id	sid	tid	token	lemma	pos
fuelectenerg-11872	1	1	11872	11872	NUM
fuelectenerg-11872	1	2	facta	facta	NOUN
fuelectenerg-11872	1	3	universitatis	universitatis	PROPN
fuelectenerg-11872	1	4	series	series	NOUN
fuelectenerg-11872	1	5	:	:	PUNCT
fuelectenerg-11872	1	6	electronics	electronic	NOUN
fuelectenerg-11872	1	7	and	and	CCONJ
fuelectenerg-11872	1	8	energetics	energetics	NOUN
fuelectenerg-11872	1	9	vol	vol	NOUN
fuelectenerg-11872	1	10	.	.	PUNCT
fuelectenerg-11872	1	11	37	37	NUM
fuelectenerg-11872	1	12	,	,	PUNCT
fuelectenerg-11872	1	13	no	no	DET
fuelectenerg-11872	1	14	2	2	NUM
fuelectenerg-11872	1	15	,	,	PUNCT
fuelectenerg-11872	1	16	june	june	PROPN
fuelectenerg-11872	1	17	2024	2024	NUM
fuelectenerg-11872	1	18	,	,	PUNCT
fuelectenerg-11872	1	19	pp	pp	ADV
fuelectenerg-11872	1	20	.	.	PUNCT
fuelectenerg-11872	2	1	261	261	NUM
fuelectenerg-11872	2	2	-	-	SYM
fuelectenerg-11872	2	3	276	276	NUM
fuelectenerg-11872	2	4	https://doi.org/10.2298/fuee2402261s	https://doi.org/10.2298/fuee2402261s	NOUN
fuelectenerg-11872	2	5	©	©	ADP
fuelectenerg-11872	2	6	2024	2024	NUM
fuelectenerg-11872	2	7	by	by	ADP
fuelectenerg-11872	2	8	university	university	PROPN
fuelectenerg-11872	2	9	of	of	ADP
fuelectenerg-11872	2	10	niš	niš	PROPN
fuelectenerg-11872	2	11	,	,	PUNCT
fuelectenerg-11872	2	12	serbia	serbia	PROPN
fuelectenerg-11872	2	13	|	|	ADV
fuelectenerg-11872	2	14	creative	creative	ADJ
fuelectenerg-11872	2	15	commons	common	NOUN
fuelectenerg-11872	2	16	license	license	NOUN
fuelectenerg-11872	2	17	:	:	PUNCT
fuelectenerg-11872	2	18	cc	cc	VERB
fuelectenerg-11872	2	19	by	by	ADP
fuelectenerg-11872	2	20	-	-	PUNCT
fuelectenerg-11872	2	21	nc	nc	VERB
fuelectenerg-11872	2	22	-	-	PUNCT
fuelectenerg-11872	2	23	nd	nd	ADV
fuelectenerg-11872	2	24	original	original	ADJ
fuelectenerg-11872	2	25	scientific	scientific	ADJ
fuelectenerg-11872	2	26	paper	paper	NOUN
fuelectenerg-11872	2	27	deep	deep	ADJ
fuelectenerg-11872	2	28	learning	learning	NOUN
fuelectenerg-11872	2	29	-	-	PUNCT
fuelectenerg-11872	2	30	based	base	VERB
fuelectenerg-11872	2	31	modified	modified	ADJ
fuelectenerg-11872	2	32	transformer	transformer	NOUN
fuelectenerg-11872	2	33	model	model	NOUN
fuelectenerg-11872	2	34	for	for	ADP
fuelectenerg-11872	2	35	automated	automate	VERB
fuelectenerg-11872	2	36	news	news	NOUN
fuelectenerg-11872	2	37	article	article	NOUN
fuelectenerg-11872	2	38	summarization	summarization	PROPN
fuelectenerg-11872	2	39	b.	b.	PROPN
fuelectenerg-11872	2	40	srinivas1	srinivas1	PROPN
fuelectenerg-11872	2	41	,	,	PUNCT
fuelectenerg-11872	2	42	lavanya	lavanya	ADJ
fuelectenerg-11872	2	43	bagadi1	bagadi1	PROPN
fuelectenerg-11872	2	44	,	,	PUNCT
fuelectenerg-11872	2	45	naresh	naresh	PROPN
fuelectenerg-11872	2	46	k.	k.	PROPN
fuelectenerg-11872	2	47	darimireddy2	darimireddy2	PROPN
fuelectenerg-11872	2	48	,	,	PUNCT
fuelectenerg-11872	2	49	p.	p.	PROPN
fuelectenerg-11872	2	50	surya	surya	PROPN
fuelectenerg-11872	2	51	prasad1	prasad1	PROPN
fuelectenerg-11872	2	52	,	,	PUNCT
fuelectenerg-11872	2	53	sivaji	sivaji	PROPN
fuelectenerg-11872	2	54	satrupalli3	satrupalli3	PROPN
fuelectenerg-11872	2	55	,	,	PUNCT
fuelectenerg-11872	2	56	anil	anil	PROPN
fuelectenerg-11872	2	57	kumar	kumar	PROPN
fuelectenerg-11872	2	58	b.4	b.4	PROPN
fuelectenerg-11872	2	59	1mvgr	1mvgr	NUM
fuelectenerg-11872	2	60	college	college	NOUN
fuelectenerg-11872	2	61	of	of	ADP
fuelectenerg-11872	2	62	engineering	engineering	NOUN
fuelectenerg-11872	2	63	(	(	PUNCT
fuelectenerg-11872	2	64	a	a	NOUN
fuelectenerg-11872	2	65	)	)	PUNCT
fuelectenerg-11872	2	66	,	,	PUNCT
fuelectenerg-11872	2	67	vizianagaram	vizianagaram	PROPN
fuelectenerg-11872	2	68	,	,	PUNCT
fuelectenerg-11872	2	69	india-535005	india-535005	VERB
fuelectenerg-11872	2	70	2*lendi	2*lendi	NUM
fuelectenerg-11872	2	71	institute	institute	NOUN
fuelectenerg-11872	2	72	of	of	ADP
fuelectenerg-11872	2	73	engineering	engineering	PROPN
fuelectenerg-11872	2	74	&	&	CCONJ
fuelectenerg-11872	2	75	technology	technology	PROPN
fuelectenerg-11872	2	76	(	(	PUNCT
fuelectenerg-11872	2	77	a	a	NOUN
fuelectenerg-11872	2	78	)	)	PUNCT
fuelectenerg-11872	2	79	,	,	PUNCT
fuelectenerg-11872	2	80	vizianagaram	vizianagaram	PROPN
fuelectenerg-11872	2	81	,	,	PUNCT
fuelectenerg-11872	2	82	india-535005	india-535005	VERB
fuelectenerg-11872	2	83	3vignan	3vignan	NUM
fuelectenerg-11872	2	84	's	's	PART
fuelectenerg-11872	2	85	f	f	PROPN
fuelectenerg-11872	2	86	s	s	PROPN
fuelectenerg-11872	2	87	t	t	PROPN
fuelectenerg-11872	2	88	r	r	NOUN
fuelectenerg-11872	2	89	(	(	PUNCT
fuelectenerg-11872	2	90	deemed	deem	VERB
fuelectenerg-11872	2	91	to	to	PART
fuelectenerg-11872	2	92	be	be	AUX
fuelectenerg-11872	2	93	university	university	NOUN
fuelectenerg-11872	2	94	)	)	PUNCT
fuelectenerg-11872	2	95	,	,	PUNCT
fuelectenerg-11872	2	96	guntur	guntur	PROPN
fuelectenerg-11872	2	97	,	,	PUNCT
fuelectenerg-11872	2	98	india-522213	india-522213	NOUN
fuelectenerg-11872	2	99	.	.	PUNCT
fuelectenerg-11872	3	1	4gmr	4gmr	NUM
fuelectenerg-11872	3	2	institute	institute	NOUN
fuelectenerg-11872	3	3	of	of	ADP
fuelectenerg-11872	3	4	technology	technology	NOUN
fuelectenerg-11872	3	5	(	(	PUNCT
fuelectenerg-11872	3	6	a	a	NOUN
fuelectenerg-11872	3	7	)	)	PUNCT
fuelectenerg-11872	3	8	,	,	PUNCT
fuelectenerg-11872	3	9	rajam	rajam	NOUN
fuelectenerg-11872	3	10	,	,	PUNCT
fuelectenerg-11872	3	11	india	india	PROPN
fuelectenerg-11872	3	12	-532127	-532127	PROPN
fuelectenerg-11872	3	13	orcid	orcid	NOUN
fuelectenerg-11872	3	14	ids	ids	PROPN
fuelectenerg-11872	3	15	:	:	PUNCT
fuelectenerg-11872	3	16	b.	b.	PROPN
fuelectenerg-11872	3	17	srinivas	srinivas	PROPN
fuelectenerg-11872	3	18	https://orcid.org/0000-0002-9562-2325	https://orcid.org/0000-0002-9562-2325	PROPN
fuelectenerg-11872	3	19	lavanya	lavanya	PROPN
fuelectenerg-11872	3	20	bagadi	bagadi	PROPN
fuelectenerg-11872	3	21	https://orcid.org/0000-0002-0310-2411	https://orcid.org/0000-0002-0310-2411	PROPN
fuelectenerg-11872	3	22	naresh	naresh	PROPN
fuelectenerg-11872	3	23	k.	k.	PROPN
fuelectenerg-11872	3	24	darimireddy	darimireddy	PROPN
fuelectenerg-11872	3	25	https://orcid.org/0000-0002-0033-716x	https://orcid.org/0000-0002-0033-716x	PROPN
fuelectenerg-11872	4	1	p.	p.	PROPN
fuelectenerg-11872	4	2	surya	surya	PROPN
fuelectenerg-11872	4	3	prasad	prasad	PROPN
fuelectenerg-11872	5	1	https://orcid.org/0000-0002-2767-123x	https://orcid.org/0000-0002-2767-123x	ADV
fuelectenerg-11872	5	2	sivaji	sivaji	PROPN
fuelectenerg-11872	5	3	satrupalli	satrupalli	PROPN
fuelectenerg-11872	5	4	https://orcid.org/0000-0002-9319-0493	https://orcid.org/0000-0002-9319-0493	PROPN
fuelectenerg-11872	5	5	anil	anil	PROPN
fuelectenerg-11872	5	6	kumar	kumar	PROPN
fuelectenerg-11872	5	7	b.	b.	PROPN
fuelectenerg-11872	5	8	https://orcid.org/0000-0002-3468-3650	https://orcid.org/0000-0002-3468-3650	PROPN
fuelectenerg-11872	5	9	abstract	abstract	ADJ
fuelectenerg-11872	5	10	.	.	PUNCT
fuelectenerg-11872	6	1	the	the	DET
fuelectenerg-11872	6	2	amount	amount	NOUN
fuelectenerg-11872	6	3	of	of	ADP
fuelectenerg-11872	6	4	textual	textual	ADJ
fuelectenerg-11872	6	5	data	datum	NOUN
fuelectenerg-11872	6	6	on	on	ADP
fuelectenerg-11872	6	7	the	the	DET
fuelectenerg-11872	6	8	internet	internet	NOUN
fuelectenerg-11872	6	9	is	be	AUX
fuelectenerg-11872	6	10	increasing	increase	VERB
fuelectenerg-11872	6	11	enormously	enormously	ADV
fuelectenerg-11872	6	12	,	,	PUNCT
fuelectenerg-11872	6	13	so	so	SCONJ
fuelectenerg-11872	6	14	data	datum	NOUN
fuelectenerg-11872	6	15	summarization	summarization	NOUN
fuelectenerg-11872	6	16	into	into	ADP
fuelectenerg-11872	6	17	text	text	NOUN
fuelectenerg-11872	6	18	has	have	AUX
fuelectenerg-11872	6	19	become	become	VERB
fuelectenerg-11872	6	20	essential	essential	ADJ
fuelectenerg-11872	6	21	.	.	PUNCT
fuelectenerg-11872	7	1	as	as	SCONJ
fuelectenerg-11872	7	2	generating	generate	VERB
fuelectenerg-11872	7	3	text	text	NOUN
fuelectenerg-11872	7	4	summaries	summary	NOUN
fuelectenerg-11872	7	5	manually	manually	ADV
fuelectenerg-11872	7	6	is	be	AUX
fuelectenerg-11872	7	7	an	an	DET
fuelectenerg-11872	7	8	arduous	arduous	ADJ
fuelectenerg-11872	7	9	task	task	NOUN
fuelectenerg-11872	7	10	and	and	CCONJ
fuelectenerg-11872	7	11	humans	human	NOUN
fuelectenerg-11872	7	12	are	be	AUX
fuelectenerg-11872	7	13	generally	generally	ADV
fuelectenerg-11872	7	14	prone	prone	ADJ
fuelectenerg-11872	7	15	to	to	PART
fuelectenerg-11872	7	16	make	make	VERB
fuelectenerg-11872	7	17	mistakes	mistake	NOUN
fuelectenerg-11872	7	18	,	,	PUNCT
fuelectenerg-11872	7	19	deep	deep	ADJ
fuelectenerg-11872	7	20	learning	learning	NOUN
fuelectenerg-11872	7	21	techniques	technique	NOUN
fuelectenerg-11872	7	22	have	have	AUX
fuelectenerg-11872	7	23	evolved	evolve	VERB
fuelectenerg-11872	7	24	to	to	PART
fuelectenerg-11872	7	25	overcome	overcome	VERB
fuelectenerg-11872	7	26	this	this	DET
fuelectenerg-11872	7	27	problem	problem	NOUN
fuelectenerg-11872	7	28	.	.	PUNCT
fuelectenerg-11872	8	1	modified	modify	VERB
fuelectenerg-11872	8	2	transformer	transformer	NOUN
fuelectenerg-11872	8	3	-	-	PUNCT
fuelectenerg-11872	8	4	based	base	VERB
fuelectenerg-11872	8	5	deep	deep	ADJ
fuelectenerg-11872	8	6	learning	learning	NOUN
fuelectenerg-11872	8	7	models	model	NOUN
fuelectenerg-11872	8	8	with	with	ADP
fuelectenerg-11872	8	9	varying	vary	VERB
fuelectenerg-11872	8	10	encoder	encoder	NOUN
fuelectenerg-11872	8	11	-	-	PUNCT
fuelectenerg-11872	8	12	decoder	decoder	NOUN
fuelectenerg-11872	8	13	and	and	CCONJ
fuelectenerg-11872	8	14	feed	feed	NOUN
fuelectenerg-11872	8	15	-	-	PUNCT
fuelectenerg-11872	8	16	forward	forward	NOUN
fuelectenerg-11872	8	17	network	network	NOUN
fuelectenerg-11872	8	18	layers	layer	NOUN
fuelectenerg-11872	8	19	are	be	AUX
fuelectenerg-11872	8	20	proposed	propose	VERB
fuelectenerg-11872	8	21	to	to	PART
fuelectenerg-11872	8	22	develop	develop	VERB
fuelectenerg-11872	8	23	an	an	DET
fuelectenerg-11872	8	24	abstractive	abstractive	ADJ
fuelectenerg-11872	8	25	summary	summary	NOUN
fuelectenerg-11872	8	26	of	of	ADP
fuelectenerg-11872	8	27	the	the	DET
fuelectenerg-11872	8	28	news	news	NOUN
fuelectenerg-11872	8	29	articles	article	NOUN
fuelectenerg-11872	8	30	.	.	PUNCT
fuelectenerg-11872	9	1	the	the	DET
fuelectenerg-11872	9	2	proposed	propose	VERB
fuelectenerg-11872	9	3	transformer	transformer	NOUN
fuelectenerg-11872	9	4	model	model	NOUN
fuelectenerg-11872	9	5	provides	provide	VERB
fuelectenerg-11872	9	6	the	the	DET
fuelectenerg-11872	9	7	advantage	advantage	NOUN
fuelectenerg-11872	9	8	of	of	ADP
fuelectenerg-11872	9	9	parallelization	parallelization	NOUN
fuelectenerg-11872	9	10	with	with	ADP
fuelectenerg-11872	9	11	the	the	DET
fuelectenerg-11872	9	12	help	help	NOUN
fuelectenerg-11872	9	13	of	of	ADP
fuelectenerg-11872	9	14	multiple	multiple	ADJ
fuelectenerg-11872	9	15	attention	attention	NOUN
fuelectenerg-11872	9	16	head	head	NOUN
fuelectenerg-11872	9	17	layers	layer	NOUN
fuelectenerg-11872	9	18	to	to	PART
fuelectenerg-11872	9	19	process	process	VERB
fuelectenerg-11872	9	20	long	long	ADJ
fuelectenerg-11872	9	21	sentences	sentence	NOUN
fuelectenerg-11872	9	22	,	,	PUNCT
fuelectenerg-11872	9	23	and	and	CCONJ
fuelectenerg-11872	9	24	hence	hence	ADV
fuelectenerg-11872	9	25	,	,	PUNCT
fuelectenerg-11872	9	26	better	well	ADJ
fuelectenerg-11872	9	27	text	text	NOUN
fuelectenerg-11872	9	28	summarization	summarization	NOUN
fuelectenerg-11872	9	29	performance	performance	NOUN
fuelectenerg-11872	9	30	is	be	AUX
fuelectenerg-11872	9	31	achieved	achieve	VERB
fuelectenerg-11872	9	32	.	.	PUNCT
fuelectenerg-11872	10	1	these	these	DET
fuelectenerg-11872	10	2	models	model	NOUN
fuelectenerg-11872	10	3	are	be	AUX
fuelectenerg-11872	10	4	trained	train	VERB
fuelectenerg-11872	10	5	on	on	ADP
fuelectenerg-11872	10	6	an	an	DET
fuelectenerg-11872	10	7	‘	'	PUNCT
fuelectenerg-11872	10	8	in	in	ADP
fuelectenerg-11872	10	9	-	-	PUNCT
fuelectenerg-11872	10	10	shorts	short	NOUN
fuelectenerg-11872	10	11	’	'	PUNCT
fuelectenerg-11872	10	12	dataset	dataset	NOUN
fuelectenerg-11872	10	13	,	,	PUNCT
fuelectenerg-11872	10	14	and	and	CCONJ
fuelectenerg-11872	10	15	the	the	DET
fuelectenerg-11872	10	16	proposed	propose	VERB
fuelectenerg-11872	10	17	model	model	NOUN
fuelectenerg-11872	10	18	is	be	AUX
fuelectenerg-11872	10	19	compared	compare	VERB
fuelectenerg-11872	10	20	with	with	ADP
fuelectenerg-11872	10	21	the	the	DET
fuelectenerg-11872	10	22	pegasus	pegasus	NOUN
fuelectenerg-11872	10	23	-	-	PUNCT
fuelectenerg-11872	10	24	cnndaily	cnndaily	NOUN
fuelectenerg-11872	10	25	-	-	PUNCT
fuelectenerg-11872	10	26	mail	mail	NOUN
fuelectenerg-11872	10	27	,	,	PUNCT
fuelectenerg-11872	10	28	bart	bart	NOUN
fuelectenerg-11872	10	29	-	-	PUNCT
fuelectenerg-11872	10	30	large	large	ADJ
fuelectenerg-11872	10	31	-	-	PUNCT
fuelectenerg-11872	10	32	cnn	cnn	NOUN
fuelectenerg-11872	10	33	,	,	PUNCT
fuelectenerg-11872	10	34	and	and	CCONJ
fuelectenerg-11872	10	35	distilbart	distilbart	ADJ
fuelectenerg-11872	10	36	-	-	PUNCT
fuelectenerg-11872	10	37	cnn-12	cnn-12	NOUN
fuelectenerg-11872	10	38	-	-	PUNCT
fuelectenerg-11872	10	39	6	6	NUM
fuelectenerg-11872	10	40	models	model	NOUN
fuelectenerg-11872	10	41	on	on	ADP
fuelectenerg-11872	10	42	the	the	DET
fuelectenerg-11872	10	43	cnn	cnn	PROPN
fuelectenerg-11872	10	44	/	/	SYM
fuelectenerg-11872	10	45	dailymail	dailymail	PROPN
fuelectenerg-11872	10	46	dataset	dataset	NOUN
fuelectenerg-11872	10	47	.	.	PUNCT
fuelectenerg-11872	11	1	the	the	DET
fuelectenerg-11872	11	2	performance	performance	NOUN
fuelectenerg-11872	11	3	is	be	AUX
fuelectenerg-11872	11	4	evaluated	evaluate	VERB
fuelectenerg-11872	11	5	in	in	ADP
fuelectenerg-11872	11	6	terms	term	NOUN
fuelectenerg-11872	11	7	of	of	ADP
fuelectenerg-11872	11	8	the	the	DET
fuelectenerg-11872	11	9	rouge	rouge	NOUN
fuelectenerg-11872	11	10	score	score	NOUN
fuelectenerg-11872	11	11	by	by	ADP
fuelectenerg-11872	11	12	comparing	compare	VERB
fuelectenerg-11872	11	13	it	it	PRON
fuelectenerg-11872	11	14	with	with	ADP
fuelectenerg-11872	11	15	the	the	DET
fuelectenerg-11872	11	16	existing	exist	VERB
fuelectenerg-11872	11	17	recurrent	recurrent	ADJ
fuelectenerg-11872	11	18	neural	neural	ADJ
fuelectenerg-11872	11	19	network	network	NOUN
fuelectenerg-11872	11	20	(	(	PUNCT
fuelectenerg-11872	11	21	rnn	rnn	PROPN
fuelectenerg-11872	11	22	)	)	PUNCT
fuelectenerg-11872	11	23	model	model	NOUN
fuelectenerg-11872	11	24	.	.	PUNCT
fuelectenerg-11872	12	1	the	the	DET
fuelectenerg-11872	12	2	suggested	suggest	VERB
fuelectenerg-11872	12	3	transformer	transformer	NOUN
fuelectenerg-11872	12	4	model	model	NOUN
fuelectenerg-11872	12	5	achieved	achieve	VERB
fuelectenerg-11872	12	6	a	a	DET
fuelectenerg-11872	12	7	rouge	rouge	NOUN
fuelectenerg-11872	12	8	score	score	NOUN
fuelectenerg-11872	12	9	of	of	ADP
fuelectenerg-11872	12	10	0.33	0.33	NUM
fuelectenerg-11872	12	11	,	,	PUNCT
fuelectenerg-11872	12	12	surpassing	surpass	VERB
fuelectenerg-11872	12	13	the	the	DET
fuelectenerg-11872	12	14	rnn	rnn	NOUN
fuelectenerg-11872	12	15	model	model	NOUN
fuelectenerg-11872	12	16	score	score	NOUN
fuelectenerg-11872	12	17	of	of	ADP
fuelectenerg-11872	12	18	0.17	0.17	NUM
fuelectenerg-11872	12	19	.	.	PUNCT
fuelectenerg-11872	13	1	this	this	DET
fuelectenerg-11872	13	2	innovative	innovative	ADJ
fuelectenerg-11872	13	3	approach	approach	NOUN
fuelectenerg-11872	13	4	can	can	AUX
fuelectenerg-11872	13	5	be	be	AUX
fuelectenerg-11872	13	6	employed	employ	VERB
fuelectenerg-11872	13	7	on	on	ADP
fuelectenerg-11872	13	8	extensive	extensive	ADJ
fuelectenerg-11872	13	9	textual	textual	ADJ
fuelectenerg-11872	13	10	data	datum	NOUN
fuelectenerg-11872	13	11	to	to	PART
fuelectenerg-11872	13	12	extract	extract	VERB
fuelectenerg-11872	13	13	summaries	summary	NOUN
fuelectenerg-11872	13	14	or	or	CCONJ
fuelectenerg-11872	13	15	headlines	headline	NOUN
fuelectenerg-11872	13	16	.	.	PUNCT
fuelectenerg-11872	14	1	key	key	ADJ
fuelectenerg-11872	14	2	words	word	NOUN
fuelectenerg-11872	14	3	:	:	PUNCT
fuelectenerg-11872	14	4	natural	natural	ADJ
fuelectenerg-11872	14	5	language	language	NOUN
fuelectenerg-11872	14	6	processing	processing	NOUN
fuelectenerg-11872	14	7	,	,	PUNCT
fuelectenerg-11872	14	8	deep	deep	ADJ
fuelectenerg-11872	14	9	learning	learning	NOUN
fuelectenerg-11872	14	10	,	,	PUNCT
fuelectenerg-11872	14	11	abstractive	abstractive	ADJ
fuelectenerg-11872	14	12	summarization	summarization	NOUN
fuelectenerg-11872	14	13	,	,	PUNCT
fuelectenerg-11872	14	14	large	large	ADJ
fuelectenerg-11872	14	15	language	language	NOUN
fuelectenerg-11872	14	16	model	model	NOUN
fuelectenerg-11872	14	17	,	,	PUNCT
fuelectenerg-11872	14	18	rnn	rnn	PROPN
fuelectenerg-11872	14	19	,	,	PUNCT
fuelectenerg-11872	14	20	transformer	transformer	NOUN
fuelectenerg-11872	14	21	model	model	NOUN
fuelectenerg-11872	14	22	,	,	PUNCT
fuelectenerg-11872	14	23	news	news	NOUN
fuelectenerg-11872	14	24	article	article	NOUN
fuelectenerg-11872	14	25	summarization	summarization	NOUN
fuelectenerg-11872	14	26	received	receive	VERB
fuelectenerg-11872	14	27	june	june	PROPN
fuelectenerg-11872	14	28	02	02	NUM
fuelectenerg-11872	14	29	,	,	PUNCT
fuelectenerg-11872	14	30	2023	2023	NUM
fuelectenerg-11872	14	31	;	;	PUNCT
fuelectenerg-11872	14	32	revised	revise	VERB
fuelectenerg-11872	14	33	december	december	PROPN
fuelectenerg-11872	14	34	15	15	NUM
fuelectenerg-11872	14	35	,	,	PUNCT
fuelectenerg-11872	14	36	2023	2023	NUM
fuelectenerg-11872	14	37	and	and	CCONJ
fuelectenerg-11872	14	38	december	december	PROPN
fuelectenerg-11872	14	39	30	30	NUM
fuelectenerg-11872	14	40	,	,	PUNCT
fuelectenerg-11872	14	41	2023	2023	NUM
fuelectenerg-11872	14	42	;	;	PUNCT
fuelectenerg-11872	14	43	accepted	accept	VERB
fuelectenerg-11872	14	44	january	january	PROPN
fuelectenerg-11872	14	45	09	09	NUM
fuelectenerg-11872	14	46	,	,	PUNCT
fuelectenerg-11872	14	47	2024	2024	NUM
fuelectenerg-11872	14	48	corresponding	correspond	VERB
fuelectenerg-11872	14	49	author	author	NOUN
fuelectenerg-11872	14	50	:	:	PUNCT
fuelectenerg-11872	14	51	naresh	naresh	PROPN
fuelectenerg-11872	14	52	k.	k.	PROPN
fuelectenerg-11872	14	53	darimireddy	darimireddy	PROPN
fuelectenerg-11872	14	54	lendi	lendi	PROPN
fuelectenerg-11872	14	55	institute	institute	PROPN
fuelectenerg-11872	14	56	of	of	ADP
fuelectenerg-11872	14	57	engineering	engineering	PROPN
fuelectenerg-11872	14	58	&	&	CCONJ
fuelectenerg-11872	14	59	technology	technology	PROPN
fuelectenerg-11872	14	60	(	(	PUNCT
fuelectenerg-11872	14	61	a	a	NOUN
fuelectenerg-11872	14	62	)	)	PUNCT
fuelectenerg-11872	14	63	,	,	PUNCT
fuelectenerg-11872	14	64	vizianagaram	vizianagaram	ADJ
fuelectenerg-11872	14	65	,	,	PUNCT
fuelectenerg-11872	14	66	india-535005	india-535005	NOUN
fuelectenerg-11872	14	67	.	.	PUNCT
fuelectenerg-11872	15	1	e	e	X
fuelectenerg-11872	15	2	-	-	NOUN
fuelectenerg-11872	15	3	mail	mail	NOUN
fuelectenerg-11872	15	4	:	:	PUNCT
fuelectenerg-11872	16	1	yosuna@ieee.org	yosuna@ieee.org	PROPN
fuelectenerg-11872	16	2	https://orcid.org/0000-0002-0310-2411	https://orcid.org/0000-0002-0310-2411	PROPN
fuelectenerg-11872	16	3	https://orcid.org/0000-0002-0033-716x	https://orcid.org/0000-0002-0033-716x	PROPN
fuelectenerg-11872	17	1	https://orcid.org/0000-0002-2767-123x	https://orcid.org/0000-0002-2767-123x	ADV
fuelectenerg-11872	17	2	https://orcid.org/0000-0002-9319-0493	https://orcid.org/0000-0002-9319-0493	PROPN
fuelectenerg-11872	17	3	https://orcid.org/0000-0002-3468-3650	https://orcid.org/0000-0002-3468-3650	PROPN
fuelectenerg-11872	17	4	262	262	NUM
fuelectenerg-11872	17	5	b.	b.	PROPN
fuelectenerg-11872	17	6	srinivas	srinivas	PROPN
fuelectenerg-11872	17	7	.	.	PROPN
fuelectenerg-11872	17	8	,	,	PUNCT
fuelectenerg-11872	17	9	b.	b.	PROPN
fuelectenerg-11872	17	10	lavanya	lavanya	PROPN
fuelectenerg-11872	17	11	.	.	PUNCT
fuelectenerg-11872	17	12	,	,	PUNCT
fuelectenerg-11872	18	1	n.	n.	PROPN
fuelectenerg-11872	18	2	k.	k.	PROPN
fuelectenerg-11872	18	3	darimireddy	darimireddy	PROPN
fuelectenerg-11872	18	4	,	,	PUNCT
fuelectenerg-11872	18	5	p.	p.	PROPN
fuelectenerg-11872	18	6	s.	s.	PROPN
fuelectenerg-11872	19	1	prasad	prasad	PROPN
fuelectenerg-11872	19	2	et.al	et.al	PROPN
fuelectenerg-11872	19	3	.	.	PUNCT
fuelectenerg-11872	20	1	1	1	X
fuelectenerg-11872	20	2	.	.	X
fuelectenerg-11872	20	3	introduction	introduction	NOUN
fuelectenerg-11872	20	4	in	in	ADP
fuelectenerg-11872	20	5	recent	recent	ADJ
fuelectenerg-11872	20	6	years	year	NOUN
fuelectenerg-11872	20	7	,	,	PUNCT
fuelectenerg-11872	20	8	internet	internet	NOUN
fuelectenerg-11872	20	9	usage	usage	NOUN
fuelectenerg-11872	20	10	has	have	AUX
fuelectenerg-11872	20	11	increased	increase	VERB
fuelectenerg-11872	20	12	,	,	PUNCT
fuelectenerg-11872	20	13	and	and	CCONJ
fuelectenerg-11872	20	14	without	without	ADP
fuelectenerg-11872	20	15	using	use	VERB
fuelectenerg-11872	20	16	any	any	DET
fuelectenerg-11872	20	17	physical	physical	ADJ
fuelectenerg-11872	20	18	means	mean	NOUN
fuelectenerg-11872	20	19	,	,	PUNCT
fuelectenerg-11872	20	20	everything	everything	PRON
fuelectenerg-11872	20	21	is	be	AUX
fuelectenerg-11872	20	22	being	be	AUX
fuelectenerg-11872	20	23	uploaded	upload	VERB
fuelectenerg-11872	20	24	on	on	ADP
fuelectenerg-11872	20	25	the	the	DET
fuelectenerg-11872	20	26	internet	internet	NOUN
fuelectenerg-11872	20	27	for	for	ADP
fuelectenerg-11872	20	28	a	a	DET
fuelectenerg-11872	20	29	faster	fast	ADJ
fuelectenerg-11872	20	30	spread	spread	NOUN
fuelectenerg-11872	20	31	.	.	PUNCT
fuelectenerg-11872	21	1	due	due	ADP
fuelectenerg-11872	21	2	to	to	ADP
fuelectenerg-11872	21	3	the	the	DET
fuelectenerg-11872	21	4	increase	increase	NOUN
fuelectenerg-11872	21	5	in	in	ADP
fuelectenerg-11872	21	6	data	datum	NOUN
fuelectenerg-11872	21	7	that	that	PRON
fuelectenerg-11872	21	8	is	be	AUX
fuelectenerg-11872	21	9	being	be	AUX
fuelectenerg-11872	21	10	uploaded	upload	VERB
fuelectenerg-11872	21	11	heavily	heavily	ADV
fuelectenerg-11872	21	12	into	into	ADP
fuelectenerg-11872	21	13	the	the	DET
fuelectenerg-11872	21	14	internet	internet	NOUN
fuelectenerg-11872	21	15	,	,	PUNCT
fuelectenerg-11872	21	16	storage	storage	NOUN
fuelectenerg-11872	21	17	has	have	AUX
fuelectenerg-11872	21	18	become	become	VERB
fuelectenerg-11872	21	19	a	a	DET
fuelectenerg-11872	21	20	problem	problem	NOUN
fuelectenerg-11872	21	21	.	.	PUNCT
fuelectenerg-11872	22	1	the	the	DET
fuelectenerg-11872	22	2	earlier	early	ADJ
fuelectenerg-11872	22	3	usage	usage	NOUN
fuelectenerg-11872	22	4	of	of	ADP
fuelectenerg-11872	22	5	uploading	upload	VERB
fuelectenerg-11872	22	6	data	datum	NOUN
fuelectenerg-11872	22	7	for	for	ADP
fuelectenerg-11872	22	8	summarization	summarization	NOUN
fuelectenerg-11872	22	9	was	be	AUX
fuelectenerg-11872	22	10	done	do	VERB
fuelectenerg-11872	22	11	manually	manually	ADV
fuelectenerg-11872	22	12	,	,	PUNCT
fuelectenerg-11872	22	13	and	and	CCONJ
fuelectenerg-11872	22	14	it	it	PRON
fuelectenerg-11872	22	15	involves	involve	VERB
fuelectenerg-11872	22	16	human	human	ADJ
fuelectenerg-11872	22	17	mistakes	mistake	NOUN
fuelectenerg-11872	22	18	and	and	CCONJ
fuelectenerg-11872	22	19	is	be	AUX
fuelectenerg-11872	22	20	a	a	DET
fuelectenerg-11872	22	21	time	time	NOUN
fuelectenerg-11872	22	22	-	-	PUNCT
fuelectenerg-11872	22	23	consuming	consume	VERB
fuelectenerg-11872	22	24	process	process	NOUN
fuelectenerg-11872	22	25	.	.	PUNCT
fuelectenerg-11872	23	1	using	use	VERB
fuelectenerg-11872	23	2	deep	deep	ADJ
fuelectenerg-11872	23	3	learning	learning	NOUN
fuelectenerg-11872	23	4	to	to	PART
fuelectenerg-11872	23	5	summarize	summarize	VERB
fuelectenerg-11872	23	6	and	and	CCONJ
fuelectenerg-11872	23	7	upload	upload	VERB
fuelectenerg-11872	23	8	the	the	DET
fuelectenerg-11872	23	9	news	news	NOUN
fuelectenerg-11872	23	10	data	datum	NOUN
fuelectenerg-11872	23	11	to	to	ADP
fuelectenerg-11872	23	12	the	the	DET
fuelectenerg-11872	23	13	internet	internet	NOUN
fuelectenerg-11872	23	14	saves	save	VERB
fuelectenerg-11872	23	15	time	time	NOUN
fuelectenerg-11872	23	16	.	.	PUNCT
fuelectenerg-11872	24	1	it	it	PRON
fuelectenerg-11872	24	2	reduces	reduce	VERB
fuelectenerg-11872	24	3	the	the	DET
fuelectenerg-11872	24	4	space	space	NOUN
fuelectenerg-11872	24	5	occupied	occupy	VERB
fuelectenerg-11872	24	6	for	for	SCONJ
fuelectenerg-11872	24	7	the	the	DET
fuelectenerg-11872	24	8	data	datum	NOUN
fuelectenerg-11872	24	9	to	to	PART
fuelectenerg-11872	24	10	generate	generate	VERB
fuelectenerg-11872	24	11	a	a	DET
fuelectenerg-11872	24	12	summary	summary	NOUN
fuelectenerg-11872	24	13	.	.	PUNCT
fuelectenerg-11872	25	1	due	due	ADP
fuelectenerg-11872	25	2	to	to	ADP
fuelectenerg-11872	25	3	the	the	DET
fuelectenerg-11872	25	4	explosive	explosive	ADJ
fuelectenerg-11872	25	5	growth	growth	NOUN
fuelectenerg-11872	25	6	of	of	ADP
fuelectenerg-11872	25	7	textual	textual	ADJ
fuelectenerg-11872	25	8	data	datum	NOUN
fuelectenerg-11872	26	1	[	[	X
fuelectenerg-11872	26	2	1	1	NUM
fuelectenerg-11872	26	3	]	]	PUNCT
fuelectenerg-11872	26	4	,	,	PUNCT
fuelectenerg-11872	26	5	attention	attention	NOUN
fuelectenerg-11872	26	6	to	to	ADP
fuelectenerg-11872	26	7	developing	develop	VERB
fuelectenerg-11872	26	8	informative	informative	ADJ
fuelectenerg-11872	26	9	summaries	summary	NOUN
fuelectenerg-11872	26	10	using	use	VERB
fuelectenerg-11872	26	11	automatic	automatic	ADJ
fuelectenerg-11872	26	12	methods	method	NOUN
fuelectenerg-11872	26	13	is	be	AUX
fuelectenerg-11872	26	14	extensively	extensively	ADV
fuelectenerg-11872	26	15	trending	trend	VERB
fuelectenerg-11872	26	16	.	.	PUNCT
fuelectenerg-11872	27	1	in	in	ADP
fuelectenerg-11872	27	2	today	today	NOUN
fuelectenerg-11872	27	3	's	's	PART
fuelectenerg-11872	27	4	busy	busy	ADJ
fuelectenerg-11872	27	5	schedule	schedule	NOUN
fuelectenerg-11872	27	6	,	,	PUNCT
fuelectenerg-11872	27	7	people	people	NOUN
fuelectenerg-11872	27	8	have	have	AUX
fuelectenerg-11872	27	9	limited	limit	VERB
fuelectenerg-11872	27	10	time	time	NOUN
fuelectenerg-11872	27	11	to	to	PART
fuelectenerg-11872	27	12	read	read	VERB
fuelectenerg-11872	27	13	lengthy	lengthy	ADJ
fuelectenerg-11872	27	14	texts	text	NOUN
fuelectenerg-11872	27	15	,	,	PUNCT
fuelectenerg-11872	27	16	making	make	VERB
fuelectenerg-11872	27	17	investing	investing	NOUN
fuelectenerg-11872	27	18	time	time	NOUN
fuelectenerg-11872	27	19	in	in	ADP
fuelectenerg-11872	27	20	superfluous	superfluous	ADJ
fuelectenerg-11872	27	21	information	information	NOUN
fuelectenerg-11872	27	22	impractical	impractical	ADJ
fuelectenerg-11872	27	23	.	.	PUNCT
fuelectenerg-11872	28	1	to	to	PART
fuelectenerg-11872	28	2	overcome	overcome	VERB
fuelectenerg-11872	28	3	this	this	DET
fuelectenerg-11872	28	4	problem	problem	NOUN
fuelectenerg-11872	28	5	,	,	PUNCT
fuelectenerg-11872	28	6	automation	automation	NOUN
fuelectenerg-11872	28	7	can	can	AUX
fuelectenerg-11872	28	8	filter	filter	VERB
fuelectenerg-11872	28	9	misinformation	misinformation	NOUN
fuelectenerg-11872	28	10	from	from	ADP
fuelectenerg-11872	28	11	critical	critical	ADJ
fuelectenerg-11872	28	12	information	information	NOUN
fuelectenerg-11872	28	13	,	,	PUNCT
fuelectenerg-11872	28	14	but	but	CCONJ
fuelectenerg-11872	28	15	it	it	PRON
fuelectenerg-11872	28	16	is	be	AUX
fuelectenerg-11872	28	17	challenging	challenge	VERB
fuelectenerg-11872	28	18	.	.	PUNCT
fuelectenerg-11872	29	1	extractive	extractive	ADJ
fuelectenerg-11872	29	2	summaries	summary	NOUN
fuelectenerg-11872	29	3	used	use	VERB
fuelectenerg-11872	29	4	reinforcement	reinforcement	NOUN
fuelectenerg-11872	29	5	learning	learning	NOUN
fuelectenerg-11872	29	6	-	-	PUNCT
fuelectenerg-11872	29	7	based	base	VERB
fuelectenerg-11872	29	8	,	,	PUNCT
fuelectenerg-11872	29	9	recurrent	recurrent	ADJ
fuelectenerg-11872	29	10	neural	neural	ADJ
fuelectenerg-11872	29	11	network	network	NOUN
fuelectenerg-11872	29	12	-	-	PUNCT
fuelectenerg-11872	29	13	based	base	VERB
fuelectenerg-11872	29	14	encoders	encoder	NOUN
fuelectenerg-11872	29	15	,	,	PUNCT
fuelectenerg-11872	29	16	and	and	CCONJ
fuelectenerg-11872	29	17	seq2seq	seq2seq	DET
fuelectenerg-11872	29	18	encoder	encoder	NOUN
fuelectenerg-11872	29	19	-	-	PUNCT
fuelectenerg-11872	29	20	decoder	decoder	NOUN
fuelectenerg-11872	29	21	models	model	NOUN
fuelectenerg-11872	29	22	to	to	PART
fuelectenerg-11872	29	23	address	address	VERB
fuelectenerg-11872	29	24	this	this	PRON
fuelectenerg-11872	29	25	.	.	PUNCT
fuelectenerg-11872	30	1	however	however	ADV
fuelectenerg-11872	30	2	,	,	PUNCT
fuelectenerg-11872	30	3	with	with	ADP
fuelectenerg-11872	30	4	the	the	DET
fuelectenerg-11872	30	5	advancement	advancement	NOUN
fuelectenerg-11872	30	6	of	of	ADP
fuelectenerg-11872	30	7	deep	deep	ADJ
fuelectenerg-11872	30	8	learning	learning	NOUN
fuelectenerg-11872	30	9	models	model	NOUN
fuelectenerg-11872	30	10	like	like	ADP
fuelectenerg-11872	30	11	transformer	transformer	NOUN
fuelectenerg-11872	30	12	and	and	CCONJ
fuelectenerg-11872	30	13	rnn	rnn	PROPN
fuelectenerg-11872	30	14	,	,	PUNCT
fuelectenerg-11872	30	15	the	the	DET
fuelectenerg-11872	30	16	earlier	early	ADJ
fuelectenerg-11872	30	17	approaches	approach	NOUN
fuelectenerg-11872	30	18	used	use	VERB
fuelectenerg-11872	30	19	to	to	PART
fuelectenerg-11872	30	20	generate	generate	VERB
fuelectenerg-11872	30	21	abstractive	abstractive	ADJ
fuelectenerg-11872	30	22	summaries	summary	NOUN
fuelectenerg-11872	30	23	,	,	PUNCT
fuelectenerg-11872	30	24	including	include	VERB
fuelectenerg-11872	30	25	structure	structure	NOUN
fuelectenerg-11872	30	26	-	-	PUNCT
fuelectenerg-11872	30	27	based	base	VERB
fuelectenerg-11872	30	28	ones	one	NOUN
fuelectenerg-11872	30	29	like	like	ADP
fuelectenerg-11872	30	30	graphs	graph	NOUN
fuelectenerg-11872	30	31	,	,	PUNCT
fuelectenerg-11872	30	32	trees	tree	NOUN
fuelectenerg-11872	30	33	,	,	PUNCT
fuelectenerg-11872	30	34	and	and	CCONJ
fuelectenerg-11872	30	35	ontology	ontology	NOUN
fuelectenerg-11872	30	36	-	-	PUNCT
fuelectenerg-11872	30	37	based	base	VERB
fuelectenerg-11872	30	38	,	,	PUNCT
fuelectenerg-11872	30	39	etc	etc	X
fuelectenerg-11872	30	40	.	.	X
fuelectenerg-11872	30	41	,	,	PUNCT
fuelectenerg-11872	30	42	have	have	AUX
fuelectenerg-11872	30	43	become	become	VERB
fuelectenerg-11872	30	44	obsolete	obsolete	ADJ
fuelectenerg-11872	30	45	.	.	PUNCT
fuelectenerg-11872	31	1	summarization	summarization	NOUN
fuelectenerg-11872	31	2	condenses	condense	VERB
fuelectenerg-11872	31	3	extensive	extensive	ADJ
fuelectenerg-11872	31	4	information	information	NOUN
fuelectenerg-11872	31	5	into	into	ADP
fuelectenerg-11872	31	6	a	a	DET
fuelectenerg-11872	31	7	concise	concise	ADJ
fuelectenerg-11872	31	8	form	form	NOUN
fuelectenerg-11872	31	9	that	that	PRON
fuelectenerg-11872	31	10	captures	capture	VERB
fuelectenerg-11872	31	11	the	the	DET
fuelectenerg-11872	31	12	central	central	ADJ
fuelectenerg-11872	31	13	theme	theme	NOUN
fuelectenerg-11872	31	14	or	or	CCONJ
fuelectenerg-11872	31	15	idea	idea	NOUN
fuelectenerg-11872	31	16	.	.	PUNCT
fuelectenerg-11872	32	1	text	text	NOUN
fuelectenerg-11872	32	2	summarization	summarization	NOUN
fuelectenerg-11872	32	3	primarily	primarily	ADV
fuelectenerg-11872	32	4	aims	aim	VERB
fuelectenerg-11872	32	5	to	to	PART
fuelectenerg-11872	32	6	transform	transform	VERB
fuelectenerg-11872	32	7	lengthy	lengthy	ADJ
fuelectenerg-11872	32	8	texts	text	NOUN
fuelectenerg-11872	32	9	into	into	ADP
fuelectenerg-11872	32	10	shorter	short	ADJ
fuelectenerg-11872	32	11	yet	yet	CCONJ
fuelectenerg-11872	32	12	meaningful	meaningful	ADJ
fuelectenerg-11872	32	13	representations	representation	NOUN
fuelectenerg-11872	32	14	.	.	PUNCT
fuelectenerg-11872	33	1	presently	presently	ADV
fuelectenerg-11872	33	2	,	,	PUNCT
fuelectenerg-11872	33	3	abstractive	abstractive	ADJ
fuelectenerg-11872	33	4	summaries	summary	NOUN
fuelectenerg-11872	33	5	are	be	AUX
fuelectenerg-11872	33	6	advancing	advance	VERB
fuelectenerg-11872	33	7	in	in	ADP
fuelectenerg-11872	33	8	producing	produce	VERB
fuelectenerg-11872	33	9	fluent	fluent	ADJ
fuelectenerg-11872	33	10	and	and	CCONJ
fuelectenerg-11872	33	11	flexible	flexible	ADJ
fuelectenerg-11872	33	12	summaries	summary	NOUN
fuelectenerg-11872	33	13	.	.	PUNCT
fuelectenerg-11872	34	1	further	far	ADV
fuelectenerg-11872	34	2	,	,	PUNCT
fuelectenerg-11872	34	3	text	text	NOUN
fuelectenerg-11872	34	4	summarization	summarization	NOUN
fuelectenerg-11872	34	5	can	can	AUX
fuelectenerg-11872	34	6	serve	serve	VERB
fuelectenerg-11872	34	7	many	many	ADJ
fuelectenerg-11872	34	8	purposes	purpose	NOUN
fuelectenerg-11872	34	9	,	,	PUNCT
fuelectenerg-11872	34	10	including	include	VERB
fuelectenerg-11872	34	11	generating	generate	VERB
fuelectenerg-11872	34	12	email	email	NOUN
fuelectenerg-11872	34	13	summaries	summary	NOUN
fuelectenerg-11872	34	14	,	,	PUNCT
fuelectenerg-11872	34	15	condensing	condense	VERB
fuelectenerg-11872	34	16	news	news	NOUN
fuelectenerg-11872	34	17	headlines	headline	NOUN
fuelectenerg-11872	34	18	,	,	PUNCT
fuelectenerg-11872	34	19	summarizing	summarize	VERB
fuelectenerg-11872	34	20	movie	movie	NOUN
fuelectenerg-11872	34	21	reviews	review	NOUN
fuelectenerg-11872	34	22	,	,	PUNCT
fuelectenerg-11872	34	23	outlining	outline	VERB
fuelectenerg-11872	34	24	student	student	NOUN
fuelectenerg-11872	34	25	notes	note	NOUN
fuelectenerg-11872	34	26	,	,	PUNCT
fuelectenerg-11872	34	27	and	and	CCONJ
fuelectenerg-11872	34	28	providing	provide	VERB
fuelectenerg-11872	34	29	concise	concise	ADJ
fuelectenerg-11872	34	30	information	information	NOUN
fuelectenerg-11872	34	31	for	for	ADP
fuelectenerg-11872	34	32	government	government	NOUN
fuelectenerg-11872	34	33	officials	official	NOUN
fuelectenerg-11872	34	34	and	and	CCONJ
fuelectenerg-11872	34	35	business	business	NOUN
fuelectenerg-11872	34	36	professionals	professional	NOUN
fuelectenerg-11872	34	37	.	.	PUNCT
fuelectenerg-11872	35	1	it	it	PRON
fuelectenerg-11872	35	2	is	be	AUX
fuelectenerg-11872	35	3	also	also	ADV
fuelectenerg-11872	35	4	instrumental	instrumental	ADJ
fuelectenerg-11872	35	5	in	in	ADP
fuelectenerg-11872	35	6	translating	translate	VERB
fuelectenerg-11872	35	7	medical	medical	ADJ
fuelectenerg-11872	35	8	data	datum	NOUN
fuelectenerg-11872	35	9	for	for	ADP
fuelectenerg-11872	35	10	doctors	doctor	NOUN
fuelectenerg-11872	35	11	,	,	PUNCT
fuelectenerg-11872	35	12	condensing	condense	VERB
fuelectenerg-11872	35	13	legal	legal	ADJ
fuelectenerg-11872	35	14	documents	document	NOUN
fuelectenerg-11872	35	15	,	,	PUNCT
fuelectenerg-11872	35	16	generating	generate	VERB
fuelectenerg-11872	35	17	novel	novel	NOUN
fuelectenerg-11872	35	18	or	or	CCONJ
fuelectenerg-11872	35	19	book	book	NOUN
fuelectenerg-11872	35	20	summaries	summary	NOUN
fuelectenerg-11872	35	21	,	,	PUNCT
fuelectenerg-11872	35	22	and	and	CCONJ
fuelectenerg-11872	35	23	assisting	assist	VERB
fuelectenerg-11872	35	24	consumers	consumer	NOUN
fuelectenerg-11872	35	25	in	in	ADP
fuelectenerg-11872	35	26	deciding	decide	VERB
fuelectenerg-11872	35	27	whether	whether	SCONJ
fuelectenerg-11872	35	28	to	to	PART
fuelectenerg-11872	35	29	read	read	VERB
fuelectenerg-11872	35	30	the	the	DET
fuelectenerg-11872	35	31	content	content	NOUN
fuelectenerg-11872	35	32	.	.	PUNCT
fuelectenerg-11872	36	1	it	it	PRON
fuelectenerg-11872	36	2	also	also	ADV
fuelectenerg-11872	36	3	plays	play	VERB
fuelectenerg-11872	36	4	a	a	DET
fuelectenerg-11872	36	5	role	role	NOUN
fuelectenerg-11872	36	6	in	in	ADP
fuelectenerg-11872	36	7	code	code	NOUN
fuelectenerg-11872	36	8	summarization	summarization	NOUN
fuelectenerg-11872	36	9	.	.	PUNCT
fuelectenerg-11872	37	1	automatic	automatic	ADJ
fuelectenerg-11872	37	2	summarization	summarization	NOUN
fuelectenerg-11872	37	3	is	be	AUX
fuelectenerg-11872	37	4	classified	classify	VERB
fuelectenerg-11872	37	5	into	into	ADP
fuelectenerg-11872	37	6	abstractive	abstractive	ADJ
fuelectenerg-11872	37	7	and	and	CCONJ
fuelectenerg-11872	37	8	extractive	extractive	ADJ
fuelectenerg-11872	38	1	[	[	X
fuelectenerg-11872	38	2	2	2	NUM
fuelectenerg-11872	38	3	]	]	PUNCT
fuelectenerg-11872	38	4	.	.	PUNCT
fuelectenerg-11872	39	1	this	this	DET
fuelectenerg-11872	39	2	work	work	NOUN
fuelectenerg-11872	39	3	is	be	AUX
fuelectenerg-11872	39	4	mainly	mainly	ADV
fuelectenerg-11872	39	5	focused	focus	VERB
fuelectenerg-11872	39	6	on	on	ADP
fuelectenerg-11872	39	7	the	the	DET
fuelectenerg-11872	39	8	abstractive	abstractive	ADJ
fuelectenerg-11872	39	9	approach	approach	NOUN
fuelectenerg-11872	39	10	.	.	PUNCT
fuelectenerg-11872	40	1	extractive	extractive	ADJ
fuelectenerg-11872	40	2	summarization	summarization	NOUN
fuelectenerg-11872	40	3	generates	generate	VERB
fuelectenerg-11872	40	4	the	the	DET
fuelectenerg-11872	40	5	summary	summary	NOUN
fuelectenerg-11872	40	6	by	by	ADP
fuelectenerg-11872	40	7	considering	consider	VERB
fuelectenerg-11872	40	8	the	the	DET
fuelectenerg-11872	40	9	score	score	NOUN
fuelectenerg-11872	40	10	from	from	ADP
fuelectenerg-11872	40	11	the	the	DET
fuelectenerg-11872	40	12	article	article	NOUN
fuelectenerg-11872	40	13	,	,	PUNCT
fuelectenerg-11872	40	14	i.e.	i.e.	X
fuelectenerg-11872	40	15	,	,	PUNCT
fuelectenerg-11872	40	16	the	the	DET
fuelectenerg-11872	40	17	words	word	NOUN
fuelectenerg-11872	40	18	or	or	CCONJ
fuelectenerg-11872	40	19	phrases	phrase	NOUN
fuelectenerg-11872	40	20	are	be	AUX
fuelectenerg-11872	40	21	directly	directly	ADV
fuelectenerg-11872	40	22	taken	take	VERB
fuelectenerg-11872	40	23	from	from	ADP
fuelectenerg-11872	40	24	the	the	DET
fuelectenerg-11872	40	25	article	article	NOUN
fuelectenerg-11872	40	26	and	and	CCONJ
fuelectenerg-11872	40	27	are	be	AUX
fuelectenerg-11872	40	28	joined	join	VERB
fuelectenerg-11872	40	29	to	to	PART
fuelectenerg-11872	40	30	get	get	VERB
fuelectenerg-11872	40	31	an	an	DET
fuelectenerg-11872	40	32	overview	overview	NOUN
fuelectenerg-11872	40	33	.	.	PUNCT
fuelectenerg-11872	41	1	alternatively	alternatively	ADV
fuelectenerg-11872	41	2	,	,	PUNCT
fuelectenerg-11872	41	3	abstractive	abstractive	ADJ
fuelectenerg-11872	41	4	summarization	summarization	NOUN
fuelectenerg-11872	41	5	analyses	analyse	VERB
fuelectenerg-11872	41	6	the	the	DET
fuelectenerg-11872	41	7	sentences	sentence	NOUN
fuelectenerg-11872	41	8	and	and	CCONJ
fuelectenerg-11872	41	9	reconstructs	reconstruct	VERB
fuelectenerg-11872	41	10	the	the	DET
fuelectenerg-11872	41	11	summary	summary	NOUN
fuelectenerg-11872	41	12	with	with	ADP
fuelectenerg-11872	41	13	a	a	DET
fuelectenerg-11872	41	14	meaningful	meaningful	ADJ
fuelectenerg-11872	41	15	sentence	sentence	NOUN
fuelectenerg-11872	41	16	structure	structure	NOUN
fuelectenerg-11872	41	17	.	.	PUNCT
fuelectenerg-11872	42	1	thus	thus	ADV
fuelectenerg-11872	42	2	,	,	PUNCT
fuelectenerg-11872	42	3	the	the	DET
fuelectenerg-11872	42	4	abstractive	abstractive	ADJ
fuelectenerg-11872	42	5	outline	outline	NOUN
fuelectenerg-11872	42	6	is	be	AUX
fuelectenerg-11872	42	7	more	more	ADV
fuelectenerg-11872	42	8	flexible	flexible	ADJ
fuelectenerg-11872	42	9	.	.	PUNCT
fuelectenerg-11872	43	1	the	the	DET
fuelectenerg-11872	43	2	main	main	ADJ
fuelectenerg-11872	43	3	contributions	contribution	NOUN
fuelectenerg-11872	43	4	of	of	ADP
fuelectenerg-11872	43	5	this	this	DET
fuelectenerg-11872	43	6	work	work	NOUN
fuelectenerg-11872	43	7	are	be	AUX
fuelectenerg-11872	43	8	:	:	PUNCT
fuelectenerg-11872	43	9	1	1	X
fuelectenerg-11872	43	10	)	)	PUNCT
fuelectenerg-11872	43	11	text	text	NOUN
fuelectenerg-11872	43	12	summarization	summarization	NOUN
fuelectenerg-11872	43	13	through	through	ADP
fuelectenerg-11872	43	14	rnn	rnn	PROPN
fuelectenerg-11872	43	15	is	be	AUX
fuelectenerg-11872	43	16	implemented	implement	VERB
fuelectenerg-11872	43	17	as	as	ADP
fuelectenerg-11872	43	18	an	an	DET
fuelectenerg-11872	43	19	introductory	introductory	ADJ
fuelectenerg-11872	43	20	model	model	NOUN
fuelectenerg-11872	43	21	,	,	PUNCT
fuelectenerg-11872	43	22	and	and	CCONJ
fuelectenerg-11872	43	23	its	its	PRON
fuelectenerg-11872	43	24	performance	performance	NOUN
fuelectenerg-11872	43	25	is	be	AUX
fuelectenerg-11872	43	26	calculated	calculate	VERB
fuelectenerg-11872	43	27	to	to	PART
fuelectenerg-11872	43	28	get	get	VERB
fuelectenerg-11872	43	29	a	a	DET
fuelectenerg-11872	43	30	proper	proper	ADJ
fuelectenerg-11872	43	31	understanding	understanding	NOUN
fuelectenerg-11872	43	32	of	of	ADP
fuelectenerg-11872	43	33	summarization	summarization	NOUN
fuelectenerg-11872	43	34	in	in	ADP
fuelectenerg-11872	43	35	deep	deep	ADJ
fuelectenerg-11872	43	36	learning	learning	NOUN
fuelectenerg-11872	43	37	.	.	PUNCT
fuelectenerg-11872	44	1	2	2	X
fuelectenerg-11872	44	2	)	)	PUNCT
fuelectenerg-11872	44	3	improvement	improvement	NOUN
fuelectenerg-11872	44	4	in	in	ADP
fuelectenerg-11872	44	5	the	the	DET
fuelectenerg-11872	44	6	performance	performance	NOUN
fuelectenerg-11872	44	7	of	of	ADP
fuelectenerg-11872	44	8	text	text	NOUN
fuelectenerg-11872	44	9	summarization	summarization	NOUN
fuelectenerg-11872	44	10	with	with	ADP
fuelectenerg-11872	44	11	the	the	DET
fuelectenerg-11872	44	12	proposed	propose	VERB
fuelectenerg-11872	44	13	model	model	NOUN
fuelectenerg-11872	44	14	using	use	VERB
fuelectenerg-11872	44	15	modified	modify	VERB
fuelectenerg-11872	44	16	transformers	transformer	NOUN
fuelectenerg-11872	44	17	with	with	ADP
fuelectenerg-11872	44	18	varying	vary	VERB
fuelectenerg-11872	44	19	numbers	number	NOUN
fuelectenerg-11872	44	20	of	of	ADP
fuelectenerg-11872	44	21	encoder	encoder	NOUN
fuelectenerg-11872	44	22	-	-	PUNCT
fuelectenerg-11872	44	23	decoder	decoder	NOUN
fuelectenerg-11872	44	24	and	and	CCONJ
fuelectenerg-11872	44	25	feed	feed	NOUN
fuelectenerg-11872	44	26	-	-	PUNCT
fuelectenerg-11872	44	27	forward	forward	NOUN
fuelectenerg-11872	44	28	network	network	NOUN
fuelectenerg-11872	44	29	layers	layer	NOUN
fuelectenerg-11872	44	30	.	.	PUNCT
fuelectenerg-11872	45	1	3	3	X
fuelectenerg-11872	45	2	)	)	PUNCT
fuelectenerg-11872	45	3	the	the	DET
fuelectenerg-11872	45	4	proposed	propose	VERB
fuelectenerg-11872	45	5	model	model	NOUN
fuelectenerg-11872	45	6	is	be	AUX
fuelectenerg-11872	45	7	compared	compare	VERB
fuelectenerg-11872	45	8	with	with	ADP
fuelectenerg-11872	45	9	existing	exist	VERB
fuelectenerg-11872	45	10	abstractive	abstractive	ADJ
fuelectenerg-11872	45	11	text	text	NOUN
fuelectenerg-11872	45	12	summarization	summarization	NOUN
fuelectenerg-11872	45	13	models	model	NOUN
fuelectenerg-11872	45	14	such	such	ADJ
fuelectenerg-11872	45	15	as	as	ADP
fuelectenerg-11872	45	16	pegasus	pegasus	NOUN
fuelectenerg-11872	45	17	-	-	PUNCT
fuelectenerg-11872	45	18	cnn_dailymail	cnn_dailymail	PROPN
fuelectenerg-11872	45	19	,	,	PUNCT
fuelectenerg-11872	45	20	bart	bart	NOUN
fuelectenerg-11872	45	21	-	-	PUNCT
fuelectenerg-11872	45	22	large	large	ADJ
fuelectenerg-11872	45	23	-	-	PUNCT
fuelectenerg-11872	45	24	cnn	cnn	NOUN
fuelectenerg-11872	45	25	,	,	PUNCT
