id	sid	tid	token	lemma	pos
elm-5379	1	1	modeling	model	VERB
elm-5379	1	2	the	the	DET
elm-5379	1	3	role	role	NOUN
elm-5379	1	4	of	of	ADP
elm-5379	1	5	polysemy	polysemy	NOUN
elm-5379	1	6	in	in	ADP
elm-5379	1	7	verb	verb	NOUN
elm-5379	1	8	categorization	categorization	PROPN
elm-5379	1	9	elizabeth	elizabeth	PROPN
elm-5379	1	10	soper	soper	PROPN
elm-5379	1	11	&	&	CCONJ
elm-5379	1	12	jean	jean	PROPN
elm-5379	1	13	-	-	PUNCT
elm-5379	1	14	pierre	pierre	PROPN
elm-5379	1	15	koenig	koenig	PROPN
elm-5379	1	16	*	*	PROPN
elm-5379	1	17	abstract	abstract	PROPN
elm-5379	1	18	.	.	PUNCT
elm-5379	2	1	recent	recent	ADJ
elm-5379	2	2	work	work	NOUN
elm-5379	2	3	has	have	AUX
elm-5379	2	4	indicated	indicate	VERB
elm-5379	2	5	that	that	SCONJ
elm-5379	2	6	static	static	ADJ
elm-5379	2	7	word	word	NOUN
elm-5379	2	8	embeddings	embedding	NOUN
elm-5379	2	9	can	can	AUX
elm-5379	2	10	predict	predict	VERB
elm-5379	2	11	human	human	ADJ
elm-5379	2	12	semantic	semantic	ADJ
elm-5379	2	13	categories	category	NOUN
elm-5379	2	14	(	(	PUNCT
elm-5379	2	15	majewska	majewska	NOUN
elm-5379	2	16	et	et	PROPN
elm-5379	2	17	al	al	PROPN
elm-5379	2	18	.	.	PROPN
elm-5379	2	19	2021	2021	NUM
elm-5379	2	20	)	)	PUNCT
elm-5379	2	21	.	.	PUNCT
elm-5379	3	1	in	in	ADP
elm-5379	3	2	this	this	DET
elm-5379	3	3	paper	paper	NOUN
elm-5379	3	4	,	,	PUNCT
elm-5379	3	5	we	we	PRON
elm-5379	3	6	consider	consider	VERB
elm-5379	3	7	the	the	DET
elm-5379	3	8	role	role	NOUN
elm-5379	3	9	of	of	ADP
elm-5379	3	10	polysemy	polysemy	NOUN
elm-5379	3	11	in	in	ADP
elm-5379	3	12	semantic	semantic	ADJ
elm-5379	3	13	categorization	categorization	NOUN
elm-5379	3	14	,	,	PUNCT
elm-5379	3	15	by	by	ADP
elm-5379	3	16	comparing	compare	VERB
elm-5379	3	17	sense	sense	NOUN
elm-5379	3	18	-	-	PUNCT
elm-5379	3	19	level	level	NOUN
elm-5379	3	20	embeddings	embedding	NOUN
elm-5379	3	21	with	with	ADP
elm-5379	3	22	previously	previously	ADV
elm-5379	3	23	studied	study	VERB
elm-5379	3	24	static	static	ADJ
elm-5379	3	25	embeddings	embedding	NOUN
elm-5379	3	26	in	in	ADP
elm-5379	3	27	their	their	PRON
elm-5379	3	28	prediction	prediction	NOUN
elm-5379	3	29	of	of	ADP
elm-5379	3	30	human	human	NOUN
elm-5379	3	31	-	-	PUNCT
elm-5379	3	32	produced	produce	VERB
elm-5379	3	33	categories	category	NOUN
elm-5379	3	34	.	.	PUNCT
elm-5379	4	1	we	we	PRON
elm-5379	4	2	find	find	VERB
elm-5379	4	3	that	that	SCONJ
elm-5379	4	4	the	the	DET
elm-5379	4	5	polysemy	polysemy	NOUN
elm-5379	4	6	is	be	AUX
elm-5379	4	7	crucial	crucial	ADJ
elm-5379	4	8	for	for	ADP
elm-5379	4	9	predicting	predict	VERB
elm-5379	4	10	human	human	ADJ
elm-5379	4	11	categories	category	NOUN
elm-5379	4	12	;	;	PUNCT
elm-5379	4	13	sense	sense	NOUN
elm-5379	4	14	-	-	PUNCT
elm-5379	4	15	level	level	NOUN
elm-5379	4	16	embeddings	embedding	NOUN
elm-5379	4	17	dramatically	dramatically	ADV
elm-5379	4	18	outperform	outperform	VERB
elm-5379	4	19	static	static	ADJ
elm-5379	4	20	embeddings	embedding	NOUN
elm-5379	4	21	in	in	ADP
elm-5379	4	22	predicting	predict	VERB
elm-5379	4	23	semantic	semantic	ADJ
elm-5379	4	24	categories	category	NOUN
elm-5379	4	25	.	.	PUNCT
elm-5379	5	1	our	our	PRON
elm-5379	5	2	findings	finding	NOUN
elm-5379	5	3	highlight	highlight	VERB
elm-5379	5	4	the	the	DET
elm-5379	5	5	role	role	NOUN
elm-5379	5	6	of	of	ADP
elm-5379	5	7	polysemy	polysemy	NOUN
elm-5379	5	8	in	in	ADP
elm-5379	5	9	semantic	semantic	ADJ
elm-5379	5	10	categorization	categorization	NOUN
elm-5379	5	11	that	that	PRON
elm-5379	5	12	is	be	AUX
elm-5379	5	13	exclusively	exclusively	ADV
elm-5379	5	14	based	base	VERB
elm-5379	5	15	on	on	ADP
elm-5379	5	16	linguistic	linguistic	ADJ
elm-5379	5	17	input	input	NOUN
elm-5379	5	18	.	.	PUNCT
elm-5379	6	1	keywords	keyword	NOUN
elm-5379	6	2	.	.	PUNCT
elm-5379	7	1	distributional	distributional	ADJ
elm-5379	7	2	semantics	semantic	NOUN
elm-5379	7	3	;	;	PUNCT
elm-5379	7	4	polysemy	polysemy	NOUN
elm-5379	7	5	;	;	PUNCT
elm-5379	7	6	categorization	categorization	NOUN
elm-5379	7	7	;	;	PUNCT
elm-5379	7	8	natural	natural	ADJ
elm-5379	7	9	language	language	NOUN
elm-5379	7	10	processing	processing	NOUN
elm-5379	7	11	.	.	PUNCT
elm-5379	8	1	1	1	X
elm-5379	8	2	.	.	X
elm-5379	8	3	introduction	introduction	NOUN
elm-5379	8	4	.	.	PUNCT
elm-5379	9	1	as	as	SCONJ
elm-5379	9	2	we	we	PRON
elm-5379	9	3	learn	learn	VERB
elm-5379	9	4	language	language	NOUN
elm-5379	9	5	and	and	CCONJ
elm-5379	9	6	learn	learn	VERB
elm-5379	9	7	about	about	ADP
elm-5379	9	8	the	the	DET
elm-5379	9	9	world	world	NOUN
elm-5379	9	10	,	,	PUNCT
elm-5379	9	11	we	we	PRON
elm-5379	9	12	acquire	acquire	VERB
elm-5379	9	13	semantic	semantic	ADJ
elm-5379	9	14	knowledge	knowledge	NOUN
elm-5379	9	15	.	.	PUNCT
elm-5379	10	1	this	this	DET
elm-5379	10	2	knowledge	knowledge	NOUN
elm-5379	10	3	comes	come	VERB
elm-5379	10	4	both	both	PRON
elm-5379	10	5	from	from	ADP
elm-5379	10	6	perceptual	perceptual	ADJ
elm-5379	10	7	input	input	NOUN
elm-5379	10	8	(	(	PUNCT
elm-5379	10	9	what	what	PRON
elm-5379	10	10	we	we	PRON
elm-5379	10	11	experience	experience	VERB
elm-5379	10	12	first	first	ADJ
elm-5379	10	13	-	-	PUNCT
elm-5379	10	14	hand	hand	NOUN
elm-5379	10	15	)	)	PUNCT
elm-5379	10	16	as	as	ADV
elm-5379	10	17	well	well	ADV
elm-5379	10	18	as	as	ADP
elm-5379	10	19	linguistic	linguistic	ADJ
elm-5379	10	20	input	input	NOUN
elm-5379	10	21	(	(	PUNCT
elm-5379	10	22	what	what	PRON
elm-5379	10	23	we	we	PRON
elm-5379	10	24	hear	hear	VERB
elm-5379	10	25	and	and	CCONJ
elm-5379	10	26	read	read	VERB
elm-5379	10	27	about	about	ADP
elm-5379	10	28	)	)	PUNCT
elm-5379	10	29	.	.	PUNCT
elm-5379	11	1	we	we	PRON
elm-5379	11	2	organize	organize	VERB
elm-5379	11	3	our	our	PRON
elm-5379	11	4	knowledge	knowledge	NOUN
elm-5379	11	5	of	of	ADP
elm-5379	11	6	categories	category	NOUN
elm-5379	11	7	,	,	PUNCT
elm-5379	11	8	and	and	CCONJ
elm-5379	11	9	the	the	DET
elm-5379	11	10	words	word	NOUN
elm-5379	11	11	we	we	PRON
elm-5379	11	12	use	use	VERB
elm-5379	11	13	to	to	PART
elm-5379	11	14	denote	denote	VERB
elm-5379	11	15	them	they	PRON
elm-5379	11	16	,	,	PUNCT
elm-5379	11	17	based	base	VERB
elm-5379	11	18	on	on	ADP
elm-5379	11	19	connections	connection	NOUN
elm-5379	11	20	we	we	PRON
elm-5379	11	21	form	form	VERB
elm-5379	11	22	between	between	ADP
elm-5379	11	23	words	word	NOUN
elm-5379	11	24	and	and	CCONJ
elm-5379	11	25	the	the	DET
elm-5379	11	26	things	thing	NOUN
elm-5379	11	27	they	they	PRON
elm-5379	11	28	denote	denote	VERB
elm-5379	11	29	in	in	ADP
elm-5379	11	30	the	the	DET
elm-5379	11	31	world	world	NOUN
elm-5379	11	32	,	,	PUNCT
elm-5379	11	33	as	as	ADV
elm-5379	11	34	well	well	ADV
elm-5379	11	35	as	as	ADP
elm-5379	11	36	connections	connection	NOUN
elm-5379	11	37	between	between	ADP
elm-5379	11	38	words	word	NOUN
elm-5379	11	39	and	and	CCONJ
elm-5379	11	40	other	other	ADJ
elm-5379	11	41	words	word	NOUN
elm-5379	11	42	.	.	PUNCT
elm-5379	12	1	in	in	ADP
elm-5379	12	2	this	this	DET
elm-5379	12	3	paper	paper	NOUN
elm-5379	12	4	,	,	PUNCT
elm-5379	12	5	we	we	PRON
elm-5379	12	6	are	be	AUX
elm-5379	12	7	interested	interested	ADJ
elm-5379	12	8	in	in	ADP
elm-5379	12	9	exploring	explore	VERB
elm-5379	12	10	two	two	NUM
elm-5379	12	11	interrelated	interrelated	ADJ
elm-5379	12	12	issues	issue	NOUN
elm-5379	12	13	:	:	PUNCT
elm-5379	12	14	(	(	PUNCT
elm-5379	12	15	1	1	X
elm-5379	12	16	)	)	PUNCT
elm-5379	12	17	how	how	SCONJ
elm-5379	12	18	much	much	ADJ
elm-5379	12	19	of	of	ADP
elm-5379	12	20	human	human	ADJ
elm-5379	12	21	categories	category	NOUN
elm-5379	12	22	may	may	AUX
elm-5379	12	23	come	come	VERB
elm-5379	12	24	from	from	ADP
elm-5379	12	25	what	what	PRON
elm-5379	12	26	we	we	PRON
elm-5379	12	27	hear	hear	VERB
elm-5379	12	28	or	or	CCONJ
elm-5379	12	29	read	read	VERB
elm-5379	12	30	?	?	PUNCT
elm-5379	13	1	and	and	CCONJ
elm-5379	13	2	(	(	PUNCT
elm-5379	13	3	2	2	X
elm-5379	13	4	)	)	PUNCT
elm-5379	13	5	whether	whether	SCONJ
elm-5379	13	6	partitioning	partition	VERB
elm-5379	13	7	word	word	NOUN
elm-5379	13	8	representations	representation	NOUN
elm-5379	13	9	into	into	ADP
elm-5379	13	10	similar	similar	ADJ
elm-5379	13	11	contexts	context	NOUN
elm-5379	13	12	of	of	ADP
elm-5379	13	13	use	use	NOUN
elm-5379	13	14	(	(	PUNCT
elm-5379	13	15	a	a	DET
elm-5379	13	16	proxy	proxy	NOUN
elm-5379	13	17	for	for	ADP
elm-5379	13	18	fine	fine	ADV
elm-5379	13	19	-	-	PUNCT
elm-5379	13	20	grained	grain	VERB
elm-5379	13	21	polysemy	polysemy	NOUN
elm-5379	13	22	)	)	PUNCT
elm-5379	13	23	improves	improve	VERB
elm-5379	13	24	the	the	DET
elm-5379	13	25	fit	fit	NOUN
elm-5379	13	26	of	of	ADP
elm-5379	13	27	linguistic	linguistic	ADJ
elm-5379	13	28	knowledge	knowledge	NOUN
elm-5379	13	29	to	to	ADP
elm-5379	13	30	human	human	ADJ
elm-5379	13	31	categories	category	NOUN
elm-5379	13	32	?	?	PUNCT
elm-5379	14	1	distributional	distributional	ADJ
elm-5379	14	2	semantic	semantic	ADJ
elm-5379	14	3	models	model	NOUN
elm-5379	14	4	are	be	AUX
elm-5379	14	5	well	well	ADV
elm-5379	14	6	-	-	PUNCT
elm-5379	14	7	suited	suited	ADJ
elm-5379	14	8	to	to	PART
elm-5379	14	9	help	help	VERB
elm-5379	14	10	us	we	PRON
elm-5379	14	11	answer	answer	VERB
elm-5379	14	12	these	these	DET
elm-5379	14	13	two	two	NUM
elm-5379	14	14	questions	question	NOUN
elm-5379	14	15	as	as	SCONJ
elm-5379	14	16	they	they	PRON
elm-5379	14	17	use	use	VERB
elm-5379	14	18	linguistic	linguistic	ADJ
elm-5379	14	19	co	co	NOUN
elm-5379	14	20	-	-	NOUN
elm-5379	14	21	occurrence	occurrence	ADJ
elm-5379	14	22	statistics	statistic	NOUN
elm-5379	14	23	from	from	ADP
elm-5379	14	24	a	a	DET
elm-5379	14	25	corpus	corpus	NOUN
elm-5379	14	26	to	to	PART
elm-5379	14	27	create	create	VERB
elm-5379	14	28	vector	vector	NOUN
elm-5379	14	29	representations	representation	NOUN
elm-5379	14	30	of	of	ADP
elm-5379	14	31	word	word	NOUN
elm-5379	14	32	meanings	meaning	NOUN
elm-5379	14	33	.	.	PUNCT
elm-5379	15	1	words	word	NOUN
elm-5379	15	2	with	with	ADP
elm-5379	15	3	similar	similar	ADJ
elm-5379	15	4	meanings	meaning	NOUN
elm-5379	15	5	,	,	PUNCT
elm-5379	15	6	which	which	PRON
elm-5379	15	7	occur	occur	VERB
elm-5379	15	8	in	in	ADP
elm-5379	15	9	similar	similar	ADJ
elm-5379	15	10	contexts	contexts	NOUN
elm-5379	15	11	,	,	PUNCT
elm-5379	15	12	end	end	VERB
elm-5379	15	13	up	up	ADP
elm-5379	15	14	near	near	ADP
elm-5379	15	15	each	each	DET
elm-5379	15	16	other	other	ADJ
elm-5379	15	17	in	in	ADP
elm-5379	15	18	space	space	NOUN
elm-5379	15	19	,	,	PUNCT
elm-5379	15	20	while	while	SCONJ
elm-5379	15	21	unrelated	unrelated	ADJ
elm-5379	15	22	words	word	NOUN
elm-5379	15	23	,	,	PUNCT
elm-5379	15	24	which	which	PRON
elm-5379	15	25	occur	occur	VERB
elm-5379	15	26	in	in	ADP
elm-5379	15	27	very	very	ADV
elm-5379	15	28	different	different	ADJ
elm-5379	15	29	contexts	contexts	NOUN
elm-5379	15	30	,	,	PUNCT
elm-5379	15	31	end	end	VERB
elm-5379	15	32	up	up	ADP
elm-5379	15	33	far	far	ADV
elm-5379	15	34	apart	apart	ADV
elm-5379	15	35	in	in	ADP
elm-5379	15	36	space	space	NOUN
elm-5379	15	37	.	.	PUNCT
elm-5379	16	1	word	word	NOUN
elm-5379	16	2	embeddings	embedding	NOUN
elm-5379	16	3	have	have	AUX
elm-5379	16	4	become	become	VERB
elm-5379	16	5	popular	popular	ADJ
elm-5379	16	6	in	in	ADP
elm-5379	16	7	recent	recent	ADJ
elm-5379	16	8	years	year	NOUN
elm-5379	16	9	,	,	PUNCT
elm-5379	16	10	in	in	ADP
elm-5379	16	11	particular	particular	ADJ
elm-5379	16	12	for	for	ADP
elm-5379	16	13	their	their	PRON
elm-5379	16	14	ability	ability	NOUN
elm-5379	16	15	to	to	PART
elm-5379	16	16	accurately	accurately	ADV
elm-5379	16	17	predict	predict	VERB
elm-5379	16	18	the	the	DET
elm-5379	16	19	similarity	similarity	NOUN
elm-5379	16	20	between	between	ADP
elm-5379	16	21	words	word	NOUN
elm-5379	16	22	(	(	PUNCT
elm-5379	16	23	landauer	landauer	NOUN
elm-5379	16	24	&	&	CCONJ
elm-5379	16	25	dumais	dumais	PROPN
elm-5379	16	26	1997	1997	NUM
elm-5379	16	27	,	,	PUNCT
elm-5379	16	28	pereira	pereira	PROPN
elm-5379	16	29	et	et	PROPN
elm-5379	16	30	al	al	PROPN
elm-5379	16	31	.	.	PROPN
elm-5379	16	32	2016	2016	NUM
elm-5379	16	33	,	,	PUNCT
elm-5379	16	34	devlin	devlin	PROPN
elm-5379	16	35	et	et	PROPN
elm-5379	16	36	al	al	PROPN
elm-5379	16	37	.	.	PROPN
elm-5379	16	38	2019	2019	NUM
elm-5379	16	39	)	)	PUNCT
elm-5379	16	40	.	.	PUNCT
elm-5379	17	1	since	since	SCONJ
elm-5379	17	2	similarity	similarity	NOUN
elm-5379	17	3	is	be	AUX
elm-5379	17	4	a	a	DET
elm-5379	17	5	primary	primary	ADJ
elm-5379	17	6	criterion	criterion	NOUN
elm-5379	17	7	for	for	ADP
elm-5379	17	8	categorization	categorization	NOUN
elm-5379	17	9	(	(	PUNCT
elm-5379	17	10	collins	collins	PROPN
elm-5379	17	11	&	&	CCONJ
elm-5379	17	12	loftus	loftus	PROPN
elm-5379	17	13	1975	1975	NUM
elm-5379	17	14	)	)	PUNCT
elm-5379	17	15	,	,	PUNCT
elm-5379	17	16	word	word	NOUN
elm-5379	17	17	embeddings	embedding	NOUN
elm-5379	17	18	may	may	AUX
elm-5379	17	19	also	also	ADV
elm-5379	17	20	be	be	AUX
elm-5379	17	21	good	good	ADJ
elm-5379	17	22	at	at	ADP
elm-5379	17	23	predicting	predict	VERB
elm-5379	17	24	semantic	semantic	ADJ
elm-5379	17	25	categories	category	NOUN
elm-5379	17	26	.	.	PUNCT
elm-5379	18	1	because	because	SCONJ
elm-5379	18	2	word	word	NOUN
elm-5379	18	3	embeddings	embedding	NOUN
elm-5379	18	4	are	be	AUX
elm-5379	18	5	trained	train	VERB
elm-5379	18	6	on	on	ADP
elm-5379	18	7	linguistic	linguistic	ADJ
elm-5379	18	8	input	input	NOUN
elm-5379	18	9	only	only	ADV
elm-5379	18	10	,	,	PUNCT
elm-5379	18	11	with	with	ADP
elm-5379	18	12	none	none	NOUN
elm-5379	18	13	of	of	ADP
elm-5379	18	14	the	the	DET
elm-5379	18	15	perceptual	perceptual	ADJ
elm-5379	18	16	input	input	NOUN
elm-5379	18	17	that	that	PRON
elm-5379	18	18	humans	human	NOUN
elm-5379	18	19	receive	receive	VERB
elm-5379	18	20	,	,	PUNCT
elm-5379	18	21	they	they	PRON
elm-5379	18	22	are	be	AUX
elm-5379	18	23	ideal	ideal	ADJ
elm-5379	18	24	for	for	ADP
elm-5379	18	25	studying	study	VERB
elm-5379	18	26	the	the	DET
elm-5379	18	27	unique	unique	ADJ
elm-5379	18	28	role	role	NOUN
elm-5379	18	29	of	of	ADP
elm-5379	18	30	language	language	NOUN
elm-5379	18	31	in	in	ADP
elm-5379	18	32	semantic	semantic	ADJ
elm-5379	18	33	categorization	categorization	NOUN
elm-5379	18	34	.	.	PUNCT
elm-5379	19	1	additionally	additionally	ADV
elm-5379	19	2	,	,	PUNCT
elm-5379	19	3	because	because	SCONJ
elm-5379	19	4	current	current	ADJ
elm-5379	19	5	word	word	NOUN
elm-5379	19	6	embeddings	embedding	NOUN
elm-5379	19	7	keep	keep	VERB
elm-5379	19	8	track	track	NOUN
elm-5379	19	9	of	of	ADP
elm-5379	19	10	the	the	DET
elm-5379	19	11	contexts	context	NOUN
elm-5379	19	12	in	in	ADP
elm-5379	19	13	which	which	PRON
elm-5379	19	14	words	word	NOUN
elm-5379	19	15	are	be	AUX
elm-5379	19	16	found	find	VERB
elm-5379	19	17	,	,	PUNCT
elm-5379	19	18	we	we	PRON
elm-5379	19	19	can	can	AUX
elm-5379	19	20	look	look	VERB
elm-5379	19	21	specifically	specifically	ADV
elm-5379	19	22	at	at	ADP
elm-5379	19	23	how	how	SCONJ
elm-5379	19	24	polysemy	polysemy	NOUN
elm-5379	19	25	affects	affect	VERB
elm-5379	19	26	how	how	SCONJ
elm-5379	19	27	semantic	semantic	ADJ
elm-5379	19	28	categorization	categorization	NOUN
elm-5379	19	29	can	can	AUX
elm-5379	19	30	derive	derive	VERB
elm-5379	19	31	from	from	ADP
elm-5379	19	32	linguistic	linguistic	ADJ
elm-5379	19	33	knowledge	knowledge	NOUN
elm-5379	19	34	.	.	PUNCT
elm-5379	20	1	as	as	SCONJ
elm-5379	20	2	words	word	NOUN
elm-5379	20	3	generally	generally	ADV
elm-5379	20	4	have	have	VERB
elm-5379	20	5	multiple	multiple	ADJ
elm-5379	20	6	possible	possible	ADJ
elm-5379	20	7	senses	sense	NOUN
elm-5379	20	8	,	,	PUNCT
elm-5379	20	9	categorization	categorization	NOUN
elm-5379	20	10	decisions	decision	NOUN
elm-5379	20	11	may	may	AUX
elm-5379	20	12	depend	depend	VERB
elm-5379	20	13	on	on	ADP
elm-5379	20	14	which	which	PRON
elm-5379	20	15	which	which	DET
elm-5379	20	16	sense	sense	NOUN
elm-5379	20	17	of	of	ADP
elm-5379	20	18	a	a	DET
elm-5379	20	19	word	word	NOUN
elm-5379	20	20	is	be	AUX
elm-5379	20	21	being	be	AUX
elm-5379	20	22	considered	consider	VERB
elm-5379	20	23	.	.	PUNCT
elm-5379	21	1	representing	represent	VERB
elm-5379	21	2	the	the	DET
elm-5379	21	3	distinct	distinct	ADJ
elm-5379	21	4	senses	sense	NOUN
elm-5379	21	5	of	of	ADP
elm-5379	21	6	polysemous	polysemous	ADJ
elm-5379	21	7	words	word	NOUN
elm-5379	21	8	is	be	AUX
elm-5379	21	9	thus	thus	ADV
elm-5379	21	10	likely	likely	ADJ
elm-5379	21	11	to	to	PART
elm-5379	21	12	be	be	AUX
elm-5379	21	13	important	important	ADJ
elm-5379	21	14	to	to	ADP
elm-5379	21	15	how	how	SCONJ
elm-5379	21	16	humans	human	NOUN
elm-5379	21	17	categorize	categorize	VERB
elm-5379	21	18	sets	set	NOUN
elm-5379	21	19	of	of	ADP
elm-5379	21	20	verbs	verb	NOUN
elm-5379	21	21	’	'	PUNCT
elm-5379	21	22	denotations	denotation	NOUN
elm-5379	21	23	and	and	CCONJ
elm-5379	21	24	how	how	SCONJ
elm-5379	21	25	these	these	DET
elm-5379	21	26	categories	category	NOUN
elm-5379	21	27	to	to	ADP
elm-5379	21	28	denotations	denotation	NOUN
elm-5379	21	29	are	be	AUX
elm-5379	21	30	used	use	VERB
elm-5379	21	31	to	to	PART
elm-5379	21	32	approximate	approximate	VERB
elm-5379	21	33	categories	category	NOUN
elm-5379	21	34	*	*	PUNCT
elm-5379	21	35	the	the	DET
elm-5379	21	36	authors	author	NOUN
elm-5379	21	37	gratefully	gratefully	ADV
elm-5379	21	38	acknowledge	acknowledge	VERB
elm-5379	21	39	the	the	DET
elm-5379	21	40	audience	audience	NOUN
elm-5379	21	41	at	at	ADP
elm-5379	21	42	the	the	DET
elm-5379	21	43	experiments	experiment	NOUN
elm-5379	21	44	in	in	ADP
elm-5379	21	45	linguistic	linguistic	ADJ
elm-5379	21	46	meaning	meaning	NOUN
elm-5379	21	47	conference	conference	NOUN
elm-5379	21	48	,	,	PUNCT
elm-5379	21	49	hosted	host	VERB
elm-5379	21	50	by	by	ADP
elm-5379	21	51	the	the	DET
elm-5379	21	52	university	university	PROPN
elm-5379	21	53	of	of	ADP
elm-5379	21	54	pennsylvania	pennsylvania	PROPN
elm-5379	21	55	,	,	PUNCT
elm-5379	21	56	for	for	ADP
elm-5379	21	57	their	their	PRON
elm-5379	21	58	useful	useful	ADJ
elm-5379	21	59	comments	comment	NOUN
elm-5379	21	60	and	and	CCONJ
elm-5379	21	61	feedback	feedback	NOUN
elm-5379	21	62	.	.	PUNCT
elm-5379	22	1	authors	author	NOUN
elm-5379	22	2	:	:	PUNCT
elm-5379	22	3	elizabeth	elizabeth	PROPN
elm-5379	22	4	soper	soper	PROPN
elm-5379	22	5	,	,	PUNCT
elm-5379	22	6	suny	suny	PROPN
elm-5379	22	7	at	at	ADP
elm-5379	22	8	buffalo	buffalo	PROPN
elm-5379	22	9	(	(	PUNCT
elm-5379	22	10	esoper@buffalo.edu	esoper@buffalo.edu	PROPN
elm-5379	22	11	)	)	PUNCT
elm-5379	22	12	&	&	CCONJ
elm-5379	22	13	jean	jean	PROPN
elm-5379	22	14	-	-	PUNCT
elm-5379	22	15	pierre	pierre	PROPN
elm-5379	22	16	koenig	koenig	PROPN
elm-5379	22	17	,	,	PUNCT
elm-5379	22	18	suny	suny	PROPN
elm-5379	22	19	at	at	ADP
elm-5379	22	20	buffalo	buffalo	PROPN
elm-5379	22	21	(	(	PUNCT
elm-5379	22	22	jpkoenig@buffalo.edu	jpkoenig@buffalo.edu	PROPN
elm-5379	22	23	)	)	PUNCT
elm-5379	22	24	.	.	PUNCT
elm-5379	23	1	proceedings	proceeding	NOUN
elm-5379	23	2	of	of	ADP
elm-5379	23	3	elm	elm	NOUN
elm-5379	23	4	2	2	NUM
elm-5379	23	5	:	:	PUNCT
elm-5379	23	6	278	278	NUM
elm-5379	23	7	-	-	SYM
elm-5379	23	8	287	287	NUM
elm-5379	23	9	,	,	PUNCT
elm-5379	23	10	2023	2023	NUM
elm-5379	23	11	c	c	ADP
elm-5379	23	12	©	©	PROPN
elm-5379	23	13	2023	2023	NUM
elm-5379	23	14	elizabeth	elizabeth	PROPN
elm-5379	23	15	soper	soper	PROPN
elm-5379	23	16	and	and	CCONJ
elm-5379	23	17	jean	jean	PROPN
elm-5379	23	18	-	-	PUNCT
elm-5379	23	19	pierre	pierre	PROPN
elm-5379	23	20	koenig	koenig	PROPN
elm-5379	23	21	published	publish	VERB
elm-5379	23	22	by	by	ADP
elm-5379	23	23	the	the	DET
elm-5379	23	24	lsa	lsa	NOUN
elm-5379	23	25	with	with	ADP
elm-5379	23	26	permission	permission	NOUN
elm-5379	23	27	of	of	ADP
elm-5379	23	28	the	the	DET
elm-5379	23	29	author(s	author(s	NOUN
elm-5379	23	30	)	)	PUNCT
elm-5379	23	31	under	under	ADP
elm-5379	23	32	a	a	DET
elm-5379	23	33	cc	cc	NOUN
elm-5379	23	34	by	by	ADP
elm-5379	23	35	license	license	NOUN
elm-5379	23	36	.	.	PUNCT
elm-5379	24	1	278	278	NUM
elm-5379	24	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	ADJ
elm-5379	24	3	https://www.elm-conference.net/	https://www.elm-conference.net/	NUM
elm-5379	24	4	of	of	ADP
elm-5379	24	5	objects	object	NOUN
elm-5379	24	6	.	.	PUNCT
elm-5379	25	1	we	we	PRON
elm-5379	25	2	compare	compare	VERB
elm-5379	25	3	different	different	ADJ
elm-5379	25	4	types	type	NOUN
elm-5379	25	5	of	of	ADP
elm-5379	25	6	word	word	NOUN
elm-5379	25	7	embeddings	embedding	NOUN
elm-5379	25	8	when	when	SCONJ
elm-5379	25	9	it	it	PRON
elm-5379	25	10	comes	come	VERB
elm-5379	25	11	to	to	ADP
elm-5379	25	12	predicting	predict	VERB
elm-5379	25	13	human	human	ADJ
elm-5379	25	14	categories	category	NOUN
elm-5379	25	15	,	,	PUNCT
elm-5379	25	16	and	and	CCONJ
elm-5379	25	17	find	find	VERB
elm-5379	25	18	that	that	SCONJ
elm-5379	25	19	representing	represent	VERB
elm-5379	25	20	individual	individual	ADJ
elm-5379	25	21	senses	sense	NOUN
elm-5379	25	22	is	be	AUX
elm-5379	25	23	indeed	indeed	ADV
elm-5379	25	24	crucial	crucial	ADJ
elm-5379	25	25	for	for	ADP
elm-5379	25	26	predicting	predict	VERB
elm-5379	25	27	semantic	semantic	ADJ
elm-5379	25	28	categories	category	NOUN
elm-5379	25	29	.	.	PUNCT
elm-5379	26	1	2	2	NUM
elm-5379	26	2	.	.	X
elm-5379	26	3	background	background	NOUN
elm-5379	26	4	.	.	PUNCT
elm-5379	27	1	there	there	PRON
elm-5379	27	2	are	be	VERB
elm-5379	27	3	two	two	NUM
elm-5379	27	4	main	main	ADJ
elm-5379	27	5	classes	class	NOUN
elm-5379	27	6	of	of	ADP
elm-5379	27	7	word	word	NOUN
elm-5379	27	8	embedding	embed	VERB
elm-5379	27	9	models	model	NOUN
elm-5379	27	10	:	:	PUNCT
elm-5379	27	11	traditional	traditional	ADJ
elm-5379	27	12	static	static	ADJ
elm-5379	27	13	embeddings	embedding	NOUN
elm-5379	27	14	(	(	PUNCT
elm-5379	27	15	landauer	landauer	NOUN
elm-5379	27	16	&	&	CCONJ
elm-5379	27	17	dumais	dumais	PROPN
elm-5379	27	18	1997	1997	NUM
elm-5379	27	19	,	,	PUNCT
elm-5379	27	20	mikolov	mikolov	PROPN
elm-5379	27	21	et	et	PROPN
elm-5379	27	22	al	al	PROPN
elm-5379	27	23	.	.	PROPN
elm-5379	27	24	2013	2013	NUM
elm-5379	27	25	,	,	PUNCT
elm-5379	27	26	pennington	pennington	PROPN
elm-5379	27	27	et	et	PROPN
elm-5379	27	28	al	al	PROPN
elm-5379	27	29	.	.	PROPN
elm-5379	27	30	2014	2014	NUM
elm-5379	27	31	)	)	PUNCT
elm-5379	27	32	represent	represent	VERB
elm-5379	27	33	each	each	DET
elm-5379	27	34	word	word	NOUN
elm-5379	27	35	type	type	NOUN
elm-5379	27	36	as	as	ADP
elm-5379	27	37	a	a	DET
elm-5379	27	38	unique	unique	ADJ
elm-5379	27	39	vector	vector	NOUN
elm-5379	27	40	,	,	PUNCT
elm-5379	27	41	while	while	SCONJ
elm-5379	27	42	more	more	ADV
elm-5379	27	43	recent	recent	ADJ
elm-5379	27	44	contextual	contextual	ADJ
elm-5379	27	45	models	model	NOUN
elm-5379	27	46	(	(	PUNCT
elm-5379	27	47	peters	peters	PROPN
elm-5379	27	48	et	et	PROPN
elm-5379	27	49	al	al	PROPN
elm-5379	27	50	.	.	PROPN
elm-5379	27	51	2018	2018	NUM
elm-5379	27	52	,	,	PUNCT
elm-5379	27	53	devlin	devlin	PROPN
elm-5379	27	54	et	et	PROPN
elm-5379	27	55	al	al	PROPN
elm-5379	27	56	.	.	PROPN
elm-5379	27	57	2019	2019	NUM
elm-5379	27	58	)	)	PUNCT
elm-5379	27	59	generate	generate	VERB
elm-5379	27	60	a	a	DET
elm-5379	27	61	unique	unique	ADJ
elm-5379	27	62	representation	representation	NOUN
elm-5379	27	63	for	for	ADP
elm-5379	27	64	every	every	DET
elm-5379	27	65	instance	instance	NOUN
elm-5379	27	66	of	of	ADP
elm-5379	27	67	a	a	DET
