id	sid	tid	token	lemma	pos
ajet-531	1	1	pa	pa	PROPN
ajet-531	1	2	ge	ge	PROPN
ajet-531	1	3	1	1	NUM
ajet-531	1	4	pa	pa	PROPN
ajet-531	1	5	ge	ge	PROPN
ajet-531	1	6	83	83	NUM
ajet-531	1	7	american	american	PROPN
ajet-531	1	8	journal	journal	PROPN
ajet-531	1	9	of	of	ADP
ajet-531	1	10	education	education	NOUN
ajet-531	1	11	and	and	CCONJ
ajet-531	1	12	technologies	technology	NOUN
ajet-531	1	13	(	(	PUNCT
ajet-531	1	14	ajet	ajet	NOUN
ajet-531	1	15	)	)	PUNCT
ajet-531	1	16	sentence	sentence	NOUN
ajet-531	1	17	level	level	NOUN
ajet-531	1	18	amharic	amharic	ADJ
ajet-531	1	19	word	word	NOUN
ajet-531	1	20	sense	sense	NOUN
ajet-531	1	21	disambiguation	disambiguation	NOUN
ajet-531	1	22	dereje	dereje	PROPN
ajet-531	1	23	senay	senay	PROPN
ajet-531	1	24	merawi1	merawi1	PROPN
ajet-531	1	25	*	*	PROPN
ajet-531	1	26	,	,	PUNCT
ajet-531	1	27	tesfa	tesfa	NOUN
ajet-531	1	28	tegegne	tegegne	PROPN
ajet-531	1	29	yalewu2	yalewu2	NOUN
ajet-531	1	30	,	,	PUNCT
ajet-531	1	31	yitbarek	yitbarek	PROPN
ajet-531	1	32	worku	worku	PROPN
ajet-531	1	33	tamir1	tamir1	PROPN
ajet-531	1	34	volume	volume	NOUN
ajet-531	1	35	1	1	NUM
ajet-531	1	36	issue	issue	NOUN
ajet-531	1	37	2	2	NUM
ajet-531	1	38	,	,	PUNCT
ajet-531	1	39	year	year	NOUN
ajet-531	1	40	2022	2022	NUM
ajet-531	1	41	issn	issn	X
ajet-531	1	42	:	:	PUNCT
ajet-531	1	43	2832	2832	NUM
ajet-531	1	44	-	-	SYM
ajet-531	1	45	9481	9481	NUM
ajet-531	1	46	(	(	PUNCT
ajet-531	1	47	online	online	ADJ
ajet-531	1	48	)	)	PUNCT
ajet-531	1	49	doi	doi	NOUN
ajet-531	1	50	:	:	PUNCT
ajet-531	1	51	https://doi.org/10.54536/ajet.v1i2.531	https://doi.org/10.54536/ajet.v1i2.531	NOUN
ajet-531	1	52	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	NOUN
ajet-531	1	53	article	article	NOUN
ajet-531	1	54	information	information	NOUN
ajet-531	1	55	abstract	abstract	ADV
ajet-531	1	56	received	receive	VERB
ajet-531	1	57	:	:	PUNCT
ajet-531	1	58	august	august	PROPN
ajet-531	1	59	31	31	NUM
ajet-531	1	60	,	,	PUNCT
ajet-531	1	61	2022	2022	NUM
ajet-531	1	62	accepted	accept	VERB
ajet-531	1	63	:	:	PUNCT
ajet-531	1	64	september	september	PROPN
ajet-531	1	65	17	17	NUM
ajet-531	1	66	,	,	PUNCT
ajet-531	1	67	2022	2022	NUM
ajet-531	1	68	published	publish	VERB
ajet-531	1	69	:	:	PUNCT
ajet-531	1	70	september	september	PROPN
ajet-531	1	71	20	20	NUM
ajet-531	1	72	,	,	PUNCT
ajet-531	1	73	2022	2022	NUM
ajet-531	1	74	lexical	lexical	ADJ
ajet-531	1	75	ambiguity	ambiguity	NOUN
ajet-531	1	76	,	,	PUNCT
ajet-531	1	77	phonological	phonological	ADJ
ajet-531	1	78	ambiguity	ambiguity	NOUN
ajet-531	1	79	,	,	PUNCT
ajet-531	1	80	structural	structural	ADJ
ajet-531	1	81	ambiguity	ambiguity	NOUN
ajet-531	1	82	,	,	PUNCT
ajet-531	1	83	referential	referential	ADJ
ajet-531	1	84	ambiguity	ambiguity	NOUN
ajet-531	1	85	,	,	PUNCT
ajet-531	1	86	semantic	semantic	ADJ
ajet-531	1	87	ambiguity	ambiguity	NOUN
ajet-531	1	88	,	,	PUNCT
ajet-531	1	89	and	and	CCONJ
ajet-531	1	90	orthographic	orthographic	ADJ
ajet-531	1	91	ambiguity	ambiguity	NOUN
ajet-531	1	92	were	be	AUX
ajet-531	1	93	all	all	DET
ajet-531	1	94	types	type	NOUN
ajet-531	1	95	of	of	ADP
ajet-531	1	96	amharic	amharic	ADJ
ajet-531	1	97	ambiguity	ambiguity	NOUN
ajet-531	1	98	.	.	PUNCT
ajet-531	2	1	the	the	DET
ajet-531	2	2	other	other	ADJ
ajet-531	2	3	ambiguities	ambiguity	NOUN
ajet-531	2	4	were	be	AUX
ajet-531	2	5	out	out	ADP
ajet-531	2	6	of	of	ADP
ajet-531	2	7	this	this	DET
ajet-531	2	8	research	research	NOUN
ajet-531	2	9	because	because	SCONJ
ajet-531	2	10	the	the	DET
ajet-531	2	11	study	study	NOUN
ajet-531	2	12	focuses	focus	VERB
ajet-531	2	13	on	on	ADP
ajet-531	2	14	lexical	lexical	ADJ
ajet-531	2	15	-	-	PUNCT
ajet-531	2	16	semantic	semantic	ADJ
ajet-531	2	17	,	,	PUNCT
ajet-531	2	18	orthographic	orthographic	ADJ
ajet-531	2	19	,	,	PUNCT
ajet-531	2	20	and	and	CCONJ
ajet-531	2	21	semantic	semantic	ADJ
ajet-531	2	22	ambiguities	ambiguity	NOUN
ajet-531	2	23	.	.	PUNCT
ajet-531	3	1	until	until	ADP
ajet-531	3	2	now	now	ADV
ajet-531	3	3	,	,	PUNCT
ajet-531	3	4	some	some	DET
ajet-531	3	5	experts	expert	NOUN
ajet-531	3	6	have	have	AUX
ajet-531	3	7	been	be	AUX
ajet-531	3	8	researching	research	VERB
ajet-531	3	9	the	the	DET
ajet-531	3	10	amharic	amharic	ADJ
ajet-531	3	11	word	word	NOUN
ajet-531	3	12	sense	sense	NOUN
ajet-531	3	13	disambiguation	disambiguation	NOUN
ajet-531	3	14	system	system	NOUN
ajet-531	3	15	.	.	PUNCT
ajet-531	4	1	recent	recent	ADJ
ajet-531	4	2	research	research	NOUN
ajet-531	4	3	,	,	PUNCT
ajet-531	4	4	on	on	ADP
ajet-531	4	5	the	the	DET
ajet-531	4	6	other	other	ADJ
ajet-531	4	7	hand	hand	NOUN
ajet-531	4	8	,	,	PUNCT
ajet-531	4	9	did	do	AUX
ajet-531	4	10	not	not	PART
ajet-531	4	11	take	take	VERB
ajet-531	4	12	into	into	ADP
ajet-531	4	13	account	account	NOUN
ajet-531	4	14	antonym	antonym	ADJ
ajet-531	4	15	,	,	PUNCT
ajet-531	4	16	troponymy	troponymy	NOUN
ajet-531	4	17	,	,	PUNCT
ajet-531	4	18	holonomy	holonomy	NOUN
ajet-531	4	19	,	,	PUNCT
ajet-531	4	20	and	and	CCONJ
ajet-531	4	21	homonym	homonym	ADJ
ajet-531	4	22	relationships	relationship	NOUN
ajet-531	4	23	in	in	ADP
ajet-531	4	24	the	the	DET
ajet-531	4	25	wordnet	wordnet	NOUN
ajet-531	4	26	;	;	PUNCT
ajet-531	4	27	this	this	DET
ajet-531	4	28	problem	problem	NOUN
ajet-531	4	29	was	be	AUX
ajet-531	4	30	overcome	overcome	VERB
ajet-531	4	31	by	by	ADP
ajet-531	4	32	this	this	DET
ajet-531	4	33	study	study	NOUN
ajet-531	4	34	.	.	PUNCT
ajet-531	5	1	using	use	VERB
ajet-531	5	2	a	a	DET
ajet-531	5	3	deep	deep	ADJ
ajet-531	5	4	learning	learning	NOUN
ajet-531	5	5	method	method	NOUN
ajet-531	5	6	,	,	PUNCT
ajet-531	5	7	we	we	PRON
ajet-531	5	8	are	be	AUX
ajet-531	5	9	developing	develop	VERB
ajet-531	5	10	an	an	DET
ajet-531	5	11	amharic	amharic	ADJ
ajet-531	5	12	word	word	NOUN
ajet-531	5	13	sense	sense	NOUN
ajet-531	5	14	disambiguation	disambiguation	PROPN
ajet-531	5	15	model	model	NOUN
ajet-531	5	16	.	.	PUNCT
ajet-531	6	1	we	we	PRON
ajet-531	6	2	use	use	VERB
ajet-531	6	3	a	a	DET
ajet-531	6	4	design	design	NOUN
ajet-531	6	5	science	science	NOUN
ajet-531	6	6	research	research	NOUN
ajet-531	6	7	strategy	strategy	NOUN
ajet-531	6	8	to	to	PART
ajet-531	6	9	close	close	VERB
ajet-531	6	10	the	the	DET
ajet-531	6	11	gap	gap	NOUN
ajet-531	6	12	,	,	PUNCT
ajet-531	6	13	starting	start	VERB
ajet-531	6	14	with	with	ADP
ajet-531	6	15	problem	problem	NOUN
ajet-531	6	16	identification	identification	NOUN
ajet-531	6	17	and	and	CCONJ
ajet-531	6	18	concluding	conclude	VERB
ajet-531	6	19	with	with	ADP
ajet-531	6	20	final	final	ADJ
ajet-531	6	21	communication	communication	NOUN
ajet-531	6	22	.	.	PUNCT
ajet-531	7	1	159	159	NUM
ajet-531	7	2	ambiguous	ambiguous	ADJ
ajet-531	7	3	words	word	NOUN
ajet-531	7	4	,	,	PUNCT
ajet-531	7	5	1214	1214	NUM
ajet-531	7	6	synsets	synset	NOUN
ajet-531	7	7	,	,	PUNCT
ajet-531	7	8	and	and	CCONJ
ajet-531	7	9	2164	2164	NUM
ajet-531	7	10	sentence	sentence	NOUN
ajet-531	7	11	datasets	dataset	NOUN
ajet-531	7	12	were	be	AUX
ajet-531	7	13	used	use	VERB
ajet-531	7	14	to	to	PART
ajet-531	7	15	create	create	VERB
ajet-531	7	16	three	three	NUM
ajet-531	7	17	distinct	distinct	ADJ
ajet-531	7	18	deep	deep	ADJ
ajet-531	7	19	learning	learning	NOUN
ajet-531	7	20	algorithms	algorithm	NOUN
ajet-531	7	21	in	in	ADP
ajet-531	7	22	three	three	NUM
ajet-531	7	23	separate	separate	ADJ
ajet-531	7	24	experiments	experiment	NOUN
ajet-531	7	25	.	.	PUNCT
ajet-531	8	1	using	use	VERB
ajet-531	8	2	the	the	DET
ajet-531	8	3	given	give	VERB
ajet-531	8	4	dataset	dataset	NOUN
ajet-531	8	5	,	,	PUNCT
ajet-531	8	6	the	the	DET
ajet-531	8	7	overall	overall	ADJ
ajet-531	8	8	performance	performance	NOUN
ajet-531	8	9	of	of	ADP
ajet-531	8	10	the	the	DET
ajet-531	8	11	model	model	NOUN
ajet-531	8	12	is	be	AUX
ajet-531	8	13	measured	measure	VERB
ajet-531	8	14	using	use	VERB
ajet-531	8	15	performance	performance	NOUN
ajet-531	8	16	metrics	metric	NOUN
ajet-531	8	17	in	in	ADP
ajet-531	8	18	precision	precision	NOUN
ajet-531	8	19	,	,	PUNCT
ajet-531	8	20	f	f	X
ajet-531	8	21	-	-	PUNCT
ajet-531	8	22	measure	measure	NOUN
ajet-531	8	23	,	,	PUNCT
ajet-531	8	24	and	and	CCONJ
ajet-531	8	25	confusion	confusion	NOUN
ajet-531	8	26	matrix	matrix	NOUN
ajet-531	8	27	.	.	PUNCT
ajet-531	9	1	in	in	ADP
ajet-531	9	2	this	this	DET
ajet-531	9	3	study	study	NOUN
ajet-531	9	4	,	,	PUNCT
ajet-531	9	5	lstm	lstm	PROPN
ajet-531	9	6	,	,	PUNCT
ajet-531	9	7	cnn	cnn	PROPN
ajet-531	9	8	,	,	PUNCT
ajet-531	9	9	and	and	CCONJ
ajet-531	9	10	bi	bi	NOUN
ajet-531	9	11	-	-	ADJ
ajet-531	9	12	lstm	lstm	NOUN
ajet-531	9	13	obtained	obtain	VERB
ajet-531	9	14	94	94	NUM
ajet-531	9	15	percent	percent	NOUN
ajet-531	9	16	,	,	PUNCT
ajet-531	9	17	95	95	NUM
ajet-531	9	18	percent	percent	NOUN
ajet-531	9	19	,	,	PUNCT
ajet-531	9	20	and	and	CCONJ
ajet-531	9	21	96	96	NUM
ajet-531	9	22	percent	percent	NOUN
ajet-531	9	23	accuracy	accuracy	NOUN
ajet-531	9	24	respectively	respectively	ADV
ajet-531	9	25	in	in	ADP
ajet-531	9	26	the	the	DET
ajet-531	9	27	third	third	ADJ
ajet-531	9	28	experiment	experiment	NOUN
ajet-531	9	29	,	,	PUNCT
ajet-531	9	30	based	base	VERB
ajet-531	9	31	on	on	ADP
ajet-531	9	32	performance	performance	NOUN
ajet-531	9	33	measurement	measurement	NOUN
ajet-531	9	34	.	.	PUNCT
ajet-531	10	1	keywords	keyword	VERB
ajet-531	10	2	deep	deep	ADJ
ajet-531	10	3	learning	learning	NOUN
ajet-531	10	4	,	,	PUNCT
ajet-531	10	5	natural	natural	ADJ
ajet-531	10	6	language	language	NOUN
ajet-531	10	7	preprocessing	preprocessing	NOUN
ajet-531	10	8	,	,	PUNCT
ajet-531	10	9	wordnet	wordnet	NOUN
ajet-531	10	10	,	,	PUNCT
ajet-531	10	11	word	word	NOUN
ajet-531	10	12	sense	sense	NOUN
ajet-531	10	13	disambiguation	disambiguation	NOUN
ajet-531	10	14	1	1	NUM
ajet-531	10	15	information	information	NOUN
ajet-531	10	16	technology	technology	NOUN
ajet-531	10	17	,	,	PUNCT
ajet-531	10	18	faculty	faculty	NOUN
ajet-531	10	19	of	of	ADP
ajet-531	10	20	technology	technology	NOUN
ajet-531	10	21	,	,	PUNCT
ajet-531	10	22	debre	debre	PROPN
ajet-531	10	23	tabor	tabor	PROPN
ajet-531	10	24	university	university	PROPN
ajet-531	10	25	,	,	PUNCT
ajet-531	10	26	ethiopia	ethiopia	PROPN
ajet-531	10	27	2	2	NUM
ajet-531	10	28	computer	computer	NOUN
ajet-531	10	29	science	science	NOUN
ajet-531	10	30	,	,	PUNCT
ajet-531	10	31	institute	institute	NOUN
ajet-531	10	32	of	of	ADP
ajet-531	10	33	technology	technology	NOUN
ajet-531	10	34	,	,	PUNCT
ajet-531	10	35	bahir	bahir	PROPN
ajet-531	10	36	dar	dar	PROPN
ajet-531	10	37	university	university	PROPN
ajet-531	10	38	,	,	PUNCT
ajet-531	10	39	ethiopia	ethiopia	PROPN
ajet-531	10	40	*	*	SYM
ajet-531	10	41	corresponding	correspond	VERB
ajet-531	10	42	author	author	NOUN
ajet-531	10	43	’s	’s	PART
ajet-531	10	44	e	e	NOUN
ajet-531	10	45	-	-	NOUN
ajet-531	10	46	mail	mail	NOUN
ajet-531	10	47	:	:	PUNCT
ajet-531	10	48	radereje6@gmail.com	radereje6@gmail.com	X
ajet-531	10	49	introduction	introduction	NOUN
ajet-531	10	50	natural	natural	ADJ
ajet-531	10	51	language	language	NOUN
ajet-531	10	52	preprocessing	preprocessing	NOUN
ajet-531	10	53	is	be	AUX
ajet-531	10	54	an	an	DET
ajet-531	10	55	essential	essential	ADJ
ajet-531	10	56	part	part	NOUN
ajet-531	10	57	of	of	ADP
ajet-531	10	58	computer	computer	NOUN
ajet-531	10	59	science	science	NOUN
ajet-531	10	60	,	,	PUNCT
ajet-531	10	61	in	in	ADP
ajet-531	10	62	which	which	PRON
ajet-531	10	63	computational	computational	ADJ
ajet-531	10	64	linguistics	linguistic	NOUN
ajet-531	10	65	and	and	CCONJ
ajet-531	10	66	machine	machine	NOUN
ajet-531	10	67	learning	learning	NOUN
ajet-531	10	68	are	be	AUX
ajet-531	10	69	broadly	broadly	ADV
ajet-531	10	70	used	use	VERB
ajet-531	10	71	.	.	PUNCT
ajet-531	11	1	the	the	DET
ajet-531	11	2	machine	machine	NOUN
ajet-531	11	3	learns	learn	VERB
ajet-531	11	4	the	the	DET
ajet-531	11	5	syntax	syntax	NOUN
ajet-531	11	6	and	and	CCONJ
ajet-531	11	7	semantics	semantic	NOUN
ajet-531	11	8	of	of	ADP
ajet-531	11	9	human	human	ADJ
ajet-531	11	10	language	language	NOUN
ajet-531	11	11	;	;	PUNCT
ajet-531	11	12	processes	process	NOUN
ajet-531	11	13	and	and	CCONJ
ajet-531	11	14	gives	give	VERB
ajet-531	11	15	the	the	DET
ajet-531	11	16	output	output	NOUN
ajet-531	11	17	to	to	ADP
ajet-531	11	18	the	the	DET
ajet-531	11	19	user	user	NOUN
ajet-531	11	20	(	(	PUNCT
ajet-531	11	21	heo	heo	PROPN
ajet-531	11	22	et	et	PROPN
ajet-531	11	23	al	al	PROPN
ajet-531	11	24	.	.	PROPN
ajet-531	11	25	,	,	PUNCT
ajet-531	11	26	2020	2020	NUM
ajet-531	11	27	)	)	PUNCT
ajet-531	11	28	.	.	PUNCT
ajet-531	12	1	(	(	PUNCT
ajet-531	12	2	pesaranghader	pesaranghader	NOUN
ajet-531	12	3	et	et	PROPN
ajet-531	12	4	al	al	PROPN
ajet-531	12	5	.	.	PROPN
ajet-531	12	6	,	,	PUNCT
ajet-531	12	7	2018	2018	NUM
ajet-531	12	8	)	)	PUNCT
ajet-531	12	9	wsd	wsd	PROPN
ajet-531	12	10	is	be	AUX
ajet-531	12	11	a	a	DET
ajet-531	12	12	crucial	crucial	ADJ
ajet-531	12	13	problem	problem	NOUN
ajet-531	12	14	in	in	ADP
ajet-531	12	15	natural	natural	ADJ
ajet-531	12	16	language	language	NOUN
ajet-531	12	17	processing	processing	NOUN
ajet-531	12	18	.	.	PUNCT
ajet-531	13	1	however	however	ADV
ajet-531	13	2	,	,	PUNCT
ajet-531	13	3	the	the	DET
ajet-531	13	4	task	task	NOUN
ajet-531	13	5	is	be	AUX
ajet-531	13	6	useful	useful	ADJ
ajet-531	13	7	for	for	ADP
ajet-531	13	8	applications	application	NOUN
ajet-531	13	9	such	such	ADJ
ajet-531	13	10	as	as	ADP
ajet-531	13	11	machine	machine	NOUN
ajet-531	13	12	translation	translation	NOUN
ajet-531	13	13	and	and	CCONJ
ajet-531	13	14	question	question	NOUN
ajet-531	13	15	answering	answering	NOUN
ajet-531	13	16	.	.	PUNCT
ajet-531	14	1	the	the	DET
ajet-531	14	2	problem	problem	NOUN
ajet-531	14	3	defines	define	VERB
ajet-531	14	4	as	as	ADP
ajet-531	14	5	,	,	PUNCT
ajet-531	14	6	a	a	DET
ajet-531	14	7	reasonable	reasonable	ADJ
ajet-531	14	8	sense	sense	NOUN
ajet-531	14	9	of	of	ADP
ajet-531	14	10	a	a	DET
ajet-531	14	11	word	word	NOUN
ajet-531	14	12	that	that	PRON
ajet-531	14	13	can	can	AUX
ajet-531	14	14	have	have	VERB
ajet-531	14	15	multiple	multiple	ADJ
ajet-531	14	16	meanings	meaning	NOUN
ajet-531	14	17	or	or	CCONJ
ajet-531	14	18	seems	seem	VERB
ajet-531	14	19	to	to	PART
ajet-531	14	20	be	be	AUX
ajet-531	14	21	ambiguous	ambiguous	ADJ
ajet-531	14	22	in	in	ADP
ajet-531	14	23	a	a	DET
ajet-531	14	24	given	give	VERB
ajet-531	14	25	context	context	NOUN
ajet-531	14	26	(	(	PUNCT
ajet-531	14	27	heo	heo	PROPN
ajet-531	14	28	et	et	PROPN
ajet-531	14	29	al	al	PROPN
ajet-531	14	30	.	.	PROPN
ajet-531	14	31	,	,	PUNCT
ajet-531	14	32	2020	2020	NUM
ajet-531	14	33	)	)	PUNCT
ajet-531	14	34	.	.	PUNCT
ajet-531	15	1	amharic	amharic	PROPN
ajet-531	15	2	is	be	AUX
ajet-531	15	3	a	a	DET
ajet-531	15	4	semitic	semitic	ADJ
ajet-531	15	5	language	language	NOUN
ajet-531	15	6	that	that	PRON
ajet-531	15	7	is	be	AUX
ajet-531	15	8	part	part	NOUN
ajet-531	15	9	of	of	ADP
ajet-531	15	10	the	the	DET
ajet-531	15	11	afroasiatic	afroasiatic	ADJ
ajet-531	15	12	family	family	NOUN
ajet-531	15	13	and	and	CCONJ
ajet-531	15	14	is	be	AUX
ajet-531	15	15	spoken	speak	VERB
ajet-531	15	16	by	by	ADP
ajet-531	15	17	the	the	DET
ajet-531	15	18	majority	majority	NOUN
ajet-531	15	19	of	of	ADP
ajet-531	15	20	ethiopians	ethiopians	PROPN
ajet-531	15	21	.	.	PUNCT
ajet-531	16	1	the	the	DET
ajet-531	16	2	ethiopian	ethiopian	ADJ