fuelectenerg-11872	45	26	and	and	CCONJ
fuelectenerg-11872	45	27	distilbart	distilbart	ADJ
fuelectenerg-11872	45	28	-	-	PUNCT
fuelectenerg-11872	45	29	cnn12	cnn12	NOUN
fuelectenerg-11872	45	30	-	-	PUNCT
fuelectenerg-11872	45	31	6	6	NUM
fuelectenerg-11872	45	32	on	on	ADP
fuelectenerg-11872	45	33	the	the	DET
fuelectenerg-11872	45	34	cnn	cnn	PROPN
fuelectenerg-11872	45	35	/	/	SYM
fuelectenerg-11872	45	36	dailymail	dailymail	PROPN
fuelectenerg-11872	45	37	dataset	dataset	NOUN
fuelectenerg-11872	45	38	.	.	PUNCT
fuelectenerg-11872	46	1	1.1	1.1	NUM
fuelectenerg-11872	46	2	.	.	PUNCT
fuelectenerg-11872	47	1	related	relate	VERB
fuelectenerg-11872	47	2	work	work	NOUN
fuelectenerg-11872	47	3	a	a	DET
fuelectenerg-11872	47	4	survey	survey	NOUN
fuelectenerg-11872	47	5	on	on	ADP
fuelectenerg-11872	47	6	text	text	NOUN
fuelectenerg-11872	47	7	summarization	summarization	NOUN
fuelectenerg-11872	47	8	reveals	reveal	VERB
fuelectenerg-11872	47	9	the	the	DET
fuelectenerg-11872	47	10	key	key	ADJ
fuelectenerg-11872	47	11	findings	finding	NOUN
fuelectenerg-11872	47	12	from	from	ADP
fuelectenerg-11872	47	13	the	the	DET
fuelectenerg-11872	47	14	literature	literature	NOUN
fuelectenerg-11872	47	15	in	in	ADP
fuelectenerg-11872	47	16	this	this	DET
fuelectenerg-11872	47	17	field	field	NOUN
fuelectenerg-11872	47	18	to	to	PART
fuelectenerg-11872	47	19	address	address	VERB
fuelectenerg-11872	47	20	the	the	DET
fuelectenerg-11872	47	21	challenge	challenge	NOUN
fuelectenerg-11872	47	22	of	of	ADP
fuelectenerg-11872	47	23	condensing	condense	VERB
fuelectenerg-11872	47	24	large	large	ADJ
fuelectenerg-11872	47	25	volumes	volume	NOUN
fuelectenerg-11872	47	26	of	of	ADP
fuelectenerg-11872	47	27	text	text	NOUN
fuelectenerg-11872	47	28	into	into	ADP
fuelectenerg-11872	47	29	concise	concise	ADJ
fuelectenerg-11872	47	30	and	and	CCONJ
fuelectenerg-11872	47	31	coherent	coherent	ADJ
fuelectenerg-11872	47	32	summaries	summary	NOUN
fuelectenerg-11872	47	33	.	.	PUNCT
fuelectenerg-11872	48	1	the	the	DET
fuelectenerg-11872	48	2	following	follow	VERB
fuelectenerg-11872	48	3	summarizes	summarize	VERB
fuelectenerg-11872	48	4	the	the	DET
fuelectenerg-11872	48	5	researcher	researcher	NOUN
fuelectenerg-11872	48	6	's	's	PART
fuelectenerg-11872	48	7	exploration	exploration	NOUN
fuelectenerg-11872	48	8	of	of	ADP
fuelectenerg-11872	48	9	various	various	ADJ
fuelectenerg-11872	48	10	approaches	approach	NOUN
fuelectenerg-11872	48	11	and	and	CCONJ
fuelectenerg-11872	48	12	techniques	technique	NOUN
fuelectenerg-11872	48	13	.	.	PUNCT
fuelectenerg-11872	49	1	deep	deep	ADJ
fuelectenerg-11872	49	2	learning	learning	NOUN
fuelectenerg-11872	49	3	-	-	PUNCT
fuelectenerg-11872	49	4	based	base	VERB
fuelectenerg-11872	49	5	modified	modified	ADJ
fuelectenerg-11872	49	6	transformer	transformer	NOUN
fuelectenerg-11872	49	7	model	model	NOUN
fuelectenerg-11872	49	8	for	for	ADP
fuelectenerg-11872	49	9	automated	automate	VERB
fuelectenerg-11872	49	10	news	news	NOUN
fuelectenerg-11872	49	11	article	article	NOUN
fuelectenerg-11872	49	12	summarization	summarization	NOUN
fuelectenerg-11872	49	13	263	263	NUM
fuelectenerg-11872	49	14	research	research	NOUN
fuelectenerg-11872	49	15	has	have	AUX
fuelectenerg-11872	49	16	focused	focus	VERB
fuelectenerg-11872	49	17	on	on	ADP
fuelectenerg-11872	49	18	two	two	NUM
fuelectenerg-11872	49	19	main	main	ADJ
fuelectenerg-11872	49	20	approaches	approach	NOUN
fuelectenerg-11872	49	21	,	,	PUNCT
fuelectenerg-11872	49	22	namely	namely	ADV
fuelectenerg-11872	49	23	extractive	extractive	ADJ
fuelectenerg-11872	49	24	and	and	CCONJ
fuelectenerg-11872	49	25	abstractive	abstractive	ADJ
fuelectenerg-11872	49	26	.	.	PUNCT
fuelectenerg-11872	50	1	extractive	extractive	ADJ
fuelectenerg-11872	50	2	involves	involve	VERB
fuelectenerg-11872	50	3	selecting	select	VERB
fuelectenerg-11872	50	4	and	and	CCONJ
fuelectenerg-11872	50	5	arranging	arrange	VERB
fuelectenerg-11872	50	6	existing	exist	VERB
fuelectenerg-11872	50	7	sentences	sentence	NOUN
fuelectenerg-11872	50	8	,	,	PUNCT
fuelectenerg-11872	50	9	whereas	whereas	SCONJ
fuelectenerg-11872	50	10	abstractive	abstractive	ADJ
fuelectenerg-11872	50	11	generates	generate	VERB
fuelectenerg-11872	50	12	new	new	ADJ
fuelectenerg-11872	50	13	sentences	sentence	NOUN
fuelectenerg-11872	50	14	to	to	PART
fuelectenerg-11872	50	15	convey	convey	VERB
fuelectenerg-11872	50	16	the	the	DET
fuelectenerg-11872	50	17	essence	essence	NOUN
fuelectenerg-11872	50	18	of	of	ADP
fuelectenerg-11872	50	19	the	the	DET
fuelectenerg-11872	50	20	text	text	NOUN
fuelectenerg-11872	50	21	.	.	PUNCT
fuelectenerg-11872	51	1	integrating	integrate	VERB
fuelectenerg-11872	51	2	machine	machine	NOUN
fuelectenerg-11872	51	3	learning	learning	NOUN
fuelectenerg-11872	51	4	and	and	CCONJ
fuelectenerg-11872	51	5	nlp	nlp	NOUN
fuelectenerg-11872	51	6	techniques	technique	NOUN
fuelectenerg-11872	51	7	is	be	AUX
fuelectenerg-11872	51	8	employed	employ	VERB
fuelectenerg-11872	51	9	in	in	ADP
fuelectenerg-11872	51	10	advancing	advance	VERB
fuelectenerg-11872	51	11	text	text	NOUN
fuelectenerg-11872	51	12	summarization	summarization	NOUN
fuelectenerg-11872	51	13	to	to	PART
fuelectenerg-11872	51	14	create	create	VERB
fuelectenerg-11872	51	15	summaries	summary	NOUN
fuelectenerg-11872	51	16	for	for	ADP
fuelectenerg-11872	51	17	supervised	supervised	ADJ
fuelectenerg-11872	51	18	and	and	CCONJ
fuelectenerg-11872	51	19	unsupervised	unsupervised	ADJ
fuelectenerg-11872	51	20	learning	learning	NOUN
fuelectenerg-11872	51	21	models	model	NOUN
fuelectenerg-11872	51	22	.	.	PUNCT
fuelectenerg-11872	52	1	the	the	DET
fuelectenerg-11872	52	2	rise	rise	NOUN
fuelectenerg-11872	52	3	of	of	ADP
fuelectenerg-11872	52	4	deep	deep	ADJ
fuelectenerg-11872	52	5	learning	learning	NOUN
fuelectenerg-11872	52	6	[	[	X
fuelectenerg-11872	52	7	3	3	X
fuelectenerg-11872	52	8	]	]	PUNCT
fuelectenerg-11872	52	9	has	have	AUX
fuelectenerg-11872	52	10	led	lead	VERB
fuelectenerg-11872	52	11	to	to	ADP
fuelectenerg-11872	52	12	the	the	DET
fuelectenerg-11872	52	13	application	application	NOUN
fuelectenerg-11872	52	14	of	of	ADP
fuelectenerg-11872	52	15	neural	neural	ADJ
fuelectenerg-11872	52	16	network	network	NOUN
fuelectenerg-11872	52	17	models	model	NOUN
fuelectenerg-11872	52	18	such	such	ADJ
fuelectenerg-11872	52	19	as	as	ADP
fuelectenerg-11872	52	20	recurrent	recurrent	ADJ
fuelectenerg-11872	52	21	neural	neural	ADJ
fuelectenerg-11872	52	22	networks	network	NOUN
fuelectenerg-11872	52	23	(	(	PUNCT
fuelectenerg-11872	52	24	rnns	rnns	PROPN
fuelectenerg-11872	52	25	)	)	PUNCT
fuelectenerg-11872	53	1	[	[	X
fuelectenerg-11872	53	2	4	4	NUM
fuelectenerg-11872	53	3	]	]	PUNCT
fuelectenerg-11872	53	4	,	,	PUNCT
fuelectenerg-11872	53	5	long	long	ADJ
fuelectenerg-11872	53	6	short	short	ADJ
fuelectenerg-11872	53	7	-	-	PUNCT
fuelectenerg-11872	53	8	term	term	NOUN
fuelectenerg-11872	53	9	memory	memory	NOUN
fuelectenerg-11872	53	10	networks	network	NOUN
fuelectenerg-11872	53	11	(	(	PUNCT
fuelectenerg-11872	53	12	lstms	lstms	ADJ
fuelectenerg-11872	53	13	)	)	PUNCT
fuelectenerg-11872	53	14	,	,	PUNCT
fuelectenerg-11872	54	1	[	[	X
fuelectenerg-11872	54	2	5	5	NUM
fuelectenerg-11872	54	3	]	]	PUNCT
fuelectenerg-11872	54	4	and	and	CCONJ
fuelectenerg-11872	54	5	transformer	transformer	NOUN
fuelectenerg-11872	54	6	models	model	NOUN
fuelectenerg-11872	54	7	like	like	ADP
fuelectenerg-11872	54	8	bert	bert	NOUN
fuelectenerg-11872	54	9	and	and	CCONJ
fuelectenerg-11872	54	10	gpt	gpt	NOUN
fuelectenerg-11872	55	1	[	[	X
fuelectenerg-11872	55	2	6	6	NUM
fuelectenerg-11872	55	3	]	]	PUNCT
fuelectenerg-11872	55	4	in	in	ADP
fuelectenerg-11872	55	5	text	text	NOUN
fuelectenerg-11872	55	6	summarization	summarization	NOUN
fuelectenerg-11872	55	7	tasks	task	NOUN
fuelectenerg-11872	55	8	.	.	PUNCT
fuelectenerg-11872	56	1	various	various	ADJ
fuelectenerg-11872	56	2	researchers	researcher	NOUN
fuelectenerg-11872	56	3	evaluate	evaluate	VERB
fuelectenerg-11872	56	4	the	the	DET
fuelectenerg-11872	56	5	quality	quality	NOUN
fuelectenerg-11872	56	6	of	of	ADP
fuelectenerg-11872	56	7	summaries	summary	NOUN
fuelectenerg-11872	56	8	by	by	ADP
fuelectenerg-11872	56	9	including	include	VERB
fuelectenerg-11872	56	10	metrics	metric	NOUN
fuelectenerg-11872	56	11	like	like	ADP
fuelectenerg-11872	56	12	rouge	rouge	NOUN
fuelectenerg-11872	56	13	(	(	PUNCT
fuelectenerg-11872	56	14	recall	recall	NOUN
fuelectenerg-11872	56	15	-	-	PUNCT
fuelectenerg-11872	56	16	oriented	orient	VERB
fuelectenerg-11872	56	17	understudy	understudy	NOUN
fuelectenerg-11872	56	18	for	for	ADP
fuelectenerg-11872	56	19	gisting	giste	VERB
fuelectenerg-11872	56	20	evaluation	evaluation	NOUN
fuelectenerg-11872	56	21	)	)	PUNCT
fuelectenerg-11872	56	22	and	and	CCONJ
fuelectenerg-11872	56	23	bleu	bleu	NOUN
fuelectenerg-11872	56	24	(	(	PUNCT
fuelectenerg-11872	56	25	bilingual	bilingual	ADJ
fuelectenerg-11872	56	26	evaluation	evaluation	NOUN
fuelectenerg-11872	56	27	understudy	understudy	NOUN
fuelectenerg-11872	56	28	)	)	PUNCT
fuelectenerg-11872	56	29	.	.	PUNCT
fuelectenerg-11872	57	1	these	these	DET
fuelectenerg-11872	57	2	metrics	metric	NOUN
fuelectenerg-11872	57	3	aim	aim	VERB
fuelectenerg-11872	57	4	to	to	PART
fuelectenerg-11872	57	5	measure	measure	VERB
fuelectenerg-11872	57	6	the	the	DET
fuelectenerg-11872	57	7	overlap	overlap	NOUN
fuelectenerg-11872	57	8	and	and	CCONJ
fuelectenerg-11872	57	9	fluency	fluency	NOUN
fuelectenerg-11872	57	10	of	of	ADP
fuelectenerg-11872	57	11	generated	generate	VERB
fuelectenerg-11872	57	12	summaries	summary	NOUN
fuelectenerg-11872	57	13	compared	compare	VERB
fuelectenerg-11872	57	14	to	to	ADP
fuelectenerg-11872	57	15	reference	reference	NOUN
fuelectenerg-11872	57	16	summaries	summary	NOUN
fuelectenerg-11872	57	17	.	.	PUNCT
fuelectenerg-11872	58	1	the	the	DET
fuelectenerg-11872	58	2	literature	literature	NOUN
fuelectenerg-11872	58	3	addresses	address	NOUN
fuelectenerg-11872	58	4	challenges	challenge	VERB
fuelectenerg-11872	58	5	in	in	ADP
fuelectenerg-11872	58	6	exploring	explore	VERB
fuelectenerg-11872	58	7	various	various	ADJ
fuelectenerg-11872	58	8	techniques	technique	NOUN
fuelectenerg-11872	58	9	,	,	PUNCT
fuelectenerg-11872	58	10	including	include	VERB
fuelectenerg-11872	58	11	cluster	cluster	NOUN
fuelectenerg-11872	58	12	-	-	PUNCT
fuelectenerg-11872	58	13	based	base	VERB
fuelectenerg-11872	58	14	summarization	summarization	NOUN
fuelectenerg-11872	58	15	and	and	CCONJ
fuelectenerg-11872	58	16	graph	graph	NOUN
fuelectenerg-11872	58	17	-	-	PUNCT
fuelectenerg-11872	58	18	based	base	VERB
fuelectenerg-11872	58	19	models	model	NOUN
fuelectenerg-11872	58	20	,	,	PUNCT
fuelectenerg-11872	58	21	to	to	PART
fuelectenerg-11872	58	22	handle	handle	VERB
fuelectenerg-11872	58	23	the	the	DET
fuelectenerg-11872	58	24	complex	complex	ADJ
fuelectenerg-11872	58	25	task	task	NOUN
fuelectenerg-11872	58	26	of	of	ADP
fuelectenerg-11872	58	27	summarizing	summarize	VERB
fuelectenerg-11872	58	28	information	information	NOUN
fuelectenerg-11872	58	29	from	from	ADP
fuelectenerg-11872	58	30	multiple	multiple	ADJ
fuelectenerg-11872	58	31	documents	document	NOUN
fuelectenerg-11872	58	32	.	.	PUNCT
fuelectenerg-11872	59	1	some	some	DET
fuelectenerg-11872	59	2	studies	study	NOUN
fuelectenerg-11872	59	3	focus	focus	VERB
fuelectenerg-11872	59	4	on	on	ADP
fuelectenerg-11872	59	5	domain	domain	NOUN
fuelectenerg-11872	59	6	-	-	PUNCT
fuelectenerg-11872	59	7	specific	specific	ADJ
fuelectenerg-11872	59	8	outlines	outline	NOUN
fuelectenerg-11872	59	9	,	,	PUNCT
fuelectenerg-11872	59	10	tailoring	tailor	VERB
fuelectenerg-11872	59	11	approaches	approach	NOUN
fuelectenerg-11872	59	12	to	to	ADP
fuelectenerg-11872	59	13	the	the	DET
fuelectenerg-11872	59	14	unique	unique	ADJ
fuelectenerg-11872	59	15	characteristics	characteristic	NOUN
fuelectenerg-11872	59	16	and	and	CCONJ
fuelectenerg-11872	59	17	requirements	requirement	NOUN
fuelectenerg-11872	59	18	of	of	ADP
fuelectenerg-11872	59	19	particular	particular	ADJ
fuelectenerg-11872	59	20	fields	field	NOUN
fuelectenerg-11872	59	21	such	such	ADJ
fuelectenerg-11872	59	22	as	as	ADP
fuelectenerg-11872	59	23	biomedical	biomedical	ADJ
fuelectenerg-11872	59	24	literature	literature	NOUN
fuelectenerg-11872	59	25	,	,	PUNCT
fuelectenerg-11872	59	26	legal	legal	ADJ
fuelectenerg-11872	59	27	documents	document	NOUN
fuelectenerg-11872	59	28	,	,	PUNCT
fuelectenerg-11872	59	29	or	or	CCONJ
fuelectenerg-11872	59	30	news	news	NOUN
fuelectenerg-11872	59	31	articles	article	NOUN
fuelectenerg-11872	59	32	.	.	PUNCT
fuelectenerg-11872	60	1	recent	recent	ADJ
fuelectenerg-11872	60	2	efforts	effort	NOUN
fuelectenerg-11872	60	3	have	have	AUX
fuelectenerg-11872	60	4	been	be	AUX
fuelectenerg-11872	60	5	directed	direct	VERB
fuelectenerg-11872	60	6	towards	towards	ADP
fuelectenerg-11872	60	7	developing	develop	VERB
fuelectenerg-11872	60	8	realtime	realtime	NOUN
fuelectenerg-11872	60	9	summarization	summarization	NOUN
fuelectenerg-11872	60	10	systems	system	NOUN
fuelectenerg-11872	60	11	to	to	PART
fuelectenerg-11872	60	12	cater	cater	VERB
fuelectenerg-11872	60	13	to	to	ADP
fuelectenerg-11872	60	14	the	the	DET
fuelectenerg-11872	60	15	needs	need	NOUN
fuelectenerg-11872	60	16	of	of	ADP
fuelectenerg-11872	60	17	summarizing	summarize	VERB
fuelectenerg-11872	60	18	information	information	NOUN
fuelectenerg-11872	60	19	based	base	VERB
fuelectenerg-11872	60	20	on	on	ADP
fuelectenerg-11872	60	21	the	the	DET
fuelectenerg-11872	60	22	dynamic	dynamic	ADJ
fuelectenerg-11872	60	23	nature	nature	NOUN
fuelectenerg-11872	60	24	of	of	ADP
fuelectenerg-11872	60	25	news	news	NOUN
fuelectenerg-11872	60	26	and	and	CCONJ
fuelectenerg-11872	60	27	social	social	ADJ
fuelectenerg-11872	60	28	media	medium	NOUN
fuelectenerg-11872	60	29	.	.	PUNCT
fuelectenerg-11872	61	1	among	among	ADP
fuelectenerg-11872	61	2	the	the	DET
fuelectenerg-11872	61	3	summaries	summary	NOUN
fuelectenerg-11872	61	4	employed	employ	VERB
fuelectenerg-11872	61	5	(	(	PUNCT
fuelectenerg-11872	61	6	abstractive	abstractive	ADJ
fuelectenerg-11872	61	7	and	and	CCONJ
fuelectenerg-11872	61	8	extractive	extractive	ADJ
fuelectenerg-11872	61	9	)	)	PUNCT
fuelectenerg-11872	61	10	,	,	PUNCT
fuelectenerg-11872	61	11	the	the	DET
fuelectenerg-11872	61	12	need	need	NOUN
fuelectenerg-11872	61	13	for	for	ADP
fuelectenerg-11872	61	14	abstractive	abstractive	ADJ
fuelectenerg-11872	61	15	summaries	summary	NOUN
fuelectenerg-11872	61	16	arises	arise	VERB
fuelectenerg-11872	61	17	due	due	ADP
fuelectenerg-11872	61	18	to	to	ADP
fuelectenerg-11872	61	19	the	the	DET
fuelectenerg-11872	61	20	limitations	limitation	NOUN
fuelectenerg-11872	61	21	of	of	ADP
fuelectenerg-11872	61	22	extractive	extractive	ADJ
fuelectenerg-11872	61	23	summaries	summary	NOUN
fuelectenerg-11872	61	24	.	.	PUNCT
fuelectenerg-11872	62	1	extractive	extractive	ADJ
fuelectenerg-11872	62	2	summaries	summary	NOUN
fuelectenerg-11872	62	3	must	must	AUX
fuelectenerg-11872	62	4	generate	generate	VERB
fuelectenerg-11872	62	5	coherent	coherent	ADJ
fuelectenerg-11872	62	6	text	text	NOUN
fuelectenerg-11872	62	7	and	and	CCONJ
fuelectenerg-11872	62	8	merely	merely	ADV
fuelectenerg-11872	62	9	concatenate	concatenate	ADJ
fuelectenerg-11872	62	10	extracted	extract	VERB
fuelectenerg-11872	62	11	content	content	NOUN
fuelectenerg-11872	62	12	without	without	ADP
fuelectenerg-11872	62	13	verifying	verify	VERB
fuelectenerg-11872	62	14	grammar	grammar	NOUN
fuelectenerg-11872	62	15	to	to	PART
fuelectenerg-11872	62	16	reproduce	reproduce	VERB
fuelectenerg-11872	62	17	meaningful	meaningful	ADJ
fuelectenerg-11872	62	18	text	text	NOUN
fuelectenerg-11872	62	19	.	.	PUNCT
fuelectenerg-11872	63	1	numerous	numerous	ADJ
fuelectenerg-11872	63	2	abstractive	abstractive	ADJ
fuelectenerg-11872	63	3	summarization	summarization	NOUN
fuelectenerg-11872	63	4	models	model	NOUN
fuelectenerg-11872	63	5	have	have	AUX
fuelectenerg-11872	63	6	been	be	AUX
fuelectenerg-11872	63	7	introduced	introduce	VERB
fuelectenerg-11872	63	8	in	in	ADP
fuelectenerg-11872	63	9	the	the	DET
fuelectenerg-11872	63	10	existing	exist	VERB
fuelectenerg-11872	63	11	literature	literature	NOUN
fuelectenerg-11872	63	12	.	.	PUNCT
fuelectenerg-11872	64	1	the	the	DET
fuelectenerg-11872	64	2	literature	literature	NOUN
fuelectenerg-11872	64	3	survey	survey	NOUN
fuelectenerg-11872	64	4	[	[	X
fuelectenerg-11872	64	5	7	7	X
fuelectenerg-11872	64	6	]	]	PUNCT
fuelectenerg-11872	64	7	highlights	highlight	NOUN
fuelectenerg-11872	64	8	various	various	ADJ
fuelectenerg-11872	64	9	approaches	approach	NOUN
fuelectenerg-11872	64	10	such	such	ADJ
fuelectenerg-11872	64	11	as	as	ADP
fuelectenerg-11872	64	12	graphbased	graphbased	ADJ
fuelectenerg-11872	64	13	[	[	X
fuelectenerg-11872	64	14	8	8	NUM
fuelectenerg-11872	64	15	]	]	PUNCT
fuelectenerg-11872	64	16	,	,	PUNCT
fuelectenerg-11872	64	17	rule	rule	NOUN
fuelectenerg-11872	64	18	-	-	PUNCT
fuelectenerg-11872	64	19	based	base	VERB
fuelectenerg-11872	64	20	[	[	X
fuelectenerg-11872	64	21	9	9	NUM
fuelectenerg-11872	64	22	]	]	PUNCT
fuelectenerg-11872	64	23	,	,	PUNCT
fuelectenerg-11872	64	24	and	and	CCONJ
fuelectenerg-11872	64	25	semantic	semantic	ADJ
fuelectenerg-11872	64	26	modeling	modeling	NOUN
fuelectenerg-11872	64	27	[	[	X
fuelectenerg-11872	64	28	10	10	NUM
fuelectenerg-11872	64	29	]	]	PUNCT
fuelectenerg-11872	64	30	.	.	PUNCT
fuelectenerg-11872	65	1	nevertheless	nevertheless	ADV
fuelectenerg-11872	65	2	,	,	PUNCT
fuelectenerg-11872	65	3	these	these	DET
fuelectenerg-11872	65	4	earlier	early	ADJ
fuelectenerg-11872	65	5	models	model	NOUN
fuelectenerg-11872	65	6	fail	fail	VERB
fuelectenerg-11872	65	7	to	to	PART
fuelectenerg-11872	65	8	leverage	leverage	VERB
fuelectenerg-11872	65	9	recent	recent	ADJ
fuelectenerg-11872	65	10	breakthroughs	breakthrough	NOUN
fuelectenerg-11872	65	11	in	in	ADP
fuelectenerg-11872	65	12	deep	deep	ADJ
fuelectenerg-11872	65	13	learning	learning	NOUN
fuelectenerg-11872	65	14	,	,	PUNCT
fuelectenerg-11872	65	15	which	which	PRON
fuelectenerg-11872	65	16	have	have	AUX
fuelectenerg-11872	65	17	demonstrated	demonstrate	VERB
fuelectenerg-11872	65	18	enhancements	enhancement	NOUN
fuelectenerg-11872	65	19	in	in	ADP
fuelectenerg-11872	65	20	numerous	numerous	ADJ
fuelectenerg-11872	65	21	natural	natural	ADJ
fuelectenerg-11872	65	22	language	language	NOUN
fuelectenerg-11872	65	23	processing	processing	NOUN
fuelectenerg-11872	65	24	(	(	PUNCT
fuelectenerg-11872	65	25	nlp	nlp	NOUN
fuelectenerg-11872	65	26	)	)	PUNCT
fuelectenerg-11872	65	27	tasks	task	NOUN
fuelectenerg-11872	65	28	.	.	PUNCT
fuelectenerg-11872	66	1	text	text	NOUN
fuelectenerg-11872	66	2	summarization	summarization	NOUN
fuelectenerg-11872	66	3	using	use	VERB
fuelectenerg-11872	66	4	nlp	nlp	NOUN
fuelectenerg-11872	66	5	appeared	appear	VERB
fuelectenerg-11872	66	6	in	in	ADP
fuelectenerg-11872	66	7	1958	1958	NUM
fuelectenerg-11872	66	8	.	.	PUNCT
fuelectenerg-11872	67	1	at	at	ADP
fuelectenerg-11872	67	2	first	first	ADV
fuelectenerg-11872	67	3	,	,	PUNCT
fuelectenerg-11872	67	4	statistical	statistical	ADJ
fuelectenerg-11872	67	5	approaches	approach	NOUN
fuelectenerg-11872	67	6	were	be	AUX
fuelectenerg-11872	67	7	used	use	VERB
fuelectenerg-11872	67	8	to	to	PART
fuelectenerg-11872	67	9	extract	extract	VERB
fuelectenerg-11872	67	10	the	the	DET
fuelectenerg-11872	67	11	most	most	ADV
fuelectenerg-11872	67	12	significant	significant	ADJ
fuelectenerg-11872	67	13	words	word	NOUN
fuelectenerg-11872	67	14	in	in	ADP
fuelectenerg-11872	67	15	the	the	DET
fuelectenerg-11872	67	16	sentences	sentence	NOUN
fuelectenerg-11872	67	17	.	.	PUNCT
fuelectenerg-11872	68	1	then	then	ADV
fuelectenerg-11872	68	2	,	,	PUNCT
fuelectenerg-11872	68	3	according	accord	VERB
fuelectenerg-11872	68	4	to	to	ADP
fuelectenerg-11872	68	5	the	the	DET
fuelectenerg-11872	68	6	score	score	NOUN
fuelectenerg-11872	68	7	assigned	assign	VERB
fuelectenerg-11872	68	8	to	to	ADP
fuelectenerg-11872	68	9	the	the	DET
fuelectenerg-11872	68	10	ruling	ruling	NOUN
fuelectenerg-11872	68	11	,	,	PUNCT
fuelectenerg-11872	68	12	the	the	DET
fuelectenerg-11872	68	13	highest	high	ADJ
fuelectenerg-11872	68	14	score	score	NOUN
fuelectenerg-11872	68	15	is	be	AUX
fuelectenerg-11872	68	16	considered	consider	VERB
fuelectenerg-11872	68	17	,	,	PUNCT
fuelectenerg-11872	68	18	and	and	CCONJ
fuelectenerg-11872	68	19	a	a	DET
fuelectenerg-11872	68	20	summary	summary	NOUN
fuelectenerg-11872	68	21	is	be	AUX
fuelectenerg-11872	68	22	generated	generate	VERB
fuelectenerg-11872	68	23	.	.	PUNCT
fuelectenerg-11872	69	1	the	the	DET
fuelectenerg-11872	69	2	process	process	NOUN
fuelectenerg-11872	69	3	mentioned	mention	VERB
fuelectenerg-11872	69	4	above	above	ADV
fuelectenerg-11872	69	5	is	be	AUX
fuelectenerg-11872	69	6	for	for	ADP
fuelectenerg-11872	69	7	extractive	extractive	ADJ
fuelectenerg-11872	69	8	summarization	summarization	NOUN
fuelectenerg-11872	69	9	.	.	PUNCT
fuelectenerg-11872	70	1	though	though	SCONJ
fuelectenerg-11872	70	2	they	they	PRON
fuelectenerg-11872	70	3	can	can	AUX
fuelectenerg-11872	70	4	produce	produce	VERB
fuelectenerg-11872	70	5	a	a	DET
fuelectenerg-11872	70	6	resume	resume	NOUN
fuelectenerg-11872	70	7	,	,	PUNCT
fuelectenerg-11872	70	8	the	the	DET
fuelectenerg-11872	70	9	process	process	NOUN
fuelectenerg-11872	70	10	is	be	AUX
fuelectenerg-11872	70	11	just	just	ADV
fuelectenerg-11872	70	12	trimming	trim	VERB
fuelectenerg-11872	70	13	the	the	DET
fuelectenerg-11872	70	14	original	original	ADJ
fuelectenerg-11872	70	15	text	text	NOUN
fuelectenerg-11872	70	16	,	,	PUNCT
fuelectenerg-11872	70	17	which	which	PRON
fuelectenerg-11872	70	18	is	be	AUX
fuelectenerg-11872	70	19	not	not	PART
fuelectenerg-11872	70	20	an	an	DET
fuelectenerg-11872	70	21	effective	effective	ADJ
fuelectenerg-11872	70	22	way	way	NOUN
fuelectenerg-11872	70	23	of	of	ADP
fuelectenerg-11872	70	24	summarizing	summarizing	NOUN
fuelectenerg-11872	70	25	.	.	PUNCT
fuelectenerg-11872	71	1	the	the	DET
fuelectenerg-11872	71	2	model	model	NOUN
fuelectenerg-11872	71	3	has	have	VERB
fuelectenerg-11872	71	4	to	to	PART
fuelectenerg-11872	71	5	make	make	VERB
fuelectenerg-11872	71	6	the	the	DET
fuelectenerg-11872	71	7	summary	summary	NOUN
fuelectenerg-11872	71	8	,	,	PUNCT
fuelectenerg-11872	71	9	which	which	PRON
fuelectenerg-11872	71	10	must	must	AUX
fuelectenerg-11872	71	11	be	be	AUX
fuelectenerg-11872	71	12	close	close	ADJ
fuelectenerg-11872	71	13	to	to	ADP
fuelectenerg-11872	71	14	the	the	DET
fuelectenerg-11872	71	15	outline	outline	NOUN
fuelectenerg-11872	71	16	generated	generate	VERB
fuelectenerg-11872	71	17	by	by	ADP
fuelectenerg-11872	71	18	an	an	DET
fuelectenerg-11872	71	19	expert	expert	NOUN
fuelectenerg-11872	71	20	.	.	PUNCT
fuelectenerg-11872	72	1	in	in	ADP
fuelectenerg-11872	72	2	contrast	contrast	NOUN
fuelectenerg-11872	72	3	,	,	PUNCT
fuelectenerg-11872	72	4	the	the	DET
fuelectenerg-11872	72	5	abstractive	abstractive	ADJ
fuelectenerg-11872	72	6	summarization	summarization	NOUN
fuelectenerg-11872	72	7	methods	method	NOUN
fuelectenerg-11872	72	8	[	[	PUNCT
fuelectenerg-11872	72	9	11	11	NUM
fuelectenerg-11872	72	10	]	]	PUNCT
fuelectenerg-11872	72	11	are	be	AUX
fuelectenerg-11872	72	12	proposed	propose	VERB
fuelectenerg-11872	72	13	,	,	PUNCT
fuelectenerg-11872	72	14	which	which	PRON
fuelectenerg-11872	72	15	reads	read	VERB
fuelectenerg-11872	72	16	and	and	CCONJ
fuelectenerg-11872	72	17	understands	understand	VERB
fuelectenerg-11872	72	18	the	the	DET
fuelectenerg-11872	72	19	meaning	meaning	NOUN
fuelectenerg-11872	72	20	of	of	ADP
fuelectenerg-11872	72	21	the	the	DET
fuelectenerg-11872	72	22	source	source	NOUN
fuelectenerg-11872	72	23	text	text	NOUN
fuelectenerg-11872	72	24	or	or	CCONJ
fuelectenerg-11872	72	25	news	news	NOUN
fuelectenerg-11872	72	26	article	article	NOUN
fuelectenerg-11872	72	27	and	and	CCONJ
fuelectenerg-11872	72	28	then	then	ADV
fuelectenerg-11872	72	29	reproduces	reproduce	VERB
fuelectenerg-11872	72	30	the	the	DET
fuelectenerg-11872	72	31	summary	summary	NOUN
fuelectenerg-11872	72	32	meaningfully	meaningfully	ADV
fuelectenerg-11872	72	33	.	.	PUNCT
fuelectenerg-11872	73	1	chen	chen	PROPN
fuelectenerg-11872	73	2	et	et	PROPN
fuelectenerg-11872	73	3	al	al	PROPN
fuelectenerg-11872	73	4	.	.	PUNCT
fuelectenerg-11872	74	1	[	[	X
fuelectenerg-11872	74	2	12	12	NUM
fuelectenerg-11872	74	3	]	]	PUNCT
fuelectenerg-11872	74	4	suggested	suggest	VERB
fuelectenerg-11872	74	5	a	a	DET
fuelectenerg-11872	74	6	multi	multi	ADJ
fuelectenerg-11872	74	7	-	-	ADJ
fuelectenerg-11872	74	8	step	step	ADJ
fuelectenerg-11872	74	9	procedure	procedure	NOUN
fuelectenerg-11872	74	10	based	base	VERB
fuelectenerg-11872	74	11	on	on	ADP
fuelectenerg-11872	74	12	compression	compression	NOUN
fuelectenerg-11872	74	13	-	-	PUNCT
fuelectenerg-11872	74	14	paraphrase	paraphrase	NOUN
fuelectenerg-11872	74	15	to	to	PART
fuelectenerg-11872	74	16	rewrite	rewrite	VERB
fuelectenerg-11872	74	17	a	a	DET
fuelectenerg-11872	74	18	document	document	NOUN
fuelectenerg-11872	74	19	by	by	ADP
fuelectenerg-11872	74	20	extracting	extract	VERB
fuelectenerg-11872	74	21	relevant	relevant	ADJ
fuelectenerg-11872	74	22	sentences	sentence	NOUN
fuelectenerg-11872	74	23	for	for	ADP
fuelectenerg-11872	74	24	abstractive	abstractive	ADJ
fuelectenerg-11872	74	25	text	text	NOUN
fuelectenerg-11872	74	26	summarization	summarization	NOUN
fuelectenerg-11872	74	27	.	.	PUNCT
fuelectenerg-11872	75	1	an	an	DET
fuelectenerg-11872	75	2	actor	actor	NOUN
fuelectenerg-11872	75	3	-	-	PUNCT
fuelectenerg-11872	75	4	critic	critic	NOUN
fuelectenerg-11872	75	5	algorithm	algorithm	NOUN
fuelectenerg-11872	75	6	was	be	AUX
fuelectenerg-11872	75	7	used	use	VERB
fuelectenerg-11872	75	8	in	in	ADP
fuelectenerg-11872	75	9	their	their	PRON
fuelectenerg-11872	75	10	model	model	NOUN
fuelectenerg-11872	75	11	to	to	PART
fuelectenerg-11872	75	12	optimize	optimize	VERB
fuelectenerg-11872	75	13	the	the	DET
fuelectenerg-11872	75	14	sentence	sentence	NOUN
fuelectenerg-11872	75	15	extractor	extractor	NOUN
fuelectenerg-11872	75	16	and	and	CCONJ
fuelectenerg-11872	75	17	improve	improve	VERB
fuelectenerg-11872	75	18	extraction	extraction	NOUN
fuelectenerg-11872	75	19	.	.	PUNCT
fuelectenerg-11872	76	1	li	li	PROPN
fuelectenerg-11872	76	2	et	et	PROPN
fuelectenerg-11872	76	3	al	al	PROPN
fuelectenerg-11872	76	4	.	.	PUNCT
fuelectenerg-11872	77	1	[	[	X
fuelectenerg-11872	77	2	13	13	NUM
fuelectenerg-11872	77	3	]	]	PUNCT
fuelectenerg-11872	77	4	presented	present	VERB
fuelectenerg-11872	77	5	an	an	DET
fuelectenerg-11872	77	6	actor	actor	NOUN
fuelectenerg-11872	77	7	-	-	PUNCT
fuelectenerg-11872	77	8	critic	critic	NOUN
fuelectenerg-11872	77	9	method	method	NOUN
fuelectenerg-11872	77	10	to	to	PART
fuelectenerg-11872	77	11	distinguish	distinguish	VERB
fuelectenerg-11872	77	12	the	the	DET
fuelectenerg-11872	77	13	ground	ground	NOUN
fuelectenerg-11872	77	14	truth	truth	NOUN
fuelectenerg-11872	77	15	from	from	ADP
fuelectenerg-11872	77	16	generated	generate	VERB
fuelectenerg-11872	77	17	summaries	summary	NOUN
fuelectenerg-11872	77	18	using	use	VERB
fuelectenerg-11872	77	19	a	a	DET
fuelectenerg-11872	77	20	binary	binary	ADJ
fuelectenerg-11872	77	21	classifier	classifier	NOUN
fuelectenerg-11872	77	22	neural	neural	ADJ
fuelectenerg-11872	77	23	network	network	NOUN
fuelectenerg-11872	77	24	.	.	PUNCT
fuelectenerg-11872	78	1	the	the	DET
fuelectenerg-11872	78	2	actor	actor	NOUN
fuelectenerg-11872	78	3	network	network	NOUN
fuelectenerg-11872	78	4	consists	consist	VERB
fuelectenerg-11872	78	5	of	of	ADP
fuelectenerg-11872	78	6	an	an	DET
fuelectenerg-11872	78	7	attention	attention	NOUN
fuelectenerg-11872	78	8	-	-	PUNCT
fuelectenerg-11872	78	9	based	base	VERB
fuelectenerg-11872	78	10	seq2seq	seq2seq	NOUN
fuelectenerg-11872	78	11	model	model	NOUN
fuelectenerg-11872	78	12	and	and	CCONJ
fuelectenerg-11872	78	13	a	a	DET
fuelectenerg-11872	78	14	critic	critic	NOUN
fuelectenerg-11872	78	15	network	network	NOUN
fuelectenerg-11872	78	16	with	with	ADP
fuelectenerg-11872	78	17	a	a	DET
fuelectenerg-11872	78	18	global	global	ADJ
fuelectenerg-11872	78	19	summary	summary	NOUN
fuelectenerg-11872	78	20	quality	quality	NOUN
fuelectenerg-11872	78	21	estimator	estimator	NOUN
fuelectenerg-11872	78	22	and	and	CCONJ
fuelectenerg-11872	78	23	a	a	DET
fuelectenerg-11872	78	24	maximum	maximum	ADJ
fuelectenerg-11872	78	25	likelihood	likelihood	NOUN
fuelectenerg-11872	78	26	estimator	estimator	NOUN
fuelectenerg-11872	78	27	.	.	PUNCT
fuelectenerg-11872	79	1	zhang	zhang	PROPN
fuelectenerg-11872	79	2	et	et	PROPN
fuelectenerg-11872	79	3	al	al	PROPN
fuelectenerg-11872	79	4	.	.	PUNCT
fuelectenerg-11872	80	1	[	[	X
fuelectenerg-11872	80	2	14	14	NUM
fuelectenerg-11872	80	3	]	]	PUNCT
fuelectenerg-11872	80	4	recommended	recommend	VERB
fuelectenerg-11872	80	5	a	a	DET
fuelectenerg-11872	80	6	curriculum	curriculum	NOUN
fuelectenerg-11872	80	7	learning	learn	VERB
fuelectenerg-11872	80	8	strategy	strategy	NOUN
fuelectenerg-11872	80	9	and	and	CCONJ
fuelectenerg-11872	80	10	a	a	DET
fuelectenerg-11872	80	11	reinforced	reinforce	VERB
fuelectenerg-11872	80	12	algorithm	algorithm	NOUN
fuelectenerg-11872	80	13	to	to	PART
fuelectenerg-11872	80	14	simplify	simplify	VERB
fuelectenerg-11872	80	15	the	the	DET
fuelectenerg-11872	80	16	sentences	sentence	NOUN
fuelectenerg-11872	80	17	.	.	PUNCT
fuelectenerg-11872	81	1	lin	lin	PROPN
fuelectenerg-11872	81	2	et	et	PROPN
fuelectenerg-11872	81	3	al	al	PROPN
fuelectenerg-11872	81	4	.	.	PUNCT
fuelectenerg-11872	82	1	[	[	X
fuelectenerg-11872	82	2	15	15	NUM
fuelectenerg-11872	82	3	]	]	PUNCT
fuelectenerg-11872	82	4	also	also	ADV
fuelectenerg-11872	82	5	summarized	summarize	VERB
fuelectenerg-11872	82	6	long	long	ADJ
fuelectenerg-11872	82	7	documents	document	NOUN
fuelectenerg-11872	82	8	using	use	VERB
fuelectenerg-11872	82	9	the	the	DET
fuelectenerg-11872	82	10	coarse	coarse	NOUN
fuelectenerg-11872	82	11	-	-	PUNCT
fuelectenerg-11872	82	12	to	to	ADP
fuelectenerg-11872	82	13	-	-	PUNCT
fuelectenerg-11872	82	14	fine	fine	ADJ
fuelectenerg-11872	82	15	attention	attention	NOUN
fuelectenerg-11872	82	16	method	method	NOUN
fuelectenerg-11872	82	17	.	.	PUNCT
fuelectenerg-11872	83	1	pasunuru	pasunuru	NOUN
fuelectenerg-11872	83	2	et	et	PROPN
fuelectenerg-11872	83	3	al	al	PROPN
fuelectenerg-11872	83	4	.	.	PUNCT
fuelectenerg-11872	84	1	[	[	X
fuelectenerg-11872	84	2	16	16	NUM
fuelectenerg-11872	84	3	]	]	PUNCT
fuelectenerg-11872	84	4	trained	train	VERB
fuelectenerg-11872	84	5	the	the	DET
fuelectenerg-11872	84	6	pointer	pointer	NOUN
fuelectenerg-11872	84	7	-	-	PUNCT
fuelectenerg-11872	84	8	generator	generator	NOUN
fuelectenerg-11872	84	9	network	network	NOUN
fuelectenerg-11872	84	10	and	and	CCONJ
fuelectenerg-11872	84	11	introduced	introduce	VERB
fuelectenerg-11872	84	12	two	two	NUM
fuelectenerg-11872	84	13	new	new	ADJ
fuelectenerg-11872	84	14	metrics	metric	NOUN
fuelectenerg-11872	84	15	,	,	PUNCT
fuelectenerg-11872	84	16	saliency	saliency	NOUN
fuelectenerg-11872	84	17	and	and	CCONJ
fuelectenerg-11872	84	18	entailment	entailment	ADJ
fuelectenerg-11872	84	19	,	,	PUNCT
fuelectenerg-11872	84	20	and	and	CCONJ
fuelectenerg-11872	84	21	the	the	DET
fuelectenerg-11872	84	22	rouge	rouge	NOUN
fuelectenerg-11872	84	23	score	score	NOUN
fuelectenerg-11872	84	24	through	through	ADP
fuelectenerg-11872	84	25	the	the	DET
fuelectenerg-11872	84	26	self	self	NOUN
fuelectenerg-11872	84	27	-	-	PUNCT
fuelectenerg-11872	84	28	critic	critic	NOUN
fuelectenerg-11872	84	29	policy	policy	NOUN
fuelectenerg-11872	84	30	gradient	gradient	NOUN
fuelectenerg-11872	84	31	algorithm	algorithm	NOUN
fuelectenerg-11872	84	32	.	.	PUNCT
fuelectenerg-11872	85	1	264	264	NUM
fuelectenerg-11872	85	2	b.	b.	PROPN
fuelectenerg-11872	85	3	srinivas	srinivas	PROPN
fuelectenerg-11872	85	4	.	.	PROPN
fuelectenerg-11872	85	5	,	,	PUNCT
fuelectenerg-11872	85	6	b.	b.	PROPN
fuelectenerg-11872	85	7	lavanya	lavanya	PROPN
fuelectenerg-11872	85	8	.	.	PUNCT
fuelectenerg-11872	85	9	,	,	PUNCT
fuelectenerg-11872	85	10	n.	n.	PROPN
fuelectenerg-11872	85	11	k.	k.	PROPN
fuelectenerg-11872	85	12	darimireddy	darimireddy	PROPN
fuelectenerg-11872	85	13	,	,	PUNCT
fuelectenerg-11872	85	14	p.	p.	PROPN
fuelectenerg-11872	85	15	s.	s.	PROPN
fuelectenerg-11872	85	16	prasad	prasad	PROPN
fuelectenerg-11872	85	17	et.al	et.al	PROPN
fuelectenerg-11872	85	18	.	.	PUNCT
fuelectenerg-11872	86	1	kalchbrenner	kalchbrenner	NOUN
fuelectenerg-11872	86	2	et	et	PROPN
fuelectenerg-11872	86	3	al	al	PROPN
fuelectenerg-11872	86	4	.	.	PUNCT
fuelectenerg-11872	87	1	[	[	X
fuelectenerg-11872	87	2	17	17	NUM
fuelectenerg-11872	87	3	]	]	PUNCT
fuelectenerg-11872	87	4	presented	present	VERB
fuelectenerg-11872	87	5	a	a	DET
fuelectenerg-11872	87	6	byte	byte	NOUN
fuelectenerg-11872	87	7	net	net	ADJ
fuelectenerg-11872	87	8	model	model	NOUN
fuelectenerg-11872	87	9	to	to	ADP
fuelectenerg-11872	87	10	the	the	DET
fuelectenerg-11872	87	11	encoder	encoder	NOUN
fuelectenerg-11872	87	12	and	and	CCONJ
fuelectenerg-11872	87	13	decoder	decoder	NOUN
fuelectenerg-11872	87	14	with	with	ADP
fuelectenerg-11872	87	15	a	a	DET
fuelectenerg-11872	87	16	fixed	fix	VERB
fuelectenerg-11872	87	17	depth	depth	NOUN
fuelectenerg-11872	87	18	for	for	ADP
fuelectenerg-11872	87	19	both	both	PRON
fuelectenerg-11872	87	20	by	by	ADP
fuelectenerg-11872	87	21	introducing	introduce	VERB
fuelectenerg-11872	87	22	a	a	DET
fuelectenerg-11872	87	23	convolution	convolution	NOUN
fuelectenerg-11872	87	24	neural	neural	ADJ
fuelectenerg-11872	87	25	network	network	NOUN
fuelectenerg-11872	87	26	[	[	X
fuelectenerg-11872	87	27	18	18	NUM
fuelectenerg-11872	87	28	]	]	PUNCT
fuelectenerg-11872	87	29	.	.	PUNCT
fuelectenerg-11872	88	1	the	the	DET
fuelectenerg-11872	88	2	transformer	transformer	NOUN
fuelectenerg-11872	88	3	[	[	X
fuelectenerg-11872	88	4	19	19	NUM
fuelectenerg-11872	88	5	]	]	PUNCT
fuelectenerg-11872	88	6	is	be	AUX
fuelectenerg-11872	88	7	a	a	DET
fuelectenerg-11872	88	8	deep	deep	ADJ
fuelectenerg-11872	88	9	learning	learning	NOUN
fuelectenerg-11872	88	10	architecture	architecture	NOUN
fuelectenerg-11872	88	11	composed	compose	VERB
fuelectenerg-11872	88	12	of	of	ADP
fuelectenerg-11872	88	13	a	a	DET
fuelectenerg-11872	88	14	sequence	sequence	NOUN
fuelectenerg-11872	88	15	of	of	ADP
fuelectenerg-11872	88	16	encoder	encoder	NOUN
fuelectenerg-11872	88	17	and	and	CCONJ
fuelectenerg-11872	88	18	decoder	decoder	NOUN
fuelectenerg-11872	88	19	layers	layer	NOUN
fuelectenerg-11872	88	20	.	.	PUNCT
fuelectenerg-11872	89	1	these	these	DET
fuelectenerg-11872	89	2	layers	layer	NOUN
fuelectenerg-11872	89	3	employ	employ	VERB
fuelectenerg-11872	89	4	the	the	DET
fuelectenerg-11872	89	5	attention	attention	NOUN
fuelectenerg-11872	89	6	mechanism	mechanism	NOUN
fuelectenerg-11872	89	7	to	to	PART
fuelectenerg-11872	89	8	capture	capture	VERB
fuelectenerg-11872	89	9	global	global	ADJ
fuelectenerg-11872	89	10	dependencies	dependency	NOUN
fuelectenerg-11872	89	11	within	within	ADP
fuelectenerg-11872	89	12	sequential	sequential	ADJ
fuelectenerg-11872	89	13	data	datum	NOUN
fuelectenerg-11872	89	14	[	[	X
fuelectenerg-11872	89	15	20	20	NUM
fuelectenerg-11872	89	16	]	]	PUNCT
fuelectenerg-11872	89	17	.	.	PUNCT
fuelectenerg-11872	90	1	vaswani	vaswani	PROPN
fuelectenerg-11872	90	2	et	et	PROPN
fuelectenerg-11872	90	3	al	al	PROPN
fuelectenerg-11872	90	4	.	.	PUNCT
fuelectenerg-11872	91	1	[	[	X
fuelectenerg-11872	91	2	19	19	NUM
fuelectenerg-11872	91	3	]	]	PUNCT
fuelectenerg-11872	91	4	developed	develop	VERB
fuelectenerg-11872	91	5	a	a	DET
fuelectenerg-11872	91	6	new	new	ADJ
fuelectenerg-11872	91	7	architecture	architecture	NOUN
fuelectenerg-11872	91	8	called	call	VERB
fuelectenerg-11872	91	9	the	the	DET
fuelectenerg-11872	91	10	transformer	transformer	NOUN
fuelectenerg-11872	91	11	model	model	NOUN
fuelectenerg-11872	91	12	,	,	PUNCT
fuelectenerg-11872	91	13	which	which	PRON
fuelectenerg-11872	91	14	depends	depend	VERB
fuelectenerg-11872	91	15	on	on	ADP
fuelectenerg-11872	91	16	a	a	DET
fuelectenerg-11872	91	17	multi	multi	ADJ
fuelectenerg-11872	91	18	-	-	ADJ
fuelectenerg-11872	91	19	head	head	ADJ
fuelectenerg-11872	91	20	attention	attention	NOUN
fuelectenerg-11872	91	21	mechanism	mechanism	NOUN
fuelectenerg-11872	91	22	and	and	CCONJ
fuelectenerg-11872	91	23	feedforward	feedforward	NOUN
fuelectenerg-11872	91	24	network	network	NOUN
fuelectenerg-11872	91	25	.	.	PUNCT
fuelectenerg-11872	92	1	lewis	lewis	PROPN
fuelectenerg-11872	92	2	et	et	PROPN
fuelectenerg-11872	92	3	al	al	PROPN
fuelectenerg-11872	92	4	.	.	PUNCT
fuelectenerg-11872	93	1	[	[	X
fuelectenerg-11872	93	2	21	21	NUM
fuelectenerg-11872	93	3	]	]	PUNCT
fuelectenerg-11872	93	4	used	use	VERB
fuelectenerg-11872	93	5	transformer	transformer	NOUN
fuelectenerg-11872	93	6	architecture	architecture	NOUN
fuelectenerg-11872	93	7	with	with	ADP
fuelectenerg-11872	93	8	pre	pre	ADJ
fuelectenerg-11872	93	9	-	-	ADJ
fuelectenerg-11872	93	10	trained	train	VERB
fuelectenerg-11872	93	11	models	model	NOUN
fuelectenerg-11872	93	12	on	on	ADP
fuelectenerg-11872	93	13	a	a	DET
fuelectenerg-11872	93	14	massive	massive	ADJ
fuelectenerg-11872	93	15	amount	amount	NOUN
fuelectenerg-11872	93	16	of	of	ADP
fuelectenerg-11872	93	17	text	text	NOUN
fuelectenerg-11872	93	18	for	for	ADP
fuelectenerg-11872	93	19	summarization	summarization	NOUN
fuelectenerg-11872	93	20	purposes	purpose	NOUN
fuelectenerg-11872	93	21	.	.	PUNCT
fuelectenerg-11872	94	1	2	2	X
fuelectenerg-11872	94	2	.	.	X
fuelectenerg-11872	94	3	dataset	dataset	VERB
fuelectenerg-11872	94	4	the	the	DET
fuelectenerg-11872	94	5	dataset	dataset	NOUN
fuelectenerg-11872	94	6	used	use	VERB
fuelectenerg-11872	94	7	for	for	ADP
fuelectenerg-11872	94	8	this	this	DET
fuelectenerg-11872	94	9	work	work	NOUN
fuelectenerg-11872	94	10	is	be	AUX
fuelectenerg-11872	94	11	‘	'	PUNCT
fuelectenerg-11872	94	12	in	in	ADP
fuelectenerg-11872	94	13	-	-	PUNCT
fuelectenerg-11872	94	14	shorts	short	NOUN
fuelectenerg-11872	94	15	’	'	PUNCT
fuelectenerg-11872	94	16	news	news	NOUN
fuelectenerg-11872	94	17	data	datum	NOUN
fuelectenerg-11872	94	18	.	.	PUNCT
fuelectenerg-11872	95	1	it	it	PRON
fuelectenerg-11872	95	2	can	can	AUX
fuelectenerg-11872	95	3	be	be	AUX
fuelectenerg-11872	95	4	used	use	VERB
fuelectenerg-11872	95	5	for	for	ADP
fuelectenerg-11872	95	6	various	various	ADJ
fuelectenerg-11872	95	7	tasks	task	NOUN
fuelectenerg-11872	95	8	,	,	PUNCT
fuelectenerg-11872	95	9	such	such	ADJ
fuelectenerg-11872	95	10	as	as	ADP
fuelectenerg-11872	95	11	text	text	NOUN
fuelectenerg-11872	95	12	summarization	summarization	NOUN
fuelectenerg-11872	95	13	,	,	PUNCT
fuelectenerg-11872	95	14	sentiment	sentiment	NOUN
fuelectenerg-11872	95	15	analysis	analysis	NOUN
fuelectenerg-11872	95	16	,	,	PUNCT
fuelectenerg-11872	95	17	topic	topic	NOUN
fuelectenerg-11872	95	18	modeling	modeling	NOUN
fuelectenerg-11872	95	19	,	,	PUNCT
fuelectenerg-11872	95	20	etc	etc	X
fuelectenerg-11872	95	21	.	.	X
fuelectenerg-11872	96	1	it	it	PRON
fuelectenerg-11872	96	2	consists	consist	VERB
fuelectenerg-11872	96	3	of	of	ADP
fuelectenerg-11872	96	4	five	five	NUM
fuelectenerg-11872	96	5	columns	column	NOUN
fuelectenerg-11872	96	6	with	with	ADP
fuelectenerg-11872	96	7	unique	unique	ADJ
fuelectenerg-11872	96	8	values	value	NOUN
fuelectenerg-11872	96	9	such	such	ADJ
fuelectenerg-11872	96	10	as	as	ADP
fuelectenerg-11872	96	11	headline	headline	NOUN
fuelectenerg-11872	96	12	,	,	PUNCT
fuelectenerg-11872	96	13	short	short	ADJ
fuelectenerg-11872	96	14	(	(	PUNCT
fuelectenerg-11872	96	15	news	news	NOUN
fuelectenerg-11872	96	16	)	)	PUNCT
fuelectenerg-11872	96	17	,	,	PUNCT
fuelectenerg-11872	96	18	source	source	NOUN
fuelectenerg-11872	96	19	,	,	PUNCT
fuelectenerg-11872	96	20	time	time	NOUN
fuelectenerg-11872	96	21	,	,	PUNCT
fuelectenerg-11872	96	22	and	and	CCONJ
fuelectenerg-11872	96	23	publish	publish	VERB
fuelectenerg-11872	96	24	date	date	NOUN
fuelectenerg-11872	96	25	[	[	X
fuelectenerg-11872	96	26	22	22	NUM
fuelectenerg-11872	96	27	]	]	PUNCT
fuelectenerg-11872	96	28	,	,	PUNCT
fuelectenerg-11872	96	29	as	as	SCONJ
fuelectenerg-11872	96	30	shown	show	VERB
fuelectenerg-11872	96	31	in	in	ADP
fuelectenerg-11872	96	32	fig	fig	NOUN
fuelectenerg-11872	96	33	.	.	PUNCT
fuelectenerg-11872	97	1	1	1	X
fuelectenerg-11872	97	2	.	.	PUNCT
fuelectenerg-11872	97	3	the	the	DET
fuelectenerg-11872	97	4	headline	headline	NOUN
fuelectenerg-11872	97	5	refers	refer	VERB
fuelectenerg-11872	97	6	to	to	ADP
fuelectenerg-11872	97	7	the	the	DET
fuelectenerg-11872	97	8	headline	headline	NOUN
fuelectenerg-11872	97	9	given	give	VERB
fuelectenerg-11872	97	10	by	by	ADP
fuelectenerg-11872	97	11	an	an	DET
fuelectenerg-11872	97	12	expert	expert	NOUN
fuelectenerg-11872	97	13	,	,	PUNCT
fuelectenerg-11872	97	14	and	and	CCONJ
fuelectenerg-11872	97	15	the	the	DET
fuelectenerg-11872	97	16	short	short	ADJ
fuelectenerg-11872	97	17	refers	refer	VERB
fuelectenerg-11872	97	18	to	to	ADP
fuelectenerg-11872	97	19	the	the	DET
fuelectenerg-11872	97	20	actual	actual	ADJ
fuelectenerg-11872	97	21	news	news	NOUN
fuelectenerg-11872	97	22	article	article	NOUN
fuelectenerg-11872	97	23	.	.	PUNCT
fuelectenerg-11872	98	1	to	to	PART
fuelectenerg-11872	98	2	perform	perform	VERB
fuelectenerg-11872	98	3	text	text	NOUN
fuelectenerg-11872	98	4	summarization	summarization	NOUN
fuelectenerg-11872	98	5	,	,	PUNCT
fuelectenerg-11872	98	6	the	the	DET
fuelectenerg-11872	98	7	headline	headline	NOUN
fuelectenerg-11872	98	8	column	column	NOUN
fuelectenerg-11872	98	9	as	as	ADP
fuelectenerg-11872	98	10	the	the	DET
fuelectenerg-11872	98	11	target	target	NOUN
fuelectenerg-11872	98	12	summary	summary	NOUN
fuelectenerg-11872	98	13	and	and	CCONJ
fuelectenerg-11872	98	14	the	the	DET
fuelectenerg-11872	98	15	short	short	ADJ
fuelectenerg-11872	98	16	column	column	NOUN
fuelectenerg-11872	98	17	as	as	SCONJ
fuelectenerg-11872	98	18	the	the	DET
fuelectenerg-11872	98	19	source	source	NOUN
fuelectenerg-11872	98	20	text	text	NOUN
fuelectenerg-11872	98	21	are	be	AUX
fuelectenerg-11872	98	22	considered	consider	VERB
fuelectenerg-11872	98	23	,	,	PUNCT
fuelectenerg-11872	98	24	and	and	CCONJ
fuelectenerg-11872	98	25	then	then	ADV
fuelectenerg-11872	98	26	the	the	DET
fuelectenerg-11872	98	27	performance	performance	NOUN
fuelectenerg-11872	98	28	of	of	ADP
fuelectenerg-11872	98	29	different	different	ADJ
fuelectenerg-11872	98	30	models	model	NOUN
fuelectenerg-11872	98	31	is	be	AUX
fuelectenerg-11872	98	32	compared	compare	VERB
fuelectenerg-11872	98	33	with	with	ADP
fuelectenerg-11872	98	34	the	the	DET
fuelectenerg-11872	98	35	expert	expert	NOUN