elm-5379	27	68	word	word	NOUN
elm-5379	27	69	in	in	ADP
elm-5379	27	70	context	context	NOUN
elm-5379	27	71	.	.	PUNCT
elm-5379	28	1	since	since	SCONJ
elm-5379	28	2	both	both	CCONJ
elm-5379	28	3	static	static	ADJ
elm-5379	28	4	and	and	CCONJ
elm-5379	28	5	contextual	contextual	ADJ
elm-5379	28	6	embeddings	embedding	NOUN
elm-5379	28	7	have	have	AUX
elm-5379	28	8	been	be	AUX
elm-5379	28	9	shown	show	VERB
elm-5379	28	10	to	to	PART
elm-5379	28	11	model	model	VERB
elm-5379	28	12	pairwise	pairwise	NOUN
elm-5379	28	13	similarity	similarity	NOUN
elm-5379	28	14	between	between	ADP
elm-5379	28	15	words	word	NOUN
elm-5379	28	16	well	well	INTJ
elm-5379	28	17	(	(	PUNCT
elm-5379	28	18	pereira	pereira	PROPN
elm-5379	28	19	et	et	PROPN
elm-5379	28	20	al	al	PROPN
elm-5379	28	21	.	.	PROPN
elm-5379	28	22	2016	2016	NUM
elm-5379	28	23	,	,	PUNCT
elm-5379	28	24	chronis	chronis	NOUN
elm-5379	28	25	&	&	CCONJ
elm-5379	28	26	erk	erk	PROPN
elm-5379	28	27	2020	2020	NUM
elm-5379	28	28	)	)	PUNCT
elm-5379	28	29	,	,	PUNCT
elm-5379	28	30	and	and	CCONJ
elm-5379	28	31	since	since	SCONJ
elm-5379	28	32	similarity	similarity	NOUN
elm-5379	28	33	is	be	AUX
elm-5379	28	34	a	a	DET
elm-5379	28	35	primary	primary	ADJ
elm-5379	28	36	criterion	criterion	NOUN
elm-5379	28	37	for	for	ADP
elm-5379	28	38	categorization	categorization	NOUN
elm-5379	28	39	,	,	PUNCT
elm-5379	28	40	it	it	PRON
elm-5379	28	41	seems	seem	VERB
elm-5379	28	42	intuitive	intuitive	ADJ
elm-5379	28	43	that	that	SCONJ
elm-5379	28	44	word	word	NOUN
elm-5379	28	45	embeddings	embedding	NOUN
elm-5379	28	46	should	should	AUX
elm-5379	28	47	predict	predict	VERB
elm-5379	28	48	categorization	categorization	NOUN
elm-5379	28	49	well	well	ADV
elm-5379	28	50	.	.	PUNCT
elm-5379	29	1	some	some	DET
elm-5379	29	2	previous	previous	ADJ
elm-5379	29	3	work	work	NOUN
elm-5379	29	4	supports	support	VERB
elm-5379	29	5	this	this	DET
elm-5379	29	6	intuition	intuition	NOUN
elm-5379	29	7	;	;	PUNCT
elm-5379	29	8	word	word	NOUN
elm-5379	29	9	embeddings	embedding	NOUN
elm-5379	29	10	have	have	AUX
elm-5379	29	11	excelled	excel	VERB
elm-5379	29	12	at	at	ADP
elm-5379	29	13	word	word	NOUN
elm-5379	29	14	sense	sense	NOUN
elm-5379	29	15	disambiguation	disambiguation	NOUN
elm-5379	29	16	(	(	PUNCT
elm-5379	29	17	giulianelli	giulianelli	NOUN
elm-5379	29	18	et	et	PROPN
elm-5379	29	19	al	al	PROPN
elm-5379	29	20	.	.	PROPN
elm-5379	29	21	2020	2020	NUM
elm-5379	29	22	,	,	PUNCT
elm-5379	29	23	soler	soler	PROPN
elm-5379	29	24	&	&	CCONJ
elm-5379	29	25	apidianaki	apidianaki	PROPN
elm-5379	29	26	2021	2021	NUM
elm-5379	29	27	,	,	PUNCT
elm-5379	29	28	chronis	chronis	NOUN
elm-5379	29	29	&	&	CCONJ
elm-5379	29	30	erk	erk	PROPN
elm-5379	29	31	2020	2020	NUM
elm-5379	29	32	)	)	PUNCT
elm-5379	29	33	and	and	CCONJ
elm-5379	29	34	topic	topic	NOUN
elm-5379	29	35	modeling	modeling	NOUN
elm-5379	29	36	(	(	PUNCT
elm-5379	29	37	sia	sia	PROPN
elm-5379	29	38	et	et	PROPN
elm-5379	29	39	al	al	PROPN
elm-5379	29	40	.	.	PROPN
elm-5379	29	41	2020	2020	NUM
elm-5379	29	42	,	,	PUNCT
elm-5379	29	43	aharoni	aharoni	NOUN
elm-5379	29	44	&	&	CCONJ
elm-5379	29	45	goldberg	goldberg	PROPN
elm-5379	29	46	2020	2020	NUM
elm-5379	29	47	)	)	PUNCT
elm-5379	29	48	,	,	PUNCT
elm-5379	29	49	when	when	SCONJ
elm-5379	29	50	cast	cast	VERB
elm-5379	29	51	as	as	ADP
elm-5379	29	52	categorization	categorization	NOUN
elm-5379	29	53	problems	problem	NOUN
elm-5379	29	54	.	.	PUNCT
elm-5379	30	1	as	as	SCONJ
elm-5379	30	2	mentioned	mention	VERB
elm-5379	30	3	in	in	ADP
elm-5379	30	4	the	the	DET
elm-5379	30	5	introduction	introduction	NOUN
elm-5379	30	6	,	,	PUNCT
elm-5379	30	7	we	we	PRON
elm-5379	30	8	are	be	AUX
elm-5379	30	9	interested	interested	ADJ
elm-5379	30	10	in	in	ADP
elm-5379	30	11	the	the	DET
elm-5379	30	12	present	present	ADJ
elm-5379	30	13	paper	paper	NOUN
elm-5379	30	14	in	in	ADP
elm-5379	30	15	linguistically	linguistically	ADV
elm-5379	30	16	-	-	PUNCT
elm-5379	30	17	based	base	VERB
elm-5379	30	18	semantic	semantic	ADJ
elm-5379	30	19	category	category	NOUN
elm-5379	30	20	induction	induction	NOUN
elm-5379	30	21	.	.	PUNCT
elm-5379	31	1	instead	instead	ADV
elm-5379	31	2	of	of	ADP
elm-5379	31	3	grouping	group	VERB
elm-5379	31	4	individual	individual	ADJ
elm-5379	31	5	word	word	NOUN
elm-5379	31	6	tokens	token	NOUN
elm-5379	31	7	into	into	ADP
elm-5379	31	8	distinct	distinct	ADJ
elm-5379	31	9	senses	sense	NOUN
elm-5379	31	10	,	,	PUNCT
elm-5379	31	11	or	or	CCONJ
elm-5379	31	12	documents	document	NOUN
elm-5379	31	13	into	into	ADP
elm-5379	31	14	topics	topic	NOUN
elm-5379	31	15	,	,	PUNCT
elm-5379	31	16	the	the	DET
elm-5379	31	17	goal	goal	NOUN
elm-5379	31	18	of	of	ADP
elm-5379	31	19	semantic	semantic	ADJ
elm-5379	31	20	categorization	categorization	NOUN
elm-5379	31	21	is	be	AUX
elm-5379	31	22	to	to	PART
elm-5379	31	23	group	group	VERB
elm-5379	31	24	unique	unique	ADJ
elm-5379	31	25	words	word	NOUN
elm-5379	31	26	into	into	ADP
elm-5379	31	27	semantically	semantically	ADV
elm-5379	31	28	related	relate	VERB
elm-5379	31	29	clusters	cluster	NOUN
elm-5379	31	30	.	.	PUNCT
elm-5379	32	1	this	this	DET
elm-5379	32	2	more	more	ADV
elm-5379	32	3	abstract	abstract	ADJ
elm-5379	32	4	type	type	NOUN
elm-5379	32	5	of	of	ADP
elm-5379	32	6	categorization	categorization	NOUN
elm-5379	32	7	has	have	AUX
elm-5379	32	8	received	receive	VERB
elm-5379	32	9	less	less	ADJ
elm-5379	32	10	attention	attention	NOUN
elm-5379	32	11	in	in	ADP
elm-5379	32	12	the	the	DET
elm-5379	32	13	word	word	NOUN
elm-5379	32	14	embedding	embed	VERB
elm-5379	32	15	literature	literature	NOUN
elm-5379	32	16	.	.	PUNCT
elm-5379	33	1	in	in	ADP
elm-5379	33	2	order	order	NOUN
elm-5379	33	3	to	to	PART
elm-5379	33	4	understand	understand	VERB
elm-5379	33	5	what	what	PRON
elm-5379	33	6	word	word	NOUN
elm-5379	33	7	embeddings	embedding	NOUN
elm-5379	33	8	can	can	AUX
elm-5379	33	9	tell	tell	VERB
elm-5379	33	10	us	we	PRON
elm-5379	33	11	about	about	ADP
elm-5379	33	12	the	the	DET
elm-5379	33	13	role	role	NOUN
elm-5379	33	14	of	of	ADP
elm-5379	33	15	polysemy	polysemy	NOUN
elm-5379	33	16	in	in	ADP
elm-5379	33	17	deriving	derive	VERB
elm-5379	33	18	semantic	semantic	ADJ
elm-5379	33	19	categories	category	NOUN
elm-5379	33	20	from	from	ADP
elm-5379	33	21	linguistic	linguistic	ADJ
elm-5379	33	22	input	input	NOUN
elm-5379	33	23	,	,	PUNCT
elm-5379	33	24	it	it	PRON
elm-5379	33	25	is	be	AUX
elm-5379	33	26	important	important	ADJ
elm-5379	33	27	to	to	PART
elm-5379	33	28	note	note	VERB
elm-5379	33	29	that	that	SCONJ
elm-5379	33	30	there	there	PRON
elm-5379	33	31	are	be	VERB
elm-5379	33	32	at	at	ADV
elm-5379	33	33	least	least	ADJ
elm-5379	33	34	two	two	NUM
elm-5379	33	35	different	different	ADJ
elm-5379	33	36	approaches	approach	NOUN
elm-5379	33	37	to	to	ADP
elm-5379	33	38	explaining	explain	VERB
elm-5379	33	39	polysemy	polysemy	NOUN
elm-5379	33	40	.	.	PUNCT
elm-5379	34	1	one	one	NUM
elm-5379	34	2	account	account	NOUN
elm-5379	34	3	holds	hold	VERB
elm-5379	34	4	that	that	SCONJ
elm-5379	34	5	polysemous	polysemous	ADJ
elm-5379	34	6	words	word	NOUN
elm-5379	34	7	have	have	VERB
elm-5379	34	8	a	a	DET
elm-5379	34	9	single	single	ADJ
elm-5379	34	10	,	,	PUNCT
elm-5379	34	11	under	under	ADV
elm-5379	34	12	-	-	PUNCT
elm-5379	34	13	specified	specify	VERB
elm-5379	34	14	meaning	meaning	NOUN
elm-5379	34	15	,	,	PUNCT
elm-5379	34	16	and	and	CCONJ
elm-5379	34	17	that	that	DET
elm-5379	34	18	context	context	NOUN
elm-5379	34	19	helps	help	VERB
elm-5379	34	20	disambiguate	disambiguate	ADJ
elm-5379	34	21	between	between	ADP
elm-5379	34	22	a	a	DET
elm-5379	34	23	defined	define	VERB
elm-5379	34	24	set	set	NOUN
elm-5379	34	25	of	of	ADP
elm-5379	34	26	senses	sense	NOUN
elm-5379	34	27	(	(	PUNCT
elm-5379	34	28	pustejovsky	pustejovsky	NOUN
elm-5379	34	29	1998	1998	NUM
elm-5379	34	30	)	)	PUNCT
elm-5379	34	31	.	.	PUNCT
elm-5379	35	1	static	static	ADJ
elm-5379	35	2	models	model	NOUN
elm-5379	35	3	are	be	AUX
elm-5379	35	4	analogous	analogous	ADJ
elm-5379	35	5	to	to	ADP
elm-5379	35	6	this	this	DET
elm-5379	35	7	view	view	NOUN
elm-5379	35	8	of	of	ADP
elm-5379	35	9	meaning	meaning	NOUN
elm-5379	35	10	,	,	PUNCT
elm-5379	35	11	as	as	SCONJ
elm-5379	35	12	they	they	PRON
elm-5379	35	13	create	create	VERB
elm-5379	35	14	a	a	DET
elm-5379	35	15	single	single	ADJ
elm-5379	35	16	representation	representation	NOUN
elm-5379	35	17	which	which	PRON
elm-5379	35	18	is	be	AUX
elm-5379	35	19	meant	mean	VERB
elm-5379	35	20	to	to	PART
elm-5379	35	21	encompass	encompass	VERB
elm-5379	35	22	all	all	DET
elm-5379	35	23	uses	use	NOUN
elm-5379	35	24	of	of	ADP
elm-5379	35	25	a	a	DET
elm-5379	35	26	word	word	NOUN
elm-5379	35	27	form	form	NOUN
elm-5379	35	28	.	.	PUNCT
elm-5379	36	1	a	a	DET
elm-5379	36	2	stronger	strong	ADJ
elm-5379	36	3	claim	claim	NOUN
elm-5379	36	4	has	have	AUX
elm-5379	36	5	been	be	AUX
elm-5379	36	6	made	make	VERB
elm-5379	36	7	(	(	PUNCT
elm-5379	36	8	for	for	ADP
elm-5379	36	9	example	example	NOUN
elm-5379	36	10	,	,	PUNCT
elm-5379	36	11	by	by	ADP
elm-5379	36	12	elman	elman	PROPN
elm-5379	36	13	2009	2009	NUM
elm-5379	36	14	;	;	PUNCT
elm-5379	36	15	see	see	VERB
elm-5379	36	16	also	also	ADV
elm-5379	36	17	marvel	marvel	VERB
elm-5379	36	18	&	&	CCONJ
elm-5379	36	19	koenig	koenig	PROPN
elm-5379	36	20	2015	2015	NUM
elm-5379	36	21	)	)	PUNCT
elm-5379	36	22	that	that	SCONJ
elm-5379	36	23	different	different	ADJ
elm-5379	36	24	senses	sense	NOUN
elm-5379	36	25	of	of	ADP
elm-5379	36	26	a	a	DET
elm-5379	36	27	word	word	NOUN
elm-5379	36	28	are	be	AUX
elm-5379	36	29	not	not	PART
elm-5379	36	30	simply	simply	ADV
elm-5379	36	31	reflected	reflect	VERB
elm-5379	36	32	in	in	ADP
elm-5379	36	33	,	,	PUNCT
elm-5379	36	34	but	but	CCONJ
elm-5379	36	35	actually	actually	ADV
elm-5379	36	36	created	create	VERB
elm-5379	36	37	by	by	ADP
elm-5379	36	38	context	context	NOUN
elm-5379	36	39	.	.	PUNCT
elm-5379	37	1	proponents	proponent	NOUN
elm-5379	37	2	of	of	ADP
elm-5379	37	3	this	this	DET
elm-5379	37	4	claim	claim	NOUN
elm-5379	37	5	believe	believe	VERB
elm-5379	37	6	that	that	SCONJ
elm-5379	37	7	word	word	NOUN
elm-5379	37	8	meaning	meaning	NOUN
elm-5379	37	9	is	be	AUX
elm-5379	37	10	fundamentally	fundamentally	ADV
elm-5379	37	11	context	context	NOUN
elm-5379	37	12	-	-	PUNCT
elm-5379	37	13	dependent	dependent	ADJ
elm-5379	37	14	.	.	PUNCT
elm-5379	38	1	contextual	contextual	ADJ
elm-5379	38	2	language	language	NOUN
elm-5379	38	3	models	model	NOUN
elm-5379	38	4	like	like	SCONJ
elm-5379	38	5	bert	bert	NOUN
elm-5379	38	6	implicitly	implicitly	ADV
elm-5379	38	7	take	take	VERB
elm-5379	38	8	this	this	DET
elm-5379	38	9	view	view	NOUN
elm-5379	38	10	of	of	ADP
elm-5379	38	11	word	word	NOUN
elm-5379	38	12	meaning	meaning	NOUN
elm-5379	38	13	,	,	PUNCT
elm-5379	38	14	as	as	SCONJ
elm-5379	38	15	they	they	PRON
elm-5379	38	16	represent	represent	VERB
elm-5379	38	17	each	each	DET
elm-5379	38	18	instance	instance	NOUN
elm-5379	38	19	of	of	ADP
elm-5379	38	20	a	a	DET
elm-5379	38	21	word	word	NOUN
elm-5379	38	22	in	in	ADP
elm-5379	38	23	a	a	DET
elm-5379	38	24	particular	particular	ADJ
elm-5379	38	25	context	context	NOUN
elm-5379	38	26	as	as	ADP
elm-5379	38	27	a	a	DET
elm-5379	38	28	unique	unique	ADJ
elm-5379	38	29	embedding	embedding	NOUN
elm-5379	38	30	.	.	PUNCT
elm-5379	39	1	we	we	PRON
elm-5379	39	2	can	can	AUX
elm-5379	39	3	then	then	ADV
elm-5379	39	4	treat	treat	VERB
elm-5379	39	5	classes	class	NOUN
elm-5379	39	6	of	of	ADP
elm-5379	39	7	contexts	context	NOUN
elm-5379	39	8	as	as	ADP
elm-5379	39	9	equivalent	equivalent	ADJ
elm-5379	39	10	to	to	ADP
elm-5379	39	11	senses	sense	NOUN
elm-5379	39	12	in	in	ADP
elm-5379	39	13	these	these	DET
elm-5379	39	14	models	model	NOUN
elm-5379	39	15	.	.	PUNCT
elm-5379	40	1	because	because	SCONJ
elm-5379	40	2	static	static	ADJ
elm-5379	40	3	and	and	CCONJ
elm-5379	40	4	contextual	contextual	ADJ
elm-5379	40	5	models	model	NOUN
elm-5379	40	6	align	align	VERB
elm-5379	40	7	with	with	ADP
elm-5379	40	8	different	different	ADJ
elm-5379	40	9	theoretical	theoretical	ADJ
elm-5379	40	10	perspectives	perspective	NOUN
elm-5379	40	11	on	on	ADP
elm-5379	40	12	polysemy	polysemy	NOUN
elm-5379	40	13	,	,	PUNCT
elm-5379	40	14	word	word	NOUN
elm-5379	40	15	embeddings	embedding	NOUN
elm-5379	40	16	are	be	AUX
elm-5379	40	17	well	well	ADV
elm-5379	40	18	-	-	PUNCT
elm-5379	40	19	suited	suited	ADJ
elm-5379	40	20	to	to	PART
elm-5379	40	21	test	test	VERB
elm-5379	40	22	these	these	DET
elm-5379	40	23	two	two	NUM
elm-5379	40	24	conceptions	conception	NOUN
elm-5379	40	25	of	of	ADP
elm-5379	40	26	polysemy	polysemy	NOUN
elm-5379	40	27	and	and	CCONJ
elm-5379	40	28	their	their	PRON
elm-5379	40	29	effect	effect	NOUN
elm-5379	40	30	on	on	ADP
elm-5379	40	31	linguistically	linguistically	ADV
elm-5379	40	32	-	-	PUNCT
elm-5379	40	33	based	base	VERB
elm-5379	40	34	category	category	NOUN
elm-5379	40	35	induction	induction	NOUN
elm-5379	40	36	;	;	PUNCT
elm-5379	40	37	static	static	ADJ
elm-5379	40	38	embeddings	embedding	NOUN
elm-5379	40	39	are	be	AUX
elm-5379	40	40	a	a	DET
elm-5379	40	41	proxy	proxy	NOUN
elm-5379	40	42	for	for	ADP
elm-5379	40	43	the	the	DET
elm-5379	40	44	single	single	ADJ
elm-5379	40	45	-	-	PUNCT
elm-5379	40	46	entry	entry	NOUN
elm-5379	40	47	view	view	NOUN
elm-5379	40	48	,	,	PUNCT
elm-5379	40	49	and	and	CCONJ
elm-5379	40	50	contextual	contextual	ADJ
elm-5379	40	51	embeddings	embedding	NOUN
elm-5379	40	52	for	for	ADP
elm-5379	40	53	the	the	DET
elm-5379	40	54	radically	radically	ADV
elm-5379	40	55	context	context	NOUN
elm-5379	40	56	-	-	PUNCT
elm-5379	40	57	dependent	dependent	ADJ
elm-5379	40	58	view	view	NOUN
elm-5379	40	59	.	.	PUNCT
elm-5379	41	1	previous	previous	ADJ
elm-5379	41	2	work	work	NOUN
elm-5379	41	3	using	use	VERB
elm-5379	41	4	word	word	NOUN
elm-5379	41	5	embeddings	embedding	NOUN
elm-5379	41	6	to	to	PART
elm-5379	41	7	model	model	VERB
elm-5379	41	8	semantic	semantic	ADJ
elm-5379	41	9	categorization	categorization	NOUN
elm-5379	41	10	has	have	AUX
elm-5379	41	11	treated	treat	VERB
elm-5379	41	12	semantic	semantic	ADJ
elm-5379	41	13	categorization	categorization	NOUN
elm-5379	41	14	as	as	ADP
elm-5379	41	15	categorization	categorization	NOUN
elm-5379	41	16	of	of	ADP
elm-5379	41	17	word	word	NOUN
elm-5379	41	18	types	type	NOUN
elm-5379	41	19	,	,	PUNCT
elm-5379	41	20	rather	rather	ADV
elm-5379	41	21	than	than	ADP
elm-5379	41	22	word	word	NOUN
elm-5379	41	23	senses	sense	NOUN
elm-5379	41	24	.	.	PUNCT
elm-5379	42	1	by	by	ADP
elm-5379	42	2	using	use	VERB
elm-5379	42	3	static	static	ADJ
elm-5379	42	4	embeddings	embedding	NOUN
elm-5379	42	5	only	only	ADV
elm-5379	42	6	,	,	PUNCT
elm-5379	42	7	it	it	PRON
elm-5379	42	8	implicitly	implicitly	ADV
elm-5379	42	9	assumed	assume	VERB
elm-5379	42	10	that	that	SCONJ
elm-5379	42	11	people	people	NOUN
elm-5379	42	12	use	use	VERB
elm-5379	42	13	a	a	DET
elm-5379	42	14	summary	summary	NOUN
elm-5379	42	15	representation	representation	NOUN
elm-5379	42	16	to	to	PART
elm-5379	42	17	categorize	categorize	VERB
elm-5379	42	18	words	word	NOUN
elm-5379	42	19	.	.	PUNCT
elm-5379	43	1	while	while	SCONJ
elm-5379	43	2	summary	summary	NOUN
elm-5379	43	3	or	or	CCONJ
elm-5379	43	4	underspecified	underspecified	ADJ
elm-5379	43	5	representations	representation	NOUN
elm-5379	43	6	of	of	ADP
elm-5379	43	7	word	word	NOUN
elm-5379	43	8	meanings	meaning	NOUN
elm-5379	43	9	is	be	AUX
elm-5379	43	10	appropriate	appropriate	ADJ
elm-5379	43	11	for	for	ADP
elm-5379	43	12	many	many	ADJ
elm-5379	43	13	tasks	task	NOUN
elm-5379	43	14	,	,	PUNCT
elm-5379	43	15	as	as	SCONJ
elm-5379	43	16	pustejovsky	pustejovsky	NOUN
elm-5379	43	17	(	(	PUNCT
elm-5379	43	18	1998	1998	NUM
elm-5379	43	19	)	)	PUNCT
elm-5379	43	20	shows	show	NOUN
elm-5379	43	21	,	,	PUNCT
elm-5379	43	22	much	much	ADJ
elm-5379	43	23	work	work	NOUN
elm-5379	43	24	in	in	ADP
elm-5379	43	25	psycholinguistics	psycholinguistic	NOUN
elm-5379	43	26	suggests	suggest	VERB
elm-5379	43	27	that	that	SCONJ
elm-5379	43	28	when	when	SCONJ
elm-5379	43	29	reading	read	VERB
elm-5379	43	30	words	word	NOUN
elm-5379	43	31	in	in	ADP
elm-5379	43	32	and	and	CCONJ
elm-5379	43	33	out	out	ADP
elm-5379	43	34	of	of	ADP
elm-5379	43	35	context	context	NOUN
elm-5379	43	36	,	,	PUNCT
elm-5379	43	37	native	native	ADJ
elm-5379	43	38	speakers	speaker	NOUN
elm-5379	43	39	often	often	ADV
elm-5379	43	40	favor	favor	VERB
elm-5379	43	41	one	one	NUM
elm-5379	43	42	sense	sense	NOUN
elm-5379	43	43	or	or	CCONJ
elm-5379	43	44	the	the	DET
elm-5379	43	45	other	other	ADJ
elm-5379	43	46	(	(	PUNCT
elm-5379	43	47	see	see	VERB
elm-5379	43	48	,	,	PUNCT
elm-5379	43	49	among	among	ADP
elm-5379	43	50	others	other	NOUN
elm-5379	43	51	,	,	PUNCT
elm-5379	43	52	brocher	brocher	PROPN
elm-5379	43	53	et	et	PROPN
elm-5379	43	54	al	al	PROPN
elm-5379	43	55	.	.	PROPN
elm-5379	43	56	2018	2018	NUM
elm-5379	43	57	for	for	ADP
elm-5379	43	58	evidence	evidence	NOUN
elm-5379	43	59	and	and	CCONJ
elm-5379	43	60	summary	summary	NOUN
elm-5379	43	61	)	)	PUNCT
elm-5379	43	62	.	.	PUNCT
elm-5379	44	1	in	in	ADP
elm-5379	44	2	using	use	VERB
elm-5379	44	3	linguistic	linguistic	ADJ
elm-5379	44	4	input	input	NOUN
elm-5379	44	5	to	to	PART
elm-5379	44	6	derive	derive	VERB
elm-5379	44	7	(	(	PUNCT
elm-5379	44	8	part	part	NOUN
elm-5379	44	9	of	of	ADP
elm-5379	44	10	)	)	PUNCT
elm-5379	44	11	their	their	PRON
elm-5379	44	12	semantic	semantic	ADJ
elm-5379	44	13	knowledge	knowledge	NOUN
elm-5379	44	14	,	,	PUNCT
elm-5379	44	15	learners	learner	NOUN
elm-5379	44	16	therefore	therefore	ADV
elm-5379	44	17	most	most	ADV
elm-5379	44	18	likely	likely	ADV
elm-5379	44	19	rely	rely	VERB
elm-5379	44	20	on	on	ADP
elm-5379	44	21	the	the	DET
elm-5379	44	22	word	word	NOUN
elm-5379	44	23	sense	sense	NOUN
elm-5379	44	24	instantiated	instantiate	VERB
elm-5379	44	25	in	in	ADP
elm-5379	44	26	the	the	DET
elm-5379	44	27	input	input	NOUN
elm-5379	44	28	.	.	PUNCT
elm-5379	45	1	as	as	ADP
elm-5379	45	2	a	a	DET
elm-5379	45	3	result	result	NOUN
elm-5379	45	4	,	,	PUNCT
elm-5379	45	5	categorization	categorization	NOUN
elm-5379	45	6	decisions	decision	NOUN
elm-5379	45	7	proceedings	proceeding	NOUN
elm-5379	45	8	of	of	ADP
elm-5379	45	9	elm	elm	NOUN
elm-5379	45	10	2	2	NUM
elm-5379	45	11	:	:	PUNCT
elm-5379	45	12	278	278	NUM
elm-5379	45	13	-	-	SYM
elm-5379	45	14	287	287	NUM
elm-5379	45	15	,	,	PUNCT
elm-5379	45	16	2023	2023	NUM
elm-5379	45	17	elizabeth	elizabeth	PROPN
elm-5379	45	18	soper	soper	PROPN
elm-5379	45	19	and	and	CCONJ
elm-5379	45	20	jean	jean	PROPN
elm-5379	45	21	-	-	PUNCT
elm-5379	45	22	pierre	pierre	PROPN
elm-5379	45	23	koenig	koenig	PROPN
elm-5379	45	24	:	:	PUNCT
elm-5379	45	25	modeling	model	VERB
elm-5379	45	26	the	the	DET
elm-5379	45	27	role	role	NOUN
elm-5379	45	28	of	of	ADP
elm-5379	45	29	polysemy	polysemy	NOUN
elm-5379	45	30	in	in	ADP
elm-5379	45	31	verb	verb	NOUN
elm-5379	45	32	categorization	categorization	NOUN
elm-5379	45	33	.	.	PUNCT
elm-5379	46	1	279	279	NUM
elm-5379	46	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	46	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON
elm-5379	46	4	may	may	AUX
elm-5379	46	5	depend	depend	VERB
elm-5379	46	6	on	on	ADP
elm-5379	46	7	which	which	DET
elm-5379	46	8	sense	sense	NOUN
elm-5379	46	9	of	of	ADP
elm-5379	46	10	a	a	DET
elm-5379	46	11	word	word	NOUN
elm-5379	46	12	is	be	AUX
elm-5379	46	13	being	be	AUX
elm-5379	46	14	considered	consider	VERB
elm-5379	46	15	and	and	CCONJ
elm-5379	46	16	any	any	DET
elm-5379	46	17	attempt	attempt	NOUN
elm-5379	46	18	to	to	PART
elm-5379	46	19	determine	determine	VERB
elm-5379	46	20	how	how	SCONJ
elm-5379	46	21	much	much	ADJ
elm-5379	46	22	semantic	semantic	ADJ
elm-5379	46	23	knowledge	knowledge	NOUN
elm-5379	46	24	may	may	AUX
elm-5379	46	25	derive	derive	VERB
elm-5379	46	26	from	from	ADP
elm-5379	46	27	linguistic	linguistic	ADJ
elm-5379	46	28	input	input	NOUN
elm-5379	46	29	would	would	AUX
elm-5379	46	30	be	be	AUX
elm-5379	46	31	best	well	ADV
elm-5379	46	32	served	serve	VERB
elm-5379	46	33	by	by	ADP
elm-5379	46	34	taking	take	VERB
elm-5379	46	35	polysemy	polysemy	NOUN
elm-5379	46	36	into	into	ADP
elm-5379	46	37	consideration	consideration	NOUN
elm-5379	46	38	.	.	PUNCT
elm-5379	47	1	if	if	SCONJ
elm-5379	47	2	this	this	PRON
elm-5379	47	3	is	be	AUX
elm-5379	47	4	the	the	DET
elm-5379	47	5	case	case	NOUN
elm-5379	47	6	,	,	PUNCT
elm-5379	47	7	we	we	PRON
elm-5379	47	8	would	would	AUX
elm-5379	47	9	expect	expect	VERB
elm-5379	47	10	contextual	contextual	ADJ
elm-5379	47	11	embeddings	embedding	NOUN
elm-5379	47	12	to	to	PART
elm-5379	47	13	predict	predict	VERB
elm-5379	47	14	semantic	semantic	ADJ
elm-5379	47	15	categories	category	NOUN
elm-5379	47	16	better	well	ADV
elm-5379	47	17	than	than	ADP
elm-5379	47	18	static	static	ADJ
elm-5379	47	19	embeddings	embedding	NOUN
elm-5379	47	20	.	.	PUNCT
elm-5379	48	1	interestingly	interestingly	ADV
elm-5379	48	2	,	,	PUNCT
elm-5379	48	3	recent	recent	ADJ
elm-5379	48	4	work	work	NOUN
elm-5379	48	5	evaluating	evaluate	VERB
elm-5379	48	6	different	different	ADJ
elm-5379	48	7	word	word	NOUN
elm-5379	48	8	embedding	embed	VERB
elm-5379	48	9	models	model	NOUN
elm-5379	48	10	on	on	ADP
elm-5379	48	11	verb	verb	NOUN
elm-5379	48	12	categorization	categorization	NOUN
elm-5379	48	13	suggests	suggest	VERB
elm-5379	48	14	just	just	ADV
elm-5379	48	15	the	the	DET
elm-5379	48	16	opposite	opposite	ADJ
elm-5379	48	17	.	.	PUNCT
elm-5379	49	1	majewska	majewska	NOUN
elm-5379	49	2	et	et	PROPN
elm-5379	49	3	al	al	PROPN
elm-5379	49	4	.	.	PROPN
elm-5379	50	1	(	(	PUNCT
elm-5379	50	2	2021	2021	NUM
elm-5379	50	3	)	)	PUNCT
elm-5379	50	4	found	find	VERB
elm-5379	50	5	that	that	SCONJ
elm-5379	50	6	contextual	contextual	ADJ
elm-5379	50	7	models	model	NOUN
elm-5379	50	8	perform	perform	VERB
elm-5379	50	9	poorly	poorly	ADV
elm-5379	50	10	compared	compare	VERB
elm-5379	50	11	to	to	ADP
elm-5379	50	12	older	old	ADJ
elm-5379	50	13	static	static	ADJ
elm-5379	50	14	models	model	NOUN
elm-5379	50	15	when	when	SCONJ
elm-5379	50	16	approximating	approximate	VERB
elm-5379	50	17	the	the	DET
elm-5379	50	18	verb	verb	NOUN
elm-5379	50	19	categorization	categorization	NOUN
elm-5379	50	20	done	do	VERB
elm-5379	50	21	by	by	ADP
elm-5379	50	22	participants	participant	NOUN
elm-5379	50	23	in	in	ADP
elm-5379	50	24	their	their	PRON
elm-5379	50	25	experiments	experiment	NOUN
elm-5379	50	26	.	.	PUNCT
elm-5379	51	1	we	we	PRON
elm-5379	51	2	argue	argue	VERB
elm-5379	51	3	that	that	SCONJ
elm-5379	51	4	this	this	DET
elm-5379	51	5	result	result	NOUN
elm-5379	51	6	is	be	AUX
elm-5379	51	7	due	due	ADJ
elm-5379	51	8	not	not	PART
elm-5379	51	9	to	to	ADP
elm-5379	51	10	the	the	DET
elm-5379	51	11	irrelevance	irrelevance	NOUN
elm-5379	51	12	of	of	ADP
elm-5379	51	13	context	context	NOUN
elm-5379	51	14	to	to	ADP
elm-5379	51	15	categorization	categorization	NOUN
elm-5379	51	16	,	,	PUNCT
elm-5379	51	17	but	but	CCONJ
elm-5379	51	18	rather	rather	ADV
elm-5379	51	19	to	to	ADP
elm-5379	51	20	the	the	DET
elm-5379	51	21	way	way	NOUN
elm-5379	51	22	the	the	DET
elm-5379	51	23	contextual	contextual	ADJ
elm-5379	51	24	embeddings	embedding	NOUN
elm-5379	51	25	were	be	AUX
elm-5379	51	26	extracted	extract	VERB
elm-5379	51	27	from	from	ADP
