6	not	not	PART
ejpam-6866	72	7	explicitly	explicitly	ADV
ejpam-6866	72	8	use	use	VERB
ejpam-6866	72	9	matrix	matrix	NOUN
ejpam-6866	72	10	decomposition	decomposition	NOUN
ejpam-6866	72	11	techniques	technique	NOUN
ejpam-6866	72	12	m.	m.	NOUN
ejpam-6866	72	13	s.	s.	PROPN
ejpam-6866	72	14	yaseen	yaseen	PROPN
ejpam-6866	72	15	,	,	PUNCT
ejpam-6866	72	16	f.	f.	PROPN
ejpam-6866	72	17	alrimawi	alrimawi	PROPN
ejpam-6866	72	18	/	/	SYM
ejpam-6866	72	19	eur	eur	PROPN
ejpam-6866	72	20	.	.	PUNCT
ejpam-6866	73	1	j.	j.	PROPN
ejpam-6866	73	2	pure	pure	PROPN
ejpam-6866	73	3	appl	appl	PROPN
ejpam-6866	73	4	.	.	PROPN
ejpam-6866	73	5	math	math	PROPN
ejpam-6866	73	6	,	,	PUNCT
ejpam-6866	73	7	18	18	NUM
ejpam-6866	73	8	(	(	PUNCT
ejpam-6866	73	9	4	4	NUM
ejpam-6866	73	10	)	)	PUNCT
ejpam-6866	73	11	(	(	PUNCT
ejpam-6866	73	12	2025	2025	NUM
ejpam-6866	73	13	)	)	PUNCT
ejpam-6866	73	14	,	,	PUNCT
ejpam-6866	73	15	6866	6866	NUM
ejpam-6866	73	16	4	4	NUM
ejpam-6866	73	17	of	of	ADP
ejpam-6866	73	18	13	13	NUM
ejpam-6866	73	19	and	and	CCONJ
ejpam-6866	73	20	we	we	PRON
ejpam-6866	73	21	end	end	VERB
ejpam-6866	73	22	up	up	ADP
ejpam-6866	73	23	asking	ask	VERB
ejpam-6866	73	24	how	how	SCONJ
ejpam-6866	73	25	much	much	ADJ
ejpam-6866	73	26	matrix	matrix	NOUN
ejpam-6866	73	27	decomposition	decomposition	NOUN
ejpam-6866	73	28	we	we	PRON
ejpam-6866	73	29	would	would	AUX
ejpam-6866	73	30	need	need	VERB
ejpam-6866	73	31	in	in	ADP
ejpam-6866	73	32	order	order	NOUN
ejpam-6866	73	33	to	to	PART
ejpam-6866	73	34	discern	discern	VERB
ejpam-6866	73	35	core	core	ADJ
ejpam-6866	73	36	propositional	propositional	ADJ
ejpam-6866	73	37	content	content	NOUN
ejpam-6866	73	38	from	from	ADP
ejpam-6866	73	39	contextual	contextual	ADJ
ejpam-6866	73	40	modulation	modulation	NOUN
ejpam-6866	73	41	.	.	PUNCT
ejpam-6866	74	1	cartesian	cartesian	ADJ
ejpam-6866	74	2	decomposition	decomposition	NOUN
ejpam-6866	74	3	,	,	PUNCT
ejpam-6866	74	4	a	a	DET
ejpam-6866	74	5	classical	classical	ADJ
ejpam-6866	74	6	tool	tool	NOUN
ejpam-6866	74	7	from	from	ADP
ejpam-6866	74	8	linear	linear	PROPN
ejpam-6866	74	9	algebra	algebra	PROPN
ejpam-6866	74	10	,	,	PUNCT
ejpam-6866	74	11	offers	offer	VERB
ejpam-6866	74	12	a	a	DET
ejpam-6866	74	13	solution	solution	NOUN
ejpam-6866	74	14	by	by	ADP
ejpam-6866	74	15	decomposing	decompose	VERB
ejpam-6866	74	16	any	any	DET
ejpam-6866	74	17	linear	linear	ADJ
ejpam-6866	74	18	operator	operator	NOUN
ejpam-6866	74	19	t	t	NOUN
ejpam-6866	74	20	into	into	ADP
ejpam-6866	74	21	symmetric	symmetric	ADJ
ejpam-6866	74	22	(	(	PUNCT
ejpam-6866	74	23	hermitian	hermitian	PROPN
ejpam-6866	74	24	)	)	PUNCT
ejpam-6866	74	25	and	and	CCONJ
ejpam-6866	74	26	antisymmetric	antisymmetric	ADJ
ejpam-6866	74	27	(	(	PUNCT
ejpam-6866	74	28	skew	skew	NOUN
ejpam-6866	74	29	-	-	PUNCT
ejpam-6866	74	30	hermitian	hermitian	ADJ
ejpam-6866	74	31	)	)	PUNCT
ejpam-6866	74	32	parts	part	NOUN
ejpam-6866	74	33	:	:	PUNCT
ejpam-6866	75	1	t	t	NOUN
ejpam-6866	75	2	=	=	PUNCT
ejpam-6866	75	3	h	h	PROPN
ejpam-6866	75	4	+	+	SYM
ejpam-6866	76	1	s	s	PROPN
ejpam-6866	76	2	,	,	PUNCT
ejpam-6866	76	3	where	where	SCONJ
ejpam-6866	76	4	h	h	NOUN
ejpam-6866	76	5	=	=	NOUN
ejpam-6866	77	1	1	1	NUM
ejpam-6866	77	2	2(t	2(t	NUM
ejpam-6866	77	3	+	+	SYM
ejpam-6866	77	4	t	t	NOUN
ejpam-6866	77	5	∗	∗	NOUN
ejpam-6866	77	6	)	)	PUNCT
ejpam-6866	77	7	and	and	CCONJ
ejpam-6866	77	8	s	s	X
ejpam-6866	77	9	=	=	SYM
ejpam-6866	77	10	1	1	NUM
ejpam-6866	77	11	2(t	2(t	NUM
ejpam-6866	77	12	−	−	NOUN
ejpam-6866	77	13	t	t	NOUN
ejpam-6866	77	14	∗	∗	NOUN
ejpam-6866	77	15	)	)	PUNCT
ejpam-6866	77	16	.	.	PUNCT
ejpam-6866	78	1	in	in	ADP
ejpam-6866	78	2	a	a	DET
ejpam-6866	78	3	linguistic	linguistic	ADJ
ejpam-6866	78	4	setting	setting	NOUN
ejpam-6866	78	5	,	,	PUNCT
ejpam-6866	78	6	this	this	PRON
ejpam-6866	78	7	enables	enable	VERB
ejpam-6866	78	8	differentiation	differentiation	NOUN
ejpam-6866	78	9	between	between	ADP
ejpam-6866	78	10	the	the	DET
ejpam-6866	78	11	literal	literal	ADJ
ejpam-6866	78	12	semantic	semantic	ADJ
ejpam-6866	78	13	effect	effect	NOUN
ejpam-6866	78	14	of	of	ADP
ejpam-6866	78	15	a	a	DET
ejpam-6866	78	16	function	function	NOUN
ejpam-6866	78	17	word	word	NOUN
ejpam-6866	78	18	(	(	PUNCT
ejpam-6866	78	19	captured	capture	VERB
ejpam-6866	78	20	by	by	ADP
ejpam-6866	78	21	h	h	NOUN
ejpam-6866	78	22	)	)	PUNCT
ejpam-6866	78	23	and	and	CCONJ
ejpam-6866	78	24	its	its	PRON
ejpam-6866	78	25	pragmatic	pragmatic	ADJ
ejpam-6866	78	26	or	or	CCONJ
ejpam-6866	78	27	expressive	expressive	ADJ
ejpam-6866	78	28	nuance	nuance	NOUN
ejpam-6866	78	29	(	(	PUNCT
ejpam-6866	78	30	modeled	model	VERB
ejpam-6866	78	31	by	by	ADP
ejpam-6866	78	32	s	s	NOUN
ejpam-6866	78	33	)	)	PUNCT
ejpam-6866	78	34	.	.	PUNCT
ejpam-6866	79	1	to	to	ADP
ejpam-6866	79	2	our	our	PRON
ejpam-6866	79	3	knowledge	knowledge	NOUN
ejpam-6866	79	4	,	,	PUNCT
ejpam-6866	79	5	no	no	DET
ejpam-6866	79	6	prior	prior	ADJ
ejpam-6866	79	7	linguistic	linguistic	ADJ
ejpam-6866	79	8	framework	framework	NOUN
ejpam-6866	79	9	explicitly	explicitly	ADV
ejpam-6866	79	10	applies	apply	VERB
ejpam-6866	79	11	cartesian	cartesian	ADJ
ejpam-6866	79	12	decomposition	decomposition	NOUN
ejpam-6866	79	13	to	to	ADP
ejpam-6866	79	14	operator	operator	NOUN
ejpam-6866	79	15	-	-	PUNCT
ejpam-6866	79	16	theoretic	theoretic	ADJ
ejpam-6866	79	17	semantic	semantic	ADJ
ejpam-6866	79	18	models	model	NOUN
ejpam-6866	79	19	,	,	PUNCT
ejpam-6866	79	20	making	make	VERB
ejpam-6866	79	21	this	this	DET
ejpam-6866	79	22	paper	paper	NOUN
ejpam-6866	79	23	a	a	DET
ejpam-6866	79	24	novel	novel	ADJ
ejpam-6866	79	25	contribution	contribution	NOUN
ejpam-6866	79	26	.	.	PUNCT
ejpam-6866	80	1	2.5	2.5	NUM
ejpam-6866	80	2	.	.	PUNCT
ejpam-6866	80	3	contribution	contribution	NOUN
ejpam-6866	80	4	of	of	ADP
ejpam-6866	80	5	the	the	DET
ejpam-6866	80	6	present	present	ADJ
ejpam-6866	80	7	study	study	NOUN
ejpam-6866	80	8	this	this	DET
ejpam-6866	80	9	paper	paper	NOUN
ejpam-6866	80	10	extends	extend	VERB
ejpam-6866	80	11	the	the	DET
ejpam-6866	80	12	operator	operator	NOUN
ejpam-6866	80	13	-	-	PUNCT
ejpam-6866	80	14	based	base	VERB
ejpam-6866	80	15	approach	approach	NOUN
ejpam-6866	80	16	to	to	ADP
ejpam-6866	80	17	compositional	compositional	ADJ
ejpam-6866	80	18	semantics	semantic	NOUN
ejpam-6866	80	19	by	by	ADP
ejpam-6866	80	20	integrating	integrate	VERB
ejpam-6866	80	21	cartesian	cartesian	ADJ
ejpam-6866	80	22	decomposition	decomposition	NOUN
ejpam-6866	80	23	into	into	ADP
ejpam-6866	80	24	vector	vector	NOUN
ejpam-6866	80	25	-	-	PUNCT
ejpam-6866	80	26	based	base	VERB
ejpam-6866	80	27	meaning	meaning	NOUN
ejpam-6866	80	28	construction	construction	NOUN
ejpam-6866	80	29	.	.	PUNCT
ejpam-6866	81	1	we	we	PRON
ejpam-6866	81	2	give	give	VERB
ejpam-6866	81	3	new	new	ADJ
ejpam-6866	81	4	examples	example	NOUN
ejpam-6866	81	5	that	that	PRON
ejpam-6866	81	6	show	show	VERB
ejpam-6866	81	7	that	that	SCONJ
ejpam-6866	81	8	the	the	DET
ejpam-6866	81	9	hermitian	hermitian	ADJ
ejpam-6866	81	10	and	and	CCONJ
ejpam-6866	81	11	skew	skew	ADJ
ejpam-6866	81	12	-	-	PUNCT
ejpam-6866	81	13	hermitian	hermitian	ADJ
ejpam-6866	81	14	contributions	contribution	NOUN
ejpam-6866	81	15	to	to	ADP
ejpam-6866	81	16	sentence	sentence	NOUN
ejpam-6866	81	17	-	-	PUNCT
ejpam-6866	81	18	level	level	NOUN
ejpam-6866	81	19	meaning	meaning	NOUN
ejpam-6866	81	20	are	be	AUX
ejpam-6866	81	21	different	different	ADJ
ejpam-6866	81	22	.	.	PUNCT
ejpam-6866	82	1	by	by	ADP
ejpam-6866	82	2	grounding	ground	VERB
ejpam-6866	82	3	this	this	DET
ejpam-6866	82	4	model	model	NOUN
ejpam-6866	82	5	in	in	ADP
ejpam-6866	82	6	formal	formal	ADJ
ejpam-6866	82	7	linguistic	linguistic	ADJ
ejpam-6866	82	8	theory	theory	NOUN
ejpam-6866	82	9	and	and	CCONJ
ejpam-6866	82	10	in	in	ADP
ejpam-6866	82	11	applied	applied	ADJ
ejpam-6866	82	12	computational	computational	ADJ
ejpam-6866	82	13	linguistics	linguistic	NOUN
ejpam-6866	82	14	we	we	PRON
ejpam-6866	82	15	seek	seek	VERB
ejpam-6866	82	16	to	to	PART
ejpam-6866	82	17	provide	provide	VERB
ejpam-6866	82	18	a	a	DET
ejpam-6866	82	19	strong	strong	ADJ
ejpam-6866	82	20	,	,	PUNCT
ejpam-6866	82	21	clear	clear	ADJ
ejpam-6866	82	22	and	and	CCONJ
ejpam-6866	82	23	cognitively	cognitively	ADV
ejpam-6866	82	24	motivated	motivated	ADJ
ejpam-6866	82	25	model	model	NOUN
ejpam-6866	82	26	of	of	ADP
ejpam-6866	82	27	semantic	semantic	ADJ
ejpam-6866	82	28	composition	composition	NOUN
ejpam-6866	82	29	.	.	PUNCT
ejpam-6866	83	1	3	3	X
ejpam-6866	83	2	.	.	X
ejpam-6866	83	3	theoretical	theoretical	ADJ
ejpam-6866	83	4	framework	framework	NOUN
ejpam-6866	83	5	this	this	DET
ejpam-6866	83	6	section	section	NOUN
ejpam-6866	83	7	makes	make	VERB
ejpam-6866	83	8	the	the	DET
ejpam-6866	83	9	model	model	NOUN
ejpam-6866	83	10	espoused	espouse	VERB
ejpam-6866	83	11	more	more	ADV
ejpam-6866	83	12	concrete	concrete	ADJ
ejpam-6866	83	13	and	and	CCONJ
ejpam-6866	83	14	embeds	embed	VERB
ejpam-6866	83	15	the	the	DET
ejpam-6866	83	16	integration	integration	NOUN
ejpam-6866	83	17	of	of	ADP
ejpam-6866	83	18	vector	vector	NOUN
ejpam-6866	83	19	space	space	NOUN
ejpam-6866	83	20	representations	representation	NOUN
ejpam-6866	83	21	,	,	PUNCT
ejpam-6866	83	22	tensor	tensor	NOUN
ejpam-6866	83	23	product	product	NOUN
ejpam-6866	83	24	operations	operation	NOUN
ejpam-6866	83	25	,	,	PUNCT
ejpam-6866	83	26	and	and	CCONJ
ejpam-6866	83	27	cartesian	cartesian	ADJ
ejpam-6866	83	28	decomposition	decomposition	NOUN
ejpam-6866	83	29	with	with	ADP
ejpam-6866	83	30	the	the	DET
ejpam-6866	83	31	united	united	PROPN
ejpam-6866	83	32	approach	approach	NOUN
ejpam-6866	83	33	to	to	ADP
ejpam-6866	83	34	modeling	model	VERB
ejpam-6866	83	35	compositional	compositional	ADJ
ejpam-6866	83	36	semantics	semantic	NOUN
ejpam-6866	83	37	.	.	PUNCT
ejpam-6866	84	1	our	our	PRON
ejpam-6866	84	2	framework	framework	NOUN
ejpam-6866	84	3	is	be	AUX
ejpam-6866	84	4	based	base	VERB
ejpam-6866	84	5	on	on	ADP
ejpam-6866	84	6	linear	linear	ADJ
ejpam-6866	84	7	algebra	algebra	NOUN
ejpam-6866	84	8	and	and	CCONJ
ejpam-6866	84	9	more	more	ADV
ejpam-6866	84	10	specifically	specifically	ADV
ejpam-6866	84	11	on	on	ADP
ejpam-6866	84	12	matrix	matrix	NOUN
ejpam-6866	84	13	operations	operation	NOUN
ejpam-6866	84	14	and	and	CCONJ
ejpam-6866	84	15	vector	vector	NOUN
ejpam-6866	84	16	calculus	calculus	NOUN
ejpam-6866	84	17	in	in	ADP
ejpam-6866	84	18	order	order	NOUN
ejpam-6866	84	19	to	to	PART
ejpam-6866	84	20	simulate	simulate	VERB
ejpam-6866	84	21	the	the	DET
ejpam-6866	84	22	dynamic	dynamic	ADJ
ejpam-6866	84	23	interaction	interaction	NOUN
ejpam-6866	84	24	of	of	ADP
ejpam-6866	84	25	lexical	lexical	ADJ
ejpam-6866	84	26	elements	element	NOUN
ejpam-6866	84	27	for	for	ADP
ejpam-6866	84	28	the	the	DET
ejpam-6866	84	29	purpose	purpose	NOUN
ejpam-6866	84	30	of	of	ADP
ejpam-6866	84	31	sentence	sentence	NOUN
ejpam-6866	84	32	building	building	NOUN
ejpam-6866	84	33	.	.	PUNCT
ejpam-6866	85	1	3.1	3.1	NUM
ejpam-6866	85	2	.	.	PUNCT
ejpam-6866	85	3	word	word	NOUN
ejpam-6866	85	4	vectors	vector	NOUN
ejpam-6866	85	5	and	and	CCONJ
ejpam-6866	85	6	semantic	semantic	ADJ
ejpam-6866	85	7	dimensions	dimension	NOUN
ejpam-6866	85	8	in	in	ADP
ejpam-6866	85	9	vector	vector	NOUN
ejpam-6866	85	10	space	space	NOUN
ejpam-6866	85	11	semantics	semantic	NOUN
ejpam-6866	85	12	,	,	PUNCT
ejpam-6866	85	13	words	word	NOUN
ejpam-6866	85	14	are	be	AUX
ejpam-6866	85	15	mapped	map	VERB
ejpam-6866	85	16	onto	onto	ADP
ejpam-6866	85	17	high	high	ADJ
ejpam-6866	85	18	-	-	PUNCT
ejpam-6866	85	19	dimensional	dimensional	ADJ
ejpam-6866	85	20	spaces	space	NOUN
ejpam-6866	85	21	where	where	SCONJ
ejpam-6866	85	22	each	each	DET
ejpam-6866	85	23	dimension	dimension	NOUN
ejpam-6866	85	24	encodes	encode	VERB
ejpam-6866	85	25	a	a	DET
ejpam-6866	85	26	latent	latent	ADJ
ejpam-6866	85	27	semantic	semantic	ADJ
ejpam-6866	85	28	feature	feature	NOUN
ejpam-6866	85	29	.	.	PUNCT
ejpam-6866	86	1	these	these	DET
ejpam-6866	86	2	vectors	vector	NOUN
ejpam-6866	86	3	may	may	AUX
ejpam-6866	86	4	be	be	AUX
ejpam-6866	86	5	learned	learn	VERB
ejpam-6866	86	6	from	from	ADP
ejpam-6866	86	7	data	datum	NOUN
ejpam-6866	86	8	(	(	PUNCT
ejpam-6866	86	9	e.g.	e.g.	ADV
ejpam-6866	86	10	,	,	PUNCT
ejpam-6866	86	11	via	via	ADP
ejpam-6866	86	12	word2vec	word2vec	NOUN
ejpam-6866	86	13	or	or	CCONJ
ejpam-6866	86	14	glove	glove	NOUN
ejpam-6866	86	15	)	)	PUNCT
ejpam-6866	86	16	or	or	CCONJ
ejpam-6866	86	17	manually	manually	ADV
ejpam-6866	86	18	defined	define	VERB
ejpam-6866	86	19	for	for	ADP
ejpam-6866	86	20	pedagogical	pedagogical	ADJ
ejpam-6866	86	21	clarity	clarity	NOUN
ejpam-6866	86	22	.	.	PUNCT
ejpam-6866	87	1	in	in	ADP
ejpam-6866	87	2	this	this	DET
ejpam-6866	87	3	framework	framework	NOUN
ejpam-6866	87	4	,	,	PUNCT
ejpam-6866	87	5	nouns	noun	NOUN
ejpam-6866	87	6	are	be	AUX
ejpam-6866	87	7	represented	represent	VERB
ejpam-6866	87	8	by	by	ADP
ejpam-6866	87	9	real	real	ADV
ejpam-6866	87	10	-	-	PUNCT
ejpam-6866	87	11	valued	value	VERB
ejpam-6866	87	12	vectors	vector	NOUN
ejpam-6866	87	13	(	(	PUNCT
ejpam-6866	87	14	−→w	−→w	NOUN
ejpam-6866	87	15	∈	∈	PROPN
ejpam-6866	87	16	rn	rn	PROPN
ejpam-6866	87	17	)	)	PUNCT
ejpam-6866	87	18	.	.	PUNCT
ejpam-6866	88	1	these	these	DET
ejpam-6866	88	2	vectors	vector	NOUN
ejpam-6866	88	3	capture	capture	VERB
ejpam-6866	88	4	the	the	DET
ejpam-6866	88	5	core	core	NOUN
ejpam-6866	88	6	,	,	PUNCT
ejpam-6866	88	7	static	static	ADJ
ejpam-6866	88	8	content	content	NOUN
ejpam-6866	88	9	of	of	ADP
ejpam-6866	88	10	lexical	lexical	ADJ
ejpam-6866	88	11	items	item	NOUN
ejpam-6866	88	12	.	.	PUNCT
ejpam-6866	89	1	for	for	ADP
ejpam-6866	89	2	example	example	NOUN
ejpam-6866	89	3	,	,	PUNCT
ejpam-6866	89	4	a	a	DET
ejpam-6866	89	5	vector	vector	NOUN
ejpam-6866	89	6	(	(	PUNCT
ejpam-6866	89	7	−→	−→	NOUN
ejpam-6866	89	8	dog	dog	NOUN
ejpam-6866	89	9	)	)	PUNCT
ejpam-6866	89	10	=	=	PUNCT
ejpam-6866	90	1	[	[	PUNCT
ejpam-6866	90	2	1.0	1.0	NUM
ejpam-6866	90	3	0.6	0.6	NUM
ejpam-6866	90	4	0.2	0.2	NUM
ejpam-6866	90	5	]	]	PUNCT
ejpam-6866	90	6	may	may	AUX
ejpam-6866	90	7	represent	represent	VERB
ejpam-6866	90	8	high	high	ADJ
ejpam-6866	90	9	animacy	animacy	NOUN
ejpam-6866	90	10	,	,	PUNCT
ejpam-6866	90	11	moderate	moderate	ADJ
ejpam-6866	90	12	size	size	NOUN
ejpam-6866	90	13	,	,	PUNCT
ejpam-6866	90	14	and	and	CCONJ
ejpam-6866	90	15	low	low	ADJ
ejpam-6866	90	16	emotional	emotional	ADJ
ejpam-6866	90	17	valence	valence	NOUN
ejpam-6866	90	18	.	.	PUNCT
ejpam-6866	91	1	3.2	3.2	NUM
ejpam-6866	91	2	.	.	PUNCT
ejpam-6866	92	1	function	function	NOUN
ejpam-6866	92	2	words	word	NOUN
ejpam-6866	92	3	as	as	SCONJ
ejpam-6866	92	4	linear	linear	PROPN
ejpam-6866	92	5	operators	operator	NOUN
ejpam-6866	92	6	function	function	VERB
ejpam-6866	92	7	words	word	NOUN
ejpam-6866	92	8	,	,	PUNCT
ejpam-6866	92	9	such	such	ADJ
ejpam-6866	92	10	as	as	ADP
ejpam-6866	92	11	adjectives	adjective	NOUN
ejpam-6866	92	12	and	and	CCONJ
ejpam-6866	92	13	verbs	verb	NOUN
ejpam-6866	92	14	,	,	PUNCT
ejpam-6866	92	15	are	be	AUX
ejpam-6866	92	16	modeled	model	VERB
ejpam-6866	92	17	as	as	ADP
ejpam-6866	92	18	linear	linear	PROPN
ejpam-6866	92	19	operators	operator	NOUN
ejpam-6866	92	20	.	.	PUNCT
ejpam-6866	93	1	these	these	DET
ejpam-6866	93	2	operators	operator	NOUN
ejpam-6866	93	3	transform	transform	VERB
ejpam-6866	93	4	content	content	NOUN
ejpam-6866	93	5	word	word	NOUN
ejpam-6866	93	6	vectors	vector	NOUN
ejpam-6866	93	7	according	accord	VERB
ejpam-6866	93	8	to	to	ADP
ejpam-6866	93	9	the	the	DET
ejpam-6866	93	10	syntactic	syntactic	ADJ
ejpam-6866	93	11	and	and	CCONJ
ejpam-6866	93	12	semantic	semantic	ADJ
ejpam-6866	93	13	role	role	NOUN
ejpam-6866	93	14	of	of	ADP
ejpam-6866	93	15	m.	m.	NOUN
ejpam-6866	93	16	s.	s.	PROPN
ejpam-6866	93	17	yaseen	yaseen	PROPN
ejpam-6866	93	18	,	,	PUNCT
ejpam-6866	93	19	f.	f.	PROPN
ejpam-6866	93	20	alrimawi	alrimawi	PROPN
ejpam-6866	93	21	/	/	SYM
ejpam-6866	93	22	eur	eur	PROPN
ejpam-6866	93	23	.	.	PUNCT
ejpam-6866	94	1	j.	j.	PROPN
ejpam-6866	94	2	pure	pure	PROPN
ejpam-6866	94	3	appl	appl	PROPN
ejpam-6866	94	4	.	.	PROPN
ejpam-6866	94	5	math	math	PROPN
ejpam-6866	94	6	,	,	PUNCT
ejpam-6866	94	7	18	18	NUM
ejpam-6866	94	8	(	(	PUNCT
ejpam-6866	94	9	4	4	NUM
ejpam-6866	94	10	)	)	PUNCT
ejpam-6866	94	11	(	(	PUNCT
ejpam-6866	94	12	2025	2025	NUM
ejpam-6866	94	13	)	)	PUNCT
ejpam-6866	94	14	,	,	PUNCT
ejpam-6866	94	15	6866	6866	NUM
ejpam-6866	94	16	5	5	NUM
ejpam-6866	94	17	of	of	ADP
ejpam-6866	94	18	13	13	NUM
ejpam-6866	94	19	the	the	DET
ejpam-6866	94	20	function	function	NOUN
ejpam-6866	94	21	word	word	NOUN
ejpam-6866	94	22	.	.	PUNCT
ejpam-6866	95	1	an	an	DET
ejpam-6866	95	2	adjective	adjective	ADJ
ejpam-6866	95	3	a	a	PRON
ejpam-6866	95	4	is	be	AUX
ejpam-6866	95	5	a	a	DET
ejpam-6866	95	6	matrix	matrix	NOUN
ejpam-6866	95	7	a	a	DET
ejpam-6866	95	8	:	:	PUNCT
ejpam-6866	95	9	rn	rn	PROPN
ejpam-6866	95	10	→	→	SYM
ejpam-6866	95	11	rn	rn	PROPN
ejpam-6866	95	12	,	,	PUNCT
ejpam-6866	95	13	while	while	SCONJ
ejpam-6866	95	14	an	an	DET
ejpam-6866	95	15	intransitive	intransitive	ADJ
ejpam-6866	95	16	verb	verb	NOUN
ejpam-6866	95	17	is	be	AUX
ejpam-6866	95	18	also	also	ADV
ejpam-6866	95	19	v	v	ADJ
ejpam-6866	95	20	:	:	PUNCT
ejpam-6866	95	21	rn	rn	PROPN
ejpam-6866	95	22	→	→	SYM
ejpam-6866	95	23	rn	rn	PROPN
ejpam-6866	95	24	.	.	PROPN
ejpam-6866	95	25	for	for	ADP
ejpam-6866	95	26	transitive	transitive	ADJ
ejpam-6866	95	27	verbs	verb	NOUN
ejpam-6866	95	28	,	,	PUNCT
ejpam-6866	95	29	the	the	DET
ejpam-6866	95	30	representation	representation	NOUN
ejpam-6866	95	31	becomes	become	VERB
ejpam-6866	95	32	more	more	ADV
ejpam-6866	95	33	complex	complex	ADJ
ejpam-6866	95	34	.	.	PUNCT
ejpam-6866	96	1	subject	subject	NOUN
ejpam-6866	96	2	and	and	CCONJ
ejpam-6866	96	3	object	object	NOUN
ejpam-6866	96	4	vectors	vector	NOUN
ejpam-6866	96	5	are	be	AUX
ejpam-6866	96	6	combined	combine	VERB
ejpam-6866	96	7	via	via	ADP
ejpam-6866	96	8	the	the	DET
ejpam-6866	96	9	tensor	tensor	NOUN
ejpam-6866	96	10	product	product	NOUN
ejpam-6866	96	11	,	,	PUNCT
ejpam-6866	96	12	(	(	PUNCT
ejpam-6866	96	13	s⃗	s⃗	VERB
ejpam-6866	96	14	⊗	⊗	PROPN
ejpam-6866	96	15	o⃗	o⃗	PROPN
ejpam-6866	96	16	∈	∈	PROPN
ejpam-6866	96	17	rn2	rn2	PROPN
ejpam-6866	96	18	)	)	PUNCT
ejpam-6866	96	19	,	,	PUNCT
ejpam-6866	96	20	and	and	CCONJ
ejpam-6866	96	21	the	the	DET
ejpam-6866	96	22	verb	verb	NOUN
ejpam-6866	96	23	becomes	become	VERB
ejpam-6866	96	24	a	a	DET
ejpam-6866	96	25	matrix	matrix	NOUN
ejpam-6866	96	26	t	t	NOUN
ejpam-6866	96	27	:	:	PUNCT
ejpam-6866	96	28	rn2	rn2	PROPN
ejpam-6866	96	29	→	→	SYM
ejpam-6866	96	30	rn	rn	PROPN
ejpam-6866	96	31	.	.	PUNCT
ejpam-6866	97	1	the	the	DET
ejpam-6866	97	2	sentence	sentence	NOUN
ejpam-6866	97	3	vector	vector	NOUN
ejpam-6866	97	4	(	(	PUNCT
ejpam-6866	97	5	−→	−→	NOUN
ejpam-6866	97	6	s	s	PART
ejpam-6866	97	7	)	)	PUNCT
ejpam-6866	97	8	is	be	AUX
ejpam-6866	97	9	then	then	ADV
ejpam-6866	97	10	computed	compute	VERB
ejpam-6866	97	11	as	as	ADP
ejpam-6866	97	12	:	:	PUNCT
ejpam-6866	97	13	−→	−→	NOUN
ejpam-6866	97	14	s	s	PART
ejpam-6866	97	15	=	=	X
ejpam-6866	97	16	t	t	PROPN
ejpam-6866	97	17	(	(	PUNCT
ejpam-6866	97	18	s⃗⊗	s⃗⊗	PROPN
ejpam-6866	97	19	o⃗	o⃗	PROPN
ejpam-6866	97	20	)	)	PUNCT
ejpam-6866	97	21	.	.	PUNCT
ejpam-6866	98	1	this	this	DET
ejpam-6866	98	2	construction	construction	NOUN
ejpam-6866	98	3	preserves	preserve	VERB
ejpam-6866	98	4	word	word	NOUN
ejpam-6866	98	5	order	order	NOUN
ejpam-6866	98	6	and	and	CCONJ
ejpam-6866	98	7	syntactic	syntactic	ADJ
ejpam-6866	98	8	role	role	NOUN
ejpam-6866	98	9	while	while	SCONJ
ejpam-6866	98	10	enabling	enable	VERB
ejpam-6866	98	11	the	the	DET
ejpam-6866	98	12	verb	verb	NOUN
ejpam-6866	98	13	to	to	PART
ejpam-6866	98	14	map	map	VERB
ejpam-6866	98	15	the	the	DET
ejpam-6866	98	16	interaction	interaction	NOUN
ejpam-6866	98	17	of	of	ADP
ejpam-6866	98	18	subject	subject	NOUN
ejpam-6866	98	19	and	and	CCONJ
ejpam-6866	98	20	object	object	VERB
ejpam-6866	98	21	into	into	ADP
ejpam-6866	98	22	an	an	DET
ejpam-6866	98	23	interpretable	interpretable	ADJ
ejpam-6866	98	24	sentence	sentence	NOUN
ejpam-6866	98	25	-	-	PUNCT
ejpam-6866	98	26	level	level	NOUN
ejpam-6866	98	27	meaning	meaning	NOUN
ejpam-6866	98	28	.	.	PUNCT
ejpam-6866	99	1	3.3	3.3	NUM
ejpam-6866	99	2	.	.	PUNCT
ejpam-6866	99	3	tensor	tensor	NOUN
ejpam-6866	99	4	product	product	NOUN
ejpam-6866	99	5	in	in	ADP
ejpam-6866	99	6	semantic	semantic	ADJ
ejpam-6866	99	7	composition	composition	NOUN
ejpam-6866	99	8	the	the	DET
ejpam-6866	99	9	tensor	tensor	NOUN
ejpam-6866	99	10	product	product	NOUN
ejpam-6866	99	11	(	(	PUNCT
ejpam-6866	99	12	⃗a	⃗a	PROPN
ejpam-6866	99	13	⊗	⊗	PROPN
ejpam-6866	99	14	b⃗	b⃗	PROPN
ejpam-6866	99	15	)	)	PUNCT
ejpam-6866	99	16	of	of	ADP
ejpam-6866	99	17	two	two	NUM
ejpam-6866	99	18	vectors	vector	NOUN
ejpam-6866	99	19	a⃗	a⃗	VERB
ejpam-6866	99	20	=	=	PUNCT
ejpam-6866	99	21	[	[	PUNCT
ejpam-6866	99	22	a1	a1	NOUN
ejpam-6866	99	23	a2	a2	PROPN
ejpam-6866	99	24	]	]	PUNCT
ejpam-6866	99	25	and	and	CCONJ
ejpam-6866	99	26	b⃗	b⃗	PROPN
ejpam-6866	99	27	=	=	PUNCT
ejpam-6866	100	1	[	[	PUNCT
ejpam-6866	100	2	b1	b1	NOUN
ejpam-6866	100	3	b2	b2	NOUN
ejpam-6866	100	4	]	]	PUNCT
ejpam-6866	100	5	is	be	AUX
ejpam-6866	100	6	given	give	VERB
ejpam-6866	100	7	by	by	ADP
ejpam-6866	100	8	:	:	PUNCT
ejpam-6866	100	9	a⃗⊗	a⃗⊗	PROPN
ejpam-6866	100	10	b⃗	b⃗	PROPN
ejpam-6866	101	1	=	=	PUNCT
ejpam-6866	102	1	[	[	PUNCT
ejpam-6866	102	2	a1b1	a1b1	X
ejpam-6866	102	3	a1b2	a1b2	PROPN
ejpam-6866	102	4	a2b1	a2b1	X
ejpam-6866	102	5	a2b2	a2b2	X
ejpam-6866	102	6	]	]	PUNCT
ejpam-6866	102	7	.	.	PUNCT
ejpam-6866	103	1	this	this	PRON
ejpam-6866	103	2	increases	increase	VERB
ejpam-6866	103	3	the	the	DET
ejpam-6866	103	4	representational	representational	ADJ
ejpam-6866	103	5	space	space	NOUN
ejpam-6866	103	6	to	to	PART
ejpam-6866	103	7	represent	represent	VERB
ejpam-6866	103	8	the	the	DET
ejpam-6866	103	9	interaction	interaction	NOUN
ejpam-6866	103	10	between	between	ADP
ejpam-6866	103	11	word	word	NOUN
ejpam-6866	103	12	meanings	meaning	NOUN
ejpam-6866	103	13	.	.	PUNCT
ejpam-6866	104	1	when	when	SCONJ
ejpam-6866	104	2	placed	place	VERB