ajet-531	16	3	orthodox	orthodox	PROPN
ajet-531	16	4	tewahedo	tewahedo	PROPN
ajet-531	16	5	church	church	PROPN
ajet-531	16	6	uses	use	VERB
ajet-531	16	7	an	an	DET
ajet-531	16	8	alphabet	alphabet	NOUN
ajet-531	16	9	called	call	VERB
ajet-531	16	10	(	(	PUNCT
ajet-531	16	11	fidäl	fidäl	PROPN
ajet-531	16	12	)	)	PUNCT
ajet-531	16	13	that	that	PRON
ajet-531	16	14	was	be	AUX
ajet-531	16	15	inherited	inherit	VERB
ajet-531	16	16	from	from	ADP
ajet-531	16	17	the	the	DET
ajet-531	16	18	geez	geez	PROPN
ajet-531	16	19	language	language	NOUN
ajet-531	16	20	.	.	PUNCT
ajet-531	17	1	its	its	PRON
ajet-531	17	2	words	word	NOUN
ajet-531	17	3	are	be	AUX
ajet-531	17	4	a	a	DET
ajet-531	17	5	linguistically	linguistically	ADV
ajet-531	17	6	ordered	order	VERB
ajet-531	17	7	mixture	mixture	NOUN
ajet-531	17	8	of	of	ADP
ajet-531	17	9	phonemes	phoneme	NOUN
ajet-531	17	10	and	and	CCONJ
ajet-531	17	11	their	their	PRON
ajet-531	17	12	orthographic	orthographic	ADJ
ajet-531	17	13	representations	representation	NOUN
ajet-531	17	14	.	.	PUNCT
ajet-531	18	1	it	it	PRON
ajet-531	18	2	is	be	AUX
ajet-531	18	3	like	like	ADP
ajet-531	18	4	other	other	ADJ
ajet-531	18	5	semitic	semitic	ADJ
ajet-531	18	6	languages	language	NOUN
ajet-531	18	7	and	and	CCONJ
ajet-531	18	8	has	have	VERB
ajet-531	18	9	a	a	DET
ajet-531	18	10	morphologically	morphologically	ADV
ajet-531	18	11	complex	complex	ADJ
ajet-531	18	12	structure	structure	NOUN
ajet-531	18	13	.	.	PUNCT
ajet-531	19	1	even	even	ADV
ajet-531	19	2	though	though	SCONJ
ajet-531	19	3	six	six	NUM
ajet-531	19	4	types	type	NOUN
ajet-531	19	5	of	of	ADP
ajet-531	19	6	ambiguity	ambiguity	NOUN
ajet-531	19	7	occurred	occur	VERB
ajet-531	19	8	in	in	ADP
ajet-531	19	9	amharic	amharic	PROPN
ajet-531	19	10	languages	language	NOUN
ajet-531	19	11	,	,	PUNCT
ajet-531	19	12	this	this	DET
ajet-531	19	13	research	research	NOUN
ajet-531	19	14	focused	focus	VERB
ajet-531	19	15	on	on	ADP
ajet-531	19	16	the	the	DET
ajet-531	19	17	lexical	lexical	ADJ
ajet-531	19	18	,	,	PUNCT
ajet-531	19	19	orthographic	orthographic	ADJ
ajet-531	19	20	,	,	PUNCT
ajet-531	19	21	and	and	CCONJ
ajet-531	19	22	semantic	semantic	ADJ
ajet-531	19	23	ambiguity	ambiguity	NOUN
ajet-531	19	24	of	of	ADP
ajet-531	19	25	amharic	amharic	ADJ
ajet-531	19	26	ambiguous	ambiguous	ADJ
ajet-531	19	27	words	word	NOUN
ajet-531	19	28	due	due	ADP
ajet-531	19	29	to	to	ADP
ajet-531	19	30	problems	problem	NOUN
ajet-531	19	31	solved	solve	VERB
ajet-531	19	32	by	by	ADP
ajet-531	19	33	the	the	DET
ajet-531	19	34	word	word	NOUN
ajet-531	19	35	sense	sense	NOUN
ajet-531	19	36	disambiguation	disambiguation	PROPN
ajet-531	19	37	model	model	PROPN
ajet-531	19	38	.	.	PUNCT
ajet-531	20	1	native	native	ADJ
ajet-531	20	2	speakers	speaker	NOUN
ajet-531	20	3	of	of	ADP
ajet-531	20	4	the	the	DET
ajet-531	20	5	language	language	NOUN
ajet-531	20	6	can	can	AUX
ajet-531	20	7	disambiguate	disambiguate	VERB
ajet-531	20	8	amharic	amharic	ADJ
ajet-531	20	9	words	word	NOUN
ajet-531	20	10	or	or	CCONJ
ajet-531	20	11	phrases	phrase	NOUN
ajet-531	20	12	easily	easily	ADV
ajet-531	20	13	.	.	PUNCT
ajet-531	21	1	but	but	CCONJ
ajet-531	21	2	the	the	DET
ajet-531	21	3	same	same	ADJ
ajet-531	21	4	task	task	NOUN
ajet-531	21	5	becomes	become	VERB
ajet-531	21	6	highly	highly	ADV
ajet-531	21	7	complex	complex	ADJ
ajet-531	21	8	and	and	CCONJ
ajet-531	21	9	knotty	knotty	ADJ
ajet-531	21	10	when	when	SCONJ
ajet-531	21	11	done	do	VERB
ajet-531	21	12	by	by	ADP
ajet-531	21	13	machines	machine	NOUN
ajet-531	21	14	(	(	PUNCT
ajet-531	21	15	abid	abid	PROPN
ajet-531	21	16	et	et	PROPN
ajet-531	21	17	al	al	PROPN
ajet-531	21	18	.	.	PROPN
ajet-531	21	19	,	,	PUNCT
ajet-531	21	20	2018	2018	NUM
ajet-531	21	21	)	)	PUNCT
ajet-531	21	22	.	.	PUNCT
ajet-531	22	1	it	it	PRON
ajet-531	22	2	is	be	AUX
ajet-531	22	3	useful	useful	ADJ
ajet-531	22	4	for	for	ADP
ajet-531	22	5	many	many	ADJ
ajet-531	22	6	applications	application	NOUN
ajet-531	22	7	such	such	ADJ
ajet-531	22	8	as	as	ADP
ajet-531	22	9	event	event	NOUN
ajet-531	22	10	extraction	extraction	NOUN
ajet-531	22	11	,	,	PUNCT
ajet-531	22	12	document	document	NOUN
ajet-531	22	13	indexing	indexing	NOUN
ajet-531	22	14	,	,	PUNCT
ajet-531	22	15	information	information	NOUN
ajet-531	22	16	retrieval	retrieval	NOUN
ajet-531	22	17	,	,	PUNCT
ajet-531	22	18	theme	theme	NOUN
ajet-531	22	19	extraction	extraction	NOUN
ajet-531	22	20	,	,	PUNCT
ajet-531	22	21	machine	machine	NOUN
ajet-531	22	22	translation	translation	NOUN
ajet-531	22	23	,	,	PUNCT
ajet-531	22	24	semantic	semantic	ADJ
ajet-531	22	25	annotation	annotation	NOUN
ajet-531	22	26	,	,	PUNCT
ajet-531	22	27	cross	cross	ADJ
ajet-531	22	28	-	-	ADJ
ajet-531	22	29	document	document	ADJ
ajet-531	22	30	referencing	referencing	NOUN
ajet-531	22	31	,	,	PUNCT
ajet-531	22	32	and	and	CCONJ
ajet-531	22	33	semantic	semantic	ADJ
ajet-531	22	34	web	web	NOUN
ajet-531	22	35	search	search	NOUN
ajet-531	22	36	.	.	PUNCT
ajet-531	23	1	this	this	DET
ajet-531	23	2	study	study	NOUN
ajet-531	23	3	dataset	dataset	VERB
ajet-531	23	4	considers	consider	VERB
ajet-531	23	5	the	the	DET
ajet-531	23	6	following	follow	VERB
ajet-531	23	7	type	type	NOUN
ajet-531	23	8	of	of	ADP
ajet-531	23	9	ambiguities	ambiguity	NOUN
ajet-531	23	10	,	,	PUNCT
ajet-531	23	11	the	the	DET
ajet-531	23	12	word	word	NOUN
ajet-531	23	13	ሃረግ(phrase	ሃረግ(phrase	NUM
ajet-531	23	14	)	)	PUNCT
ajet-531	23	15	is	be	AUX
ajet-531	23	16	ambiguous	ambiguous	ADJ
ajet-531	23	17	and	and	CCONJ
ajet-531	23	18	has	have	VERB
ajet-531	23	19	three	three	NUM
ajet-531	23	20	synsets	synset	NOUN
ajet-531	23	21	,	,	PUNCT
ajet-531	23	22	three	three	NUM
ajet-531	23	23	glosses	gloss	NOUN
ajet-531	23	24	,	,	PUNCT
ajet-531	23	25	and	and	CCONJ
ajet-531	23	26	eight	eight	NUM
ajet-531	23	27	relations	relation	NOUN
ajet-531	23	28	.	.	PUNCT
ajet-531	24	1	ሀረግ1(shrubs	ሀረግ1(shrub	NOUN
ajet-531	24	2	):	):	PUNCT
ajet-531	25	1	ከአጠገቡ	ከአጠገቡ	PROPN
ajet-531	25	2	በሚገኙ	በሚገኙ	PROPN
ajet-531	25	3	ዛፎችና	ዛፎችና	PROPN
ajet-531	25	4	ቋሚ	ቋሚ	PRON
ajet-531	25	5	ነገሮች	ነገሮች	NOUN
ajet-531	25	6	ላይ	ላይ	ADP
ajet-531	25	7	እየተጠመጠመ	እየተጠመጠመ	NOUN
ajet-531	25	8	እና	እና	VERB
ajet-531	25	9	እየተሳበ	እየተሳበ	NOUN
ajet-531	25	10	የሚያድግ	የሚያድግ	VERB
ajet-531	25	11	እንደ	እንደ	PROPN
ajet-531	26	1	ሃረግ	ሃረግ	PRON
ajet-531	26	2	ሬሳና፣	ሬሳና፣	PROPN
ajet-531	26	3	ጥሮ	ጥሮ	PROPN
ajet-531	26	4	አይነት	አይነት	NOUN
ajet-531	26	5	እጽዋት።	እጽዋት።	PROPN
ajet-531	26	6	(	(	PUNCT
ajet-531	26	7	it	it	PRON
ajet-531	26	8	grows	grow	VERB
ajet-531	26	9	on	on	ADP
ajet-531	26	10	twigs	twig	NOUN
ajet-531	26	11	and	and	CCONJ
ajet-531	26	12	shrubs	shrub	NOUN
ajet-531	26	13	and	and	CCONJ
ajet-531	26	14	grows	grow	VERB
ajet-531	26	15	on	on	ADP
ajet-531	26	16	trees	tree	NOUN
ajet-531	26	17	and	and	CCONJ
ajet-531	26	18	shrubs	shrub	NOUN
ajet-531	26	19	)	)	PUNCT
ajet-531	26	20	ሀረግ2(design	ሀረግ2(design	NOUN
ajet-531	26	21	):	):	PUNCT
ajet-531	26	22	ለጌጥ	ለጌጥ	NOUN
ajet-531	26	23	ሲባል	ሲባል	PROPN
ajet-531	26	24	በጥርብ	በጥርብ	PROPN
ajet-531	26	25	እንጨት፣	እንጨት፣	PROPN
ajet-531	26	26	በመጽሃፍትና	በመጽሃፍትና	PROPN
ajet-531	26	27	ሐዉልቶች	ሐዉልቶች	NOUN
ajet-531	27	1	ላይ	ላይ	ADP
ajet-531	28	1	እንደ	እንደ	PROPN
ajet-531	29	1	ሃረግ	ሃረግ	PROPN
ajet-531	29	2	እየተለጣጠፈ	እየተለጣጠፈ	PROPN
ajet-531	29	3	የሚሰራ	የሚሰራ	PROPN
ajet-531	29	4	ንድፍ።	ንድፍ።	PROPN
ajet-531	30	1	(	(	PUNCT
ajet-531	30	2	design	design	NOUN
ajet-531	30	3	for	for	ADP
ajet-531	30	4	decorative	decorative	ADJ
ajet-531	30	5	wood	wood	NOUN
ajet-531	30	6	carvings	carving	NOUN
ajet-531	30	7	,	,	PUNCT
ajet-531	30	8	books	book	NOUN
ajet-531	30	9	and	and	CCONJ
ajet-531	30	10	statues	statue	NOUN
ajet-531	30	11	)	)	PUNCT
ajet-531	30	12	ሀረግ3(phrase	ሀረግ3(phrase	ADV
ajet-531	30	13	):	):	PUNCT
ajet-531	30	14	ሁለትና	ሁለትና	NOUN
ajet-531	30	15	ከሁለት	ከሁለት	VERB
ajet-531	30	16	በላይ	በላይ	PROPN
ajet-531	30	17	ቃላቶቸን	ቃላቶቸን	PROPN
ajet-531	30	18	የያዘ	የያዘ	PROPN
ajet-531	30	19	ማሰሪያ	ማሰሪያ	NOUN
ajet-531	30	20	አንቀጽ	አንቀጽ	NOUN
ajet-531	30	21	የሌለዉ	የሌለዉ	PROPN
ajet-531	30	22	የአረፍተ	የአረፍተ	PROPN
ajet-531	30	23	ነገር	ነገር	PROPN
ajet-531	30	24	ከፋይ።	ከፋይ።	PROPN
ajet-531	30	25	(	(	PUNCT
ajet-531	30	26	a	a	DET
ajet-531	30	27	sentence	sentence	NOUN
ajet-531	30	28	without	without	ADP
ajet-531	30	29	a	a	DET
ajet-531	30	30	binding	bind	VERB
ajet-531	30	31	clause	clause	NOUN
ajet-531	30	32	containing	contain	VERB
ajet-531	30	33	two	two	NUM
ajet-531	30	34	or	or	CCONJ
ajet-531	30	35	more	more	ADJ
ajet-531	30	36	words	word	NOUN
ajet-531	30	37	)	)	PUNCT
ajet-531	30	38	.	.	PUNCT
ajet-531	31	1	its	its	PRON
ajet-531	31	2	relation	relation	NOUN
ajet-531	31	3	used	use	VERB
ajet-531	31	4	as	as	ADP
ajet-531	31	5	a	a	DET
ajet-531	31	6	dataset	dataset	NOUN
ajet-531	31	7	for	for	ADP
ajet-531	31	8	this	this	DET
ajet-531	31	9	research	research	NOUN
ajet-531	31	10	was	be	AUX
ajet-531	31	11	hypernym	hypernym	ADJ
ajet-531	31	12	:	:	PUNCT
ajet-531	31	13	እጽዋት	እጽዋት	NOUN
ajet-531	31	14	በዛፎች	በዛፎች	NOUN
ajet-531	31	15	ላይ	ላይ	ADP
ajet-531	31	16	የሚጠመጠሙ	የሚጠመጠሙ	DET
ajet-531	31	17	ሃረጎችንም	ሃረጎችንም	PROPN
ajet-531	31	18	ይይዛሉ።	ይይዛሉ።	PROPN
ajet-531	31	19	(	(	PUNCT
ajet-531	31	20	plants	plant	NOUN
ajet-531	31	21	also	also	ADV
ajet-531	31	22	contain	contain	VERB
ajet-531	31	23	phrases	phrase	NOUN
ajet-531	31	24	that	that	PRON
ajet-531	31	25	are	be	AUX
ajet-531	31	26	wrapped	wrap	VERB
ajet-531	31	27	around	around	ADP
ajet-531	31	28	trees	tree	NOUN
ajet-531	31	29	)	)	PUNCT
ajet-531	31	30	hyponym	hyponym	NOUN
ajet-531	31	31	:	:	PUNCT
ajet-531	31	32	ሃረግ	ሃረግ	PRON
ajet-531	31	33	በዛፎች	በዛፎች	NOUN
ajet-531	31	34	ላይ	ላይ	INTJ
ajet-531	31	35	የሚጠመጠም	የሚጠመጠም	PROPN
ajet-531	31	36	የእጽዋት	የእጽዋት	PROPN
ajet-531	31	37	አይነት	አይነት	ADJ
ajet-531	31	38	ማለትም	ማለትም	NOUN
ajet-531	31	39	ነው።	ነው።	PROPN
ajet-531	31	40	(	(	PUNCT
ajet-531	31	41	shurbs	shurbs	NOUN
ajet-531	31	42	is	be	AUX
ajet-531	31	43	a	a	DET
ajet-531	31	44	type	type	NOUN
ajet-531	31	45	of	of	ADP
ajet-531	31	46	plant	plant	NOUN
ajet-531	31	47	that	that	PRON
ajet-531	31	48	grows	grow	VERB
ajet-531	31	49	on	on	ADP
ajet-531	31	50	trees	tree	NOUN
ajet-531	31	51	)	)	PUNCT
ajet-531	31	52	from	from	ADP
ajet-531	31	53	the	the	DET
ajet-531	31	54	above	above	ADJ
ajet-531	31	55	example	example	NOUN
ajet-531	31	56	hypernym	hypernym	NOUN
ajet-531	31	57	,	,	PUNCT
ajet-531	31	58	እጽዋት(plant	እጽዋት(plant	PROPN
ajet-531	31	59	)	)	PUNCT
ajet-531	31	60	hyponym	hyponym	NOUN
ajet-531	31	61	ሃረግ(shrubs)the	ሃረግ(shrubs)the	DET
ajet-531	31	62	family	family	NOUN
ajet-531	31	63	of	of	ADP
ajet-531	31	64	shrubs	shrub	NOUN
ajet-531	31	65	plants	plant	NOUN
ajet-531	31	66	.	.	PUNCT
ajet-531	32	1	it	it	PRON
ajet-531	32	2	indicates	indicate	VERB
ajet-531	32	3	how	how	SCONJ
ajet-531	32	4	many	many	ADJ
ajet-531	32	5	amharic	amharic	ADJ
ajet-531	32	6	ambiguous	ambiguous	ADJ
ajet-531	32	7	words	word	NOUN
ajet-531	32	8	cause	cause	VERB
ajet-531	32	9	communication	communication	NOUN
ajet-531	32	10	barriers	barrier	NOUN
ajet-531	32	11	because	because	SCONJ
ajet-531	32	12	of	of	ADP
ajet-531	32	13	various	various	ADJ
ajet-531	32	14	meanings	meaning	NOUN
ajet-531	32	15	based	base	VERB
ajet-531	32	16	on	on	ADP
ajet-531	32	17	different	different	ADJ
ajet-531	32	18	contexts	contexts	NOUN
ajet-531	32	19	.	.	PUNCT
ajet-531	33	1	to	to	PART
ajet-531	33	2	infer	infer	VERB
ajet-531	33	3	senses	sense	NOUN
ajet-531	33	4	,	,	PUNCT
ajet-531	33	5	informationbased	informationbase	VERB
ajet-531	33	6	systems	system	NOUN
ajet-531	33	7	use	use	VERB
ajet-531	33	8	language	language	NOUN
ajet-531	33	9	tools	tool	NOUN
ajet-531	33	10	such	such	ADJ
ajet-531	33	11	as	as	ADP
ajet-531	33	12	dictionaries	dictionary	NOUN
ajet-531	33	13	,	,	PUNCT
ajet-531	33	14	thesauri	thesauri	PROPN
ajet-531	33	15	,	,	PUNCT
ajet-531	33	16	and	and	CCONJ
ajet-531	33	17	knowledge	knowledge	NOUN
ajet-531	33	18	graphs	graph	NOUN
ajet-531	33	19	.	.	PUNCT
ajet-531	34	1	on	on	ADP
ajet-531	34	2	the	the	DET
ajet-531	34	3	other	other	ADJ
ajet-531	34	4	hand	hand	NOUN
ajet-531	34	5	,	,	PUNCT
ajet-531	34	6	supervised	supervised	ADJ
ajet-531	34	7	methods	method	NOUN
ajet-531	34	8	use	use	VERB
ajet-531	34	9	an	an	DET
ajet-531	34	10	annotated	annotate	VERB
ajet-531	34	11	training	training	NOUN
ajet-531	34	12	dataset	dataset	VERB
ajet-531	34	13	to	to	PART
ajet-531	34	14	train	train	VERB
ajet-531	34	15	a	a	DET
ajet-531	34	16	computer	computer	NOUN
ajet-531	34	17	to	to	PART
ajet-531	34	18	predict	predict	VERB
ajet-531	34	19	a	a	DET
ajet-531	34	20	meaning	meaning	NOUN
ajet-531	34	21	given	give	VERB
ajet-531	34	22	the	the	DET
ajet-531	34	23	target	target	NOUN
ajet-531	34	24	word	word	NOUN
ajet-531	34	25	and	and	CCONJ
ajet-531	34	26	its	its	PRON
ajet-531	34	27	context	context	NOUN
ajet-531	34	28	.	.	PUNCT
ajet-531	35	1	to	to	PART
ajet-531	35	2	improve	improve	VERB
ajet-531	35	3	wsd	wsd	PROPN
ajet-531	35	4	efficiency	efficiency	NOUN
ajet-531	35	5	,	,	PUNCT
ajet-531	35	6	semisupervised	semisupervise	VERB
ajet-531	35	7	approaches	approach	NOUN
ajet-531	35	8	to	to	ADP
ajet-531	35	9	word	word	NOUN
ajet-531	35	10	sense	sense	NOUN
ajet-531	35	11	disambiguation	disambiguation	NOUN
ajet-531	35	12	combine	combine	AUX
ajet-531	35	13	manually	manually	ADV
ajet-531	35	14	generated	generate	VERB
ajet-531	35	15	training	training	NOUN
ajet-531	35	16	sets	set	NOUN
ajet-531	35	17	with	with	ADP
ajet-531	35	18	a	a	DET
ajet-531	35	19	large	large	ADJ
ajet-531	35	20	corpus	corpus	NOUN
ajet-531	35	21	of	of	ADP
ajet-531	35	22	unlabeled	unlabeled	ADJ
ajet-531	35	23	data	datum	NOUN
ajet-531	35	24	.	.	PUNCT
ajet-531	36	1	to	to	PART
ajet-531	36	2	disambiguate	disambiguate	VERB
ajet-531	36	3	a	a	DET
ajet-531	36	4	given	give	VERB
ajet-531	36	5	sentence	sentence	NOUN
ajet-531	36	6	either	either	CCONJ
ajet-531	36	7	with	with	ADP
ajet-531	36	8	wordnet	wordnet	NOUN
ajet-531	36	9	or	or	CCONJ
ajet-531	36	10	without	without	ADP
ajet-531	36	11	wordnet	wordnet	NOUN
ajet-531	36	12	by	by	ADP
ajet-531	36	13	contextual	contextual	ADJ
ajet-531	36	14	embedding	embedding	NOUN
ajet-531	36	15	.	.	PUNCT
ajet-531	37	1	the	the	DET
ajet-531	37	2	mechanisms	mechanism	NOUN
ajet-531	37	3	of	of	ADP
ajet-531	37	4	wordnet	wordnet	NOUN
ajet-531	37	5	development	development	NOUN
ajet-531	37	6	in	in	ADP
ajet-531	37	7	manual	manual	NOUN
ajet-531	37	8	,	,	PUNCT
ajet-531	37	9	semi	semi	ADJ
ajet-531	37	10	-	-	ADJ
ajet-531	37	11	automatic	automatic	ADJ
ajet-531	37	12	,	,	PUNCT
ajet-531	37	13	or	or	CCONJ
ajet-531	37	14	automatic	automatic	ADJ
ajet-531	37	15	approaches	approach	NOUN
ajet-531	37	16	.	.	PUNCT
ajet-531	38	1	besides	besides	SCONJ
ajet-531	38	2	,	,	PUNCT
ajet-531	38	3	this	this	DET
ajet-531	38	4	study	study	NOUN
ajet-531	38	5	was	be	AUX
ajet-531	38	6	followed	follow	VERB
ajet-531	38	7	by	by	ADP
ajet-531	38	8	a	a	DET
ajet-531	38	9	manual	manual	ADJ
ajet-531	38	10	wordnet	wordnet	NOUN
ajet-531	38	11	development	development	PROPN
ajet-531	38	12	https://doi.org/10.54536/ajet.v1i2.531	https://doi.org/10.54536/ajet.v1i2.531	PROPN
ajet-531	38	13	mailto	mailto	PROPN
ajet-531	38	14	:	:	PUNCT
ajet-531	38	15	https://journals.e	https://journals.e	NOUN
ajet-531	38	16	-	-	PUNCT
ajet-531	38	17	palli.com	palli.com	X
ajet-531	38	18	/	/	SYM
ajet-531	38	19	home	home	NOUN
ajet-531	38	20	/	/	SYM
ajet-531	38	21	index.php	index.php	VERB
ajet-531	38	22	/	/	SYM