elm-5379	51	28	the	the	DET
elm-5379	51	29	model	model	NOUN
elm-5379	51	30	in	in	ADP
elm-5379	51	31	majewska	majewska	PROPN
elm-5379	51	32	et	et	PROPN
elm-5379	51	33	al	al	PROPN
elm-5379	51	34	.	.	PROPN
elm-5379	52	1	(	(	PUNCT
elm-5379	52	2	2021	2021	NUM
elm-5379	52	3	)	)	PUNCT
elm-5379	52	4	.	.	PUNCT
elm-5379	53	1	although	although	SCONJ
elm-5379	53	2	many	many	ADJ
elm-5379	53	3	of	of	ADP
elm-5379	53	4	the	the	DET
elm-5379	53	5	words	word	NOUN
elm-5379	53	6	in	in	ADP
elm-5379	53	7	majewska	majewska	PROPN
elm-5379	53	8	et	et	PROPN
elm-5379	53	9	al	al	PROPN
elm-5379	53	10	.	.	PROPN
elm-5379	53	11	(	(	PUNCT
elm-5379	53	12	2021	2021	NUM
elm-5379	53	13	)	)	PUNCT
elm-5379	53	14	’s	’s	PART
elm-5379	53	15	ground	ground	NOUN
elm-5379	53	16	truth	truth	NOUN
elm-5379	53	17	data	datum	NOUN
elm-5379	53	18	are	be	AUX
elm-5379	53	19	polysemous	polysemous	ADJ
elm-5379	53	20	and	and	CCONJ
elm-5379	53	21	are	be	AUX
elm-5379	53	22	assigned	assign	VERB
elm-5379	53	23	to	to	ADP
elm-5379	53	24	multiple	multiple	ADJ
elm-5379	53	25	categories	category	NOUN
elm-5379	53	26	by	by	ADP
elm-5379	53	27	participants	participant	NOUN
elm-5379	53	28	,	,	PUNCT
elm-5379	53	29	they	they	PRON
elm-5379	53	30	evaluate	evaluate	VERB
elm-5379	53	31	models	model	NOUN
elm-5379	53	32	in	in	ADP
elm-5379	53	33	a	a	DET
elm-5379	53	34	one	one	NUM
elm-5379	53	35	-	-	PUNCT
elm-5379	53	36	representation	representation	NOUN
elm-5379	53	37	-	-	PUNCT
elm-5379	53	38	per	per	ADP
elm-5379	53	39	-	-	PUNCT
elm-5379	53	40	word	word	NOUN
elm-5379	53	41	-	-	PUNCT
elm-5379	53	42	form	form	NOUN
elm-5379	53	43	manner	manner	NOUN
elm-5379	53	44	.	.	PUNCT
elm-5379	54	1	even	even	ADV
elm-5379	54	2	when	when	SCONJ
elm-5379	54	3	evaluating	evaluate	VERB
elm-5379	54	4	bert	bert	NOUN
elm-5379	54	5	,	,	PUNCT
elm-5379	54	6	which	which	PRON
elm-5379	54	7	has	have	AUX
elm-5379	54	8	been	be	AUX
elm-5379	54	9	shown	show	VERB
elm-5379	54	10	to	to	PART
elm-5379	54	11	encode	encode	VERB
elm-5379	54	12	sense	sense	NOUN
elm-5379	54	13	-	-	PUNCT
elm-5379	54	14	specific	specific	ADJ
elm-5379	54	15	information	information	NOUN
elm-5379	54	16	(	(	PUNCT
elm-5379	54	17	chronis	chronis	NOUN
elm-5379	54	18	&	&	CCONJ
elm-5379	54	19	erk	erk	PROPN
elm-5379	54	20	2020	2020	NUM
elm-5379	54	21	,	,	PUNCT
elm-5379	54	22	soler	soler	PROPN
elm-5379	54	23	&	&	CCONJ
elm-5379	54	24	apidianaki	apidianaki	PROPN
elm-5379	54	25	2021	2021	NUM
elm-5379	54	26	)	)	PUNCT
elm-5379	54	27	,	,	PUNCT
elm-5379	54	28	this	this	DET
elm-5379	54	29	information	information	NOUN
elm-5379	54	30	was	be	AUX
elm-5379	54	31	thrown	throw	VERB
elm-5379	54	32	away	away	ADV
elm-5379	54	33	,	,	PUNCT
elm-5379	54	34	either	either	CCONJ
elm-5379	54	35	by	by	ADP
elm-5379	54	36	feeding	feed	VERB
elm-5379	54	37	words	word	NOUN
elm-5379	54	38	to	to	ADP
elm-5379	54	39	the	the	DET
elm-5379	54	40	model	model	NOUN
elm-5379	54	41	in	in	ADP
elm-5379	54	42	isolation	isolation	NOUN
elm-5379	54	43	or	or	CCONJ
elm-5379	54	44	by	by	ADP
elm-5379	54	45	averaging	average	VERB
elm-5379	54	46	over	over	ADP
elm-5379	54	47	all	all	DET
elm-5379	54	48	contexts	context	NOUN
elm-5379	54	49	.	.	PUNCT
elm-5379	55	1	because	because	SCONJ
elm-5379	55	2	they	they	PRON
elm-5379	55	3	use	use	VERB
elm-5379	55	4	polysemous	polysemous	ADJ
elm-5379	55	5	data	datum	NOUN
elm-5379	55	6	to	to	PART
elm-5379	55	7	test	test	VERB
elm-5379	55	8	representations	representation	NOUN
elm-5379	55	9	which	which	PRON
elm-5379	55	10	do	do	AUX
elm-5379	55	11	not	not	PART
elm-5379	55	12	encode	encode	VERB
elm-5379	55	13	sense	sense	NOUN
elm-5379	55	14	information	information	NOUN
elm-5379	55	15	,	,	PUNCT
elm-5379	55	16	majewska	majewska	PROPN
elm-5379	55	17	et	et	PROPN
elm-5379	55	18	al	al	PROPN
elm-5379	55	19	.	.	PROPN
elm-5379	56	1	(	(	PUNCT
elm-5379	56	2	2021	2021	NUM
elm-5379	56	3	)	)	PUNCT
elm-5379	56	4	’s	’s	PART
elm-5379	56	5	results	result	NOUN
elm-5379	56	6	may	may	AUX
elm-5379	56	7	not	not	PART
elm-5379	56	8	reflect	reflect	VERB
elm-5379	56	9	the	the	DET
elm-5379	56	10	full	full	ADJ
elm-5379	56	11	potential	potential	NOUN
elm-5379	56	12	of	of	ADP
elm-5379	56	13	contextual	contextual	ADJ
elm-5379	56	14	architectures	architecture	NOUN
elm-5379	56	15	to	to	ADP
elm-5379	56	16	model	model	NOUN
elm-5379	56	17	categorization	categorization	NOUN
elm-5379	56	18	.	.	PUNCT
elm-5379	57	1	in	in	ADP
elm-5379	57	2	this	this	DET
elm-5379	57	3	study	study	NOUN
elm-5379	57	4	,	,	PUNCT
elm-5379	57	5	we	we	PRON
elm-5379	57	6	test	test	VERB
elm-5379	57	7	the	the	DET
elm-5379	57	8	ability	ability	NOUN
elm-5379	57	9	of	of	ADP
elm-5379	57	10	static	static	ADJ
elm-5379	57	11	and	and	CCONJ
elm-5379	57	12	sense	sense	NOUN
elm-5379	57	13	-	-	PUNCT
elm-5379	57	14	specific	specific	ADJ
elm-5379	57	15	embeddings	embedding	NOUN
elm-5379	57	16	to	to	PART
elm-5379	57	17	predict	predict	VERB
elm-5379	57	18	humanproduced	humanproduced	ADJ
elm-5379	57	19	categories	category	NOUN
elm-5379	57	20	.	.	PUNCT
elm-5379	58	1	our	our	PRON
elm-5379	58	2	ultimate	ultimate	ADJ
elm-5379	58	3	goal	goal	NOUN
elm-5379	58	4	is	be	AUX
elm-5379	58	5	to	to	PART
elm-5379	58	6	determine	determine	VERB
elm-5379	58	7	the	the	DET
elm-5379	58	8	role	role	NOUN
elm-5379	58	9	linguistic	linguistic	ADJ
elm-5379	58	10	input	input	NOUN
elm-5379	58	11	plays	play	VERB
elm-5379	58	12	in	in	ADP
elm-5379	58	13	semantic	semantic	ADJ
elm-5379	58	14	knowledge	knowledge	NOUN
elm-5379	58	15	;	;	PUNCT
elm-5379	58	16	our	our	PRON
elm-5379	58	17	more	more	ADV
elm-5379	58	18	modest	modest	ADJ
elm-5379	58	19	goal	goal	NOUN
elm-5379	58	20	in	in	ADP
elm-5379	58	21	this	this	DET
elm-5379	58	22	paper	paper	NOUN
elm-5379	58	23	is	be	AUX
elm-5379	58	24	to	to	PART
elm-5379	58	25	find	find	VERB
elm-5379	58	26	out	out	ADP
elm-5379	58	27	whether	whether	SCONJ
elm-5379	58	28	polysemy	polysemy	NOUN
elm-5379	58	29	matters	matter	VERB
elm-5379	58	30	in	in	ADP
elm-5379	58	31	modeling	model	VERB
elm-5379	58	32	verb	verb	NOUN
elm-5379	58	33	categorization	categorization	NOUN
elm-5379	58	34	.	.	PUNCT
elm-5379	59	1	our	our	PRON
elm-5379	59	2	overall	overall	ADJ
elm-5379	59	3	finding	finding	NOUN
elm-5379	59	4	is	be	AUX
elm-5379	59	5	that	that	SCONJ
elm-5379	59	6	,	,	PUNCT
elm-5379	59	7	as	as	SCONJ
elm-5379	59	8	we	we	PRON
elm-5379	59	9	predicted	predict	VERB
elm-5379	59	10	,	,	PUNCT
elm-5379	59	11	sense	sense	NOUN
elm-5379	59	12	-	-	PUNCT
elm-5379	59	13	specific	specific	ADJ
elm-5379	59	14	embeddings	embedding	NOUN
elm-5379	59	15	are	be	AUX
elm-5379	59	16	much	much	ADV
elm-5379	59	17	better	well	ADJ
elm-5379	59	18	at	at	ADP
elm-5379	59	19	predicting	predict	VERB
elm-5379	59	20	human	human	ADJ
elm-5379	59	21	behavior	behavior	NOUN
elm-5379	59	22	than	than	ADP
elm-5379	59	23	static	static	ADJ
elm-5379	59	24	embeddings	embedding	NOUN
elm-5379	59	25	.	.	PUNCT
elm-5379	60	1	3	3	X
elm-5379	60	2	.	.	X
elm-5379	60	3	dataset	dataset	NOUN
elm-5379	60	4	.	.	PUNCT
elm-5379	61	1	we	we	PRON
elm-5379	61	2	use	use	VERB
elm-5379	61	3	the	the	DET
elm-5379	61	4	phase	phase	NOUN
elm-5379	61	5	1	1	NUM
elm-5379	61	6	data	datum	NOUN
elm-5379	61	7	from	from	ADP
elm-5379	61	8	spa	spa	NOUN
elm-5379	61	9	-	-	PUNCT
elm-5379	61	10	verb	verb	NOUN
elm-5379	61	11	(	(	PUNCT
elm-5379	61	12	majewska	majewska	NOUN
elm-5379	61	13	et	et	PROPN
elm-5379	61	14	al	al	PROPN
elm-5379	61	15	.	.	PROPN
elm-5379	61	16	2021	2021	NUM
elm-5379	61	17	)	)	PUNCT
elm-5379	61	18	,	,	PUNCT
elm-5379	61	19	which	which	PRON
elm-5379	61	20	contains	contain	VERB
elm-5379	61	21	825	825	NUM
elm-5379	61	22	verbs	verb	NOUN
elm-5379	61	23	sorted	sort	VERB
elm-5379	61	24	into	into	ADP
elm-5379	61	25	17	17	NUM
elm-5379	61	26	broad	broad	ADJ
elm-5379	61	27	classes	class	NOUN
elm-5379	61	28	.	.	PUNCT
elm-5379	62	1	10	10	NUM
elm-5379	62	2	participants	participant	NOUN
elm-5379	62	3	were	be	AUX
elm-5379	62	4	asked	ask	VERB
elm-5379	62	5	to	to	PART
elm-5379	62	6	sort	sort	VERB
elm-5379	62	7	words	word	NOUN
elm-5379	62	8	by	by	ADP
elm-5379	62	9	clicking	click	VERB
elm-5379	62	10	and	and	CCONJ
elm-5379	62	11	dragging	drag	VERB
elm-5379	62	12	each	each	DET
elm-5379	62	13	word	word	NOUN
elm-5379	62	14	into	into	ADP
elm-5379	62	15	a	a	DET
elm-5379	62	16	circle	circle	NOUN
elm-5379	62	17	(	(	PUNCT
elm-5379	62	18	see	see	VERB
elm-5379	62	19	figure	figure	NOUN
elm-5379	62	20	1	1	NUM
elm-5379	62	21	)	)	PUNCT
elm-5379	62	22	.	.	PUNCT
elm-5379	63	1	there	there	PRON
elm-5379	63	2	were	be	VERB
elm-5379	63	3	no	no	DET
elm-5379	63	4	constraints	constraint	NOUN
elm-5379	63	5	on	on	ADP
elm-5379	63	6	the	the	DET
elm-5379	63	7	number	number	NOUN
elm-5379	63	8	or	or	CCONJ
elm-5379	63	9	size	size	NOUN
elm-5379	63	10	of	of	ADP
elm-5379	63	11	groups	group	NOUN
elm-5379	63	12	participants	participant	NOUN
elm-5379	63	13	could	could	AUX
elm-5379	63	14	create	create	VERB
elm-5379	63	15	;	;	PUNCT
elm-5379	63	16	they	they	PRON
elm-5379	63	17	were	be	AUX
elm-5379	63	18	only	only	ADV
elm-5379	63	19	asked	ask	VERB
elm-5379	63	20	to	to	PART
elm-5379	63	21	sort	sort	VERB
elm-5379	63	22	them	they	PRON
elm-5379	63	23	according	accord	VERB
elm-5379	63	24	to	to	ADP
elm-5379	63	25	their	their	PRON
elm-5379	63	26	meaning	meaning	NOUN
elm-5379	63	27	.	.	PUNCT
elm-5379	64	1	table	table	NOUN
elm-5379	64	2	1	1	NUM
elm-5379	64	3	gives	give	VERB
elm-5379	64	4	an	an	DET
elm-5379	64	5	overview	overview	NOUN
elm-5379	64	6	of	of	ADP
elm-5379	64	7	the	the	DET
elm-5379	64	8	classes	class	NOUN
elm-5379	64	9	resulting	result	VERB
elm-5379	64	10	from	from	ADP
elm-5379	64	11	this	this	DET
elm-5379	64	12	sorting	sort	VERB
elm-5379	64	13	task	task	NOUN
elm-5379	64	14	.	.	PUNCT
elm-5379	65	1	116	116	NUM
elm-5379	65	2	verbs	verb	NOUN
elm-5379	65	3	belong	belong	VERB
elm-5379	65	4	to	to	ADP
elm-5379	65	5	more	more	ADJ
elm-5379	65	6	than	than	ADP
elm-5379	65	7	one	one	NUM
elm-5379	65	8	class	class	NOUN
elm-5379	65	9	.	.	PUNCT
elm-5379	66	1	no	no	DET
elm-5379	66	2	words	word	NOUN
elm-5379	66	3	were	be	AUX
elm-5379	66	4	assigned	assign	VERB
elm-5379	66	5	to	to	ADP
elm-5379	66	6	more	more	ADJ
elm-5379	66	7	than	than	ADP
elm-5379	66	8	3	3	NUM
elm-5379	66	9	classes	class	NOUN
elm-5379	66	10	.	.	PUNCT
elm-5379	67	1	on	on	ADP
elm-5379	67	2	average	average	ADJ
elm-5379	67	3	,	,	PUNCT
elm-5379	67	4	words	word	NOUN
elm-5379	67	5	are	be	AUX
elm-5379	67	6	assigned	assign	VERB
elm-5379	67	7	to	to	ADP
elm-5379	67	8	1.14	1.14	NUM
elm-5379	67	9	classes	class	NOUN
elm-5379	67	10	.	.	PUNCT
elm-5379	68	1	the	the	DET
elm-5379	68	2	spa	spa	NOUN
elm-5379	68	3	-	-	PUNCT
elm-5379	68	4	verb	verb	NOUN
elm-5379	68	5	dataset	dataset	NOUN
elm-5379	68	6	is	be	AUX
elm-5379	68	7	particularly	particularly	ADV
elm-5379	68	8	relevant	relevant	ADJ
elm-5379	68	9	for	for	ADP
elm-5379	68	10	our	our	PRON
elm-5379	68	11	goals	goal	NOUN
elm-5379	68	12	because	because	SCONJ
elm-5379	68	13	the	the	DET
elm-5379	68	14	categories	category	NOUN
elm-5379	68	15	reflect	reflect	VERB
elm-5379	68	16	actual	actual	ADJ
elm-5379	68	17	human	human	ADJ
elm-5379	68	18	behavior	behavior	NOUN
elm-5379	68	19	,	,	PUNCT
elm-5379	68	20	rather	rather	ADV
elm-5379	68	21	than	than	ADP
elm-5379	68	22	expert	expert	NOUN
elm-5379	68	23	-	-	PUNCT
elm-5379	68	24	curated	curate	VERB
elm-5379	68	25	categories	category	NOUN
elm-5379	68	26	.	.	PUNCT
elm-5379	69	1	additionally	additionally	ADV
elm-5379	69	2	,	,	PUNCT
elm-5379	69	3	since	since	SCONJ
elm-5379	69	4	words	word	NOUN
elm-5379	69	5	were	be	AUX
elm-5379	69	6	presented	present	VERB
elm-5379	69	7	in	in	ADP
elm-5379	69	8	isolation	isolation	NOUN
elm-5379	69	9	with	with	ADP
elm-5379	69	10	no	no	DET
elm-5379	69	11	disambiguating	disambiguate	VERB
elm-5379	69	12	context	context	NOUN
elm-5379	69	13	,	,	PUNCT
elm-5379	69	14	using	use	VERB
elm-5379	69	15	this	this	DET
elm-5379	69	16	dataset	dataset	NOUN
elm-5379	69	17	is	be	AUX
elm-5379	69	18	a	a	DET
elm-5379	69	19	strong	strong	ADJ
elm-5379	69	20	test	test	NOUN
elm-5379	69	21	of	of	ADP
elm-5379	69	22	the	the	DET
elm-5379	69	23	role	role	NOUN
elm-5379	69	24	of	of	ADP
elm-5379	69	25	polysemy	polysemy	NOUN
elm-5379	69	26	.	.	PUNCT
elm-5379	70	1	if	if	SCONJ
elm-5379	70	2	people	people	NOUN
elm-5379	70	3	categorize	categorize	VERB
elm-5379	70	4	according	accord	VERB
elm-5379	70	5	to	to	ADP
elm-5379	70	6	individual	individual	ADJ
elm-5379	70	7	senses	sense	NOUN
elm-5379	70	8	rather	rather	ADV
elm-5379	70	9	than	than	ADP
elm-5379	70	10	a	a	DET
elm-5379	70	11	summary	summary	NOUN
elm-5379	70	12	representation	representation	NOUN
elm-5379	70	13	of	of	ADP
elm-5379	70	14	each	each	DET
elm-5379	70	15	word	word	NOUN
elm-5379	70	16	,	,	PUNCT
elm-5379	70	17	even	even	ADV
elm-5379	70	18	when	when	SCONJ
elm-5379	70	19	shown	show	VERB
elm-5379	70	20	words	word	NOUN
elm-5379	70	21	out	out	ADP
elm-5379	70	22	of	of	ADP
elm-5379	70	23	context	context	NOUN
elm-5379	70	24	,	,	PUNCT
elm-5379	70	25	this	this	PRON
elm-5379	70	26	would	would	AUX
elm-5379	70	27	support	support	VERB
elm-5379	70	28	a	a	DET
elm-5379	70	29	context	context	NOUN
elm-5379	70	30	-	-	PUNCT
elm-5379	70	31	sensitive	sensitive	ADJ
elm-5379	70	32	view	view	NOUN
elm-5379	70	33	of	of	ADP
elm-5379	70	34	meaning	meaning	NOUN
elm-5379	70	35	and	and	CCONJ
elm-5379	70	36	suggest	suggest	VERB
elm-5379	70	37	that	that	SCONJ
elm-5379	70	38	polysemy	polysemy	NOUN
elm-5379	70	39	matters	matter	NOUN
elm-5379	70	40	when	when	SCONJ
elm-5379	70	41	building	build	VERB
elm-5379	70	42	semantic	semantic	ADJ
elm-5379	70	43	knowledge	knowledge	NOUN
elm-5379	70	44	from	from	ADP
elm-5379	70	45	linguistic	linguistic	ADJ
elm-5379	70	46	input	input	NOUN
elm-5379	70	47	.	.	PUNCT
elm-5379	71	1	4	4	X
elm-5379	71	2	.	.	NUM
elm-5379	71	3	models	model	NOUN
elm-5379	71	4	.	.	PUNCT
elm-5379	72	1	next	next	ADV
elm-5379	72	2	we	we	PRON
elm-5379	72	3	describe	describe	VERB
elm-5379	72	4	the	the	DET
elm-5379	72	5	models	model	NOUN
elm-5379	72	6	we	we	PRON
elm-5379	72	7	compared	compare	VERB
elm-5379	72	8	against	against	ADP
elm-5379	72	9	our	our	PRON
elm-5379	72	10	baseline	baseline	NOUN
elm-5379	72	11	of	of	ADP
elm-5379	72	12	human	human	ADJ
elm-5379	72	13	performance	performance	NOUN
elm-5379	72	14	.	.	PUNCT
elm-5379	73	1	4.1	4.1	NUM
elm-5379	73	2	.	.	PUNCT
elm-5379	73	3	word2vec	word2vec	PROPN
elm-5379	73	4	.	.	PUNCT
elm-5379	74	1	the	the	DET
elm-5379	74	2	first	first	ADJ
elm-5379	74	3	model	model	NOUN
elm-5379	74	4	we	we	PRON
elm-5379	74	5	evaluate	evaluate	VERB
elm-5379	74	6	is	be	AUX
elm-5379	74	7	a	a	DET
elm-5379	74	8	word2vec	word2vec	X
elm-5379	74	9	model	model	NOUN
elm-5379	74	10	trained	train	VERB
elm-5379	74	11	on	on	ADP
elm-5379	74	12	part	part	NOUN
elm-5379	74	13	-	-	PUNCT
elm-5379	74	14	of	of	ADP
elm-5379	74	15	-	-	PUNCT
elm-5379	74	16	speechtagged	speechtagge	VERB
elm-5379	74	17	data	datum	NOUN
elm-5379	74	18	(	(	PUNCT
elm-5379	74	19	fares	fare	NOUN
elm-5379	74	20	et	et	PROPN
elm-5379	74	21	al	al	PROPN
elm-5379	74	22	.	.	PROPN
elm-5379	74	23	2017	2017	NUM
elm-5379	74	24	)	)	PUNCT
elm-5379	74	25	.	.	PUNCT
elm-5379	75	1	part	part	NOUN
elm-5379	75	2	-	-	PUNCT
elm-5379	75	3	of	of	ADP
elm-5379	75	4	-	-	PUNCT
elm-5379	75	5	speech	speech	NOUN
elm-5379	75	6	tagging	tagging	NOUN
elm-5379	75	7	allows	allow	VERB
elm-5379	75	8	the	the	DET
elm-5379	75	9	static	static	ADJ
elm-5379	75	10	model	model	NOUN
elm-5379	75	11	to	to	PART
elm-5379	75	12	distinguish	distinguish	VERB
elm-5379	75	13	between	between	ADP
elm-5379	75	14	senses	sense	NOUN
elm-5379	75	15	which	which	PRON
elm-5379	75	16	have	have	VERB
elm-5379	75	17	different	different	ADJ
elm-5379	75	18	parts	part	NOUN
elm-5379	75	19	of	of	ADP
elm-5379	75	20	speech	speech	NOUN
elm-5379	75	21	(	(	PUNCT
elm-5379	75	22	e.g.	e.g.	ADV
elm-5379	75	23	duck	duck	NOUN
elm-5379	75	24	noun	noun	NOUN
elm-5379	75	25	and	and	CCONJ
elm-5379	75	26	duck	duck	NOUN
elm-5379	75	27	verb	verb	NOUN
elm-5379	75	28	)	)	PUNCT
elm-5379	75	29	,	,	PUNCT
elm-5379	75	30	alproceedings	alproceeding	NOUN
elm-5379	75	31	of	of	ADP
elm-5379	75	32	elm	elm	NOUN
elm-5379	75	33	2	2	NUM
elm-5379	75	34	:	:	PUNCT
elm-5379	75	35	278	278	NUM
elm-5379	75	36	-	-	SYM
elm-5379	75	37	287	287	NUM
elm-5379	75	38	,	,	PUNCT
elm-5379	75	39	2023	2023	NUM
elm-5379	75	40	elizabeth	elizabeth	PROPN
elm-5379	75	41	soper	soper	PROPN
elm-5379	75	42	and	and	CCONJ
elm-5379	75	43	jean	jean	PROPN
elm-5379	75	44	-	-	PUNCT
elm-5379	75	45	pierre	pierre	PROPN
elm-5379	75	46	koenig	koenig	PROPN
elm-5379	75	47	:	:	PUNCT
elm-5379	75	48	modeling	model	VERB
elm-5379	75	49	the	the	DET
elm-5379	75	50	role	role	NOUN
elm-5379	75	51	of	of	ADP
elm-5379	75	52	polysemy	polysemy	NOUN
elm-5379	75	53	in	in	ADP
elm-5379	75	54	verb	verb	NOUN
elm-5379	75	55	categorization	categorization	NOUN
elm-5379	75	56	.	.	PUNCT
elm-5379	76	1	280	280	NUM
elm-5379	76	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	76	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON
elm-5379	76	4	figure	figure	NOUN
elm-5379	76	5	1	1	NUM
elm-5379	76	6	:	:	PUNCT
elm-5379	76	7	screen	screen	NOUN
elm-5379	76	8	interface	interface	NOUN
elm-5379	76	9	for	for	ADP
elm-5379	76	10	the	the	DET
elm-5379	76	11	spa	spa	NOUN
elm-5379	76	12	-	-	PUNCT
elm-5379	76	13	verb	verb	NOUN
elm-5379	76	14	sorting	sort	VERB
elm-5379	76	15	task	task	NOUN
elm-5379	76	16	(	(	PUNCT
elm-5379	76	17	majewska	majewska	NOUN
elm-5379	76	18	et	et	PROPN
elm-5379	76	19	al	al	PROPN
elm-5379	76	20	.	.	PROPN
elm-5379	76	21	2021	2021	NUM
elm-5379	76	22	)	)	PUNCT
elm-5379	76	23	cluster	cluster	NOUN
elm-5379	76	24	label	label	NOUN
elm-5379	76	25	example	example	NOUN
elm-5379	76	26	verbs	verbs	PROPN
elm-5379	76	27	movement	movement	PROPN
elm-5379	76	28	wander	wander	NOUN
elm-5379	76	29	,	,	PUNCT
elm-5379	76	30	fly	fly	NOUN
elm-5379	76	31	,	,	PUNCT
elm-5379	76	32	glide	glide	NOUN
elm-5379	76	33	,	,	PUNCT
elm-5379	76	34	roam	roam	NOUN
elm-5379	76	35	communication	communication	NOUN
elm-5379	76	36	persuade	persuade	NOUN
elm-5379	76	37	,	,	PUNCT
elm-5379	76	38	command	command	NOUN
elm-5379	76	39	,	,	PUNCT
elm-5379	76	40	tell	tell	VERB
elm-5379	76	41	crime	crime	PROPN
elm-5379	76	42	&	&	CCONJ
elm-5379	76	43	law	law	PROPN
elm-5379	76	44	beat	beat	NOUN
elm-5379	76	45	,	,	PUNCT
elm-5379	76	46	abduct	abduct	NOUN
elm-5379	76	47	,	,	PUNCT
elm-5379	76	48	abuse	abuse	NOUN
elm-5379	76	49	,	,	PUNCT
elm-5379	76	50	shoot	shoot	VERB
elm-5379	76	51	negative	negative	ADJ
elm-5379	76	52	emotion	emotion	NOUN
elm-5379	76	53	offend	offend	NOUN
elm-5379	76	54	,	,	PUNCT
elm-5379	76	55	aggravate	aggravate	VERB
elm-5379	76	56	,	,	PUNCT
elm-5379	76	57	enrage	enrage	VERB
elm-5379	76	58	positive	positive	ADJ
elm-5379	76	59	emotion	emotion	NOUN
elm-5379	76	60	admire	admire	NOUN
elm-5379	76	61	,	,	PUNCT
elm-5379	76	62	respect	respect	NOUN
elm-5379	76	63	,	,	PUNCT
elm-5379	76	64	adore	adore	NOUN
elm-5379	76	65	,	,	PUNCT
elm-5379	76	66	like	like	ADP
elm-5379	76	67	cognitive	cognitive	ADJ
elm-5379	76	68	process	process	NOUN
elm-5379	76	69	suppose	suppose	VERB
elm-5379	76	70	,	,	PUNCT
elm-5379	76	71	assume	assume	VERB
elm-5379	76	72	,	,	PUNCT
elm-5379	76	73	realize	realize	VERB
elm-5379	76	74	cooking	cooking	NOUN
elm-5379	76	75	cook	cook	NOUN
elm-5379	76	76	,	,	PUNCT
elm-5379	76	77	slice	slice	NOUN
elm-5379	76	78	,	,	PUNCT
elm-5379	76	79	stew	stew	NOUN
elm-5379	76	80	,	,	PUNCT
elm-5379	76	81	boil	boil	NOUN
elm-5379	76	82	possession	possession	NOUN
elm-5379	76	83	belong	belong	NOUN
elm-5379	76	84	,	,	PUNCT
elm-5379	76	85	obtain	obtain	VERB
elm-5379	76	86	,	,	PUNCT
elm-5379	76	87	acquire	acquire	VERB
elm-5379	76	88	table	table	NOUN
elm-5379	76	89	1	1	NUM
elm-5379	76	90	:	:	PUNCT
elm-5379	76	91	a	a	DET
elm-5379	76	92	sample	sample	NOUN
elm-5379	76	93	of	of	ADP
elm-5379	76	94	the	the	DET
elm-5379	76	95	17	17	NUM
elm-5379	76	96	gold	gold	NOUN
elm-5379	76	97	classes	class	NOUN
elm-5379	76	98	in	in	ADP
elm-5379	76	99	spa	spa	NOUN
elm-5379	76	100	-	-	PUNCT
elm-5379	76	101	verb	verb	NOUN
elm-5379	76	102	dataset	dataset	NOUN
elm-5379	76	103	(	(	PUNCT
elm-5379	76	104	labels	label	NOUN
elm-5379	76	105	are	be	AUX
elm-5379	76	106	given	give	VERB
elm-5379	76	107	for	for	ADP
elm-5379	76	108	descriptive	descriptive	ADJ
elm-5379	76	109	purposes	purpose	NOUN
elm-5379	76	110	only	only	ADV
elm-5379	76	111	)	)	PUNCT
elm-5379	76	112	proceedings	proceeding	NOUN
elm-5379	76	113	of	of	ADP
elm-5379	76	114	elm	elm	NOUN
elm-5379	76	115	2	2	NUM
elm-5379	76	116	:	:	PUNCT
elm-5379	76	117	278	278	NUM
elm-5379	76	118	-	-	SYM
elm-5379	76	119	287	287	NUM
elm-5379	76	120	,	,	PUNCT
elm-5379	76	121	2023	2023	NUM
elm-5379	76	122	elizabeth	elizabeth	PROPN
elm-5379	76	123	soper	soper	PROPN
elm-5379	76	124	and	and	CCONJ
elm-5379	76	125	jean	jean	PROPN
elm-5379	76	126	-	-	PUNCT
elm-5379	76	127	pierre	pierre	PROPN
elm-5379	76	128	koenig	koenig	PROPN
elm-5379	76	129	:	:	PUNCT
elm-5379	76	130	modeling	model	VERB
elm-5379	76	131	the	the	DET
elm-5379	76	132	role	role	NOUN
elm-5379	76	133	of	of	ADP
elm-5379	76	134	polysemy	polysemy	NOUN
elm-5379	76	135	in	in	ADP
elm-5379	76	136	verb	verb	NOUN
elm-5379	76	137	categorization	categorization	NOUN
elm-5379	76	138	.	.	PUNCT
elm-5379	77	1	281	281	NUM
elm-5379	77	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	ADJ
elm-5379	77	3	https://www.elm-conference.net/	https://www.elm-conference.net/	ADP
elm-5379	77	4	though	though	SCONJ
elm-5379	77	5	senses	sense	NOUN
elm-5379	77	6	which	which	PRON
elm-5379	77	7	have	have	VERB
elm-5379	77	8	the	the	DET
elm-5379	77	9	same	same	ADJ
elm-5379	77	10	part	part	NOUN
elm-5379	77	11	of	of	ADP
elm-5379	77	12	speech	speech	NOUN
elm-5379	77	13	are	be	AUX
elm-5379	77	14	still	still	ADV
elm-5379	77	15	conflated	conflate	VERB
elm-5379	77	16	into	into	ADP
elm-5379	77	17	a	a	DET
elm-5379	77	18	single	single	ADJ
elm-5379	77	19	vector	vector	NOUN
elm-5379	77	20	(	(	PUNCT
elm-5379	77	21	e.g.	e.g.	ADV
elm-5379	77	22	get#acquire	get#acquire	PROPN
elm-5379	77	23	and	and	CCONJ
elm-5379	77	24	get#understa	get#understa	PROPN
elm-5379	77	25	-	-	PUNCT
elm-5379	77	26	nd	nd	NOUN
elm-5379	77	27	)	)	PUNCT
elm-5379	77	28	.	.	PUNCT
elm-5379	78	1	skip	skip	VERB
elm-5379	78	2	-	-	PUNCT
elm-5379	78	3	gram	gram	NOUN
elm-5379	78	4	with	with	ADP
elm-5379	78	5	negative	negative	ADJ
elm-5379	78	6	sampling	sampling	NOUN
elm-5379	78	7	was	be	AUX
elm-5379	78	8	used	use	VERB
elm-5379	78	9	to	to	PART
elm-5379	78	10	train	train	VERB
elm-5379	78	11	the	the	DET
elm-5379	78	12	model	model	NOUN
elm-5379	78	13	on	on	ADP
elm-5379	78	14	gigaword	gigaword	PROPN
elm-5379	78	15	5th	5th	PROPN
elm-5379	78	16	edition	edition	NOUN
elm-5379	78	17	(	(	PUNCT
elm-5379	78	18	parker	parker	PROPN
elm-5379	78	19	et	et	PROPN
elm-5379	78	20	al	al	PROPN
elm-5379	78	21	.	.	PROPN
elm-5379	78	22	2011	2011	NUM
elm-5379	78	23	)	)	PUNCT
elm-5379	78	24	,	,	PUNCT
elm-5379	78	25	with	with	ADP
elm-5379	78	26	a	a	DET
elm-5379	78	27	context	context	NOUN
elm-5379	78	28	window	window	NOUN
elm-5379	78	29	size	size	NOUN
elm-5379	78	30	of	of	ADP
elm-5379	78	31	5	5	NUM
elm-5379	78	32	and	and	CCONJ
elm-5379	78	33	300	300	NUM
elm-5379	78	34	dimensions	dimension	NOUN
elm-5379	78	35	.	.	PUNCT
elm-5379	79	1	six	six	NUM