ejpam-6866	104	3	in	in	ADP
ejpam-6866	104	4	the	the	DET
ejpam-6866	104	5	context	context	NOUN
ejpam-6866	104	6	of	of	ADP
ejpam-6866	104	7	written	write	VERB
ejpam-6866	104	8	expression	expression	NOUN
ejpam-6866	104	9	of	of	ADP
ejpam-6866	104	10	a	a	DET
ejpam-6866	104	11	transitive	transitive	ADJ
ejpam-6866	104	12	verb	verb	NOUN
ejpam-6866	104	13	matrix	matrix	NOUN
ejpam-6866	104	14	,	,	PUNCT
ejpam-6866	104	15	this	this	DET
ejpam-6866	104	16	product	product	NOUN
ejpam-6866	104	17	is	be	AUX
ejpam-6866	104	18	used	use	VERB
ejpam-6866	104	19	with	with	ADP
ejpam-6866	104	20	them	they	PRON
ejpam-6866	104	21	to	to	PART
ejpam-6866	104	22	permit	permit	VERB
ejpam-6866	104	23	the	the	DET
ejpam-6866	104	24	transformation	transformation	NOUN
ejpam-6866	104	25	of	of	ADP
ejpam-6866	104	26	the	the	DET
ejpam-6866	104	27	verb	verb	NOUN
ejpam-6866	104	28	with	with	ADP
ejpam-6866	104	29	a	a	DET
ejpam-6866	104	30	particular	particular	ADJ
ejpam-6866	104	31	subject	subject	ADJ
ejpam-6866	104	32	-	-	PUNCT
ejpam-6866	104	33	object	object	NOUN
ejpam-6866	104	34	couple	couple	NOUN
ejpam-6866	104	35	into	into	ADP
ejpam-6866	104	36	the	the	DET
ejpam-6866	104	37	integrated	integrated	ADJ
ejpam-6866	104	38	semanticity	semanticity	NOUN
ejpam-6866	104	39	.	.	PUNCT
ejpam-6866	105	1	a	a	DET
ejpam-6866	105	2	particular	particular	ADJ
ejpam-6866	105	3	application	application	NOUN
ejpam-6866	105	4	of	of	ADP
ejpam-6866	105	5	such	such	ADJ
ejpam-6866	105	6	representations	representation	NOUN
ejpam-6866	105	7	is	be	AUX
ejpam-6866	105	8	to	to	ADP
ejpam-6866	105	9	the	the	DET
ejpam-6866	105	10	modeling	modeling	NOUN
ejpam-6866	105	11	of	of	ADP
ejpam-6866	105	12	relational	relational	ADJ
ejpam-6866	105	13	semantics	semantic	NOUN
ejpam-6866	105	14	,	,	PUNCT
ejpam-6866	105	15	idiomatic	idiomatic	ADJ
ejpam-6866	105	16	and	and	CCONJ
ejpam-6866	105	17	complex	complex	ADJ
ejpam-6866	105	18	predicateargument	predicateargument	ADJ
ejpam-6866	105	19	constructions	construction	NOUN
ejpam-6866	105	20	.	.	PUNCT
ejpam-6866	106	1	3.4	3.4	NUM
ejpam-6866	106	2	.	.	PUNCT
ejpam-6866	107	1	cartesian	cartesian	ADJ
ejpam-6866	107	2	decomposition	decomposition	NOUN
ejpam-6866	107	3	of	of	ADP
ejpam-6866	107	4	semantic	semantic	ADJ
ejpam-6866	107	5	operators	operator	NOUN
ejpam-6866	107	6	to	to	PART
ejpam-6866	107	7	better	well	ADV
ejpam-6866	107	8	interpret	interpret	VERB
ejpam-6866	107	9	and	and	CCONJ
ejpam-6866	107	10	modularize	modularize	VERB
ejpam-6866	107	11	the	the	DET
ejpam-6866	107	12	effects	effect	NOUN
ejpam-6866	107	13	of	of	ADP
ejpam-6866	107	14	function	function	NOUN
ejpam-6866	107	15	words	word	NOUN
ejpam-6866	107	16	,	,	PUNCT
ejpam-6866	107	17	we	we	PRON
ejpam-6866	107	18	apply	apply	VERB
ejpam-6866	107	19	cartesian	cartesian	ADJ
ejpam-6866	107	20	decomposition	decomposition	NOUN
ejpam-6866	107	21	to	to	ADP
ejpam-6866	107	22	the	the	DET
ejpam-6866	107	23	matrix	matrix	NOUN
ejpam-6866	107	24	representations	representation	NOUN
ejpam-6866	107	25	of	of	ADP
ejpam-6866	107	26	these	these	DET
ejpam-6866	107	27	words	word	NOUN
ejpam-6866	107	28	.	.	PUNCT
ejpam-6866	108	1	any	any	DET
ejpam-6866	108	2	square	square	ADJ
ejpam-6866	108	3	matrix	matrix	NOUN
ejpam-6866	108	4	t	t	NOUN
ejpam-6866	108	5	can	can	AUX
ejpam-6866	108	6	be	be	AUX
ejpam-6866	108	7	decomposed	decompose	VERB
ejpam-6866	108	8	as	as	ADP
ejpam-6866	108	9	:	:	PUNCT
ejpam-6866	108	10	t	t	NOUN
ejpam-6866	108	11	=	=	SYM
ejpam-6866	108	12	h	h	PROPN
ejpam-6866	108	13	+	+	SYM
ejpam-6866	108	14	s	s	PROPN
ejpam-6866	108	15	,	,	PUNCT
ejpam-6866	108	16	where	where	SCONJ
ejpam-6866	108	17	h	h	NOUN
ejpam-6866	108	18	=	=	NOUN
ejpam-6866	109	1	1	1	NUM
ejpam-6866	109	2	2(t	2(t	NUM
ejpam-6866	109	3	+	+	NOUN
ejpam-6866	109	4	t	t	NOUN
ejpam-6866	109	5	∗	∗	NOUN
ejpam-6866	109	6	)	)	PUNCT
ejpam-6866	109	7	is	be	AUX
ejpam-6866	109	8	symmetric	symmetric	ADJ
ejpam-6866	109	9	(	(	PUNCT
ejpam-6866	109	10	hermitian	hermitian	PROPN
ejpam-6866	109	11	)	)	PUNCT
ejpam-6866	109	12	,	,	PUNCT
ejpam-6866	109	13	and	and	CCONJ
ejpam-6866	109	14	s	s	VERB
ejpam-6866	109	15	=	=	SYM
ejpam-6866	109	16	1	1	NUM
ejpam-6866	109	17	2(t	2(t	NUM
ejpam-6866	109	18	−t	−t	NOUN
ejpam-6866	109	19	∗	∗	NOUN
ejpam-6866	109	20	)	)	PUNCT
ejpam-6866	109	21	is	be	AUX
ejpam-6866	109	22	skew	skew	ADJ
ejpam-6866	109	23	-	-	PUNCT
ejpam-6866	109	24	symmetric	symmetric	ADJ
ejpam-6866	109	25	(	(	PUNCT
ejpam-6866	109	26	skew	skew	NOUN
ejpam-6866	109	27	-	-	PUNCT
ejpam-6866	109	28	hermitian	hermitian	ADJ
ejpam-6866	109	29	)	)	PUNCT
ejpam-6866	109	30	.	.	PUNCT
ejpam-6866	110	1	the	the	DET
ejpam-6866	110	2	matrix	matrix	NOUN
ejpam-6866	110	3	h	h	NOUN
ejpam-6866	110	4	represents	represent	VERB
ejpam-6866	110	5	propositional	propositional	ADJ
ejpam-6866	110	6	meaning	meaning	NOUN
ejpam-6866	110	7	,	,	PUNCT
ejpam-6866	110	8	literal	literal	ADJ
ejpam-6866	110	9	meaning	meaning	NOUN
ejpam-6866	110	10	,	,	PUNCT
ejpam-6866	110	11	truth	truth	NOUN
ejpam-6866	110	12	-	-	PUNCT
ejpam-6866	110	13	condition	condition	NOUN
ejpam-6866	110	14	meaning	meaning	NOUN
ejpam-6866	110	15	,	,	PUNCT
ejpam-6866	110	16	whereas	whereas	SCONJ
ejpam-6866	110	17	the	the	DET
ejpam-6866	110	18	superstructure	superstructure	NOUN
ejpam-6866	110	19	s	s	PART
ejpam-6866	110	20	represents	represent	VERB
ejpam-6866	110	21	contextual	contextual	ADJ
ejpam-6866	110	22	meaning	meaning	NOUN
ejpam-6866	110	23	,	,	PUNCT
ejpam-6866	110	24	or	or	CCONJ
ejpam-6866	110	25	speaker	speaker	NOUN
ejpam-6866	110	26	attitude	attitude	NOUN
ejpam-6866	110	27	meaning	meaning	NOUN
ejpam-6866	110	28	,	,	PUNCT
ejpam-6866	110	29	or	or	CCONJ
ejpam-6866	110	30	announcement	announcement	NOUN
ejpam-6866	110	31	of	of	ADP
ejpam-6866	110	32	other	other	ADJ
ejpam-6866	110	33	pragmatic	pragmatic	ADJ
ejpam-6866	110	34	contribution	contribution	NOUN
ejpam-6866	110	35	meanings	meaning	NOUN
ejpam-6866	110	36	.	.	PUNCT
ejpam-6866	111	1	this	this	DET
ejpam-6866	111	2	decomposition	decomposition	NOUN
ejpam-6866	111	3	is	be	AUX
ejpam-6866	111	4	especially	especially	ADV
ejpam-6866	111	5	useful	useful	ADJ
ejpam-6866	111	6	for	for	ADP
ejpam-6866	111	7	modeling	model	VERB
ejpam-6866	111	8	some	some	DET
ejpam-6866	111	9	nuances	nuance	NOUN
ejpam-6866	111	10	in	in	ADP
ejpam-6866	111	11	verbs	verb	NOUN
ejpam-6866	111	12	such	such	ADJ
ejpam-6866	111	13	as	as	ADP
ejpam-6866	111	14	implicature	implicature	ADJ
ejpam-6866	111	15	or	or	CCONJ
ejpam-6866	111	16	sarcasm	sarcasm	NOUN
ejpam-6866	111	17	or	or	CCONJ
ejpam-6866	111	18	emphasis	emphasis	NOUN
ejpam-6866	111	19	.	.	PUNCT
ejpam-6866	112	1	it	it	PRON
ejpam-6866	112	2	also	also	ADV
ejpam-6866	112	3	helps	help	VERB
ejpam-6866	112	4	making	make	VERB
ejpam-6866	112	5	ai	ai	VERB
ejpam-6866	112	6	systems	system	NOUN
ejpam-6866	112	7	transparent	transparent	ADJ
ejpam-6866	112	8	by	by	ADP
ejpam-6866	112	9	explicitly	explicitly	ADV
ejpam-6866	112	10	indicating	indicate	VERB
ejpam-6866	112	11	the	the	DET
ejpam-6866	112	12	semantic	semantic	ADJ
ejpam-6866	112	13	effects	effect	NOUN
ejpam-6866	112	14	on	on	ADP
ejpam-6866	112	15	the	the	DET
ejpam-6866	112	16	system	system	NOUN
ejpam-6866	112	17	generated	generate	VERB
ejpam-6866	112	18	from	from	ADP
ejpam-6866	112	19	each	each	DET
ejpam-6866	112	20	component	component	NOUN
ejpam-6866	112	21	.	.	PUNCT
ejpam-6866	113	1	for	for	ADP
ejpam-6866	113	2	instance	instance	NOUN
ejpam-6866	113	3	,	,	PUNCT
ejpam-6866	113	4	the	the	DET
ejpam-6866	113	5	verb	verb	NOUN
ejpam-6866	113	6	,	,	PUNCT
ejpam-6866	113	7	’	'	PUNCT
ejpam-6866	113	8	criticize	criticize	VERB
ejpam-6866	113	9	’	'	PUNCT
ejpam-6866	113	10	,	,	PUNCT
ejpam-6866	113	11	might	might	AUX
ejpam-6866	113	12	have	have	VERB
ejpam-6866	113	13	a	a	DET
ejpam-6866	113	14	skew	skew	NOUN
ejpam-6866	113	15	-	-	PUNCT
ejpam-6866	113	16	hermitian	hermitian	ADJ
ejpam-6866	113	17	,	,	PUNCT
ejpam-6866	113	18	or	or	CCONJ
ejpam-6866	113	19	rather	rather	ADV
ejpam-6866	113	20	directionallyoriented	directionallyoriente	VERB
ejpam-6866	113	21	element	element	NOUN
ejpam-6866	113	22	that	that	PRON
ejpam-6866	113	23	defines	define	VERB
ejpam-6866	113	24	the	the	DET
ejpam-6866	113	25	semantic	semantic	ADJ
ejpam-6866	113	26	meaning	meaning	NOUN
ejpam-6866	113	27	of	of	ADP
ejpam-6866	113	28	the	the	DET
ejpam-6866	113	29	expression	expression	NOUN
ejpam-6866	113	30	,	,	PUNCT
ejpam-6866	113	31	while	while	SCONJ
ejpam-6866	113	32	,	,	PUNCT
ejpam-6866	113	33	’	'	PUNCT
ejpam-6866	113	34	describe	describe	NOUN
ejpam-6866	113	35	’	'	PUNCT
ejpam-6866	113	36	might	might	AUX
ejpam-6866	113	37	be	be	AUX
ejpam-6866	113	38	more	more	ADV
ejpam-6866	113	39	hermitian	hermitian	ADJ
ejpam-6866	113	40	,	,	PUNCT
ejpam-6866	113	41	or	or	CCONJ
ejpam-6866	113	42	a	a	DET
ejpam-6866	113	43	communication	communication	NOUN
ejpam-6866	113	44	-	-	PUNCT
ejpam-6866	113	45	oriented	orient	VERB
ejpam-6866	113	46	element	element	NOUN
ejpam-6866	113	47	that	that	PRON
ejpam-6866	113	48	defines	define	VERB
ejpam-6866	113	49	the	the	DET
ejpam-6866	113	50	information	information	NOUN
ejpam-6866	113	51	to	to	PART
ejpam-6866	113	52	be	be	AUX
ejpam-6866	113	53	communicated	communicate	VERB
ejpam-6866	113	54	.	.	PUNCT
ejpam-6866	114	1	we	we	PRON
ejpam-6866	114	2	find	find	VERB
ejpam-6866	114	3	that	that	SCONJ
ejpam-6866	114	4	these	these	DET
ejpam-6866	114	5	findings	finding	NOUN
ejpam-6866	114	6	can	can	AUX
ejpam-6866	114	7	give	give	VERB
ejpam-6866	114	8	a	a	DET
ejpam-6866	114	9	modeling	modeling	NOUN
ejpam-6866	114	10	of	of	ADP
ejpam-6866	114	11	semantic	semantic	ADJ
ejpam-6866	114	12	asymmetry	asymmetry	NOUN
ejpam-6866	114	13	,	,	PUNCT
ejpam-6866	114	14	viewpoint	viewpoint	NOUN
ejpam-6866	114	15	effects	effect	NOUN
ejpam-6866	114	16	and	and	CCONJ
ejpam-6866	114	17	meaning	mean	VERB
ejpam-6866	114	18	modulation	modulation	NOUN
ejpam-6866	114	19	more	more	ADV
ejpam-6866	114	20	accurately	accurately	ADV
ejpam-6866	114	21	than	than	ADP
ejpam-6866	114	22	traditional	traditional	ADJ
ejpam-6866	114	23	operator	operator	NOUN
ejpam-6866	114	24	models	model	NOUN
ejpam-6866	114	25	.	.	PUNCT
ejpam-6866	115	1	m.	m.	NOUN
ejpam-6866	115	2	s.	s.	PROPN
ejpam-6866	115	3	yaseen	yaseen	PROPN
ejpam-6866	115	4	,	,	PUNCT
ejpam-6866	115	5	f.	f.	PROPN
ejpam-6866	115	6	alrimawi	alrimawi	PROPN
ejpam-6866	115	7	/	/	SYM
ejpam-6866	115	8	eur	eur	PROPN
ejpam-6866	115	9	.	.	PUNCT
ejpam-6866	116	1	j.	j.	PROPN
ejpam-6866	116	2	pure	pure	PROPN
ejpam-6866	116	3	appl	appl	PROPN
ejpam-6866	116	4	.	.	PROPN
ejpam-6866	116	5	math	math	PROPN
ejpam-6866	116	6	,	,	PUNCT
ejpam-6866	116	7	18	18	NUM
ejpam-6866	116	8	(	(	PUNCT
ejpam-6866	116	9	4	4	NUM
ejpam-6866	116	10	)	)	PUNCT
ejpam-6866	116	11	(	(	PUNCT
ejpam-6866	116	12	2025	2025	NUM
ejpam-6866	116	13	)	)	PUNCT
ejpam-6866	116	14	,	,	PUNCT
ejpam-6866	116	15	6866	6866	NUM
ejpam-6866	116	16	6	6	NUM
ejpam-6866	116	17	of	of	ADP
ejpam-6866	116	18	13	13	NUM
ejpam-6866	116	19	4	4	NUM
ejpam-6866	116	20	.	.	PUNCT
ejpam-6866	116	21	methodology	methodology	NOUN
ejpam-6866	116	22	to	to	PART
ejpam-6866	116	23	illustrate	illustrate	VERB
ejpam-6866	116	24	the	the	DET
ejpam-6866	116	25	practical	practical	ADJ
ejpam-6866	116	26	use	use	NOUN
ejpam-6866	116	27	of	of	ADP
ejpam-6866	116	28	our	our	PRON
ejpam-6866	116	29	proposed	propose	VERB
ejpam-6866	116	30	operator	operator	NOUN
ejpam-6866	116	31	theoretic	theoretic	NOUN
ejpam-6866	116	32	framework	framework	NOUN
ejpam-6866	116	33	of	of	ADP
ejpam-6866	116	34	forming	form	VERB
ejpam-6866	116	35	sentence	sentence	NOUN
ejpam-6866	116	36	meanings	meaning	NOUN
ejpam-6866	116	37	,	,	PUNCT
ejpam-6866	116	38	we	we	PRON
ejpam-6866	116	39	create	create	VERB
ejpam-6866	116	40	a	a	DET
ejpam-6866	116	41	series	series	NOUN
ejpam-6866	116	42	of	of	ADP
ejpam-6866	116	43	controlled	control	VERB
ejpam-6866	116	44	toy	toy	NOUN
ejpam-6866	116	45	examples	example	NOUN
ejpam-6866	116	46	in	in	ADP
ejpam-6866	116	47	the	the	DET
ejpam-6866	116	48	framework	framework	NOUN
ejpam-6866	116	49	of	of	ADP
ejpam-6866	116	50	low	low	ADJ
ejpam-6866	116	51	dimensional	dimensional	ADJ
ejpam-6866	116	52	vector	vector	NOUN
ejpam-6866	116	53	spaces	space	NOUN
ejpam-6866	116	54	.	.	PUNCT
ejpam-6866	117	1	these	these	PRON
ejpam-6866	117	2	are	be	AUX
ejpam-6866	117	3	not	not	PART
ejpam-6866	117	4	meant	mean	VERB
ejpam-6866	117	5	to	to	PART
ejpam-6866	117	6	be	be	AUX
ejpam-6866	117	7	empirically	empirically	ADV
ejpam-6866	117	8	generalized	generalize	VERB
ejpam-6866	117	9	,	,	PUNCT
ejpam-6866	117	10	after	after	ADP
ejpam-6866	117	11	the	the	DET
ejpam-6866	117	12	extent	extent	NOUN
ejpam-6866	117	13	to	to	ADP
ejpam-6866	117	14	large	large	ADJ
ejpam-6866	117	15	corpora	corpus	NOUN
ejpam-6866	117	16	,	,	PUNCT
ejpam-6866	117	17	but	but	CCONJ
ejpam-6866	117	18	rather	rather	ADV
ejpam-6866	117	19	for	for	ADP
ejpam-6866	117	20	the	the	DET
ejpam-6866	117	21	purpose	purpose	NOUN
ejpam-6866	117	22	of	of	ADP
ejpam-6866	117	23	conceptual	conceptual	ADJ
ejpam-6866	117	24	clover	clover	NOUN
ejpam-6866	117	25	and	and	CCONJ
ejpam-6866	117	26	mathematical	mathematical	ADJ
ejpam-6866	117	27	transparency	transparency	NOUN
ejpam-6866	117	28	in	in	ADP
ejpam-6866	117	29	exhibiting	exhibit	VERB
ejpam-6866	117	30	the	the	DET
ejpam-6866	117	31	guideline	guideline	NOUN
ejpam-6866	117	32	the	the	DET
ejpam-6866	117	33	bottom	bottom	ADJ
ejpam-6866	117	34	-	-	PUNCT
ejpam-6866	117	35	line	line	NOUN
ejpam-6866	117	36	operations	operation	NOUN
ejpam-6866	117	37	which	which	PRON
ejpam-6866	117	38	are	be	AUX
ejpam-6866	117	39	involved	involve	VERB
ejpam-6866	117	40	.	.	PUNCT
ejpam-6866	118	1	the	the	DET
ejpam-6866	118	2	general	general	ADJ
ejpam-6866	118	3	goal	goal	NOUN
ejpam-6866	118	4	is	be	AUX
ejpam-6866	118	5	the	the	DET
ejpam-6866	118	6	modeling	modeling	NOUN
ejpam-6866	118	7	of	of	ADP
ejpam-6866	118	8	compositional	compositional	ADJ
ejpam-6866	118	9	meaning	meaning	NOUN
ejpam-6866	118	10	based	base	VERB
ejpam-6866	118	11	on	on	ADP
ejpam-6866	118	12	interpretable	interpretable	ADJ
ejpam-6866	118	13	linear	linear	ADJ
ejpam-6866	118	14	algebraic	algebraic	ADJ
ejpam-6866	118	15	operations	operation	NOUN
ejpam-6866	118	16	,	,	PUNCT
ejpam-6866	118	17	based	base	VERB
ejpam-6866	118	18	on	on	ADP
ejpam-6866	118	19	linguistics	linguistic	NOUN
ejpam-6866	118	20	theory	theory	NOUN
ejpam-6866	118	21	and	and	CCONJ
ejpam-6866	118	22	computational	computational	ADJ
ejpam-6866	118	23	tractability	tractability	NOUN
ejpam-6866	118	24	.	.	PUNCT
ejpam-6866	119	1	specifically	specifically	ADV
ejpam-6866	119	2	,	,	PUNCT
ejpam-6866	119	3	the	the	DET
ejpam-6866	119	4	approach	approach	NOUN
ejpam-6866	119	5	takes	take	VERB
ejpam-6866	119	6	a	a	DET
ejpam-6866	119	7	combination	combination	NOUN
ejpam-6866	119	8	of	of	ADP
ejpam-6866	119	9	tensor	tensor	NOUN
ejpam-6866	119	10	product	product	NOUN
ejpam-6866	119	11	operations	operation	NOUN
ejpam-6866	119	12	(	(	PUNCT
ejpam-6866	119	13	to	to	PART
ejpam-6866	119	14	capture	capture	VERB
ejpam-6866	119	15	structure	structure	NOUN
ejpam-6866	119	16	of	of	ADP
ejpam-6866	119	17	the	the	DET
ejpam-6866	119	18	arguments	argument	NOUN
ejpam-6866	119	19	)	)	PUNCT
ejpam-6866	119	20	coupled	couple	VERB
ejpam-6866	119	21	with	with	ADP
ejpam-6866	119	22	cartesian	cartesian	ADJ
ejpam-6866	119	23	decomposition	decomposition	NOUN
ejpam-6866	119	24	(	(	PUNCT
ejpam-6866	119	25	to	to	PART
ejpam-6866	119	26	unify	unify	VERB
ejpam-6866	119	27	semantic	semantic	ADJ
ejpam-6866	119	28	content	content	NOUN
ejpam-6866	119	29	into	into	ADP
ejpam-6866	119	30	”	"	PUNCT
ejpam-6866	119	31	unable	unable	ADJ
ejpam-6866	119	32	to	to	PART
ejpam-6866	119	33	understand	understand	VERB
ejpam-6866	119	34	”	"	PUNCT
ejpam-6866	119	35	components	component	NOUN
ejpam-6866	119	36	)	)	PUNCT
ejpam-6866	119	37	.	.	PUNCT
ejpam-6866	120	1	we	we	PRON
ejpam-6866	120	2	adopt	adopt	VERB
ejpam-6866	120	3	the	the	DET
ejpam-6866	120	4	following	follow	VERB
ejpam-6866	120	5	structured	structured	ADJ
ejpam-6866	120	6	procedure	procedure	NOUN
ejpam-6866	120	7	:	:	PUNCT
ejpam-6866	120	8	(	(	PUNCT
ejpam-6866	120	9	i	i	NOUN
ejpam-6866	120	10	)	)	PUNCT
ejpam-6866	120	11	semantic	semantic	ADJ
ejpam-6866	120	12	dimensions	dimension	NOUN
ejpam-6866	120	13	definition	definition	NOUN
ejpam-6866	120	14	:	:	PUNCT
ejpam-6866	120	15	we	we	PRON
ejpam-6866	120	16	define	define	VERB
ejpam-6866	120	17	intuitive	intuitive	ADJ
ejpam-6866	120	18	semantic	semantic	ADJ
ejpam-6866	120	19	dimensions	dimension	NOUN
ejpam-6866	120	20	,	,	PUNCT
ejpam-6866	120	21	such	such	ADJ
ejpam-6866	120	22	as	as	ADP
ejpam-6866	120	23	animacy	animacy	NOUN
ejpam-6866	120	24	,	,	PUNCT
ejpam-6866	120	25	agency	agency	NOUN
ejpam-6866	120	26	,	,	PUNCT
ejpam-6866	120	27	valence	valence	NOUN
ejpam-6866	120	28	,	,	PUNCT
ejpam-6866	120	29	and	and	CCONJ
ejpam-6866	120	30	affect	affect	VERB
ejpam-6866	120	31	,	,	PUNCT
ejpam-6866	120	32	to	to	PART
ejpam-6866	120	33	construct	construct	VERB
ejpam-6866	120	34	a	a	DET
ejpam-6866	120	35	conceptual	conceptual	ADJ
ejpam-6866	120	36	space	space	NOUN
ejpam-6866	120	37	for	for	ADP
ejpam-6866	120	38	word	word	NOUN
ejpam-6866	120	39	representation	representation	NOUN
ejpam-6866	120	40	.	.	PUNCT
ejpam-6866	121	1	these	these	DET
ejpam-6866	121	2	dimensions	dimension	NOUN
ejpam-6866	121	3	provide	provide	VERB
ejpam-6866	121	4	an	an	DET
ejpam-6866	121	5	abstract	abstract	ADJ
ejpam-6866	121	6	yet	yet	CCONJ
ejpam-6866	121	7	tractable	tractable	ADJ
ejpam-6866	121	8	basis	basis	NOUN
ejpam-6866	121	9	for	for	ADP
ejpam-6866	121	10	semantic	semantic	ADJ
ejpam-6866	121	11	encoding	encoding	NOUN
ejpam-6866	121	12	and	and	CCONJ
ejpam-6866	121	13	enable	enable	VERB
ejpam-6866	121	14	comparison	comparison	NOUN
ejpam-6866	121	15	across	across	ADP
ejpam-6866	121	16	different	different	ADJ
ejpam-6866	121	17	lexical	lexical	ADJ
ejpam-6866	121	18	items	item	NOUN
ejpam-6866	121	19	.	.	PUNCT
ejpam-6866	122	1	(	(	PUNCT
ejpam-6866	122	2	ii	ii	X
ejpam-6866	122	3	)	)	PUNCT
ejpam-6866	122	4	vector	vector	NOUN
ejpam-6866	122	5	representation	representation	NOUN
ejpam-6866	122	6	of	of	ADP
ejpam-6866	122	7	nouns	noun	NOUN
ejpam-6866	122	8	:	:	PUNCT
ejpam-6866	122	9	content	content	NOUN
ejpam-6866	122	10	words	word	NOUN
ejpam-6866	122	11	especially	especially	ADV
ejpam-6866	122	12	nouns	noun	NOUN
ejpam-6866	122	13	embedded	embed	VERB
ejpam-6866	122	14	as	as	ADP
ejpam-6866	122	15	3d	3d	PROPN
ejpam-6866	122	16	vector	vector	NOUN
ejpam-6866	122	17	that	that	PRON
ejpam-6866	122	18	are	be	AUX
ejpam-6866	122	19	the	the	DET
ejpam-6866	122	20	representation	representation	NOUN
ejpam-6866	122	21	of	of	ADP
ejpam-6866	122	22	semantic	semantic	ADJ
ejpam-6866	122	23	attribute	attribute	NOUN
ejpam-6866	122	24	of	of	ADP
ejpam-6866	122	25	the	the	DET
ejpam-6866	122	26	tokens	token	NOUN
ejpam-6866	122	27	over	over	ADP
ejpam-6866	122	28	the	the	DET
ejpam-6866	122	29	defined	define	VERB
ejpam-6866	122	30	dimensions	dimension	NOUN
ejpam-6866	122	31	.	.	PUNCT
ejpam-6866	123	1	this	this	DET
ejpam-6866	123	2	embedding	embed	VERB
ejpam-6866	123	3	is	be	AUX
ejpam-6866	123	4	descriptive	descriptive	ADJ
ejpam-6866	123	5	of	of	ADP
ejpam-6866	123	6	common	common	ADJ
ejpam-6866	123	7	co	co	ADJ
ejpam-6866	123	8	-	-	NOUN
ejpam-6866	123	9	occurrence	occurrence	ADJ
ejpam-6866	123	10	patterns	pattern	NOUN
ejpam-6866	123	11	or	or	CCONJ
ejpam-6866	123	12	expert	expert	ADJ
ejpam-6866	123	13	view	view	NOUN
ejpam-6866	123	14	on	on	ADP
ejpam-6866	123	15	the	the	DET
ejpam-6866	123	16	properties	property	NOUN
ejpam-6866	123	17	of	of	ADP
ejpam-6866	123	18	words	word	NOUN
ejpam-6866	123	19	.	.	PUNCT
ejpam-6866	124	1	(	(	PUNCT
ejpam-6866	124	2	iii	iii	X
ejpam-6866	124	3	)	)	PUNCT
ejpam-6866	124	4	matrix	matrix	NOUN
ejpam-6866	124	5	representation	representation	NOUN
ejpam-6866	124	6	of	of	ADP
ejpam-6866	124	7	function	function	NOUN
ejpam-6866	124	8	words	word	NOUN
ejpam-6866	124	9	:	:	PUNCT
ejpam-6866	124	10	function	function	NOUN
ejpam-6866	124	11	words	word	NOUN
ejpam-6866	124	12	,	,	PUNCT
ejpam-6866	124	13	e.g.	e.g.	ADV
ejpam-6866	124	14	adjectives	adjective	NOUN
ejpam-6866	124	15	,	,	PUNCT
ejpam-6866	124	16	intransitive	intransitive	ADJ
ejpam-6866	124	17	verbs	verb	NOUN
ejpam-6866	124	18	,	,	PUNCT
ejpam-6866	124	19	and	and	CCONJ
ejpam-6866	124	20	transitive	transitive	ADJ
ejpam-6866	124	21	verbs	verb	NOUN
ejpam-6866	124	22	are	be	AUX
ejpam-6866	124	23	modeled	model	VERB
ejpam-6866	124	24	as	as	ADP
ejpam-6866	124	25	linear	linear	PROPN
ejpam-6866	124	26	operators	operator	NOUN
ejpam-6866	124	27	(	(	PUNCT
ejpam-6866	124	28	matrices	matrix	NOUN
ejpam-6866	124	29	)	)	PUNCT
ejpam-6866	124	30	that	that	PRON
ejpam-6866	124	31	operate	operate	VERB
ejpam-6866	124	32	on	on	ADP
ejpam-6866	124	33	these	these	DET
ejpam-6866	124	34	vectors	vector	NOUN
ejpam-6866	124	35	.	.	PUNCT
ejpam-6866	125	1	transformation	transformation	NOUN
ejpam-6866	125	2	matrices	matrix	NOUN
ejpam-6866	125	3	capture	capture	NOUN
ejpam-6866	125	4	functions	function	NOUN
ejpam-6866	125	5	of	of	ADP
ejpam-6866	125	6	transformations	transformation	NOUN
ejpam-6866	125	7	resulting	result	VERB
ejpam-6866	125	8	from	from	ADP
ejpam-6866	125	9	the	the	DET
ejpam-6866	125	10	use	use	NOUN
ejpam-6866	125	11	of	of	ADP
ejpam-6866	125	12	both	both	DET
ejpam-6866	125	13	modality	modality	NOUN
ejpam-6866	125	14	of	of	ADP
ejpam-6866	125	15	the	the	DET
ejpam-6866	125	16	modifiers	modifier	NOUN
ejpam-6866	125	17	and	and	CCONJ
ejpam-6866	125	18	preference	preference	NOUN
ejpam-6866	125	19	of	of	ADP
ejpam-6866	125	20	modality	modality	NOUN
ejpam-6866	125	21	(	(	PUNCT
ejpam-6866	125	22	pragmatic	pragmatic	ADJ
ejpam-6866	125	23	inverter	inverter	NOUN
ejpam-6866	125	24	)	)	PUNCT
ejpam-6866	125	25	in	in	ADP
ejpam-6866	125	26	the	the	DET
ejpam-6866	125	27	meaning	meaning	NOUN
ejpam-6866	125	28	of	of	ADP
ejpam-6866	125	29	predicates	predicate	NOUN
ejpam-6866	125	30	that	that	PRON
ejpam-6866	125	31	involve	involve	VERB
ejpam-6866	125	32	alterations	alteration	NOUN
ejpam-6866	125	33	of	of	ADP
ejpam-6866	125	34	meaning	meaning	NOUN