ajet-531	38	23	ajet%0d?subject=	ajet%0d?subject=	NUM
ajet-531	38	24	mailto	mailto	NOUN
ajet-531	38	25	:	:	PUNCT
ajet-531	38	26	radereje6%40gmail.com?subject=	radereje6%40gmail.com?subject=	X
ajet-531	38	27	pa	pa	PROPN
ajet-531	38	28	ge	ge	PROPN
ajet-531	38	29	84	84	NUM
ajet-531	38	30	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	NOUN
ajet-531	38	31	am	am	NOUN
ajet-531	38	32	.	.	PUNCT
ajet-531	39	1	j.	j.	PROPN
ajet-531	39	2	educ	educ	PROPN
ajet-531	39	3	.	.	PUNCT
ajet-531	40	1	technol	technol	PROPN
ajet-531	40	2	.	.	PUNCT
ajet-531	41	1	1(2	1(2	NUM
ajet-531	41	2	)	)	PUNCT
ajet-531	41	3	83	83	NUM
ajet-531	41	4	-	-	PUNCT
ajet-531	41	5	-87	-87	PROPN
ajet-531	41	6	,	,	PUNCT
ajet-531	41	7	2022	2022	NUM
ajet-531	41	8	strategy	strategy	NOUN
ajet-531	41	9	of	of	ADP
ajet-531	41	10	hand	hand	NOUN
ajet-531	41	11	-	-	PUNCT
ajet-531	41	12	crafted	craft	VERB
ajet-531	41	13	lexical	lexical	ADJ
ajet-531	41	14	databases	database	NOUN
ajet-531	41	15	.	.	PUNCT
ajet-531	42	1	in	in	ADP
ajet-531	42	2	addition	addition	NOUN
ajet-531	42	3	to	to	ADP
ajet-531	42	4	knowledge	knowledge	NOUN
ajet-531	42	5	-	-	PUNCT
ajet-531	42	6	based	base	VERB
ajet-531	42	7	word	word	NOUN
ajet-531	42	8	sense	sense	NOUN
ajet-531	42	9	disambiguation	disambiguation	NOUN
ajet-531	42	10	models	model	NOUN
ajet-531	42	11	,	,	PUNCT
ajet-531	42	12	deep	deep	ADJ
ajet-531	42	13	learning	learning	NOUN
ajet-531	42	14	approaches	approach	NOUN
ajet-531	42	15	are	be	AUX
ajet-531	42	16	also	also	ADV
ajet-531	42	17	effective	effective	ADJ
ajet-531	42	18	for	for	ADP
ajet-531	42	19	disambiguating	disambiguate	VERB
ajet-531	42	20	ambiguous	ambiguous	ADJ
ajet-531	42	21	words	word	NOUN
ajet-531	42	22	in	in	ADP
ajet-531	42	23	different	different	ADJ
ajet-531	42	24	languages	language	NOUN
ajet-531	42	25	.	.	PUNCT
ajet-531	43	1	lstm	lstm	NOUN
ajet-531	43	2	is	be	AUX
ajet-531	43	3	the	the	DET
ajet-531	43	4	one	one	NUM
ajet-531	43	5	deep	deep	ADJ
ajet-531	43	6	learning	learning	NOUN
ajet-531	43	7	approach	approach	NOUN
ajet-531	43	8	that	that	PRON
ajet-531	43	9	is	be	AUX
ajet-531	43	10	a	a	DET
ajet-531	43	11	gated	gate	VERB
ajet-531	43	12	type	type	NOUN
ajet-531	43	13	form	form	NOUN
ajet-531	43	14	of	of	ADP
ajet-531	43	15	the	the	DET
ajet-531	43	16	recurrent	recurrent	ADJ
ajet-531	43	17	neural	neural	ADJ
ajet-531	43	18	network	network	NOUN
ajet-531	43	19	that	that	PRON
ajet-531	43	20	is	be	AUX
ajet-531	43	21	used	use	VERB
ajet-531	43	22	in	in	ADP
ajet-531	43	23	sequence	sequence	NOUN
ajet-531	43	24	modeling	modeling	NOUN
ajet-531	43	25	to	to	PART
ajet-531	43	26	efficiently	efficiently	ADV
ajet-531	43	27	capture	capture	VERB
ajet-531	43	28	long	long	ADJ
ajet-531	43	29	-	-	PUNCT
ajet-531	43	30	term	term	NOUN
ajet-531	43	31	dependencies	dependency	NOUN
ajet-531	43	32	(	(	PUNCT
ajet-531	43	33	yang	yang	PROPN
ajet-531	43	34	&	&	CCONJ
ajet-531	43	35	mitchell	mitchell	PROPN
ajet-531	43	36	,	,	PUNCT
ajet-531	43	37	2019	2019	NUM
ajet-531	43	38	)	)	PUNCT
ajet-531	43	39	.	.	PUNCT
ajet-531	44	1	the	the	DET
ajet-531	44	2	underlying	underlie	VERB
ajet-531	44	3	methodology	methodology	NOUN
ajet-531	44	4	allows	allow	VERB
ajet-531	44	5	the	the	DET
ajet-531	44	6	model	model	NOUN
ajet-531	44	7	to	to	PART
ajet-531	44	8	duplicate	duplicate	VERB
ajet-531	44	9	its	its	PRON
ajet-531	44	10	state	state	NOUN
ajet-531	44	11	between	between	ADP
ajet-531	44	12	time	time	NOUN
ajet-531	44	13	steps	step	NOUN
ajet-531	44	14	while	while	SCONJ
ajet-531	44	15	avoiding	avoid	VERB
ajet-531	44	16	non	non	ADJ
ajet-531	44	17	-	-	ADJ
ajet-531	44	18	linearity	linearity	ADJ
ajet-531	44	19	constraints	constraint	NOUN
ajet-531	44	20	.	.	PUNCT
ajet-531	45	1	unlike	unlike	ADP
ajet-531	45	2	the	the	DET
ajet-531	45	3	classic	classic	ADJ
ajet-531	45	4	rnn	rnn	NOUN
ajet-531	45	5	model	model	NOUN
ajet-531	45	6	,	,	PUNCT
ajet-531	45	7	which	which	PRON
ajet-531	45	8	uses	use	VERB
ajet-531	45	9	logistic	logistic	ADJ
ajet-531	45	10	functions	function	NOUN
ajet-531	45	11	to	to	PART
ajet-531	45	12	compute	compute	VERB
ajet-531	45	13	the	the	DET
ajet-531	45	14	gradients	gradient	NOUN
ajet-531	45	15	,	,	PUNCT
ajet-531	45	16	the	the	DET
ajet-531	45	17	lstm	lstm	PROPN
ajet-531	45	18	model	model	NOUN
ajet-531	45	19	uses	use	VERB
ajet-531	45	20	multiplicative	multiplicative	ADJ
ajet-531	45	21	gates	gate	NOUN
ajet-531	45	22	to	to	PART
ajet-531	45	23	better	well	ADV
ajet-531	45	24	compute	compute	VERB
ajet-531	45	25	the	the	DET
ajet-531	45	26	gradients	gradient	NOUN
ajet-531	45	27	.	.	PUNCT
ajet-531	46	1	(	(	PUNCT
ajet-531	46	2	zobaed	zobae	VERB
ajet-531	46	3	et	et	NOUN
ajet-531	46	4	al	al	PROPN
ajet-531	46	5	.	.	PROPN
ajet-531	46	6	,	,	PUNCT
ajet-531	46	7	2021	2021	NUM
ajet-531	46	8	)	)	PUNCT
ajet-531	46	9	bi	bi	ADJ
ajet-531	46	10	-	-	ADJ
ajet-531	46	11	directional	directional	ADJ
ajet-531	46	12	lstm	lstm	NOUN
ajet-531	46	13	(	(	PUNCT
ajet-531	46	14	bilstm	bilstm	NOUN
ajet-531	46	15	)	)	PUNCT
ajet-531	46	16	is	be	AUX
ajet-531	46	17	a	a	DET
ajet-531	46	18	form	form	NOUN
ajet-531	46	19	of	of	ADP
ajet-531	46	20	lstm	lstm	NOUN
ajet-531	46	21	in	in	ADP
ajet-531	46	22	which	which	PRON
ajet-531	46	23	the	the	DET
ajet-531	46	24	state	state	NOUN
ajet-531	46	25	at	at	ADP
ajet-531	46	26	each	each	DET
ajet-531	46	27	time	time	NOUN
ajet-531	46	28	step	step	NOUN
ajet-531	46	29	combines	combine	VERB
ajet-531	46	30	the	the	DET
ajet-531	46	31	states	state	NOUN
ajet-531	46	32	of	of	ADP
ajet-531	46	33	two	two	NUM
ajet-531	46	34	lstms	lstms	NOUN
ajet-531	46	35	enunciated	enunciate	VERB
ajet-531	46	36	as	as	ADP
ajet-531	46	37	forward	forward	ADV
ajet-531	46	38	and	and	CCONJ
ajet-531	46	39	backward	backward	ADJ
ajet-531	46	40	lstm	lstm	PROPN
ajet-531	46	41	.	.	PUNCT
ajet-531	47	1	the	the	DET
ajet-531	47	2	following	follow	VERB
ajet-531	47	3	points	point	NOUN
ajet-531	47	4	are	be	AUX
ajet-531	47	5	the	the	DET
ajet-531	47	6	contribution	contribution	NOUN
ajet-531	47	7	of	of	ADP
ajet-531	47	8	this	this	DET
ajet-531	47	9	research	research	NOUN
ajet-531	47	10	.	.	PUNCT
ajet-531	48	1	a.	a.	NOUN
ajet-531	48	2	we	we	PRON
ajet-531	48	3	included	include	VERB
ajet-531	48	4	antonym	antonym	ADJ
ajet-531	48	5	,	,	PUNCT
ajet-531	48	6	troponym	troponym	NOUN
ajet-531	48	7	,	,	PUNCT
ajet-531	48	8	holonym	holonym	ADJ
ajet-531	48	9	,	,	PUNCT
ajet-531	48	10	and	and	CCONJ
ajet-531	48	11	homonym	homonym	ADJ
ajet-531	48	12	relations	relation	NOUN
ajet-531	48	13	or	or	CCONJ
ajet-531	48	14	senses	sense	NOUN
ajet-531	48	15	of	of	ADP
ajet-531	48	16	ambiguous	ambiguous	ADJ
ajet-531	48	17	words	word	NOUN
ajet-531	48	18	not	not	PART
ajet-531	48	19	covered	cover	VERB
ajet-531	48	20	by	by	ADP
ajet-531	48	21	the	the	DET
ajet-531	48	22	other	other	ADJ
ajet-531	48	23	researchers	researcher	NOUN
ajet-531	48	24	.	.	PUNCT
ajet-531	49	1	b.	b.	PROPN
ajet-531	50	1	in	in	ADP
ajet-531	50	2	this	this	DET
ajet-531	50	3	research	research	NOUN
ajet-531	50	4	,	,	PUNCT
ajet-531	50	5	we	we	PRON
ajet-531	50	6	prepared	prepare	VERB
ajet-531	50	7	2164	2164	NUM
ajet-531	50	8	amharic	amharic	ADJ
ajet-531	50	9	sentences	sentence	NOUN
ajet-531	50	10	and	and	CCONJ
ajet-531	50	11	amharic	amharic	ADJ
ajet-531	50	12	wordnet	wordnet	NOUN
ajet-531	50	13	which	which	PRON
ajet-531	50	14	has	have	VERB
ajet-531	50	15	1214	1214	NUM
ajet-531	50	16	glosses	gloss	NOUN
ajet-531	50	17	in	in	ADP
ajet-531	50	18	159	159	NUM
ajet-531	50	19	ambiguous	ambiguous	ADJ
ajet-531	50	20	words	word	NOUN
ajet-531	50	21	.	.	PUNCT
ajet-531	51	1	c.	c.	NOUN
ajet-531	51	2	we	we	PRON
ajet-531	51	3	developed	develop	VERB
ajet-531	51	4	word2vec	word2vec	ADJ
ajet-531	51	5	models	model	NOUN
ajet-531	51	6	that	that	PRON
ajet-531	51	7	handle	handle	VERB
ajet-531	51	8	the	the	DET
ajet-531	51	9	vocabulary	vocabulary	NOUN
ajet-531	51	10	and	and	CCONJ
ajet-531	51	11	context	context	NOUN
ajet-531	51	12	by	by	ADP
ajet-531	51	13	cbow	cbow	NOUN
ajet-531	51	14	within	within	ADP
ajet-531	51	15	a	a	DET
ajet-531	51	16	size	size	NOUN
ajet-531	51	17	of	of	ADP
ajet-531	51	18	29.8	29.8	NUM
ajet-531	51	19	mb	mb	NOUN
ajet-531	51	20	and	and	CCONJ
ajet-531	51	21	310,138	310,138	NUM
ajet-531	51	22	sentences	sentence	NOUN
ajet-531	51	23	within	within	ADP
ajet-531	51	24	478,797	478,797	NUM
ajet-531	51	25	vocabulary	vocabulary	ADJ
ajet-531	51	26	sizes	size	NOUN
ajet-531	51	27	as	as	ADP
ajet-531	51	28	embedding	embed	VERB
ajet-531	51	29	layers	layer	NOUN
ajet-531	51	30	.	.	PUNCT
ajet-531	52	1	literature	literature	NOUN
ajet-531	52	2	review	review	PROPN
ajet-531	52	3	(	(	PUNCT
ajet-531	52	4	wassie	wassie	INTJ
ajet-531	52	5	et	et	PROPN
ajet-531	52	6	al	al	PROPN
ajet-531	52	7	.	.	PROPN
ajet-531	52	8	,	,	PUNCT
ajet-531	52	9	2014	2014	NUM
ajet-531	52	10	)	)	PUNCT
ajet-531	52	11	employed	employ	VERB
ajet-531	52	12	amharic	amharic	PROPN
ajet-531	52	13	wsd	wsd	PROPN
ajet-531	52	14	by	by	ADP
ajet-531	52	15	using	use	VERB
ajet-531	52	16	a	a	DET
ajet-531	52	17	semi	semi	ADJ
ajet-531	52	18	-	-	ADJ
ajet-531	52	19	supervised	supervised	ADJ
ajet-531	52	20	approach	approach	NOUN
ajet-531	52	21	.	.	PUNCT
ajet-531	53	1	they	they	PRON
ajet-531	53	2	applied	apply	VERB
ajet-531	53	3	both	both	CCONJ
ajet-531	53	4	unsupervised	unsupervised	ADJ
ajet-531	53	5	and	and	CCONJ
ajet-531	53	6	supervised	supervised	ADJ
ajet-531	53	7	algorithms	algorithm	NOUN
ajet-531	53	8	for	for	ADP
ajet-531	53	9	clustering	cluster	VERB
ajet-531	53	10	based	base	VERB
ajet-531	53	11	on	on	ADP
ajet-531	53	12	instances	instance	NOUN
ajet-531	53	13	similarity	similarity	NOUN
ajet-531	53	14	and	and	CCONJ
ajet-531	53	15	classification	classification	NOUN
ajet-531	53	16	after	after	ADP
ajet-531	53	17	the	the	DET
ajet-531	53	18	unlabeled	unlabele	VERB
ajet-531	53	19	data	datum	NOUN
ajet-531	53	20	respectively	respectively	ADV
ajet-531	53	21	.	.	PUNCT
ajet-531	54	1	however	however	ADV
ajet-531	54	2	,	,	PUNCT
ajet-531	54	3	annotated	annotated	ADJ
ajet-531	54	4	data	datum	NOUN
ajet-531	54	5	are	be	AUX
ajet-531	54	6	costly	costly	ADJ
ajet-531	54	7	and	and	CCONJ
ajet-531	54	8	even	even	ADV
ajet-531	54	9	limit	limit	VERB
ajet-531	54	10	the	the	DET
ajet-531	54	11	weight	weight	NOUN
ajet-531	54	12	related	relate	VERB
ajet-531	54	13	to	to	ADP
ajet-531	54	14	unsupervised	unsupervised	ADJ
ajet-531	54	15	.	.	PUNCT
ajet-531	55	1	the	the	DET
ajet-531	55	2	researchers	researcher	NOUN
ajet-531	55	3	(	(	PUNCT
ajet-531	55	4	assabie	assabie	NOUN
ajet-531	55	5	,	,	PUNCT
ajet-531	55	6	2014	2014	NUM
ajet-531	55	7	;	;	PUNCT
ajet-531	55	8	dureti	dureti	NOUN
ajet-531	55	9	,	,	PUNCT
ajet-531	55	10	2017	2017	NUM
ajet-531	55	11	)	)	PUNCT
ajet-531	55	12	attempted	attempt	VERB
ajet-531	55	13	to	to	PART
ajet-531	55	14	use	use	VERB
ajet-531	55	15	the	the	DET
ajet-531	55	16	wsd	wsd	NOUN
ajet-531	55	17	system	system	NOUN
ajet-531	55	18	by	by	ADP
ajet-531	55	19	using	use	VERB
ajet-531	55	20	wordnet	wordnet	NOUN
ajet-531	55	21	.	.	PUNCT
ajet-531	56	1	the	the	DET
ajet-531	56	2	ambiguous	ambiguous	ADJ
ajet-531	56	3	word	word	NOUN
ajet-531	56	4	and	and	CCONJ
ajet-531	56	5	its	its	PRON
ajet-531	56	6	senses	sense	NOUN
ajet-531	56	7	are	be	AUX
ajet-531	56	8	located	locate	VERB
ajet-531	56	9	in	in	ADP
ajet-531	56	10	a	a	DET
ajet-531	56	11	database	database	NOUN
ajet-531	56	12	and	and	CCONJ
ajet-531	56	13	used	use	VERB
ajet-531	56	14	as	as	ADP
ajet-531	56	15	a	a	DET
ajet-531	56	16	knowledge	knowledge	NOUN
ajet-531	56	17	base	base	NOUN
ajet-531	56	18	to	to	PART
ajet-531	56	19	disambiguate	disambiguate	VERB
ajet-531	56	20	a	a	DET
ajet-531	56	21	given	give	VERB
ajet-531	56	22	word	word	NOUN
ajet-531	56	23	.	.	PUNCT
ajet-531	57	1	the	the	DET
ajet-531	57	2	wordnet	wordnet	NOUN
ajet-531	57	3	hierarchy	hierarchy	NOUN
ajet-531	57	4	contains	contain	VERB
ajet-531	57	5	a	a	DET
ajet-531	57	6	maximum	maximum	NOUN
ajet-531	57	7	of	of	ADP
ajet-531	57	8	three	three	NUM
ajet-531	57	9	senses	sense	NOUN
ajet-531	57	10	for	for	ADP
ajet-531	57	11	a	a	DET
ajet-531	57	12	word	word	NOUN
ajet-531	57	13	and	and	CCONJ
ajet-531	57	14	it	it	PRON
ajet-531	57	15	is	be	AUX
ajet-531	57	16	implemented	implement	VERB
ajet-531	57	17	on	on	ADP
ajet-531	57	18	the	the	DET
ajet-531	57	19	lesk	lesk	PROPN
ajet-531	57	20	algorithm	algorithm	NOUN
ajet-531	57	21	.	.	PUNCT
ajet-531	58	1	the	the	DET
ajet-531	58	2	system	system	NOUN
ajet-531	58	3	expected	expect	VERB
ajet-531	58	4	to	to	PART
ajet-531	58	5	disambiguate	disambiguate	VERB
ajet-531	58	6	all	all	DET
ajet-531	58	7	open	open	ADJ
ajet-531	58	8	class	class	NOUN
ajet-531	58	9	words	word	NOUN
ajet-531	58	10	in	in	ADP
ajet-531	58	11	a	a	DET
ajet-531	58	12	given	give	VERB
ajet-531	58	13	sentence	sentence	NOUN
ajet-531	58	14	such	such	ADJ
ajet-531	58	15	as	as	ADP
ajet-531	58	16	nouns	noun	NOUN
ajet-531	58	17	,	,	PUNCT
ajet-531	58	18	adjectives	adjective	NOUN
ajet-531	58	19	,	,	PUNCT
ajet-531	58	20	adverbs	adverb	NOUN
ajet-531	58	21	,	,	PUNCT
ajet-531	58	22	and	and	CCONJ
ajet-531	58	23	verbs	verb	NOUN
ajet-531	58	24	.	.	PUNCT
ajet-531	59	1	nevertheless	nevertheless	ADV
ajet-531	59	2	,	,	PUNCT
ajet-531	59	3	it	it	PRON
ajet-531	59	4	disambiguates	disambiguate	VERB
ajet-531	59	5	only	only	ADV
ajet-531	59	6	one	one	NUM
ajet-531	59	7	frequently	frequently	ADV
ajet-531	59	8	occurring	occur	VERB
ajet-531	59	9	target	target	NOUN
ajet-531	59	10	word	word	NOUN
ajet-531	59	11	in	in	ADP
ajet-531	59	12	the	the	DET
ajet-531	59	13	wordnet	wordnet	NOUN
ajet-531	59	14	for	for	ADP
ajet-531	59	15	an	an	DET
ajet-531	59	16	input	input	NOUN
ajet-531	59	17	sentence	sentence	NOUN
ajet-531	59	18	.	.	PUNCT
ajet-531	60	1	in	in	ADP
ajet-531	60	2	addition	addition	NOUN
ajet-531	60	3	to	to	ADP
ajet-531	60	4	that	that	PRON
ajet-531	60	5	,	,	PUNCT
ajet-531	60	6	the	the	DET
ajet-531	60	7	lesk	lesk	ADJ
ajet-531	60	8	algorithm	algorithm	NOUN
ajet-531	60	9	includes	include	VERB
ajet-531	60	10	multiple	multiple	ADJ
ajet-531	60	11	words	word	NOUN
ajet-531	60	12	having	have	VERB
ajet-531	60	13	multiple	multiple	ADJ
ajet-531	60	14	senses	sense	NOUN
ajet-531	60	15	that	that	PRON
ajet-531	60	16	were	be	AUX
ajet-531	60	17	considered	consider	VERB
ajet-531	60	18	at	at	ADP
ajet-531	60	19	once	once	ADV
ajet-531	60	20	a	a	DET
ajet-531	60	21	problem	problem	NOUN
ajet-531	60	22	during	during	ADP
ajet-531	60	23	the	the	DET
ajet-531	60	24	execution	execution	NOUN
ajet-531	60	25	of	of	ADP
ajet-531	60	26	the	the	DET
ajet-531	60	27	system	system	NOUN
ajet-531	60	28	.	.	PUNCT
ajet-531	61	1	(	(	PUNCT
ajet-531	61	2	mieraf	mieraf	NOUN
ajet-531	61	3	,	,	PUNCT
ajet-531	61	4	2019	2019	NUM
ajet-531	61	5	)	)	PUNCT
ajet-531	61	6	attempted	attempt	VERB
ajet-531	61	7	the	the	DET
ajet-531	61	8	amharic	amharic	ADJ
ajet-531	61	9	hierarchical	hierarchical	ADJ
ajet-531	61	10	word	word	NOUN
ajet-531	61	11	sense	sense	NOUN
ajet-531	61	12	disambiguation	disambiguation	NOUN
ajet-531	61	13	system	system	NOUN
ajet-531	61	14	by	by	ADP
ajet-531	61	15	using	use	VERB
ajet-531	61	16	wordnet	wordnet	NOUN
ajet-531	61	17	at	at	ADP
ajet-531	61	18	the	the	DET
ajet-531	61	19	sentence	sentence	NOUN
ajet-531	61	20	level	level	NOUN
ajet-531	61	21	in	in	ADP
ajet-531	61	22	all	all	DET
ajet-531	61	23	classes	class	NOUN
ajet-531	61	24	of	of	ADP