fuelectenerg-11872	98	36	-	-	PUNCT
fuelectenerg-11872	98	37	written	write	VERB
fuelectenerg-11872	98	38	headlines	headline	NOUN
fuelectenerg-11872	98	39	in	in	ADP
fuelectenerg-11872	98	40	the	the	DET
fuelectenerg-11872	98	41	dataset	dataset	NOUN
fuelectenerg-11872	98	42	.	.	PUNCT
fuelectenerg-11872	99	1	the	the	DET
fuelectenerg-11872	99	2	total	total	ADJ
fuelectenerg-11872	99	3	number	number	NOUN
fuelectenerg-11872	99	4	of	of	ADP
fuelectenerg-11872	99	5	samples	sample	NOUN
fuelectenerg-11872	99	6	in	in	ADP
fuelectenerg-11872	99	7	the	the	DET
fuelectenerg-11872	99	8	dataset	dataset	NOUN
fuelectenerg-11872	99	9	is	be	AUX
fuelectenerg-11872	99	10	55,104	55,104	NUM
fuelectenerg-11872	99	11	,	,	PUNCT
fuelectenerg-11872	99	12	with	with	ADP
fuelectenerg-11872	99	13	a	a	DET
fuelectenerg-11872	99	14	training	training	NOUN
fuelectenerg-11872	99	15	set	set	NOUN
fuelectenerg-11872	99	16	consisting	consist	VERB
fuelectenerg-11872	99	17	of	of	ADP
fuelectenerg-11872	99	18	53	53	NUM
fuelectenerg-11872	99	19	k	k	NOUN
fuelectenerg-11872	99	20	samples	sample	NOUN
fuelectenerg-11872	99	21	to	to	PART
fuelectenerg-11872	99	22	fit	fit	VERB
fuelectenerg-11872	99	23	the	the	DET
fuelectenerg-11872	99	24	model	model	NOUN
fuelectenerg-11872	99	25	and	and	CCONJ
fuelectenerg-11872	99	26	a	a	DET
fuelectenerg-11872	99	27	test	test	NOUN
fuelectenerg-11872	99	28	set	set	NOUN
fuelectenerg-11872	99	29	of	of	ADP
fuelectenerg-11872	99	30	2,104	2,104	NUM
fuelectenerg-11872	99	31	samples	sample	NOUN
fuelectenerg-11872	99	32	to	to	PART
fuelectenerg-11872	99	33	evaluate	evaluate	VERB
fuelectenerg-11872	99	34	the	the	DET
fuelectenerg-11872	99	35	model	model	NOUN
fuelectenerg-11872	99	36	.	.	PUNCT
fuelectenerg-11872	100	1	the	the	DET
fuelectenerg-11872	100	2	pre	pre	ADJ
fuelectenerg-11872	100	3	-	-	ADJ
fuelectenerg-11872	100	4	processing	processing	ADJ
fuelectenerg-11872	100	5	steps	step	NOUN
fuelectenerg-11872	100	6	are	be	AUX
fuelectenerg-11872	100	7	initiated	initiate	VERB
fuelectenerg-11872	100	8	after	after	ADP
fuelectenerg-11872	100	9	dropping	drop	VERB
fuelectenerg-11872	100	10	the	the	DET
fuelectenerg-11872	100	11	dataset	dataset	NOUN
fuelectenerg-11872	100	12	's	's	PART
fuelectenerg-11872	100	13	source	source	NOUN
fuelectenerg-11872	100	14	,	,	PUNCT
fuelectenerg-11872	100	15	time	time	NOUN
fuelectenerg-11872	100	16	,	,	PUNCT
fuelectenerg-11872	100	17	and	and	CCONJ
fuelectenerg-11872	100	18	publish	publish	VERB
fuelectenerg-11872	100	19	date	date	NOUN
fuelectenerg-11872	100	20	column	column	NOUN
fuelectenerg-11872	100	21	values	value	NOUN
fuelectenerg-11872	100	22	.	.	PUNCT
fuelectenerg-11872	101	1	fig	fig	NOUN
fuelectenerg-11872	101	2	.	.	PUNCT
fuelectenerg-11872	102	1	1	1	NUM
fuelectenerg-11872	102	2	sample	sample	NOUN
fuelectenerg-11872	102	3	snippet	snippet	NOUN
fuelectenerg-11872	102	4	of	of	ADP
fuelectenerg-11872	102	5	in	in	ADP
fuelectenerg-11872	102	6	-	-	PUNCT
fuelectenerg-11872	102	7	short	short	ADJ
fuelectenerg-11872	102	8	database	database	NOUN
fuelectenerg-11872	102	9	3	3	NUM
fuelectenerg-11872	102	10	.	.	X
fuelectenerg-11872	102	11	methodology	methodology	NOUN
fuelectenerg-11872	102	12	the	the	DET
fuelectenerg-11872	102	13	block	block	NOUN
fuelectenerg-11872	102	14	diagram	diagram	NOUN
fuelectenerg-11872	102	15	for	for	ADP
fuelectenerg-11872	102	16	the	the	DET
fuelectenerg-11872	102	17	abstractive	abstractive	ADJ
fuelectenerg-11872	102	18	summarization	summarization	NOUN
fuelectenerg-11872	102	19	process	process	NOUN
fuelectenerg-11872	102	20	using	use	VERB
fuelectenerg-11872	102	21	a	a	DET
fuelectenerg-11872	102	22	transformer	transformer	NOUN
fuelectenerg-11872	102	23	-	-	PUNCT
fuelectenerg-11872	102	24	based	base	VERB
fuelectenerg-11872	102	25	deep	deep	ADJ
fuelectenerg-11872	102	26	learning	learning	NOUN
fuelectenerg-11872	102	27	model	model	NOUN
fuelectenerg-11872	102	28	is	be	AUX
fuelectenerg-11872	102	29	shown	show	VERB
fuelectenerg-11872	102	30	in	in	ADP
fuelectenerg-11872	102	31	fig	fig	NOUN
fuelectenerg-11872	102	32	.	.	PUNCT
fuelectenerg-11872	103	1	2	2	X
fuelectenerg-11872	103	2	.	.	X
fuelectenerg-11872	103	3	the	the	DET
fuelectenerg-11872	103	4	input	input	NOUN
fuelectenerg-11872	103	5	article	article	NOUN
fuelectenerg-11872	103	6	is	be	AUX
fuelectenerg-11872	103	7	taken	take	VERB
fuelectenerg-11872	103	8	;	;	PUNCT
fuelectenerg-11872	103	9	pre	pre	ADJ
fuelectenerg-11872	103	10	-	-	ADJ
fuelectenerg-11872	103	11	processing	processing	NOUN
fuelectenerg-11872	103	12	is	be	AUX
fuelectenerg-11872	103	13	performed	perform	VERB
fuelectenerg-11872	103	14	deep	deep	ADJ
fuelectenerg-11872	103	15	learning	learning	NOUN
fuelectenerg-11872	103	16	-	-	PUNCT
fuelectenerg-11872	103	17	based	base	VERB
fuelectenerg-11872	103	18	modified	modified	ADJ
fuelectenerg-11872	103	19	transformer	transformer	NOUN
fuelectenerg-11872	103	20	model	model	NOUN
fuelectenerg-11872	103	21	for	for	ADP
fuelectenerg-11872	103	22	automated	automate	VERB
fuelectenerg-11872	103	23	news	news	NOUN
fuelectenerg-11872	103	24	article	article	NOUN
fuelectenerg-11872	103	25	summarization	summarization	NOUN
fuelectenerg-11872	103	26	265	265	NUM
fuelectenerg-11872	103	27	on	on	ADP
fuelectenerg-11872	103	28	the	the	DET
fuelectenerg-11872	103	29	data	datum	NOUN
fuelectenerg-11872	103	30	,	,	PUNCT
fuelectenerg-11872	103	31	followed	follow	VERB
fuelectenerg-11872	103	32	by	by	ADP
fuelectenerg-11872	103	33	positional	positional	ADJ
fuelectenerg-11872	103	34	encoding	encoding	NOUN
fuelectenerg-11872	103	35	and	and	CCONJ
fuelectenerg-11872	103	36	masking	mask	VERB
fuelectenerg-11872	103	37	[	[	X
fuelectenerg-11872	103	38	23	23	NUM
fuelectenerg-11872	103	39	,	,	PUNCT
fuelectenerg-11872	103	40	24	24	NUM
fuelectenerg-11872	103	41	]	]	PUNCT
fuelectenerg-11872	103	42	.	.	PUNCT
fuelectenerg-11872	104	1	now	now	ADV
fuelectenerg-11872	104	2	,	,	PUNCT
fuelectenerg-11872	104	3	the	the	DET
fuelectenerg-11872	104	4	tokenized	tokenized	ADJ
fuelectenerg-11872	104	5	and	and	CCONJ
fuelectenerg-11872	104	6	encoded	encode	VERB
fuelectenerg-11872	104	7	text	text	NOUN
fuelectenerg-11872	104	8	is	be	AUX
fuelectenerg-11872	104	9	given	give	VERB
fuelectenerg-11872	104	10	to	to	ADP
fuelectenerg-11872	104	11	the	the	DET
fuelectenerg-11872	104	12	layers	layer	NOUN
fuelectenerg-11872	104	13	present	present	ADJ
fuelectenerg-11872	104	14	in	in	ADP
fuelectenerg-11872	104	15	the	the	DET
fuelectenerg-11872	104	16	model	model	NOUN
fuelectenerg-11872	104	17	to	to	PART
fuelectenerg-11872	104	18	train	train	VERB
fuelectenerg-11872	104	19	the	the	DET
fuelectenerg-11872	104	20	model	model	NOUN
fuelectenerg-11872	104	21	.	.	PUNCT
fuelectenerg-11872	105	1	then	then	ADV
fuelectenerg-11872	105	2	,	,	PUNCT
fuelectenerg-11872	105	3	the	the	DET
fuelectenerg-11872	105	4	relationship	relationship	NOUN
fuelectenerg-11872	105	5	between	between	ADP
fuelectenerg-11872	105	6	the	the	DET
fuelectenerg-11872	105	7	input	input	NOUN
fuelectenerg-11872	105	8	articles	article	NOUN
fuelectenerg-11872	105	9	and	and	CCONJ
fuelectenerg-11872	105	10	the	the	DET
fuelectenerg-11872	105	11	targets	target	NOUN
fuelectenerg-11872	105	12	(	(	PUNCT
fuelectenerg-11872	105	13	headlines	headline	NOUN
fuelectenerg-11872	105	14	or	or	CCONJ
fuelectenerg-11872	105	15	summary	summary	NOUN
fuelectenerg-11872	105	16	)	)	PUNCT
fuelectenerg-11872	105	17	can	can	AUX
fuelectenerg-11872	105	18	be	be	AUX
fuelectenerg-11872	105	19	defined	define	VERB
fuelectenerg-11872	105	20	.	.	PUNCT
fuelectenerg-11872	106	1	then	then	ADV
fuelectenerg-11872	106	2	,	,	PUNCT
fuelectenerg-11872	106	3	testing	testing	NOUN
fuelectenerg-11872	106	4	data	datum	NOUN
fuelectenerg-11872	106	5	is	be	AUX
fuelectenerg-11872	106	6	passed	pass	VERB
fuelectenerg-11872	106	7	onto	onto	ADP
fuelectenerg-11872	106	8	the	the	DET
fuelectenerg-11872	106	9	model	model	NOUN
fuelectenerg-11872	106	10	to	to	PART
fuelectenerg-11872	106	11	obtain	obtain	VERB
fuelectenerg-11872	106	12	its	its	PRON
fuelectenerg-11872	106	13	summary	summary	NOUN
fuelectenerg-11872	106	14	or	or	CCONJ
fuelectenerg-11872	106	15	headlines	headline	NOUN
fuelectenerg-11872	106	16	.	.	PUNCT
fuelectenerg-11872	107	1	fig	fig	NOUN
fuelectenerg-11872	107	2	.	.	PUNCT
fuelectenerg-11872	108	1	2	2	NUM
fuelectenerg-11872	108	2	abstractive	abstractive	ADJ
fuelectenerg-11872	108	3	summarization	summarization	NOUN
fuelectenerg-11872	108	4	methodology	methodology	NOUN
fuelectenerg-11872	108	5	3.1	3.1	NUM
fuelectenerg-11872	108	6	.	.	PUNCT
fuelectenerg-11872	109	1	pre	pre	VERB
fuelectenerg-11872	109	2	-	-	ADJ
fuelectenerg-11872	109	3	processing	process	VERB
fuelectenerg-11872	109	4	the	the	DET
fuelectenerg-11872	109	5	dataset	dataset	NOUN
fuelectenerg-11872	109	6	is	be	AUX
fuelectenerg-11872	109	7	given	give	VERB
fuelectenerg-11872	109	8	as	as	ADP
fuelectenerg-11872	109	9	an	an	DET
fuelectenerg-11872	109	10	input	input	NOUN
fuelectenerg-11872	109	11	to	to	ADP
fuelectenerg-11872	109	12	the	the	DET
fuelectenerg-11872	109	13	model	model	NOUN
fuelectenerg-11872	109	14	after	after	ADP
fuelectenerg-11872	109	15	the	the	DET
fuelectenerg-11872	109	16	pre	pre	ADJ
fuelectenerg-11872	109	17	-	-	ADJ
fuelectenerg-11872	109	18	processing	processing	ADJ
fuelectenerg-11872	109	19	step	step	NOUN
fuelectenerg-11872	109	20	in	in	ADP
fuelectenerg-11872	109	21	any	any	DET
fuelectenerg-11872	109	22	nlp	nlp	NOUN
fuelectenerg-11872	109	23	task	task	NOUN
fuelectenerg-11872	109	24	.	.	PUNCT
fuelectenerg-11872	110	1	data	datum	NOUN
fuelectenerg-11872	110	2	pre	pre	VERB
fuelectenerg-11872	110	3	-	-	ADJ
fuelectenerg-11872	110	4	processing	processing	NOUN
fuelectenerg-11872	110	5	is	be	AUX
fuelectenerg-11872	110	6	done	do	VERB
fuelectenerg-11872	110	7	in	in	ADP
fuelectenerg-11872	110	8	three	three	NUM
fuelectenerg-11872	110	9	stages	stage	NOUN
fuelectenerg-11872	110	10	:	:	PUNCT
fuelectenerg-11872	110	11	tokenization	tokenization	NOUN
fuelectenerg-11872	110	12	,	,	PUNCT
fuelectenerg-11872	110	13	padding	padding	NOUN
fuelectenerg-11872	110	14	and	and	CCONJ
fuelectenerg-11872	110	15	truncating	truncating	NOUN
fuelectenerg-11872	110	16	,	,	PUNCT
fuelectenerg-11872	110	17	and	and	CCONJ
fuelectenerg-11872	110	18	batching	batch	VERB
fuelectenerg-11872	110	19	and	and	CCONJ
fuelectenerg-11872	110	20	shuffling	shuffle	VERB
fuelectenerg-11872	110	21	.	.	PUNCT
fuelectenerg-11872	111	1	in	in	ADP
fuelectenerg-11872	111	2	tokenization	tokenization	NOUN
fuelectenerg-11872	111	3	,	,	PUNCT
fuelectenerg-11872	111	4	the	the	DET
fuelectenerg-11872	111	5	text	text	NOUN
fuelectenerg-11872	111	6	sequence	sequence	NOUN
fuelectenerg-11872	111	7	removes	remove	VERB
fuelectenerg-11872	111	8	punctuation	punctuation	NOUN
fuelectenerg-11872	111	9	marks	mark	NOUN
fuelectenerg-11872	111	10	and	and	CCONJ
fuelectenerg-11872	111	11	is	be	AUX
fuelectenerg-11872	111	12	converted	convert	VERB
fuelectenerg-11872	111	13	to	to	PART
fuelectenerg-11872	111	14	lowercase	lowercase	VERB
fuelectenerg-11872	111	15	.	.	PUNCT
fuelectenerg-11872	112	1	internally	internally	ADV
fuelectenerg-11872	112	2	,	,	PUNCT
fuelectenerg-11872	112	3	a	a	DET
fuelectenerg-11872	112	4	vocab	vocab	NOUN
fuelectenerg-11872	112	5	dictionary	dictionary	NOUN
fuelectenerg-11872	112	6	is	be	AUX
fuelectenerg-11872	112	7	present	present	ADJ
fuelectenerg-11872	112	8	,	,	PUNCT
fuelectenerg-11872	112	9	arranged	arrange	VERB
fuelectenerg-11872	112	10	in	in	ADP
fuelectenerg-11872	112	11	the	the	DET
fuelectenerg-11872	112	12	order	order	NOUN
fuelectenerg-11872	112	13	of	of	ADP
fuelectenerg-11872	112	14	frequency	frequency	NOUN
fuelectenerg-11872	112	15	by	by	ADP
fuelectenerg-11872	112	16	which	which	PRON
fuelectenerg-11872	112	17	the	the	DET
fuelectenerg-11872	112	18	words	word	NOUN
fuelectenerg-11872	112	19	occur	occur	VERB
fuelectenerg-11872	112	20	,	,	PUNCT
fuelectenerg-11872	112	21	and	and	CCONJ
fuelectenerg-11872	112	22	then	then	ADV
fuelectenerg-11872	112	23	it	it	PRON
fuelectenerg-11872	112	24	maps	map	VERB
fuelectenerg-11872	112	25	the	the	DET
fuelectenerg-11872	112	26	words	word	NOUN
fuelectenerg-11872	112	27	into	into	ADP
fuelectenerg-11872	112	28	respective	respective	ADJ
fuelectenerg-11872	112	29	tokens	token	NOUN
fuelectenerg-11872	112	30	.	.	PUNCT
fuelectenerg-11872	113	1	tokens	token	NOUN
fuelectenerg-11872	113	2	are	be	AUX
fuelectenerg-11872	113	3	numerical	numerical	ADJ
fuelectenerg-11872	113	4	representations	representation	NOUN
fuelectenerg-11872	113	5	of	of	ADP
fuelectenerg-11872	113	6	the	the	DET
fuelectenerg-11872	113	7	sequence	sequence	NOUN
fuelectenerg-11872	113	8	of	of	ADP
fuelectenerg-11872	113	9	terms	term	NOUN
fuelectenerg-11872	113	10	.	.	PUNCT
fuelectenerg-11872	114	1	the	the	DET
fuelectenerg-11872	114	2	padding	padding	NOUN
fuelectenerg-11872	114	3	and	and	CCONJ
fuelectenerg-11872	114	4	truncating	truncating	NOUN
fuelectenerg-11872	114	5	step	step	NOUN
fuelectenerg-11872	114	6	helps	help	VERB
fuelectenerg-11872	114	7	maintain	maintain	VERB
fuelectenerg-11872	114	8	the	the	DET
fuelectenerg-11872	114	9	input	input	NOUN
fuelectenerg-11872	114	10	's	's	PART
fuelectenerg-11872	114	11	fixed	fix	VERB
fuelectenerg-11872	114	12	length	length	NOUN
fuelectenerg-11872	114	13	at	at	ADP
fuelectenerg-11872	114	14	the	the	DET
fuelectenerg-11872	114	15	encoder	encoder	NOUN
fuelectenerg-11872	114	16	.	.	PUNCT
fuelectenerg-11872	115	1	padding	padding	NOUN
fuelectenerg-11872	115	2	refers	refer	VERB
fuelectenerg-11872	115	3	to	to	ADP
fuelectenerg-11872	115	4	adding	add	VERB
fuelectenerg-11872	115	5	unique	unique	ADJ
fuelectenerg-11872	115	6	tokens	token	NOUN
fuelectenerg-11872	115	7	to	to	ADP
fuelectenerg-11872	115	8	the	the	DET
fuelectenerg-11872	115	9	information	information	NOUN
fuelectenerg-11872	115	10	with	with	ADP
fuelectenerg-11872	115	11	fewer	few	ADJ
fuelectenerg-11872	115	12	tokens	token	NOUN
fuelectenerg-11872	115	13	,	,	PUNCT
fuelectenerg-11872	115	14	whereas	whereas	SCONJ
fuelectenerg-11872	115	15	truncating	truncating	NOUN
fuelectenerg-11872	115	16	helps	help	NOUN
fuelectenerg-11872	115	17	reduce	reduce	VERB
fuelectenerg-11872	115	18	the	the	DET
fuelectenerg-11872	115	19	tokens	token	NOUN
fuelectenerg-11872	115	20	if	if	SCONJ
fuelectenerg-11872	115	21	more	more	ADJ
fuelectenerg-11872	115	22	tokens	token	NOUN
fuelectenerg-11872	115	23	are	be	AUX
fuelectenerg-11872	115	24	present	present	ADJ
fuelectenerg-11872	115	25	at	at	ADP
fuelectenerg-11872	115	26	the	the	DET
fuelectenerg-11872	115	27	input	input	NOUN
fuelectenerg-11872	115	28	.	.	PUNCT
fuelectenerg-11872	116	1	batching	batch	VERB
fuelectenerg-11872	116	2	and	and	CCONJ
fuelectenerg-11872	116	3	shuffling	shuffling	NOUN
fuelectenerg-11872	116	4	are	be	AUX
fuelectenerg-11872	116	5	performed	perform	VERB
fuelectenerg-11872	116	6	for	for	ADP
fuelectenerg-11872	116	7	easy	easy	ADJ
fuelectenerg-11872	116	8	fetching	fetching	NOUN
fuelectenerg-11872	116	9	of	of	ADP
fuelectenerg-11872	116	10	data	datum	NOUN
fuelectenerg-11872	116	11	.	.	PUNCT
fuelectenerg-11872	117	1	here	here	ADV
fuelectenerg-11872	117	2	,	,	PUNCT
fuelectenerg-11872	117	3	the	the	DET
fuelectenerg-11872	117	4	data	datum	NOUN
fuelectenerg-11872	117	5	sent	send	VERB
fuelectenerg-11872	117	6	to	to	ADP
fuelectenerg-11872	117	7	the	the	DET
fuelectenerg-11872	117	8	model	model	NOUN
fuelectenerg-11872	117	9	is	be	AUX
fuelectenerg-11872	117	10	batched	batch	VERB
fuelectenerg-11872	117	11	instead	instead	ADV
fuelectenerg-11872	117	12	of	of	ADP
fuelectenerg-11872	117	13	passing	pass	VERB
fuelectenerg-11872	117	14	as	as	ADP
fuelectenerg-11872	117	15	a	a	DET
fuelectenerg-11872	117	16	single	single	ADJ
fuelectenerg-11872	117	17	value	value	NOUN
fuelectenerg-11872	117	18	.	.	PUNCT
fuelectenerg-11872	118	1	two	two	NUM
fuelectenerg-11872	118	2	utility	utility	NOUN
fuelectenerg-11872	118	3	functions	function	NOUN
fuelectenerg-11872	118	4	are	be	AUX
fuelectenerg-11872	118	5	performed	perform	VERB
fuelectenerg-11872	118	6	on	on	ADP
fuelectenerg-11872	118	7	the	the	DET
fuelectenerg-11872	118	8	cleaned	clean	VERB
fuelectenerg-11872	118	9	dataset	dataset	NOUN
fuelectenerg-11872	118	10	,	,	PUNCT
fuelectenerg-11872	118	11	and	and	CCONJ
fuelectenerg-11872	118	12	these	these	DET
fuelectenerg-11872	118	13	functions	function	NOUN
fuelectenerg-11872	118	14	are	be	AUX
fuelectenerg-11872	118	15	present	present	ADJ
fuelectenerg-11872	118	16	in	in	ADP
fuelectenerg-11872	118	17	the	the	DET
fuelectenerg-11872	118	18	model	model	NOUN
fuelectenerg-11872	118	19	.	.	PUNCT
fuelectenerg-11872	119	1	they	they	PRON
fuelectenerg-11872	119	2	are	be	AUX
fuelectenerg-11872	119	3	positional	positional	ADJ
fuelectenerg-11872	119	4	encoding	encoding	NOUN
fuelectenerg-11872	119	5	and	and	CCONJ
fuelectenerg-11872	119	6	masking	masking	NOUN
fuelectenerg-11872	119	7	.	.	PUNCT
fuelectenerg-11872	120	1	in	in	ADP
fuelectenerg-11872	120	2	nlptasks	nlptask	NOUN
fuelectenerg-11872	120	3	like	like	ADP
fuelectenerg-11872	120	4	summarization	summarization	NOUN
fuelectenerg-11872	120	5	,	,	PUNCT
fuelectenerg-11872	120	6	the	the	DET
fuelectenerg-11872	120	7	preprocessing	preprocesse	VERB
fuelectenerg-11872	120	8	266	266	NUM
fuelectenerg-11872	120	9	b.	b.	PROPN
fuelectenerg-11872	120	10	srinivas	srinivas	PROPN
fuelectenerg-11872	120	11	.	.	PROPN
fuelectenerg-11872	120	12	,	,	PUNCT
fuelectenerg-11872	120	13	b.	b.	PROPN
fuelectenerg-11872	120	14	lavanya	lavanya	PROPN
fuelectenerg-11872	120	15	.	.	PUNCT
fuelectenerg-11872	120	16	,	,	PUNCT
fuelectenerg-11872	120	17	n.	n.	PROPN
fuelectenerg-11872	120	18	k.	k.	PROPN
fuelectenerg-11872	120	19	darimireddy	darimireddy	PROPN
fuelectenerg-11872	120	20	,	,	PUNCT
fuelectenerg-11872	120	21	p.	p.	PROPN
fuelectenerg-11872	120	22	s.	s.	PROPN
fuelectenerg-11872	120	23	prasad	prasad	PROPN
fuelectenerg-11872	120	24	et.al	et.al	PROPN
fuelectenerg-11872	120	25	.	.	PUNCT
fuelectenerg-11872	121	1	order	order	NOUN
fuelectenerg-11872	121	2	of	of	ADP
fuelectenerg-11872	121	3	words	word	NOUN
fuelectenerg-11872	121	4	is	be	AUX
fuelectenerg-11872	121	5	essential	essential	ADJ
fuelectenerg-11872	121	6	as	as	SCONJ
fuelectenerg-11872	121	7	the	the	DET
fuelectenerg-11872	121	8	meaning	meaning	NOUN
fuelectenerg-11872	121	9	given	give	VERB
fuelectenerg-11872	121	10	by	by	ADP
fuelectenerg-11872	121	11	the	the	DET
fuelectenerg-11872	121	12	sentence	sentence	NOUN
fuelectenerg-11872	121	13	entirely	entirely	ADV
fuelectenerg-11872	121	14	changes	change	VERB
fuelectenerg-11872	121	15	with	with	ADP
fuelectenerg-11872	121	16	the	the	DET
fuelectenerg-11872	121	17	order	order	NOUN
fuelectenerg-11872	121	18	of	of	ADP
fuelectenerg-11872	121	19	words	word	NOUN
fuelectenerg-11872	121	20	.	.	PUNCT
fuelectenerg-11872	122	1	so	so	ADV
fuelectenerg-11872	122	2	,	,	PUNCT
fuelectenerg-11872	122	3	the	the	DET
fuelectenerg-11872	122	4	order	order	NOUN
fuelectenerg-11872	122	5	of	of	ADP
fuelectenerg-11872	122	6	words	word	NOUN
fuelectenerg-11872	122	7	is	be	AUX
fuelectenerg-11872	122	8	preserved	preserve	VERB
fuelectenerg-11872	122	9	through	through	ADP
fuelectenerg-11872	122	10	positional	positional	ADJ
fuelectenerg-11872	122	11	encoding	encoding	NOUN
fuelectenerg-11872	122	12	.	.	PUNCT
fuelectenerg-11872	123	1	masking	masking	NOUN
fuelectenerg-11872	123	2	is	be	AUX
fuelectenerg-11872	123	3	mainly	mainly	ADV
fuelectenerg-11872	123	4	used	use	VERB
fuelectenerg-11872	123	5	in	in	ADP
fuelectenerg-11872	123	6	transformers	transformer	NOUN
fuelectenerg-11872	123	7	to	to	PART
fuelectenerg-11872	123	8	prevent	prevent	VERB
fuelectenerg-11872	123	9	the	the	DET
fuelectenerg-11872	123	10	terms	term	NOUN
fuelectenerg-11872	123	11	present	present	ADJ
fuelectenerg-11872	123	12	after	after	ADP
fuelectenerg-11872	123	13	the	the	DET
fuelectenerg-11872	123	14	current	current	ADJ
fuelectenerg-11872	123	15	word	word	NOUN
fuelectenerg-11872	123	16	from	from	ADP
fuelectenerg-11872	123	17	involving	involve	VERB
fuelectenerg-11872	123	18	those	those	PRON
fuelectenerg-11872	123	19	in	in	ADP
fuelectenerg-11872	123	20	the	the	DET
fuelectenerg-11872	123	21	prediction	prediction	NOUN
fuelectenerg-11872	123	22	of	of	ADP
fuelectenerg-11872	123	23	the	the	DET
fuelectenerg-11872	123	24	current	current	ADJ
fuelectenerg-11872	123	25	word	word	NOUN
fuelectenerg-11872	123	26	.	.	PUNCT
fuelectenerg-11872	124	1	the	the	DET
fuelectenerg-11872	124	2	model	model	NOUN
fuelectenerg-11872	124	3	is	be	AUX
fuelectenerg-11872	124	4	developed	develop	VERB
fuelectenerg-11872	124	5	for	for	ADP
fuelectenerg-11872	124	6	encoding	encoding	NOUN
fuelectenerg-11872	124	7	and	and	CCONJ
fuelectenerg-11872	124	8	decoding	decoding	NOUN
fuelectenerg-11872	124	9	;	;	PUNCT
fuelectenerg-11872	124	10	then	then	ADV
fuelectenerg-11872	124	11	,	,	PUNCT
fuelectenerg-11872	124	12	the	the	DET
fuelectenerg-11872	124	13	dataset	dataset	NOUN
fuelectenerg-11872	124	14	is	be	AUX
fuelectenerg-11872	124	15	cleaned	clean	VERB
fuelectenerg-11872	124	16	and	and	CCONJ
fuelectenerg-11872	124	17	sent	send	VERB
fuelectenerg-11872	124	18	as	as	ADP
fuelectenerg-11872	124	19	input	input	NOUN
fuelectenerg-11872	124	20	to	to	ADP
fuelectenerg-11872	124	21	the	the	DET
fuelectenerg-11872	124	22	model	model	NOUN
fuelectenerg-11872	124	23	after	after	ADP
fuelectenerg-11872	124	24	positional	positional	ADJ
fuelectenerg-11872	124	25	encoding	encoding	NOUN
fuelectenerg-11872	124	26	.	.	PUNCT
fuelectenerg-11872	125	1	the	the	DET
fuelectenerg-11872	125	2	dataset	dataset	NOUN
fuelectenerg-11872	125	3	is	be	AUX
fuelectenerg-11872	125	4	prepared	prepared	ADJ
fuelectenerg-11872	125	5	to	to	PART
fuelectenerg-11872	125	6	train	train	VERB
fuelectenerg-11872	125	7	the	the	DET
fuelectenerg-11872	125	8	model	model	NOUN
fuelectenerg-11872	125	9	,	,	PUNCT
fuelectenerg-11872	125	10	and	and	CCONJ
fuelectenerg-11872	125	11	pre	pre	ADJ
fuelectenerg-11872	125	12	-	-	ADJ
fuelectenerg-11872	125	13	processing	processing	NOUN
fuelectenerg-11872	125	14	is	be	AUX
fuelectenerg-11872	125	15	performed	perform	VERB
fuelectenerg-11872	125	16	on	on	ADP
fuelectenerg-11872	125	17	the	the	DET
fuelectenerg-11872	125	18	testing	testing	NOUN
fuelectenerg-11872	125	19	dataset	dataset	NOUN
fuelectenerg-11872	125	20	.	.	PUNCT
fuelectenerg-11872	126	1	after	after	ADP
fuelectenerg-11872	126	2	the	the	DET
fuelectenerg-11872	126	3	prediction	prediction	NOUN
fuelectenerg-11872	126	4	of	of	ADP
fuelectenerg-11872	126	5	the	the	DET
fuelectenerg-11872	126	6	summary	summary	NOUN
fuelectenerg-11872	126	7	of	of	ADP
fuelectenerg-11872	126	8	test	test	NOUN
fuelectenerg-11872	126	9	inputs	input	NOUN
fuelectenerg-11872	126	10	,	,	PUNCT
fuelectenerg-11872	126	11	the	the	DET
fuelectenerg-11872	126	12	rouge	rouge	NOUN
fuelectenerg-11872	126	13	metric	metric	NOUN
fuelectenerg-11872	126	14	[	[	X
fuelectenerg-11872	126	15	25	25	NUM
fuelectenerg-11872	126	16	]	]	PUNCT
fuelectenerg-11872	126	17	is	be	AUX
fuelectenerg-11872	126	18	calculated	calculate	VERB
fuelectenerg-11872	126	19	for	for	ADP
fuelectenerg-11872	126	20	the	the	DET
fuelectenerg-11872	126	21	testing	testing	NOUN
fuelectenerg-11872	126	22	data	datum	NOUN
fuelectenerg-11872	126	23	.	.	PUNCT
fuelectenerg-11872	127	1	3.2	3.2	NUM
fuelectenerg-11872	127	2	.	.	PUNCT
fuelectenerg-11872	128	1	transformer	transformer	NOUN
fuelectenerg-11872	128	2	model	model	NOUN
fuelectenerg-11872	128	3	the	the	DET
fuelectenerg-11872	128	4	sequential	sequential	ADJ
fuelectenerg-11872	128	5	problem	problem	NOUN
fuelectenerg-11872	128	6	faced	face	VERB
fuelectenerg-11872	128	7	by	by	ADP
fuelectenerg-11872	128	8	most	most	ADJ
fuelectenerg-11872	128	9	of	of	ADP
fuelectenerg-11872	128	10	the	the	DET
fuelectenerg-11872	128	11	nlp	nlp	NOUN
fuelectenerg-11872	128	12	algorithms	algorithm	NOUN
fuelectenerg-11872	128	13	can	can	AUX
fuelectenerg-11872	128	14	be	be	AUX
fuelectenerg-11872	128	15	overcome	overcome	VERB
fuelectenerg-11872	128	16	using	use	VERB
fuelectenerg-11872	128	17	a	a	DET
fuelectenerg-11872	128	18	transformer	transformer	NOUN
fuelectenerg-11872	128	19	model	model	NOUN
fuelectenerg-11872	128	20	,	,	PUNCT
fuelectenerg-11872	128	21	as	as	SCONJ
fuelectenerg-11872	128	22	it	it	PRON
fuelectenerg-11872	128	23	uses	use	VERB
fuelectenerg-11872	128	24	parallelization	parallelization	NOUN
fuelectenerg-11872	128	25	with	with	ADP
fuelectenerg-11872	128	26	the	the	DET
fuelectenerg-11872	128	27	help	help	NOUN
fuelectenerg-11872	128	28	of	of	ADP
fuelectenerg-11872	128	29	multiple	multiple	ADJ
fuelectenerg-11872	128	30	attention	attention	NOUN
fuelectenerg-11872	128	31	head	head	NOUN
fuelectenerg-11872	128	32	layers	layer	NOUN
fuelectenerg-11872	128	33	while	while	SCONJ
fuelectenerg-11872	128	34	processing	process	VERB
fuelectenerg-11872	128	35	the	the	DET
fuelectenerg-11872	128	36	input	input	NOUN
fuelectenerg-11872	128	37	text	text	NOUN
fuelectenerg-11872	128	38	.	.	PUNCT
fuelectenerg-11872	129	1	thus	thus	ADV
fuelectenerg-11872	129	2	,	,	PUNCT
fuelectenerg-11872	129	3	the	the	DET
fuelectenerg-11872	129	4	transformer	transformer	NOUN
fuelectenerg-11872	129	5	model	model	NOUN
fuelectenerg-11872	129	6	provides	provide	VERB
fuelectenerg-11872	129	7	the	the	DET
fuelectenerg-11872	129	8	advantage	advantage	NOUN
fuelectenerg-11872	129	9	of	of	ADP
fuelectenerg-11872	129	10	processing	process	VERB
fuelectenerg-11872	129	11	long	long	ADJ
fuelectenerg-11872	129	12	sentences	sentence	NOUN
fuelectenerg-11872	129	13	in	in	ADP
fuelectenerg-11872	129	14	less	less	ADJ
fuelectenerg-11872	129	15	time	time	NOUN
fuelectenerg-11872	129	16	[	[	X
fuelectenerg-11872	129	17	26	26	NUM
fuelectenerg-11872	129	18	,	,	PUNCT
fuelectenerg-11872	129	19	27	27	NUM
fuelectenerg-11872	129	20	]	]	PUNCT
fuelectenerg-11872	129	21	.	.	PUNCT
fuelectenerg-11872	130	1	the	the	DET
fuelectenerg-11872	130	2	architecture	architecture	NOUN
fuelectenerg-11872	130	3	of	of	ADP
fuelectenerg-11872	130	4	the	the	DET
fuelectenerg-11872	130	5	transformer	transformer	NOUN
fuelectenerg-11872	130	6	model	model	NOUN
fuelectenerg-11872	130	7	is	be	AUX
fuelectenerg-11872	130	8	an	an	DET
fuelectenerg-11872	130	9	encoder	encoder	NOUN
fuelectenerg-11872	130	10	-	-	PUNCT
fuelectenerg-11872	130	11	decoder	decoder	NOUN
fuelectenerg-11872	130	12	structure	structure	NOUN
fuelectenerg-11872	130	13	,	,	PUNCT
fuelectenerg-11872	130	14	and	and	CCONJ
fuelectenerg-11872	130	15	for	for	ADP
fuelectenerg-11872	130	16	normalizing	normalize	VERB
fuelectenerg-11872	130	17	the	the	DET
fuelectenerg-11872	130	18	output	output	NOUN
fuelectenerg-11872	130	19	probabilities	probability	NOUN
fuelectenerg-11872	130	20	,	,	PUNCT
fuelectenerg-11872	130	21	the	the	DET
fuelectenerg-11872	130	22	softmax	softmax	NOUN
fuelectenerg-11872	130	23	activation	activation	NOUN
fuelectenerg-11872	130	24	function	function	NOUN
fuelectenerg-11872	130	25	is	be	AUX
fuelectenerg-11872	130	26	used	use	VERB
fuelectenerg-11872	130	27	at	at	ADP
fuelectenerg-11872	130	28	the	the	DET
fuelectenerg-11872	130	29	end	end	NOUN
fuelectenerg-11872	130	30	.	.	PUNCT
fuelectenerg-11872	131	1	the	the	DET
fuelectenerg-11872	131	2	model	model	NOUN
fuelectenerg-11872	131	3	takes	take	VERB
fuelectenerg-11872	131	4	a	a	DET
fuelectenerg-11872	131	5	sequence	sequence	NOUN
fuelectenerg-11872	131	6	of	of	ADP
fuelectenerg-11872	131	7	data	datum	NOUN
fuelectenerg-11872	131	8	as	as	ADP
fuelectenerg-11872	131	9	input	input	NOUN
fuelectenerg-11872	131	10	.	.	PUNCT
fuelectenerg-11872	132	1	then	then	ADV
fuelectenerg-11872	132	2	,	,	PUNCT
fuelectenerg-11872	132	3	the	the	DET
fuelectenerg-11872	132	4	embedded	embed	VERB
fuelectenerg-11872	132	5	input	input	NOUN
fuelectenerg-11872	132	6	words	word	NOUN
fuelectenerg-11872	132	7	are	be	AUX
fuelectenerg-11872	132	8	assigned	assign	VERB
fuelectenerg-11872	132	9	vectors	vector	NOUN
fuelectenerg-11872	132	10	based	base	VERB
fuelectenerg-11872	132	11	on	on	ADP
fuelectenerg-11872	132	12	the	the	DET
fuelectenerg-11872	132	13	positioning	positioning	NOUN
fuelectenerg-11872	132	14	of	of	ADP
fuelectenerg-11872	132	15	words	word	NOUN
fuelectenerg-11872	132	16	in	in	ADP
fuelectenerg-11872	132	17	a	a	DET
fuelectenerg-11872	132	18	sentence	sentence	NOUN
fuelectenerg-11872	132	19	before	before	ADP
fuelectenerg-11872	132	20	passing	pass	VERB
fuelectenerg-11872	132	21	through	through	ADP
fuelectenerg-11872	132	22	the	the	DET
fuelectenerg-11872	132	23	positional	positional	ADJ
fuelectenerg-11872	132	24	encoders	encoder	NOUN
fuelectenerg-11872	132	25	[	[	X
fuelectenerg-11872	132	26	21	21	NUM
fuelectenerg-11872	132	27	,	,	PUNCT
fuelectenerg-11872	132	28	28	28	NUM
fuelectenerg-11872	132	29	]	]	PUNCT
fuelectenerg-11872	132	30	.	.	PUNCT
fuelectenerg-11872	133	1	the	the	DET
fuelectenerg-11872	133	2	embeddings	embedding	NOUN
fuelectenerg-11872	133	3	are	be	AUX
fuelectenerg-11872	133	4	received	receive	VERB
fuelectenerg-11872	133	5	by	by	ADP
fuelectenerg-11872	133	6	the	the	DET
fuelectenerg-11872	133	7	encoder	encoder	NOUN
fuelectenerg-11872	133	8	blocks	block	NOUN
fuelectenerg-11872	133	9	consisting	consist	VERB
fuelectenerg-11872	133	10	of	of	ADP
fuelectenerg-11872	133	11	multi	multi	ADJ
fuelectenerg-11872	133	12	-	-	ADJ
fuelectenerg-11872	133	13	head	head	ADJ
fuelectenerg-11872	133	14	attention	attention	NOUN
fuelectenerg-11872	133	15	and	and	CCONJ
fuelectenerg-11872	133	16	feed	feed	NOUN
fuelectenerg-11872	133	17	-	-	PUNCT
fuelectenerg-11872	133	18	forward	forward	NOUN
fuelectenerg-11872	133	19	network	network	NOUN
fuelectenerg-11872	133	20	paths	path	NOUN
fuelectenerg-11872	133	21	,	,	PUNCT
fuelectenerg-11872	133	22	as	as	SCONJ
fuelectenerg-11872	133	23	shown	show	VERB
fuelectenerg-11872	133	24	in	in	ADP
fuelectenerg-11872	133	25	fig	fig	NOUN
fuelectenerg-11872	133	26	.	.	PUNCT
fuelectenerg-11872	134	1	2	2	X
fuelectenerg-11872	134	2	.	.	X
fuelectenerg-11872	134	3	the	the	DET
fuelectenerg-11872	134	4	relationship	relationship	NOUN
fuelectenerg-11872	134	5	between	between	ADP
fuelectenerg-11872	134	6	the	the	DET
fuelectenerg-11872	134	7	words	word	NOUN
fuelectenerg-11872	134	8	is	be	AUX
fuelectenerg-11872	134	9	captured	capture	VERB
fuelectenerg-11872	134	10	in	in	ADP
fuelectenerg-11872	134	11	a	a	DET
fuelectenerg-11872	134	12	sentence	sentence	NOUN
fuelectenerg-11872	134	13	using	use	VERB
fuelectenerg-11872	134	14	multi	multi	ADJ
fuelectenerg-11872	134	15	-	-	ADJ
fuelectenerg-11872	134	16	head	head	ADJ
fuelectenerg-11872	134	17	attention	attention	NOUN
fuelectenerg-11872	134	18	layers	layer	NOUN
fuelectenerg-11872	134	19	to	to	PART
fuelectenerg-11872	134	20	compute	compute	VERB
fuelectenerg-11872	134	21	the	the	DET
fuelectenerg-11872	134	22	attention	attention	NOUN
fuelectenerg-11872	134	23	vectors	vector	NOUN
fuelectenerg-11872	134	24	for	for	ADP
fuelectenerg-11872	134	25	each	each	DET
fuelectenerg-11872	134	26	input	input	NOUN
fuelectenerg-11872	134	27	and	and	CCONJ
fuelectenerg-11872	134	28	to	to	PART
fuelectenerg-11872	134	29	represent	represent	VERB
fuelectenerg-11872	134	30	how	how	SCONJ
fuelectenerg-11872	134	31	each	each	DET
fuelectenerg-11872	134	32	word	word	NOUN
fuelectenerg-11872	134	33	is	be	AUX
fuelectenerg-11872	134	34	related	relate	VERB
fuelectenerg-11872	134	35	to	to	ADP
fuelectenerg-11872	134	36	other	other	ADJ
fuelectenerg-11872	134	37	words	word	NOUN
fuelectenerg-11872	134	38	in	in	ADP
fuelectenerg-11872	134	39	the	the	DET
fuelectenerg-11872	134	40	same	same	ADJ
fuelectenerg-11872	134	41	sentence	sentence	NOUN
fuelectenerg-11872	134	42	.	.	PUNCT
fuelectenerg-11872	135	1	the	the	DET
fuelectenerg-11872	135	2	decoder	decoder	NOUN
fuelectenerg-11872	135	3	block	block	NOUN
fuelectenerg-11872	135	4	uses	use	VERB
fuelectenerg-11872	135	5	attention	attention	NOUN
fuelectenerg-11872	135	6	vectors	vector	NOUN
fuelectenerg-11872	135	7	with	with	ADP
fuelectenerg-11872	135	8	one	one	NUM
fuelectenerg-11872	135	9	vector	vector	NOUN
fuelectenerg-11872	135	10	at	at	ADP
fuelectenerg-11872	135	11	a	a	DET
fuelectenerg-11872	135	12	time	time	NOUN
fuelectenerg-11872	135	13	in	in	ADP
fuelectenerg-11872	135	14	a	a	DET
fuelectenerg-11872	135	15	feedforward	feedforward	NOUN
fuelectenerg-11872	135	16	network	network	NOUN
fuelectenerg-11872	135	17	.	.	PUNCT
fuelectenerg-11872	136	1	in	in	ADP
fuelectenerg-11872	136	2	the	the	DET
fuelectenerg-11872	136	3	multi	multi	ADJ
fuelectenerg-11872	136	4	-	-	ADJ
fuelectenerg-11872	136	5	head	head	ADJ
fuelectenerg-11872	136	6	attention	attention	NOUN
fuelectenerg-11872	136	7	layer	layer	NOUN
fuelectenerg-11872	136	8	,	,	PUNCT
fuelectenerg-11872	136	9	independent	independent	ADJ
fuelectenerg-11872	136	10	attention	attention	NOUN
fuelectenerg-11872	136	11	networks	network	NOUN
fuelectenerg-11872	136	12	achieve	achieve	VERB
fuelectenerg-11872	136	13	parallelization	parallelization	NOUN
fuelectenerg-11872	136	14	.	.	PUNCT
fuelectenerg-11872	137	1	the	the	DET
fuelectenerg-11872	137	2	multi	multi	ADJ
fuelectenerg-11872	137	3	-	-	ADJ
fuelectenerg-11872	137	4	head	head	ADJ
fuelectenerg-11872	137	5	attention	attention	NOUN
fuelectenerg-11872	137	6	layer	layer	NOUN
fuelectenerg-11872	137	7	takes	take	VERB
fuelectenerg-11872	137	8	inputs	input	NOUN
fuelectenerg-11872	137	9	and	and	CCONJ
fuelectenerg-11872	137	10	is	be	AUX
fuelectenerg-11872	137	11	fed	feed	VERB
fuelectenerg-11872	137	12	to	to	ADP
fuelectenerg-11872	137	13	three	three	NUM
fuelectenerg-11872	137	14	layers	layer	NOUN
fuelectenerg-11872	137	15	to	to	PART
fuelectenerg-11872	137	16	create	create	VERB
fuelectenerg-11872	137	17	the	the	DET
fuelectenerg-11872	137	18	query(q	query(q	NOUN
fuelectenerg-11872	137	19	)	)	PUNCT
fuelectenerg-11872	137	20	,	,	PUNCT
fuelectenerg-11872	137	21	key(k	key(k	PROPN
fuelectenerg-11872	137	22	)	)	PUNCT
fuelectenerg-11872	137	23	,	,	PUNCT
fuelectenerg-11872	137	24	and	and	CCONJ
fuelectenerg-11872	137	25	value(v	value(v	VERB
fuelectenerg-11872	137	26	)	)	PUNCT
fuelectenerg-11872	137	27	vectors	vector	NOUN
fuelectenerg-11872	137	28	[	[	X
fuelectenerg-11872	137	29	30	30	NUM
fuelectenerg-11872	137	30	]	]	PUNCT
fuelectenerg-11872	137	31	.	.	PUNCT
fuelectenerg-11872	138	1	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛	PROPN
fuelectenerg-11872	138	2	=	=	SYM
fuelectenerg-11872	138	3	𝑆𝑜𝑓𝑡𝑚𝑎𝑥	𝑆𝑜𝑓𝑡𝑚𝑎𝑥	PROPN
fuelectenerg-11872	138	4	(	(	PUNCT
fuelectenerg-11872	138	5	𝑄𝐾𝑇	𝑄𝐾𝑇	PROPN
fuelectenerg-11872	138	6	√𝑑𝐾	√𝑑𝐾	NOUN
fuelectenerg-11872	138	7	)	)	PUNCT
fuelectenerg-11872	138	8	𝑉	𝑉	VERB
fuelectenerg-11872	138	9	the	the	DET
fuelectenerg-11872	138	10	combination	combination	NOUN
fuelectenerg-11872	138	11	of	of	ADP
fuelectenerg-11872	138	12	the	the	DET
fuelectenerg-11872	138	13	n	n	PRON
fuelectenerg-11872	138	14	attention	attention	NOUN
fuelectenerg-11872	138	15	layer	layer	NOUN
fuelectenerg-11872	138	16	gives	give	VERB
fuelectenerg-11872	138	17	a	a	DET
fuelectenerg-11872	138	18	multi	multi	ADJ
fuelectenerg-11872	138	19	-	-	ADJ
fuelectenerg-11872	138	20	head	head	ADJ
fuelectenerg-11872	138	21	attention	attention	NOUN
fuelectenerg-11872	138	22	layer	layer	NOUN
fuelectenerg-11872	138	23	.	.	PUNCT
fuelectenerg-11872	139	1	𝑀𝑢𝑙𝑡𝑖ℎ𝑒𝑎𝑑	𝑀𝑢𝑙𝑡𝑖ℎ𝑒𝑎𝑑	PROPN
fuelectenerg-11872	139	2	𝑎𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛(𝑄	𝑎𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛(𝑄	PROPN
fuelectenerg-11872	139	3	,	,	PUNCT
fuelectenerg-11872	139	4	𝐾	𝐾	PROPN
fuelectenerg-11872	139	5	,	,	PUNCT
fuelectenerg-11872	139	6	𝑉	𝑉	PROPN
fuelectenerg-11872	139	7	)	)	PUNCT
fuelectenerg-11872	139	8	=	=	SYM
fuelectenerg-11872	139	9	𝐶𝑜𝑛𝑐𝑎𝑡(ℎ𝑒𝑎𝑑1	𝐶𝑜𝑛𝑐𝑎𝑡(ℎ𝑒𝑎𝑑1	NOUN
fuelectenerg-11872	139	10	,	,	PUNCT
fuelectenerg-11872	139	11	…	…	PUNCT
fuelectenerg-11872	139	12	…	…	PUNCT
fuelectenerg-11872	139	13	…	…	PUNCT
fuelectenerg-11872	139	14	.	.	PUNCT
fuelectenerg-11872	139	15	.	.	PUNCT
fuelectenerg-11872	140	1	ℎ𝑒𝑎𝑑𝑛	ℎ𝑒𝑎𝑑𝑛	NOUN
fuelectenerg-11872	140	2	)	)	PUNCT
fuelectenerg-11872	140	3	whereheadi	whereheadi	NOUN
fuelectenerg-11872	140	4	=	=	SYM
fuelectenerg-11872	140	5	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛(𝑄𝑊𝑖	𝐴𝑡𝑡𝑒𝑛𝑡𝑖𝑜𝑛(𝑄𝑊𝑖	ADJ
fuelectenerg-11872	140	6	𝑄	𝑄	NOUN
fuelectenerg-11872	140	7	,	,	PUNCT
fuelectenerg-11872	140	8	𝐾𝑊𝑖	𝐾𝑊𝑖	ADJ
fuelectenerg-11872	140	9	𝐾	𝐾	PROPN
fuelectenerg-11872	140	10	,	,	PUNCT
fuelectenerg-11872	140	11	𝑉𝑊𝑖	𝑉𝑊𝑖	NOUN
fuelectenerg-11872	140	12	𝑉	𝑉	PROPN
fuelectenerg-11872	140	13	)	)	PUNCT
fuelectenerg-11872	140	14	like	like	ADP
fuelectenerg-11872	140	15	the	the	DET
fuelectenerg-11872	140	16	encoder	encoder	NOUN
fuelectenerg-11872	140	17	block	block	NOUN
fuelectenerg-11872	140	18	,	,	PUNCT
fuelectenerg-11872	140	19	the	the	DET
fuelectenerg-11872	140	20	decoder	decoder	NOUN
fuelectenerg-11872	140	21	has	have	VERB
fuelectenerg-11872	140	22	positional	positional	ADJ
fuelectenerg-11872	140	23	encoders	encoder	NOUN
fuelectenerg-11872	140	24	and	and	CCONJ
fuelectenerg-11872	140	25	masked	mask	VERB
fuelectenerg-11872	140	26	multi	multi	ADJ
fuelectenerg-11872	140	27	-	-	ADJ
fuelectenerg-11872	140	28	head	head	ADJ
fuelectenerg-11872	140	29	attention	attention	NOUN
fuelectenerg-11872	140	30	layers	layer	NOUN
fuelectenerg-11872	140	31	.	.	PUNCT
fuelectenerg-11872	141	1	the	the	DET
fuelectenerg-11872	141	2	attention	attention	NOUN
fuelectenerg-11872	141	3	vectors	vector	NOUN
fuelectenerg-11872	141	4	from	from	ADP
fuelectenerg-11872	141	5	the	the	DET
fuelectenerg-11872	141	6	encoder	encoder	NOUN
fuelectenerg-11872	141	7	block	block	NOUN
fuelectenerg-11872	141	8	and	and	CCONJ
fuelectenerg-11872	141	9	its	its	PRON
fuelectenerg-11872	141	10	masked	masked	ADJ
fuelectenerg-11872	141	11	multi	multi	ADJ
fuelectenerg-11872	141	12	-	-	ADJ
fuelectenerg-11872	141	13	head	head	ADJ
fuelectenerg-11872	141	14	attention	attention	NOUN
fuelectenerg-11872	141	15	layers	layer	NOUN
fuelectenerg-11872	141	16	are	be	AUX
fuelectenerg-11872	141	17	handed	hand	VERB
fuelectenerg-11872	141	18	to	to	ADP
fuelectenerg-11872	141	19	another	another	DET
fuelectenerg-11872	141	20	multi	multi	ADJ
fuelectenerg-11872	141	21	-	-	ADJ
fuelectenerg-11872	141	22	head	head	ADJ
fuelectenerg-11872	141	23	attention	attention	NOUN
fuelectenerg-11872	141	24	block	block	NOUN
fuelectenerg-11872	141	25	.	.	PUNCT
fuelectenerg-11872	142	1	the	the	DET
fuelectenerg-11872	142	2	feed	feed	NOUN
fuelectenerg-11872	142	3	-	-	PUNCT
fuelectenerg-11872	142	4	forward	forward	NOUN
fuelectenerg-11872	142	5	network	network	NOUN
fuelectenerg-11872	142	6	is	be	AUX
fuelectenerg-11872	142	7	passed	pass	VERB
fuelectenerg-11872	142	8	with	with	ADP
fuelectenerg-11872	142	9	a	a	DET
fuelectenerg-11872	142	10	set	set	NOUN
fuelectenerg-11872	142	11	of	of	ADP
fuelectenerg-11872	142	12	vectors	vector	NOUN
fuelectenerg-11872	142	13	where	where	SCONJ
fuelectenerg-11872	142	14	each	each	DET
fuelectenerg-11872	142	15	vector	vector	NOUN
fuelectenerg-11872	142	16	gives	give	VERB
fuelectenerg-11872	142	17	the	the	DET
fuelectenerg-11872	142	18	relation	relation	NOUN
fuelectenerg-11872	142	19	with	with	ADP
fuelectenerg-11872	142	20	other	other	ADJ
fuelectenerg-11872	142	21	words	word	NOUN
fuelectenerg-11872	142	22	in	in	ADP
fuelectenerg-11872	142	23	the	the	DET
fuelectenerg-11872	142	24	entire	entire	ADJ
fuelectenerg-11872	142	25	document	document	NOUN
fuelectenerg-11872	142	26	.	.	PUNCT
fuelectenerg-11872	143	1	finally	finally	ADV
fuelectenerg-11872	143	2	,	,	PUNCT
fuelectenerg-11872	143	3	a	a	DET
fuelectenerg-11872	143	4	softmax	softmax	NOUN
fuelectenerg-11872	143	5	function	function	NOUN
fuelectenerg-11872	143	6	is	be	AUX
fuelectenerg-11872	143	7	used	use	VERB
fuelectenerg-11872	143	8	after	after	SCONJ
fuelectenerg-11872	143	9	the	the	DET
fuelectenerg-11872	143	10	linear	linear	ADJ
fuelectenerg-11872	143	11	layer	layer	NOUN
fuelectenerg-11872	143	12	is	be	AUX
fuelectenerg-11872	143	13	placed	place	VERB
fuelectenerg-11872	143	14	after	after	ADP
fuelectenerg-11872	143	15	the	the	DET
fuelectenerg-11872	143	16	feed	feed	NOUN
fuelectenerg-11872	143	17	-	-	PUNCT
fuelectenerg-11872	143	18	forward	forward	NOUN
fuelectenerg-11872	143	19	network	network	NOUN
fuelectenerg-11872	144	1	[	[	X
fuelectenerg-11872	144	2	29	29	NUM
fuelectenerg-11872	144	3	]	]	PUNCT
fuelectenerg-11872	144	4	at	at	ADP
fuelectenerg-11872	144	5	the	the	DET
fuelectenerg-11872	144	6	output	output	NOUN
fuelectenerg-11872	144	7	to	to	PART
fuelectenerg-11872	144	8	convert	convert	VERB
fuelectenerg-11872	144	9	it	it	PRON
fuelectenerg-11872	144	10	into	into	ADP
fuelectenerg-11872	144	11	a	a	DET
fuelectenerg-11872	144	12	probability	probability	NOUN
fuelectenerg-11872	144	13	distribution	distribution	NOUN
fuelectenerg-11872	144	14	function	function	NOUN
fuelectenerg-11872	144	15	.	.	PUNCT
fuelectenerg-11872	145	1	deep	deep	ADJ
fuelectenerg-11872	145	2	learning	learning	NOUN
fuelectenerg-11872	145	3	-	-	PUNCT
fuelectenerg-11872	145	4	based	base	VERB
fuelectenerg-11872	145	5	modified	modified	ADJ
fuelectenerg-11872	145	6	transformer	transformer	NOUN
fuelectenerg-11872	145	7	model	model	NOUN
fuelectenerg-11872	145	8	for	for	ADP
fuelectenerg-11872	145	9	automated	automate	VERB
fuelectenerg-11872	145	10	news	news	NOUN
fuelectenerg-11872	145	11	article	article	NOUN
fuelectenerg-11872	145	12	summarization	summarization	NOUN
fuelectenerg-11872	145	13	267	267	NUM
fuelectenerg-11872	145	14	figure	figure	NOUN
fuelectenerg-11872	145	15	3	3	NUM
fuelectenerg-11872	145	16	and	and	CCONJ
fuelectenerg-11872	145	17	figure	figure	VERB
fuelectenerg-11872	145	18	4	4	NUM
fuelectenerg-11872	145	19	depict	depict	VERB
fuelectenerg-11872	145	20	the	the	DET
fuelectenerg-11872	145	21	model	model	NOUN
fuelectenerg-11872	145	22	architecture	architecture	NOUN
fuelectenerg-11872	145	23	of	of	ADP
fuelectenerg-11872	145	24	the	the	DET
fuelectenerg-11872	145	25	transformer	transformer	NOUN
fuelectenerg-11872	145	26	model	model	NOUN
fuelectenerg-11872	145	27	that	that	PRON
fuelectenerg-11872	145	28	contains	contain	VERB
fuelectenerg-11872	145	29	encoder	encoder	NOUN
fuelectenerg-11872	145	30	and	and	CCONJ
fuelectenerg-11872	145	31	decoder	decoder	NOUN
fuelectenerg-11872	145	32	layers	layer	NOUN
fuelectenerg-11872	145	33	connected	connect	VERB
fuelectenerg-11872	145	34	with	with	ADP
fuelectenerg-11872	145	35	feed	feed	NOUN
fuelectenerg-11872	145	36	-	-	PUNCT
fuelectenerg-11872	145	37	forward	forward	NOUN
fuelectenerg-11872	145	38	networks	network	NOUN
fuelectenerg-11872	145	39	,	,	PUNCT
fuelectenerg-11872	145	40	attention	attention	NOUN
fuelectenerg-11872	145	41	layers	layer	NOUN
fuelectenerg-11872	145	42	,	,	PUNCT
fuelectenerg-11872	145	43	and	and	CCONJ