ejpam-6866	125	35	of	of	ADP
ejpam-6866	125	36	a	a	DET
ejpam-6866	125	37	noun	noun	NOUN
ejpam-6866	125	38	.	.	PUNCT
ejpam-6866	126	1	(	(	PUNCT
ejpam-6866	126	2	iv	iv	X
ejpam-6866	126	3	)	)	PUNCT
ejpam-6866	126	4	semantic	semantic	ADJ
ejpam-6866	126	5	composition	composition	NOUN
ejpam-6866	126	6	:	:	PUNCT
ejpam-6866	126	7	sentence	sentence	NOUN
ejpam-6866	126	8	meaning	meaning	NOUN
ejpam-6866	126	9	is	be	AUX
ejpam-6866	126	10	simulated	simulate	VERB
ejpam-6866	126	11	by	by	ADP
ejpam-6866	126	12	applying	apply	VERB
ejpam-6866	126	13	matrix	matrix	NOUN
ejpam-6866	126	14	operations	operation	NOUN
ejpam-6866	126	15	to	to	ADP
ejpam-6866	126	16	vectors	vector	NOUN
ejpam-6866	126	17	.	.	PUNCT
ejpam-6866	127	1	for	for	ADP
ejpam-6866	127	2	instance	instance	NOUN
ejpam-6866	127	3	,	,	PUNCT
ejpam-6866	127	4	in	in	ADP
ejpam-6866	127	5	noun	noun	NOUN
ejpam-6866	127	6	-	-	PUNCT
ejpam-6866	127	7	adjective	adjective	ADJ
ejpam-6866	127	8	phrases	phrase	NOUN
ejpam-6866	127	9	,	,	PUNCT
ejpam-6866	127	10	the	the	DET
ejpam-6866	127	11	matrix	matrix	NOUN
ejpam-6866	127	12	for	for	ADP
ejpam-6866	127	13	the	the	DET
ejpam-6866	127	14	adjective	adjective	ADJ
ejpam-6866	127	15	transforms	transform	VERB
ejpam-6866	127	16	the	the	DET
ejpam-6866	127	17	noun	noun	NOUN
ejpam-6866	127	18	vector	vector	NOUN
ejpam-6866	127	19	.	.	PUNCT
ejpam-6866	128	1	in	in	ADP
ejpam-6866	128	2	simple	simple	ADJ
ejpam-6866	128	3	sentences	sentence	NOUN
ejpam-6866	128	4	,	,	PUNCT
ejpam-6866	128	5	verbs	verbs	PROPN
ejpam-6866	128	6	combine	combine	VERB
ejpam-6866	128	7	with	with	ADP
ejpam-6866	128	8	subject	subject	NOUN
ejpam-6866	128	9	and	and	CCONJ
ejpam-6866	128	10	object	object	VERB
ejpam-6866	128	11	vectors	vector	NOUN
ejpam-6866	128	12	using	use	VERB
ejpam-6866	128	13	tensor	tensor	NOUN
ejpam-6866	128	14	products	product	NOUN
ejpam-6866	128	15	and	and	CCONJ
ejpam-6866	128	16	matrix	matrix	NOUN
ejpam-6866	128	17	transformations	transformation	NOUN
ejpam-6866	128	18	.	.	PUNCT
ejpam-6866	129	1	(	(	PUNCT
ejpam-6866	129	2	v	v	NOUN
ejpam-6866	129	3	)	)	PUNCT
ejpam-6866	129	4	cartesian	cartesian	ADJ
ejpam-6866	129	5	decomposition	decomposition	NOUN
ejpam-6866	129	6	:	:	PUNCT
ejpam-6866	129	7	to	to	PART
ejpam-6866	129	8	isolate	isolate	VERB
ejpam-6866	129	9	different	different	ADJ
ejpam-6866	129	10	layers	layer	NOUN
ejpam-6866	129	11	of	of	ADP
ejpam-6866	129	12	meaning	meaning	NOUN
ejpam-6866	129	13	,	,	PUNCT
ejpam-6866	129	14	verb	verb	NOUN
ejpam-6866	129	15	matrices	matrix	NOUN
ejpam-6866	129	16	are	be	AUX
ejpam-6866	129	17	decomposed	decompose	VERB
ejpam-6866	129	18	into	into	ADP
ejpam-6866	129	19	hermitian	hermitian	ADJ
ejpam-6866	129	20	and	and	CCONJ
ejpam-6866	129	21	skew	skew	ADJ
ejpam-6866	129	22	-	-	PUNCT
ejpam-6866	129	23	hermitian	hermitian	ADJ
ejpam-6866	129	24	parts	part	NOUN
ejpam-6866	129	25	.	.	PUNCT
ejpam-6866	130	1	the	the	DET
ejpam-6866	130	2	hermitian	hermitian	ADJ
ejpam-6866	130	3	component	component	NOUN
ejpam-6866	130	4	corresponds	correspond	VERB
ejpam-6866	130	5	to	to	ADP
ejpam-6866	130	6	the	the	DET
ejpam-6866	130	7	logical	logical	ADJ
ejpam-6866	130	8	or	or	CCONJ
ejpam-6866	130	9	propositional	propositional	ADJ
ejpam-6866	130	10	content	content	NOUN
ejpam-6866	130	11	,	,	PUNCT
ejpam-6866	130	12	while	while	SCONJ
ejpam-6866	130	13	the	the	DET
ejpam-6866	130	14	skew	skew	NOUN
ejpam-6866	130	15	-	-	PUNCT
ejpam-6866	130	16	hermitian	hermitian	ADJ
ejpam-6866	130	17	part	part	NOUN
ejpam-6866	130	18	models	model	NOUN
ejpam-6866	130	19	expressive	expressive	ADJ
ejpam-6866	130	20	,	,	PUNCT
ejpam-6866	130	21	attitudinal	attitudinal	ADJ
ejpam-6866	130	22	,	,	PUNCT
ejpam-6866	130	23	or	or	CCONJ
ejpam-6866	130	24	modal	modal	ADJ
ejpam-6866	130	25	nuances	nuance	NOUN
ejpam-6866	130	26	.	.	PUNCT
ejpam-6866	131	1	this	this	DET
ejpam-6866	131	2	modular	modular	ADJ
ejpam-6866	131	3	procedure	procedure	NOUN
ejpam-6866	131	4	provides	provide	VERB
ejpam-6866	131	5	a	a	DET
ejpam-6866	131	6	precise	precise	ADJ
ejpam-6866	131	7	,	,	PUNCT
ejpam-6866	131	8	inspectable	inspectable	ADJ
ejpam-6866	131	9	,	,	PUNCT
ejpam-6866	131	10	and	and	CCONJ
ejpam-6866	131	11	extensible	extensible	ADJ
ejpam-6866	131	12	method	method	NOUN
ejpam-6866	131	13	for	for	ADP
ejpam-6866	131	14	analyzing	analyze	VERB
ejpam-6866	131	15	compositional	compositional	ADJ
ejpam-6866	131	16	semantics	semantic	NOUN
ejpam-6866	131	17	.	.	PUNCT
ejpam-6866	132	1	the	the	DET
ejpam-6866	132	2	toy	toy	NOUN
ejpam-6866	132	3	examples	example	NOUN
ejpam-6866	132	4	constructed	construct	VERB
ejpam-6866	132	5	consist	consist	NOUN
ejpam-6866	132	6	of	of	ADP
ejpam-6866	132	7	simple	simple	ADJ
ejpam-6866	132	8	and	and	CCONJ
ejpam-6866	132	9	complex	complex	ADJ
ejpam-6866	132	10	sentences	sentence	NOUN
ejpam-6866	132	11	,	,	PUNCT
ejpam-6866	132	12	and	and	CCONJ
ejpam-6866	132	13	they	they	PRON
ejpam-6866	132	14	highlight	highlight	VERB
ejpam-6866	132	15	how	how	SCONJ
ejpam-6866	132	16	meaning	meaning	NOUN
ejpam-6866	132	17	is	be	AUX
ejpam-6866	132	18	constructed	construct	VERB
ejpam-6866	132	19	step	step	NOUN
ejpam-6866	132	20	-	-	PUNCT
ejpam-6866	132	21	by	by	ADP
ejpam-6866	132	22	-	-	PUNCT
ejpam-6866	132	23	step	step	NOUN
ejpam-6866	132	24	.	.	PUNCT
ejpam-6866	133	1	these	these	DET
ejpam-6866	133	2	examples	example	NOUN
ejpam-6866	133	3	are	be	AUX
ejpam-6866	133	4	chosen	choose	VERB
ejpam-6866	133	5	to	to	PART
ejpam-6866	133	6	demonstrate	demonstrate	VERB
ejpam-6866	133	7	syntactic	syntactic	ADJ
ejpam-6866	133	8	-	-	PUNCT
ejpam-6866	133	9	semantic	semantic	ADJ
ejpam-6866	133	10	correspondences	correspondence	NOUN
ejpam-6866	133	11	and	and	CCONJ
ejpam-6866	133	12	how	how	SCONJ
ejpam-6866	133	13	linguistic	linguistic	ADJ
ejpam-6866	133	14	phenomena	phenomena	NOUN
ejpam-6866	133	15	can	can	AUX
ejpam-6866	133	16	be	be	AUX
ejpam-6866	133	17	mapped	map	VERB
ejpam-6866	133	18	to	to	ADP
ejpam-6866	133	19	vector	vector	NOUN
ejpam-6866	133	20	space	space	NOUN
ejpam-6866	133	21	transformations	transformation	NOUN
ejpam-6866	133	22	.	.	PUNCT
ejpam-6866	134	1	m.	m.	NOUN
ejpam-6866	134	2	s.	s.	PROPN
ejpam-6866	134	3	yaseen	yaseen	PROPN
ejpam-6866	134	4	,	,	PUNCT
ejpam-6866	134	5	f.	f.	PROPN
ejpam-6866	134	6	alrimawi	alrimawi	PROPN
ejpam-6866	134	7	/	/	SYM
ejpam-6866	134	8	eur	eur	PROPN
ejpam-6866	134	9	.	.	PUNCT
ejpam-6866	135	1	j.	j.	PROPN
ejpam-6866	135	2	pure	pure	PROPN
ejpam-6866	135	3	appl	appl	PROPN
ejpam-6866	135	4	.	.	PROPN
ejpam-6866	135	5	math	math	PROPN
ejpam-6866	135	6	,	,	PUNCT
ejpam-6866	135	7	18	18	NUM
ejpam-6866	135	8	(	(	PUNCT
ejpam-6866	135	9	4	4	NUM
ejpam-6866	135	10	)	)	PUNCT
ejpam-6866	135	11	(	(	PUNCT
ejpam-6866	135	12	2025	2025	NUM
ejpam-6866	135	13	)	)	PUNCT
ejpam-6866	135	14	,	,	PUNCT
ejpam-6866	135	15	6866	6866	NUM
ejpam-6866	135	16	7	7	NUM
ejpam-6866	135	17	of	of	ADP
ejpam-6866	135	18	13	13	NUM
ejpam-6866	135	19	5	5	NUM
ejpam-6866	135	20	.	.	PUNCT
ejpam-6866	136	1	analysis	analysis	NOUN
ejpam-6866	136	2	and	and	CCONJ
ejpam-6866	136	3	discussion	discussion	NOUN
ejpam-6866	136	4	in	in	ADP
ejpam-6866	136	5	this	this	DET
ejpam-6866	136	6	part	part	NOUN
ejpam-6866	137	1	,	,	PUNCT
ejpam-6866	137	2	a	a	DET
ejpam-6866	137	3	keen	keen	ADJ
ejpam-6866	137	4	discussion	discussion	NOUN
ejpam-6866	137	5	ensues	ensue	VERB
ejpam-6866	137	6	the	the	DET
ejpam-6866	137	7	hypothetical	hypothetical	ADJ
ejpam-6866	137	8	framework	framework	NOUN
ejpam-6866	137	9	,	,	PUNCT
ejpam-6866	137	10	within	within	ADP
ejpam-6866	137	11	which	which	DET
ejpam-6866	137	12	strategies	strategy	NOUN
ejpam-6866	137	13	against	against	ADP
ejpam-6866	137	14	each	each	DET
ejpam-6866	137	15	body	body	NOUN
ejpam-6866	137	16	of	of	ADP
ejpam-6866	137	17	logic	logic	NOUN
ejpam-6866	137	18	and	and	CCONJ
ejpam-6866	137	19	approach	approach	NOUN
ejpam-6866	137	20	toward	toward	ADP
ejpam-6866	137	21	cognitive	cognitive	ADJ
ejpam-6866	137	22	modeling	modeling	NOUN
ejpam-6866	137	23	,	,	PUNCT
ejpam-6866	137	24	computational	computational	ADJ
ejpam-6866	137	25	efficiency	efficiency	NOUN
ejpam-6866	137	26	,	,	PUNCT
ejpam-6866	137	27	and	and	CCONJ
ejpam-6866	137	28	pedagogical	pedagogical	ADJ
ejpam-6866	137	29	usability	usability	NOUN
ejpam-6866	137	30	are	be	AUX
ejpam-6866	137	31	assumed	assume	VERB
ejpam-6866	137	32	.	.	PUNCT
ejpam-6866	138	1	we	we	PRON
ejpam-6866	138	2	will	will	AUX
ejpam-6866	138	3	start	start	VERB
ejpam-6866	138	4	with	with	ADP
ejpam-6866	138	5	an	an	DET
ejpam-6866	138	6	introduction	introduction	NOUN
ejpam-6866	138	7	to	to	ADP
ejpam-6866	138	8	use	use	VERB
ejpam-6866	138	9	of	of	ADP
ejpam-6866	138	10	matrix	matrix	NOUN
ejpam-6866	138	11	transformations	transformation	NOUN
ejpam-6866	138	12	in	in	ADP
ejpam-6866	138	13	adjectival	adjectival	NOUN
ejpam-6866	138	14	modeling	modeling	NOUN
ejpam-6866	138	15	and	and	CCONJ
ejpam-6866	138	16	intransitive	intransitive	ADJ
ejpam-6866	138	17	verb	verb	NOUN
ejpam-6866	138	18	modeling	modeling	NOUN
ejpam-6866	138	19	.	.	PUNCT
ejpam-6866	139	1	adjectives	adjective	NOUN
ejpam-6866	139	2	are	be	AUX
ejpam-6866	139	3	semantics	semantic	NOUN
ejpam-6866	139	4	filters	filter	NOUN
ejpam-6866	139	5	which	which	PRON
ejpam-6866	139	6	alters	alter	VERB
ejpam-6866	139	7	some	some	DET
ejpam-6866	139	8	aspects	aspect	NOUN
ejpam-6866	139	9	of	of	ADP
ejpam-6866	139	10	a	a	DET
ejpam-6866	139	11	noun	noun	NOUN
ejpam-6866	139	12	as	as	ADP
ejpam-6866	139	13	the	the	DET
ejpam-6866	139	14	dimensional	dimensional	ADJ
ejpam-6866	139	15	vector	vector	NOUN
ejpam-6866	139	16	embedding	embed	VERB
ejpam-6866	139	17	.	.	PUNCT
ejpam-6866	140	1	a	a	DET
ejpam-6866	140	2	similar	similar	ADJ
ejpam-6866	140	3	adjective	adjective	NOUN
ejpam-6866	140	4	such	such	ADJ
ejpam-6866	140	5	as	as	ADP
ejpam-6866	140	6	angry	angry	ADJ
ejpam-6866	140	7	might	might	AUX
ejpam-6866	140	8	decrease	decrease	VERB
ejpam-6866	140	9	the	the	DET
ejpam-6866	140	10	valence	valence	NOUN
ejpam-6866	140	11	of	of	ADP
ejpam-6866	140	12	another	another	DET
ejpam-6866	140	13	noun	noun	NOUN
ejpam-6866	140	14	at	at	ADP
ejpam-6866	140	15	the	the	DET
ejpam-6866	140	16	same	same	ADJ
ejpam-6866	140	17	time	time	NOUN
ejpam-6866	140	18	increase	increase	VERB
ejpam-6866	140	19	the	the	DET
ejpam-6866	140	20	intensity	intensity	NOUN
ejpam-6866	140	21	or	or	CCONJ
ejpam-6866	140	22	agency	agency	NOUN
ejpam-6866	140	23	of	of	ADP
ejpam-6866	140	24	that	that	DET
ejpam-6866	140	25	noun	noun	NOUN
ejpam-6866	140	26	as	as	SCONJ
ejpam-6866	140	27	it	it	PRON
ejpam-6866	140	28	puts	put	VERB
ejpam-6866	140	29	it	it	PRON
ejpam-6866	140	30	into	into	ADP
ejpam-6866	140	31	a	a	DET
ejpam-6866	140	32	different	different	ADJ
ejpam-6866	140	33	semantic	semantic	ADJ
ejpam-6866	140	34	space	space	NOUN
ejpam-6866	140	35	.	.	PUNCT
ejpam-6866	141	1	this	this	DET
ejpam-6866	141	2	change	change	NOUN
ejpam-6866	141	3	makes	make	VERB
ejpam-6866	141	4	the	the	DET
ejpam-6866	141	5	function	function	NOUN
ejpam-6866	141	6	of	of	ADP
ejpam-6866	141	7	adjectives	adjective	NOUN
ejpam-6866	141	8	in	in	ADP
ejpam-6866	141	9	language	language	NOUN
ejpam-6866	141	10	clear	clear	ADJ
ejpam-6866	141	11	,	,	PUNCT
ejpam-6866	141	12	and	and	CCONJ
ejpam-6866	141	13	is	be	AUX
ejpam-6866	141	14	able	able	ADJ
ejpam-6866	141	15	to	to	PART
ejpam-6866	141	16	illustrate	illustrate	VERB
ejpam-6866	141	17	the	the	DET
ejpam-6866	141	18	influence	influence	NOUN
ejpam-6866	141	19	of	of	ADP
ejpam-6866	141	20	their	their	PRON
ejpam-6866	141	21	meaning	meaning	NOUN
ejpam-6866	141	22	to	to	ADP
ejpam-6866	141	23	the	the	DET
ejpam-6866	141	24	easier	easy	ADJ
ejpam-6866	141	25	interpretation	interpretation	NOUN
ejpam-6866	141	26	.	.	PUNCT
ejpam-6866	142	1	in	in	ADP
ejpam-6866	142	2	addition	addition	NOUN
ejpam-6866	142	3	,	,	PUNCT
ejpam-6866	142	4	such	such	ADJ
ejpam-6866	142	5	changes	change	NOUN
ejpam-6866	142	6	are	be	AUX
ejpam-6866	142	7	context	context	NOUN
ejpam-6866	142	8	-	-	PUNCT
ejpam-6866	142	9	dependent	dependent	ADJ
ejpam-6866	142	10	.	.	PUNCT
ejpam-6866	143	1	the	the	DET
ejpam-6866	143	2	same	same	ADJ
ejpam-6866	143	3	way	way	NOUN
ejpam-6866	143	4	as	as	SCONJ
ejpam-6866	143	5	it	it	PRON
ejpam-6866	143	6	is	be	AUX
ejpam-6866	143	7	in	in	ADP
ejpam-6866	143	8	natural	natural	ADJ
ejpam-6866	143	9	languages	language	NOUN
ejpam-6866	143	10	,	,	PUNCT
ejpam-6866	143	11	a	a	DET
ejpam-6866	143	12	combination	combination	NOUN
ejpam-6866	143	13	of	of	ADP
ejpam-6866	143	14	the	the	DET
ejpam-6866	143	15	same	same	ADJ
ejpam-6866	143	16	adjective	adjective	ADJ
ejpam-6866	143	17	matrix	matrix	NOUN
ejpam-6866	143	18	with	with	ADP
ejpam-6866	143	19	different	different	ADJ
ejpam-6866	143	20	noun	noun	NOUN
ejpam-6866	143	21	vectors	vector	NOUN
ejpam-6866	143	22	results	result	VERB
ejpam-6866	143	23	in	in	ADP
ejpam-6866	143	24	different	different	ADJ
ejpam-6866	143	25	expressions	expression	NOUN
ejpam-6866	143	26	.	.	PUNCT
ejpam-6866	144	1	in	in	ADP
ejpam-6866	144	2	the	the	DET
ejpam-6866	144	3	case	case	NOUN
ejpam-6866	144	4	of	of	ADP
ejpam-6866	144	5	angry	angry	ADJ
ejpam-6866	144	6	dog	dog	NOUN
ejpam-6866	144	7	vs	vs	ADP
ejpam-6866	144	8	angry	angry	ADJ
ejpam-6866	144	9	mother	mother	NOUN
ejpam-6866	144	10	,	,	PUNCT
ejpam-6866	144	11	the	the	DET
ejpam-6866	144	12	semantic	semantic	ADJ
ejpam-6866	144	13	profiles	profile	NOUN
ejpam-6866	144	14	are	be	AUX
ejpam-6866	144	15	differentiated	differentiate	VERB
ejpam-6866	144	16	(	(	PUNCT
ejpam-6866	144	17	they	they	PRON
ejpam-6866	144	18	represent	represent	VERB
ejpam-6866	144	19	fine	fine	ADV
ejpam-6866	144	20	-	-	PUNCT
ejpam-6866	144	21	grained	grain	VERB
ejpam-6866	144	22	expectations	expectation	NOUN
ejpam-6866	144	23	and	and	CCONJ
ejpam-6866	144	24	associations	association	NOUN
ejpam-6866	144	25	)	)	PUNCT
ejpam-6866	144	26	.	.	PUNCT
ejpam-6866	145	1	contextual	contextual	ADJ
ejpam-6866	145	2	dependency	dependency	NOUN
ejpam-6866	145	3	receives	receive	VERB
ejpam-6866	145	4	a	a	DET
ejpam-6866	145	5	formal	formal	ADJ
ejpam-6866	145	6	semantics	semantic	NOUN
ejpam-6866	145	7	of	of	ADP
ejpam-6866	145	8	matrix	matrix	NOUN
ejpam-6866	145	9	-	-	PUNCT
ejpam-6866	145	10	vector	vector	NOUN
ejpam-6866	145	11	product	product	NOUN
ejpam-6866	145	12	in	in	ADP
ejpam-6866	145	13	the	the	DET
ejpam-6866	145	14	operator	operator	NOUN
ejpam-6866	145	15	model	model	NOUN
ejpam-6866	145	16	,	,	PUNCT
ejpam-6866	145	17	in	in	ADP
ejpam-6866	145	18	which	which	PRON
ejpam-6866	145	19	the	the	DET
ejpam-6866	145	20	semantics	semantic	NOUN
ejpam-6866	145	21	of	of	ADP
ejpam-6866	145	22	a	a	DET
ejpam-6866	145	23	description	description	NOUN
ejpam-6866	145	24	depends	depend	VERB
ejpam-6866	145	25	on	on	ADP
ejpam-6866	145	26	the	the	DET
ejpam-6866	145	27	modifier	modifier	NOUN
ejpam-6866	145	28	and	and	CCONJ
ejpam-6866	145	29	the	the	DET
ejpam-6866	145	30	base	base	NOUN
ejpam-6866	145	31	as	as	ADV
ejpam-6866	145	32	well	well	ADV
ejpam-6866	145	33	.	.	PUNCT
ejpam-6866	146	1	in	in	ADP
ejpam-6866	146	2	fact	fact	NOUN
ejpam-6866	146	3	,	,	PUNCT
ejpam-6866	146	4	if	if	SCONJ
ejpam-6866	146	5	the	the	DET
ejpam-6866	146	6	analytic	analytic	ADJ
ejpam-6866	146	7	level	level	NOUN
ejpam-6866	146	8	is	be	AUX
ejpam-6866	146	9	upgraded	upgrade	VERB
ejpam-6866	146	10	to	to	ADP
ejpam-6866	146	11	the	the	DET
ejpam-6866	146	12	level	level	NOUN
ejpam-6866	146	13	of	of	ADP
ejpam-6866	146	14	sentences	sentence	NOUN
ejpam-6866	146	15	,	,	PUNCT
ejpam-6866	146	16	tensor	tensor	NOUN
ejpam-6866	146	17	products	product	NOUN
ejpam-6866	146	18	can	can	AUX
ejpam-6866	146	19	be	be	AUX
ejpam-6866	146	20	used	use	VERB
ejpam-6866	146	21	to	to	PART
ejpam-6866	146	22	provide	provide	VERB
ejpam-6866	146	23	a	a	DET
ejpam-6866	146	24	faithful	faithful	ADJ
ejpam-6866	146	25	representation	representation	NOUN
ejpam-6866	146	26	of	of	ADP
ejpam-6866	146	27	argument	argument	NOUN
ejpam-6866	146	28	structure	structure	NOUN
ejpam-6866	146	29	.	.	PUNCT
ejpam-6866	147	1	additional	additional	ADJ
ejpam-6866	147	2	classical	classical	ADJ
ejpam-6866	147	3	models	model	NOUN
ejpam-6866	147	4	use	use	VERB
ejpam-6866	147	5	a	a	DET
ejpam-6866	147	6	simple	simple	ADJ
ejpam-6866	147	7	addition	addition	NOUN
ejpam-6866	147	8	,	,	PUNCT
ejpam-6866	147	9	either	either	CCONJ
ejpam-6866	147	10	one	one	NUM
ejpam-6866	147	11	or	or	CCONJ
ejpam-6866	147	12	many	many	ADJ
ejpam-6866	147	13	times	time	NOUN
ejpam-6866	147	14	addition	addition	NOUN
ejpam-6866	147	15	,	,	PUNCT
ejpam-6866	147	16	on	on	ADP
ejpam-6866	147	17	the	the	DET
ejpam-6866	147	18	word	word	NOUN
ejpam-6866	147	19	vectors	vector	NOUN
ejpam-6866	147	20	,	,	PUNCT
ejpam-6866	147	21	which	which	PRON
ejpam-6866	147	22	is	be	AUX
ejpam-6866	147	23	encoding	encode	VERB
ejpam-6866	147	24	no	no	DET
ejpam-6866	147	25	grammatical	grammatical	ADJ
ejpam-6866	147	26	relations	relation	NOUN
ejpam-6866	147	27	,	,	PUNCT
ejpam-6866	147	28	no	no	DET
ejpam-6866	147	29	asymmetry	asymmetry	NOUN
ejpam-6866	147	30	of	of	ADP
ejpam-6866	147	31	relations	relation	NOUN
ejpam-6866	147	32	.	.	PUNCT
ejpam-6866	148	1	by	by	ADP
ejpam-6866	148	2	contrast	contrast	NOUN
ejpam-6866	148	3	,	,	PUNCT
ejpam-6866	148	4	the	the	DET
ejpam-6866	148	5	dimensional	dimensional	ADJ
ejpam-6866	148	6	space	space	NOUN
ejpam-6866	148	7	can	can	AUX
ejpam-6866	148	8	be	be	AUX
ejpam-6866	148	9	expanded	expand	VERB
ejpam-6866	148	10	by	by	ADP
ejpam-6866	148	11	means	mean	NOUN
ejpam-6866	148	12	of	of	ADP
ejpam-6866	148	13	tensor	tensor	NOUN
ejpam-6866	148	14	products	product	NOUN
ejpam-6866	148	15	and	and	CCONJ
ejpam-6866	148	16	such	such	ADJ
ejpam-6866	148	17	distinction	distinction	NOUN
ejpam-6866	148	18	between	between	ADP
ejpam-6866	148	19	subject	subject	NOUN
ejpam-6866	148	20	and	and	CCONJ
ejpam-6866	148	21	object	object	NOUN
ejpam-6866	148	22	is	be	AUX
ejpam-6866	148	23	reflected	reflect	VERB
ejpam-6866	148	24	in	in	ADP
ejpam-6866	148	25	an	an	DET
ejpam-6866	148	26	explicit	explicit	ADJ
ejpam-6866	148	27	way	way	NOUN
ejpam-6866	148	28	.	.	PUNCT
ejpam-6866	149	1	as	as	ADP
ejpam-6866	149	2	an	an	DET
ejpam-6866	149	3	entirely	entirely	ADV
ejpam-6866	149	4	fresh	fresh	ADJ
ejpam-6866	149	5	example	example	NOUN
ejpam-6866	149	6	,	,	PUNCT
ejpam-6866	149	7	one	one	PRON
ejpam-6866	149	8	can	can	AUX
ejpam-6866	149	9	offer	offer	VERB
ejpam-6866	149	10	the	the	DET
ejpam-6866	149	11	expression	expression	NOUN
ejpam-6866	149	12	,	,	PUNCT
ejpam-6866	149	13	the	the	DET
ejpam-6866	149	14	angry	angry	ADJ
ejpam-6866	149	15	dog	dog	NOUN
ejpam-6866	149	16	chases	chase	VERB
ejpam-6866	149	17	the	the	DET
ejpam-6866	149	18	small	small	ADJ
ejpam-6866	149	19	cat	cat	NOUN
ejpam-6866	149	20	into	into	ADP
ejpam-6866	149	21	operations	operation	NOUN
ejpam-6866	149	22	of	of	ADP
ejpam-6866	149	23	vector	vector	NOUN
ejpam-6866	149	24	transformation	transformation	NOUN
ejpam-6866	149	25	(	(	PUNCT
ejpam-6866	149	26	adjectives	adjective	NOUN
ejpam-6866	149	27	)	)	PUNCT
ejpam-6866	149	28	and	and	CCONJ
ejpam-6866	149	29	relational	relational	ADJ
ejpam-6866	149	30	binding	bind	VERB
ejpam-6866	149	31	(	(	PUNCT
ejpam-6866	149	32	tensor	tensor	NOUN
ejpam-6866	149	33	product	product	NOUN
ejpam-6866	149	34	)	)	PUNCT
ejpam-6866	149	35	plus	plus	CCONJ
ejpam-6866	149	36	predicate	predicate	NOUN
ejpam-6866	149	37	frame	frame	NOUN
ejpam-6866	149	38	(	(	PUNCT
ejpam-6866	149	39	verb	verb	NOUN
ejpam-6866	149	40	matrix	matrix	NOUN
ejpam-6866	149	41	)	)	PUNCT
ejpam-6866	149	42	.	.	PUNCT
ejpam-6866	150	1	this	this	PRON
ejpam-6866	150	2	is	be	AUX
ejpam-6866	150	3	the	the	DET
ejpam-6866	150	4	highly	highly	ADV
ejpam-6866	150	5	ranked	rank	VERB
ejpam-6866	150	6	structure	structure	NOUN
ejpam-6866	150	7	which	which	PRON
ejpam-6866	150	8	is	be	AUX
ejpam-6866	150	9	typical	typical	ADJ
ejpam-6866	150	10	for	for	ADP
ejpam-6866	150	11	the	the	DET
ejpam-6866	150	12	syntax	syntax	NOUN
ejpam-6866	150	13	and	and	CCONJ
ejpam-6866	150	14	semantics	semantic	NOUN
ejpam-6866	150	15	of	of	ADP
ejpam-6866	150	16	a	a	DET
ejpam-6866	150	17	natural	natural	ADJ
ejpam-6866	150	18	language	language	NOUN
ejpam-6866	150	19	.	.	PUNCT
ejpam-6866	151	1	the	the	DET
ejpam-6866	151	2	most	most	ADV
ejpam-6866	151	3	important	important	ADJ
ejpam-6866	151	4	invention	invention	NOUN
ejpam-6866	151	5	was	be	AUX
ejpam-6866	151	6	the	the	DET
ejpam-6866	151	7	cartesian	cartesian	ADJ
ejpam-6866	151	8	decomposition	decomposition	NOUN
ejpam-6866	151	9	of	of	ADP
ejpam-6866	151	10	a	a	DET
ejpam-6866	151	11	matrix	matrix	NOUN
ejpam-6866	151	12	of	of	ADP
ejpam-6866	151	13	verbs	verbs	PROPN
ejpam-6866	151	14	.	.	PUNCT
ejpam-6866	152	1	the	the	DET
ejpam-6866	152	2	hermitian	hermitian	ADJ
ejpam-6866	152	3	part	part	NOUN
ejpam-6866	152	4	carries	carry	VERB
ejpam-6866	152	5	out	out	ADP
ejpam-6866	152	6	the	the	DET
ejpam-6866	152	7	necessary	necessary	ADJ
ejpam-6866	152	8	action	action	NOUN
ejpam-6866	152	9	or	or	CCONJ
ejpam-6866	152	10	suggestion	suggestion	NOUN
ejpam-6866	152	11	,	,	PUNCT
ejpam-6866	152	12	such	such	ADJ
ejpam-6866	152	13	as	as	ADP
ejpam-6866	152	14	the	the	DET
ejpam-6866	152	15	fact	fact	NOUN
ejpam-6866	152	16	that	that	SCONJ
ejpam-6866	152	17	a	a	DET
ejpam-6866	152	18	chase	chase	NOUN
ejpam-6866	152	19	event	event	NOUN
ejpam-6866	152	20	occurs	occur	VERB
ejpam-6866	152	21	.	.	PUNCT
ejpam-6866	153	1	in	in	ADP
ejpam-6866	153	2	other	other	ADJ
ejpam-6866	153	3	words	word	NOUN
ejpam-6866	153	4	,	,	PUNCT
ejpam-6866	153	5	the	the	DET
ejpam-6866	153	6	skew	skew	ADV
ejpam-6866	153	7	-	-	PUNCT
ejpam-6866	153	8	hermitian	hermitian	ADJ
ejpam-6866	153	9	part	part	NOUN
ejpam-6866	153	10	captures	capture	VERB
ejpam-6866	153	11	the	the	DET
ejpam-6866	153	12	content	content	NOUN
ejpam-6866	153	13	the	the	DET
ejpam-6866	153	14	way	way	NOUN
ejpam-6866	153	15	a	a	DET
ejpam-6866	153	16	proposition	proposition	NOUN
ejpam-6866	153	17	is	be	AUX
ejpam-6866	153	18	expressed	express	VERB
ejpam-6866	153	19	or	or	CCONJ
ejpam-6866	153	20	how	how	SCONJ
ejpam-6866	153	21	yesterday	yesterday	NOUN
ejpam-6866	153	22	was	be	AUX
ejpam-6866	153	23	expressed	express	VERB
ejpam-6866	153	24	in	in	ADP