ajet-531	61	25	a	a	DET
ajet-531	61	26	word	word	NOUN
ajet-531	61	27	.	.	PUNCT
ajet-531	62	1	to	to	PART
ajet-531	62	2	disambiguate	disambiguate	VERB
ajet-531	62	3	amharic	amharic	ADJ
ajet-531	62	4	sentences	sentence	NOUN
ajet-531	62	5	used	use	VERB
ajet-531	62	6	context	context	NOUN
ajet-531	62	7	-	-	PUNCT
ajet-531	62	8	to	to	ADP
ajet-531	62	9	-	-	PUNCT
ajet-531	62	10	gloss	gloss	NOUN
ajet-531	62	11	overlap	overlap	NOUN
ajet-531	62	12	and	and	CCONJ
ajet-531	62	13	augmented	augment	VERB
ajet-531	62	14	semantic	semantic	ADJ
ajet-531	62	15	space	space	NOUN
ajet-531	62	16	approaches	approach	NOUN
ajet-531	62	17	.	.	PUNCT
ajet-531	63	1	the	the	DET
ajet-531	63	2	most	most	ADV
ajet-531	63	3	popular	popular	ADJ
ajet-531	63	4	algorithm	algorithm	NOUN
ajet-531	63	5	extended	extend	VERB
ajet-531	63	6	by	by	ADP
ajet-531	63	7	lesk	lesk	PROPN
ajet-531	63	8	(	(	PUNCT
ajet-531	63	9	banerjee	banerjee	PROPN
ajet-531	63	10	&	&	CCONJ
ajet-531	63	11	pedersen	pedersen	PROPN
ajet-531	63	12	,	,	PUNCT
ajet-531	63	13	2002	2002	NUM
ajet-531	63	14	)	)	PUNCT
ajet-531	63	15	was	be	AUX
ajet-531	63	16	used	use	VERB
ajet-531	63	17	for	for	ADP
ajet-531	63	18	word	word	NOUN
ajet-531	63	19	sense	sense	NOUN
ajet-531	63	20	disambiguation	disambiguation	NOUN
ajet-531	63	21	in	in	ADP
ajet-531	63	22	amharic	amharic	PROPN
ajet-531	63	23	language	language	NOUN
ajet-531	63	24	.	.	PUNCT
ajet-531	64	1	one	one	NUM
ajet-531	64	2	of	of	ADP
ajet-531	64	3	the	the	DET
ajet-531	64	4	methods	method	NOUN
ajet-531	64	5	applied	apply	VERB
ajet-531	64	6	in	in	ADP
ajet-531	64	7	this	this	DET
ajet-531	64	8	research	research	NOUN
ajet-531	64	9	was	be	AUX
ajet-531	64	10	augmented	augment	VERB
ajet-531	64	11	semantic	semantic	ADJ
ajet-531	64	12	space	space	NOUN
ajet-531	64	13	is	be	AUX
ajet-531	64	14	highly	highly	ADV
ajet-531	64	15	dependent	dependent	ADJ
ajet-531	64	16	on	on	ADP
ajet-531	64	17	the	the	DET
ajet-531	64	18	number	number	NOUN
ajet-531	64	19	of	of	ADP
ajet-531	64	20	words	word	NOUN
ajet-531	64	21	that	that	PRON
ajet-531	64	22	exist	exist	VERB
ajet-531	64	23	in	in	ADP
ajet-531	64	24	the	the	DET
ajet-531	64	25	wordnet	wordnet	NOUN
ajet-531	64	26	since	since	SCONJ
ajet-531	64	27	17	17	NUM
ajet-531	64	28	words	word	NOUN
ajet-531	64	29	are	be	AUX
ajet-531	64	30	only	only	ADV
ajet-531	64	31	included	include	VERB
ajet-531	64	32	in	in	ADP
ajet-531	64	33	the	the	DET
ajet-531	64	34	wordnet	wordnet	NOUN
ajet-531	64	35	.	.	PUNCT
ajet-531	65	1	it	it	PRON
ajet-531	65	2	also	also	ADV
ajet-531	65	3	depends	depend	VERB
ajet-531	65	4	on	on	ADP
ajet-531	65	5	several	several	ADJ
ajet-531	65	6	context	context	NOUN
ajet-531	65	7	words	word	NOUN
ajet-531	65	8	in	in	ADP
ajet-531	65	9	the	the	DET
ajet-531	65	10	sentences	sentence	NOUN
ajet-531	65	11	which	which	PRON
ajet-531	65	12	also	also	ADV
ajet-531	65	13	exist	exist	VERB
ajet-531	65	14	in	in	ADP
ajet-531	65	15	the	the	DET
ajet-531	65	16	wordnet	wordnet	NOUN
ajet-531	65	17	.	.	PUNCT
ajet-531	66	1	the	the	DET
ajet-531	66	2	algorithm	algorithm	NOUN
ajet-531	66	3	works	work	VERB
ajet-531	66	4	by	by	ADP
ajet-531	66	5	counting	count	VERB
ajet-531	66	6	overlap	overlap	NOUN
ajet-531	66	7	between	between	ADP
ajet-531	66	8	glosses	gloss	NOUN
ajet-531	66	9	which	which	PRON
ajet-531	66	10	makes	make	VERB
ajet-531	66	11	it	it	PRON
ajet-531	66	12	dependent	dependent	ADJ
ajet-531	66	13	on	on	ADP
ajet-531	66	14	the	the	DET
ajet-531	66	15	length	length	NOUN
ajet-531	66	16	of	of	ADP
ajet-531	66	17	glosses	gloss	NOUN
ajet-531	66	18	,	,	PUNCT
ajet-531	66	19	and	and	CCONJ
ajet-531	66	20	the	the	DET
ajet-531	66	21	exact	exact	ADJ
ajet-531	66	22	wording	wording	NOUN
ajet-531	66	23	of	of	ADP
ajet-531	66	24	the	the	DET
ajet-531	66	25	number	number	NOUN
ajet-531	66	26	of	of	ADP
ajet-531	66	27	related	related	ADJ
ajet-531	66	28	synsets	synset	NOUN
ajet-531	66	29	and	and	CCONJ
ajet-531	66	30	glosses	gloss	NOUN
ajet-531	66	31	.	.	PUNCT
ajet-531	67	1	the	the	DET
ajet-531	67	2	wordnet	wordnet	NOUN
ajet-531	67	3	did	do	AUX
ajet-531	67	4	n’t	not	PART
ajet-531	67	5	consider	consider	VERB
ajet-531	67	6	antonyms	antonym	NOUN
ajet-531	67	7	,	,	PUNCT
ajet-531	67	8	homonymy	homonymy	NOUN
ajet-531	67	9	,	,	PUNCT
ajet-531	67	10	troponym	troponym	NOUN
ajet-531	67	11	,	,	PUNCT
ajet-531	67	12	and	and	CCONJ
ajet-531	67	13	holonomy	holonomy	NOUN
ajet-531	67	14	relation	relation	NOUN
ajet-531	67	15	of	of	ADP
ajet-531	67	16	the	the	DET
ajet-531	67	17	words	word	NOUN
ajet-531	67	18	having	have	VERB
ajet-531	67	19	single	single	ADJ
ajet-531	67	20	sense	sense	NOUN
ajet-531	67	21	up	up	ADP
ajet-531	67	22	to	to	PART
ajet-531	67	23	three	three	NUM
ajet-531	67	24	senses	sense	NOUN
ajet-531	67	25	were	be	AUX
ajet-531	67	26	the	the	DET
ajet-531	67	27	main	main	ADJ
ajet-531	67	28	limitation	limitation	NOUN
ajet-531	67	29	of	of	ADP
ajet-531	67	30	this	this	DET
ajet-531	67	31	study	study	NOUN
ajet-531	67	32	.	.	PUNCT
ajet-531	68	1	methodology	methodology	NOUN
ajet-531	68	2	in	in	ADP
ajet-531	68	3	this	this	DET
ajet-531	68	4	study	study	NOUN
ajet-531	68	5	,	,	PUNCT
ajet-531	68	6	we	we	PRON
ajet-531	68	7	would	would	AUX
ajet-531	68	8	follow	follow	VERB
ajet-531	68	9	the	the	DET
ajet-531	68	10	design	design	NOUN
ajet-531	68	11	science	science	NOUN
ajet-531	68	12	research	research	NOUN
ajet-531	68	13	approach	approach	NOUN
ajet-531	68	14	.	.	PUNCT
ajet-531	69	1	design	design	NOUN
ajet-531	69	2	science	science	NOUN
ajet-531	69	3	has	have	VERB
ajet-531	69	4	six	six	NUM
ajet-531	69	5	key	key	ADJ
ajet-531	69	6	steps	step	NOUN
ajet-531	69	7	.	.	PUNCT
ajet-531	70	1	those	those	PRON
ajet-531	70	2	are	be	AUX
ajet-531	70	3	problem	problem	NOUN
ajet-531	70	4	identification	identification	NOUN
ajet-531	70	5	,	,	PUNCT
ajet-531	70	6	motivation	motivation	NOUN
ajet-531	70	7	,	,	PUNCT
ajet-531	70	8	objectives	objective	NOUN
ajet-531	70	9	of	of	ADP
ajet-531	70	10	the	the	DET
ajet-531	70	11	solution	solution	NOUN
ajet-531	70	12	,	,	PUNCT
ajet-531	70	13	design	design	NOUN
ajet-531	70	14	and	and	CCONJ
ajet-531	70	15	development	development	NOUN
ajet-531	70	16	,	,	PUNCT
ajet-531	70	17	demonstration	demonstration	NOUN
ajet-531	70	18	,	,	PUNCT
ajet-531	70	19	figure	figure	NOUN
ajet-531	70	20	1	1	NUM
ajet-531	70	21	:	:	PUNCT
ajet-531	70	22	general	general	ADJ
ajet-531	70	23	architecture	architecture	NOUN
ajet-531	70	24	of	of	ADP
ajet-531	70	25	amharic	amharic	ADJ
ajet-531	70	26	word	word	NOUN
ajet-531	70	27	sense	sense	NOUN
ajet-531	70	28	disambiguation	disambiguation	NOUN
ajet-531	70	29	model	model	NOUN
ajet-531	70	30	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	PROPN
ajet-531	70	31	pa	pa	PROPN
ajet-531	70	32	ge	ge	PROPN
ajet-531	70	33	85	85	NUM
ajet-531	70	34	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	PROPN
ajet-531	70	35	am	am	NOUN
ajet-531	70	36	.	.	PUNCT
ajet-531	71	1	j.	j.	PROPN
ajet-531	71	2	educ	educ	PROPN
ajet-531	71	3	.	.	PUNCT
ajet-531	72	1	technol	technol	PROPN
ajet-531	72	2	.	.	PUNCT
ajet-531	73	1	1(2	1(2	NUM
ajet-531	73	2	)	)	PUNCT
ajet-531	73	3	83	83	NUM
ajet-531	73	4	-	-	PUNCT
ajet-531	73	5	-87	-87	NUM
ajet-531	73	6	,	,	PUNCT
ajet-531	73	7	2022	2022	NUM
ajet-531	73	8	evaluation	evaluation	NOUN
ajet-531	73	9	,	,	PUNCT
ajet-531	73	10	and	and	CCONJ
ajet-531	73	11	communication	communication	NOUN
ajet-531	73	12	.	.	PUNCT
ajet-531	74	1	this	this	DET
ajet-531	74	2	research	research	NOUN
ajet-531	74	3	would	would	AUX
ajet-531	74	4	use	use	VERB
ajet-531	74	5	these	these	DET
ajet-531	74	6	six	six	NUM
ajet-531	74	7	design	design	NOUN
ajet-531	74	8	science	science	NOUN
ajet-531	74	9	steps	step	NOUN
ajet-531	74	10	to	to	PART
ajet-531	74	11	solve	solve	VERB
ajet-531	74	12	amharic	amharic	ADJ
ajet-531	74	13	word	word	NOUN
ajet-531	74	14	sense	sense	NOUN
ajet-531	74	15	disambiguation	disambiguation	NOUN
ajet-531	74	16	problem	problem	NOUN
ajet-531	74	17	.	.	PUNCT
ajet-531	75	1	as	as	SCONJ
ajet-531	75	2	presented	present	VERB
ajet-531	75	3	in	in	ADP
ajet-531	75	4	figure	figure	NOUN
ajet-531	75	5	1	1	NUM
ajet-531	75	6	above	above	ADV
ajet-531	75	7	describes	describe	VERB
ajet-531	75	8	the	the	DET
ajet-531	75	9	general	general	ADJ
ajet-531	75	10	architecture	architecture	NOUN
ajet-531	75	11	of	of	ADP
ajet-531	75	12	the	the	DET
ajet-531	75	13	automatic	automatic	ADJ
ajet-531	75	14	amharic	amharic	ADJ
ajet-531	75	15	word	word	NOUN
ajet-531	75	16	sense	sense	NOUN
ajet-531	75	17	disambiguation	disambiguation	NOUN
ajet-531	75	18	model	model	NOUN
ajet-531	75	19	starts	start	VERB
ajet-531	75	20	from	from	ADP
ajet-531	75	21	collecting	collect	VERB
ajet-531	75	22	amharic	amharic	ADJ
ajet-531	75	23	corpus	corpus	NOUN
ajet-531	75	24	from	from	ADP
ajet-531	75	25	different	different	ADJ
ajet-531	75	26	sources	source	NOUN
ajet-531	75	27	.	.	PUNCT
ajet-531	76	1	the	the	DET
ajet-531	76	2	model	model	NOUN
ajet-531	76	3	has	have	VERB
ajet-531	76	4	three	three	NUM
ajet-531	76	5	modules	module	NOUN
ajet-531	76	6	preprocessing	preprocessing	NOUN
ajet-531	76	7	module	module	NOUN
ajet-531	76	8	,	,	PUNCT
ajet-531	76	9	model	model	NOUN
ajet-531	76	10	development	development	NOUN
ajet-531	76	11	modules	module	NOUN
ajet-531	76	12	,	,	PUNCT
ajet-531	76	13	and	and	CCONJ
ajet-531	76	14	fetching	fetch	VERB
ajet-531	76	15	gloss	gloss	NOUN
ajet-531	76	16	(	(	PUNCT
ajet-531	76	17	matching	matching	NOUN
ajet-531	76	18	)	)	PUNCT
ajet-531	76	19	with	with	ADP
ajet-531	76	20	trained	train	VERB
ajet-531	76	21	model	model	NOUN
ajet-531	76	22	weighting	weighting	NOUN
ajet-531	76	23	with	with	ADP
ajet-531	76	24	wordnet	wordnet	NOUN
ajet-531	76	25	vectors	vector	NOUN
ajet-531	76	26	,	,	PUNCT
ajet-531	76	27	if	if	SCONJ
ajet-531	76	28	there	there	PRON
ajet-531	76	29	is	be	VERB
ajet-531	76	30	a	a	DET
ajet-531	76	31	matching	match	VERB
ajet-531	76	32	vector	vector	NOUN
ajet-531	76	33	then	then	ADV
ajet-531	76	34	fetch	fetch	VERB
ajet-531	76	35	its	its	PRON
ajet-531	76	36	glosses	gloss	NOUN
ajet-531	76	37	and	and	CCONJ
ajet-531	76	38	synsets	synset	NOUN
ajet-531	76	39	from	from	ADP
ajet-531	76	40	the	the	DET
ajet-531	76	41	wordnet	wordnet	NOUN
ajet-531	76	42	.	.	PUNCT
ajet-531	77	1	the	the	DET
ajet-531	77	2	research	research	NOUN
ajet-531	77	3	dataset	dataset	NOUN
ajet-531	77	4	started	start	VERB
ajet-531	77	5	with	with	ADP
ajet-531	77	6	finding	find	VERB
ajet-531	77	7	ambiguous	ambiguous	ADJ
ajet-531	77	8	amharic	amharic	ADJ
ajet-531	77	9	words	word	NOUN
ajet-531	77	10	from	from	ADP
ajet-531	77	11	different	different	ADJ
ajet-531	77	12	sources	source	NOUN
ajet-531	77	13	:	:	PUNCT
ajet-531	77	14	amharic	amharic	PROPN
ajet-531	77	15	sketch	sketch	NOUN
ajet-531	77	16	engine	engine	NOUN
ajet-531	77	17	,	,	PUNCT
ajet-531	77	18	amharic	amharic	PROPN
ajet-531	77	19	dictionary	dictionary	NOUN
ajet-531	77	20	within	within	ADP
ajet-531	77	21	its	its	PRON
ajet-531	77	22	gloss	gloss	NOUN
ajet-531	77	23	or	or	CCONJ
ajet-531	77	24	definition	definition	NOUN
ajet-531	77	25	,	,	PUNCT
ajet-531	77	26	abissinica	abissinica	PROPN
ajet-531	77	27	online	online	PROPN
ajet-531	77	28	dictionary	dictionary	PROPN
ajet-531	77	29	,	,	PUNCT
ajet-531	77	30	and	and	CCONJ
ajet-531	77	31	then	then	ADV
ajet-531	77	32	constructing	construct	VERB
ajet-531	77	33	sentences	sentence	NOUN
ajet-531	77	34	by	by	ADP
ajet-531	77	35	using	use	VERB
ajet-531	77	36	their	their	PRON
ajet-531	77	37	definition	definition	NOUN
ajet-531	77	38	for	for	ADP
ajet-531	77	39	training	training	NOUN
ajet-531	77	40	and	and	CCONJ
ajet-531	77	41	testing	testing	NOUN
ajet-531	77	42	was	be	AUX
ajet-531	77	43	the	the	DET
ajet-531	77	44	second	second	ADJ
ajet-531	77	45	task	task	NOUN
ajet-531	77	46	of	of	ADP
ajet-531	77	47	the	the	DET
ajet-531	77	48	research	research	NOUN
ajet-531	77	49	.	.	PUNCT
ajet-531	78	1	by	by	ADP
ajet-531	78	2	using	use	VERB
ajet-531	78	3	the	the	DET
ajet-531	78	4	ambiguous	ambiguous	ADJ
ajet-531	78	5	words	word	NOUN
ajet-531	78	6	within	within	ADP
ajet-531	78	7	its	its	PRON
ajet-531	78	8	definition	definition	NOUN
ajet-531	78	9	and	and	CCONJ
ajet-531	78	10	relation	relation	NOUN
ajet-531	78	11	type	type	NOUN
ajet-531	78	12	prepared	prepare	VERB
ajet-531	78	13	amharic	amharic	ADJ
ajet-531	78	14	wordnet	wordnet	NOUN
ajet-531	78	15	.	.	PUNCT
ajet-531	79	1	and	and	CCONJ
ajet-531	79	2	reviewed	review	VERB
ajet-531	79	3	by	by	ADP
ajet-531	79	4	the	the	DET
ajet-531	79	5	expert	expert	NOUN
ajet-531	79	6	and	and	CCONJ
ajet-531	79	7	take	take	VERB
ajet-531	79	8	only	only	ADV
ajet-531	79	9	the	the	DET
ajet-531	79	10	sentences	sentence	NOUN
ajet-531	79	11	selected	select	VERB
ajet-531	79	12	by	by	ADP
ajet-531	79	13	the	the	DET
ajet-531	79	14	reviewer	reviewer	NOUN
ajet-531	79	15	as	as	ADP
ajet-531	79	16	a	a	DET
ajet-531	79	17	dataset	dataset	NOUN
ajet-531	79	18	.	.	PUNCT
ajet-531	80	1	the	the	DET
ajet-531	80	2	dataset	dataset	NOUN
ajet-531	80	3	used	use	VERB
ajet-531	80	4	in	in	ADP
ajet-531	80	5	this	this	DET
ajet-531	80	6	study	study	NOUN
ajet-531	80	7	was	be	AUX
ajet-531	80	8	159	159	NUM
ajet-531	80	9	ambiguous	ambiguous	ADJ
ajet-531	80	10	words	word	NOUN
ajet-531	80	11	and	and	CCONJ
ajet-531	80	12	1958	1958	NUM
ajet-531	80	13	synsets	synset	NOUN
ajet-531	80	14	with	with	ADP
ajet-531	80	15	1214	1214	NUM
ajet-531	80	16	glosses	gloss	NOUN
ajet-531	80	17	to	to	PART
ajet-531	80	18	develop	develop	VERB
ajet-531	80	19	wordnet	wordnet	NOUN
ajet-531	80	20	and	and	CCONJ
ajet-531	80	21	2164	2164	NUM
ajet-531	80	22	sentences	sentence	NOUN
ajet-531	80	23	for	for	ADP
ajet-531	80	24	training	training	NOUN
ajet-531	80	25	,	,	PUNCT
ajet-531	80	26	testing	testing	NOUN
ajet-531	80	27	,	,	PUNCT
ajet-531	80	28	and	and	CCONJ
ajet-531	80	29	validation	validation	NOUN
ajet-531	80	30	of	of	ADP
ajet-531	80	31	the	the	DET
ajet-531	80	32	deep	deep	ADJ
ajet-531	80	33	learning	learning	NOUN
ajet-531	80	34	model	model	NOUN
ajet-531	80	35	.	.	PUNCT
ajet-531	81	1	the	the	DET
ajet-531	81	2	sentences	sentence	NOUN
ajet-531	81	3	used	use	VERB
ajet-531	81	4	in	in	ADP
ajet-531	81	5	testing	testing	NOUN
ajet-531	81	6	were	be	AUX
ajet-531	81	7	the	the	DET
ajet-531	81	8	parts	part	NOUN
ajet-531	81	9	of	of	ADP
ajet-531	81	10	the	the	DET
ajet-531	81	11	dataset	dataset	NOUN
ajet-531	81	12	that	that	PRON
ajet-531	81	13	are	be	AUX
ajet-531	81	14	split	split	VERB
ajet-531	81	15	from	from	ADP
ajet-531	81	16	the	the	DET
ajet-531	81	17	total	total	ADJ
ajet-531	81	18	2164	2164	NUM
ajet-531	81	19	sentences	sentence	NOUN
ajet-531	81	20	dataset	dataset	VERB
ajet-531	81	21	within	within	ADP
ajet-531	81	22	a	a	DET
ajet-531	81	23	ratio	ratio	NOUN
ajet-531	81	24	of	of	ADP
ajet-531	81	25	0.8	0.8	NUM
ajet-531	81	26	,	,	PUNCT
ajet-531	81	27	0.1	0.1	NUM
ajet-531	81	28	,	,	PUNCT
ajet-531	81	29	and	and	CCONJ
ajet-531	81	30	0.1	0.1	NUM
ajet-531	81	31	for	for	ADP
ajet-531	81	32	training	training	NOUN
ajet-531	81	33	,	,	PUNCT
ajet-531	81	34	testing	testing	NOUN
ajet-531	81	35	,	,	PUNCT
ajet-531	81	36	and	and	CCONJ
ajet-531	81	37	validation	validation	NOUN
ajet-531	81	38	purposes	purpose	NOUN
ajet-531	81	39	respectively	respectively	ADV
ajet-531	81	40	.	.	PUNCT
ajet-531	82	1	1	1	X
ajet-531	82	2	)	)	PUNCT