fuelectenerg-11872	145	44	normalization	normalization	NOUN
fuelectenerg-11872	145	45	layers	layer	NOUN
fuelectenerg-11872	145	46	.	.	PUNCT
fuelectenerg-11872	146	1	fig	fig	NOUN
fuelectenerg-11872	146	2	.	.	PUNCT
fuelectenerg-11872	147	1	3	3	NUM
fuelectenerg-11872	147	2	transformer	transformer	NOUN
fuelectenerg-11872	147	3	encoder	encoder	NOUN
fuelectenerg-11872	147	4	fig	fig	NOUN
fuelectenerg-11872	147	5	.	.	PUNCT
fuelectenerg-11872	147	6	4	4	NUM
fuelectenerg-11872	147	7	transformer	transformer	NOUN
fuelectenerg-11872	147	8	decoder	decoder	NOUN
fuelectenerg-11872	147	9	the	the	DET
fuelectenerg-11872	147	10	proposed	propose	VERB
fuelectenerg-11872	147	11	transformer	transformer	NOUN
fuelectenerg-11872	147	12	model	model	NOUN
fuelectenerg-11872	147	13	is	be	AUX
fuelectenerg-11872	147	14	designed	design	VERB
fuelectenerg-11872	147	15	with	with	ADP
fuelectenerg-11872	147	16	varying	vary	VERB
fuelectenerg-11872	147	17	layers	layer	NOUN
fuelectenerg-11872	147	18	of	of	ADP
fuelectenerg-11872	147	19	encoder	encoder	NOUN
fuelectenerg-11872	147	20	,	,	PUNCT
fuelectenerg-11872	147	21	decoder	decoder	NOUN
fuelectenerg-11872	147	22	,	,	PUNCT
fuelectenerg-11872	147	23	and	and	CCONJ
fuelectenerg-11872	147	24	feed	feed	NOUN
fuelectenerg-11872	147	25	-	-	PUNCT
fuelectenerg-11872	147	26	forward	forward	NOUN
fuelectenerg-11872	147	27	network	network	NOUN
fuelectenerg-11872	147	28	layers	layer	NOUN
fuelectenerg-11872	147	29	and	and	CCONJ
fuelectenerg-11872	147	30	accordingly	accordingly	ADV
fuelectenerg-11872	147	31	named	name	VERB
fuelectenerg-11872	147	32	with	with	ADP
fuelectenerg-11872	147	33	different	different	ADJ
fuelectenerg-11872	147	34	model	model	NOUN
fuelectenerg-11872	147	35	numbers	number	NOUN
fuelectenerg-11872	147	36	as	as	ADP
fuelectenerg-11872	147	37	1	1	NUM
fuelectenerg-11872	147	38	,	,	PUNCT
fuelectenerg-11872	147	39	2	2	NUM
fuelectenerg-11872	147	40	,	,	PUNCT
fuelectenerg-11872	147	41	and	and	CCONJ
fuelectenerg-11872	147	42	so	so	ADV
fuelectenerg-11872	147	43	on	on	ADV
fuelectenerg-11872	147	44	.	.	PUNCT
fuelectenerg-11872	148	1	finally	finally	ADV
fuelectenerg-11872	148	2	,	,	PUNCT
fuelectenerg-11872	148	3	six	six	NUM
fuelectenerg-11872	148	4	models	model	NOUN
fuelectenerg-11872	148	5	were	be	AUX
fuelectenerg-11872	148	6	formed	form	VERB
fuelectenerg-11872	148	7	and	and	CCONJ
fuelectenerg-11872	148	8	tested	test	VERB
fuelectenerg-11872	148	9	.	.	PUNCT
fuelectenerg-11872	149	1	the	the	DET
fuelectenerg-11872	149	2	following	follow	VERB
fuelectenerg-11872	149	3	are	be	AUX
fuelectenerg-11872	149	4	the	the	DET
fuelectenerg-11872	149	5	algorithm	algorithm	NOUN
fuelectenerg-11872	149	6	steps	step	NOUN
fuelectenerg-11872	149	7	that	that	PRON
fuelectenerg-11872	149	8	are	be	AUX
fuelectenerg-11872	149	9	used	use	VERB
fuelectenerg-11872	149	10	while	while	SCONJ
fuelectenerg-11872	149	11	designing	design	VERB
fuelectenerg-11872	149	12	the	the	DET
fuelectenerg-11872	149	13	transformer	transformer	NOUN
fuelectenerg-11872	149	14	.	.	PUNCT
fuelectenerg-11872	150	1	transformer	transformer	ADJ
fuelectenerg-11872	150	2	algorithm	algorithm	NOUN
fuelectenerg-11872	150	3	steps	step	NOUN
fuelectenerg-11872	150	4	:	:	PUNCT
fuelectenerg-11872	150	5	1	1	X
fuelectenerg-11872	150	6	.	.	X
fuelectenerg-11872	150	7	find	find	VERB
fuelectenerg-11872	150	8	the	the	DET
fuelectenerg-11872	150	9	word	word	NOUN
fuelectenerg-11872	150	10	embedding	embed	VERB
fuelectenerg-11872	150	11	for	for	ADP
fuelectenerg-11872	150	12	the	the	DET
fuelectenerg-11872	150	13	input	input	NOUN
fuelectenerg-11872	150	14	sequence	sequence	NOUN
fuelectenerg-11872	150	15	:	:	PUNCT
fuelectenerg-11872	150	16	▪	▪	X
fuelectenerg-11872	150	17	use	use	VERB
fuelectenerg-11872	150	18	a	a	DET
fuelectenerg-11872	150	19	pre	pre	ADJ
fuelectenerg-11872	150	20	-	-	ADJ
fuelectenerg-11872	150	21	trained	train	VERB
fuelectenerg-11872	150	22	word	word	NOUN
fuelectenerg-11872	150	23	embedding	embed	VERB
fuelectenerg-11872	150	24	model	model	NOUN
fuelectenerg-11872	150	25	like	like	ADP
fuelectenerg-11872	150	26	word2vec	word2vec	X
fuelectenerg-11872	150	27	to	to	PART
fuelectenerg-11872	150	28	convert	convert	VERB
fuelectenerg-11872	150	29	each	each	DET
fuelectenerg-11872	150	30	word	word	NOUN
fuelectenerg-11872	150	31	in	in	ADP
fuelectenerg-11872	150	32	the	the	DET
fuelectenerg-11872	150	33	input	input	NOUN
fuelectenerg-11872	150	34	sequence	sequence	NOUN
fuelectenerg-11872	150	35	to	to	ADP
fuelectenerg-11872	150	36	a	a	DET
fuelectenerg-11872	150	37	vector	vector	NOUN
fuelectenerg-11872	150	38	representation	representation	NOUN
fuelectenerg-11872	150	39	.	.	PUNCT
fuelectenerg-11872	151	1	2	2	X
fuelectenerg-11872	151	2	.	.	X
fuelectenerg-11872	151	3	find	find	VERB
fuelectenerg-11872	151	4	the	the	DET
fuelectenerg-11872	151	5	positional	positional	ADJ
fuelectenerg-11872	151	6	information	information	NOUN
fuelectenerg-11872	151	7	(	(	PUNCT
fuelectenerg-11872	151	8	positional	positional	ADJ
fuelectenerg-11872	151	9	encoding	encoding	NOUN
fuelectenerg-11872	151	10	):	):	PUNCT
fuelectenerg-11872	151	11	▪	▪	NOUN
fuelectenerg-11872	151	12	generate	generate	VERB
fuelectenerg-11872	151	13	positional	positional	ADJ
fuelectenerg-11872	151	14	encoding	encoding	NOUN
fuelectenerg-11872	151	15	vectors	vector	NOUN
fuelectenerg-11872	151	16	to	to	PART
fuelectenerg-11872	151	17	add	add	VERB
fuelectenerg-11872	151	18	to	to	ADP
fuelectenerg-11872	151	19	the	the	DET
fuelectenerg-11872	151	20	word	word	NOUN
fuelectenerg-11872	151	21	embeddings	embedding	NOUN
fuelectenerg-11872	151	22	.	.	PUNCT
fuelectenerg-11872	151	23	▪	▪	NOUN
fuelectenerg-11872	151	24	for	for	ADP
fuelectenerg-11872	151	25	each	each	DET
fuelectenerg-11872	151	26	position	position	NOUN
fuelectenerg-11872	151	27	in	in	ADP
fuelectenerg-11872	151	28	the	the	DET
fuelectenerg-11872	151	29	input	input	NOUN
fuelectenerg-11872	151	30	sequence	sequence	NOUN
fuelectenerg-11872	151	31	,	,	PUNCT
fuelectenerg-11872	151	32	generate	generate	VERB
fuelectenerg-11872	151	33	a	a	DET
fuelectenerg-11872	151	34	positional	positional	ADJ
fuelectenerg-11872	151	35	encoding	encoding	NOUN
fuelectenerg-11872	151	36	vector	vector	NOUN
fuelectenerg-11872	151	37	using	use	VERB
fuelectenerg-11872	151	38	a	a	DET
fuelectenerg-11872	151	39	formula	formula	NOUN
fuelectenerg-11872	151	40	like	like	ADP
fuelectenerg-11872	151	41	a	a	DET
fuelectenerg-11872	151	42	sin(pos/10000^(2i	sin(pos/10000^(2i	PROPN
fuelectenerg-11872	151	43	/	/	SYM
fuelectenerg-11872	151	44	dim	dim	NOUN
fuelectenerg-11872	151	45	)	)	PUNCT
fuelectenerg-11872	151	46	)	)	PUNCT
fuelectenerg-11872	151	47	or	or	CCONJ
fuelectenerg-11872	151	48	cos(pos/10000^(2i	cos(pos/10000^(2i	PROPN
fuelectenerg-11872	151	49	/	/	SYM
fuelectenerg-11872	151	50	dim	dim	NOUN
fuelectenerg-11872	151	51	)	)	PUNCT
fuelectenerg-11872	151	52	)	)	PUNCT
fuelectenerg-11872	151	53	,	,	PUNCT
fuelectenerg-11872	151	54	where	where	SCONJ
fuelectenerg-11872	151	55	pos	pos	NOUN
fuelectenerg-11872	151	56	are	be	AUX
fuelectenerg-11872	151	57	the	the	DET
fuelectenerg-11872	151	58	position	position	NOUN
fuelectenerg-11872	151	59	,	,	PUNCT
fuelectenerg-11872	151	60	and	and	CCONJ
fuelectenerg-11872	151	61	i	i	PRON
fuelectenerg-11872	151	62	is	be	AUX
fuelectenerg-11872	151	63	the	the	DET
fuelectenerg-11872	151	64	index	index	NOUN
fuelectenerg-11872	151	65	of	of	ADP
fuelectenerg-11872	151	66	the	the	DET
fuelectenerg-11872	151	67	dimension	dimension	NOUN
fuelectenerg-11872	151	68	in	in	ADP
fuelectenerg-11872	151	69	the	the	DET
fuelectenerg-11872	151	70	embedding	embed	VERB
fuelectenerg-11872	151	71	vector	vector	NOUN
fuelectenerg-11872	151	72	,	,	PUNCT
fuelectenerg-11872	151	73	anddim	anddim	PROPN
fuelectenerg-11872	151	74	is	be	AUX
fuelectenerg-11872	151	75	the	the	DET
fuelectenerg-11872	151	76	dimensionality	dimensionality	NOUN
fuelectenerg-11872	151	77	of	of	ADP
fuelectenerg-11872	151	78	the	the	DET
fuelectenerg-11872	151	79	embedding	embed	VERB
fuelectenerg-11872	151	80	vector	vector	NOUN
fuelectenerg-11872	151	81	.	.	PUNCT
fuelectenerg-11872	152	1	▪	▪	NOUN
fuelectenerg-11872	152	2	add	add	VERB
fuelectenerg-11872	152	3	the	the	DET
fuelectenerg-11872	152	4	positional	positional	ADJ
fuelectenerg-11872	152	5	encoding	encoding	NOUN
fuelectenerg-11872	152	6	vectors	vector	NOUN
fuelectenerg-11872	152	7	to	to	ADP
fuelectenerg-11872	152	8	the	the	DET
fuelectenerg-11872	152	9	word	word	NOUN
fuelectenerg-11872	152	10	embeddings	embedding	NOUN
fuelectenerg-11872	152	11	.	.	PUNCT
fuelectenerg-11872	153	1	3	3	X
fuelectenerg-11872	153	2	.	.	X
fuelectenerg-11872	153	3	summing	sum	VERB
fuelectenerg-11872	153	4	of	of	ADP
fuelectenerg-11872	153	5	word	word	NOUN
fuelectenerg-11872	153	6	embedding	embed	VERB
fuelectenerg-11872	153	7	and	and	CCONJ
fuelectenerg-11872	153	8	positional	positional	ADJ
fuelectenerg-11872	153	9	encoding	encoding	NOUN
fuelectenerg-11872	153	10	:	:	PUNCT
fuelectenerg-11872	153	11	▪	▪	X
fuelectenerg-11872	153	12	add	add	VERB
fuelectenerg-11872	153	13	the	the	DET
fuelectenerg-11872	153	14	word	word	NOUN
fuelectenerg-11872	153	15	embeddings	embedding	NOUN
fuelectenerg-11872	153	16	and	and	CCONJ
fuelectenerg-11872	153	17	positional	positional	ADJ
fuelectenerg-11872	153	18	encoding	encoding	NOUN
fuelectenerg-11872	153	19	vectors	vector	NOUN
fuelectenerg-11872	153	20	element	element	ADJ
fuelectenerg-11872	153	21	-	-	ADJ
fuelectenerg-11872	153	22	wise	wise	ADJ
fuelectenerg-11872	153	23	to	to	PART
fuelectenerg-11872	153	24	get	get	VERB
fuelectenerg-11872	153	25	the	the	DET
fuelectenerg-11872	153	26	final	final	ADJ
fuelectenerg-11872	153	27	embeddings	embedding	NOUN
fuelectenerg-11872	153	28	for	for	ADP
fuelectenerg-11872	153	29	each	each	DET
fuelectenerg-11872	153	30	word	word	NOUN
fuelectenerg-11872	153	31	in	in	ADP
fuelectenerg-11872	153	32	the	the	DET
fuelectenerg-11872	153	33	input	input	NOUN
fuelectenerg-11872	153	34	sequence	sequence	NOUN
fuelectenerg-11872	153	35	.	.	PUNCT
fuelectenerg-11872	154	1	268	268	NUM
fuelectenerg-11872	154	2	b.	b.	PROPN
fuelectenerg-11872	154	3	srinivas	srinivas	PROPN
fuelectenerg-11872	154	4	.	.	PROPN
fuelectenerg-11872	154	5	,	,	PUNCT
fuelectenerg-11872	154	6	b.	b.	PROPN
fuelectenerg-11872	154	7	lavanya	lavanya	PROPN
fuelectenerg-11872	154	8	.	.	PUNCT
fuelectenerg-11872	154	9	,	,	PUNCT
fuelectenerg-11872	154	10	n.	n.	PROPN
fuelectenerg-11872	154	11	k.	k.	PROPN
fuelectenerg-11872	154	12	darimireddy	darimireddy	PROPN
fuelectenerg-11872	154	13	,	,	PUNCT
fuelectenerg-11872	154	14	p.	p.	PROPN
fuelectenerg-11872	154	15	s.	s.	PROPN
fuelectenerg-11872	154	16	prasad	prasad	PROPN
fuelectenerg-11872	154	17	et.al	et.al	PROPN
fuelectenerg-11872	154	18	.	.	PUNCT
fuelectenerg-11872	155	1	4	4	X
fuelectenerg-11872	155	2	.	.	X
fuelectenerg-11872	155	3	apply	apply	VERB
fuelectenerg-11872	155	4	the	the	DET
fuelectenerg-11872	155	5	query	query	NOUN
fuelectenerg-11872	155	6	(	(	PUNCT
fuelectenerg-11872	155	7	q	q	NOUN
fuelectenerg-11872	155	8	)	)	PUNCT
fuelectenerg-11872	155	9	,	,	PUNCT
fuelectenerg-11872	155	10	key	key	ADJ
fuelectenerg-11872	155	11	(	(	PUNCT
fuelectenerg-11872	155	12	k	k	NOUN
fuelectenerg-11872	155	13	)	)	PUNCT
fuelectenerg-11872	155	14	,	,	PUNCT
fuelectenerg-11872	155	15	and	and	CCONJ
fuelectenerg-11872	155	16	value	value	NOUN
fuelectenerg-11872	155	17	(	(	PUNCT
fuelectenerg-11872	155	18	v	v	NOUN
fuelectenerg-11872	155	19	)	)	PUNCT
fuelectenerg-11872	155	20	vectors	vector	NOUN
fuelectenerg-11872	155	21	to	to	ADP
fuelectenerg-11872	155	22	the	the	DET
fuelectenerg-11872	155	23	transformer	transformer	NOUN
fuelectenerg-11872	155	24	encoder	encoder	NOUN
fuelectenerg-11872	155	25	:	:	PUNCT
fuelectenerg-11872	155	26	▪	▪	X
fuelectenerg-11872	155	27	feed	feed	VERB
fuelectenerg-11872	155	28	the	the	DET
fuelectenerg-11872	155	29	embeddings	embedding	NOUN
fuelectenerg-11872	155	30	to	to	ADP
fuelectenerg-11872	155	31	a	a	DET
fuelectenerg-11872	155	32	transformer	transformer	NOUN
fuelectenerg-11872	155	33	encoder	encoder	NOUN
fuelectenerg-11872	155	34	layer	layer	NOUN
fuelectenerg-11872	155	35	.	.	PUNCT
fuelectenerg-11872	156	1	▪	▪	NOUN
fuelectenerg-11872	156	2	the	the	DET
fuelectenerg-11872	156	3	encoder	encoder	NOUN
fuelectenerg-11872	156	4	generates	generate	VERB
fuelectenerg-11872	156	5	q	q	NOUN
fuelectenerg-11872	156	6	,	,	PUNCT
fuelectenerg-11872	156	7	k	k	NOUN
fuelectenerg-11872	156	8	,	,	PUNCT
fuelectenerg-11872	156	9	and	and	CCONJ
fuelectenerg-11872	156	10	v	v	NUM
fuelectenerg-11872	156	11	vectors	vector	NOUN
fuelectenerg-11872	156	12	for	for	ADP
fuelectenerg-11872	156	13	each	each	DET
fuelectenerg-11872	156	14	position	position	NOUN
fuelectenerg-11872	156	15	in	in	ADP
fuelectenerg-11872	156	16	the	the	DET
fuelectenerg-11872	156	17	input	input	NOUN
fuelectenerg-11872	156	18	sequence	sequence	NOUN
fuelectenerg-11872	156	19	.	.	PUNCT
fuelectenerg-11872	157	1	▪	▪	X
fuelectenerg-11872	157	2	use	use	VERB
fuelectenerg-11872	157	3	these	these	DET
fuelectenerg-11872	157	4	vectors	vector	NOUN
fuelectenerg-11872	157	5	to	to	PART
fuelectenerg-11872	157	6	calculate	calculate	VERB
fuelectenerg-11872	157	7	attention	attention	NOUN
fuelectenerg-11872	157	8	scores	score	NOUN
fuelectenerg-11872	157	9	between	between	ADP
fuelectenerg-11872	157	10	all	all	DET
fuelectenerg-11872	157	11	positions	position	NOUN
fuelectenerg-11872	157	12	in	in	ADP
fuelectenerg-11872	157	13	the	the	DET
fuelectenerg-11872	157	14	series	series	NOUN
fuelectenerg-11872	157	15	.	.	PUNCT
fuelectenerg-11872	158	1	▪	▪	X
fuelectenerg-11872	158	2	use	use	VERB
fuelectenerg-11872	158	3	these	these	DET
fuelectenerg-11872	158	4	scores	score	NOUN
fuelectenerg-11872	158	5	to	to	PART
fuelectenerg-11872	158	6	weight	weight	VERB
fuelectenerg-11872	158	7	the	the	DET
fuelectenerg-11872	158	8	values	value	NOUN
fuelectenerg-11872	158	9	(	(	PUNCT
fuelectenerg-11872	158	10	v	v	NOUN
fuelectenerg-11872	158	11	)	)	PUNCT
fuelectenerg-11872	158	12	vectors	vector	NOUN
fuelectenerg-11872	158	13	and	and	CCONJ
fuelectenerg-11872	158	14	generate	generate	VERB
fuelectenerg-11872	158	15	a	a	DET
fuelectenerg-11872	158	16	context	context	NOUN
fuelectenerg-11872	158	17	vector	vector	NOUN
fuelectenerg-11872	158	18	for	for	ADP
fuelectenerg-11872	158	19	each	each	DET
fuelectenerg-11872	158	20	position	position	NOUN
fuelectenerg-11872	158	21	in	in	ADP
fuelectenerg-11872	158	22	the	the	DET
fuelectenerg-11872	158	23	sequence	sequence	NOUN
fuelectenerg-11872	158	24	.	.	PUNCT
fuelectenerg-11872	159	1	▪	▪	ADJ
fuelectenerg-11872	159	2	feed	feed	VERB
fuelectenerg-11872	159	3	the	the	DET
fuelectenerg-11872	159	4	context	context	NOUN
fuelectenerg-11872	159	5	vectors	vector	NOUN
fuelectenerg-11872	159	6	to	to	ADP
fuelectenerg-11872	159	7	the	the	DET
fuelectenerg-11872	159	8	next	next	ADJ
fuelectenerg-11872	159	9	transformer	transformer	NOUN
fuelectenerg-11872	159	10	encoder	encoder	NOUN
fuelectenerg-11872	159	11	layer	layer	NOUN
fuelectenerg-11872	159	12	.	.	PUNCT
fuelectenerg-11872	160	1	5	5	X
fuelectenerg-11872	160	2	.	.	X
fuelectenerg-11872	160	3	repeat	repeat	VERB
fuelectenerg-11872	160	4	the	the	DET
fuelectenerg-11872	160	5	transformer	transformer	NOUN
fuelectenerg-11872	160	6	encoders	encoder	NOUN
fuelectenerg-11872	160	7	for	for	ADP
fuelectenerg-11872	160	8	n	n	DET
fuelectenerg-11872	160	9	number	number	NOUN
fuelectenerg-11872	160	10	of	of	ADP
fuelectenerg-11872	160	11	times	time	NOUN
fuelectenerg-11872	160	12	:	:	PUNCT
fuelectenerg-11872	160	13	▪	▪	ADJ
fuelectenerg-11872	160	14	repeat	repeat	NOUN
fuelectenerg-11872	160	15	step	step	NOUN
fuelectenerg-11872	160	16	4	4	NUM
fuelectenerg-11872	160	17	for	for	ADP
fuelectenerg-11872	160	18	n	n	PRON
fuelectenerg-11872	160	19	number	number	NOUN
fuelectenerg-11872	160	20	of	of	ADP
fuelectenerg-11872	160	21	transformer	transformer	ADJ
fuelectenerg-11872	160	22	encoder	encoder	NOUN
fuelectenerg-11872	160	23	layers	layer	NOUN
fuelectenerg-11872	160	24	.	.	PUNCT
fuelectenerg-11872	161	1	6	6	X
fuelectenerg-11872	161	2	.	.	X
fuelectenerg-11872	161	3	find	find	VERB
fuelectenerg-11872	161	4	the	the	DET
fuelectenerg-11872	161	5	word	word	NOUN
fuelectenerg-11872	161	6	embedding	embed	VERB
fuelectenerg-11872	161	7	for	for	ADP
fuelectenerg-11872	161	8	the	the	DET
fuelectenerg-11872	161	9	ground	ground	NOUN
fuelectenerg-11872	161	10	truth	truth	NOUN
fuelectenerg-11872	161	11	sequence	sequence	NOUN
fuelectenerg-11872	161	12	:	:	PUNCT
fuelectenerg-11872	161	13	▪	▪	X
fuelectenerg-11872	161	14	convert	convert	VERB
fuelectenerg-11872	161	15	each	each	DET
fuelectenerg-11872	161	16	word	word	NOUN
fuelectenerg-11872	161	17	in	in	ADP
fuelectenerg-11872	161	18	the	the	DET
fuelectenerg-11872	161	19	ground	ground	NOUN
fuelectenerg-11872	161	20	truth	truth	NOUN
fuelectenerg-11872	161	21	sequence	sequence	NOUN
fuelectenerg-11872	161	22	to	to	ADP
fuelectenerg-11872	161	23	a	a	DET
fuelectenerg-11872	161	24	vector	vector	NOUN
fuelectenerg-11872	161	25	representation	representation	NOUN
fuelectenerg-11872	161	26	using	use	VERB
fuelectenerg-11872	161	27	the	the	DET
fuelectenerg-11872	161	28	same	same	ADJ
fuelectenerg-11872	161	29	pre	pre	ADJ
fuelectenerg-11872	161	30	-	-	ADJ
fuelectenerg-11872	161	31	trained	train	VERB
fuelectenerg-11872	161	32	word	word	NOUN
fuelectenerg-11872	161	33	embedding	embed	VERB
fuelectenerg-11872	161	34	model	model	NOUN
fuelectenerg-11872	161	35	as	as	SCONJ
fuelectenerg-11872	161	36	in	in	ADP
fuelectenerg-11872	161	37	step	step	NOUN
fuelectenerg-11872	161	38	1	1	NUM
fuelectenerg-11872	161	39	.	.	NOUN
fuelectenerg-11872	161	40	7	7	X
fuelectenerg-11872	161	41	.	.	X
fuelectenerg-11872	161	42	find	find	VERB
fuelectenerg-11872	161	43	the	the	DET
fuelectenerg-11872	161	44	positional	positional	ADJ
fuelectenerg-11872	161	45	information	information	NOUN
fuelectenerg-11872	161	46	(	(	PUNCT
fuelectenerg-11872	161	47	positional	positional	ADJ
fuelectenerg-11872	161	48	encoding	encoding	NOUN
fuelectenerg-11872	161	49	):	):	PUNCT
fuelectenerg-11872	161	50	▪	▪	NOUN
fuelectenerg-11872	161	51	generate	generate	VERB
fuelectenerg-11872	161	52	positional	positional	ADJ
fuelectenerg-11872	161	53	encoding	encoding	NOUN
fuelectenerg-11872	161	54	vectors	vector	NOUN
fuelectenerg-11872	161	55	for	for	ADP
fuelectenerg-11872	161	56	the	the	DET
fuelectenerg-11872	161	57	ground	ground	NOUN
fuelectenerg-11872	161	58	truth	truth	NOUN
fuelectenerg-11872	161	59	sequence	sequence	NOUN
fuelectenerg-11872	161	60	using	use	VERB
fuelectenerg-11872	161	61	the	the	DET
fuelectenerg-11872	161	62	formula	formula	NOUN
fuelectenerg-11872	161	63	in	in	ADP
fuelectenerg-11872	161	64	step	step	NOUN
fuelectenerg-11872	161	65	2	2	NUM
fuelectenerg-11872	161	66	.	.	PUNCT
fuelectenerg-11872	161	67	▪	▪	NOUN
fuelectenerg-11872	161	68	add	add	VERB
fuelectenerg-11872	161	69	the	the	DET
fuelectenerg-11872	161	70	positional	positional	ADJ
fuelectenerg-11872	161	71	encoding	encoding	NOUN
fuelectenerg-11872	161	72	vectors	vector	NOUN
fuelectenerg-11872	161	73	to	to	ADP
fuelectenerg-11872	161	74	the	the	DET
fuelectenerg-11872	161	75	word	word	NOUN
fuelectenerg-11872	161	76	embeddings	embedding	NOUN
fuelectenerg-11872	161	77	.	.	PUNCT
fuelectenerg-11872	162	1	8	8	X
fuelectenerg-11872	162	2	.	.	X
fuelectenerg-11872	162	3	summing	sum	VERB
fuelectenerg-11872	162	4	of	of	ADP
fuelectenerg-11872	162	5	word	word	NOUN
fuelectenerg-11872	162	6	embedding	embed	VERB
fuelectenerg-11872	162	7	and	and	CCONJ
fuelectenerg-11872	162	8	positional	positional	ADJ
fuelectenerg-11872	162	9	encoding	encoding	NOUN
fuelectenerg-11872	162	10	and	and	CCONJ
fuelectenerg-11872	162	11	applied	apply	VERB
fuelectenerg-11872	162	12	to	to	ADP
fuelectenerg-11872	162	13	the	the	DET
fuelectenerg-11872	162	14	transformer	transformer	NOUN
fuelectenerg-11872	162	15	decoder	decoder	NOUN
fuelectenerg-11872	162	16	:	:	PUNCT
fuelectenerg-11872	162	17	▪	▪	X
fuelectenerg-11872	162	18	add	add	VERB
fuelectenerg-11872	162	19	the	the	DET
fuelectenerg-11872	162	20	word	word	NOUN
fuelectenerg-11872	162	21	embeddings	embedding	NOUN
fuelectenerg-11872	162	22	and	and	CCONJ
fuelectenerg-11872	162	23	positional	positional	ADJ
fuelectenerg-11872	162	24	encoding	encoding	NOUN
fuelectenerg-11872	162	25	vectors	vector	NOUN
fuelectenerg-11872	162	26	element	element	ADJ
fuelectenerg-11872	162	27	-	-	ADJ
fuelectenerg-11872	162	28	wise	wise	ADJ
fuelectenerg-11872	162	29	to	to	PART
fuelectenerg-11872	162	30	get	get	VERB
fuelectenerg-11872	162	31	the	the	DET
fuelectenerg-11872	162	32	final	final	ADJ
fuelectenerg-11872	162	33	embeddings	embedding	NOUN
fuelectenerg-11872	162	34	for	for	ADP
fuelectenerg-11872	162	35	each	each	DET
fuelectenerg-11872	162	36	word	word	NOUN
fuelectenerg-11872	162	37	in	in	ADP
fuelectenerg-11872	162	38	the	the	DET
fuelectenerg-11872	162	39	ground	ground	NOUN
fuelectenerg-11872	162	40	truth	truth	NOUN
fuelectenerg-11872	162	41	sequence	sequence	NOUN
fuelectenerg-11872	162	42	.	.	PUNCT
fuelectenerg-11872	163	1	▪	▪	X
fuelectenerg-11872	163	2	feed	feed	VERB
fuelectenerg-11872	163	3	the	the	DET
fuelectenerg-11872	163	4	embeddings	embedding	NOUN
fuelectenerg-11872	163	5	to	to	ADP
fuelectenerg-11872	163	6	a	a	DET
fuelectenerg-11872	163	7	transformer	transformer	NOUN
fuelectenerg-11872	163	8	decoder	decoder	NOUN
fuelectenerg-11872	163	9	layer	layer	NOUN
fuelectenerg-11872	163	10	.	.	PUNCT
fuelectenerg-11872	164	1	▪	▪	NOUN
fuelectenerg-11872	164	2	the	the	DET
fuelectenerg-11872	164	3	decoder	decoder	NOUN
fuelectenerg-11872	164	4	generates	generate	VERB
fuelectenerg-11872	164	5	q	q	NOUN
fuelectenerg-11872	164	6	,	,	PUNCT
fuelectenerg-11872	164	7	k	k	NOUN
fuelectenerg-11872	164	8	,	,	PUNCT
fuelectenerg-11872	164	9	and	and	CCONJ
fuelectenerg-11872	164	10	v	v	NUM
fuelectenerg-11872	164	11	vectors	vector	NOUN
fuelectenerg-11872	164	12	for	for	ADP
fuelectenerg-11872	164	13	each	each	DET
fuelectenerg-11872	164	14	position	position	NOUN
fuelectenerg-11872	164	15	in	in	ADP
fuelectenerg-11872	164	16	the	the	DET
fuelectenerg-11872	164	17	ground	ground	NOUN
fuelectenerg-11872	164	18	truth	truth	NOUN
fuelectenerg-11872	164	19	sequence	sequence	NOUN
fuelectenerg-11872	164	20	.	.	PUNCT
fuelectenerg-11872	165	1	▪	▪	X
fuelectenerg-11872	165	2	use	use	VERB
fuelectenerg-11872	165	3	the	the	DET
fuelectenerg-11872	165	4	q	q	NOUN
fuelectenerg-11872	165	5	vectors	vector	NOUN
fuelectenerg-11872	165	6	and	and	CCONJ
fuelectenerg-11872	165	7	attention	attention	NOUN
fuelectenerg-11872	165	8	scores	score	NOUN
fuelectenerg-11872	165	9	calculated	calculate	VERB
fuelectenerg-11872	165	10	from	from	ADP
fuelectenerg-11872	165	11	the	the	DET
fuelectenerg-11872	165	12	encoder	encoder	NOUN
fuelectenerg-11872	165	13	to	to	PART
fuelectenerg-11872	165	14	generate	generate	VERB
fuelectenerg-11872	165	15	context	context	NOUN
fuelectenerg-11872	165	16	vectors	vector	NOUN
fuelectenerg-11872	165	17	for	for	ADP
fuelectenerg-11872	165	18	each	each	DET
fuelectenerg-11872	165	19	position	position	NOUN
fuelectenerg-11872	165	20	in	in	ADP
fuelectenerg-11872	165	21	the	the	DET
fuelectenerg-11872	165	22	ground	ground	NOUN
fuelectenerg-11872	165	23	truth	truth	NOUN
fuelectenerg-11872	165	24	sequence	sequence	NOUN
fuelectenerg-11872	165	25	.	.	PUNCT
fuelectenerg-11872	166	1	▪	▪	X
fuelectenerg-11872	166	2	feed	feed	VERB
fuelectenerg-11872	166	3	the	the	DET
fuelectenerg-11872	166	4	context	context	NOUN
fuelectenerg-11872	166	5	vectors	vector	NOUN
fuelectenerg-11872	166	6	to	to	ADP
fuelectenerg-11872	166	7	the	the	DET
fuelectenerg-11872	166	8	next	next	ADJ
fuelectenerg-11872	166	9	transformer	transformer	NOUN
fuelectenerg-11872	166	10	decoder	decoder	NOUN
fuelectenerg-11872	166	11	layer	layer	NOUN
fuelectenerg-11872	166	12	.	.	PUNCT
fuelectenerg-11872	167	1	9	9	X
fuelectenerg-11872	167	2	.	.	X
fuelectenerg-11872	167	3	the	the	DET
fuelectenerg-11872	167	4	decoder	decoder	NOUN
fuelectenerg-11872	167	5	also	also	ADV
fuelectenerg-11872	167	6	receives	receive	VERB
fuelectenerg-11872	167	7	the	the	DET
fuelectenerg-11872	167	8	output	output	NOUN
fuelectenerg-11872	167	9	of	of	ADP
fuelectenerg-11872	167	10	the	the	DET
fuelectenerg-11872	167	11	encoder	encoder	NOUN
fuelectenerg-11872	167	12	,	,	PUNCT
fuelectenerg-11872	167	13	which	which	PRON
fuelectenerg-11872	167	14	now	now	ADV
fuelectenerg-11872	167	15	allows	allow	VERB
fuelectenerg-11872	167	16	the	the	DET
fuelectenerg-11872	167	17	decoder	decoder	NOUN
fuelectenerg-11872	167	18	to	to	PART
fuelectenerg-11872	167	19	attend	attend	VERB
fuelectenerg-11872	167	20	to	to	ADP
fuelectenerg-11872	167	21	all	all	DET
fuelectenerg-11872	167	22	the	the	DET
fuelectenerg-11872	167	23	words	word	NOUN
fuelectenerg-11872	167	24	in	in	ADP
fuelectenerg-11872	167	25	the	the	DET
fuelectenerg-11872	167	26	input	input	NOUN
fuelectenerg-11872	167	27	sequence	sequence	NOUN
fuelectenerg-11872	167	28	:	:	PUNCT
fuelectenerg-11872	167	29	▪	▪	X
fuelectenerg-11872	167	30	the	the	DET
fuelectenerg-11872	167	31	context	context	NOUN
fuelectenerg-11872	167	32	vectors	vector	NOUN
fuelectenerg-11872	167	33	generated	generate	VERB
fuelectenerg-11872	167	34	in	in	ADP
fuelectenerg-11872	167	35	step	step	NOUN
fuelectenerg-11872	167	36	8	8	NUM
fuelectenerg-11872	167	37	are	be	AUX
fuelectenerg-11872	167	38	used	use	VERB
fuelectenerg-11872	167	39	to	to	PART
fuelectenerg-11872	167	40	calculate	calculate	VERB
fuelectenerg-11872	167	41	attention	attention	NOUN
fuelectenerg-11872	167	42	scores	score	NOUN
fuelectenerg-11872	167	43	between	between	ADP
fuelectenerg-11872	167	44	all	all	DET
fuelectenerg-11872	167	45	positions	position	NOUN
fuelectenerg-11872	167	46	in	in	ADP
fuelectenerg-11872	167	47	the	the	DET
fuelectenerg-11872	167	48	input	input	NOUN
fuelectenerg-11872	167	49	sequence	sequence	NOUN
fuelectenerg-11872	167	50	.	.	PUNCT
fuelectenerg-11872	168	1	▪	▪	X
fuelectenerg-11872	168	2	use	use	VERB
fuelectenerg-11872	168	3	these	these	DET
fuelectenerg-11872	168	4	scores	score	NOUN
fuelectenerg-11872	168	5	to	to	PART
fuelectenerg-11872	168	6	weight	weight	VERB
fuelectenerg-11872	168	7	the	the	DET
fuelectenerg-11872	168	8	values	value	NOUN
fuelectenerg-11872	168	9	(	(	PUNCT
fuelectenerg-11872	168	10	v	v	NOUN
fuelectenerg-11872	168	11	)	)	PUNCT
fuelectenerg-11872	168	12	vectors	vector	NOUN
fuelectenerg-11872	168	13	and	and	CCONJ
fuelectenerg-11872	168	14	generate	generate	VERB
fuelectenerg-11872	168	15	a	a	DET
fuelectenerg-11872	168	16	context	context	NOUN
fuelectenerg-11872	168	17	vector	vector	NOUN
fuelectenerg-11872	168	18	for	for	ADP
fuelectenerg-11872	168	19	each	each	DET
fuelectenerg-11872	168	20	position	position	NOUN
fuelectenerg-11872	168	21	in	in	ADP
fuelectenerg-11872	168	22	the	the	DET
fuelectenerg-11872	168	23	input	input	NOUN
fuelectenerg-11872	168	24	sequence	sequence	NOUN
fuelectenerg-11872	168	25	.	.	PUNCT
fuelectenerg-11872	169	1	▪	▪	X
fuelectenerg-11872	169	2	feed	feed	VERB
fuelectenerg-11872	169	3	the	the	DET
fuelectenerg-11872	169	4	context	context	NOUN
fuelectenerg-11872	169	5	vectors	vector	NOUN
fuelectenerg-11872	169	6	to	to	ADP
fuelectenerg-11872	169	7	the	the	DET
fuelectenerg-11872	169	8	next	next	ADJ
fuelectenerg-11872	169	9	transformer	transformer	NOUN
fuelectenerg-11872	169	10	decoder	decoder	NOUN
fuelectenerg-11872	169	11	layer	layer	NOUN
fuelectenerg-11872	169	12	.	.	PUNCT
fuelectenerg-11872	170	1	10	10	NUM
fuelectenerg-11872	170	2	.	.	X
fuelectenerg-11872	170	3	repeat	repeat	NOUN
fuelectenerg-11872	170	4	transformer	transformer	NOUN
fuelectenerg-11872	170	5	decoders	decoder	NOUN
fuelectenerg-11872	170	6	for	for	ADP
fuelectenerg-11872	170	7	n	n	DET
fuelectenerg-11872	170	8	number	number	NOUN
fuelectenerg-11872	170	9	of	of	ADP
fuelectenerg-11872	170	10	times	time	NOUN
fuelectenerg-11872	170	11	:	:	PUNCT
fuelectenerg-11872	170	12	▪	▪	ADJ
fuelectenerg-11872	170	13	repeat	repeat	NOUN
fuelectenerg-11872	170	14	steps	step	NOUN
fuelectenerg-11872	170	15	8	8	NUM
fuelectenerg-11872	170	16	and	and	CCONJ
fuelectenerg-11872	170	17	9	9	NUM
fuelectenerg-11872	170	18	for	for	ADP
fuelectenerg-11872	170	19	n	n	PRON
fuelectenerg-11872	170	20	number	number	NOUN
fuelectenerg-11872	170	21	of	of	ADP
fuelectenerg-11872	170	22	transformer	transformer	NOUN
fuelectenerg-11872	170	23	decoder	decoder	NOUN
fuelectenerg-11872	170	24	layers	layer	NOUN
fuelectenerg-11872	170	25	.	.	PUNCT
fuelectenerg-11872	171	1	11	11	NUM
fuelectenerg-11872	171	2	.	.	PUNCT
fuelectenerg-11872	172	1	the	the	DET
fuelectenerg-11872	172	2	output	output	NOUN
fuelectenerg-11872	172	3	of	of	ADP
fuelectenerg-11872	172	4	the	the	DET
fuelectenerg-11872	172	5	decoder	decoder	NOUN
fuelectenerg-11872	172	6	finally	finally	ADV
fuelectenerg-11872	172	7	passes	pass	VERB
fuelectenerg-11872	172	8	through	through	ADP
fuelectenerg-11872	172	9	a	a	DET
fuelectenerg-11872	172	10	fully	fully	ADV
fuelectenerg-11872	172	11	connected	connect	VERB
fuelectenerg-11872	172	12	layer	layer	NOUN
fuelectenerg-11872	172	13	:	:	PUNCT
fuelectenerg-11872	172	14	▪	▪	X
fuelectenerg-11872	172	15	feed	feed	VERB
fuelectenerg-11872	172	16	the	the	DET
fuelectenerg-11872	172	17	final	final	ADJ
fuelectenerg-11872	172	18	context	context	NOUN
fuelectenerg-11872	172	19	vectors	vector	NOUN
fuelectenerg-11872	172	20	generated	generate	VERB
fuelectenerg-11872	172	21	by	by	ADP
fuelectenerg-11872	172	22	the	the	DET
fuelectenerg-11872	172	23	last	last	ADJ
fuelectenerg-11872	172	24	transformer	transformer	NOUN
fuelectenerg-11872	172	25	decoder	decoder	NOUN
fuelectenerg-11872	172	26	layer	layer	NOUN
fuelectenerg-11872	172	27	to	to	ADP
fuelectenerg-11872	172	28	a	a	DET
fuelectenerg-11872	172	29	fully	fully	ADV
fuelectenerg-11872	172	30	connected	connect	VERB
fuelectenerg-11872	172	31	layer	layer	NOUN
fuelectenerg-11872	172	32	.	.	PUNCT
fuelectenerg-11872	173	1	12	12	NUM
fuelectenerg-11872	173	2	.	.	PUNCT
fuelectenerg-11872	173	3	followed	follow	VERB
fuelectenerg-11872	173	4	by	by	ADP
fuelectenerg-11872	173	5	a	a	DET
fuelectenerg-11872	173	6	softmax	softmax	NOUN
fuelectenerg-11872	173	7	layer	layer	NOUN
fuelectenerg-11872	173	8	,	,	PUNCT
fuelectenerg-11872	173	9	generate	generate	VERB
fuelectenerg-11872	173	10	a	a	DET
fuelectenerg-11872	173	11	prediction	prediction	NOUN
fuelectenerg-11872	173	12	for	for	ADP
fuelectenerg-11872	173	13	the	the	DET
fuelectenerg-11872	173	14	next	next	ADJ
fuelectenerg-11872	173	15	word	word	NOUN
fuelectenerg-11872	173	16	of	of	ADP
fuelectenerg-11872	173	17	the	the	DET
fuelectenerg-11872	173	18	output	output	NOUN
fuelectenerg-11872	173	19	sequence	sequence	NOUN
fuelectenerg-11872	173	20	:	:	PUNCT
fuelectenerg-11872	173	21	▪	▪	X
fuelectenerg-11872	173	22	apply	apply	VERB
fuelectenerg-11872	173	23	a	a	DET
fuelectenerg-11872	173	24	softmax	softmax	NOUN
fuelectenerg-11872	173	25	activation	activation	NOUN
fuelectenerg-11872	173	26	function	function	NOUN
fuelectenerg-11872	173	27	to	to	ADP
fuelectenerg-11872	173	28	the	the	DET
fuelectenerg-11872	173	29	output	output	NOUN
fuelectenerg-11872	173	30	of	of	ADP
fuelectenerg-11872	173	31	the	the	DET
fuelectenerg-11872	173	32	fully	fully	ADV
fuelectenerg-11872	173	33	connected	connected	ADJ
fuelectenerg-11872	173	34	layer	layer	NOUN
fuelectenerg-11872	173	35	to	to	PART
fuelectenerg-11872	173	36	get	get	VERB
fuelectenerg-11872	173	37	the	the	DET
fuelectenerg-11872	173	38	probability	probability	NOUN
fuelectenerg-11872	173	39	distribution	distribution	NOUN
fuelectenerg-11872	173	40	over	over	ADP
fuelectenerg-11872	173	41	the	the	DET
fuelectenerg-11872	173	42	vocabulary	vocabulary	NOUN
fuelectenerg-11872	173	43	.	.	PUNCT
fuelectenerg-11872	174	1	▪	▪	X
fuelectenerg-11872	174	2	select	select	VERB
fuelectenerg-11872	174	3	the	the	DET
fuelectenerg-11872	174	4	word	word	NOUN
fuelectenerg-11872	174	5	with	with	ADP
fuelectenerg-11872	174	6	the	the	DET
fuelectenerg-11872	174	7	highest	high	ADJ
fuelectenerg-11872	174	8	probability	probability	NOUN
fuelectenerg-11872	174	9	as	as	ADP
fuelectenerg-11872	174	10	the	the	DET
fuelectenerg-11872	174	11	prediction	prediction	NOUN
fuelectenerg-11872	174	12	for	for	ADP
fuelectenerg-11872	174	13	the	the	DET
fuelectenerg-11872	174	14	next	next	ADJ
fuelectenerg-11872	174	15	term	term	NOUN
fuelectenerg-11872	174	16	of	of	ADP
fuelectenerg-11872	174	17	the	the	DET
fuelectenerg-11872	174	18	output	output	NOUN
fuelectenerg-11872	174	19	sequence	sequence	NOUN
fuelectenerg-11872	174	20	.	.	PUNCT
fuelectenerg-11872	175	1	_	_	PUNCT
fuelectenerg-11872	176	1	_	_	PUNCT
fuelectenerg-11872	177	1	_	_	PUNCT
fuelectenerg-11872	178	1	_	_	PUNCT
fuelectenerg-11872	179	1	_	_	PUNCT
fuelectenerg-11872	180	1	_	_	PUNCT
fuelectenerg-11872	181	1	_	_	PUNCT
fuelectenerg-11872	182	1	_	_	PUNCT
fuelectenerg-11872	183	1	_	_	PUNCT
fuelectenerg-11872	184	1	_	_	PUNCT
fuelectenerg-11872	185	1	_	_	PUNCT
fuelectenerg-11872	186	1	_	_	PUNCT
fuelectenerg-11872	187	1	_	_	PUNCT
fuelectenerg-11872	188	1	_	_	PUNCT
fuelectenerg-11872	189	1	_	_	PUNCT
fuelectenerg-11872	190	1	_	_	PUNCT
fuelectenerg-11872	191	1	_	_	PUNCT
fuelectenerg-11872	192	1	_	_	PUNCT
fuelectenerg-11872	193	1	_	_	PUNCT
fuelectenerg-11872	194	1	_	_	PUNCT
fuelectenerg-11872	195	1	_	_	PUNCT
fuelectenerg-11872	196	1	_	_	PUNCT
fuelectenerg-11872	197	1	_	_	PUNCT
fuelectenerg-11872	198	1	_	_	PUNCT
fuelectenerg-11872	199	1	_	_	PUNCT
fuelectenerg-11872	200	1	_	_	PUNCT
fuelectenerg-11872	201	1	_	_	PUNCT
fuelectenerg-11872	202	1	_	_	PUNCT
fuelectenerg-11872	203	1	_	_	PUNCT
fuelectenerg-11872	204	1	_	_	PUNCT
fuelectenerg-11872	205	1	_	_	PUNCT
fuelectenerg-11872	206	1	_	_	PUNCT
fuelectenerg-11872	207	1	_	_	PUNCT
fuelectenerg-11872	208	1	_	_	PUNCT
fuelectenerg-11872	209	1	_	_	PUNCT
fuelectenerg-11872	210	1	_	_	PUNCT
fuelectenerg-11872	211	1	_	_	PUNCT
fuelectenerg-11872	212	1	_	_	PUNCT
fuelectenerg-11872	213	1	_	_	PUNCT
fuelectenerg-11872	214	1	_	_	PUNCT
fuelectenerg-11872	215	1	_	_	PUNCT
fuelectenerg-11872	216	1	_	_	PUNCT
fuelectenerg-11872	217	1	_	_	PUNCT
fuelectenerg-11872	218	1	_	_	PUNCT
fuelectenerg-11872	219	1	_	_	PUNCT
fuelectenerg-11872	220	1	_	_	PUNCT
fuelectenerg-11872	221	1	_	_	PUNCT
fuelectenerg-11872	222	1	_	_	PUNCT
fuelectenerg-11872	223	1	_	_	PUNCT
fuelectenerg-11872	224	1	_	_	PUNCT
fuelectenerg-11872	225	1	_	_	PUNCT
fuelectenerg-11872	226	1	_	_	PUNCT
fuelectenerg-11872	227	1	_	_	PUNCT
fuelectenerg-11872	228	1	_	_	PUNCT
fuelectenerg-11872	229	1	_	_	PUNCT
fuelectenerg-11872	230	1	_	_	PUNCT
fuelectenerg-11872	231	1	_	_	PUNCT
fuelectenerg-11872	232	1	_	_	PUNCT
fuelectenerg-11872	233	1	_	_	PUNCT
fuelectenerg-11872	234	1	_	_	PUNCT
fuelectenerg-11872	235	1	_	_	PUNCT
fuelectenerg-11872	236	1	_	_	PUNCT
fuelectenerg-11872	237	1	_	_	PUNCT
fuelectenerg-11872	238	1	_	_	PUNCT
fuelectenerg-11872	239	1	_	_	PUNCT
fuelectenerg-11872	240	1	_	_	PUNCT
fuelectenerg-11872	241	1	_	_	PUNCT
fuelectenerg-11872	242	1	_	_	PUNCT
fuelectenerg-11872	243	1	deep	deep	ADJ
fuelectenerg-11872	243	2	learning	learning	NOUN
fuelectenerg-11872	243	3	-	-	PUNCT
fuelectenerg-11872	243	4	based	base	VERB
fuelectenerg-11872	243	5	modified	modified	ADJ
fuelectenerg-11872	243	6	transformer	transformer	NOUN
fuelectenerg-11872	243	7	model	model	NOUN
fuelectenerg-11872	243	8	for	for	ADP
fuelectenerg-11872	243	9	automated	automate	VERB
fuelectenerg-11872	243	10	news	news	NOUN
fuelectenerg-11872	243	11	article	article	NOUN
fuelectenerg-11872	243	12	summarization	summarization	NOUN
fuelectenerg-11872	243	13	269	269	NUM
fuelectenerg-11872	243	14	initially	initially	ADV
fuelectenerg-11872	243	15	,	,	PUNCT
fuelectenerg-11872	243	16	basic	basic	ADJ
fuelectenerg-11872	243	17	transformer	transformer	NOUN
fuelectenerg-11872	243	18	model	model	NOUN
fuelectenerg-11872	243	19	1	1	NUM
fuelectenerg-11872	243	20	is	be	AUX
fuelectenerg-11872	243	21	implemented	implement	VERB
fuelectenerg-11872	243	22	with	with	ADP
fuelectenerg-11872	243	23	four	four	NUM
fuelectenerg-11872	243	24	layers	layer	NOUN
fuelectenerg-11872	243	25	of	of	ADP
fuelectenerg-11872	243	26	encoder	encoder	NOUN
fuelectenerg-11872	243	27	and	and	CCONJ
fuelectenerg-11872	243	28	decoder	decoder	NOUN
fuelectenerg-11872	243	29	,	,	PUNCT
fuelectenerg-11872	243	30	and	and	CCONJ
fuelectenerg-11872	243	31	four	four	NUM
fuelectenerg-11872	243	32	feed	feed	NOUN
fuelectenerg-11872	243	33	-	-	PUNCT
fuelectenerg-11872	243	34	forward	forward	NOUN
fuelectenerg-11872	243	35	network	network	NOUN
fuelectenerg-11872	243	36	layers	layer	NOUN
fuelectenerg-11872	243	37	are	be	AUX
fuelectenerg-11872	243	38	considered	consider	VERB
fuelectenerg-11872	243	39	.	.	PUNCT
fuelectenerg-11872	244	1	later	later	ADV
fuelectenerg-11872	244	2	,	,	PUNCT
fuelectenerg-11872	244	3	the	the	DET
fuelectenerg-11872	244	4	number	number	NOUN
fuelectenerg-11872	244	5	of	of	ADP
fuelectenerg-11872	244	6	encoder	encoder	NOUN
fuelectenerg-11872	244	7	,	,	PUNCT
fuelectenerg-11872	244	8	decoder	decoder	NOUN
fuelectenerg-11872	244	9	,	,	PUNCT
fuelectenerg-11872	244	10	and	and	CCONJ
fuelectenerg-11872	244	11	feed	feed	NOUN
fuelectenerg-11872	244	12	-	-	PUNCT
fuelectenerg-11872	244	13	forward	forward	NOUN
fuelectenerg-11872	244	14	network	network	NOUN
fuelectenerg-11872	244	15	layers	layer	NOUN
fuelectenerg-11872	244	16	varies	vary	VERB
fuelectenerg-11872	244	17	in	in	ADP
fuelectenerg-11872	244	18	different	different	ADJ
fuelectenerg-11872	244	19	models	model	NOUN
fuelectenerg-11872	244	20	for	for	ADP
fuelectenerg-11872	244	21	better	well	ADJ
fuelectenerg-11872	244	22	performance	performance	NOUN
fuelectenerg-11872	244	23	.	.	PUNCT
fuelectenerg-11872	245	1	the	the	DET
fuelectenerg-11872	245	2	models	model	NOUN
fuelectenerg-11872	245	3	implemented	implement	VERB
fuelectenerg-11872	245	4	are	be	AUX
fuelectenerg-11872	245	5	represented	represent	VERB
fuelectenerg-11872	245	6	in	in	ADP
fuelectenerg-11872	245	7	table	table	NOUN
fuelectenerg-11872	245	8	1	1	NUM
fuelectenerg-11872	245	9	.	.	PUNCT
fuelectenerg-11872	246	1	for	for	ADP
fuelectenerg-11872	246	2	instance	instance	NOUN
fuelectenerg-11872	246	3	,	,	PUNCT
fuelectenerg-11872	246	4	model_6	model_6	PROPN
fuelectenerg-11872	246	5	is	be	AUX
fuelectenerg-11872	246	6	implemented	implement	VERB
fuelectenerg-11872	246	7	with	with	ADP
fuelectenerg-11872	246	8	three	three	NUM
fuelectenerg-11872	246	9	encoder	encoder	NOUN
fuelectenerg-11872	246	10	and	and	CCONJ
fuelectenerg-11872	246	11	decoder	decoder	NOUN
fuelectenerg-11872	246	12	layers	layer	NOUN
fuelectenerg-11872	246	13	,	,	PUNCT
fuelectenerg-11872	246	14	and	and	CCONJ
fuelectenerg-11872	246	15	the	the	DET
fuelectenerg-11872	246	16	number	number	NOUN
fuelectenerg-11872	246	17	of	of	ADP
fuelectenerg-11872	246	18	feed	feed	NOUN
fuelectenerg-11872	246	19	-	-	PUNCT
fuelectenerg-11872	246	20	forward	forward	NOUN
fuelectenerg-11872	246	21	network	network	NOUN
fuelectenerg-11872	246	22	layers	layer	NOUN
fuelectenerg-11872	246	23	is	be	AUX
fuelectenerg-11872	246	24	4	4	NUM
fuelectenerg-11872	246	25	.	.	PUNCT
fuelectenerg-11872	246	26	table	table	NOUN
fuelectenerg-11872	246	27	1	1	NUM
fuelectenerg-11872	246	28	different	different	ADJ
fuelectenerg-11872	246	29	transformer	transformer	NOUN
fuelectenerg-11872	246	30	models	model	NOUN
fuelectenerg-11872	246	31	with	with	ADP
fuelectenerg-11872	246	32	layer	layer	NOUN
fuelectenerg-11872	246	33	details	detail	NOUN
fuelectenerg-11872	246	34	model	model	NOUN
fuelectenerg-11872	246	35	encoder	encoder	NOUN
fuelectenerg-11872	246	36	layers	layer	NOUN
fuelectenerg-11872	246	37	decoder	decoder	NOUN
fuelectenerg-11872	246	38	layers	layer	NOUN
fuelectenerg-11872	246	39	no	no	INTJ
fuelectenerg-11872	246	40	.	.	PUNCT
fuelectenerg-11872	247	1	of	of	ADP
fuelectenerg-11872	247	2	layers	layer	NOUN
fuelectenerg-11872	247	3	in	in	ADP
fuelectenerg-11872	247	4	feed	feed	NOUN
fuelectenerg-11872	247	5	-	-	PUNCT
fuelectenerg-11872	247	6	forward	forward	NOUN
fuelectenerg-11872	247	7	network	network	NOUN
fuelectenerg-11872	247	8	model_1	model_1	NOUN
fuelectenerg-11872	247	9	4	4	NUM
fuelectenerg-11872	247	10	4	4	NUM
fuelectenerg-11872	247	11	4	4	NUM
fuelectenerg-11872	247	12	model_2	model_2	NOUN
fuelectenerg-11872	247	13	5	5	NUM
fuelectenerg-11872	247	14	5	5	NUM
fuelectenerg-11872	247	15	4	4	NUM
fuelectenerg-11872	247	16	model_3	model_3	NOUN
fuelectenerg-11872	247	17	3	3	NUM
fuelectenerg-11872	247	18	3	3	NUM
fuelectenerg-11872	247	19	2	2	NUM
fuelectenerg-11872	247	20	model_4	model_4	NOUN
fuelectenerg-11872	247	21	4	4	NUM
fuelectenerg-11872	247	22	4	4	NUM
fuelectenerg-11872	247	23	2	2	NUM
fuelectenerg-11872	247	24	model_5	model_5	ADJ
fuelectenerg-11872	247	25	5	5	NUM
fuelectenerg-11872	247	26	5	5	NUM
fuelectenerg-11872	247	27	2	2	NUM
fuelectenerg-11872	247	28	model_6	model_6	NOUN
fuelectenerg-11872	247	29	3	3	NUM
fuelectenerg-11872	247	30	3	3	NUM
fuelectenerg-11872	247	31	4	4	NUM
fuelectenerg-11872	247	32	the	the	DET
fuelectenerg-11872	247	33	model_6	model_6	ADJ
fuelectenerg-11872	247	34	outperforms	outperform	NOUN
fuelectenerg-11872	247	35	other	other	ADJ
fuelectenerg-11872	247	36	models	model	NOUN
fuelectenerg-11872	247	37	for	for	ADP
fuelectenerg-11872	247	38	the	the	DET
fuelectenerg-11872	247	39	following	follow	VERB
fuelectenerg-11872	247	40	reasons	reason	NOUN
fuelectenerg-11872	247	41	:	:	PUNCT
fuelectenerg-11872	247	42	▪	▪	X
fuelectenerg-11872	247	43	model_6	model_6	NOUN
fuelectenerg-11872	247	44	has	have	VERB
fuelectenerg-11872	247	45	fewer	few	ADJ
fuelectenerg-11872	247	46	encoder	encoder	NOUN
fuelectenerg-11872	247	47	and	and	CCONJ
fuelectenerg-11872	247	48	decoder	decoder	NOUN
fuelectenerg-11872	247	49	layers	layer	NOUN
fuelectenerg-11872	247	50	(	(	PUNCT
fuelectenerg-11872	247	51	3	3	NUM
fuelectenerg-11872	247	52	)	)	PUNCT
fuelectenerg-11872	247	53	compared	compare	VERB
fuelectenerg-11872	247	54	to	to	ADP
fuelectenerg-11872	247	55	model_1	model_1	PROPN
fuelectenerg-11872	247	56	,	,	PUNCT
fuelectenerg-11872	247	57	model_2	model_2	PROPN
fuelectenerg-11872	247	58	,	,	PUNCT
fuelectenerg-11872	247	59	model_4	model_4	PROPN
fuelectenerg-11872	247	60	,	,	PUNCT
fuelectenerg-11872	247	61	and	and	CCONJ
fuelectenerg-11872	247	62	model_5	model_5	ADP
fuelectenerg-11872	247	63	,	,	PUNCT
fuelectenerg-11872	247	64	which	which	PRON
fuelectenerg-11872	247	65	have	have	VERB
fuelectenerg-11872	247	66	4	4	NUM
fuelectenerg-11872	247	67	or	or	CCONJ
fuelectenerg-11872	247	68	5	5	NUM
fuelectenerg-11872	247	69	layers	layer	NOUN
fuelectenerg-11872	247	70	.	.	PUNCT
fuelectenerg-11872	248	1	this	this	DET
fuelectenerg-11872	248	2	simplicity	simplicity	NOUN
fuelectenerg-11872	248	3	results	result	VERB