ejpam-6866	153	25	terms	term	NOUN
ejpam-6866	153	26	of	of	ADP
ejpam-6866	153	27	aggressiveness	aggressiveness	NOUN
ejpam-6866	153	28	or	or	CCONJ
ejpam-6866	153	29	urgency	urgency	NOUN
ejpam-6866	153	30	.	.	PUNCT
ejpam-6866	154	1	such	such	DET
ejpam-6866	154	2	a	a	DET
ejpam-6866	154	3	collusion	collusion	NOUN
ejpam-6866	154	4	provides	provide	VERB
ejpam-6866	154	5	important	important	ADJ
ejpam-6866	154	6	power	power	NOUN
ejpam-6866	154	7	for	for	ADP
ejpam-6866	154	8	interpreting	interpret	VERB
ejpam-6866	154	9	expressive	expressive	ADJ
ejpam-6866	154	10	meaning	meaning	NOUN
ejpam-6866	154	11	in	in	ADP
ejpam-6866	154	12	terms	term	NOUN
ejpam-6866	154	13	of	of	ADP
ejpam-6866	154	14	mediation	mediation	NOUN
ejpam-6866	154	15	.	.	PUNCT
ejpam-6866	155	1	it	it	PRON
ejpam-6866	155	2	can	can	AUX
ejpam-6866	155	3	be	be	AUX
ejpam-6866	155	4	really	really	ADV
ejpam-6866	155	5	useful	useful	ADJ
ejpam-6866	155	6	in	in	ADP
ejpam-6866	155	7	domain	domain	NOUN
ejpam-6866	155	8	analysis	analysis	NOUN
ejpam-6866	155	9	like	like	ADP
ejpam-6866	155	10	sentiment	sentiment	NOUN
ejpam-6866	155	11	,	,	PUNCT
ejpam-6866	155	12	pragmatics	pragmatic	NOUN
ejpam-6866	155	13	or	or	CCONJ
ejpam-6866	155	14	social	social	ADJ
ejpam-6866	155	15	media	medium	NOUN
ejpam-6866	155	16	dialogue	dialogue	NOUN
ejpam-6866	155	17	,	,	PUNCT
ejpam-6866	155	18	where	where	SCONJ
ejpam-6866	155	19	the	the	DET
ejpam-6866	155	20	intonations	intonation	NOUN
ejpam-6866	155	21	and	and	CCONJ
ejpam-6866	155	22	depth	depth	NOUN
ejpam-6866	155	23	are	be	AUX
ejpam-6866	155	24	valuable	valuable	ADJ
ejpam-6866	155	25	.	.	PUNCT
ejpam-6866	156	1	nparents	nparent	NOUN
ejpam-6866	156	2	=	=	PUNCT
ejpam-6866	156	3	[	[	PUNCT
ejpam-6866	156	4	0.9	0.9	NUM
ejpam-6866	156	5	0.1	0.1	NUM
ejpam-6866	156	6	]	]	PUNCT
ejpam-6866	156	7	and	and	CCONJ
ejpam-6866	156	8	nchildren	nchildren	NOUN
ejpam-6866	156	9	=	=	PUNCT
ejpam-6866	157	1	[	[	PUNCT
ejpam-6866	157	2	0.4	0.4	NUM
ejpam-6866	157	3	0.6	0.6	NUM
ejpam-6866	157	4	]	]	PUNCT
ejpam-6866	157	5	,	,	PUNCT
ejpam-6866	157	6	thug	thug	NOUN
ejpam-6866	157	7	=	=	PUNCT
ejpam-6866	158	1	[	[	PUNCT
ejpam-6866	158	2	0.7	0.7	NUM
ejpam-6866	158	3	0.3	0.3	NUM
ejpam-6866	158	4	0.4	0.4	NUM
ejpam-6866	158	5	0.6	0.6	NUM
ejpam-6866	158	6	]	]	PUNCT
ejpam-6866	158	7	applying	apply	VERB
ejpam-6866	158	8	cartesian	cartesian	ADJ
ejpam-6866	158	9	decomposition	decomposition	NOUN
ejpam-6866	158	10	,	,	PUNCT
ejpam-6866	158	11	the	the	DET
ejpam-6866	158	12	hermitian	hermitian	ADJ
ejpam-6866	158	13	part	part	NOUN
ejpam-6866	158	14	:	:	PUNCT
ejpam-6866	159	1	h	h	NOUN
ejpam-6866	159	2	=	=	NOUN
ejpam-6866	159	3	1	1	NUM
ejpam-6866	159	4	2	2	NUM
ejpam-6866	159	5	(	(	PUNCT
ejpam-6866	159	6	t	t	PROPN
ejpam-6866	159	7	+	+	NUM
ejpam-6866	159	8	t	t	PROPN
ejpam-6866	159	9	∗	∗	NOUN
ejpam-6866	159	10	)	)	PUNCT
ejpam-6866	159	11	=	=	NOUN
ejpam-6866	160	1	[	[	PUNCT
ejpam-6866	160	2	0.7	0.7	NUM
ejpam-6866	160	3	0.35	0.35	NUM
ejpam-6866	160	4	0.35	0.35	NUM
ejpam-6866	160	5	0.6	0.6	NUM
ejpam-6866	160	6	]	]	PUNCT
ejpam-6866	160	7	,	,	PUNCT
ejpam-6866	160	8	m.	m.	NOUN
ejpam-6866	160	9	s.	s.	PROPN
ejpam-6866	160	10	yaseen	yaseen	PROPN
ejpam-6866	160	11	,	,	PUNCT
ejpam-6866	160	12	f.	f.	PROPN
ejpam-6866	160	13	alrimawi	alrimawi	PROPN
ejpam-6866	160	14	/	/	SYM
ejpam-6866	160	15	eur	eur	PROPN
ejpam-6866	160	16	.	.	PUNCT
ejpam-6866	161	1	j.	j.	PROPN
ejpam-6866	161	2	pure	pure	PROPN
ejpam-6866	161	3	appl	appl	PROPN
ejpam-6866	161	4	.	.	PROPN
ejpam-6866	161	5	math	math	PROPN
ejpam-6866	161	6	,	,	PUNCT
ejpam-6866	161	7	18	18	NUM
ejpam-6866	161	8	(	(	PUNCT
ejpam-6866	161	9	4	4	NUM
ejpam-6866	161	10	)	)	PUNCT
ejpam-6866	161	11	(	(	PUNCT
ejpam-6866	161	12	2025	2025	NUM
ejpam-6866	161	13	)	)	PUNCT
ejpam-6866	161	14	,	,	PUNCT
ejpam-6866	161	15	6866	6866	NUM
ejpam-6866	161	16	8	8	NUM
ejpam-6866	161	17	of	of	ADP
ejpam-6866	161	18	13	13	NUM
ejpam-6866	161	19	and	and	CCONJ
ejpam-6866	161	20	the	the	DET
ejpam-6866	161	21	skew	skew	ADV
ejpam-6866	161	22	-	-	PUNCT
ejpam-6866	161	23	hermitian	hermitian	ADJ
ejpam-6866	161	24	part	part	NOUN
ejpam-6866	161	25	:	:	PUNCT
ejpam-6866	161	26	s	s	X
ejpam-6866	161	27	=	=	SYM
ejpam-6866	161	28	1	1	NUM
ejpam-6866	161	29	2	2	NUM
ejpam-6866	161	30	(	(	PUNCT
ejpam-6866	161	31	t	t	PROPN
ejpam-6866	161	32	−	−	PROPN
ejpam-6866	161	33	t	t	PROPN
ejpam-6866	161	34	∗	∗	NOUN
ejpam-6866	161	35	)	)	PUNCT
ejpam-6866	162	1	=	=	PUNCT
ejpam-6866	162	2	[	[	PUNCT
ejpam-6866	162	3	0	0	NUM
ejpam-6866	162	4	0.05	0.05	NUM
ejpam-6866	162	5	−0.05	−0.05	NOUN
ejpam-6866	162	6	0	0	NUM
ejpam-6866	162	7	]	]	PUNCT
ejpam-6866	162	8	.	.	PUNCT
ejpam-6866	163	1	the	the	DET
ejpam-6866	163	2	hermitian	hermitian	ADJ
ejpam-6866	163	3	component	component	NOUN
ejpam-6866	163	4	reflects	reflect	VERB
ejpam-6866	163	5	the	the	DET
ejpam-6866	163	6	shared	share	VERB
ejpam-6866	163	7	,	,	PUNCT
ejpam-6866	163	8	bidirectional	bidirectional	ADJ
ejpam-6866	163	9	affection	affection	NOUN
ejpam-6866	163	10	typical	typical	ADJ
ejpam-6866	163	11	of	of	ADP
ejpam-6866	163	12	”	"	PUNCT
ejpam-6866	163	13	hug	hug	NOUN
ejpam-6866	163	14	,	,	PUNCT
ejpam-6866	163	15	”	"	PUNCT
ejpam-6866	163	16	while	while	SCONJ
ejpam-6866	163	17	the	the	DET
ejpam-6866	163	18	skew	skew	ADJ
ejpam-6866	163	19	-	-	PUNCT
ejpam-6866	163	20	hermitian	hermitian	ADJ
ejpam-6866	163	21	component	component	NOUN
ejpam-6866	163	22	captures	capture	NOUN
ejpam-6866	163	23	action	action	NOUN
ejpam-6866	163	24	asymmetry	asymmetry	NOUN
ejpam-6866	163	25	(	(	PUNCT
ejpam-6866	163	26	e.g.	e.g.	ADV
ejpam-6866	163	27	,	,	PUNCT
ejpam-6866	163	28	initiator	initiator	NOUN
ejpam-6866	163	29	/	/	SYM
ejpam-6866	163	30	recipient	recipient	NOUN
ejpam-6866	163	31	)	)	PUNCT
ejpam-6866	163	32	.	.	PUNCT
ejpam-6866	164	1	as	as	ADP
ejpam-6866	164	2	another	another	DET
ejpam-6866	164	3	example	example	NOUN
ejpam-6866	164	4	,	,	PUNCT
ejpam-6866	164	5	take	take	VERB
ejpam-6866	164	6	”	"	PUNCT
ejpam-6866	164	7	the	the	DET
ejpam-6866	164	8	teacher	teacher	NOUN
ejpam-6866	164	9	encourages	encourage	VERB
ejpam-6866	164	10	students	student	NOUN
ejpam-6866	164	11	”	"	PUNCT
ejpam-6866	164	12	.	.	PUNCT
ejpam-6866	165	1	we	we	PRON
ejpam-6866	165	2	define	define	VERB
ejpam-6866	165	3	:	:	PUNCT
ejpam-6866	165	4	nteacher	nteacher	ADV
ejpam-6866	165	5	=	=	PUNCT
ejpam-6866	165	6	[	[	PUNCT
ejpam-6866	165	7	0.95	0.95	NUM
ejpam-6866	165	8	0.05	0.05	NUM
ejpam-6866	165	9	]	]	PUNCT
ejpam-6866	165	10	and	and	CCONJ
ejpam-6866	165	11	nstudents	nstudent	NOUN
ejpam-6866	165	12	=	=	PUNCT
ejpam-6866	165	13	[	[	PUNCT
ejpam-6866	165	14	0.3	0.3	NUM
ejpam-6866	165	15	0.7	0.7	NUM
ejpam-6866	165	16	]	]	PUNCT
ejpam-6866	165	17	,	,	PUNCT
ejpam-6866	165	18	tencourage	tencourage	NOUN
ejpam-6866	165	19	=	=	PUNCT
ejpam-6866	165	20	[	[	PUNCT
ejpam-6866	165	21	0.8	0.8	NUM
ejpam-6866	165	22	0.2	0.2	NUM
ejpam-6866	165	23	0.6	0.6	NUM
ejpam-6866	165	24	0.4	0.4	NUM
ejpam-6866	165	25	]	]	PUNCT
ejpam-6866	165	26	the	the	DET
ejpam-6866	165	27	cartesian	cartesian	ADJ
ejpam-6866	165	28	decomposition	decomposition	NOUN
ejpam-6866	165	29	yields	yield	NOUN
ejpam-6866	165	30	:	:	PUNCT
ejpam-6866	165	31	h	h	NOUN
ejpam-6866	165	32	=	=	NOUN
ejpam-6866	165	33	1	1	NUM
ejpam-6866	165	34	2	2	NUM
ejpam-6866	165	35	(	(	PUNCT
ejpam-6866	165	36	t	t	PROPN
ejpam-6866	165	37	+	+	NUM
ejpam-6866	165	38	t	t	PROPN
ejpam-6866	165	39	∗	∗	NOUN
ejpam-6866	165	40	)	)	PUNCT
ejpam-6866	165	41	=	=	NOUN
ejpam-6866	166	1	[	[	PUNCT
ejpam-6866	166	2	0.8	0.8	NUM
ejpam-6866	166	3	0.4	0.4	NUM
ejpam-6866	166	4	0.4	0.4	NUM
ejpam-6866	166	5	0.4	0.4	NUM
ejpam-6866	166	6	]	]	PUNCT
ejpam-6866	166	7	,	,	PUNCT
ejpam-6866	166	8	and	and	CCONJ
ejpam-6866	166	9	s	s	VERB
ejpam-6866	166	10	=	=	SYM
ejpam-6866	166	11	1	1	NUM
ejpam-6866	166	12	2	2	NUM
ejpam-6866	166	13	(	(	PUNCT
ejpam-6866	166	14	t	t	PROPN
ejpam-6866	166	15	−	−	PROPN
ejpam-6866	166	16	t	t	PROPN
ejpam-6866	166	17	∗	∗	NOUN
ejpam-6866	166	18	)	)	PUNCT
ejpam-6866	167	1	=	=	NOUN
ejpam-6866	167	2	[	[	PUNCT
ejpam-6866	167	3	0	0	NUM
ejpam-6866	167	4	−0.2	−0.2	PROPN
ejpam-6866	167	5	0.2	0.2	NUM
ejpam-6866	167	6	0	0	NUM
ejpam-6866	167	7	]	]	PUNCT
ejpam-6866	167	8	.	.	PUNCT
ejpam-6866	168	1	here	here	ADV
ejpam-6866	168	2	,	,	PUNCT
ejpam-6866	168	3	the	the	DET
ejpam-6866	168	4	hermitian	hermitian	ADJ
ejpam-6866	168	5	matrix	matrix	NOUN
ejpam-6866	168	6	emphasizes	emphasize	VERB
ejpam-6866	168	7	motivational	motivational	ADJ
ejpam-6866	168	8	content	content	NOUN
ejpam-6866	168	9	as	as	ADP
ejpam-6866	168	10	shared	share	VERB
ejpam-6866	168	11	meaning	meaning	NOUN
ejpam-6866	168	12	,	,	PUNCT
ejpam-6866	168	13	while	while	SCONJ
ejpam-6866	168	14	the	the	DET
ejpam-6866	168	15	skew	skew	ADJ
ejpam-6866	168	16	-	-	PUNCT
ejpam-6866	168	17	hermitian	hermitian	ADJ
ejpam-6866	168	18	component	component	NOUN
ejpam-6866	168	19	encodes	encode	VERB
ejpam-6866	168	20	the	the	DET
ejpam-6866	168	21	power	power	NOUN
ejpam-6866	168	22	dynamic	dynamic	ADJ
ejpam-6866	168	23	or	or	CCONJ
ejpam-6866	168	24	hierarchy	hierarchy	VERB
ejpam-6866	168	25	inherent	inherent	ADJ
ejpam-6866	168	26	in	in	ADP
ejpam-6866	168	27	teacherstudent	teacherstudent	ADJ
ejpam-6866	168	28	roles	role	NOUN
ejpam-6866	168	29	.	.	PUNCT
ejpam-6866	169	1	a	a	DET
ejpam-6866	169	2	third	third	ADJ
ejpam-6866	169	3	case	case	NOUN
ejpam-6866	169	4	is	be	AUX
ejpam-6866	169	5	the	the	DET
ejpam-6866	169	6	sentence	sentence	NOUN
ejpam-6866	169	7	”	"	PUNCT
ejpam-6866	169	8	children	child	NOUN
ejpam-6866	169	9	admire	admire	ADJ
ejpam-6866	169	10	heroes	hero	NOUN
ejpam-6866	169	11	.	.	PUNCT
ejpam-6866	169	12	”	"	PUNCT
ejpam-6866	170	1	let	let	VERB
ejpam-6866	170	2	:	:	PUNCT
ejpam-6866	170	3	nchildren	nchildren	PROPN
ejpam-6866	170	4	=	=	PUNCT
ejpam-6866	171	1	[	[	PUNCT
ejpam-6866	171	2	0.6	0.6	NUM
ejpam-6866	171	3	0.4	0.4	NUM
ejpam-6866	171	4	]	]	PUNCT
ejpam-6866	171	5	and	and	CCONJ
ejpam-6866	171	6	nheroes	nheroe	VERB
ejpam-6866	172	1	=	=	PUNCT
ejpam-6866	172	2	[	[	PUNCT
ejpam-6866	172	3	0.7	0.7	NUM
ejpam-6866	172	4	0.3	0.3	NUM
ejpam-6866	172	5	]	]	PUNCT
ejpam-6866	172	6	,	,	PUNCT
ejpam-6866	172	7	tadmire	tadmire	NOUN
ejpam-6866	172	8	=	=	PUNCT
ejpam-6866	172	9	[	[	PUNCT
ejpam-6866	172	10	0.85	0.85	NUM
ejpam-6866	172	11	0.15	0.15	NUM
ejpam-6866	172	12	0.25	0.25	NUM
ejpam-6866	172	13	0.75	0.75	NUM
ejpam-6866	172	14	]	]	PUNCT
ejpam-6866	172	15	the	the	DET
ejpam-6866	172	16	cartesian	cartesian	ADJ
ejpam-6866	172	17	decomposition	decomposition	NOUN
ejpam-6866	172	18	yields	yield	NOUN
ejpam-6866	172	19	:	:	PUNCT
ejpam-6866	172	20	h	h	NOUN
ejpam-6866	172	21	=	=	NOUN
ejpam-6866	172	22	1	1	NUM
ejpam-6866	172	23	2	2	NUM
ejpam-6866	172	24	(	(	PUNCT
ejpam-6866	172	25	t	t	PROPN
ejpam-6866	172	26	+	+	NUM
ejpam-6866	172	27	t	t	PROPN
ejpam-6866	172	28	∗	∗	NOUN
ejpam-6866	172	29	)	)	PUNCT
ejpam-6866	173	1	=	=	NOUN
ejpam-6866	174	1	[	[	PUNCT
ejpam-6866	174	2	0.85	0.85	NUM
ejpam-6866	174	3	0.2	0.2	NUM
ejpam-6866	174	4	0.2	0.2	NUM
ejpam-6866	174	5	0.75	0.75	NUM
ejpam-6866	174	6	]	]	PUNCT
ejpam-6866	174	7	,	,	PUNCT
ejpam-6866	174	8	and	and	CCONJ
ejpam-6866	174	9	s	s	VERB
ejpam-6866	174	10	=	=	SYM
ejpam-6866	174	11	1	1	NUM
ejpam-6866	174	12	2	2	NUM
ejpam-6866	174	13	(	(	PUNCT
ejpam-6866	174	14	t	t	PROPN
ejpam-6866	174	15	−	−	PROPN
ejpam-6866	174	16	t	t	PROPN
ejpam-6866	174	17	∗	∗	NOUN
ejpam-6866	174	18	)	)	PUNCT
ejpam-6866	175	1	=	=	NOUN
ejpam-6866	176	1	[	[	PUNCT
ejpam-6866	176	2	0	0	NUM
ejpam-6866	176	3	−0.05	−0.05	NOUN
ejpam-6866	176	4	0.05	0.05	NUM
ejpam-6866	176	5	0	0	NUM
ejpam-6866	176	6	]	]	PUNCT
ejpam-6866	176	7	.	.	PUNCT
ejpam-6866	177	1	the	the	DET
ejpam-6866	177	2	decomposition	decomposition	NOUN
ejpam-6866	177	3	follows	follow	VERB
ejpam-6866	177	4	the	the	DET
ejpam-6866	177	5	same	same	ADJ
ejpam-6866	177	6	logic	logic	NOUN
ejpam-6866	177	7	,	,	PUNCT
ejpam-6866	177	8	revealing	reveal	VERB
ejpam-6866	177	9	the	the	DET
ejpam-6866	177	10	emotive	emotive	ADJ
ejpam-6866	177	11	admiration	admiration	NOUN
ejpam-6866	177	12	in	in	ADP
ejpam-6866	177	13	the	the	DET
ejpam-6866	177	14	hermitian	hermitian	ADJ
ejpam-6866	177	15	structure	structure	NOUN
ejpam-6866	177	16	and	and	CCONJ
ejpam-6866	177	17	subtle	subtle	ADJ
ejpam-6866	177	18	stance	stance	NOUN
ejpam-6866	177	19	asymmetry	asymmetry	NOUN
ejpam-6866	177	20	(	(	PUNCT
ejpam-6866	177	21	children	child	NOUN
ejpam-6866	177	22	vs.	vs.	ADP
ejpam-6866	177	23	heroes	hero	NOUN
ejpam-6866	177	24	)	)	PUNCT
ejpam-6866	177	25	in	in	ADP
ejpam-6866	177	26	the	the	DET
ejpam-6866	177	27	skew	skew	ADV
ejpam-6866	177	28	-	-	PUNCT
ejpam-6866	177	29	hermitian	hermitian	ADJ
ejpam-6866	177	30	part	part	NOUN
ejpam-6866	177	31	.	.	PUNCT
ejpam-6866	178	1	these	these	DET
ejpam-6866	178	2	examples	example	NOUN
ejpam-6866	178	3	demonstrate	demonstrate	VERB
ejpam-6866	178	4	how	how	SCONJ
ejpam-6866	178	5	the	the	DET
ejpam-6866	178	6	model	model	NOUN
ejpam-6866	178	7	scales	scale	VERB
ejpam-6866	178	8	across	across	ADP
ejpam-6866	178	9	various	various	ADJ
ejpam-6866	178	10	sentence	sentence	NOUN
ejpam-6866	178	11	types	type	NOUN
ejpam-6866	178	12	;	;	PUNCT
ejpam-6866	178	13	each	each	PRON
ejpam-6866	178	14	yielding	yield	VERB
ejpam-6866	178	15	a	a	DET
ejpam-6866	178	16	sentence	sentence	NOUN
ejpam-6866	178	17	-	-	PUNCT
ejpam-6866	178	18	level	level	NOUN
ejpam-6866	178	19	semantic	semantic	ADJ
ejpam-6866	178	20	vector	vector	NOUN
ejpam-6866	178	21	that	that	PRON
ejpam-6866	178	22	respects	respect	VERB
ejpam-6866	178	23	both	both	DET
ejpam-6866	178	24	compositional	compositional	ADJ
ejpam-6866	178	25	structure	structure	NOUN
ejpam-6866	178	26	and	and	CCONJ
ejpam-6866	178	27	contextual	contextual	ADJ
ejpam-6866	178	28	asymmetry	asymmetry	NOUN
ejpam-6866	178	29	,	,	PUNCT
ejpam-6866	178	30	making	make	VERB
ejpam-6866	178	31	it	it	PRON
ejpam-6866	178	32	a	a	DET
ejpam-6866	178	33	powerful	powerful	ADJ
ejpam-6866	178	34	tool	tool	NOUN
ejpam-6866	178	35	for	for	ADP
ejpam-6866	178	36	capturing	capture	VERB
ejpam-6866	178	37	meaning	meaning	NOUN
ejpam-6866	178	38	in	in	ADP
ejpam-6866	178	39	real	real	ADJ
ejpam-6866	178	40	-	-	PUNCT
ejpam-6866	178	41	world	world	NOUN
ejpam-6866	178	42	linguistic	linguistic	ADJ
ejpam-6866	178	43	data	datum	NOUN
ejpam-6866	178	44	.	.	PUNCT
ejpam-6866	179	1	m.	m.	PROPN
ejpam-6866	179	2	s.	s.	PROPN
ejpam-6866	179	3	yaseen	yaseen	PROPN
ejpam-6866	179	4	,	,	PUNCT
ejpam-6866	179	5	f.	f.	PROPN
ejpam-6866	179	6	alrimawi	alrimawi	PROPN
ejpam-6866	179	7	/	/	SYM
ejpam-6866	179	8	eur	eur	PROPN
ejpam-6866	179	9	.	.	PUNCT
ejpam-6866	180	1	j.	j.	PROPN
ejpam-6866	180	2	pure	pure	PROPN
ejpam-6866	180	3	appl	appl	PROPN
ejpam-6866	180	4	.	.	PROPN
ejpam-6866	180	5	math	math	PROPN
ejpam-6866	180	6	,	,	PUNCT
ejpam-6866	180	7	18	18	NUM
ejpam-6866	180	8	(	(	PUNCT
ejpam-6866	180	9	4	4	NUM
ejpam-6866	180	10	)	)	PUNCT
ejpam-6866	180	11	(	(	PUNCT
ejpam-6866	180	12	2025	2025	NUM
ejpam-6866	180	13	)	)	PUNCT
ejpam-6866	180	14	,	,	PUNCT
ejpam-6866	180	15	6866	6866	NUM
ejpam-6866	180	16	9	9	NUM
ejpam-6866	180	17	of	of	ADP
ejpam-6866	180	18	13	13	NUM
ejpam-6866	180	19	the	the	DET
ejpam-6866	180	20	meaning	meaning	ADJ
ejpam-6866	180	21	difference	difference	NOUN
ejpam-6866	180	22	between	between	ADP
ejpam-6866	180	23	verbs	verb	NOUN
ejpam-6866	180	24	like	like	ADP
ejpam-6866	180	25	ask	ask	NOUN
ejpam-6866	180	26	and	and	CCONJ
ejpam-6866	180	27	grill	grill	NOUN
ejpam-6866	180	28	,	,	PUNCT
ejpam-6866	180	29	or	or	CCONJ
ejpam-6866	180	30	say	say	VERB
ejpam-6866	180	31	and	and	CCONJ
ejpam-6866	180	32	slam	slam	PROPN
ejpam-6866	180	33	,	,	PUNCT
ejpam-6866	180	34	is	be	AUX
ejpam-6866	180	35	often	often	ADV
ejpam-6866	180	36	not	not	PART
ejpam-6866	180	37	visible	visible	ADJ
ejpam-6866	180	38	in	in	ADP
ejpam-6866	180	39	their	their	PRON
ejpam-6866	180	40	propositional	propositional	ADJ
ejpam-6866	180	41	content	content	NOUN
ejpam-6866	180	42	but	but	CCONJ
ejpam-6866	180	43	in	in	ADP
ejpam-6866	180	44	the	the	DET
ejpam-6866	180	45	pragmatic	pragmatic	ADJ
ejpam-6866	180	46	or	or	CCONJ
ejpam-6866	180	47	attitudinal	attitudinal	ADJ
ejpam-6866	180	48	overhead	overhead	NOUN
ejpam-6866	180	49	(	(	PUNCT
ejpam-6866	180	50	with	with	ADP
ejpam-6866	180	51	a	a	DET
ejpam-6866	180	52	focus	focus	NOUN
ejpam-6866	180	53	on	on	ADP
ejpam-6866	180	54	political	political	ADJ
ejpam-6866	180	55	discourse	discourse	NOUN
ejpam-6866	180	56	)	)	PUNCT
ejpam-6866	180	57	.	.	PUNCT
ejpam-6866	181	1	it	it	PRON
ejpam-6866	181	2	has	have	AUX
ejpam-6866	181	3	been	be	AUX
ejpam-6866	181	4	shown	show	VERB
ejpam-6866	181	5	that	that	SCONJ
ejpam-6866	181	6	this	this	DET
ejpam-6866	181	7	pragmatic	pragmatic	ADJ
ejpam-6866	181	8	distinction	distinction	NOUN
ejpam-6866	181	9	may	may	AUX
ejpam-6866	181	10	be	be	AUX
ejpam-6866	181	11	modeled	model	VERB
ejpam-6866	181	12	mathematically	mathematically	ADV
ejpam-6866	181	13	by	by	ADP
ejpam-6866	181	14	isolating	isolate	VERB
ejpam-6866	181	15	the	the	DET
ejpam-6866	181	16	skew	skew	ADJ
ejpam-6866	181	17	-	-	PUNCT
ejpam-6866	181	18	hermitian	hermitian	ADJ
ejpam-6866	181	19	component	component	NOUN
ejpam-6866	181	20	of	of	ADP
ejpam-6866	181	21	corresponding	corresponding	ADJ
ejpam-6866	181	22	linear	linear	PROPN
ejpam-6866	181	23	operators	operator	NOUN
ejpam-6866	181	24	the	the	DET
ejpam-6866	181	25	comparison	comparison	NOUN
ejpam-6866	181	26	of	of	ADP
ejpam-6866	181	27	the	the	DET
ejpam-6866	181	28	skew	skew	ADJ
ejpam-6866	181	29	part	part	NOUN
ejpam-6866	181	30	of	of	ADP
ejpam-6866	181	31	semantic	semantic	ADJ
ejpam-6866	181	32	orthologous	orthologous	ADJ
ejpam-6866	181	33	verbs	verbs	PROPN
ejpam-6866	181	34	is	be	AUX
ejpam-6866	181	35	used	use	VERB
ejpam-6866	181	36	to	to	PART
ejpam-6866	181	37	identify	identify	VERB
ejpam-6866	181	38	fine	fine	ADJ
ejpam-6866	181	39	rhetorical	rhetorical	ADJ
ejpam-6866	181	40	distinctions	distinction	NOUN
ejpam-6866	181	41	,	,	PUNCT
ejpam-6866	181	42	which	which	PRON
ejpam-6866	181	43	adds	add	VERB
ejpam-6866	181	44	to	to	ADP
ejpam-6866	181	45	computational	computational	ADJ
ejpam-6866	181	46	rhetoric	rhetoric	NOUN
ejpam-6866	181	47	and	and	CCONJ
ejpam-6866	181	48	media	medium	NOUN
ejpam-6866	181	49	bias	bias	NOUN
ejpam-6866	181	50	analysis	analysis	NOUN
ejpam-6866	181	51	.	.	PUNCT
ejpam-6866	182	1	the	the	DET
ejpam-6866	182	2	model	model	NOUN
ejpam-6866	182	3	is	be	AUX
ejpam-6866	182	4	computationally	computationally	ADV
ejpam-6866	182	5	efficient	efficient	ADJ
ejpam-6866	182	6	as	as	SCONJ
ejpam-6866	182	7	it	it	PRON
ejpam-6866	182	8	features	feature	VERB
ejpam-6866	182	9	only	only	ADV
ejpam-6866	182	10	regular	regular	ADJ
ejpam-6866	182	11	linear	linear	ADJ
ejpam-6866	182	12	algebra	algebra	NOUN
ejpam-6866	182	13	operations	operation	NOUN
ejpam-6866	182	14	that	that	PRON
ejpam-6866	182	15	have	have	VERB
ejpam-6866	182	16	positive	positive	ADJ
ejpam-6866	182	17	libraries	library	NOUN
ejpam-6866	182	18	support	support	VERB
ejpam-6866	182	19	and	and	CCONJ
ejpam-6866	182	20	are	be	AUX
ejpam-6866	182	21	gpu	gpu	X
ejpam-6866	182	22	compatible	compatible	ADJ
ejpam-6866	182	23	.	.	PUNCT
ejpam-6866	183	1	unlike	unlike	ADP
ejpam-6866	183	2	deep	deep	ADJ
ejpam-6866	183	3	neural	neural	ADJ
ejpam-6866	183	4	networks	network	NOUN
ejpam-6866	183	5	,	,	PUNCT
ejpam-6866	183	6	it	it	PRON
ejpam-6866	183	7	does	do	AUX
ejpam-6866	183	8	not	not	PART
ejpam-6866	183	9	require	require	VERB
ejpam-6866	183	10	huge	huge	ADJ
ejpam-6866	183	11	quantities	quantity	NOUN
ejpam-6866	183	12	of	of	ADP
ejpam-6866	183	13	training	training	NOUN
ejpam-6866	183	14	data	datum	NOUN
ejpam-6866	183	15	.	.	PUNCT
ejpam-6866	184	1	moreover	moreover	ADV
ejpam-6866	184	2	,	,	PUNCT
ejpam-6866	184	3	it	it	PRON
ejpam-6866	184	4	has	have	VERB
ejpam-6866	184	5	its	its	PRON
ejpam-6866	184	6	own	own	ADJ
ejpam-6866	184	7	interpretability	interpretability	NOUN
ejpam-6866	184	8	,	,	PUNCT
ejpam-6866	184	9	which	which	PRON
ejpam-6866	184	10	contributes	contribute	VERB
ejpam-6866	184	11	to	to	ADP
ejpam-6866	184	12	increasing	increase	VERB
ejpam-6866	184	13	the	the	DET
ejpam-6866	184	14	transparency	transparency	NOUN
ejpam-6866	184	15	of	of	ADP
ejpam-6866	184	16	semantic	semantic	ADJ
ejpam-6866	184	17	analysis	analysis	NOUN
ejpam-6866	184	18	.	.	PUNCT
ejpam-6866	185	1	these	these	DET
ejpam-6866	185	2	features	feature	NOUN
ejpam-6866	185	3	make	make	VERB
ejpam-6866	185	4	the	the	DET
ejpam-6866	185	5	model	model	NOUN
ejpam-6866	185	6	especially	especially	ADV
ejpam-6866	185	7	well	well	ADV
ejpam-6866	185	8	-	-	PUNCT
ejpam-6866	185	9	suited	suit	VERB
ejpam-6866	185	10	for	for	ADP
ejpam-6866	185	11	deployment	deployment	NOUN
ejpam-6866	185	12	on	on	ADP
ejpam-6866	185	13	mobile	mobile	ADJ
ejpam-6866	185	14	phones	phone	NOUN
ejpam-6866	185	15	,	,	PUNCT
ejpam-6866	185	16	low	low	ADJ
ejpam-6866	185	17	-	-	PUNCT
ejpam-6866	185	18	resource	resource	NOUN
ejpam-6866	185	19	deployment	deployment	NOUN
ejpam-6866	185	20	,	,	PUNCT
ejpam-6866	185	21	and	and	CCONJ
ejpam-6866	185	22	use	use	NOUN
ejpam-6866	185	23	in	in	ADP
ejpam-6866	185	24	artificial	artificial	ADJ
ejpam-6866	185	25	intelligence	intelligence	NOUN
ejpam-6866	185	26	models	model	NOUN
ejpam-6866	185	27	where	where	SCONJ
ejpam-6866	185	28	explainability	explainability	NOUN
ejpam-6866	185	29	is	be	AUX
ejpam-6866	185	30	an	an	DET
ejpam-6866	185	31	important	important	ADJ
ejpam-6866	185	32	part	part	NOUN
ejpam-6866	185	33	of	of	ADP
ejpam-6866	185	34	the	the	DET
ejpam-6866	185	35	deployment	deployment	NOUN
ejpam-6866	185	36	.	.	PUNCT
ejpam-6866	186	1	the	the	DET
ejpam-6866	186	2	visual	visual	ADJ
ejpam-6866	186	3	quality	quality	NOUN
ejpam-6866	186	4	of	of	ADP
ejpam-6866	186	5	vector	vector	NOUN
ejpam-6866	186	6	transformations	transformation	NOUN
ejpam-6866	186	7	has	have	VERB
ejpam-6866	186	8	pedagogical	pedagogical	ADJ
ejpam-6866	186	9	benefits	benefit	NOUN
ejpam-6866	186	10	it	it	PRON
ejpam-6866	186	11	can	can	AUX
ejpam-6866	186	12	be	be	AUX
ejpam-6866	186	13	used	use	VERB
ejpam-6866	186	14	in	in	ADP
ejpam-6866	186	15	the	the	DET
ejpam-6866	186	16	pedagogical	pedagogical	ADJ
ejpam-6866	186	17	setting	setting	NOUN