ajet-531	82	3	preprocessing	preprocessing	NOUN
ajet-531	82	4	:	:	PUNCT
ajet-531	82	5	in	in	ADP
ajet-531	82	6	this	this	DET
ajet-531	82	7	section	section	NOUN
ajet-531	82	8	,	,	PUNCT
ajet-531	82	9	firstly	firstly	ADV
ajet-531	82	10	the	the	DET
ajet-531	82	11	given	give	VERB
ajet-531	82	12	corpus	corpus	NOUN
ajet-531	82	13	is	be	AUX
ajet-531	82	14	tokenized	tokenize	VERB
ajet-531	82	15	,	,	PUNCT
ajet-531	82	16	and	and	CCONJ
ajet-531	82	17	raw	raw	ADJ
ajet-531	82	18	text	text	NOUN
ajet-531	82	19	is	be	AUX
ajet-531	82	20	converted	convert	VERB
ajet-531	82	21	into	into	ADP
ajet-531	82	22	meaningful	meaningful	ADJ
ajet-531	82	23	data	datum	NOUN
ajet-531	82	24	using	use	VERB
ajet-531	82	25	text	text	NOUN
ajet-531	82	26	preprocessing	preprocessing	NOUN
ajet-531	82	27	.	.	PUNCT
ajet-531	83	1	removing	remove	VERB
ajet-531	83	2	numbers	number	NOUN
ajet-531	83	3	and	and	CCONJ
ajet-531	83	4	punctuation	punctuation	NOUN
ajet-531	83	5	marks	mark	NOUN
ajet-531	83	6	,	,	PUNCT
ajet-531	83	7	even	even	ADV
ajet-531	83	8	if	if	SCONJ
ajet-531	83	9	different	different	ADJ
ajet-531	83	10	writing	writing	NOUN
ajet-531	83	11	styles	style	NOUN
ajet-531	83	12	in	in	ADP
ajet-531	83	13	amharic	amharic	ADJ
ajet-531	83	14	script	script	NOUN
ajet-531	83	15	but	but	CCONJ
ajet-531	83	16	follow	follow	VERB
ajet-531	83	17	uniform	uniform	NOUN
ajet-531	83	18	writing	write	VERB
ajet-531	83	19	style	style	NOUN
ajet-531	83	20	(	(	PUNCT
ajet-531	83	21	normalization	normalization	NOUN
ajet-531	83	22	)	)	PUNCT
ajet-531	83	23	,	,	PUNCT
ajet-531	83	24	removing	remove	VERB
ajet-531	83	25	(	(	PUNCT
ajet-531	83	26	suffix	suffix	ADJ
ajet-531	83	27	,	,	PUNCT
ajet-531	83	28	prefix	prefix	NOUN
ajet-531	83	29	,	,	PUNCT
ajet-531	83	30	infix	infix	NOUN
ajet-531	83	31	)	)	PUNCT
ajet-531	83	32	to	to	PART
ajet-531	83	33	control	control	VERB
ajet-531	83	34	words	word	NOUN
ajet-531	83	35	that	that	PRON
ajet-531	83	36	have	have	VERB
ajet-531	83	37	the	the	DET
ajet-531	83	38	same	same	ADJ
ajet-531	83	39	stem	stem	NOUN
ajet-531	83	40	or	or	CCONJ
ajet-531	83	41	root	root	NOUN
ajet-531	83	42	but	but	CCONJ
ajet-531	83	43	different	different	ADJ
ajet-531	83	44	structure	structure	NOUN
ajet-531	83	45	.	.	PUNCT
ajet-531	84	1	2	2	X
ajet-531	84	2	)	)	PUNCT
ajet-531	84	3	model	model	NOUN
ajet-531	84	4	development	development	NOUN
ajet-531	84	5	:	:	PUNCT
ajet-531	84	6	in	in	ADP
ajet-531	84	7	this	this	DET
ajet-531	84	8	phase	phase	NOUN
ajet-531	84	9	,	,	PUNCT
ajet-531	84	10	we	we	PRON
ajet-531	84	11	train	train	VERB
ajet-531	84	12	lstm	lstm	PROPN
ajet-531	84	13	,	,	PUNCT
ajet-531	84	14	cnn	cnn	PROPN
ajet-531	84	15	,	,	PUNCT
ajet-531	84	16	and	and	CCONJ
ajet-531	84	17	bi	bi	ADJ
ajet-531	84	18	-	-	ADJ
ajet-531	84	19	lstm	lstm	ADJ
ajet-531	84	20	deep	deep	ADJ
ajet-531	84	21	learning	learning	NOUN
ajet-531	84	22	language	language	NOUN
ajet-531	84	23	models	model	NOUN
ajet-531	84	24	and	and	CCONJ
ajet-531	84	25	then	then	ADV
ajet-531	84	26	develop	develop	VERB
ajet-531	84	27	the	the	DET
ajet-531	84	28	model	model	NOUN
ajet-531	84	29	and	and	CCONJ
ajet-531	84	30	save	save	VERB
ajet-531	84	31	it	it	PRON
ajet-531	84	32	for	for	ADP
ajet-531	84	33	offline	offline	ADJ
ajet-531	84	34	use	use	NOUN
ajet-531	84	35	.	.	PUNCT
ajet-531	85	1	evaluating	evaluate	VERB
ajet-531	85	2	its	its	PRON
ajet-531	85	3	classification	classification	NOUN
ajet-531	85	4	accuracy	accuracy	NOUN
ajet-531	85	5	would	would	AUX
ajet-531	85	6	be	be	AUX
ajet-531	85	7	the	the	DET
ajet-531	85	8	last	last	ADJ
ajet-531	85	9	task	task	NOUN
ajet-531	85	10	of	of	ADP
ajet-531	85	11	this	this	DET
ajet-531	85	12	module	module	NOUN
ajet-531	85	13	by	by	ADP
ajet-531	85	14	test	test	NOUN
ajet-531	85	15	dataset	dataset	VERB
ajet-531	85	16	.	.	PUNCT
ajet-531	86	1	3	3	X
ajet-531	86	2	)	)	PUNCT
ajet-531	86	3	fetching	fetch	VERB
ajet-531	86	4	glosses	gloss	NOUN
ajet-531	86	5	:	:	PUNCT
ajet-531	86	6	if	if	SCONJ
ajet-531	86	7	the	the	DET
ajet-531	86	8	predicated	predicate	VERB
ajet-531	86	9	result	result	NOUN
ajet-531	86	10	of	of	ADP
ajet-531	86	11	the	the	DET
ajet-531	86	12	model	model	NOUN
ajet-531	86	13	is	be	AUX
ajet-531	86	14	ambiguous	ambiguous	ADJ
ajet-531	86	15	then	then	ADV
ajet-531	86	16	the	the	DET
ajet-531	86	17	sentences	sentence	NOUN
ajet-531	86	18	back	back	ADV
ajet-531	86	19	changed	change	VERB
ajet-531	86	20	to	to	ADP
ajet-531	86	21	text	text	NOUN
ajet-531	86	22	and	and	CCONJ
ajet-531	86	23	match	match	VERB
ajet-531	86	24	with	with	ADP
ajet-531	86	25	its	its	PRON
ajet-531	86	26	wordnet	wordnet	NOUN
ajet-531	86	27	.	.	PUNCT
ajet-531	87	1	if	if	SCONJ
ajet-531	87	2	no	no	DET
ajet-531	87	3	matching	matching	NOUN
ajet-531	87	4	occurred	occur	VERB
ajet-531	87	5	the	the	DET
ajet-531	87	6	word	word	NOUN
ajet-531	87	7	was	be	AUX
ajet-531	87	8	recorded	record	VERB
ajet-531	87	9	in	in	ADP
ajet-531	87	10	the	the	DET
ajet-531	87	11	wordnet	wordnet	NOUN
ajet-531	87	12	without	without	ADP
ajet-531	87	13	gloss	gloss	NOUN
ajet-531	87	14	and	and	CCONJ
ajet-531	87	15	the	the	DET
ajet-531	87	16	sentences	sentence	NOUN
ajet-531	87	17	were	be	AUX
ajet-531	87	18	added	add	VERB
ajet-531	87	19	to	to	ADP
ajet-531	87	20	a	a	DET
ajet-531	87	21	dataset	dataset	NOUN
ajet-531	87	22	within	within	ADP
ajet-531	87	23	special	special	ADJ
ajet-531	87	24	labeling	labeling	NOUN
ajet-531	87	25	.	.	PUNCT
ajet-531	88	1	these	these	DET
ajet-531	88	2	sentences	sentence	NOUN
ajet-531	88	3	wait	wait	VERB
ajet-531	88	4	for	for	ADP
ajet-531	88	5	experts	expert	NOUN
ajet-531	88	6	for	for	ADP
ajet-531	88	7	labeling	labeling	NOUN
ajet-531	88	8	and	and	CCONJ
ajet-531	88	9	the	the	DET
ajet-531	88	10	word	word	NOUN
ajet-531	88	11	gloss	gloss	NOUN
ajet-531	88	12	for	for	ADP
ajet-531	88	13	future	future	ADJ
ajet-531	88	14	training	training	NOUN
ajet-531	88	15	.	.	PUNCT
ajet-531	89	1	data	datum	NOUN
ajet-531	89	2	source	source	VERB
ajet-531	89	3	the	the	DET
ajet-531	89	4	following	follow	VERB
ajet-531	89	5	table	table	NOUN
ajet-531	90	1	i	i	PRON
ajet-531	90	2	describes	describe	VERB
ajet-531	90	3	the	the	DET
ajet-531	90	4	number	number	NOUN
ajet-531	90	5	of	of	ADP
ajet-531	90	6	ambiguous	ambiguous	ADJ
ajet-531	90	7	amharic	amharic	ADJ
ajet-531	90	8	words	word	NOUN
ajet-531	90	9	,	,	PUNCT
ajet-531	90	10	number	number	NOUN
ajet-531	90	11	of	of	ADP
ajet-531	90	12	synsets	synset	NOUN
ajet-531	90	13	,	,	PUNCT
ajet-531	90	14	number	number	NOUN
ajet-531	90	15	of	of	ADP
ajet-531	90	16	glosses	gloss	NOUN
ajet-531	90	17	,	,	PUNCT
ajet-531	90	18	sentence	sentence	NOUN
ajet-531	90	19	datasets	dataset	NOUN
ajet-531	90	20	for	for	ADP
ajet-531	90	21	the	the	DET
ajet-531	90	22	research	research	NOUN
ajet-531	90	23	.	.	PUNCT
ajet-531	91	1	table	table	NOUN
ajet-531	91	2	1	1	NUM
ajet-531	91	3	:	:	PUNCT
ajet-531	91	4	describes	describe	VERB
ajet-531	91	5	the	the	DET
ajet-531	91	6	number	number	NOUN
ajet-531	91	7	of	of	ADP
ajet-531	91	8	ambiguous	ambiguous	ADJ
ajet-531	91	9	amharic	amharic	ADJ
ajet-531	91	10	words	word	NOUN
ajet-531	91	11	,	,	PUNCT
ajet-531	91	12	number	number	NOUN
ajet-531	91	13	of	of	ADP
ajet-531	91	14	synsets	synset	NOUN
ajet-531	91	15	,	,	PUNCT
ajet-531	91	16	number	number	NOUN
ajet-531	91	17	of	of	ADP
ajet-531	91	18	glosses	gloss	NOUN
ajet-531	91	19	,	,	PUNCT
ajet-531	91	20	sentence	sentence	NOUN
ajet-531	91	21	datasets	dataset	NOUN
ajet-531	91	22	for	for	ADP
ajet-531	91	23	the	the	DET
ajet-531	91	24	research	research	NOUN
ajet-531	91	25	number	number	NOUN
ajet-531	91	26	of	of	ADP
ajet-531	91	27	ambiguous	ambiguous	ADJ
ajet-531	91	28	words	word	NOUN
ajet-531	91	29	number	number	NOUN
ajet-531	91	30	of	of	ADP
ajet-531	91	31	synsets	synset	NOUN
ajet-531	91	32	number	number	NOUN
ajet-531	91	33	of	of	ADP
ajet-531	91	34	gloss	gloss	NOUN
ajet-531	91	35	sentences	sentence	NOUN
ajet-531	91	36	in	in	ADP
ajet-531	91	37	all	all	DET
ajet-531	91	38	relations	relation	NOUN
ajet-531	91	39	source	source	NOUN
ajet-531	91	40	of	of	ADP
ajet-531	91	41	data	datum	NOUN
ajet-531	91	42	159	159	NUM
ajet-531	91	43	1350	1350	NUM
ajet-531	91	44	460	460	NUM
ajet-531	91	45	2164	2164	NUM
ajet-531	91	46	amharic	amharic	PROPN
ajet-531	91	47	dictionary	dictionary	PROPN
ajet-531	91	48	,	,	PUNCT
ajet-531	91	49	sketch	sketch	ADJ
ajet-531	91	50	engines	engine	NOUN
ajet-531	91	51	,	,	PUNCT
ajet-531	91	52	abyssinica	abyssinica	PROPN
ajet-531	91	53	,	,	PUNCT
ajet-531	91	54	and	and	CCONJ
ajet-531	91	55	experts	expert	NOUN
ajet-531	91	56	result	result	VERB
ajet-531	91	57	the	the	DET
ajet-531	91	58	training	training	NOUN
ajet-531	91	59	and	and	CCONJ
ajet-531	91	60	validation	validation	NOUN
ajet-531	91	61	loss	loss	NOUN
ajet-531	91	62	and	and	CCONJ
ajet-531	91	63	accuracy	accuracy	NOUN
ajet-531	91	64	of	of	ADP
ajet-531	91	65	the	the	DET
ajet-531	91	66	bi	bi	ADJ
ajet-531	91	67	-	-	ADJ
ajet-531	91	68	lstm	lstm	ADJ
ajet-531	91	69	model	model	NOUN
ajet-531	91	70	are	be	AUX
ajet-531	91	71	presented	present	VERB
ajet-531	91	72	in	in	ADP
ajet-531	91	73	figure	figure	NOUN
ajet-531	91	74	2	2	NUM
ajet-531	91	75	and	and	CCONJ
ajet-531	91	76	figure	figure	VERB
ajet-531	91	77	3	3	NUM
ajet-531	91	78	respectively	respectively	ADV
ajet-531	91	79	.	.	PUNCT
ajet-531	92	1	in	in	ADP
ajet-531	92	2	the	the	DET
ajet-531	92	3	first	first	ADJ
ajet-531	92	4	experiment	experiment	NOUN
ajet-531	92	5	,	,	PUNCT
ajet-531	92	6	there	there	PRON
ajet-531	92	7	was	be	VERB
ajet-531	92	8	overfitting	overfitte	VERB
ajet-531	92	9	,	,	PUNCT
ajet-531	92	10	the	the	DET
ajet-531	92	11	overfitting	overfitting	NOUN
ajet-531	92	12	was	be	AUX
ajet-531	92	13	handled	handle	VERB
ajet-531	92	14	by	by	ADP
ajet-531	92	15	model	model	NOUN
ajet-531	92	16	regularization	regularization	NOUN
ajet-531	92	17	and	and	CCONJ
ajet-531	92	18	balancing	balance	VERB
ajet-531	92	19	the	the	DET
ajet-531	92	20	dropout	dropout	NOUN
ajet-531	92	21	rate	rate	NOUN
ajet-531	92	22	since	since	SCONJ
ajet-531	92	23	it	it	PRON
ajet-531	92	24	determines	determine	VERB
ajet-531	92	25	which	which	DET
ajet-531	92	26	neuron	neuron	NOUN
ajet-531	92	27	is	be	AUX
ajet-531	92	28	idle	idle	ADJ
ajet-531	92	29	and	and	CCONJ
ajet-531	92	30	active	active	ADJ
ajet-531	92	31	at	at	ADP
ajet-531	92	32	a	a	DET
ajet-531	92	33	time	time	NOUN
ajet-531	92	34	.	.	PUNCT
ajet-531	93	1	the	the	DET
ajet-531	93	2	table	table	NOUN
ajet-531	93	3	shows	show	VERB
ajet-531	93	4	the	the	DET
ajet-531	93	5	overall	overall	ADJ
ajet-531	93	6	performance	performance	NOUN
ajet-531	93	7	of	of	ADP
ajet-531	93	8	the	the	DET
ajet-531	93	9	bi	bi	ADJ
ajet-531	93	10	-	-	ADJ
ajet-531	93	11	lstm	lstm	ADJ
ajet-531	93	12	model	model	NOUN
ajet-531	93	13	on	on	ADP
ajet-531	93	14	the	the	DET
ajet-531	93	15	amharic	amharic	ADJ
ajet-531	93	16	word	word	NOUN
ajet-531	93	17	sense	sense	NOUN
ajet-531	93	18	disambiguation	disambiguation	NOUN
ajet-531	93	19	problem	problem	NOUN
ajet-531	93	20	.	.	PUNCT
ajet-531	94	1	this	this	DET
ajet-531	94	2	experimental	experimental	ADJ
ajet-531	94	3	result	result	NOUN
ajet-531	94	4	indicates	indicate	VERB
ajet-531	94	5	the	the	DET
ajet-531	94	6	total	total	ADJ
ajet-531	94	7	performance	performance	NOUN
ajet-531	94	8	of	of	ADP
ajet-531	94	9	the	the	DET
ajet-531	94	10	model	model	NOUN
ajet-531	94	11	based	base	VERB
ajet-531	94	12	on	on	ADP
ajet-531	94	13	true	true	ADJ
ajet-531	94	14	positive	positive	ADJ
ajet-531	94	15	and	and	CCONJ
ajet-531	94	16	true	true	ADJ
ajet-531	94	17	negative	negative	ADJ
ajet-531	94	18	using	use	VERB
ajet-531	94	19	a	a	DET
ajet-531	94	20	random	random	ADJ
ajet-531	94	21	search	search	NOUN
ajet-531	94	22	hyperparameter	hyperparameter	NOUN
ajet-531	94	23	selection	selection	NOUN
ajet-531	94	24	algorithm	algorithm	NOUN
ajet-531	94	25	.	.	PUNCT
ajet-531	95	1	lastly	lastly	ADV
ajet-531	95	2	,	,	PUNCT
ajet-531	95	3	the	the	DET
ajet-531	95	4	performance	performance	NOUN
ajet-531	95	5	of	of	ADP
ajet-531	95	6	bi	bi	NOUN
ajet-531	95	7	-	-	NOUN
ajet-531	95	8	lstm	lstm	NOUN
ajet-531	95	9	for	for	ADP
ajet-531	95	10	amharic	amharic	ADJ
ajet-531	95	11	word	word	NOUN
ajet-531	95	12	sense	sense	NOUN
ajet-531	95	13	disambiguation	disambiguation	NOUN
ajet-531	95	14	problem	problem	NOUN
ajet-531	95	15	confusion	confusion	NOUN
ajet-531	95	16	matrix	matrix	NOUN
ajet-531	95	17	table	table	NOUN
ajet-531	95	18	is	be	AUX
ajet-531	95	19	figure	figure	NOUN
ajet-531	95	20	2	2	NUM
ajet-531	95	21	:	:	PUNCT
ajet-531	95	22	training	train	VERB
ajet-531	95	23	loss	loss	NOUN
ajet-531	95	24	and	and	CCONJ
ajet-531	95	25	validation	validation	NOUN
ajet-531	95	26	loss	loss	NOUN
ajet-531	95	27	of	of	ADP
ajet-531	95	28	bi	bi	ADJ
ajet-531	95	29	-	-	ADJ
ajet-531	95	30	lstm	lstm	ADJ
ajet-531	95	31	model	model	NOUN
ajet-531	95	32	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	PROPN
ajet-531	95	33	pa	pa	PROPN
ajet-531	95	34	ge	ge	PROPN
ajet-531	95	35	86	86	NUM
ajet-531	95	36	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	PROPN
ajet-531	95	37	am	am	NOUN
ajet-531	95	38	.	.	PUNCT
ajet-531	96	1	j.	j.	PROPN
ajet-531	96	2	educ	educ	PROPN
ajet-531	96	3	.	.	PUNCT
ajet-531	97	1	technol	technol	PROPN
ajet-531	97	2	.	.	PUNCT
ajet-531	98	1	1(2	1(2	NUM
ajet-531	98	2	)	)	PUNCT
ajet-531	98	3	83	83	NUM
ajet-531	98	4	-	-	PUNCT
ajet-531	98	5	-87	-87	PROPN
ajet-531	98	6	,	,	PUNCT
ajet-531	98	7	2022	2022	NUM
ajet-531	98	8	figure	figure	NOUN
ajet-531	98	9	3	3	NUM
ajet-531	98	10	:	:	PUNCT
ajet-531	98	11	training	train	VERB
ajet-531	98	12	data	datum	NOUN
ajet-531	98	13	and	and	CCONJ
ajet-531	98	14	validation	validation	NOUN
ajet-531	98	15	data	datum	NOUN
ajet-531	98	16	accuracy	accuracy	NOUN
ajet-531	98	17	of	of	ADP
ajet-531	98	18	bi	bi	ADJ
ajet-531	98	19	-	-	ADJ
ajet-531	98	20	lstm	lstm	ADJ
ajet-531	98	21	model	model	NOUN
ajet-531	98	22	figure	figure	NOUN
ajet-531	98	23	4	4	NUM
ajet-531	98	24	:	:	PUNCT
ajet-531	98	25	confusion	confusion	NOUN
ajet-531	98	26	matrix	matrix	NOUN
ajet-531	98	27	of	of	ADP
ajet-531	98	28	bi	bi	ADJ
ajet-531	98	29	-	-	ADJ
ajet-531	98	30	lstm	lstm	ADJ
ajet-531	98	31	model	model	NOUN
ajet-531	98	32	shown	show	VERB
ajet-531	98	33	in	in	ADP
ajet-531	98	34	figure	figure	NOUN
ajet-531	98	35	4	4	NUM
ajet-531	98	36	.	.	PUNCT
ajet-531	98	37	to	to	PART
ajet-531	98	38	know	know	VERB
ajet-531	98	39	the	the	DET
ajet-531	98	40	performance	performance	NOUN
ajet-531	98	41	of	of	ADP
ajet-531	98	42	the	the	DET
ajet-531	98	43	model	model	NOUN
ajet-531	98	44	,	,	PUNCT
ajet-531	98	45	we	we	PRON
ajet-531	98	46	made	make	VERB
ajet-531	98	47	different	different	ADJ
ajet-531	98	48	error	error	NOUN
ajet-531	98	49	analysis	analysis	NOUN
ajet-531	98	50	mechanisms	mechanism	NOUN
ajet-531	98	51	.	.	PUNCT
ajet-531	99	1	like	like	INTJ
ajet-531	99	2	mean	mean	VERB
ajet-531	99	3	absolute	absolute	ADJ
ajet-531	99	4	error	error	NOUN
ajet-531	99	5	(	(	PUNCT
ajet-531	99	6	mae	mae	PROPN
ajet-531	99	7	)	)	PUNCT
ajet-531	99	8	,	,	PUNCT
ajet-531	99	9	root	root	NOUN
ajet-531	99	10	mean	mean	NOUN
ajet-531	99	11	square	square	PROPN
ajet-531	99	12	(	(	PUNCT
ajet-531	99	13	mse	mse	NOUN
ajet-531	99	14	)	)	PUNCT
ajet-531	99	15	,	,	PUNCT
ajet-531	99	16	and	and	CCONJ
ajet-531	99	17	root	root	NOUN
ajet-531	99	18	mean	mean	VERB