elm-5379	79	2	words	word	NOUN
elm-5379	79	3	from	from	ADP
elm-5379	79	4	spa	spa	NOUN
elm-5379	79	5	-	-	PUNCT
elm-5379	79	6	verb	verb	NOUN
elm-5379	79	7	(	(	PUNCT
elm-5379	79	8	do	do	AUX
elm-5379	79	9	,	,	PUNCT
elm-5379	79	10	have	have	AUX
elm-5379	79	11	,	,	PUNCT
elm-5379	79	12	be	be	AUX
elm-5379	79	13	,	,	PUNCT
elm-5379	79	14	own	own	ADJ
elm-5379	79	15	,	,	PUNCT
elm-5379	79	16	slurp	slurp	VERB
elm-5379	79	17	,	,	PUNCT
elm-5379	79	18	and	and	CCONJ
elm-5379	79	19	snooze	snooze	NOUN
elm-5379	79	20	)	)	PUNCT
elm-5379	79	21	were	be	AUX
elm-5379	79	22	not	not	PART
elm-5379	79	23	in	in	ADP
elm-5379	79	24	the	the	DET
elm-5379	79	25	model	model	NOUN
elm-5379	79	26	’s	’s	PART
elm-5379	79	27	vocabulary	vocabulary	NOUN
elm-5379	79	28	(	(	PUNCT
elm-5379	79	29	due	due	ADJ
elm-5379	79	30	either	either	ADV
elm-5379	79	31	to	to	PART
elm-5379	79	32	removal	removal	NOUN
elm-5379	79	33	of	of	ADP
elm-5379	79	34	stop	stop	VERB
elm-5379	79	35	words	word	NOUN
elm-5379	79	36	from	from	ADP
elm-5379	79	37	corpus	corpus	NOUN
elm-5379	79	38	or	or	CCONJ
elm-5379	79	39	rare	rare	ADJ
elm-5379	79	40	words	word	NOUN
elm-5379	79	41	not	not	PART
elm-5379	79	42	occurring	occur	VERB
elm-5379	79	43	in	in	ADP
elm-5379	79	44	corpus	corpus	NOUN
elm-5379	79	45	)	)	PUNCT
elm-5379	79	46	and	and	CCONJ
elm-5379	79	47	were	be	AUX
elm-5379	79	48	thus	thus	ADV
elm-5379	79	49	excluded	exclude	VERB
elm-5379	79	50	from	from	ADP
elm-5379	79	51	our	our	PRON
elm-5379	79	52	analysis	analysis	NOUN
elm-5379	79	53	.	.	PUNCT
elm-5379	80	1	4.2	4.2	NUM
elm-5379	80	2	.	.	PUNCT
elm-5379	80	3	bert	bert	PROPN
elm-5379	80	4	.	.	PUNCT
elm-5379	81	1	we	we	PRON
elm-5379	81	2	evaluate	evaluate	VERB
elm-5379	81	3	three	three	NUM
elm-5379	81	4	methods	method	NOUN
elm-5379	81	5	of	of	ADP
elm-5379	81	6	extracting	extract	VERB
elm-5379	81	7	embeddings	embedding	NOUN
elm-5379	81	8	from	from	ADP
elm-5379	81	9	the	the	DET
elm-5379	81	10	contextual	contextual	ADJ
elm-5379	81	11	bert	bert	PROPN
elm-5379	81	12	model	model	NOUN
elm-5379	81	13	:	:	PUNCT
elm-5379	81	14	two	two	NUM
elm-5379	81	15	baseline	baseline	ADJ
elm-5379	81	16	methods	method	NOUN
elm-5379	81	17	,	,	PUNCT
elm-5379	81	18	which	which	PRON
elm-5379	81	19	create	create	VERB
elm-5379	81	20	one	one	NUM
elm-5379	81	21	representation	representation	NOUN
elm-5379	81	22	per	per	ADP
elm-5379	81	23	word	word	NOUN
elm-5379	81	24	form	form	NOUN
elm-5379	81	25	,	,	PUNCT
elm-5379	81	26	and	and	CCONJ
elm-5379	81	27	a	a	DET
elm-5379	81	28	multi	multi	ADJ
elm-5379	81	29	-	-	ADJ
elm-5379	81	30	prototype	prototype	ADJ
elm-5379	81	31	method	method	NOUN
elm-5379	81	32	which	which	PRON
elm-5379	81	33	generates	generate	VERB
elm-5379	81	34	one	one	NUM
elm-5379	81	35	representation	representation	NOUN
elm-5379	81	36	per	per	ADP
elm-5379	81	37	word	word	NOUN
elm-5379	81	38	sense	sense	NOUN
elm-5379	81	39	.	.	PUNCT
elm-5379	82	1	for	for	ADP
elm-5379	82	2	all	all	DET
elm-5379	82	3	methods	method	NOUN
elm-5379	82	4	,	,	PUNCT
elm-5379	82	5	we	we	PRON
elm-5379	82	6	use	use	VERB
elm-5379	82	7	bert	bert	PROPN
elm-5379	82	8	base	base	PROPN
elm-5379	82	9	uncased	uncased	ADJ
elm-5379	82	10	from	from	ADP
elm-5379	82	11	huggingface	huggingface	NOUN
elm-5379	82	12	’s	’s	PART
elm-5379	82	13	transformers	transformer	NOUN
elm-5379	82	14	package	package	NOUN
elm-5379	82	15	(	(	PUNCT
elm-5379	82	16	wolf	wolf	PROPN
elm-5379	82	17	et	et	PROPN
elm-5379	82	18	al	al	PROPN
elm-5379	82	19	.	.	PROPN
elm-5379	82	20	2020	2020	NUM
elm-5379	82	21	)	)	PUNCT
elm-5379	82	22	.	.	PUNCT
elm-5379	83	1	4.2.1	4.2.1	X
elm-5379	83	2	.	.	PUNCT
elm-5379	83	3	decontextualized	decontextualize	VERB
elm-5379	83	4	(	(	PUNCT
elm-5379	83	5	decont	decont	PROPN
elm-5379	83	6	)	)	PUNCT
elm-5379	83	7	.	.	PUNCT
elm-5379	84	1	first	first	ADV
elm-5379	84	2	and	and	CCONJ
elm-5379	84	3	most	most	ADV
elm-5379	84	4	simply	simply	ADV
elm-5379	84	5	,	,	PUNCT
elm-5379	84	6	we	we	PRON
elm-5379	84	7	extract	extract	VERB
elm-5379	84	8	embeddings	embedding	NOUN
elm-5379	84	9	from	from	ADP
elm-5379	84	10	bert	bert	NOUN
elm-5379	84	11	by	by	ADP
elm-5379	84	12	feeding	feed	VERB
elm-5379	84	13	each	each	DET
elm-5379	84	14	word	word	NOUN
elm-5379	84	15	to	to	ADP
elm-5379	84	16	the	the	DET
elm-5379	84	17	model	model	NOUN
elm-5379	84	18	in	in	ADP
elm-5379	84	19	isolation	isolation	NOUN
elm-5379	84	20	.	.	PUNCT
elm-5379	85	1	this	this	PRON
elm-5379	85	2	creates	create	VERB
elm-5379	85	3	a	a	DET
elm-5379	85	4	single	single	ADJ
elm-5379	85	5	,	,	PUNCT
elm-5379	85	6	static	static	ADJ
elm-5379	85	7	embedding	embed	VERB
elm-5379	85	8	for	for	ADP
elm-5379	85	9	each	each	DET
elm-5379	85	10	word	word	NOUN
elm-5379	85	11	.	.	PUNCT
elm-5379	86	1	this	this	DET
elm-5379	86	2	strategy	strategy	NOUN
elm-5379	86	3	has	have	AUX
elm-5379	86	4	been	be	AUX
elm-5379	86	5	used	use	VERB
elm-5379	86	6	previously	previously	ADV
elm-5379	86	7	as	as	ADP
elm-5379	86	8	a	a	DET
elm-5379	86	9	way	way	NOUN
elm-5379	86	10	to	to	PART
elm-5379	86	11	easily	easily	ADV
elm-5379	86	12	extract	extract	VERB
elm-5379	86	13	‘	'	PUNCT
elm-5379	86	14	context	context	NOUN
elm-5379	86	15	-	-	PUNCT
elm-5379	86	16	free	free	ADJ
elm-5379	86	17	’	'	PUNCT
elm-5379	86	18	representations	representation	NOUN
elm-5379	86	19	from	from	ADP
elm-5379	86	20	bert	bert	PROPN
elm-5379	86	21	(	(	PUNCT
elm-5379	86	22	liu	liu	PROPN
elm-5379	86	23	et	et	PROPN
elm-5379	86	24	al	al	PROPN
elm-5379	86	25	.	.	PROPN
elm-5379	86	26	2019	2019	NUM
elm-5379	86	27	,	,	PUNCT
elm-5379	86	28	vulić	vulić	NOUN
elm-5379	86	29	et	et	PROPN
elm-5379	86	30	al	al	PROPN
elm-5379	86	31	.	.	PROPN
elm-5379	86	32	2020	2020	NUM
elm-5379	86	33	)	)	PUNCT
elm-5379	86	34	.	.	PUNCT
elm-5379	87	1	4.2.2	4.2.2	X
elm-5379	87	2	.	.	PUNCT
elm-5379	87	3	aggregated	aggregate	VERB
elm-5379	87	4	(	(	PUNCT
elm-5379	87	5	aggr	aggr	PROPN
elm-5379	87	6	)	)	PUNCT
elm-5379	87	7	.	.	PUNCT
elm-5379	88	1	next	next	ADV
elm-5379	88	2	,	,	PUNCT
elm-5379	88	3	we	we	PRON
elm-5379	88	4	create	create	VERB
elm-5379	88	5	static	static	ADJ
elm-5379	88	6	embeddings	embedding	NOUN
elm-5379	88	7	from	from	ADP
elm-5379	88	8	bert	bert	NOUN
elm-5379	88	9	by	by	ADP
elm-5379	88	10	averaging	average	VERB
elm-5379	88	11	a	a	DET
elm-5379	88	12	word	word	NOUN
elm-5379	88	13	’s	’s	PART
elm-5379	88	14	embeddings	embedding	NOUN
elm-5379	88	15	across	across	ADP
elm-5379	88	16	100	100	NUM
elm-5379	88	17	unique	unique	ADJ
elm-5379	88	18	contexts	contexts	NOUN
elm-5379	88	19	.	.	PUNCT
elm-5379	89	1	this	this	DET
elm-5379	89	2	aggregated	aggregate	VERB
elm-5379	89	3	approach	approach	NOUN
elm-5379	89	4	still	still	ADV
elm-5379	89	5	reduces	reduce	VERB
elm-5379	89	6	a	a	DET
elm-5379	89	7	word	word	NOUN
elm-5379	89	8	to	to	ADP
elm-5379	89	9	a	a	DET
elm-5379	89	10	single	single	ADJ
elm-5379	89	11	representation	representation	NOUN
elm-5379	89	12	,	,	PUNCT
elm-5379	89	13	but	but	CCONJ
elm-5379	89	14	has	have	AUX
elm-5379	89	15	been	be	AUX
elm-5379	89	16	shown	show	VERB
elm-5379	89	17	to	to	PART
elm-5379	89	18	produce	produce	VERB
elm-5379	89	19	higher	high	ADJ
elm-5379	89	20	quality	quality	NOUN
elm-5379	89	21	representations	representation	NOUN
elm-5379	89	22	than	than	ADP
elm-5379	89	23	the	the	DET
elm-5379	89	24	decontextualized	decontextualized	ADJ
elm-5379	89	25	strategy	strategy	NOUN
elm-5379	89	26	(	(	PUNCT
elm-5379	89	27	bommasani	bommasani	NOUN
elm-5379	89	28	et	et	PROPN
elm-5379	89	29	al	al	PROPN
elm-5379	89	30	.	.	PROPN
elm-5379	89	31	2020	2020	NUM
elm-5379	89	32	)	)	PUNCT
elm-5379	89	33	.	.	PUNCT
elm-5379	90	1	4.2.3	4.2.3	X
elm-5379	90	2	.	.	PUNCT
elm-5379	90	3	multiprototype	multiprototype	PROPN
elm-5379	90	4	(	(	PUNCT
elm-5379	90	5	mpro	mpro	ADJ
elm-5379	90	6	)	)	PUNCT
elm-5379	90	7	.	.	PUNCT
elm-5379	91	1	finally	finally	ADV
elm-5379	91	2	,	,	PUNCT
elm-5379	91	3	to	to	PART
elm-5379	91	4	test	test	VERB
elm-5379	91	5	whether	whether	SCONJ
elm-5379	91	6	sense	sense	NOUN
elm-5379	91	7	-	-	PUNCT
elm-5379	91	8	specific	specific	ADJ
elm-5379	91	9	information	information	NOUN
elm-5379	91	10	is	be	AUX
elm-5379	91	11	important	important	ADJ
elm-5379	91	12	to	to	ADP
elm-5379	91	13	semantic	semantic	ADJ
elm-5379	91	14	categorization	categorization	NOUN
elm-5379	91	15	,	,	PUNCT
elm-5379	91	16	we	we	PRON
elm-5379	91	17	distill	distill	VERB
elm-5379	91	18	token	token	VERB
elm-5379	91	19	-	-	PUNCT
elm-5379	91	20	level	level	NOUN
elm-5379	91	21	bert	bert	NOUN
elm-5379	91	22	embeddings	embedding	NOUN
elm-5379	91	23	into	into	ADP
elm-5379	91	24	multiple	multiple	ADJ
elm-5379	91	25	prototype	prototype	NOUN
elm-5379	91	26	embeddings	embedding	NOUN
elm-5379	91	27	.	.	PUNCT
elm-5379	92	1	we	we	PRON
elm-5379	92	2	use	use	VERB
elm-5379	92	3	the	the	DET
elm-5379	92	4	method	method	NOUN
elm-5379	92	5	of	of	ADP
elm-5379	92	6	chronis	chronis	PROPN
elm-5379	92	7	&	&	CCONJ
elm-5379	92	8	erk	erk	PROPN
elm-5379	92	9	(	(	PUNCT
elm-5379	92	10	2020	2020	NUM
elm-5379	92	11	)	)	PUNCT
elm-5379	92	12	to	to	PART
elm-5379	92	13	generate	generate	VERB
elm-5379	92	14	representations	representation	NOUN
elm-5379	92	15	which	which	PRON
elm-5379	92	16	correspond	correspond	VERB
elm-5379	92	17	to	to	ADP
elm-5379	92	18	different	different	ADJ
elm-5379	92	19	senses	sense	NOUN
elm-5379	92	20	of	of	ADP
elm-5379	92	21	a	a	DET
elm-5379	92	22	word	word	NOUN
elm-5379	92	23	,	,	PUNCT
elm-5379	92	24	without	without	ADP
elm-5379	92	25	collapsing	collapse	VERB
elm-5379	92	26	every	every	DET
elm-5379	92	27	token	token	NOUN
elm-5379	92	28	into	into	ADP
elm-5379	92	29	a	a	DET
elm-5379	92	30	single	single	ADJ
elm-5379	92	31	representation	representation	NOUN
elm-5379	92	32	.	.	PUNCT
elm-5379	93	1	multi	multi	ADJ
elm-5379	93	2	-	-	ADJ
elm-5379	93	3	prototype	prototype	ADJ
elm-5379	93	4	embeddings	embedding	NOUN
elm-5379	93	5	were	be	AUX
elm-5379	93	6	generated	generate	VERB
elm-5379	93	7	as	as	SCONJ
elm-5379	93	8	follows	follow	VERB
elm-5379	93	9	:	:	PUNCT
elm-5379	94	1	1	1	X
elm-5379	94	2	.	.	X
elm-5379	94	3	for	for	ADP
elm-5379	94	4	each	each	DET
elm-5379	94	5	verb	verb	NOUN
elm-5379	94	6	in	in	ADP
elm-5379	94	7	the	the	DET
elm-5379	94	8	dataset	dataset	NOUN
elm-5379	94	9	,	,	PUNCT
elm-5379	94	10	we	we	PRON
elm-5379	94	11	sampled	sample	VERB
elm-5379	94	12	up	up	ADP
elm-5379	94	13	to	to	PART
elm-5379	94	14	100	100	NUM
elm-5379	94	15	sentences	sentence	NOUN
elm-5379	94	16	from	from	ADP
elm-5379	94	17	the	the	DET
elm-5379	94	18	british	british	PROPN
elm-5379	94	19	national	national	PROPN
elm-5379	94	20	corpus	corpus	PROPN
elm-5379	94	21	(	(	PUNCT
elm-5379	94	22	bnc	bnc	NOUN
elm-5379	94	23	consortium	consortium	NOUN
elm-5379	94	24	2007	2007	NUM
elm-5379	94	25	)	)	PUNCT
elm-5379	94	26	,	,	PUNCT
elm-5379	94	27	excluding	exclude	VERB
elm-5379	94	28	non	non	ADJ
elm-5379	94	29	-	-	ADJ
elm-5379	94	30	verbal	verbal	ADJ
elm-5379	94	31	uses	use	NOUN
elm-5379	94	32	of	of	ADP
elm-5379	94	33	the	the	DET
elm-5379	94	34	target	target	NOUN
elm-5379	94	35	word	word	NOUN
elm-5379	94	36	.	.	PUNCT
elm-5379	95	1	a	a	DET
elm-5379	95	2	few	few	ADJ
elm-5379	95	3	words	word	NOUN
elm-5379	95	4	in	in	ADP
elm-5379	95	5	the	the	DET
elm-5379	95	6	set	set	NOUN
elm-5379	95	7	occurred	occur	VERB
elm-5379	95	8	in	in	ADP
elm-5379	95	9	the	the	DET
elm-5379	95	10	corpus	corpus	NOUN
elm-5379	95	11	fewer	few	ADJ
elm-5379	95	12	than	than	ADP
elm-5379	95	13	100	100	NUM
elm-5379	95	14	times	time	NOUN
elm-5379	95	15	.	.	PUNCT
elm-5379	96	1	four	four	NUM
elm-5379	96	2	words	word	NOUN
elm-5379	96	3	(	(	PUNCT
elm-5379	96	4	broil	broil	NOUN
elm-5379	96	5	,	,	PUNCT
elm-5379	96	6	corrupt	corrupt	ADJ
elm-5379	96	7	,	,	PUNCT
elm-5379	96	8	exhale	exhale	NOUN
elm-5379	96	9	,	,	PUNCT
elm-5379	96	10	and	and	CCONJ
elm-5379	96	11	misspend	misspend	VERB
elm-5379	96	12	)	)	PUNCT
elm-5379	96	13	did	do	AUX
elm-5379	96	14	not	not	PART
elm-5379	96	15	occur	occur	VERB
elm-5379	96	16	as	as	ADP
elm-5379	96	17	verbs	verbs	PROPN
elm-5379	96	18	at	at	ADV
elm-5379	96	19	all	all	ADV
elm-5379	96	20	in	in	ADP
elm-5379	96	21	the	the	DET
elm-5379	96	22	corpus	corpus	NOUN
elm-5379	96	23	and	and	CCONJ
elm-5379	96	24	were	be	AUX
elm-5379	96	25	excluded	exclude	VERB
elm-5379	96	26	from	from	ADP
elm-5379	96	27	our	our	PRON
elm-5379	96	28	analysis	analysis	NOUN
elm-5379	96	29	.	.	PUNCT
elm-5379	97	1	the	the	DET
elm-5379	97	2	average	average	ADJ
elm-5379	97	3	number	number	NOUN
elm-5379	97	4	of	of	ADP
elm-5379	97	5	occurrences	occurrence	NOUN
elm-5379	97	6	sampled	sample	VERB
elm-5379	97	7	for	for	ADP
elm-5379	97	8	a	a	DET
elm-5379	97	9	word	word	NOUN
elm-5379	97	10	was	be	AUX
elm-5379	97	11	95.6	95.6	NUM
elm-5379	97	12	.	.	PUNCT
elm-5379	98	1	2	2	X
elm-5379	98	2	.	.	X
elm-5379	98	3	we	we	PRON
elm-5379	98	4	extract	extract	VERB
elm-5379	98	5	bert	bert	NOUN
elm-5379	98	6	token	token	VERB
elm-5379	98	7	embeddings	embedding	NOUN
elm-5379	98	8	for	for	ADP
elm-5379	98	9	each	each	DET
elm-5379	98	10	collected	collect	VERB
elm-5379	98	11	occurrence	occurrence	NOUN
elm-5379	98	12	of	of	ADP
elm-5379	98	13	a	a	DET
elm-5379	98	14	word	word	NOUN
elm-5379	98	15	.	.	PUNCT
elm-5379	99	1	for	for	ADP
elm-5379	99	2	words	word	NOUN
elm-5379	99	3	which	which	PRON
elm-5379	99	4	bert	bert	NOUN
elm-5379	99	5	tokenizes	tokenize	VERB
elm-5379	99	6	into	into	ADP
elm-5379	99	7	multiple	multiple	ADJ
elm-5379	99	8	word	word	NOUN
elm-5379	99	9	pieces	piece	NOUN
elm-5379	99	10	,	,	PUNCT
elm-5379	99	11	we	we	PRON
elm-5379	99	12	average	average	VERB
elm-5379	99	13	over	over	ADP
elm-5379	99	14	all	all	DET
elm-5379	99	15	component	component	NOUN
elm-5379	99	16	pieces	piece	NOUN
elm-5379	99	17	.	.	PUNCT
elm-5379	100	1	3	3	X
elm-5379	100	2	.	.	X
elm-5379	100	3	we	we	PRON
elm-5379	100	4	cluster	cluster	VERB
elm-5379	100	5	the	the	DET
elm-5379	100	6	token	token	VERB
elm-5379	100	7	embeddings	embedding	NOUN
elm-5379	100	8	for	for	ADP
elm-5379	100	9	each	each	DET
elm-5379	100	10	verb	verb	NOUN
elm-5379	100	11	.	.	PUNCT
elm-5379	101	1	like	like	INTJ
elm-5379	101	2	chronis	chronis	PROPN
elm-5379	101	3	&	&	CCONJ
elm-5379	101	4	erk	erk	PROPN
elm-5379	101	5	(	(	PUNCT
elm-5379	101	6	2020	2020	NUM
elm-5379	101	7	)	)	PUNCT
elm-5379	101	8	,	,	PUNCT
elm-5379	101	9	we	we	PRON
elm-5379	101	10	use	use	VERB
elm-5379	101	11	k	k	ADJ
elm-5379	101	12	-	-	PUNCT
elm-5379	101	13	means	means	NOUN
elm-5379	101	14	clustering	cluster	VERB
elm-5379	101	15	to	to	ADP
elm-5379	101	16	group	group	NOUN
elm-5379	101	17	tokens	token	NOUN
elm-5379	101	18	into	into	ADP
elm-5379	101	19	‘	'	PUNCT
elm-5379	101	20	sense	sense	NOUN
elm-5379	101	21	’	'	PUNCT
elm-5379	101	22	clusters	cluster	NOUN
elm-5379	101	23	.	.	PUNCT
elm-5379	102	1	we	we	PRON
elm-5379	102	2	use	use	VERB
elm-5379	102	3	the	the	DET
elm-5379	102	4	number	number	NOUN
elm-5379	102	5	of	of	ADP
elm-5379	102	6	verb	verb	NOUN
elm-5379	102	7	senses	sense	NOUN
elm-5379	102	8	listed	list	VERB
elm-5379	102	9	in	in	ADP
elm-5379	102	10	wordnet	wordnet	NOUN
elm-5379	102	11	(	(	PUNCT
elm-5379	102	12	miller	miller	PROPN
elm-5379	102	13	1995	1995	NUM
elm-5379	102	14	)	)	PUNCT
elm-5379	102	15	to	to	PART
elm-5379	102	16	determine	determine	VERB
elm-5379	102	17	the	the	DET
elm-5379	102	18	appropriate	appropriate	ADJ
elm-5379	102	19	k	k	NOUN
elm-5379	102	20	for	for	ADP
elm-5379	102	21	each	each	DET
elm-5379	102	22	word	word	NOUN
elm-5379	102	23	.	.	PUNCT
elm-5379	103	1	verbs	verbs	PROPN
elm-5379	103	2	in	in	ADP
elm-5379	103	3	the	the	DET
elm-5379	103	4	dataset	dataset	NOUN
elm-5379	103	5	had	have	VERB
elm-5379	103	6	on	on	ADP
elm-5379	103	7	average	average	ADJ
elm-5379	103	8	5.9	5.9	NUM
elm-5379	103	9	senses	sense	NOUN
elm-5379	103	10	.	.	PUNCT
elm-5379	104	1	(	(	PUNCT
elm-5379	104	2	min	min	NOUN
elm-5379	104	3	:	:	PUNCT
elm-5379	104	4	1	1	NUM
elm-5379	104	5	,	,	PUNCT
elm-5379	104	6	max	max	PROPN
elm-5379	104	7	:	:	PUNCT
elm-5379	104	8	59	59	NUM
elm-5379	104	9	,	,	PUNCT
elm-5379	104	10	for	for	ADP
elm-5379	104	11	buzz	buzz	NOUN
elm-5379	104	12	)	)	PUNCT
elm-5379	104	13	.	.	PUNCT
elm-5379	105	1	4	4	X
elm-5379	105	2	.	.	X
elm-5379	105	3	after	after	ADP
elm-5379	105	4	identifying	identify	VERB
elm-5379	105	5	clusters	cluster	NOUN
elm-5379	105	6	,	,	PUNCT
elm-5379	105	7	we	we	PRON
elm-5379	105	8	take	take	VERB
elm-5379	105	9	the	the	DET
elm-5379	105	10	k	k	PROPN
elm-5379	105	11	cluster	cluster	NOUN
elm-5379	105	12	centroids	centroid	NOUN
elm-5379	105	13	for	for	ADP
elm-5379	105	14	each	each	DET
elm-5379	105	15	word	word	NOUN
elm-5379	105	16	.	.	PUNCT
elm-5379	106	1	these	these	PRON
elm-5379	106	2	are	be	AUX
elm-5379	106	3	the	the	DET
elm-5379	106	4	embeddings	embedding	NOUN
elm-5379	106	5	we	we	PRON
elm-5379	106	6	evaluate	evaluate	VERB
elm-5379	106	7	against	against	ADP
elm-5379	106	8	the	the	DET
elm-5379	106	9	spa	spa	NOUN
elm-5379	106	10	-	-	PUNCT
elm-5379	106	11	verb	verb	NOUN
elm-5379	106	12	categorization	categorization	NOUN
elm-5379	106	13	data	datum	NOUN
elm-5379	106	14	.	.	PUNCT
elm-5379	107	1	4.3	4.3	NUM
elm-5379	107	2	.	.	PUNCT
elm-5379	107	3	random	random	ADJ
elm-5379	107	4	baseline	baseline	NOUN
elm-5379	107	5	.	.	PUNCT
elm-5379	108	1	finally	finally	ADV
elm-5379	108	2	,	,	PUNCT
elm-5379	108	3	we	we	PRON
elm-5379	108	4	generate	generate	VERB
elm-5379	108	5	random	random	ADJ
elm-5379	108	6	vectors	vector	NOUN
elm-5379	108	7	and	and	CCONJ
elm-5379	108	8	evaluate	evaluate	VERB
elm-5379	108	9	them	they	PRON
elm-5379	108	10	in	in	ADP
elm-5379	108	11	order	order	NOUN
elm-5379	108	12	to	to	PART
elm-5379	108	13	establish	establish	VERB
elm-5379	108	14	a	a	DET
elm-5379	108	15	baseline	baseline	NOUN
elm-5379	108	16	for	for	ADP
elm-5379	108	17	random	random	ADJ
elm-5379	108	18	chance	chance	NOUN
elm-5379	108	19	performance	performance	NOUN
elm-5379	108	20	.	.	PUNCT
elm-5379	109	1	5	5	X
elm-5379	109	2	.	.	X
elm-5379	109	3	evaluation	evaluation	NOUN
elm-5379	109	4	.	.	PUNCT
elm-5379	110	1	to	to	PART
elm-5379	110	2	evaluate	evaluate	VERB
elm-5379	110	3	the	the	DET
elm-5379	110	4	performance	performance	NOUN
elm-5379	110	5	of	of	ADP
elm-5379	110	6	each	each	DET
elm-5379	110	7	model	model	NOUN
elm-5379	110	8	against	against	ADP
elm-5379	110	9	a	a	DET
elm-5379	110	10	‘	'	PUNCT
elm-5379	110	11	gold	gold	ADJ
elm-5379	110	12	standard	standard	NOUN
elm-5379	110	13	’	'	PUNCT
elm-5379	110	14	set	set	NOUN
elm-5379	110	15	of	of	ADP
elm-5379	110	16	humangenerated	humangenerate	VERB
elm-5379	110	17	categories	category	NOUN
elm-5379	110	18	,	,	PUNCT
elm-5379	110	19	k	k	NOUN
elm-5379	110	20	-	-	PUNCT
elm-5379	110	21	means	mean	VERB
elm-5379	110	22	clustering	clustering	NOUN
elm-5379	110	23	is	be	AUX
elm-5379	110	24	used	use	VERB
elm-5379	110	25	to	to	PART
elm-5379	110	26	group	group	VERB
elm-5379	110	27	verbs	verbs	PROPN
elm-5379	110	28	into	into	ADP
elm-5379	110	29	predicted	predict	VERB
elm-5379	110	30	classes	class	NOUN
elm-5379	110	31	.	.	PUNCT
elm-5379	111	1	we	we	PRON
elm-5379	111	2	use	use	VERB
elm-5379	111	3	the	the	DET
elm-5379	111	4	proceedings	proceeding	NOUN
elm-5379	111	5	of	of	ADP
elm-5379	111	6	elm	elm	NOUN
elm-5379	111	7	2	2	NUM
elm-5379	111	8	:	:	PUNCT
elm-5379	111	9	278	278	NUM
elm-5379	111	10	-	-	SYM
elm-5379	111	11	287	287	NUM
elm-5379	111	12	,	,	PUNCT
elm-5379	111	13	2023	2023	NUM
elm-5379	111	14	elizabeth	elizabeth	PROPN
elm-5379	111	15	soper	soper	PROPN
elm-5379	111	16	and	and	CCONJ
elm-5379	111	17	jean	jean	PROPN
elm-5379	111	18	-	-	PUNCT
elm-5379	111	19	pierre	pierre	PROPN
elm-5379	111	20	koenig	koenig	PROPN
elm-5379	111	21	:	:	PUNCT
elm-5379	111	22	modeling	model	VERB
elm-5379	111	23	the	the	DET
elm-5379	111	24	role	role	NOUN
elm-5379	111	25	of	of	ADP
elm-5379	111	26	polysemy	polysemy	NOUN
elm-5379	111	27	in	in	ADP
elm-5379	111	28	verb	verb	NOUN
elm-5379	111	29	categorization	categorization	NOUN
elm-5379	111	30	.	.	PUNCT
elm-5379	112	1	282	282	NUM
elm-5379	112	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	ADJ
elm-5379	112	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON
elm-5379	112	4	same	same	ADJ
elm-5379	112	5	metrics	metric	NOUN
elm-5379	112	6	as	as	ADP
elm-5379	112	7	majewska	majewska	NOUN
elm-5379	112	8	et	et	PROPN
elm-5379	112	9	al	al	PROPN
elm-5379	112	10	.	.	PROPN
elm-5379	112	11	(	(	PUNCT
elm-5379	112	12	2021	2021	NUM
elm-5379	112	13	):	):	PUNCT
elm-5379	112	14	modified	modify	VERB
elm-5379	112	15	purity	purity	NOUN
elm-5379	112	16	and	and	CCONJ
elm-5379	112	17	weighted	weight	VERB
elm-5379	112	18	class	class	NOUN
elm-5379	112	19	accuracy	accuracy	NOUN
elm-5379	112	20	are	be	AUX
elm-5379	112	21	combined	combine	VERB
elm-5379	112	22	in	in	ADP
elm-5379	112	23	an	an	DET
elm-5379	112	24	f1	f1	NOUN
elm-5379	112	25	score	score	NOUN
elm-5379	112	26	,	,	PUNCT
elm-5379	112	27	calculated	calculate	VERB
elm-5379	112	28	as	as	ADP
elm-5379	112	29	their	their	PRON
elm-5379	112	30	balanced	balanced	ADJ
elm-5379	112	31	harmonic	harmonic	ADJ
elm-5379	112	32	mean	mean	NOUN
elm-5379	112	33	.	.	PUNCT
elm-5379	113	1	modified	modified	ADJ
elm-5379	113	2	purity	purity	NOUN
elm-5379	113	3	is	be	AUX
elm-5379	113	4	the	the	DET
elm-5379	113	5	mean	mean	ADJ
elm-5379	113	6	precision	precision	NOUN
elm-5379	113	7	of	of	ADP
elm-5379	113	8	predicted	predict	VERB
elm-5379	113	9	clusters	cluster	NOUN
elm-5379	113	10	:	:	PUNCT
elm-5379	113	11	mpur	mpur	NOUN
elm-5379	113	12	=	=	SYM
elm-5379	113	13	∑	∑	PUNCT
elm-5379	113	14	c∈clust	c∈clust	PROPN
elm-5379	113	15	,	,	PUNCT
elm-5379	113	16	nprev(c)>1nprev(c	nprev(c)>1nprev(c	ADJ
elm-5379	113	17	)	)	PUNCT
elm-5379	113	18	#	#	SYM
elm-5379	113	19	test	test	NOUN
elm-5379	113	20	verbs	verbs	NOUN
elm-5379	113	21	(	(	PUNCT
elm-5379	113	22	1	1	NUM
elm-5379	113	23	)	)	PUNCT
elm-5379	113	24	where	where	SCONJ
elm-5379	113	25	each	each	DET
elm-5379	113	26	cluster	cluster	NOUN
elm-5379	113	27	c	c	NOUN
elm-5379	113	28	from	from	ADP
elm-5379	113	29	the	the	DET
elm-5379	113	30	set	set	NOUN
elm-5379	113	31	of	of	ADP
elm-5379	113	32	all	all	PRON
elm-5379	113	33	kclust	kclust	NOUN
elm-5379	113	34	induced	induce	VERB
elm-5379	113	35	clusters	cluster	NOUN
elm-5379	113	36	clust	clust	PROPN
elm-5379	113	37	is	be	AUX
elm-5379	113	38	associated	associate	VERB
elm-5379	113	39	with	with	ADP
elm-5379	113	40	its	its	PRON
elm-5379	113	41	prevalent	prevalent	ADJ
elm-5379	113	42	gold	gold	NOUN
elm-5379	113	43	class	class	NOUN
elm-5379	113	44	,	,	PUNCT
elm-5379	113	45	and	and	CCONJ
elm-5379	113	46	nprev(c	nprev(c	VERB
elm-5379	113	47	)	)	PUNCT
elm-5379	113	48	is	be	AUX
elm-5379	113	49	the	the	DET
elm-5379	113	50	number	number	NOUN
elm-5379	113	51	of	of	ADP
elm-5379	113	52	verbs	verbs	PROPN
elm-5379	113	53	in	in	ADP
elm-5379	113	54	an	an	DET
elm-5379	113	55	induced	induced	ADJ
elm-5379	113	56	cluster	cluster	NOUN
elm-5379	113	57	c	c	NOUN
elm-5379	113	58	taking	take	VERB
elm-5379	113	59	that	that	DET
elm-5379	113	60	prevalent	prevalent	ADJ
elm-5379	113	61	class	class	NOUN
elm-5379	113	62	,	,	PUNCT
elm-5379	113	63	with	with	ADP
elm-5379	113	64	all	all	DET
elm-5379	113	65	other	other	ADJ
elm-5379	113	66	verbs	verb	NOUN
elm-5379	113	67	considered	consider	VERB
elm-5379	113	68	errors	error	NOUN
elm-5379	113	69	.	.	PUNCT
elm-5379	114	1	#	#	ADJ
elm-5379	114	2	test	test	NOUN