fuelectenerg-11872	248	4	in	in	ADP
fuelectenerg-11872	248	5	faster	fast	ADJ
fuelectenerg-11872	248	6	performance	performance	NOUN
fuelectenerg-11872	248	7	,	,	PUNCT
fuelectenerg-11872	248	8	potentially	potentially	ADV
fuelectenerg-11872	248	9	improving	improve	VERB
fuelectenerg-11872	248	10	efficiency	efficiency	NOUN
fuelectenerg-11872	248	11	.	.	PUNCT
fuelectenerg-11872	249	1	while	while	SCONJ
fuelectenerg-11872	249	2	a	a	DET
fuelectenerg-11872	249	3	more	more	ADV
fuelectenerg-11872	249	4	complex	complex	ADJ
fuelectenerg-11872	249	5	model	model	NOUN
fuelectenerg-11872	249	6	might	might	AUX
fuelectenerg-11872	249	7	capture	capture	VERB
fuelectenerg-11872	249	8	more	more	ADJ
fuelectenerg-11872	249	9	abstract	abstract	ADJ
fuelectenerg-11872	249	10	patterns	pattern	NOUN
fuelectenerg-11872	249	11	,	,	PUNCT
fuelectenerg-11872	249	12	it	it	PRON
fuelectenerg-11872	249	13	could	could	AUX
fuelectenerg-11872	249	14	also	also	ADV
fuelectenerg-11872	249	15	demand	demand	VERB
fuelectenerg-11872	249	16	more	more	ADJ
fuelectenerg-11872	249	17	computation	computation	NOUN
fuelectenerg-11872	249	18	and	and	CCONJ
fuelectenerg-11872	249	19	memory	memory	NOUN
fuelectenerg-11872	249	20	or	or	CCONJ
fuelectenerg-11872	249	21	risk	risk	NOUN
fuelectenerg-11872	249	22	overfitting	overfitte	VERB
fuelectenerg-11872	249	23	the	the	DET
fuelectenerg-11872	249	24	data	datum	NOUN
fuelectenerg-11872	249	25	or	or	CCONJ
fuelectenerg-11872	249	26	missing	miss	VERB
fuelectenerg-11872	249	27	essential	essential	ADJ
fuelectenerg-11872	249	28	information	information	NOUN
fuelectenerg-11872	249	29	.	.	PUNCT
fuelectenerg-11872	250	1	▪	▪	X
fuelectenerg-11872	250	2	the	the	DET
fuelectenerg-11872	250	3	feed	feed	NOUN
fuelectenerg-11872	250	4	-	-	PUNCT
fuelectenerg-11872	250	5	forward	forward	NOUN
fuelectenerg-11872	250	6	network	network	NOUN
fuelectenerg-11872	250	7	in	in	ADP
fuelectenerg-11872	250	8	model_6	model_6	PROPN
fuelectenerg-11872	250	9	boasts	boast	VERB
fuelectenerg-11872	250	10	more	more	ADJ
fuelectenerg-11872	250	11	layers	layer	NOUN
fuelectenerg-11872	250	12	(	(	PUNCT
fuelectenerg-11872	250	13	4	4	NUM
fuelectenerg-11872	250	14	)	)	PUNCT
fuelectenerg-11872	250	15	than	than	ADP
fuelectenerg-11872	250	16	model_3	model_3	NOUN
fuelectenerg-11872	250	17	,	,	PUNCT
fuelectenerg-11872	250	18	model_4	model_4	PROPN
fuelectenerg-11872	250	19	,	,	PUNCT
fuelectenerg-11872	250	20	and	and	CCONJ
fuelectenerg-11872	250	21	model_5	model_5	ADP
fuelectenerg-11872	250	22	,	,	PUNCT
fuelectenerg-11872	250	23	which	which	PRON
fuelectenerg-11872	250	24	only	only	ADV
fuelectenerg-11872	250	25	have	have	VERB
fuelectenerg-11872	250	26	two	two	NUM
fuelectenerg-11872	250	27	layers	layer	NOUN
fuelectenerg-11872	250	28	.	.	PUNCT
fuelectenerg-11872	251	1	this	this	PRON
fuelectenerg-11872	251	2	makes	make	VERB
fuelectenerg-11872	251	3	model_6	model_6	ADJ
fuelectenerg-11872	251	4	broader	broad	ADJ
fuelectenerg-11872	251	5	and	and	CCONJ
fuelectenerg-11872	251	6	more	more	ADV
fuelectenerg-11872	251	7	versatile	versatile	ADJ
fuelectenerg-11872	251	8	,	,	PUNCT
fuelectenerg-11872	251	9	enhancing	enhance	VERB
fuelectenerg-11872	251	10	its	its	PRON
fuelectenerg-11872	251	11	ability	ability	NOUN
fuelectenerg-11872	251	12	and	and	CCONJ
fuelectenerg-11872	251	13	adaptability	adaptability	NOUN
fuelectenerg-11872	251	14	.	.	PUNCT
fuelectenerg-11872	252	1	a	a	DET
fuelectenerg-11872	252	2	more	more	ADV
fuelectenerg-11872	252	3	general	general	ADJ
fuelectenerg-11872	252	4	model	model	NOUN
fuelectenerg-11872	252	5	introduces	introduce	VERB
fuelectenerg-11872	252	6	more	more	ADJ
fuelectenerg-11872	252	7	variables	variable	NOUN
fuelectenerg-11872	252	8	and	and	CCONJ
fuelectenerg-11872	252	9	possibilities	possibility	NOUN
fuelectenerg-11872	252	10	but	but	CCONJ
fuelectenerg-11872	252	11	raises	raise	VERB
fuelectenerg-11872	252	12	the	the	DET
fuelectenerg-11872	252	13	risk	risk	NOUN
fuelectenerg-11872	252	14	of	of	ADP
fuelectenerg-11872	252	15	overfitting	overfitte	VERB
fuelectenerg-11872	252	16	.	.	PUNCT
fuelectenerg-11872	253	1	▪	▪	NOUN
fuelectenerg-11872	253	2	model_6	model_6	NOUN
fuelectenerg-11872	253	3	may	may	AUX
fuelectenerg-11872	253	4	be	be	AUX
fuelectenerg-11872	253	5	more	more	ADV
fuelectenerg-11872	253	6	suitable	suitable	ADJ
fuelectenerg-11872	253	7	for	for	ADP
fuelectenerg-11872	253	8	the	the	DET
fuelectenerg-11872	253	9	task	task	NOUN
fuelectenerg-11872	253	10	and	and	CCONJ
fuelectenerg-11872	253	11	data	datum	NOUN
fuelectenerg-11872	253	12	,	,	PUNCT
fuelectenerg-11872	253	13	balancing	balance	VERB
fuelectenerg-11872	253	14	depth	depth	NOUN
fuelectenerg-11872	253	15	and	and	CCONJ
fuelectenerg-11872	253	16	width	width	NOUN
fuelectenerg-11872	253	17	.	.	PUNCT
fuelectenerg-11872	254	1	the	the	DET
fuelectenerg-11872	254	2	optimal	optimal	ADJ
fuelectenerg-11872	254	3	number	number	NOUN
fuelectenerg-11872	254	4	of	of	ADP
fuelectenerg-11872	254	5	layers	layer	NOUN
fuelectenerg-11872	254	6	depends	depend	VERB
fuelectenerg-11872	254	7	on	on	ADP
fuelectenerg-11872	254	8	factors	factor	NOUN
fuelectenerg-11872	254	9	such	such	ADJ
fuelectenerg-11872	254	10	as	as	ADP
fuelectenerg-11872	254	11	the	the	DET
fuelectenerg-11872	254	12	data	datum	NOUN
fuelectenerg-11872	254	13	's	's	PART
fuelectenerg-11872	254	14	type	type	NOUN
fuelectenerg-11872	254	15	and	and	CCONJ
fuelectenerg-11872	254	16	size	size	NOUN
fuelectenerg-11872	254	17	,	,	PUNCT
fuelectenerg-11872	254	18	the	the	DET
fuelectenerg-11872	254	19	task	task	NOUN
fuelectenerg-11872	254	20	's	's	PART
fuelectenerg-11872	254	21	goal	goal	NOUN
fuelectenerg-11872	254	22	and	and	CCONJ
fuelectenerg-11872	254	23	challenges	challenge	NOUN
fuelectenerg-11872	254	24	,	,	PUNCT
fuelectenerg-11872	254	25	and	and	CCONJ
fuelectenerg-11872	254	26	the	the	DET
fuelectenerg-11872	254	27	model	model	NOUN
fuelectenerg-11872	254	28	's	's	PART
fuelectenerg-11872	254	29	complexity	complexity	NOUN
fuelectenerg-11872	254	30	and	and	CCONJ
fuelectenerg-11872	254	31	efficiency	efficiency	NOUN
fuelectenerg-11872	254	32	.	.	PUNCT
fuelectenerg-11872	255	1	▪	▪	NOUN
fuelectenerg-11872	255	2	model_6	model_6	PROPN
fuelectenerg-11872	255	3	also	also	ADV
fuelectenerg-11872	255	4	has	have	VERB
fuelectenerg-11872	255	5	more	more	ADV
fuelectenerg-11872	255	6	optimal	optimal	ADJ
fuelectenerg-11872	255	7	hyperparameters	hyperparameter	NOUN
fuelectenerg-11872	255	8	,	,	PUNCT
fuelectenerg-11872	255	9	such	such	ADJ
fuelectenerg-11872	255	10	as	as	ADP
fuelectenerg-11872	255	11	the	the	DET
fuelectenerg-11872	255	12	number	number	NOUN
fuelectenerg-11872	255	13	of	of	ADP
fuelectenerg-11872	255	14	attention	attention	NOUN
fuelectenerg-11872	255	15	heads	head	NOUN
fuelectenerg-11872	255	16	,	,	PUNCT
fuelectenerg-11872	255	17	hidden	hidden	ADJ
fuelectenerg-11872	255	18	size	size	NOUN
fuelectenerg-11872	255	19	,	,	PUNCT
fuelectenerg-11872	255	20	dropout	dropout	NOUN
fuelectenerg-11872	255	21	rate	rate	NOUN
fuelectenerg-11872	255	22	,	,	PUNCT
fuelectenerg-11872	255	23	learning	learn	VERB
fuelectenerg-11872	255	24	rate	rate	NOUN
fuelectenerg-11872	255	25	,	,	PUNCT
fuelectenerg-11872	255	26	etc	etc	X
fuelectenerg-11872	255	27	.	.	X
fuelectenerg-11872	255	28	,	,	PUNCT
fuelectenerg-11872	255	29	compared	compare	VERB
fuelectenerg-11872	255	30	to	to	ADP
fuelectenerg-11872	255	31	other	other	ADJ
fuelectenerg-11872	255	32	models	model	NOUN
fuelectenerg-11872	255	33	.	.	PUNCT
fuelectenerg-11872	256	1	these	these	DET
fuelectenerg-11872	256	2	hyperparameters	hyperparameter	NOUN
fuelectenerg-11872	256	3	significantly	significantly	ADV
fuelectenerg-11872	256	4	influence	influence	VERB
fuelectenerg-11872	256	5	the	the	DET
fuelectenerg-11872	256	6	training	training	NOUN
fuelectenerg-11872	256	7	and	and	CCONJ
fuelectenerg-11872	256	8	evaluation	evaluation	NOUN
fuelectenerg-11872	256	9	of	of	ADP
fuelectenerg-11872	256	10	the	the	DET
fuelectenerg-11872	256	11	model	model	NOUN
fuelectenerg-11872	256	12	,	,	PUNCT
fuelectenerg-11872	256	13	necessitating	necessitate	VERB
fuelectenerg-11872	256	14	careful	careful	ADJ
fuelectenerg-11872	256	15	selection	selection	NOUN
fuelectenerg-11872	256	16	and	and	CCONJ
fuelectenerg-11872	256	17	adjustment	adjustment	NOUN
fuelectenerg-11872	256	18	to	to	PART
fuelectenerg-11872	256	19	align	align	VERB
fuelectenerg-11872	256	20	with	with	ADP
fuelectenerg-11872	256	21	the	the	DET
fuelectenerg-11872	256	22	task	task	NOUN
fuelectenerg-11872	256	23	and	and	CCONJ
fuelectenerg-11872	256	24	data	datum	NOUN
fuelectenerg-11872	256	25	requirements	requirement	NOUN
fuelectenerg-11872	256	26	3.3	3.3	NUM
fuelectenerg-11872	256	27	.	.	PUNCT
fuelectenerg-11872	257	1	rnn	rnn	VERB
fuelectenerg-11872	257	2	model	model	NOUN
fuelectenerg-11872	257	3	recurrent	recurrent	ADJ
fuelectenerg-11872	257	4	neural	neural	ADJ
fuelectenerg-11872	257	5	network	network	NOUN
fuelectenerg-11872	257	6	(	(	PUNCT
fuelectenerg-11872	257	7	rnn	rnn	PROPN
fuelectenerg-11872	257	8	)	)	PUNCT
fuelectenerg-11872	258	1	[	[	X
fuelectenerg-11872	258	2	31	31	NUM
fuelectenerg-11872	258	3	]	]	PUNCT
fuelectenerg-11872	258	4	is	be	AUX
fuelectenerg-11872	258	5	an	an	DET
fuelectenerg-11872	258	6	artificial	artificial	ADJ
fuelectenerg-11872	258	7	neural	neural	ADJ
fuelectenerg-11872	258	8	network	network	NOUN
fuelectenerg-11872	258	9	designed	design	VERB
fuelectenerg-11872	258	10	for	for	ADP
fuelectenerg-11872	258	11	sequence	sequence	NOUN
fuelectenerg-11872	258	12	data	datum	NOUN
fuelectenerg-11872	258	13	,	,	PUNCT
fuelectenerg-11872	258	14	making	make	VERB
fuelectenerg-11872	258	15	it	it	PRON
fuelectenerg-11872	258	16	well	well	ADV
fuelectenerg-11872	258	17	-	-	PUNCT
fuelectenerg-11872	258	18	suited	suit	VERB
fuelectenerg-11872	258	19	for	for	ADP
fuelectenerg-11872	258	20	several	several	ADJ
fuelectenerg-11872	258	21	tasks	task	NOUN
fuelectenerg-11872	258	22	,	,	PUNCT
fuelectenerg-11872	258	23	including	include	VERB
fuelectenerg-11872	258	24	natural	natural	ADJ
fuelectenerg-11872	258	25	language	language	NOUN
fuelectenerg-11872	258	26	processing	processing	NOUN
fuelectenerg-11872	258	27	,	,	PUNCT
fuelectenerg-11872	258	28	etc	etc	X
fuelectenerg-11872	258	29	.	.	X
fuelectenerg-11872	259	1	the	the	DET
fuelectenerg-11872	259	2	critical	critical	ADJ
fuelectenerg-11872	259	3	feature	feature	NOUN
fuelectenerg-11872	259	4	of	of	ADP
fuelectenerg-11872	259	5	capturing	capture	VERB
fuelectenerg-11872	259	6	and	and	CCONJ
fuelectenerg-11872	259	7	remembering	remember	VERB
fuelectenerg-11872	259	8	information	information	NOUN
fuelectenerg-11872	259	9	from	from	ADP
fuelectenerg-11872	259	10	earlier	early	ADJ
fuelectenerg-11872	259	11	inputs	input	NOUN
fuelectenerg-11872	259	12	in	in	ADP
fuelectenerg-11872	259	13	the	the	DET
fuelectenerg-11872	259	14	sequence	sequence	NOUN
fuelectenerg-11872	259	15	makes	make	VERB
fuelectenerg-11872	259	16	it	it	PRON
fuelectenerg-11872	259	17	an	an	DET
fuelectenerg-11872	259	18	effective	effective	ADJ
fuelectenerg-11872	259	19	tool	tool	NOUN
fuelectenerg-11872	259	20	when	when	SCONJ
fuelectenerg-11872	259	21	context	context	NOUN
fuelectenerg-11872	259	22	or	or	CCONJ
fuelectenerg-11872	259	23	temporal	temporal	ADJ
fuelectenerg-11872	259	24	dependencies	dependency	NOUN
fuelectenerg-11872	259	25	are	be	AUX
fuelectenerg-11872	259	26	essential	essential	ADJ
fuelectenerg-11872	259	27	.	.	PUNCT
fuelectenerg-11872	260	1	the	the	DET
fuelectenerg-11872	260	2	data	data	NOUN
fuelectenerg-11872	260	3	is	be	AUX
fuelectenerg-11872	260	4	processed	process	VERB
fuelectenerg-11872	260	5	sequentially	sequentially	ADV
fuelectenerg-11872	260	6	in	in	ADP
fuelectenerg-11872	260	7	rnn	rnn	NOUN
fuelectenerg-11872	260	8	[	[	PUNCT
fuelectenerg-11872	260	9	32	32	NUM
fuelectenerg-11872	260	10	,	,	PUNCT
fuelectenerg-11872	260	11	33,35	33,35	NOUN
fuelectenerg-11872	260	12	]	]	PUNCT
fuelectenerg-11872	260	13	,	,	PUNCT
fuelectenerg-11872	260	14	as	as	SCONJ
fuelectenerg-11872	260	15	shown	show	VERB
fuelectenerg-11872	260	16	in	in	ADP
fuelectenerg-11872	260	17	figure	figure	NOUN
fuelectenerg-11872	260	18	5	5	NUM
fuelectenerg-11872	260	19	.	.	PUNCT
fuelectenerg-11872	261	1	once	once	ADV
fuelectenerg-11872	261	2	the	the	DET
fuelectenerg-11872	261	3	first	first	ADJ
fuelectenerg-11872	261	4	word	word	NOUN
fuelectenerg-11872	261	5	of	of	ADP
fuelectenerg-11872	261	6	a	a	DET
fuelectenerg-11872	261	7	sentence	sentence	NOUN
fuelectenerg-11872	261	8	is	be	AUX
fuelectenerg-11872	261	9	processed	process	VERB
fuelectenerg-11872	261	10	,	,	PUNCT
fuelectenerg-11872	261	11	a	a	DET
fuelectenerg-11872	261	12	hidden	hidden	ADJ
fuelectenerg-11872	261	13	state	state	NOUN
fuelectenerg-11872	261	14	is	be	AUX
fuelectenerg-11872	261	15	generated	generate	VERB
fuelectenerg-11872	261	16	and	and	CCONJ
fuelectenerg-11872	261	17	is	be	AUX
fuelectenerg-11872	261	18	given	give	VERB
fuelectenerg-11872	261	19	as	as	ADP
fuelectenerg-11872	261	20	input	input	NOUN
fuelectenerg-11872	261	21	to	to	ADP
fuelectenerg-11872	261	22	the	the	DET
fuelectenerg-11872	261	23	encoder	encoder	NOUN
fuelectenerg-11872	261	24	along	along	ADP
fuelectenerg-11872	261	25	with	with	ADP
fuelectenerg-11872	261	26	the	the	DET
fuelectenerg-11872	261	27	next	next	ADJ
fuelectenerg-11872	261	28	word	word	NOUN
fuelectenerg-11872	261	29	and	and	CCONJ
fuelectenerg-11872	261	30	so	so	ADV
fuelectenerg-11872	261	31	on	on	ADV
fuelectenerg-11872	261	32	,	,	PUNCT
fuelectenerg-11872	261	33	and	and	CCONJ
fuelectenerg-11872	261	34	at	at	ADP
fuelectenerg-11872	261	35	last	last	ADJ
fuelectenerg-11872	261	36	,	,	PUNCT
fuelectenerg-11872	261	37	it	it	PRON
fuelectenerg-11872	261	38	is	be	AUX
fuelectenerg-11872	261	39	given	give	VERB
fuelectenerg-11872	261	40	to	to	ADP
fuelectenerg-11872	261	41	the	the	DET
fuelectenerg-11872	261	42	decoder	decoder	NOUN
fuelectenerg-11872	261	43	.	.	PUNCT
fuelectenerg-11872	262	1	long	long	ADJ
fuelectenerg-11872	262	2	-	-	PUNCT
fuelectenerg-11872	262	3	term	term	NOUN
fuelectenerg-11872	262	4	270	270	NUM
fuelectenerg-11872	262	5	b.	b.	PROPN
fuelectenerg-11872	262	6	srinivas	srinivas	PROPN
fuelectenerg-11872	262	7	.	.	PROPN
fuelectenerg-11872	262	8	,	,	PUNCT
fuelectenerg-11872	262	9	b.	b.	PROPN
fuelectenerg-11872	262	10	lavanya	lavanya	PROPN
fuelectenerg-11872	262	11	.	.	PUNCT
fuelectenerg-11872	262	12	,	,	PUNCT
fuelectenerg-11872	263	1	n.	n.	PROPN
fuelectenerg-11872	263	2	k.	k.	PROPN
fuelectenerg-11872	263	3	darimireddy	darimireddy	PROPN
fuelectenerg-11872	263	4	,	,	PUNCT
fuelectenerg-11872	263	5	p.	p.	PROPN
fuelectenerg-11872	263	6	s.	s.	PROPN
fuelectenerg-11872	264	1	prasad	prasad	PROPN
fuelectenerg-11872	264	2	et.al	et.al	PROPN
fuelectenerg-11872	264	3	.	.	PUNCT
fuelectenerg-11872	265	1	dependency	dependency	NOUN
fuelectenerg-11872	265	2	becomes	become	VERB
fuelectenerg-11872	265	3	a	a	DET
fuelectenerg-11872	265	4	problem	problem	NOUN
fuelectenerg-11872	265	5	in	in	ADP
fuelectenerg-11872	265	6	the	the	DET
fuelectenerg-11872	265	7	case	case	NOUN
fuelectenerg-11872	265	8	of	of	ADP
fuelectenerg-11872	265	9	long	long	ADJ
fuelectenerg-11872	265	10	sentences	sentence	NOUN
fuelectenerg-11872	265	11	due	due	ADP
fuelectenerg-11872	265	12	to	to	ADP
fuelectenerg-11872	265	13	the	the	DET
fuelectenerg-11872	265	14	vanishing	vanish	VERB
fuelectenerg-11872	265	15	gradient	gradient	NOUN
fuelectenerg-11872	265	16	problem	problem	NOUN
fuelectenerg-11872	265	17	.	.	PUNCT
fuelectenerg-11872	266	1	it	it	PRON
fuelectenerg-11872	266	2	is	be	AUX
fuelectenerg-11872	266	3	inefficient	inefficient	ADJ
fuelectenerg-11872	266	4	and	and	CCONJ
fuelectenerg-11872	266	5	time	time	NOUN
fuelectenerg-11872	266	6	-	-	PUNCT
fuelectenerg-11872	266	7	consuming	consume	VERB
fuelectenerg-11872	266	8	because	because	SCONJ
fuelectenerg-11872	266	9	of	of	ADP
fuelectenerg-11872	266	10	its	its	PRON
fuelectenerg-11872	266	11	sequential	sequential	ADJ
fuelectenerg-11872	266	12	nature	nature	NOUN
fuelectenerg-11872	266	13	of	of	ADP
fuelectenerg-11872	266	14	training	training	NOUN
fuelectenerg-11872	266	15	and	and	CCONJ
fuelectenerg-11872	266	16	difficulty	difficulty	NOUN
fuelectenerg-11872	266	17	with	with	ADP
fuelectenerg-11872	266	18	parallel	parallel	ADJ
fuelectenerg-11872	266	19	training	training	NOUN
fuelectenerg-11872	266	20	.	.	PUNCT
fuelectenerg-11872	267	1	also	also	ADV
fuelectenerg-11872	267	2	,	,	PUNCT
fuelectenerg-11872	267	3	it	it	PRON
fuelectenerg-11872	267	4	needs	need	VERB
fuelectenerg-11872	267	5	help	help	NOUN
fuelectenerg-11872	267	6	to	to	PART
fuelectenerg-11872	267	7	efficiently	efficiently	ADV
fuelectenerg-11872	267	8	capture	capture	VERB
fuelectenerg-11872	267	9	and	and	CCONJ
fuelectenerg-11872	267	10	model	model	VERB
fuelectenerg-11872	267	11	temporal	temporal	ADJ
fuelectenerg-11872	267	12	lags	lag	NOUN
fuelectenerg-11872	267	13	in	in	ADP
fuelectenerg-11872	267	14	the	the	DET
fuelectenerg-11872	267	15	data	datum	NOUN
fuelectenerg-11872	267	16	,	,	PUNCT
fuelectenerg-11872	267	17	limiting	limit	VERB
fuelectenerg-11872	267	18	its	its	PRON
fuelectenerg-11872	267	19	ability	ability	NOUN
fuelectenerg-11872	267	20	to	to	PART
fuelectenerg-11872	267	21	make	make	VERB
fuelectenerg-11872	267	22	accurate	accurate	ADJ
fuelectenerg-11872	267	23	predictions	prediction	NOUN
fuelectenerg-11872	267	24	where	where	SCONJ
fuelectenerg-11872	267	25	time	time	NOUN
fuelectenerg-11872	267	26	-	-	PUNCT
fuelectenerg-11872	267	27	dependent	dependent	ADJ
fuelectenerg-11872	267	28	patterns	pattern	NOUN
fuelectenerg-11872	267	29	are	be	AUX
fuelectenerg-11872	267	30	involved	involve	VERB
fuelectenerg-11872	267	31	.	.	PUNCT
fuelectenerg-11872	268	1	fig	fig	NOUN
fuelectenerg-11872	268	2	.	.	PUNCT
fuelectenerg-11872	269	1	5	5	NUM
fuelectenerg-11872	269	2	recurrent	recurrent	ADJ
fuelectenerg-11872	269	3	neural	neural	ADJ
fuelectenerg-11872	269	4	network	network	NOUN
fuelectenerg-11872	269	5	architecture	architecture	NOUN
fuelectenerg-11872	269	6	the	the	DET
fuelectenerg-11872	269	7	encoder	encoder	NOUN
fuelectenerg-11872	269	8	-	-	PUNCT
fuelectenerg-11872	269	9	decoder	decoder	NOUN
fuelectenerg-11872	269	10	architecture	architecture	NOUN
fuelectenerg-11872	269	11	has	have	AUX
fuelectenerg-11872	269	12	been	be	AUX
fuelectenerg-11872	269	13	foundational	foundational	ADJ
fuelectenerg-11872	269	14	for	for	ADP
fuelectenerg-11872	269	15	sequence	sequence	NOUN
fuelectenerg-11872	269	16	-	-	PUNCT
fuelectenerg-11872	269	17	to	to	ADP
fuelectenerg-11872	269	18	-	-	PUNCT
fuelectenerg-11872	269	19	sequence	sequence	NOUN
fuelectenerg-11872	269	20	tasks	task	NOUN
fuelectenerg-11872	269	21	such	such	ADJ
fuelectenerg-11872	269	22	as	as	ADP
fuelectenerg-11872	269	23	machine	machine	NOUN
fuelectenerg-11872	269	24	translation	translation	NOUN
fuelectenerg-11872	269	25	,	,	PUNCT
fuelectenerg-11872	269	26	text	text	NOUN
fuelectenerg-11872	269	27	summarization	summarization	NOUN
fuelectenerg-11872	269	28	,	,	PUNCT
fuelectenerg-11872	269	29	etc	etc	X
fuelectenerg-11872	269	30	.	.	X
fuelectenerg-11872	270	1	in	in	ADP
fuelectenerg-11872	270	2	the	the	DET
fuelectenerg-11872	270	3	rnn	rnn	NOUN
fuelectenerg-11872	270	4	encoder	encoder	NOUN
fuelectenerg-11872	270	5	-	-	PUNCT
fuelectenerg-11872	270	6	decoder	decoder	NOUN
fuelectenerg-11872	270	7	architecture	architecture	NOUN
fuelectenerg-11872	270	8	shown	show	VERB
fuelectenerg-11872	270	9	in	in	ADP
fuelectenerg-11872	270	10	figure	figure	NOUN
fuelectenerg-11872	270	11	5	5	NUM
fuelectenerg-11872	270	12	,	,	PUNCT
fuelectenerg-11872	270	13	a	a	DET
fuelectenerg-11872	270	14	variable	variable	ADJ
fuelectenerg-11872	270	15	-	-	PUNCT
fuelectenerg-11872	270	16	length	length	NOUN
fuelectenerg-11872	270	17	sequence	sequence	NOUN
fuelectenerg-11872	270	18	is	be	AUX
fuelectenerg-11872	270	19	encoded	encode	VERB
fuelectenerg-11872	270	20	into	into	ADP
fuelectenerg-11872	270	21	a	a	DET
fuelectenerg-11872	270	22	fixed	fix	VERB
fuelectenerg-11872	270	23	-	-	PUNCT
fuelectenerg-11872	270	24	length	length	NOUN
fuelectenerg-11872	270	25	vector	vector	NOUN
fuelectenerg-11872	270	26	representation	representation	NOUN
fuelectenerg-11872	270	27	and	and	CCONJ
fuelectenerg-11872	270	28	decoded	decode	VERB
fuelectenerg-11872	270	29	into	into	ADP
fuelectenerg-11872	270	30	another	another	DET
fuelectenerg-11872	270	31	variable	variable	ADJ
fuelectenerg-11872	270	32	-	-	PUNCT
fuelectenerg-11872	270	33	length	length	NOUN
fuelectenerg-11872	270	34	sequence	sequence	NOUN
fuelectenerg-11872	270	35	.	.	PUNCT
fuelectenerg-11872	271	1	the	the	DET
fuelectenerg-11872	271	2	encoder	encoder	NOUN
fuelectenerg-11872	271	3	is	be	AUX
fuelectenerg-11872	271	4	an	an	DET
fuelectenerg-11872	271	5	rnn	rnn	NOUN
fuelectenerg-11872	271	6	that	that	PRON
fuelectenerg-11872	271	7	reads	read	VERB
fuelectenerg-11872	271	8	each	each	DET
fuelectenerg-11872	271	9	symbol	symbol	NOUN
fuelectenerg-11872	271	10	of	of	ADP
fuelectenerg-11872	271	11	an	an	DET
fuelectenerg-11872	271	12	input	input	NOUN
fuelectenerg-11872	271	13	sequence	sequence	NOUN
fuelectenerg-11872	271	14	sequentially	sequentially	ADV
fuelectenerg-11872	271	15	.	.	PUNCT
fuelectenerg-11872	272	1	each	each	DET
fuelectenerg-11872	272	2	symbol	symbol	NOUN
fuelectenerg-11872	272	3	is	be	AUX
fuelectenerg-11872	272	4	read	read	VERB
fuelectenerg-11872	272	5	,	,	PUNCT
fuelectenerg-11872	272	6	gives	give	VERB
fuelectenerg-11872	272	7	a	a	DET
fuelectenerg-11872	272	8	hidden	hidden	ADJ
fuelectenerg-11872	272	9	state	state	NOUN
fuelectenerg-11872	272	10	,	,	PUNCT
fuelectenerg-11872	272	11	and	and	CCONJ
fuelectenerg-11872	272	12	is	be	AUX
fuelectenerg-11872	272	13	given	give	VERB
fuelectenerg-11872	272	14	to	to	ADP
fuelectenerg-11872	272	15	the	the	DET
fuelectenerg-11872	272	16	next	next	ADJ
fuelectenerg-11872	272	17	stage	stage	NOUN
fuelectenerg-11872	272	18	,	,	PUNCT
fuelectenerg-11872	272	19	and	and	CCONJ
fuelectenerg-11872	272	20	finally	finally	ADV
fuelectenerg-11872	272	21	,	,	PUNCT
fuelectenerg-11872	272	22	the	the	DET
fuelectenerg-11872	272	23	summary	summary	NOUN
fuelectenerg-11872	272	24	,	,	PUNCT
fuelectenerg-11872	272	25	c	c	X
fuelectenerg-11872	272	26	,	,	PUNCT
fuelectenerg-11872	272	27	corresponding	correspond	VERB
fuelectenerg-11872	272	28	to	to	ADP
fuelectenerg-11872	272	29	the	the	DET
fuelectenerg-11872	272	30	whole	whole	ADJ
fuelectenerg-11872	272	31	input	input	NOUN
fuelectenerg-11872	272	32	sequence	sequence	NOUN
fuelectenerg-11872	272	33	,	,	PUNCT
fuelectenerg-11872	272	34	comes	come	VERB
fuelectenerg-11872	272	35	out	out	ADP
fuelectenerg-11872	272	36	.	.	PUNCT
fuelectenerg-11872	273	1	this	this	PRON
fuelectenerg-11872	273	2	is	be	AUX
fuelectenerg-11872	273	3	taken	take	VERB
fuelectenerg-11872	273	4	by	by	ADP
fuelectenerg-11872	273	5	the	the	DET
fuelectenerg-11872	273	6	decoder	decoder	NOUN
fuelectenerg-11872	273	7	,	,	PUNCT
fuelectenerg-11872	273	8	trained	train	VERB
fuelectenerg-11872	273	9	to	to	PART
fuelectenerg-11872	273	10	generate	generate	VERB
fuelectenerg-11872	273	11	the	the	DET
fuelectenerg-11872	273	12	output	output	NOUN
fuelectenerg-11872	273	13	sequence	sequence	NOUN
fuelectenerg-11872	273	14	by	by	ADP
fuelectenerg-11872	273	15	predicting	predict	VERB
fuelectenerg-11872	273	16	each	each	DET
fuelectenerg-11872	273	17	word	word	NOUN
fuelectenerg-11872	273	18	corresponding	correspond	VERB
fuelectenerg-11872	273	19	to	to	ADP
fuelectenerg-11872	273	20	each	each	DET
fuelectenerg-11872	273	21	stage	stage	NOUN
fuelectenerg-11872	273	22	.	.	PUNCT
fuelectenerg-11872	274	1	4	4	X
fuelectenerg-11872	274	2	.	.	NOUN
fuelectenerg-11872	274	3	results	result	NOUN
fuelectenerg-11872	274	4	and	and	CCONJ
fuelectenerg-11872	274	5	discussion	discussion	NOUN
fuelectenerg-11872	274	6	in	in	ADP
fuelectenerg-11872	274	7	this	this	DET
fuelectenerg-11872	274	8	paper	paper	NOUN
fuelectenerg-11872	274	9	,	,	PUNCT
fuelectenerg-11872	274	10	six	six	NUM
fuelectenerg-11872	274	11	variations	variation	NOUN
fuelectenerg-11872	274	12	of	of	ADP
fuelectenerg-11872	274	13	deep	deep	ADJ
fuelectenerg-11872	274	14	learning	learning	NOUN
fuelectenerg-11872	274	15	-	-	PUNCT
fuelectenerg-11872	274	16	based	base	VERB
fuelectenerg-11872	274	17	transformers	transformer	NOUN
fuelectenerg-11872	274	18	are	be	AUX
fuelectenerg-11872	274	19	considered	consider	VERB
fuelectenerg-11872	274	20	,	,	PUNCT
fuelectenerg-11872	274	21	in	in	ADP
fuelectenerg-11872	274	22	addition	addition	NOUN
fuelectenerg-11872	274	23	to	to	ADP
fuelectenerg-11872	274	24	rnn	rnn	PROPN
fuelectenerg-11872	274	25	,	,	PUNCT
fuelectenerg-11872	274	26	for	for	ADP
fuelectenerg-11872	274	27	training	training	NOUN
fuelectenerg-11872	274	28	and	and	CCONJ
fuelectenerg-11872	274	29	testing	testing	NOUN
fuelectenerg-11872	274	30	to	to	PART
fuelectenerg-11872	274	31	generate	generate	VERB
fuelectenerg-11872	274	32	text	text	NOUN
fuelectenerg-11872	274	33	summarization	summarization	NOUN
fuelectenerg-11872	274	34	of	of	ADP
fuelectenerg-11872	274	35	the	the	DET
fuelectenerg-11872	274	36	inshorts	inshort	NOUN
fuelectenerg-11872	274	37	database	database	NOUN
fuelectenerg-11872	274	38	.	.	PUNCT
fuelectenerg-11872	275	1	the	the	DET
fuelectenerg-11872	275	2	short	short	ADJ
fuelectenerg-11872	275	3	input	input	NOUN
fuelectenerg-11872	275	4	articles	article	NOUN
fuelectenerg-11872	275	5	shown	show	VERB
fuelectenerg-11872	275	6	in	in	ADP
fuelectenerg-11872	275	7	table	table	NOUN
fuelectenerg-11872	275	8	2	2	NUM
fuelectenerg-11872	275	9	are	be	AUX
fuelectenerg-11872	275	10	inshorts	inshort	NOUN
fuelectenerg-11872	275	11	database	database	PROPN
fuelectenerg-11872	275	12	test	test	NOUN
fuelectenerg-11872	275	13	articles	article	NOUN
fuelectenerg-11872	275	14	.	.	PUNCT
fuelectenerg-11872	276	1	the	the	DET
fuelectenerg-11872	276	2	'	'	PUNCT
fuelectenerg-11872	276	3	ground	ground	NOUN
fuelectenerg-11872	276	4	truth	truth	NOUN
fuelectenerg-11872	276	5	headline	headline	NOUN
fuelectenerg-11872	276	6	'	'	PUNCT
fuelectenerg-11872	276	7	(	(	PUNCT
fuelectenerg-11872	276	8	summary	summary	NOUN
fuelectenerg-11872	276	9	)	)	PUNCT
fuelectenerg-11872	276	10	represents	represent	VERB
fuelectenerg-11872	276	11	the	the	DET
fuelectenerg-11872	276	12	actual	actual	ADJ
fuelectenerg-11872	276	13	headline	headline	NOUN
fuelectenerg-11872	276	14	given	give	VERB
fuelectenerg-11872	276	15	by	by	ADP
fuelectenerg-11872	276	16	an	an	DET
fuelectenerg-11872	276	17	expert	expert	NOUN
fuelectenerg-11872	276	18	.	.	PUNCT
fuelectenerg-11872	277	1	the	the	DET
fuelectenerg-11872	277	2	'	'	PUNCT
fuelectenerg-11872	277	3	predicted	predict	VERB
fuelectenerg-11872	277	4	headline	headline	NOUN
fuelectenerg-11872	277	5	'	'	PUNCT
fuelectenerg-11872	277	6	represents	represent	VERB
fuelectenerg-11872	277	7	the	the	DET
fuelectenerg-11872	277	8	summary	summary	NOUN
fuelectenerg-11872	277	9	predicted	predict	VERB
fuelectenerg-11872	277	10	by	by	ADP
fuelectenerg-11872	277	11	the	the	DET
fuelectenerg-11872	277	12	pre	pre	ADJ
fuelectenerg-11872	277	13	-	-	ADJ
fuelectenerg-11872	277	14	trained	train	VERB
fuelectenerg-11872	277	15	model	model	NOUN
fuelectenerg-11872	277	16	when	when	SCONJ
fuelectenerg-11872	277	17	the	the	DET
fuelectenerg-11872	277	18	input	input	NOUN
fuelectenerg-11872	277	19	article	article	NOUN
fuelectenerg-11872	277	20	is	be	AUX
fuelectenerg-11872	277	21	provided	provide	VERB
fuelectenerg-11872	277	22	.	.	PUNCT
fuelectenerg-11872	278	1	the	the	DET
fuelectenerg-11872	278	2	ground	ground	NOUN
fuelectenerg-11872	278	3	truth	truth	NOUN
fuelectenerg-11872	278	4	and	and	CCONJ
fuelectenerg-11872	278	5	predicted	predict	VERB
fuelectenerg-11872	278	6	summaries	summary	NOUN
fuelectenerg-11872	278	7	are	be	AUX
fuelectenerg-11872	278	8	then	then	ADV
fuelectenerg-11872	278	9	compared	compare	VERB
fuelectenerg-11872	278	10	.	.	PUNCT
fuelectenerg-11872	279	1	if	if	SCONJ
fuelectenerg-11872	279	2	deep	deep	ADJ
fuelectenerg-11872	279	3	learning	learning	NOUN
fuelectenerg-11872	279	4	-	-	PUNCT
fuelectenerg-11872	279	5	based	base	VERB
fuelectenerg-11872	279	6	modified	modified	ADJ
fuelectenerg-11872	279	7	transformer	transformer	NOUN
fuelectenerg-11872	279	8	model	model	NOUN
fuelectenerg-11872	279	9	for	for	ADP
fuelectenerg-11872	279	10	automated	automate	VERB
fuelectenerg-11872	279	11	news	news	NOUN
fuelectenerg-11872	279	12	article	article	NOUN
fuelectenerg-11872	279	13	summarization	summarization	NOUN
fuelectenerg-11872	279	14	271	271	NUM
fuelectenerg-11872	279	15	they	they	PRON
fuelectenerg-11872	279	16	are	be	AUX
fuelectenerg-11872	279	17	similar	similar	ADJ
fuelectenerg-11872	279	18	,	,	PUNCT
fuelectenerg-11872	279	19	the	the	DET
fuelectenerg-11872	279	20	model	model	NOUN
fuelectenerg-11872	279	21	is	be	AUX
fuelectenerg-11872	279	22	considered	consider	VERB
fuelectenerg-11872	279	23	to	to	PART
fuelectenerg-11872	279	24	have	have	AUX
fuelectenerg-11872	279	25	predicted	predict	VERB
fuelectenerg-11872	279	26	the	the	DET
fuelectenerg-11872	279	27	summary	summary	NOUN
fuelectenerg-11872	279	28	correctly	correctly	ADV
fuelectenerg-11872	279	29	,	,	PUNCT
fuelectenerg-11872	279	30	resulting	result	VERB
fuelectenerg-11872	279	31	in	in	ADP
fuelectenerg-11872	279	32	high	high	ADJ
fuelectenerg-11872	279	33	rouge	rouge	NOUN
fuelectenerg-11872	279	34	metrics	metric	NOUN
fuelectenerg-11872	279	35	;	;	PUNCT
fuelectenerg-11872	279	36	otherwise	otherwise	ADV
fuelectenerg-11872	279	37	,	,	PUNCT
fuelectenerg-11872	279	38	its	its	PRON
fuelectenerg-11872	279	39	performance	performance	NOUN
fuelectenerg-11872	279	40	is	be	AUX
fuelectenerg-11872	279	41	deemed	deem	VERB
fuelectenerg-11872	279	42	low	low	ADJ
fuelectenerg-11872	279	43	.	.	PUNCT
fuelectenerg-11872	280	1	table	table	NOUN
fuelectenerg-11872	280	2	2	2	NUM
fuelectenerg-11872	280	3	random	random	ADJ
fuelectenerg-11872	280	4	samples	sample	NOUN
fuelectenerg-11872	280	5	of	of	ADP
fuelectenerg-11872	280	6	in	in	ADP
fuelectenerg-11872	280	7	-	-	PUNCT
fuelectenerg-11872	280	8	short	short	ADJ
fuelectenerg-11872	280	9	database	database	NOUN
fuelectenerg-11872	280	10	summarization	summarization	NOUN
fuelectenerg-11872	280	11	using	use	VERB
fuelectenerg-11872	280	12	model_6	model_6	PROPN
fuelectenerg-11872	280	13	s.no	s.no	PROPN
fuelectenerg-11872	280	14	short	short	ADJ
fuelectenerg-11872	280	15	predicted	predict	VERB
fuelectenerg-11872	280	16	headline	headline	NOUN
fuelectenerg-11872	280	17	ground	ground	NOUN
fuelectenerg-11872	280	18	truth	truth	NOUN
fuelectenerg-11872	280	19	headline	headline	NOUN
fuelectenerg-11872	280	20	article	article	NOUN
fuelectenerg-11872	280	21	1	1	NUM
fuelectenerg-11872	280	22	as	as	ADP
fuelectenerg-11872	280	23	per	per	ADP
fuelectenerg-11872	280	24	a	a	DET
fuelectenerg-11872	280	25	survey	survey	NOUN
fuelectenerg-11872	280	26	of	of	ADP
fuelectenerg-11872	280	27	britons	briton	NOUN
fuelectenerg-11872	280	28	by	by	ADP
fuelectenerg-11872	280	29	scottish	scottish	ADJ
fuelectenerg-11872	280	30	investment	investment	NOUN
fuelectenerg-11872	280	31	company	company	NOUN
fuelectenerg-11872	280	32	scottish	scottish	ADJ
fuelectenerg-11872	280	33	widows	widow	NOUN
fuelectenerg-11872	280	34	,	,	PUNCT
fuelectenerg-11872	280	35	former	former	ADJ
fuelectenerg-11872	280	36	british	british	ADJ
fuelectenerg-11872	280	37	pm	pm	PROPN
fuelectenerg-11872	280	38	margaret	margaret	PROPN
fuelectenerg-11872	280	39	thatcher	thatcher	PROPN
fuelectenerg-11872	280	40	is	be	AUX
fuelectenerg-11872	280	41	the	the	DET
fuelectenerg-11872	280	42	most	most	ADV
fuelectenerg-11872	280	43	influential	influential	ADJ
fuelectenerg-11872	280	44	woman	woman	NOUN
fuelectenerg-11872	280	45	of	of	ADP
fuelectenerg-11872	280	46	the	the	DET
fuelectenerg-11872	280	47	last	last	ADJ
fuelectenerg-11872	280	48	two	two	NUM
fuelectenerg-11872	280	49	centuries	century	NOUN
fuelectenerg-11872	280	50	.	.	PUNCT
fuelectenerg-11872	281	1	with	with	ADP
fuelectenerg-11872	281	2	28	28	NUM
fuelectenerg-11872	281	3	%	%	NOUN
fuelectenerg-11872	281	4	votes	vote	NOUN
fuelectenerg-11872	281	5	,	,	PUNCT
fuelectenerg-11872	281	6	thatcher	thatcher	PROPN
fuelectenerg-11872	281	7	was	be	AUX
fuelectenerg-11872	281	8	ranked	rank	VERB
fuelectenerg-11872	281	9	ahead	ahead	ADV
fuelectenerg-11872	281	10	of	of	ADP
fuelectenerg-11872	281	11	marie	marie	PROPN
fuelectenerg-11872	281	12	curie	curie	PROPN
fuelectenerg-11872	281	13	(	(	PUNCT
fuelectenerg-11872	281	14	24	24	NUM
fuelectenerg-11872	281	15	%	%	NOUN
fuelectenerg-11872	281	16	)	)	PUNCT
fuelectenerg-11872	281	17	and	and	CCONJ
fuelectenerg-11872	281	18	queen	queen	PROPN
fuelectenerg-11872	281	19	elizabeth	elizabeth	PROPN
fuelectenerg-11872	281	20	ii	ii	PROPN
fuelectenerg-11872	281	21	(	(	PUNCT
fuelectenerg-11872	281	22	18	18	NUM
fuelectenerg-11872	281	23	%	%	NOUN
fuelectenerg-11872	281	24	)	)	PUNCT
fuelectenerg-11872	281	25	.	.	PUNCT
fuelectenerg-11872	282	1	princess	princess	PROPN
fuelectenerg-11872	282	2	diana	diana	PROPN
fuelectenerg-11872	282	3	,	,	PUNCT
fuelectenerg-11872	282	4	mother	mother	NOUN
fuelectenerg-11872	282	5	teresa	teresa	PROPN
fuelectenerg-11872	282	6	,	,	PUNCT
fuelectenerg-11872	282	7	and	and	CCONJ
fuelectenerg-11872	282	8	oprah	oprah	PROPN
fuelectenerg-11872	282	9	winfrey	winfrey	PROPN
fuelectenerg-11872	282	10	made	make	VERB
fuelectenerg-11872	282	11	it	it	PRON
fuelectenerg-11872	282	12	to	to	ADP
fuelectenerg-11872	282	13	the	the	DET
fuelectenerg-11872	282	14	top	top	ADJ
fuelectenerg-11872	282	15	ten	ten	NUM
fuelectenerg-11872	282	16	of	of	ADP
fuelectenerg-11872	282	17	the	the	DET
fuelectenerg-11872	282	18	list	list	NOUN
fuelectenerg-11872	282	19	.	.	PUNCT
fuelectenerg-11872	283	1	thatcher	thatcher	PROPN
fuelectenerg-11872	283	2	voted	vote	VERB
fuelectenerg-11872	283	3	most	most	ADV
fuelectenerg-11872	283	4	influential	influential	ADJ
fuelectenerg-11872	283	5	woman	woman	NOUN
fuelectenerg-11872	283	6	:	:	PUNCT
fuelectenerg-11872	283	7	uk	uk	PROPN
fuelectenerg-11872	283	8	poll	poll	NOUN
fuelectenerg-11872	283	9	.	.	PUNCT
fuelectenerg-11872	284	1	margaret	margaret	PROPN
fuelectenerg-11872	284	2	thatcher	thatcher	PROPN
fuelectenerg-11872	284	3	,	,	PUNCT
fuelectenerg-11872	284	4	most	most	ADV
fuelectenerg-11872	284	5	influential	influential	ADJ
fuelectenerg-11872	284	6	woman	woman	NOUN
fuelectenerg-11872	284	7	of	of	ADP
fuelectenerg-11872	284	8	the	the	DET
fuelectenerg-11872	284	9	last	last	ADJ
fuelectenerg-11872	284	10	two	two	NUM
fuelectenerg-11872	284	11	centuries	century	NOUN
fuelectenerg-11872	284	12	:	:	PUNCT
fuelectenerg-11872	284	13	survey	survey	NOUN
fuelectenerg-11872	284	14	article	article	NOUN
fuelectenerg-11872	284	15	2	2	NUM
fuelectenerg-11872	284	16	on	on	ADP
fuelectenerg-11872	284	17	wednesday	wednesday	PROPN
fuelectenerg-11872	284	18	,	,	PUNCT
fuelectenerg-11872	284	19	tata	tata	PROPN
fuelectenerg-11872	284	20	motors	motors	PROPN
fuelectenerg-11872	284	21	posted	post	VERB
fuelectenerg-11872	284	22	a	a	DET
fuelectenerg-11872	284	23	16	16	NUM
fuelectenerg-11872	284	24	%	%	NOUN
fuelectenerg-11872	284	25	yearon	yearon	NOUN
fuelectenerg-11872	284	26	-	-	PUNCT
fuelectenerg-11872	284	27	year	year	NOUN
fuelectenerg-11872	284	28	rise	rise	NOUN
fuelectenerg-11872	284	29	in	in	ADP
fuelectenerg-11872	284	30	its	its	PRON
fuelectenerg-11872	284	31	global	global	ADJ
fuelectenerg-11872	284	32	sales	sale	NOUN
fuelectenerg-11872	284	33	to	to	ADP
fuelectenerg-11872	284	34	93,355	93,355	NUM
fuelectenerg-11872	284	35	units	unit	NOUN
fuelectenerg-11872	284	36	for	for	ADP
fuelectenerg-11872	284	37	january	january	PROPN
fuelectenerg-11872	284	38	.	.	PUNCT
fuelectenerg-11872	285	1	while	while	SCONJ
fuelectenerg-11872	285	2	sales	sale	NOUN
fuelectenerg-11872	285	3	of	of	ADP
fuelectenerg-11872	285	4	passenger	passenger	NOUN
fuelectenerg-11872	285	5	vehicles	vehicle	NOUN
fuelectenerg-11872	285	6	increased	increase	VERB
fuelectenerg-11872	285	7	by	by	ADP
fuelectenerg-11872	285	8	14	14	NUM
fuelectenerg-11872	285	9	%	%	NOUN
fuelectenerg-11872	285	10	to	to	ADP
fuelectenerg-11872	285	11	56,616	56,616	NUM
fuelectenerg-11872	285	12	units	unit	NOUN
fuelectenerg-11872	285	13	,	,	PUNCT
fuelectenerg-11872	285	14	the	the	DET
fuelectenerg-11872	285	15	commercial	commercial	ADJ
fuelectenerg-11872	285	16	vehicles	vehicle	NOUN
fuelectenerg-11872	285	17	segment	segment	NOUN
fuelectenerg-11872	285	18	recorded	record	VERB
fuelectenerg-11872	285	19	a	a	DET
fuelectenerg-11872	285	20	20	20	NUM
fuelectenerg-11872	285	21	%	%	NOUN
fuelectenerg-11872	285	22	growth	growth	NOUN
fuelectenerg-11872	285	23	to	to	ADP
fuelectenerg-11872	285	24	36,739	36,739	NUM
fuelectenerg-11872	285	25	units	unit	NOUN
fuelectenerg-11872	285	26	.	.	PUNCT
fuelectenerg-11872	286	1	further	far	ADV
fuelectenerg-11872	286	2	,	,	PUNCT
fuelectenerg-11872	286	3	sales	sale	NOUN
fuelectenerg-11872	286	4	of	of	ADP
fuelectenerg-11872	286	5	luxury	luxury	NOUN
fuelectenerg-11872	286	6	brand	brand	PROPN
fuelectenerg-11872	286	7	jaguar	jaguar	PROPN
fuelectenerg-11872	286	8	land	land	PROPN
fuelectenerg-11872	286	9	rover	rover	PROPN
fuelectenerg-11872	286	10	jumped	jump	VERB
fuelectenerg-11872	286	11	by	by	ADP
fuelectenerg-11872	286	12	25	25	NUM
fuelectenerg-11872	286	13	%	%	NOUN
fuelectenerg-11872	286	14	to	to	ADP
fuelectenerg-11872	286	15	45,535	45,535	NUM
fuelectenerg-11872	286	16	units	unit	NOUN
fuelectenerg-11872	286	17	.	.	PUNCT
fuelectenerg-11872	287	1	tata	tata	PROPN
fuelectenerg-11872	287	2	motors	motors	PROPN
fuelectenerg-11872	287	3	global	global	ADJ
fuelectenerg-11872	287	4	sales	sale	NOUN
fuelectenerg-11872	287	5	up	up	ADP
fuelectenerg-11872	287	6	by	by	ADP
fuelectenerg-11872	287	7	16	16	NUM
fuelectenerg-11872	287	8	%	%	NOUN
fuelectenerg-11872	287	9	in	in	ADP
fuelectenerg-11872	287	10	january	january	PROPN
fuelectenerg-11872	287	11	india	india	PROPN
fuelectenerg-11872	287	12	's	's	PART
fuelectenerg-11872	287	13	tata	tata	PROPN
fuelectenerg-11872	287	14	motors	motors	PROPN
fuelectenerg-11872	287	15	posted	post	VERB
fuelectenerg-11872	287	16	a	a	DET
fuelectenerg-11872	287	17	16	16	NUM
fuelectenerg-11872	287	18	%	%	NOUN
fuelectenerg-11872	287	19	rise	rise	NOUN
fuelectenerg-11872	287	20	in	in	ADP
fuelectenerg-11872	287	21	its	its	PRON
fuelectenerg-11872	287	22	global	global	ADJ
fuelectenerg-11872	287	23	sales	sale	NOUN
fuelectenerg-11872	287	24	for	for	ADP
fuelectenerg-11872	287	25	january	january	PROPN
fuelectenerg-11872	287	26	article	article	NOUN
fuelectenerg-11872	287	27	3	3	NUM
fuelectenerg-11872	287	28	jet	jet	NOUN
fuelectenerg-11872	287	29	airways	airway	NOUN
fuelectenerg-11872	287	30	today	today	NOUN
fuelectenerg-11872	287	31	confirmed	confirm	VERB
fuelectenerg-11872	287	32	that	that	SCONJ
fuelectenerg-11872	287	33	the	the	DET
fuelectenerg-11872	287	34	five	five	NUM
fuelectenerg-11872	287	35	crew	crew	NOUN
fuelectenerg-11872	287	36	members	member	NOUN
fuelectenerg-11872	287	37	who	who	PRON
fuelectenerg-11872	287	38	allowed	allow	VERB
fuelectenerg-11872	287	39	playback	playback	NOUN
fuelectenerg-11872	287	40	singer	singer	NOUN
fuelectenerg-11872	287	41	sonu	sonu	PROPN
fuelectenerg-11872	287	42	nigam	nigam	PROPN
fuelectenerg-11872	287	43	to	to	PART
fuelectenerg-11872	287	44	sing	sing	VERB
fuelectenerg-11872	287	45	onboard	onboard	ADP
fuelectenerg-11872	287	46	the	the	DET
fuelectenerg-11872	287	47	jaipur	jaipur	NOUN
fuelectenerg-11872	287	48	-	-	PUNCT
fuelectenerg-11872	287	49	mumbai	mumbai	NOUN
fuelectenerg-11872	287	50	flight	flight	NOUN
fuelectenerg-11872	287	51	on	on	ADP
fuelectenerg-11872	287	52	january	january	PROPN
fuelectenerg-11872	287	53	4	4	NUM
fuelectenerg-11872	287	54	using	use	VERB
fuelectenerg-11872	287	55	the	the	DET
fuelectenerg-11872	287	56	announcement	announcement	NOUN
fuelectenerg-11872	287	57	system	system	NOUN
fuelectenerg-11872	287	58	have	have	AUX
fuelectenerg-11872	287	59	been	be	AUX
fuelectenerg-11872	287	60	&	&	CCONJ
fuelectenerg-11872	287	61	#	#	SYM
fuelectenerg-11872	287	62	34	34	NUM
fuelectenerg-11872	287	63	;	;	PUNCT
fuelectenerg-11872	287	64	taken	take	VERB
fuelectenerg-11872	287	65	off	off	ADP
fuelectenerg-11872	287	66	flight	flight	NOUN
fuelectenerg-11872	287	67	duty&#34	duty&#34	NOUN
fuelectenerg-11872	287	68	;	;	PUNCT
fuelectenerg-11872	287	69	a	a	DET
fuelectenerg-11872	287	70	statement	statement	NOUN
fuelectenerg-11872	287	71	from	from	ADP
fuelectenerg-11872	287	72	the	the	DET
fuelectenerg-11872	287	73	airline	airline	NOUN
fuelectenerg-11872	287	74	added	add	VERB
fuelectenerg-11872	287	75	that	that	SCONJ
fuelectenerg-11872	287	76	an	an	DET
fuelectenerg-11872	287	77	inquiry	inquiry	NOUN
fuelectenerg-11872	287	78	had	have	AUX
fuelectenerg-11872	287	79	been	be	AUX
fuelectenerg-11872	287	80	ordered	order	VERB
fuelectenerg-11872	287	81	to	to	PART
fuelectenerg-11872	287	82	ensure	ensure	VERB
fuelectenerg-11872	287	83	strict	strict	ADJ
fuelectenerg-11872	287	84	adherence	adherence	NOUN
fuelectenerg-11872	287	85	to	to	ADP
fuelectenerg-11872	287	86	the	the	DET
fuelectenerg-11872	287	87	flying	fly	VERB
fuelectenerg-11872	287	88	norms	norm	NOUN
fuelectenerg-11872	287	89	in	in	ADP
fuelectenerg-11872	287	90	the	the	DET
fuelectenerg-11872	287	91	future	future	NOUN
fuelectenerg-11872	287	92	.	.	PUNCT
fuelectenerg-11872	288	1	jet	jet	NOUN
fuelectenerg-11872	288	2	crew	crew	NOUN
fuelectenerg-11872	288	3	suspended	suspend	VERB
fuelectenerg-11872	288	4	for	for	ADP
fuelectenerg-11872	288	5	sonu	sonu	PROPN
fuelectenerg-11872	288	6	nigam	nigam	PROPN
fuelectenerg-11872	288	7	&	&	CCONJ
fuelectenerg-11872	288	8	#	#	SYM
fuelectenerg-11872	288	9	39;s	39;s	NOUN
fuelectenerg-11872	288	10	song	song	NOUN
fuelectenerg-11872	288	11	on	on	ADP
fuelectenerg-11872	288	12	board	board	NOUN
fuelectenerg-11872	288	13	jet	jet	NOUN
fuelectenerg-11872	288	14	airways	airways	PROPN
fuelectenerg-11872	288	15	confirms	confirm	VERB
fuelectenerg-11872	288	16	that	that	SCONJ
fuelectenerg-11872	288	17	crew	crew	NOUN
fuelectenerg-11872	288	18	members	member	NOUN
fuelectenerg-11872	288	19	w	w	PROPN
fuelectenerg-11872	288	20	ho	ho	PROPN
fuelectenerg-11872	288	21	allowed	allow	VERB
fuelectenerg-11872	288	22	sonu	sonu	PROPN
fuelectenerg-11872	288	23	nigam	nigam	PROPN
fuelectenerg-11872	288	24	to	to	PART
fuelectenerg-11872	288	25	sign	sign	VERB
fuelectenerg-11872	288	26	off	off	ADP
fuelectenerg-11872	288	27	the	the	DET
fuelectenerg-11872	288	28	flight	flight	NOUN
fuelectenerg-11872	288	29	have	have	AUX
fuelectenerg-11872	288	30	been	be	AUX
fuelectenerg-11872	288	31	taken	take	VERB
fuelectenerg-11872	288	32	off	off	ADP
fuelectenerg-11872	288	33	flight	flight	NOUN