ajet-531	99	19	square	square	ADJ
ajet-531	99	20	error	error	NOUN
ajet-531	99	21	(	(	PUNCT
ajet-531	99	22	rmse	rmse	NOUN
ajet-531	99	23	)	)	PUNCT
ajet-531	99	24	from	from	ADP
ajet-531	99	25	216	216	NUM
ajet-531	99	26	test	test	NOUN
ajet-531	99	27	sentences	sentence	NOUN
ajet-531	99	28	we	we	PRON
ajet-531	99	29	could	could	AUX
ajet-531	99	30	calculate	calculate	VERB
ajet-531	99	31	the	the	DET
ajet-531	99	32	error	error	NOUN
ajet-531	99	33	analysis	analysis	NOUN
ajet-531	99	34	of	of	ADP
ajet-531	99	35	misclassified	misclassified	ADJ
ajet-531	99	36	sentences	sentence	NOUN
ajet-531	99	37	the	the	DET
ajet-531	99	38	outperform	outperform	ADJ
ajet-531	99	39	bi	bi	ADJ
ajet-531	99	40	-	-	ADJ
ajet-531	99	41	lstm	lstm	ADJ
ajet-531	99	42	model	model	NOUN
ajet-531	99	43	.	.	PUNCT
ajet-531	100	1	therefore	therefore	ADV
ajet-531	100	2	,	,	PUNCT
ajet-531	100	3	mse=∑n	mse=∑n	X
ajet-531	100	4	(	(	PUNCT
ajet-531	100	5	i=0)(pi	i=0)(pi	NOUN
ajet-531	100	6	-	-	ADJ
ajet-531	100	7	ai)2/9	ai)2/9	ADJ
ajet-531	100	8	…	…	SYM
ajet-531	100	9	…	…	PUNCT
ajet-531	100	10	…	…	PUNCT
ajet-531	100	11	…	…	PUNCT
ajet-531	100	12	…	…	PUNCT
ajet-531	100	13	…	…	PUNCT
ajet-531	100	14	…	…	PUNCT
ajet-531	100	15	…	…	PUNCT
ajet-531	100	16	.(1	.(1	NUM
ajet-531	100	17	)	)	PUNCT
ajet-531	101	1	mse=(21	mse=(21	PROPN
ajet-531	101	2	-	-	PUNCT
ajet-531	101	3	21)2+(17	21)2+(17	NUM
ajet-531	101	4	-	-	PUNCT
ajet-531	101	5	19)2+(16	19)2+(16	NUM
ajet-531	101	6	-	-	PUNCT
ajet-531	101	7	19)2+(19	19)2+(19	NUM
ajet-531	101	8	-	-	PUNCT
ajet-531	101	9	19)2+(1919)2+(19	19)2+(1919)2+(19	NUM
ajet-531	101	10	-	-	PUNCT
ajet-531	101	11	19)2+(19	19)2+(19	NUM
ajet-531	101	12	-	-	PUNCT
ajet-531	101	13	19)2+(19	19)2+(19	NUM
ajet-531	101	14	-	-	PUNCT
ajet-531	101	15	17	17	NUM
ajet-531	101	16	)	)	PUNCT
ajet-531	101	17	2+(62	2+(62	NUM
ajet-531	101	18	-	-	SYM
ajet-531	101	19	60)2	60)2	NUM
ajet-531	101	20	=	=	SYM
ajet-531	101	21	(	(	PUNCT
ajet-531	101	22	0	0	NUM
ajet-531	101	23	+	+	NOUN
ajet-531	101	24	4	4	NUM
ajet-531	101	25	+	+	NOUN
ajet-531	101	26	9	9	NUM
ajet-531	101	27	+	+	SYM
ajet-531	101	28	0	0	NUM
ajet-531	101	29	+	+	NOUN
ajet-531	101	30	0	0	NUM
ajet-531	101	31	+	+	NOUN
ajet-531	101	32	0	0	NUM
ajet-531	101	33	+	+	NOUN
ajet-531	101	34	0	0	NUM
ajet-531	101	35	+	+	NOUN
ajet-531	101	36	0	0	NUM
ajet-531	101	37	+	+	NOUN
ajet-531	101	38	4	4	NUM
ajet-531	101	39	+	+	ADJ
ajet-531	101	40	4)/9	4)/9	NUM
ajet-531	101	41	=	=	SYM
ajet-531	101	42	21/9	21/9	NUM
ajet-531	101	43	=	=	SYM
ajet-531	101	44	2.33	2.33	NUM
ajet-531	101	45	=	=	SYM
ajet-531	101	46	2.33	2.33	NUM
ajet-531	101	47	is	be	AUX
ajet-531	101	48	our	our	PRON
ajet-531	101	49	mean	mean	ADJ
ajet-531	101	50	square	square	ADJ
ajet-531	101	51	error	error	NOUN
ajet-531	101	52	for	for	ADP
ajet-531	101	53	9	9	NUM
ajet-531	101	54	classes	class	NOUN
ajet-531	101	55	.	.	PUNCT
ajet-531	102	1	discussion	discussion	NOUN
ajet-531	102	2	during	during	ADP
ajet-531	102	3	experiment	experiment	NOUN
ajet-531	102	4	1	1	NUM
ajet-531	102	5	,	,	PUNCT
ajet-531	102	6	all	all	DET
ajet-531	102	7	three	three	NUM
ajet-531	102	8	deep	deep	ADJ
ajet-531	102	9	learning	learning	NOUN
ajet-531	102	10	algorithms	algorithm	NOUN
ajet-531	102	11	were	be	AUX
ajet-531	102	12	tested	test	VERB
ajet-531	102	13	within	within	ADP
ajet-531	102	14	the	the	DET
ajet-531	102	15	specified	specified	ADJ
ajet-531	102	16	constant	constant	ADJ
ajet-531	102	17	hyperparameter	hyperparameter	NOUN
ajet-531	102	18	setup	setup	NOUN
ajet-531	102	19	using	use	VERB
ajet-531	102	20	padding	padding	NOUN
ajet-531	102	21	,	,	PUNCT
ajet-531	102	22	embedding	embed	VERB
ajet-531	102	23	,	,	PUNCT
ajet-531	102	24	split	split	ADJ
ajet-531	102	25	ratio	ratio	NOUN
ajet-531	102	26	,	,	PUNCT
ajet-531	102	27	and	and	CCONJ
ajet-531	102	28	vocabulary	vocabulary	ADJ
ajet-531	102	29	size	size	NOUN
ajet-531	102	30	.	.	PUNCT
ajet-531	103	1	specifically	specifically	ADV
ajet-531	103	2	,	,	PUNCT
ajet-531	103	3	from	from	ADP
ajet-531	103	4	the	the	DET
ajet-531	103	5	variable	variable	ADJ
ajet-531	103	6	hyperparameter	hyperparameter	NOUN
ajet-531	103	7	optimizer	optimizer	NOUN
ajet-531	103	8	=	=	SYM
ajet-531	103	9	sgd	sgd	X
ajet-531	103	10	,	,	PUNCT
ajet-531	103	11	activation	activation	NOUN
ajet-531	103	12	=	=	SYM
ajet-531	103	13	tanh	tanh	NOUN
ajet-531	103	14	,	,	PUNCT
ajet-531	103	15	batch	batch	NOUN
ajet-531	103	16	size	size	NOUN
ajet-531	103	17	=	=	SYM
ajet-531	103	18	32	32	NUM
ajet-531	103	19	,	,	PUNCT
ajet-531	103	20	random	random	ADJ
ajet-531	103	21	state	state	NOUN
ajet-531	103	22	=	=	SYM
ajet-531	103	23	0	0	NUM
ajet-531	103	24	,	,	PUNCT
ajet-531	103	25	number	number	NOUN
ajet-531	103	26	of	of	ADP
ajet-531	103	27	neurons	neuron	NOUN
ajet-531	103	28	=	=	SYM
ajet-531	103	29	100	100	NUM
ajet-531	103	30	.	.	PUNCT
ajet-531	104	1	in	in	ADP
ajet-531	104	2	this	this	DET
ajet-531	104	3	experiment	experiment	NOUN
ajet-531	104	4	,	,	PUNCT
ajet-531	104	5	we	we	PRON
ajet-531	104	6	were	be	AUX
ajet-531	104	7	using	use	VERB
ajet-531	104	8	the	the	DET
ajet-531	104	9	activation	activation	NOUN
ajet-531	104	10	function	function	NOUN
ajet-531	104	11	but	but	CCONJ
ajet-531	104	12	this	this	DET
ajet-531	104	13	activation	activation	NOUN
ajet-531	104	14	function	function	NOUN
ajet-531	104	15	had	have	VERB
ajet-531	104	16	a	a	DET
ajet-531	104	17	problem	problem	NOUN
ajet-531	104	18	of	of	ADP
ajet-531	104	19	vanishing	vanish	VERB
ajet-531	104	20	gradient	gradient	NOUN
ajet-531	104	21	around	around	ADP
ajet-531	104	22	-1	-1	PUNCT
ajet-531	104	23	and	and	CCONJ
ajet-531	104	24	1	1	NUM
ajet-531	104	25	(	(	PUNCT
ajet-531	104	26	nguyen	nguyen	NOUN
ajet-531	104	27	et	et	PROPN
ajet-531	104	28	al	al	PROPN
ajet-531	104	29	.	.	PROPN
ajet-531	104	30	,	,	PUNCT
ajet-531	104	31	2021	2021	NUM
ajet-531	104	32	)	)	PUNCT
ajet-531	104	33	.	.	PUNCT
ajet-531	105	1	the	the	DET
ajet-531	105	2	vanishing	vanish	VERB
ajet-531	105	3	gradient	gradient	NOUN
ajet-531	105	4	problem	problem	NOUN
ajet-531	105	5	restricts	restrict	VERB
ajet-531	105	6	the	the	DET
ajet-531	105	7	model	model	NOUN
ajet-531	105	8	to	to	PART
ajet-531	105	9	reach	reach	VERB
ajet-531	105	10	easily	easily	ADV
ajet-531	105	11	into	into	ADP
ajet-531	105	12	a	a	DET
ajet-531	105	13	global	global	ADJ
ajet-531	105	14	minimum	minimum	NOUN
ajet-531	105	15	.	.	PUNCT
ajet-531	106	1	the	the	DET
ajet-531	106	2	activation	activation	NOUN
ajet-531	106	3	function	function	NOUN
ajet-531	106	4	problem	problem	NOUN
ajet-531	106	5	influences	influence	VERB
ajet-531	106	6	the	the	DET
ajet-531	106	7	outcomes	outcome	NOUN
ajet-531	106	8	of	of	ADP
ajet-531	106	9	this	this	DET
ajet-531	106	10	experiment	experiment	NOUN
ajet-531	106	11	since	since	SCONJ
ajet-531	106	12	sgd	sgd	PROPN
ajet-531	106	13	has	have	VERB
ajet-531	106	14	a	a	DET
ajet-531	106	15	significant	significant	ADJ
ajet-531	106	16	variation	variation	NOUN
ajet-531	106	17	in	in	ADP
ajet-531	106	18	model	model	NOUN
ajet-531	106	19	parameters	parameter	NOUN
ajet-531	106	20	.	.	PUNCT
ajet-531	107	1	to	to	PART
ajet-531	107	2	achieve	achieve	VERB
ajet-531	107	3	the	the	DET
ajet-531	107	4	same	same	ADJ
ajet-531	107	5	convergence	convergence	NOUN
ajet-531	107	6	as	as	ADP
ajet-531	107	7	gradient	gradient	ADJ
ajet-531	107	8	descent	descent	NOUN
ajet-531	107	9	,	,	PUNCT
ajet-531	107	10	the	the	DET
ajet-531	107	11	learning	learning	NOUN
ajet-531	107	12	rate	rate	NOUN
ajet-531	107	13	must	must	AUX
ajet-531	107	14	be	be	AUX
ajet-531	107	15	gradually	gradually	ADV
ajet-531	107	16	reduced	reduce	VERB
ajet-531	107	17	.	.	PUNCT
ajet-531	108	1	lstm	lstm	NOUN
ajet-531	108	2	(	(	PUNCT
ajet-531	108	3	88	88	NUM
ajet-531	108	4	%	%	NOUN
ajet-531	108	5	)	)	PUNCT
ajet-531	108	6	and	and	CCONJ
ajet-531	108	7	bi	bi	NOUN
ajet-531	108	8	-	-	ADJ
ajet-531	108	9	lstm	lstm	ADJ
ajet-531	108	10	(	(	PUNCT
ajet-531	108	11	91	91	NUM
ajet-531	108	12	%	%	NOUN
ajet-531	108	13	)	)	PUNCT
ajet-531	108	14	in	in	ADP
ajet-531	108	15	particular	particular	ADJ
ajet-531	108	16	performed	perform	VERB
ajet-531	108	17	poorly	poorly	ADV
ajet-531	108	18	in	in	ADP
ajet-531	108	19	this	this	DET
ajet-531	108	20	experiment	experiment	NOUN
ajet-531	108	21	when	when	SCONJ
ajet-531	108	22	it	it	PRON
ajet-531	108	23	came	come	VERB
ajet-531	108	24	to	to	ADP
ajet-531	108	25	cnn	cnn	PROPN
ajet-531	108	26	(	(	PUNCT
ajet-531	108	27	92	92	NUM
ajet-531	108	28	%	%	NOUN
ajet-531	108	29	)	)	PUNCT
ajet-531	108	30	.	.	PUNCT
ajet-531	109	1	in	in	ADP
ajet-531	109	2	the	the	DET
ajet-531	109	3	second	second	ADJ
ajet-531	109	4	experiment	experiment	NOUN
ajet-531	109	5	rather	rather	ADV
ajet-531	109	6	than	than	ADP
ajet-531	109	7	the	the	DET
ajet-531	109	8	hyperparameter	hyperparameter	NOUN
ajet-531	109	9	employed	employ	VERB
ajet-531	109	10	in	in	ADP
ajet-531	109	11	experiment	experiment	NOUN
ajet-531	109	12	1	1	NUM
ajet-531	109	13	its	its	PRON
ajet-531	109	14	variable	variable	ADJ
ajet-531	109	15	hyperparameters	hyperparameter	NOUN
ajet-531	109	16	were	be	AUX
ajet-531	109	17	random	random	ADJ
ajet-531	109	18	state=0	state=0	NOUN
ajet-531	109	19	,	,	PUNCT
ajet-531	109	20	optimizer	optimizer	NOUN
ajet-531	109	21	=	=	SYM
ajet-531	109	22	adam	adam	NOUN
ajet-531	109	23	,	,	PUNCT
ajet-531	109	24	activation	activation	NOUN
ajet-531	109	25	=	=	SYM
ajet-531	109	26	relu	relu	NOUN
ajet-531	109	27	,	,	PUNCT
ajet-531	109	28	batch	batch	NOUN
ajet-531	109	29	size=16	size=16	NOUN
ajet-531	109	30	,	,	PUNCT
ajet-531	109	31	epochs	epoch	NOUN
ajet-531	109	32	=	=	NOUN
ajet-531	109	33	10	10	NUM
ajet-531	109	34	,	,	PUNCT
ajet-531	109	35	dropout=0.2	dropout=0.2	ADJ
ajet-531	109	36	,	,	PUNCT
ajet-531	109	37	number	number	NOUN
ajet-531	109	38	of	of	ADP
ajet-531	109	39	neurons	neuron	NOUN
ajet-531	109	40	=	=	NOUN
ajet-531	109	41	60	60	NUM
ajet-531	109	42	.	.	PUNCT
ajet-531	110	1	the	the	DET
ajet-531	110	2	activation	activation	NOUN
ajet-531	110	3	function	function	VERB
ajet-531	110	4	in	in	ADP
ajet-531	110	5	this	this	DET
ajet-531	110	6	experiment	experiment	NOUN
ajet-531	110	7	had	have	VERB
ajet-531	110	8	a	a	DET
ajet-531	110	9	problem	problem	NOUN
ajet-531	110	10	of	of	ADP
ajet-531	110	11	dead	dead	ADJ
ajet-531	110	12	states	state	NOUN
ajet-531	110	13	around	around	ADP
ajet-531	110	14	0	0	NUM
ajet-531	110	15	and	and	CCONJ
ajet-531	110	16	1	1	NUM
ajet-531	110	17	.	.	PUNCT
ajet-531	111	1	still	still	ADV
ajet-531	111	2	,	,	PUNCT
ajet-531	111	3	the	the	DET
ajet-531	111	4	batch	batch	NOUN
ajet-531	111	5	size	size	NOUN
ajet-531	111	6	in	in	ADP
ajet-531	111	7	this	this	DET
ajet-531	111	8	experiment	experiment	NOUN
ajet-531	111	9	used	use	VERB
ajet-531	111	10	was	be	AUX
ajet-531	111	11	largely	largely	ADV
ajet-531	111	12	related	relate	VERB
ajet-531	111	13	to	to	ADP
ajet-531	111	14	the	the	DET
ajet-531	111	15	dataset	dataset	NOUN
ajet-531	111	16	.	.	PUNCT
ajet-531	112	1	that	that	PRON
ajet-531	112	2	is	be	AUX
ajet-531	112	3	why	why	SCONJ
ajet-531	112	4	the	the	DET
ajet-531	112	5	model	model	NOUN
ajet-531	112	6	performance	performance	NOUN
ajet-531	112	7	has	have	AUX
ajet-531	112	8	gone	go	VERB
ajet-531	112	9	to	to	ADP
ajet-531	112	10	a	a	DET
ajet-531	112	11	minimum	minimum	NOUN
ajet-531	112	12	related	relate	VERB
ajet-531	112	13	to	to	ADP
ajet-531	112	14	other	other	ADJ
ajet-531	112	15	experiments	experiment	NOUN
ajet-531	112	16	.	.	PUNCT
ajet-531	113	1	the	the	DET
ajet-531	113	2	dropout	dropout	NOUN
ajet-531	113	3	rate	rate	NOUN
ajet-531	113	4	also	also	ADV
ajet-531	113	5	factors	factor	VERB
ajet-531	113	6	into	into	ADP
ajet-531	113	7	our	our	PRON
ajet-531	113	8	experiment	experiment	NOUN
ajet-531	113	9	.	.	PUNCT
ajet-531	114	1	because	because	SCONJ
ajet-531	114	2	we	we	PRON
ajet-531	114	3	chose	choose	VERB
ajet-531	114	4	a	a	DET
ajet-531	114	5	0.2	0.2	NUM
ajet-531	114	6	dropout	dropout	NOUN
ajet-531	114	7	rate	rate	NOUN
ajet-531	114	8	in	in	ADP
ajet-531	114	9	our	our	PRON
ajet-531	114	10	experiment	experiment	NOUN
ajet-531	114	11	,	,	PUNCT
ajet-531	114	12	this	this	PRON
ajet-531	114	13	is	be	AUX
ajet-531	114	14	inconvenient	inconvenient	ADJ
ajet-531	114	15	for	for	ADP
ajet-531	114	16	our	our	PRON
ajet-531	114	17	problem	problem	NOUN
ajet-531	114	18	.	.	PUNCT
ajet-531	115	1	the	the	DET
ajet-531	115	2	activation	activation	NOUN
ajet-531	115	3	function	function	NOUN
ajet-531	115	4	was	be	AUX
ajet-531	115	5	set	set	VERB
ajet-531	115	6	to	to	ADP
ajet-531	115	7	0	0	NUM
ajet-531	115	8	for	for	ADP
ajet-531	115	9	all	all	DET
ajet-531	115	10	negative	negative	ADJ
ajet-531	115	11	values	value	NOUN
ajet-531	115	12	and	and	CCONJ
ajet-531	115	13	dead	dead	ADJ
ajet-531	115	14	state	state	NOUN
ajet-531	115	15	problems	problem	NOUN
ajet-531	115	16	.	.	PUNCT
ajet-531	116	1	this	this	DET
ajet-531	116	2	experiment	experiment	NOUN
ajet-531	116	3	achieved	achieve	VERB
ajet-531	116	4	82	82	NUM
ajet-531	116	5	%	%	NOUN
ajet-531	116	6	,	,	PUNCT
ajet-531	116	7	88	88	NUM
ajet-531	116	8	%	%	NOUN
ajet-531	116	9	,	,	PUNCT
ajet-531	116	10	and	and	CCONJ
ajet-531	116	11	89	89	NUM
ajet-531	116	12	%	%	NOUN
ajet-531	116	13	accuracy	accuracy	NOUN
ajet-531	116	14	of	of	ADP
ajet-531	116	15	lstm	lstm	PROPN
ajet-531	116	16	,	,	PUNCT
ajet-531	116	17	cnn	cnn	PROPN
ajet-531	116	18	,	,	PUNCT
ajet-531	116	19	and	and	CCONJ
ajet-531	116	20	bi	bi	NOUN
ajet-531	116	21	-	-	ADJ
ajet-531	116	22	lstm	lstm	ADJ
ajet-531	116	23	respectively	respectively	ADV
ajet-531	116	24	.	.	PUNCT
ajet-531	117	1	the	the	DET
ajet-531	117	2	experimental	experimental	ADJ
ajet-531	117	3	result	result	NOUN
ajet-531	117	4	shows	show	VERB
ajet-531	117	5	low	low	ADJ
ajet-531	117	6	performance	performance	NOUN
ajet-531	117	7	in	in	ADP
ajet-531	117	8	all	all	DET
ajet-531	117	9	algorithms	algorithm	NOUN
ajet-531	117	10	due	due	ADP
ajet-531	117	11	to	to	ADP
ajet-531	117	12	the	the	DET
ajet-531	117	13	above	above	ADJ
ajet-531	117	14	reasons	reason	NOUN
ajet-531	117	15	.	.	PUNCT
ajet-531	118	1	during	during	ADP
ajet-531	118	2	the	the	DET
ajet-531	118	3	last	last	ADJ
ajet-531	118	4	experiment	experiment	NOUN
ajet-531	118	5	,	,	PUNCT
ajet-531	118	6	the	the	DET
ajet-531	118	7	constant	constant	ADJ
ajet-531	118	8	hyperparameters	hyperparameter	NOUN
ajet-531	118	9	were	be	AUX
ajet-531	118	10	specified	specify	VERB
ajet-531	118	11	in	in	ADP
ajet-531	118	12	both	both	DET
ajet-531	118	13	experiments	experiment	NOUN
ajet-531	118	14	1	1	NUM
ajet-531	118	15	and	and	CCONJ
ajet-531	118	16	2	2	NUM
ajet-531	118	17	.	.	PUNCT
ajet-531	119	1	but	but	CCONJ
ajet-531	119	2	the	the	DET
ajet-531	119	3	variables	variable	NOUN
ajet-531	119	4	were	be	AUX
ajet-531	119	5	random	random	ADJ
ajet-531	119	6	state=42	state=42	ADJ
ajet-531	119	7	,	,	PUNCT
ajet-531	119	8	optimizer	optimizer	NOUN
ajet-531	119	9	=	=	SYM
ajet-531	119	10	adam	adam	NOUN
ajet-531	119	11	,	,	PUNCT
ajet-531	119	12	activation	activation	NOUN
ajet-531	119	13	=	=	SYM
ajet-531	119	14	gelu	gelu	ADV
ajet-531	119	15	,	,	PUNCT
ajet-531	119	16	regularize	regularize	VERB
ajet-531	119	17	=	=	NOUN
ajet-531	119	18	l2(0.001	l2(0.001	X
ajet-531	119	19	)	)	PUNCT
ajet-531	119	20	,	,	PUNCT
ajet-531	119	21	batch	batch	NOUN
ajet-531	119	22	size=8	size=8	PROPN
ajet-531	119	23	,	,	PUNCT