elm-5379	114	3	verbs	verbs	PROPN
elm-5379	114	4	is	be	AUX
elm-5379	114	5	the	the	DET
elm-5379	114	6	total	total	ADJ
elm-5379	114	7	number	number	NOUN
elm-5379	114	8	of	of	ADP
elm-5379	114	9	verbs	verbs	PROPN
elm-5379	114	10	in	in	ADP
elm-5379	114	11	the	the	DET
elm-5379	114	12	dataset	dataset	NOUN
elm-5379	114	13	.	.	PUNCT
elm-5379	115	1	while	while	SCONJ
elm-5379	115	2	modified	modified	ADJ
elm-5379	115	3	purity	purity	NOUN
elm-5379	115	4	is	be	AUX
elm-5379	115	5	a	a	DET
elm-5379	115	6	measure	measure	NOUN
elm-5379	115	7	of	of	ADP
elm-5379	115	8	precision	precision	NOUN
elm-5379	115	9	,	,	PUNCT
elm-5379	115	10	weighted	weight	VERB
elm-5379	115	11	class	class	NOUN
elm-5379	115	12	accuracy	accuracy	NOUN
elm-5379	115	13	targets	target	NOUN
elm-5379	115	14	recall	recall	VERB
elm-5379	115	15	:	:	PUNCT
elm-5379	115	16	wacc	wacc	PROPN
elm-5379	115	17	=	=	PUNCT
elm-5379	115	18	∑	∑	NOUN
elm-5379	115	19	c∈goldndom(c	c∈goldndom(c	NOUN
elm-5379	115	20	)	)	PUNCT
elm-5379	115	21	#	#	SYM
elm-5379	115	22	test	test	NOUN
elm-5379	115	23	verbs	verbs	NOUN
elm-5379	115	24	(	(	PUNCT
elm-5379	115	25	2	2	NUM
elm-5379	115	26	)	)	PUNCT
elm-5379	115	27	where	where	SCONJ
elm-5379	115	28	for	for	ADP
elm-5379	115	29	each	each	DET
elm-5379	115	30	class	class	NOUN
elm-5379	115	31	c	c	NOUN
elm-5379	115	32	from	from	ADP
elm-5379	115	33	the	the	DET
elm-5379	115	34	set	set	NOUN
elm-5379	115	35	of	of	ADP
elm-5379	115	36	gold	gold	NOUN
elm-5379	115	37	standard	standard	ADJ
elm-5379	115	38	classes	class	NOUN
elm-5379	115	39	gold	gold	NOUN
elm-5379	115	40	,	,	PUNCT
elm-5379	115	41	we	we	PRON
elm-5379	115	42	identify	identify	VERB
elm-5379	115	43	the	the	DET
elm-5379	115	44	dominant	dominant	ADJ
elm-5379	115	45	cluster	cluster	NOUN
elm-5379	115	46	from	from	ADP
elm-5379	115	47	the	the	DET
elm-5379	115	48	set	set	NOUN
elm-5379	115	49	of	of	ADP
elm-5379	115	50	induced	induced	ADJ
elm-5379	115	51	clusters	cluster	NOUN
elm-5379	115	52	having	have	VERB
elm-5379	115	53	most	most	ADJ
elm-5379	115	54	verbs	verb	NOUN
elm-5379	115	55	in	in	ADP
elm-5379	115	56	common	common	ADJ
elm-5379	115	57	with	with	ADP
elm-5379	115	58	c	c	PROPN
elm-5379	115	59	(	(	PUNCT
elm-5379	115	60	ndom(c	ndom(c	PROPN
elm-5379	115	61	)	)	PUNCT
elm-5379	115	62	)	)	PUNCT
elm-5379	115	63	.	.	PUNCT
elm-5379	116	1	because	because	SCONJ
elm-5379	116	2	mpro	mpro	ADJ
elm-5379	116	3	bert	bert	PROPN
elm-5379	116	4	has	have	VERB
elm-5379	116	5	multiple	multiple	ADJ
elm-5379	116	6	representations	representation	NOUN
elm-5379	116	7	for	for	ADP
elm-5379	116	8	a	a	DET
elm-5379	116	9	single	single	ADJ
elm-5379	116	10	word	word	NOUN
elm-5379	116	11	,	,	PUNCT
elm-5379	116	12	the	the	DET
elm-5379	116	13	same	same	ADJ
elm-5379	116	14	word	word	NOUN
elm-5379	116	15	form	form	NOUN
elm-5379	116	16	may	may	AUX
elm-5379	116	17	show	show	VERB
elm-5379	116	18	up	up	ADP
elm-5379	116	19	more	more	ADJ
elm-5379	116	20	than	than	ADP
elm-5379	116	21	once	once	ADV
elm-5379	116	22	within	within	ADP
elm-5379	116	23	a	a	DET
elm-5379	116	24	single	single	ADJ
elm-5379	116	25	cluster	cluster	NOUN
elm-5379	116	26	.	.	PUNCT
elm-5379	117	1	to	to	PART
elm-5379	117	2	prevent	prevent	VERB
elm-5379	117	3	artificially	artificially	ADV
elm-5379	117	4	inflating	inflate	VERB
elm-5379	117	5	the	the	DET
elm-5379	117	6	recall	recall	NOUN
elm-5379	117	7	in	in	ADP
elm-5379	117	8	evaluating	evaluate	VERB
elm-5379	117	9	mpro	mpro	ADJ
elm-5379	117	10	bert	bert	NOUN
elm-5379	117	11	,	,	PUNCT
elm-5379	117	12	we	we	PRON
elm-5379	117	13	eliminate	eliminate	VERB
elm-5379	117	14	duplicates	duplicate	NOUN
elm-5379	117	15	within	within	ADP
elm-5379	117	16	each	each	DET
elm-5379	117	17	cluster	cluster	NOUN
elm-5379	117	18	before	before	ADP
elm-5379	117	19	evaluation	evaluation	NOUN
elm-5379	117	20	.	.	PUNCT
elm-5379	118	1	6	6	NUM
elm-5379	118	2	.	.	X
elm-5379	118	3	results	result	NOUN
elm-5379	118	4	.	.	PUNCT
elm-5379	119	1	table	table	NOUN
elm-5379	119	2	2	2	NUM
elm-5379	119	3	shows	show	VERB
elm-5379	119	4	the	the	DET
elm-5379	119	5	results	result	NOUN
elm-5379	119	6	of	of	ADP
elm-5379	119	7	each	each	DET
elm-5379	119	8	embedding	embed	VERB
elm-5379	119	9	type	type	NOUN
elm-5379	119	10	,	,	PUNCT
elm-5379	119	11	compared	compare	VERB
elm-5379	119	12	to	to	ADP
elm-5379	119	13	results	result	NOUN
elm-5379	119	14	reported	report	VERB
elm-5379	119	15	in	in	ADP
elm-5379	119	16	majewska	majewska	PROPN
elm-5379	119	17	et	et	PROPN
elm-5379	119	18	al	al	PROPN
elm-5379	119	19	.	.	PROPN
elm-5379	120	1	(	(	PUNCT
elm-5379	120	2	2021	2021	NUM
elm-5379	120	3	)	)	PUNCT
elm-5379	120	4	.	.	PUNCT
elm-5379	121	1	the	the	DET
elm-5379	121	2	baseline	baseline	NOUN
elm-5379	121	3	models	model	NOUN
elm-5379	121	4	(	(	PUNCT
elm-5379	121	5	decont	decont	NOUN
elm-5379	121	6	.	.	PUNCT
elm-5379	121	7	and	and	CCONJ
elm-5379	121	8	aggr	aggr	PROPN
elm-5379	121	9	.	.	PUNCT
elm-5379	122	1	bert	bert	PROPN
elm-5379	122	2	)	)	PUNCT
elm-5379	122	3	perform	perform	VERB
elm-5379	122	4	comparably	comparably	ADV
elm-5379	122	5	to	to	PART
elm-5379	122	6	previously	previously	ADV
elm-5379	122	7	reported	report	VERB
elm-5379	122	8	results	result	NOUN
elm-5379	122	9	.	.	PUNCT
elm-5379	123	1	part	part	NOUN
elm-5379	123	2	-	-	PUNCT
elm-5379	123	3	of	of	ADP
elm-5379	123	4	-	-	PUNCT
elm-5379	123	5	speech	speech	NOUN
elm-5379	123	6	-	-	PUNCT
elm-5379	123	7	sensitive	sensitive	ADJ
elm-5379	123	8	word2vec	word2vec	PROPN
elm-5379	123	9	model	model	NOUN
elm-5379	123	10	scores	score	NOUN
elm-5379	123	11	about	about	ADV
elm-5379	123	12	10	10	NUM
elm-5379	123	13	points	point	NOUN
elm-5379	123	14	higher	high	ADJ
elm-5379	123	15	than	than	SCONJ
elm-5379	123	16	reported	report	VERB
elm-5379	123	17	for	for	ADP
elm-5379	123	18	a	a	DET
elm-5379	123	19	similar	similar	ADJ
elm-5379	123	20	model	model	NOUN
elm-5379	123	21	architecture	architecture	NOUN
elm-5379	123	22	without	without	ADP
elm-5379	123	23	part	part	NOUN
elm-5379	123	24	-	-	PUNCT
elm-5379	123	25	of	of	ADP
elm-5379	123	26	-	-	PUNCT
elm-5379	123	27	speech	speech	NOUN
elm-5379	123	28	information	information	NOUN
elm-5379	123	29	.	.	PUNCT
elm-5379	124	1	mpro	mpro	ADJ
elm-5379	124	2	bert	bert	PROPN
elm-5379	124	3	,	,	PUNCT
elm-5379	124	4	by	by	ADP
elm-5379	124	5	contrast	contrast	NOUN
elm-5379	124	6	,	,	PUNCT
elm-5379	124	7	performs	perform	VERB
elm-5379	124	8	dramatically	dramatically	ADV
elm-5379	124	9	better	well	ADJ
elm-5379	124	10	than	than	ADP
elm-5379	124	11	other	other	ADJ
elm-5379	124	12	embeddings	embedding	NOUN
elm-5379	124	13	,	,	PUNCT
elm-5379	124	14	achieving	achieve	VERB
elm-5379	124	15	more	more	ADV
elm-5379	124	16	than	than	ADP
elm-5379	124	17	double	double	DET
elm-5379	124	18	the	the	DET
elm-5379	124	19	f1	f1	NOUN
elm-5379	124	20	score	score	NOUN
elm-5379	124	21	of	of	ADP
elm-5379	124	22	the	the	DET
elm-5379	124	23	best	good	ADJ
elm-5379	124	24	previously	previously	ADV
elm-5379	124	25	reported	report	VERB
elm-5379	124	26	bert	bert	NOUN
elm-5379	124	27	results	result	NOUN
elm-5379	124	28	.	.	PUNCT
elm-5379	125	1	this	this	PRON
elm-5379	125	2	suggests	suggest	VERB
elm-5379	125	3	that	that	SCONJ
elm-5379	125	4	polysemy	polysemy	NOUN
elm-5379	125	5	does	do	AUX
elm-5379	125	6	play	play	VERB
elm-5379	125	7	an	an	DET
elm-5379	125	8	important	important	ADJ
elm-5379	125	9	role	role	NOUN
elm-5379	125	10	in	in	ADP
elm-5379	125	11	modeling	model	VERB
elm-5379	125	12	linguistically	linguistically	ADV
elm-5379	125	13	-	-	PUNCT
elm-5379	125	14	based	base	VERB
elm-5379	125	15	semantic	semantic	ADJ
elm-5379	125	16	categorization	categorization	NOUN
elm-5379	125	17	:	:	PUNCT
elm-5379	125	18	human	human	ADJ
elm-5379	125	19	categories	category	NOUN
elm-5379	125	20	that	that	PRON
elm-5379	125	21	can	can	AUX
elm-5379	125	22	be	be	AUX
elm-5379	125	23	derived	derive	VERB
elm-5379	125	24	from	from	ADP
elm-5379	125	25	linguistic	linguistic	ADJ
elm-5379	125	26	input	input	NOUN
elm-5379	125	27	correspond	correspond	VERB
elm-5379	125	28	to	to	ADP
elm-5379	125	29	semantically	semantically	ADV
elm-5379	125	30	similar	similar	ADJ
elm-5379	125	31	contexts	contexts	NOUN
elm-5379	125	32	of	of	ADP
elm-5379	125	33	use	use	NOUN
elm-5379	125	34	of	of	ADP
elm-5379	125	35	words	word	NOUN
elm-5379	125	36	.	.	PUNCT
elm-5379	126	1	model	model	NOUN
elm-5379	126	2	f1	f1	PROPN
elm-5379	126	3	-	-	PUNCT
elm-5379	126	4	optimal	optimal	ADJ
elm-5379	126	5	f1	f1	NOUN
elm-5379	126	6	-	-	PUNCT
elm-5379	126	7	gold	gold	NOUN
elm-5379	126	8	random	random	ADJ
elm-5379	126	9	baseline	baseline	NOUN
elm-5379	126	10	0.204	0.204	NUM
elm-5379	126	11	0.161	0.161	NUM
elm-5379	126	12	majewska	majewska	NOUN
elm-5379	126	13	word2vec	word2vec	ADP
elm-5379	126	14	0.355	0.355	NUM
elm-5379	126	15	0.326	0.326	NUM
elm-5379	126	16	majewska	majewska	NOUN
elm-5379	126	17	best	good	ADJ
elm-5379	126	18	bert	bert	NOUN
elm-5379	126	19	0.340	0.340	NUM
elm-5379	126	20	0.322	0.322	NUM
elm-5379	126	21	pos	pos	ADV
elm-5379	126	22	-	-	PUNCT
elm-5379	126	23	tagged	tag	VERB
elm-5379	126	24	word2vec	word2vec	X
elm-5379	126	25	0.442	0.442	NUM
elm-5379	126	26	0.433	0.433	NUM
elm-5379	126	27	decont	decont	NOUN
elm-5379	126	28	.	.	PUNCT
elm-5379	127	1	bert	bert	VERB
elm-5379	127	2	0.309	0.309	NUM
elm-5379	127	3	0.191	0.191	NUM
elm-5379	127	4	aggr	aggr	ADJ
elm-5379	127	5	.	.	PUNCT
elm-5379	128	1	bert	bert	VERB
elm-5379	128	2	0.398	0.398	NUM
elm-5379	128	3	0.346	0.346	NUM
elm-5379	128	4	mpro	mpro	ADJ
elm-5379	128	5	bert	bert	PROPN
elm-5379	128	6	0.743	0.743	NUM
elm-5379	128	7	0.687	0.687	NUM
elm-5379	128	8	table	table	NOUN
elm-5379	128	9	2	2	NUM
elm-5379	128	10	:	:	PUNCT
elm-5379	128	11	average	average	ADJ
elm-5379	128	12	f1	f1	NOUN
elm-5379	128	13	across	across	ADP
elm-5379	128	14	models	model	NOUN
elm-5379	128	15	on	on	ADP
elm-5379	128	16	coarse	coarse	NOUN
elm-5379	128	17	-	-	PUNCT
elm-5379	128	18	grained	grain	VERB
elm-5379	128	19	categories	category	NOUN
elm-5379	128	20	.	.	PUNCT
elm-5379	129	1	‘	'	PUNCT
elm-5379	129	2	gold	gold	NOUN
elm-5379	129	3	’	'	PUNCT
elm-5379	129	4	is	be	AUX
elm-5379	129	5	for	for	ADP
elm-5379	129	6	k=17	k=17	PROPN
elm-5379	129	7	,	,	PUNCT
elm-5379	129	8	as	as	ADP
elm-5379	129	9	in	in	ADP
elm-5379	129	10	the	the	DET
elm-5379	129	11	ground	ground	NOUN
elm-5379	129	12	truth	truth	NOUN
elm-5379	129	13	.	.	PUNCT
elm-5379	130	1	‘	'	PUNCT
elm-5379	130	2	optimal	optimal	ADJ
elm-5379	130	3	’	'	PUNCT
elm-5379	130	4	is	be	AUX
elm-5379	130	5	best	good	ADJ
elm-5379	130	6	result	result	NOUN
elm-5379	130	7	for	for	ADP
elm-5379	130	8	k	k	PROPN
elm-5379	130	9	in	in	ADP
elm-5379	130	10	the	the	DET
elm-5379	130	11	range	range	NOUN
elm-5379	130	12	(	(	PUNCT
elm-5379	130	13	5	5	NUM
elm-5379	130	14	,	,	PUNCT
elm-5379	130	15	50	50	NUM
elm-5379	130	16	)	)	PUNCT
elm-5379	130	17	.	.	PUNCT
elm-5379	131	1	the	the	DET
elm-5379	131	2	benefit	benefit	NOUN
elm-5379	131	3	of	of	ADP
elm-5379	131	4	sense	sense	NOUN
elm-5379	131	5	-	-	PUNCT
elm-5379	131	6	specific	specific	ADJ
elm-5379	131	7	embeddings	embedding	NOUN
elm-5379	131	8	for	for	ADP
elm-5379	131	9	modeling	model	VERB
elm-5379	131	10	coarse	coarse	NOUN
elm-5379	131	11	-	-	PUNCT
elm-5379	131	12	grained	grain	VERB
elm-5379	131	13	categoirzation	categoirzation	NOUN
elm-5379	131	14	is	be	AUX
elm-5379	131	15	clear	clear	ADJ
elm-5379	131	16	in	in	ADP
elm-5379	131	17	the	the	DET
elm-5379	131	18	example	example	NOUN
elm-5379	131	19	of	of	ADP
elm-5379	131	20	freeze	freeze	NOUN
elm-5379	131	21	.	.	PUNCT
elm-5379	132	1	in	in	ADP
elm-5379	132	2	the	the	DET
elm-5379	132	3	ground	ground	NOUN
elm-5379	132	4	truth	truth	NOUN
elm-5379	132	5	data	datum	NOUN
elm-5379	132	6	,	,	PUNCT
elm-5379	132	7	freeze	freeze	VERB
elm-5379	132	8	belongs	belong	VERB
elm-5379	132	9	to	to	ADP
elm-5379	132	10	just	just	ADV
elm-5379	132	11	one	one	NUM
elm-5379	132	12	class	class	NOUN
elm-5379	132	13	,	,	PUNCT
elm-5379	132	14	related	relate	VERB
elm-5379	132	15	to	to	ADP
elm-5379	132	16	cooking	cook	VERB
elm-5379	132	17	(	(	PUNCT
elm-5379	132	18	along	along	ADP
elm-5379	132	19	with	with	ADP
elm-5379	132	20	words	word	NOUN
elm-5379	132	21	like	like	ADP
elm-5379	132	22	bake	bake	NOUN
elm-5379	132	23	,	,	PUNCT
elm-5379	132	24	fry	fry	NOUN
elm-5379	132	25	,	,	PUNCT
elm-5379	132	26	melt	melt	NOUN
elm-5379	132	27	,	,	PUNCT
elm-5379	132	28	and	and	CCONJ
elm-5379	132	29	thaw	thaw	NOUN
elm-5379	132	30	)	)	PUNCT
elm-5379	132	31	.	.	PUNCT
elm-5379	133	1	freeze	freeze	NOUN
elm-5379	133	2	has	have	VERB
elm-5379	133	3	another	another	DET
elm-5379	133	4	figurative	figurative	ADJ
elm-5379	133	5	sense	sense	NOUN
elm-5379	133	6	,	,	PUNCT
elm-5379	133	7	meaning	mean	VERB
elm-5379	133	8	to	to	PART
elm-5379	133	9	stop	stop	VERB
elm-5379	133	10	or	or	CCONJ
elm-5379	133	11	suspend	suspend	VERB
elm-5379	133	12	.	.	PUNCT
elm-5379	134	1	because	because	SCONJ
elm-5379	134	2	the	the	DET
elm-5379	134	3	word	word	NOUN
elm-5379	134	4	is	be	AUX
elm-5379	134	5	polysemous	polysemous	ADJ
elm-5379	134	6	,	,	PUNCT
elm-5379	134	7	static	static	ADJ
elm-5379	134	8	embedding	embed	VERB
elm-5379	134	9	clusters	cluster	NOUN
elm-5379	134	10	struggle	struggle	VERB
elm-5379	134	11	to	to	PART
elm-5379	134	12	categorize	categorize	VERB
elm-5379	134	13	proceedings	proceeding	NOUN
elm-5379	134	14	of	of	ADP
elm-5379	134	15	elm	elm	NOUN
elm-5379	134	16	2	2	NUM
elm-5379	134	17	:	:	PUNCT
elm-5379	134	18	278	278	NUM
elm-5379	134	19	-	-	SYM
elm-5379	134	20	287	287	NUM
elm-5379	134	21	,	,	PUNCT
elm-5379	134	22	2023	2023	NUM
elm-5379	134	23	elizabeth	elizabeth	PROPN
elm-5379	134	24	soper	soper	PROPN
elm-5379	134	25	and	and	CCONJ
elm-5379	134	26	jean	jean	PROPN
elm-5379	134	27	-	-	PUNCT
elm-5379	134	28	pierre	pierre	PROPN
elm-5379	134	29	koenig	koenig	PROPN
elm-5379	134	30	:	:	PUNCT
elm-5379	134	31	modeling	model	VERB
elm-5379	134	32	the	the	DET
elm-5379	134	33	role	role	NOUN
elm-5379	134	34	of	of	ADP
elm-5379	134	35	polysemy	polysemy	NOUN
elm-5379	134	36	in	in	ADP
elm-5379	134	37	verb	verb	NOUN
elm-5379	134	38	categorization	categorization	NOUN
elm-5379	134	39	.	.	PUNCT
elm-5379	135	1	283	283	NUM
elm-5379	135	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	135	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON
elm-5379	135	4	it	it	PRON
elm-5379	135	5	appropriately	appropriately	ADV
elm-5379	135	6	.	.	PUNCT
elm-5379	136	1	in	in	ADP
elm-5379	136	2	the	the	DET
elm-5379	136	3	aggregated	aggregate	VERB
elm-5379	136	4	bert	bert	PROPN
elm-5379	136	5	clusters	cluster	NOUN
elm-5379	136	6	,	,	PUNCT
elm-5379	136	7	freeze	freeze	NOUN
elm-5379	136	8	appears	appear	VERB
elm-5379	136	9	in	in	ADP
elm-5379	136	10	a	a	DET
elm-5379	136	11	cluster	cluster	NOUN
elm-5379	136	12	predominated	predominate	VERB
elm-5379	136	13	by	by	ADP
elm-5379	136	14	verbs	verb	NOUN
elm-5379	136	15	related	relate	VERB
elm-5379	136	16	to	to	ADP
elm-5379	136	17	violence	violence	NOUN
elm-5379	136	18	(	(	PUNCT
elm-5379	136	19	whip	whip	NOUN
elm-5379	136	20	,	,	PUNCT
elm-5379	136	21	shoot	shoot	NOUN
elm-5379	136	22	,	,	PUNCT
elm-5379	136	23	choke	choke	NOUN
elm-5379	136	24	,	,	PUNCT
elm-5379	136	25	crush	crush	NOUN
elm-5379	136	26	,	,	PUNCT
elm-5379	136	27	smash	smash	PROPN
elm-5379	136	28	)	)	PUNCT
elm-5379	136	29	.	.	PUNCT
elm-5379	137	1	decontextualized	decontextualize	VERB
elm-5379	137	2	bert	bert	NOUN
elm-5379	137	3	puts	put	NOUN
elm-5379	137	4	freeze	freeze	NOUN
elm-5379	137	5	in	in	ADP
elm-5379	137	6	a	a	DET
elm-5379	137	7	heterogeneous	heterogeneous	ADJ
elm-5379	137	8	cluster	cluster	NOUN
elm-5379	137	9	with	with	ADP
elm-5379	137	10	a	a	DET
elm-5379	137	11	few	few	ADJ
elm-5379	137	12	cooking	cooking	NOUN
elm-5379	137	13	words	word	NOUN
elm-5379	137	14	(	(	PUNCT
elm-5379	137	15	melt	melt	NOUN
elm-5379	137	16	,	,	PUNCT
elm-5379	137	17	stew	stew	NOUN
elm-5379	137	18	,	,	PUNCT
elm-5379	137	19	fry	fry	NOUN
elm-5379	137	20	)	)	PUNCT
elm-5379	137	21	but	but	CCONJ
elm-5379	137	22	also	also	ADV
elm-5379	137	23	many	many	ADJ
elm-5379	137	24	seemingly	seemingly	ADV
elm-5379	137	25	unrelated	unrelated	ADJ
elm-5379	137	26	words	word	NOUN
elm-5379	137	27	(	(	PUNCT
elm-5379	137	28	knit	knit	ADJ
elm-5379	137	29	,	,	PUNCT
elm-5379	137	30	greet	greet	ADJ
elm-5379	137	31	,	,	PUNCT
elm-5379	137	32	disturb	disturb	VERB
elm-5379	137	33	,	,	PUNCT
elm-5379	137	34	wander	wander	NOUN
elm-5379	137	35	)	)	PUNCT
elm-5379	137	36	.	.	PUNCT
elm-5379	138	1	it	it	PRON
elm-5379	138	2	appears	appear	VERB
elm-5379	138	3	that	that	SCONJ
elm-5379	138	4	the	the	DET
elm-5379	138	5	different	different	ADJ
elm-5379	138	6	senses	sense	NOUN
elm-5379	138	7	of	of	ADP
elm-5379	138	8	the	the	DET
elm-5379	138	9	word	word	NOUN
elm-5379	138	10	skew	skew	VERB
elm-5379	138	11	its	its	PRON
elm-5379	138	12	static	static	ADJ
elm-5379	138	13	representation	representation	NOUN
elm-5379	138	14	and	and	CCONJ
elm-5379	138	15	prevent	prevent	VERB
elm-5379	138	16	accurate	accurate	ADJ
elm-5379	138	17	classification	classification	NOUN
elm-5379	138	18	.	.	PUNCT
elm-5379	139	1	mpro	mpro	ADJ
elm-5379	139	2	bert	bert	PROPN
elm-5379	139	3	,	,	PUNCT
elm-5379	139	4	by	by	ADP
elm-5379	139	5	contrast	contrast	NOUN
elm-5379	139	6	,	,	PUNCT
elm-5379	139	7	puts	put	VERB
elm-5379	139	8	freeze	freeze	NOUN
elm-5379	139	9	in	in	ADP
elm-5379	139	10	two	two	NUM
elm-5379	139	11	clusters	cluster	NOUN
elm-5379	139	12	:	:	PUNCT
elm-5379	139	13	one	one	NUM
elm-5379	139	14	related	relate	VERB
elm-5379	139	15	to	to	ADP
elm-5379	139	16	cooking	cook	VERB
elm-5379	139	17	(	(	PUNCT
elm-5379	139	18	as	as	ADP
elm-5379	139	19	in	in	ADP
elm-5379	139	20	the	the	DET
elm-5379	139	21	ground	ground	NOUN
elm-5379	139	22	truth	truth	NOUN
elm-5379	139	23	)	)	PUNCT
elm-5379	139	24	and	and	CCONJ
elm-5379	139	25	another	another	DET
elm-5379	139	26	cluster	cluster	NOUN
elm-5379	139	27	with	with	ADP
elm-5379	139	28	words	word	NOUN
elm-5379	139	29	like	like	ADP
elm-5379	139	30	stop	stop	NOUN
elm-5379	139	31	,	,	PUNCT
elm-5379	139	32	delay	delay	NOUN
elm-5379	139	33	,	,	PUNCT
elm-5379	139	34	arrest	arrest	VERB
elm-5379	139	35	and	and	CCONJ
elm-5379	139	36	restrict	restrict	VERB
elm-5379	139	37	,	,	PUNCT
elm-5379	139	38	which	which	PRON
elm-5379	139	39	seems	seem	VERB
elm-5379	139	40	to	to	PART
elm-5379	139	41	correspond	correspond	VERB
elm-5379	139	42	to	to	ADP
elm-5379	139	43	the	the	DET
elm-5379	139	44	figurative	figurative	ADJ
elm-5379	139	45	sense	sense	NOUN
elm-5379	139	46	of	of	ADP
elm-5379	139	47	freeze	freeze	NOUN
elm-5379	139	48	.	.	PUNCT
elm-5379	140	1	thus	thus	ADV
elm-5379	140	2	factoring	factor	VERB
elm-5379	140	3	out	out	ADP
elm-5379	140	4	different	different	ADJ
elm-5379	140	5	senses	sense	NOUN
elm-5379	140	6	allows	allow	VERB
elm-5379	140	7	mpro	mpro	ADJ
elm-5379	140	8	bert	bert	PROPN
elm-5379	140	9	to	to	PART
elm-5379	140	10	give	give	VERB
elm-5379	140	11	a	a	DET
elm-5379	140	12	more	more	ADV
elm-5379	140	13	accurate	accurate	ADJ
elm-5379	140	14	and	and	CCONJ
elm-5379	140	15	reasonable	reasonable	ADJ
elm-5379	140	16	categorization	categorization	NOUN
elm-5379	140	17	.	.	PUNCT
elm-5379	141	1	7	7	X
elm-5379	141	2	.	.	X
elm-5379	141	3	discussion	discussion	NOUN
elm-5379	141	4	.	.	PUNCT
elm-5379	142	1	one	one	PRON
elm-5379	142	2	might	might	AUX
elm-5379	142	3	argue	argue	VERB
elm-5379	142	4	that	that	SCONJ
elm-5379	142	5	the	the	DET
elm-5379	142	6	superior	superior	ADJ
elm-5379	142	7	performance	performance	NOUN
elm-5379	142	8	of	of	ADP
elm-5379	142	9	mpro	mpro	ADJ
elm-5379	142	10	bert	bert	NOUN
elm-5379	142	11	embeddings	embedding	NOUN
elm-5379	142	12	is	be	AUX
elm-5379	142	13	due	due	ADJ
elm-5379	142	14	simply	simply	ADV
elm-5379	142	15	to	to	ADP
elm-5379	142	16	the	the	DET
elm-5379	142	17	increased	increase	VERB
elm-5379	142	18	total	total	ADJ
elm-5379	142	19	number	number	NOUN
elm-5379	142	20	of	of	ADP
elm-5379	142	21	embeddings	embedding	NOUN
elm-5379	142	22	for	for	ADP
elm-5379	142	23	this	this	DET
elm-5379	142	24	setting	setting	NOUN
elm-5379	142	25	,	,	PUNCT
elm-5379	142	26	compared	compare	VERB
elm-5379	142	27	to	to	ADP
elm-5379	142	28	the	the	DET
elm-5379	142	29	static	static	ADJ
elm-5379	142	30	embeddings	embedding	NOUN
elm-5379	142	31	;	;	PUNCT
elm-5379	142	32	because	because	SCONJ
elm-5379	142	33	mpro	mpro	ADJ
elm-5379	142	34	bert	bert	PROPN
elm-5379	142	35	has	have	VERB
elm-5379	142	36	multiple	multiple	ADJ
elm-5379	142	37	representations	representation	NOUN
elm-5379	142	38	per	per	ADP
elm-5379	142	39	word	word	NOUN
elm-5379	142	40	form	form	NOUN
elm-5379	142	41	,	,	PUNCT
elm-5379	142	42	it	it	PRON
elm-5379	142	43	has	have	VERB
elm-5379	142	44	more	more	ADJ
elm-5379	142	45	‘	'	PUNCT
elm-5379	142	46	chances	chance	NOUN
elm-5379	142	47	’	'	PUNCT
elm-5379	142	48	to	to	PART
elm-5379	142	49	correctly	correctly	ADV
elm-5379	142	50	categorize	categorize	VERB
elm-5379	142	51	each	each	DET
elm-5379	142	52	word	word	NOUN
elm-5379	142	53	.	.	PUNCT
elm-5379	143	1	we	we	PRON
elm-5379	143	2	do	do	AUX
elm-5379	143	3	find	find	VERB
elm-5379	143	4	that	that	SCONJ
elm-5379	143	5	the	the	DET
elm-5379	143	6	mpro	mpro	ADJ
elm-5379	143	7	bert	bert	PROPN
elm-5379	143	8	clusters	cluster	NOUN
elm-5379	143	9	have	have	VERB
elm-5379	143	10	more	more	ADJ
elm-5379	143	11	members	member	NOUN
elm-5379	143	12	on	on	ADP
elm-5379	143	13	average	average	ADJ
elm-5379	143	14	:	:	PUNCT
elm-5379	143	15	the	the	DET
elm-5379	143	16	average	average	ADJ
elm-5379	143	17	ground	ground	NOUN
elm-5379	143	18	truth	truth	NOUN
elm-5379	143	19	class	class	NOUN
elm-5379	143	20	has	have	VERB
elm-5379	143	21	55.5	55.5	NUM
elm-5379	143	22	members	member	NOUN
elm-5379	143	23	,	,	PUNCT
elm-5379	143	24	while	while	SCONJ
elm-5379	143	25	for	for	ADP
elm-5379	143	26	our	our	PRON
elm-5379	143	27	optimal	optimal	ADJ
elm-5379	143	28	mpro	mpro	ADJ
elm-5379	143	29	bert	bert	PROPN
elm-5379	143	30	results	result	NOUN
elm-5379	143	31	,	,	PUNCT
elm-5379	143	32	the	the	DET
elm-5379	143	33	average	average	ADJ
elm-5379	143	34	cluster	cluster	NOUN
elm-5379	143	35	size	size	NOUN
elm-5379	143	36	was	be	AUX
elm-5379	143	37	96.0	96.0	NUM
elm-5379	143	38	words	word	NOUN
elm-5379	143	39	.	.	PUNCT
elm-5379	144	1	on	on	ADP
elm-5379	144	2	average	average	ADJ
elm-5379	144	3	,	,	PUNCT
elm-5379	144	4	one	one	NUM
elm-5379	144	5	word	word	NOUN
elm-5379	144	6	form	form	NOUN
elm-5379	144	7	appeared	appear	VERB
elm-5379	144	8	in	in	ADP
elm-5379	144	9	3.02	3.02	NUM
elm-5379	144	10	clusters	cluster	NOUN
elm-5379	144	11	,	,	PUNCT
elm-5379	144	12	but	but	CCONJ
elm-5379	144	13	only	only	ADV
elm-5379	144	14	in	in	ADP
elm-5379	144	15	1.14	1.14	NUM
elm-5379	144	16	ground	ground	NOUN
elm-5379	144	17	truth	truth	NOUN
elm-5379	144	18	classes	class	NOUN
elm-5379	144	19	.	.	PUNCT
elm-5379	145	1	all	all	PRON
elm-5379	145	2	else	else	ADV
elm-5379	145	3	being	be	AUX
elm-5379	145	4	equal	equal	ADJ
elm-5379	145	5	,	,	PUNCT
elm-5379	145	6	the	the	DET
elm-5379	145	7	larger	large	ADJ
elm-5379	145	8	cluster	cluster	NOUN
elm-5379	145	9	size	size	NOUN
elm-5379	145	10	and	and	CCONJ
elm-5379	145	11	the	the	DET
elm-5379	145	12	fact	fact	NOUN
elm-5379	145	13	that	that	SCONJ
elm-5379	145	14	words	word	NOUN
elm-5379	145	15	appear	appear	VERB