fuelectenerg-11872	288	34	duty	duty	NOUN
fuelectenerg-11872	288	35	the	the	DET
fuelectenerg-11872	288	36	rnn	rnn	NOUN
fuelectenerg-11872	288	37	and	and	CCONJ
fuelectenerg-11872	288	38	the	the	DET
fuelectenerg-11872	288	39	proposed	propose	VERB
fuelectenerg-11872	288	40	transformer	transformer	NOUN
fuelectenerg-11872	288	41	-	-	PUNCT
fuelectenerg-11872	288	42	based	base	VERB
fuelectenerg-11872	288	43	models	model	NOUN
fuelectenerg-11872	288	44	are	be	AUX
fuelectenerg-11872	288	45	evaluated	evaluate	VERB
fuelectenerg-11872	288	46	on	on	ADP
fuelectenerg-11872	288	47	an	an	DET
fuelectenerg-11872	288	48	in	in	ADP
fuelectenerg-11872	288	49	-	-	PUNCT
fuelectenerg-11872	288	50	shorts	short	NOUN
fuelectenerg-11872	288	51	dataset	dataset	NOUN
fuelectenerg-11872	289	1	[	[	X
fuelectenerg-11872	289	2	22	22	NUM
fuelectenerg-11872	289	3	]	]	PUNCT
fuelectenerg-11872	289	4	.	.	PUNCT
fuelectenerg-11872	290	1	in	in	ADP
fuelectenerg-11872	290	2	line	line	NOUN
fuelectenerg-11872	290	3	with	with	ADP
fuelectenerg-11872	290	4	this	this	PRON
fuelectenerg-11872	290	5	,	,	PUNCT
fuelectenerg-11872	290	6	full	full	ADJ
fuelectenerg-11872	290	7	-	-	PUNCT
fuelectenerg-11872	290	8	length	length	NOUN
fuelectenerg-11872	290	9	f1	f1	NOUN
fuelectenerg-11872	290	10	scores	score	NOUN
fuelectenerg-11872	290	11	of	of	ADP
fuelectenerg-11872	290	12	rouge-1	rouge-1	NOUN
fuelectenerg-11872	290	13	and	and	CCONJ
fuelectenerg-11872	290	14	rouge	rouge	ADJ
fuelectenerg-11872	290	15	-	-	PUNCT
fuelectenerg-11872	290	16	l	l	NOUN
fuelectenerg-11872	290	17	metrics	metric	NOUN
fuelectenerg-11872	290	18	are	be	AUX
fuelectenerg-11872	290	19	calculated	calculate	VERB
fuelectenerg-11872	290	20	.	.	PUNCT
fuelectenerg-11872	291	1	rouge	rouge	NOUN
fuelectenerg-11872	291	2	is	be	AUX
fuelectenerg-11872	291	3	an	an	DET
fuelectenerg-11872	291	4	acronym	acronym	NOUN
fuelectenerg-11872	291	5	for	for	ADP
fuelectenerg-11872	291	6	recall	recall	NOUN
fuelectenerg-11872	291	7	-	-	PUNCT
fuelectenerg-11872	291	8	oriented	orient	VERB
fuelectenerg-11872	291	9	understudy	understudy	NOUN
fuelectenerg-11872	291	10	for	for	ADP
fuelectenerg-11872	291	11	gisting	giste	VERB
fuelectenerg-11872	291	12	evaluation	evaluation	NOUN
fuelectenerg-11872	291	13	,	,	PUNCT
fuelectenerg-11872	291	14	a	a	DET
fuelectenerg-11872	291	15	method	method	NOUN
fuelectenerg-11872	291	16	used	use	VERB
fuelectenerg-11872	291	17	to	to	PART
fuelectenerg-11872	291	18	measure	measure	VERB
fuelectenerg-11872	291	19	the	the	DET
fuelectenerg-11872	291	20	quality	quality	NOUN
fuelectenerg-11872	291	21	of	of	ADP
fuelectenerg-11872	291	22	summaries	summary	NOUN
fuelectenerg-11872	291	23	(	(	PUNCT
fuelectenerg-11872	291	24	predicted	predict	VERB
fuelectenerg-11872	291	25	)	)	PUNCT
fuelectenerg-11872	291	26	by	by	ADP
fuelectenerg-11872	291	27	comparing	compare	VERB
fuelectenerg-11872	291	28	them	they	PRON
fuelectenerg-11872	291	29	with	with	ADP
fuelectenerg-11872	291	30	human	human	NOUN
fuelectenerg-11872	291	31	-	-	PUNCT
fuelectenerg-11872	291	32	written	write	VERB
fuelectenerg-11872	291	33	summaries	summary	NOUN
fuelectenerg-11872	291	34	(	(	PUNCT
fuelectenerg-11872	291	35	ground	ground	NOUN
fuelectenerg-11872	291	36	truth	truth	NOUN
fuelectenerg-11872	291	37	)	)	PUNCT
fuelectenerg-11872	291	38	.	.	PUNCT
fuelectenerg-11872	292	1	rouge	rouge	NOUN
fuelectenerg-11872	292	2	has	have	VERB
fuelectenerg-11872	292	3	different	different	ADJ
fuelectenerg-11872	292	4	variants	variant	NOUN
fuelectenerg-11872	292	5	,	,	PUNCT
fuelectenerg-11872	292	6	including	include	VERB
fuelectenerg-11872	292	7	rouge	rouge	NOUN
fuelectenerg-11872	292	8	-	-	PUNCT
fuelectenerg-11872	292	9	n	n	NOUN
fuelectenerg-11872	292	10	,	,	PUNCT
fuelectenerg-11872	292	11	rouge	rouge	NOUN
fuelectenerg-11872	292	12	-	-	PUNCT
fuelectenerg-11872	292	13	l	l	NOUN
fuelectenerg-11872	292	14	,	,	PUNCT
fuelectenerg-11872	292	15	and	and	CCONJ
fuelectenerg-11872	292	16	rouge	rouge	NOUN
fuelectenerg-11872	292	17	-	-	PUNCT
fuelectenerg-11872	292	18	s	s	NOUN
fuelectenerg-11872	292	19	,	,	PUNCT
fuelectenerg-11872	292	20	which	which	PRON
fuelectenerg-11872	292	21	calculate	calculate	VERB
fuelectenerg-11872	292	22	the	the	DET
fuelectenerg-11872	292	23	similarity	similarity	NOUN
fuelectenerg-11872	292	24	of	of	ADP
fuelectenerg-11872	292	25	ngrams	ngrams	PROPN
fuelectenerg-11872	292	26	,	,	PUNCT
fuelectenerg-11872	292	27	longest	long	ADJ
fuelectenerg-11872	292	28	common	common	ADJ
fuelectenerg-11872	292	29	subsequences	subsequence	NOUN
fuelectenerg-11872	292	30	,	,	PUNCT
fuelectenerg-11872	292	31	and	and	CCONJ
fuelectenerg-11872	292	32	skip	skip	NOUN
fuelectenerg-11872	292	33	-	-	PUNCT
fuelectenerg-11872	292	34	bigrams	bigram	NOUN
fuelectenerg-11872	292	35	between	between	ADP
fuelectenerg-11872	292	36	the	the	DET
fuelectenerg-11872	292	37	summaries	summary	NOUN
fuelectenerg-11872	292	38	.	.	PUNCT
fuelectenerg-11872	293	1	various	various	ADJ
fuelectenerg-11872	293	2	factors	factor	NOUN
fuelectenerg-11872	293	3	,	,	PUNCT
fuelectenerg-11872	293	4	such	such	ADJ
fuelectenerg-11872	293	5	as	as	ADP
fuelectenerg-11872	293	6	the	the	DET
fuelectenerg-11872	293	7	number	number	NOUN
fuelectenerg-11872	293	8	,	,	PUNCT
fuelectenerg-11872	293	9	order	order	NOUN
fuelectenerg-11872	293	10	,	,	PUNCT
fuelectenerg-11872	293	11	and	and	CCONJ
fuelectenerg-11872	293	12	meaning	meaning	NOUN
fuelectenerg-11872	293	13	of	of	ADP
fuelectenerg-11872	293	14	the	the	DET
fuelectenerg-11872	293	15	words	word	NOUN
fuelectenerg-11872	293	16	in	in	ADP
fuelectenerg-11872	293	17	the	the	DET
fuelectenerg-11872	293	18	outlines	outline	NOUN
fuelectenerg-11872	293	19	,	,	PUNCT
fuelectenerg-11872	293	20	influence	influence	VERB
fuelectenerg-11872	293	21	the	the	DET
fuelectenerg-11872	293	22	rouge	rouge	NOUN
fuelectenerg-11872	293	23	score	score	NOUN
fuelectenerg-11872	293	24	.	.	PUNCT
fuelectenerg-11872	294	1	a	a	DET
fuelectenerg-11872	294	2	higher	high	ADJ
fuelectenerg-11872	294	3	rouge	rouge	NOUN
fuelectenerg-11872	294	4	score	score	NOUN
fuelectenerg-11872	294	5	indicates	indicate	VERB
fuelectenerg-11872	294	6	that	that	SCONJ
fuelectenerg-11872	294	7	the	the	DET
fuelectenerg-11872	294	8	summary	summary	NOUN
fuelectenerg-11872	294	9	is	be	AUX
fuelectenerg-11872	294	10	closer	close	ADJ
fuelectenerg-11872	294	11	to	to	ADP
fuelectenerg-11872	294	12	the	the	DET
fuelectenerg-11872	294	13	humanwritten	humanwritten	VERB
fuelectenerg-11872	294	14	summary	summary	NOUN
fuelectenerg-11872	294	15	,	,	PUNCT
fuelectenerg-11872	294	16	which	which	PRON
fuelectenerg-11872	294	17	is	be	AUX
fuelectenerg-11872	294	18	typically	typically	ADV
fuelectenerg-11872	294	19	the	the	DET
fuelectenerg-11872	294	20	standard	standard	NOUN
fuelectenerg-11872	294	21	for	for	ADP
fuelectenerg-11872	294	22	quality	quality	NOUN
fuelectenerg-11872	294	23	.	.	PUNCT
fuelectenerg-11872	295	1	however	however	ADV
fuelectenerg-11872	295	2	,	,	PUNCT
fuelectenerg-11872	295	3	a	a	DET
fuelectenerg-11872	295	4	higher	high	ADJ
fuelectenerg-11872	295	5	rouge	rouge	NOUN
fuelectenerg-11872	295	6	score	score	NOUN
fuelectenerg-11872	295	7	implies	imply	VERB
fuelectenerg-11872	295	8	a	a	DET
fuelectenerg-11872	295	9	good	good	ADJ
fuelectenerg-11872	295	10	summary	summary	NOUN
fuelectenerg-11872	295	11	.	.	PUNCT
fuelectenerg-11872	296	1	here	here	ADV
fuelectenerg-11872	296	2	,	,	PUNCT
fuelectenerg-11872	296	3	the	the	DET
fuelectenerg-11872	296	4	rouge-1	rouge-1	NOUN
fuelectenerg-11872	296	5	score	score	NOUN
fuelectenerg-11872	296	6	gives	give	VERB
fuelectenerg-11872	296	7	the	the	DET
fuelectenerg-11872	296	8	unigram	unigram	NOUN
fuelectenerg-11872	296	9	coincidence	coincidence	NOUN
fuelectenerg-11872	296	10	between	between	ADP
fuelectenerg-11872	296	11	the	the	DET
fuelectenerg-11872	296	12	predicted	predict	VERB
fuelectenerg-11872	296	13	and	and	CCONJ
fuelectenerg-11872	296	14	ground	ground	NOUN
fuelectenerg-11872	296	15	truth	truth	NOUN
fuelectenerg-11872	296	16	summaries	summary	NOUN
fuelectenerg-11872	296	17	(	(	PUNCT
fuelectenerg-11872	296	18	summary	summary	NOUN
fuelectenerg-11872	296	19	given	give	VERB
fuelectenerg-11872	296	20	by	by	ADP
fuelectenerg-11872	296	21	expert	expert	NOUN
fuelectenerg-11872	296	22	)	)	PUNCT
fuelectenerg-11872	296	23	.	.	PUNCT
fuelectenerg-11872	297	1	in	in	ADP
fuelectenerg-11872	297	2	contrast	contrast	NOUN
fuelectenerg-11872	297	3	,	,	PUNCT
fuelectenerg-11872	297	4	rouge	rouge	ADJ
fuelectenerg-11872	297	5	-	-	PUNCT
fuelectenerg-11872	297	6	l	l	NOUN
fuelectenerg-11872	297	7	gives	give	VERB
fuelectenerg-11872	297	8	the	the	DET
fuelectenerg-11872	297	9	longest	long	ADJ
fuelectenerg-11872	297	10	sequence	sequence	NOUN
fuelectenerg-11872	297	11	coincidence	coincidence	NOUN
fuelectenerg-11872	297	12	between	between	ADP
fuelectenerg-11872	297	13	the	the	DET
fuelectenerg-11872	297	14	expected	expect	VERB
fuelectenerg-11872	297	15	and	and	CCONJ
fuelectenerg-11872	297	16	ground	ground	NOUN
fuelectenerg-11872	297	17	truth	truth	NOUN
fuelectenerg-11872	297	18	summaries	summary	NOUN
fuelectenerg-11872	297	19	.	.	PUNCT
fuelectenerg-11872	298	1	the	the	DET
fuelectenerg-11872	298	2	number	number	NOUN
fuelectenerg-11872	298	3	of	of	ADP
fuelectenerg-11872	298	4	epochs	epoch	NOUN
fuelectenerg-11872	298	5	indicates	indicate	VERB
fuelectenerg-11872	298	6	the	the	DET
fuelectenerg-11872	298	7	number	number	NOUN
fuelectenerg-11872	298	8	of	of	ADP
fuelectenerg-11872	298	9	times	time	NOUN
fuelectenerg-11872	298	10	the	the	DET
fuelectenerg-11872	298	11	entire	entire	ADJ
fuelectenerg-11872	298	12	dataset	dataset	NOUN
fuelectenerg-11872	298	13	is	be	AUX
fuelectenerg-11872	298	14	experienced	experience	VERB
fuelectenerg-11872	298	15	to	to	ADP
fuelectenerg-11872	298	16	the	the	DET
fuelectenerg-11872	298	17	model	model	NOUN
fuelectenerg-11872	298	18	,	,	PUNCT
fuelectenerg-11872	298	19	and	and	CCONJ
fuelectenerg-11872	298	20	training	training	NOUN
fuelectenerg-11872	298	21	loss	loss	NOUN
fuelectenerg-11872	298	22	suggests	suggest	VERB
fuelectenerg-11872	298	23	how	how	SCONJ
fuelectenerg-11872	298	24	close	close	ADJ
fuelectenerg-11872	298	25	the	the	DET
fuelectenerg-11872	298	26	predicted	predict	VERB
fuelectenerg-11872	298	27	overview	overview	NOUN
fuelectenerg-11872	298	28	of	of	ADP
fuelectenerg-11872	298	29	the	the	DET
fuelectenerg-11872	298	30	model	model	NOUN
fuelectenerg-11872	298	31	is	be	AUX
fuelectenerg-11872	298	32	to	to	ADP
fuelectenerg-11872	298	33	the	the	DET
fuelectenerg-11872	298	34	ground	ground	NOUN
fuelectenerg-11872	298	35	truth	truth	NOUN
fuelectenerg-11872	298	36	summary	summary	NOUN
fuelectenerg-11872	298	37	.	.	PUNCT
fuelectenerg-11872	299	1	272	272	NUM
fuelectenerg-11872	299	2	b.	b.	PROPN
fuelectenerg-11872	299	3	srinivas	srinivas	PROPN
fuelectenerg-11872	299	4	.	.	PROPN
fuelectenerg-11872	299	5	,	,	PUNCT
fuelectenerg-11872	299	6	b.	b.	PROPN
fuelectenerg-11872	299	7	lavanya	lavanya	PROPN
fuelectenerg-11872	299	8	.	.	PUNCT
fuelectenerg-11872	299	9	,	,	PUNCT
fuelectenerg-11872	299	10	n.	n.	PROPN
fuelectenerg-11872	299	11	k.	k.	PROPN
fuelectenerg-11872	299	12	darimireddy	darimireddy	PROPN
fuelectenerg-11872	299	13	,	,	PUNCT
fuelectenerg-11872	299	14	p.	p.	PROPN
fuelectenerg-11872	299	15	s.	s.	PROPN
fuelectenerg-11872	299	16	prasad	prasad	PROPN
fuelectenerg-11872	299	17	et.al	et.al	PROPN
fuelectenerg-11872	299	18	.	.	PUNCT
fuelectenerg-11872	299	19	table	table	NOUN
fuelectenerg-11872	299	20	3	3	NUM
fuelectenerg-11872	299	21	comparison	comparison	NOUN
fuelectenerg-11872	299	22	of	of	ADP
fuelectenerg-11872	299	23	training	training	NOUN
fuelectenerg-11872	299	24	loss	loss	NOUN
fuelectenerg-11872	299	25	of	of	ADP
fuelectenerg-11872	299	26	various	various	ADJ
fuelectenerg-11872	299	27	models	model	NOUN
fuelectenerg-11872	299	28	epochs	epoch	NOUN
fuelectenerg-11872	299	29	rnn	rnn	VERB
fuelectenerg-11872	299	30	model_1	model_1	PROPN
fuelectenerg-11872	299	31	model_2	model_2	PRON
fuelectenerg-11872	299	32	model_3	model_3	VERB
fuelectenerg-11872	299	33	model_4	model_4	PROPN
fuelectenerg-11872	299	34	model_5	model_5	ADJ
fuelectenerg-11872	299	35	model_6	model_6	PROPN
fuelectenerg-11872	299	36	1	1	NUM
fuelectenerg-11872	299	37	7.0099	7.0099	NUM
fuelectenerg-11872	299	38	10.283	10.283	NUM
fuelectenerg-11872	299	39	10.2868	10.2868	NUM
fuelectenerg-11872	299	40	10.289	10.289	NUM
fuelectenerg-11872	299	41	10.2776	10.2776	NUM
fuelectenerg-11872	299	42	10.2783	10.2783	NUM
fuelectenerg-11872	299	43	10.2805	10.2805	NUM
fuelectenerg-11872	299	44	5	5	NUM
fuelectenerg-11872	300	1	4.5356	4.5356	NUM
fuelectenerg-11872	300	2	5.3965	5.3965	NUM
fuelectenerg-11872	300	3	5.6915	5.6915	NUM
fuelectenerg-11872	300	4	5.2428	5.2428	NUM
fuelectenerg-11872	300	5	5.6761	5.6761	NUM
fuelectenerg-11872	300	6	5.3996	5.3996	NUM
fuelectenerg-11872	300	7	4.9721	4.9721	NUM
fuelectenerg-11872	300	8	10	10	NUM
fuelectenerg-11872	300	9	3.7701	3.7701	NUM
fuelectenerg-11872	300	10	4.0926	4.0926	NUM
fuelectenerg-11872	300	11	4.5996	4.5996	NUM
fuelectenerg-11872	300	12	3.6784	3.6784	NUM
fuelectenerg-11872	300	13	4.6188	4.6188	NUM
fuelectenerg-11872	300	14	4.6366	4.6366	NUM
fuelectenerg-11872	300	15	3.2273	3.2273	NUM
fuelectenerg-11872	300	16	15	15	NUM
fuelectenerg-11872	300	17	3.3071	3.3071	NUM
fuelectenerg-11872	300	18	3.6132	3.6132	NUM
fuelectenerg-11872	300	19	4.1459	4.1459	NUM
fuelectenerg-11872	300	20	2.9958	2.9958	NUM
fuelectenerg-11872	300	21	4.1504	4.1504	NUM
fuelectenerg-11872	300	22	4.1672	4.1672	NUM
fuelectenerg-11872	300	23	2.5478	2.5478	NUM
fuelectenerg-11872	300	24	20	20	NUM
fuelectenerg-11872	300	25	2.9695	2.9695	NUM
fuelectenerg-11872	300	26	3.3175	3.3175	NUM
fuelectenerg-11872	300	27	3.916	3.916	NUM
fuelectenerg-11872	300	28	2.4741	2.4741	NUM
fuelectenerg-11872	300	29	3.9022	3.9022	NUM
fuelectenerg-11872	300	30	3.905	3.905	NUM
fuelectenerg-11872	300	31	2.0363	2.0363	NUM
fuelectenerg-11872	300	32	25	25	NUM
fuelectenerg-11872	300	33	2.7154	2.7154	NUM
fuelectenerg-11872	300	34	2.5984	2.5984	NUM
fuelectenerg-11872	300	35	3.6958	3.6958	NUM
fuelectenerg-11872	300	36	2.1308	2.1308	NUM
fuelectenerg-11872	300	37	2.8659	2.8659	NUM
fuelectenerg-11872	300	38	3.6793	3.6793	NUM
fuelectenerg-11872	300	39	1.9923	1.9923	NUM
fuelectenerg-11872	300	40	30	30	NUM
fuelectenerg-11872	300	41	2.5125	2.5125	NUM
fuelectenerg-11872	300	42	2.0118	2.0118	NUM
fuelectenerg-11872	300	43	3.5862	3.5862	NUM
fuelectenerg-11872	300	44	1.9091	1.9091	NUM
fuelectenerg-11872	300	45	2.1266	2.1266	NUM
fuelectenerg-11872	300	46	3.4529	3.4529	NUM
fuelectenerg-11872	300	47	1.7213	1.7213	NUM
fuelectenerg-11872	300	48	35	35	NUM
fuelectenerg-11872	300	49	2.5522	2.5522	NUM
fuelectenerg-11872	300	50	1.8615	1.8615	NUM
fuelectenerg-11872	300	51	3.0541	3.0541	NUM
fuelectenerg-11872	300	52	1.7533	1.7533	NUM
fuelectenerg-11872	300	53	1.9691	1.9691	NUM
fuelectenerg-11872	300	54	2.8615	2.8615	NUM
fuelectenerg-11872	300	55	1.5527	1.5527	NUM
fuelectenerg-11872	300	56	40	40	NUM
fuelectenerg-11872	300	57	2.5673	2.5673	NUM
fuelectenerg-11872	300	58	1.6587	1.6587	NUM
fuelectenerg-11872	300	59	2.6953	2.6953	NUM
fuelectenerg-11872	300	60	1.6222	1.6222	NUM
fuelectenerg-11872	300	61	1.7211	1.7211	NUM
fuelectenerg-11872	300	62	2.0514	2.0514	NUM
fuelectenerg-11872	300	63	1.4692	1.4692	NUM
fuelectenerg-11872	300	64	45	45	NUM
fuelectenerg-11872	300	65	2.5688	2.5688	NUM
fuelectenerg-11872	300	66	1.6432	1.6432	NUM
fuelectenerg-11872	300	67	2.6544	2.6544	NUM
fuelectenerg-11872	300	68	1.6160	1.6160	NUM
fuelectenerg-11872	300	69	1.7122	1.7122	NUM
fuelectenerg-11872	300	70	1.9904	1.9904	NUM
fuelectenerg-11872	300	71	1.4456	1.4456	NUM
fuelectenerg-11872	300	72	50	50	NUM
fuelectenerg-11872	300	73	2.5690	2.5690	NUM
fuelectenerg-11872	300	74	1.6422	1.6422	NUM
fuelectenerg-11872	300	75	2.6512	2.6512	NUM
fuelectenerg-11872	300	76	1.6114	1.6114	NUM
fuelectenerg-11872	300	77	1.7119	1.7119	NUM
fuelectenerg-11872	300	78	1.9900	1.9900	NUM
fuelectenerg-11872	300	79	1.4399	1.4399	NUM
fuelectenerg-11872	300	80	the	the	DET
fuelectenerg-11872	300	81	training	training	NOUN
fuelectenerg-11872	300	82	loss	loss	NOUN
fuelectenerg-11872	300	83	of	of	ADP
fuelectenerg-11872	300	84	six	six	NUM
fuelectenerg-11872	300	85	different	different	ADJ
fuelectenerg-11872	300	86	transformer	transformer	NOUN
fuelectenerg-11872	300	87	models	model	NOUN
fuelectenerg-11872	300	88	and	and	CCONJ
fuelectenerg-11872	300	89	one	one	NUM
fuelectenerg-11872	300	90	rnn	rnn	NOUN
fuelectenerg-11872	300	91	model	model	NOUN
fuelectenerg-11872	300	92	is	be	AUX
fuelectenerg-11872	300	93	shown	show	VERB
fuelectenerg-11872	300	94	in	in	ADP
fuelectenerg-11872	300	95	table	table	NOUN
fuelectenerg-11872	300	96	3	3	NUM
fuelectenerg-11872	300	97	.	.	PUNCT
fuelectenerg-11872	301	1	as	as	SCONJ
fuelectenerg-11872	301	2	the	the	DET
fuelectenerg-11872	301	3	models	model	NOUN
fuelectenerg-11872	301	4	are	be	AUX
fuelectenerg-11872	301	5	trained	train	VERB
fuelectenerg-11872	301	6	for	for	ADP
fuelectenerg-11872	301	7	more	more	ADJ
fuelectenerg-11872	301	8	epochs	epoch	NOUN
fuelectenerg-11872	301	9	,	,	PUNCT
fuelectenerg-11872	301	10	the	the	DET
fuelectenerg-11872	301	11	loss	loss	NOUN
fuelectenerg-11872	301	12	decreases	decrease	VERB
fuelectenerg-11872	301	13	gradually	gradually	ADV
fuelectenerg-11872	301	14	.	.	PUNCT
fuelectenerg-11872	302	1	model_6	model_6	NOUN
fuelectenerg-11872	302	2	has	have	VERB
fuelectenerg-11872	302	3	the	the	DET
fuelectenerg-11872	302	4	highest	high	ADJ
fuelectenerg-11872	302	5	loss	loss	NOUN
fuelectenerg-11872	302	6	of	of	ADP
fuelectenerg-11872	302	7	10.2805	10.2805	NUM
fuelectenerg-11872	302	8	at	at	ADP
fuelectenerg-11872	302	9	epoch	epoch	NOUN
fuelectenerg-11872	302	10	1	1	NUM
fuelectenerg-11872	302	11	,	,	PUNCT
fuelectenerg-11872	302	12	but	but	CCONJ
fuelectenerg-11872	302	13	it	it	PRON
fuelectenerg-11872	302	14	reduces	reduce	VERB
fuelectenerg-11872	302	15	to	to	ADP
fuelectenerg-11872	302	16	1.4399	1.4399	NUM
fuelectenerg-11872	302	17	at	at	ADP
fuelectenerg-11872	302	18	epoch	epoch	PROPN
fuelectenerg-11872	302	19	50	50	NUM
fuelectenerg-11872	302	20	,	,	PUNCT
fuelectenerg-11872	302	21	the	the	DET
fuelectenerg-11872	302	22	lowest	low	ADJ
fuelectenerg-11872	302	23	among	among	ADP
fuelectenerg-11872	302	24	all	all	DET
fuelectenerg-11872	302	25	models	model	NOUN
fuelectenerg-11872	302	26	.	.	PUNCT
fuelectenerg-11872	303	1	the	the	DET
fuelectenerg-11872	303	2	rnn	rnn	PROPN
fuelectenerg-11872	303	3	model	model	NOUN
fuelectenerg-11872	303	4	starts	start	VERB
fuelectenerg-11872	303	5	with	with	ADP
fuelectenerg-11872	303	6	a	a	DET
fuelectenerg-11872	303	7	loss	loss	NOUN
fuelectenerg-11872	303	8	of	of	ADP
fuelectenerg-11872	303	9	7.01	7.01	NUM
fuelectenerg-11872	303	10	and	and	CCONJ
fuelectenerg-11872	303	11	ends	end	VERB
fuelectenerg-11872	303	12	with	with	ADP
fuelectenerg-11872	303	13	a	a	DET
fuelectenerg-11872	303	14	loss	loss	NOUN
fuelectenerg-11872	303	15	of	of	ADP
fuelectenerg-11872	303	16	2.5690	2.5690	NUM
fuelectenerg-11872	303	17	after	after	ADP
fuelectenerg-11872	303	18	50	50	NUM
fuelectenerg-11872	303	19	epochs	epoch	NOUN
fuelectenerg-11872	303	20	.	.	PUNCT
fuelectenerg-11872	304	1	therefore	therefore	ADV
fuelectenerg-11872	304	2	,	,	PUNCT
fuelectenerg-11872	304	3	model_6	model_6	PROPN
fuelectenerg-11872	304	4	has	have	VERB
fuelectenerg-11872	304	5	the	the	DET
fuelectenerg-11872	304	6	best	good	ADJ
fuelectenerg-11872	304	7	performance	performance	NOUN
fuelectenerg-11872	304	8	with	with	ADP
fuelectenerg-11872	304	9	a	a	DET
fuelectenerg-11872	304	10	training	training	NOUN
fuelectenerg-11872	304	11	loss	loss	NOUN
fuelectenerg-11872	304	12	of	of	ADP
fuelectenerg-11872	304	13	1.4399	1.4399	NUM
fuelectenerg-11872	304	14	.	.	PUNCT
fuelectenerg-11872	305	1	fig	fig	NOUN
fuelectenerg-11872	305	2	.	.	PUNCT
fuelectenerg-11872	306	1	6	6	NUM
fuelectenerg-11872	306	2	comparison	comparison	NOUN
fuelectenerg-11872	306	3	of	of	ADP
fuelectenerg-11872	306	4	training	training	NOUN
fuelectenerg-11872	306	5	loss	loss	NOUN
fuelectenerg-11872	306	6	for	for	ADP
fuelectenerg-11872	306	7	proposed	propose	VERB
fuelectenerg-11872	306	8	models	model	NOUN
fuelectenerg-11872	306	9	the	the	DET
fuelectenerg-11872	306	10	comparison	comparison	NOUN
fuelectenerg-11872	306	11	of	of	ADP
fuelectenerg-11872	306	12	training	training	NOUN
fuelectenerg-11872	306	13	loss	loss	NOUN
fuelectenerg-11872	306	14	between	between	ADP
fuelectenerg-11872	306	15	six	six	NUM
fuelectenerg-11872	306	16	transformer	transformer	NOUN
fuelectenerg-11872	306	17	models	model	NOUN
fuelectenerg-11872	306	18	and	and	CCONJ
fuelectenerg-11872	306	19	one	one	NUM
fuelectenerg-11872	306	20	rnn	rnn	NOUN
fuelectenerg-11872	306	21	model	model	NOUN
fuelectenerg-11872	306	22	is	be	AUX
fuelectenerg-11872	306	23	presented	present	VERB
fuelectenerg-11872	306	24	in	in	ADP
fuelectenerg-11872	306	25	figure	figure	NOUN
fuelectenerg-11872	306	26	6	6	NUM
fuelectenerg-11872	306	27	.	.	PUNCT
fuelectenerg-11872	307	1	all	all	DET
fuelectenerg-11872	307	2	the	the	DET
fuelectenerg-11872	307	3	models	model	NOUN
fuelectenerg-11872	307	4	are	be	AUX
fuelectenerg-11872	307	5	built	build	VERB
fuelectenerg-11872	307	6	from	from	ADP
fuelectenerg-11872	307	7	scratch	scratch	NOUN
fuelectenerg-11872	307	8	.	.	PUNCT
fuelectenerg-11872	308	1	model_6	model_6	NOUN
fuelectenerg-11872	308	2	has	have	VERB
fuelectenerg-11872	308	3	the	the	DET
fuelectenerg-11872	308	4	lowest	low	ADJ
fuelectenerg-11872	308	5	loss	loss	NOUN
fuelectenerg-11872	308	6	values	value	NOUN
fuelectenerg-11872	308	7	among	among	ADP
fuelectenerg-11872	308	8	all	all	DET
fuelectenerg-11872	308	9	models	model	NOUN
fuelectenerg-11872	308	10	,	,	PUNCT
fuelectenerg-11872	308	11	indicating	indicate	VERB
fuelectenerg-11872	308	12	its	its	PRON
fuelectenerg-11872	308	13	superior	superior	ADJ
fuelectenerg-11872	308	14	performance	performance	NOUN
fuelectenerg-11872	308	15	.	.	PUNCT
fuelectenerg-11872	309	1	the	the	DET
fuelectenerg-11872	309	2	other	other	ADJ
fuelectenerg-11872	309	3	models	model	NOUN
fuelectenerg-11872	309	4	have	have	VERB
fuelectenerg-11872	309	5	higher	high	ADJ
fuelectenerg-11872	309	6	loss	loss	NOUN
fuelectenerg-11872	309	7	values	value	NOUN
fuelectenerg-11872	309	8	than	than	ADP
fuelectenerg-11872	309	9	model_6	model_6	PROPN
fuelectenerg-11872	309	10	.	.	PROPN
fuelectenerg-11872	309	11	deep	deep	ADJ
fuelectenerg-11872	309	12	learning	learning	NOUN
fuelectenerg-11872	309	13	-	-	PUNCT
fuelectenerg-11872	309	14	based	base	VERB
fuelectenerg-11872	309	15	modified	modified	ADJ
fuelectenerg-11872	309	16	transformer	transformer	NOUN
fuelectenerg-11872	309	17	model	model	NOUN
fuelectenerg-11872	309	18	for	for	ADP
fuelectenerg-11872	309	19	automated	automate	VERB
fuelectenerg-11872	309	20	news	news	NOUN
fuelectenerg-11872	309	21	article	article	NOUN
fuelectenerg-11872	309	22	summarization	summarization	NOUN
fuelectenerg-11872	309	23	273	273	NUM
fuelectenerg-11872	309	24	table	table	NOUN
fuelectenerg-11872	309	25	4	4	NUM
fuelectenerg-11872	309	26	comparison	comparison	NOUN
fuelectenerg-11872	309	27	of	of	ADP
fuelectenerg-11872	309	28	training	training	NOUN
fuelectenerg-11872	309	29	accuracies	accuracy	NOUN
fuelectenerg-11872	309	30	of	of	ADP
fuelectenerg-11872	309	31	various	various	ADJ
fuelectenerg-11872	309	32	models	model	NOUN
fuelectenerg-11872	309	33	epochs	epoch	NOUN
fuelectenerg-11872	309	34	rnn	rnn	VERB
fuelectenerg-11872	309	35	model_1	model_1	PROPN
fuelectenerg-11872	309	36	model_2	model_2	PRON
fuelectenerg-11872	309	37	model_3	model_3	VERB
fuelectenerg-11872	309	38	model_4	model_4	PROPN
fuelectenerg-11872	309	39	model_5	model_5	ADJ
fuelectenerg-11872	309	40	model_6	model_6	NOUN
fuelectenerg-11872	309	41	1	1	NUM
fuelectenerg-11872	309	42	0.2499	0.2499	NUM
fuelectenerg-11872	309	43	0	0	NUM
fuelectenerg-11872	309	44	0	0	NUM
fuelectenerg-11872	310	1	0	0	NUM
fuelectenerg-11872	310	2	0	0	NUM
fuelectenerg-11872	310	3	0	0	NUM
fuelectenerg-11872	310	4	0	0	NUM
fuelectenerg-11872	310	5	5	5	NUM
fuelectenerg-11872	310	6	0.4364	0.4364	NUM
fuelectenerg-11872	310	7	0.1602	0.1602	NUM
fuelectenerg-11872	310	8	0.1585	0.1585	NUM
fuelectenerg-11872	310	9	0.1717	0.1717	NUM
fuelectenerg-11872	310	10	0.1051	0.1051	NUM
fuelectenerg-11872	310	11	0.172	0.172	NUM
fuelectenerg-11872	310	12	0.1917	0.1917	NUM
fuelectenerg-11872	310	13	10	10	NUM
fuelectenerg-11872	310	14	0.4679	0.4679	NUM
fuelectenerg-11872	310	15	0.2093	0.2093	NUM
fuelectenerg-11872	310	16	0.2094	0.2094	NUM
fuelectenerg-11872	311	1	0.2387	0.2387	NUM
fuelectenerg-11872	311	2	0.1809	0.1809	NUM
fuelectenerg-11872	311	3	0.2228	0.2228	NUM
fuelectenerg-11872	311	4	0.2983	0.2983	NUM
fuelectenerg-11872	311	5	15	15	NUM
fuelectenerg-11872	311	6	0.4955	0.4955	NUM
fuelectenerg-11872	311	7	0.2465	0.2465	NUM
fuelectenerg-11872	311	8	0.2476	0.2476	NUM
fuelectenerg-11872	311	9	0.2873	0.2873	NUM
fuelectenerg-11872	311	10	0.2675	0.2675	NUM
fuelectenerg-11872	311	11	0.2575	0.2575	NUM
fuelectenerg-11872	311	12	0.3786	0.3786	NUM
fuelectenerg-11872	311	13	20	20	NUM
fuelectenerg-11872	311	14	0.5195	0.5195	NUM
fuelectenerg-11872	311	15	0.2747	0.2747	NUM
fuelectenerg-11872	311	16	0.276	0.276	NUM
fuelectenerg-11872	311	17	0.3221	0.3221	NUM
fuelectenerg-11872	311	18	0.3363	0.3363	NUM
fuelectenerg-11872	311	19	0.2888	0.2888	NUM
fuelectenerg-11872	311	20	0.4379	0.4379	NUM
fuelectenerg-11872	311	21	25	25	NUM
fuelectenerg-11872	311	22	0.54	0.54	NUM
fuelectenerg-11872	311	23	0.3122	0.3122	NUM
fuelectenerg-11872	311	24	0.2987	0.2987	NUM
fuelectenerg-11872	311	25	0.3487	0.3487	NUM
fuelectenerg-11872	311	26	0.3902	0.3902	NUM
fuelectenerg-11872	311	27	0.3131	0.3131	NUM
fuelectenerg-11872	311	28	0.4812	0.4812	NUM
fuelectenerg-11872	311	29	30	30	NUM
fuelectenerg-11872	311	30	0.559	0.559	NUM
fuelectenerg-11872	311	31	0.3855	0.3855	NUM
fuelectenerg-11872	311	32	0.3677	0.3677	NUM
fuelectenerg-11872	311	33	0.4169	0.4169	NUM
fuelectenerg-11872	311	34	0.4335	0.4335	NUM
fuelectenerg-11872	311	35	0.3303	0.3303	NUM
fuelectenerg-11872	311	36	0.5146	0.5146	NUM
fuelectenerg-11872	311	37	35	35	NUM
fuelectenerg-11872	311	38	0.562	0.562	NUM
fuelectenerg-11872	311	39	0.4347	0.4347	NUM
fuelectenerg-11872	311	40	0.4122	0.4122	NUM
fuelectenerg-11872	311	41	0.4487	0.4487	NUM
fuelectenerg-11872	311	42	0.4693	0.4693	NUM
fuelectenerg-11872	311	43	0.4122	0.4122	NUM
fuelectenerg-11872	311	44	0.5913	0.5913	NUM
fuelectenerg-11872	311	45	40	40	NUM
fuelectenerg-11872	311	46	0.566	0.566	NUM
fuelectenerg-11872	311	47	0.5422	0.5422	NUM
fuelectenerg-11872	311	48	0.4485	0.4485	NUM
fuelectenerg-11872	311	49	0.5869	0.5869	NUM
fuelectenerg-11872	311	50	0.679	0.679	NUM
fuelectenerg-11872	311	51	0.4978	0.4978	NUM
fuelectenerg-11872	311	52	0.7285	0.7285	NUM
fuelectenerg-11872	311	53	45	45	NUM
fuelectenerg-11872	311	54	0.569	0.569	NUM
fuelectenerg-11872	311	55	0.5587	0.5587	NUM
fuelectenerg-11872	311	56	0.4587	0.4587	NUM
fuelectenerg-11872	311	57	0.5905	0.5905	NUM
fuelectenerg-11872	311	58	0.6872	0.6872	NUM
fuelectenerg-11872	311	59	0.5011	0.5011	NUM
fuelectenerg-11872	311	60	0.7312	0.7312	NUM
fuelectenerg-11872	311	61	50	50	NUM
fuelectenerg-11872	311	62	0.571	0.571	NUM
fuelectenerg-11872	311	63	0.5590	0.5590	NUM
fuelectenerg-11872	311	64	0.4590	0.4590	NUM
fuelectenerg-11872	311	65	0.5911	0.5911	NUM
fuelectenerg-11872	311	66	0.6890	0.6890	NUM
fuelectenerg-11872	311	67	0.5031	0.5031	NUM
fuelectenerg-11872	311	68	0.7354	0.7354	NUM
fuelectenerg-11872	311	69	the	the	DET
fuelectenerg-11872	311	70	training	training	NOUN
fuelectenerg-11872	311	71	accuracy	accuracy	NOUN
fuelectenerg-11872	311	72	of	of	ADP
fuelectenerg-11872	311	73	six	six	NUM
fuelectenerg-11872	311	74	transformer	transformer	NOUN
fuelectenerg-11872	311	75	models	model	NOUN
fuelectenerg-11872	311	76	and	and	CCONJ
fuelectenerg-11872	311	77	one	one	NUM
fuelectenerg-11872	311	78	rnn	rnn	NOUN
fuelectenerg-11872	311	79	model	model	NOUN
fuelectenerg-11872	311	80	is	be	AUX
fuelectenerg-11872	311	81	shown	show	VERB
fuelectenerg-11872	311	82	in	in	ADP
fuelectenerg-11872	311	83	table	table	NOUN
fuelectenerg-11872	311	84	4	4	NUM
fuelectenerg-11872	311	85	.	.	PUNCT
fuelectenerg-11872	312	1	the	the	DET
fuelectenerg-11872	312	2	accuracy	accuracy	NOUN
fuelectenerg-11872	312	3	increases	increase	VERB
fuelectenerg-11872	312	4	gradually	gradually	ADV
fuelectenerg-11872	312	5	as	as	SCONJ
fuelectenerg-11872	312	6	the	the	DET
fuelectenerg-11872	312	7	models	model	NOUN
fuelectenerg-11872	312	8	are	be	AUX
fuelectenerg-11872	312	9	trained	train	VERB
fuelectenerg-11872	312	10	for	for	ADP
fuelectenerg-11872	312	11	more	more	ADJ
fuelectenerg-11872	312	12	epochs	epoch	NOUN
fuelectenerg-11872	312	13	.	.	PUNCT
fuelectenerg-11872	313	1	model_6	model_6	NOUN
fuelectenerg-11872	313	2	has	have	VERB
fuelectenerg-11872	313	3	the	the	DET
fuelectenerg-11872	313	4	lowest	low	ADJ
fuelectenerg-11872	313	5	accuracy	accuracy	NOUN
fuelectenerg-11872	313	6	of	of	ADP
fuelectenerg-11872	313	7	zero	zero	NUM
fuelectenerg-11872	313	8	at	at	ADP
fuelectenerg-11872	313	9	epoch	epoch	PROPN
fuelectenerg-11872	313	10	1	1	NUM
fuelectenerg-11872	313	11	,	,	PUNCT
fuelectenerg-11872	313	12	but	but	CCONJ
fuelectenerg-11872	313	13	it	it	PRON
fuelectenerg-11872	313	14	improves	improve	VERB
fuelectenerg-11872	313	15	to	to	ADP
fuelectenerg-11872	313	16	73.54	73.54	NUM
fuelectenerg-11872	313	17	%	%	NOUN
fuelectenerg-11872	313	18	at	at	ADP
fuelectenerg-11872	313	19	epoch	epoch	PROPN
fuelectenerg-11872	313	20	50	50	NUM
fuelectenerg-11872	313	21	,	,	PUNCT
fuelectenerg-11872	313	22	the	the	DET
fuelectenerg-11872	313	23	highest	high	ADJ
fuelectenerg-11872	313	24	among	among	ADP
fuelectenerg-11872	313	25	all	all	DET
fuelectenerg-11872	313	26	models	model	NOUN
fuelectenerg-11872	313	27	.	.	PUNCT
fuelectenerg-11872	314	1	the	the	DET
fuelectenerg-11872	314	2	rnn	rnn	NOUN
fuelectenerg-11872	314	3	model	model	NOUN
fuelectenerg-11872	314	4	has	have	VERB
fuelectenerg-11872	314	5	an	an	DET
fuelectenerg-11872	314	6	accuracy	accuracy	NOUN
fuelectenerg-11872	314	7	of	of	ADP
fuelectenerg-11872	314	8	24.99	24.99	NUM
fuelectenerg-11872	314	9	%	%	NOUN
fuelectenerg-11872	314	10	at	at	ADP
fuelectenerg-11872	314	11	epoch	epoch	NOUN
fuelectenerg-11872	314	12	1	1	NUM
fuelectenerg-11872	314	13	and	and	CCONJ
fuelectenerg-11872	314	14	57.5	57.5	NUM
fuelectenerg-11872	314	15	%	%	NOUN
fuelectenerg-11872	314	16	at	at	ADP
fuelectenerg-11872	314	17	epoch	epoch	PROPN
fuelectenerg-11872	314	18	50	50	NUM
fuelectenerg-11872	314	19	.	.	PUNCT
fuelectenerg-11872	315	1	therefore	therefore	ADV
fuelectenerg-11872	315	2	,	,	PUNCT
fuelectenerg-11872	315	3	model_6	model_6	NOUN
fuelectenerg-11872	315	4	performs	perform	VERB
fuelectenerg-11872	315	5	best	good	ADJ
fuelectenerg-11872	315	6	with	with	ADP
fuelectenerg-11872	315	7	a	a	DET
fuelectenerg-11872	315	8	training	training	NOUN
fuelectenerg-11872	315	9	accuracy	accuracy	NOUN
fuelectenerg-11872	315	10	of	of	ADP
fuelectenerg-11872	315	11	73.54	73.54	NUM
fuelectenerg-11872	315	12	%	%	NOUN
fuelectenerg-11872	315	13	,	,	PUNCT
fuelectenerg-11872	315	14	while	while	SCONJ
fuelectenerg-11872	315	15	the	the	DET
fuelectenerg-11872	315	16	rnn	rnn	NOUN
fuelectenerg-11872	315	17	model	model	NOUN
fuelectenerg-11872	315	18	is	be	AUX
fuelectenerg-11872	315	19	inferior	inferior	ADJ
fuelectenerg-11872	315	20	.	.	PUNCT
fuelectenerg-11872	316	1	fig	fig	NOUN
fuelectenerg-11872	316	2	.	.	PUNCT
fuelectenerg-11872	317	1	7	7	NUM
fuelectenerg-11872	317	2	comparison	comparison	NOUN
fuelectenerg-11872	317	3	of	of	ADP
fuelectenerg-11872	317	4	training	training	NOUN
fuelectenerg-11872	317	5	accuracy	accuracy	NOUN
fuelectenerg-11872	317	6	for	for	ADP
fuelectenerg-11872	317	7	proposed	propose	VERB
fuelectenerg-11872	317	8	models	model	NOUN
fuelectenerg-11872	317	9	the	the	DET
fuelectenerg-11872	317	10	training	training	NOUN
fuelectenerg-11872	317	11	accuracies	accuracy	NOUN
fuelectenerg-11872	317	12	of	of	ADP
fuelectenerg-11872	317	13	six	six	NUM
fuelectenerg-11872	317	14	transformer	transformer	NOUN
fuelectenerg-11872	317	15	models	model	NOUN
fuelectenerg-11872	317	16	and	and	CCONJ
fuelectenerg-11872	317	17	one	one	NUM
fuelectenerg-11872	317	18	rnn	rnn	NOUN
fuelectenerg-11872	317	19	model	model	NOUN
fuelectenerg-11872	317	20	are	be	AUX
fuelectenerg-11872	317	21	compared	compare	VERB
fuelectenerg-11872	317	22	in	in	ADP
fuelectenerg-11872	317	23	figure	figure	NOUN
fuelectenerg-11872	317	24	7	7	NUM
fuelectenerg-11872	317	25	.	.	PUNCT
fuelectenerg-11872	318	1	all	all	DET
fuelectenerg-11872	318	2	the	the	DET
fuelectenerg-11872	318	3	models	model	NOUN
fuelectenerg-11872	318	4	are	be	AUX
fuelectenerg-11872	318	5	built	build	VERB
fuelectenerg-11872	318	6	from	from	ADP
fuelectenerg-11872	318	7	scratch	scratch	NOUN
fuelectenerg-11872	318	8	.	.	PUNCT
fuelectenerg-11872	319	1	model_6	model_6	NOUN
fuelectenerg-11872	319	2	has	have	VERB
fuelectenerg-11872	319	3	the	the	DET
fuelectenerg-11872	319	4	highest	high	ADJ
fuelectenerg-11872	319	5	training	training	NOUN
fuelectenerg-11872	319	6	accuracy	accuracy	NOUN
fuelectenerg-11872	319	7	of	of	ADP
fuelectenerg-11872	319	8	over	over	ADP
fuelectenerg-11872	319	9	70	70	NUM
fuelectenerg-11872	319	10	%	%	NOUN
fuelectenerg-11872	319	11	,	,	PUNCT
fuelectenerg-11872	319	12	while	while	SCONJ
fuelectenerg-11872	319	13	the	the	DET
fuelectenerg-11872	319	14	other	other	ADJ
fuelectenerg-11872	319	15	models	model	NOUN
fuelectenerg-11872	319	16	have	have	VERB
fuelectenerg-11872	319	17	lower	low	ADJ
fuelectenerg-11872	319	18	accuracies	accuracy	NOUN
fuelectenerg-11872	319	19	than	than	ADP
fuelectenerg-11872	319	20	it	it	PRON
fuelectenerg-11872	319	21	.	.	PUNCT
fuelectenerg-11872	320	1	274	274	NUM
fuelectenerg-11872	320	2	b.	b.	PROPN
fuelectenerg-11872	320	3	srinivas	srinivas	PROPN
fuelectenerg-11872	320	4	.	.	PROPN
fuelectenerg-11872	320	5	,	,	PUNCT
fuelectenerg-11872	320	6	b.	b.	PROPN
fuelectenerg-11872	320	7	lavanya	lavanya	PROPN
fuelectenerg-11872	320	8	.	.	PUNCT
fuelectenerg-11872	320	9	,	,	PUNCT
fuelectenerg-11872	320	10	n.	n.	PROPN
fuelectenerg-11872	320	11	k.	k.	PROPN
fuelectenerg-11872	320	12	darimireddy	darimireddy	PROPN
fuelectenerg-11872	320	13	,	,	PUNCT
fuelectenerg-11872	320	14	p.	p.	PROPN
fuelectenerg-11872	320	15	s.	s.	PROPN
fuelectenerg-11872	320	16	prasad	prasad	PROPN
fuelectenerg-11872	320	17	et.al	et.al	PROPN
fuelectenerg-11872	320	18	.	.	PUNCT
fuelectenerg-11872	320	19	table	table	NOUN
fuelectenerg-11872	320	20	5	5	NUM
fuelectenerg-11872	320	21	comparison	comparison	NOUN
fuelectenerg-11872	320	22	of	of	ADP
fuelectenerg-11872	320	23	rouge	rouge	NOUN
fuelectenerg-11872	320	24	metrics	metric	NOUN
fuelectenerg-11872	320	25	of	of	ADP
fuelectenerg-11872	320	26	various	various	ADJ
fuelectenerg-11872	320	27	models	model	NOUN
fuelectenerg-11872	320	28	model	model	NOUN
fuelectenerg-11872	320	29	rouge-1	rouge-1	PROPN
fuelectenerg-11872	320	30	rouge	rouge	PROPN
fuelectenerg-11872	320	31	-	-	PUNCT
fuelectenerg-11872	320	32	l	l	NOUN
fuelectenerg-11872	320	33	rnn	rnn	VERB
fuelectenerg-11872	320	34	0.175	0.175	NUM
fuelectenerg-11872	320	35	0.134	0.134	NUM
fuelectenerg-11872	320	36	model	model	NOUN
fuelectenerg-11872	320	37	1	1	NUM
fuelectenerg-11872	320	38	0.2277	0.2277	NUM
fuelectenerg-11872	320	39	0.2275	0.2275	NUM
fuelectenerg-11872	320	40	model	model	NOUN
fuelectenerg-11872	320	41	2	2	NUM
fuelectenerg-11872	320	42	0.111	0.111	NUM
fuelectenerg-11872	320	43	0.11	0.11	NUM
fuelectenerg-11872	320	44	model	model	NOUN
fuelectenerg-11872	320	45	3	3	NUM
fuelectenerg-11872	320	46	0.318	0.318	NUM
fuelectenerg-11872	320	47	0.266	0.266	NUM
fuelectenerg-11872	320	48	model	model	NOUN
fuelectenerg-11872	320	49	4	4	NUM
fuelectenerg-11872	320	50	0.232	0.232	NUM
fuelectenerg-11872	320	51	0.232	0.232	NUM
fuelectenerg-11872	320	52	model	model	NOUN
fuelectenerg-11872	320	53	5	5	NUM
fuelectenerg-11872	320	54	0.2235	0.2235	NUM
fuelectenerg-11872	320	55	0.2185	0.2185	NUM
fuelectenerg-11872	320	56	model	model	NOUN
fuelectenerg-11872	320	57	6	6	NUM
fuelectenerg-11872	320	58	0.36	0.36	NUM
fuelectenerg-11872	320	59	0.3305	0.3305	NUM
fuelectenerg-11872	320	60	the	the	DET
fuelectenerg-11872	320	61	rouge	rouge	NOUN
fuelectenerg-11872	320	62	metrics	metric	NOUN
fuelectenerg-11872	320	63	of	of	ADP
fuelectenerg-11872	320	64	six	six	NUM
fuelectenerg-11872	320	65	transformer	transformer	NOUN
fuelectenerg-11872	320	66	models	model	NOUN
fuelectenerg-11872	320	67	and	and	CCONJ
fuelectenerg-11872	320	68	one	one	NUM
fuelectenerg-11872	320	69	rnn	rnn	NOUN
fuelectenerg-11872	320	70	model	model	NOUN
fuelectenerg-11872	320	71	are	be	AUX
fuelectenerg-11872	320	72	shown	show	VERB
fuelectenerg-11872	320	73	in	in	ADP
fuelectenerg-11872	320	74	table	table	NOUN
fuelectenerg-11872	320	75	5	5	NUM
fuelectenerg-11872	320	76	.	.	PUNCT
fuelectenerg-11872	320	77	rouge	rouge	NOUN
fuelectenerg-11872	320	78	metrics	metric	NOUN
fuelectenerg-11872	320	79	measure	measure	VERB
fuelectenerg-11872	320	80	the	the	DET
fuelectenerg-11872	320	81	quality	quality	NOUN
fuelectenerg-11872	320	82	of	of	ADP
fuelectenerg-11872	320	83	the	the	DET
fuelectenerg-11872	320	84	summary	summary	NOUN
fuelectenerg-11872	320	85	generated	generate	VERB
fuelectenerg-11872	320	86	by	by	ADP
fuelectenerg-11872	320	87	the	the	DET
fuelectenerg-11872	320	88	model	model	NOUN
fuelectenerg-11872	320	89	by	by	ADP
fuelectenerg-11872	320	90	comparing	compare	VERB
fuelectenerg-11872	320	91	it	it	PRON
fuelectenerg-11872	320	92	with	with	ADP
fuelectenerg-11872	320	93	the	the	DET
fuelectenerg-11872	320	94	reference	reference	NOUN
fuelectenerg-11872	320	95	summary	summary	NOUN
fuelectenerg-11872	320	96	.	.	PUNCT
fuelectenerg-11872	321	1	a	a	DET
fuelectenerg-11872	321	2	higher	high	ADJ
fuelectenerg-11872	321	3	rouge	rouge	NOUN
fuelectenerg-11872	321	4	value	value	NOUN
fuelectenerg-11872	321	5	indicates	indicate	VERB
fuelectenerg-11872	321	6	a	a	DET
fuelectenerg-11872	321	7	more	more	ADV
fuelectenerg-11872	321	8	efficient	efficient	ADJ
fuelectenerg-11872	321	9	model	model	NOUN
fuelectenerg-11872	321	10	.	.	PUNCT
fuelectenerg-11872	322	1	model_6	model_6	NOUN
fuelectenerg-11872	322	2	has	have	VERB
fuelectenerg-11872	322	3	the	the	DET
fuelectenerg-11872	322	4	highest	high	ADJ
fuelectenerg-11872	322	5	rouge-1	rouge-1	NOUN
fuelectenerg-11872	322	6	value	value	NOUN
fuelectenerg-11872	322	7	of	of	ADP
fuelectenerg-11872	322	8	0.36	0.36	NUM
fuelectenerg-11872	322	9	and	and	CCONJ
fuelectenerg-11872	322	10	rouge	rouge	ADJ
fuelectenerg-11872	322	11	-	-	PUNCT
fuelectenerg-11872	322	12	l	l	NOUN
fuelectenerg-11872	322	13	value	value	NOUN
fuelectenerg-11872	322	14	of	of	ADP
fuelectenerg-11872	322	15	0.3305	0.3305	NUM
fuelectenerg-11872	322	16	,	,	PUNCT
fuelectenerg-11872	322	17	making	make	VERB
fuelectenerg-11872	322	18	it	it	PRON
fuelectenerg-11872	322	19	the	the	DET
fuelectenerg-11872	322	20	most	most	ADV
fuelectenerg-11872	322	21	efficient	efficient	ADJ
fuelectenerg-11872	322	22	among	among	ADP
fuelectenerg-11872	322	23	all	all	DET
fuelectenerg-11872	322	24	models	model	NOUN
fuelectenerg-11872	322	25	.	.	PUNCT
fuelectenerg-11872	323	1	therefore	therefore	ADV
fuelectenerg-11872	323	2	,	,	PUNCT
fuelectenerg-11872	323	3	the	the	DET
fuelectenerg-11872	323	4	machine	machine	NOUN
fuelectenerg-11872	323	5	's	's	PART
fuelectenerg-11872	323	6	performance	performance	NOUN
fuelectenerg-11872	323	7	using	use	VERB
fuelectenerg-11872	323	8	the	the	DET
fuelectenerg-11872	323	9	rnn	rnn	NOUN
fuelectenerg-11872	323	10	model	model	NOUN
fuelectenerg-11872	323	11	can	can	AUX
fuelectenerg-11872	323	12	be	be	AUX
fuelectenerg-11872	323	13	improved	improve	VERB
fuelectenerg-11872	323	14	using	use	VERB
fuelectenerg-11872	323	15	a	a	DET
fuelectenerg-11872	323	16	transformer	transformer	NOUN
fuelectenerg-11872	323	17	-	-	PUNCT
fuelectenerg-11872	323	18	based	base	VERB
fuelectenerg-11872	323	19	model	model	NOUN
fuelectenerg-11872	323	20	instead	instead	ADV
fuelectenerg-11872	323	21	.	.	PUNCT
fuelectenerg-11872	324	1	fig	fig	NOUN
fuelectenerg-11872	324	2	.	.	PUNCT
fuelectenerg-11872	325	1	8	8	NUM
fuelectenerg-11872	325	2	comparison	comparison	NOUN
fuelectenerg-11872	325	3	of	of	ADP
fuelectenerg-11872	325	4	rouge	rouge	NOUN
fuelectenerg-11872	325	5	metrics	metric	NOUN
fuelectenerg-11872	325	6	of	of	ADP
fuelectenerg-11872	325	7	various	various	ADJ
fuelectenerg-11872	325	8	models	model	NOUN
fuelectenerg-11872	325	9	the	the	DET
fuelectenerg-11872	325	10	comparison	comparison	NOUN
fuelectenerg-11872	325	11	of	of	ADP
fuelectenerg-11872	325	12	rouge-1	rouge-1	NOUN
fuelectenerg-11872	325	13	and	and	CCONJ
fuelectenerg-11872	325	14	rouge	rouge	NOUN
fuelectenerg-11872	325	15	-	-	PUNCT
fuelectenerg-11872	325	16	l	l	NOUN
fuelectenerg-11872	325	17	scores	score	NOUN
fuelectenerg-11872	325	18	between	between	ADP
fuelectenerg-11872	325	19	six	six	NUM
fuelectenerg-11872	325	20	transformer	transformer	NOUN
fuelectenerg-11872	325	21	models	model	NOUN
fuelectenerg-11872	325	22	and	and	CCONJ
fuelectenerg-11872	325	23	one	one	NUM
fuelectenerg-11872	325	24	rnn	rnn	NOUN
fuelectenerg-11872	325	25	model	model	NOUN
fuelectenerg-11872	325	26	is	be	AUX
fuelectenerg-11872	325	27	presented	present	VERB
fuelectenerg-11872	325	28	in	in	ADP
fuelectenerg-11872	325	29	figure	figure	NOUN
fuelectenerg-11872	325	30	8	8	NUM
fuelectenerg-11872	325	31	.	.	PUNCT
fuelectenerg-11872	326	1	model_6	model_6	NOUN
fuelectenerg-11872	326	2	performs	perform	VERB
fuelectenerg-11872	326	3	best	well	ADV
fuelectenerg-11872	326	4	with	with	ADP
fuelectenerg-11872	326	5	the	the	DET
fuelectenerg-11872	326	6	highest	high	ADJ
fuelectenerg-11872	326	7	values	value	NOUN
fuelectenerg-11872	326	8	for	for	ADP
fuelectenerg-11872	326	9	both	both	PRON
fuelectenerg-11872	326	10	rouge-1	rouge-1	NOUN
fuelectenerg-11872	326	11	and	and	CCONJ
fuelectenerg-11872	326	12	rouge	rouge	NOUN
fuelectenerg-11872	326	13	-	-	PUNCT
fuelectenerg-11872	326	14	l	l	NOUN
fuelectenerg-11872	326	15	scores	score	NOUN
fuelectenerg-11872	326	16	.	.	PUNCT
fuelectenerg-11872	327	1	the	the	DET
fuelectenerg-11872	327	2	other	other	ADJ
fuelectenerg-11872	327	3	models	model	NOUN
fuelectenerg-11872	327	4	have	have	VERB
fuelectenerg-11872	327	5	lower	low	ADJ
fuelectenerg-11872	327	6	scores	score	NOUN
fuelectenerg-11872	327	7	than	than	ADP
fuelectenerg-11872	327	8	model_6	model_6	PROPN
fuelectenerg-11872	327	9	.	.	PUNCT
fuelectenerg-11872	328	1	the	the	DET
fuelectenerg-11872	328	2	proposed	propose	VERB
fuelectenerg-11872	328	3	transformer	transformer	NOUN