ajet-531	119	24	epochs	epoch	NOUN
ajet-531	119	25	=	=	NOUN
ajet-531	119	26	10	10	NUM
ajet-531	119	27	,	,	PUNCT
ajet-531	119	28	dropout=0.39	dropout=0.39	NOUN
ajet-531	119	29	,	,	PUNCT
ajet-531	119	30	number	number	NOUN
ajet-531	119	31	of	of	ADP
ajet-531	119	32	neurons	neuron	NOUN
ajet-531	119	33	=	=	NOUN
ajet-531	119	34	40	40	NUM
ajet-531	119	35	.	.	PUNCT
ajet-531	120	1	adam	adam	PROPN
ajet-531	120	2	optimizers	optimizer	NOUN
ajet-531	120	3	used	use	VERB
ajet-531	120	4	in	in	ADP
ajet-531	120	5	this	this	DET
ajet-531	120	6	experiment	experiment	NOUN
ajet-531	120	7	have	have	VERB
ajet-531	120	8	a	a	DET
ajet-531	120	9	very	very	ADV
ajet-531	120	10	good	good	ADJ
ajet-531	120	11	learning	learning	NOUN
ajet-531	120	12	rate	rate	NOUN
ajet-531	120	13	rather	rather	ADV
ajet-531	120	14	to	to	ADP
ajet-531	120	15	the	the	DET
ajet-531	120	16	others	other	NOUN
ajet-531	120	17	.	.	PUNCT
ajet-531	121	1	the	the	DET
ajet-531	121	2	activation	activation	NOUN
ajet-531	121	3	function	function	NOUN
ajet-531	121	4	used	use	VERB
ajet-531	121	5	in	in	ADP
ajet-531	121	6	this	this	DET
ajet-531	121	7	experiment	experiment	NOUN
ajet-531	121	8	was	be	AUX
ajet-531	121	9	gelu	gelu	ADJ
ajet-531	121	10	(	(	PUNCT
ajet-531	121	11	gaussian	gaussian	ADJ
ajet-531	121	12	rectified	rectify	VERB
ajet-531	121	13	linear	linear	PROPN
ajet-531	121	14	unit	unit	NOUN
ajet-531	121	15	)	)	PUNCT
ajet-531	121	16	has	have	AUX
ajet-531	121	17	the	the	DET
ajet-531	121	18	potential	potential	NOUN
ajet-531	121	19	to	to	PART
ajet-531	121	20	learn	learn	VERB
ajet-531	121	21	within	within	ADP
ajet-531	121	22	mini	mini	ADJ
ajet-531	121	23	-	-	NOUN
ajet-531	121	24	batch	batch	NOUN
ajet-531	121	25	data	datum	NOUN
ajet-531	121	26	by	by	ADP
ajet-531	121	27	solving	solve	VERB
ajet-531	121	28	the	the	DET
ajet-531	121	29	dead	dead	ADJ
ajet-531	121	30	state	state	NOUN
ajet-531	121	31	problem	problem	NOUN
ajet-531	121	32	in	in	ADP
ajet-531	121	33	relu	relu	NOUN
ajet-531	121	34	.	.	PUNCT
ajet-531	122	1	the	the	DET
ajet-531	122	2	random	random	ADJ
ajet-531	122	3	state	state	NOUN
ajet-531	122	4	is	be	AUX
ajet-531	122	5	used	use	VERB
ajet-531	122	6	to	to	PART
ajet-531	122	7	regularize	regularize	VERB
ajet-531	122	8	and	and	CCONJ
ajet-531	122	9	minimize	minimize	VERB
ajet-531	122	10	the	the	DET
ajet-531	122	11	overfitting	overfitte	VERB
ajet-531	122	12	problems	problem	NOUN
ajet-531	122	13	of	of	ADP
ajet-531	122	14	the	the	DET
ajet-531	122	15	graph	graph	NOUN
ajet-531	122	16	from	from	ADP
ajet-531	122	17	0	0	NUM
ajet-531	122	18	to	to	PART
ajet-531	122	19	increase	increase	VERB
ajet-531	122	20	42	42	NUM
ajet-531	122	21	.	.	PUNCT
ajet-531	123	1	the	the	DET
ajet-531	123	2	batch	batch	NOUN
ajet-531	123	3	size	size	NOUN
ajet-531	123	4	specified	specify	VERB
ajet-531	123	5	in	in	ADP
ajet-531	123	6	this	this	DET
ajet-531	123	7	experiment	experiment	NOUN
ajet-531	123	8	was	be	AUX
ajet-531	123	9	also	also	ADV
ajet-531	123	10	comfortable	comfortable	ADJ
ajet-531	123	11	for	for	ADP
ajet-531	123	12	the	the	DET
ajet-531	123	13	models	model	NOUN
ajet-531	123	14	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	PROPN
ajet-531	123	15	pa	pa	PROPN
ajet-531	123	16	ge	ge	PROPN
ajet-531	123	17	87	87	NUM
ajet-531	123	18	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	NOUN
ajet-531	123	19	am	am	NOUN
ajet-531	123	20	.	.	PUNCT
ajet-531	124	1	j.	j.	PROPN
ajet-531	124	2	educ	educ	PROPN
ajet-531	124	3	.	.	PUNCT
ajet-531	125	1	technol	technol	PROPN
ajet-531	125	2	.	.	PUNCT
ajet-531	126	1	1(2	1(2	NUM
ajet-531	126	2	)	)	PUNCT
ajet-531	126	3	83	83	NUM
ajet-531	126	4	-	-	PUNCT
ajet-531	126	5	-87	-87	NUM
ajet-531	126	6	,	,	PUNCT
ajet-531	126	7	2022	2022	NUM
ajet-531	126	8	because	because	SCONJ
ajet-531	126	9	the	the	DET
ajet-531	126	10	dataset	dataset	NOUN
ajet-531	126	11	was	be	AUX
ajet-531	126	12	small	small	ADJ
ajet-531	126	13	.	.	PUNCT
ajet-531	127	1	to	to	PART
ajet-531	127	2	increase	increase	VERB
ajet-531	127	3	the	the	DET
ajet-531	127	4	model	model	NOUN
ajet-531	127	5	performance	performance	NOUN
ajet-531	127	6	we	we	PRON
ajet-531	127	7	used	use	VERB
ajet-531	127	8	model	model	NOUN
ajet-531	127	9	regularize	regularize	VERB
ajet-531	127	10	,	,	PUNCT
ajet-531	127	11	small	small	ADJ
ajet-531	127	12	batch	batch	NOUN
ajet-531	127	13	size	size	NOUN
ajet-531	127	14	within	within	ADP
ajet-531	127	15	0.39	0.39	NUM
ajet-531	127	16	dropout	dropout	NOUN
ajet-531	127	17	rate	rate	NOUN
ajet-531	127	18	in	in	ADP
ajet-531	127	19	our	our	PRON
ajet-531	127	20	experiment	experiment	NOUN
ajet-531	127	21	.	.	PUNCT
ajet-531	128	1	besides	besides	SCONJ
ajet-531	128	2	in	in	ADP
ajet-531	128	3	this	this	DET
ajet-531	128	4	experiment	experiment	NOUN
ajet-531	128	5	,	,	PUNCT
ajet-531	128	6	relatively	relatively	ADV
ajet-531	128	7	all	all	DET
ajet-531	128	8	algorithms	algorithm	NOUN
ajet-531	128	9	achieved	achieve	VERB
ajet-531	128	10	a	a	DET
ajet-531	128	11	good	good	ADJ
ajet-531	128	12	average	average	ADJ
ajet-531	128	13	result	result	NOUN
ajet-531	128	14	for	for	ADP
ajet-531	128	15	amharic	amharic	ADJ
ajet-531	128	16	word	word	NOUN
ajet-531	128	17	sense	sense	NOUN
ajet-531	128	18	disambiguation	disambiguation	NOUN
ajet-531	128	19	problems	problem	NOUN
ajet-531	128	20	like	like	ADP
ajet-531	128	21	lstm	lstm	NOUN
ajet-531	128	22	(	(	PUNCT
ajet-531	128	23	94	94	NUM
ajet-531	128	24	%	%	NOUN
ajet-531	128	25	)	)	PUNCT
ajet-531	128	26	,	,	PUNCT
ajet-531	128	27	cnn	cnn	PROPN
ajet-531	128	28	(	(	PUNCT
ajet-531	128	29	95	95	NUM
ajet-531	128	30	%	%	NOUN
ajet-531	128	31	)	)	PUNCT
ajet-531	128	32	,	,	PUNCT
ajet-531	128	33	bi	bi	NOUN
ajet-531	128	34	-	-	ADJ
ajet-531	128	35	lstm	lstm	ADJ
ajet-531	128	36	(	(	PUNCT
ajet-531	128	37	96	96	NUM
ajet-531	128	38	%	%	NOUN
ajet-531	128	39	)	)	PUNCT
ajet-531	128	40	.	.	PUNCT
ajet-531	129	1	the	the	DET
ajet-531	129	2	model	model	NOUN
ajet-531	129	3	accessing	access	VERB
ajet-531	129	4	wordnet	wordnet	NOUN
ajet-531	129	5	performance	performance	NOUN
ajet-531	129	6	was	be	AUX
ajet-531	129	7	measured	measure	VERB
ajet-531	129	8	by	by	ADP
ajet-531	129	9	the	the	DET
ajet-531	129	10	accuracy	accuracy	NOUN
ajet-531	129	11	of	of	ADP
ajet-531	129	12	216	216	NUM
ajet-531	129	13	test	test	NOUN
ajet-531	129	14	dataset	dataset	NOUN
ajet-531	129	15	sentences	sentence	NOUN
ajet-531	129	16	;	;	PUNCT
ajet-531	129	17	thus	thus	ADV
ajet-531	129	18	,	,	PUNCT
ajet-531	129	19	86	86	NUM
ajet-531	129	20	sentences	sentence	NOUN
ajet-531	129	21	were	be	AUX
ajet-531	129	22	correct	correct	ADJ
ajet-531	129	23	.	.	PUNCT
ajet-531	130	1	the	the	DET
ajet-531	130	2	remaining	remain	VERB
ajet-531	130	3	19	19	NUM
ajet-531	130	4	sentences	sentence	NOUN
ajet-531	130	5	were	be	AUX
ajet-531	130	6	miss	miss	ADJ
ajet-531	130	7	classified	classified	ADJ
ajet-531	130	8	;	;	PUNCT
ajet-531	130	9	due	due	ADP
ajet-531	130	10	to	to	ADP
ajet-531	130	11	the	the	DET
ajet-531	130	12	problem	problem	NOUN
ajet-531	130	13	of	of	ADP
ajet-531	130	14	the	the	DET
ajet-531	130	15	stemming	stem	VERB
ajet-531	130	16	algorithm	algorithm	NOUN
ajet-531	130	17	.	.	PUNCT
ajet-531	131	1	the	the	DET
ajet-531	131	2	stemmer	stemmer	NOUN
ajet-531	131	3	over	over	ADP
ajet-531	131	4	stemmed	stem	VERB
ajet-531	131	5	the	the	DET
ajet-531	131	6	given	give	VERB
ajet-531	131	7	test	test	NOUN
ajet-531	131	8	dataset	dataset	NOUN
ajet-531	131	9	sentence	sentence	NOUN
ajet-531	131	10	.	.	PUNCT
ajet-531	132	1	therefore	therefore	ADV
ajet-531	132	2	,	,	PUNCT
ajet-531	132	3	its	its	PRON
ajet-531	132	4	test	test	NOUN
ajet-531	132	5	accuracy	accuracy	NOUN
ajet-531	132	6	was	be	AUX
ajet-531	132	7	by	by	ADP
ajet-531	132	8	retrieving	retrieve	VERB
ajet-531	132	9	its	its	PRON
ajet-531	132	10	gloss	gloss	NOUN
ajet-531	132	11	from	from	ADP
ajet-531	132	12	the	the	DET
ajet-531	132	13	wordnet	wordnet	NOUN
ajet-531	132	14	if	if	SCONJ
ajet-531	132	15	its	its	PRON
ajet-531	132	16	prediction	prediction	NOUN
ajet-531	132	17	was	be	AUX
ajet-531	132	18	less	less	ADJ
ajet-531	132	19	than	than	ADP
ajet-531	132	20	eight	eight	NUM
ajet-531	132	21	is	be	AUX
ajet-531	132	22	94.5	94.5	NUM
ajet-531	132	23	%	%	NOUN
ajet-531	132	24	.	.	PUNCT
ajet-531	133	1	the	the	DET
ajet-531	133	2	result	result	NOUN
ajet-531	133	3	of	of	ADP
ajet-531	133	4	the	the	DET
ajet-531	133	5	experiment	experiment	NOUN
ajet-531	133	6	shows	show	VERB
ajet-531	133	7	that	that	SCONJ
ajet-531	133	8	bi	bi	NOUN
ajet-531	133	9	-	-	ADJ
ajet-531	133	10	lstm	lstm	NOUN
ajet-531	133	11	achieved	achieve	VERB
ajet-531	133	12	higher	high	ADJ
ajet-531	133	13	results	result	NOUN
ajet-531	133	14	than	than	ADP
ajet-531	133	15	the	the	DET
ajet-531	133	16	other	other	ADJ
ajet-531	133	17	two	two	NUM
ajet-531	133	18	algorithms	algorithm	NOUN
ajet-531	133	19	.	.	PUNCT
ajet-531	134	1	the	the	DET
ajet-531	134	2	performance	performance	NOUN
ajet-531	134	3	of	of	ADP
ajet-531	134	4	our	our	PRON
ajet-531	134	5	bi	bi	ADJ
ajet-531	134	6	-	-	ADJ
ajet-531	134	7	lstm	lstm	ADJ
ajet-531	134	8	model	model	NOUN
ajet-531	134	9	is	be	AUX
ajet-531	134	10	better	well	ADJ
ajet-531	134	11	than	than	ADP
ajet-531	134	12	the	the	DET
ajet-531	134	13	previous	previous	ADJ
ajet-531	134	14	models	model	NOUN
ajet-531	134	15	(	(	PUNCT
ajet-531	134	16	16	16	NUM
ajet-531	134	17	%	%	NOUN
ajet-531	134	18	)	)	PUNCT
ajet-531	134	19	;	;	PUNCT
ajet-531	134	20	however	however	ADV
ajet-531	134	21	,	,	PUNCT
ajet-531	134	22	the	the	DET
ajet-531	134	23	models	model	NOUN
ajet-531	134	24	and	and	CCONJ
ajet-531	134	25	datasets	dataset	NOUN
ajet-531	134	26	were	be	AUX
ajet-531	134	27	different	different	ADJ
ajet-531	134	28	,	,	PUNCT
ajet-531	134	29	and	and	CCONJ
ajet-531	134	30	the	the	DET
ajet-531	134	31	comparison	comparison	NOUN
ajet-531	134	32	was	be	AUX
ajet-531	134	33	done	do	VERB
ajet-531	134	34	due	due	ADP
ajet-531	134	35	to	to	ADP
ajet-531	134	36	problem	problem	NOUN
ajet-531	134	37	similarity	similarity	NOUN
ajet-531	134	38	.	.	PUNCT
ajet-531	135	1	conclusion	conclusion	NOUN
ajet-531	135	2	word	word	NOUN
ajet-531	135	3	sense	sense	NOUN
ajet-531	135	4	disambiguation	disambiguation	NOUN
ajet-531	135	5	means	mean	VERB
ajet-531	135	6	selecting	select	VERB
ajet-531	135	7	the	the	DET
ajet-531	135	8	right	right	ADJ
ajet-531	135	9	sense	sense	NOUN
ajet-531	135	10	based	base	VERB
ajet-531	135	11	on	on	ADP
ajet-531	135	12	the	the	DET
ajet-531	135	13	surrounding	surround	VERB
ajet-531	135	14	context	context	NOUN
ajet-531	135	15	.	.	PUNCT
ajet-531	136	1	even	even	ADV
ajet-531	136	2	if	if	SCONJ
ajet-531	136	3	some	some	DET
ajet-531	136	4	researchers	researcher	NOUN
ajet-531	136	5	did	do	VERB
ajet-531	136	6	amharic	amharic	ADJ
ajet-531	136	7	word	word	NOUN
ajet-531	136	8	sense	sense	NOUN
ajet-531	136	9	disambiguation	disambiguation	NOUN
ajet-531	136	10	system	system	NOUN
ajet-531	136	11	,	,	PUNCT
ajet-531	136	12	they	they	PRON
ajet-531	136	13	did	do	AUX
ajet-531	136	14	n’t	not	PART
ajet-531	136	15	include	include	VERB
ajet-531	136	16	the	the	DET
ajet-531	136	17	holonymy	holonymy	NOUN
ajet-531	136	18	,	,	PUNCT
ajet-531	136	19	antonym	antonym	ADJ
ajet-531	136	20	,	,	PUNCT
ajet-531	136	21	homonomy	homonomy	NOUN
ajet-531	136	22	,	,	PUNCT
ajet-531	136	23	and	and	CCONJ
ajet-531	136	24	troponymy	troponymy	NOUN
ajet-531	136	25	relation	relation	NOUN
ajet-531	136	26	of	of	ADP
ajet-531	136	27	the	the	DET
ajet-531	136	28	amharic	amharic	ADJ
ajet-531	136	29	word	word	NOUN
ajet-531	136	30	in	in	ADP
ajet-531	136	31	their	their	PRON
ajet-531	136	32	study	study	NOUN
ajet-531	136	33	.	.	PUNCT
ajet-531	137	1	those	those	DET
ajet-531	137	2	relations	relation	NOUN
ajet-531	137	3	were	be	AUX
ajet-531	137	4	covered	cover	VERB
ajet-531	137	5	by	by	ADP
ajet-531	137	6	this	this	DET
ajet-531	137	7	research	research	NOUN
ajet-531	137	8	.	.	PUNCT
ajet-531	138	1	this	this	DET
ajet-531	138	2	research	research	NOUN
ajet-531	138	3	was	be	AUX
ajet-531	138	4	done	do	VERB
ajet-531	138	5	under	under	ADP
ajet-531	138	6	a	a	DET
ajet-531	138	7	deep	deep	ADJ
ajet-531	138	8	learning	learning	NOUN
ajet-531	138	9	approach	approach	NOUN
ajet-531	138	10	rather	rather	ADV
ajet-531	138	11	than	than	ADP
ajet-531	138	12	the	the	DET
ajet-531	138	13	previous	previous	ADJ
ajet-531	138	14	methods	method	NOUN
ajet-531	138	15	and	and	CCONJ
ajet-531	138	16	consider	consider	VERB
ajet-531	138	17	the	the	DET
ajet-531	138	18	remaining	remain	VERB
ajet-531	138	19	four	four	NUM
ajet-531	138	20	relations	relation	NOUN
ajet-531	138	21	of	of	ADP
ajet-531	138	22	the	the	DET
ajet-531	138	23	word	word	NOUN
ajet-531	138	24	listed	list	VERB
ajet-531	138	25	above	above	ADV
ajet-531	138	26	.	.	PUNCT
ajet-531	139	1	the	the	DET
ajet-531	139	2	research	research	NOUN
ajet-531	139	3	collected	collect	VERB
ajet-531	139	4	159	159	NUM
ajet-531	139	5	ambiguous	ambiguous	ADJ
ajet-531	139	6	words	word	NOUN
ajet-531	139	7	,	,	PUNCT
ajet-531	139	8	1214	1214	NUM
ajet-531	139	9	glosses	gloss	NOUN
ajet-531	139	10	,	,	PUNCT
ajet-531	139	11	and	and	CCONJ
ajet-531	139	12	2164	2164	NUM
ajet-531	139	13	sentences	sentence	NOUN
ajet-531	139	14	from	from	ADP
ajet-531	139	15	different	different	ADJ
ajet-531	139	16	sources	source	NOUN
ajet-531	139	17	.	.	PUNCT
ajet-531	140	1	and	and	CCONJ
ajet-531	140	2	then	then	ADV
ajet-531	140	3	we	we	PRON
ajet-531	140	4	are	be	AUX
ajet-531	140	5	designing	design	VERB
ajet-531	140	6	wordnet	wordnet	NOUN
ajet-531	140	7	based	base	VERB
ajet-531	140	8	on	on	ADP
ajet-531	140	9	their	their	PRON
ajet-531	140	10	relation	relation	NOUN
ajet-531	140	11	.	.	PUNCT
ajet-531	141	1	using	use	VERB
ajet-531	141	2	the	the	DET
ajet-531	141	3	given	give	VERB
ajet-531	141	4	dataset	dataset	NOUN
ajet-531	141	5	,	,	PUNCT
ajet-531	141	6	the	the	DET
ajet-531	141	7	overall	overall	ADJ
ajet-531	141	8	performance	performance	NOUN
ajet-531	141	9	of	of	ADP
ajet-531	141	10	the	the	DET
ajet-531	141	11	model	model	NOUN
ajet-531	141	12	is	be	AUX
ajet-531	141	13	measured	measure	VERB
ajet-531	141	14	using	use	VERB
ajet-531	141	15	performance	performance	NOUN
ajet-531	141	16	metrics	metric	NOUN
ajet-531	141	17	in	in	ADP
ajet-531	141	18	precision	precision	NOUN
ajet-531	141	19	,	,	PUNCT
ajet-531	141	20	f	f	X
ajet-531	141	21	-	-	PUNCT
ajet-531	141	22	measure	measure	NOUN
ajet-531	141	23	,	,	PUNCT
ajet-531	141	24	and	and	CCONJ
ajet-531	141	25	confusion	confusion	NOUN
ajet-531	141	26	matrix	matrix	NOUN
ajet-531	141	27	.	.	PUNCT
ajet-531	142	1	based	base	VERB
ajet-531	142	2	on	on	ADP
ajet-531	142	3	performance	performance	NOUN
ajet-531	142	4	metrics	metric	NOUN
ajet-531	142	5	bilstm	bilstm	NOUN
ajet-531	142	6	achieved	achieve	VERB
ajet-531	142	7	the	the	DET
ajet-531	142	8	state	state	NOUN
ajet-531	142	9	-	-	PUNCT
ajet-531	142	10	of	of	ADP
ajet-531	142	11	-	-	PUNCT
ajet-531	142	12	the	the	DET
ajet-531	142	13	-	-	PUNCT
ajet-531	142	14	art	art	NOUN
ajet-531	142	15	result	result	NOUN
ajet-531	142	16	for	for	ADP
ajet-531	142	17	disambiguating	disambiguate	VERB
ajet-531	142	18	amharic	amharic	ADJ
ajet-531	142	19	ambiguous	ambiguous	ADJ
ajet-531	142	20	words	word	NOUN
ajet-531	142	21	.	.	PUNCT
ajet-531	143	1	lack	lack	NOUN
ajet-531	143	2	of	of	ADP
ajet-531	143	3	resources	resource	NOUN