elm-5379	145	16	in	in	ADP
elm-5379	145	17	more	more	ADJ
elm-5379	145	18	clusters	cluster	NOUN
elm-5379	145	19	should	should	AUX
elm-5379	145	20	lead	lead	VERB
elm-5379	145	21	to	to	ADP
elm-5379	145	22	higher	high	ADJ
elm-5379	145	23	recall	recall	NOUN
elm-5379	145	24	scores	score	NOUN
elm-5379	145	25	and	and	CCONJ
elm-5379	145	26	lower	low	ADJ
elm-5379	145	27	precision	precision	NOUN
elm-5379	145	28	.	.	PUNCT
elm-5379	146	1	in	in	ADP
elm-5379	146	2	fact	fact	NOUN
elm-5379	146	3	,	,	PUNCT
elm-5379	146	4	we	we	PRON
elm-5379	146	5	find	find	VERB
elm-5379	146	6	that	that	SCONJ
elm-5379	146	7	mpro	mpro	ADJ
elm-5379	146	8	bert	bert	NOUN
elm-5379	146	9	embeddings	embedding	NOUN
elm-5379	146	10	have	have	VERB
elm-5379	146	11	higher	high	ADJ
elm-5379	146	12	precision	precision	NOUN
elm-5379	146	13	and	and	CCONJ
elm-5379	146	14	higher	high	ADJ
elm-5379	146	15	recall	recall	NOUN
elm-5379	146	16	scores	score	NOUN
elm-5379	146	17	than	than	ADP
elm-5379	146	18	the	the	DET
elm-5379	146	19	static	static	ADJ
elm-5379	146	20	embeddings	embedding	NOUN
elm-5379	146	21	,	,	PUNCT
elm-5379	146	22	confirming	confirm	VERB
elm-5379	146	23	that	that	SCONJ
elm-5379	146	24	the	the	DET
elm-5379	146	25	difference	difference	NOUN
elm-5379	146	26	we	we	PRON
elm-5379	146	27	see	see	VERB
elm-5379	146	28	between	between	ADP
elm-5379	146	29	mpro	mpro	ADJ
elm-5379	146	30	bert	bert	PROPN
elm-5379	146	31	and	and	CCONJ
elm-5379	146	32	static	static	ADJ
elm-5379	146	33	embeddings	embedding	NOUN
elm-5379	146	34	is	be	AUX
elm-5379	146	35	not	not	PART
elm-5379	146	36	merely	merely	ADV
elm-5379	146	37	a	a	DET
elm-5379	146	38	fluke	fluke	NOUN
elm-5379	146	39	;	;	PUNCT
elm-5379	146	40	sense	sense	NOUN
elm-5379	146	41	-	-	PUNCT
elm-5379	146	42	level	level	NOUN
elm-5379	146	43	embeddings	embedding	NOUN
elm-5379	146	44	really	really	ADV
elm-5379	146	45	do	do	AUX
elm-5379	146	46	seem	seem	VERB
elm-5379	146	47	to	to	PART
elm-5379	146	48	better	well	ADV
elm-5379	146	49	capture	capture	VERB
elm-5379	146	50	broad	broad	ADJ
elm-5379	146	51	semantic	semantic	ADJ
elm-5379	146	52	categories	category	NOUN
elm-5379	146	53	better	well	ADV
elm-5379	146	54	.	.	PUNCT
elm-5379	147	1	in	in	ADP
elm-5379	147	2	fact	fact	NOUN
elm-5379	147	3	,	,	PUNCT
elm-5379	147	4	mpro	mpro	ADJ
elm-5379	147	5	bert	bert	PROPN
elm-5379	147	6	might	might	AUX
elm-5379	147	7	be	be	AUX
elm-5379	147	8	better	well	ADJ
elm-5379	147	9	at	at	ADP
elm-5379	147	10	modeling	model	VERB
elm-5379	147	11	human	human	ADJ
elm-5379	147	12	participants	participant	NOUN
elm-5379	147	13	than	than	SCONJ
elm-5379	147	14	suggested	suggest	VERB
elm-5379	147	15	by	by	ADP
elm-5379	147	16	our	our	PRON
elm-5379	147	17	f1	f1	PROPN
elm-5379	147	18	measure	measure	NOUN
elm-5379	147	19	.	.	PUNCT
elm-5379	148	1	this	this	PRON
elm-5379	148	2	is	be	AUX
elm-5379	148	3	because	because	SCONJ
elm-5379	148	4	mpro	mpro	ADJ
elm-5379	148	5	bert	bert	PROPN
elm-5379	148	6	tends	tend	VERB
elm-5379	148	7	to	to	PART
elm-5379	148	8	capture	capture	VERB
elm-5379	148	9	more	more	ADV
elm-5379	148	10	distinct	distinct	ADJ
elm-5379	148	11	senses	sense	NOUN
elm-5379	148	12	per	per	ADP
elm-5379	148	13	word	word	NOUN
elm-5379	148	14	than	than	SCONJ
elm-5379	148	15	human	human	ADJ
elm-5379	148	16	participants	participant	NOUN
elm-5379	148	17	did	do	VERB
elm-5379	148	18	,	,	PUNCT
elm-5379	148	19	as	as	SCONJ
elm-5379	148	20	human	human	ADJ
elm-5379	148	21	participants	participant	NOUN
elm-5379	148	22	generally	generally	ADV
elm-5379	148	23	focused	focus	VERB
elm-5379	148	24	on	on	ADP
elm-5379	148	25	a	a	DET
elm-5379	148	26	single	single	ADJ
elm-5379	148	27	sense	sense	NOUN
elm-5379	148	28	when	when	SCONJ
elm-5379	148	29	categorizing	categorize	VERB
elm-5379	148	30	.	.	PUNCT
elm-5379	149	1	for	for	ADP
elm-5379	149	2	example	example	NOUN
elm-5379	149	3	,	,	PUNCT
elm-5379	149	4	the	the	DET
elm-5379	149	5	word	word	NOUN
elm-5379	149	6	form	form	NOUN
elm-5379	149	7	jump	jump	NOUN
elm-5379	149	8	occurs	occur	VERB
elm-5379	149	9	in	in	ADP
elm-5379	149	10	one	one	NUM
elm-5379	149	11	mpro	mpro	ADJ
elm-5379	149	12	bert	bert	PROPN
elm-5379	149	13	cluster	cluster	NOUN
elm-5379	149	14	corresponding	correspond	VERB
elm-5379	149	15	to	to	ADP
elm-5379	149	16	violence	violence	NOUN
elm-5379	149	17	(	(	PUNCT
elm-5379	149	18	jump#attack	jump#attack	NOUN
elm-5379	149	19	)	)	PUNCT
elm-5379	149	20	,	,	PUNCT
elm-5379	149	21	another	another	DET
elm-5379	149	22	cluster	cluster	NOUN
elm-5379	149	23	corresponding	correspond	VERB
elm-5379	149	24	to	to	ADP
elm-5379	149	25	physical	physical	ADJ
elm-5379	149	26	movement	movement	NOUN
elm-5379	149	27	(	(	PUNCT
elm-5379	149	28	jump#hop	jump#hop	PROPN
elm-5379	149	29	)	)	PUNCT
elm-5379	149	30	,	,	PUNCT
elm-5379	149	31	and	and	CCONJ
elm-5379	149	32	a	a	DET
elm-5379	149	33	third	third	ADJ
elm-5379	149	34	one	one	NUM
elm-5379	149	35	related	relate	VERB
elm-5379	149	36	to	to	PART
elm-5379	149	37	change	change	VERB
elm-5379	149	38	(	(	PUNCT
elm-5379	149	39	jump#increase	jump#increase	NOUN
elm-5379	149	40	)	)	PUNCT
elm-5379	149	41	.	.	PUNCT
elm-5379	150	1	in	in	ADP
elm-5379	150	2	the	the	DET
elm-5379	150	3	ground	ground	NOUN
elm-5379	150	4	truth	truth	NOUN
elm-5379	150	5	data	datum	NOUN
elm-5379	150	6	,	,	PUNCT
elm-5379	150	7	jump	jump	VERB
elm-5379	150	8	only	only	ADV
elm-5379	150	9	occurs	occur	VERB
elm-5379	150	10	once	once	ADV
elm-5379	150	11	,	,	PUNCT
elm-5379	150	12	in	in	ADP
elm-5379	150	13	a	a	DET
elm-5379	150	14	class	class	NOUN
elm-5379	150	15	related	relate	VERB
elm-5379	150	16	to	to	ADP
elm-5379	150	17	physical	physical	ADJ
elm-5379	150	18	movement	movement	NOUN
elm-5379	150	19	.	.	PUNCT
elm-5379	151	1	perhaps	perhaps	ADV
elm-5379	151	2	this	this	PRON
elm-5379	151	3	is	be	AUX
elm-5379	151	4	the	the	DET
elm-5379	151	5	most	most	ADV
elm-5379	151	6	salient	salient	ADJ
elm-5379	151	7	sense	sense	NOUN
elm-5379	151	8	of	of	ADP
elm-5379	151	9	the	the	DET
elm-5379	151	10	word	word	NOUN
elm-5379	151	11	jump	jump	NOUN
elm-5379	151	12	,	,	PUNCT
elm-5379	151	13	and	and	CCONJ
elm-5379	151	14	therefore	therefore	ADV
elm-5379	151	15	participants	participant	NOUN
elm-5379	151	16	were	be	AUX
elm-5379	151	17	more	more	ADV
elm-5379	151	18	likely	likely	ADJ
elm-5379	151	19	to	to	PART
elm-5379	151	20	be	be	AUX
elm-5379	151	21	thinking	think	VERB
elm-5379	151	22	of	of	ADP
elm-5379	151	23	this	this	DET
elm-5379	151	24	sense	sense	NOUN
elm-5379	151	25	during	during	ADP
elm-5379	151	26	the	the	DET
elm-5379	151	27	word	word	NOUN
elm-5379	151	28	sorting	sort	VERB
elm-5379	151	29	task	task	NOUN
elm-5379	151	30	and	and	CCONJ
elm-5379	151	31	ignore	ignore	VERB
elm-5379	151	32	its	its	PRON
elm-5379	151	33	other	other	ADJ
elm-5379	151	34	possible	possible	ADJ
elm-5379	151	35	senses	sense	NOUN
elm-5379	151	36	.	.	PUNCT
elm-5379	152	1	our	our	PRON
elm-5379	152	2	f1	f1	ADJ
elm-5379	152	3	score	score	NOUN
elm-5379	152	4	is	be	AUX
elm-5379	152	5	therefore	therefore	ADV
elm-5379	152	6	a	a	DET
elm-5379	152	7	conservative	conservative	ADJ
elm-5379	152	8	measure	measure	NOUN
elm-5379	152	9	of	of	ADP
elm-5379	152	10	the	the	DET
elm-5379	152	11	success	success	NOUN
elm-5379	152	12	of	of	ADP
elm-5379	152	13	mpro	mpro	ADJ
elm-5379	152	14	bert	bert	NOUN
elm-5379	152	15	in	in	ADP
elm-5379	152	16	modeling	model	VERB
elm-5379	152	17	human	human	ADJ
elm-5379	152	18	categorization	categorization	NOUN
elm-5379	152	19	exclusively	exclusively	ADV
elm-5379	152	20	from	from	ADP
elm-5379	152	21	linguistic	linguistic	ADJ
elm-5379	152	22	input	input	NOUN
elm-5379	152	23	,	,	PUNCT
elm-5379	152	24	in	in	SCONJ
elm-5379	152	25	that	that	SCONJ
elm-5379	152	26	it	it	PRON
elm-5379	152	27	counts	count	VERB
elm-5379	152	28	these	these	DET
elm-5379	152	29	other	other	ADJ
elm-5379	152	30	non	non	ADJ
elm-5379	152	31	-	-	ADJ
elm-5379	152	32	dominant	dominant	ADJ
elm-5379	152	33	senses	sense	NOUN
elm-5379	152	34	of	of	ADP
elm-5379	152	35	jump	jump	NOUN
elm-5379	152	36	against	against	ADP
elm-5379	152	37	mpro	mpro	ADJ
elm-5379	152	38	bert	bert	NOUN
elm-5379	152	39	in	in	ADP
elm-5379	152	40	our	our	PRON
elm-5379	152	41	evaluation	evaluation	NOUN
elm-5379	152	42	.	.	PUNCT
elm-5379	153	1	however	however	ADV
elm-5379	153	2	,	,	PUNCT
elm-5379	153	3	the	the	DET
elm-5379	153	4	fact	fact	NOUN
elm-5379	153	5	that	that	SCONJ
elm-5379	153	6	embeddings	embedding	NOUN
elm-5379	153	7	for	for	ADP
elm-5379	153	8	jump	jump	NOUN
elm-5379	153	9	were	be	AUX
elm-5379	153	10	assigned	assign	VERB
elm-5379	153	11	three	three	NUM
elm-5379	153	12	separate	separate	ADJ
elm-5379	153	13	clusters	cluster	NOUN
elm-5379	153	14	is	be	AUX
elm-5379	153	15	not	not	PART
elm-5379	153	16	necessarily	necessarily	ADV
elm-5379	153	17	a	a	DET
elm-5379	153	18	weakness	weakness	NOUN
elm-5379	153	19	:	:	PUNCT
elm-5379	153	20	the	the	DET
elm-5379	153	21	mpro	mpro	ADJ
elm-5379	153	22	bert	bert	PROPN
elm-5379	153	23	clusters	cluster	NOUN
elm-5379	153	24	are	be	AUX
elm-5379	153	25	more	more	ADV
elm-5379	153	26	thorough	thorough	ADJ
elm-5379	153	27	as	as	SCONJ
elm-5379	153	28	they	they	PRON
elm-5379	153	29	represent	represent	VERB
elm-5379	153	30	each	each	DET
elm-5379	153	31	sense	sense	NOUN
elm-5379	153	32	of	of	ADP
elm-5379	153	33	the	the	DET
elm-5379	153	34	word	word	NOUN
elm-5379	153	35	separately	separately	ADV
elm-5379	153	36	and	and	CCONJ
elm-5379	153	37	appropriately	appropriately	ADV
elm-5379	153	38	assign	assign	VERB
elm-5379	153	39	them	they	PRON
elm-5379	153	40	to	to	ADP
elm-5379	153	41	separate	separate	ADJ
elm-5379	153	42	clusters	cluster	NOUN
elm-5379	153	43	.	.	PUNCT
elm-5379	154	1	mpro	mpro	ADJ
elm-5379	154	2	bert	bert	PROPN
elm-5379	154	3	clusters	cluster	NOUN
elm-5379	154	4	correspond	correspond	VERB
elm-5379	154	5	to	to	ADP
elm-5379	154	6	all	all	DET
elm-5379	154	7	possible	possible	ADJ
elm-5379	154	8	ways	way	NOUN
elm-5379	154	9	of	of	ADP
elm-5379	154	10	classifying	classify	VERB
elm-5379	154	11	sets	set	NOUN
elm-5379	154	12	of	of	ADP
elm-5379	154	13	contexts	context	NOUN
elm-5379	154	14	(	(	PUNCT
elm-5379	154	15	sense	sense	NOUN
elm-5379	154	16	)	)	PUNCT
elm-5379	154	17	words	word	NOUN
elm-5379	154	18	appear	appear	VERB
elm-5379	154	19	in	in	ADP
elm-5379	154	20	to	to	PART
elm-5379	154	21	derive	derive	VERB
elm-5379	154	22	semantic	semantic	ADJ
elm-5379	154	23	categories	category	NOUN
elm-5379	154	24	;	;	PUNCT
elm-5379	154	25	human	human	ADJ
elm-5379	154	26	participants	participant	NOUN
elm-5379	154	27	seem	seem	VERB
elm-5379	154	28	to	to	PART
elm-5379	154	29	be	be	AUX
elm-5379	154	30	more	more	ADV
elm-5379	154	31	likely	likely	ADJ
elm-5379	154	32	to	to	PART
elm-5379	154	33	grab	grab	VERB
elm-5379	154	34	onto	onto	ADP
elm-5379	154	35	fewer	few	ADJ
elm-5379	154	36	or	or	CCONJ
elm-5379	154	37	even	even	ADV
elm-5379	154	38	only	only	ADV
elm-5379	154	39	one	one	NUM
elm-5379	154	40	of	of	ADP
elm-5379	154	41	set	set	NOUN
elm-5379	154	42	of	of	ADP
elm-5379	154	43	contexts	context	NOUN
elm-5379	154	44	(	(	PUNCT
elm-5379	154	45	sense	sense	NOUN
elm-5379	154	46	)	)	PUNCT
elm-5379	154	47	.	.	PUNCT
elm-5379	155	1	as	as	SCONJ
elm-5379	155	2	the	the	DET
elm-5379	155	3	previous	previous	ADJ
elm-5379	155	4	example	example	NOUN
elm-5379	155	5	suggests	suggest	VERB
elm-5379	155	6	,	,	PUNCT
elm-5379	155	7	our	our	PRON
elm-5379	155	8	conservative	conservative	ADJ
elm-5379	155	9	f1	f1	NOUN
elm-5379	155	10	scores	score	NOUN
elm-5379	155	11	may	may	AUX
elm-5379	155	12	not	not	PART
elm-5379	155	13	give	give	VERB
elm-5379	155	14	a	a	DET
elm-5379	155	15	full	full	ADJ
elm-5379	155	16	picture	picture	NOUN
elm-5379	155	17	of	of	ADP
elm-5379	155	18	the	the	DET
elm-5379	155	19	quality	quality	NOUN
elm-5379	155	20	or	or	CCONJ
elm-5379	155	21	reasonableness	reasonableness	NOUN
elm-5379	155	22	of	of	ADP
elm-5379	155	23	the	the	DET
elm-5379	155	24	word	word	NOUN
elm-5379	155	25	embedding	embed	VERB
elm-5379	155	26	clusters	cluster	NOUN
elm-5379	155	27	,	,	PUNCT
elm-5379	155	28	as	as	SCONJ
elm-5379	155	29	it	it	PRON
elm-5379	155	30	abstracts	abstract	VERB
elm-5379	155	31	away	away	ADV
elm-5379	155	32	from	from	ADP
elm-5379	155	33	the	the	DET
elm-5379	155	34	fact	fact	NOUN
elm-5379	155	35	that	that	SCONJ
elm-5379	155	36	human	human	ADJ
elm-5379	155	37	participants	participant	NOUN
elm-5379	155	38	might	might	AUX
elm-5379	155	39	only	only	ADV
elm-5379	155	40	attend	attend	VERB
elm-5379	155	41	to	to	ADP
elm-5379	155	42	a	a	DET
elm-5379	155	43	few	few	ADJ
elm-5379	155	44	or	or	CCONJ
elm-5379	155	45	even	even	ADV
elm-5379	155	46	one	one	NUM
elm-5379	155	47	sense	sense	NOUN
elm-5379	155	48	of	of	ADP
elm-5379	155	49	words	word	NOUN
elm-5379	155	50	they	they	PRON
elm-5379	155	51	semantically	semantically	ADV
elm-5379	155	52	categorize	categorize	VERB
elm-5379	155	53	even	even	ADV
elm-5379	155	54	when	when	SCONJ
elm-5379	155	55	those	those	DET
elm-5379	155	56	words	word	NOUN
elm-5379	155	57	are	be	AUX
elm-5379	155	58	presented	present	VERB
elm-5379	155	59	in	in	ADP
elm-5379	155	60	isolation	isolation	NOUN
elm-5379	155	61	.	.	PUNCT
elm-5379	156	1	our	our	PRON
elm-5379	156	2	current	current	ADJ
elm-5379	156	3	results	result	NOUN
elm-5379	156	4	also	also	ADV
elm-5379	156	5	abstract	abstract	VERB
elm-5379	156	6	away	away	ADV
elm-5379	156	7	from	from	ADP
elm-5379	156	8	an	an	DET
elm-5379	156	9	important	important	ADJ
elm-5379	156	10	aspect	aspect	NOUN
elm-5379	156	11	of	of	ADP
elm-5379	156	12	categorization	categorization	NOUN
elm-5379	156	13	,	,	PUNCT
elm-5379	156	14	namely	namely	ADV
elm-5379	156	15	its	its	PRON
elm-5379	156	16	flexibility	flexibility	NOUN
elm-5379	156	17	and	and	CCONJ
elm-5379	156	18	context	context	NOUN
elm-5379	156	19	-	-	PUNCT
elm-5379	156	20	dependency	dependency	NOUN
elm-5379	156	21	:	:	PUNCT
elm-5379	156	22	proceedings	proceeding	NOUN
elm-5379	156	23	of	of	ADP
elm-5379	156	24	elm	elm	NOUN
elm-5379	156	25	2	2	NUM
elm-5379	156	26	:	:	PUNCT
elm-5379	156	27	278	278	NUM
elm-5379	156	28	-	-	SYM
elm-5379	156	29	287	287	NUM
elm-5379	156	30	,	,	PUNCT
elm-5379	156	31	2023	2023	NUM
elm-5379	156	32	elizabeth	elizabeth	PROPN
elm-5379	156	33	soper	soper	PROPN
elm-5379	156	34	and	and	CCONJ
elm-5379	156	35	jean	jean	PROPN
elm-5379	156	36	-	-	PUNCT
elm-5379	156	37	pierre	pierre	PROPN
elm-5379	156	38	koenig	koenig	PROPN
elm-5379	156	39	:	:	PUNCT
elm-5379	156	40	modeling	model	VERB
elm-5379	156	41	the	the	DET
elm-5379	156	42	role	role	NOUN
elm-5379	156	43	of	of	ADP
elm-5379	156	44	polysemy	polysemy	NOUN
elm-5379	156	45	in	in	ADP
elm-5379	156	46	verb	verb	NOUN
elm-5379	156	47	categorization	categorization	NOUN
elm-5379	156	48	.	.	PUNCT
elm-5379	157	1	284	284	NUM
elm-5379	157	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	157	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PUNCT
elm-5379	157	4	categorization	categorization	NOUN
elm-5379	157	5	is	be	AUX
elm-5379	157	6	a	a	DET
elm-5379	157	7	relatively	relatively	ADV
elm-5379	157	8	flexible	flexible	ADJ
elm-5379	157	9	task	task	NOUN
elm-5379	157	10	.	.	PUNCT
elm-5379	158	1	there	there	PRON
elm-5379	158	2	may	may	AUX
elm-5379	158	3	be	be	AUX
elm-5379	158	4	many	many	ADJ
elm-5379	158	5	possible	possible	ADJ
elm-5379	158	6	criteria	criterion	NOUN
elm-5379	158	7	for	for	ADP
elm-5379	158	8	sorting	sort	VERB
elm-5379	158	9	a	a	DET
elm-5379	158	10	group	group	NOUN
elm-5379	158	11	of	of	ADP
elm-5379	158	12	words	word	NOUN
elm-5379	158	13	,	,	PUNCT
elm-5379	158	14	especially	especially	ADV
elm-5379	158	15	when	when	SCONJ
elm-5379	158	16	given	give	VERB
elm-5379	158	17	such	such	DET
elm-5379	158	18	a	a	DET
elm-5379	158	19	large	large	ADJ
elm-5379	158	20	set	set	NOUN
elm-5379	158	21	of	of	ADP
elm-5379	158	22	words	word	NOUN
elm-5379	158	23	to	to	PART
elm-5379	158	24	sort	sort	VERB
elm-5379	158	25	(	(	PUNCT
elm-5379	158	26	tversky	tversky	NOUN
elm-5379	158	27	1977	1977	NUM
elm-5379	158	28	,	,	PUNCT
elm-5379	158	29	barsalou	barsalou	NOUN
elm-5379	158	30	1982	1982	NUM
elm-5379	158	31	)	)	PUNCT
elm-5379	158	32	.	.	PUNCT
elm-5379	159	1	the	the	DET
elm-5379	159	2	flexibility	flexibility	NOUN
elm-5379	159	3	of	of	ADP
elm-5379	159	4	human	human	ADJ
elm-5379	159	5	categorization	categorization	NOUN
elm-5379	159	6	might	might	AUX
elm-5379	159	7	explain	explain	VERB
elm-5379	159	8	the	the	DET
elm-5379	159	9	low	low	ADJ
elm-5379	159	10	inter	inter	ADJ
elm-5379	159	11	-	-	ADJ
elm-5379	159	12	annotator	annotator	ADJ
elm-5379	159	13	agreement	agreement	NOUN
elm-5379	159	14	on	on	ADP
elm-5379	159	15	the	the	DET
elm-5379	159	16	task	task	NOUN
elm-5379	159	17	;	;	PUNCT
elm-5379	159	18	majewska	majewska	PROPN
elm-5379	159	19	et	et	PROPN
elm-5379	159	20	al	al	PROPN
elm-5379	159	21	.	.	PROPN
elm-5379	159	22	(	(	PUNCT
elm-5379	159	23	2021	2021	NUM
elm-5379	159	24	)	)	PUNCT
elm-5379	159	25	measured	measure	VERB
elm-5379	159	26	the	the	DET
elm-5379	159	27	agreement	agreement	NOUN
elm-5379	159	28	between	between	ADP
elm-5379	159	29	two	two	NUM
elm-5379	159	30	initial	initial	ADJ
elm-5379	159	31	test	test	NOUN
elm-5379	159	32	participants	participant	NOUN
elm-5379	159	33	on	on	ADP
elm-5379	159	34	the	the	DET
elm-5379	159	35	verb	verb	NOUN
elm-5379	159	36	sorting	sort	VERB
elm-5379	159	37	task	task	NOUN
elm-5379	159	38	,	,	PUNCT
elm-5379	159	39	which	which	PRON
elm-5379	159	40	was	be	AUX
elm-5379	159	41	just	just	ADV
elm-5379	159	42	0.400	0.400	NUM
elm-5379	159	43	b	b	X
elm-5379	159	44	-	-	PUNCT
elm-5379	159	45	cubed	cube	VERB
elm-5379	159	46	score	score	NOUN
elm-5379	159	47	.	.	PUNCT
elm-5379	160	1	this	this	DET
elm-5379	160	2	low	low	ADJ
elm-5379	160	3	agreement	agreement	NOUN
elm-5379	160	4	suggests	suggest	VERB
elm-5379	160	5	that	that	SCONJ
elm-5379	161	1	humans	human	NOUN
elm-5379	162	1	do	do	AUX
elm-5379	162	2	n’t	not	PART
elm-5379	162	3	perform	perform	VERB
elm-5379	162	4	very	very	ADV
elm-5379	162	5	consistently	consistently	ADV
elm-5379	162	6	in	in	ADP
elm-5379	162	7	creating	create	VERB
elm-5379	162	8	broad	broad	ADJ
elm-5379	162	9	semantic	semantic	ADJ
elm-5379	162	10	categories	category	NOUN
elm-5379	162	11	from	from	ADP
elm-5379	162	12	a	a	DET
elm-5379	162	13	large	large	ADJ
elm-5379	162	14	group	group	NOUN
elm-5379	162	15	of	of	ADP
elm-5379	162	16	words	word	NOUN
elm-5379	162	17	.	.	PUNCT
elm-5379	163	1	even	even	ADV
elm-5379	163	2	within	within	ADP
elm-5379	163	3	a	a	DET
elm-5379	163	4	single	single	ADJ
elm-5379	163	5	participant	participant	NOUN
elm-5379	163	6	,	,	PUNCT
elm-5379	163	7	categories	category	NOUN
elm-5379	163	8	were	be	AUX
elm-5379	163	9	not	not	PART
elm-5379	163	10	created	create	VERB
elm-5379	163	11	based	base	VERB
elm-5379	163	12	on	on	ADP
elm-5379	163	13	consistent	consistent	ADJ
elm-5379	163	14	criteria	criterion	NOUN
elm-5379	163	15	.	.	PUNCT
elm-5379	164	1	as	as	ADP
elm-5379	164	2	a	a	DET
elm-5379	164	3	result	result	NOUN
elm-5379	164	4	,	,	PUNCT
elm-5379	164	5	it	it	PRON
elm-5379	164	6	’s	’	VERB
elm-5379	164	7	possible	possible	ADJ
elm-5379	164	8	for	for	ADP
elm-5379	164	9	induced	induced	ADJ
elm-5379	164	10	categories	category	NOUN
elm-5379	164	11	from	from	ADP
elm-5379	164	12	word	word	NOUN
elm-5379	164	13	embeddings	embedding	NOUN
elm-5379	164	14	to	to	PART
elm-5379	164	15	be	be	AUX
elm-5379	164	16	reasonable	reasonable	ADJ
elm-5379	164	17	,	,	PUNCT
elm-5379	164	18	but	but	CCONJ
elm-5379	164	19	still	still	ADV
elm-5379	164	20	correlate	correlate	VERB
elm-5379	164	21	poorly	poorly	ADV
elm-5379	164	22	with	with	ADP
elm-5379	164	23	our	our	PRON
elm-5379	164	24	ground	ground	NOUN
elm-5379	164	25	truth	truth	NOUN
elm-5379	164	26	data	datum	NOUN
elm-5379	164	27	.	.	PUNCT
elm-5379	165	1	to	to	PART
elm-5379	165	2	fully	fully	ADV
elm-5379	165	3	determine	determine	VERB
elm-5379	165	4	how	how	SCONJ
elm-5379	165	5	much	much	ADJ
elm-5379	165	6	semantic	semantic	ADJ
elm-5379	165	7	knowledge	knowledge	NOUN
elm-5379	165	8	can	can	AUX
elm-5379	165	9	be	be	AUX
elm-5379	165	10	extracted	extract	VERB
elm-5379	165	11	from	from	ADP
elm-5379	165	12	linguistic	linguistic	ADJ
elm-5379	165	13	input	input	NOUN
elm-5379	165	14	,	,	PUNCT
elm-5379	165	15	it	it	PRON
elm-5379	165	16	is	be	AUX
elm-5379	165	17	critical	critical	ADJ
elm-5379	165	18	for	for	ADP
elm-5379	165	19	models	model	NOUN
elm-5379	165	20	based	base	VERB
elm-5379	165	21	on	on	ADP
elm-5379	165	22	word	word	NOUN
elm-5379	165	23	embeddings	embedding	NOUN
elm-5379	165	24	to	to	PART
elm-5379	165	25	be	be	AUX
elm-5379	165	26	able	able	ADJ
elm-5379	165	27	to	to	PART
elm-5379	165	28	mimic	mimic	VERB
elm-5379	165	29	the	the	DET
elm-5379	165	30	flexibility	flexibility	NOUN
elm-5379	165	31	and	and	CCONJ
elm-5379	165	32	contextual	contextual	ADJ
elm-5379	165	33	-	-	PUNCT
elm-5379	165	34	dependence	dependence	NOUN
elm-5379	165	35	of	of	ADP
elm-5379	165	36	human	human	ADJ
elm-5379	165	37	categorization	categorization	NOUN
elm-5379	165	38	.	.	PUNCT
elm-5379	166	1	8	8	X
elm-5379	166	2	.	.	X
elm-5379	166	3	conclusion	conclusion	NOUN
elm-5379	166	4	and	and	CCONJ
elm-5379	166	5	future	future	ADJ
elm-5379	166	6	work	work	NOUN
elm-5379	166	7	.	.	PUNCT
elm-5379	167	1	majewska	majewska	PROPN
elm-5379	167	2	et	et	PROPN
elm-5379	167	3	al	al	PROPN
elm-5379	167	4	.	.	PROPN
elm-5379	168	1	(	(	PUNCT
elm-5379	168	2	2021	2021	NUM
elm-5379	168	3	)	)	PUNCT
elm-5379	168	4	found	find	VERB
elm-5379	168	5	that	that	SCONJ
elm-5379	168	6	static	static	ADJ
elm-5379	168	7	word2vec	word2vec	AUX
elm-5379	168	8	embeddings	embedding	NOUN
elm-5379	168	9	were	be	AUX
elm-5379	168	10	better	well	ADJ
elm-5379	168	11	at	at	ADP
elm-5379	168	12	predicting	predict	VERB
elm-5379	168	13	human	human	ADJ
elm-5379	168	14	categorization	categorization	NOUN
elm-5379	168	15	of	of	ADP
elm-5379	168	16	verbs	verbs	PROPN
elm-5379	168	17	than	than	ADP
elm-5379	168	18	contextual	contextual	ADJ
elm-5379	168	19	bert	bert	NOUN
elm-5379	168	20	embeddings	embedding	NOUN
elm-5379	168	21	.	.	PUNCT
elm-5379	169	1	in	in	ADP
elm-5379	169	2	this	this	DET
elm-5379	169	3	paper	paper	NOUN
elm-5379	169	4	,	,	PUNCT
elm-5379	169	5	we	we	PRON
elm-5379	169	6	challenged	challenge	VERB
elm-5379	169	7	this	this	DET
elm-5379	169	8	result	result	NOUN
elm-5379	169	9	,	,	PUNCT
elm-5379	169	10	comparing	compare	VERB
elm-5379	169	11	sense	sense	NOUN
elm-5379	169	12	-	-	PUNCT
elm-5379	169	13	specific	specific	ADJ
elm-5379	169	14	embeddings	embedding	NOUN
elm-5379	169	15	against	against	ADP
elm-5379	169	16	previously	previously	ADV
elm-5379	169	17	evaluated	evaluate	VERB
elm-5379	169	18	static	static	ADJ
elm-5379	169	19	representations	representation	NOUN
elm-5379	169	20	,	,	PUNCT
elm-5379	169	21	and	and	CCONJ
elm-5379	169	22	found	find	VERB
elm-5379	169	23	that	that	SCONJ
elm-5379	169	24	the	the	DET
elm-5379	169	25	rich	rich	ADJ
elm-5379	169	26	,	,	PUNCT
elm-5379	169	27	sense	sense	NOUN
elm-5379	169	28	-	-	PUNCT
elm-5379	169	29	specific	specific	ADJ
elm-5379	169	30	information	information	NOUN
elm-5379	169	31	present	present	ADJ
elm-5379	169	32	in	in	ADP
elm-5379	169	33	bert	bert	PROPN
elm-5379	169	34	allows	allow	VERB
elm-5379	169	35	it	it	PRON
elm-5379	169	36	to	to	PART
elm-5379	169	37	excel	excel	VERB