ejpam-6866	186	18	.	.	PUNCT
ejpam-6866	187	1	the	the	DET
ejpam-6866	187	2	students	student	NOUN
ejpam-6866	187	3	to	to	PART
ejpam-6866	187	4	see	see	VERB
ejpam-6866	187	5	composition	composition	NOUN
ejpam-6866	187	6	change	change	NOUN
ejpam-6866	187	7	meanings	meaning	NOUN
ejpam-6866	187	8	and	and	CCONJ
ejpam-6866	187	9	to	to	PART
ejpam-6866	187	10	be	be	AUX
ejpam-6866	187	11	able	able	ADJ
ejpam-6866	187	12	to	to	PART
ejpam-6866	187	13	develop	develop	VERB
ejpam-6866	187	14	intuition	intuition	NOUN
ejpam-6866	187	15	on	on	ADP
ejpam-6866	187	16	abstract	abstract	ADJ
ejpam-6866	187	17	semantic	semantic	ADJ
ejpam-6866	187	18	ideas	idea	NOUN
ejpam-6866	187	19	.	.	PUNCT
ejpam-6866	188	1	the	the	DET
ejpam-6866	188	2	structure	structure	NOUN
ejpam-6866	188	3	will	will	AUX
ejpam-6866	188	4	enable	enable	VERB
ejpam-6866	188	5	interactive	interactive	ADJ
ejpam-6866	188	6	languages	language	NOUN
ejpam-6866	188	7	exploration	exploration	NOUN
ejpam-6866	188	8	tools	tool	NOUN
ejpam-6866	188	9	such	such	ADJ
ejpam-6866	188	10	as	as	ADP
ejpam-6866	188	11	semantic	semantic	ADJ
ejpam-6866	188	12	visualizers	visualizer	NOUN
ejpam-6866	188	13	or	or	CCONJ
ejpam-6866	188	14	an	an	DET
ejpam-6866	188	15	intelligent	intelligent	ADJ
ejpam-6866	188	16	tutoring	tutoring	NOUN
ejpam-6866	188	17	system	system	NOUN
ejpam-6866	188	18	.	.	PUNCT
ejpam-6866	189	1	it	it	PRON
ejpam-6866	189	2	is	be	AUX
ejpam-6866	189	3	also	also	ADV
ejpam-6866	189	4	interesting	interesting	ADJ
ejpam-6866	189	5	the	the	DET
ejpam-6866	189	6	plausibility	plausibility	NOUN
ejpam-6866	189	7	of	of	ADP
ejpam-6866	189	8	the	the	DET
ejpam-6866	189	9	model	model	NOUN
ejpam-6866	189	10	in	in	ADP
ejpam-6866	189	11	cognitive	cognitive	ADJ
ejpam-6866	189	12	meaning	meaning	NOUN
ejpam-6866	189	13	.	.	PUNCT
ejpam-6866	190	1	these	these	DET
ejpam-6866	190	2	transformations	transformation	NOUN
ejpam-6866	190	3	and	and	CCONJ
ejpam-6866	190	4	the	the	DET
ejpam-6866	190	5	interactions	interaction	NOUN
ejpam-6866	190	6	are	be	AUX
ejpam-6866	190	7	similar	similar	ADJ
ejpam-6866	190	8	to	to	ADP
ejpam-6866	190	9	those	those	PRON
ejpam-6866	190	10	of	of	ADP
ejpam-6866	190	11	the	the	DET
ejpam-6866	190	12	mental	mental	ADJ
ejpam-6866	190	13	operations	operation	NOUN
ejpam-6866	190	14	in	in	ADP
ejpam-6866	190	15	the	the	DET
ejpam-6866	190	16	theories	theory	NOUN
ejpam-6866	190	17	of	of	ADP
ejpam-6866	190	18	embodied	embodied	ADJ
ejpam-6866	190	19	and	and	CCONJ
ejpam-6866	190	20	grounded	ground	VERB
ejpam-6866	190	21	cognition	cognition	NOUN
ejpam-6866	190	22	.	.	PUNCT
ejpam-6866	191	1	although	although	SCONJ
ejpam-6866	191	2	it	it	PRON
ejpam-6866	191	3	is	be	AUX
ejpam-6866	191	4	not	not	PART
ejpam-6866	191	5	neurobiologically	neurobiologically	ADV
ejpam-6866	191	6	sensible	sensible	ADJ
ejpam-6866	191	7	,	,	PUNCT
ejpam-6866	191	8	the	the	DET
ejpam-6866	191	9	model	model	NOUN
ejpam-6866	191	10	outlines	outline	VERB
ejpam-6866	191	11	a	a	DET
ejpam-6866	191	12	tractable	tractable	ADJ
ejpam-6866	191	13	simulation	simulation	NOUN
ejpam-6866	191	14	of	of	ADP
ejpam-6866	191	15	semantic	semantic	ADJ
ejpam-6866	191	16	construction	construction	NOUN
ejpam-6866	191	17	along	along	ADP
ejpam-6866	191	18	with	with	ADP
ejpam-6866	191	19	relevant	relevant	ADJ
ejpam-6866	191	20	compositional	compositional	ADJ
ejpam-6866	191	21	principles	principle	NOUN
ejpam-6866	191	22	with	with	ADP
ejpam-6866	191	23	reference	reference	NOUN
ejpam-6866	191	24	to	to	ADP
ejpam-6866	191	25	experimental	experimental	ADJ
ejpam-6866	191	26	results	result	NOUN
ejpam-6866	191	27	of	of	ADP
ejpam-6866	191	28	psycholinguistic	psycholinguistic	ADJ
ejpam-6866	191	29	experiments	experiment	NOUN
ejpam-6866	191	30	.	.	PUNCT
ejpam-6866	192	1	the	the	DET
ejpam-6866	192	2	model	model	NOUN
ejpam-6866	192	3	has	have	VERB
ejpam-6866	192	4	however	however	ADV
ejpam-6866	192	5	its	its	PRON
ejpam-6866	192	6	limitations	limitation	NOUN
ejpam-6866	192	7	.	.	PUNCT
ejpam-6866	193	1	it	it	PRON
ejpam-6866	193	2	is	be	AUX
ejpam-6866	193	3	naturally	naturally	ADV
ejpam-6866	193	4	linear	linear	ADJ
ejpam-6866	193	5	in	in	ADP
ejpam-6866	193	6	nature	nature	NOUN
ejpam-6866	193	7	,	,	PUNCT
ejpam-6866	193	8	which	which	PRON
ejpam-6866	193	9	is	be	AUX
ejpam-6866	193	10	the	the	DET
ejpam-6866	193	11	limit	limit	NOUN
ejpam-6866	193	12	of	of	ADP
ejpam-6866	193	13	its	its	PRON
ejpam-6866	193	14	capability	capability	NOUN
ejpam-6866	193	15	on	on	ADP
ejpam-6866	193	16	representing	represent	VERB
ejpam-6866	193	17	idiomatic	idiomatic	ADJ
ejpam-6866	193	18	expressions	expression	NOUN
ejpam-6866	193	19	,	,	PUNCT
ejpam-6866	193	20	mapping	mapping	NOUN
ejpam-6866	193	21	of	of	ADP
ejpam-6866	193	22	metaphors	metaphor	NOUN
ejpam-6866	193	23	and	and	CCONJ
ejpam-6866	193	24	presuppositions	presupposition	NOUN
ejpam-6866	193	25	.	.	PUNCT
ejpam-6866	194	1	such	such	ADJ
ejpam-6866	194	2	phenomenon	phenomenon	NOUN
ejpam-6866	194	3	tends	tend	VERB
ejpam-6866	194	4	to	to	PART
ejpam-6866	194	5	require	require	VERB
ejpam-6866	194	6	the	the	DET
ejpam-6866	194	7	nonlinear	nonlinear	ADJ
ejpam-6866	194	8	,	,	PUNCT
ejpam-6866	194	9	fuller	full	ADJ
ejpam-6866	194	10	models	model	NOUN
ejpam-6866	194	11	on	on	ADP
ejpam-6866	194	12	the	the	DET
ejpam-6866	194	13	one	one	NUM
ejpam-6866	194	14	hand	hand	NOUN
ejpam-6866	194	15	,	,	PUNCT
ejpam-6866	194	16	or	or	CCONJ
ejpam-6866	194	17	the	the	DET
ejpam-6866	194	18	multi	multi	ADJ
ejpam-6866	194	19	-	-	ADJ
ejpam-6866	194	20	modal	modal	ADJ
ejpam-6866	194	21	representations	representation	NOUN
ejpam-6866	194	22	.	.	PUNCT
ejpam-6866	195	1	future	future	ADJ
ejpam-6866	195	2	directions	direction	NOUN
ejpam-6866	195	3	would	would	AUX
ejpam-6866	195	4	include	include	VERB
ejpam-6866	195	5	incorporation	incorporation	NOUN
ejpam-6866	195	6	of	of	ADP
ejpam-6866	195	7	kernelized	kernelize	VERB
ejpam-6866	195	8	vectors	vector	NOUN
ejpam-6866	195	9	spaces	space	NOUN
ejpam-6866	195	10	or	or	CCONJ
ejpam-6866	195	11	the	the	DET
ejpam-6866	195	12	use	use	NOUN
ejpam-6866	195	13	of	of	ADP
ejpam-6866	195	14	neural	neural	ADJ
ejpam-6866	195	15	symbolic	symbolic	ADJ
ejpam-6866	195	16	hybrids	hybrid	NOUN
ejpam-6866	195	17	to	to	PART
ejpam-6866	195	18	accomplish	accomplish	VERB
ejpam-6866	195	19	this	this	DET
ejpam-6866	195	20	divide	divide	NOUN
ejpam-6866	195	21	.	.	PUNCT
ejpam-6866	196	1	the	the	DET
ejpam-6866	196	2	other	other	ADJ
ejpam-6866	196	3	difficulty	difficulty	NOUN
ejpam-6866	196	4	is	be	AUX
ejpam-6866	196	5	working	work	VERB
ejpam-6866	196	6	with	with	ADP
ejpam-6866	196	7	ambiguity	ambiguity	NOUN
ejpam-6866	196	8	.	.	PUNCT
ejpam-6866	197	1	words	word	NOUN
ejpam-6866	197	2	that	that	PRON
ejpam-6866	197	3	are	be	AUX
ejpam-6866	197	4	polysemous	polysemous	ADJ
ejpam-6866	197	5	or	or	CCONJ
ejpam-6866	197	6	otherwise	otherwise	ADV
ejpam-6866	197	7	context	context	NOUN
ejpam-6866	197	8	sensitive	sensitive	ADJ
ejpam-6866	197	9	might	might	AUX
ejpam-6866	197	10	have	have	VERB
ejpam-6866	197	11	to	to	PART
ejpam-6866	197	12	have	have	VERB
ejpam-6866	197	13	vectors	vector	NOUN
ejpam-6866	197	14	dynamically	dynamically	ADV
ejpam-6866	197	15	updated	update	VERB
ejpam-6866	197	16	,	,	PUNCT
ejpam-6866	197	17	or	or	CCONJ
ejpam-6866	197	18	even	even	ADV
ejpam-6866	197	19	be	be	AUX
ejpam-6866	197	20	interpreted	interpret	VERB
ejpam-6866	197	21	in	in	ADP
ejpam-6866	197	22	a	a	DET
ejpam-6866	197	23	probabilistic	probabilistic	ADJ
ejpam-6866	197	24	way	way	NOUN
ejpam-6866	197	25	.	.	PUNCT
ejpam-6866	198	1	any	any	DET
ejpam-6866	198	2	suitable	suitable	ADJ
ejpam-6866	198	3	contextual	contextual	ADJ
ejpam-6866	198	4	embedding	embed	VERB
ejpam-6866	198	5	like	like	ADP
ejpam-6866	198	6	bert	bert	NOUN
ejpam-6866	198	7	or	or	CCONJ
ejpam-6866	198	8	gpt	gpt	NOUN
ejpam-6866	198	9	could	could	AUX
ejpam-6866	198	10	be	be	AUX
ejpam-6866	198	11	used	use	VERB
ejpam-6866	198	12	to	to	PART
ejpam-6866	198	13	advantage	advantage	NOUN
ejpam-6866	198	14	since	since	SCONJ
ejpam-6866	198	15	they	they	PRON
ejpam-6866	198	16	can	can	AUX
ejpam-6866	198	17	be	be	AUX
ejpam-6866	198	18	used	use	VERB
ejpam-6866	198	19	to	to	PART
ejpam-6866	198	20	give	give	VERB
ejpam-6866	198	21	a	a	DET
ejpam-6866	198	22	context	context	NOUN
ejpam-6866	198	23	sensitive	sensitive	ADJ
ejpam-6866	198	24	initialization	initialization	NOUN
ejpam-6866	198	25	of	of	ADP
ejpam-6866	198	26	these	these	DET
ejpam-6866	198	27	vectors	vector	NOUN
ejpam-6866	198	28	.	.	PUNCT
ejpam-6866	199	1	the	the	DET
ejpam-6866	199	2	one	one	NUM
ejpam-6866	199	3	more	more	ADJ
ejpam-6866	199	4	area	area	NOUN
ejpam-6866	199	5	is	be	AUX
ejpam-6866	199	6	the	the	DET
ejpam-6866	199	7	discourse	discourse	NOUN
ejpam-6866	199	8	modeling	modeling	NOUN
ejpam-6866	199	9	.	.	PUNCT
ejpam-6866	200	1	the	the	DET
ejpam-6866	200	2	sentence	sentence	NOUN
ejpam-6866	200	3	level	level	NOUN
ejpam-6866	200	4	composition	composition	NOUN
ejpam-6866	200	5	is	be	AUX
ejpam-6866	200	6	not	not	PART
ejpam-6866	200	7	good	good	ADJ
ejpam-6866	200	8	enough	enough	ADV
ejpam-6866	200	9	to	to	PART
ejpam-6866	200	10	control	control	VERB
ejpam-6866	200	11	coherence	coherence	NOUN
ejpam-6866	200	12	,	,	PUNCT
ejpam-6866	200	13	coreference	coreference	NOUN
ejpam-6866	200	14	and	and	CCONJ
ejpam-6866	200	15	managing	manage	VERB
ejpam-6866	200	16	topics	topic	NOUN
ejpam-6866	200	17	in	in	ADP
ejpam-6866	200	18	longer	long	ADJ
ejpam-6866	200	19	text	text	NOUN
ejpam-6866	200	20	.	.	PUNCT
ejpam-6866	201	1	a	a	DET
ejpam-6866	201	2	possibly	possibly	ADV
ejpam-6866	201	3	fruitful	fruitful	ADJ
ejpam-6866	201	4	avenue	avenue	NOUN
ejpam-6866	201	5	is	be	AUX
ejpam-6866	201	6	to	to	PART
ejpam-6866	201	7	fit	fit	VERB
ejpam-6866	201	8	this	this	DET
ejpam-6866	201	9	framework	framework	NOUN
ejpam-6866	201	10	into	into	ADP
ejpam-6866	201	11	discourse	discourse	NOUN
ejpam-6866	201	12	representation	representation	NOUN
ejpam-6866	201	13	theories	theory	NOUN
ejpam-6866	201	14	or	or	CCONJ
ejpam-6866	201	15	coherence	coherence	NOUN
ejpam-6866	201	16	-	-	PUNCT
ejpam-6866	201	17	based	base	VERB
ejpam-6866	201	18	accounts	account	NOUN
ejpam-6866	201	19	,	,	PUNCT
ejpam-6866	201	20	so	so	SCONJ
ejpam-6866	201	21	as	as	SCONJ
ejpam-6866	201	22	to	to	PART
ejpam-6866	201	23	represent	represent	VERB
ejpam-6866	201	24	inter	inter	ADJ
ejpam-6866	201	25	-	-	ADJ
ejpam-6866	201	26	sentential	sentential	ADJ
ejpam-6866	201	27	meaning	meaning	NOUN
ejpam-6866	201	28	connections	connection	NOUN
ejpam-6866	201	29	.	.	PUNCT
ejpam-6866	202	1	lastly	lastly	ADV
ejpam-6866	202	2	is	be	AUX
ejpam-6866	202	3	that	that	SCONJ
ejpam-6866	202	4	interpretability	interpretability	NOUN
ejpam-6866	202	5	of	of	ADP
ejpam-6866	202	6	the	the	DET
ejpam-6866	202	7	model	model	NOUN
ejpam-6866	202	8	is	be	AUX
ejpam-6866	202	9	a	a	DET
ejpam-6866	202	10	great	great	ADJ
ejpam-6866	202	11	strength	strength	NOUN
ejpam-6866	202	12	in	in	ADP
ejpam-6866	202	13	areas	area	NOUN
ejpam-6866	202	14	where	where	SCONJ
ejpam-6866	202	15	the	the	DET
ejpam-6866	202	16	model	model	NOUN
ejpam-6866	202	17	is	be	AUX
ejpam-6866	202	18	required	require	VERB
ejpam-6866	202	19	to	to	PART
ejpam-6866	202	20	be	be	AUX
ejpam-6866	202	21	audit	audit	NOUN
ejpam-6866	202	22	.	.	PUNCT
ejpam-6866	203	1	in	in	ADP
ejpam-6866	203	2	the	the	DET
ejpam-6866	203	3	case	case	NOUN
ejpam-6866	203	4	of	of	ADP
ejpam-6866	203	5	legal	legal	ADJ
ejpam-6866	203	6	technology	technology	NOUN
ejpam-6866	203	7	,	,	PUNCT
ejpam-6866	203	8	clinical	clinical	ADJ
ejpam-6866	203	9	nlp	nlp	NOUN
ejpam-6866	203	10	or	or	CCONJ
ejpam-6866	203	11	education	education	NOUN
ejpam-6866	203	12	,	,	PUNCT
ejpam-6866	203	13	explanation	explanation	NOUN
ejpam-6866	203	14	of	of	ADP
ejpam-6866	203	15	the	the	DET
ejpam-6866	203	16	model	model	NOUN
ejpam-6866	203	17	outputs	output	NOUN
ejpam-6866	203	18	is	be	AUX
ejpam-6866	203	19	required	require	VERB
ejpam-6866	203	20	for	for	ADP
ejpam-6866	203	21	the	the	DET
ejpam-6866	203	22	stakeholders	stakeholder	NOUN
ejpam-6866	203	23	.	.	PUNCT
ejpam-6866	204	1	the	the	DET
ejpam-6866	204	2	provided	provide	VERB
ejpam-6866	204	3	framework	framework	NOUN
ejpam-6866	204	4	enables	enable	VERB
ejpam-6866	204	5	a	a	DET
ejpam-6866	204	6	user	user	NOUN
ejpam-6866	204	7	to	to	PART
ejpam-6866	204	8	keep	keep	VERB
ejpam-6866	204	9	track	track	NOUN
ejpam-6866	204	10	of	of	ADP
ejpam-6866	204	11	every	every	DET
ejpam-6866	204	12	semantic	semantic	ADJ
ejpam-6866	204	13	transformation	transformation	NOUN
ejpam-6866	204	14	and	and	CCONJ
ejpam-6866	204	15	that	that	SCONJ
ejpam-6866	204	16	blacks	black	NOUN
ejpam-6866	204	17	-	-	PUNCT
ejpam-6866	204	18	box	box	NOUN
ejpam-6866	204	19	models	model	NOUN
ejpam-6866	204	20	do	do	AUX
ejpam-6866	204	21	not	not	PART
ejpam-6866	204	22	provide	provide	VERB
ejpam-6866	204	23	.	.	PUNCT
ejpam-6866	205	1	multilingual	multilingual	ADJ
ejpam-6866	205	2	adaptation	adaptation	NOUN
ejpam-6866	205	3	is	be	AUX
ejpam-6866	205	4	possible	possible	ADJ
ejpam-6866	205	5	also	also	ADV
ejpam-6866	205	6	in	in	ADP
ejpam-6866	205	7	operator	operator	NOUN
ejpam-6866	205	8	-	-	PUNCT
ejpam-6866	205	9	theoretic	theoretic	NOUN
ejpam-6866	205	10	model	model	NOUN
ejpam-6866	205	11	.	.	PUNCT
ejpam-6866	206	1	semantic	semantic	ADJ
ejpam-6866	206	2	dimenm	dimenm	PROPN
ejpam-6866	206	3	.	.	PUNCT
ejpam-6866	207	1	s.	s.	PROPN
ejpam-6866	207	2	yaseen	yaseen	PROPN
ejpam-6866	207	3	,	,	PUNCT
ejpam-6866	207	4	f.	f.	PROPN
ejpam-6866	207	5	alrimawi	alrimawi	PROPN
ejpam-6866	207	6	/	/	SYM
ejpam-6866	207	7	eur	eur	PROPN
ejpam-6866	207	8	.	.	PUNCT
ejpam-6866	208	1	j.	j.	PROPN
ejpam-6866	208	2	pure	pure	PROPN
ejpam-6866	208	3	appl	appl	PROPN
ejpam-6866	208	4	.	.	PROPN
ejpam-6866	208	5	math	math	PROPN
ejpam-6866	208	6	,	,	PUNCT
ejpam-6866	208	7	18	18	NUM
ejpam-6866	208	8	(	(	PUNCT
ejpam-6866	208	9	4	4	NUM
ejpam-6866	208	10	)	)	PUNCT
ejpam-6866	208	11	(	(	PUNCT
ejpam-6866	208	12	2025	2025	NUM
ejpam-6866	208	13	)	)	PUNCT
ejpam-6866	208	14	,	,	PUNCT
ejpam-6866	208	15	6866	6866	NUM
ejpam-6866	208	16	10	10	NUM
ejpam-6866	208	17	of	of	ADP
ejpam-6866	208	18	13	13	NUM
ejpam-6866	208	19	sion	sion	NOUN
ejpam-6866	208	20	seems	seem	VERB
ejpam-6866	208	21	to	to	PART
ejpam-6866	208	22	give	give	VERB
ejpam-6866	208	23	the	the	DET
ejpam-6866	208	24	flexibility	flexibility	NOUN
ejpam-6866	208	25	on	on	ADP
ejpam-6866	208	26	how	how	SCONJ
ejpam-6866	208	27	much	much	ADJ
ejpam-6866	208	28	we	we	PRON
ejpam-6866	208	29	can	can	AUX
ejpam-6866	208	30	make	make	VERB
ejpam-6866	208	31	the	the	DET
ejpam-6866	208	32	representations	representation	NOUN
ejpam-6866	208	33	between	between	ADP
ejpam-6866	208	34	languages	language	NOUN
ejpam-6866	208	35	similar	similar	ADJ
ejpam-6866	208	36	,	,	PUNCT
ejpam-6866	208	37	by	by	ADP
ejpam-6866	208	38	changing	change	VERB
ejpam-6866	208	39	the	the	DET
ejpam-6866	208	40	dimensions	dimension	NOUN
ejpam-6866	208	41	of	of	ADP
ejpam-6866	208	42	semantics	semantic	NOUN
ejpam-6866	208	43	and	and	CCONJ
ejpam-6866	208	44	the	the	DET
ejpam-6866	208	45	vector	vector	NOUN
ejpam-6866	208	46	initialization	initialization	NOUN
ejpam-6866	208	47	to	to	PART
ejpam-6866	208	48	accommodate	accommodate	VERB
ejpam-6866	208	49	different	different	ADJ
ejpam-6866	208	50	linguistic	linguistic	ADJ
ejpam-6866	208	51	environment	environment	NOUN
ejpam-6866	208	52	.	.	PUNCT
ejpam-6866	209	1	this	this	PRON
ejpam-6866	209	2	supports	support	VERB
ejpam-6866	209	3	contrastive	contrastive	ADJ
ejpam-6866	209	4	semantic	semantic	ADJ
ejpam-6866	209	5	analysis	analysis	NOUN
ejpam-6866	209	6	,	,	PUNCT
ejpam-6866	209	7	supports	support	VERB
ejpam-6866	209	8	language	language	NOUN
ejpam-6866	209	9	learning	learning	NOUN
ejpam-6866	209	10	technologies	technology	NOUN
ejpam-6866	209	11	,	,	PUNCT
ejpam-6866	209	12	supports	support	VERB
ejpam-6866	209	13	and	and	CCONJ
ejpam-6866	209	14	advance	advance	VERB
ejpam-6866	209	15	typo	typo	NOUN
ejpam-6866	209	16	-	-	PUNCT
ejpam-6866	209	17	logy	logy	NOUN
ejpam-6866	209	18	aided	aid	VERB
ejpam-6866	209	19	nlp	nlp	NOUN
ejpam-6866	209	20	systems	system	NOUN
ejpam-6866	209	21	.	.	PUNCT
ejpam-6866	210	1	to	to	PART
ejpam-6866	210	2	conclude	conclude	VERB
ejpam-6866	210	3	,	,	PUNCT
ejpam-6866	210	4	such	such	DET
ejpam-6866	210	5	an	an	DET
ejpam-6866	210	6	extended	extended	ADJ
ejpam-6866	210	7	scope	scope	NOUN
ejpam-6866	210	8	of	of	ADP
ejpam-6866	210	9	analysis	analysis	NOUN
ejpam-6866	210	10	shows	show	VERB
ejpam-6866	210	11	that	that	SCONJ
ejpam-6866	210	12	the	the	DET
ejpam-6866	210	13	suggested	suggest	VERB
ejpam-6866	210	14	framework	framework	NOUN
ejpam-6866	210	15	allows	allow	VERB
ejpam-6866	210	16	successfully	successfully	ADV
ejpam-6866	210	17	uniting	unite	VERB
ejpam-6866	210	18	formal	formal	ADJ
ejpam-6866	210	19	semantics	semantic	NOUN
ejpam-6866	210	20	and	and	CCONJ
ejpam-6866	210	21	distributional	distributional	ADJ
ejpam-6866	210	22	approaches	approach	NOUN
ejpam-6866	210	23	.	.	PUNCT
ejpam-6866	211	1	it	it	PRON
ejpam-6866	211	2	helps	help	VERB
ejpam-6866	211	3	to	to	PART
ejpam-6866	211	4	keep	keep	VERB
ejpam-6866	211	5	the	the	DET
ejpam-6866	211	6	rigour	rigour	NOUN
ejpam-6866	211	7	in	in	ADP
ejpam-6866	211	8	the	the	DET
ejpam-6866	211	9	theory	theory	NOUN
ejpam-6866	211	10	,	,	PUNCT
ejpam-6866	211	11	as	as	ADV
ejpam-6866	211	12	well	well	ADV
ejpam-6866	211	13	as	as	ADP
ejpam-6866	211	14	computational	computational	ADJ
ejpam-6866	211	15	convenience	convenience	NOUN
ejpam-6866	211	16	and	and	CCONJ
ejpam-6866	211	17	pedagogic	pedagogic	ADJ
ejpam-6866	211	18	simplicity	simplicity	NOUN
ejpam-6866	211	19	.	.	PUNCT
ejpam-6866	212	1	based	base	VERB
ejpam-6866	212	2	on	on	ADP
ejpam-6866	212	3	the	the	DET
ejpam-6866	212	4	above	above	ADJ
ejpam-6866	212	5	performance	performance	NOUN
ejpam-6866	212	6	,	,	PUNCT
ejpam-6866	212	7	this	this	DET
ejpam-6866	212	8	model	model	NOUN
ejpam-6866	212	9	could	could	AUX
ejpam-6866	212	10	greatly	greatly	ADV
ejpam-6866	212	11	enrich	enrich	VERB
ejpam-6866	212	12	when	when	SCONJ
ejpam-6866	212	13	it	it	PRON
ejpam-6866	212	14	comes	come	VERB
ejpam-6866	212	15	to	to	ADP
ejpam-6866	212	16	interpretation	interpretation	NOUN
ejpam-6866	212	17	and	and	CCONJ
ejpam-6866	212	18	representation	representation	NOUN
ejpam-6866	212	19	of	of	ADP
ejpam-6866	212	20	natural	natural	ADJ
ejpam-6866	212	21	language	language	NOUN
ejpam-6866	212	22	meaning	meaning	NOUN
ejpam-6866	212	23	in	in	ADP
ejpam-6866	212	24	the	the	DET
ejpam-6866	212	25	future	future	NOUN
ejpam-6866	212	26	,	,	PUNCT
ejpam-6866	212	27	when	when	SCONJ
ejpam-6866	212	28	non	non	ADJ
ejpam-6866	212	29	-	-	ADJ
ejpam-6866	212	30	linearity	linearity	ADJ
ejpam-6866	212	31	,	,	PUNCT
ejpam-6866	212	32	context	context	NOUN
ejpam-6866	212	33	adaptation	adaptation	NOUN
ejpam-6866	212	34	and	and	CCONJ
ejpam-6866	212	35	discourse	discourse	NOUN
ejpam-6866	212	36	-	-	PUNCT
ejpam-6866	212	37	level	level	NOUN
ejpam-6866	212	38	extension	extension	NOUN
ejpam-6866	212	39	are	be	AUX
ejpam-6866	212	40	performed	perform	VERB
ejpam-6866	212	41	.	.	PUNCT
ejpam-6866	213	1	6	6	X
ejpam-6866	213	2	.	.	X
ejpam-6866	213	3	conclusion	conclusion	NOUN
ejpam-6866	213	4	and	and	CCONJ
ejpam-6866	213	5	future	future	ADJ
ejpam-6866	213	6	work	work	NOUN
ejpam-6866	213	7	the	the	DET
ejpam-6866	213	8	paper	paper	NOUN
ejpam-6866	213	9	has	have	AUX
ejpam-6866	213	10	introduced	introduce	VERB
ejpam-6866	213	11	a	a	DET
ejpam-6866	213	12	new	new	ADJ
ejpam-6866	213	13	operator	operator	NOUN
ejpam-6866	213	14	-	-	PUNCT
ejpam-6866	213	15	theoretic	theoretic	NOUN
ejpam-6866	213	16	system	system	NOUN
ejpam-6866	213	17	in	in	ADP
ejpam-6866	213	18	simulating	simulate	VERB
ejpam-6866	213	19	compositional	compositional	ADJ
ejpam-6866	213	20	semantics	semantic	NOUN
ejpam-6866	213	21	in	in	ADP
ejpam-6866	213	22	the	the	DET
ejpam-6866	213	23	natural	natural	ADJ
ejpam-6866	213	24	language	language	NOUN
ejpam-6866	213	25	.	.	PUNCT
ejpam-6866	214	1	this	this	DET
ejpam-6866	214	2	view	view	NOUN
ejpam-6866	214	3	has	have	VERB
ejpam-6866	214	4	the	the	DET
ejpam-6866	214	5	computational	computational	ADJ
ejpam-6866	214	6	advantage	advantage	NOUN
ejpam-6866	214	7	of	of	ADP
ejpam-6866	214	8	making	make	VERB
ejpam-6866	214	9	the	the	DET
ejpam-6866	214	10	task	task	NOUN
ejpam-6866	214	11	of	of	ADP
ejpam-6866	214	12	meaning	mean	VERB
ejpam-6866	214	13	construction	construction	NOUN
ejpam-6866	214	14	structurally	structurally	ADV
ejpam-6866	214	15	tractable	tractable	ADJ
ejpam-6866	214	16	,	,	PUNCT
ejpam-6866	214	17	and	and	CCONJ
ejpam-6866	214	18	formally	formally	ADV
ejpam-6866	214	19	understandable	understandable	ADJ
ejpam-6866	214	20	in	in	ADP
ejpam-6866	214	21	the	the	DET
ejpam-6866	214	22	form	form	NOUN
ejpam-6866	214	23	of	of	ADP
ejpam-6866	214	24	a	a	DET
ejpam-6866	214	25	tractable	tractable	ADJ
ejpam-6866	214	26	,	,	PUNCT
ejpam-6866	214	27	interpretable	interpretable	ADJ
ejpam-6866	214	28	,	,	PUNCT
ejpam-6866	214	29	structured	structured	ADJ
ejpam-6866	214	30	model	model	NOUN
ejpam-6866	214	31	of	of	ADP
ejpam-6866	214	32	the	the	DET
ejpam-6866	214	33	representation	representation	NOUN
ejpam-6866	214	34	of	of	ADP
ejpam-6866	214	35	meaning	meaning	NOUN
ejpam-6866	214	36	.	.	PUNCT
ejpam-6866	215	1	the	the	DET
ejpam-6866	215	2	model	model	NOUN
ejpam-6866	215	3	is	be	AUX
ejpam-6866	215	4	capable	capable	ADJ
ejpam-6866	215	5	of	of	ADP
ejpam-6866	215	6	providing	provide	VERB
ejpam-6866	215	7	a	a	DET
ejpam-6866	215	8	subtle	subtle	ADJ
ejpam-6866	215	9	formalization	formalization	NOUN
ejpam-6866	215	10	of	of	ADP
ejpam-6866	215	11	transformations	transformation	NOUN
ejpam-6866	215	12	of	of	ADP
ejpam-6866	215	13	the	the	DET
ejpam-6866	215	14	language	language	NOUN
ejpam-6866	215	15	and	and	CCONJ
ejpam-6866	215	16	the	the	DET
ejpam-6866	215	17	connections	connection	NOUN
ejpam-6866	215	18	existing	exist	VERB
ejpam-6866	215	19	between	between	ADP
ejpam-6866	215	20	words	word	NOUN
ejpam-6866	215	21	as	as	ADP
ejpam-6866	215	22	a	a	DET
ejpam-6866	215	23	result	result	NOUN
ejpam-6866	215	24	of	of	ADP