ajet-531	143	4	and	and	CCONJ
ajet-531	143	5	datasets	dataset	NOUN
ajet-531	143	6	were	be	AUX
ajet-531	143	7	the	the	DET
ajet-531	143	8	main	main	ADJ
ajet-531	143	9	challenges	challenge	NOUN
ajet-531	143	10	of	of	ADP
ajet-531	143	11	this	this	DET
ajet-531	143	12	study	study	NOUN
ajet-531	143	13	.	.	PUNCT
ajet-531	144	1	we	we	PRON
ajet-531	144	2	recommended	recommend	VERB
ajet-531	144	3	the	the	DET
ajet-531	144	4	following	follow	VERB
ajet-531	144	5	points	point	NOUN
ajet-531	144	6	for	for	ADP
ajet-531	144	7	future	future	ADJ
ajet-531	144	8	study	study	NOUN
ajet-531	144	9	:	:	PUNCT
ajet-531	144	10	1	1	X
ajet-531	144	11	.	.	X
ajet-531	144	12	designing	design	VERB
ajet-531	144	13	automatic	automatic	ADJ
ajet-531	144	14	amharic	amharic	ADJ
ajet-531	144	15	word	word	NOUN
ajet-531	144	16	sense	sense	NOUN
ajet-531	144	17	disambiguation	disambiguation	PROPN
ajet-531	144	18	model	model	NOUN
ajet-531	144	19	which	which	PRON
ajet-531	144	20	includes	include	VERB
ajet-531	144	21	the	the	DET
ajet-531	144	22	two	two	NUM
ajet-531	144	23	meronomy	meronomy	NOUN
ajet-531	144	24	relations	relation	VERB
ajet-531	144	25	the	the	DET
ajet-531	144	26	substance	substance	NOUN
ajet-531	144	27	of	of	ADP
ajet-531	144	28	and	and	CCONJ
ajet-531	144	29	entailment	entailment	ADJ
ajet-531	144	30	.	.	PUNCT
ajet-531	145	1	2	2	X
ajet-531	145	2	.	.	X
ajet-531	145	3	designing	design	VERB
ajet-531	145	4	an	an	DET
ajet-531	145	5	amharic	amharic	ADJ
ajet-531	145	6	word	word	NOUN
ajet-531	145	7	sense	sense	NOUN
ajet-531	145	8	disambiguation	disambiguation	NOUN
ajet-531	145	9	model	model	NOUN
ajet-531	145	10	that	that	PRON
ajet-531	145	11	considers	consider	VERB
ajet-531	145	12	structural	structural	ADJ
ajet-531	145	13	ambiguity	ambiguity	NOUN
ajet-531	145	14	,	,	PUNCT
ajet-531	145	15	phonological	phonological	ADJ
ajet-531	145	16	ambiguity	ambiguity	NOUN
ajet-531	145	17	,	,	PUNCT
ajet-531	145	18	and	and	CCONJ
ajet-531	145	19	referential	referential	ADJ
ajet-531	145	20	ambiguity	ambiguity	NOUN
ajet-531	145	21	.	.	PUNCT
ajet-531	146	1	references	reference	NOUN
ajet-531	146	2	abid	abid	PROPN
ajet-531	146	3	,	,	PUNCT
ajet-531	146	4	m.	m.	NOUN
ajet-531	146	5	,	,	PUNCT
ajet-531	146	6	habib	habib	PROPN
ajet-531	146	7	,	,	PUNCT
ajet-531	146	8	a.	a.	PROPN
ajet-531	146	9	,	,	PUNCT
ajet-531	146	10	ashraf	ashraf	PROPN
ajet-531	146	11	,	,	PUNCT
ajet-531	146	12	j.	j.	PROPN
ajet-531	146	13	,	,	PUNCT
ajet-531	146	14	&	&	CCONJ
ajet-531	146	15	shahid	shahid	PROPN
ajet-531	146	16	,	,	PUNCT
ajet-531	146	17	a.	a.	NOUN
ajet-531	146	18	(	(	PUNCT
ajet-531	146	19	2018	2018	NUM
ajet-531	146	20	)	)	PUNCT
ajet-531	146	21	.	.	PUNCT
ajet-531	147	1	urdu	urdu	PROPN
ajet-531	147	2	word	word	NOUN
ajet-531	147	3	sense	sense	NOUN
ajet-531	147	4	disambiguation	disambiguation	NOUN
ajet-531	147	5	using	use	VERB
ajet-531	147	6	machine	machine	NOUN
ajet-531	147	7	learning	learning	NOUN
ajet-531	147	8	approach	approach	NOUN
ajet-531	147	9	.	.	PUNCT
ajet-531	148	1	cluster	cluster	NOUN
ajet-531	148	2	computing	computing	NOUN
ajet-531	148	3	,	,	PUNCT
ajet-531	148	4	21	21	NUM
ajet-531	148	5	.	.	PUNCT
ajet-531	149	1	assabie	assabie	NOUN
ajet-531	149	2	,	,	PUNCT
ajet-531	149	3	m.	m.	NOUN
ajet-531	149	4	a.	a.	PROPN
ajet-531	149	5	and	and	CCONJ
ajet-531	149	6	y.	y.	PROPN
ajet-531	149	7	(	(	PUNCT
ajet-531	149	8	2014	2014	NUM
ajet-531	149	9	)	)	PUNCT
ajet-531	149	10	.	.	PUNCT
ajet-531	150	1	development	development	NOUN
ajet-531	150	2	of	of	ADP
ajet-531	150	3	amharic	amharic	ADJ
ajet-531	150	4	morphological	morphological	ADJ
ajet-531	150	5	analyzer	analyzer	NOUN
ajet-531	150	6	using	use	VERB
ajet-531	150	7	memory	memory	NOUN
ajet-531	150	8	-	-	PUNCT
ajet-531	150	9	based	base	VERB
ajet-531	150	10	learning	learning	NOUN
ajet-531	150	11	.	.	PUNCT
ajet-531	151	1	9th	9th	ADJ
ajet-531	151	2	international	international	ADJ
ajet-531	151	3	conference	conference	NOUN
ajet-531	151	4	on	on	ADP
ajet-531	151	5	nlp	nlp	NOUN
ajet-531	151	6	,	,	PUNCT
ajet-531	151	7	poltal	poltal	ADJ
ajet-531	151	8	2014	2014	NUM
ajet-531	151	9	,	,	PUNCT
ajet-531	151	10	32	32	NUM
ajet-531	151	11	,	,	PUNCT
ajet-531	151	12	1–13	1–13	NOUN
ajet-531	151	13	.	.	PUNCT
ajet-531	152	1	banerjee	banerjee	PROPN
ajet-531	152	2	,	,	PUNCT
ajet-531	152	3	s.	s.	PROPN
ajet-531	152	4	,	,	PUNCT
ajet-531	152	5	&	&	CCONJ
ajet-531	152	6	pedersen	pedersen	PROPN
ajet-531	152	7	,	,	PUNCT
ajet-531	152	8	t.	t.	PROPN
ajet-531	152	9	(	(	PUNCT
ajet-531	152	10	2002	2002	NUM
ajet-531	152	11	)	)	PUNCT
ajet-531	152	12	.	.	PUNCT
ajet-531	153	1	an	an	DET
ajet-531	153	2	adapted	adapt	VERB
ajet-531	153	3	lesk	lesk	NOUN
ajet-531	153	4	algorithm	algorithm	NOUN
ajet-531	153	5	for	for	ADP
ajet-531	153	6	word	word	NOUN
ajet-531	153	7	sense	sense	NOUN
ajet-531	153	8	disambiguation	disambiguation	NOUN
ajet-531	153	9	using	use	VERB
ajet-531	153	10	wordnet	wordnet	NOUN
ajet-531	153	11	.	.	PUNCT
ajet-531	154	1	international	international	ADJ
ajet-531	154	2	conference	conference	NOUN
ajet-531	154	3	on	on	ADP
ajet-531	154	4	intelligent	intelligent	ADJ
ajet-531	154	5	text	text	NOUN
ajet-531	154	6	processing	processing	NOUN
ajet-531	154	7	and	and	CCONJ
ajet-531	154	8	computational	computational	ADJ
ajet-531	154	9	linguistics	linguistic	NOUN
ajet-531	154	10	,	,	PUNCT
ajet-531	154	11	136–145	136–145	NUM
ajet-531	154	12	.	.	PUNCT
ajet-531	155	1	dureti	dureti	PROPN
ajet-531	155	2	,	,	PUNCT
ajet-531	155	3	s.	s.	PROPN
ajet-531	155	4	b.	b.	PROPN
ajet-531	155	5	(	(	PUNCT
ajet-531	155	6	2017	2017	NUM
ajet-531	155	7	)	)	PUNCT
ajet-531	155	8	.	.	PUNCT
ajet-531	156	1	a	a	DET
ajet-531	156	2	generic	generic	ADJ
ajet-531	156	3	approach	approach	NOUN
ajet-531	156	4	towards	towards	ADP
ajet-531	156	5	all	all	DET
ajet-531	156	6	words	word	NOUN
ajet-531	156	7	amharic	amharic	ADJ
ajet-531	156	8	word	word	NOUN
ajet-531	156	9	sense	sense	NOUN
ajet-531	156	10	disambiguation	disambiguation	NOUN
ajet-531	156	11	.	.	PUNCT
ajet-531	157	1	addis	addis	PROPN
ajet-531	157	2	ababa	ababa	PROPN
ajet-531	157	3	university	university	PROPN
ajet-531	157	4	.	.	PUNCT
ajet-531	158	1	heo	heo	PROPN
ajet-531	158	2	,	,	PUNCT
ajet-531	158	3	y.	y.	PROPN
ajet-531	158	4	,	,	PUNCT
ajet-531	158	5	kang	kang	PROPN
ajet-531	158	6	,	,	PUNCT
ajet-531	158	7	s.	s.	PROPN
ajet-531	158	8	,	,	PUNCT
ajet-531	158	9	&	&	CCONJ
ajet-531	158	10	seo	seo	PROPN
ajet-531	158	11	,	,	PUNCT
ajet-531	158	12	j.	j.	PROPN
ajet-531	158	13	(	(	PUNCT
ajet-531	158	14	2020	2020	NUM
ajet-531	158	15	)	)	PUNCT
ajet-531	158	16	.	.	PUNCT
ajet-531	159	1	hybrid	hybrid	ADJ
ajet-531	159	2	sense	sense	NOUN
ajet-531	159	3	classification	classification	NOUN
ajet-531	159	4	method	method	NOUN
ajet-531	159	5	for	for	ADP
ajet-531	159	6	large	large	ADJ
ajet-531	159	7	-	-	PUNCT
ajet-531	159	8	scale	scale	NOUN
ajet-531	159	9	word	word	NOUN
ajet-531	159	10	sense	sense	NOUN
ajet-531	159	11	disambiguation	disambiguation	NOUN
ajet-531	159	12	.	.	PUNCT
ajet-531	160	1	ieee	ieee	NOUN
ajet-531	160	2	access	access	NOUN
ajet-531	160	3	,	,	PUNCT
ajet-531	160	4	8	8	NUM
ajet-531	160	5	,	,	PUNCT
ajet-531	160	6	27247	27247	NUM
ajet-531	160	7	-	-	SYM
ajet-531	160	8	27256	27256	NUM
ajet-531	160	9	.	.	PUNCT
ajet-531	161	1	mieraf	mieraf	NOUN
ajet-531	161	2	,	,	PUNCT
ajet-531	161	3	m.	m.	NOUN
ajet-531	161	4	(	(	PUNCT
ajet-531	161	5	2019	2019	NUM
ajet-531	161	6	)	)	PUNCT
ajet-531	161	7	.	.	PUNCT
ajet-531	162	1	word	word	NOUN
ajet-531	162	2	sense	sense	NOUN
ajet-531	162	3	disambiguation	disambiguation	NOUN
ajet-531	162	4	for	for	ADP
ajet-531	162	5	amharic	amharic	ADJ
ajet-531	162	6	sentences	sentence	NOUN
ajet-531	162	7	using	use	VERB
ajet-531	162	8	wordnet	wordnet	NOUN
ajet-531	162	9	hierarchy	hierarchy	NOUN
ajet-531	162	10	.	.	PUNCT
ajet-531	163	1	bahir	bahir	PROPN
ajet-531	163	2	dar	dar	PROPN
ajet-531	163	3	,	,	PUNCT
ajet-531	163	4	ethioipia	ethioipia	PROPN
ajet-531	163	5	:	:	PUNCT
ajet-531	163	6	unpublished	unpublished	ADJ
ajet-531	163	7	master	master	NOUN
ajet-531	163	8	thesis	thesis	NOUN
ajet-531	163	9	,	,	PUNCT
ajet-531	163	10	bahir	bahir	PROPN
ajet-531	163	11	dar	dar	PROPN
ajet-531	163	12	university	university	PROPN
ajet-531	163	13	.	.	PUNCT
ajet-531	164	1	nguyen	nguyen	PROPN
ajet-531	164	2	,	,	PUNCT
ajet-531	164	3	a.	a.	PROPN
ajet-531	164	4	,	,	PUNCT
ajet-531	164	5	pham	pham	PROPN
ajet-531	164	6	,	,	PUNCT
ajet-531	164	7	k.	k.	PROPN
ajet-531	164	8	,	,	PUNCT
ajet-531	164	9	ngo	ngo	PROPN
ajet-531	164	10	,	,	PUNCT
ajet-531	164	11	d.	d.	PROPN
ajet-531	164	12	,	,	PUNCT
ajet-531	164	13	ngo	ngo	PROPN
ajet-531	164	14	,	,	PUNCT
ajet-531	164	15	t.	t.	PROPN
ajet-531	164	16	,	,	PUNCT
ajet-531	164	17	&	&	CCONJ
ajet-531	164	18	pham	pham	PROPN
ajet-531	164	19	,	,	PUNCT
ajet-531	164	20	l.	l.	PROPN
ajet-531	164	21	(	(	PUNCT
ajet-531	164	22	2021	2021	NUM
ajet-531	164	23	,	,	PUNCT
ajet-531	164	24	august	august	PROPN
ajet-531	164	25	)	)	PUNCT
ajet-531	164	26	.	.	PUNCT
ajet-531	165	1	an	an	DET
ajet-531	165	2	analysis	analysis	NOUN
ajet-531	165	3	of	of	ADP
ajet-531	165	4	state	state	NOUN
ajet-531	165	5	-	-	PUNCT
ajet-531	165	6	of	of	ADP
ajet-531	165	7	-	-	PUNCT
ajet-531	165	8	the	the	DET
ajet-531	165	9	-	-	PUNCT
ajet-531	165	10	art	art	NOUN
ajet-531	165	11	activation	activation	NOUN
ajet-531	165	12	functions	function	NOUN
ajet-531	165	13	for	for	ADP
ajet-531	165	14	supervised	supervised	ADJ
ajet-531	165	15	deep	deep	ADJ
ajet-531	165	16	neural	neural	ADJ
ajet-531	165	17	network	network	NOUN
ajet-531	165	18	.	.	PUNCT
ajet-531	166	1	in	in	ADP
ajet-531	166	2	2021	2021	NUM
ajet-531	166	3	international	international	ADJ
ajet-531	166	4	conference	conference	NOUN
ajet-531	166	5	on	on	ADP
ajet-531	166	6	system	system	NOUN
ajet-531	166	7	science	science	NOUN
ajet-531	166	8	and	and	CCONJ
ajet-531	166	9	engineering	engineering	NOUN
ajet-531	166	10	(	(	PUNCT
ajet-531	166	11	icsse	icsse	NOUN
ajet-531	166	12	)	)	PUNCT
ajet-531	166	13	(	(	PUNCT
ajet-531	166	14	pp	pp	X
ajet-531	166	15	.	.	PUNCT
ajet-531	167	1	215	215	NUM
ajet-531	167	2	-	-	SYM
ajet-531	167	3	220	220	NUM
ajet-531	167	4	)	)	PUNCT
ajet-531	167	5	.	.	PUNCT
ajet-531	168	1	ieee	ieee	PROPN
ajet-531	168	2	.	.	PUNCT
ajet-531	168	3	pesaranghader	pesaranghader	PROPN
ajet-531	168	4	,	,	PUNCT
ajet-531	168	5	a.	a.	NOUN
ajet-531	168	6	,	,	PUNCT
ajet-531	168	7	pesaranghader	pesaranghader	NOUN
ajet-531	168	8	,	,	PUNCT
ajet-531	168	9	a.	a.	NOUN
ajet-531	168	10	,	,	PUNCT
ajet-531	168	11	&	&	CCONJ
ajet-531	168	12	sokolova	sokolova	PROPN
ajet-531	168	13	,	,	PUNCT
ajet-531	168	14	m.	m.	NOUN
ajet-531	168	15	(	(	PUNCT
ajet-531	168	16	2018	2018	NUM
ajet-531	168	17	)	)	PUNCT
ajet-531	168	18	.	.	PUNCT
ajet-531	169	1	one	one	NUM
ajet-531	169	2	single	single	ADJ
ajet-531	169	3	deep	deep	ADJ
ajet-531	169	4	bidirectional	bidirectional	ADJ
ajet-531	169	5	lstm	lstm	NOUN
ajet-531	169	6	network	network	NOUN
ajet-531	169	7	for	for	ADP
ajet-531	169	8	word	word	NOUN
ajet-531	169	9	sense	sense	NOUN
ajet-531	169	10	disambiguation	disambiguation	NOUN
ajet-531	169	11	of	of	ADP
ajet-531	169	12	text	text	NOUN
ajet-531	169	13	data	datum	NOUN
ajet-531	169	14	(	(	PUNCT
ajet-531	169	15	pp	pp	ADV
ajet-531	169	16	.	.	PUNCT
ajet-531	170	1	96–107	96–107	NUM
ajet-531	170	2	)	)	PUNCT
ajet-531	170	3	.	.	PUNCT
ajet-531	171	1	wassie	wassie	PROPN
ajet-531	171	2	,	,	PUNCT
ajet-531	171	3	g.	g.	PROPN
ajet-531	171	4	,	,	PUNCT
ajet-531	171	5	ramesh	ramesh	PROPN
ajet-531	171	6	,	,	PUNCT
ajet-531	171	7	b.	b.	PROPN
ajet-531	171	8	p.	p.	PROPN
ajet-531	171	9	,	,	PUNCT
ajet-531	171	10	teferra	teferra	PROPN
ajet-531	171	11	,	,	PUNCT
ajet-531	171	12	s.	s.	PROPN
ajet-531	171	13	,	,	PUNCT
ajet-531	171	14	&	&	CCONJ
ajet-531	171	15	meshesha	meshesha	PROPN
ajet-531	171	16	,	,	PUNCT
ajet-531	171	17	m.	m.	NOUN
ajet-531	171	18	(	(	PUNCT
ajet-531	171	19	2014	2014	NUM
ajet-531	171	20	)	)	PUNCT
ajet-531	171	21	.	.	PUNCT
ajet-531	172	1	a	a	DET
ajet-531	172	2	word	word	NOUN
ajet-531	172	3	sense	sense	NOUN
ajet-531	172	4	disambiguation	disambiguation	NOUN
ajet-531	172	5	model	model	NOUN
ajet-531	172	6	for	for	ADP
ajet-531	172	7	amharic	amharic	ADJ
ajet-531	172	8	words	word	NOUN
ajet-531	172	9	using	use	VERB
ajet-531	172	10	semi	semi	ADJ
ajet-531	172	11	-	-	ADJ
ajet-531	172	12	supervised	supervised	ADJ
ajet-531	172	13	learning	learning	NOUN
ajet-531	172	14	paradigm	paradigm	NOUN
ajet-531	172	15	.	.	PUNCT
ajet-531	173	1	science	science	NOUN
ajet-531	173	2	,	,	PUNCT
ajet-531	173	3	technology	technology	NOUN
ajet-531	173	4	and	and	CCONJ
ajet-531	173	5	arts	art	NOUN
ajet-531	173	6	research	research	NOUN
ajet-531	173	7	journal	journal	NOUN
ajet-531	173	8	,	,	PUNCT
ajet-531	173	9	3(3	3(3	NUM
ajet-531	173	10	)	)	PUNCT
ajet-531	173	11	,	,	PUNCT
ajet-531	173	12	147	147	NUM
ajet-531	173	13	-	-	SYM
ajet-531	173	14	155	155	NUM
ajet-531	173	15	.	.	PUNCT
ajet-531	174	1	yang	yang	PROPN
ajet-531	174	2	,	,	PUNCT
ajet-531	174	3	b.	b.	PROPN
ajet-531	174	4	,	,	PUNCT
ajet-531	174	5	&	&	CCONJ
ajet-531	174	6	mitchell	mitchell	PROPN
ajet-531	174	7	,	,	PUNCT
ajet-531	174	8	t.	t.	PROPN
ajet-531	174	9	(	(	PUNCT
ajet-531	174	10	2019	2019	NUM
ajet-531	174	11	)	)	PUNCT
ajet-531	174	12	.	.	PUNCT
ajet-531	175	1	leveraging	leverage	VERB
ajet-531	175	2	knowledge	knowledge	NOUN
ajet-531	175	3	bases	basis	NOUN
ajet-531	175	4	in	in	ADP
ajet-531	175	5	lstms	lstms	NOUN
ajet-531	175	6	for	for	ADP
ajet-531	175	7	improving	improve	VERB
ajet-531	175	8	machine	machine	NOUN
ajet-531	175	9	reading	reading	NOUN
ajet-531	175	10	.	.	PUNCT
ajet-531	176	1	arxiv	arxiv	PROPN
ajet-531	176	2	preprint	preprint	PROPN
ajet-531	176	3	arxiv:1902.09091	arxiv:1902.09091	PROPN
ajet-531	176	4	.	.	PUNCT
ajet-531	177	1	zobaed	zobae	VERB
ajet-531	177	2	,	,	PUNCT
ajet-531	177	3	s.	s.	PROPN
ajet-531	177	4	,	,	PUNCT
ajet-531	177	5	haque	haque	PROPN
ajet-531	177	6	,	,	PUNCT
ajet-531	177	7	m.	m.	PROPN
ajet-531	177	8	e.	e.	PROPN
ajet-531	177	9	,	,	PUNCT
ajet-531	177	10	rabby	rabby	PROPN
ajet-531	177	11	,	,	PUNCT
ajet-531	177	12	m.	m.	PROPN
ajet-531	177	13	f.	f.	PROPN
ajet-531	177	14	,	,	PUNCT
ajet-531	177	15	&	&	CCONJ
ajet-531	177	16	salehi	salehi	PROPN
ajet-531	177	17	,	,	PUNCT
ajet-531	177	18	m.	m.	NOUN
ajet-531	177	19	a.	a.	NOUN
ajet-531	177	20	(	(	PUNCT
ajet-531	177	21	2021	2021	NUM
ajet-531	177	22	)	)	PUNCT
ajet-531	177	23	.	.	PUNCT
ajet-531	178	1	senspick	senspick	ADJ
ajet-531	178	2	:	:	PUNCT
ajet-531	178	3	sense	sense	NOUN
ajet-531	178	4	picking	pick	VERB
ajet-531	178	5	for	for	ADP
ajet-531	178	6	word	word	NOUN
ajet-531	178	7	sense	sense	NOUN
ajet-531	178	8	disambiguation	disambiguation	NOUN
ajet-531	178	9	.	.	PUNCT
ajet-531	179	1	2021	2021	NUM
ajet-531	179	2	ieee	ieee	PROPN
ajet-531	179	3	15th	15th	PROPN
ajet-531	179	4	international	international	ADJ
ajet-531	179	5	conference	conference	NOUN
ajet-531	179	6	on	on	ADP
ajet-531	179	7	semantic	semantic	ADJ
ajet-531	179	8	computing	computing	NOUN
ajet-531	179	9	(	(	PUNCT
ajet-531	179	10	icsc	icsc	PROPN
ajet-531	179	11	)	)	PUNCT
ajet-531	179	12	,	,	PUNCT
ajet-531	180	1	318–324	318–324	NUM
ajet-531	180	2	.	.	PUNCT
ajet-531	181	1	https://journals.e-palli.com/home/index.php/ajet	https://journals.e-palli.com/home/index.php/ajet	NOUN