elm-5379	169	38	at	at	ADP
elm-5379	169	39	predicting	predict	VERB
elm-5379	169	40	semantic	semantic	ADJ
elm-5379	169	41	categories	category	NOUN
elm-5379	169	42	.	.	PUNCT
elm-5379	170	1	on	on	ADP
elm-5379	170	2	a	a	DET
elm-5379	170	3	more	more	ADV
elm-5379	170	4	general	general	ADJ
elm-5379	170	5	level	level	NOUN
elm-5379	170	6	,	,	PUNCT
elm-5379	170	7	these	these	DET
elm-5379	170	8	results	result	NOUN
elm-5379	170	9	suggest	suggest	VERB
elm-5379	170	10	that	that	SCONJ
elm-5379	170	11	linguistic	linguistic	ADJ
elm-5379	170	12	input	input	NOUN
elm-5379	170	13	encodes	encode	VERB
elm-5379	170	14	a	a	DET
elm-5379	170	15	great	great	ADJ
elm-5379	170	16	deal	deal	NOUN
elm-5379	170	17	of	of	ADP
elm-5379	170	18	information	information	NOUN
elm-5379	170	19	about	about	ADP
elm-5379	170	20	semantic	semantic	ADJ
elm-5379	170	21	categories	category	NOUN
elm-5379	170	22	,	,	PUNCT
elm-5379	170	23	independently	independently	ADV
elm-5379	170	24	of	of	ADP
elm-5379	170	25	other	other	ADJ
elm-5379	170	26	perceptual	perceptual	ADJ
elm-5379	170	27	input	input	NOUN
elm-5379	170	28	that	that	PRON
elm-5379	170	29	humans	human	NOUN
elm-5379	170	30	receive	receive	VERB
elm-5379	170	31	,	,	PUNCT
elm-5379	170	32	and	and	CCONJ
elm-5379	170	33	that	that	SCONJ
elm-5379	170	34	this	this	DET
elm-5379	170	35	category	category	NOUN
elm-5379	170	36	information	information	NOUN
elm-5379	170	37	can	can	AUX
elm-5379	170	38	be	be	AUX
elm-5379	170	39	extracted	extract	VERB
elm-5379	170	40	from	from	ADP
elm-5379	170	41	embedding	embed	VERB
elm-5379	170	42	models	model	NOUN
elm-5379	170	43	which	which	PRON
elm-5379	170	44	are	be	AUX
elm-5379	170	45	trained	train	VERB
elm-5379	170	46	on	on	ADP
elm-5379	170	47	linguistic	linguistic	ADJ
elm-5379	170	48	data	datum	NOUN
elm-5379	170	49	alone	alone	ADV
elm-5379	170	50	.	.	PUNCT
elm-5379	171	1	these	these	DET
elm-5379	171	2	results	result	NOUN
elm-5379	171	3	also	also	ADV
elm-5379	171	4	suggest	suggest	VERB
elm-5379	171	5	that	that	SCONJ
elm-5379	171	6	word	word	NOUN
elm-5379	171	7	meanings	meaning	NOUN
elm-5379	171	8	that	that	PRON
elm-5379	171	9	derive	derive	VERB
elm-5379	171	10	from	from	ADP
elm-5379	171	11	linguistic	linguistic	ADJ
elm-5379	171	12	input	input	NOUN
elm-5379	171	13	are	be	AUX
elm-5379	171	14	better	well	ADV
elm-5379	171	15	able	able	ADJ
elm-5379	171	16	to	to	PART
elm-5379	171	17	model	model	VERB
elm-5379	171	18	human	human	ADJ
elm-5379	171	19	categorization	categorization	NOUN
elm-5379	171	20	if	if	SCONJ
elm-5379	171	21	they	they	PRON
elm-5379	171	22	correspond	correspond	VERB
elm-5379	171	23	to	to	ADP
elm-5379	171	24	semantically	semantically	ADV
elm-5379	171	25	similar	similar	ADJ
elm-5379	171	26	sets	set	NOUN
elm-5379	171	27	of	of	ADP
elm-5379	171	28	contexts	context	NOUN
elm-5379	171	29	(	(	PUNCT
elm-5379	171	30	the	the	DET
elm-5379	171	31	distributional	distributional	ADJ
elm-5379	171	32	equivalent	equivalent	NOUN
elm-5379	171	33	of	of	ADP
elm-5379	171	34	word	word	NOUN
elm-5379	171	35	senses	sense	NOUN
elm-5379	171	36	)	)	PUNCT
elm-5379	171	37	.	.	PUNCT
elm-5379	172	1	more	more	ADV
elm-5379	172	2	broadly	broadly	ADV
elm-5379	172	3	,	,	PUNCT
elm-5379	172	4	our	our	PRON
elm-5379	172	5	research	research	NOUN
elm-5379	172	6	supports	support	VERB
elm-5379	172	7	the	the	DET
elm-5379	172	8	words	word	NOUN
elm-5379	172	9	-	-	PUNCT
elm-5379	172	10	as	as	ADP
elm-5379	172	11	-	-	PUNCT
elm-5379	172	12	cues	cue	NOUN
elm-5379	172	13	theory	theory	NOUN
elm-5379	172	14	put	put	VERB
elm-5379	172	15	forth	forth	ADP
elm-5379	172	16	in	in	ADP
elm-5379	172	17	elman	elman	PROPN
elm-5379	172	18	(	(	PUNCT
elm-5379	172	19	2009	2009	NUM
elm-5379	172	20	)	)	PUNCT
elm-5379	172	21	in	in	ADP
elm-5379	172	22	that	that	SCONJ
elm-5379	172	23	it	it	PRON
elm-5379	172	24	is	be	AUX
elm-5379	172	25	similar	similar	ADJ
elm-5379	172	26	sets	set	NOUN
elm-5379	172	27	of	of	ADP
elm-5379	172	28	contexts	context	NOUN
elm-5379	172	29	of	of	ADP
elm-5379	172	30	use	use	NOUN
elm-5379	172	31	that	that	PRON
elm-5379	172	32	best	well	ADV
elm-5379	172	33	predict	predict	VERB
elm-5379	172	34	human	human	ADJ
elm-5379	172	35	categorization	categorization	NOUN
elm-5379	172	36	.	.	PUNCT
elm-5379	173	1	future	future	ADJ
elm-5379	173	2	work	work	NOUN
elm-5379	173	3	is	be	AUX
elm-5379	173	4	needed	need	VERB
elm-5379	173	5	,	,	PUNCT
elm-5379	173	6	though	though	ADV
elm-5379	173	7	,	,	PUNCT
elm-5379	173	8	to	to	PART
elm-5379	173	9	extend	extend	VERB
elm-5379	173	10	this	this	DET
elm-5379	173	11	analysis	analysis	NOUN
elm-5379	173	12	to	to	ADP
elm-5379	173	13	nouns	noun	NOUN
elm-5379	173	14	,	,	PUNCT
elm-5379	173	15	which	which	PRON
elm-5379	173	16	may	may	AUX
elm-5379	173	17	behave	behave	VERB
elm-5379	173	18	differently	differently	ADV
elm-5379	173	19	,	,	PUNCT
elm-5379	173	20	as	as	ADV
elm-5379	173	21	well	well	ADV
elm-5379	173	22	as	as	ADP
elm-5379	173	23	to	to	PART
elm-5379	173	24	further	far	ADV
elm-5379	173	25	explore	explore	VERB
elm-5379	173	26	the	the	DET
elm-5379	173	27	role	role	NOUN
elm-5379	173	28	of	of	ADP
elm-5379	173	29	language	language	NOUN
elm-5379	173	30	in	in	ADP
elm-5379	173	31	forming	form	VERB
elm-5379	173	32	semantic	semantic	ADJ
elm-5379	173	33	categories	category	NOUN
elm-5379	173	34	,	,	PUNCT
elm-5379	173	35	and	and	CCONJ
elm-5379	173	36	whether	whether	SCONJ
elm-5379	173	37	models	model	NOUN
elm-5379	173	38	like	like	ADP
elm-5379	173	39	those	those	PRON
elm-5379	173	40	discussed	discuss	VERB
elm-5379	173	41	here	here	ADV
elm-5379	173	42	can	can	AUX
elm-5379	173	43	model	model	VERB
elm-5379	173	44	the	the	DET
elm-5379	173	45	flexible	flexible	ADJ
elm-5379	173	46	,	,	PUNCT
elm-5379	173	47	goal	goal	NOUN
elm-5379	173	48	-	-	PUNCT
elm-5379	173	49	dependent	dependent	ADJ
elm-5379	173	50	nature	nature	NOUN
elm-5379	173	51	of	of	ADP
elm-5379	173	52	human	human	ADJ
elm-5379	173	53	categorization	categorization	NOUN
elm-5379	173	54	.	.	PUNCT
elm-5379	174	1	references	reference	NOUN
elm-5379	174	2	aharoni	aharoni	VERB
elm-5379	174	3	,	,	PUNCT
elm-5379	174	4	roee	roee	PROPN
elm-5379	174	5	&	&	CCONJ
elm-5379	174	6	yoav	yoav	PROPN
elm-5379	174	7	goldberg	goldberg	PROPN
elm-5379	174	8	.	.	PUNCT
elm-5379	175	1	2020	2020	NUM
elm-5379	175	2	.	.	PUNCT
elm-5379	176	1	unsupervised	unsupervised	ADJ
elm-5379	176	2	domain	domain	NOUN
elm-5379	176	3	clusters	cluster	NOUN
elm-5379	176	4	in	in	ADP
elm-5379	176	5	pretrained	pretraine	VERB
elm-5379	176	6	language	language	NOUN
elm-5379	176	7	models	model	NOUN
elm-5379	176	8	.	.	PUNCT
elm-5379	177	1	in	in	ADP
elm-5379	177	2	proceedings	proceeding	NOUN
elm-5379	177	3	of	of	ADP
elm-5379	177	4	the	the	DET
elm-5379	177	5	58th	58th	ADJ
elm-5379	177	6	annual	annual	ADJ
elm-5379	177	7	meeting	meeting	NOUN
elm-5379	177	8	of	of	ADP
elm-5379	177	9	the	the	DET
elm-5379	177	10	association	association	NOUN
elm-5379	177	11	for	for	ADP
elm-5379	177	12	computational	computational	ADJ
elm-5379	177	13	linguistics	linguistic	NOUN
elm-5379	177	14	,	,	PUNCT
elm-5379	177	15	7747–7763	7747–7763	NUM
elm-5379	177	16	.	.	PUNCT
elm-5379	177	17	https://doi.org/10.18653/v1/2020.acl-main.692	https://doi.org/10.18653/v1/2020.acl-main.692	PROPN
elm-5379	177	18	.	.	PUNCT
elm-5379	178	1	barsalou	barsalou	PROPN
elm-5379	178	2	,	,	PUNCT
elm-5379	178	3	lawrence	lawrence	PROPN
elm-5379	178	4	w.	w.	PROPN
elm-5379	178	5	1982	1982	NUM
elm-5379	178	6	.	.	PUNCT
elm-5379	179	1	context	context	NOUN
elm-5379	179	2	-	-	PUNCT
elm-5379	179	3	independent	independent	ADJ
elm-5379	179	4	and	and	CCONJ
elm-5379	179	5	context	context	NOUN
elm-5379	179	6	-	-	PUNCT
elm-5379	179	7	dependent	dependent	ADJ
elm-5379	179	8	information	information	NOUN
elm-5379	179	9	in	in	ADP
elm-5379	179	10	concepts	concept	NOUN
elm-5379	179	11	.	.	PUNCT
elm-5379	180	1	memory	memory	NOUN
elm-5379	180	2	&	&	CCONJ
elm-5379	180	3	cognition	cognition	NOUN
elm-5379	180	4	10(1	10(1	NUM
elm-5379	180	5	)	)	PUNCT
elm-5379	180	6	.	.	PUNCT
elm-5379	181	1	82–93	82–93	NUM
elm-5379	181	2	.	.	PUNCT
elm-5379	182	1	https://doi.org/10.3758/bf03197629	https://doi.org/10.3758/bf03197629	NOUN
elm-5379	182	2	.	.	PUNCT
elm-5379	182	3	bnc	bnc	NOUN
elm-5379	182	4	consortium	consortium	NOUN
elm-5379	182	5	.	.	PUNCT
elm-5379	183	1	2007	2007	NUM
elm-5379	183	2	.	.	PUNCT
elm-5379	184	1	british	british	ADJ
elm-5379	184	2	national	national	PROPN
elm-5379	184	3	corpus	corpus	PROPN
elm-5379	184	4	.	.	PUNCT
elm-5379	185	1	oxford	oxford	ADJ
elm-5379	185	2	text	text	NOUN
elm-5379	185	3	archive	archive	NOUN
elm-5379	185	4	core	core	NOUN
elm-5379	185	5	collection	collection	NOUN
elm-5379	185	6	.	.	PUNCT
elm-5379	186	1	bommasani	bommasani	NOUN
elm-5379	186	2	,	,	PUNCT
elm-5379	186	3	rishi	rishi	PROPN
elm-5379	186	4	,	,	PUNCT
elm-5379	186	5	kelly	kelly	PROPN
elm-5379	186	6	davis	davis	PROPN
elm-5379	186	7	&	&	CCONJ
elm-5379	186	8	claire	claire	PROPN
elm-5379	186	9	cardie	cardie	PROPN
elm-5379	186	10	.	.	PUNCT
elm-5379	187	1	2020	2020	NUM
elm-5379	187	2	.	.	PUNCT
elm-5379	188	1	interpreting	interpret	VERB
elm-5379	188	2	pretrained	pretraine	VERB
elm-5379	188	3	contextualized	contextualize	VERB
elm-5379	188	4	representations	representation	NOUN
elm-5379	188	5	via	via	ADP
elm-5379	188	6	reductions	reduction	NOUN
elm-5379	188	7	to	to	ADP
elm-5379	188	8	static	static	ADJ
elm-5379	188	9	embeddings	embedding	NOUN
elm-5379	188	10	.	.	PUNCT
elm-5379	189	1	proceedings	proceeding	NOUN
elm-5379	189	2	of	of	ADP
elm-5379	189	3	the	the	DET
elm-5379	189	4	58th	58th	ADJ
elm-5379	189	5	annual	annual	ADJ
elm-5379	189	6	meeting	meeting	NOUN
elm-5379	189	7	of	of	ADP
elm-5379	189	8	the	the	DET
elm-5379	189	9	association	association	NOUN
elm-5379	189	10	for	for	ADP
elm-5379	189	11	computational	computational	ADJ
elm-5379	189	12	linguistics	linguistic	NOUN
elm-5379	189	13	4758–4781	4758–4781	NUM
elm-5379	189	14	.	.	PUNCT
elm-5379	189	15	https://doi.org/10.18653/v1/2020.acl-main.431	https://doi.org/10.18653/v1/2020.acl-main.431	PROPN
elm-5379	189	16	.	.	PUNCT
elm-5379	190	1	brocher	brocher	ADJ
elm-5379	190	2	,	,	PUNCT
elm-5379	190	3	andreas	andreas	PROPN
elm-5379	190	4	,	,	PUNCT
elm-5379	190	5	jean	jean	PROPN
elm-5379	190	6	-	-	PUNCT
elm-5379	190	7	pierre	pierre	PROPN
elm-5379	190	8	koenig	koenig	PROPN
elm-5379	190	9	,	,	PUNCT
elm-5379	190	10	gail	gail	PROPN
elm-5379	190	11	mauner	mauner	PROPN
elm-5379	190	12	&	&	CCONJ
elm-5379	190	13	stephani	stephani	PROPN
elm-5379	190	14	foraker	foraker	PROPN
elm-5379	190	15	.	.	PUNCT
elm-5379	191	1	2018	2018	NUM
elm-5379	191	2	.	.	PUNCT
elm-5379	192	1	about	about	ADP
elm-5379	192	2	sharing	sharing	NOUN
elm-5379	192	3	and	and	CCONJ
elm-5379	192	4	commitment	commitment	NOUN
elm-5379	192	5	:	:	PUNCT
elm-5379	192	6	the	the	DET
elm-5379	192	7	retrieval	retrieval	NOUN
elm-5379	192	8	of	of	ADP
elm-5379	192	9	biased	biased	ADJ
elm-5379	192	10	and	and	CCONJ
elm-5379	192	11	balanced	balanced	ADJ
elm-5379	192	12	irregular	irregular	ADJ
elm-5379	192	13	polysemes	polyseme	NOUN
elm-5379	192	14	.	.	PUNCT
elm-5379	193	1	language	language	NOUN
elm-5379	193	2	,	,	PUNCT
elm-5379	193	3	cognition	cognition	NOUN
elm-5379	193	4	,	,	PUNCT
elm-5379	193	5	and	and	CCONJ
elm-5379	193	6	neuroscience	neuroscience	NOUN
elm-5379	193	7	33(4	33(4	NUM
elm-5379	193	8	)	)	PUNCT
elm-5379	193	9	.	.	PUNCT
elm-5379	194	1	443–466	443–466	NUM
elm-5379	194	2	.	.	PUNCT
elm-5379	195	1	https://doi.org/10.1080/23273798.2017.1381748	https://doi.org/10.1080/23273798.2017.1381748	PROPN
elm-5379	195	2	.	.	PUNCT
elm-5379	195	3	chronis	chronis	PROPN
elm-5379	195	4	,	,	PUNCT
elm-5379	195	5	gabriella	gabriella	PROPN
elm-5379	195	6	&	&	CCONJ
elm-5379	195	7	katrin	katrin	PROPN
elm-5379	195	8	erk	erk	PROPN
elm-5379	195	9	.	.	PROPN
elm-5379	195	10	2020	2020	NUM
elm-5379	195	11	.	.	PUNCT
elm-5379	196	1	when	when	SCONJ
elm-5379	196	2	is	be	AUX
elm-5379	196	3	a	a	DET
elm-5379	196	4	bishop	bishop	NOUN
elm-5379	196	5	not	not	PART
elm-5379	196	6	like	like	ADP
elm-5379	196	7	a	a	DET
elm-5379	196	8	rook	rook	NOUN
elm-5379	196	9	?	?	PUNCT
elm-5379	197	1	when	when	SCONJ
elm-5379	197	2	it	it	PRON
elm-5379	197	3	’s	’	VERB
elm-5379	197	4	like	like	ADP
elm-5379	197	5	proceedings	proceeding	NOUN
elm-5379	197	6	of	of	ADP
elm-5379	197	7	elm	elm	NOUN
elm-5379	197	8	2	2	NUM
elm-5379	197	9	:	:	PUNCT
elm-5379	197	10	278	278	NUM
elm-5379	197	11	-	-	SYM
elm-5379	197	12	287	287	NUM
elm-5379	197	13	,	,	PUNCT
elm-5379	197	14	2023	2023	NUM
elm-5379	197	15	elizabeth	elizabeth	PROPN
elm-5379	197	16	soper	soper	PROPN
elm-5379	197	17	and	and	CCONJ
elm-5379	197	18	jean	jean	PROPN
elm-5379	197	19	-	-	PUNCT
elm-5379	197	20	pierre	pierre	PROPN
elm-5379	197	21	koenig	koenig	PROPN
elm-5379	197	22	:	:	PUNCT
elm-5379	197	23	modeling	model	VERB
elm-5379	197	24	the	the	DET
elm-5379	197	25	role	role	NOUN
elm-5379	197	26	of	of	ADP
elm-5379	197	27	polysemy	polysemy	NOUN
elm-5379	197	28	in	in	ADP
elm-5379	197	29	verb	verb	NOUN
elm-5379	197	30	categorization	categorization	NOUN
elm-5379	197	31	.	.	PUNCT
elm-5379	198	1	285	285	NUM
elm-5379	198	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	198	3	https://www.elm-conference.net/	https://www.elm-conference.net/	ADP
elm-5379	198	4	a	a	DET
elm-5379	198	5	rabbi	rabbi	ADJ
elm-5379	198	6	!	!	PUNCT
elm-5379	199	1	multi	multi	ADJ
elm-5379	199	2	-	-	ADJ
elm-5379	199	3	prototype	prototype	ADJ
elm-5379	199	4	bert	bert	NOUN
elm-5379	199	5	embeddings	embedding	NOUN
elm-5379	199	6	for	for	ADP
elm-5379	199	7	estimating	estimate	VERB
elm-5379	199	8	semantic	semantic	ADJ
elm-5379	199	9	relationships	relationship	NOUN
elm-5379	199	10	.	.	PUNCT
elm-5379	200	1	proceedings	proceeding	NOUN
elm-5379	200	2	of	of	ADP
elm-5379	200	3	the	the	DET
elm-5379	200	4	24th	24th	ADJ
elm-5379	200	5	conference	conference	NOUN
elm-5379	200	6	on	on	ADP
elm-5379	200	7	computational	computational	ADJ
elm-5379	200	8	natural	natural	ADJ
elm-5379	200	9	language	language	NOUN
elm-5379	200	10	learning	learn	VERB
elm-5379	200	11	227–244	227–244	NUM
elm-5379	200	12	.	.	PUNCT
elm-5379	201	1	https://doi.org/10.18653/v1/2020.conll-1.17	https://doi.org/10.18653/v1/2020.conll-1.17	PROPN
elm-5379	201	2	.	.	PUNCT
elm-5379	202	1	collins	collins	PROPN
elm-5379	202	2	,	,	PUNCT
elm-5379	202	3	allan	allan	PROPN
elm-5379	202	4	m.	m.	PROPN
elm-5379	202	5	&	&	CCONJ
elm-5379	202	6	elizabeth	elizabeth	PROPN
elm-5379	202	7	f.	f.	PROPN
elm-5379	202	8	loftus	loftus	PROPN
elm-5379	202	9	.	.	PUNCT
elm-5379	203	1	1975	1975	NUM
elm-5379	203	2	.	.	PUNCT
elm-5379	204	1	a	a	DET
elm-5379	204	2	spreading	spread	VERB
elm-5379	204	3	-	-	PUNCT
elm-5379	204	4	activation	activation	NOUN
elm-5379	204	5	theory	theory	NOUN
elm-5379	204	6	of	of	ADP
elm-5379	204	7	semantic	semantic	ADJ
elm-5379	204	8	processing	processing	NOUN
elm-5379	204	9	.	.	PUNCT
elm-5379	205	1	psychological	psychological	ADJ
elm-5379	205	2	review	review	NOUN
elm-5379	205	3	82(6	82(6	NUM
elm-5379	205	4	)	)	PUNCT
elm-5379	205	5	.	.	PUNCT
elm-5379	206	1	407–428	407–428	NUM
elm-5379	206	2	.	.	PUNCT
elm-5379	207	1	https://doi.org/10.1037/0033-295x.82.6.407	https://doi.org/10.1037/0033-295x.82.6.407	PROPN
elm-5379	207	2	.	.	PUNCT
elm-5379	208	1	devlin	devlin	PROPN
elm-5379	208	2	,	,	PUNCT
elm-5379	208	3	jacob	jacob	PROPN
elm-5379	208	4	,	,	PUNCT
elm-5379	208	5	ming	ming	PROPN
elm-5379	208	6	-	-	PUNCT
elm-5379	208	7	wei	wei	PROPN
elm-5379	208	8	chang	chang	PROPN
elm-5379	208	9	,	,	PUNCT
elm-5379	208	10	kenton	kenton	PROPN
elm-5379	208	11	lee	lee	PROPN
elm-5379	208	12	&	&	CCONJ
elm-5379	208	13	kristina	kristina	PROPN
elm-5379	208	14	toutanova	toutanova	PROPN
elm-5379	208	15	.	.	PROPN
elm-5379	208	16	2019	2019	NUM
elm-5379	208	17	.	.	PUNCT
elm-5379	209	1	bert	bert	PROPN
elm-5379	209	2	:	:	PUNCT
elm-5379	209	3	pre	pre	ADJ
elm-5379	209	4	-	-	NOUN
elm-5379	209	5	training	training	NOUN
elm-5379	209	6	of	of	ADP
elm-5379	209	7	deep	deep	ADJ
elm-5379	209	8	bidirectional	bidirectional	ADJ
elm-5379	209	9	transformers	transformer	NOUN
elm-5379	209	10	for	for	ADP
elm-5379	209	11	language	language	NOUN
elm-5379	209	12	understanding	understanding	NOUN
elm-5379	209	13	.	.	PUNCT
elm-5379	210	1	proceedings	proceeding	NOUN
elm-5379	210	2	of	of	ADP
elm-5379	210	3	the	the	DET
elm-5379	210	4	2019	2019	NUM
elm-5379	210	5	conference	conference	NOUN
elm-5379	210	6	of	of	ADP
elm-5379	210	7	the	the	DET
elm-5379	210	8	north	north	ADJ
elm-5379	210	9	american	american	ADJ
elm-5379	210	10	chapter	chapter	NOUN
elm-5379	210	11	of	of	ADP
elm-5379	210	12	the	the	DET
elm-5379	210	13	association	association	NOUN
elm-5379	210	14	for	for	ADP
elm-5379	210	15	computational	computational	ADJ
elm-5379	210	16	linguistics	linguistic	NOUN
elm-5379	210	17	:	:	PUNCT
elm-5379	210	18	human	human	ADJ
elm-5379	210	19	language	language	NOUN
elm-5379	210	20	technologies	technology	NOUN
elm-5379	210	21	,	,	PUNCT
elm-5379	210	22	volume	volume	NOUN
elm-5379	210	23	1	1	NUM
elm-5379	210	24	(	(	PUNCT
elm-5379	210	25	long	long	ADJ
elm-5379	210	26	and	and	CCONJ
elm-5379	210	27	short	short	ADJ
elm-5379	210	28	papers	paper	NOUN
elm-5379	210	29	)	)	PUNCT
elm-5379	210	30	4171–4186	4171–4186	NUM
elm-5379	210	31	.	.	PUNCT
elm-5379	211	1	https://doi.org/10.18653/v1/n19-1423	https://doi.org/10.18653/v1/n19-1423	PROPN
elm-5379	211	2	.	.	PUNCT
elm-5379	211	3	elman	elman	PROPN
elm-5379	211	4	,	,	PUNCT
elm-5379	211	5	jeffrey	jeffrey	PROPN
elm-5379	211	6	l.	l.	PROPN
elm-5379	211	7	2009	2009	NUM
elm-5379	211	8	.	.	PUNCT
elm-5379	212	1	on	on	ADP
elm-5379	212	2	the	the	DET
elm-5379	212	3	meaning	meaning	NOUN
elm-5379	212	4	of	of	ADP
elm-5379	212	5	words	word	NOUN
elm-5379	212	6	and	and	CCONJ
elm-5379	212	7	dinosaur	dinosaur	NOUN
elm-5379	212	8	bones	bone	NOUN
elm-5379	212	9	:	:	PUNCT
elm-5379	212	10	lexical	lexical	ADJ
elm-5379	212	11	knowledge	knowledge	NOUN
elm-5379	212	12	without	without	ADP
elm-5379	212	13	a	a	DET
elm-5379	212	14	lexicon	lexicon	NOUN
elm-5379	212	15	.	.	PUNCT
elm-5379	212	16	cognitive	cognitive	ADJ
elm-5379	212	17	science	science	NOUN
elm-5379	212	18	33(4	33(4	NUM
elm-5379	212	19	)	)	PUNCT
elm-5379	212	20	.	.	PUNCT
elm-5379	213	1	547–582	547–582	NUM
elm-5379	213	2	.	.	PUNCT
elm-5379	214	1	https://doi.org/10.1111/j.15516709.2009.01023.x	https://doi.org/10.1111/j.15516709.2009.01023.x	X
elm-5379	214	2	.	.	PUNCT
elm-5379	214	3	fares	fare	NOUN
elm-5379	214	4	,	,	PUNCT
elm-5379	214	5	murhaf	murhaf	PROPN
elm-5379	214	6	,	,	PUNCT
elm-5379	214	7	andrey	andrey	PROPN
elm-5379	214	8	kutuzov	kutuzov	PROPN
elm-5379	214	9	,	,	PUNCT
elm-5379	214	10	stephan	stephan	PROPN
elm-5379	214	11	oepen	oepen	PROPN
elm-5379	214	12	&	&	CCONJ
elm-5379	214	13	erik	erik	PROPN
elm-5379	214	14	velldal	velldal	NOUN
elm-5379	214	15	.	.	PUNCT
elm-5379	215	1	2017	2017	NUM
elm-5379	215	2	.	.	PUNCT
elm-5379	216	1	word	word	NOUN
elm-5379	216	2	vectors	vector	NOUN
elm-5379	216	3	,	,	PUNCT
elm-5379	216	4	reuse	reuse	NOUN
elm-5379	216	5	,	,	PUNCT
elm-5379	216	6	and	and	CCONJ
elm-5379	216	7	replicability	replicability	NOUN
elm-5379	216	8	:	:	PUNCT
elm-5379	216	9	towards	towards	ADP
elm-5379	216	10	a	a	DET
elm-5379	216	11	community	community	NOUN
elm-5379	216	12	repository	repository	NOUN
elm-5379	216	13	of	of	ADP
elm-5379	216	14	large	large	ADJ
elm-5379	216	15	-	-	PUNCT
elm-5379	216	16	text	text	NOUN
elm-5379	216	17	resources	resource	NOUN
elm-5379	216	18	.	.	PUNCT
elm-5379	217	1	proceedings	proceeding	NOUN
elm-5379	217	2	of	of	ADP
elm-5379	217	3	the	the	DET
elm-5379	217	4	21st	21st	ADJ
elm-5379	217	5	nordic	nordic	ADJ
elm-5379	217	6	conference	conference	NOUN
elm-5379	217	7	on	on	ADP
elm-5379	217	8	computational	computational	ADJ
elm-5379	217	9	linguistics	linguistic	NOUN
elm-5379	217	10	,	,	PUNCT
elm-5379	217	11	nodalida	nodalida	PROPN
elm-5379	217	12	,	,	PUNCT
elm-5379	217	13	22	22	NUM
elm-5379	217	14	-	-	SYM
elm-5379	217	15	24	24	NUM
elm-5379	217	16	may	may	PROPN
elm-5379	217	17	2017	2017	NUM
elm-5379	217	18	,	,	PUNCT
elm-5379	217	19	gothenburg	gothenburg	PROPN
elm-5379	217	20	,	,	PUNCT
elm-5379	217	21	sweden	sweden	PROPN
elm-5379	217	22	131	131	NUM
elm-5379	217	23	.	.	PUNCT
elm-5379	218	1	271–276	271–276	NUM
elm-5379	218	2	.	.	PUNCT
elm-5379	219	1	giulianelli	giulianelli	PROPN
elm-5379	219	2	,	,	PUNCT
elm-5379	219	3	mario	mario	PROPN
elm-5379	219	4	,	,	PUNCT
elm-5379	219	5	marco	marco	PROPN
elm-5379	219	6	del	del	PROPN
elm-5379	219	7	tredici	tredici	PROPN
elm-5379	219	8	&	&	CCONJ
elm-5379	219	9	raquel	raquel	PROPN
elm-5379	219	10	fernández	fernández	PROPN
elm-5379	219	11	.	.	PUNCT
elm-5379	219	12	2020	2020	NUM
elm-5379	219	13	.	.	PUNCT
elm-5379	220	1	analysing	analyse	VERB
elm-5379	220	2	lexical	lexical	ADJ
elm-5379	220	3	semantic	semantic	ADJ
elm-5379	220	4	change	change	NOUN
elm-5379	220	5	with	with	ADP
elm-5379	220	6	contextualised	contextualised	ADJ
elm-5379	220	7	word	word	NOUN
elm-5379	220	8	representations	representation	NOUN
elm-5379	220	9	.	.	PUNCT
elm-5379	221	1	proceedings	proceeding	NOUN
elm-5379	221	2	of	of	ADP
elm-5379	221	3	the	the	DET
elm-5379	221	4	58th	58th	ADJ
elm-5379	221	5	annual	annual	ADJ
elm-5379	221	6	meeting	meeting	NOUN
elm-5379	221	7	of	of	ADP
elm-5379	221	8	the	the	DET
elm-5379	221	9	association	association	NOUN
elm-5379	221	10	for	for	ADP
elm-5379	221	11	computational	computational	ADJ
elm-5379	221	12	linguistics	linguistic	NOUN
elm-5379	221	13	3960–3973	3960–3973	NUM
elm-5379	221	14	.	.	PUNCT
elm-5379	222	1	https://doi.org/10.18653/v1/2020.acl-main.365	https://doi.org/10.18653/v1/2020.acl-main.365	NOUN
elm-5379	222	2	.	.	PUNCT
elm-5379	222	3	landauer	landauer	PROPN
elm-5379	222	4	,	,	PUNCT
elm-5379	222	5	thomas	thomas	PROPN
elm-5379	222	6	k	k	PROPN
elm-5379	222	7	&	&	CCONJ
elm-5379	222	8	susan	susan	PROPN
elm-5379	222	9	t	t	PROPN
elm-5379	222	10	dumais	dumais	PROPN
elm-5379	222	11	.	.	PUNCT
elm-5379	223	1	1997	1997	NUM
elm-5379	223	2	.	.	PUNCT
elm-5379	224	1	a	a	DET
elm-5379	224	2	solution	solution	NOUN
elm-5379	224	3	to	to	ADP
elm-5379	224	4	plato	plato	PROPN
elm-5379	224	5	’s	’s	PART
elm-5379	224	6	problem	problem	NOUN
elm-5379	224	7	:	:	PUNCT
elm-5379	224	8	the	the	DET
elm-5379	224	9	latent	latent	ADJ
elm-5379	224	10	semantic	semantic	ADJ
elm-5379	224	11	analysis	analysis	NOUN
elm-5379	224	12	theory	theory	NOUN
elm-5379	224	13	of	of	ADP
elm-5379	224	14	acquisition	acquisition	NOUN
elm-5379	224	15	,	,	PUNCT
elm-5379	224	16	induction	induction	NOUN
elm-5379	224	17	,	,	PUNCT
elm-5379	224	18	and	and	CCONJ
elm-5379	224	19	representation	representation	NOUN
elm-5379	224	20	of	of	ADP
elm-5379	224	21	knowledge	knowledge	NOUN
elm-5379	224	22	.	.	PUNCT
elm-5379	225	1	psychological	psychological	ADJ
elm-5379	225	2	review	review	NOUN
elm-5379	225	3	104(2	104(2	NUM
elm-5379	225	4	)	)	PUNCT
elm-5379	225	5	.	.	PUNCT
elm-5379	226	1	211	211	NUM
elm-5379	226	2	.	.	PUNCT
elm-5379	227	1	https://doi.org/10.1037/0033-295x.104.2.211	https://doi.org/10.1037/0033-295x.104.2.211	PROPN
elm-5379	227	2	.	.	PUNCT
elm-5379	228	1	liu	liu	PROPN
elm-5379	228	2	,	,	PUNCT
elm-5379	228	3	qianchu	qianchu	PROPN
elm-5379	228	4	,	,	PUNCT
elm-5379	228	5	diana	diana	PROPN
elm-5379	228	6	mccarthy	mccarthy	PROPN