ejpam-6866	215	25	paying	pay	VERB
ejpam-6866	215	26	special	special	ADJ
ejpam-6866	215	27	attention	attention	NOUN
ejpam-6866	215	28	to	to	ADP
ejpam-6866	215	29	cartesian	cartesian	ADJ
ejpam-6866	215	30	decomposition	decomposition	NOUN
ejpam-6866	215	31	and	and	CCONJ
ejpam-6866	215	32	operations	operation	NOUN
ejpam-6866	215	33	that	that	PRON
ejpam-6866	215	34	are	be	AUX
ejpam-6866	215	35	equivalent	equivalent	ADJ
ejpam-6866	215	36	to	to	ADP
ejpam-6866	215	37	the	the	DET
ejpam-6866	215	38	tensor	tensor	NOUN
ejpam-6866	215	39	product	product	NOUN
ejpam-6866	215	40	.	.	PUNCT
ejpam-6866	216	1	the	the	DET
ejpam-6866	216	2	framework	framework	NOUN
ejpam-6866	216	3	complies	comply	VERB
ejpam-6866	216	4	with	with	ADP
ejpam-6866	216	5	the	the	DET
ejpam-6866	216	6	principle	principle	NOUN
ejpam-6866	216	7	of	of	ADP
ejpam-6866	216	8	compositionality	compositionality	NOUN
ejpam-6866	216	9	which	which	PRON
ejpam-6866	216	10	ensures	ensure	VERB
ejpam-6866	216	11	that	that	SCONJ
ejpam-6866	216	12	the	the	DET
ejpam-6866	216	13	meaning	meaning	NOUN
ejpam-6866	216	14	is	be	AUX
ejpam-6866	216	15	arrived	arrive	VERB
ejpam-6866	216	16	at	at	ADP
ejpam-6866	216	17	in	in	ADP
ejpam-6866	216	18	a	a	DET
ejpam-6866	216	19	systematic	systematic	ADJ
ejpam-6866	216	20	way	way	NOUN
ejpam-6866	216	21	brought	bring	VERB
ejpam-6866	216	22	about	about	ADP
ejpam-6866	216	23	by	by	ADP
ejpam-6866	216	24	interaction	interaction	NOUN
ejpam-6866	216	25	of	of	ADP
ejpam-6866	216	26	lexical	lexical	ADJ
ejpam-6866	216	27	items	item	NOUN
ejpam-6866	216	28	and	and	CCONJ
ejpam-6866	216	29	their	their	PRON
ejpam-6866	216	30	syntax	syntax	NOUN
ejpam-6866	216	31	.	.	PUNCT
ejpam-6866	217	1	this	this	DET
ejpam-6866	217	2	framework	framework	NOUN
ejpam-6866	217	3	is	be	AUX
ejpam-6866	217	4	further	far	ADV
ejpam-6866	217	5	extended	extend	VERB
ejpam-6866	217	6	by	by	ADP
ejpam-6866	217	7	the	the	DET
ejpam-6866	217	8	inclusion	inclusion	NOUN
ejpam-6866	217	9	of	of	ADP
ejpam-6866	217	10	cartesian	cartesian	ADJ
ejpam-6866	217	11	decomposition	decomposition	NOUN
ejpam-6866	217	12	bringing	bring	VERB
ejpam-6866	217	13	with	with	ADP
ejpam-6866	217	14	it	it	PRON
ejpam-6866	217	15	another	another	DET
ejpam-6866	217	16	semantic	semantic	ADJ
ejpam-6866	217	17	granularity	granularity	NOUN
ejpam-6866	217	18	.	.	PUNCT
ejpam-6866	218	1	as	as	ADP
ejpam-6866	218	2	a	a	DET
ejpam-6866	218	3	result	result	NOUN
ejpam-6866	218	4	of	of	ADP
ejpam-6866	218	5	the	the	DET
ejpam-6866	218	6	matrix	matrix	NOUN
ejpam-6866	218	7	decomposition	decomposition	NOUN
ejpam-6866	218	8	,	,	PUNCT
ejpam-6866	218	9	hermitian	hermitian	ADJ
ejpam-6866	218	10	and	and	CCONJ
ejpam-6866	218	11	skew	skew	ADJ
ejpam-6866	218	12	-	-	PUNCT
ejpam-6866	218	13	hermitian	hermitian	ADJ
ejpam-6866	218	14	components	component	NOUN
ejpam-6866	218	15	may	may	AUX
ejpam-6866	218	16	be	be	AUX
ejpam-6866	218	17	obtained	obtain	VERB
ejpam-6866	218	18	which	which	PRON
ejpam-6866	218	19	fit	fit	VERB
ejpam-6866	218	20	to	to	PART
ejpam-6866	218	21	separate	separate	VERB
ejpam-6866	218	22	the	the	DET
ejpam-6866	218	23	content	content	NOUN
ejpam-6866	218	24	of	of	ADP
ejpam-6866	218	25	propositional	propositional	ADJ
ejpam-6866	218	26	meaning	meaning	NOUN
ejpam-6866	218	27	from	from	ADP
ejpam-6866	218	28	the	the	DET
ejpam-6866	218	29	pragmatic	pragmatic	ADJ
ejpam-6866	218	30	or	or	CCONJ
ejpam-6866	218	31	modal	modal	ADJ
ejpam-6866	218	32	effects	effect	NOUN
ejpam-6866	218	33	.	.	PUNCT
ejpam-6866	219	1	this	this	DET
ejpam-6866	219	2	capability	capability	NOUN
ejpam-6866	219	3	is	be	AUX
ejpam-6866	219	4	especially	especially	ADV
ejpam-6866	219	5	important	important	ADJ
ejpam-6866	219	6	in	in	ADP
ejpam-6866	219	7	the	the	DET
ejpam-6866	219	8	sentiment	sentiment	NOUN
ejpam-6866	219	9	analysis	analysis	NOUN
ejpam-6866	219	10	of	of	ADP
ejpam-6866	219	11	sentences	sentence	NOUN
ejpam-6866	219	12	,	,	PUNCT
ejpam-6866	219	13	where	where	SCONJ
ejpam-6866	219	14	nuances	nuance	NOUN
ejpam-6866	219	15	of	of	ADP
ejpam-6866	219	16	meaning	meaning	NOUN
ejpam-6866	219	17	have	have	VERB
ejpam-6866	219	18	a	a	DET
ejpam-6866	219	19	significant	significant	ADJ
ejpam-6866	219	20	weight	weight	NOUN
ejpam-6866	219	21	.	.	PUNCT
ejpam-6866	220	1	the	the	DET
ejpam-6866	220	2	paper	paper	NOUN
ejpam-6866	220	3	has	have	AUX
ejpam-6866	220	4	been	be	AUX
ejpam-6866	220	5	able	able	ADJ
ejpam-6866	220	6	to	to	PART
ejpam-6866	220	7	show	show	VERB
ejpam-6866	220	8	the	the	DET
ejpam-6866	220	9	use	use	NOUN
ejpam-6866	220	10	of	of	ADP
ejpam-6866	220	11	this	this	DET
ejpam-6866	220	12	framework	framework	NOUN
ejpam-6866	220	13	for	for	ADP
ejpam-6866	220	14	more	more	ADJ
ejpam-6866	220	15	or	or	CCONJ
ejpam-6866	220	16	less	less	ADV
ejpam-6866	220	17	complex	complex	ADJ
ejpam-6866	220	18	linguistic	linguistic	ADJ
ejpam-6866	220	19	constructions	construction	NOUN
ejpam-6866	220	20	that	that	PRON
ejpam-6866	220	21	span	span	VERB
ejpam-6866	220	22	from	from	ADP
ejpam-6866	220	23	simple	simple	ADJ
ejpam-6866	220	24	adjective	adjective	ADJ
ejpam-6866	220	25	-	-	PUNCT
ejpam-6866	220	26	noun	noun	NOUN
ejpam-6866	220	27	units	unit	NOUN
ejpam-6866	220	28	to	to	ADP
ejpam-6866	220	29	fully	fully	ADV
ejpam-6866	220	30	transitive	transitive	ADJ
ejpam-6866	220	31	sentence	sentence	NOUN
ejpam-6866	220	32	structures	structure	NOUN
ejpam-6866	220	33	.	.	PUNCT
ejpam-6866	221	1	the	the	DET
ejpam-6866	221	2	theoretical	theoretical	ADJ
ejpam-6866	221	3	claims	claim	NOUN
ejpam-6866	221	4	are	be	AUX
ejpam-6866	221	5	supported	support	VERB
ejpam-6866	221	6	by	by	ADP
ejpam-6866	221	7	some	some	DET
ejpam-6866	221	8	case	case	NOUN
ejpam-6866	221	9	studies	study	NOUN
ejpam-6866	221	10	,	,	PUNCT
ejpam-6866	221	11	and	and	CCONJ
ejpam-6866	221	12	it	it	PRON
ejpam-6866	221	13	is	be	AUX
ejpam-6866	221	14	demonstrated	demonstrate	VERB
ejpam-6866	221	15	that	that	SCONJ
ejpam-6866	221	16	these	these	PRON
ejpam-6866	221	17	allow	allow	VERB
ejpam-6866	221	18	the	the	DET
ejpam-6866	221	19	proposed	propose	VERB
ejpam-6866	221	20	method	method	NOUN
ejpam-6866	221	21	to	to	PART
ejpam-6866	221	22	scale	scale	VERB
ejpam-6866	221	23	to	to	ADP
ejpam-6866	221	24	increasingly	increasingly	ADV
ejpam-6866	221	25	complex	complex	ADJ
ejpam-6866	221	26	syntactic	syntactic	ADJ
ejpam-6866	221	27	forms	form	NOUN
ejpam-6866	221	28	.	.	PUNCT
ejpam-6866	222	1	such	such	ADJ
ejpam-6866	222	2	models	model	NOUN
ejpam-6866	222	3	have	have	VERB
ejpam-6866	222	4	a	a	DET
ejpam-6866	222	5	promising	promising	ADJ
ejpam-6866	222	6	potential	potential	NOUN
ejpam-6866	222	7	for	for	ADP
ejpam-6866	222	8	application	application	NOUN
ejpam-6866	222	9	in	in	ADP
ejpam-6866	222	10	real	real	ADJ
ejpam-6866	222	11	-	-	PUNCT
ejpam-6866	222	12	life	life	NOUN
ejpam-6866	222	13	scenarios	scenario	NOUN
ejpam-6866	222	14	,	,	PUNCT
ejpam-6866	222	15	especially	especially	ADV
ejpam-6866	222	16	in	in	ADP
ejpam-6866	222	17	the	the	DET
ejpam-6866	222	18	creation	creation	NOUN
ejpam-6866	222	19	of	of	ADP
ejpam-6866	222	20	interpretability	interpretability	NOUN
ejpam-6866	222	21	and	and	CCONJ
ejpam-6866	222	22	modularity	modularity	NOUN
ejpam-6866	222	23	of	of	ADP
ejpam-6866	222	24	natural	natural	ADJ
ejpam-6866	222	25	language	language	NOUN
ejpam-6866	222	26	processing	processing	NOUN
ejpam-6866	222	27	pipelines	pipeline	NOUN
ejpam-6866	222	28	.	.	PUNCT
ejpam-6866	223	1	however	however	ADV
ejpam-6866	223	2	,	,	PUNCT
ejpam-6866	223	3	the	the	DET
ejpam-6866	223	4	study	study	NOUN
ejpam-6866	223	5	does	do	AUX
ejpam-6866	223	6	admit	admit	VERB
ejpam-6866	223	7	to	to	ADP
ejpam-6866	223	8	a	a	DET
ejpam-6866	223	9	number	number	NOUN
ejpam-6866	223	10	of	of	ADP
ejpam-6866	223	11	limitations	limitation	NOUN
ejpam-6866	223	12	.	.	PUNCT
ejpam-6866	224	1	chief	chief	NOUN
ejpam-6866	224	2	among	among	ADP
ejpam-6866	224	3	them	they	PRON
ejpam-6866	224	4	is	be	AUX
ejpam-6866	224	5	that	that	SCONJ
ejpam-6866	224	6	there	there	PRON
ejpam-6866	224	7	is	be	VERB
ejpam-6866	224	8	a	a	DET
ejpam-6866	224	9	certain	certain	ADJ
ejpam-6866	224	10	linearity	linearity	NOUN
ejpam-6866	224	11	to	to	ADP
ejpam-6866	224	12	the	the	DET
ejpam-6866	224	13	framework	framework	NOUN
ejpam-6866	224	14	which	which	PRON
ejpam-6866	224	15	makes	make	VERB
ejpam-6866	224	16	it	it	PRON
ejpam-6866	224	17	difficult	difficult	ADJ
ejpam-6866	224	18	to	to	PART
ejpam-6866	224	19	capture	capture	VERB
ejpam-6866	224	20	nonlinear	nonlinear	ADJ
ejpam-6866	224	21	semantic	semantic	ADJ
ejpam-6866	224	22	phenomena	phenomenon	NOUN
ejpam-6866	224	23	like	like	ADP
ejpam-6866	224	24	metaphors	metaphor	NOUN
ejpam-6866	224	25	,	,	PUNCT
ejpam-6866	224	26	idiomatic	idiomatic	ADJ
ejpam-6866	224	27	expressions	expression	NOUN
ejpam-6866	224	28	and	and	CCONJ
ejpam-6866	224	29	irony	irony	NOUN
ejpam-6866	224	30	.	.	PUNCT
ejpam-6866	225	1	these	these	DET
ejpam-6866	225	2	aspects	aspect	NOUN
ejpam-6866	225	3	of	of	ADP
ejpam-6866	225	4	language	language	NOUN
ejpam-6866	225	5	often	often	ADV
ejpam-6866	225	6	demand	demand	VERB
ejpam-6866	225	7	consideration	consideration	NOUN
ejpam-6866	225	8	of	of	ADP
ejpam-6866	225	9	context	context	NOUN
ejpam-6866	225	10	sensitive	sensitive	ADJ
ejpam-6866	225	11	modelling	modelling	NOUN
ejpam-6866	225	12	or	or	CCONJ
ejpam-6866	225	13	probabilistic	probabilistic	ADJ
ejpam-6866	225	14	modelling	modelling	NOUN
ejpam-6866	225	15	techniques	technique	NOUN
ejpam-6866	225	16	which	which	PRON
ejpam-6866	225	17	can	can	AUX
ejpam-6866	225	18	include	include	VERB
ejpam-6866	225	19	neural	neural	ADJ
ejpam-6866	225	20	network	network	NOUN
ejpam-6866	225	21	-	-	PUNCT
ejpam-6866	225	22	based	base	VERB
ejpam-6866	225	23	modelling	modelling	NOUN
ejpam-6866	225	24	.	.	PUNCT
ejpam-6866	226	1	moreover	moreover	ADV
ejpam-6866	226	2	,	,	PUNCT
ejpam-6866	226	3	the	the	DET
ejpam-6866	226	4	current	current	ADJ
ejpam-6866	226	5	model	model	NOUN
ejpam-6866	226	6	has	have	VERB
ejpam-6866	226	7	difficulties	difficulty	NOUN
ejpam-6866	226	8	in	in	ADP
ejpam-6866	226	9	dealing	deal	VERB
ejpam-6866	226	10	with	with	ADP
ejpam-6866	226	11	lexical	lexical	ADJ
ejpam-6866	226	12	ambiguity	ambiguity	NOUN
ejpam-6866	226	13	and	and	CCONJ
ejpam-6866	226	14	m.	m.	NOUN
ejpam-6866	226	15	s.	s.	PROPN
ejpam-6866	226	16	yaseen	yaseen	PROPN
ejpam-6866	226	17	,	,	PUNCT
ejpam-6866	226	18	f.	f.	PROPN
ejpam-6866	226	19	alrimawi	alrimawi	PROPN
ejpam-6866	226	20	/	/	SYM
ejpam-6866	226	21	eur	eur	PROPN
ejpam-6866	226	22	.	.	PUNCT
ejpam-6866	227	1	j.	j.	PROPN
ejpam-6866	227	2	pure	pure	PROPN
ejpam-6866	227	3	appl	appl	PROPN
ejpam-6866	227	4	.	.	PROPN
ejpam-6866	227	5	math	math	PROPN
ejpam-6866	227	6	,	,	PUNCT
ejpam-6866	227	7	18	18	NUM
ejpam-6866	227	8	(	(	PUNCT
ejpam-6866	227	9	4	4	NUM
ejpam-6866	227	10	)	)	PUNCT
ejpam-6866	227	11	(	(	PUNCT
ejpam-6866	227	12	2025	2025	NUM
ejpam-6866	227	13	)	)	PUNCT
ejpam-6866	227	14	,	,	PUNCT
ejpam-6866	227	15	6866	6866	NUM
ejpam-6866	227	16	11	11	NUM
ejpam-6866	227	17	of	of	ADP
ejpam-6866	227	18	13	13	NUM
ejpam-6866	227	19	discourse	discourse	NOUN
ejpam-6866	227	20	-	-	PUNCT
ejpam-6866	227	21	level	level	NOUN
ejpam-6866	227	22	coherence	coherence	NOUN
ejpam-6866	227	23	.	.	PUNCT
ejpam-6866	228	1	vectors	vector	NOUN
ejpam-6866	228	2	are	be	AUX
ejpam-6866	228	3	difficult	difficult	ADJ
ejpam-6866	228	4	to	to	PART
ejpam-6866	228	5	apply	apply	VERB
ejpam-6866	228	6	to	to	ADP
ejpam-6866	228	7	the	the	DET
ejpam-6866	228	8	task	task	NOUN
ejpam-6866	228	9	of	of	ADP
ejpam-6866	228	10	word	word	NOUN
ejpam-6866	228	11	sense	sense	NOUN
ejpam-6866	228	12	disambiguation	disambiguation	NOUN
ejpam-6866	228	13	,	,	PUNCT
ejpam-6866	228	14	and	and	CCONJ
ejpam-6866	228	15	team	team	NOUN
ejpam-6866	228	16	2	2	NUM
ejpam-6866	228	17	and	and	CCONJ
ejpam-6866	228	18	team	team	NOUN
ejpam-6866	228	19	5	5	NUM
ejpam-6866	228	20	relied	rely	VERB
ejpam-6866	228	21	on	on	ADP
ejpam-6866	228	22	large	large	ADJ
ejpam-6866	228	23	pseudo	pseudo	NOUN
ejpam-6866	228	24	-	-	ADJ
ejpam-6866	228	25	annotated	annotate	VERB
ejpam-6866	228	26	corpora	corpora	NOUN
ejpam-6866	228	27	to	to	PART
ejpam-6866	228	28	get	get	VERB
ejpam-6866	228	29	satisfactory	satisfactory	ADJ
ejpam-6866	228	30	results	result	NOUN
ejpam-6866	228	31	or	or	CCONJ
ejpam-6866	228	32	the	the	DET
ejpam-6866	228	33	use	use	NOUN
ejpam-6866	228	34	of	of	ADP
ejpam-6866	228	35	context	context	NOUN
ejpam-6866	228	36	-	-	PUNCT
ejpam-6866	228	37	sensitive	sensitive	ADJ
ejpam-6866	228	38	embeddings	embedding	NOUN
ejpam-6866	228	39	.	.	PUNCT
ejpam-6866	229	1	discourse	discourse	NOUN
ejpam-6866	229	2	processing	processing	NOUN
ejpam-6866	229	3	adds	add	VERB
ejpam-6866	229	4	such	such	ADJ
ejpam-6866	229	5	phenomena	phenomenon	NOUN
ejpam-6866	229	6	as	as	ADP
ejpam-6866	229	7	anaphora	anaphora	ADJ
ejpam-6866	229	8	resolution	resolution	NOUN
ejpam-6866	229	9	and	and	CCONJ
ejpam-6866	229	10	topic	topic	NOUN
ejpam-6866	229	11	continuity	continuity	NOUN
ejpam-6866	229	12	that	that	SCONJ
ejpam-6866	229	13	while	while	SCONJ
ejpam-6866	229	14	hard	hard	ADJ
ejpam-6866	229	15	to	to	PART
ejpam-6866	229	16	attack	attack	VERB
ejpam-6866	229	17	using	use	VERB
ejpam-6866	229	18	static	static	ADJ
ejpam-6866	229	19	vectors	vector	NOUN
ejpam-6866	229	20	,	,	PUNCT
ejpam-6866	229	21	could	could	AUX
ejpam-6866	229	22	potentially	potentially	ADV
ejpam-6866	229	23	be	be	AUX
ejpam-6866	229	24	captured	capture	VERB
ejpam-6866	229	25	by	by	ADP
ejpam-6866	229	26	suitably	suitably	ADV
ejpam-6866	229	27	implemented	implement	VERB
ejpam-6866	229	28	linear	linear	PROPN
ejpam-6866	229	29	operators	operator	NOUN
ejpam-6866	229	30	.	.	PUNCT
ejpam-6866	230	1	to	to	PART
ejpam-6866	230	2	ante	ante	VERB
ejpam-6866	230	3	both	both	DET
ejpam-6866	230	4	these	these	DET
ejpam-6866	230	5	limitations	limitation	NOUN
ejpam-6866	230	6	,	,	PUNCT
ejpam-6866	230	7	future	future	ADJ
ejpam-6866	230	8	work	work	NOUN
ejpam-6866	230	9	should	should	AUX
ejpam-6866	230	10	consider	consider	VERB
ejpam-6866	230	11	combining	combine	VERB
ejpam-6866	230	12	the	the	DET
ejpam-6866	230	13	proposed	propose	VERB
ejpam-6866	230	14	operator	operator	NOUN
ejpam-6866	230	15	-	-	PUNCT
ejpam-6866	230	16	theoretic	theoretic	NOUN
ejpam-6866	230	17	in	in	ADP
ejpam-6866	230	18	the	the	DET
ejpam-6866	230	19	framework	framework	NOUN
ejpam-6866	230	20	with	with	ADP
ejpam-6866	230	21	contextual	contextual	ADJ
ejpam-6866	230	22	embedding	embed	VERB
ejpam-6866	230	23	models	model	NOUN
ejpam-6866	230	24	like	like	ADP
ejpam-6866	230	25	bert	bert	NOUN
ejpam-6866	230	26	or	or	CCONJ
ejpam-6866	230	27	gpt	gpt	NOUN
ejpam-6866	230	28	.	.	PUNCT
ejpam-6866	231	1	the	the	DET
ejpam-6866	231	2	models	model	NOUN
ejpam-6866	231	3	are	be	AUX
ejpam-6866	231	4	able	able	ADJ
ejpam-6866	231	5	to	to	PART
ejpam-6866	231	6	approximate	approximate	VERB
ejpam-6866	231	7	the	the	DET
ejpam-6866	231	8	usage	usage	NOUN
ejpam-6866	231	9	patterns	pattern	NOUN
ejpam-6866	231	10	at	at	ADP
ejpam-6866	231	11	the	the	DET
ejpam-6866	231	12	level	level	NOUN
ejpam-6866	231	13	of	of	ADP
ejpam-6866	231	14	instantiation	instantiation	NOUN
ejpam-6866	231	15	operators	operator	NOUN
ejpam-6866	231	16	’	'	PUNCT
ejpam-6866	231	17	matrices	matrix	NOUN
ejpam-6866	231	18	are	be	AUX
ejpam-6866	231	19	parameterized	parameterize	VERB
ejpam-6866	231	20	dynamically	dynamically	ADV
ejpam-6866	231	21	by	by	ADP
ejpam-6866	231	22	using	use	VERB
ejpam-6866	231	23	the	the	DET
ejpam-6866	231	24	context	context	NOUN
ejpam-6866	231	25	information	information	NOUN
ejpam-6866	231	26	.	.	PUNCT
ejpam-6866	232	1	these	these	DET
ejpam-6866	232	2	mixed	mixed	ADJ
ejpam-6866	232	3	paradigms	paradigm	NOUN
ejpam-6866	232	4	,	,	PUNCT
ejpam-6866	232	5	can	can	AUX
ejpam-6866	232	6	be	be	AUX
ejpam-6866	232	7	used	use	VERB
ejpam-6866	232	8	to	to	PART
ejpam-6866	232	9	find	find	VERB
ejpam-6866	232	10	a	a	DET
ejpam-6866	232	11	compromise	compromise	NOUN
ejpam-6866	232	12	between	between	ADP
ejpam-6866	232	13	interpretability	interpretability	NOUN
ejpam-6866	232	14	and	and	CCONJ
ejpam-6866	232	15	adaptability	adaptability	NOUN
ejpam-6866	232	16	which	which	PRON
ejpam-6866	232	17	increases	increase	VERB
ejpam-6866	232	18	the	the	DET
ejpam-6866	232	19	transparency	transparency	NOUN
ejpam-6866	232	20	and	and	CCONJ
ejpam-6866	232	21	improve	improve	VERB
ejpam-6866	232	22	the	the	DET
ejpam-6866	232	23	effectiveness	effectiveness	NOUN
ejpam-6866	232	24	of	of	ADP
ejpam-6866	232	25	semantic	semantic	ADJ
ejpam-6866	232	26	modelling	modelling	NOUN
ejpam-6866	232	27	.	.	PUNCT
ejpam-6866	233	1	commendably	commendably	ADV
ejpam-6866	233	2	,	,	PUNCT
ejpam-6866	233	3	another	another	DET
ejpam-6866	233	4	thrilling	thrilling	ADJ
ejpam-6866	233	5	topic	topic	NOUN
ejpam-6866	233	6	to	to	PART
ejpam-6866	233	7	investigate	investigate	VERB
ejpam-6866	233	8	is	be	AUX
ejpam-6866	233	9	arithmetic	arithmetic	ADJ
ejpam-6866	233	10	of	of	ADP
ejpam-6866	233	11	operator	operator	NOUN
ejpam-6866	233	12	matrices	matrix	NOUN
ejpam-6866	233	13	generated	generate	VERB
ejpam-6866	233	14	by	by	ADP
ejpam-6866	233	15	means	mean	NOUN
ejpam-6866	233	16	of	of	ADP
ejpam-6866	233	17	linguistic	linguistic	ADJ
ejpam-6866	233	18	data	datum	NOUN
ejpam-6866	233	19	automatically	automatically	ADV
ejpam-6866	233	20	.	.	PUNCT
ejpam-6866	234	1	with	with	ADP
ejpam-6866	234	2	syntactically	syntactically	ADV
ejpam-6866	234	3	and	and	CCONJ
ejpam-6866	234	4	semantically	semantically	ADV
ejpam-6866	234	5	annotated	annotate	VERB
ejpam-6866	234	6	corpora	corpora	NOUN
ejpam-6866	234	7	in	in	ADP
ejpam-6866	234	8	a	a	DET
ejpam-6866	234	9	supervised	supervised	ADJ
ejpam-6866	234	10	learning	learning	NOUN
ejpam-6866	234	11	environment	environment	NOUN
ejpam-6866	234	12	,	,	PUNCT
ejpam-6866	234	13	it	it	PRON
ejpam-6866	234	14	is	be	AUX
ejpam-6866	234	15	possible	possible	ADJ
ejpam-6866	234	16	to	to	PART
ejpam-6866	234	17	employ	employ	VERB
ejpam-6866	234	18	optimization	optimization	NOUN
ejpam-6866	234	19	methods	method	NOUN
ejpam-6866	234	20	or	or	CCONJ
ejpam-6866	234	21	machine	machine	NOUN
ejpam-6866	234	22	learning	learn	VERB
ejpam-6866	234	23	algorithms	algorithm	NOUN
ejpam-6866	234	24	to	to	PART
ejpam-6866	234	25	try	try	VERB
ejpam-6866	234	26	to	to	PART
ejpam-6866	234	27	figure	figure	VERB
ejpam-6866	234	28	out	out	ADP
ejpam-6866	234	29	the	the	DET
ejpam-6866	234	30	best	good	ADJ
ejpam-6866	234	31	parameters	parameter	NOUN
ejpam-6866	234	32	for	for	ADP
ejpam-6866	234	33	observed	observed	ADJ
ejpam-6866	234	34	semantic	semantic	ADJ
ejpam-6866	234	35	shifts	shift	NOUN
ejpam-6866	234	36	.	.	PUNCT
ejpam-6866	235	1	as	as	ADP
ejpam-6866	235	2	a	a	DET
ejpam-6866	235	3	multilingual	multilingual	ADJ
ejpam-6866	235	4	view	view	NOUN
ejpam-6866	235	5	,	,	PUNCT
ejpam-6866	235	6	mathematical	mathematical	ADJ
ejpam-6866	235	7	abstraction	abstraction	NOUN
ejpam-6866	235	8	,	,	PUNCT
ejpam-6866	235	9	which	which	PRON
ejpam-6866	235	10	is	be	AUX
ejpam-6866	235	11	a	a	DET
ejpam-6866	235	12	part	part	NOUN
ejpam-6866	235	13	of	of	ADP
ejpam-6866	235	14	this	this	DET
ejpam-6866	235	15	model	model	NOUN
ejpam-6866	235	16	,	,	PUNCT
ejpam-6866	235	17	is	be	AUX
ejpam-6866	235	18	useful	useful	ADJ
ejpam-6866	235	19	in	in	ADP
ejpam-6866	235	20	cross	cross	ADJ
ejpam-6866	235	21	-	-	ADJ
ejpam-6866	235	22	linguistic	linguistic	ADJ
ejpam-6866	235	23	generalization	generalization	NOUN
ejpam-6866	235	24	.	.	PUNCT
ejpam-6866	236	1	the	the	DET
ejpam-6866	236	2	fact	fact	NOUN
ejpam-6866	236	3	that	that	SCONJ
ejpam-6866	236	4	operator	operator	NOUN
ejpam-6866	236	5	theory	theory	NOUN
ejpam-6866	236	6	is	be	AUX
ejpam-6866	236	7	not	not	PART
ejpam-6866	236	8	languagespecific	languagespecific	ADJ
ejpam-6866	236	9	gives	give	VERB
ejpam-6866	236	10	a	a	DET
ejpam-6866	236	11	place	place	NOUN
ejpam-6866	236	12	for	for	ADP
ejpam-6866	236	13	the	the	DET
ejpam-6866	236	14	meaning	meaning	ADJ
ejpam-6866	236	15	representations	representation	NOUN
ejpam-6866	236	16	in	in	ADP
ejpam-6866	236	17	the	the	DET
ejpam-6866	236	18	various	various	ADJ
ejpam-6866	236	19	syntactic	syntactic	ADJ
ejpam-6866	236	20	typologies	typology	NOUN
ejpam-6866	236	21	to	to	PART
ejpam-6866	236	22	be	be	AUX
ejpam-6866	236	23	represented	represent	VERB
ejpam-6866	236	24	.	.	PUNCT
ejpam-6866	237	1	in	in	ADP
ejpam-6866	237	2	this	this	DET
ejpam-6866	237	3	way	way	NOUN
ejpam-6866	237	4	,	,	PUNCT
ejpam-6866	237	5	opens	open	VERB
ejpam-6866	237	6	the	the	DET
ejpam-6866	237	7	way	way	NOUN
ejpam-6866	237	8	to	to	ADP
ejpam-6866	237	9	better	well	ADJ
ejpam-6866	237	10	cross	cross	VERB
ejpam-6866	237	11	-	-	ADJ
ejpam-6866	237	12	linguistics	linguistics	ADJ
ejpam-6866	237	13	semantics	semantic	NOUN
ejpam-6866	237	14	and	and	CCONJ
ejpam-6866	237	15	more	more	ADJ
ejpam-6866	237	16	machine	machine	NOUN
ejpam-6866	237	17	translation	translation	NOUN
ejpam-6866	237	18	systems	system	NOUN
ejpam-6866	237	19	.	.	PUNCT
ejpam-6866	238	1	there	there	PRON
ejpam-6866	238	2	are	be	VERB
ejpam-6866	238	3	consequential	consequential	ADJ
ejpam-6866	238	4	implications	implication	NOUN
ejpam-6866	238	5	for	for	ADP
ejpam-6866	238	6	this	this	DET
ejpam-6866	238	7	work	work	NOUN
ejpam-6866	238	8	as	as	ADV
ejpam-6866	238	9	well	well	ADV
ejpam-6866	238	10	for	for	ADP
ejpam-6866	238	11	education	education	NOUN
ejpam-6866	238	12	.	.	PUNCT
ejpam-6866	239	1	the	the	DET
ejpam-6866	239	2	framework	framework	NOUN
ejpam-6866	239	3	is	be	AUX
ejpam-6866	239	4	numerically	numerically	ADV
ejpam-6866	239	5	transparent	transparent	ADJ
ejpam-6866	239	6	,	,	PUNCT
ejpam-6866	239	7	which	which	PRON
ejpam-6866	239	8	means	mean	VERB
ejpam-6866	239	9	that	that	SCONJ
ejpam-6866	239	10	it	it	PRON
ejpam-6866	239	11	is	be	AUX
ejpam-6866	239	12	a	a	DET
ejpam-6866	239	13	good	good	ADJ
ejpam-6866	239	14	pedagogical	pedagogical	ADJ
ejpam-6866	239	15	tool	tool	NOUN
ejpam-6866	239	16	for	for	ADP
ejpam-6866	239	17	teaching	teach	VERB
ejpam-6866	239	18	about	about	ADP
ejpam-6866	239	19	compositional	compositional	ADJ
ejpam-6866	239	20	semantics	semantic	NOUN
ejpam-6866	239	21	.	.	PUNCT