fuelectenerg-11872	328	4	model	model	NOUN
fuelectenerg-11872	328	5	,	,	PUNCT
fuelectenerg-11872	328	6	model	model	NOUN
fuelectenerg-11872	328	7	_	_	NOUN
fuelectenerg-11872	328	8	6	6	NUM
fuelectenerg-11872	328	9	,	,	PUNCT
fuelectenerg-11872	328	10	is	be	AUX
fuelectenerg-11872	328	11	also	also	ADV
fuelectenerg-11872	328	12	compared	compare	VERB
fuelectenerg-11872	328	13	with	with	ADP
fuelectenerg-11872	328	14	existing	exist	VERB
fuelectenerg-11872	328	15	abstractive	abstractive	ADJ
fuelectenerg-11872	328	16	text	text	NOUN
fuelectenerg-11872	328	17	summarization	summarization	NOUN
fuelectenerg-11872	328	18	models	model	NOUN
fuelectenerg-11872	328	19	such	such	ADJ
fuelectenerg-11872	328	20	as	as	ADP
fuelectenerg-11872	328	21	pegasus	pegasus	NOUN
fuelectenerg-11872	328	22	-	-	PUNCT
fuelectenerg-11872	328	23	cnn_dailymail	cnn_dailymail	PROPN
fuelectenerg-11872	328	24	,	,	PUNCT
fuelectenerg-11872	328	25	bart	bart	NOUN
fuelectenerg-11872	328	26	-	-	PUNCT
fuelectenerg-11872	328	27	large	large	ADJ
fuelectenerg-11872	328	28	-	-	PUNCT
fuelectenerg-11872	328	29	cnn	cnn	NOUN
fuelectenerg-11872	328	30	,	,	PUNCT
fuelectenerg-11872	328	31	and	and	CCONJ
fuelectenerg-11872	328	32	distilbart	distilbart	ADJ
fuelectenerg-11872	328	33	-	-	PUNCT
fuelectenerg-11872	328	34	cnn-12	cnn-12	NOUN
fuelectenerg-11872	328	35	-	-	NUM
fuelectenerg-11872	328	36	6	6	NUM
fuelectenerg-11872	328	37	with	with	ADP
fuelectenerg-11872	328	38	respect	respect	NOUN
fuelectenerg-11872	328	39	to	to	ADP
fuelectenerg-11872	328	40	rouge-1	rouge-1	NOUN
fuelectenerg-11872	328	41	,	,	PUNCT
fuelectenerg-11872	328	42	rouge	rouge	ADJ
fuelectenerg-11872	328	43	-	-	PUNCT
fuelectenerg-11872	328	44	l	l	NOUN
fuelectenerg-11872	328	45	metrics	metric	NOUN
fuelectenerg-11872	328	46	as	as	SCONJ
fuelectenerg-11872	328	47	shown	show	VERB
fuelectenerg-11872	328	48	in	in	ADP
fuelectenerg-11872	328	49	table	table	NOUN
fuelectenerg-11872	328	50	6	6	NUM
fuelectenerg-11872	328	51	.	.	PUNCT
fuelectenerg-11872	329	1	the	the	DET
fuelectenerg-11872	329	2	large	large	ADJ
fuelectenerg-11872	329	3	-	-	PUNCT
fuelectenerg-11872	329	4	sized	sized	ADJ
fuelectenerg-11872	329	5	bart	bart	NOUN
fuelectenerg-11872	329	6	(	(	PUNCT
fuelectenerg-11872	329	7	bartlarge	bartlarge	NOUN
fuelectenerg-11872	329	8	)	)	PUNCT
fuelectenerg-11872	329	9	model	model	NOUN
fuelectenerg-11872	329	10	is	be	AUX
fuelectenerg-11872	329	11	fine	fine	ADV
fuelectenerg-11872	329	12	-	-	PUNCT
fuelectenerg-11872	329	13	tuned	tune	VERB
fuelectenerg-11872	329	14	on	on	ADP
fuelectenerg-11872	329	15	cnn	cnn	PROPN
fuelectenerg-11872	329	16	/	/	SYM
fuelectenerg-11872	329	17	dailymail	dailymail	PROPN
fuelectenerg-11872	329	18	to	to	PART
fuelectenerg-11872	329	19	get	get	VERB
fuelectenerg-11872	329	20	the	the	DET
fuelectenerg-11872	329	21	bartlarge	bartlarge	NOUN
fuelectenerg-11872	329	22	-	-	PUNCT
fuelectenerg-11872	329	23	cnn	cnn	PROPN
fuelectenerg-11872	329	24	model	model	NOUN
fuelectenerg-11872	329	25	.	.	PUNCT
fuelectenerg-11872	330	1	it	it	PRON
fuelectenerg-11872	330	2	has	have	VERB
fuelectenerg-11872	330	3	12	12	NUM
fuelectenerg-11872	330	4	layers	layer	NOUN
fuelectenerg-11872	330	5	each	each	PRON
fuelectenerg-11872	330	6	for	for	ADP
fuelectenerg-11872	330	7	encoder	encoder	NOUN
fuelectenerg-11872	330	8	,	,	PUNCT
fuelectenerg-11872	330	9	decoder	decoder	NOUN
fuelectenerg-11872	330	10	,	,	PUNCT
fuelectenerg-11872	330	11	and	and	CCONJ
fuelectenerg-11872	330	12	hidden	hidden	ADJ
fuelectenerg-11872	330	13	state	state	NOUN
fuelectenerg-11872	330	14	.	.	PUNCT
fuelectenerg-11872	331	1	pegasuscnn_dailymail	pegasuscnn_dailymail	NOUN
fuelectenerg-11872	331	2	is	be	AUX
fuelectenerg-11872	331	3	obtained	obtain	VERB
fuelectenerg-11872	331	4	by	by	ADP
fuelectenerg-11872	331	5	fine	fine	ADV
fuelectenerg-11872	331	6	-	-	PUNCT
fuelectenerg-11872	331	7	tuning	tune	VERB
fuelectenerg-11872	331	8	the	the	DET
fuelectenerg-11872	331	9	pegasus	pegasus	NOUN
fuelectenerg-11872	331	10	-	-	PUNCT
fuelectenerg-11872	331	11	large	large	ADJ
fuelectenerg-11872	331	12	model	model	NOUN
fuelectenerg-11872	331	13	on	on	ADP
fuelectenerg-11872	331	14	cnn	cnn	PROPN
fuelectenerg-11872	331	15	/	/	SYM
fuelectenerg-11872	331	16	dailymail	dailymail	PROPN
fuelectenerg-11872	331	17	.	.	PUNCT
fuelectenerg-11872	332	1	distilbart	distilbart	PROPN
fuelectenerg-11872	332	2	-	-	PUNCT
fuelectenerg-11872	332	3	cnn-12	cnn-12	NOUN
fuelectenerg-11872	332	4	-	-	SYM
fuelectenerg-11872	332	5	6	6	NUM
fuelectenerg-11872	332	6	is	be	AUX
fuelectenerg-11872	332	7	a	a	DET
fuelectenerg-11872	332	8	smaller	small	ADJ
fuelectenerg-11872	332	9	version	version	NOUN
fuelectenerg-11872	332	10	of	of	ADP
fuelectenerg-11872	332	11	bart	bart	PROPN
fuelectenerg-11872	332	12	trained	train	VERB
fuelectenerg-11872	332	13	on	on	ADP
fuelectenerg-11872	332	14	cnn	cnn	PROPN
fuelectenerg-11872	332	15	/	/	SYM
fuelectenerg-11872	332	16	dailymail	dailymail	PROPN
fuelectenerg-11872	332	17	.	.	PUNCT
fuelectenerg-11872	333	1	it	it	PRON
fuelectenerg-11872	333	2	has	have	VERB
fuelectenerg-11872	333	3	12	12	NUM
fuelectenerg-11872	333	4	layers	layer	NOUN
fuelectenerg-11872	333	5	for	for	ADP
fuelectenerg-11872	333	6	the	the	DET
fuelectenerg-11872	333	7	encoder	encoder	NOUN
fuelectenerg-11872	333	8	and	and	CCONJ
fuelectenerg-11872	333	9	hidden	hide	VERB
fuelectenerg-11872	333	10	state	state	NOUN
fuelectenerg-11872	333	11	but	but	CCONJ
fuelectenerg-11872	333	12	only	only	ADV
fuelectenerg-11872	333	13	6	6	NUM
fuelectenerg-11872	333	14	for	for	SCONJ
fuelectenerg-11872	333	15	the	the	DET
fuelectenerg-11872	333	16	decoder.the	decoder.the	DET
fuelectenerg-11872	333	17	proposed	propose	VERB
fuelectenerg-11872	333	18	model_6	model_6	NOUN
fuelectenerg-11872	333	19	is	be	AUX
fuelectenerg-11872	333	20	implemented	implement	VERB
fuelectenerg-11872	333	21	with	with	ADP
fuelectenerg-11872	333	22	three	three	NUM
fuelectenerg-11872	333	23	encoder	encoder	NOUN
fuelectenerg-11872	333	24	and	and	CCONJ
fuelectenerg-11872	333	25	decoder	decoder	NOUN
fuelectenerg-11872	333	26	layers	layer	NOUN
fuelectenerg-11872	333	27	and	and	CCONJ
fuelectenerg-11872	333	28	several	several	ADJ
fuelectenerg-11872	333	29	feed	feed	NOUN
fuelectenerg-11872	333	30	-	-	PUNCT
fuelectenerg-11872	333	31	forward	forward	NOUN
fuelectenerg-11872	333	32	network	network	NOUN
fuelectenerg-11872	333	33	layers	layer	NOUN
fuelectenerg-11872	333	34	4	4	NUM
fuelectenerg-11872	333	35	.	.	PUNCT
fuelectenerg-11872	334	1	it	it	PRON
fuelectenerg-11872	334	2	is	be	AUX
fuelectenerg-11872	334	3	trained	train	VERB
fuelectenerg-11872	334	4	on	on	ADP
fuelectenerg-11872	334	5	the	the	DET
fuelectenerg-11872	334	6	cnn	cnn	PROPN
fuelectenerg-11872	334	7	/	/	SYM
fuelectenerg-11872	334	8	dailymail	dailymail	PROPN
fuelectenerg-11872	334	9	news	news	NOUN
fuelectenerg-11872	334	10	dataset	dataset	PROPN
fuelectenerg-11872	334	11	.	.	PUNCT
fuelectenerg-11872	335	1	cnn	cnn	PROPN
fuelectenerg-11872	335	2	/	/	SYM
fuelectenerg-11872	335	3	dailymail	dailymail	PROPN
fuelectenerg-11872	336	1	[	[	X
fuelectenerg-11872	336	2	34	34	NUM
fuelectenerg-11872	336	3	]	]	X
fuelectenerg-11872	336	4	dataset	dataset	NOUN
fuelectenerg-11872	336	5	contains	contain	VERB
fuelectenerg-11872	336	6	over	over	ADP
fuelectenerg-11872	336	7	300,000	300,000	NUM
fuelectenerg-11872	336	8	news	news	NOUN
fuelectenerg-11872	336	9	articles	article	NOUN
fuelectenerg-11872	336	10	from	from	ADP
fuelectenerg-11872	336	11	cnn	cnn	PROPN
fuelectenerg-11872	336	12	and	and	CCONJ
fuelectenerg-11872	336	13	the	the	DET
fuelectenerg-11872	336	14	daily	daily	ADJ
fuelectenerg-11872	336	15	mail	mail	NOUN
fuelectenerg-11872	336	16	newspaper	newspaper	NOUN
fuelectenerg-11872	336	17	,	,	PUNCT
fuelectenerg-11872	336	18	written	write	VERB
fuelectenerg-11872	336	19	between	between	ADP
fuelectenerg-11872	336	20	2007	2007	NUM
fuelectenerg-11872	336	21	and	and	CCONJ
fuelectenerg-11872	336	22	2015	2015	NUM
fuelectenerg-11872	336	23	.	.	PUNCT
fuelectenerg-11872	337	1	each	each	DET
fuelectenerg-11872	337	2	article	article	NOUN
fuelectenerg-11872	337	3	is	be	AUX
fuelectenerg-11872	337	4	accompanied	accompany	VERB
fuelectenerg-11872	337	5	by	by	ADP
fuelectenerg-11872	337	6	a	a	DET
fuelectenerg-11872	337	7	list	list	NOUN
fuelectenerg-11872	337	8	of	of	ADP
fuelectenerg-11872	337	9	bullet	bullet	NOUN
fuelectenerg-11872	337	10	point	point	NOUN
fuelectenerg-11872	337	11	summaries	summary	NOUN
fuelectenerg-11872	337	12	that	that	PRON
fuelectenerg-11872	337	13	abstractively	abstractively	ADV
fuelectenerg-11872	337	14	summarize	summarize	VERB
fuelectenerg-11872	337	15	the	the	DET
fuelectenerg-11872	337	16	headline	headline	NOUN
fuelectenerg-11872	337	17	.	.	PUNCT
fuelectenerg-11872	338	1	0	0	NUM
fuelectenerg-11872	338	2	0.1	0.1	NUM
fuelectenerg-11872	338	3	0.2	0.2	NUM
fuelectenerg-11872	338	4	0.3	0.3	NUM
fuelectenerg-11872	338	5	0.4	0.4	NUM
fuelectenerg-11872	338	6	rnn	rnn	PROPN
fuelectenerg-11872	338	7	model	model	NOUN
fuelectenerg-11872	338	8	1	1	NUM
fuelectenerg-11872	338	9	model	model	NOUN
fuelectenerg-11872	338	10	2	2	NUM
fuelectenerg-11872	338	11	model	model	NOUN
fuelectenerg-11872	338	12	3	3	NUM
fuelectenerg-11872	338	13	model	model	NOUN
fuelectenerg-11872	338	14	4	4	NUM
fuelectenerg-11872	338	15	model	model	NOUN
fuelectenerg-11872	338	16	5	5	NUM
fuelectenerg-11872	338	17	model	model	NOUN
fuelectenerg-11872	338	18	6	6	NUM
fuelectenerg-11872	338	19	r	r	NOUN
fuelectenerg-11872	338	20	o	o	X
fuelectenerg-11872	338	21	u	u	NOUN
fuelectenerg-11872	338	22	ge	ge	PROPN
fuelectenerg-11872	338	23	s	s	PROPN
fuelectenerg-11872	338	24	co	co	PROPN
fuelectenerg-11872	338	25	re	re	PROPN
fuelectenerg-11872	338	26	rouge-1	rouge-1	PROPN
fuelectenerg-11872	338	27	rouge	rouge	NOUN
fuelectenerg-11872	338	28	-	-	PUNCT
fuelectenerg-11872	338	29	l	l	NOUN
fuelectenerg-11872	338	30	deep	deep	ADJ
fuelectenerg-11872	338	31	learning	learning	NOUN
fuelectenerg-11872	338	32	-	-	PUNCT
fuelectenerg-11872	338	33	based	base	VERB
fuelectenerg-11872	338	34	modified	modified	ADJ
fuelectenerg-11872	338	35	transformer	transformer	NOUN
fuelectenerg-11872	338	36	model	model	NOUN
fuelectenerg-11872	338	37	for	for	ADP
fuelectenerg-11872	338	38	automated	automate	VERB
fuelectenerg-11872	338	39	news	news	NOUN
fuelectenerg-11872	338	40	article	article	NOUN
fuelectenerg-11872	338	41	summarization	summarization	NOUN
fuelectenerg-11872	338	42	275	275	NUM
fuelectenerg-11872	338	43	table	table	NOUN
fuelectenerg-11872	338	44	6	6	NUM
fuelectenerg-11872	338	45	comparison	comparison	NOUN
fuelectenerg-11872	338	46	of	of	ADP
fuelectenerg-11872	338	47	rouge	rouge	NOUN
fuelectenerg-11872	338	48	metrics	metric	NOUN
fuelectenerg-11872	338	49	of	of	ADP
fuelectenerg-11872	338	50	the	the	DET
fuelectenerg-11872	338	51	proposed	propose	VERB
fuelectenerg-11872	338	52	model	model	NOUN
fuelectenerg-11872	338	53	with	with	ADP
fuelectenerg-11872	338	54	existing	exist	VERB
fuelectenerg-11872	338	55	models	model	NOUN
fuelectenerg-11872	338	56	model	model	NOUN
fuelectenerg-11872	338	57	rouge-1	rouge-1	PROPN
fuelectenerg-11872	338	58	rouge	rouge	ADJ
fuelectenerg-11872	338	59	-	-	PUNCT
fuelectenerg-11872	338	60	l	l	NOUN
fuelectenerg-11872	338	61	pegasus	pegasus	PROPN
fuelectenerg-11872	338	62	-	-	PUNCT
fuelectenerg-11872	338	63	cnn_dailymail[2	cnn_dailymail[2	PROPN
fuelectenerg-11872	338	64	]	]	X
fuelectenerg-11872	338	65	0.4186	0.4186	NUM
fuelectenerg-11872	338	66	0.2025	0.2025	NUM
fuelectenerg-11872	338	67	bart	bart	NOUN
fuelectenerg-11872	338	68	-	-	PUNCT
fuelectenerg-11872	338	69	large	large	ADJ
fuelectenerg-11872	338	70	-	-	PUNCT
fuelectenerg-11872	338	71	cnn	cnn	NOUN
fuelectenerg-11872	338	72	[	[	X
fuelectenerg-11872	338	73	2	2	X
fuelectenerg-11872	338	74	]	]	PUNCT
fuelectenerg-11872	338	75	0.4270	0.4270	NUM
fuelectenerg-11872	338	76	0.2058	0.2058	NUM
fuelectenerg-11872	338	77	distilbart	distilbart	ADJ
fuelectenerg-11872	338	78	-	-	PUNCT
fuelectenerg-11872	338	79	cnn-12	cnn-12	NOUN
fuelectenerg-11872	338	80	-	-	NUM
fuelectenerg-11872	338	81	6	6	NUM
fuelectenerg-11872	338	82	[	[	X
fuelectenerg-11872	338	83	2	2	NUM
fuelectenerg-11872	338	84	]	]	PUNCT
fuelectenerg-11872	338	85	0.4292	0.4292	NUM
fuelectenerg-11872	338	86	0.2077	0.2077	NUM
fuelectenerg-11872	338	87	proposed	propose	VERB
fuelectenerg-11872	338	88	model	model	NOUN
fuelectenerg-11872	338	89	0.4297	0.4297	NUM
fuelectenerg-11872	338	90	0.2103	0.2103	NUM
fuelectenerg-11872	338	91	from	from	ADP
fuelectenerg-11872	338	92	table	table	NOUN
fuelectenerg-11872	338	93	6	6	NUM
fuelectenerg-11872	338	94	,	,	PUNCT
fuelectenerg-11872	338	95	the	the	DET
fuelectenerg-11872	338	96	proposed	propose	VERB
fuelectenerg-11872	338	97	model_6	model_6	NOUN
fuelectenerg-11872	338	98	has	have	VERB
fuelectenerg-11872	338	99	the	the	DET
fuelectenerg-11872	338	100	highest	high	ADJ
fuelectenerg-11872	338	101	scores	score	NOUN
fuelectenerg-11872	338	102	on	on	ADP
fuelectenerg-11872	338	103	rouge-1	rouge-1	NOUN
fuelectenerg-11872	338	104	and	and	CCONJ
fuelectenerg-11872	338	105	rouge	rouge	ADJ
fuelectenerg-11872	338	106	-	-	PUNCT
fuelectenerg-11872	338	107	l	l	NOUN
fuelectenerg-11872	338	108	metrics	metric	NOUN
fuelectenerg-11872	338	109	,	,	PUNCT
fuelectenerg-11872	338	110	measuring	measure	VERB
fuelectenerg-11872	338	111	the	the	DET
fuelectenerg-11872	338	112	overlap	overlap	NOUN
fuelectenerg-11872	338	113	between	between	ADP
fuelectenerg-11872	338	114	the	the	DET
fuelectenerg-11872	338	115	generated	generate	VERB
fuelectenerg-11872	338	116	and	and	CCONJ
fuelectenerg-11872	338	117	reference	reference	NOUN
fuelectenerg-11872	338	118	summaries	summary	NOUN
fuelectenerg-11872	338	119	.	.	PUNCT
fuelectenerg-11872	339	1	this	this	PRON
fuelectenerg-11872	339	2	means	mean	VERB
fuelectenerg-11872	339	3	that	that	SCONJ
fuelectenerg-11872	339	4	the	the	DET
fuelectenerg-11872	339	5	proposed	propose	VERB
fuelectenerg-11872	339	6	model_6	model_6	NOUN
fuelectenerg-11872	339	7	is	be	AUX
fuelectenerg-11872	339	8	more	more	ADV
fuelectenerg-11872	339	9	effective	effective	ADJ
fuelectenerg-11872	339	10	and	and	CCONJ
fuelectenerg-11872	339	11	accurate	accurate	ADJ
fuelectenerg-11872	339	12	than	than	ADP
fuelectenerg-11872	339	13	the	the	DET
fuelectenerg-11872	339	14	other	other	ADJ
fuelectenerg-11872	339	15	models	model	NOUN
fuelectenerg-11872	339	16	in	in	ADP
fuelectenerg-11872	339	17	producing	produce	VERB
fuelectenerg-11872	339	18	abstractive	abstractive	ADJ
fuelectenerg-11872	339	19	summaries	summary	NOUN
fuelectenerg-11872	339	20	.	.	PUNCT
fuelectenerg-11872	340	1	5	5	X
fuelectenerg-11872	340	2	.	.	X
fuelectenerg-11872	340	3	conclusions	conclusion	NOUN
fuelectenerg-11872	340	4	the	the	DET
fuelectenerg-11872	340	5	six	six	NUM
fuelectenerg-11872	340	6	proposed	propose	VERB
fuelectenerg-11872	340	7	transformer	transformer	NOUN
fuelectenerg-11872	340	8	-	-	PUNCT
fuelectenerg-11872	340	9	based	base	VERB
fuelectenerg-11872	340	10	models	model	NOUN
fuelectenerg-11872	340	11	,	,	PUNCT
fuelectenerg-11872	340	12	each	each	PRON
fuelectenerg-11872	340	13	featuring	feature	VERB
fuelectenerg-11872	340	14	varying	vary	VERB
fuelectenerg-11872	340	15	numbers	number	NOUN
fuelectenerg-11872	340	16	of	of	ADP
fuelectenerg-11872	340	17	encoders	encoder	NOUN
fuelectenerg-11872	340	18	,	,	PUNCT
fuelectenerg-11872	340	19	decoders	decoder	NOUN
fuelectenerg-11872	340	20	,	,	PUNCT
fuelectenerg-11872	340	21	and	and	CCONJ
fuelectenerg-11872	340	22	feed	feed	NOUN
fuelectenerg-11872	340	23	-	-	PUNCT
fuelectenerg-11872	340	24	forward	forward	NOUN
fuelectenerg-11872	340	25	network	network	NOUN
fuelectenerg-11872	340	26	layers	layer	NOUN
fuelectenerg-11872	340	27	,	,	PUNCT
fuelectenerg-11872	340	28	reveal	reveal	VERB
fuelectenerg-11872	340	29	superior	superior	ADJ
fuelectenerg-11872	340	30	performance	performance	NOUN
fuelectenerg-11872	340	31	compared	compare	VERB
fuelectenerg-11872	340	32	to	to	ADP
fuelectenerg-11872	340	33	the	the	DET
fuelectenerg-11872	340	34	rnn	rnn	NOUN
fuelectenerg-11872	340	35	model	model	NOUN
fuelectenerg-11872	340	36	.	.	PUNCT
fuelectenerg-11872	341	1	the	the	DET
fuelectenerg-11872	341	2	metrics	metric	NOUN
fuelectenerg-11872	341	3	such	such	ADJ
fuelectenerg-11872	341	4	as	as	ADP
fuelectenerg-11872	341	5	training	training	NOUN
fuelectenerg-11872	341	6	loss	loss	NOUN
fuelectenerg-11872	341	7	,	,	PUNCT
fuelectenerg-11872	341	8	training	training	NOUN
fuelectenerg-11872	341	9	accuracy	accuracy	NOUN
fuelectenerg-11872	341	10	,	,	PUNCT
fuelectenerg-11872	341	11	and	and	CCONJ
fuelectenerg-11872	341	12	rouge	rouge	NOUN
fuelectenerg-11872	341	13	scores	score	NOUN
fuelectenerg-11872	341	14	are	be	AUX
fuelectenerg-11872	341	15	compared	compare	VERB
fuelectenerg-11872	341	16	with	with	ADP
fuelectenerg-11872	341	17	the	the	DET
fuelectenerg-11872	341	18	baseline	baseline	PROPN
fuelectenerg-11872	341	19	rnn	rnn	NOUN
fuelectenerg-11872	341	20	model	model	NOUN
fuelectenerg-11872	341	21	.	.	PUNCT
fuelectenerg-11872	342	1	among	among	ADP
fuelectenerg-11872	342	2	these	these	DET
fuelectenerg-11872	342	3	transformer	transformer	NOUN
fuelectenerg-11872	342	4	models	model	NOUN
fuelectenerg-11872	342	5	,	,	PUNCT
fuelectenerg-11872	342	6	results	result	NOUN
fuelectenerg-11872	342	7	show	show	VERB
fuelectenerg-11872	342	8	that	that	SCONJ
fuelectenerg-11872	342	9	model_6	model_6	PROPN
fuelectenerg-11872	342	10	has	have	VERB
fuelectenerg-11872	342	11	the	the	DET
fuelectenerg-11872	342	12	best	good	ADJ
fuelectenerg-11872	342	13	performance	performance	NOUN
fuelectenerg-11872	342	14	with	with	ADP
fuelectenerg-11872	342	15	three	three	NUM
fuelectenerg-11872	342	16	encoder	encoder	NOUN
fuelectenerg-11872	342	17	and	and	CCONJ
fuelectenerg-11872	342	18	decoder	decoder	NOUN
fuelectenerg-11872	342	19	layers	layer	NOUN
fuelectenerg-11872	342	20	and	and	CCONJ
fuelectenerg-11872	342	21	four	four	NUM
fuelectenerg-11872	342	22	feed	feed	NOUN
fuelectenerg-11872	342	23	-	-	PUNCT
fuelectenerg-11872	342	24	forward	forward	NOUN
fuelectenerg-11872	342	25	network	network	NOUN
fuelectenerg-11872	342	26	layers	layer	NOUN
fuelectenerg-11872	342	27	.	.	PUNCT
fuelectenerg-11872	343	1	model_6	model_6	NOUN
fuelectenerg-11872	343	2	has	have	VERB
fuelectenerg-11872	343	3	the	the	DET
fuelectenerg-11872	343	4	lowest	low	ADJ
fuelectenerg-11872	343	5	training	training	NOUN
fuelectenerg-11872	343	6	loss	loss	NOUN
fuelectenerg-11872	343	7	,	,	PUNCT
fuelectenerg-11872	343	8	highest	high	ADJ
fuelectenerg-11872	343	9	training	training	NOUN
fuelectenerg-11872	343	10	accuracy	accuracy	NOUN
fuelectenerg-11872	343	11	,	,	PUNCT
fuelectenerg-11872	343	12	and	and	CCONJ
fuelectenerg-11872	343	13	highest	high	ADJ
fuelectenerg-11872	343	14	rouge-1	rouge-1	NOUN
fuelectenerg-11872	343	15	and	and	CCONJ
fuelectenerg-11872	343	16	rouge	rouge	NOUN
fuelectenerg-11872	343	17	-	-	PUNCT
fuelectenerg-11872	343	18	l	l	NOUN
fuelectenerg-11872	343	19	scores	score	NOUN
fuelectenerg-11872	343	20	.	.	PUNCT
fuelectenerg-11872	344	1	model_6	model_6	NOUN
fuelectenerg-11872	344	2	is	be	AUX
fuelectenerg-11872	344	3	compared	compare	VERB
fuelectenerg-11872	344	4	with	with	ADP
fuelectenerg-11872	344	5	existing	exist	VERB
fuelectenerg-11872	344	6	abstractive	abstractive	ADJ
fuelectenerg-11872	344	7	text	text	NOUN
fuelectenerg-11872	344	8	summarization	summarization	NOUN
fuelectenerg-11872	344	9	models	model	NOUN
fuelectenerg-11872	344	10	such	such	ADJ
fuelectenerg-11872	344	11	as	as	ADP
fuelectenerg-11872	344	12	pegasuscnn_dailymail	pegasuscnn_dailymail	NOUN
fuelectenerg-11872	344	13	,	,	PUNCT
fuelectenerg-11872	344	14	bart	bart	NOUN
fuelectenerg-11872	344	15	-	-	PUNCT
fuelectenerg-11872	344	16	large	large	ADJ
fuelectenerg-11872	344	17	-	-	PUNCT
fuelectenerg-11872	344	18	cnn	cnn	NOUN
fuelectenerg-11872	344	19	,	,	PUNCT
fuelectenerg-11872	344	20	and	and	CCONJ
fuelectenerg-11872	344	21	distil	distil	PROPN
fuelectenerg-11872	344	22	bart	bart	PROPN
fuelectenerg-11872	344	23	-	-	PUNCT
fuelectenerg-11872	344	24	cnn-12	cnn-12	NOUN
fuelectenerg-11872	344	25	-	-	NUM
fuelectenerg-11872	344	26	6	6	NUM
fuelectenerg-11872	344	27	on	on	ADP
fuelectenerg-11872	344	28	the	the	DET
fuelectenerg-11872	344	29	cnn	cnn	PROPN
fuelectenerg-11872	344	30	/	/	SYM
fuelectenerg-11872	344	31	dailymail	dailymail	PROPN
fuelectenerg-11872	344	32	dataset	dataset	NOUN
fuelectenerg-11872	344	33	.	.	PUNCT
fuelectenerg-11872	345	1	the	the	DET
fuelectenerg-11872	345	2	superiority	superiority	NOUN
fuelectenerg-11872	345	3	of	of	ADP
fuelectenerg-11872	345	4	model_6	model_6	NOUN
fuelectenerg-11872	345	5	is	be	AUX
fuelectenerg-11872	345	6	analyzed	analyze	VERB
fuelectenerg-11872	345	7	by	by	ADP
fuelectenerg-11872	345	8	considering	consider	VERB
fuelectenerg-11872	345	9	its	its	PRON
fuelectenerg-11872	345	10	simplicity	simplicity	NOUN
fuelectenerg-11872	345	11	,	,	PUNCT
fuelectenerg-11872	345	12	versatility	versatility	NOUN
fuelectenerg-11872	345	13	,	,	PUNCT
fuelectenerg-11872	345	14	balance	balance	NOUN
fuelectenerg-11872	345	15	,	,	PUNCT
fuelectenerg-11872	345	16	and	and	CCONJ
fuelectenerg-11872	345	17	optimality	optimality	NOUN
fuelectenerg-11872	345	18	.	.	PUNCT
fuelectenerg-11872	346	1	this	this	PRON
fuelectenerg-11872	346	2	unequivocally	unequivocally	ADV
fuelectenerg-11872	346	3	establishes	establish	VERB
fuelectenerg-11872	346	4	model_6	model_6	PROPN
fuelectenerg-11872	346	5	as	as	ADP
fuelectenerg-11872	346	6	the	the	DET
fuelectenerg-11872	346	7	most	most	ADV
fuelectenerg-11872	346	8	effective	effective	ADJ
fuelectenerg-11872	346	9	transformer	transformer	NOUN
fuelectenerg-11872	346	10	model	model	NOUN
fuelectenerg-11872	346	11	under	under	ADP
fuelectenerg-11872	346	12	consideration	consideration	NOUN
fuelectenerg-11872	346	13	.	.	PUNCT
fuelectenerg-11872	347	1	these	these	DET
fuelectenerg-11872	347	2	models	model	NOUN
fuelectenerg-11872	347	3	can	can	AUX
fuelectenerg-11872	347	4	be	be	AUX
fuelectenerg-11872	347	5	applied	apply	VERB
fuelectenerg-11872	347	6	to	to	ADP
fuelectenerg-11872	347	7	other	other	ADJ
fuelectenerg-11872	347	8	natural	natural	ADJ
fuelectenerg-11872	347	9	language	language	NOUN
fuelectenerg-11872	347	10	generation	generation	NOUN
fuelectenerg-11872	347	11	tasks	task	NOUN
fuelectenerg-11872	347	12	,	,	PUNCT
fuelectenerg-11872	347	13	such	such	ADJ
fuelectenerg-11872	347	14	as	as	ADP
fuelectenerg-11872	347	15	machine	machine	NOUN
fuelectenerg-11872	347	16	translation	translation	NOUN
fuelectenerg-11872	347	17	,	,	PUNCT
fuelectenerg-11872	347	18	paraphrasing	paraphrasing	NOUN
fuelectenerg-11872	347	19	,	,	PUNCT
fuelectenerg-11872	347	20	and	and	CCONJ
fuelectenerg-11872	347	21	question	question	NOUN
fuelectenerg-11872	347	22	-	-	PUNCT
fuelectenerg-11872	347	23	andanswer	andanswer	NOUN
fuelectenerg-11872	347	24	generation	generation	NOUN
fuelectenerg-11872	347	25	.	.	PUNCT
fuelectenerg-11872	348	1	in	in	ADP
fuelectenerg-11872	348	2	future	future	ADJ
fuelectenerg-11872	348	3	work	work	NOUN
fuelectenerg-11872	348	4	,	,	PUNCT
fuelectenerg-11872	348	5	more	more	ADV
fuelectenerg-11872	348	6	advanced	advanced	ADJ
fuelectenerg-11872	348	7	technologies	technology	NOUN
fuelectenerg-11872	348	8	and	and	CCONJ
fuelectenerg-11872	348	9	methods	method	NOUN
fuelectenerg-11872	348	10	involving	involve	VERB
fuelectenerg-11872	348	11	explainable	explainable	ADJ
fuelectenerg-11872	348	12	ai	ai	NOUN
fuelectenerg-11872	348	13	to	to	PART
fuelectenerg-11872	348	14	explore	explore	VERB
fuelectenerg-11872	348	15	these	these	DET
fuelectenerg-11872	348	16	tasks	task	NOUN
fuelectenerg-11872	348	17	in	in	ADP
fuelectenerg-11872	348	18	generating	generate	VERB
fuelectenerg-11872	348	19	summaries	summary	NOUN
fuelectenerg-11872	348	20	can	can	AUX
fuelectenerg-11872	348	21	be	be	AUX
fuelectenerg-11872	348	22	considered	consider	VERB
fuelectenerg-11872	348	23	with	with	ADP
fuelectenerg-11872	348	24	user	user	NOUN
fuelectenerg-11872	348	25	preferences	preference	NOUN
fuelectenerg-11872	348	26	.	.	PUNCT
fuelectenerg-11872	349	1	also	also	ADV
fuelectenerg-11872	349	2	,	,	PUNCT
fuelectenerg-11872	349	3	the	the	DET
fuelectenerg-11872	349	4	proposed	propose	VERB
fuelectenerg-11872	349	5	models	model	NOUN
fuelectenerg-11872	349	6	can	can	AUX
fuelectenerg-11872	349	7	be	be	AUX
fuelectenerg-11872	349	8	applied	apply	VERB
fuelectenerg-11872	349	9	to	to	ADP
fuelectenerg-11872	349	10	datasets	dataset	NOUN
fuelectenerg-11872	349	11	in	in	ADP
fuelectenerg-11872	349	12	other	other	ADJ
fuelectenerg-11872	349	13	languages	language	NOUN
fuelectenerg-11872	349	14	.	.	PUNCT
fuelectenerg-11872	350	1	references	reference	NOUN
fuelectenerg-11872	350	2	[	[	X
fuelectenerg-11872	350	3	1	1	NUM
fuelectenerg-11872	350	4	]	]	PUNCT
fuelectenerg-11872	350	5	m.	m.	NOUN
fuelectenerg-11872	350	6	alfraheed	alfraheed	NOUN
fuelectenerg-11872	350	7	,	,	PUNCT
fuelectenerg-11872	350	8	"	"	PUNCT
fuelectenerg-11872	350	9	an	an	DET
fuelectenerg-11872	350	10	approach	approach	NOUN
fuelectenerg-11872	350	11	for	for	ADP
fuelectenerg-11872	350	12	features	feature	NOUN
fuelectenerg-11872	350	13	matching	match	VERB
fuelectenerg-11872	350	14	between	between	ADP
fuelectenerg-11872	350	15	bilateral	bilateral	ADJ
fuelectenerg-11872	350	16	images	image	NOUN
fuelectenerg-11872	350	17	of	of	ADP
fuelectenerg-11872	350	18	stereo	stereo	ADJ
fuelectenerg-11872	350	19	vision	vision	NOUN
fuelectenerg-11872	350	20	system	system	NOUN
fuelectenerg-11872	350	21	applied	apply	VERB
fuelectenerg-11872	350	22	for	for	ADP
fuelectenerg-11872	350	23	automated	automate	VERB
fuelectenerg-11872	350	24	heterogeneous	heterogeneous	ADJ
fuelectenerg-11872	350	25	platoon	platoon	NOUN
fuelectenerg-11872	350	26	"	"	PUNCT
fuelectenerg-11872	350	27	,	,	PUNCT
fuelectenerg-11872	350	28	journal	journal	NOUN
fuelectenerg-11872	350	29	of	of	ADP
fuelectenerg-11872	350	30	theoretical	theoretical	PROPN
fuelectenerg-11872	350	31	&	&	CCONJ
fuelectenerg-11872	350	32	applied	applied	ADJ
fuelectenerg-11872	350	33	information	information	NOUN
fuelectenerg-11872	350	34	technology	technology	NOUN
fuelectenerg-11872	350	35	,	,	PUNCT
fuelectenerg-11872	350	36	vol	vol	NOUN
fuelectenerg-11872	350	37	.	.	PROPN
fuelectenerg-11872	351	1	96	96	NUM
fuelectenerg-11872	351	2	,	,	PUNCT
fuelectenerg-11872	351	3	no.7	no.7	PROPN
fuelectenerg-11872	351	4	,	,	PUNCT
fuelectenerg-11872	351	5	apr	apr	PROPN
fuelectenerg-11872	351	6	.	.	PROPN
fuelectenerg-11872	351	7	2018	2018	NUM
fuelectenerg-11872	351	8	.	.	PUNCT
fuelectenerg-11872	352	1	[	[	X
fuelectenerg-11872	352	2	2	2	NUM
fuelectenerg-11872	352	3	]	]	X
fuelectenerg-11872	352	4	n.	n.	NOUN
fuelectenerg-11872	352	5	giarelis	giarelis	PROPN
fuelectenerg-11872	352	6	,	,	PUNCT
fuelectenerg-11872	352	7	m.	m.	NOUN
fuelectenerg-11872	352	8	charalampos	charalampos	PROPN
fuelectenerg-11872	352	9	,	,	PUNCT
fuelectenerg-11872	352	10	and	and	CCONJ
fuelectenerg-11872	352	11	k.	k.	PROPN
fuelectenerg-11872	352	12	nikos	nikos	PROPN
fuelectenerg-11872	352	13	,	,	PUNCT
fuelectenerg-11872	352	14	"	"	PUNCT
fuelectenerg-11872	352	15	abstractive	abstractive	ADJ
fuelectenerg-11872	352	16	vs.	vs.	ADP
fuelectenerg-11872	352	17	extractive	extractive	ADJ
fuelectenerg-11872	352	18	summarization	summarization	NOUN
fuelectenerg-11872	352	19	:	:	PUNCT
fuelectenerg-11872	352	20	an	an	DET
fuelectenerg-11872	352	21	experimental	experimental	ADJ
fuelectenerg-11872	352	22	review	review	NOUN
fuelectenerg-11872	352	23	"	"	PUNCT
fuelectenerg-11872	352	24	,	,	PUNCT
fuelectenerg-11872	352	25	applied	apply	VERB
fuelectenerg-11872	352	26	sciences	science	NOUN
fuelectenerg-11872	352	27	,	,	PUNCT
fuelectenerg-11872	352	28	vol	vol	NOUN
fuelectenerg-11872	352	29	.	.	PROPN
fuelectenerg-11872	352	30	13	13	NUM
fuelectenerg-11872	352	31	,	,	PUNCT
fuelectenerg-11872	352	32	no	no	INTJ
fuelectenerg-11872	352	33	.	.	NOUN
fuelectenerg-11872	352	34	13	13	NUM
fuelectenerg-11872	352	35	,	,	PUNCT
fuelectenerg-11872	352	36	jun	jun	PROPN
fuelectenerg-11872	352	37	2023	2023	NUM
fuelectenerg-11872	352	38	.	.	PUNCT
fuelectenerg-11872	353	1	[	[	X
fuelectenerg-11872	353	2	3	3	X
fuelectenerg-11872	353	3	]	]	X
fuelectenerg-11872	353	4	y.	y.	PROPN
fuelectenerg-11872	353	5	chen	chen	PROPN
fuelectenerg-11872	353	6	,	,	PUNCT
fuelectenerg-11872	353	7	m.	m.	PROPN
fuelectenerg-11872	353	8	yun	yun	PROPN
fuelectenerg-11872	353	9	,	,	PUNCT
fuelectenerg-11872	353	10	m.	m.	NOUN
fuelectenerg-11872	353	11	xudong	xudong	PROPN
fuelectenerg-11872	353	12	,	,	PUNCT
fuelectenerg-11872	353	13	and	and	CCONJ
fuelectenerg-11872	353	14	l.	l.	PROPN
fuelectenerg-11872	353	15	qing	qing	PROPN
fuelectenerg-11872	353	16	,	,	PUNCT
fuelectenerg-11872	353	17	"	"	PUNCT
fuelectenerg-11872	353	18	multi	multi	ADJ
fuelectenerg-11872	353	19	-	-	NOUN
fuelectenerg-11872	353	20	task	task	ADJ
fuelectenerg-11872	353	21	learning	learning	NOUN
fuelectenerg-11872	353	22	for	for	ADP
fuelectenerg-11872	353	23	abstractive	abstractive	ADJ
fuelectenerg-11872	353	24	and	and	CCONJ
fuelectenerg-11872	353	25	extractive	extractive	ADJ
fuelectenerg-11872	353	26	summarization	summarization	NOUN
fuelectenerg-11872	353	27	"	"	PUNCT
fuelectenerg-11872	353	28	,	,	PUNCT
fuelectenerg-11872	353	29	data	datum	NOUN
fuelectenerg-11872	353	30	science	science	NOUN
fuelectenerg-11872	353	31	and	and	CCONJ
fuelectenerg-11872	353	32	engineering	engineering	NOUN
fuelectenerg-11872	353	33	,	,	PUNCT
fuelectenerg-11872	353	34	vol	vol	NOUN
fuelectenerg-11872	353	35	.	.	PROPN
fuelectenerg-11872	353	36	4	4	NUM
fuelectenerg-11872	353	37	,	,	PUNCT
fuelectenerg-11872	353	38	pp	pp	ADJ
fuelectenerg-11872	353	39	.	.	PUNCT
fuelectenerg-11872	354	1	14–23	14–23	NUM
fuelectenerg-11872	354	2	,	,	PUNCT
fuelectenerg-11872	354	3	mar	mar	PROPN
fuelectenerg-11872	354	4	2019	2019	NUM
fuelectenerg-11872	354	5	.	.	PUNCT
fuelectenerg-11872	355	1	[	[	X
fuelectenerg-11872	355	2	4	4	X
fuelectenerg-11872	355	3	]	]	X
fuelectenerg-11872	355	4	d.	d.	PROPN
fuelectenerg-11872	355	5	suleiman	suleiman	PROPN
fuelectenerg-11872	355	6	,	,	PUNCT
fuelectenerg-11872	355	7	and	and	CCONJ
fuelectenerg-11872	355	8	a.	a.	NOUN
fuelectenerg-11872	355	9	arafat	arafat	PROPN
fuelectenerg-11872	355	10	,	,	PUNCT
fuelectenerg-11872	355	11	"	"	PUNCT
fuelectenerg-11872	355	12	deep	deep	ADJ
fuelectenerg-11872	355	13	learning	learning	NOUN
fuelectenerg-11872	355	14	based	base	VERB
fuelectenerg-11872	355	15	abstractive	abstractive	ADJ
fuelectenerg-11872	355	16	text	text	NOUN
fuelectenerg-11872	355	17	summarization	summarization	NOUN
fuelectenerg-11872	355	18	:	:	PUNCT
fuelectenerg-11872	355	19	approaches	approach	NOUN
fuelectenerg-11872	355	20	,	,	PUNCT
fuelectenerg-11872	355	21	datasets	dataset	NOUN
fuelectenerg-11872	355	22	,	,	PUNCT
fuelectenerg-11872	355	23	evaluation	evaluation	NOUN
fuelectenerg-11872	355	24	measures	measure	NOUN
fuelectenerg-11872	355	25	,	,	PUNCT
fuelectenerg-11872	355	26	and	and	CCONJ
fuelectenerg-11872	355	27	challenges	challenge	NOUN
fuelectenerg-11872	355	28	"	"	PUNCT
fuelectenerg-11872	355	29	,	,	PUNCT
fuelectenerg-11872	355	30	mathematical	mathematical	ADJ
fuelectenerg-11872	355	31	problems	problem	NOUN
fuelectenerg-11872	355	32	in	in	ADP
fuelectenerg-11872	355	33	engineering	engineering	NOUN
fuelectenerg-11872	355	34	,	,	PUNCT
fuelectenerg-11872	355	35	pp	pp	ADP
fuelectenerg-11872	355	36	.	.	PUNCT
fuelectenerg-11872	356	1	1–29	1–29	PROPN
fuelectenerg-11872	356	2	,	,	PUNCT
fuelectenerg-11872	356	3	aug	aug	PROPN
fuelectenerg-11872	356	4	2020	2020	NUM
fuelectenerg-11872	356	5	.	.	PUNCT
fuelectenerg-11872	357	1	[	[	X
fuelectenerg-11872	357	2	5	5	NUM
fuelectenerg-11872	357	3	]	]	PUNCT
fuelectenerg-11872	357	4	r.	r.	PROPN
fuelectenerg-11872	357	5	s.	s.	PROPN
fuelectenerg-11872	357	6	shini	shini	PROPN
fuelectenerg-11872	357	7	,	,	PUNCT
fuelectenerg-11872	357	8	and	and	CCONJ
fuelectenerg-11872	357	9	k.	k.	PROPN
fuelectenerg-11872	357	10	vd	vd	PROPN
fuelectenerg-11872	357	11	.	.	PUNCT
fuelectenerg-11872	358	1	ambeth	ambeth	PROPN
fuelectenerg-11872	358	2	,	,	PUNCT
fuelectenerg-11872	358	3	"	"	PUNCT
fuelectenerg-11872	358	4	recurrent	recurrent	ADJ
fuelectenerg-11872	358	5	neural	neural	ADJ
fuelectenerg-11872	358	6	network	network	NOUN
fuelectenerg-11872	358	7	based	base	VERB
fuelectenerg-11872	358	8	text	text	NOUN
fuelectenerg-11872	358	9	summarization	summarization	NOUN
fuelectenerg-11872	358	10	techniques	technique	NOUN
fuelectenerg-11872	358	11	by	by	ADP
fuelectenerg-11872	358	12	word	word	NOUN
fuelectenerg-11872	358	13	sequence	sequence	NOUN
fuelectenerg-11872	358	14	generation	generation	NOUN
fuelectenerg-11872	358	15	"	"	PUNCT
fuelectenerg-11872	358	16	,	,	PUNCT
fuelectenerg-11872	358	17	in	in	ADP
fuelectenerg-11872	358	18	proceedings	proceeding	NOUN
fuelectenerg-11872	358	19	of	of	ADP
fuelectenerg-11872	358	20	the	the	DET
fuelectenerg-11872	358	21	6th	6th	ADJ
fuelectenerg-11872	358	22	international	international	ADJ
fuelectenerg-11872	358	23	conference	conference	NOUN
fuelectenerg-11872	358	24	on	on	ADP
fuelectenerg-11872	358	25	inventive	inventive	ADJ
fuelectenerg-11872	358	26	computation	computation	NOUN
fuelectenerg-11872	358	27	technologies	technology	NOUN
fuelectenerg-11872	358	28	(	(	PUNCT
fuelectenerg-11872	358	29	icict	icict	NOUN
fuelectenerg-11872	358	30	)	)	PUNCT
fuelectenerg-11872	358	31	,	,	PUNCT
fuelectenerg-11872	358	32	jan	jan	PROPN
fuelectenerg-11872	358	33	.	.	PROPN
fuelectenerg-11872	358	34	2021	2021	NUM
fuelectenerg-11872	358	35	,	,	PUNCT
fuelectenerg-11872	358	36	pp	pp	ADJ
fuelectenerg-11872	358	37	.	.	PUNCT
fuelectenerg-11872	359	1	1224–1229	1224–1229	NUM
fuelectenerg-11872	359	2	.	.	PUNCT
fuelectenerg-11872	360	1	[	[	X
fuelectenerg-11872	360	2	6	6	NUM
fuelectenerg-11872	360	3	]	]	PUNCT
fuelectenerg-11872	360	4	w.	w.	PROPN
fuelectenerg-11872	360	5	fang	fang	PROPN
fuelectenerg-11872	360	6	,	,	PUNCT
fuelectenerg-11872	360	7	j.	j.	PROPN
fuelectenerg-11872	360	8	tianxiao	tianxiao	PROPN
fuelectenerg-11872	360	9	,	,	PUNCT
fuelectenerg-11872	360	10	j.	j.	PROPN
fuelectenerg-11872	360	11	ke	ke	PROPN
fuelectenerg-11872	360	12	,	,	PUNCT
fuelectenerg-11872	360	13	z.	z.	PROPN
fuelectenerg-11872	360	14	feihong	feihong	PROPN
fuelectenerg-11872	360	15	,	,	PUNCT
fuelectenerg-11872	360	16	d.	d.	PROPN
fuelectenerg-11872	360	17	yewen	yewen	PROPN
fuelectenerg-11872	360	18	,	,	PUNCT
fuelectenerg-11872	360	19	and	and	CCONJ
fuelectenerg-11872	360	20	s.	s.	PROPN
fuelectenerg-11872	360	21	jack	jack	PROPN
fuelectenerg-11872	360	22	,	,	PUNCT
fuelectenerg-11872	360	23	"	"	PUNCT
fuelectenerg-11872	360	24	a	a	DET
fuelectenerg-11872	360	25	method	method	NOUN
fuelectenerg-11872	360	26	of	of	ADP
fuelectenerg-11872	360	27	automatic	automatic	ADJ
fuelectenerg-11872	360	28	text	text	NOUN
fuelectenerg-11872	360	29	summarization	summarization	NOUN
fuelectenerg-11872	360	30	based	base	VERB
fuelectenerg-11872	360	31	on	on	ADP
fuelectenerg-11872	360	32	long	long	ADJ
fuelectenerg-11872	360	33	short	short	ADJ
fuelectenerg-11872	360	34	-	-	PUNCT
fuelectenerg-11872	360	35	term	term	NOUN
fuelectenerg-11872	360	36	memory	memory	NOUN
fuelectenerg-11872	360	37	"	"	PUNCT
fuelectenerg-11872	360	38	,	,	PUNCT
fuelectenerg-11872	360	39	international	international	ADJ
fuelectenerg-11872	360	40	journal	journal	NOUN
fuelectenerg-11872	360	41	of	of	ADP
fuelectenerg-11872	360	42	computational	computational	ADJ
fuelectenerg-11872	360	43	science	science	NOUN
fuelectenerg-11872	360	44	and	and	CCONJ
fuelectenerg-11872	360	45	engineering	engineering	NOUN
fuelectenerg-11872	360	46	,	,	PUNCT
fuelectenerg-11872	360	47	vol	vol	NOUN
fuelectenerg-11872	360	48	.	.	PROPN
fuelectenerg-11872	360	49	22	22	NUM
fuelectenerg-11872	360	50	,	,	PUNCT
fuelectenerg-11872	360	51	no	no	INTJ
fuelectenerg-11872	360	52	.	.	NOUN
fuelectenerg-11872	360	53	1	1	NUM
fuelectenerg-11872	360	54	,	,	PUNCT
fuelectenerg-11872	360	55	pp	pp	ADJ
fuelectenerg-11872	360	56	.	.	PUNCT
fuelectenerg-11872	361	1	39–49	39–49	NUM
fuelectenerg-11872	361	2	,	,	PUNCT
fuelectenerg-11872	361	3	2020	2020	NUM
fuelectenerg-11872	361	4	.	.	PUNCT
fuelectenerg-11872	362	1	[	[	X
fuelectenerg-11872	362	2	7	7	X
fuelectenerg-11872	362	3	]	]	X
fuelectenerg-11872	362	4	t.	t.	NOUN
fuelectenerg-11872	362	5	goyal	goyal	PROPN
fuelectenerg-11872	362	6	,	,	PUNCT
fuelectenerg-11872	362	7	j.	j.	PROPN
fuelectenerg-11872	362	8	l.	l.	PROPN
fuelectenerg-11872	362	9	junyi	junyi	PROPN
fuelectenerg-11872	362	10	,	,	PUNCT
fuelectenerg-11872	362	11	and	and	CCONJ
fuelectenerg-11872	362	12	d.	d.	PROPN
fuelectenerg-11872	362	13	greg	greg	PROPN
fuelectenerg-11872	362	14	,	,	PUNCT
fuelectenerg-11872	362	15	"	"	PUNCT
fuelectenerg-11872	362	16	news	news	NOUN
fuelectenerg-11872	362	17	summarization	summarization	NOUN
fuelectenerg-11872	362	18	and	and	CCONJ
fuelectenerg-11872	362	19	evaluation	evaluation	NOUN
fuelectenerg-11872	362	20	in	in	ADP
fuelectenerg-11872	362	21	the	the	DET
fuelectenerg-11872	362	22	era	era	NOUN
fuelectenerg-11872	362	23	of	of	ADP
fuelectenerg-11872	362	24	gpt-3	gpt-3	NOUN
fuelectenerg-11872	362	25	.	.	PUNCT
fuelectenerg-11872	362	26	"	"	PUNCT
fuelectenerg-11872	363	1	arxiv	arxiv	PROPN
fuelectenerg-11872	363	2	preprint	preprint	NOUN
fuelectenerg-11872	363	3	arxiv	arxiv	PROPN
fuelectenerg-11872	363	4	:	:	PUNCT
fuelectenerg-11872	363	5	2209.12356	2209.12356	NUM
fuelectenerg-11872	363	6	,	,	PUNCT
fuelectenerg-11872	363	7	sep	sep	PROPN
fuelectenerg-11872	363	8	.	.	PROPN
fuelectenerg-11872	363	9	2022	2022	NUM
fuelectenerg-11872	363	10	.	.	PUNCT
fuelectenerg-11872	364	1	276	276	NUM
fuelectenerg-11872	364	2	b.	b.	PROPN
fuelectenerg-11872	364	3	srinivas	srinivas	PROPN
fuelectenerg-11872	364	4	.	.	PROPN
fuelectenerg-11872	364	5	,	,	PUNCT
fuelectenerg-11872	364	6	b.	b.	PROPN
fuelectenerg-11872	364	7	lavanya	lavanya	PROPN
fuelectenerg-11872	364	8	.	.	PUNCT
fuelectenerg-11872	364	9	,	,	PUNCT
fuelectenerg-11872	364	10	n.	n.	PROPN
fuelectenerg-11872	364	11	k.	k.	PROPN
fuelectenerg-11872	364	12	darimireddy	darimireddy	PROPN
fuelectenerg-11872	364	13	,	,	PUNCT
fuelectenerg-11872	364	14	p.	p.	PROPN
fuelectenerg-11872	364	15	s.	s.	PROPN
fuelectenerg-11872	364	16	prasad	prasad	PROPN
fuelectenerg-11872	364	17	et.al	et.al	PROPN
fuelectenerg-11872	364	18	.	.	PUNCT
fuelectenerg-11872	365	1	[	[	X
fuelectenerg-11872	365	2	8	8	X
fuelectenerg-11872	365	3	]	]	X
fuelectenerg-11872	365	4	w.	w.	PROPN
fuelectenerg-11872	365	5	s.	s.	PROPN
fuelectenerg-11872	365	6	el	el	PROPN
fuelectenerg-11872	365	7	-	-	PUNCT
fuelectenerg-11872	365	8	kassas	kassas	PROPN
fuelectenerg-11872	365	9	,	,	PUNCT
fuelectenerg-11872	365	10	r.	r.	PROPN
fuelectenerg-11872	365	11	s.	s.	PROPN
fuelectenerg-11872	365	12	cherif	cherif	PROPN
fuelectenerg-11872	365	13	,	,	PUNCT
fuelectenerg-11872	365	14	a.	a.	PROPN
fuelectenerg-11872	365	15	r.	r.	PROPN
fuelectenerg-11872	365	16	ahmed	ahmed	PROPN
fuelectenerg-11872	365	17	,	,	PUNCT
fuelectenerg-11872	365	18	and	and	CCONJ
fuelectenerg-11872	365	19	k.	k.	PROPN
fuelectenerg-11872	365	20	m.	m.	PROPN
fuelectenerg-11872	365	21	hoda	hoda	PROPN
fuelectenerg-11872	365	22	,	,	PUNCT
fuelectenerg-11872	365	23	"	"	PUNCT
fuelectenerg-11872	365	24	automatic	automatic	ADJ
fuelectenerg-11872	365	25	text	text	NOUN
fuelectenerg-11872	365	26	summarization	summarization	NOUN
fuelectenerg-11872	365	27	:	:	PUNCT
fuelectenerg-11872	365	28	a	a	DET
fuelectenerg-11872	365	29	comprehensive	comprehensive	ADJ
fuelectenerg-11872	365	30	survey	survey	NOUN
fuelectenerg-11872	365	31	"	"	PUNCT
fuelectenerg-11872	365	32	,	,	PUNCT
fuelectenerg-11872	365	33	expert	expert	NOUN
fuelectenerg-11872	365	34	systems	system	NOUN
fuelectenerg-11872	365	35	with	with	ADP
fuelectenerg-11872	365	36	applications	application	NOUN
fuelectenerg-11872	365	37	,	,	PUNCT
fuelectenerg-11872	365	38	vol	vol	NOUN
fuelectenerg-11872	365	39	.	.	PROPN
fuelectenerg-11872	365	40	165	165	NUM
fuelectenerg-11872	365	41	,	,	PUNCT
fuelectenerg-11872	365	42	mar	mar	PROPN
fuelectenerg-11872	365	43	2021	2021	NUM
fuelectenerg-11872	365	44	.	.	PUNCT
fuelectenerg-11872	366	1	[	[	X
fuelectenerg-11872	366	2	9	9	NUM
fuelectenerg-11872	366	3	]	]	PUNCT
fuelectenerg-11872	366	4	k.	k.	PROPN
fuelectenerg-11872	366	5	ganesan	ganesan	PROPN
fuelectenerg-11872	366	6	,	,	PUNCT
fuelectenerg-11872	366	7	xz	xz	PROPN
fuelectenerg-11872	366	8	.	.	PUNCT
fuelectenerg-11872	367	1	cheng	cheng	PROPN
fuelectenerg-11872	367	2	,	,	PUNCT
fuelectenerg-11872	367	3	and	and	CCONJ
fuelectenerg-11872	367	4	h.	h.	PROPN
fuelectenerg-11872	367	5	jiawei	jiawei	PROPN
fuelectenerg-11872	367	6	,	,	PUNCT
fuelectenerg-11872	367	7	"	"	PUNCT
fuelectenerg-11872	367	8	opinosis	opinosis	NOUN
fuelectenerg-11872	367	9	:	:	PUNCT
fuelectenerg-11872	367	10	a	a	DET
fuelectenerg-11872	367	11	graph	graph	NOUN
fuelectenerg-11872	367	12	-	-	PUNCT
fuelectenerg-11872	367	13	based	base	VERB
fuelectenerg-11872	367	14	approach	approach	NOUN
fuelectenerg-11872	367	15	to	to	ADP
fuelectenerg-11872	367	16	abstractive	abstractive	ADJ
fuelectenerg-11872	367	17	summarization	summarization	NOUN
fuelectenerg-11872	367	18	of	of	ADP
fuelectenerg-11872	367	19	highly	highly	ADV
fuelectenerg-11872	367	20	redundant	redundant	ADJ
fuelectenerg-11872	367	21	opinions	opinion	NOUN
fuelectenerg-11872	367	22	.	.	PUNCT
fuelectenerg-11872	367	23	"	"	PUNCT
fuelectenerg-11872	368	1	in	in	ADP
fuelectenerg-11872	368	2	proceedings	proceeding	NOUN
fuelectenerg-11872	368	3	of	of	ADP
fuelectenerg-11872	368	4	the	the	DET
fuelectenerg-11872	368	5	23rd	23rd	ADJ
fuelectenerg-11872	368	6	international	international	ADJ
fuelectenerg-11872	368	7	conference	conference	NOUN
fuelectenerg-11872	368	8	on	on	ADP
fuelectenerg-11872	368	9	computational	computational	ADJ
fuelectenerg-11872	368	10	linguistics	linguistic	NOUN
fuelectenerg-11872	368	11	(	(	PUNCT
fuelectenerg-11872	368	12	coling	cole	VERB
fuelectenerg-11872	368	13	2010	2010	NUM
fuelectenerg-11872	368	14	)	)	PUNCT
fuelectenerg-11872	368	15	,	,	PUNCT
fuelectenerg-11872	368	16	2010	2010	NUM
fuelectenerg-11872	368	17	,	,	PUNCT
fuelectenerg-11872	368	18	pp	pp	ADJ
fuelectenerg-11872	368	19	.	.	PUNCT
fuelectenerg-11872	368	20	340	340	NUM
fuelectenerg-11872	368	21	-	-	SYM
fuelectenerg-11872	368	22	348	348	NUM
fuelectenerg-11872	368	23	.	.	PUNCT
fuelectenerg-11872	369	1	[	[	X
fuelectenerg-11872	369	2	10	10	NUM
fuelectenerg-11872	369	3	]	]	X
fuelectenerg-11872	369	4	p.-e	p.-e	NOUN
fuelectenerg-11872	369	5	.	.	PUNCT
fuelectenerg-11872	370	1	genest	genest	PROPN
fuelectenerg-11872	370	2	,	,	PUNCT
fuelectenerg-11872	370	3	and	and	CCONJ
fuelectenerg-11872	370	4	l.	l.	PROPN