elm-5379	228	7	,	,	PUNCT
elm-5379	228	8	ivan	ivan	PROPN
elm-5379	228	9	vulić	vulić	PROPN
elm-5379	228	10	&	&	CCONJ
elm-5379	228	11	anna	anna	PROPN
elm-5379	228	12	korhonen	korhonen	PROPN
elm-5379	228	13	.	.	PROPN
elm-5379	228	14	2019	2019	NUM
elm-5379	228	15	.	.	PUNCT
elm-5379	229	1	investigating	investigate	VERB
elm-5379	229	2	cross	cross	ADJ
elm-5379	229	3	-	-	ADJ
elm-5379	229	4	lingual	lingual	ADJ
elm-5379	229	5	alignment	alignment	NOUN
elm-5379	229	6	methods	method	NOUN
elm-5379	229	7	for	for	ADP
elm-5379	229	8	contextualized	contextualized	ADJ
elm-5379	229	9	embeddings	embedding	NOUN
elm-5379	229	10	with	with	ADP
elm-5379	229	11	token	token	VERB
elm-5379	229	12	-	-	PUNCT
elm-5379	229	13	level	level	NOUN
elm-5379	229	14	evaluation	evaluation	NOUN
elm-5379	229	15	.	.	PUNCT
elm-5379	230	1	proceedings	proceeding	NOUN
elm-5379	230	2	of	of	ADP
elm-5379	230	3	the	the	DET
elm-5379	230	4	23rd	23rd	ADJ
elm-5379	230	5	conference	conference	NOUN
elm-5379	230	6	on	on	ADP
elm-5379	230	7	computational	computational	ADJ
elm-5379	230	8	natural	natural	ADJ
elm-5379	230	9	language	language	NOUN
elm-5379	230	10	learning	learning	NOUN
elm-5379	230	11	(	(	PUNCT
elm-5379	230	12	conll	conll	ADJ
elm-5379	230	13	)	)	PUNCT
elm-5379	230	14	33–43	33–43	NUM
elm-5379	230	15	.	.	PUNCT
elm-5379	230	16	https://doi.org/10.18653/v1/k19-1004	https://doi.org/10.18653/v1/k19-1004	PROPN
elm-5379	230	17	.	.	PUNCT
elm-5379	231	1	majewska	majewska	PROPN
elm-5379	231	2	,	,	PUNCT
elm-5379	231	3	olga	olga	PROPN
elm-5379	231	4	,	,	PUNCT
elm-5379	231	5	diana	diana	PROPN
elm-5379	231	6	mccarthy	mccarthy	PROPN
elm-5379	231	7	,	,	PUNCT
elm-5379	231	8	jasper	jasper	PROPN
elm-5379	231	9	jf	jf	PROPN
elm-5379	231	10	van	van	PROPN
elm-5379	231	11	den	den	PROPN
elm-5379	231	12	bosch	bosch	PROPN
elm-5379	231	13	,	,	PUNCT
elm-5379	231	14	nikolaus	nikolaus	PROPN
elm-5379	231	15	kriegeskorte	kriegeskorte	PROPN
elm-5379	231	16	,	,	PUNCT
elm-5379	231	17	ivan	ivan	PROPN
elm-5379	231	18	vulić	vulić	PROPN
elm-5379	231	19	&	&	CCONJ
elm-5379	231	20	anna	anna	PROPN
elm-5379	231	21	korhonen	korhonen	PROPN
elm-5379	231	22	.	.	PROPN
elm-5379	231	23	2021	2021	NUM
elm-5379	231	24	.	.	PUNCT
elm-5379	232	1	semantic	semantic	ADJ
elm-5379	232	2	data	datum	NOUN
elm-5379	232	3	set	set	VERB
elm-5379	232	4	construction	construction	NOUN
elm-5379	232	5	from	from	ADP
elm-5379	232	6	human	human	ADJ
elm-5379	232	7	clustering	clustering	NOUN
elm-5379	232	8	and	and	CCONJ
elm-5379	232	9	spatial	spatial	ADJ
elm-5379	232	10	arrangement	arrangement	NOUN
elm-5379	232	11	.	.	PUNCT
elm-5379	233	1	computational	computational	ADJ
elm-5379	233	2	linguistics	linguistic	NOUN
elm-5379	233	3	47(1	47(1	NUM
elm-5379	233	4	)	)	PUNCT
elm-5379	233	5	.	.	PUNCT
elm-5379	234	1	69–116	69–116	X
elm-5379	234	2	.	.	PUNCT
elm-5379	235	1	https://doi.org/10.1162/coli	https://doi.org/10.1162/coli	PROPN
elm-5379	235	2	a	a	DET
elm-5379	235	3	00396	00396	NUM
elm-5379	235	4	.	.	PUNCT
elm-5379	236	1	marvel	marvel	PROPN
elm-5379	236	2	,	,	PUNCT
elm-5379	236	3	aron	aron	PROPN
elm-5379	236	4	&	&	CCONJ
elm-5379	236	5	jean	jean	PROPN
elm-5379	236	6	-	-	PUNCT
elm-5379	236	7	pierre	pierre	PROPN
elm-5379	236	8	koenig	koenig	PROPN
elm-5379	236	9	.	.	PUNCT
elm-5379	237	1	2015	2015	NUM
elm-5379	237	2	.	.	PUNCT
elm-5379	238	1	event	event	NOUN
elm-5379	238	2	categorization	categorization	NOUN
elm-5379	238	3	beyond	beyond	ADP
elm-5379	238	4	verb	verb	NOUN
elm-5379	238	5	senses	sense	NOUN
elm-5379	238	6	.	.	PUNCT
elm-5379	239	1	proceedings	proceeding	NOUN
elm-5379	239	2	of	of	ADP
elm-5379	239	3	the	the	DET
elm-5379	239	4	11th	11th	ADJ
elm-5379	239	5	workshop	workshop	NOUN
elm-5379	239	6	on	on	ADP
elm-5379	239	7	multiword	multiword	ADJ
elm-5379	239	8	expressions	expression	NOUN
elm-5379	239	9	(	(	PUNCT
elm-5379	239	10	mwe	mwe	NOUN
elm-5379	239	11	2015	2015	NUM
elm-5379	239	12	)	)	PUNCT
elm-5379	240	1	https://doi.org/10.3115/v1/w150913	https://doi.org/10.3115/v1/w150913	PROPN
elm-5379	240	2	.	.	PUNCT
elm-5379	241	1	mikolov	mikolov	PROPN
elm-5379	241	2	,	,	PUNCT
elm-5379	241	3	tomas	tomas	PROPN
elm-5379	241	4	,	,	PUNCT
elm-5379	241	5	kai	kai	PROPN
elm-5379	241	6	chen	chen	PROPN
elm-5379	241	7	,	,	PUNCT
elm-5379	241	8	greg	greg	PROPN
elm-5379	241	9	corrado	corrado	PROPN
elm-5379	241	10	&	&	CCONJ
elm-5379	241	11	jeffrey	jeffrey	PROPN
elm-5379	241	12	dean	dean	PROPN
elm-5379	241	13	.	.	PUNCT
elm-5379	242	1	2013	2013	NUM
elm-5379	242	2	.	.	PUNCT
elm-5379	243	1	efficient	efficient	ADJ
elm-5379	243	2	estimation	estimation	NOUN
elm-5379	243	3	of	of	ADP
elm-5379	243	4	word	word	NOUN
elm-5379	243	5	representations	representation	NOUN
elm-5379	243	6	in	in	ADP
elm-5379	243	7	vector	vector	NOUN
elm-5379	243	8	space	space	NOUN
elm-5379	243	9	.	.	PUNCT
elm-5379	244	1	1st	1st	ADJ
elm-5379	244	2	international	international	ADJ
elm-5379	244	3	conference	conference	NOUN
elm-5379	244	4	on	on	ADP
elm-5379	244	5	learning	learn	VERB
elm-5379	244	6	representations	representation	NOUN
elm-5379	244	7	,	,	PUNCT
elm-5379	244	8	iclr	iclr	ADJ
elm-5379	244	9	2013	2013	NUM
elm-5379	244	10	workshop	workshop	NOUN
elm-5379	244	11	track	track	NOUN
elm-5379	244	12	proceedings	proceeding	NOUN
elm-5379	244	13	1–12	1–12	NOUN
elm-5379	244	14	.	.	PUNCT
elm-5379	245	1	miller	miller	PROPN
elm-5379	245	2	,	,	PUNCT
elm-5379	245	3	george	george	PROPN
elm-5379	245	4	a.	a.	PROPN
elm-5379	245	5	1995	1995	NUM
elm-5379	245	6	.	.	PUNCT
elm-5379	246	1	wordnet	wordnet	NOUN
elm-5379	246	2	:	:	PUNCT
elm-5379	246	3	a	a	DET
elm-5379	246	4	lexical	lexical	ADJ
elm-5379	246	5	database	database	NOUN
elm-5379	246	6	for	for	ADP
elm-5379	246	7	english	english	PROPN
elm-5379	246	8	.	.	PUNCT
elm-5379	247	1	communications	communication	NOUN
elm-5379	247	2	of	of	ADP
elm-5379	247	3	the	the	DET
elm-5379	247	4	acm	acm	PROPN
elm-5379	247	5	38(11	38(11	NUM
elm-5379	247	6	)	)	PUNCT
elm-5379	247	7	.	.	PUNCT
elm-5379	248	1	39–41	39–41	NUM
elm-5379	248	2	.	.	PUNCT
elm-5379	249	1	https://doi.org/10.1145/219717.219748	https://doi.org/10.1145/219717.219748	NOUN
elm-5379	249	2	.	.	PUNCT
elm-5379	249	3	parker	parker	PROPN
elm-5379	249	4	,	,	PUNCT
elm-5379	249	5	robert	robert	PROPN
elm-5379	249	6	,	,	PUNCT
elm-5379	249	7	david	david	PROPN
elm-5379	249	8	graff	graff	PROPN
elm-5379	249	9	,	,	PUNCT
elm-5379	249	10	junbo	junbo	PROPN
elm-5379	249	11	kong	kong	PROPN
elm-5379	249	12	,	,	PUNCT
elm-5379	249	13	ke	ke	PROPN
elm-5379	249	14	chen	chen	PROPN
elm-5379	249	15	&	&	CCONJ
elm-5379	249	16	kazuaki	kazuaki	PROPN
elm-5379	249	17	maeda	maeda	PROPN
elm-5379	249	18	.	.	PROPN
elm-5379	249	19	2011	2011	NUM
elm-5379	249	20	.	.	PUNCT
elm-5379	250	1	english	english	ADJ
elm-5379	250	2	gigaword	gigaword	PROPN
elm-5379	250	3	fifth	fifth	PROPN
elm-5379	250	4	edition	edition	PROPN
elm-5379	250	5	.	.	PUNCT
elm-5379	251	1	linguistic	linguistic	ADJ
elm-5379	251	2	data	data	PROPN
elm-5379	251	3	consortium	consortium	NOUN
elm-5379	251	4	.	.	PUNCT
elm-5379	252	1	pennington	pennington	PROPN
elm-5379	252	2	,	,	PUNCT
elm-5379	252	3	jeffrey	jeffrey	PROPN
elm-5379	252	4	,	,	PUNCT
elm-5379	252	5	richard	richard	PROPN
elm-5379	252	6	socher	socher	PROPN
elm-5379	252	7	&	&	CCONJ
elm-5379	252	8	christopher	christopher	PROPN
elm-5379	253	1	d	d	PROPN
elm-5379	253	2	manning	manning	NOUN
elm-5379	253	3	.	.	PUNCT
elm-5379	254	1	2014	2014	NUM
elm-5379	254	2	.	.	PUNCT
elm-5379	255	1	glove	glove	NOUN
elm-5379	255	2	:	:	PUNCT
elm-5379	255	3	global	global	ADJ
elm-5379	255	4	vectors	vector	NOUN
elm-5379	255	5	for	for	ADP
elm-5379	255	6	proceedings	proceeding	NOUN
elm-5379	255	7	of	of	ADP
elm-5379	255	8	elm	elm	NOUN
elm-5379	255	9	2	2	NUM
elm-5379	255	10	:	:	PUNCT
elm-5379	255	11	278	278	NUM
elm-5379	255	12	-	-	SYM
elm-5379	255	13	287	287	NUM
elm-5379	255	14	,	,	PUNCT
elm-5379	255	15	2023	2023	NUM
elm-5379	255	16	elizabeth	elizabeth	PROPN
elm-5379	255	17	soper	soper	PROPN
elm-5379	255	18	and	and	CCONJ
elm-5379	255	19	jean	jean	PROPN
elm-5379	255	20	-	-	PUNCT
elm-5379	255	21	pierre	pierre	PROPN
elm-5379	255	22	koenig	koenig	PROPN
elm-5379	255	23	:	:	PUNCT
elm-5379	255	24	modeling	model	VERB
elm-5379	255	25	the	the	DET
elm-5379	255	26	role	role	NOUN
elm-5379	255	27	of	of	ADP
elm-5379	255	28	polysemy	polysemy	NOUN
elm-5379	255	29	in	in	ADP
elm-5379	255	30	verb	verb	NOUN
elm-5379	255	31	categorization	categorization	NOUN
elm-5379	255	32	.	.	PUNCT
elm-5379	256	1	286	286	NUM
elm-5379	256	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	ADJ
elm-5379	256	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON
elm-5379	256	4	word	word	NOUN
elm-5379	256	5	representation	representation	NOUN
elm-5379	256	6	.	.	PUNCT
elm-5379	257	1	proceedings	proceeding	NOUN
elm-5379	257	2	of	of	ADP
elm-5379	257	3	the	the	DET
elm-5379	257	4	2014	2014	NUM
elm-5379	257	5	conference	conference	NOUN
elm-5379	257	6	on	on	ADP
elm-5379	257	7	empirical	empirical	ADJ
elm-5379	257	8	methods	method	NOUN
elm-5379	257	9	in	in	ADP
elm-5379	257	10	natural	natural	ADJ
elm-5379	257	11	language	language	NOUN
elm-5379	257	12	processing	processing	NOUN
elm-5379	257	13	(	(	PUNCT
elm-5379	257	14	emnlp	emnlp	ADJ
elm-5379	257	15	)	)	PUNCT
elm-5379	257	16	1532–1543	1532–1543	NUM
elm-5379	257	17	.	.	PUNCT
elm-5379	258	1	https://doi.org/10.3115/v1/d14-1162	https://doi.org/10.3115/v1/d14-1162	PROPN
elm-5379	258	2	.	.	PUNCT
elm-5379	259	1	pereira	pereira	PROPN
elm-5379	259	2	,	,	PUNCT
elm-5379	259	3	francisco	francisco	PROPN
elm-5379	259	4	,	,	PUNCT
elm-5379	259	5	samuel	samuel	PROPN
elm-5379	259	6	gershman	gershman	PROPN
elm-5379	259	7	,	,	PUNCT
elm-5379	259	8	samuel	samuel	PROPN
elm-5379	259	9	ritter	ritter	PROPN
elm-5379	259	10	&	&	CCONJ
elm-5379	259	11	matthew	matthew	PROPN
elm-5379	259	12	botvinick	botvinick	PROPN
elm-5379	259	13	.	.	PUNCT
elm-5379	259	14	2016	2016	NUM
elm-5379	259	15	.	.	PUNCT
elm-5379	260	1	a	a	DET
elm-5379	260	2	comparative	comparative	ADJ
elm-5379	260	3	evaluation	evaluation	NOUN
elm-5379	260	4	of	of	ADP
elm-5379	260	5	off	off	ADP
elm-5379	260	6	-	-	PUNCT
elm-5379	260	7	the	the	DET
elm-5379	260	8	-	-	PUNCT
elm-5379	260	9	shelf	shelf	NOUN
elm-5379	260	10	distributed	distribute	VERB
elm-5379	260	11	semantic	semantic	ADJ
elm-5379	260	12	representations	representation	NOUN
elm-5379	260	13	for	for	ADP
elm-5379	260	14	modelling	model	VERB
elm-5379	260	15	behavioural	behavioural	ADJ
elm-5379	260	16	data	datum	NOUN
elm-5379	260	17	.	.	PUNCT
elm-5379	261	1	cognitive	cognitive	ADJ
elm-5379	261	2	neuropsychology	neuropsychology	NOUN
elm-5379	261	3	33(3	33(3	NOUN
elm-5379	261	4	-	-	PUNCT
elm-5379	261	5	4	4	NUM
elm-5379	261	6	)	)	PUNCT
elm-5379	261	7	.	.	PUNCT
elm-5379	262	1	175–190	175–190	NUM
elm-5379	262	2	.	.	PUNCT
elm-5379	263	1	https://doi.org/10.1080/02643294.2016.1176907	https://doi.org/10.1080/02643294.2016.1176907	PROPN
elm-5379	263	2	.	.	PUNCT
elm-5379	264	1	peters	peters	PROPN
elm-5379	264	2	,	,	PUNCT
elm-5379	264	3	matthew	matthew	PROPN
elm-5379	264	4	e.	e.	PROPN
elm-5379	264	5	,	,	PUNCT
elm-5379	264	6	mark	mark	PROPN
elm-5379	264	7	neumann	neumann	PROPN
elm-5379	264	8	,	,	PUNCT
elm-5379	264	9	mohit	mohit	PROPN
elm-5379	264	10	iyyer	iyyer	PROPN
elm-5379	264	11	,	,	PUNCT
elm-5379	264	12	matt	matt	PROPN
elm-5379	264	13	gardner	gardner	PROPN
elm-5379	264	14	,	,	PUNCT
elm-5379	264	15	christopher	christopher	PROPN
elm-5379	264	16	clark	clark	PROPN
elm-5379	264	17	,	,	PUNCT
elm-5379	264	18	kenton	kenton	PROPN
elm-5379	264	19	lee	lee	PROPN
elm-5379	264	20	&	&	CCONJ
elm-5379	264	21	luke	luke	PROPN
elm-5379	264	22	zettlemoyer	zettlemoyer	PROPN
elm-5379	264	23	.	.	PUNCT
elm-5379	265	1	2018	2018	NUM
elm-5379	265	2	.	.	PUNCT
elm-5379	266	1	deep	deep	ADJ
elm-5379	266	2	contextualized	contextualized	ADJ
elm-5379	266	3	word	word	NOUN
elm-5379	266	4	representations	representation	NOUN
elm-5379	266	5	.	.	PUNCT
elm-5379	267	1	proceedings	proceeding	NOUN
elm-5379	267	2	of	of	ADP
elm-5379	267	3	the	the	DET
elm-5379	267	4	2018	2018	NUM
elm-5379	267	5	conference	conference	NOUN
elm-5379	267	6	of	of	ADP
elm-5379	267	7	the	the	DET
elm-5379	267	8	north	north	ADJ
elm-5379	267	9	american	american	ADJ
elm-5379	267	10	chapter	chapter	NOUN
elm-5379	267	11	of	of	ADP
elm-5379	267	12	the	the	DET
elm-5379	267	13	association	association	NOUN
elm-5379	267	14	for	for	ADP
elm-5379	267	15	computational	computational	ADJ
elm-5379	267	16	linguistics	linguistic	NOUN
elm-5379	267	17	:	:	PUNCT
elm-5379	267	18	human	human	ADJ
elm-5379	267	19	language	language	NOUN
elm-5379	267	20	technologies	technology	NOUN
elm-5379	267	21	,	,	PUNCT
elm-5379	267	22	volume	volume	NOUN
elm-5379	267	23	1	1	NUM
elm-5379	267	24	(	(	PUNCT
elm-5379	267	25	long	long	ADJ
elm-5379	267	26	papers	paper	NOUN
elm-5379	267	27	)	)	PUNCT
elm-5379	267	28	2227–2237	2227–2237	NUM
elm-5379	267	29	.	.	PUNCT
elm-5379	268	1	https://doi.org/10.18653/v1/n18-1202	https://doi.org/10.18653/v1/n18-1202	NOUN
elm-5379	268	2	.	.	PUNCT
elm-5379	268	3	pustejovsky	pustejovsky	PROPN
elm-5379	268	4	,	,	PUNCT
elm-5379	268	5	james	james	PROPN
elm-5379	268	6	.	.	PROPN
elm-5379	269	1	1998	1998	NUM
elm-5379	269	2	.	.	PUNCT
elm-5379	270	1	the	the	DET
elm-5379	270	2	semantics	semantic	NOUN
elm-5379	270	3	of	of	ADP
elm-5379	270	4	lexical	lexical	ADJ
elm-5379	270	5	underspecification	underspecification	NOUN
elm-5379	270	6	.	.	PUNCT
elm-5379	271	1	folia	folia	PROPN
elm-5379	271	2	lingüı́stica	lingüı́stica	PROPN
elm-5379	271	3	:	:	PUNCT
elm-5379	272	1	acta	acta	PROPN
elm-5379	272	2	societatis	societatis	PROPN
elm-5379	272	3	linguisticae	linguisticae	PROPN
elm-5379	272	4	europaeae	europaeae	PROPN
elm-5379	272	5	32(3	32(3	NUM
elm-5379	272	6	)	)	PUNCT
elm-5379	272	7	.	.	PUNCT
elm-5379	273	1	323–348	323–348	NUM
elm-5379	273	2	.	.	PUNCT
elm-5379	274	1	https://doi.org/10.1515/flin.1998.32.3-4.323	https://doi.org/10.1515/flin.1998.32.3-4.323	X
elm-5379	274	2	.	.	PUNCT
elm-5379	275	1	sia	sia	PROPN
elm-5379	275	2	,	,	PUNCT
elm-5379	275	3	suzanna	suzanna	NOUN
elm-5379	275	4	,	,	PUNCT
elm-5379	275	5	ayush	ayush	PROPN
elm-5379	275	6	dalmia	dalmia	PROPN
elm-5379	275	7	&	&	CCONJ
elm-5379	275	8	sabrina	sabrina	PROPN
elm-5379	275	9	j	j	PROPN
elm-5379	275	10	mielke	mielke	PROPN
elm-5379	275	11	.	.	PUNCT
elm-5379	276	1	2020	2020	NUM
elm-5379	276	2	.	.	PUNCT
elm-5379	277	1	tired	tired	ADJ
elm-5379	277	2	of	of	ADP
elm-5379	277	3	topic	topic	NOUN
elm-5379	277	4	models	model	NOUN
elm-5379	277	5	?	?	PUNCT
elm-5379	278	1	clusters	cluster	NOUN
elm-5379	278	2	of	of	ADP
elm-5379	278	3	pretrained	pretraine	VERB
elm-5379	278	4	word	word	NOUN
elm-5379	278	5	embeddings	embedding	NOUN
elm-5379	278	6	make	make	VERB
elm-5379	278	7	for	for	ADP
elm-5379	278	8	fast	fast	ADJ
elm-5379	278	9	and	and	CCONJ
elm-5379	278	10	good	good	ADJ
elm-5379	278	11	topics	topic	NOUN
elm-5379	278	12	too	too	ADV
elm-5379	278	13	!	!	PUNCT
elm-5379	279	1	proceedings	proceeding	NOUN
elm-5379	279	2	of	of	ADP
elm-5379	279	3	the	the	DET
elm-5379	279	4	2020	2020	NUM
elm-5379	279	5	conference	conference	NOUN
elm-5379	279	6	on	on	ADP
elm-5379	279	7	empirical	empirical	ADJ
elm-5379	279	8	methods	method	NOUN
elm-5379	279	9	in	in	ADP
elm-5379	279	10	natural	natural	ADJ
elm-5379	279	11	language	language	NOUN
elm-5379	279	12	processing	processing	NOUN
elm-5379	279	13	(	(	PUNCT
elm-5379	279	14	emnlp	emnlp	ADJ
elm-5379	279	15	)	)	PUNCT
elm-5379	279	16	1728–1736	1728–1736	NUM
elm-5379	279	17	.	.	PUNCT
elm-5379	280	1	https://doi.org/10.18653/v1/2020.emnlp-main.135	https://doi.org/10.18653/v1/2020.emnlp-main.135	PROPN
elm-5379	280	2	.	.	PUNCT
elm-5379	280	3	soler	soler	PROPN
elm-5379	280	4	,	,	PUNCT
elm-5379	280	5	aina	aina	PROPN
elm-5379	280	6	gari	gari	PROPN
elm-5379	280	7	&	&	CCONJ
elm-5379	280	8	marianna	marianna	PROPN
elm-5379	280	9	apidianaki	apidianaki	PROPN
elm-5379	280	10	.	.	PUNCT
elm-5379	281	1	2021	2021	NUM
elm-5379	281	2	.	.	PUNCT
elm-5379	282	1	let	let	VERB
elm-5379	282	2	’s	’s	PRON
elm-5379	282	3	play	play	VERB
elm-5379	282	4	mono	mono	NOUN
elm-5379	282	5	-	-	PUNCT
elm-5379	282	6	poly	poly	NOUN
elm-5379	282	7	:	:	PUNCT
elm-5379	282	8	bert	bert	PROPN
elm-5379	282	9	can	can	AUX
elm-5379	282	10	reveal	reveal	VERB
elm-5379	282	11	words	word	NOUN
elm-5379	282	12	’	'	PUNCT
elm-5379	282	13	polysemy	polysemy	NOUN
elm-5379	282	14	level	level	NOUN
elm-5379	282	15	and	and	CCONJ
elm-5379	282	16	partitionability	partitionability	NOUN
elm-5379	282	17	into	into	ADP
elm-5379	282	18	senses	sense	NOUN
elm-5379	282	19	.	.	PUNCT
elm-5379	283	1	transactions	transaction	NOUN
elm-5379	283	2	of	of	ADP
elm-5379	283	3	the	the	DET
elm-5379	283	4	association	association	NOUN
elm-5379	283	5	for	for	ADP
elm-5379	283	6	computational	computational	ADJ
elm-5379	283	7	linguistics	linguistic	NOUN
elm-5379	283	8	9	9	NUM
elm-5379	283	9	.	.	PUNCT
elm-5379	284	1	825–844	825–844	NUM
elm-5379	284	2	.	.	PUNCT
elm-5379	284	3	https://doi.org/10.1162/tacl	https://doi.org/10.1162/tacl	PROPN
elm-5379	284	4	a	a	DET
elm-5379	284	5	00400	00400	NUM
elm-5379	284	6	.	.	PUNCT
elm-5379	285	1	tversky	tversky	PROPN
elm-5379	285	2	,	,	PUNCT
elm-5379	285	3	amos	amos	PROPN
elm-5379	285	4	.	.	PROPN
elm-5379	285	5	1977	1977	NUM
elm-5379	285	6	.	.	PUNCT
elm-5379	286	1	features	feature	NOUN
elm-5379	286	2	of	of	ADP
elm-5379	286	3	similarity	similarity	NOUN
elm-5379	286	4	.	.	PUNCT
elm-5379	287	1	psychological	psychological	ADJ
elm-5379	287	2	review	review	NOUN
elm-5379	287	3	84(4	84(4	NOUN
elm-5379	287	4	)	)	PUNCT
elm-5379	287	5	.	.	PUNCT
elm-5379	288	1	327–352	327–352	NUM
elm-5379	288	2	.	.	PUNCT
elm-5379	289	1	https://doi.org/10.1037/0033-295x.84.4.327	https://doi.org/10.1037/0033-295x.84.4.327	PROPN
elm-5379	289	2	.	.	PUNCT
elm-5379	290	1	vulić	vulić	PROPN
elm-5379	290	2	,	,	PUNCT
elm-5379	290	3	ivan	ivan	PROPN
elm-5379	290	4	,	,	PUNCT
elm-5379	290	5	simon	simon	PROPN
elm-5379	290	6	baker	baker	PROPN
elm-5379	290	7	,	,	PUNCT
elm-5379	290	8	edoardo	edoardo	PROPN
elm-5379	290	9	maria	maria	PROPN
elm-5379	290	10	ponti	ponti	PROPN
elm-5379	290	11	,	,	PUNCT
elm-5379	290	12	ulla	ulla	PROPN
elm-5379	290	13	petti	petti	PROPN
elm-5379	290	14	,	,	PUNCT
elm-5379	290	15	ira	ira	PROPN
elm-5379	290	16	leviant	leviant	PROPN
elm-5379	290	17	,	,	PUNCT
elm-5379	290	18	kelly	kelly	PROPN
elm-5379	290	19	wing	wing	NOUN
elm-5379	290	20	,	,	PUNCT
elm-5379	290	21	olga	olga	PROPN
elm-5379	290	22	majewska	majewska	PROPN
elm-5379	290	23	,	,	PUNCT
elm-5379	290	24	eden	eden	PROPN
elm-5379	290	25	bar	bar	PROPN
elm-5379	290	26	,	,	PUNCT
elm-5379	290	27	matt	matt	PROPN
elm-5379	290	28	malone	malone	PROPN
elm-5379	290	29	,	,	PUNCT
elm-5379	290	30	thierry	thierry	NOUN
elm-5379	290	31	poibeau	poibeau	PROPN
elm-5379	290	32	et	et	PROPN
elm-5379	290	33	al	al	PROPN
elm-5379	290	34	.	.	PROPN
elm-5379	290	35	2020	2020	NUM
elm-5379	290	36	.	.	PUNCT
elm-5379	291	1	multi	multi	ADJ
elm-5379	291	2	-	-	ADJ
elm-5379	291	3	simlex	simlex	ADJ
elm-5379	291	4	:	:	PUNCT
elm-5379	291	5	a	a	DET
elm-5379	291	6	large	large	ADJ
elm-5379	291	7	-	-	PUNCT
elm-5379	291	8	scale	scale	NOUN
elm-5379	291	9	evaluation	evaluation	NOUN
elm-5379	291	10	of	of	ADP
elm-5379	291	11	multilingual	multilingual	ADJ
elm-5379	291	12	and	and	CCONJ
elm-5379	291	13	crosslingual	crosslingual	ADJ
elm-5379	291	14	lexical	lexical	ADJ
elm-5379	291	15	semantic	semantic	ADJ
elm-5379	291	16	similarity	similarity	NOUN
elm-5379	291	17	.	.	PUNCT
elm-5379	292	1	computational	computational	ADJ
elm-5379	292	2	linguistics	linguistic	NOUN
elm-5379	292	3	46(4	46(4	NUM
elm-5379	292	4	)	)	PUNCT
elm-5379	292	5	.	.	PUNCT
elm-5379	293	1	847–897	847–897	NUM
elm-5379	293	2	.	.	PUNCT
elm-5379	294	1	https://doi.org/10.1162/coli	https://doi.org/10.1162/coli	PROPN
elm-5379	294	2	a	a	DET
elm-5379	294	3	00391	00391	NUM
elm-5379	294	4	.	.	PUNCT
elm-5379	295	1	wolf	wolf	PROPN
elm-5379	295	2	,	,	PUNCT
elm-5379	295	3	thomas	thomas	PROPN
elm-5379	295	4	,	,	PUNCT
elm-5379	295	5	lysandre	lysandre	PROPN
elm-5379	295	6	debut	debut	PROPN
elm-5379	295	7	,	,	PUNCT
elm-5379	295	8	victor	victor	PROPN
elm-5379	295	9	sanh	sanh	PROPN
elm-5379	295	10	,	,	PUNCT
elm-5379	295	11	julien	julien	PROPN
elm-5379	295	12	chaumond	chaumond	PROPN
elm-5379	295	13	,	,	PUNCT
elm-5379	295	14	clement	clement	PROPN
elm-5379	295	15	delangue	delangue	PROPN
elm-5379	295	16	,	,	PUNCT
elm-5379	295	17	anthony	anthony	PROPN
elm-5379	295	18	moi	moi	PROPN
elm-5379	295	19	,	,	PUNCT
elm-5379	295	20	pierric	pierric	ADJ
elm-5379	295	21	cistac	cistac	NOUN
elm-5379	295	22	,	,	PUNCT
elm-5379	295	23	tim	tim	PROPN
elm-5379	295	24	rault	rault	NOUN
elm-5379	295	25	,	,	PUNCT
elm-5379	295	26	rémi	rémi	X
elm-5379	295	27	louf	louf	PROPN
elm-5379	295	28	,	,	PUNCT
elm-5379	295	29	morgan	morgan	PROPN
elm-5379	295	30	funtowicz	funtowicz	PROPN
elm-5379	295	31	et	et	PROPN
elm-5379	295	32	al	al	PROPN
elm-5379	295	33	.	.	PROPN
elm-5379	295	34	2020	2020	NUM
elm-5379	295	35	.	.	PUNCT
elm-5379	296	1	transformers	transformer	NOUN
elm-5379	296	2	:	:	PUNCT
elm-5379	296	3	state	state	NOUN
elm-5379	296	4	-	-	PUNCT
elm-5379	296	5	of	of	ADP
elm-5379	296	6	-	-	PUNCT
elm-5379	296	7	the	the	DET
elm-5379	296	8	-	-	PUNCT
elm-5379	296	9	art	art	NOUN
elm-5379	296	10	natural	natural	ADJ
elm-5379	296	11	language	language	NOUN
elm-5379	296	12	processing	processing	NOUN
elm-5379	296	13	.	.	PUNCT
elm-5379	297	1	proceedings	proceeding	NOUN
elm-5379	297	2	of	of	ADP
elm-5379	297	3	the	the	DET
elm-5379	297	4	2020	2020	NUM
elm-5379	297	5	conference	conference	NOUN
elm-5379	297	6	on	on	ADP
elm-5379	297	7	empirical	empirical	ADJ
elm-5379	297	8	methods	method	NOUN
elm-5379	297	9	in	in	ADP
elm-5379	297	10	natural	natural	ADJ
elm-5379	297	11	language	language	NOUN
elm-5379	297	12	processing	processing	NOUN
elm-5379	297	13	(	(	PUNCT
elm-5379	297	14	emnlp	emnlp	ADJ
elm-5379	297	15	):	):	PUNCT
elm-5379	297	16	system	system	NOUN
elm-5379	297	17	demonstrations	demonstration	NOUN
elm-5379	297	18	38–45	38–45	NUM
elm-5379	297	19	.	.	PUNCT
elm-5379	298	1	https://doi.org/10.18653/v1/2020.emnlp-demos.6	https://doi.org/10.18653/v1/2020.emnlp-demos.6	NOUN
elm-5379	298	2	.	.	PUNCT
elm-5379	299	1	proceedings	proceeding	NOUN
elm-5379	299	2	of	of	ADP
elm-5379	299	3	elm	elm	NOUN
elm-5379	299	4	2	2	NUM
elm-5379	299	5	:	:	PUNCT
elm-5379	299	6	278	278	NUM
elm-5379	299	7	-	-	SYM
elm-5379	299	8	287	287	NUM
elm-5379	299	9	,	,	PUNCT
elm-5379	299	10	2023	2023	NUM
elm-5379	299	11	elizabeth	elizabeth	PROPN
elm-5379	299	12	soper	soper	PROPN
elm-5379	299	13	and	and	CCONJ
elm-5379	299	14	jean	jean	PROPN
elm-5379	299	15	-	-	PUNCT
elm-5379	299	16	pierre	pierre	PROPN
elm-5379	299	17	koenig	koenig	PROPN
elm-5379	299	18	:	:	PUNCT
elm-5379	299	19	modeling	model	VERB
elm-5379	299	20	the	the	DET
elm-5379	299	21	role	role	NOUN
elm-5379	299	22	of	of	ADP
elm-5379	299	23	polysemy	polysemy	NOUN
elm-5379	299	24	in	in	ADP
elm-5379	299	25	verb	verb	NOUN
elm-5379	299	26	categorization	categorization	NOUN
elm-5379	299	27	.	.	PUNCT
elm-5379	300	1	287	287	NUM
elm-5379	300	2	https://doi.org/10.3765/elm	https://doi.org/10.3765/elm	NOUN
elm-5379	300	3	https://www.elm-conference.net/	https://www.elm-conference.net/	PRON