ejpam-6866	240	1	it	it	PRON
ejpam-6866	240	2	can	can	AUX
ejpam-6866	240	3	facilitate	facilitate	VERB
ejpam-6866	240	4	symbolic	symbolic	ADJ
ejpam-6866	240	5	linguistics	linguistic	NOUN
ejpam-6866	240	6	and	and	CCONJ
ejpam-6866	240	7	empirical	empirical	ADJ
ejpam-6866	240	8	computational	computational	ADJ
ejpam-6866	240	9	linguistics	linguistic	NOUN
ejpam-6866	240	10	together	together	ADV
ejpam-6866	240	11	and	and	CCONJ
ejpam-6866	240	12	the	the	DET
ejpam-6866	240	13	interdisciplinary	interdisciplinary	ADJ
ejpam-6866	240	14	teaching	teaching	NOUN
ejpam-6866	240	15	and	and	CCONJ
ejpam-6866	240	16	research	research	NOUN
ejpam-6866	240	17	.	.	PUNCT
ejpam-6866	241	1	this	this	DET
ejpam-6866	241	2	work	work	NOUN
ejpam-6866	241	3	will	will	AUX
ejpam-6866	241	4	help	help	VERB
ejpam-6866	241	5	,	,	PUNCT
ejpam-6866	241	6	finally	finally	ADV
ejpam-6866	241	7	,	,	PUNCT
ejpam-6866	241	8	to	to	PART
ejpam-6866	241	9	accomplish	accomplish	VERB
ejpam-6866	241	10	interpretable	interpretable	ADJ
ejpam-6866	241	11	and	and	CCONJ
ejpam-6866	241	12	sustainable	sustainable	ADJ
ejpam-6866	241	13	ai	ai	NOUN
ejpam-6866	241	14	.	.	PUNCT
ejpam-6866	242	1	this	this	DET
ejpam-6866	242	2	type	type	NOUN
ejpam-6866	242	3	of	of	ADP
ejpam-6866	242	4	categorical	categorical	ADJ
ejpam-6866	242	5	basis	basis	NOUN
ejpam-6866	242	6	of	of	ADP
ejpam-6866	242	7	semantic	semantic	ADJ
ejpam-6866	242	8	modelling	modelling	NOUN
ejpam-6866	242	9	has	have	VERB
ejpam-6866	242	10	the	the	DET
ejpam-6866	242	11	power	power	NOUN
ejpam-6866	242	12	of	of	ADP
ejpam-6866	242	13	enabling	enable	VERB
ejpam-6866	242	14	the	the	DET
ejpam-6866	242	15	formation	formation	NOUN
ejpam-6866	242	16	of	of	ADP
ejpam-6866	242	17	transparent	transparent	ADJ
ejpam-6866	242	18	,	,	PUNCT
ejpam-6866	242	19	ethical	ethical	ADJ
ejpam-6866	242	20	and	and	CCONJ
ejpam-6866	242	21	secure	secure	ADJ
ejpam-6866	242	22	language	language	NOUN
ejpam-6866	242	23	technologies	technology	NOUN
ejpam-6866	242	24	based	base	VERB
ejpam-6866	242	25	on	on	ADP
ejpam-6866	242	26	known	know	VERB
ejpam-6866	242	27	mathematical	mathematical	ADJ
ejpam-6866	242	28	models	model	NOUN
ejpam-6866	242	29	.	.	PUNCT
ejpam-6866	243	1	such	such	ADJ
ejpam-6866	243	2	forms	form	NOUN
ejpam-6866	243	3	of	of	ADP
ejpam-6866	243	4	technology	technology	NOUN
ejpam-6866	243	5	are	be	AUX
ejpam-6866	243	6	becoming	become	VERB
ejpam-6866	243	7	major	major	ADJ
ejpam-6866	243	8	players	player	NOUN
ejpam-6866	243	9	in	in	ADP
ejpam-6866	243	10	other	other	ADJ
ejpam-6866	243	11	more	more	ADV
ejpam-6866	243	12	serious	serious	ADJ
ejpam-6866	243	13	areas	area	NOUN
ejpam-6866	243	14	of	of	ADP
ejpam-6866	243	15	applications	application	NOUN
ejpam-6866	243	16	such	such	ADJ
ejpam-6866	243	17	as	as	ADP
ejpam-6866	243	18	the	the	DET
ejpam-6866	243	19	text	text	NOUN
ejpam-6866	243	20	analysis	analysis	NOUN
ejpam-6866	243	21	in	in	ADP
ejpam-6866	243	22	law	law	NOUN
ejpam-6866	243	23	,	,	PUNCT
ejpam-6866	243	24	policy	policy	NOUN
ejpam-6866	243	25	modelling	modelling	NOUN
ejpam-6866	243	26	and	and	CCONJ
ejpam-6866	243	27	education	education	NOUN
ejpam-6866	243	28	.	.	PUNCT
ejpam-6866	244	1	in	in	ADP
ejpam-6866	244	2	conclusion	conclusion	NOUN
ejpam-6866	244	3	,	,	PUNCT
ejpam-6866	244	4	the	the	DET
ejpam-6866	244	5	operator	operator	NOUN
ejpam-6866	244	6	-	-	PUNCT
ejpam-6866	244	7	theoretic	theoretic	NOUN
ejpam-6866	244	8	model	model	NOUN
ejpam-6866	244	9	presented	present	VERB
ejpam-6866	244	10	in	in	ADP
ejpam-6866	244	11	this	this	DET
ejpam-6866	244	12	paper	paper	NOUN
ejpam-6866	244	13	has	have	VERB
ejpam-6866	244	14	a	a	DET
ejpam-6866	244	15	lot	lot	NOUN
ejpam-6866	244	16	of	of	ADP
ejpam-6866	244	17	potential	potential	NOUN
ejpam-6866	244	18	when	when	SCONJ
ejpam-6866	244	19	it	it	PRON
ejpam-6866	244	20	comes	come	VERB
ejpam-6866	244	21	to	to	ADP
ejpam-6866	244	22	the	the	DET
ejpam-6866	244	23	future	future	ADJ
ejpam-6866	244	24	research	research	NOUN
ejpam-6866	244	25	of	of	ADP
ejpam-6866	244	26	computational	computational	ADJ
ejpam-6866	244	27	semantics	semantic	NOUN
ejpam-6866	244	28	;	;	PUNCT
ejpam-6866	244	29	still	still	ADV
ejpam-6866	244	30	,	,	PUNCT
ejpam-6866	244	31	there	there	PRON
ejpam-6866	244	32	are	be	VERB
ejpam-6866	244	33	challenges	challenge	NOUN
ejpam-6866	244	34	ahead	ahead	ADV
ejpam-6866	244	35	to	to	PART
ejpam-6866	244	36	get	get	VERB
ejpam-6866	244	37	over	over	ADP
ejpam-6866	244	38	.	.	PUNCT
ejpam-6866	245	1	it	it	PRON
ejpam-6866	245	2	is	be	AUX
ejpam-6866	245	3	modular	modular	ADJ
ejpam-6866	245	4	,	,	PUNCT
ejpam-6866	245	5	extensible	extensible	ADJ
ejpam-6866	245	6	and	and	CCONJ
ejpam-6866	245	7	interpretable	interpretable	ADJ
ejpam-6866	245	8	thus	thus	ADV
ejpam-6866	245	9	making	make	VERB
ejpam-6866	245	10	it	it	PRON
ejpam-6866	245	11	a	a	DET
ejpam-6866	245	12	useful	useful	ADJ
ejpam-6866	245	13	piece	piece	NOUN
ejpam-6866	245	14	of	of	ADP
ejpam-6866	245	15	work	work	NOUN
ejpam-6866	245	16	which	which	PRON
ejpam-6866	245	17	can	can	AUX
ejpam-6866	245	18	be	be	AUX
ejpam-6866	245	19	used	use	VERB
ejpam-6866	245	20	or	or	CCONJ
ejpam-6866	245	21	extended	extend	VERB
ejpam-6866	245	22	upon	upon	SCONJ
ejpam-6866	245	23	in	in	ADP
ejpam-6866	245	24	future	future	ADJ
ejpam-6866	245	25	academic	academic	ADJ
ejpam-6866	245	26	and	and	CCONJ
ejpam-6866	245	27	practical	practical	ADJ
ejpam-6866	245	28	research	research	NOUN
ejpam-6866	245	29	on	on	ADP
ejpam-6866	245	30	natural	natural	ADJ
ejpam-6866	245	31	language	language	NOUN
ejpam-6866	245	32	understandings	understanding	NOUN
ejpam-6866	245	33	efforts	effort	NOUN
ejpam-6866	245	34	.	.	PUNCT
ejpam-6866	246	1	despite	despite	SCONJ
ejpam-6866	246	2	the	the	DET
ejpam-6866	246	3	fact	fact	NOUN
ejpam-6866	246	4	that	that	SCONJ
ejpam-6866	246	5	an	an	DET
ejpam-6866	246	6	operator	operator	NOUN
ejpam-6866	246	7	-	-	PUNCT
ejpam-6866	246	8	theoretic	theoretic	NOUN
ejpam-6866	246	9	approach	approach	NOUN
ejpam-6866	246	10	to	to	ADP
ejpam-6866	246	11	compositional	compositional	ADJ
ejpam-6866	246	12	semantics	semantic	NOUN
ejpam-6866	246	13	provides	provide	VERB
ejpam-6866	246	14	a	a	DET
ejpam-6866	246	15	simple	simple	ADJ
ejpam-6866	246	16	,	,	PUNCT
ejpam-6866	246	17	well	well	ADV
ejpam-6866	246	18	-	-	PUNCT
ejpam-6866	246	19	understandable	understandable	ADJ
ejpam-6866	246	20	model	model	NOUN
ejpam-6866	246	21	,	,	PUNCT
ejpam-6866	246	22	it	it	PRON
ejpam-6866	246	23	has	have	VERB
ejpam-6866	246	24	some	some	DET
ejpam-6866	246	25	drawbacks	drawback	NOUN
ejpam-6866	246	26	which	which	PRON
ejpam-6866	246	27	deserve	deserve	VERB
ejpam-6866	246	28	to	to	PART
ejpam-6866	246	29	be	be	AUX
ejpam-6866	246	30	acknowledged	acknowledge	VERB
ejpam-6866	246	31	.	.	PUNCT
ejpam-6866	247	1	first	first	ADV
ejpam-6866	247	2	,	,	PUNCT
ejpam-6866	247	3	the	the	DET
ejpam-6866	247	4	use	use	NOUN
ejpam-6866	247	5	of	of	ADP
ejpam-6866	247	6	simplified	simplified	ADJ
ejpam-6866	247	7	three	three	NUM
ejpam-6866	247	8	-	-	PUNCT
ejpam-6866	247	9	dimensional	dimensional	ADJ
ejpam-6866	247	10	vector	vector	NOUN
ejpam-6866	247	11	spaces	space	NOUN
ejpam-6866	247	12	of	of	ADP
ejpam-6866	247	13	illustrative	illustrative	ADJ
ejpam-6866	247	14	toy	toy	NOUN
ejpam-6866	247	15	models	model	NOUN
ejpam-6866	247	16	,	,	PUNCT
ejpam-6866	247	17	which	which	PRON
ejpam-6866	247	18	is	be	AUX
ejpam-6866	247	19	computationally	computationally	ADV
ejpam-6866	247	20	convenient	convenient	ADJ
ejpam-6866	247	21	,	,	PUNCT
ejpam-6866	247	22	decreases	decrease	VERB
ejpam-6866	247	23	semantic	semantic	ADJ
ejpam-6866	247	24	richness	richness	NOUN
ejpam-6866	247	25	considerably	considerably	ADV
ejpam-6866	247	26	.	.	PUNCT
ejpam-6866	248	1	not	not	PART
ejpam-6866	248	2	all	all	DET
ejpam-6866	248	3	linguistic	linguistic	ADJ
ejpam-6866	248	4	information	information	NOUN
ejpam-6866	248	5	can	can	AUX
ejpam-6866	248	6	be	be	AUX
ejpam-6866	248	7	embedded	embed	VERB
ejpam-6866	248	8	for	for	ADP
ejpam-6866	248	9	a	a	DET
ejpam-6866	248	10	high	high	ADJ
ejpam-6866	248	11	-	-	PUNCT
ejpam-6866	248	12	dimensional	dimensional	ADJ
ejpam-6866	248	13	representation	representation	NOUN
ejpam-6866	248	14	with	with	ADP
ejpam-6866	248	15	dimensions	dimension	NOUN
ejpam-6866	248	16	in	in	ADP
ejpam-6866	248	17	the	the	DET
ejpam-6866	248	18	order	order	NOUN
ejpam-6866	248	19	of	of	ADP
ejpam-6866	248	20	hundreds	hundred	NOUN
ejpam-6866	248	21	,	,	PUNCT
ejpam-6866	248	22	where	where	SCONJ
ejpam-6866	248	23	capturing	capture	VERB
ejpam-6866	248	24	all	all	DET
ejpam-6866	248	25	aspect	aspect	NOUN
ejpam-6866	248	26	of	of	ADP
ejpam-6866	248	27	the	the	DET
ejpam-6866	248	28	lexical	lexical	ADJ
ejpam-6866	248	29	meaning	meaning	NOUN
ejpam-6866	248	30	is	be	AUX
ejpam-6866	248	31	fit	fit	ADJ
ejpam-6866	248	32	m.	m.	NOUN
ejpam-6866	248	33	s.	s.	PROPN
ejpam-6866	248	34	yaseen	yaseen	PROPN
ejpam-6866	248	35	,	,	PUNCT
ejpam-6866	248	36	f.	f.	PROPN
ejpam-6866	248	37	alrimawi	alrimawi	PROPN
ejpam-6866	248	38	/	/	SYM
ejpam-6866	248	39	eur	eur	PROPN
ejpam-6866	248	40	.	.	PUNCT
ejpam-6866	249	1	j.	j.	PROPN
ejpam-6866	249	2	pure	pure	PROPN
ejpam-6866	249	3	appl	appl	PROPN
ejpam-6866	249	4	.	.	PROPN
ejpam-6866	249	5	math	math	PROPN
ejpam-6866	249	6	,	,	PUNCT
ejpam-6866	249	7	18	18	NUM
ejpam-6866	249	8	(	(	PUNCT
ejpam-6866	249	9	4	4	NUM
ejpam-6866	249	10	)	)	PUNCT
ejpam-6866	249	11	(	(	PUNCT
ejpam-6866	249	12	2025	2025	NUM
ejpam-6866	249	13	)	)	PUNCT
ejpam-6866	249	14	,	,	PUNCT
ejpam-6866	249	15	6866	6866	NUM
ejpam-6866	249	16	12	12	NUM
ejpam-6866	249	17	of	of	ADP
ejpam-6866	249	18	13	13	NUM
ejpam-6866	249	19	to	to	PART
ejpam-6866	249	20	be	be	AUX
ejpam-6866	249	21	considered	consider	VERB
ejpam-6866	249	22	accurate	accurate	ADJ
ejpam-6866	249	23	from	from	ADP
ejpam-6866	249	24	a	a	DET
ejpam-6866	249	25	real	real	ADJ
ejpam-6866	249	26	-	-	PUNCT
ejpam-6866	249	27	world	world	NOUN
ejpam-6866	249	28	language	language	NOUN
ejpam-6866	249	29	understanding	understanding	NOUN
ejpam-6866	249	30	perspective	perspective	NOUN
ejpam-6866	249	31	.	.	PUNCT
ejpam-6866	250	1	second	second	ADJ
ejpam-6866	250	2	,	,	PUNCT
ejpam-6866	250	3	strong	strong	ADJ
ejpam-6866	250	4	assumptions	assumption	NOUN
ejpam-6866	250	5	of	of	ADP
ejpam-6866	250	6	linearity	linearity	NOUN
ejpam-6866	250	7	are	be	AUX
ejpam-6866	250	8	made	make	VERB
ejpam-6866	250	9	in	in	ADP
ejpam-6866	250	10	the	the	DET
ejpam-6866	250	11	model	model	NOUN
ejpam-6866	250	12	.	.	PUNCT
ejpam-6866	251	1	however	however	ADV
ejpam-6866	251	2	,	,	PUNCT
ejpam-6866	251	3	a	a	DET
ejpam-6866	251	4	lot	lot	NOUN
ejpam-6866	251	5	of	of	ADP
ejpam-6866	251	6	phenomena	phenomenon	NOUN
ejpam-6866	251	7	of	of	ADP
ejpam-6866	251	8	natural	natural	ADJ
ejpam-6866	251	9	language	language	NOUN
ejpam-6866	251	10	semantics	semantic	NOUN
ejpam-6866	251	11	,	,	PUNCT
ejpam-6866	251	12	such	such	ADJ
ejpam-6866	251	13	as	as	ADP
ejpam-6866	251	14	implicature	implicature	ADJ
ejpam-6866	251	15	,	,	PUNCT
ejpam-6866	251	16	sarcasm	sarcasm	NOUN
ejpam-6866	251	17	,	,	PUNCT
ejpam-6866	251	18	and	and	CCONJ
ejpam-6866	251	19	metaphor	metaphor	NOUN
ejpam-6866	251	20	,	,	PUNCT
ejpam-6866	251	21	are	be	AUX
ejpam-6866	251	22	non	non	ADJ
ejpam-6866	251	23	-	-	ADJ
ejpam-6866	251	24	linear	linear	ADJ
ejpam-6866	251	25	in	in	ADP
ejpam-6866	251	26	nature	nature	NOUN
ejpam-6866	251	27	.	.	PUNCT
ejpam-6866	252	1	incorporation	incorporation	NOUN
ejpam-6866	252	2	of	of	ADP
ejpam-6866	252	3	such	such	ADJ
ejpam-6866	252	4	non	non	ADJ
ejpam-6866	252	5	-	-	ADJ
ejpam-6866	252	6	linear	linear	ADJ
ejpam-6866	252	7	transformations	transformation	NOUN
ejpam-6866	252	8	especially	especially	ADV
ejpam-6866	252	9	based	base	VERB
ejpam-6866	252	10	on	on	ADP
ejpam-6866	252	11	neural	neural	ADJ
ejpam-6866	252	12	computation	computation	NOUN
ejpam-6866	252	13	,	,	PUNCT
ejpam-6866	252	14	is	be	AUX
ejpam-6866	252	15	a	a	DET
ejpam-6866	252	16	challenging	challenging	ADJ
ejpam-6866	252	17	and	and	CCONJ
ejpam-6866	252	18	open	open	ADJ
ejpam-6866	252	19	problem	problem	NOUN
ejpam-6866	252	20	.	.	PUNCT
ejpam-6866	253	1	third	third	ADJ
ejpam-6866	253	2	,	,	PUNCT
ejpam-6866	253	3	whereas	whereas	SCONJ
ejpam-6866	253	4	manually	manually	ADV
ejpam-6866	253	5	set	set	VERB
ejpam-6866	253	6	vectors	vector	NOUN
ejpam-6866	253	7	are	be	AUX
ejpam-6866	253	8	just	just	ADV
ejpam-6866	253	9	fine	fine	ADJ
ejpam-6866	253	10	for	for	ADP
ejpam-6866	253	11	illustrative	illustrative	ADJ
ejpam-6866	253	12	purposes	purpose	NOUN
ejpam-6866	253	13	,	,	PUNCT
ejpam-6866	253	14	for	for	ADP
ejpam-6866	253	15	an	an	DET
ejpam-6866	253	16	empirical	empirical	ADJ
ejpam-6866	253	17	application	application	NOUN
ejpam-6866	253	18	of	of	ADP
ejpam-6866	253	19	the	the	DET
ejpam-6866	253	20	framework	framework	NOUN
ejpam-6866	253	21	,	,	PUNCT
ejpam-6866	253	22	it	it	PRON
ejpam-6866	253	23	is	be	AUX
ejpam-6866	253	24	important	important	ADJ
ejpam-6866	253	25	to	to	PART
ejpam-6866	253	26	train	train	VERB
ejpam-6866	253	27	matrices	matrix	NOUN
ejpam-6866	253	28	for	for	ADP
ejpam-6866	253	29	real	real	ADJ
ejpam-6866	253	30	corpora	corpus	NOUN
ejpam-6866	253	31	.	.	PUNCT
ejpam-6866	254	1	this	this	PRON
ejpam-6866	254	2	introduces	introduce	VERB
ejpam-6866	254	3	issues	issue	NOUN
ejpam-6866	254	4	of	of	ADP
ejpam-6866	254	5	data	datum	NOUN
ejpam-6866	254	6	sparsity	sparsity	NOUN
ejpam-6866	254	7	,	,	PUNCT
ejpam-6866	254	8	noise	noise	NOUN
ejpam-6866	254	9	,	,	PUNCT
ejpam-6866	254	10	interpretability	interpretability	NOUN
ejpam-6866	254	11	and	and	CCONJ
ejpam-6866	254	12	domain	domain	NOUN
ejpam-6866	254	13	specificity	specificity	NOUN
ejpam-6866	254	14	.	.	PUNCT
ejpam-6866	255	1	finally	finally	ADV
ejpam-6866	255	2	,	,	PUNCT
ejpam-6866	255	3	splitting	split	VERB
ejpam-6866	255	4	semantic	semantic	ADJ
ejpam-6866	255	5	roles	role	NOUN
ejpam-6866	255	6	into	into	ADP
ejpam-6866	255	7	symmetric	symmetric	ADJ
ejpam-6866	255	8	(	(	PUNCT
ejpam-6866	255	9	hermitian	hermitian	ADJ
ejpam-6866	255	10	)	)	PUNCT
ejpam-6866	255	11	and	and	CCONJ
ejpam-6866	255	12	skew	skew	ADJ
ejpam-6866	255	13	(	(	PUNCT
ejpam-6866	255	14	skew	skew	NOUN
ejpam-6866	255	15	-	-	PUNCT
ejpam-6866	255	16	hermitian	hermitian	ADJ
ejpam-6866	255	17	)	)	PUNCT
ejpam-6866	255	18	aspects	aspect	NOUN
ejpam-6866	255	19	presupposes	presuppose	VERB
ejpam-6866	255	20	a	a	DET
ejpam-6866	255	21	static	static	ADJ
ejpam-6866	255	22	interpretation	interpretation	NOUN
ejpam-6866	255	23	of	of	ADP
ejpam-6866	255	24	semantic	semantic	ADJ
ejpam-6866	255	25	roles	role	NOUN
ejpam-6866	255	26	.	.	PUNCT
ejpam-6866	256	1	in	in	ADP
ejpam-6866	256	2	contrast	contrast	NOUN
ejpam-6866	256	3	,	,	PUNCT
ejpam-6866	256	4	use	use	NOUN
ejpam-6866	256	5	of	of	ADP
ejpam-6866	256	6	natural	natural	ADJ
ejpam-6866	256	7	language	language	NOUN
ejpam-6866	256	8	is	be	AUX
ejpam-6866	256	9	very	very	ADV
ejpam-6866	256	10	dynamic	dynamic	ADJ
ejpam-6866	256	11	with	with	ADP
ejpam-6866	256	12	contextual	contextual	ADJ
ejpam-6866	256	13	and	and	CCONJ
ejpam-6866	256	14	pragmatic	pragmatic	ADJ
ejpam-6866	256	15	movements	movement	NOUN
ejpam-6866	256	16	that	that	PRON
ejpam-6866	256	17	add	add	VERB
ejpam-6866	256	18	to	to	ADP
ejpam-6866	256	19	or	or	CCONJ
ejpam-6866	256	20	change	change	VERB
ejpam-6866	256	21	meaning	meaning	NOUN
ejpam-6866	256	22	on	on	ADP
ejpam-6866	256	23	the	the	DET
ejpam-6866	256	24	spot	spot	NOUN
ejpam-6866	256	25	.	.	PUNCT
ejpam-6866	257	1	these	these	DET
ejpam-6866	257	2	nuances	nuance	NOUN
ejpam-6866	257	3	are	be	AUX
ejpam-6866	257	4	not	not	PART
ejpam-6866	257	5	easily	easily	ADV
ejpam-6866	257	6	represented	represent	VERB
ejpam-6866	257	7	in	in	ADP
ejpam-6866	257	8	models	model	NOUN
ejpam-6866	257	9	based	base	VERB
ejpam-6866	257	10	on	on	ADP
ejpam-6866	257	11	fixed	fix	VERB
ejpam-6866	257	12	operators	operator	NOUN
ejpam-6866	257	13	and	and	CCONJ
ejpam-6866	257	14	we	we	PRON
ejpam-6866	257	15	demonstrate	demonstrate	VERB
ejpam-6866	257	16	that	that	SCONJ
ejpam-6866	257	17	models	model	NOUN
ejpam-6866	257	18	which	which	PRON
ejpam-6866	257	19	have	have	VERB
ejpam-6866	257	20	to	to	PART
ejpam-6866	257	21	model	model	VERB
ejpam-6866	257	22	how	how	SCONJ
ejpam-6866	257	23	the	the	DET
ejpam-6866	257	24	discourse	discourse	NOUN
ejpam-6866	257	25	context	context	NOUN
ejpam-6866	257	26	changes	change	NOUN
ejpam-6866	257	27	are	be	AUX
ejpam-6866	257	28	needed	need	VERB
ejpam-6866	257	29	.	.	PUNCT
ejpam-6866	258	1	future	future	ADJ
ejpam-6866	258	2	work	work	NOUN
ejpam-6866	258	3	will	will	AUX
ejpam-6866	258	4	focus	focus	VERB
ejpam-6866	258	5	on	on	ADP
ejpam-6866	258	6	scaling	scale	VERB
ejpam-6866	258	7	the	the	DET
ejpam-6866	258	8	model	model	NOUN
ejpam-6866	258	9	to	to	ADP
ejpam-6866	258	10	high	high	ADJ
ejpam-6866	258	11	-	-	PUNCT
ejpam-6866	258	12	dimensional	dimensional	ADJ
ejpam-6866	258	13	word	word	NOUN
ejpam-6866	258	14	embeddings	embedding	NOUN
ejpam-6866	258	15	(	(	PUNCT
ejpam-6866	258	16	e.g.	e.g.	ADV
ejpam-6866	258	17	,	,	PUNCT
ejpam-6866	258	18	glove	glove	NOUN
ejpam-6866	258	19	or	or	CCONJ
ejpam-6866	258	20	bert	bert	NOUN
ejpam-6866	258	21	representations	representation	NOUN
ejpam-6866	258	22	)	)	PUNCT
ejpam-6866	258	23	and	and	CCONJ
ejpam-6866	258	24	integrating	integrate	VERB
ejpam-6866	258	25	probabilistic	probabilistic	ADJ
ejpam-6866	258	26	operators	operator	NOUN
ejpam-6866	258	27	to	to	PART
ejpam-6866	258	28	model	model	VERB
ejpam-6866	258	29	ambiguity	ambiguity	NOUN
ejpam-6866	258	30	.	.	PUNCT
ejpam-6866	259	1	investigating	investigate	VERB
ejpam-6866	259	2	discourse	discourse	NOUN
ejpam-6866	259	3	-	-	PUNCT
ejpam-6866	259	4	level	level	NOUN
ejpam-6866	259	5	operations	operation	NOUN
ejpam-6866	259	6	and	and	CCONJ
ejpam-6866	259	7	nested	nest	VERB
ejpam-6866	259	8	compositionality	compositionality	NOUN
ejpam-6866	259	9	will	will	AUX
ejpam-6866	259	10	also	also	ADV
ejpam-6866	259	11	be	be	AUX
ejpam-6866	259	12	necessary	necessary	ADJ
ejpam-6866	259	13	for	for	ADP
ejpam-6866	259	14	full	full	ADJ
ejpam-6866	259	15	semantic	semantic	ADJ
ejpam-6866	259	16	coverage	coverage	NOUN
ejpam-6866	259	17	.	.	PUNCT
ejpam-6866	260	1	this	this	DET
ejpam-6866	260	2	paper	paper	NOUN
ejpam-6866	260	3	presented	present	VERB
ejpam-6866	260	4	a	a	DET
ejpam-6866	260	5	comprehensive	comprehensive	ADJ
ejpam-6866	260	6	model	model	NOUN
ejpam-6866	260	7	for	for	ADP
ejpam-6866	260	8	simulating	simulate	VERB
ejpam-6866	260	9	sentence	sentence	NOUN
ejpam-6866	260	10	meaning	meaning	NOUN
ejpam-6866	260	11	using	use	VERB
ejpam-6866	260	12	vector	vector	NOUN
ejpam-6866	260	13	-	-	PUNCT
ejpam-6866	260	14	based	base	VERB
ejpam-6866	260	15	semantics	semantic	NOUN
ejpam-6866	260	16	enhanced	enhance	VERB
ejpam-6866	260	17	with	with	ADP
ejpam-6866	260	18	cartesian	cartesian	ADJ
ejpam-6866	260	19	decomposition	decomposition	NOUN
ejpam-6866	260	20	and	and	CCONJ
ejpam-6866	260	21	tensor	tensor	NOUN
ejpam-6866	260	22	product	product	NOUN
ejpam-6866	260	23	operations	operation	NOUN
ejpam-6866	260	24	.	.	PUNCT
ejpam-6866	261	1	by	by	ADP
ejpam-6866	261	2	representing	represent	VERB
ejpam-6866	261	3	content	content	NOUN
ejpam-6866	261	4	words	word	NOUN
ejpam-6866	261	5	as	as	ADP
ejpam-6866	261	6	vectors	vector	NOUN
ejpam-6866	261	7	and	and	CCONJ
ejpam-6866	261	8	function	function	NOUN
ejpam-6866	261	9	words	word	NOUN
ejpam-6866	261	10	,	,	PUNCT
ejpam-6866	261	11	particularly	particularly	ADV
ejpam-6866	261	12	adjectives	adjective	NOUN
ejpam-6866	261	13	and	and	CCONJ
ejpam-6866	261	14	verbs	verb	NOUN
ejpam-6866	261	15	,	,	PUNCT
ejpam-6866	261	16	as	as	ADP
ejpam-6866	261	17	linear	linear	PROPN
ejpam-6866	261	18	operators	operator	NOUN
ejpam-6866	261	19	,	,	PUNCT
ejpam-6866	261	20	the	the	DET
ejpam-6866	261	21	model	model	NOUN
ejpam-6866	261	22	captured	capture	VERB
ejpam-6866	261	23	compositional	compositional	ADJ
ejpam-6866	261	24	meaning	meaning	NOUN
ejpam-6866	261	25	in	in	ADP
ejpam-6866	261	26	a	a	DET
ejpam-6866	261	27	structured	structured	ADJ
ejpam-6866	261	28	,	,	PUNCT
ejpam-6866	261	29	transparent	transparent	ADJ
ejpam-6866	261	30	fashion	fashion	NOUN
ejpam-6866	261	31	.	.	PUNCT
ejpam-6866	262	1	the	the	DET
ejpam-6866	262	2	major	major	ADJ
ejpam-6866	262	3	contribution	contribution	NOUN
ejpam-6866	262	4	is	be	AUX
ejpam-6866	262	5	the	the	DET
ejpam-6866	262	6	application	application	NOUN
ejpam-6866	262	7	of	of	ADP
ejpam-6866	262	8	cartesian	cartesian	ADJ
ejpam-6866	262	9	decomposition	decomposition	NOUN
ejpam-6866	262	10	to	to	PART
ejpam-6866	262	11	separate	separate	VERB
ejpam-6866	262	12	different	different	ADJ
ejpam-6866	262	13	semantic	semantic	ADJ
ejpam-6866	262	14	dimensions	dimension	NOUN
ejpam-6866	262	15	:	:	PUNCT
ejpam-6866	262	16	one	one	NUM
ejpam-6866	262	17	of	of	ADP
ejpam-6866	262	18	which	which	PRON
ejpam-6866	262	19	is	be	AUX
ejpam-6866	262	20	the	the	DET
ejpam-6866	262	21	hermitian	hermitian	ADJ
ejpam-6866	262	22	part	part	NOUN
ejpam-6866	262	23	,	,	PUNCT
ejpam-6866	262	24	putting	put	VERB
ejpam-6866	262	25	forward	forward	ADV
ejpam-6866	262	26	the	the	DET
ejpam-6866	262	27	propositional	propositional	ADJ
ejpam-6866	262	28	essence	essence	NOUN
ejpam-6866	262	29	,	,	PUNCT
ejpam-6866	262	30	the	the	DET
ejpam-6866	262	31	other	other	ADJ
ejpam-6866	262	32	is	be	AUX
ejpam-6866	262	33	the	the	DET
ejpam-6866	262	34	skew	skew	ADV
ejpam-6866	262	35	-	-	PUNCT
ejpam-6866	262	36	hermitian	hermitian	ADJ
ejpam-6866	262	37	part	part	NOUN
ejpam-6866	262	38	,	,	PUNCT
ejpam-6866	262	39	introducing	introduce	VERB
ejpam-6866	262	40	the	the	DET
ejpam-6866	262	41	pragmatic	pragmatic	ADJ
ejpam-6866	262	42	or	or	CCONJ
ejpam-6866	262	43	affective	affective	ADJ
ejpam-6866	262	44	layers	layer	NOUN
ejpam-6866	262	45	.	.	PUNCT
ejpam-6866	263	1	using	use	VERB
ejpam-6866	263	2	original	original	ADJ
ejpam-6866	263	3	examples	example	NOUN
ejpam-6866	263	4	and	and	CCONJ
ejpam-6866	263	5	making	make	VERB
ejpam-6866	263	6	tensor	tensor	NOUN
ejpam-6866	263	7	contraction	contraction	NOUN
ejpam-6866	263	8	somehow	somehow	ADV
ejpam-6866	263	9	accessible	accessible	ADJ
ejpam-6866	263	10	,	,	PUNCT