fuelectenerg-11872	370	5	guy	guy	PROPN
fuelectenerg-11872	370	6	,	,	PUNCT
fuelectenerg-11872	370	7	"	"	PUNCT
fuelectenerg-11872	370	8	fully	fully	ADV
fuelectenerg-11872	370	9	abstractive	abstractive	ADJ
fuelectenerg-11872	370	10	approach	approach	NOUN
fuelectenerg-11872	370	11	to	to	ADP
fuelectenerg-11872	370	12	guided	guide	VERB
fuelectenerg-11872	370	13	summarization	summarization	NOUN
fuelectenerg-11872	370	14	.	.	PUNCT
fuelectenerg-11872	370	15	"	"	PUNCT
fuelectenerg-11872	371	1	in	in	ADP
fuelectenerg-11872	371	2	proceedings	proceeding	NOUN
fuelectenerg-11872	371	3	of	of	ADP
fuelectenerg-11872	371	4	the	the	DET
fuelectenerg-11872	371	5	50th	50th	ADJ
fuelectenerg-11872	371	6	annual	annual	ADJ
fuelectenerg-11872	371	7	meeting	meeting	NOUN
fuelectenerg-11872	371	8	of	of	ADP
fuelectenerg-11872	371	9	the	the	DET
fuelectenerg-11872	371	10	association	association	NOUN
fuelectenerg-11872	371	11	for	for	ADP
fuelectenerg-11872	371	12	computational	computational	ADJ
fuelectenerg-11872	371	13	linguistics	linguistic	NOUN
fuelectenerg-11872	371	14	,	,	PUNCT
fuelectenerg-11872	371	15	2012	2012	NUM
fuelectenerg-11872	371	16	,	,	PUNCT
fuelectenerg-11872	371	17	vol	vol	NOUN
fuelectenerg-11872	371	18	.	.	PROPN
fuelectenerg-11872	371	19	2	2	NUM
fuelectenerg-11872	371	20	,	,	PUNCT
fuelectenerg-11872	371	21	pp	pp	ADJ
fuelectenerg-11872	371	22	.	.	PUNCT
fuelectenerg-11872	372	1	354–358	354–358	NUM
fuelectenerg-11872	372	2	.	.	PUNCT
fuelectenerg-11872	373	1	[	[	X
fuelectenerg-11872	373	2	11	11	NUM
fuelectenerg-11872	373	3	]	]	PUNCT
fuelectenerg-11872	373	4	a.	a.	PROPN
fuelectenerg-11872	373	5	khan	khan	PROPN
fuelectenerg-11872	373	6	,	,	PUNCT
fuelectenerg-11872	373	7	s.	s.	PROPN
fuelectenerg-11872	373	8	naomie	naomie	PROPN
fuelectenerg-11872	373	9	,	,	PUNCT
fuelectenerg-11872	373	10	f.	f.	PROPN
fuelectenerg-11872	373	11	haleem	haleem	PROPN
fuelectenerg-11872	373	12	,	,	PUNCT
fuelectenerg-11872	373	13	k.	k.	PROPN
fuelectenerg-11872	373	14	murad	murad	PROPN
fuelectenerg-11872	373	15	,	,	PUNCT
fuelectenerg-11872	373	16	j.	j.	PROPN
fuelectenerg-11872	373	17	bilal	bilal	PROPN
fuelectenerg-11872	373	18	,	,	PUNCT
fuelectenerg-11872	373	19	a.	a.	PROPN
fuelectenerg-11872	373	20	awais	awais	PROPN
fuelectenerg-11872	373	21	,	,	PUNCT
fuelectenerg-11872	373	22	a.	a.	PROPN
fuelectenerg-11872	373	23	imran	imran	PROPN
fuelectenerg-11872	373	24	,	,	PUNCT
fuelectenerg-11872	373	25	and	and	CCONJ
fuelectenerg-11872	373	26	p.	p.	PROPN
fuelectenerg-11872	373	27	anand	anand	PROPN
fuelectenerg-11872	373	28	,	,	PUNCT
fuelectenerg-11872	373	29	"	"	PUNCT
fuelectenerg-11872	373	30	abstractive	abstractive	ADJ
fuelectenerg-11872	373	31	text	text	NOUN
fuelectenerg-11872	373	32	summarization	summarization	NOUN
fuelectenerg-11872	373	33	based	base	VERB
fuelectenerg-11872	373	34	on	on	ADP
fuelectenerg-11872	373	35	improved	improved	ADJ
fuelectenerg-11872	373	36	semantic	semantic	ADJ
fuelectenerg-11872	373	37	graph	graph	NOUN
fuelectenerg-11872	373	38	approach	approach	NOUN
fuelectenerg-11872	373	39	"	"	PUNCT
fuelectenerg-11872	373	40	,	,	PUNCT
fuelectenerg-11872	373	41	international	international	ADJ
fuelectenerg-11872	373	42	journal	journal	NOUN
fuelectenerg-11872	373	43	of	of	ADP
fuelectenerg-11872	373	44	parallel	parallel	ADJ
fuelectenerg-11872	373	45	programming	programming	NOUN
fuelectenerg-11872	373	46	,	,	PUNCT
fuelectenerg-11872	373	47	vol	vol	NOUN
fuelectenerg-11872	373	48	.	.	PROPN
fuelectenerg-11872	373	49	46	46	NUM
fuelectenerg-11872	373	50	,	,	PUNCT
fuelectenerg-11872	373	51	pp	pp	ADJ
fuelectenerg-11872	373	52	.	.	PUNCT
fuelectenerg-11872	374	1	992–1016	992–1016	NUM
fuelectenerg-11872	374	2	,	,	PUNCT
fuelectenerg-11872	374	3	2018	2018	NUM
fuelectenerg-11872	374	4	.	.	PUNCT
fuelectenerg-11872	375	1	[	[	X
fuelectenerg-11872	375	2	12	12	NUM
fuelectenerg-11872	375	3	]	]	PUNCT
fuelectenerg-11872	375	4	t.	t.	PROPN
fuelectenerg-11872	375	5	shi	shi	PROPN
fuelectenerg-11872	375	6	,	,	PUNCT
fuelectenerg-11872	375	7	k.	k.	PROPN
fuelectenerg-11872	375	8	yaser	yaser	PROPN
fuelectenerg-11872	375	9	,	,	PUNCT
fuelectenerg-11872	375	10	r.	r.	PROPN
fuelectenerg-11872	375	11	k.	k.	PROPN
fuelectenerg-11872	375	12	naren	naren	PROPN
fuelectenerg-11872	375	13	,	,	PUNCT
fuelectenerg-11872	375	14	and	and	CCONJ
fuelectenerg-11872	375	15	k.	k.	PROPN
fuelectenerg-11872	375	16	r.	r.	PROPN
fuelectenerg-11872	375	17	chandan	chandan	PROPN
fuelectenerg-11872	375	18	,	,	PUNCT
fuelectenerg-11872	375	19	"	"	PUNCT
fuelectenerg-11872	375	20	neural	neural	ADJ
fuelectenerg-11872	375	21	abstractive	abstractive	ADJ
fuelectenerg-11872	375	22	text	text	NOUN
fuelectenerg-11872	375	23	summarization	summarization	NOUN
fuelectenerg-11872	375	24	with	with	ADP
fuelectenerg-11872	375	25	sequenceto	sequenceto	NOUN
fuelectenerg-11872	375	26	-	-	PUNCT
fuelectenerg-11872	375	27	sequence	sequence	NOUN
fuelectenerg-11872	375	28	models	model	NOUN
fuelectenerg-11872	375	29	"	"	PUNCT
fuelectenerg-11872	375	30	,	,	PUNCT
fuelectenerg-11872	375	31	acm	acm	NOUN
fuelectenerg-11872	375	32	transactions	transaction	NOUN
fuelectenerg-11872	375	33	on	on	ADP
fuelectenerg-11872	375	34	data	datum	NOUN
fuelectenerg-11872	375	35	science	science	NOUN
fuelectenerg-11872	375	36	,	,	PUNCT
fuelectenerg-11872	375	37	vol	vol	NOUN
fuelectenerg-11872	375	38	.	.	PROPN
fuelectenerg-11872	375	39	2	2	NUM
fuelectenerg-11872	375	40	,	,	PUNCT
fuelectenerg-11872	375	41	no	no	INTJ
fuelectenerg-11872	375	42	.	.	NOUN
fuelectenerg-11872	375	43	1	1	NUM
fuelectenerg-11872	375	44	,	,	PUNCT
fuelectenerg-11872	375	45	pp	pp	ADJ
fuelectenerg-11872	375	46	.	.	PUNCT
fuelectenerg-11872	375	47	1–37	1–37	NOUN
fuelectenerg-11872	375	48	,	,	PUNCT
fuelectenerg-11872	375	49	2021	2021	NUM
fuelectenerg-11872	375	50	.	.	PUNCT
fuelectenerg-11872	376	1	[	[	X
fuelectenerg-11872	376	2	13	13	NUM
fuelectenerg-11872	376	3	]	]	PUNCT
fuelectenerg-11872	376	4	x.	x.	PROPN
fuelectenerg-11872	376	5	chen	chen	PROPN
fuelectenerg-11872	376	6	,	,	PUNCT
fuelectenerg-11872	376	7	g.	g.	PROPN
fuelectenerg-11872	376	8	shen	shen	PROPN
fuelectenerg-11872	376	9	,	,	PUNCT
fuelectenerg-11872	376	10	t.	t.	PROPN
fuelectenerg-11872	376	11	chongyang	chongyang	PROPN
fuelectenerg-11872	376	12	,	,	PUNCT
fuelectenerg-11872	376	13	s.	s.	PROPN
fuelectenerg-11872	376	14	yan	yan	PROPN
fuelectenerg-11872	376	15	,	,	PUNCT
fuelectenerg-11872	376	16	z.	z.	PROPN
fuelectenerg-11872	376	17	dongyan	dongyan	PROPN
fuelectenerg-11872	376	18	,	,	PUNCT
fuelectenerg-11872	376	19	and	and	CCONJ
fuelectenerg-11872	376	20	y.	y.	PROPN
fuelectenerg-11872	376	21	rui	rui	PROPN
fuelectenerg-11872	376	22	,	,	PUNCT
fuelectenerg-11872	376	23	"	"	PUNCT
fuelectenerg-11872	376	24	iterative	iterative	ADJ
fuelectenerg-11872	376	25	document	document	NOUN
fuelectenerg-11872	376	26	representation	representation	NOUN
fuelectenerg-11872	376	27	learning	learning	NOUN
fuelectenerg-11872	376	28	towards	towards	ADP
fuelectenerg-11872	376	29	summarization	summarization	NOUN
fuelectenerg-11872	376	30	with	with	ADP
fuelectenerg-11872	376	31	polishing	polish	VERB
fuelectenerg-11872	376	32	.	.	PUNCT
fuelectenerg-11872	376	33	"	"	PUNCT
fuelectenerg-11872	377	1	arxiv	arxiv	PROPN
fuelectenerg-11872	377	2	preprint	preprint	NOUN
fuelectenerg-11872	377	3	arxiv	arxiv	PROPN
fuelectenerg-11872	377	4	:	:	PUNCT
fuelectenerg-11872	377	5	1809.10324	1809.10324	NUM
fuelectenerg-11872	377	6	,	,	PUNCT
fuelectenerg-11872	377	7	2018	2018	NUM
fuelectenerg-11872	377	8	.	.	PUNCT
fuelectenerg-11872	378	1	[	[	X
fuelectenerg-11872	378	2	14	14	NUM
fuelectenerg-11872	378	3	]	]	X
fuelectenerg-11872	378	4	l.	l.	PROPN
fuelectenerg-11872	378	5	dong	dong	PROPN
fuelectenerg-11872	378	6	,	,	PUNCT
fuelectenerg-11872	378	7	y.	y.	PROPN
fuelectenerg-11872	378	8	nan	nan	PROPN
fuelectenerg-11872	378	9	,	,	PUNCT
fuelectenerg-11872	378	10	w.	w.	PROPN
fuelectenerg-11872	378	11	wenhui	wenhui	PROPN
fuelectenerg-11872	378	12	,	,	PUNCT
fuelectenerg-11872	378	13	w.	w.	PROPN
fuelectenerg-11872	378	14	furu	furu	PROPN
fuelectenerg-11872	378	15	,	,	PUNCT
fuelectenerg-11872	378	16	l.	l.	PROPN
fuelectenerg-11872	378	17	xiaodong	xiaodong	PROPN
fuelectenerg-11872	378	18	,	,	PUNCT
fuelectenerg-11872	378	19	w.	w.	PROPN
fuelectenerg-11872	378	20	yu	yu	PROPN
fuelectenerg-11872	378	21	,	,	PUNCT
fuelectenerg-11872	378	22	g.	g.	PROPN
fuelectenerg-11872	378	23	jianfeng	jianfeng	PROPN
fuelectenerg-11872	378	24	,	,	PUNCT
fuelectenerg-11872	378	25	z.	z.	PROPN
fuelectenerg-11872	378	26	ming	ming	PROPN
fuelectenerg-11872	378	27	,	,	PUNCT
fuelectenerg-11872	378	28	and	and	CCONJ
fuelectenerg-11872	378	29	h.	h.	PROPN
fuelectenerg-11872	378	30	hsiao	hsiao	PROPN
fuelectenerg-11872	378	31	-	-	PROPN
fuelectenerg-11872	378	32	wuen	wuen	PROPN
fuelectenerg-11872	378	33	,	,	PUNCT
fuelectenerg-11872	378	34	"	"	PUNCT
fuelectenerg-11872	378	35	unified	unified	ADJ
fuelectenerg-11872	378	36	language	language	NOUN
fuelectenerg-11872	378	37	model	model	NOUN
fuelectenerg-11872	378	38	pre	pre	NOUN
fuelectenerg-11872	378	39	-	-	NOUN
fuelectenerg-11872	378	40	training	training	NOUN
fuelectenerg-11872	378	41	for	for	ADP
fuelectenerg-11872	378	42	natural	natural	ADJ
fuelectenerg-11872	378	43	language	language	NOUN
fuelectenerg-11872	378	44	understanding	understanding	NOUN
fuelectenerg-11872	378	45	and	and	CCONJ
fuelectenerg-11872	378	46	generation	generation	NOUN
fuelectenerg-11872	378	47	"	"	PUNCT
fuelectenerg-11872	378	48	,	,	PUNCT
fuelectenerg-11872	378	49	advances	advance	NOUN
fuelectenerg-11872	378	50	in	in	ADP
fuelectenerg-11872	378	51	neural	neural	ADJ
fuelectenerg-11872	378	52	information	information	NOUN
fuelectenerg-11872	378	53	processing	processing	NOUN
fuelectenerg-11872	378	54	systems	system	NOUN
fuelectenerg-11872	378	55	,	,	PUNCT
fuelectenerg-11872	378	56	vol	vol	NOUN
fuelectenerg-11872	378	57	.	.	PROPN
fuelectenerg-11872	378	58	32	32	NUM
fuelectenerg-11872	378	59	,	,	PUNCT
fuelectenerg-11872	378	60	2019	2019	NUM
fuelectenerg-11872	378	61	.	.	PUNCT
fuelectenerg-11872	379	1	[	[	X
fuelectenerg-11872	379	2	15	15	NUM
fuelectenerg-11872	379	3	]	]	PUNCT
fuelectenerg-11872	379	4	x.	x.	NOUN
fuelectenerg-11872	379	5	zhang	zhang	PROPN
fuelectenerg-11872	379	6	,	,	PUNCT
fuelectenerg-11872	379	7	and	and	CCONJ
fuelectenerg-11872	379	8	l.	l.	PROPN
fuelectenerg-11872	379	9	mirella	mirella	PROPN
fuelectenerg-11872	379	10	,	,	PUNCT
fuelectenerg-11872	379	11	"	"	PUNCT
fuelectenerg-11872	379	12	sentence	sentence	NOUN
fuelectenerg-11872	379	13	simplification	simplification	NOUN
fuelectenerg-11872	379	14	with	with	ADP
fuelectenerg-11872	379	15	deep	deep	ADJ
fuelectenerg-11872	379	16	reinforcement	reinforcement	NOUN
fuelectenerg-11872	379	17	learning	learning	NOUN
fuelectenerg-11872	379	18	"	"	PUNCT
fuelectenerg-11872	379	19	,	,	PUNCT
fuelectenerg-11872	379	20	arxiv	arxiv	PROPN
fuelectenerg-11872	379	21	preprint	preprint	NOUN
fuelectenerg-11872	379	22	arxiv	arxiv	PROPN
fuelectenerg-11872	379	23	:	:	PUNCT
fuelectenerg-11872	379	24	1703.10931	1703.10931	NUM
fuelectenerg-11872	379	25	,	,	PUNCT
fuelectenerg-11872	379	26	2017	2017	NUM
fuelectenerg-11872	379	27	.	.	PUNCT
fuelectenerg-11872	380	1	[	[	X
fuelectenerg-11872	380	2	16	16	NUM
fuelectenerg-11872	380	3	]	]	PUNCT
fuelectenerg-11872	380	4	j.	j.	PROPN
fuelectenerg-11872	380	5	lin	lin	PROPN
fuelectenerg-11872	380	6	,	,	PUNCT
fuelectenerg-11872	380	7	s.	s.	PROPN
fuelectenerg-11872	380	8	xu	xu	PROPN
fuelectenerg-11872	380	9	,	,	PUNCT
fuelectenerg-11872	380	10	m.	m.	NOUN
fuelectenerg-11872	380	11	shuming	shuming	NOUN
fuelectenerg-11872	380	12	,	,	PUNCT
fuelectenerg-11872	380	13	and	and	CCONJ
fuelectenerg-11872	380	14	s.	s.	PROPN
fuelectenerg-11872	380	15	qi	qi	PROPN
fuelectenerg-11872	380	16	,	,	PUNCT
fuelectenerg-11872	380	17	"	"	PUNCT
fuelectenerg-11872	380	18	global	global	ADJ
fuelectenerg-11872	380	19	encoding	encoding	NOUN
fuelectenerg-11872	380	20	for	for	ADP
fuelectenerg-11872	380	21	abstractive	abstractive	ADJ
fuelectenerg-11872	380	22	summarization	summarization	NOUN
fuelectenerg-11872	380	23	"	"	PUNCT
fuelectenerg-11872	380	24	,	,	PUNCT
fuelectenerg-11872	380	25	arxiv	arxiv	PROPN
fuelectenerg-11872	380	26	preprint	preprint	NOUN
fuelectenerg-11872	380	27	arxiv	arxiv	PROPN
fuelectenerg-11872	380	28	:	:	PUNCT
fuelectenerg-11872	380	29	1805.0398	1805.0398	NUM
fuelectenerg-11872	380	30	,	,	PUNCT
fuelectenerg-11872	380	31	2018	2018	NUM
fuelectenerg-11872	380	32	.	.	PUNCT
fuelectenerg-11872	381	1	[	[	X
fuelectenerg-11872	381	2	17	17	NUM
fuelectenerg-11872	381	3	]	]	X
fuelectenerg-11872	381	4	r.	r.	PROPN
fuelectenerg-11872	381	5	pasunuru	pasunuru	PROPN
fuelectenerg-11872	381	6	,	,	PUNCT
fuelectenerg-11872	381	7	and	and	CCONJ
fuelectenerg-11872	381	8	b.	b.	PROPN
fuelectenerg-11872	381	9	mohit	mohit	PROPN
fuelectenerg-11872	381	10	,	,	PUNCT
fuelectenerg-11872	381	11	"	"	PUNCT
fuelectenerg-11872	381	12	multi	multi	ADJ
fuelectenerg-11872	381	13	-	-	ADJ
fuelectenerg-11872	381	14	reward	reward	ADJ
fuelectenerg-11872	381	15	reinforced	reinforce	VERB
fuelectenerg-11872	381	16	summarization	summarization	NOUN
fuelectenerg-11872	381	17	with	with	ADP
fuelectenerg-11872	381	18	saliency	saliency	NOUN
fuelectenerg-11872	381	19	and	and	CCONJ
fuelectenerg-11872	381	20	entailment	entailment	ADJ
fuelectenerg-11872	381	21	"	"	PUNCT
fuelectenerg-11872	381	22	,	,	PUNCT
fuelectenerg-11872	381	23	arxiv	arxiv	PROPN
fuelectenerg-11872	381	24	preprint	preprint	NOUN
fuelectenerg-11872	381	25	arxiv	arxiv	PROPN
fuelectenerg-11872	381	26	:	:	PUNCT
fuelectenerg-11872	381	27	1804.06451	1804.06451	NUM
fuelectenerg-11872	381	28	,	,	PUNCT
fuelectenerg-11872	381	29	2018	2018	NUM
fuelectenerg-11872	381	30	.	.	PUNCT
fuelectenerg-11872	382	1	[	[	X
fuelectenerg-11872	382	2	18	18	NUM
fuelectenerg-11872	382	3	]	]	X
fuelectenerg-11872	382	4	n.	n.	NOUN
fuelectenerg-11872	382	5	kalchbrenner	kalchbrenner	NOUN
fuelectenerg-11872	382	6	,	,	PUNCT
fuelectenerg-11872	382	7	e.	e.	PROPN
fuelectenerg-11872	382	8	lasse	lasse	PROPN
fuelectenerg-11872	382	9	,	,	PUNCT
fuelectenerg-11872	382	10	s.	s.	PROPN
fuelectenerg-11872	382	11	karen	karen	PROPN
fuelectenerg-11872	382	12	,	,	PUNCT
fuelectenerg-11872	382	13	van	van	PROPN
fuelectenerg-11872	382	14	den	den	PROPN
fuelectenerg-11872	382	15	o.	o.	PROPN
fuelectenerg-11872	382	16	aaron	aaron	PROPN
fuelectenerg-11872	382	17	,	,	PUNCT
fuelectenerg-11872	382	18	g.	g.	PROPN
fuelectenerg-11872	382	19	alex	alex	PROPN
fuelectenerg-11872	382	20	,	,	PUNCT
fuelectenerg-11872	382	21	and	and	CCONJ
fuelectenerg-11872	382	22	k.	k.	PROPN
fuelectenerg-11872	382	23	koray	koray	PROPN
fuelectenerg-11872	382	24	,	,	PUNCT
fuelectenerg-11872	382	25	"	"	PUNCT
fuelectenerg-11872	382	26	neural	neural	ADJ
fuelectenerg-11872	382	27	machine	machine	NOUN
fuelectenerg-11872	382	28	translation	translation	NOUN
fuelectenerg-11872	382	29	in	in	ADP
fuelectenerg-11872	382	30	linear	linear	ADJ
fuelectenerg-11872	382	31	time	time	NOUN
fuelectenerg-11872	382	32	"	"	PUNCT
fuelectenerg-11872	382	33	,	,	PUNCT
fuelectenerg-11872	382	34	arxiv	arxiv	PROPN
fuelectenerg-11872	382	35	preprint	preprint	NOUN
fuelectenerg-11872	382	36	arxiv	arxiv	PROPN
fuelectenerg-11872	382	37	:	:	PUNCT
fuelectenerg-11872	382	38	1610.10099	1610.10099	NUM
fuelectenerg-11872	382	39	,	,	PUNCT
fuelectenerg-11872	382	40	2016	2016	NUM
fuelectenerg-11872	382	41	.	.	PUNCT
fuelectenerg-11872	383	1	[	[	X
fuelectenerg-11872	383	2	19	19	NUM
fuelectenerg-11872	383	3	]	]	X
fuelectenerg-11872	383	4	van	van	PROPN
fuelectenerg-11872	383	5	den	den	PROPN
fuelectenerg-11872	383	6	o.	o.	PROPN
fuelectenerg-11872	383	7	aaron	aaron	PROPN
fuelectenerg-11872	383	8	,	,	PUNCT
fuelectenerg-11872	383	9	d.	d.	PROPN
fuelectenerg-11872	383	10	sander	sander	PROPN
fuelectenerg-11872	383	11	,	,	PUNCT
fuelectenerg-11872	383	12	z.	z.	PROPN
fuelectenerg-11872	383	13	heiga	heiga	PROPN
fuelectenerg-11872	383	14	,	,	PUNCT
fuelectenerg-11872	383	15	s	s	PART
fuelectenerg-11872	383	16	karen	karen	PROPN
fuelectenerg-11872	383	17	,	,	PUNCT
fuelectenerg-11872	383	18	v.	v.	PROPN
fuelectenerg-11872	383	19	oriol	oriol	PROPN
fuelectenerg-11872	383	20	,	,	PUNCT
fuelectenerg-11872	383	21	g.	g.	PROPN
fuelectenerg-11872	383	22	alex	alex	PROPN
fuelectenerg-11872	383	23	,	,	PUNCT
fuelectenerg-11872	383	24	k.	k.	PROPN
fuelectenerg-11872	383	25	nal	nal	PROPN
fuelectenerg-11872	383	26	,	,	PUNCT
fuelectenerg-11872	383	27	s.	s.	PROPN
fuelectenerg-11872	383	28	andrew	andrew	PROPN
fuelectenerg-11872	383	29	,	,	PUNCT
fuelectenerg-11872	383	30	and	and	CCONJ
fuelectenerg-11872	383	31	k.	k.	PROPN
fuelectenerg-11872	383	32	koray	koray	PROPN
fuelectenerg-11872	383	33	,	,	PUNCT
fuelectenerg-11872	383	34	"	"	PUNCT
fuelectenerg-11872	383	35	wavenet	wavenet	NOUN
fuelectenerg-11872	383	36	:	:	PUNCT
fuelectenerg-11872	383	37	a	a	DET
fuelectenerg-11872	383	38	generative	generative	ADJ
fuelectenerg-11872	383	39	model	model	NOUN
fuelectenerg-11872	383	40	for	for	ADP
fuelectenerg-11872	383	41	raw	raw	ADJ
fuelectenerg-11872	383	42	audio	audio	NOUN
fuelectenerg-11872	383	43	"	"	PUNCT
fuelectenerg-11872	383	44	,	,	PUNCT
fuelectenerg-11872	383	45	arxiv	arxiv	PROPN
fuelectenerg-11872	383	46	preprint	preprint	NOUN
fuelectenerg-11872	383	47	arxiv	arxiv	PROPN
fuelectenerg-11872	383	48	:	:	PUNCT
fuelectenerg-11872	383	49	1609.03499	1609.03499	NUM
fuelectenerg-11872	383	50	,	,	PUNCT
fuelectenerg-11872	383	51	vol	vol	NOUN
fuelectenerg-11872	383	52	.	.	PROPN
fuelectenerg-11872	383	53	12	12	NUM
fuelectenerg-11872	383	54	,	,	PUNCT
fuelectenerg-11872	383	55	2016	2016	NUM
fuelectenerg-11872	383	56	.	.	PUNCT
fuelectenerg-11872	384	1	[	[	X
fuelectenerg-11872	384	2	20	20	NUM
fuelectenerg-11872	384	3	]	]	PUNCT
fuelectenerg-11872	384	4	a.	a.	NOUN
fuelectenerg-11872	384	5	vaswani	vaswani	PROPN
fuelectenerg-11872	384	6	,	,	PUNCT
fuelectenerg-11872	384	7	s.	s.	PROPN
fuelectenerg-11872	384	8	noam	noam	PROPN
fuelectenerg-11872	384	9	,	,	PUNCT
fuelectenerg-11872	384	10	p.	p.	PROPN
fuelectenerg-11872	384	11	niki	niki	PROPN
fuelectenerg-11872	384	12	,	,	PUNCT
fuelectenerg-11872	384	13	u.	u.	PROPN
fuelectenerg-11872	384	14	jakob	jakob	PROPN
fuelectenerg-11872	384	15	,	,	PUNCT
fuelectenerg-11872	384	16	j.	j.	PROPN
fuelectenerg-11872	384	17	llion	llion	PROPN
fuelectenerg-11872	384	18	,	,	PUNCT
fuelectenerg-11872	384	19	n.	n.	PROPN
fuelectenerg-11872	384	20	g.	g.	PROPN
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fuelectenerg-11872	384	22	,	,	PUNCT
fuelectenerg-11872	384	23	k.	k.	PROPN
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fuelectenerg-11872	384	25	,	,	PUNCT
fuelectenerg-11872	384	26	and	and	CCONJ
fuelectenerg-11872	384	27	p.	p.	PROPN
fuelectenerg-11872	384	28	illia	illia	PROPN
fuelectenerg-11872	384	29	,	,	PUNCT
fuelectenerg-11872	384	30	"	"	PUNCT
fuelectenerg-11872	384	31	attention	attention	NOUN
fuelectenerg-11872	384	32	is	be	AUX
fuelectenerg-11872	384	33	all	all	PRON
fuelectenerg-11872	384	34	you	you	PRON
fuelectenerg-11872	384	35	need	need	VERB
fuelectenerg-11872	384	36	"	"	PUNCT
fuelectenerg-11872	384	37	,	,	PUNCT
fuelectenerg-11872	384	38	advances	advance	NOUN
fuelectenerg-11872	384	39	in	in	ADP
fuelectenerg-11872	384	40	neural	neural	ADJ
fuelectenerg-11872	384	41	information	information	NOUN
fuelectenerg-11872	384	42	processing	processing	NOUN
fuelectenerg-11872	384	43	systems	system	NOUN
fuelectenerg-11872	384	44	,	,	PUNCT
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fuelectenerg-11872	384	46	.	.	PROPN
fuelectenerg-11872	384	47	30	30	NUM
fuelectenerg-11872	384	48	,	,	PUNCT
fuelectenerg-11872	384	49	2017	2017	NUM
fuelectenerg-11872	384	50	.	.	PUNCT
fuelectenerg-11872	385	1	[	[	X
fuelectenerg-11872	385	2	21	21	NUM
fuelectenerg-11872	385	3	]	]	X
fuelectenerg-11872	385	4	d.	d.	PROPN
fuelectenerg-11872	385	5	bahdanau	bahdanau	PROPN
fuelectenerg-11872	385	6	,	,	PUNCT
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fuelectenerg-11872	385	11	b.	b.	PROPN
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fuelectenerg-11872	385	13	,	,	PUNCT
fuelectenerg-11872	385	14	"	"	PUNCT
fuelectenerg-11872	385	15	neural	neural	ADJ
fuelectenerg-11872	385	16	machine	machine	NOUN
fuelectenerg-11872	385	17	translation	translation	NOUN
fuelectenerg-11872	385	18	by	by	ADP
fuelectenerg-11872	385	19	jointly	jointly	ADV
fuelectenerg-11872	385	20	learning	learn	VERB
fuelectenerg-11872	385	21	to	to	PART
fuelectenerg-11872	385	22	align	align	VERB
fuelectenerg-11872	385	23	and	and	CCONJ
fuelectenerg-11872	385	24	translate	translate	VERB
fuelectenerg-11872	385	25	"	"	PUNCT
fuelectenerg-11872	385	26	,	,	PUNCT
fuelectenerg-11872	385	27	arxiv	arxiv	PROPN
fuelectenerg-11872	385	28	preprint	preprint	NOUN
fuelectenerg-11872	385	29	arxiv	arxiv	PROPN
fuelectenerg-11872	385	30	:	:	PUNCT
fuelectenerg-11872	385	31	1409.0473	1409.0473	NUM
fuelectenerg-11872	385	32	,	,	PUNCT
fuelectenerg-11872	385	33	2014	2014	NUM
fuelectenerg-11872	385	34	.	.	PUNCT
fuelectenerg-11872	386	1	[	[	X
fuelectenerg-11872	386	2	22	22	NUM
fuelectenerg-11872	386	3	]	]	PUNCT
fuelectenerg-11872	386	4	m.	m.	PROPN
fuelectenerg-11872	386	5	lewis	lewis	PROPN
fuelectenerg-11872	386	6	,	,	PUNCT
fuelectenerg-11872	386	7	l.	l.	PROPN
fuelectenerg-11872	386	8	yinhan	yinhan	PROPN
fuelectenerg-11872	386	9	,	,	PUNCT
fuelectenerg-11872	386	10	g.	g.	PROPN
fuelectenerg-11872	386	11	naman	naman	PROPN
fuelectenerg-11872	386	12	,	,	PUNCT
fuelectenerg-11872	386	13	g.	g.	PROPN
fuelectenerg-11872	386	14	marjan	marjan	PROPN
fuelectenerg-11872	386	15	,	,	PUNCT
fuelectenerg-11872	386	16	m.	m.	NOUN
fuelectenerg-11872	386	17	abdelrahman	abdelrahman	PROPN
fuelectenerg-11872	386	18	,	,	PUNCT
fuelectenerg-11872	386	19	l.	l.	PROPN
fuelectenerg-11872	386	20	omer	omer	PROPN
fuelectenerg-11872	386	21	,	,	PUNCT
fuelectenerg-11872	386	22	s.	s.	PROPN
fuelectenerg-11872	386	23	ves	ves	PROPN
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fuelectenerg-11872	386	25	and	and	CCONJ
fuelectenerg-11872	386	26	z.	z.	PROPN
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fuelectenerg-11872	386	29	"	"	PUNCT
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fuelectenerg-11872	386	31	:	:	PUNCT
fuelectenerg-11872	386	32	denoising	denoise	VERB
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fuelectenerg-11872	386	34	-	-	PUNCT
fuelectenerg-11872	386	35	to	to	ADP
fuelectenerg-11872	386	36	-	-	PUNCT
fuelectenerg-11872	386	37	sequence	sequence	NOUN
fuelectenerg-11872	386	38	pre	pre	NOUN
fuelectenerg-11872	386	39	-	-	NOUN
fuelectenerg-11872	386	40	training	training	NOUN
fuelectenerg-11872	386	41	for	for	ADP
fuelectenerg-11872	386	42	natural	natural	ADJ
fuelectenerg-11872	386	43	language	language	NOUN
fuelectenerg-11872	386	44	generation	generation	NOUN
fuelectenerg-11872	386	45	,	,	PUNCT
fuelectenerg-11872	386	46	translation	translation	NOUN
fuelectenerg-11872	386	47	,	,	PUNCT
fuelectenerg-11872	386	48	and	and	CCONJ
fuelectenerg-11872	386	49	comprehension	comprehension	NOUN
fuelectenerg-11872	386	50	"	"	PUNCT
fuelectenerg-11872	386	51	,	,	PUNCT
fuelectenerg-11872	386	52	arxiv	arxiv	PROPN
fuelectenerg-11872	386	53	preprint	preprint	NOUN
fuelectenerg-11872	386	54	arxiv	arxiv	PROPN
fuelectenerg-11872	386	55	:	:	PUNCT
fuelectenerg-11872	386	56	1910.13461	1910.13461	NUM
fuelectenerg-11872	386	57	,	,	PUNCT
fuelectenerg-11872	386	58	2019	2019	NUM
fuelectenerg-11872	386	59	.	.	PUNCT
fuelectenerg-11872	387	1	[	[	X
fuelectenerg-11872	387	2	23	23	NUM
fuelectenerg-11872	387	3	]	]	X
fuelectenerg-11872	387	4	https://www.kaggle.com/datasets/shashichander009/inshorts-news-data	https://www.kaggle.com/datasets/shashichander009/inshorts-news-data	PROPN
fuelectenerg-11872	387	5	.	.	PUNCT
fuelectenerg-11872	388	1	[	[	X
fuelectenerg-11872	388	2	24	24	NUM
fuelectenerg-11872	388	3	]	]	X
fuelectenerg-11872	388	4	s.	s.	PROPN
fuelectenerg-11872	388	5	abbes	abbes	PROPN
fuelectenerg-11872	388	6	,	,	PUNCT
fuelectenerg-11872	388	7	b.	b.	PROPN
fuelectenerg-11872	388	8	a.	a.	PROPN
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fuelectenerg-11872	388	10	,	,	PUNCT
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fuelectenerg-11872	388	12	rim	rim	PROPN
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fuelectenerg-11872	388	14	and	and	CCONJ
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fuelectenerg-11872	388	20	text	text	NOUN
fuelectenerg-11872	388	21	summarization	summarization	NOUN
fuelectenerg-11872	388	22	using	use	VERB
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fuelectenerg-11872	388	24	"	"	PUNCT
fuelectenerg-11872	388	25	,	,	PUNCT
fuelectenerg-11872	388	26	in	in	ADP
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fuelectenerg-11872	388	29	the	the	DET
fuelectenerg-11872	388	30	knowledge	knowledge	NOUN
fuelectenerg-11872	388	31	graphs	graph	NOUN
fuelectenerg-11872	388	32	and	and	CCONJ
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fuelectenerg-11872	388	35	:	:	PUNCT
fuelectenerg-11872	388	36	third	third	ADJ
fuelectenerg-11872	388	37	iberoamerican	iberoamerican	ADJ
fuelectenerg-11872	388	38	conference	conference	PROPN
fuelectenerg-11872	388	39	and	and	CCONJ
fuelectenerg-11872	388	40	second	second	ADJ
fuelectenerg-11872	388	41	indo	indo	ADJ
fuelectenerg-11872	388	42	-	-	PUNCT
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fuelectenerg-11872	388	45	,	,	PUNCT
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fuelectenerg-11872	388	47	2021	2021	NUM
fuelectenerg-11872	388	48	,	,	PUNCT
fuelectenerg-11872	388	49	vol	vol	NOUN
fuelectenerg-11872	388	50	.	.	PROPN
fuelectenerg-11872	388	51	3	3	NUM
fuelectenerg-11872	388	52	,	,	PUNCT
fuelectenerg-11872	388	53	pp	pp	ADJ
fuelectenerg-11872	388	54	.	.	PUNCT
fuelectenerg-11872	389	1	308–320	308–320	NUM
fuelectenerg-11872	389	2	.	.	PUNCT
fuelectenerg-11872	390	1	[	[	X
fuelectenerg-11872	390	2	25	25	NUM
fuelectenerg-11872	390	3	]	]	X
fuelectenerg-11872	390	4	s.	s.	PROPN
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fuelectenerg-11872	390	9	g.	g.	PROPN
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fuelectenerg-11872	390	15	:	:	PUNCT
fuelectenerg-11872	390	16	an	an	DET
fuelectenerg-11872	390	17	overview	overview	NOUN
fuelectenerg-11872	390	18	of	of	ADP
fuelectenerg-11872	390	19	the	the	DET
fuelectenerg-11872	390	20	state	state	NOUN
fuelectenerg-11872	390	21	of	of	ADP
fuelectenerg-11872	390	22	the	the	DET
fuelectenerg-11872	390	23	art	art	NOUN
fuelectenerg-11872	390	24	"	"	PUNCT
fuelectenerg-11872	390	25	,	,	PUNCT
fuelectenerg-11872	390	26	expert	expert	NOUN
fuelectenerg-11872	390	27	systems	system	NOUN
fuelectenerg-11872	390	28	with	with	ADP
fuelectenerg-11872	390	29	applications	application	NOUN
fuelectenerg-11872	390	30	,	,	PUNCT
fuelectenerg-11872	390	31	vol	vol	NOUN
fuelectenerg-11872	390	32	.	.	PROPN
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fuelectenerg-11872	390	34	,	,	PUNCT
fuelectenerg-11872	390	35	pp	pp	ADJ
fuelectenerg-11872	390	36	.	.	PUNCT
fuelectenerg-11872	391	1	49–65	49–65	NUM
fuelectenerg-11872	391	2	,	,	PUNCT
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fuelectenerg-11872	391	4	2019	2019	NUM
fuelectenerg-11872	391	5	.	.	PUNCT
fuelectenerg-11872	392	1	[	[	X
fuelectenerg-11872	392	2	26	26	NUM
fuelectenerg-11872	392	3	]	]	PUNCT
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fuelectenerg-11872	392	5	.	.	PUNCT
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fuelectenerg-11872	393	5	j.	j.	PROPN
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fuelectenerg-11872	393	7	,	,	PUNCT
fuelectenerg-11872	393	8	"	"	PUNCT
fuelectenerg-11872	393	9	looking	look	VERB
fuelectenerg-11872	393	10	for	for	ADP
fuelectenerg-11872	393	11	a	a	DET
fuelectenerg-11872	393	12	few	few	ADJ
fuelectenerg-11872	393	13	good	good	ADJ
fuelectenerg-11872	393	14	metrics	metric	NOUN
fuelectenerg-11872	393	15	:	:	PUNCT
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fuelectenerg-11872	393	25	,	,	PUNCT
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fuelectenerg-11872	394	1	[	[	X
fuelectenerg-11872	394	2	27	27	NUM
fuelectenerg-11872	394	3	]	]	PUNCT
fuelectenerg-11872	394	4	t.	t.	PROPN
fuelectenerg-11872	394	5	wolf	wolf	PROPN
fuelectenerg-11872	394	6	,	,	PUNCT
fuelectenerg-11872	394	7	d.	d.	PROPN
fuelectenerg-11872	394	8	lysandre	lysandre	PROPN
fuelectenerg-11872	394	9	,	,	PUNCT
fuelectenerg-11872	394	10	s.	s.	PROPN
fuelectenerg-11872	394	11	victor	victor	PROPN
fuelectenerg-11872	394	12	,	,	PUNCT
fuelectenerg-11872	394	13	c.	c.	PROPN
fuelectenerg-11872	394	14	julien	julien	PROPN
fuelectenerg-11872	394	15	,	,	PUNCT
fuelectenerg-11872	394	16	d.	d.	PROPN
fuelectenerg-11872	394	17	clement	clement	PROPN
fuelectenerg-11872	394	18	,	,	PUNCT
fuelectenerg-11872	394	19	m.	m.	PROPN
fuelectenerg-11872	394	20	anthony	anthony	PROPN
fuelectenerg-11872	394	21	,	,	PUNCT
fuelectenerg-11872	394	22	c.	c.	PROPN
fuelectenerg-11872	394	23	pierric	pierric	PROPN
fuelectenerg-11872	394	24	et	et	PROPN
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fuelectenerg-11872	394	26	,	,	PUNCT
fuelectenerg-11872	394	27	"	"	PUNCT
fuelectenerg-11872	394	28	hugging	hug	VERB
fuelectenerg-11872	394	29	face	face	NOUN
fuelectenerg-11872	394	30	's	's	PART
fuelectenerg-11872	394	31	transformers	transformer	NOUN
fuelectenerg-11872	394	32	:	:	PUNCT
fuelectenerg-11872	394	33	state	state	NOUN
fuelectenerg-11872	394	34	-	-	PUNCT
fuelectenerg-11872	394	35	of	of	ADP
fuelectenerg-11872	394	36	-	-	PUNCT
fuelectenerg-11872	394	37	the	the	DET
fuelectenerg-11872	394	38	-	-	PUNCT
fuelectenerg-11872	394	39	art	art	NOUN
fuelectenerg-11872	394	40	natural	natural	ADJ
fuelectenerg-11872	394	41	language	language	NOUN
fuelectenerg-11872	394	42	processing	processing	NOUN
fuelectenerg-11872	394	43	"	"	PUNCT
fuelectenerg-11872	394	44	,	,	PUNCT
fuelectenerg-11872	394	45	arxiv	arxiv	PROPN
fuelectenerg-11872	394	46	preprint	preprint	VERB
fuelectenerg-11872	394	47	arxiv:1910.03771	arxiv:1910.03771	NOUN
fuelectenerg-11872	394	48	,	,	PUNCT
fuelectenerg-11872	394	49	2019	2019	NUM
fuelectenerg-11872	394	50	.	.	PUNCT
fuelectenerg-11872	395	1	[	[	X
fuelectenerg-11872	395	2	28	28	NUM
fuelectenerg-11872	395	3	]	]	X
fuelectenerg-11872	395	4	c.	c.	NOUN
fuelectenerg-11872	395	5	raffel	raffel	PROPN
fuelectenerg-11872	395	6	,	,	PUNCT
fuelectenerg-11872	395	7	s.	s.	PROPN
fuelectenerg-11872	395	8	noam	noam	PROPN
fuelectenerg-11872	395	9	,	,	PUNCT
fuelectenerg-11872	395	10	r.	r.	PROPN
fuelectenerg-11872	395	11	adam	adam	PROPN
fuelectenerg-11872	395	12	,	,	PUNCT
fuelectenerg-11872	395	13	l.	l.	PROPN
fuelectenerg-11872	395	14	katherine	katherine	PROPN
fuelectenerg-11872	395	15	,	,	PUNCT
fuelectenerg-11872	395	16	n.	n.	PROPN
fuelectenerg-11872	395	17	sharan	sharan	PROPN
fuelectenerg-11872	395	18	,	,	PUNCT
fuelectenerg-11872	395	19	m.	m.	NOUN
fuelectenerg-11872	395	20	michael	michael	PROPN
fuelectenerg-11872	395	21	,	,	PUNCT
fuelectenerg-11872	395	22	z.	z.	PROPN
fuelectenerg-11872	395	23	yanqi	yanqi	PROPN
fuelectenerg-11872	395	24	,	,	PUNCT
fuelectenerg-11872	395	25	l.	l.	PROPN
fuelectenerg-11872	395	26	wei	wei	PROPN
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fuelectenerg-11872	395	28	and	and	CCONJ
fuelectenerg-11872	395	29	j.	j.	PROPN
fuelectenerg-11872	395	30	l.	l.	PROPN
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fuelectenerg-11872	395	32	,	,	PUNCT
fuelectenerg-11872	395	33	"	"	PUNCT
fuelectenerg-11872	395	34	exploring	explore	VERB
fuelectenerg-11872	395	35	the	the	DET
fuelectenerg-11872	395	36	limits	limit	NOUN
fuelectenerg-11872	395	37	of	of	ADP
fuelectenerg-11872	395	38	transfer	transfer	NOUN
fuelectenerg-11872	395	39	learning	learn	VERB
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fuelectenerg-11872	395	43	text	text	NOUN
fuelectenerg-11872	395	44	-	-	PUNCT
fuelectenerg-11872	395	45	to	to	ADP
fuelectenerg-11872	395	46	-	-	PUNCT
fuelectenerg-11872	395	47	text	text	NOUN
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fuelectenerg-11872	395	49	"	"	PUNCT
fuelectenerg-11872	395	50	,	,	PUNCT
fuelectenerg-11872	395	51	journal	journal	NOUN
fuelectenerg-11872	395	52	of	of	ADP
fuelectenerg-11872	395	53	machine	machine	NOUN
fuelectenerg-11872	395	54	learning	learn	VERB
fuelectenerg-11872	395	55	research	research	NOUN
fuelectenerg-11872	395	56	,	,	PUNCT
fuelectenerg-11872	395	57	vol	vol	NOUN
fuelectenerg-11872	395	58	.	.	PROPN
fuelectenerg-11872	395	59	21	21	NUM
fuelectenerg-11872	395	60	,	,	PUNCT
fuelectenerg-11872	395	61	no	no	INTJ
fuelectenerg-11872	395	62	.	.	NOUN
fuelectenerg-11872	395	63	140	140	NUM
fuelectenerg-11872	395	64	,	,	PUNCT
fuelectenerg-11872	395	65	pp	pp	ADJ
fuelectenerg-11872	395	66	.	.	PUNCT
fuelectenerg-11872	396	1	1–67	1–67	NOUN
fuelectenerg-11872	396	2	,	,	PUNCT
fuelectenerg-11872	396	3	2020	2020	NUM
fuelectenerg-11872	396	4	.	.	PUNCT
fuelectenerg-11872	397	1	[	[	X
fuelectenerg-11872	397	2	29	29	NUM
fuelectenerg-11872	397	3	]	]	X
fuelectenerg-11872	397	4	f.	f.	PROPN
fuelectenerg-11872	397	5	zhuang	zhuang	PROPN
fuelectenerg-11872	397	6	,	,	PUNCT
fuelectenerg-11872	397	7	q.	q.	PROPN
fuelectenerg-11872	397	8	zhiyuan	zhiyuan	PROPN
fuelectenerg-11872	397	9	,	,	PUNCT
fuelectenerg-11872	397	10	d.	d.	PROPN
fuelectenerg-11872	397	11	keyu	keyu	PROPN
fuelectenerg-11872	397	12	,	,	PUNCT
fuelectenerg-11872	397	13	x.	x.	NOUN
fuelectenerg-11872	397	14	dongbo	dongbo	PROPN
fuelectenerg-11872	397	15	,	,	PUNCT
fuelectenerg-11872	397	16	z.	z.	PROPN
fuelectenerg-11872	397	17	yongchun	yongchun	PROPN
fuelectenerg-11872	397	18	,	,	PUNCT
fuelectenerg-11872	397	19	z.	z.	PROPN
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fuelectenerg-11872	397	21	,	,	PUNCT
fuelectenerg-11872	397	22	x.	x.	PROPN
fuelectenerg-11872	397	23	hui	hui	PROPN
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fuelectenerg-11872	397	25	and	and	CCONJ
fuelectenerg-11872	397	26	h.	h.	PROPN
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fuelectenerg-11872	397	29	"	"	PUNCT
fuelectenerg-11872	397	30	a	a	DET
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fuelectenerg-11872	397	33	on	on	ADP
fuelectenerg-11872	397	34	transfer	transfer	NOUN
fuelectenerg-11872	397	35	learning	learning	NOUN
fuelectenerg-11872	397	36	"	"	PUNCT
fuelectenerg-11872	397	37	,	,	PUNCT
fuelectenerg-11872	397	38	in	in	ADP
fuelectenerg-11872	397	39	proceedings	proceeding	NOUN
fuelectenerg-11872	397	40	of	of	ADP
fuelectenerg-11872	397	41	the	the	DET
fuelectenerg-11872	397	42	ieee	ieee	NOUN
fuelectenerg-11872	397	43	,	,	PUNCT
fuelectenerg-11872	397	44	2020	2020	NUM
fuelectenerg-11872	397	45	,	,	PUNCT
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fuelectenerg-11872	397	47	.	.	PROPN
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fuelectenerg-11872	398	2	,	,	PUNCT
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fuelectenerg-11872	398	4	.	.	NOUN
fuelectenerg-11872	398	5	1	1	NUM
fuelectenerg-11872	398	6	,	,	PUNCT
fuelectenerg-11872	398	7	pp	pp	ADJ
fuelectenerg-11872	398	8	.	.	PUNCT
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fuelectenerg-11872	399	2	.	.	PUNCT
fuelectenerg-11872	400	1	[	[	X
fuelectenerg-11872	400	2	30	30	NUM
fuelectenerg-11872	400	3	]	]	X
fuelectenerg-11872	400	4	b.	b.	PROPN
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fuelectenerg-11872	400	8	s.	s.	PROPN
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fuelectenerg-11872	400	12	"	"	PUNCT
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fuelectenerg-11872	400	14	of	of	ADP
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fuelectenerg-11872	400	17	modal	modal	ADJ
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fuelectenerg-11872	400	20	tumor	tumor	NOUN
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fuelectenerg-11872	400	22	-	-	NOUN
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fuelectenerg-11872	400	26	learning	learning	NOUN
fuelectenerg-11872	400	27	"	"	PUNCT
fuelectenerg-11872	400	28	,	,	PUNCT
fuelectenerg-11872	400	29	journal	journal	NOUN
fuelectenerg-11872	400	30	of	of	ADP
fuelectenerg-11872	400	31	electrical	electrical	ADJ
fuelectenerg-11872	400	32	engineering	engineering	NOUN
fuelectenerg-11872	400	33	&	&	CCONJ
fuelectenerg-11872	400	34	technology	technology	PROPN
fuelectenerg-11872	400	35	,	,	PUNCT
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fuelectenerg-11872	400	37	.	.	PROPN
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fuelectenerg-11872	400	39	,	,	PUNCT
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fuelectenerg-11872	400	41	.	.	NOUN
fuelectenerg-11872	400	42	4	4	NUM
fuelectenerg-11872	400	43	,	,	PUNCT
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fuelectenerg-11872	400	45	,	,	PUNCT
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fuelectenerg-11872	400	48	.	.	PUNCT
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fuelectenerg-11872	401	2	31	31	NUM
fuelectenerg-11872	401	3	]	]	PUNCT
fuelectenerg-11872	401	4	m.	m.	NOUN
fuelectenerg-11872	401	5	allahyari	allahyari	PROPN
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fuelectenerg-11872	401	7	p.	p.	PROPN
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fuelectenerg-11872	401	17	t.	t.	PROPN
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fuelectenerg-11872	401	28	"	"	PUNCT
fuelectenerg-11872	401	29	text	text	NOUN
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fuelectenerg-11872	401	31	techniques	technique	NOUN
fuelectenerg-11872	401	32	:	:	PUNCT
fuelectenerg-11872	401	33	a	a	DET
fuelectenerg-11872	401	34	brief	brief	ADJ
fuelectenerg-11872	401	35	survey	survey	NOUN
fuelectenerg-11872	401	36	"	"	PUNCT
fuelectenerg-11872	401	37	,	,	PUNCT
fuelectenerg-11872	401	38	arxiv	arxiv	PROPN
fuelectenerg-11872	401	39	preprint	preprint	NOUN
fuelectenerg-11872	401	40	arxiv	arxiv	PROPN
fuelectenerg-11872	401	41	:	:	PUNCT
fuelectenerg-11872	401	42	1707.02268	1707.02268	NUM
fuelectenerg-11872	401	43	,	,	PUNCT
fuelectenerg-11872	401	44	2017	2017	NUM
fuelectenerg-11872	401	45	.	.	PUNCT
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fuelectenerg-11872	402	14	"	"	PUNCT
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fuelectenerg-11872	402	16	and	and	CCONJ
fuelectenerg-11872	402	17	extractive	extractive	ADJ
fuelectenerg-11872	402	18	text	text	NOUN
fuelectenerg-11872	402	19	summarization	summarization	NOUN
fuelectenerg-11872	402	20	using	use	VERB
fuelectenerg-11872	402	21	document	document	NOUN
fuelectenerg-11872	402	22	context	context	NOUN
fuelectenerg-11872	402	23	vector	vector	NOUN
fuelectenerg-11872	402	24	and	and	CCONJ
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fuelectenerg-11872	402	26	neural	neural	ADJ
fuelectenerg-11872	402	27	networks	network	NOUN
fuelectenerg-11872	402	28	"	"	PUNCT
fuelectenerg-11872	402	29	,	,	PUNCT
fuelectenerg-11872	402	30	arxiv	arxiv	PROPN
fuelectenerg-11872	402	31	preprint	preprint	NOUN
fuelectenerg-11872	402	32	arxiv	arxiv	PROPN
fuelectenerg-11872	402	33	:	:	PUNCT
fuelectenerg-11872	402	34	1807.08000	1807.08000	NUM
fuelectenerg-11872	402	35	,	,	PUNCT
fuelectenerg-11872	402	36	2018	2018	NUM
fuelectenerg-11872	402	37	.	.	PUNCT
fuelectenerg-11872	403	1	[	[	X
fuelectenerg-11872	403	2	33	33	NUM
fuelectenerg-11872	403	3	]	]	PUNCT
fuelectenerg-11872	403	4	m.	m.	NOUN
fuelectenerg-11872	403	5	ranzato	ranzato	PROPN
fuelectenerg-11872	403	6	,	,	PUNCT
fuelectenerg-11872	403	7	c.	c.	PROPN
fuelectenerg-11872	403	8	sumit	sumit	PROPN
fuelectenerg-11872	403	9	,	,	PUNCT
fuelectenerg-11872	403	10	a.	a.	PROPN
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fuelectenerg-11872	403	14	z.	z.	PROPN
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fuelectenerg-11872	403	19	level	level	NOUN
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fuelectenerg-11872	403	24	networks	network	NOUN
fuelectenerg-11872	403	25	"	"	PUNCT
fuelectenerg-11872	403	26	,	,	PUNCT
fuelectenerg-11872	403	27	arxiv	arxiv	PROPN
fuelectenerg-11872	403	28	preprint	preprint	NOUN
fuelectenerg-11872	403	29	arxiv	arxiv	PROPN
fuelectenerg-11872	403	30	:	:	PUNCT
fuelectenerg-11872	403	31	1511.06732	1511.06732	NUM
fuelectenerg-11872	403	32	,	,	PUNCT
fuelectenerg-11872	403	33	2015	2015	NUM
fuelectenerg-11872	403	34	.	.	PUNCT
fuelectenerg-11872	404	1	[	[	X
fuelectenerg-11872	404	2	34	34	NUM
fuelectenerg-11872	404	3	]	]	X
fuelectenerg-11872	404	4	https://www.kaggle.com/datasets/gowrishankarp/newspaper-text-summarization-cnn-dailymail	https://www.kaggle.com/datasets/gowrishankarp/newspaper-text-summarization-cnn-dailymail	NOUN
fuelectenerg-11872	404	5	.	.	PUNCT
fuelectenerg-11872	405	1	[	[	X
fuelectenerg-11872	405	2	35	35	NUM
fuelectenerg-11872	405	3	]	]	X
fuelectenerg-11872	405	4	y.	y.	PROPN
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fuelectenerg-11872	405	6	,	,	PUNCT
fuelectenerg-11872	405	7	s.	s.	PROPN
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fuelectenerg-11872	405	9	,	,	PUNCT
fuelectenerg-11872	405	10	h.	h.	PROPN
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fuelectenerg-11872	405	13	and	and	CCONJ
fuelectenerg-11872	405	14	z.	z.	PROPN
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fuelectenerg-11872	405	16	,	,	PUNCT
fuelectenerg-11872	405	17	"	"	PUNCT
fuelectenerg-11872	405	18	a	a	DET
fuelectenerg-11872	405	19	review	review	NOUN
fuelectenerg-11872	405	20	of	of	ADP
fuelectenerg-11872	405	21	recurrent	recurrent	ADJ
fuelectenerg-11872	405	22	neural	neural	ADJ
fuelectenerg-11872	405	23	networks	network	NOUN
fuelectenerg-11872	405	24	:	:	PUNCT
fuelectenerg-11872	405	25	lstm	lstm	NOUN
fuelectenerg-11872	405	26	cells	cell	NOUN
fuelectenerg-11872	405	27	and	and	CCONJ
fuelectenerg-11872	405	28	network	network	NOUN
fuelectenerg-11872	405	29	architectures	architecture	NOUN
fuelectenerg-11872	405	30	"	"	PUNCT
fuelectenerg-11872	405	31	,	,	PUNCT
fuelectenerg-11872	405	32	neural	neural	ADJ
fuelectenerg-11872	405	33	computation	computation	NOUN
fuelectenerg-11872	405	34	,	,	PUNCT
fuelectenerg-11872	405	35	vol	vol	NOUN
fuelectenerg-11872	405	36	.	.	PROPN
fuelectenerg-11872	406	1	31	31	NUM
fuelectenerg-11872	406	2	,	,	PUNCT
fuelectenerg-11872	406	3	no	no	INTJ
fuelectenerg-11872	406	4	.	.	NOUN
fuelectenerg-11872	406	5	7	7	NUM
fuelectenerg-11872	406	6	,	,	PUNCT
fuelectenerg-11872	406	7	pp	pp	ADJ
fuelectenerg-11872	406	8	.	.	PUNCT
fuelectenerg-11872	407	1	1235–1270	1235–1270	NUM
fuelectenerg-11872	407	2	,	,	PUNCT
fuelectenerg-11872	407	3	jul	jul	PROPN
fuelectenerg-11872	407	4	2019	2019	NUM
fuelectenerg-11872	407	5	.	.	PUNCT