ejpam-6866	263	11	we	we	PRON
ejpam-6866	263	12	showed	show	VERB
ejpam-6866	263	13	how	how	SCONJ
ejpam-6866	263	14	this	this	DET
ejpam-6866	263	15	model	model	NOUN
ejpam-6866	263	16	is	be	AUX
ejpam-6866	263	17	a	a	DET
ejpam-6866	263	18	bridge	bridge	NOUN
ejpam-6866	263	19	between	between	ADP
ejpam-6866	263	20	formal	formal	ADJ
ejpam-6866	263	21	linguistics	linguistic	NOUN
ejpam-6866	263	22	and	and	CCONJ
ejpam-6866	263	23	applied	apply	VERB
ejpam-6866	263	24	natural	natural	ADJ
ejpam-6866	263	25	language	language	NOUN
ejpam-6866	263	26	processing	processing	NOUN
ejpam-6866	263	27	.	.	PUNCT
ejpam-6866	264	1	besides	besides	SCONJ
ejpam-6866	264	2	theoretical	theoretical	ADJ
ejpam-6866	264	3	beauty	beauty	NOUN
ejpam-6866	264	4	,	,	PUNCT
ejpam-6866	264	5	the	the	DET
ejpam-6866	264	6	framework	framework	NOUN
ejpam-6866	264	7	has	have	VERB
ejpam-6866	264	8	practical	practical	ADJ
ejpam-6866	264	9	implications	implication	NOUN
ejpam-6866	264	10	on	on	ADP
ejpam-6866	264	11	machine	machine	NOUN
ejpam-6866	264	12	translation	translation	NOUN
ejpam-6866	264	13	,	,	PUNCT
ejpam-6866	264	14	cognitive	cognitive	ADJ
ejpam-6866	264	15	modeling	modeling	NOUN
ejpam-6866	264	16	and	and	CCONJ
ejpam-6866	264	17	the	the	DET
ejpam-6866	264	18	design	design	NOUN
ejpam-6866	264	19	of	of	ADP
ejpam-6866	264	20	ai	ai	NOUN
ejpam-6866	264	21	-	-	PUNCT
ejpam-6866	264	22	based	base	VERB
ejpam-6866	264	23	systems	system	NOUN
ejpam-6866	264	24	for	for	ADP
ejpam-6866	264	25	ethical	ethical	ADJ
ejpam-6866	264	26	and	and	CCONJ
ejpam-6866	264	27	sustainable	sustainable	ADJ
ejpam-6866	264	28	technologies	technology	NOUN
ejpam-6866	264	29	.	.	PUNCT
ejpam-6866	265	1	it	it	PRON
ejpam-6866	265	2	enables	enable	VERB
ejpam-6866	265	3	interpretations	interpretation	NOUN
ejpam-6866	265	4	of	of	ADP
ejpam-6866	265	5	meaning	meaning	NOUN
ejpam-6866	265	6	to	to	PART
ejpam-6866	265	7	merge	merge	VERB
ejpam-6866	265	8	symbolically	symbolically	ADV
ejpam-6866	265	9	and	and	CCONJ
ejpam-6866	265	10	data	datum	NOUN
ejpam-6866	265	11	driven	drive	VERB
ejpam-6866	265	12	communities	community	NOUN
ejpam-6866	265	13	to	to	PART
ejpam-6866	265	14	come	come	VERB
ejpam-6866	265	15	together	together	ADV
ejpam-6866	265	16	in	in	ADP
ejpam-6866	265	17	a	a	DET
ejpam-6866	265	18	common	common	ADJ
ejpam-6866	265	19	representation	representation	NOUN
ejpam-6866	265	20	of	of	ADP
ejpam-6866	265	21	meaning	meaning	NOUN
ejpam-6866	265	22	.	.	PUNCT
ejpam-6866	266	1	by	by	ADP
ejpam-6866	266	2	embedding	embed	VERB
ejpam-6866	266	3	compositional	compositional	ADJ
ejpam-6866	266	4	semantics	semantic	NOUN
ejpam-6866	266	5	in	in	ADP
ejpam-6866	266	6	a	a	DET
ejpam-6866	266	7	linear	linear	ADJ
ejpam-6866	266	8	algebraic	algebraic	ADJ
ejpam-6866	266	9	architecture	architecture	NOUN
ejpam-6866	266	10	,	,	PUNCT
ejpam-6866	266	11	the	the	DET
ejpam-6866	266	12	work	work	NOUN
ejpam-6866	266	13	revives	revive	VERB
ejpam-6866	266	14	and	and	CCONJ
ejpam-6866	266	15	modernizes	modernize	VERB
ejpam-6866	266	16	fregean	fregean	NOUN
ejpam-6866	266	17	principles	principle	NOUN
ejpam-6866	266	18	for	for	ADP
ejpam-6866	266	19	the	the	DET
ejpam-6866	266	20	age	age	NOUN
ejpam-6866	266	21	of	of	ADP
ejpam-6866	266	22	explainable	explainable	ADJ
ejpam-6866	266	23	ai	ai	NOUN
ejpam-6866	266	24	and	and	CCONJ
ejpam-6866	266	25	responsible	responsible	ADJ
ejpam-6866	266	26	machine	machine	NOUN
ejpam-6866	266	27	learning	learning	NOUN
ejpam-6866	266	28	.	.	PUNCT
ejpam-6866	267	1	the	the	DET
ejpam-6866	267	2	model	model	NOUN
ejpam-6866	267	3	lays	lay	VERB
ejpam-6866	267	4	the	the	DET
ejpam-6866	267	5	groundwork	groundwork	NOUN
ejpam-6866	267	6	for	for	ADP
ejpam-6866	267	7	future	future	ADJ
ejpam-6866	267	8	expansions	expansion	NOUN
ejpam-6866	267	9	into	into	ADP
ejpam-6866	267	10	neural	neural	ADJ
ejpam-6866	267	11	hybrid	hybrid	ADJ
ejpam-6866	267	12	systems	system	NOUN
ejpam-6866	267	13	,	,	PUNCT
ejpam-6866	267	14	multi	multi	ADJ
ejpam-6866	267	15	-	-	ADJ
ejpam-6866	267	16	sentence	sentence	ADJ
ejpam-6866	267	17	discourse	discourse	NOUN
ejpam-6866	267	18	understanding	understanding	NOUN
ejpam-6866	267	19	,	,	PUNCT
ejpam-6866	267	20	and	and	CCONJ
ejpam-6866	267	21	semantic	semantic	ADJ
ejpam-6866	267	22	adaptation	adaptation	NOUN
ejpam-6866	267	23	in	in	ADP
ejpam-6866	267	24	contextsensitive	contextsensitive	ADJ
ejpam-6866	267	25	dialogue	dialogue	NOUN
ejpam-6866	267	26	systems	system	NOUN
ejpam-6866	267	27	.	.	PUNCT
ejpam-6866	268	1	acknowledgements	acknowledgement	NOUN
ejpam-6866	268	2	the	the	DET
ejpam-6866	268	3	authors	author	NOUN
ejpam-6866	268	4	are	be	AUX
ejpam-6866	268	5	grateful	grateful	ADJ
ejpam-6866	268	6	to	to	ADP
ejpam-6866	268	7	the	the	DET
ejpam-6866	268	8	reviewers	reviewer	NOUN
ejpam-6866	268	9	for	for	ADP
ejpam-6866	268	10	their	their	PRON
ejpam-6866	268	11	careful	careful	ADJ
ejpam-6866	268	12	reading	reading	NOUN
ejpam-6866	268	13	and	and	CCONJ
ejpam-6866	268	14	valuable	valuable	ADJ
ejpam-6866	268	15	suggestions	suggestion	NOUN
ejpam-6866	268	16	.	.	PUNCT
ejpam-6866	269	1	m.	m.	NOUN
ejpam-6866	269	2	s.	s.	PROPN
ejpam-6866	269	3	yaseen	yaseen	PROPN
ejpam-6866	269	4	,	,	PUNCT
ejpam-6866	269	5	f.	f.	PROPN
ejpam-6866	269	6	alrimawi	alrimawi	PROPN
ejpam-6866	269	7	/	/	SYM
ejpam-6866	269	8	eur	eur	PROPN
ejpam-6866	269	9	.	.	PUNCT
ejpam-6866	270	1	j.	j.	PROPN
ejpam-6866	270	2	pure	pure	PROPN
ejpam-6866	270	3	appl	appl	PROPN
ejpam-6866	270	4	.	.	PROPN
ejpam-6866	270	5	math	math	PROPN
ejpam-6866	270	6	,	,	PUNCT
ejpam-6866	270	7	18	18	NUM
ejpam-6866	270	8	(	(	PUNCT
ejpam-6866	270	9	4	4	NUM
ejpam-6866	270	10	)	)	PUNCT
ejpam-6866	270	11	(	(	PUNCT
ejpam-6866	270	12	2025	2025	NUM
ejpam-6866	270	13	)	)	PUNCT
ejpam-6866	270	14	,	,	PUNCT
ejpam-6866	270	15	6866	6866	NUM
ejpam-6866	270	16	13	13	NUM
ejpam-6866	270	17	of	of	ADP
ejpam-6866	270	18	13	13	NUM
ejpam-6866	270	19	references	reference	NOUN
ejpam-6866	270	20	[	[	X
ejpam-6866	270	21	1	1	NUM
ejpam-6866	270	22	]	]	PUNCT
ejpam-6866	270	23	m.	m.	NOUN
ejpam-6866	270	24	s.	s.	PROPN
ejpam-6866	270	25	yaseen	yaseen	PROPN
ejpam-6866	270	26	,	,	PUNCT
ejpam-6866	270	27	f.	f.	PROPN
ejpam-6866	270	28	alrimawi	alrimawi	PROPN
ejpam-6866	270	29	,	,	PUNCT
ejpam-6866	270	30	and	and	CCONJ
ejpam-6866	270	31	h.	h.	PROPN
ejpam-6866	270	32	ibrahim	ibrahim	PROPN
ejpam-6866	270	33	.	.	PUNCT
ejpam-6866	271	1	modeling	model	VERB
ejpam-6866	271	2	sentence	sentence	NOUN
ejpam-6866	271	3	meaning	meaning	NOUN
ejpam-6866	271	4	using	use	VERB
ejpam-6866	271	5	linear	linear	PROPN
ejpam-6866	271	6	operators	operator	NOUN
ejpam-6866	271	7	in	in	ADP
ejpam-6866	271	8	a	a	DET
ejpam-6866	271	9	vector	vector	NOUN
ejpam-6866	271	10	space	space	NOUN
ejpam-6866	271	11	semantics	semantic	NOUN
ejpam-6866	271	12	framework	framework	NOUN
ejpam-6866	271	13	:	:	PUNCT
ejpam-6866	271	14	an	an	DET
ejpam-6866	271	15	interdisciplinary	interdisciplinary	ADJ
ejpam-6866	271	16	approach	approach	NOUN
ejpam-6866	271	17	.	.	PUNCT
ejpam-6866	272	1	forum	forum	NOUN
ejpam-6866	272	2	for	for	ADP
ejpam-6866	272	3	linguistic	linguistic	ADJ
ejpam-6866	272	4	studies	study	NOUN
ejpam-6866	272	5	,	,	PUNCT
ejpam-6866	272	6	7(5):891–898	7(5):891–898	NUM
ejpam-6866	272	7	,	,	PUNCT
ejpam-6866	272	8	2025	2025	NUM
ejpam-6866	272	9	.	.	PUNCT
ejpam-6866	273	1	[	[	X
ejpam-6866	273	2	2	2	NUM
ejpam-6866	273	3	]	]	PUNCT
ejpam-6866	273	4	a.	a.	PROPN
ejpam-6866	273	5	al	al	PROPN
ejpam-6866	273	6	-	-	PUNCT
ejpam-6866	273	7	natoor	natoor	PROPN
ejpam-6866	273	8	and	and	CCONJ
ejpam-6866	273	9	f.	f.	PROPN
ejpam-6866	273	10	alrimawi	alrimawi	PROPN
ejpam-6866	273	11	.	.	PUNCT
ejpam-6866	274	1	numerical	numerical	PROPN
ejpam-6866	274	2	radius	radius	PROPN
ejpam-6866	274	3	inequalities	inequality	NOUN
ejpam-6866	274	4	involving	involve	VERB
ejpam-6866	274	5	2	2	NUM
ejpam-6866	274	6	×	×	NOUN
ejpam-6866	274	7	2	2	NUM
ejpam-6866	274	8	block	block	NOUN
ejpam-6866	274	9	matrices	matrix	NOUN
ejpam-6866	274	10	.	.	PUNCT
ejpam-6866	275	1	european	european	ADJ
ejpam-6866	275	2	journal	journal	PROPN
ejpam-6866	275	3	of	of	ADP
ejpam-6866	275	4	pure	pure	ADJ
ejpam-6866	275	5	and	and	CCONJ
ejpam-6866	275	6	applied	applied	ADJ
ejpam-6866	275	7	mathematics	mathematic	NOUN
ejpam-6866	275	8	,	,	PUNCT
ejpam-6866	275	9	18(1):article	18(1):article	PROPN
ejpam-6866	275	10	5597	5597	NUM
ejpam-6866	275	11	,	,	PUNCT
ejpam-6866	275	12	2025	2025	NUM
ejpam-6866	275	13	.	.	PUNCT
ejpam-6866	276	1	[	[	X
ejpam-6866	276	2	3	3	X
ejpam-6866	276	3	]	]	X
ejpam-6866	276	4	f.	f.	PROPN
ejpam-6866	276	5	alrimawi	alrimawi	PROPN
ejpam-6866	276	6	and	and	CCONJ
ejpam-6866	276	7	h.	h.	PROPN
ejpam-6866	276	8	kawariq	kawariq	PROPN
ejpam-6866	276	9	.	.	PUNCT
ejpam-6866	277	1	on	on	ADP
ejpam-6866	277	2	some	some	DET
ejpam-6866	277	3	generalized	generalize	VERB
ejpam-6866	277	4	numerical	numerical	ADJ
ejpam-6866	277	5	radius	radius	PROPN
ejpam-6866	277	6	inequalities	inequality	NOUN
ejpam-6866	277	7	for	for	ADP
ejpam-6866	277	8	hilbert	hilbert	NOUN
ejpam-6866	277	9	space	space	NOUN
ejpam-6866	277	10	operators	operator	NOUN
ejpam-6866	277	11	.	.	PUNCT
ejpam-6866	278	1	journal	journal	PROPN
ejpam-6866	278	2	of	of	ADP
ejpam-6866	278	3	mathematics	mathematic	NOUN
ejpam-6866	278	4	and	and	CCONJ
ejpam-6866	278	5	computer	computer	NOUN
ejpam-6866	278	6	science	science	NOUN
ejpam-6866	278	7	,	,	PUNCT
ejpam-6866	278	8	32(3):257	32(3):257	NUM
ejpam-6866	278	9	–	–	PUNCT
ejpam-6866	278	10	262	262	NUM
ejpam-6866	278	11	,	,	PUNCT
ejpam-6866	278	12	2024	2024	NUM
ejpam-6866	278	13	.	.	PUNCT
ejpam-6866	279	1	[	[	X
ejpam-6866	279	2	4	4	NUM
ejpam-6866	279	3	]	]	X
ejpam-6866	279	4	f.	f.	PROPN
ejpam-6866	279	5	alrimawi	alrimawi	PROPN
ejpam-6866	279	6	,	,	PUNCT
ejpam-6866	279	7	f.	f.	PROPN
ejpam-6866	279	8	a.	a.	PROPN
ejpam-6866	279	9	abushaheen	abushaheen	PROPN
ejpam-6866	279	10	,	,	PUNCT
ejpam-6866	279	11	and	and	CCONJ
ejpam-6866	279	12	r.	r.	PROPN
ejpam-6866	279	13	alkhateeb	alkhateeb	PROPN
ejpam-6866	279	14	.	.	PUNCT
ejpam-6866	280	1	improved	improve	VERB
ejpam-6866	280	2	lower	low	ADJ
ejpam-6866	280	3	bounds	bound	NOUN
ejpam-6866	280	4	for	for	ADP
ejpam-6866	280	5	numerical	numerical	ADJ
ejpam-6866	280	6	radius	radius	NOUN
ejpam-6866	280	7	via	via	ADP
ejpam-6866	280	8	cartesian	cartesian	ADJ
ejpam-6866	280	9	decomposition	decomposition	NOUN
ejpam-6866	280	10	.	.	PUNCT
ejpam-6866	281	1	journal	journal	NOUN
ejpam-6866	281	2	of	of	ADP
ejpam-6866	281	3	mathematics	mathematics	PROPN
ejpam-6866	281	4	and	and	CCONJ
ejpam-6866	281	5	computer	computer	NOUN
ejpam-6866	281	6	science	science	NOUN
ejpam-6866	281	7	,	,	PUNCT
ejpam-6866	281	8	33(2):169–175	33(2):169–175	NUM
ejpam-6866	281	9	,	,	PUNCT
ejpam-6866	281	10	2024	2024	NUM
ejpam-6866	281	11	.	.	PUNCT
ejpam-6866	282	1	[	[	X
ejpam-6866	282	2	5	5	X
ejpam-6866	282	3	]	]	PUNCT
ejpam-6866	282	4	j.	j.	PROPN
ejpam-6866	282	5	b.	b.	PROPN
ejpam-6866	282	6	conway	conway	PROPN
ejpam-6866	282	7	.	.	PUNCT
ejpam-6866	283	1	a	a	DET
ejpam-6866	283	2	course	course	NOUN
ejpam-6866	283	3	in	in	ADP
ejpam-6866	283	4	functional	functional	ADJ
ejpam-6866	283	5	analysis	analysis	NOUN
ejpam-6866	283	6	.	.	PUNCT
ejpam-6866	284	1	springer	springer	NOUN
ejpam-6866	284	2	,	,	PUNCT
ejpam-6866	284	3	2	2	NUM
ejpam-6866	284	4	edition	edition	NOUN
ejpam-6866	284	5	,	,	PUNCT
ejpam-6866	284	6	2000	2000	NUM
ejpam-6866	284	7	.	.	PUNCT
ejpam-6866	285	1	[	[	X
ejpam-6866	285	2	6	6	NUM
ejpam-6866	285	3	]	]	X
ejpam-6866	285	4	e.	e.	PROPN
ejpam-6866	285	5	kreyszig	kreyszig	PROPN
ejpam-6866	285	6	.	.	PUNCT
ejpam-6866	286	1	advanced	advanced	ADJ
ejpam-6866	286	2	engineering	engineering	NOUN
ejpam-6866	286	3	mathematics	mathematic	NOUN
ejpam-6866	286	4	.	.	PUNCT
ejpam-6866	287	1	wiley	wiley	PROPN
ejpam-6866	287	2	,	,	PUNCT
ejpam-6866	287	3	10	10	NUM
ejpam-6866	287	4	edition	edition	NOUN
ejpam-6866	287	5	,	,	PUNCT
ejpam-6866	287	6	2011	2011	NUM
ejpam-6866	287	7	.	.	PUNCT
ejpam-6866	288	1	[	[	X
ejpam-6866	288	2	7	7	X
ejpam-6866	288	3	]	]	X
ejpam-6866	288	4	g.	g.	NOUN
ejpam-6866	288	5	frege	frege	PROPN
ejpam-6866	288	6	.	.	PUNCT
ejpam-6866	289	1	on	on	ADP
ejpam-6866	289	2	sense	sense	NOUN
ejpam-6866	289	3	and	and	CCONJ
ejpam-6866	289	4	reference	reference	NOUN
ejpam-6866	289	5	.	.	PUNCT
ejpam-6866	290	1	translations	translation	NOUN
ejpam-6866	290	2	from	from	ADP
ejpam-6866	290	3	the	the	DET
ejpam-6866	290	4	philosophical	philosophical	ADJ
ejpam-6866	290	5	writings	writing	NOUN
ejpam-6866	290	6	of	of	ADP
ejpam-6866	290	7	gottlob	gottlob	NOUN
ejpam-6866	290	8	frege	frege	NOUN
ejpam-6866	290	9	,	,	PUNCT
ejpam-6866	290	10	1892/1952	1892/1952	NUM
ejpam-6866	290	11	.	.	PUNCT
ejpam-6866	291	1	[	[	X
ejpam-6866	291	2	8	8	NUM
ejpam-6866	291	3	]	]	X
ejpam-6866	291	4	r.	r.	PROPN
ejpam-6866	291	5	montague	montague	PROPN
ejpam-6866	291	6	.	.	PUNCT
ejpam-6866	292	1	formal	formal	ADJ
ejpam-6866	292	2	philosophy	philosophy	NOUN
ejpam-6866	292	3	:	:	PUNCT
ejpam-6866	292	4	selected	select	VERB
ejpam-6866	292	5	papers	paper	NOUN
ejpam-6866	292	6	of	of	ADP
ejpam-6866	292	7	richard	richard	PROPN
ejpam-6866	292	8	montague	montague	PROPN
ejpam-6866	292	9	.	.	PUNCT
ejpam-6866	293	1	yale	yale	PROPN
ejpam-6866	293	2	university	university	PROPN
ejpam-6866	293	3	press	press	NOUN
ejpam-6866	293	4	,	,	PUNCT
ejpam-6866	293	5	1974	1974	NUM
ejpam-6866	293	6	.	.	PUNCT
ejpam-6866	294	1	[	[	X
ejpam-6866	294	2	9	9	NUM
ejpam-6866	294	3	]	]	PUNCT
ejpam-6866	294	4	j.	j.	PROPN
ejpam-6866	294	5	higginbotham	higginbotham	PROPN
ejpam-6866	294	6	.	.	PUNCT
ejpam-6866	295	1	on	on	ADP
ejpam-6866	295	2	semantics	semantic	NOUN
ejpam-6866	295	3	.	.	PUNCT
ejpam-6866	296	1	linguistic	linguistic	ADJ
ejpam-6866	296	2	inquiry	inquiry	NOUN
ejpam-6866	296	3	,	,	PUNCT
ejpam-6866	296	4	16(4):547–593	16(4):547–593	PROPN
ejpam-6866	296	5	,	,	PUNCT
ejpam-6866	296	6	1985	1985	NUM
ejpam-6866	296	7	.	.	PUNCT
ejpam-6866	297	1	[	[	X
ejpam-6866	297	2	10	10	NUM
ejpam-6866	297	3	]	]	PUNCT
ejpam-6866	297	4	j.	j.	PROPN
ejpam-6866	297	5	r.	r.	PROPN
ejpam-6866	297	6	firth	firth	PROPN
ejpam-6866	297	7	.	.	PUNCT
ejpam-6866	298	1	papers	paper	NOUN
ejpam-6866	298	2	in	in	ADP
ejpam-6866	298	3	linguistics	linguistic	NOUN
ejpam-6866	298	4	1934	1934	NUM
ejpam-6866	298	5	-	-	SYM
ejpam-6866	298	6	1951	1951	NUM
ejpam-6866	298	7	.	.	PUNCT
ejpam-6866	299	1	oxford	oxford	PROPN
ejpam-6866	299	2	university	university	PROPN
ejpam-6866	299	3	press	press	NOUN
ejpam-6866	299	4	,	,	PUNCT
ejpam-6866	299	5	1957	1957	NUM
ejpam-6866	299	6	.	.	PUNCT
ejpam-6866	300	1	[	[	X
ejpam-6866	300	2	11	11	NUM
ejpam-6866	300	3	]	]	PUNCT
ejpam-6866	300	4	t.	t.	PROPN
ejpam-6866	300	5	k.	k.	PROPN
ejpam-6866	300	6	landauer	landauer	PROPN
ejpam-6866	300	7	and	and	CCONJ
ejpam-6866	300	8	s.	s.	PROPN
ejpam-6866	300	9	t.	t.	PROPN
ejpam-6866	300	10	dumais	dumais	PROPN
ejpam-6866	300	11	.	.	PUNCT
ejpam-6866	301	1	a	a	DET
ejpam-6866	301	2	solution	solution	NOUN
ejpam-6866	301	3	to	to	ADP
ejpam-6866	301	4	plato	plato	PROPN
ejpam-6866	301	5	’s	’s	PART
ejpam-6866	301	6	problem	problem	NOUN
ejpam-6866	301	7	:	:	PUNCT
ejpam-6866	301	8	the	the	DET
ejpam-6866	301	9	latent	latent	ADJ
ejpam-6866	301	10	semantic	semantic	ADJ
ejpam-6866	301	11	analysis	analysis	NOUN
ejpam-6866	301	12	theory	theory	NOUN
ejpam-6866	301	13	of	of	ADP
ejpam-6866	301	14	acquisition	acquisition	NOUN
ejpam-6866	301	15	,	,	PUNCT
ejpam-6866	301	16	induction	induction	NOUN
ejpam-6866	301	17	,	,	PUNCT
ejpam-6866	301	18	and	and	CCONJ
ejpam-6866	301	19	representation	representation	NOUN
ejpam-6866	301	20	of	of	ADP
ejpam-6866	301	21	knowledge	knowledge	NOUN
ejpam-6866	301	22	.	.	PUNCT
ejpam-6866	302	1	psychological	psychological	ADJ
ejpam-6866	302	2	review	review	NOUN
ejpam-6866	302	3	,	,	PUNCT
ejpam-6866	302	4	104(2):211–240	104(2):211–240	NUM
ejpam-6866	302	5	,	,	PUNCT
ejpam-6866	302	6	1997	1997	NUM
ejpam-6866	302	7	.	.	PUNCT
ejpam-6866	303	1	[	[	X
ejpam-6866	303	2	12	12	NUM
ejpam-6866	303	3	]	]	PUNCT
ejpam-6866	303	4	t.	t.	PROPN
ejpam-6866	303	5	mikolov	mikolov	PROPN
ejpam-6866	303	6	,	,	PUNCT
ejpam-6866	303	7	k.	k.	PROPN
ejpam-6866	303	8	chen	chen	PROPN
ejpam-6866	303	9	,	,	PUNCT
ejpam-6866	303	10	g.	g.	PROPN
ejpam-6866	303	11	corrado	corrado	PROPN
ejpam-6866	303	12	,	,	PUNCT
ejpam-6866	303	13	and	and	CCONJ
ejpam-6866	303	14	j.	j.	PROPN
ejpam-6866	303	15	dean	dean	PROPN
ejpam-6866	303	16	.	.	PUNCT
ejpam-6866	304	1	efficient	efficient	ADJ
ejpam-6866	304	2	estimation	estimation	NOUN
ejpam-6866	304	3	of	of	ADP
ejpam-6866	304	4	word	word	NOUN
ejpam-6866	304	5	representations	representation	NOUN
ejpam-6866	304	6	in	in	ADP
ejpam-6866	304	7	vector	vector	NOUN
ejpam-6866	304	8	space	space	NOUN
ejpam-6866	304	9	,	,	PUNCT
ejpam-6866	304	10	2013	2013	NUM
ejpam-6866	304	11	.	.	PUNCT
ejpam-6866	305	1	arxiv:1301.3781	arxiv:1301.3781	NUM
ejpam-6866	305	2	.	.	PUNCT
ejpam-6866	306	1	[	[	X
ejpam-6866	306	2	13	13	NUM
ejpam-6866	306	3	]	]	PUNCT
ejpam-6866	306	4	j.	j.	PROPN
ejpam-6866	306	5	pennington	pennington	PROPN
ejpam-6866	306	6	,	,	PUNCT
ejpam-6866	306	7	r.	r.	PROPN
ejpam-6866	306	8	socher	socher	PROPN
ejpam-6866	306	9	,	,	PUNCT
ejpam-6866	306	10	and	and	CCONJ
ejpam-6866	306	11	c.	c.	PROPN
ejpam-6866	306	12	d.	d.	PROPN
ejpam-6866	306	13	manning	manning	PROPN
ejpam-6866	306	14	.	.	PUNCT
ejpam-6866	307	1	glove	glove	NOUN
ejpam-6866	307	2	:	:	PUNCT
ejpam-6866	307	3	global	global	ADJ
ejpam-6866	307	4	vectors	vector	NOUN
ejpam-6866	307	5	for	for	ADP
ejpam-6866	307	6	word	word	NOUN
ejpam-6866	307	7	representation	representation	NOUN
ejpam-6866	307	8	.	.	PUNCT
ejpam-6866	308	1	in	in	ADP
ejpam-6866	308	2	proceedings	proceeding	NOUN
ejpam-6866	308	3	of	of	ADP
ejpam-6866	308	4	the	the	DET
ejpam-6866	308	5	2014	2014	NUM
ejpam-6866	308	6	conference	conference	NOUN
ejpam-6866	308	7	on	on	ADP
ejpam-6866	308	8	empirical	empirical	ADJ
ejpam-6866	308	9	methods	method	NOUN
ejpam-6866	308	10	in	in	ADP
ejpam-6866	308	11	natural	natural	ADJ
ejpam-6866	308	12	language	language	NOUN
ejpam-6866	308	13	processing	processing	NOUN
ejpam-6866	308	14	(	(	PUNCT
ejpam-6866	308	15	emnlp	emnlp	ADJ
ejpam-6866	308	16	)	)	PUNCT
ejpam-6866	308	17	,	,	PUNCT
ejpam-6866	308	18	pages	page	NOUN
ejpam-6866	308	19	1532–1543	1532–1543	NUM
ejpam-6866	308	20	.	.	PUNCT
ejpam-6866	309	1	association	association	NOUN
ejpam-6866	309	2	for	for	ADP
ejpam-6866	309	3	computational	computational	ADJ
ejpam-6866	309	4	linguistics	linguistic	NOUN
ejpam-6866	309	5	,	,	PUNCT
ejpam-6866	309	6	2014	2014	NUM
ejpam-6866	309	7	.	.	PUNCT
ejpam-6866	310	1	[	[	X
ejpam-6866	310	2	14	14	NUM
ejpam-6866	310	3	]	]	X
ejpam-6866	310	4	j.	j.	PROPN
ejpam-6866	310	5	mitchell	mitchell	PROPN
ejpam-6866	310	6	and	and	CCONJ
ejpam-6866	310	7	m.	m.	PROPN
ejpam-6866	310	8	lapata	lapata	PROPN
ejpam-6866	310	9	.	.	PUNCT
ejpam-6866	311	1	composition	composition	NOUN
ejpam-6866	311	2	in	in	ADP
ejpam-6866	311	3	distributional	distributional	ADJ
ejpam-6866	311	4	models	model	NOUN
ejpam-6866	311	5	of	of	ADP
ejpam-6866	311	6	semantics	semantic	NOUN
ejpam-6866	311	7	.	.	PUNCT
ejpam-6866	312	1	cognitive	cognitive	ADJ
ejpam-6866	312	2	science	science	NOUN
ejpam-6866	312	3	,	,	PUNCT
ejpam-6866	312	4	34(8):1388–1492	34(8):1388–1492	NUM
ejpam-6866	312	5	,	,	PUNCT
ejpam-6866	312	6	2010	2010	NUM
ejpam-6866	312	7	.	.	PUNCT
ejpam-6866	313	1	[	[	X
ejpam-6866	313	2	15	15	NUM
ejpam-6866	313	3	]	]	X
ejpam-6866	313	4	m.	m.	NOUN
ejpam-6866	313	5	baroni	baroni	PROPN
ejpam-6866	313	6	,	,	PUNCT
ejpam-6866	313	7	m.	m.	PROPN
ejpam-6866	313	8	bernardi	bernardi	PROPN
ejpam-6866	313	9	,	,	PUNCT
ejpam-6866	313	10	and	and	CCONJ
ejpam-6866	313	11	r.	r.	PROPN
ejpam-6866	313	12	zamparelli	zamparelli	PROPN
ejpam-6866	313	13	.	.	PUNCT
ejpam-6866	314	1	frege	frege	NOUN
ejpam-6866	314	2	in	in	ADP
ejpam-6866	314	3	space	space	NOUN
ejpam-6866	314	4	:	:	PUNCT
ejpam-6866	314	5	a	a	DET
ejpam-6866	314	6	program	program	NOUN
ejpam-6866	314	7	for	for	ADP
ejpam-6866	314	8	compositional	compositional	ADJ
ejpam-6866	314	9	distributional	distributional	ADJ
ejpam-6866	314	10	semantics	semantic	NOUN
ejpam-6866	314	11	.	.	PUNCT
ejpam-6866	315	1	linguistic	linguistic	ADJ
ejpam-6866	315	2	issues	issue	NOUN
ejpam-6866	315	3	in	in	ADP
ejpam-6866	315	4	language	language	NOUN
ejpam-6866	315	5	technology	technology	NOUN
ejpam-6866	315	6	,	,	PUNCT
ejpam-6866	315	7	9(6):1–55	9(6):1–55	PRON
ejpam-6866	315	8	,	,	PUNCT
ejpam-6866	315	9	2014	2014	NUM
ejpam-6866	315	10	.	.	PUNCT
ejpam-6866	316	1	[	[	X
ejpam-6866	316	2	16	16	NUM
ejpam-6866	316	3	]	]	PUNCT
ejpam-6866	316	4	b.	b.	PROPN
ejpam-6866	316	5	coecke	coecke	PROPN
ejpam-6866	316	6	,	,	PUNCT
ejpam-6866	316	7	m.	m.	NOUN
ejpam-6866	316	8	sadrzadeh	sadrzadeh	PROPN
ejpam-6866	316	9	,	,	PUNCT
ejpam-6866	316	10	and	and	CCONJ
ejpam-6866	316	11	s.	s.	PROPN
ejpam-6866	316	12	clark	clark	PROPN
ejpam-6866	316	13	.	.	PUNCT
ejpam-6866	317	1	mathematical	mathematical	ADJ
ejpam-6866	317	2	foundations	foundation	NOUN
ejpam-6866	317	3	for	for	ADP
ejpam-6866	317	4	a	a	DET
ejpam-6866	317	5	compositional	compositional	ADJ
ejpam-6866	317	6	distributional	distributional	ADJ
ejpam-6866	317	7	model	model	NOUN
ejpam-6866	317	8	of	of	ADP
ejpam-6866	317	9	meaning	meaning	NOUN
ejpam-6866	317	10	.	.	PUNCT
ejpam-6866	318	1	linguistic	linguistic	ADJ
ejpam-6866	318	2	analysis	analysis	NOUN
ejpam-6866	318	3	,	,	PUNCT
ejpam-6866	318	4	36(1	36(1	NUM
ejpam-6866	318	5	-	-	SYM
ejpam-6866	318	6	4):345–384	4):345–384	NUM
ejpam-6866	318	7	,	,	PUNCT
ejpam-6866	318	8	2010	2010	NUM
ejpam-6866	318	9	.	.	PUNCT
ejpam-6866	319	1	[	[	X
ejpam-6866	319	2	17	17	NUM
ejpam-6866	319	3	]	]	X
ejpam-6866	319	4	d.	d.	PROPN
ejpam-6866	319	5	kartsaklis	kartsaklis	PROPN
ejpam-6866	319	6	.	.	PUNCT
ejpam-6866	320	1	compositional	compositional	ADJ
ejpam-6866	320	2	operators	operator	NOUN
ejpam-6866	320	3	in	in	ADP
ejpam-6866	320	4	distributional	distributional	ADJ
ejpam-6866	320	5	semantics	semantic	NOUN
ejpam-6866	320	6	,	,	PUNCT
ejpam-6866	320	7	2014	2014	NUM
ejpam-6866	320	8	.	.	PUNCT
ejpam-6866	320	9	arxiv:1409.7335	arxiv:1409.7335	NOUN
ejpam-6866	320	10	.	.	PUNCT
